diff --git a/ML_practice/credit_card_fraud_detection/.ipynb_checkpoints/ccfd-checkpoint.ipynb b/ML_practice/credit_card_fraud_detection/.ipynb_checkpoints/ccfd-checkpoint.ipynb
new file mode 100644
index 0000000..5423f98
--- /dev/null
+++ b/ML_practice/credit_card_fraud_detection/.ipynb_checkpoints/ccfd-checkpoint.ipynb
@@ -0,0 +1,2616 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b54b09e7-ce75-4a3a-8c31-faafa0636e2e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np \n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "897acd35-89b9-4652-b298-802fccc05991",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(284807, 31)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
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+       "\n",
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+       "        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>Time</th>\n",
+       "      <th>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V21</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Amount</th>\n",
+       "      <th>Class</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.359807</td>\n",
+       "      <td>-0.072781</td>\n",
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+       "      <td>-0.018307</td>\n",
+       "      <td>0.277838</td>\n",
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+       "      <td>-0.189115</td>\n",
+       "      <td>0.133558</td>\n",
+       "      <td>-0.021053</td>\n",
+       "      <td>149.62</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.191857</td>\n",
+       "      <td>0.266151</td>\n",
+       "      <td>0.166480</td>\n",
+       "      <td>0.448154</td>\n",
+       "      <td>0.060018</td>\n",
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+       "      <td>-0.078803</td>\n",
+       "      <td>0.085102</td>\n",
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+       "      <td>0.125895</td>\n",
+       "      <td>-0.008983</td>\n",
+       "      <td>0.014724</td>\n",
+       "      <td>2.69</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1.358354</td>\n",
+       "      <td>-1.340163</td>\n",
+       "      <td>1.773209</td>\n",
+       "      <td>0.379780</td>\n",
+       "      <td>-0.503198</td>\n",
+       "      <td>1.800499</td>\n",
+       "      <td>0.791461</td>\n",
+       "      <td>0.247676</td>\n",
+       "      <td>-1.514654</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.247998</td>\n",
+       "      <td>0.771679</td>\n",
+       "      <td>0.909412</td>\n",
+       "      <td>-0.689281</td>\n",
+       "      <td>-0.327642</td>\n",
+       "      <td>-0.139097</td>\n",
+       "      <td>-0.055353</td>\n",
+       "      <td>-0.059752</td>\n",
+       "      <td>378.66</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.966272</td>\n",
+       "      <td>-0.185226</td>\n",
+       "      <td>1.792993</td>\n",
+       "      <td>-0.863291</td>\n",
+       "      <td>-0.010309</td>\n",
+       "      <td>1.247203</td>\n",
+       "      <td>0.237609</td>\n",
+       "      <td>0.377436</td>\n",
+       "      <td>-1.387024</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.108300</td>\n",
+       "      <td>0.005274</td>\n",
+       "      <td>-0.190321</td>\n",
+       "      <td>-1.175575</td>\n",
+       "      <td>0.647376</td>\n",
+       "      <td>-0.221929</td>\n",
+       "      <td>0.062723</td>\n",
+       "      <td>0.061458</td>\n",
+       "      <td>123.50</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>-1.158233</td>\n",
+       "      <td>0.877737</td>\n",
+       "      <td>1.548718</td>\n",
+       "      <td>0.403034</td>\n",
+       "      <td>-0.407193</td>\n",
+       "      <td>0.095921</td>\n",
+       "      <td>0.592941</td>\n",
+       "      <td>-0.270533</td>\n",
+       "      <td>0.817739</td>\n",
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+       "      <td>0.141267</td>\n",
+       "      <td>-0.206010</td>\n",
+       "      <td>0.502292</td>\n",
+       "      <td>0.219422</td>\n",
+       "      <td>0.215153</td>\n",
+       "      <td>69.99</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>172786.0</td>\n",
+       "      <td>-11.881118</td>\n",
+       "      <td>10.071785</td>\n",
+       "      <td>-9.834783</td>\n",
+       "      <td>-2.066656</td>\n",
+       "      <td>-5.364473</td>\n",
+       "      <td>-2.606837</td>\n",
+       "      <td>-4.918215</td>\n",
+       "      <td>7.305334</td>\n",
+       "      <td>1.914428</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.213454</td>\n",
+       "      <td>0.111864</td>\n",
+       "      <td>1.014480</td>\n",
+       "      <td>-0.509348</td>\n",
+       "      <td>1.436807</td>\n",
+       "      <td>0.250034</td>\n",
+       "      <td>0.943651</td>\n",
+       "      <td>0.823731</td>\n",
+       "      <td>0.77</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284803</th>\n",
+       "      <td>172787.0</td>\n",
+       "      <td>-0.732789</td>\n",
+       "      <td>-0.055080</td>\n",
+       "      <td>2.035030</td>\n",
+       "      <td>-0.738589</td>\n",
+       "      <td>0.868229</td>\n",
+       "      <td>1.058415</td>\n",
+       "      <td>0.024330</td>\n",
+       "      <td>0.294869</td>\n",
+       "      <td>0.584800</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.214205</td>\n",
+       "      <td>0.924384</td>\n",
+       "      <td>0.012463</td>\n",
+       "      <td>-1.016226</td>\n",
+       "      <td>-0.606624</td>\n",
+       "      <td>-0.395255</td>\n",
+       "      <td>0.068472</td>\n",
+       "      <td>-0.053527</td>\n",
+       "      <td>24.79</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284804</th>\n",
+       "      <td>172788.0</td>\n",
+       "      <td>1.919565</td>\n",
+       "      <td>-0.301254</td>\n",
+       "      <td>-3.249640</td>\n",
+       "      <td>-0.557828</td>\n",
+       "      <td>2.630515</td>\n",
+       "      <td>3.031260</td>\n",
+       "      <td>-0.296827</td>\n",
+       "      <td>0.708417</td>\n",
+       "      <td>0.432454</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.232045</td>\n",
+       "      <td>0.578229</td>\n",
+       "      <td>-0.037501</td>\n",
+       "      <td>0.640134</td>\n",
+       "      <td>0.265745</td>\n",
+       "      <td>-0.087371</td>\n",
+       "      <td>0.004455</td>\n",
+       "      <td>-0.026561</td>\n",
+       "      <td>67.88</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284805</th>\n",
+       "      <td>172788.0</td>\n",
+       "      <td>-0.240440</td>\n",
+       "      <td>0.530483</td>\n",
+       "      <td>0.702510</td>\n",
+       "      <td>0.689799</td>\n",
+       "      <td>-0.377961</td>\n",
+       "      <td>0.623708</td>\n",
+       "      <td>-0.686180</td>\n",
+       "      <td>0.679145</td>\n",
+       "      <td>0.392087</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.265245</td>\n",
+       "      <td>0.800049</td>\n",
+       "      <td>-0.163298</td>\n",
+       "      <td>0.123205</td>\n",
+       "      <td>-0.569159</td>\n",
+       "      <td>0.546668</td>\n",
+       "      <td>0.108821</td>\n",
+       "      <td>0.104533</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284806</th>\n",
+       "      <td>172792.0</td>\n",
+       "      <td>-0.533413</td>\n",
+       "      <td>-0.189733</td>\n",
+       "      <td>0.703337</td>\n",
+       "      <td>-0.506271</td>\n",
+       "      <td>-0.012546</td>\n",
+       "      <td>-0.649617</td>\n",
+       "      <td>1.577006</td>\n",
+       "      <td>-0.414650</td>\n",
+       "      <td>0.486180</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.261057</td>\n",
+       "      <td>0.643078</td>\n",
+       "      <td>0.376777</td>\n",
+       "      <td>0.008797</td>\n",
+       "      <td>-0.473649</td>\n",
+       "      <td>-0.818267</td>\n",
+       "      <td>-0.002415</td>\n",
+       "      <td>0.013649</td>\n",
+       "      <td>217.00</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>284807 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Time         V1         V2        V3        V4        V5  \\\n",
+       "0            0.0  -1.359807  -0.072781  2.536347  1.378155 -0.338321   \n",
+       "1            0.0   1.191857   0.266151  0.166480  0.448154  0.060018   \n",
+       "2            1.0  -1.358354  -1.340163  1.773209  0.379780 -0.503198   \n",
+       "3            1.0  -0.966272  -0.185226  1.792993 -0.863291 -0.010309   \n",
+       "4            2.0  -1.158233   0.877737  1.548718  0.403034 -0.407193   \n",
+       "...          ...        ...        ...       ...       ...       ...   \n",
+       "284802  172786.0 -11.881118  10.071785 -9.834783 -2.066656 -5.364473   \n",
+       "284803  172787.0  -0.732789  -0.055080  2.035030 -0.738589  0.868229   \n",
+       "284804  172788.0   1.919565  -0.301254 -3.249640 -0.557828  2.630515   \n",
+       "284805  172788.0  -0.240440   0.530483  0.702510  0.689799 -0.377961   \n",
+       "284806  172792.0  -0.533413  -0.189733  0.703337 -0.506271 -0.012546   \n",
+       "\n",
+       "              V6        V7        V8        V9  ...       V21       V22  \\\n",
+       "0       0.462388  0.239599  0.098698  0.363787  ... -0.018307  0.277838   \n",
+       "1      -0.082361 -0.078803  0.085102 -0.255425  ... -0.225775 -0.638672   \n",
+       "2       1.800499  0.791461  0.247676 -1.514654  ...  0.247998  0.771679   \n",
+       "3       1.247203  0.237609  0.377436 -1.387024  ... -0.108300  0.005274   \n",
+       "4       0.095921  0.592941 -0.270533  0.817739  ... -0.009431  0.798278   \n",
+       "...          ...       ...       ...       ...  ...       ...       ...   \n",
+       "284802 -2.606837 -4.918215  7.305334  1.914428  ...  0.213454  0.111864   \n",
+       "284803  1.058415  0.024330  0.294869  0.584800  ...  0.214205  0.924384   \n",
+       "284804  3.031260 -0.296827  0.708417  0.432454  ...  0.232045  0.578229   \n",
+       "284805  0.623708 -0.686180  0.679145  0.392087  ...  0.265245  0.800049   \n",
+       "284806 -0.649617  1.577006 -0.414650  0.486180  ...  0.261057  0.643078   \n",
+       "\n",
+       "             V23       V24       V25       V26       V27       V28  Amount  \\\n",
+       "0      -0.110474  0.066928  0.128539 -0.189115  0.133558 -0.021053  149.62   \n",
+       "1       0.101288 -0.339846  0.167170  0.125895 -0.008983  0.014724    2.69   \n",
+       "2       0.909412 -0.689281 -0.327642 -0.139097 -0.055353 -0.059752  378.66   \n",
+       "3      -0.190321 -1.175575  0.647376 -0.221929  0.062723  0.061458  123.50   \n",
+       "4      -0.137458  0.141267 -0.206010  0.502292  0.219422  0.215153   69.99   \n",
+       "...          ...       ...       ...       ...       ...       ...     ...   \n",
+       "284802  1.014480 -0.509348  1.436807  0.250034  0.943651  0.823731    0.77   \n",
+       "284803  0.012463 -1.016226 -0.606624 -0.395255  0.068472 -0.053527   24.79   \n",
+       "284804 -0.037501  0.640134  0.265745 -0.087371  0.004455 -0.026561   67.88   \n",
+       "284805 -0.163298  0.123205 -0.569159  0.546668  0.108821  0.104533   10.00   \n",
+       "284806  0.376777  0.008797 -0.473649 -0.818267 -0.002415  0.013649  217.00   \n",
+       "\n",
+       "        Class  \n",
+       "0           0  \n",
+       "1           0  \n",
+       "2           0  \n",
+       "3           0  \n",
+       "4           0  \n",
+       "...       ...  \n",
+       "284802      0  \n",
+       "284803      0  \n",
+       "284804      0  \n",
+       "284805      0  \n",
+       "284806      0  \n",
+       "\n",
+       "[284807 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data=pd.read_csv(\"dataset_m/creditcard.csv\")\n",
+    "print(data.shape)\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "57af1538-b07b-4311-9f2c-5a33160c80d3",
+   "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",
+       "    .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>Time</th>\n",
+       "      <th>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V21</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Amount</th>\n",
+       "      <th>Class</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>284807.000000</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>284807.000000</td>\n",
+       "      <td>284807.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>94813.859575</td>\n",
+       "      <td>1.168375e-15</td>\n",
+       "      <td>3.416908e-16</td>\n",
+       "      <td>-1.379537e-15</td>\n",
+       "      <td>2.074095e-15</td>\n",
+       "      <td>9.604066e-16</td>\n",
+       "      <td>1.487313e-15</td>\n",
+       "      <td>-5.556467e-16</td>\n",
+       "      <td>1.213481e-16</td>\n",
+       "      <td>-2.406331e-15</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.654067e-16</td>\n",
+       "      <td>-3.568593e-16</td>\n",
+       "      <td>2.578648e-16</td>\n",
+       "      <td>4.473266e-15</td>\n",
+       "      <td>5.340915e-16</td>\n",
+       "      <td>1.683437e-15</td>\n",
+       "      <td>-3.660091e-16</td>\n",
+       "      <td>-1.227390e-16</td>\n",
+       "      <td>88.349619</td>\n",
+       "      <td>0.001727</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>47488.145955</td>\n",
+       "      <td>1.958696e+00</td>\n",
+       "      <td>1.651309e+00</td>\n",
+       "      <td>1.516255e+00</td>\n",
+       "      <td>1.415869e+00</td>\n",
+       "      <td>1.380247e+00</td>\n",
+       "      <td>1.332271e+00</td>\n",
+       "      <td>1.237094e+00</td>\n",
+       "      <td>1.194353e+00</td>\n",
+       "      <td>1.098632e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.345240e-01</td>\n",
+       "      <td>7.257016e-01</td>\n",
+       "      <td>6.244603e-01</td>\n",
+       "      <td>6.056471e-01</td>\n",
+       "      <td>5.212781e-01</td>\n",
+       "      <td>4.822270e-01</td>\n",
+       "      <td>4.036325e-01</td>\n",
+       "      <td>3.300833e-01</td>\n",
+       "      <td>250.120109</td>\n",
+       "      <td>0.041527</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-5.640751e+01</td>\n",
+       "      <td>-7.271573e+01</td>\n",
+       "      <td>-4.832559e+01</td>\n",
+       "      <td>-5.683171e+00</td>\n",
+       "      <td>-1.137433e+02</td>\n",
+       "      <td>-2.616051e+01</td>\n",
+       "      <td>-4.355724e+01</td>\n",
+       "      <td>-7.321672e+01</td>\n",
+       "      <td>-1.343407e+01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-3.483038e+01</td>\n",
+       "      <td>-1.093314e+01</td>\n",
+       "      <td>-4.480774e+01</td>\n",
+       "      <td>-2.836627e+00</td>\n",
+       "      <td>-1.029540e+01</td>\n",
+       "      <td>-2.604551e+00</td>\n",
+       "      <td>-2.256568e+01</td>\n",
+       "      <td>-1.543008e+01</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>54201.500000</td>\n",
+       "      <td>-9.203734e-01</td>\n",
+       "      <td>-5.985499e-01</td>\n",
+       "      <td>-8.903648e-01</td>\n",
+       "      <td>-8.486401e-01</td>\n",
+       "      <td>-6.915971e-01</td>\n",
+       "      <td>-7.682956e-01</td>\n",
+       "      <td>-5.540759e-01</td>\n",
+       "      <td>-2.086297e-01</td>\n",
+       "      <td>-6.430976e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-2.283949e-01</td>\n",
+       "      <td>-5.423504e-01</td>\n",
+       "      <td>-1.618463e-01</td>\n",
+       "      <td>-3.545861e-01</td>\n",
+       "      <td>-3.171451e-01</td>\n",
+       "      <td>-3.269839e-01</td>\n",
+       "      <td>-7.083953e-02</td>\n",
+       "      <td>-5.295979e-02</td>\n",
+       "      <td>5.600000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>84692.000000</td>\n",
+       "      <td>1.810880e-02</td>\n",
+       "      <td>6.548556e-02</td>\n",
+       "      <td>1.798463e-01</td>\n",
+       "      <td>-1.984653e-02</td>\n",
+       "      <td>-5.433583e-02</td>\n",
+       "      <td>-2.741871e-01</td>\n",
+       "      <td>4.010308e-02</td>\n",
+       "      <td>2.235804e-02</td>\n",
+       "      <td>-5.142873e-02</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-2.945017e-02</td>\n",
+       "      <td>6.781943e-03</td>\n",
+       "      <td>-1.119293e-02</td>\n",
+       "      <td>4.097606e-02</td>\n",
+       "      <td>1.659350e-02</td>\n",
+       "      <td>-5.213911e-02</td>\n",
+       "      <td>1.342146e-03</td>\n",
+       "      <td>1.124383e-02</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>139320.500000</td>\n",
+       "      <td>1.315642e+00</td>\n",
+       "      <td>8.037239e-01</td>\n",
+       "      <td>1.027196e+00</td>\n",
+       "      <td>7.433413e-01</td>\n",
+       "      <td>6.119264e-01</td>\n",
+       "      <td>3.985649e-01</td>\n",
+       "      <td>5.704361e-01</td>\n",
+       "      <td>3.273459e-01</td>\n",
+       "      <td>5.971390e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.863772e-01</td>\n",
+       "      <td>5.285536e-01</td>\n",
+       "      <td>1.476421e-01</td>\n",
+       "      <td>4.395266e-01</td>\n",
+       "      <td>3.507156e-01</td>\n",
+       "      <td>2.409522e-01</td>\n",
+       "      <td>9.104512e-02</td>\n",
+       "      <td>7.827995e-02</td>\n",
+       "      <td>77.165000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>172792.000000</td>\n",
+       "      <td>2.454930e+00</td>\n",
+       "      <td>2.205773e+01</td>\n",
+       "      <td>9.382558e+00</td>\n",
+       "      <td>1.687534e+01</td>\n",
+       "      <td>3.480167e+01</td>\n",
+       "      <td>7.330163e+01</td>\n",
+       "      <td>1.205895e+02</td>\n",
+       "      <td>2.000721e+01</td>\n",
+       "      <td>1.559499e+01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.720284e+01</td>\n",
+       "      <td>1.050309e+01</td>\n",
+       "      <td>2.252841e+01</td>\n",
+       "      <td>4.584549e+00</td>\n",
+       "      <td>7.519589e+00</td>\n",
+       "      <td>3.517346e+00</td>\n",
+       "      <td>3.161220e+01</td>\n",
+       "      <td>3.384781e+01</td>\n",
+       "      <td>25691.160000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                Time            V1            V2            V3            V4  \\\n",
+       "count  284807.000000  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean    94813.859575  1.168375e-15  3.416908e-16 -1.379537e-15  2.074095e-15   \n",
+       "std     47488.145955  1.958696e+00  1.651309e+00  1.516255e+00  1.415869e+00   \n",
+       "min         0.000000 -5.640751e+01 -7.271573e+01 -4.832559e+01 -5.683171e+00   \n",
+       "25%     54201.500000 -9.203734e-01 -5.985499e-01 -8.903648e-01 -8.486401e-01   \n",
+       "50%     84692.000000  1.810880e-02  6.548556e-02  1.798463e-01 -1.984653e-02   \n",
+       "75%    139320.500000  1.315642e+00  8.037239e-01  1.027196e+00  7.433413e-01   \n",
+       "max    172792.000000  2.454930e+00  2.205773e+01  9.382558e+00  1.687534e+01   \n",
+       "\n",
+       "                 V5            V6            V7            V8            V9  \\\n",
+       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean   9.604066e-16  1.487313e-15 -5.556467e-16  1.213481e-16 -2.406331e-15   \n",
+       "std    1.380247e+00  1.332271e+00  1.237094e+00  1.194353e+00  1.098632e+00   \n",
+       "min   -1.137433e+02 -2.616051e+01 -4.355724e+01 -7.321672e+01 -1.343407e+01   \n",
+       "25%   -6.915971e-01 -7.682956e-01 -5.540759e-01 -2.086297e-01 -6.430976e-01   \n",
+       "50%   -5.433583e-02 -2.741871e-01  4.010308e-02  2.235804e-02 -5.142873e-02   \n",
+       "75%    6.119264e-01  3.985649e-01  5.704361e-01  3.273459e-01  5.971390e-01   \n",
+       "max    3.480167e+01  7.330163e+01  1.205895e+02  2.000721e+01  1.559499e+01   \n",
+       "\n",
+       "       ...           V21           V22           V23           V24  \\\n",
+       "count  ...  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean   ...  1.654067e-16 -3.568593e-16  2.578648e-16  4.473266e-15   \n",
+       "std    ...  7.345240e-01  7.257016e-01  6.244603e-01  6.056471e-01   \n",
+       "min    ... -3.483038e+01 -1.093314e+01 -4.480774e+01 -2.836627e+00   \n",
+       "25%    ... -2.283949e-01 -5.423504e-01 -1.618463e-01 -3.545861e-01   \n",
+       "50%    ... -2.945017e-02  6.781943e-03 -1.119293e-02  4.097606e-02   \n",
+       "75%    ...  1.863772e-01  5.285536e-01  1.476421e-01  4.395266e-01   \n",
+       "max    ...  2.720284e+01  1.050309e+01  2.252841e+01  4.584549e+00   \n",
+       "\n",
+       "                V25           V26           V27           V28         Amount  \\\n",
+       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  284807.000000   \n",
+       "mean   5.340915e-16  1.683437e-15 -3.660091e-16 -1.227390e-16      88.349619   \n",
+       "std    5.212781e-01  4.822270e-01  4.036325e-01  3.300833e-01     250.120109   \n",
+       "min   -1.029540e+01 -2.604551e+00 -2.256568e+01 -1.543008e+01       0.000000   \n",
+       "25%   -3.171451e-01 -3.269839e-01 -7.083953e-02 -5.295979e-02       5.600000   \n",
+       "50%    1.659350e-02 -5.213911e-02  1.342146e-03  1.124383e-02      22.000000   \n",
+       "75%    3.507156e-01  2.409522e-01  9.104512e-02  7.827995e-02      77.165000   \n",
+       "max    7.519589e+00  3.517346e+00  3.161220e+01  3.384781e+01   25691.160000   \n",
+       "\n",
+       "               Class  \n",
+       "count  284807.000000  \n",
+       "mean        0.001727  \n",
+       "std         0.041527  \n",
+       "min         0.000000  \n",
+       "25%         0.000000  \n",
+       "50%         0.000000  \n",
+       "75%         0.000000  \n",
+       "max         1.000000  \n",
+       "\n",
+       "[8 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "4838af17-bd93-43f5-b098-f64a281ad99f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Time      float64\n",
+       "V1        float64\n",
+       "V2        float64\n",
+       "V3        float64\n",
+       "V4        float64\n",
+       "V5        float64\n",
+       "V6        float64\n",
+       "V7        float64\n",
+       "V8        float64\n",
+       "V9        float64\n",
+       "V10       float64\n",
+       "V11       float64\n",
+       "V12       float64\n",
+       "V13       float64\n",
+       "V14       float64\n",
+       "V15       float64\n",
+       "V16       float64\n",
+       "V17       float64\n",
+       "V18       float64\n",
+       "V19       float64\n",
+       "V20       float64\n",
+       "V21       float64\n",
+       "V22       float64\n",
+       "V23       float64\n",
+       "V24       float64\n",
+       "V25       float64\n",
+       "V26       float64\n",
+       "V27       float64\n",
+       "V28       float64\n",
+       "Amount    float64\n",
+       "Class       int64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b7c28423-b8c4-4512-9296-b0064f9344c2",
+   "metadata": {},
+   "source": [
+    "# Data Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "1ad86bc6-a5d2-4173-96aa-333445b27b47",
+   "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>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>V10</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Class</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>284807.000000</td>\n",
+       "      <td>284807.000000</td>\n",
+       "      <td>284807.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1.168375e-15</td>\n",
+       "      <td>3.416908e-16</td>\n",
+       "      <td>-1.379537e-15</td>\n",
+       "      <td>2.074095e-15</td>\n",
+       "      <td>9.604066e-16</td>\n",
+       "      <td>1.487313e-15</td>\n",
+       "      <td>-5.556467e-16</td>\n",
+       "      <td>1.213481e-16</td>\n",
+       "      <td>-2.406331e-15</td>\n",
+       "      <td>2.239053e-15</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-3.568593e-16</td>\n",
+       "      <td>2.578648e-16</td>\n",
+       "      <td>4.473266e-15</td>\n",
+       "      <td>5.340915e-16</td>\n",
+       "      <td>1.683437e-15</td>\n",
+       "      <td>-3.660091e-16</td>\n",
+       "      <td>-1.227390e-16</td>\n",
+       "      <td>0.001727</td>\n",
+       "      <td>0.927124</td>\n",
+       "      <td>0.118914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.958696e+00</td>\n",
+       "      <td>1.651309e+00</td>\n",
+       "      <td>1.516255e+00</td>\n",
+       "      <td>1.415869e+00</td>\n",
+       "      <td>1.380247e+00</td>\n",
+       "      <td>1.332271e+00</td>\n",
+       "      <td>1.237094e+00</td>\n",
+       "      <td>1.194353e+00</td>\n",
+       "      <td>1.098632e+00</td>\n",
+       "      <td>1.088850e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.257016e-01</td>\n",
+       "      <td>6.244603e-01</td>\n",
+       "      <td>6.056471e-01</td>\n",
+       "      <td>5.212781e-01</td>\n",
+       "      <td>4.822270e-01</td>\n",
+       "      <td>4.036325e-01</td>\n",
+       "      <td>3.300833e-01</td>\n",
+       "      <td>0.041527</td>\n",
+       "      <td>3.495006</td>\n",
+       "      <td>0.557903</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-5.640751e+01</td>\n",
+       "      <td>-7.271573e+01</td>\n",
+       "      <td>-4.832559e+01</td>\n",
+       "      <td>-5.683171e+00</td>\n",
+       "      <td>-1.137433e+02</td>\n",
+       "      <td>-2.616051e+01</td>\n",
+       "      <td>-4.355724e+01</td>\n",
+       "      <td>-7.321672e+01</td>\n",
+       "      <td>-1.343407e+01</td>\n",
+       "      <td>-2.458826e+01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.093314e+01</td>\n",
+       "      <td>-4.480774e+01</td>\n",
+       "      <td>-2.836627e+00</td>\n",
+       "      <td>-1.029540e+01</td>\n",
+       "      <td>-2.604551e+00</td>\n",
+       "      <td>-2.256568e+01</td>\n",
+       "      <td>-1.543008e+01</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.307413</td>\n",
+       "      <td>-0.994983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>-9.203734e-01</td>\n",
+       "      <td>-5.985499e-01</td>\n",
+       "      <td>-8.903648e-01</td>\n",
+       "      <td>-8.486401e-01</td>\n",
+       "      <td>-6.915971e-01</td>\n",
+       "      <td>-7.682956e-01</td>\n",
+       "      <td>-5.540759e-01</td>\n",
+       "      <td>-2.086297e-01</td>\n",
+       "      <td>-6.430976e-01</td>\n",
+       "      <td>-5.354257e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-5.423504e-01</td>\n",
+       "      <td>-1.618463e-01</td>\n",
+       "      <td>-3.545861e-01</td>\n",
+       "      <td>-3.171451e-01</td>\n",
+       "      <td>-3.269839e-01</td>\n",
+       "      <td>-7.083953e-02</td>\n",
+       "      <td>-5.295979e-02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.229162</td>\n",
+       "      <td>-0.358210</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>1.810880e-02</td>\n",
+       "      <td>6.548556e-02</td>\n",
+       "      <td>1.798463e-01</td>\n",
+       "      <td>-1.984653e-02</td>\n",
+       "      <td>-5.433583e-02</td>\n",
+       "      <td>-2.741871e-01</td>\n",
+       "      <td>4.010308e-02</td>\n",
+       "      <td>2.235804e-02</td>\n",
+       "      <td>-5.142873e-02</td>\n",
+       "      <td>-9.291738e-02</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.781943e-03</td>\n",
+       "      <td>-1.119293e-02</td>\n",
+       "      <td>4.097606e-02</td>\n",
+       "      <td>1.659350e-02</td>\n",
+       "      <td>-5.213911e-02</td>\n",
+       "      <td>1.342146e-03</td>\n",
+       "      <td>1.124383e-02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1.315642e+00</td>\n",
+       "      <td>8.037239e-01</td>\n",
+       "      <td>1.027196e+00</td>\n",
+       "      <td>7.433413e-01</td>\n",
+       "      <td>6.119264e-01</td>\n",
+       "      <td>3.985649e-01</td>\n",
+       "      <td>5.704361e-01</td>\n",
+       "      <td>3.273459e-01</td>\n",
+       "      <td>5.971390e-01</td>\n",
+       "      <td>4.539234e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.285536e-01</td>\n",
+       "      <td>1.476421e-01</td>\n",
+       "      <td>4.395266e-01</td>\n",
+       "      <td>3.507156e-01</td>\n",
+       "      <td>2.409522e-01</td>\n",
+       "      <td>9.104512e-02</td>\n",
+       "      <td>7.827995e-02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.770838</td>\n",
+       "      <td>0.641790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2.454930e+00</td>\n",
+       "      <td>2.205773e+01</td>\n",
+       "      <td>9.382558e+00</td>\n",
+       "      <td>1.687534e+01</td>\n",
+       "      <td>3.480167e+01</td>\n",
+       "      <td>7.330163e+01</td>\n",
+       "      <td>1.205895e+02</td>\n",
+       "      <td>2.000721e+01</td>\n",
+       "      <td>1.559499e+01</td>\n",
+       "      <td>2.374514e+01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.050309e+01</td>\n",
+       "      <td>2.252841e+01</td>\n",
+       "      <td>4.584549e+00</td>\n",
+       "      <td>7.519589e+00</td>\n",
+       "      <td>3.517346e+00</td>\n",
+       "      <td>3.161220e+01</td>\n",
+       "      <td>3.384781e+01</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>358.683155</td>\n",
+       "      <td>1.035022</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 V1            V2            V3            V4            V5  \\\n",
+       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean   1.168375e-15  3.416908e-16 -1.379537e-15  2.074095e-15  9.604066e-16   \n",
+       "std    1.958696e+00  1.651309e+00  1.516255e+00  1.415869e+00  1.380247e+00   \n",
+       "min   -5.640751e+01 -7.271573e+01 -4.832559e+01 -5.683171e+00 -1.137433e+02   \n",
+       "25%   -9.203734e-01 -5.985499e-01 -8.903648e-01 -8.486401e-01 -6.915971e-01   \n",
+       "50%    1.810880e-02  6.548556e-02  1.798463e-01 -1.984653e-02 -5.433583e-02   \n",
+       "75%    1.315642e+00  8.037239e-01  1.027196e+00  7.433413e-01  6.119264e-01   \n",
+       "max    2.454930e+00  2.205773e+01  9.382558e+00  1.687534e+01  3.480167e+01   \n",
+       "\n",
+       "                 V6            V7            V8            V9           V10  \\\n",
+       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean   1.487313e-15 -5.556467e-16  1.213481e-16 -2.406331e-15  2.239053e-15   \n",
+       "std    1.332271e+00  1.237094e+00  1.194353e+00  1.098632e+00  1.088850e+00   \n",
+       "min   -2.616051e+01 -4.355724e+01 -7.321672e+01 -1.343407e+01 -2.458826e+01   \n",
+       "25%   -7.682956e-01 -5.540759e-01 -2.086297e-01 -6.430976e-01 -5.354257e-01   \n",
+       "50%   -2.741871e-01  4.010308e-02  2.235804e-02 -5.142873e-02 -9.291738e-02   \n",
+       "75%    3.985649e-01  5.704361e-01  3.273459e-01  5.971390e-01  4.539234e-01   \n",
+       "max    7.330163e+01  1.205895e+02  2.000721e+01  1.559499e+01  2.374514e+01   \n",
+       "\n",
+       "       ...           V22           V23           V24           V25  \\\n",
+       "count  ...  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean   ... -3.568593e-16  2.578648e-16  4.473266e-15  5.340915e-16   \n",
+       "std    ...  7.257016e-01  6.244603e-01  6.056471e-01  5.212781e-01   \n",
+       "min    ... -1.093314e+01 -4.480774e+01 -2.836627e+00 -1.029540e+01   \n",
+       "25%    ... -5.423504e-01 -1.618463e-01 -3.545861e-01 -3.171451e-01   \n",
+       "50%    ...  6.781943e-03 -1.119293e-02  4.097606e-02  1.659350e-02   \n",
+       "75%    ...  5.285536e-01  1.476421e-01  4.395266e-01  3.507156e-01   \n",
+       "max    ...  1.050309e+01  2.252841e+01  4.584549e+00  7.519589e+00   \n",
+       "\n",
+       "                V26           V27           V28          Class         amount  \\\n",
+       "count  2.848070e+05  2.848070e+05  2.848070e+05  284807.000000  284807.000000   \n",
+       "mean   1.683437e-15 -3.660091e-16 -1.227390e-16       0.001727       0.927124   \n",
+       "std    4.822270e-01  4.036325e-01  3.300833e-01       0.041527       3.495006   \n",
+       "min   -2.604551e+00 -2.256568e+01 -1.543008e+01       0.000000      -0.307413   \n",
+       "25%   -3.269839e-01 -7.083953e-02 -5.295979e-02       0.000000      -0.229162   \n",
+       "50%   -5.213911e-02  1.342146e-03  1.124383e-02       0.000000       0.000000   \n",
+       "75%    2.409522e-01  9.104512e-02  7.827995e-02       0.000000       0.770838   \n",
+       "max    3.517346e+00  3.161220e+01  3.384781e+01       1.000000     358.683155   \n",
+       "\n",
+       "                time  \n",
+       "count  284807.000000  \n",
+       "mean        0.118914  \n",
+       "std         0.557903  \n",
+       "min        -0.994983  \n",
+       "25%        -0.358210  \n",
+       "50%         0.000000  \n",
+       "75%         0.641790  \n",
+       "max         1.035022  \n",
+       "\n",
+       "[8 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_cp=data.copy()\n",
+    "from sklearn.preprocessing import StandardScaler, RobustScaler\n",
+    "std_scaler = StandardScaler()\n",
+    "rob_scaler = RobustScaler()\n",
+    "data_cp['amount'] = rob_scaler.fit_transform(data_cp['Amount'].values.reshape(-1,1))\n",
+    "data_cp['time'] = rob_scaler.fit_transform(data_cp['Time'].values.reshape(-1,1))\n",
+    "data_cp.drop(['Time','Amount'], axis=1, inplace=True)\n",
+    "data_cp.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "67003a80-adbe-47bc-a8f6-506594d9e7e2",
+   "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>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>V10</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Class</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-1.359807</td>\n",
+       "      <td>-0.072781</td>\n",
+       "      <td>2.536347</td>\n",
+       "      <td>1.378155</td>\n",
+       "      <td>-0.338321</td>\n",
+       "      <td>0.462388</td>\n",
+       "      <td>0.239599</td>\n",
+       "      <td>0.098698</td>\n",
+       "      <td>0.363787</td>\n",
+       "      <td>0.090794</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.277838</td>\n",
+       "      <td>-0.110474</td>\n",
+       "      <td>0.066928</td>\n",
+       "      <td>0.128539</td>\n",
+       "      <td>-0.189115</td>\n",
+       "      <td>0.133558</td>\n",
+       "      <td>-0.021053</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.783274</td>\n",
+       "      <td>-0.994983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.191857</td>\n",
+       "      <td>0.266151</td>\n",
+       "      <td>0.166480</td>\n",
+       "      <td>0.448154</td>\n",
+       "      <td>0.060018</td>\n",
+       "      <td>-0.082361</td>\n",
+       "      <td>-0.078803</td>\n",
+       "      <td>0.085102</td>\n",
+       "      <td>-0.255425</td>\n",
+       "      <td>-0.166974</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.638672</td>\n",
+       "      <td>0.101288</td>\n",
+       "      <td>-0.339846</td>\n",
+       "      <td>0.167170</td>\n",
+       "      <td>0.125895</td>\n",
+       "      <td>-0.008983</td>\n",
+       "      <td>0.014724</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.269825</td>\n",
+       "      <td>-0.994983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-1.358354</td>\n",
+       "      <td>-1.340163</td>\n",
+       "      <td>1.773209</td>\n",
+       "      <td>0.379780</td>\n",
+       "      <td>-0.503198</td>\n",
+       "      <td>1.800499</td>\n",
+       "      <td>0.791461</td>\n",
+       "      <td>0.247676</td>\n",
+       "      <td>-1.514654</td>\n",
+       "      <td>0.207643</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.771679</td>\n",
+       "      <td>0.909412</td>\n",
+       "      <td>-0.689281</td>\n",
+       "      <td>-0.327642</td>\n",
+       "      <td>-0.139097</td>\n",
+       "      <td>-0.055353</td>\n",
+       "      <td>-0.059752</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4.983721</td>\n",
+       "      <td>-0.994972</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.966272</td>\n",
+       "      <td>-0.185226</td>\n",
+       "      <td>1.792993</td>\n",
+       "      <td>-0.863291</td>\n",
+       "      <td>-0.010309</td>\n",
+       "      <td>1.247203</td>\n",
+       "      <td>0.237609</td>\n",
+       "      <td>0.377436</td>\n",
+       "      <td>-1.387024</td>\n",
+       "      <td>-0.054952</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.005274</td>\n",
+       "      <td>-0.190321</td>\n",
+       "      <td>-1.175575</td>\n",
+       "      <td>0.647376</td>\n",
+       "      <td>-0.221929</td>\n",
+       "      <td>0.062723</td>\n",
+       "      <td>0.061458</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.418291</td>\n",
+       "      <td>-0.994972</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-1.158233</td>\n",
+       "      <td>0.877737</td>\n",
+       "      <td>1.548718</td>\n",
+       "      <td>0.403034</td>\n",
+       "      <td>-0.407193</td>\n",
+       "      <td>0.095921</td>\n",
+       "      <td>0.592941</td>\n",
+       "      <td>-0.270533</td>\n",
+       "      <td>0.817739</td>\n",
+       "      <td>0.753074</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.798278</td>\n",
+       "      <td>-0.137458</td>\n",
+       "      <td>0.141267</td>\n",
+       "      <td>-0.206010</td>\n",
+       "      <td>0.502292</td>\n",
+       "      <td>0.219422</td>\n",
+       "      <td>0.215153</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.670579</td>\n",
+       "      <td>-0.994960</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284802</th>\n",
+       "      <td>-11.881118</td>\n",
+       "      <td>10.071785</td>\n",
+       "      <td>-9.834783</td>\n",
+       "      <td>-2.066656</td>\n",
+       "      <td>-5.364473</td>\n",
+       "      <td>-2.606837</td>\n",
+       "      <td>-4.918215</td>\n",
+       "      <td>7.305334</td>\n",
+       "      <td>1.914428</td>\n",
+       "      <td>4.356170</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.111864</td>\n",
+       "      <td>1.014480</td>\n",
+       "      <td>-0.509348</td>\n",
+       "      <td>1.436807</td>\n",
+       "      <td>0.250034</td>\n",
+       "      <td>0.943651</td>\n",
+       "      <td>0.823731</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.296653</td>\n",
+       "      <td>1.034951</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284803</th>\n",
+       "      <td>-0.732789</td>\n",
+       "      <td>-0.055080</td>\n",
+       "      <td>2.035030</td>\n",
+       "      <td>-0.738589</td>\n",
+       "      <td>0.868229</td>\n",
+       "      <td>1.058415</td>\n",
+       "      <td>0.024330</td>\n",
+       "      <td>0.294869</td>\n",
+       "      <td>0.584800</td>\n",
+       "      <td>-0.975926</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.924384</td>\n",
+       "      <td>0.012463</td>\n",
+       "      <td>-1.016226</td>\n",
+       "      <td>-0.606624</td>\n",
+       "      <td>-0.395255</td>\n",
+       "      <td>0.068472</td>\n",
+       "      <td>-0.053527</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.038986</td>\n",
+       "      <td>1.034963</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284804</th>\n",
+       "      <td>1.919565</td>\n",
+       "      <td>-0.301254</td>\n",
+       "      <td>-3.249640</td>\n",
+       "      <td>-0.557828</td>\n",
+       "      <td>2.630515</td>\n",
+       "      <td>3.031260</td>\n",
+       "      <td>-0.296827</td>\n",
+       "      <td>0.708417</td>\n",
+       "      <td>0.432454</td>\n",
+       "      <td>-0.484782</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.578229</td>\n",
+       "      <td>-0.037501</td>\n",
+       "      <td>0.640134</td>\n",
+       "      <td>0.265745</td>\n",
+       "      <td>-0.087371</td>\n",
+       "      <td>0.004455</td>\n",
+       "      <td>-0.026561</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.641096</td>\n",
+       "      <td>1.034975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284805</th>\n",
+       "      <td>-0.240440</td>\n",
+       "      <td>0.530483</td>\n",
+       "      <td>0.702510</td>\n",
+       "      <td>0.689799</td>\n",
+       "      <td>-0.377961</td>\n",
+       "      <td>0.623708</td>\n",
+       "      <td>-0.686180</td>\n",
+       "      <td>0.679145</td>\n",
+       "      <td>0.392087</td>\n",
+       "      <td>-0.399126</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.800049</td>\n",
+       "      <td>-0.163298</td>\n",
+       "      <td>0.123205</td>\n",
+       "      <td>-0.569159</td>\n",
+       "      <td>0.546668</td>\n",
+       "      <td>0.108821</td>\n",
+       "      <td>0.104533</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.167680</td>\n",
+       "      <td>1.034975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284806</th>\n",
+       "      <td>-0.533413</td>\n",
+       "      <td>-0.189733</td>\n",
+       "      <td>0.703337</td>\n",
+       "      <td>-0.506271</td>\n",
+       "      <td>-0.012546</td>\n",
+       "      <td>-0.649617</td>\n",
+       "      <td>1.577006</td>\n",
+       "      <td>-0.414650</td>\n",
+       "      <td>0.486180</td>\n",
+       "      <td>-0.915427</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.643078</td>\n",
+       "      <td>0.376777</td>\n",
+       "      <td>0.008797</td>\n",
+       "      <td>-0.473649</td>\n",
+       "      <td>-0.818267</td>\n",
+       "      <td>-0.002415</td>\n",
+       "      <td>0.013649</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2.724796</td>\n",
+       "      <td>1.035022</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>284807 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               V1         V2        V3        V4        V5        V6  \\\n",
+       "0       -1.359807  -0.072781  2.536347  1.378155 -0.338321  0.462388   \n",
+       "1        1.191857   0.266151  0.166480  0.448154  0.060018 -0.082361   \n",
+       "2       -1.358354  -1.340163  1.773209  0.379780 -0.503198  1.800499   \n",
+       "3       -0.966272  -0.185226  1.792993 -0.863291 -0.010309  1.247203   \n",
+       "4       -1.158233   0.877737  1.548718  0.403034 -0.407193  0.095921   \n",
+       "...           ...        ...       ...       ...       ...       ...   \n",
+       "284802 -11.881118  10.071785 -9.834783 -2.066656 -5.364473 -2.606837   \n",
+       "284803  -0.732789  -0.055080  2.035030 -0.738589  0.868229  1.058415   \n",
+       "284804   1.919565  -0.301254 -3.249640 -0.557828  2.630515  3.031260   \n",
+       "284805  -0.240440   0.530483  0.702510  0.689799 -0.377961  0.623708   \n",
+       "284806  -0.533413  -0.189733  0.703337 -0.506271 -0.012546 -0.649617   \n",
+       "\n",
+       "              V7        V8        V9       V10  ...       V22       V23  \\\n",
+       "0       0.239599  0.098698  0.363787  0.090794  ...  0.277838 -0.110474   \n",
+       "1      -0.078803  0.085102 -0.255425 -0.166974  ... -0.638672  0.101288   \n",
+       "2       0.791461  0.247676 -1.514654  0.207643  ...  0.771679  0.909412   \n",
+       "3       0.237609  0.377436 -1.387024 -0.054952  ...  0.005274 -0.190321   \n",
+       "4       0.592941 -0.270533  0.817739  0.753074  ...  0.798278 -0.137458   \n",
+       "...          ...       ...       ...       ...  ...       ...       ...   \n",
+       "284802 -4.918215  7.305334  1.914428  4.356170  ...  0.111864  1.014480   \n",
+       "284803  0.024330  0.294869  0.584800 -0.975926  ...  0.924384  0.012463   \n",
+       "284804 -0.296827  0.708417  0.432454 -0.484782  ...  0.578229 -0.037501   \n",
+       "284805 -0.686180  0.679145  0.392087 -0.399126  ...  0.800049 -0.163298   \n",
+       "284806  1.577006 -0.414650  0.486180 -0.915427  ...  0.643078  0.376777   \n",
+       "\n",
+       "             V24       V25       V26       V27       V28  Class    amount  \\\n",
+       "0       0.066928  0.128539 -0.189115  0.133558 -0.021053      0  1.783274   \n",
+       "1      -0.339846  0.167170  0.125895 -0.008983  0.014724      0 -0.269825   \n",
+       "2      -0.689281 -0.327642 -0.139097 -0.055353 -0.059752      0  4.983721   \n",
+       "3      -1.175575  0.647376 -0.221929  0.062723  0.061458      0  1.418291   \n",
+       "4       0.141267 -0.206010  0.502292  0.219422  0.215153      0  0.670579   \n",
+       "...          ...       ...       ...       ...       ...    ...       ...   \n",
+       "284802 -0.509348  1.436807  0.250034  0.943651  0.823731      0 -0.296653   \n",
+       "284803 -1.016226 -0.606624 -0.395255  0.068472 -0.053527      0  0.038986   \n",
+       "284804  0.640134  0.265745 -0.087371  0.004455 -0.026561      0  0.641096   \n",
+       "284805  0.123205 -0.569159  0.546668  0.108821  0.104533      0 -0.167680   \n",
+       "284806  0.008797 -0.473649 -0.818267 -0.002415  0.013649      0  2.724796   \n",
+       "\n",
+       "            time  \n",
+       "0      -0.994983  \n",
+       "1      -0.994983  \n",
+       "2      -0.994972  \n",
+       "3      -0.994972  \n",
+       "4      -0.994960  \n",
+       "...          ...  \n",
+       "284802  1.034951  \n",
+       "284803  1.034963  \n",
+       "284804  1.034975  \n",
+       "284805  1.034975  \n",
+       "284806  1.035022  \n",
+       "\n",
+       "[284807 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_cp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "2fbc326f-a843-4682-b1c3-96e20e26469e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+      "text/plain": [
+       "<Figure size 5000x4000 with 36 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "data_cp.hist(bins=100,figsize=(50,40),)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "5920a3d6-3afc-4746-b2d8-a3c3feff2951",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.plot(data_cp.index,data_cp[\"time\"])\n",
+    "plt.xlabel(\"Transaction\")\n",
+    "plt.ylabel(\"Time\")\n",
+    "plt.title(\"Distribution of Transaction Time\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "9d5e4dde-b5a8-4b3e-b9e6-05df2aa07b37",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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2KBD8LB0KClilpt/hCaXz88IdKZKkvUdzLS4JAACAc8UlpfrfnJ2SpAevPlstG59qcYmswbBC3wnUJ8k3BphHjzUAQSWQ7bBQvXMJAACCU/mWRUFxqWXlQGXu3lgPlQATrVgEk1D53fgLgTXAQySJDG01/aCP0DVucbwG/hjLMQgAqoHq3qHLs90LrvNacJUGQCggsFaTVMMTeGZekTYfyrC6GADgd+/NjdOvGw5r7f5jVhcF8Jtq2FQBECRC9b5UdQ/CAtUBgTWEtJs+WKK7Pl6hpbuOWF0U1ED0HIIV8otKrC4CAASNYDsVB1t5UH35uq4RwAPMI7CGkJaee2Iq9QXbUywuCaor2hhIzc7X50v3KC2nwOqiAABCCG0IzxiGoaKSIMhLF2TR0bAA1aRAbQeojgisAUAFiRnHNeT3bdrHTKSQ1GfCOo2YvVP9vt9gdVEAwGdyCor1x6ZE5RYUW10UVEcmYjQDJm/U5W/N07GTN87hHJNwAcGDwFoNwj2Iv9T4ExF9vSVVfUPyiW/XacLK/fr3ZysDWyAEpS2HMyVJa/anW1wSADWVP87az07ZqKd/2Kjnf9zkh7XDFXoHVTZzS5JyC0s0PfawX9bvdus/2NrJQVYcwJFg+9kEGoE1ADWKOwf9bYlZkqSjOdwxlQhEB5ua3nABaiJ//O4X7EiVJM3Zluz7lddgnDODF7lxAfgLgTXAQ5yTrZWeWxgc+TcAwAnDMLiIC4Blu45oypoEq4uBGmzZriMaMXuHih20TbgR4p7fYxP1yZJ4q4vxF47dADxUx+oCIHA4uSPUHUzP0/XvLta5Z9TXouc7WV0cy+UVFqvX+LW6tW1zPX79uVYXB0A5j01Yq6M5hZrW/1rVrsUJ2F8e/WaNJKndWY10SctGFpcGVrC6h1hZHWzdpL4e6ni2pWUJVRNjDlhdhKBWdgY5dCxPq/em667LW6pu7VoejG31cEMIGYSAgweBNQAhY+7J4Sp7jzCpgCR9v+qA1uxL15p96QTWgCCzOO6IJGlnchYBnwBIycrnc4alEjOOW12EoOJNDjmCBY51em+JiksNHcsr1OPXn0tcDQgiDAVFjUTC2OAVbN+Nr3t6+nJoWF5hic/WhdARbL8ROMf3BQDwRtjJxmhx6Yk25Ir4o1YWB4ADBNaAGojLPGu8MW2rbv5gqXILiq0uCgDUeBl5hRr6x3ZtPTnzL+ANj2/EVfPGGClogJqlpt9IJLBWg9T0yl6e1fk4YCXrfgffrTqgfUdz9dBXqy0rQ6hIyylQWk6B1cWoNkpLDZWWctwDyhvy+zZ9s2Kf7hi73OqiIARMXLlfL/60qcpjKa3s4MecBAD8hcAaagTDMJSalW91MQBJ0qaDGYpPzba6GG5ZtTdN6w8cC+g2C4pL1OHtBerw9gJmgPWB0lJDXccs0+0f/ckslRaobr029h7J0ceLdivHTz1vA/l57UgKjeMwnAvUYe3N37fpp/WHtHTXkcBssAbz13caqjfWq9lpBKiWCKyhRnhj+lZdPXyhpm08bHVRAEnSkexCq4vgUnZ+kR74YpWKSgLbEM3MK7L9PyefYbMVeRp4SM0u0O7UHO1MzlY2w5Dhpc6jlur9ebv0zsztVhcFsISroDL3L0JfsH2FVZ33fX2zrLrdCAICicAaaoTvVyVIkt6bG+f1ukL1bleoWLHnaMCSssYlZ+vlnzfr0LG8gGwv1GQeL3K9EAKOdi+sVHYdF+ierEDQcxCVIA0L/IkgLhA8CKzVINyF8A1OYv6VkVekh79aHZAE/3ePW6Gp6w6q7/fr/b4tADUHQ26B6quqX3d1nbvgQFqujuUGfy97eI9AMGAegTWgBgqFIOvxohK/rNfRvu90kmfHX42MUPgOggHhCYS66vpbJ3aI6iorv0jrDxwjQC4pMeO4bnxvia4YNt/j93pz6AvUJ38443iAtgRUf9W1veMuAmuokbxtK63bn663Z2zX8UL/BH9Q/Xl77skvKtGnS/b4pCxBp4afmAEERjBcBKzZl64P5sW5NVGLpzP7MhOwObd/+Kd6fLpSM7ckefS+YKhPvrbpYIbp9wbj51Gx/X/tyEXWFMRDwfhZArBHYA0w4d7PYvTV8n36ePFuq4tSbYVCG8KbS5YwL1tJny/dq4JiZsyskbyoOnTACIya8DnXgF0MiPs+j9HYRfH6ftUBp8v9uO6QLntrnuKS3ZvJNCnzuP7+9nyNmL3DF8X0WF5hsYbP2hGQXHy+rouHjp3oxTSrisBaVT3ZGEYX/EL1uFVV3fL1/hDAA8wjsFaDcKz0vX1Hc60uQrXlbeDJs20FbFM+s+Vwpt+3EcjvAP7jr68xJSufHjFu4GIb7tjvRnsiu6BYb/6+1a31fbwoXhl5Rfp86V5vi2bKx4vi9cWyverx6UqfrbOopFTLdh1xOStnMOE0ivIOpufp5g+WaNJq54F0d9WEmzhAqCCwhhqFBg5qisy8IuX7KU9dIJHjJjjN2ZqsjsMX6tmpsQHfdmmpQb1AtXY0pyDk63h8ao7P1/nhgt169Js16jNhrc/X7YinX4Gnbcxgu3mVX1SiyasTgiLvWLEbQ6P9yV8/v7f+2K69R3L12m/uBcgBV0L8VFGtEFgDPMQBLDAcNTffnmnNkBZ/8Gd7OjOvSJcNnaer3l7gv434ET18gl/ZMPjfNyUGdLulpYZu/+hP3TNuRcgHHkIdn79/zNmapCvfXqBXf9uqIb9v8/n6DcPQrpRsFRSH3o2XKWsTJEmr96VbXJLqafSCXXr1ty26bcwy23NWxf5GzN6pOVuTfb5eq49bZn93QRaDBRyq6dW0jtUFAEIZAQD/8VcjwtFqrfge/bnFTYcyJJ0YNgRUJ8lZ+dp5MsdUbmGJGkQEZzOGkBM8VVZn3psbJ0n6YU2C6XWl5xZq0mrH75+xOUlP/7BRHVqfZnr9zhwvLNGp4bX9su5gF+otwmW7jkqSsvN903bwtm3V9/v12j+yu0/KAvcQwAPMo8daDRJsXc6tUF0/gtyCYv3nu3WaHnvYreXNNnbScgr01Z97lZZTYOr9oai61hmELq8uVoj4BBzHEPM86V2SllOo9+fG6UAauU/fmF71MLOygJ0/JhUYNmO7Lh48R2sC3KPMX52Q/D0UNBAW7kjRTe8vUawXs3vWRMH4XTpi+Pik7qsbzWk5BRo+a4fiU92bbAWoDgisAR7y9UnMFz5ftldzt6Xov1Ni/bqdJ79br7dn7lDf79f7dTtS9e8NGAqNtmAoohW/tsJqNttqMHyPqH7899s0V2Nf/HmzPl4cr3vGrfBxeULP3iP2wcVcL3svF5eUuhXk/Hr5PknSe3N3erU9XwmWgJuV+kxcp31Hc9V7/BqXyzr+jqvXGcTdr85f33FN6eTw0s+b9cWyver24Z9WF6XaKCopDYr8h6gagTXAG2HS5NUJWhKXamkxjuUWerR8VVPIu1J2h3vtfvN3uovcTUgbyLaHBe2cklKpxE8zKoZQm9+hQLQ7C4pLKk3usOdIjs55Zab+9vpsfXPyAjEY1ZB2eUizOo+Pu9w+HoeQY3lFVhfBFH/+rF/7bYvp9+YXleiaEYv04JerfFii6imYgybHLZjMKCg/DpOH5vTcQqVm5/u2LD4QrKeaspQkRSVBWsAAmr89RYOnb/X6fHv/5zG6duQird6b5qOSwdcIrKFG8XUvqB2JWXr1ty3qNT4wM1T5SlyKdV2zL3x9tvYc8f1sYaHmvs9jdN6rs0yfaCs2WF/7bUu1mAU0EEpLDV05bIHaD5ln9/k/V26Gy6EztltQstBR/lg6Y3Nitevl50vBeG0pSaPmxemC12Zry6FMcyvgesmnfPlxVgzsTi83yYinF+Jr96fraE6BVu2teRMGGDL0wbw4TdvoXpoN2/vc/IyD9dgAe4Zh6O/D5uvqdxYqr9Ca3LXBHLSFc098u07fxhzQ1LUHvVrPhoQMSdLUdd6tB/5DYK0G4ZDse8lZzu9eHTqWFzI9FwKl1JDGLYp3uVxZG6K6Nya2J2b5ZD2TVifoy2V7fbKu6i6vqETZBcUqLClVavZf+QKzjodGT5dg+0UMmLxRHy92/ZtGcPno5HF4+KzqM9sygoNhBGlvJQ+t3peusYvi9Wy5my6SNSlBRs7eqZ7frKnU0724pFTvzd2plfFHA16m6qz8d1z+M0/O9K7XWjX4WcCkVBfXjNVCdTjwe4HAGuCFioePhLQ8Pf/jJsUlZ+u7VQd03f8Wa/D0bZaULdR5cmhesy9d938eo7hk1z3xHAXqqstpIDHTt7kX/HV+zC0o1uMT1+qX9YdcLktcurIsL2Zs89cF4dytyX5ZL+BP1f3GTZmasZeOjVscr1Hzd5l6b4aHw4r9WZ0+W7pHS3cd0Z+7j9g9P2XtQY1bvEcPfbXaedlM1gJ39qmk1NCo+bv8EtwrLTX0zszt+r1cr8uaKFC/4RpySAT8gsAaTCktNbRmX7qy8080OhLS8iwdhubuxaIvThjlL/QrbrXPxLX6ZcMh3T1uud6dfSJ573erDni/Ubvt+/bCuLikVLEHM1QcyFw7bjbU5mxNVo6LpMvzt6fovs9jtHpfuh6b4P2Q3LI6HcqCvZfkF8v2asGOVD3/0yaHrweyXVf+szJzkV1y8lgYyOPfE9+u08H0PPffQEM54IL7F+gb1W0fq3NS6OoeQKyqDVhQXKr35sbpo4W7A5IfKxCTLhVXyFmV4Mm5wAWzTYdfNhzSRwt3Vwru+eLTWLAjRV/+uU/P/LDRB2tz/7jl6XcZsydNMXs8y33lr3ZDbkFxtT6ehSwPjsPHcgtV6qc8zPAfAms1iQ/P91PWHtR9n8fo35/FaP2BY7rhvcW6/aPAzvyy+WRizGCyO/VE7rD8Iv8EqY5kF+jq4Qt9OnTnjelbdc+4FRo+K3CzeLnTYPnyz71uzT76xLfrbP8/Um5Yn1kV71CH+uXI9NjDQdf9PCPPs8k2fM2X3+mHC3frvs9j1H/SBtPryCko1pp96R41omZsNjcBCQLPUVt64I+xuv/zmKBoOFfzmIvbrh25qFpO5uAtM8Giqmp1Vn6RFu9MDdjnXH4IXyDzQAbj7PHuKHERWavqM0xI811wr6I0DyfnssLxwhI9+OUqPfjlKpc52Mofb6esSXB7G54cpzsOX6hrRy7S/qO5rhdG0NmemKUrhs3X/33tvBcqgg+BNZjy28YTQ7h2JmdreuyJpK4Vp3f3t6VxR1wv5ANbD2eqjw96QvnCl3/u1ZHsAn3hw1xaP6w5kQTzmxXBNQvinAAOLas+F5aVd+S/U2J1m4vpzmdsTtRbf2wLiov8QDMMad/RXOUXlZgKuE04+btZuNP8zMAPfBGj+z6P8XnvVn+q+JsJ1QtJq/y64bBW70vX5sMmJw6AXwR65sRA9Srx5hTny9/2o1+vUe8Ja/XRwt0+W6e7kjPzdbwwuGbGDGTbw9W2psceVnxq5Ymlyr+t65hlDt9bvo6s3R/ck1y426Pfk3pfPpiW50Edy/PB8cbR/pSN9FjpYQ86+Je7P/cfTgZc+f5CT1AH1oYMGaKwsDC7v4suusj2en5+vvr376/TTz9dDRo0UI8ePZSSkmJhiYPHoF8365+frODuqw/0+HSlVxfNocgwDD39w0YN+d27/HCj5+/SU5PWVzrxu9OYDOTQFbPDH0IlHpfu4o7vgMkbNX7Ffs3aal0vqKrK6I+ATfmqtSL+qG56f4nuGbfC6/WW3WTw1NbDJyaw+GWD65xz1Y1hGE4vdCq+Xv6cdiAteO/Gu3tMCYZh22YPtcFQ9lA3roZN+hF7MEOS3MqvWWbzoQyNmLXDZVoIV+79LEbXv7vIq3W4YsVNOl9t8r9TYl0us8+NHlD//izGB6UJXtXtqFeTjuM5BcWaHnu4WqR8CQYjZu9Q/8kbalQdciWoA2uSdMkllygpKcn2t3z5cttrzz33nP744w/99NNPWrp0qRITE/Wvf/3LwtIGjx/WHNTGhIyARLut+j0FarMFToYPVNdjyZ4jufpjU6ImrNzv1Xo+XLhbs7Yka+3+Y3bPu9MQNNNYrOm9Zsoa9aUmK2ZaTqG+Xr5Pi+NOBJLNDAEyMxX9pNUH9Pdh8zX2ZC+GQAZVy4JZO92Y+MIVdy5MnNl8yP3eS2brejAds4pLStXtwz/1xLdVD/l+fOI6df9ouYpLSrU9MUs3vrfE9lr3j5Zr3f50PTVpvRKDOp+MNSF4d4e+BSIvVLCquOfB8PvwxfGv4n6Ecq/suz5eoc+X7dWoeeYmICjvaI5vhhVWVU9C+GOuMcz8xH3ZJim/Jk+ON/44Tv+07qCufHuBNp0MeEvVOx/jwKmx+u+UWD3rZVst+Fhz4vp86V7N3Jxk13atvrXHPUEfWKtTp46ioqJsf02bNpUkZWZm6uuvv9aoUaN08803q0OHDho/frxWrlypVatWWVzq4FH+Art8ZX9swlqtC/Lu2q4EQ0Av0OefQG2uuNS/PR3Lf27fxuzXLaOW+nV7dtt2Up5dKdm6/t3FASuLdOKzNnO3x1ldeGzCOievVm3t/nQNm7FdvcebG/q8IeGY2g6eq8HTt3r0vtd+O7H8ByZnbvNUlQ1UEz+wILgOdylYAyebDmVqZ3K2Fuyouqf5wp2p2p6Upa2JWXp3buU8kPd+FqNZW5L13NRYP5Y09Pxvzk797fXZ2uJBsNYd5XuWhkLdr6ik1NCzUzbahnBbzV/tmIqBd2+OAaZyrLnYMTO7vSvF+5sfZTLzivTJkngdOuaf3GABbZ96eXj/ftUBp6k33Am0VLW/k1YnqKDYuonNrOCv776qr8HZ5lx9dS/+vFlpuYV62kcTQwS7edtPtDWsGoUUijHLDQnH1PObNYpPrfr46+9rxlAS9IG13bt3q2XLljr33HP18MMPKyHhxLjj9evXq6ioSF26dLEte9FFF+nss89WTIzzbsgFBQXKysqy+6tpFu1M1b1edNcOhgs1d3tsrNn3VwDRJ6UOxauJIFO+/gyevs026YPdMhZUsVd/3eLR8r6oCj0+jdFdH3s/DNEXkjK9m+SgrEfBtzG+zRU2YcU+dfvwTx3N8X5yCviGr3v6ZOY5H5rh6nBw6Fgw91irmr96B3y6ZI8kOQxGmlVaaujvw+b7bH2BsvdIjgZOjVV8arbmbUvWtNhEDflju9XFqsSfwZjCklLbJDaB6tkdyHZi2We3bn+6fnZjmOmg3zbr3Tlx+tcnK31ajkC0W8x+e46KtvdIjl6fttWtiaLMSMst1LhF8SouKdXqvWkBC7Kl5xZqzb50vwxRK1tlSakR5D2l3b/mMTvKAf4RTAG4f32yUkt3HVEvkzfca5qgDqx17NhREyZM0Jw5c/Tpp59q3759uv7665Wdna3k5GSFh4ercePGdu9p3ry5kpOdJz0fMWKEGjVqZPtr1aqVH/fCWkH027TMfZ97HkB0djJOy/3r4t6TJKWuxKdm677PYrQi/mjVCwXoCw2Gc6wVwVtXM2L5y5bDmRrqgwu9UPm9exRMMKQhf2zXjqQsfbjgxFDRPUdy9MJPm9zK9+J4+1U878Z7g2WCh2D4jfrSl386n5Al1HbXTPBid0p2QCdtKePuz9GK46MvNvnI12v068bDuu/zVcp2lacr1CqaB64evlAH0/O0am/gRysEKgfPvZ/F6PVprntML999op2VanIm8aqHggbuLPzHpkRt9XLyE1f5Vx3JzDsxs2txuXyXzr7d2VuTdf5rs3X/F6t8NhTXlU7vLdZ9n8do/nb/5d3u9/16/WPkIs3dluxRmyaQQy3d3VT5+hwq7Ugr5BYUa8KKfaYnnXH3+BCM7TvnQWRqTZmgDqx169ZN//73v9W+fXt17dpVs2bNUkZGhn788Uev1jto0CBlZmba/g4ePOijEtdMVuW18teBJ/Zghq4evlDTNjpORO6P7X715151GbVMa/an6+GvQnN65b1HcmyJiV1xb/ICz8tgfhKCsJP/+qggJgTDrKzBkoC0qk+87G73g1+s0s/rD+n/fPBb8XSXn/9pk9fbRGXeTrQTLHXXEWeHkPLlvmX0MvX9fr1W701TSZAEcJ0J9JAns8ougswEEfyvXLoOH+53Vd/NAD8O+dpz5K+e5xU3v3SX/SzuQfxzDSizX/m6/el6+oeNumPs8oDfhPz35yvVe8Jafe7m7PSORiT4W1b+iQD6wh2Vh/yZqXv2n/CJFZQNK/zKxU0hf3O2P8EwuigUJKTl6Z+frNAcFxN4vTNrh4b8sV13jl3udDnUXEEdWKuocePG+tvf/qb4+HhFRUWpsLBQGRkZdsukpKQoKirK6XoiIiIUGRlp91ddlb8z4tO7JEFwrDabgHTpriN6b25clcv0+369jmQX6NkA5ux5e+YOt5areJLccyTH7QTVnjDT8Lj5g6W6Z9wKJWW6vpMTTN2cqxNvP9eKx4h8H0wF7w9lvQzM3jUsr/wuu3OM/K2KgHuoCKbrWU/ra025GF+zL11XvbPAJ3lv/tx9VMd8FFAKxcO2q7xcVp+LfFmncwqKNWVNgtKcDJlPcTHcPz23UKnZ5lICvPLL5ipf25Hku/xovuCvQ0mg6pOZYFX589uafen6ctletz6Hiru0K+XEtv/YlGh7LpSOzQnp7uXVs+vFVe5DWBJ3pPLC5d/nQe3y5IaQqapl4k2BPiaWlho655WZOueVmYHdcDkv/7JZGxMy1Pf7DU6XW3byBoHZmzTufrZWn5c8Zd+Otq4cwSCkAms5OTnas2ePWrRooQ4dOqhu3bpauHCh7fW4uDglJCQoOjrawlLWPKF0QpWknt+scfp6sa96Cvj54DJ/e4o6f7BUD3wRXFObuzc8LziPvO4EVvwZbJoe613Qxtd3J39aX/1782Ye/yu313EfDu02yx9DAYM574/b6w+xE427xXV0zJm5JUnpuYV2F67eGLso3uMyuCMUZmEev2K/R8sHep/K1xNvq/irv27RK79u0aMu2jhVKcuhd/U7C+1md165x0l6inKczaBe3bj6qoL9l3Hf5zF6Z9YOzdrivIeOFPz7EmgVb4R7+rs1ezquevKC0P6GJq9JsLoIdu1AOOZuO6Gm95IM6sDaCy+8oKVLl2r//v1auXKl/vnPf6p27dp68MEH1ahRI/Xp00cDBw7U4sWLtX79evXu3VvR0dG65pprrC560AhE9bbskO6nC61gPiSUP679cPJktCEhw26Z3CpyyKzZl67bP/xTCWn+mQWrjGHIrlHuiHtDQf3zTTharbubKiop1eVD5/m2QOX89+QU4L9tPKT1B6yftbeoxPoGmz9KUP77Lp8n0dTwOx8X0EwS6b1HcvTQl6sqXQD/vP6Q1vpr9mdf/z6D+cDrJat37biPbgYEMjcQPFcWJNmWaG5CrvI59FKy/ur19snJiTB8yVUwwDAM/bn7iNMe8OsPHDO17fjUbGXnu8i150NV/W5KSg1NizUXPC+/Rrd7wTh4br/JPKWhIlBBp6W7rJll0hVrj9jubT3HVd7LaqS6nkGr636ZEdSBtUOHDunBBx/UhRdeqPvuu0+nn366Vq1apTPOOEOSNHr0aN1xxx3q0aOHbrjhBkVFRenXX3+1uNQIFFNDQX1eCutU1YPj1d8cz2x53+cx2p6UpRveW+zPYunhr1ar7eC5SnYy5MSd78GK78rVNlOy8pVfVC5hryFd/+4iJWUeV2FxqbYezvS6Z82mgxl6buom9fjUeU9EX1zjFpeU2gVavS27r667q7wz66M28nflZi2tariHK6WlRpVB7EDr+/16rdyTpoe+/CvnXOzBDL3w0yb9u8Lsz97mMrOSs2F91oeAQ9eyXUf0n+/WhVyvwOrKFz1nq/om3Q00uKoLpaWGHvgixm64srPDZ1FJqeKS3RsOWlRSqjaDZumRr9coesQi2/PL44/aHa+dTvTkRJdRy0y9zx2eBJ/Nlt+0k0Xz9Hfuzh75M4AVCu3256aay73q70Ouu/XR22O/YRghff7gnpGUkVeo/pM3aHGc50Fibrr9pY7VBXBmypQpTl8/5ZRTNG7cOI0bNy5AJQo9/hr3HAw/oVBJnBxo02MT9eEDV1hdDM3Y7N0wJlOTF1R4nJ1fpI0JGfrHeaerTm3/3Ec4mH5c782N0/HCEs3emqxXul2kvjeeZ3p9+9MCdwe57/frtcBBcl9fOJCWqzMaRqheePCdZqrKaehJlXv0mzVaHugLo3KMKnqXlDlQRT2asuag/tvlAo+3V1BcolphYarrp9+RK4akJBf5oUJRIE437hxL525LUWJmvs5sfKrb6w2F6yh/5fH7bOkehdeupceua+N5ocpvz0FAwhe5I83w5KPamZxtm1107IOO2xvlP/tR83dp1Pxdbq170c6qz0lpQTIBhS+CCGZvchiG4VU71exQ4crl8MlqQt46D3pOlpQaWuHm0GpfCMT5pbikVOe/NluStGDgDTq/WcMAbNW3AjVZUDBfX/5vzk7N3JykmZuTtH9kd0nSqr1ptteDuOhBJah7rCE0WHVyDfW8As44ylPW7/v1+rTckIyyBLKhKFAnl0e+XqNHv1mjcYudD2UpK47ZchWXGJp9MjeWlTNEfbfqgOuFyvFXUE2SbnxviW56f4nL5ay6iHTE3RxBRSWllgbVKvLkIi8990QQbtaWJP1vzk633ltcUqoOwxao4/CFKvVTA7Sm5uXIMJHbJSnzuIr90PMwlHscuMtZgn13Hcku0MjZOzV0xnavc246+sh9cX6s6rt093dm6ETPuX9+ssLh66VeFtxZVSsOcAqCstmmfaHsE3Dnt+Srn5un1eXP3X44dwXpocNfh7R525zkQnWyzQkr99uNevCM42/a1/voaX3adCjD9v83pm3z+/Z8bXtilna62ZvW1xOEBRNHo4z+813VqUnKtwWDd68Cj8BaNeeqETVrS1LINqZNFdud3F4uFgrEp1W+11LZ9zO7QlJzfwYkKgYtP5gXZ8vp5gvuNO7dOf9sS8x0+nrswQxJ0i8bDtmeC1SiWbMOHbMu0FTxo/F23x31pKro2pGLnL4eyMOTu70h/uGizIHm6iNy9D0+NWmDPl2yx2nvkDLJWfnKKShWem6h8k9ehFZcp5nziKN1HDrmOAfkbDeSbJc35PdtunPscp9eNJvlrDHtajKdilbuOaroEYv08FerNW5xvE+Hk/njt/bHpkS98svmoBmCXDEubOY6p3wwzWGAqZzEjOMas2CXjmQ7PhY6erdVFynl62lccramrk3Qxgo5XJ05Xi63aig1Ky98fY4mrtzvk3U5zOHqkzUHn+p8c9uVJ50EHJypOEGVJ59g1ZMXeP4eZ+vwNPhjNwFLCNaJt2dut7oIXvPX5AvO2nXTqphsLYhjhwFBYK2Ge2rSBs3fnmJ1MYLCyj1HNXr+LrsEvo4EMhD5zfJ9ajNolu4Y+2fAtlnR1sOZGrsoXoN+dZy7rSrOTs7uHHhrubFQZp7nJxNnM+25DKpW8dUbbizjrvfmxnm3Ai9UvIiyqolU1ffgi/L4osdVVRfJgTZvW7LuHLvcYSLuqn5/FZ8/muN6XwJ1yBsxe6eu+99ifb60cg/TL//c5/S9Fcs4YeV+bTmcqbnbQu/85uzYOWn1iRscq/el6725cXr4q9VVLutv7tSLp3/YqClrD+rn9YdcLxwEfF3VH/5qtcYs2K3+kzfYnkvKPK47xy7Xj+scz7rsi14N3u7HU5M2eDzLp6960bsdDCi3k2k53g0RffN3z3raWB0+MNPDN0wmb4DU0Atls9/xiNk79c1y5+erQAmm7+5gep7LntbdPvwzaNpXVnL5tVWonC//ssUvN6+c/QZ2p/51vA+memY1AmvVnF2OtSqWKevVY3a9VjUxnG01IS1Pf2xKrHQRfcDJjJgPfblaHy7cbXdQX7PP2pkZh844cSdl62Fzs3z5gj/uhJRVn3GL4326Xncajb87CKwFc/dsT33v4XBQXwqFXgo9x9v3EArlHrtPfrdeWw4777Xpzno8UXZBV1UON7PCwqQvlp0YRj1i9k6frddfQ1ddCXS1MgxDq/em6ViQ5KCqKM2NAK6nhs3YrgHlAlbBqCytQ/m2xNszd2jL4Uy99LPjYan+PBt526Pk7Rnb3crxlZKVX6mXvX05fOtwhn9nO3eXJ9+drz4DT3olVdXLpCoFxSVVpj2w76kUnKwo128bD9va7qHCd8OSHVfGuduSdf27i/XYxHWV31PuLTuSstzOxVjTVTynll2rlZQaysjzUTsgWH/YQYzAGkKWsxPBDe8t1tM/bNT0TfaNCEcJKp1dIN73ufOZGf3pz91HTL/3hzUJXgXEyn+2/kjqWRbI8rZ3lrslc/tiwuQVTfngTMUtpeUU6GC67xv9VX0vr0/b6vK9f2xKdDkE04xgyjtWlYr5ZZzVDH/ksSqzaGeK3pi2NeBDFX0VQz5moreoPyVn5TsNkob6rGWuzNqSrPu/WKVbRi+t9Jq7X3mofTxfL9+nGZs9GyLsiqd1xMxnllfgeMhk2XnK1MQ9hqHiAASRv1q+T6vduOHoyUQjxSWl+n7VAT07ZaNW7U0L6aGTZW0bd74Js8ejJbuOuP2jLt9OyM4vtpsR2x1Dft+m8Sv2e/QeK+UUFOuln83N0FmVzLwip0Fib3hSBYpLDP220bOev2EKU3Z+kV/bMu4cr8pydS3b5fq6JhjSN1TlYPpfqVpKSw31Hr9GQzzo7erLe/gfLtzt8PkHv1ily4fOV3yqe3njyjjqYGA/RNjJe0P6qO1bBNaqOXequrc/9GBujK/Z53q2nvLTxfuSNx/r8cISPfK1+ZmbBv26Rc9O8c1++WoGKU+F8mH6YHqe4k92k+7w9gJd/+5ipfuwJ8m7c3Z6NfHA0z9sdCtHnz++g/UHjmm9B7NoeerQsTyfBVBuHb3MJ+tx5LEJ6/TdqgMeX+h4q2IDyNUnlV9Uos+XOZ/8w531BMKSuBON9ooXESWlhu4Yu9yyY5lPVfFBz9t+4sLvqJdD4oKNt/UqmM4jKVnuBZvMXKSUDRG2qeKD88UFUJaPe7FPWLlfr0/bqmmxiXrgi1U+XXcwM1u3J1f8rv1Yhh/WOB6uXPG9wXLTYuyi3fpxnW+GnZf9Uh79ZrWemuSbnrHe/Po+XRqv56Z6FjR8fdpWtRsyT7d/9Fc6mfjUHKfDBotKSvXOzO1aXsUkF6v3pmlncmBG0czZmuTTPKK+tPHgMS2OO6IJPsrP6Km8QvsApGFImw5maM3+Ezc+ft3gWe9UR9z9XVejQT9eI7AGk7ka/nqPVefT7Hx3GneuC+fJnVVJ2u9kOKmv5BZUzpnkzB+bKw9vXBxnvsdbqPCk7h06lqfdKdlOkwubPTdUbGBe/+5idRm1VFnl6ujuFM/uHjnzyRLXgY5Ayjxe5FbX8/yiEvX4dKVHwxc9Gbr09fJ9uu5/i/X2zB1uv8eZvQ5m5/XUgbRc3f95jBbHOQ6Eenr8KWNmwgJnUrPz9fBXqypNEjB20W59v8p3F3JV8UW7bO3JBmXFhu7u1GxtS8zyz2x4AZRfVGILoFXk7FgYFnaiwe0qmB4siacD2UYP5J32pQ56a5T/zG1lcVGk8jkV8wqL9V3Mfr3jo2Oeu7z93MrX13X7zd1ocTVxhK+d88pMl8sE6gIzxeR5o6JQPyZWlJjhm89F+uscu+mQd+kWfKWqlDDOfgY5J68lyvIfTo89rC6jlqpXxZQY5Y5Df+4+qi//3Kf/+7py/s6kzOO6/4tVum2M47zPZfU/KfO4W/lbnUnKPK6+32+olEc0r7BY38bsV6IPJnDLPF5kKh2SJBWZmL3Yn+ebopJS3T3O8SzOZgVHiyC0EFir7sr9hqsauhOKkeZvY/ZXvkNrkr/aZlkOEor7S4YFw7LikrP1w5oE3fd5jMeTCPiqzlW8EHT2VV73v8W6ZfQypedWLmvZ+3xRrvKjcVLLzYoZaicodxsbmceLdNlb83T50PlOlzMMw9bIc6mq2a9cfIjvnJzd6WsPEgf7+9ps4I+btHpfunqPX+vw9VoBOP6W7+JfsY6X7f87M3doRXya+lW4M+/JrIDelMuXlpS7qTAxZr8e+jLwCf69CVJV9am8PXO7qcb8ntRc3T1uhc+HfxuGoTlbkzV3m7lhUhsTjumb5ftUWmpo2sbDPp152ixPP10z37JdvXewAlfHhG2JWdpz5MSF8tszd+iN6dt0vChww6f8nZPU3dVXNRTKW1u9yFvpi0/mSHaBBk/fqu2JVfcK+sBkHqqK1c1XqT6CpMNaJcFQriPZBfr3Zyv164bKPekMGcrOL9Linakq9HCykL9unv+1k+e8MtNpALhs9tsV8WkebatMgsOOBZVrfa9vHLd3PHE02/HN2rdn7tDg6dt018fOg0jHC0s0e0uS03Zn5w+WVur5FaryK5wDfHGYLv/7cTcoGIIhBZ+qY3UBEBgzfZyHxGqDp7s3pj0YTqpmhEIy/a5j/hom9/Fizxq4/u4lMGn1ATU6ta7tcfl64OguWqlhaODUWK3aWzl3jFtfRfk8OVVUulCbffe+z2PU+x/nOF3m86V7XCaaH7c4Xg9dfbae/2mTFu00P3zVHWZ+7v7upeMqaXuw/NbdHarsm8aa4Zf9drRKfwYG3eVqTz9ZEq+nOp3vcj0/rnU8xGnG5kSnF2WbD2XYPTYMw+EwEU/Pl9kFxer7/YncOTuG3qZTw2tXuayj7/ufn6yUJDWuV1cDfzwxxKnzxc0qLZeYcVzNI09RbQ+i0CNm7dCg2y92e3lPuFt1K17ouGLLsebG+fHHtQc16PaLtbQG9Ex3h6/aetsTs3TH2OVubNC78pzI+ej4tZd/2axFO1P1bcwB7R/Z3WVRnNUXv06EEaoN7AApKTX0xLfrbO2etfuP6bJWjSst99iEtVq7/5j63nieXul2kV/LVNU35rPJC05WuDgfjtCoqOyY56pH3Cu/btb02ER1vqiZvu51lcNlvOlVF2zV3x9pE4KlF3soocdaNVd2wv10adWzLwbLhR2s5U01cHRHKD236hOWr6qco2DAwfQ8vfbbVg2Y7H6OubzCEv260ft8BJL9yW3vkb+mo/akF1UwcOfuqTuzN743N07PTo31WVDNZ7MdBQnTw49dtHeq+o1VfNpnDSc3V1NYXKquY5ap38mAjK1cPjgmlJ3v/HFKm7E5UXeOXe7VbKjFJaV6+KtVGjHbftjeu3O8m8RlwOSNmuNBr7Glu47o+Z+8T/B9vNydfk97W5S3M/mvi7C8Avtg1NJdqfrHyEV6bIJnPSA+PznDrJXcSfpu9tfn6n1VvZ7sZp43yfF53Xec7YF1bdKy4eTeOF5YYrd7FY9HaTkFuu5/i/XeXMfnzx1J1s0CH0hP/7DRrR5z5T+/6S5mNfVlzfE2cLJs15FK7Z5tFXpDjlmwW2tPDoX+eX3V+eyqs6oCw96ex6fHnkiRs9BHbc+VFXK9ORra70pYmHsBaXeuy10t4YsODO7+Bggj/IXAGkz99OxHMgRvRNu9g0Lwlj+QvDkuOvqcxy2uOg+YO9tyldfCMAz9d0pspeetGBZbXvnPYvQC/wxVCRgHX1SWW7kN7XkzW2jFuuXsYs9MQ9jfdx1dNpAC3CDxtAHk6wbT2v3p2pWSU2mWtTk+mHXNnbKa7WUxYPJGbTmcqZd/2VzlMpl5Rbr5gyUaNX+Xw3q1aGeqVsSn6fOlgQ36VKyDO5Ic9ybw5qfgTTvA2XdSFpwycxFjxtA/tivZRf4qRz2bHXHVW7Uq7nTMKwjA0E9nvT2r44XU4Yzj2pjgXr43Q4ZSHQQpD6Tl6eLBczTgh6qT3X/55z4dzjiuPUe8z+FZ0R1j/3QZfPIVo4r/u+uPTYn6wsMAuKM2nzNlxyV/zopZFUc9Vp3N3BuIHlDH/TDsMdDHgkD1lEzPLbQNuZekhyrkeluzr+rhtIZhaHdKdqXA8fbELF09fKF+XBeCQdSwqh8yK+hfCKwBQciKQ5SPUm24xRcn4o7DF3q/Ej/wx0k/9mCGfrLiROxgV/r7aHYsZ6rjRVtVavlpZ1fuqbrRt3rvX68FejhD+YTjx8r1OPXFRaY7n6TZ3DJlyieOLyi2v0j5esU+7T2Sq48q5H4q+4rdzY8WivXfm3pU/tzj6313Gdeu8PrvmxLVb9J6xwvrRF64F8r19jMzw3H5TTo6X7jTW2FizAHlF5VUmcDfF+ehqm6IOOpRtf6A9z29vDFve4p+2+jdbJDXjlykabGVJ4Jy5L25u3T18IW2nFVlvl11YpZnZ5MCuPpuyn/7361yPWt0+eqy9XCW0+BTsA1f+98c173evfXMDxvV4e0FAc8FHIg2tbMhxY6U7x1stx43318+MFjVzKL+GlWQebxIB9Jy3Sqr41xwnvn7sPnq/MFSHUx3vC5n5fh6+T7dMnqZ3blCOnF+OZJdoJd+rvoGna94Un/3HMmx69l33quz9O6cnU73McgOJUGDwFo1584Py9+N+Akr9mnQr5stycfgzl30QBTrzelb1Xv8GpWWOyl9uGC3nv5ho91zVjuWW+jn4R8n+GL4cWp25d4AVX2X3nzHv7vR0C5fz/zxbd4zboVe/Hmzvl6+T69P2+KHLbjPylnEzPSKcXXc8fX35SyXnqOZjB39EuJTczRx5f4qG66S689icrnJXcpvY8rag7r/i1VO3xsovT0c3ueSG8eVY142+suqU0Jani58fY5dw7mk1HmviGAJmFVVd8r/VgJ5vi4fHKp459uKQICznlobKrz23NRYr7blaPfcrSY7krKqnFXYzMc2a4t7uXhHVUicbxiGenwa49G2XM1ia8ZzUysPb/bXiIqy3ExD/nAv368dD/bvjWlbPV+/jzibPEGSrZIt2J7ikyG0/vL7pkRlHi/S75s878lXvseSp6as9X4yFlc97WZuSQroMbL8iBBHo0MOpOW5nMjKXRWPA5cPnacb31vi1kzq/Sf77gbwxiom8ir/uRuGoT4T1uq/U06koBm76ET6pd98lGLGDE8Oo90+tJ/ltaTU0CdL9jhtB9hNbBAkbZtgQGANPp023ZEhf2zXD2sOet1TYM7WJC2J82/yc3+ZGHNAi+OO2B2gRy/YpT82JWqNgwaJrw9S7l4kXTFsvi59c67HJ2pPly82MbOdVfYe9awnjT9nGBo2Y7u+X2WusTbwx1ilZvtuKnpPeFKdK9bV8o17R/Xs902JeujLVQ6T0A6bsV3XjFjoNDG/rxulT3y7zu5x+X1vN2SekjLtp4h39FvvMmqp3vx9m77xQ16+7AqzFbvKcePu+cHdj9GfFwEpJxvczgL3T/+wUd+70QukKmXF/3r5iSFMP6//q5eMq88qWNqerr6Dr5fv09XDF2pJXKpuG7NM06q4OCjfe8GbrzW33M2cYG+g+zPguOlgpnp+s0bZAbi55cjTP7ifl9RX31NGXqFH+QGDnaNhvHeOXe5R27Xi8ctMr8gy3tTW2z/60+UyhzOO6/Fv12mzi9QdgVKpXnrxAczblqzOHyw1/X5Pb0JWLOqvGw7p/NdmO33PvG0pSnOSz9hX8otK9MwPGyv1Cq3YMeDQMfv2jS95cuhNqKKXmS+VL05Cep4W7kzV9NhEFRSXBP15rCJvcqRWFGr77msE1qo5f9Xv8j+c9W7mpDDbE+qrP/eq8wdL1Pf7Deo1fq3DvAWGcWL2wYrd8gN5J8edmVcd3X3y5QGtKs6GhfnCVA+HKXpzYeuKFTn/qqpnwZSE+NcNh3XtyEWevamKA8i+o7n6YlnVOfQqcpZXpKJ7xq2QUe4nsWTXXxck6xwMN3rmh41auSdNV769oNJrXy/fp5SsAk2ocFyw59/6UjEwO2uL/UWks4ZoIGa0fPP3bV5duAUTd49Dr/upF4h97tHg4Wk7YNiM7TqSXaBe49dqZ3K2nvWyV5YrP66zv1grf7zwpseIJGUeNx+kMgzDZY+RMJ3o6b101xHXvc9PvlxS7oSxpVxAYsvhzIDlkvOWu7MIO1NUUqqe4yv3Wo1P9e47D6SK5/78osr15WhOoXqV28+KNzdc6fHpSqf10Nnvu9f4NR5ty1PJmf4LpPiao1EOzn5v/siB54mymZKd+X1Tohbs8L7DQdWjPU68MHl1QqVtzd6apLZvztHCHd7NeF8xEGMYJzpSpJTLYejpDQ13gjvejhYqX6YPy6V/MAzvU3y4N8GB/eNKw199EOFi8gLPEVirIZzdSf9u1X6v1r233MknPbdQz07ZqBg3AjkfLtit3uPXuGy4vj1zh90J7qI35lRaJikzX+/NjdObv2+z64FR6EbCUl9dAPmy67GvJWZ41vi582M3ppv3gjvfSzBaUUXOmWDLW1IVd3M8uXLT+0s0fJZ/cqNsOpSp7eUCkuXbPiVmy+/0Cwpsi6Big2m6mzl9/Omln+0b8HuO5GjKmgSHvdkqDgPzVCB+Kv78Rh01eB0lMS/Pn7OVuiUA23V1IVDg5g0kw5D+/dlfwworDvuZuy3Zowu5PzaZ/309OzVWl701z+UkBN0/+lM9v1mjyWvsexM7+r4Li0u1JO6vi3lPe0SXt3qfdcPvXPUkdqW41NA1wxdqk4NhVu/N9W6W3GCVV3gioFZ+mL67Skw2Mir2moqtYlibGXuP5no8BNhKYxfFV8oF2PMb/wYePWFFuhxXnj8Z3HPUK27w9G3KLyp1OlGZGb9tPKy+32/QYxPWuV5YJ86/FfOguXPKW+DmeSRMjieiKP91/brBvle32RsPhmFo7MLdmhjjeecDn6fWkKrM4YmqEViDjub4LtHkkN+3aVpsoh780lEOH/sf6OgFu7Q47ohP7raUn9K6fA6dYLhoLc+QtCHhmFaVSx7uqPHt6wuwSSYacqHK1XAsd2Zcq8orvwY2v9ng6Vt9koS1vMMeBlmtUP74Yfa8vsHNnrSOhpCW95DDY5n1fNneqbiqzh8s1Su/bnE4c5Wns7gFWkmpEZBeP+WHa712sgec60OLewcfb4//LvMKVpXw3sl7HvgiRsVOcsi5qo4fLdztVg9eZ8PVM48X6T/frVefiescXuiY4eyjnh6bqNzCEv2y4a8edRU/OkNS4sng3+vTturXDc4T6C/a6V3vjvJGzq765oblsx27kHm8SGk+6PXmyv6j/h8S5q62g+e6VW89/Wgr9visbl7+xb12V35RibYcdj4k9dMlvg0C+dKxvCI98e06S2YwreoI/uvJNABWx1ecbf/q4Qt1/buL7SancOf45G6+1bAw6UUHkw1UNTomy0EuXXcNn7VDH3h587KMLy4jy+9h5VHWVedGrckIrNUQB9LM3RWdsGKfun/0Z6U7tlX9iMyMa684s5q3Pj6ZNNJdgbxL9Ma0rfrXJyv1QLnk4XEOZulxmTTWQ768SxmKyn/Hvpg4odL6/dQP59uYA3r4a98GdjwaDhoEN6vsEqrL/e/vX5+s9Mn2fT2M2ooGqsuPzHCcD2ZjwjG3L/LKvqe8wmLd/3mMvqwiAOfv423FXkPeSM3OV3KFHlOOin/45HDeI+XOk97sp7eN1F8q3D0vv7Zf1h/S+/M8b7iv2pvu9W9h7KLdLpdxVt/K52LzZHi5t5x9lRV7Jgz8cZMMw9DO5Cw5uj4uDKH8otVBIEYSeDLBgD/aYskOesz6KvAczJIz87U75a/288NfrbYbQSNJcSkV29fBHQCYvz3FJ50NfM2fR61521zfbHh6iuv8j5cNnad+36/X8cISt75ld8+zYQpz2PO5qvPC1e8sdGu95RWVlGpl/FF9+afv8ur64lLHaTOGyQscIrBWzZVdhGZ5mNNBklKy8jXkj+3alpiljxa6bhBLvksYuflQhrqOXmZqKu6y7vbBaLeD3CFvz9xR6TlfHVwX7UzxSS4Uf/BXbjlXQS5/HP+P5Zq/Q+XKwfTg72HmT1PWepa/L9h5emH15+4jlYavBIqZAM+kVQlavS9d78yqfFwLhBU+mrW2pNTQ1e8s1DUjFup4uQlJDBnKLypxGDhLzHDc26qs0RmoxmdVkw1I0vPlZjGtyFUs0NlQbHfiiIbhTsD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+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.plot(data_cp.index,data_cp[\"amount\"])\n",
+    "plt.xlabel(\"Transaction\")\n",
+    "plt.ylabel(\"Amount\")\n",
+    "plt.title(\"Distribution of Transaction Amount\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "33314d59-856d-4047-9688-e9ec3e1bac96",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fraud=data_cp[data_cp[\"Class\"]==1]\n",
+    "real=data_cp[data_cp[\"Class\"]==0]\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bb395b3b-fef5-47c8-b85e-fb93cbea1aa1",
+   "metadata": {},
+   "source": [
+    "### Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "b2fb1612-cb8e-403c-bd08-39ce9affb8b9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Class     1.000000\n",
+      "V11       0.154876\n",
+      "V4        0.133447\n",
+      "V2        0.091289\n",
+      "V21       0.040413\n",
+      "V19       0.034783\n",
+      "V20       0.020090\n",
+      "V8        0.019875\n",
+      "V27       0.017580\n",
+      "V28       0.009536\n",
+      "amount    0.005632\n",
+      "V26       0.004455\n",
+      "V25       0.003308\n",
+      "V22       0.000805\n",
+      "V23      -0.002685\n",
+      "V15      -0.004223\n",
+      "V13      -0.004570\n",
+      "V24      -0.007221\n",
+      "time     -0.012323\n",
+      "V6       -0.043643\n",
+      "V5       -0.094974\n",
+      "V9       -0.097733\n",
+      "V1       -0.101347\n",
+      "V18      -0.111485\n",
+      "V7       -0.187257\n",
+      "V3       -0.192961\n",
+      "V16      -0.196539\n",
+      "V10      -0.216883\n",
+      "V12      -0.260593\n",
+      "V14      -0.302544\n",
+      "V17      -0.326481\n",
+      "Name: Class, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "correlation_matrix=data_cp.corr()\n",
+    "k=correlation_matrix[\"Class\"].sort_values(ascending=False)\n",
+    "print(k)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "2b4442a8-7a01-4810-a467-b3cb9a19f704",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.scatter(real[\"time\"],real[\"V11\"],s=5,label=\"Real Transaction\")\n",
+    "plt.scatter(fraud[\"time\"],fraud[\"V11\"],s=5,label=\"Fraud Transaction\")\n",
+    "plt.xlabel(\"Time\")\n",
+    "plt.ylabel(\"V11\")\n",
+    "plt.title(\"Max positive correlation(V11)\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "f7f41f43-fc9e-43ca-8269-e0c48c9a6f42",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.scatter(real[\"time\"],real[\"V17\"],s=5,label=\"Real Transaction\")\n",
+    "plt.scatter(fraud[\"time\"],fraud[\"V17\"],s=5,label=\"Fraud Transaction\")\n",
+    "plt.xlabel(\"Time\")\n",
+    "plt.ylabel(\"V17\")\n",
+    "plt.title(\"Max negative correlation(V17)\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab172310-2a9a-4521-9e10-0159df0994a3",
+   "metadata": {},
+   "source": [
+    "### Creating a balanced Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "6cd9e9d1-7d01-4802-9c0c-74cf2b5a3c28",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "real=real.sample(500)\n",
+    "fraud=fraud.sample(len(fraud))\n",
+    "real=real.sort_values(\"time\")\n",
+    "fraud=fraud.sort_values(\"time\")\n",
+    "balanced_data=pd.concat([real,fraud],axis=0).sample(len(real)+len(fraud))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0b96cd2b-73c0-4192-a45e-3ba666affb71",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "e60424cd-44b4-4367-a87e-e1b3a662551f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.plot(data_cp.index,data_cp[\"time\"],linewidth=\"15\",label=\"unsampled original data_cp\")\n",
+    "plt.plot(real.index,real[\"time\"],linewidth=\"8\",label=\"sampled real transactions\")\n",
+    "plt.plot(fraud.index,fraud[\"time\"],linewidth=\"3\",label=\"sampled fraud transactions\")\n",
+    "plt.xlabel(\"Transaction\")\n",
+    "plt.ylabel(\"Time\")\n",
+    "plt.title(\"Distribution of Transaction Time \")\n",
+    "plt.legend(loc=\"lower right\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "f30bbe9c-a253-4bfa-b112-22c3dad2df46",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.scatter(data_cp.index,data_cp[\"amount\"],label=\"unsampled original data_cp\")\n",
+    "plt.scatter(real.index,real[\"amount\"],label=\"sampled real transactions\")\n",
+    "plt.scatter(fraud.index,fraud[\"amount\"],label=\"sampled fraud transactions\")\n",
+    "plt.xlabel(\"Transaction\")\n",
+    "plt.ylabel(\"Amount\")\n",
+    "plt.title(\"Distribution of Transaction Amount\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "39b02c9c-5922-4923-acea-558ade5b2ca8",
+   "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>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>V10</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Class</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>-2.332958</td>\n",
+       "      <td>1.808738</td>\n",
+       "      <td>-3.474074</td>\n",
+       "      <td>2.317266</td>\n",
+       "      <td>-1.553850</td>\n",
+       "      <td>-0.751482</td>\n",
+       "      <td>-2.733627</td>\n",
+       "      <td>0.249699</td>\n",
+       "      <td>-1.236947</td>\n",
+       "      <td>-2.765212</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.009753</td>\n",
+       "      <td>-0.063610</td>\n",
+       "      <td>-0.061827</td>\n",
+       "      <td>0.022163</td>\n",
+       "      <td>0.028523</td>\n",
+       "      <td>0.068858</td>\n",
+       "      <td>0.028412</td>\n",
+       "      <td>0.495968</td>\n",
+       "      <td>1.109719</td>\n",
+       "      <td>0.037489</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>5.538626</td>\n",
+       "      <td>3.665317</td>\n",
+       "      <td>6.219145</td>\n",
+       "      <td>3.166535</td>\n",
+       "      <td>4.204233</td>\n",
+       "      <td>1.677309</td>\n",
+       "      <td>5.856826</td>\n",
+       "      <td>4.871320</td>\n",
+       "      <td>2.354161</td>\n",
+       "      <td>4.571632</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.187890</td>\n",
+       "      <td>1.281037</td>\n",
+       "      <td>0.567608</td>\n",
+       "      <td>0.702626</td>\n",
+       "      <td>0.490233</td>\n",
+       "      <td>1.012431</td>\n",
+       "      <td>0.443257</td>\n",
+       "      <td>0.500236</td>\n",
+       "      <td>3.126066</td>\n",
+       "      <td>0.560266</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-30.552380</td>\n",
+       "      <td>-14.505648</td>\n",
+       "      <td>-31.103685</td>\n",
+       "      <td>-3.772400</td>\n",
+       "      <td>-22.105532</td>\n",
+       "      <td>-6.406267</td>\n",
+       "      <td>-43.557242</td>\n",
+       "      <td>-41.044261</td>\n",
+       "      <td>-13.434066</td>\n",
+       "      <td>-24.588262</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-8.887017</td>\n",
+       "      <td>-19.254328</td>\n",
+       "      <td>-2.028024</td>\n",
+       "      <td>-4.781606</td>\n",
+       "      <td>-1.420646</td>\n",
+       "      <td>-7.263482</td>\n",
+       "      <td>-2.505810</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.307413</td>\n",
+       "      <td>-0.994584</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>-2.816658</td>\n",
+       "      <td>-0.164878</td>\n",
+       "      <td>-5.084967</td>\n",
+       "      <td>-0.018352</td>\n",
+       "      <td>-1.736251</td>\n",
+       "      <td>-1.584989</td>\n",
+       "      <td>-3.105154</td>\n",
+       "      <td>-0.229785</td>\n",
+       "      <td>-2.294075</td>\n",
+       "      <td>-4.551515</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.520687</td>\n",
+       "      <td>-0.254017</td>\n",
+       "      <td>-0.415078</td>\n",
+       "      <td>-0.303093</td>\n",
+       "      <td>-0.297184</td>\n",
+       "      <td>-0.076070</td>\n",
+       "      <td>-0.061771</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.292042</td>\n",
+       "      <td>-0.436653</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>-0.730541</td>\n",
+       "      <td>0.935972</td>\n",
+       "      <td>-1.427231</td>\n",
+       "      <td>1.357697</td>\n",
+       "      <td>-0.406751</td>\n",
+       "      <td>-0.689403</td>\n",
+       "      <td>-0.600900</td>\n",
+       "      <td>0.108046</td>\n",
+       "      <td>-0.635948</td>\n",
+       "      <td>-0.855187</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.039024</td>\n",
+       "      <td>-0.039366</td>\n",
+       "      <td>-0.004783</td>\n",
+       "      <td>0.074832</td>\n",
+       "      <td>-0.009778</td>\n",
+       "      <td>0.047802</td>\n",
+       "      <td>0.032769</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.042479</td>\n",
+       "      <td>-0.064451</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1.077844</td>\n",
+       "      <td>2.798885</td>\n",
+       "      <td>0.330694</td>\n",
+       "      <td>4.235631</td>\n",
+       "      <td>0.455473</td>\n",
+       "      <td>0.051971</td>\n",
+       "      <td>0.310626</td>\n",
+       "      <td>0.823754</td>\n",
+       "      <td>0.217538</td>\n",
+       "      <td>0.053371</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.584172</td>\n",
+       "      <td>0.191319</td>\n",
+       "      <td>0.359722</td>\n",
+       "      <td>0.420032</td>\n",
+       "      <td>0.347592</td>\n",
+       "      <td>0.421736</td>\n",
+       "      <td>0.212675</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.089779</td>\n",
+       "      <td>0.571241</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2.329019</td>\n",
+       "      <td>22.057729</td>\n",
+       "      <td>4.029428</td>\n",
+       "      <td>12.114672</td>\n",
+       "      <td>11.095089</td>\n",
+       "      <td>6.474115</td>\n",
+       "      <td>5.802537</td>\n",
+       "      <td>20.007208</td>\n",
+       "      <td>8.119419</td>\n",
+       "      <td>12.816178</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8.361985</td>\n",
+       "      <td>5.466230</td>\n",
+       "      <td>3.640662</td>\n",
+       "      <td>2.208209</td>\n",
+       "      <td>2.745261</td>\n",
+       "      <td>3.052358</td>\n",
+       "      <td>1.975207</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>29.398030</td>\n",
+       "      <td>1.032108</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               V1          V2          V3          V4          V5          V6  \\\n",
+       "count  992.000000  992.000000  992.000000  992.000000  992.000000  992.000000   \n",
+       "mean    -2.332958    1.808738   -3.474074    2.317266   -1.553850   -0.751482   \n",
+       "std      5.538626    3.665317    6.219145    3.166535    4.204233    1.677309   \n",
+       "min    -30.552380  -14.505648  -31.103685   -3.772400  -22.105532   -6.406267   \n",
+       "25%     -2.816658   -0.164878   -5.084967   -0.018352   -1.736251   -1.584989   \n",
+       "50%     -0.730541    0.935972   -1.427231    1.357697   -0.406751   -0.689403   \n",
+       "75%      1.077844    2.798885    0.330694    4.235631    0.455473    0.051971   \n",
+       "max      2.329019   22.057729    4.029428   12.114672   11.095089    6.474115   \n",
+       "\n",
+       "               V7          V8          V9         V10  ...         V22  \\\n",
+       "count  992.000000  992.000000  992.000000  992.000000  ...  992.000000   \n",
+       "mean    -2.733627    0.249699   -1.236947   -2.765212  ...    0.009753   \n",
+       "std      5.856826    4.871320    2.354161    4.571632  ...    1.187890   \n",
+       "min    -43.557242  -41.044261  -13.434066  -24.588262  ...   -8.887017   \n",
+       "25%     -3.105154   -0.229785   -2.294075   -4.551515  ...   -0.520687   \n",
+       "50%     -0.600900    0.108046   -0.635948   -0.855187  ...    0.039024   \n",
+       "75%      0.310626    0.823754    0.217538    0.053371  ...    0.584172   \n",
+       "max      5.802537   20.007208    8.119419   12.816178  ...    8.361985   \n",
+       "\n",
+       "              V23         V24         V25         V26         V27         V28  \\\n",
+       "count  992.000000  992.000000  992.000000  992.000000  992.000000  992.000000   \n",
+       "mean    -0.063610   -0.061827    0.022163    0.028523    0.068858    0.028412   \n",
+       "std      1.281037    0.567608    0.702626    0.490233    1.012431    0.443257   \n",
+       "min    -19.254328   -2.028024   -4.781606   -1.420646   -7.263482   -2.505810   \n",
+       "25%     -0.254017   -0.415078   -0.303093   -0.297184   -0.076070   -0.061771   \n",
+       "50%     -0.039366   -0.004783    0.074832   -0.009778    0.047802    0.032769   \n",
+       "75%      0.191319    0.359722    0.420032    0.347592    0.421736    0.212675   \n",
+       "max      5.466230    3.640662    2.208209    2.745261    3.052358    1.975207   \n",
+       "\n",
+       "            Class      amount        time  \n",
+       "count  992.000000  992.000000  992.000000  \n",
+       "mean     0.495968    1.109719    0.037489  \n",
+       "std      0.500236    3.126066    0.560266  \n",
+       "min      0.000000   -0.307413   -0.994584  \n",
+       "25%      0.000000   -0.292042   -0.436653  \n",
+       "50%      0.000000   -0.042479   -0.064451  \n",
+       "75%      1.000000    1.089779    0.571241  \n",
+       "max      1.000000   29.398030    1.032108  \n",
+       "\n",
+       "[8 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "balanced_data.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "1eff723f-2865-4bca-bc13-63f7b1672975",
+   "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>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>V10</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Class</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>259232</th>\n",
+       "      <td>2.071260</td>\n",
+       "      <td>0.397979</td>\n",
+       "      <td>-2.745909</td>\n",
+       "      <td>1.130030</td>\n",
+       "      <td>1.471963</td>\n",
+       "      <td>-0.081179</td>\n",
+       "      <td>0.465801</td>\n",
+       "      <td>-0.059176</td>\n",
+       "      <td>0.097037</td>\n",
+       "      <td>-0.156741</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.063455</td>\n",
+       "      <td>-0.111099</td>\n",
+       "      <td>-0.510468</td>\n",
+       "      <td>0.553776</td>\n",
+       "      <td>-0.472028</td>\n",
+       "      <td>-0.012007</td>\n",
+       "      <td>-0.046161</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.293440</td>\n",
+       "      <td>0.873260</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54915</th>\n",
+       "      <td>0.971260</td>\n",
+       "      <td>-0.254421</td>\n",
+       "      <td>0.511950</td>\n",
+       "      <td>1.146945</td>\n",
+       "      <td>-0.618884</td>\n",
+       "      <td>-0.229477</td>\n",
+       "      <td>-0.173476</td>\n",
+       "      <td>0.150363</td>\n",
+       "      <td>0.176163</td>\n",
+       "      <td>0.195253</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.734289</td>\n",
+       "      <td>-0.011911</td>\n",
+       "      <td>-0.096452</td>\n",
+       "      <td>0.197764</td>\n",
+       "      <td>-0.609371</td>\n",
+       "      <td>-0.002517</td>\n",
+       "      <td>0.036314</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.313491</td>\n",
+       "      <td>-0.446516</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>66733</th>\n",
+       "      <td>-5.414386</td>\n",
+       "      <td>4.458891</td>\n",
+       "      <td>-0.115777</td>\n",
+       "      <td>-2.543394</td>\n",
+       "      <td>-0.989684</td>\n",
+       "      <td>-1.090524</td>\n",
+       "      <td>0.816537</td>\n",
+       "      <td>-0.356463</td>\n",
+       "      <td>4.562952</td>\n",
+       "      <td>7.165619</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.468363</td>\n",
+       "      <td>0.169163</td>\n",
+       "      <td>0.456350</td>\n",
+       "      <td>0.528158</td>\n",
+       "      <td>0.713382</td>\n",
+       "      <td>1.805687</td>\n",
+       "      <td>0.831047</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.254873</td>\n",
+       "      <td>-0.381807</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6529</th>\n",
+       "      <td>-1.585505</td>\n",
+       "      <td>3.261585</td>\n",
+       "      <td>-4.137422</td>\n",
+       "      <td>2.357096</td>\n",
+       "      <td>-1.405043</td>\n",
+       "      <td>-1.879437</td>\n",
+       "      <td>-3.513687</td>\n",
+       "      <td>1.515607</td>\n",
+       "      <td>-1.207166</td>\n",
+       "      <td>-6.234561</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.546869</td>\n",
+       "      <td>-0.076584</td>\n",
+       "      <td>-0.425550</td>\n",
+       "      <td>0.123644</td>\n",
+       "      <td>0.321985</td>\n",
+       "      <td>0.264028</td>\n",
+       "      <td>0.132817</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.293440</td>\n",
+       "      <td>-0.902278</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>122964</th>\n",
+       "      <td>-4.772557</td>\n",
+       "      <td>3.763136</td>\n",
+       "      <td>-0.370400</td>\n",
+       "      <td>-2.249717</td>\n",
+       "      <td>-0.487775</td>\n",
+       "      <td>-0.823998</td>\n",
+       "      <td>0.859992</td>\n",
+       "      <td>-0.537701</td>\n",
+       "      <td>3.531027</td>\n",
+       "      <td>5.127847</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.031240</td>\n",
+       "      <td>0.045006</td>\n",
+       "      <td>0.072763</td>\n",
+       "      <td>-0.001570</td>\n",
+       "      <td>0.402197</td>\n",
+       "      <td>-2.585509</td>\n",
+       "      <td>-2.016703</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.296653</td>\n",
+       "      <td>-0.093234</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120626</th>\n",
+       "      <td>1.477056</td>\n",
+       "      <td>-1.264517</td>\n",
+       "      <td>0.317477</td>\n",
+       "      <td>-1.677026</td>\n",
+       "      <td>-1.261207</td>\n",
+       "      <td>0.188977</td>\n",
+       "      <td>-1.346238</td>\n",
+       "      <td>0.077769</td>\n",
+       "      <td>-1.761827</td>\n",
+       "      <td>1.586549</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.113480</td>\n",
+       "      <td>-0.183672</td>\n",
+       "      <td>-0.846915</td>\n",
+       "      <td>0.450482</td>\n",
+       "      <td>-0.051188</td>\n",
+       "      <td>0.039951</td>\n",
+       "      <td>0.010445</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.301824</td>\n",
+       "      <td>-0.103291</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>247673</th>\n",
+       "      <td>-5.192496</td>\n",
+       "      <td>3.164721</td>\n",
+       "      <td>-5.047679</td>\n",
+       "      <td>2.246597</td>\n",
+       "      <td>-4.011781</td>\n",
+       "      <td>-0.638908</td>\n",
+       "      <td>-2.873463</td>\n",
+       "      <td>1.576318</td>\n",
+       "      <td>-2.861986</td>\n",
+       "      <td>-2.120458</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.006617</td>\n",
+       "      <td>0.774562</td>\n",
+       "      <td>0.063397</td>\n",
+       "      <td>-0.390658</td>\n",
+       "      <td>1.884741</td>\n",
+       "      <td>-1.742558</td>\n",
+       "      <td>-0.082216</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3.156012</td>\n",
+       "      <td>0.810172</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>198655</th>\n",
+       "      <td>-0.564306</td>\n",
+       "      <td>-0.216545</td>\n",
+       "      <td>0.206509</td>\n",
+       "      <td>-0.946398</td>\n",
+       "      <td>0.938396</td>\n",
+       "      <td>1.957638</td>\n",
+       "      <td>-0.122514</td>\n",
+       "      <td>0.628787</td>\n",
+       "      <td>0.690293</td>\n",
+       "      <td>-0.316131</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.444053</td>\n",
+       "      <td>0.152492</td>\n",
+       "      <td>-0.908893</td>\n",
+       "      <td>-1.544044</td>\n",
+       "      <td>0.457261</td>\n",
+       "      <td>0.052410</td>\n",
+       "      <td>0.309467</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.656746</td>\n",
+       "      <td>0.562730</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>84543</th>\n",
+       "      <td>-3.975216</td>\n",
+       "      <td>0.581573</td>\n",
+       "      <td>-1.880372</td>\n",
+       "      <td>4.319241</td>\n",
+       "      <td>-3.024330</td>\n",
+       "      <td>1.240793</td>\n",
+       "      <td>-1.909559</td>\n",
+       "      <td>0.660718</td>\n",
+       "      <td>-2.752611</td>\n",
+       "      <td>-3.550385</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.397311</td>\n",
+       "      <td>1.045322</td>\n",
+       "      <td>-0.304000</td>\n",
+       "      <td>0.005295</td>\n",
+       "      <td>0.235435</td>\n",
+       "      <td>0.962015</td>\n",
+       "      <td>-0.673557</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6.047928</td>\n",
+       "      <td>-0.285941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30442</th>\n",
+       "      <td>-3.896583</td>\n",
+       "      <td>4.518355</td>\n",
+       "      <td>-4.454027</td>\n",
+       "      <td>5.547453</td>\n",
+       "      <td>-4.121459</td>\n",
+       "      <td>-1.163407</td>\n",
+       "      <td>-6.805053</td>\n",
+       "      <td>2.928356</td>\n",
+       "      <td>-4.917130</td>\n",
+       "      <td>-6.600461</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.920021</td>\n",
+       "      <td>-0.151104</td>\n",
+       "      <td>0.011007</td>\n",
+       "      <td>0.080303</td>\n",
+       "      <td>0.412191</td>\n",
+       "      <td>0.635789</td>\n",
+       "      <td>0.501050</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.243695</td>\n",
+       "      <td>-0.572916</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>992 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              V1        V2        V3        V4        V5        V6        V7  \\\n",
+       "259232  2.071260  0.397979 -2.745909  1.130030  1.471963 -0.081179  0.465801   \n",
+       "54915   0.971260 -0.254421  0.511950  1.146945 -0.618884 -0.229477 -0.173476   \n",
+       "66733  -5.414386  4.458891 -0.115777 -2.543394 -0.989684 -1.090524  0.816537   \n",
+       "6529   -1.585505  3.261585 -4.137422  2.357096 -1.405043 -1.879437 -3.513687   \n",
+       "122964 -4.772557  3.763136 -0.370400 -2.249717 -0.487775 -0.823998  0.859992   \n",
+       "...          ...       ...       ...       ...       ...       ...       ...   \n",
+       "120626  1.477056 -1.264517  0.317477 -1.677026 -1.261207  0.188977 -1.346238   \n",
+       "247673 -5.192496  3.164721 -5.047679  2.246597 -4.011781 -0.638908 -2.873463   \n",
+       "198655 -0.564306 -0.216545  0.206509 -0.946398  0.938396  1.957638 -0.122514   \n",
+       "84543  -3.975216  0.581573 -1.880372  4.319241 -3.024330  1.240793 -1.909559   \n",
+       "30442  -3.896583  4.518355 -4.454027  5.547453 -4.121459 -1.163407 -6.805053   \n",
+       "\n",
+       "              V8        V9       V10  ...       V22       V23       V24  \\\n",
+       "259232 -0.059176  0.097037 -0.156741  ... -0.063455 -0.111099 -0.510468   \n",
+       "54915   0.150363  0.176163  0.195253  ... -0.734289 -0.011911 -0.096452   \n",
+       "66733  -0.356463  4.562952  7.165619  ... -0.468363  0.169163  0.456350   \n",
+       "6529    1.515607 -1.207166 -6.234561  ... -0.546869 -0.076584 -0.425550   \n",
+       "122964 -0.537701  3.531027  5.127847  ... -0.031240  0.045006  0.072763   \n",
+       "...          ...       ...       ...  ...       ...       ...       ...   \n",
+       "120626  0.077769 -1.761827  1.586549  ...  0.113480 -0.183672 -0.846915   \n",
+       "247673  1.576318 -2.861986 -2.120458  ... -1.006617  0.774562  0.063397   \n",
+       "198655  0.628787  0.690293 -0.316131  ...  1.444053  0.152492 -0.908893   \n",
+       "84543   0.660718 -2.752611 -3.550385  ...  1.397311  1.045322 -0.304000   \n",
+       "30442   2.928356 -4.917130 -6.600461  ...  0.920021 -0.151104  0.011007   \n",
+       "\n",
+       "             V25       V26       V27       V28  Class    amount      time  \n",
+       "259232  0.553776 -0.472028 -0.012007 -0.046161      0 -0.293440  0.873260  \n",
+       "54915   0.197764 -0.609371 -0.002517  0.036314      0  1.313491 -0.446516  \n",
+       "66733   0.528158  0.713382  1.805687  0.831047      0 -0.254873 -0.381807  \n",
+       "6529    0.123644  0.321985  0.264028  0.132817      1 -0.293440 -0.902278  \n",
+       "122964 -0.001570  0.402197 -2.585509 -2.016703      0 -0.296653 -0.093234  \n",
+       "...          ...       ...       ...       ...    ...       ...       ...  \n",
+       "120626  0.450482 -0.051188  0.039951  0.010445      0  0.301824 -0.103291  \n",
+       "247673 -0.390658  1.884741 -1.742558 -0.082216      1  3.156012  0.810172  \n",
+       "198655 -1.544044  0.457261  0.052410  0.309467      0  0.656746  0.562730  \n",
+       "84543   0.005295  0.235435  0.962015 -0.673557      1  6.047928 -0.285941  \n",
+       "30442   0.080303  0.412191  0.635789  0.501050      1 -0.243695 -0.572916  \n",
+       "\n",
+       "[992 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "balanced_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fdf43dfc-5f76-429c-a28b-c83748b4e77b",
+   "metadata": {},
+   "source": [
+    "### Data Spliting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "f0b83b8c-124e-48be-83fd-1a8fc58cd9da",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X=balanced_data.drop(columns=\"Class\")\n",
+    "y=balanced_data[\"Class\"]\n",
+    "\n",
+    "X_full=data_cp.sample(len(data_cp))\n",
+    "y_full=X_full[\"Class\"]\n",
+    "X_full=(X_full.drop(columns=\"Class\"))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "db346745-f46c-4058-8a18-d5bb81fbeeb3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "X_train,X_valid,y_train,y_valid=train_test_split(X,y,train_size=0.8,test_size=0.2,shuffle=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "eda2c049-4018-4dae-a82d-79e401c12e20",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "968ba67c-3500-47ba-ab25-23eb0fcbf272",
+   "metadata": {},
+   "source": [
+    "## Model Training"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "5a1b910a-5ef3-46a8-b580-3da7b903de16",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.ensemble import RandomForestClassifier,AdaBoostClassifier\n",
+    "from xgboost import XGBClassifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "6d7cb8cf-5d73-4e7f-bd7c-8a028a907a3a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_lr=LogisticRegression()\n",
+    "model_rfrc=RandomForestClassifier()\n",
+    "model_dtc=DecisionTreeClassifier()\n",
+    "model_abc=AdaBoostClassifier()\n",
+    "model_xgbc=XGBClassifier()\n",
+    "models=[model_lr,\n",
+    "        model_rfrc,\n",
+    "        model_dtc,\n",
+    "        model_abc,\n",
+    "        model_xgbc]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "e7df0bcd-efc6-4215-a681-1058335ec3d5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train :  0.9558638083228247 0.044136191677175286 0.9814814814814815\n",
+      "Valid :  0.9246231155778895 0.07537688442211055 1.0\n"
+     ]
+    },
+    {
+     "ename": "NotFittedError",
+     "evalue": "This RandomForestClassifier instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNotFittedError\u001b[0m                            Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[25], line 11\u001b[0m\n\u001b[1;32m      8\u001b[0m valid_pred\u001b[38;5;241m=\u001b[39mm\u001b[38;5;241m.\u001b[39mpredict(X_valid)\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mValid : \u001b[39m\u001b[38;5;124m'\u001b[39m,accuracy_score(valid_pred,y_valid), mean_absolute_error(valid_pred,y_valid), recall_score(valid_pred,y_valid))\n\u001b[0;32m---> 11\u001b[0m full_pred\u001b[38;5;241m=\u001b[39m\u001b[43mmodel_rfrc\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_full\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     12\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFull : \u001b[39m\u001b[38;5;124m'\u001b[39m,accuracy_score(full_pred,y_full), mean_absolute_error(full_pred,y_full), recall_score(full_pred,y_full),\u001b[38;5;124m'\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:823\u001b[0m, in \u001b[0;36mForestClassifier.predict\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m    802\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpredict\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[1;32m    803\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    804\u001b[0m \u001b[38;5;124;03m    Predict class for X.\u001b[39;00m\n\u001b[1;32m    805\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    821\u001b[0m \u001b[38;5;124;03m        The predicted classes.\u001b[39;00m\n\u001b[1;32m    822\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 823\u001b[0m     proba \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpredict_proba\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    825\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_outputs_ \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m    826\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclasses_\u001b[38;5;241m.\u001b[39mtake(np\u001b[38;5;241m.\u001b[39margmax(proba, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m), axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/sklearn/ensemble/_forest.py:863\u001b[0m, in \u001b[0;36mForestClassifier.predict_proba\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m    841\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpredict_proba\u001b[39m(\u001b[38;5;28mself\u001b[39m, X):\n\u001b[1;32m    842\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    843\u001b[0m \u001b[38;5;124;03m    Predict class probabilities for X.\u001b[39;00m\n\u001b[1;32m    844\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    861\u001b[0m \u001b[38;5;124;03m        classes corresponds to that in the attribute :term:`classes_`.\u001b[39;00m\n\u001b[1;32m    862\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 863\u001b[0m     \u001b[43mcheck_is_fitted\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m    864\u001b[0m     \u001b[38;5;66;03m# Check data\u001b[39;00m\n\u001b[1;32m    865\u001b[0m     X \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_validate_X_predict(X)\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/sklearn/utils/validation.py:1462\u001b[0m, in \u001b[0;36mcheck_is_fitted\u001b[0;34m(estimator, attributes, msg, all_or_any)\u001b[0m\n\u001b[1;32m   1459\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m is not an estimator instance.\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m (estimator))\n\u001b[1;32m   1461\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m _is_fitted(estimator, attributes, all_or_any):\n\u001b[0;32m-> 1462\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m NotFittedError(msg \u001b[38;5;241m%\u001b[39m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;28mtype\u001b[39m(estimator)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m})\n",
+      "\u001b[0;31mNotFittedError\u001b[0m: This RandomForestClassifier instance is not fitted yet. Call 'fit' with appropriate arguments before using this estimator."
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import confusion_matrix,accuracy_score,mean_absolute_error,recall_score\n",
+    "for m in models:\n",
+    "    m.fit(X_train,y_train)\n",
+    "    \n",
+    "    train_pred=m.predict(X_train)\n",
+    "    print('Train : ',accuracy_score(train_pred,y_train), mean_absolute_error(train_pred,y_train), recall_score(train_pred,y_train))\n",
+    "    \n",
+    "    valid_pred=m.predict(X_valid)\n",
+    "    print('Valid : ',accuracy_score(valid_pred,y_valid), mean_absolute_error(valid_pred,y_valid), recall_score(valid_pred,y_valid))\n",
+    "    \n",
+    "    full_pred=model_rfrc.predict(X_full)\n",
+    "    print('Full : ',accuracy_score(full_pred,y_full), mean_absolute_error(full_pred,y_full), recall_score(full_pred,y_full),'\\n')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39440ab6-a871-4aaf-a7ee-aed9c0707516",
+   "metadata": {},
+   "source": [
+    "#### from above training result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e3e9ed04-e87c-42b5-ac58-26b228562e46",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a34f74c5-d4f7-46d5-b29e-4c13e74285ca",
+   "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": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ML_practice/credit_card_fraud_detection/ccfd.ipynb b/ML_practice/credit_card_fraud_detection/ccfd.ipynb
new file mode 100644
index 0000000..e7e29c9
--- /dev/null
+++ b/ML_practice/credit_card_fraud_detection/ccfd.ipynb
@@ -0,0 +1,2697 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b54b09e7-ce75-4a3a-8c31-faafa0636e2e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np \n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "897acd35-89b9-4652-b298-802fccc05991",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(284807, 31)\n"
+     ]
+    },
+    {
+     "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>Time</th>\n",
+       "      <th>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V21</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Amount</th>\n",
+       "      <th>Class</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-1.359807</td>\n",
+       "      <td>-0.072781</td>\n",
+       "      <td>2.536347</td>\n",
+       "      <td>1.378155</td>\n",
+       "      <td>-0.338321</td>\n",
+       "      <td>0.462388</td>\n",
+       "      <td>0.239599</td>\n",
+       "      <td>0.098698</td>\n",
+       "      <td>0.363787</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.018307</td>\n",
+       "      <td>0.277838</td>\n",
+       "      <td>-0.110474</td>\n",
+       "      <td>0.066928</td>\n",
+       "      <td>0.128539</td>\n",
+       "      <td>-0.189115</td>\n",
+       "      <td>0.133558</td>\n",
+       "      <td>-0.021053</td>\n",
+       "      <td>149.62</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.191857</td>\n",
+       "      <td>0.266151</td>\n",
+       "      <td>0.166480</td>\n",
+       "      <td>0.448154</td>\n",
+       "      <td>0.060018</td>\n",
+       "      <td>-0.082361</td>\n",
+       "      <td>-0.078803</td>\n",
+       "      <td>0.085102</td>\n",
+       "      <td>-0.255425</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.225775</td>\n",
+       "      <td>-0.638672</td>\n",
+       "      <td>0.101288</td>\n",
+       "      <td>-0.339846</td>\n",
+       "      <td>0.167170</td>\n",
+       "      <td>0.125895</td>\n",
+       "      <td>-0.008983</td>\n",
+       "      <td>0.014724</td>\n",
+       "      <td>2.69</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-1.358354</td>\n",
+       "      <td>-1.340163</td>\n",
+       "      <td>1.773209</td>\n",
+       "      <td>0.379780</td>\n",
+       "      <td>-0.503198</td>\n",
+       "      <td>1.800499</td>\n",
+       "      <td>0.791461</td>\n",
+       "      <td>0.247676</td>\n",
+       "      <td>-1.514654</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.247998</td>\n",
+       "      <td>0.771679</td>\n",
+       "      <td>0.909412</td>\n",
+       "      <td>-0.689281</td>\n",
+       "      <td>-0.327642</td>\n",
+       "      <td>-0.139097</td>\n",
+       "      <td>-0.055353</td>\n",
+       "      <td>-0.059752</td>\n",
+       "      <td>378.66</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>-0.966272</td>\n",
+       "      <td>-0.185226</td>\n",
+       "      <td>1.792993</td>\n",
+       "      <td>-0.863291</td>\n",
+       "      <td>-0.010309</td>\n",
+       "      <td>1.247203</td>\n",
+       "      <td>0.237609</td>\n",
+       "      <td>0.377436</td>\n",
+       "      <td>-1.387024</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.108300</td>\n",
+       "      <td>0.005274</td>\n",
+       "      <td>-0.190321</td>\n",
+       "      <td>-1.175575</td>\n",
+       "      <td>0.647376</td>\n",
+       "      <td>-0.221929</td>\n",
+       "      <td>0.062723</td>\n",
+       "      <td>0.061458</td>\n",
+       "      <td>123.50</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>-1.158233</td>\n",
+       "      <td>0.877737</td>\n",
+       "      <td>1.548718</td>\n",
+       "      <td>0.403034</td>\n",
+       "      <td>-0.407193</td>\n",
+       "      <td>0.095921</td>\n",
+       "      <td>0.592941</td>\n",
+       "      <td>-0.270533</td>\n",
+       "      <td>0.817739</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.009431</td>\n",
+       "      <td>0.798278</td>\n",
+       "      <td>-0.137458</td>\n",
+       "      <td>0.141267</td>\n",
+       "      <td>-0.206010</td>\n",
+       "      <td>0.502292</td>\n",
+       "      <td>0.219422</td>\n",
+       "      <td>0.215153</td>\n",
+       "      <td>69.99</td>\n",
+       "      <td>0</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284802</th>\n",
+       "      <td>172786.0</td>\n",
+       "      <td>-11.881118</td>\n",
+       "      <td>10.071785</td>\n",
+       "      <td>-9.834783</td>\n",
+       "      <td>-2.066656</td>\n",
+       "      <td>-5.364473</td>\n",
+       "      <td>-2.606837</td>\n",
+       "      <td>-4.918215</td>\n",
+       "      <td>7.305334</td>\n",
+       "      <td>1.914428</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.213454</td>\n",
+       "      <td>0.111864</td>\n",
+       "      <td>1.014480</td>\n",
+       "      <td>-0.509348</td>\n",
+       "      <td>1.436807</td>\n",
+       "      <td>0.250034</td>\n",
+       "      <td>0.943651</td>\n",
+       "      <td>0.823731</td>\n",
+       "      <td>0.77</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284803</th>\n",
+       "      <td>172787.0</td>\n",
+       "      <td>-0.732789</td>\n",
+       "      <td>-0.055080</td>\n",
+       "      <td>2.035030</td>\n",
+       "      <td>-0.738589</td>\n",
+       "      <td>0.868229</td>\n",
+       "      <td>1.058415</td>\n",
+       "      <td>0.024330</td>\n",
+       "      <td>0.294869</td>\n",
+       "      <td>0.584800</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.214205</td>\n",
+       "      <td>0.924384</td>\n",
+       "      <td>0.012463</td>\n",
+       "      <td>-1.016226</td>\n",
+       "      <td>-0.606624</td>\n",
+       "      <td>-0.395255</td>\n",
+       "      <td>0.068472</td>\n",
+       "      <td>-0.053527</td>\n",
+       "      <td>24.79</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284804</th>\n",
+       "      <td>172788.0</td>\n",
+       "      <td>1.919565</td>\n",
+       "      <td>-0.301254</td>\n",
+       "      <td>-3.249640</td>\n",
+       "      <td>-0.557828</td>\n",
+       "      <td>2.630515</td>\n",
+       "      <td>3.031260</td>\n",
+       "      <td>-0.296827</td>\n",
+       "      <td>0.708417</td>\n",
+       "      <td>0.432454</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.232045</td>\n",
+       "      <td>0.578229</td>\n",
+       "      <td>-0.037501</td>\n",
+       "      <td>0.640134</td>\n",
+       "      <td>0.265745</td>\n",
+       "      <td>-0.087371</td>\n",
+       "      <td>0.004455</td>\n",
+       "      <td>-0.026561</td>\n",
+       "      <td>67.88</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284805</th>\n",
+       "      <td>172788.0</td>\n",
+       "      <td>-0.240440</td>\n",
+       "      <td>0.530483</td>\n",
+       "      <td>0.702510</td>\n",
+       "      <td>0.689799</td>\n",
+       "      <td>-0.377961</td>\n",
+       "      <td>0.623708</td>\n",
+       "      <td>-0.686180</td>\n",
+       "      <td>0.679145</td>\n",
+       "      <td>0.392087</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.265245</td>\n",
+       "      <td>0.800049</td>\n",
+       "      <td>-0.163298</td>\n",
+       "      <td>0.123205</td>\n",
+       "      <td>-0.569159</td>\n",
+       "      <td>0.546668</td>\n",
+       "      <td>0.108821</td>\n",
+       "      <td>0.104533</td>\n",
+       "      <td>10.00</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284806</th>\n",
+       "      <td>172792.0</td>\n",
+       "      <td>-0.533413</td>\n",
+       "      <td>-0.189733</td>\n",
+       "      <td>0.703337</td>\n",
+       "      <td>-0.506271</td>\n",
+       "      <td>-0.012546</td>\n",
+       "      <td>-0.649617</td>\n",
+       "      <td>1.577006</td>\n",
+       "      <td>-0.414650</td>\n",
+       "      <td>0.486180</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.261057</td>\n",
+       "      <td>0.643078</td>\n",
+       "      <td>0.376777</td>\n",
+       "      <td>0.008797</td>\n",
+       "      <td>-0.473649</td>\n",
+       "      <td>-0.818267</td>\n",
+       "      <td>-0.002415</td>\n",
+       "      <td>0.013649</td>\n",
+       "      <td>217.00</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>284807 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            Time         V1         V2        V3        V4        V5  \\\n",
+       "0            0.0  -1.359807  -0.072781  2.536347  1.378155 -0.338321   \n",
+       "1            0.0   1.191857   0.266151  0.166480  0.448154  0.060018   \n",
+       "2            1.0  -1.358354  -1.340163  1.773209  0.379780 -0.503198   \n",
+       "3            1.0  -0.966272  -0.185226  1.792993 -0.863291 -0.010309   \n",
+       "4            2.0  -1.158233   0.877737  1.548718  0.403034 -0.407193   \n",
+       "...          ...        ...        ...       ...       ...       ...   \n",
+       "284802  172786.0 -11.881118  10.071785 -9.834783 -2.066656 -5.364473   \n",
+       "284803  172787.0  -0.732789  -0.055080  2.035030 -0.738589  0.868229   \n",
+       "284804  172788.0   1.919565  -0.301254 -3.249640 -0.557828  2.630515   \n",
+       "284805  172788.0  -0.240440   0.530483  0.702510  0.689799 -0.377961   \n",
+       "284806  172792.0  -0.533413  -0.189733  0.703337 -0.506271 -0.012546   \n",
+       "\n",
+       "              V6        V7        V8        V9  ...       V21       V22  \\\n",
+       "0       0.462388  0.239599  0.098698  0.363787  ... -0.018307  0.277838   \n",
+       "1      -0.082361 -0.078803  0.085102 -0.255425  ... -0.225775 -0.638672   \n",
+       "2       1.800499  0.791461  0.247676 -1.514654  ...  0.247998  0.771679   \n",
+       "3       1.247203  0.237609  0.377436 -1.387024  ... -0.108300  0.005274   \n",
+       "4       0.095921  0.592941 -0.270533  0.817739  ... -0.009431  0.798278   \n",
+       "...          ...       ...       ...       ...  ...       ...       ...   \n",
+       "284802 -2.606837 -4.918215  7.305334  1.914428  ...  0.213454  0.111864   \n",
+       "284803  1.058415  0.024330  0.294869  0.584800  ...  0.214205  0.924384   \n",
+       "284804  3.031260 -0.296827  0.708417  0.432454  ...  0.232045  0.578229   \n",
+       "284805  0.623708 -0.686180  0.679145  0.392087  ...  0.265245  0.800049   \n",
+       "284806 -0.649617  1.577006 -0.414650  0.486180  ...  0.261057  0.643078   \n",
+       "\n",
+       "             V23       V24       V25       V26       V27       V28  Amount  \\\n",
+       "0      -0.110474  0.066928  0.128539 -0.189115  0.133558 -0.021053  149.62   \n",
+       "1       0.101288 -0.339846  0.167170  0.125895 -0.008983  0.014724    2.69   \n",
+       "2       0.909412 -0.689281 -0.327642 -0.139097 -0.055353 -0.059752  378.66   \n",
+       "3      -0.190321 -1.175575  0.647376 -0.221929  0.062723  0.061458  123.50   \n",
+       "4      -0.137458  0.141267 -0.206010  0.502292  0.219422  0.215153   69.99   \n",
+       "...          ...       ...       ...       ...       ...       ...     ...   \n",
+       "284802  1.014480 -0.509348  1.436807  0.250034  0.943651  0.823731    0.77   \n",
+       "284803  0.012463 -1.016226 -0.606624 -0.395255  0.068472 -0.053527   24.79   \n",
+       "284804 -0.037501  0.640134  0.265745 -0.087371  0.004455 -0.026561   67.88   \n",
+       "284805 -0.163298  0.123205 -0.569159  0.546668  0.108821  0.104533   10.00   \n",
+       "284806  0.376777  0.008797 -0.473649 -0.818267 -0.002415  0.013649  217.00   \n",
+       "\n",
+       "        Class  \n",
+       "0           0  \n",
+       "1           0  \n",
+       "2           0  \n",
+       "3           0  \n",
+       "4           0  \n",
+       "...       ...  \n",
+       "284802      0  \n",
+       "284803      0  \n",
+       "284804      0  \n",
+       "284805      0  \n",
+       "284806      0  \n",
+       "\n",
+       "[284807 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data=pd.read_csv(\"dataset_m/creditcard.csv\")\n",
+    "print(data.shape)\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "57af1538-b07b-4311-9f2c-5a33160c80d3",
+   "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>Time</th>\n",
+       "      <th>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V21</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Amount</th>\n",
+       "      <th>Class</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>284807.000000</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>284807.000000</td>\n",
+       "      <td>284807.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>94813.859575</td>\n",
+       "      <td>1.168375e-15</td>\n",
+       "      <td>3.416908e-16</td>\n",
+       "      <td>-1.379537e-15</td>\n",
+       "      <td>2.074095e-15</td>\n",
+       "      <td>9.604066e-16</td>\n",
+       "      <td>1.487313e-15</td>\n",
+       "      <td>-5.556467e-16</td>\n",
+       "      <td>1.213481e-16</td>\n",
+       "      <td>-2.406331e-15</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.654067e-16</td>\n",
+       "      <td>-3.568593e-16</td>\n",
+       "      <td>2.578648e-16</td>\n",
+       "      <td>4.473266e-15</td>\n",
+       "      <td>5.340915e-16</td>\n",
+       "      <td>1.683437e-15</td>\n",
+       "      <td>-3.660091e-16</td>\n",
+       "      <td>-1.227390e-16</td>\n",
+       "      <td>88.349619</td>\n",
+       "      <td>0.001727</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>47488.145955</td>\n",
+       "      <td>1.958696e+00</td>\n",
+       "      <td>1.651309e+00</td>\n",
+       "      <td>1.516255e+00</td>\n",
+       "      <td>1.415869e+00</td>\n",
+       "      <td>1.380247e+00</td>\n",
+       "      <td>1.332271e+00</td>\n",
+       "      <td>1.237094e+00</td>\n",
+       "      <td>1.194353e+00</td>\n",
+       "      <td>1.098632e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.345240e-01</td>\n",
+       "      <td>7.257016e-01</td>\n",
+       "      <td>6.244603e-01</td>\n",
+       "      <td>6.056471e-01</td>\n",
+       "      <td>5.212781e-01</td>\n",
+       "      <td>4.822270e-01</td>\n",
+       "      <td>4.036325e-01</td>\n",
+       "      <td>3.300833e-01</td>\n",
+       "      <td>250.120109</td>\n",
+       "      <td>0.041527</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-5.640751e+01</td>\n",
+       "      <td>-7.271573e+01</td>\n",
+       "      <td>-4.832559e+01</td>\n",
+       "      <td>-5.683171e+00</td>\n",
+       "      <td>-1.137433e+02</td>\n",
+       "      <td>-2.616051e+01</td>\n",
+       "      <td>-4.355724e+01</td>\n",
+       "      <td>-7.321672e+01</td>\n",
+       "      <td>-1.343407e+01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-3.483038e+01</td>\n",
+       "      <td>-1.093314e+01</td>\n",
+       "      <td>-4.480774e+01</td>\n",
+       "      <td>-2.836627e+00</td>\n",
+       "      <td>-1.029540e+01</td>\n",
+       "      <td>-2.604551e+00</td>\n",
+       "      <td>-2.256568e+01</td>\n",
+       "      <td>-1.543008e+01</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>54201.500000</td>\n",
+       "      <td>-9.203734e-01</td>\n",
+       "      <td>-5.985499e-01</td>\n",
+       "      <td>-8.903648e-01</td>\n",
+       "      <td>-8.486401e-01</td>\n",
+       "      <td>-6.915971e-01</td>\n",
+       "      <td>-7.682956e-01</td>\n",
+       "      <td>-5.540759e-01</td>\n",
+       "      <td>-2.086297e-01</td>\n",
+       "      <td>-6.430976e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-2.283949e-01</td>\n",
+       "      <td>-5.423504e-01</td>\n",
+       "      <td>-1.618463e-01</td>\n",
+       "      <td>-3.545861e-01</td>\n",
+       "      <td>-3.171451e-01</td>\n",
+       "      <td>-3.269839e-01</td>\n",
+       "      <td>-7.083953e-02</td>\n",
+       "      <td>-5.295979e-02</td>\n",
+       "      <td>5.600000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>84692.000000</td>\n",
+       "      <td>1.810880e-02</td>\n",
+       "      <td>6.548556e-02</td>\n",
+       "      <td>1.798463e-01</td>\n",
+       "      <td>-1.984653e-02</td>\n",
+       "      <td>-5.433583e-02</td>\n",
+       "      <td>-2.741871e-01</td>\n",
+       "      <td>4.010308e-02</td>\n",
+       "      <td>2.235804e-02</td>\n",
+       "      <td>-5.142873e-02</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-2.945017e-02</td>\n",
+       "      <td>6.781943e-03</td>\n",
+       "      <td>-1.119293e-02</td>\n",
+       "      <td>4.097606e-02</td>\n",
+       "      <td>1.659350e-02</td>\n",
+       "      <td>-5.213911e-02</td>\n",
+       "      <td>1.342146e-03</td>\n",
+       "      <td>1.124383e-02</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>139320.500000</td>\n",
+       "      <td>1.315642e+00</td>\n",
+       "      <td>8.037239e-01</td>\n",
+       "      <td>1.027196e+00</td>\n",
+       "      <td>7.433413e-01</td>\n",
+       "      <td>6.119264e-01</td>\n",
+       "      <td>3.985649e-01</td>\n",
+       "      <td>5.704361e-01</td>\n",
+       "      <td>3.273459e-01</td>\n",
+       "      <td>5.971390e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.863772e-01</td>\n",
+       "      <td>5.285536e-01</td>\n",
+       "      <td>1.476421e-01</td>\n",
+       "      <td>4.395266e-01</td>\n",
+       "      <td>3.507156e-01</td>\n",
+       "      <td>2.409522e-01</td>\n",
+       "      <td>9.104512e-02</td>\n",
+       "      <td>7.827995e-02</td>\n",
+       "      <td>77.165000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>172792.000000</td>\n",
+       "      <td>2.454930e+00</td>\n",
+       "      <td>2.205773e+01</td>\n",
+       "      <td>9.382558e+00</td>\n",
+       "      <td>1.687534e+01</td>\n",
+       "      <td>3.480167e+01</td>\n",
+       "      <td>7.330163e+01</td>\n",
+       "      <td>1.205895e+02</td>\n",
+       "      <td>2.000721e+01</td>\n",
+       "      <td>1.559499e+01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.720284e+01</td>\n",
+       "      <td>1.050309e+01</td>\n",
+       "      <td>2.252841e+01</td>\n",
+       "      <td>4.584549e+00</td>\n",
+       "      <td>7.519589e+00</td>\n",
+       "      <td>3.517346e+00</td>\n",
+       "      <td>3.161220e+01</td>\n",
+       "      <td>3.384781e+01</td>\n",
+       "      <td>25691.160000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                Time            V1            V2            V3            V4  \\\n",
+       "count  284807.000000  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean    94813.859575  1.168375e-15  3.416908e-16 -1.379537e-15  2.074095e-15   \n",
+       "std     47488.145955  1.958696e+00  1.651309e+00  1.516255e+00  1.415869e+00   \n",
+       "min         0.000000 -5.640751e+01 -7.271573e+01 -4.832559e+01 -5.683171e+00   \n",
+       "25%     54201.500000 -9.203734e-01 -5.985499e-01 -8.903648e-01 -8.486401e-01   \n",
+       "50%     84692.000000  1.810880e-02  6.548556e-02  1.798463e-01 -1.984653e-02   \n",
+       "75%    139320.500000  1.315642e+00  8.037239e-01  1.027196e+00  7.433413e-01   \n",
+       "max    172792.000000  2.454930e+00  2.205773e+01  9.382558e+00  1.687534e+01   \n",
+       "\n",
+       "                 V5            V6            V7            V8            V9  \\\n",
+       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean   9.604066e-16  1.487313e-15 -5.556467e-16  1.213481e-16 -2.406331e-15   \n",
+       "std    1.380247e+00  1.332271e+00  1.237094e+00  1.194353e+00  1.098632e+00   \n",
+       "min   -1.137433e+02 -2.616051e+01 -4.355724e+01 -7.321672e+01 -1.343407e+01   \n",
+       "25%   -6.915971e-01 -7.682956e-01 -5.540759e-01 -2.086297e-01 -6.430976e-01   \n",
+       "50%   -5.433583e-02 -2.741871e-01  4.010308e-02  2.235804e-02 -5.142873e-02   \n",
+       "75%    6.119264e-01  3.985649e-01  5.704361e-01  3.273459e-01  5.971390e-01   \n",
+       "max    3.480167e+01  7.330163e+01  1.205895e+02  2.000721e+01  1.559499e+01   \n",
+       "\n",
+       "       ...           V21           V22           V23           V24  \\\n",
+       "count  ...  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean   ...  1.654067e-16 -3.568593e-16  2.578648e-16  4.473266e-15   \n",
+       "std    ...  7.345240e-01  7.257016e-01  6.244603e-01  6.056471e-01   \n",
+       "min    ... -3.483038e+01 -1.093314e+01 -4.480774e+01 -2.836627e+00   \n",
+       "25%    ... -2.283949e-01 -5.423504e-01 -1.618463e-01 -3.545861e-01   \n",
+       "50%    ... -2.945017e-02  6.781943e-03 -1.119293e-02  4.097606e-02   \n",
+       "75%    ...  1.863772e-01  5.285536e-01  1.476421e-01  4.395266e-01   \n",
+       "max    ...  2.720284e+01  1.050309e+01  2.252841e+01  4.584549e+00   \n",
+       "\n",
+       "                V25           V26           V27           V28         Amount  \\\n",
+       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  284807.000000   \n",
+       "mean   5.340915e-16  1.683437e-15 -3.660091e-16 -1.227390e-16      88.349619   \n",
+       "std    5.212781e-01  4.822270e-01  4.036325e-01  3.300833e-01     250.120109   \n",
+       "min   -1.029540e+01 -2.604551e+00 -2.256568e+01 -1.543008e+01       0.000000   \n",
+       "25%   -3.171451e-01 -3.269839e-01 -7.083953e-02 -5.295979e-02       5.600000   \n",
+       "50%    1.659350e-02 -5.213911e-02  1.342146e-03  1.124383e-02      22.000000   \n",
+       "75%    3.507156e-01  2.409522e-01  9.104512e-02  7.827995e-02      77.165000   \n",
+       "max    7.519589e+00  3.517346e+00  3.161220e+01  3.384781e+01   25691.160000   \n",
+       "\n",
+       "               Class  \n",
+       "count  284807.000000  \n",
+       "mean        0.001727  \n",
+       "std         0.041527  \n",
+       "min         0.000000  \n",
+       "25%         0.000000  \n",
+       "50%         0.000000  \n",
+       "75%         0.000000  \n",
+       "max         1.000000  \n",
+       "\n",
+       "[8 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "4838af17-bd93-43f5-b098-f64a281ad99f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Time      float64\n",
+       "V1        float64\n",
+       "V2        float64\n",
+       "V3        float64\n",
+       "V4        float64\n",
+       "V5        float64\n",
+       "V6        float64\n",
+       "V7        float64\n",
+       "V8        float64\n",
+       "V9        float64\n",
+       "V10       float64\n",
+       "V11       float64\n",
+       "V12       float64\n",
+       "V13       float64\n",
+       "V14       float64\n",
+       "V15       float64\n",
+       "V16       float64\n",
+       "V17       float64\n",
+       "V18       float64\n",
+       "V19       float64\n",
+       "V20       float64\n",
+       "V21       float64\n",
+       "V22       float64\n",
+       "V23       float64\n",
+       "V24       float64\n",
+       "V25       float64\n",
+       "V26       float64\n",
+       "V27       float64\n",
+       "V28       float64\n",
+       "Amount    float64\n",
+       "Class       int64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b7c28423-b8c4-4512-9296-b0064f9344c2",
+   "metadata": {},
+   "source": [
+    "# Data Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "1ad86bc6-a5d2-4173-96aa-333445b27b47",
+   "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>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>V10</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Class</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>2.848070e+05</td>\n",
+       "      <td>284807.000000</td>\n",
+       "      <td>284807.000000</td>\n",
+       "      <td>284807.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1.168375e-15</td>\n",
+       "      <td>3.416908e-16</td>\n",
+       "      <td>-1.379537e-15</td>\n",
+       "      <td>2.074095e-15</td>\n",
+       "      <td>9.604066e-16</td>\n",
+       "      <td>1.487313e-15</td>\n",
+       "      <td>-5.556467e-16</td>\n",
+       "      <td>1.213481e-16</td>\n",
+       "      <td>-2.406331e-15</td>\n",
+       "      <td>2.239053e-15</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-3.568593e-16</td>\n",
+       "      <td>2.578648e-16</td>\n",
+       "      <td>4.473266e-15</td>\n",
+       "      <td>5.340915e-16</td>\n",
+       "      <td>1.683437e-15</td>\n",
+       "      <td>-3.660091e-16</td>\n",
+       "      <td>-1.227390e-16</td>\n",
+       "      <td>0.001727</td>\n",
+       "      <td>0.927124</td>\n",
+       "      <td>0.118914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.958696e+00</td>\n",
+       "      <td>1.651309e+00</td>\n",
+       "      <td>1.516255e+00</td>\n",
+       "      <td>1.415869e+00</td>\n",
+       "      <td>1.380247e+00</td>\n",
+       "      <td>1.332271e+00</td>\n",
+       "      <td>1.237094e+00</td>\n",
+       "      <td>1.194353e+00</td>\n",
+       "      <td>1.098632e+00</td>\n",
+       "      <td>1.088850e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.257016e-01</td>\n",
+       "      <td>6.244603e-01</td>\n",
+       "      <td>6.056471e-01</td>\n",
+       "      <td>5.212781e-01</td>\n",
+       "      <td>4.822270e-01</td>\n",
+       "      <td>4.036325e-01</td>\n",
+       "      <td>3.300833e-01</td>\n",
+       "      <td>0.041527</td>\n",
+       "      <td>3.495006</td>\n",
+       "      <td>0.557903</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-5.640751e+01</td>\n",
+       "      <td>-7.271573e+01</td>\n",
+       "      <td>-4.832559e+01</td>\n",
+       "      <td>-5.683171e+00</td>\n",
+       "      <td>-1.137433e+02</td>\n",
+       "      <td>-2.616051e+01</td>\n",
+       "      <td>-4.355724e+01</td>\n",
+       "      <td>-7.321672e+01</td>\n",
+       "      <td>-1.343407e+01</td>\n",
+       "      <td>-2.458826e+01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.093314e+01</td>\n",
+       "      <td>-4.480774e+01</td>\n",
+       "      <td>-2.836627e+00</td>\n",
+       "      <td>-1.029540e+01</td>\n",
+       "      <td>-2.604551e+00</td>\n",
+       "      <td>-2.256568e+01</td>\n",
+       "      <td>-1.543008e+01</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.307413</td>\n",
+       "      <td>-0.994983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>-9.203734e-01</td>\n",
+       "      <td>-5.985499e-01</td>\n",
+       "      <td>-8.903648e-01</td>\n",
+       "      <td>-8.486401e-01</td>\n",
+       "      <td>-6.915971e-01</td>\n",
+       "      <td>-7.682956e-01</td>\n",
+       "      <td>-5.540759e-01</td>\n",
+       "      <td>-2.086297e-01</td>\n",
+       "      <td>-6.430976e-01</td>\n",
+       "      <td>-5.354257e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-5.423504e-01</td>\n",
+       "      <td>-1.618463e-01</td>\n",
+       "      <td>-3.545861e-01</td>\n",
+       "      <td>-3.171451e-01</td>\n",
+       "      <td>-3.269839e-01</td>\n",
+       "      <td>-7.083953e-02</td>\n",
+       "      <td>-5.295979e-02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.229162</td>\n",
+       "      <td>-0.358210</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>1.810880e-02</td>\n",
+       "      <td>6.548556e-02</td>\n",
+       "      <td>1.798463e-01</td>\n",
+       "      <td>-1.984653e-02</td>\n",
+       "      <td>-5.433583e-02</td>\n",
+       "      <td>-2.741871e-01</td>\n",
+       "      <td>4.010308e-02</td>\n",
+       "      <td>2.235804e-02</td>\n",
+       "      <td>-5.142873e-02</td>\n",
+       "      <td>-9.291738e-02</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.781943e-03</td>\n",
+       "      <td>-1.119293e-02</td>\n",
+       "      <td>4.097606e-02</td>\n",
+       "      <td>1.659350e-02</td>\n",
+       "      <td>-5.213911e-02</td>\n",
+       "      <td>1.342146e-03</td>\n",
+       "      <td>1.124383e-02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1.315642e+00</td>\n",
+       "      <td>8.037239e-01</td>\n",
+       "      <td>1.027196e+00</td>\n",
+       "      <td>7.433413e-01</td>\n",
+       "      <td>6.119264e-01</td>\n",
+       "      <td>3.985649e-01</td>\n",
+       "      <td>5.704361e-01</td>\n",
+       "      <td>3.273459e-01</td>\n",
+       "      <td>5.971390e-01</td>\n",
+       "      <td>4.539234e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.285536e-01</td>\n",
+       "      <td>1.476421e-01</td>\n",
+       "      <td>4.395266e-01</td>\n",
+       "      <td>3.507156e-01</td>\n",
+       "      <td>2.409522e-01</td>\n",
+       "      <td>9.104512e-02</td>\n",
+       "      <td>7.827995e-02</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.770838</td>\n",
+       "      <td>0.641790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2.454930e+00</td>\n",
+       "      <td>2.205773e+01</td>\n",
+       "      <td>9.382558e+00</td>\n",
+       "      <td>1.687534e+01</td>\n",
+       "      <td>3.480167e+01</td>\n",
+       "      <td>7.330163e+01</td>\n",
+       "      <td>1.205895e+02</td>\n",
+       "      <td>2.000721e+01</td>\n",
+       "      <td>1.559499e+01</td>\n",
+       "      <td>2.374514e+01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.050309e+01</td>\n",
+       "      <td>2.252841e+01</td>\n",
+       "      <td>4.584549e+00</td>\n",
+       "      <td>7.519589e+00</td>\n",
+       "      <td>3.517346e+00</td>\n",
+       "      <td>3.161220e+01</td>\n",
+       "      <td>3.384781e+01</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>358.683155</td>\n",
+       "      <td>1.035022</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 V1            V2            V3            V4            V5  \\\n",
+       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean   1.168375e-15  3.416908e-16 -1.379537e-15  2.074095e-15  9.604066e-16   \n",
+       "std    1.958696e+00  1.651309e+00  1.516255e+00  1.415869e+00  1.380247e+00   \n",
+       "min   -5.640751e+01 -7.271573e+01 -4.832559e+01 -5.683171e+00 -1.137433e+02   \n",
+       "25%   -9.203734e-01 -5.985499e-01 -8.903648e-01 -8.486401e-01 -6.915971e-01   \n",
+       "50%    1.810880e-02  6.548556e-02  1.798463e-01 -1.984653e-02 -5.433583e-02   \n",
+       "75%    1.315642e+00  8.037239e-01  1.027196e+00  7.433413e-01  6.119264e-01   \n",
+       "max    2.454930e+00  2.205773e+01  9.382558e+00  1.687534e+01  3.480167e+01   \n",
+       "\n",
+       "                 V6            V7            V8            V9           V10  \\\n",
+       "count  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean   1.487313e-15 -5.556467e-16  1.213481e-16 -2.406331e-15  2.239053e-15   \n",
+       "std    1.332271e+00  1.237094e+00  1.194353e+00  1.098632e+00  1.088850e+00   \n",
+       "min   -2.616051e+01 -4.355724e+01 -7.321672e+01 -1.343407e+01 -2.458826e+01   \n",
+       "25%   -7.682956e-01 -5.540759e-01 -2.086297e-01 -6.430976e-01 -5.354257e-01   \n",
+       "50%   -2.741871e-01  4.010308e-02  2.235804e-02 -5.142873e-02 -9.291738e-02   \n",
+       "75%    3.985649e-01  5.704361e-01  3.273459e-01  5.971390e-01  4.539234e-01   \n",
+       "max    7.330163e+01  1.205895e+02  2.000721e+01  1.559499e+01  2.374514e+01   \n",
+       "\n",
+       "       ...           V22           V23           V24           V25  \\\n",
+       "count  ...  2.848070e+05  2.848070e+05  2.848070e+05  2.848070e+05   \n",
+       "mean   ... -3.568593e-16  2.578648e-16  4.473266e-15  5.340915e-16   \n",
+       "std    ...  7.257016e-01  6.244603e-01  6.056471e-01  5.212781e-01   \n",
+       "min    ... -1.093314e+01 -4.480774e+01 -2.836627e+00 -1.029540e+01   \n",
+       "25%    ... -5.423504e-01 -1.618463e-01 -3.545861e-01 -3.171451e-01   \n",
+       "50%    ...  6.781943e-03 -1.119293e-02  4.097606e-02  1.659350e-02   \n",
+       "75%    ...  5.285536e-01  1.476421e-01  4.395266e-01  3.507156e-01   \n",
+       "max    ...  1.050309e+01  2.252841e+01  4.584549e+00  7.519589e+00   \n",
+       "\n",
+       "                V26           V27           V28          Class         amount  \\\n",
+       "count  2.848070e+05  2.848070e+05  2.848070e+05  284807.000000  284807.000000   \n",
+       "mean   1.683437e-15 -3.660091e-16 -1.227390e-16       0.001727       0.927124   \n",
+       "std    4.822270e-01  4.036325e-01  3.300833e-01       0.041527       3.495006   \n",
+       "min   -2.604551e+00 -2.256568e+01 -1.543008e+01       0.000000      -0.307413   \n",
+       "25%   -3.269839e-01 -7.083953e-02 -5.295979e-02       0.000000      -0.229162   \n",
+       "50%   -5.213911e-02  1.342146e-03  1.124383e-02       0.000000       0.000000   \n",
+       "75%    2.409522e-01  9.104512e-02  7.827995e-02       0.000000       0.770838   \n",
+       "max    3.517346e+00  3.161220e+01  3.384781e+01       1.000000     358.683155   \n",
+       "\n",
+       "                time  \n",
+       "count  284807.000000  \n",
+       "mean        0.118914  \n",
+       "std         0.557903  \n",
+       "min        -0.994983  \n",
+       "25%        -0.358210  \n",
+       "50%         0.000000  \n",
+       "75%         0.641790  \n",
+       "max         1.035022  \n",
+       "\n",
+       "[8 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_cp=data.copy()\n",
+    "from sklearn.preprocessing import StandardScaler, RobustScaler\n",
+    "std_scaler = StandardScaler()\n",
+    "rob_scaler = RobustScaler()\n",
+    "data_cp['amount'] = rob_scaler.fit_transform(data_cp['Amount'].values.reshape(-1,1))\n",
+    "data_cp['time'] = rob_scaler.fit_transform(data_cp['Time'].values.reshape(-1,1))\n",
+    "data_cp.drop(['Time','Amount'], axis=1, inplace=True)\n",
+    "data_cp.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "67003a80-adbe-47bc-a8f6-506594d9e7e2",
+   "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>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>V10</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Class</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-1.359807</td>\n",
+       "      <td>-0.072781</td>\n",
+       "      <td>2.536347</td>\n",
+       "      <td>1.378155</td>\n",
+       "      <td>-0.338321</td>\n",
+       "      <td>0.462388</td>\n",
+       "      <td>0.239599</td>\n",
+       "      <td>0.098698</td>\n",
+       "      <td>0.363787</td>\n",
+       "      <td>0.090794</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.277838</td>\n",
+       "      <td>-0.110474</td>\n",
+       "      <td>0.066928</td>\n",
+       "      <td>0.128539</td>\n",
+       "      <td>-0.189115</td>\n",
+       "      <td>0.133558</td>\n",
+       "      <td>-0.021053</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.783274</td>\n",
+       "      <td>-0.994983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.191857</td>\n",
+       "      <td>0.266151</td>\n",
+       "      <td>0.166480</td>\n",
+       "      <td>0.448154</td>\n",
+       "      <td>0.060018</td>\n",
+       "      <td>-0.082361</td>\n",
+       "      <td>-0.078803</td>\n",
+       "      <td>0.085102</td>\n",
+       "      <td>-0.255425</td>\n",
+       "      <td>-0.166974</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.638672</td>\n",
+       "      <td>0.101288</td>\n",
+       "      <td>-0.339846</td>\n",
+       "      <td>0.167170</td>\n",
+       "      <td>0.125895</td>\n",
+       "      <td>-0.008983</td>\n",
+       "      <td>0.014724</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.269825</td>\n",
+       "      <td>-0.994983</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-1.358354</td>\n",
+       "      <td>-1.340163</td>\n",
+       "      <td>1.773209</td>\n",
+       "      <td>0.379780</td>\n",
+       "      <td>-0.503198</td>\n",
+       "      <td>1.800499</td>\n",
+       "      <td>0.791461</td>\n",
+       "      <td>0.247676</td>\n",
+       "      <td>-1.514654</td>\n",
+       "      <td>0.207643</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.771679</td>\n",
+       "      <td>0.909412</td>\n",
+       "      <td>-0.689281</td>\n",
+       "      <td>-0.327642</td>\n",
+       "      <td>-0.139097</td>\n",
+       "      <td>-0.055353</td>\n",
+       "      <td>-0.059752</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4.983721</td>\n",
+       "      <td>-0.994972</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.966272</td>\n",
+       "      <td>-0.185226</td>\n",
+       "      <td>1.792993</td>\n",
+       "      <td>-0.863291</td>\n",
+       "      <td>-0.010309</td>\n",
+       "      <td>1.247203</td>\n",
+       "      <td>0.237609</td>\n",
+       "      <td>0.377436</td>\n",
+       "      <td>-1.387024</td>\n",
+       "      <td>-0.054952</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.005274</td>\n",
+       "      <td>-0.190321</td>\n",
+       "      <td>-1.175575</td>\n",
+       "      <td>0.647376</td>\n",
+       "      <td>-0.221929</td>\n",
+       "      <td>0.062723</td>\n",
+       "      <td>0.061458</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.418291</td>\n",
+       "      <td>-0.994972</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-1.158233</td>\n",
+       "      <td>0.877737</td>\n",
+       "      <td>1.548718</td>\n",
+       "      <td>0.403034</td>\n",
+       "      <td>-0.407193</td>\n",
+       "      <td>0.095921</td>\n",
+       "      <td>0.592941</td>\n",
+       "      <td>-0.270533</td>\n",
+       "      <td>0.817739</td>\n",
+       "      <td>0.753074</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.798278</td>\n",
+       "      <td>-0.137458</td>\n",
+       "      <td>0.141267</td>\n",
+       "      <td>-0.206010</td>\n",
+       "      <td>0.502292</td>\n",
+       "      <td>0.219422</td>\n",
+       "      <td>0.215153</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.670579</td>\n",
+       "      <td>-0.994960</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284802</th>\n",
+       "      <td>-11.881118</td>\n",
+       "      <td>10.071785</td>\n",
+       "      <td>-9.834783</td>\n",
+       "      <td>-2.066656</td>\n",
+       "      <td>-5.364473</td>\n",
+       "      <td>-2.606837</td>\n",
+       "      <td>-4.918215</td>\n",
+       "      <td>7.305334</td>\n",
+       "      <td>1.914428</td>\n",
+       "      <td>4.356170</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.111864</td>\n",
+       "      <td>1.014480</td>\n",
+       "      <td>-0.509348</td>\n",
+       "      <td>1.436807</td>\n",
+       "      <td>0.250034</td>\n",
+       "      <td>0.943651</td>\n",
+       "      <td>0.823731</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.296653</td>\n",
+       "      <td>1.034951</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284803</th>\n",
+       "      <td>-0.732789</td>\n",
+       "      <td>-0.055080</td>\n",
+       "      <td>2.035030</td>\n",
+       "      <td>-0.738589</td>\n",
+       "      <td>0.868229</td>\n",
+       "      <td>1.058415</td>\n",
+       "      <td>0.024330</td>\n",
+       "      <td>0.294869</td>\n",
+       "      <td>0.584800</td>\n",
+       "      <td>-0.975926</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.924384</td>\n",
+       "      <td>0.012463</td>\n",
+       "      <td>-1.016226</td>\n",
+       "      <td>-0.606624</td>\n",
+       "      <td>-0.395255</td>\n",
+       "      <td>0.068472</td>\n",
+       "      <td>-0.053527</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.038986</td>\n",
+       "      <td>1.034963</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284804</th>\n",
+       "      <td>1.919565</td>\n",
+       "      <td>-0.301254</td>\n",
+       "      <td>-3.249640</td>\n",
+       "      <td>-0.557828</td>\n",
+       "      <td>2.630515</td>\n",
+       "      <td>3.031260</td>\n",
+       "      <td>-0.296827</td>\n",
+       "      <td>0.708417</td>\n",
+       "      <td>0.432454</td>\n",
+       "      <td>-0.484782</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.578229</td>\n",
+       "      <td>-0.037501</td>\n",
+       "      <td>0.640134</td>\n",
+       "      <td>0.265745</td>\n",
+       "      <td>-0.087371</td>\n",
+       "      <td>0.004455</td>\n",
+       "      <td>-0.026561</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.641096</td>\n",
+       "      <td>1.034975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284805</th>\n",
+       "      <td>-0.240440</td>\n",
+       "      <td>0.530483</td>\n",
+       "      <td>0.702510</td>\n",
+       "      <td>0.689799</td>\n",
+       "      <td>-0.377961</td>\n",
+       "      <td>0.623708</td>\n",
+       "      <td>-0.686180</td>\n",
+       "      <td>0.679145</td>\n",
+       "      <td>0.392087</td>\n",
+       "      <td>-0.399126</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.800049</td>\n",
+       "      <td>-0.163298</td>\n",
+       "      <td>0.123205</td>\n",
+       "      <td>-0.569159</td>\n",
+       "      <td>0.546668</td>\n",
+       "      <td>0.108821</td>\n",
+       "      <td>0.104533</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.167680</td>\n",
+       "      <td>1.034975</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>284806</th>\n",
+       "      <td>-0.533413</td>\n",
+       "      <td>-0.189733</td>\n",
+       "      <td>0.703337</td>\n",
+       "      <td>-0.506271</td>\n",
+       "      <td>-0.012546</td>\n",
+       "      <td>-0.649617</td>\n",
+       "      <td>1.577006</td>\n",
+       "      <td>-0.414650</td>\n",
+       "      <td>0.486180</td>\n",
+       "      <td>-0.915427</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.643078</td>\n",
+       "      <td>0.376777</td>\n",
+       "      <td>0.008797</td>\n",
+       "      <td>-0.473649</td>\n",
+       "      <td>-0.818267</td>\n",
+       "      <td>-0.002415</td>\n",
+       "      <td>0.013649</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2.724796</td>\n",
+       "      <td>1.035022</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>284807 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               V1         V2        V3        V4        V5        V6  \\\n",
+       "0       -1.359807  -0.072781  2.536347  1.378155 -0.338321  0.462388   \n",
+       "1        1.191857   0.266151  0.166480  0.448154  0.060018 -0.082361   \n",
+       "2       -1.358354  -1.340163  1.773209  0.379780 -0.503198  1.800499   \n",
+       "3       -0.966272  -0.185226  1.792993 -0.863291 -0.010309  1.247203   \n",
+       "4       -1.158233   0.877737  1.548718  0.403034 -0.407193  0.095921   \n",
+       "...           ...        ...       ...       ...       ...       ...   \n",
+       "284802 -11.881118  10.071785 -9.834783 -2.066656 -5.364473 -2.606837   \n",
+       "284803  -0.732789  -0.055080  2.035030 -0.738589  0.868229  1.058415   \n",
+       "284804   1.919565  -0.301254 -3.249640 -0.557828  2.630515  3.031260   \n",
+       "284805  -0.240440   0.530483  0.702510  0.689799 -0.377961  0.623708   \n",
+       "284806  -0.533413  -0.189733  0.703337 -0.506271 -0.012546 -0.649617   \n",
+       "\n",
+       "              V7        V8        V9       V10  ...       V22       V23  \\\n",
+       "0       0.239599  0.098698  0.363787  0.090794  ...  0.277838 -0.110474   \n",
+       "1      -0.078803  0.085102 -0.255425 -0.166974  ... -0.638672  0.101288   \n",
+       "2       0.791461  0.247676 -1.514654  0.207643  ...  0.771679  0.909412   \n",
+       "3       0.237609  0.377436 -1.387024 -0.054952  ...  0.005274 -0.190321   \n",
+       "4       0.592941 -0.270533  0.817739  0.753074  ...  0.798278 -0.137458   \n",
+       "...          ...       ...       ...       ...  ...       ...       ...   \n",
+       "284802 -4.918215  7.305334  1.914428  4.356170  ...  0.111864  1.014480   \n",
+       "284803  0.024330  0.294869  0.584800 -0.975926  ...  0.924384  0.012463   \n",
+       "284804 -0.296827  0.708417  0.432454 -0.484782  ...  0.578229 -0.037501   \n",
+       "284805 -0.686180  0.679145  0.392087 -0.399126  ...  0.800049 -0.163298   \n",
+       "284806  1.577006 -0.414650  0.486180 -0.915427  ...  0.643078  0.376777   \n",
+       "\n",
+       "             V24       V25       V26       V27       V28  Class    amount  \\\n",
+       "0       0.066928  0.128539 -0.189115  0.133558 -0.021053      0  1.783274   \n",
+       "1      -0.339846  0.167170  0.125895 -0.008983  0.014724      0 -0.269825   \n",
+       "2      -0.689281 -0.327642 -0.139097 -0.055353 -0.059752      0  4.983721   \n",
+       "3      -1.175575  0.647376 -0.221929  0.062723  0.061458      0  1.418291   \n",
+       "4       0.141267 -0.206010  0.502292  0.219422  0.215153      0  0.670579   \n",
+       "...          ...       ...       ...       ...       ...    ...       ...   \n",
+       "284802 -0.509348  1.436807  0.250034  0.943651  0.823731      0 -0.296653   \n",
+       "284803 -1.016226 -0.606624 -0.395255  0.068472 -0.053527      0  0.038986   \n",
+       "284804  0.640134  0.265745 -0.087371  0.004455 -0.026561      0  0.641096   \n",
+       "284805  0.123205 -0.569159  0.546668  0.108821  0.104533      0 -0.167680   \n",
+       "284806  0.008797 -0.473649 -0.818267 -0.002415  0.013649      0  2.724796   \n",
+       "\n",
+       "            time  \n",
+       "0      -0.994983  \n",
+       "1      -0.994983  \n",
+       "2      -0.994972  \n",
+       "3      -0.994972  \n",
+       "4      -0.994960  \n",
+       "...          ...  \n",
+       "284802  1.034951  \n",
+       "284803  1.034963  \n",
+       "284804  1.034975  \n",
+       "284805  1.034975  \n",
+       "284806  1.035022  \n",
+       "\n",
+       "[284807 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_cp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "2fbc326f-a843-4682-b1c3-96e20e26469e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 5000x4000 with 36 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "data_cp.hist(bins=100,figsize=(50,40),)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "5920a3d6-3afc-4746-b2d8-a3c3feff2951",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.plot(data_cp.index,data_cp[\"time\"])\n",
+    "plt.xlabel(\"Transaction\")\n",
+    "plt.ylabel(\"Time\")\n",
+    "plt.title(\"Distribution of Transaction Time\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "9d5e4dde-b5a8-4b3e-b9e6-05df2aa07b37",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.plot(data_cp.index,data_cp[\"amount\"])\n",
+    "plt.xlabel(\"Transaction\")\n",
+    "plt.ylabel(\"Amount\")\n",
+    "plt.title(\"Distribution of Transaction Amount\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "33314d59-856d-4047-9688-e9ec3e1bac96",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fraud=data_cp[data_cp[\"Class\"]==1]\n",
+    "real=data_cp[data_cp[\"Class\"]==0]\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bb395b3b-fef5-47c8-b85e-fb93cbea1aa1",
+   "metadata": {},
+   "source": [
+    "### Correlation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "b2fb1612-cb8e-403c-bd08-39ce9affb8b9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Class     1.000000\n",
+      "V11       0.154876\n",
+      "V4        0.133447\n",
+      "V2        0.091289\n",
+      "V21       0.040413\n",
+      "V19       0.034783\n",
+      "V20       0.020090\n",
+      "V8        0.019875\n",
+      "V27       0.017580\n",
+      "V28       0.009536\n",
+      "amount    0.005632\n",
+      "V26       0.004455\n",
+      "V25       0.003308\n",
+      "V22       0.000805\n",
+      "V23      -0.002685\n",
+      "V15      -0.004223\n",
+      "V13      -0.004570\n",
+      "V24      -0.007221\n",
+      "time     -0.012323\n",
+      "V6       -0.043643\n",
+      "V5       -0.094974\n",
+      "V9       -0.097733\n",
+      "V1       -0.101347\n",
+      "V18      -0.111485\n",
+      "V7       -0.187257\n",
+      "V3       -0.192961\n",
+      "V16      -0.196539\n",
+      "V10      -0.216883\n",
+      "V12      -0.260593\n",
+      "V14      -0.302544\n",
+      "V17      -0.326481\n",
+      "Name: Class, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "correlation_matrix=data_cp.corr()\n",
+    "k=correlation_matrix[\"Class\"].sort_values(ascending=False)\n",
+    "print(k)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "2b4442a8-7a01-4810-a467-b3cb9a19f704",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.scatter(real[\"time\"],real[\"V11\"],s=5,label=\"Real Transaction\")\n",
+    "plt.scatter(fraud[\"time\"],fraud[\"V11\"],s=5,label=\"Fraud Transaction\")\n",
+    "plt.xlabel(\"Time\")\n",
+    "plt.ylabel(\"V11\")\n",
+    "plt.title(\"Max positive correlation(V11)\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "f7f41f43-fc9e-43ca-8269-e0c48c9a6f42",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.scatter(real[\"time\"],real[\"V17\"],s=5,label=\"Real Transaction\")\n",
+    "plt.scatter(fraud[\"time\"],fraud[\"V17\"],s=5,label=\"Fraud Transaction\")\n",
+    "plt.xlabel(\"Time\")\n",
+    "plt.ylabel(\"V17\")\n",
+    "plt.title(\"Max negative correlation(V17)\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab172310-2a9a-4521-9e10-0159df0994a3",
+   "metadata": {},
+   "source": [
+    "### Creating a balanced Sample"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "6cd9e9d1-7d01-4802-9c0c-74cf2b5a3c28",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "real=real.sample(500)\n",
+    "fraud=fraud.sample(len(fraud))\n",
+    "real=real.sort_values(\"time\")\n",
+    "fraud=fraud.sort_values(\"time\")\n",
+    "balanced_data=pd.concat([real,fraud],axis=0).sample(len(real)+len(fraud))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0b96cd2b-73c0-4192-a45e-3ba666affb71",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "e60424cd-44b4-4367-a87e-e1b3a662551f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.plot(data_cp.index,data_cp[\"time\"],linewidth=\"15\",label=\"unsampled original data_cp\")\n",
+    "plt.plot(real.index,real[\"time\"],linewidth=\"8\",label=\"sampled real transactions\")\n",
+    "plt.plot(fraud.index,fraud[\"time\"],linewidth=\"3\",label=\"sampled fraud transactions\")\n",
+    "plt.xlabel(\"Transaction\")\n",
+    "plt.ylabel(\"Time\")\n",
+    "plt.title(\"Distribution of Transaction Time \")\n",
+    "plt.legend(loc=\"lower right\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "f30bbe9c-a253-4bfa-b112-22c3dad2df46",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15,5))\n",
+    "plt.scatter(data_cp.index,data_cp[\"amount\"],label=\"unsampled original data_cp\")\n",
+    "plt.scatter(real.index,real[\"amount\"],label=\"sampled real transactions\")\n",
+    "plt.scatter(fraud.index,fraud[\"amount\"],label=\"sampled fraud transactions\")\n",
+    "plt.xlabel(\"Transaction\")\n",
+    "plt.ylabel(\"Amount\")\n",
+    "plt.title(\"Distribution of Transaction Amount\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "39b02c9c-5922-4923-acea-558ade5b2ca8",
+   "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>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>V10</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Class</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>-2.361089</td>\n",
+       "      <td>1.751393</td>\n",
+       "      <td>-3.515989</td>\n",
+       "      <td>2.186427</td>\n",
+       "      <td>-1.566402</td>\n",
+       "      <td>-0.704718</td>\n",
+       "      <td>-2.756271</td>\n",
+       "      <td>0.264572</td>\n",
+       "      <td>-1.315715</td>\n",
+       "      <td>-2.803485</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.011745</td>\n",
+       "      <td>-0.006682</td>\n",
+       "      <td>-0.064692</td>\n",
+       "      <td>0.019973</td>\n",
+       "      <td>0.003950</td>\n",
+       "      <td>0.092397</td>\n",
+       "      <td>0.039901</td>\n",
+       "      <td>0.495968</td>\n",
+       "      <td>1.227066</td>\n",
+       "      <td>0.049166</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>5.519206</td>\n",
+       "      <td>3.737003</td>\n",
+       "      <td>6.188499</td>\n",
+       "      <td>3.233970</td>\n",
+       "      <td>4.205528</td>\n",
+       "      <td>1.740242</td>\n",
+       "      <td>5.855439</td>\n",
+       "      <td>4.873414</td>\n",
+       "      <td>2.302678</td>\n",
+       "      <td>4.534928</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.179361</td>\n",
+       "      <td>1.257129</td>\n",
+       "      <td>0.576065</td>\n",
+       "      <td>0.686192</td>\n",
+       "      <td>0.480909</td>\n",
+       "      <td>1.010179</td>\n",
+       "      <td>0.408990</td>\n",
+       "      <td>0.500236</td>\n",
+       "      <td>3.601793</td>\n",
+       "      <td>0.563638</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-30.552380</td>\n",
+       "      <td>-18.821226</td>\n",
+       "      <td>-31.103685</td>\n",
+       "      <td>-3.430047</td>\n",
+       "      <td>-22.105532</td>\n",
+       "      <td>-6.406267</td>\n",
+       "      <td>-43.557242</td>\n",
+       "      <td>-41.044261</td>\n",
+       "      <td>-13.434066</td>\n",
+       "      <td>-24.588262</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-8.887017</td>\n",
+       "      <td>-19.254328</td>\n",
+       "      <td>-2.028024</td>\n",
+       "      <td>-4.781606</td>\n",
+       "      <td>-1.152671</td>\n",
+       "      <td>-7.263482</td>\n",
+       "      <td>-1.869290</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.307413</td>\n",
+       "      <td>-0.990214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>-2.788129</td>\n",
+       "      <td>-0.193515</td>\n",
+       "      <td>-5.084967</td>\n",
+       "      <td>-0.318061</td>\n",
+       "      <td>-1.711907</td>\n",
+       "      <td>-1.572314</td>\n",
+       "      <td>-3.066415</td>\n",
+       "      <td>-0.203829</td>\n",
+       "      <td>-2.313050</td>\n",
+       "      <td>-4.565254</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.541429</td>\n",
+       "      <td>-0.227055</td>\n",
+       "      <td>-0.412560</td>\n",
+       "      <td>-0.312849</td>\n",
+       "      <td>-0.321351</td>\n",
+       "      <td>-0.062062</td>\n",
+       "      <td>-0.059959</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.284636</td>\n",
+       "      <td>-0.444243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>-0.785744</td>\n",
+       "      <td>0.964098</td>\n",
+       "      <td>-1.376528</td>\n",
+       "      <td>1.276157</td>\n",
+       "      <td>-0.463124</td>\n",
+       "      <td>-0.648272</td>\n",
+       "      <td>-0.687171</td>\n",
+       "      <td>0.135132</td>\n",
+       "      <td>-0.766846</td>\n",
+       "      <td>-0.838196</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.001510</td>\n",
+       "      <td>-0.032304</td>\n",
+       "      <td>-0.021672</td>\n",
+       "      <td>0.039103</td>\n",
+       "      <td>-0.029650</td>\n",
+       "      <td>0.045930</td>\n",
+       "      <td>0.031018</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-0.032069</td>\n",
+       "      <td>-0.037571</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1.068192</td>\n",
+       "      <td>2.735735</td>\n",
+       "      <td>0.314764</td>\n",
+       "      <td>4.197071</td>\n",
+       "      <td>0.463914</td>\n",
+       "      <td>0.097264</td>\n",
+       "      <td>0.288764</td>\n",
+       "      <td>0.855025</td>\n",
+       "      <td>0.111181</td>\n",
+       "      <td>0.067599</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.546805</td>\n",
+       "      <td>0.190901</td>\n",
+       "      <td>0.368129</td>\n",
+       "      <td>0.409882</td>\n",
+       "      <td>0.303328</td>\n",
+       "      <td>0.455031</td>\n",
+       "      <td>0.218523</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.089779</td>\n",
+       "      <td>0.592852</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2.304800</td>\n",
+       "      <td>22.057729</td>\n",
+       "      <td>2.945835</td>\n",
+       "      <td>12.114672</td>\n",
+       "      <td>11.095089</td>\n",
+       "      <td>7.290832</td>\n",
+       "      <td>14.114204</td>\n",
+       "      <td>20.007208</td>\n",
+       "      <td>6.498604</td>\n",
+       "      <td>10.100362</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8.361985</td>\n",
+       "      <td>9.637187</td>\n",
+       "      <td>3.264723</td>\n",
+       "      <td>2.208209</td>\n",
+       "      <td>2.745261</td>\n",
+       "      <td>5.096068</td>\n",
+       "      <td>1.779364</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>57.163278</td>\n",
+       "      <td>1.033718</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               V1          V2          V3          V4          V5          V6  \\\n",
+       "count  992.000000  992.000000  992.000000  992.000000  992.000000  992.000000   \n",
+       "mean    -2.361089    1.751393   -3.515989    2.186427   -1.566402   -0.704718   \n",
+       "std      5.519206    3.737003    6.188499    3.233970    4.205528    1.740242   \n",
+       "min    -30.552380  -18.821226  -31.103685   -3.430047  -22.105532   -6.406267   \n",
+       "25%     -2.788129   -0.193515   -5.084967   -0.318061   -1.711907   -1.572314   \n",
+       "50%     -0.785744    0.964098   -1.376528    1.276157   -0.463124   -0.648272   \n",
+       "75%      1.068192    2.735735    0.314764    4.197071    0.463914    0.097264   \n",
+       "max      2.304800   22.057729    2.945835   12.114672   11.095089    7.290832   \n",
+       "\n",
+       "               V7          V8          V9         V10  ...         V22  \\\n",
+       "count  992.000000  992.000000  992.000000  992.000000  ...  992.000000   \n",
+       "mean    -2.756271    0.264572   -1.315715   -2.803485  ...   -0.011745   \n",
+       "std      5.855439    4.873414    2.302678    4.534928  ...    1.179361   \n",
+       "min    -43.557242  -41.044261  -13.434066  -24.588262  ...   -8.887017   \n",
+       "25%     -3.066415   -0.203829   -2.313050   -4.565254  ...   -0.541429   \n",
+       "50%     -0.687171    0.135132   -0.766846   -0.838196  ...   -0.001510   \n",
+       "75%      0.288764    0.855025    0.111181    0.067599  ...    0.546805   \n",
+       "max     14.114204   20.007208    6.498604   10.100362  ...    8.361985   \n",
+       "\n",
+       "              V23         V24         V25         V26         V27         V28  \\\n",
+       "count  992.000000  992.000000  992.000000  992.000000  992.000000  992.000000   \n",
+       "mean    -0.006682   -0.064692    0.019973    0.003950    0.092397    0.039901   \n",
+       "std      1.257129    0.576065    0.686192    0.480909    1.010179    0.408990   \n",
+       "min    -19.254328   -2.028024   -4.781606   -1.152671   -7.263482   -1.869290   \n",
+       "25%     -0.227055   -0.412560   -0.312849   -0.321351   -0.062062   -0.059959   \n",
+       "50%     -0.032304   -0.021672    0.039103   -0.029650    0.045930    0.031018   \n",
+       "75%      0.190901    0.368129    0.409882    0.303328    0.455031    0.218523   \n",
+       "max      9.637187    3.264723    2.208209    2.745261    5.096068    1.779364   \n",
+       "\n",
+       "            Class      amount        time  \n",
+       "count  992.000000  992.000000  992.000000  \n",
+       "mean     0.495968    1.227066    0.049166  \n",
+       "std      0.500236    3.601793    0.563638  \n",
+       "min      0.000000   -0.307413   -0.990214  \n",
+       "25%      0.000000   -0.284636   -0.444243  \n",
+       "50%      0.000000   -0.032069   -0.037571  \n",
+       "75%      1.000000    1.089779    0.592852  \n",
+       "max      1.000000   57.163278    1.033718  \n",
+       "\n",
+       "[8 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "balanced_data.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "1eff723f-2865-4bca-bc13-63f7b1672975",
+   "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>V1</th>\n",
+       "      <th>V2</th>\n",
+       "      <th>V3</th>\n",
+       "      <th>V4</th>\n",
+       "      <th>V5</th>\n",
+       "      <th>V6</th>\n",
+       "      <th>V7</th>\n",
+       "      <th>V8</th>\n",
+       "      <th>V9</th>\n",
+       "      <th>V10</th>\n",
+       "      <th>...</th>\n",
+       "      <th>V22</th>\n",
+       "      <th>V23</th>\n",
+       "      <th>V24</th>\n",
+       "      <th>V25</th>\n",
+       "      <th>V26</th>\n",
+       "      <th>V27</th>\n",
+       "      <th>V28</th>\n",
+       "      <th>Class</th>\n",
+       "      <th>amount</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>167984</th>\n",
+       "      <td>0.077424</td>\n",
+       "      <td>0.845115</td>\n",
+       "      <td>0.002651</td>\n",
+       "      <td>-0.744347</td>\n",
+       "      <td>0.762081</td>\n",
+       "      <td>-0.719261</td>\n",
+       "      <td>1.032403</td>\n",
+       "      <td>-0.181762</td>\n",
+       "      <td>-0.044761</td>\n",
+       "      <td>-0.423242</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.674582</td>\n",
+       "      <td>-0.004024</td>\n",
+       "      <td>-0.654030</td>\n",
+       "      <td>-0.383936</td>\n",
+       "      <td>0.179939</td>\n",
+       "      <td>0.245920</td>\n",
+       "      <td>0.091663</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.181793</td>\n",
+       "      <td>0.403106</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>244553</th>\n",
+       "      <td>1.639945</td>\n",
+       "      <td>-0.069688</td>\n",
+       "      <td>-2.481987</td>\n",
+       "      <td>1.516781</td>\n",
+       "      <td>0.889386</td>\n",
+       "      <td>-0.590409</td>\n",
+       "      <td>0.822931</td>\n",
+       "      <td>-0.249561</td>\n",
+       "      <td>-0.195760</td>\n",
+       "      <td>-0.282973</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.141419</td>\n",
+       "      <td>-0.158870</td>\n",
+       "      <td>0.597038</td>\n",
+       "      <td>0.388594</td>\n",
+       "      <td>-0.561923</td>\n",
+       "      <td>-0.037029</td>\n",
+       "      <td>-0.000364</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2.293020</td>\n",
+       "      <td>0.795463</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15451</th>\n",
+       "      <td>-20.532751</td>\n",
+       "      <td>12.373989</td>\n",
+       "      <td>-23.009003</td>\n",
+       "      <td>6.144821</td>\n",
+       "      <td>-15.587296</td>\n",
+       "      <td>-4.384491</td>\n",
+       "      <td>-15.939003</td>\n",
+       "      <td>13.696416</td>\n",
+       "      <td>-3.948455</td>\n",
+       "      <td>-8.789723</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.466115</td>\n",
+       "      <td>-0.856779</td>\n",
+       "      <td>0.125777</td>\n",
+       "      <td>1.402587</td>\n",
+       "      <td>-0.223755</td>\n",
+       "      <td>1.574249</td>\n",
+       "      <td>0.469201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.089779</td>\n",
+       "      <td>-0.679742</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46998</th>\n",
+       "      <td>-1.109646</td>\n",
+       "      <td>0.811069</td>\n",
+       "      <td>-1.138135</td>\n",
+       "      <td>0.935265</td>\n",
+       "      <td>-2.330248</td>\n",
+       "      <td>-0.116106</td>\n",
+       "      <td>-1.621986</td>\n",
+       "      <td>0.458028</td>\n",
+       "      <td>-0.912189</td>\n",
+       "      <td>-2.961996</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.841755</td>\n",
+       "      <td>0.176728</td>\n",
+       "      <td>0.081004</td>\n",
+       "      <td>-0.258899</td>\n",
+       "      <td>0.707654</td>\n",
+       "      <td>0.418649</td>\n",
+       "      <td>0.080756</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2.546915</td>\n",
+       "      <td>-0.489479</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10933</th>\n",
+       "      <td>1.229161</td>\n",
+       "      <td>-0.245984</td>\n",
+       "      <td>1.047905</td>\n",
+       "      <td>-0.515884</td>\n",
+       "      <td>-1.116226</td>\n",
+       "      <td>-0.766377</td>\n",
+       "      <td>-0.627861</td>\n",
+       "      <td>-0.135954</td>\n",
+       "      <td>3.053587</td>\n",
+       "      <td>-1.465446</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.050250</td>\n",
+       "      <td>-0.037488</td>\n",
+       "      <td>0.358357</td>\n",
+       "      <td>0.484530</td>\n",
+       "      <td>-0.727498</td>\n",
+       "      <td>0.067088</td>\n",
+       "      <td>0.031505</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.141829</td>\n",
+       "      <td>-0.774551</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>201098</th>\n",
+       "      <td>1.176633</td>\n",
+       "      <td>3.141918</td>\n",
+       "      <td>-6.140445</td>\n",
+       "      <td>5.521821</td>\n",
+       "      <td>1.768515</td>\n",
+       "      <td>-1.727186</td>\n",
+       "      <td>-0.932429</td>\n",
+       "      <td>0.292797</td>\n",
+       "      <td>-3.156827</td>\n",
+       "      <td>-3.898240</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.803021</td>\n",
+       "      <td>-0.074098</td>\n",
+       "      <td>-0.031084</td>\n",
+       "      <td>0.375366</td>\n",
+       "      <td>0.065897</td>\n",
+       "      <td>0.488258</td>\n",
+       "      <td>0.325872</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.307413</td>\n",
+       "      <td>0.576123</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212164</th>\n",
+       "      <td>-0.376834</td>\n",
+       "      <td>1.014514</td>\n",
+       "      <td>-0.738193</td>\n",
+       "      <td>-1.360180</td>\n",
+       "      <td>-0.119365</td>\n",
+       "      <td>-1.242875</td>\n",
+       "      <td>0.213237</td>\n",
+       "      <td>-0.761667</td>\n",
+       "      <td>-1.546295</td>\n",
+       "      <td>-0.458750</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.084036</td>\n",
+       "      <td>0.114821</td>\n",
+       "      <td>-0.042383</td>\n",
+       "      <td>-0.684293</td>\n",
+       "      <td>-0.332570</td>\n",
+       "      <td>0.135219</td>\n",
+       "      <td>0.178604</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.041920</td>\n",
+       "      <td>0.635017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64207</th>\n",
+       "      <td>1.277616</td>\n",
+       "      <td>0.008527</td>\n",
+       "      <td>-1.154306</td>\n",
+       "      <td>0.258949</td>\n",
+       "      <td>2.193753</td>\n",
+       "      <td>3.604186</td>\n",
+       "      <td>-0.448926</td>\n",
+       "      <td>0.851078</td>\n",
+       "      <td>0.173330</td>\n",
+       "      <td>-0.014826</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.476908</td>\n",
+       "      <td>-0.120082</td>\n",
+       "      <td>1.009497</td>\n",
+       "      <td>0.895922</td>\n",
+       "      <td>-0.325840</td>\n",
+       "      <td>0.026738</td>\n",
+       "      <td>0.011169</td>\n",
+       "      <td>0</td>\n",
+       "      <td>-0.293440</td>\n",
+       "      <td>-0.394929</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>129852</th>\n",
+       "      <td>-0.424419</td>\n",
+       "      <td>0.151631</td>\n",
+       "      <td>1.194979</td>\n",
+       "      <td>-1.923104</td>\n",
+       "      <td>-0.172435</td>\n",
+       "      <td>-0.476091</td>\n",
+       "      <td>0.618090</td>\n",
+       "      <td>-0.170869</td>\n",
+       "      <td>-1.469472</td>\n",
+       "      <td>-0.113331</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-0.825571</td>\n",
+       "      <td>0.002421</td>\n",
+       "      <td>-0.433875</td>\n",
+       "      <td>-0.260452</td>\n",
+       "      <td>0.748221</td>\n",
+       "      <td>0.014461</td>\n",
+       "      <td>0.111661</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.585202</td>\n",
+       "      <td>-0.064216</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>151008</th>\n",
+       "      <td>-26.457745</td>\n",
+       "      <td>16.497472</td>\n",
+       "      <td>-30.177317</td>\n",
+       "      <td>8.904157</td>\n",
+       "      <td>-17.892600</td>\n",
+       "      <td>-1.227904</td>\n",
+       "      <td>-31.197329</td>\n",
+       "      <td>-11.438920</td>\n",
+       "      <td>-9.462573</td>\n",
+       "      <td>-22.187089</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.460893</td>\n",
+       "      <td>0.896538</td>\n",
+       "      <td>0.254836</td>\n",
+       "      <td>-0.738097</td>\n",
+       "      <td>-0.966564</td>\n",
+       "      <td>-7.263482</td>\n",
+       "      <td>-1.324884</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.293440</td>\n",
+       "      <td>0.113606</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>992 rows × 31 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               V1         V2         V3        V4         V5        V6  \\\n",
+       "167984   0.077424   0.845115   0.002651 -0.744347   0.762081 -0.719261   \n",
+       "244553   1.639945  -0.069688  -2.481987  1.516781   0.889386 -0.590409   \n",
+       "15451  -20.532751  12.373989 -23.009003  6.144821 -15.587296 -4.384491   \n",
+       "46998   -1.109646   0.811069  -1.138135  0.935265  -2.330248 -0.116106   \n",
+       "10933    1.229161  -0.245984   1.047905 -0.515884  -1.116226 -0.766377   \n",
+       "...           ...        ...        ...       ...        ...       ...   \n",
+       "201098   1.176633   3.141918  -6.140445  5.521821   1.768515 -1.727186   \n",
+       "212164  -0.376834   1.014514  -0.738193 -1.360180  -0.119365 -1.242875   \n",
+       "64207    1.277616   0.008527  -1.154306  0.258949   2.193753  3.604186   \n",
+       "129852  -0.424419   0.151631   1.194979 -1.923104  -0.172435 -0.476091   \n",
+       "151008 -26.457745  16.497472 -30.177317  8.904157 -17.892600 -1.227904   \n",
+       "\n",
+       "               V7         V8        V9        V10  ...       V22       V23  \\\n",
+       "167984   1.032403  -0.181762 -0.044761  -0.423242  ... -0.674582 -0.004024   \n",
+       "244553   0.822931  -0.249561 -0.195760  -0.282973  ...  0.141419 -0.158870   \n",
+       "15451  -15.939003  13.696416 -3.948455  -8.789723  ... -1.466115 -0.856779   \n",
+       "46998   -1.621986   0.458028 -0.912189  -2.961996  ...  0.841755  0.176728   \n",
+       "10933   -0.627861  -0.135954  3.053587  -1.465446  ...  0.050250 -0.037488   \n",
+       "...           ...        ...       ...        ...  ...       ...       ...   \n",
+       "201098  -0.932429   0.292797 -3.156827  -3.898240  ... -0.803021 -0.074098   \n",
+       "212164   0.213237  -0.761667 -1.546295  -0.458750  ...  0.084036  0.114821   \n",
+       "64207   -0.448926   0.851078  0.173330  -0.014826  ... -0.476908 -0.120082   \n",
+       "129852   0.618090  -0.170869 -1.469472  -0.113331  ... -0.825571  0.002421   \n",
+       "151008 -31.197329 -11.438920 -9.462573 -22.187089  ...  3.460893  0.896538   \n",
+       "\n",
+       "             V24       V25       V26       V27       V28  Class    amount  \\\n",
+       "167984 -0.654030 -0.383936  0.179939  0.245920  0.091663      0 -0.181793   \n",
+       "244553  0.597038  0.388594 -0.561923 -0.037029 -0.000364      0  2.293020   \n",
+       "15451   0.125777  1.402587 -0.223755  1.574249  0.469201      1  1.089779   \n",
+       "46998   0.081004 -0.258899  0.707654  0.418649  0.080756      1  2.546915   \n",
+       "10933   0.358357  0.484530 -0.727498  0.067088  0.031505      0 -0.141829   \n",
+       "...          ...       ...       ...       ...       ...    ...       ...   \n",
+       "201098 -0.031084  0.375366  0.065897  0.488258  0.325872      1 -0.307413   \n",
+       "212164 -0.042383 -0.684293 -0.332570  0.135219  0.178604      0  0.041920   \n",
+       "64207   1.009497  0.895922 -0.325840  0.026738  0.011169      0 -0.293440   \n",
+       "129852 -0.433875 -0.260452  0.748221  0.014461  0.111661      0  0.585202   \n",
+       "151008  0.254836 -0.738097 -0.966564 -7.263482 -1.324884      1 -0.293440   \n",
+       "\n",
+       "            time  \n",
+       "167984  0.403106  \n",
+       "244553  0.795463  \n",
+       "15451  -0.679742  \n",
+       "46998  -0.489479  \n",
+       "10933  -0.774551  \n",
+       "...          ...  \n",
+       "201098  0.576123  \n",
+       "212164  0.635017  \n",
+       "64207  -0.394929  \n",
+       "129852 -0.064216  \n",
+       "151008  0.113606  \n",
+       "\n",
+       "[992 rows x 31 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "balanced_data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fdf43dfc-5f76-429c-a28b-c83748b4e77b",
+   "metadata": {},
+   "source": [
+    "### Data Spliting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "f0b83b8c-124e-48be-83fd-1a8fc58cd9da",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X=balanced_data.drop(columns=\"Class\")\n",
+    "y=balanced_data[\"Class\"]\n",
+    "\n",
+    "X_full=data_cp.sample(len(data_cp))\n",
+    "y_full=X_full[\"Class\"]\n",
+    "X_full=(X_full.drop(columns=\"Class\"))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "db346745-f46c-4058-8a18-d5bb81fbeeb3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "X_train,X_valid,y_train,y_valid=train_test_split(X,y,train_size=0.8,test_size=0.2,shuffle=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "eda2c049-4018-4dae-a82d-79e401c12e20",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "968ba67c-3500-47ba-ab25-23eb0fcbf272",
+   "metadata": {},
+   "source": [
+    "## Model Training"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "5a1b910a-5ef3-46a8-b580-3da7b903de16",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.ensemble import RandomForestClassifier,AdaBoostClassifier\n",
+    "from xgboost import XGBClassifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "6d7cb8cf-5d73-4e7f-bd7c-8a028a907a3a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_lr=LogisticRegression()\n",
+    "model_rfrc=RandomForestClassifier(n_estimators=400,max_depth=1,criterion=\"entropy\")\n",
+    "model_dtc=DecisionTreeClassifier(max_depth=2)\n",
+    "model_abc=AdaBoostClassifier(n_estimators=100,learning_rate=0.1)\n",
+    "model_xgbc=XGBClassifier(max_depth=1,n_estimators=30)\n",
+    "models=[model_lr,\n",
+    "        model_rfrc,\n",
+    "        model_dtc,\n",
+    "        model_abc,\n",
+    "        model_xgbc]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "e7df0bcd-efc6-4215-a681-1058335ec3d5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train :  0.9508196721311475 0.04918032786885246 0.9731182795698925 0.9488859764089121\n",
+      "Valid :  0.9597989949748744 0.04020100502512563 0.979381443298969 0.9595959595959594\n",
+      "Full :  0.9606926796040828 0.039307320395917236 0.03933889988809503 0.07548104715500867 \n",
+      "\n",
+      "Train :  0.9129886506935687 0.08701134930643127 1.0 0.9032258064516129\n",
+      "Valid :  0.9547738693467337 0.04522613065326633 1.0 0.9533678756476685\n",
+      "Full :  0.9986622519811662 0.0013377480188338068 0.5774058577405857 0.6848635235732009 \n",
+      "\n",
+      "Train :  0.9243379571248423 0.07566204287515763 0.9211195928753181 0.9234693877551021\n",
+      "Valid :  0.9396984924623115 0.06030150753768844 0.9158878504672897 0.9423076923076923\n",
+      "Full :  0.9007397992324627 0.09926020076753732 0.01602899156735661 0.03151764302843439 \n",
+      "\n",
+      "Train :  0.9495586380832283 0.05044136191677175 0.9834710743801653 0.9469496021220158\n",
+      "Valid :  0.9597989949748744 0.04020100502512563 0.979381443298969 0.9595959595959594\n",
+      "Full :  0.9665668329781221 0.03343316702187797 0.04550030199315482 0.08670631114521389 \n",
+      "\n",
+      "Train :  0.9457755359394704 0.05422446406052964 0.9833333333333333 0.9427430093209056\n",
+      "Valid :  0.9698492462311558 0.03015075376884422 1.0 0.9693877551020408\n",
+      "Full :  0.9665527883794991 0.0334472116205009 0.04520741039065646 0.08614735226400613 \n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import accuracy_score,mean_absolute_error,recall_score,f1_score\n",
+    "for m in models:\n",
+    "    m.fit(X_train,y_train)\n",
+    "    \n",
+    "    train_pred=m.predict(X_train)\n",
+    "    print('Train : ',accuracy_score(train_pred,y_train), mean_absolute_error(train_pred,y_train), recall_score(train_pred,y_train),f1_score(train_pred,y_train))\n",
+    "    \n",
+    "    valid_pred=m.predict(X_valid)\n",
+    "    print('Valid : ',accuracy_score(valid_pred,y_valid), mean_absolute_error(valid_pred,y_valid), recall_score(valid_pred,y_valid),f1_score(valid_pred,y_valid))\n",
+    "    \n",
+    "    full_pred=m.predict(X_full)\n",
+    "    print('Full : ',accuracy_score(full_pred,y_full), mean_absolute_error(full_pred,y_full), recall_score(full_pred,y_full), f1_score(full_pred,y_full),'\\n')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "e3e9ed04-e87c-42b5-ac58-26b228562e46",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['ccfd_XGBC']"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import joblib\n",
+    "joblib.dump(model_lr,\"ccfd_LR\")\n",
+    "joblib.dump(model_rfrc,\"ccfd_RFRC\")\n",
+    "joblib.dump(model_dtc,\"ccfd_DTC\")\n",
+    "joblib.dump(model_abc,\"ccfd_ABC\")\n",
+    "joblib.dump(model_xgbc,\"ccfd_XGBC\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "a34f74c5-d4f7-46d5-b29e-4c13e74285ca",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
+       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
+       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "              max_delta_step=None, max_depth=1, max_leaves=None,\n",
+       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "              n_estimators=30, n_jobs=None, num_parallel_tree=None,\n",
+       "              predictor=None, random_state=None, ...)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">XGBClassifier</label><div class=\"sk-toggleable__content\"><pre>XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
+       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
+       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "              max_delta_step=None, max_depth=1, max_leaves=None,\n",
+       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "              n_estimators=30, n_jobs=None, num_parallel_tree=None,\n",
+       "              predictor=None, random_state=None, ...)</pre></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
+       "              colsample_bylevel=None, colsample_bynode=None,\n",
+       "              colsample_bytree=None, early_stopping_rounds=None,\n",
+       "              enable_categorical=False, eval_metric=None, feature_types=None,\n",
+       "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
+       "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
+       "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
+       "              max_delta_step=None, max_depth=1, max_leaves=None,\n",
+       "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
+       "              n_estimators=30, n_jobs=None, num_parallel_tree=None,\n",
+       "              predictor=None, random_state=None, ...)"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model_xgbc"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "573b8d9d-01fa-4806-a25d-195a4f313fda",
+   "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": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ML_practice/credit_card_fraud_detection/ccfd_ABC b/ML_practice/credit_card_fraud_detection/ccfd_ABC
new file mode 100644
index 0000000..7edec2b
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diff --git a/ML_practice/credit_card_fraud_detection/ccfd_DTC b/ML_practice/credit_card_fraud_detection/ccfd_DTC
new file mode 100644
index 0000000..952d869
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diff --git a/ML_practice/credit_card_fraud_detection/ccfd_LR b/ML_practice/credit_card_fraud_detection/ccfd_LR
new file mode 100644
index 0000000..3970cab
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diff --git a/ML_practice/credit_card_fraud_detection/ccfd_RFRC b/ML_practice/credit_card_fraud_detection/ccfd_RFRC
new file mode 100644
index 0000000..0c9bd9c
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diff --git a/ML_practice/credit_card_fraud_detection/ccfd_XGBC b/ML_practice/credit_card_fraud_detection/ccfd_XGBC
new file mode 100644
index 0000000..e644878
Binary files /dev/null and b/ML_practice/credit_card_fraud_detection/ccfd_XGBC differ
diff --git a/ML_practice/house_price_prediction/housing.ipynb b/ML_practice/house_price_prediction/housing.ipynb
index 1c718f4..631f35b 100644
--- a/ML_practice/house_price_prediction/housing.ipynb
+++ b/ML_practice/house_price_prediction/housing.ipynb
@@ -900,7 +900,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+   "version": "3.10.9"
   }
  },
  "nbformat": 4,
diff --git a/ML_practice/iris_classification/.ipynb_checkpoints/iris_classificaton-checkpoint.ipynb b/ML_practice/iris_classification/.ipynb_checkpoints/iris_classificaton-checkpoint.ipynb
new file mode 100644
index 0000000..939a8fc
--- /dev/null
+++ b/ML_practice/iris_classification/.ipynb_checkpoints/iris_classificaton-checkpoint.ipynb
@@ -0,0 +1,382 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "fb6217ae-444d-49c1-8005-9ed78d9ec21c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "2e3257e5-67ac-4fce-9f4c-adf3eb188f72",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets import load_iris"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "26f84ed0-c813-4daf-892b-be8e4d1b19e1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data=load_iris()\n",
+    "df=pd.DataFrame(data.data,columns=data.feature_names)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "7fcb211d-f616-4e89-ae2f-58851edf68d0",
+   "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>sepal length (cm)</th>\n",
+       "      <th>sepal width (cm)</th>\n",
+       "      <th>petal length (cm)</th>\n",
+       "      <th>petal width (cm)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5.1</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4.9</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4.7</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4.6</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5.0</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145</th>\n",
+       "      <td>6.7</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>2.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>146</th>\n",
+       "      <td>6.3</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>147</th>\n",
+       "      <td>6.5</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>148</th>\n",
+       "      <td>6.2</td>\n",
+       "      <td>3.4</td>\n",
+       "      <td>5.4</td>\n",
+       "      <td>2.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>149</th>\n",
+       "      <td>5.9</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.1</td>\n",
+       "      <td>1.8</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>150 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)\n",
+       "0                  5.1               3.5                1.4               0.2\n",
+       "1                  4.9               3.0                1.4               0.2\n",
+       "2                  4.7               3.2                1.3               0.2\n",
+       "3                  4.6               3.1                1.5               0.2\n",
+       "4                  5.0               3.6                1.4               0.2\n",
+       "..                 ...               ...                ...               ...\n",
+       "145                6.7               3.0                5.2               2.3\n",
+       "146                6.3               2.5                5.0               1.9\n",
+       "147                6.5               3.0                5.2               2.0\n",
+       "148                6.2               3.4                5.4               2.3\n",
+       "149                5.9               3.0                5.1               1.8\n",
+       "\n",
+       "[150 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "0dfbdc38-37dd-4bf9-9c4b-eefd1737d5b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.scatter(X.index,X[\"sepal length (cm)\"])\n",
+    "plt.scatter(X.index,X[\"sepal width (cm)\"])\n",
+    "plt.scatter(X.index,X[\"petal length (cm)\"])\n",
+    "plt.scatter(X.index,X[\"petal width (cm)\"])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "042e8b86-f14d-42c0-8d30-4a491b7e5452",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "correlation_matrix=df.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "ced5199d-5587-41d6-b3ca-b3c1f94e95ee",
+   "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>sepal length (cm)</th>\n",
+       "      <th>sepal width (cm)</th>\n",
+       "      <th>petal length (cm)</th>\n",
+       "      <th>petal width (cm)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>sepal length (cm)</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.117570</td>\n",
+       "      <td>0.871754</td>\n",
+       "      <td>0.817941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sepal width (cm)</th>\n",
+       "      <td>-0.117570</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.428440</td>\n",
+       "      <td>-0.366126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>petal length (cm)</th>\n",
+       "      <td>0.871754</td>\n",
+       "      <td>-0.428440</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.962865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>petal width (cm)</th>\n",
+       "      <td>0.817941</td>\n",
+       "      <td>-0.366126</td>\n",
+       "      <td>0.962865</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   sepal length (cm)  sepal width (cm)  petal length (cm)  \\\n",
+       "sepal length (cm)           1.000000         -0.117570           0.871754   \n",
+       "sepal width (cm)           -0.117570          1.000000          -0.428440   \n",
+       "petal length (cm)           0.871754         -0.428440           1.000000   \n",
+       "petal width (cm)            0.817941         -0.366126           0.962865   \n",
+       "\n",
+       "                   petal width (cm)  \n",
+       "sepal length (cm)          0.817941  \n",
+       "sepal width (cm)          -0.366126  \n",
+       "petal length (cm)          0.962865  \n",
+       "petal width (cm)           1.000000  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "correlation_matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "aaacfd31-00db-4be0-9633-66c03b8d0416",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X=df.copy()\n",
+    "y=pd.DataFrame(data.target)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "ee2a7972-5d83-435d-a927-0fcda1d0f3ea",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "X_train,X_valid,y_train,y_valid=train_test_split(X,y,train_size=0.8,test_size=0.2,random_state=42)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "749e09e2-abd5-4d0c-8420-4126746b9b62",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "08b84c3e-90c2-410d-b648-e4a9e12a8067",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f0ca1dc4-1ed3-452e-bb7b-4ffda7ed2424",
+   "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": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ML_practice/iris_classification/iris_classification_model b/ML_practice/iris_classification/iris_classification_model
new file mode 100644
index 0000000..d50e699
Binary files /dev/null and b/ML_practice/iris_classification/iris_classification_model differ
diff --git a/ML_practice/iris_classification/iris_classificaton.ipynb b/ML_practice/iris_classification/iris_classificaton.ipynb
new file mode 100644
index 0000000..d22c347
--- /dev/null
+++ b/ML_practice/iris_classification/iris_classificaton.ipynb
@@ -0,0 +1,568 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "fb6217ae-444d-49c1-8005-9ed78d9ec21c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "2e3257e5-67ac-4fce-9f4c-adf3eb188f72",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets import load_iris"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "26f84ed0-c813-4daf-892b-be8e4d1b19e1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data=load_iris()\n",
+    "df=pd.DataFrame(data.data,columns=data.feature_names)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "7fcb211d-f616-4e89-ae2f-58851edf68d0",
+   "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>sepal length (cm)</th>\n",
+       "      <th>sepal width (cm)</th>\n",
+       "      <th>petal length (cm)</th>\n",
+       "      <th>petal width (cm)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>5.1</td>\n",
+       "      <td>3.5</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4.9</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4.7</td>\n",
+       "      <td>3.2</td>\n",
+       "      <td>1.3</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4.6</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>1.5</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5.0</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>1.4</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>145</th>\n",
+       "      <td>6.7</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>2.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>146</th>\n",
+       "      <td>6.3</td>\n",
+       "      <td>2.5</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>147</th>\n",
+       "      <td>6.5</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.2</td>\n",
+       "      <td>2.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>148</th>\n",
+       "      <td>6.2</td>\n",
+       "      <td>3.4</td>\n",
+       "      <td>5.4</td>\n",
+       "      <td>2.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>149</th>\n",
+       "      <td>5.9</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.1</td>\n",
+       "      <td>1.8</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>150 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     sepal length (cm)  sepal width (cm)  petal length (cm)  petal width (cm)\n",
+       "0                  5.1               3.5                1.4               0.2\n",
+       "1                  4.9               3.0                1.4               0.2\n",
+       "2                  4.7               3.2                1.3               0.2\n",
+       "3                  4.6               3.1                1.5               0.2\n",
+       "4                  5.0               3.6                1.4               0.2\n",
+       "..                 ...               ...                ...               ...\n",
+       "145                6.7               3.0                5.2               2.3\n",
+       "146                6.3               2.5                5.0               1.9\n",
+       "147                6.5               3.0                5.2               2.0\n",
+       "148                6.2               3.4                5.4               2.3\n",
+       "149                5.9               3.0                5.1               1.8\n",
+       "\n",
+       "[150 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "0dfbdc38-37dd-4bf9-9c4b-eefd1737d5b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.scatter(df.index,df[\"sepal length (cm)\"])\n",
+    "plt.scatter(df.index,df[\"sepal width (cm)\"])\n",
+    "plt.scatter(df.index,df[\"petal length (cm)\"])\n",
+    "plt.scatter(df.index,df[\"petal width (cm)\"])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "599daf20-c1b3-4215-b929-d8d3cf7a3dae",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "sepal length (cm)    0\n",
+       "sepal width (cm)     0\n",
+       "petal length (cm)    0\n",
+       "petal width (cm)     0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "065ae3bf-48a8-4bea-b191-5b051e54d2cf",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "042e8b86-f14d-42c0-8d30-4a491b7e5452",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "correlation_matrix=df.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "ced5199d-5587-41d6-b3ca-b3c1f94e95ee",
+   "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>sepal length (cm)</th>\n",
+       "      <th>sepal width (cm)</th>\n",
+       "      <th>petal length (cm)</th>\n",
+       "      <th>petal width (cm)</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>sepal length (cm)</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.117570</td>\n",
+       "      <td>0.871754</td>\n",
+       "      <td>0.817941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>sepal width (cm)</th>\n",
+       "      <td>-0.117570</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.428440</td>\n",
+       "      <td>-0.366126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>petal length (cm)</th>\n",
+       "      <td>0.871754</td>\n",
+       "      <td>-0.428440</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.962865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>petal width (cm)</th>\n",
+       "      <td>0.817941</td>\n",
+       "      <td>-0.366126</td>\n",
+       "      <td>0.962865</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   sepal length (cm)  sepal width (cm)  petal length (cm)  \\\n",
+       "sepal length (cm)           1.000000         -0.117570           0.871754   \n",
+       "sepal width (cm)           -0.117570          1.000000          -0.428440   \n",
+       "petal length (cm)           0.871754         -0.428440           1.000000   \n",
+       "petal width (cm)            0.817941         -0.366126           0.962865   \n",
+       "\n",
+       "                   petal width (cm)  \n",
+       "sepal length (cm)          0.817941  \n",
+       "sepal width (cm)          -0.366126  \n",
+       "petal length (cm)          0.962865  \n",
+       "petal width (cm)           1.000000  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "correlation_matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "aaacfd31-00db-4be0-9633-66c03b8d0416",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X=df.copy()\n",
+    "y=pd.DataFrame(data.target)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "ee2a7972-5d83-435d-a927-0fcda1d0f3ea",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "X_train,X_valid,y_train,y_valid=train_test_split(X,y,train_size=0.8,test_size=0.2,random_state=42)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "749e09e2-abd5-4d0c-8420-4126746b9b62",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.linear_model import SGDClassifier\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.ensemble import AdaBoostClassifier\n",
+    "from sklearn.ensemble import GradientBoostingClassifier\n",
+    "\n",
+    "from sklearn.metrics import mean_absolute_error\n",
+    "models=[SGDClassifier(random_state=42), LogisticRegression(random_state=42), DecisionTreeClassifier(random_state=42,max_depth=2), RandomForestClassifier(random_state=42,max_depth=2),AdaBoostClassifier(random_state=42,learning_rate=0.02), GradientBoostingClassifier(random_state=42)]\n",
+    "\n",
+    "dic={}\n",
+    "def choose_best_classifier(X_train,y_train,X_valid,y_valid):\n",
+    "    for model in models:\n",
+    "        model.fit(X_train,y_train)\n",
+    "        train_pred=model.predict(X_train)\n",
+    "        training_mae=mean_absolute_error(train_pred,y_train)\n",
+    "        training_score=model.score(X_train,y_train)\n",
+    "        \n",
+    "        valid_pred=model.predict(X_valid)\n",
+    "        testing_mae=mean_absolute_error(valid_pred,y_valid)\n",
+    "        testing_score=model.score(X_valid,y_valid)\n",
+    "        dic[model]=testing_mae\n",
+    "\n",
+    "        print(model,\" Training Loss: {}, Training Score: {}, Testing Loss: {}, Testing Score: {}\".format(training_mae,training_score,testing_mae,testing_score))\n",
+    "        "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "08b84c3e-90c2-410d-b648-e4a9e12a8067",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/fansan/.local/lib/python3.10/site-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
+      "  y = column_or_1d(y, warn=True)\n",
+      "/home/fansan/.local/lib/python3.10/site-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
+      "  y = column_or_1d(y, warn=True)\n",
+      "/home/fansan/.local/lib/python3.10/site-packages/sklearn/linear_model/_logistic.py:460: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
+      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
+      "\n",
+      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
+      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
+      "Please also refer to the documentation for alternative solver options:\n",
+      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
+      "  n_iter_i = _check_optimize_result(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SGDClassifier(random_state=42)  Training Loss: 0.325, Training Score: 0.675, Testing Loss: 0.4, Testing Score: 0.6\n",
+      "LogisticRegression(random_state=42)  Training Loss: 0.025, Training Score: 0.975, Testing Loss: 0.0, Testing Score: 1.0\n",
+      "DecisionTreeClassifier(max_depth=2, random_state=42)  Training Loss: 0.05, Training Score: 0.95, Testing Loss: 0.03333333333333333, Testing Score: 0.9666666666666667\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/fansan/.local/lib/python3.10/site-packages/sklearn/base.py:1151: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
+      "  return fit_method(estimator, *args, **kwargs)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "RandomForestClassifier(max_depth=2, random_state=42)  Training Loss: 0.05, Training Score: 0.95, Testing Loss: 0.0, Testing Score: 1.0\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/fansan/.local/lib/python3.10/site-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
+      "  y = column_or_1d(y, warn=True)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "AdaBoostClassifier(learning_rate=0.02, random_state=42)  Training Loss: 0.08333333333333333, Training Score: 0.9166666666666666, Testing Loss: 0.03333333333333333, Testing Score: 0.9666666666666667\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/fansan/.local/lib/python3.10/site-packages/sklearn/ensemble/_gb.py:424: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
+      "  y = column_or_1d(y, warn=True)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "GradientBoostingClassifier(random_state=42)  Training Loss: 0.0, Training Score: 1.0, Testing Loss: 0.0, Testing Score: 1.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "choose_best_classifier(X_train,y_train,X_valid,y_valid)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "f0ca1dc4-1ed3-452e-bb7b-4ffda7ed2424",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/fansan/.local/lib/python3.10/site-packages/sklearn/utils/validation.py:1184: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
+      "  y = column_or_1d(y, warn=True)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mean Absolute Error:  0.03333333333333333 Accuracy Score:  0.9666666666666667\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets choose AdaBoostClaAdaBoostClassifier\n",
+    "model_final=AdaBoostClassifier(random_state=42,learning_rate=0.02)\n",
+    "model_final.fit(X_train,y_train)\n",
+    "pred=model_final.predict(X_valid)\n",
+    "\n",
+    "mae=mean_absolute_error(pred,y_valid)\n",
+    "score=model_final.score(X_valid,y_valid)\n",
+    "print(\"Mean Absolute Error: \",mae, \"Accuracy Score: \",score)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9b19c4e6-99e5-4212-94ca-e22d7e730eb2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "5c17cd60-8ea2-471c-83bf-bd3f1d5032a3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['iris_classification_model']"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import joblib\n",
+    "joblib.dump(model_final,\"iris_classification_model\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c4630cc6-419b-4eac-95bd-7ad42a6910f9",
+   "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": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ML_practice/movie_rating_prediction/dataset_s/movies.dat b/ML_practice/movie_rating_prediction/Dataset_s/movies.dat
similarity index 100%
rename from ML_practice/movie_rating_prediction/dataset_s/movies.dat
rename to ML_practice/movie_rating_prediction/Dataset_s/movies.dat
diff --git a/ML_practice/movie_rating_prediction/dataset_s/ratings.dat b/ML_practice/movie_rating_prediction/Dataset_s/ratings.dat
similarity index 100%
rename from ML_practice/movie_rating_prediction/dataset_s/ratings.dat
rename to ML_practice/movie_rating_prediction/Dataset_s/ratings.dat
diff --git a/ML_practice/movie_rating_prediction/dataset_s/users.dat b/ML_practice/movie_rating_prediction/Dataset_s/users.dat
similarity index 100%
rename from ML_practice/movie_rating_prediction/dataset_s/users.dat
rename to ML_practice/movie_rating_prediction/Dataset_s/users.dat
diff --git a/ML_practice/movie_rating_prediction/movie_rating_pred.ipynb b/ML_practice/movie_rating_prediction/movie_rating_pred.ipynb
index 11f81ab..6b8e21d 100644
--- a/ML_practice/movie_rating_prediction/movie_rating_pred.ipynb
+++ b/ML_practice/movie_rating_prediction/movie_rating_pred.ipynb
@@ -1128,7 +1128,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+   "version": "3.10.9"
   }
  },
  "nbformat": 4,
diff --git a/ML_practice/neural_network_testing/.ipynb_checkpoints/nn-checkpoint.ipynb b/ML_practice/neural_network_testing/.ipynb_checkpoints/nn-checkpoint.ipynb
new file mode 100644
index 0000000..363fcab
--- /dev/null
+++ b/ML_practice/neural_network_testing/.ipynb_checkpoints/nn-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ML_practice/neural_network_testing/nn.ipynb b/ML_practice/neural_network_testing/nn.ipynb
new file mode 100644
index 0000000..debddcc
--- /dev/null
+++ b/ML_practice/neural_network_testing/nn.ipynb
@@ -0,0 +1,224 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "0e2086b8-30d4-453c-b1e0-5415b76ab73e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "7ff24e12-d3d1-412f-8cac-e4a99eecc468",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets import load_sample_images "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "073cd50f-f98f-4134-a2d4-edd6716d5ce9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data=load_sample_images()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "99b9ef2c-59a7-4064-b943-d7cd0371a267",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Image: china.jpg\\nReleased under a creative commons license. [1]\\nAttribution: Some rights reserved by danielbuechele [2]\\nRetrieved 21st August, 2011 from [3] by Robert Layton\\n\\n[1] https://creativecommons.org/licenses/by/2.0/\\n[2] https://www.flickr.com/photos/danielbuechele/\\n[3] https://www.flickr.com/photos/danielbuechele/6061409035/sizes/z/in/photostream/\\n\\n\\nImage: flower.jpg\\nReleased under a creative commons license. [1]\\nAttribution: Some rights reserved by danielbuechele [2]\\nRetrieved 21st August, 2011 from [3] by Robert Layton\\n\\n[1] https://creativecommons.org/licenses/by/2.0/\\n[2] https://www.flickr.com/photos/vultilion/\\n[3] https://www.flickr.com/photos/vultilion/6056698931/sizes/z/in/photostream/\\n\\n\\n\\n'"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.DESCR"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "eb357e28-929a-4cea-ae5e-6d992f78fbe9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.datasets import fetch_olivetti_faces"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "ab9a2c90-eaaf-4fd0-b63f-8570ebae9d12",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "downloading Olivetti faces from https://ndownloader.figshare.com/files/5976027 to /home/fansan/scikit_learn_data\n"
+     ]
+    }
+   ],
+   "source": [
+    "data2=fetch_olivetti_faces()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "0cda3bca-f911-434f-8324-760c1e8fc73c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ".. _olivetti_faces_dataset:\n",
+      "\n",
+      "The Olivetti faces dataset\n",
+      "--------------------------\n",
+      "\n",
+      "`This dataset contains a set of face images`_ taken between April 1992 and \n",
+      "April 1994 at AT&T Laboratories Cambridge. The\n",
+      ":func:`sklearn.datasets.fetch_olivetti_faces` function is the data\n",
+      "fetching / caching function that downloads the data\n",
+      "archive from AT&T.\n",
+      "\n",
+      ".. _This dataset contains a set of face images: https://cam-orl.co.uk/facedatabase.html\n",
+      "\n",
+      "As described on the original website:\n",
+      "\n",
+      "    There are ten different images of each of 40 distinct subjects. For some\n",
+      "    subjects, the images were taken at different times, varying the lighting,\n",
+      "    facial expressions (open / closed eyes, smiling / not smiling) and facial\n",
+      "    details (glasses / no glasses). All the images were taken against a dark\n",
+      "    homogeneous background with the subjects in an upright, frontal position \n",
+      "    (with tolerance for some side movement).\n",
+      "\n",
+      "**Data Set Characteristics:**\n",
+      "\n",
+      "    =================   =====================\n",
+      "    Classes                                40\n",
+      "    Samples total                         400\n",
+      "    Dimensionality                       4096\n",
+      "    Features            real, between 0 and 1\n",
+      "    =================   =====================\n",
+      "\n",
+      "The image is quantized to 256 grey levels and stored as unsigned 8-bit \n",
+      "integers; the loader will convert these to floating point values on the \n",
+      "interval [0, 1], which are easier to work with for many algorithms.\n",
+      "\n",
+      "The \"target\" for this database is an integer from 0 to 39 indicating the\n",
+      "identity of the person pictured; however, with only 10 examples per class, this\n",
+      "relatively small dataset is more interesting from an unsupervised or\n",
+      "semi-supervised perspective.\n",
+      "\n",
+      "The original dataset consisted of 92 x 112, while the version available here\n",
+      "consists of 64x64 images.\n",
+      "\n",
+      "When using these images, please give credit to AT&T Laboratories Cambridge.\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(data2.DESCR)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "8a63fa2d-8bd5-4504-a963-e13d9083a674",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x7fc68bd880a0>"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.imshow(data.images[1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "bd60b2eb-537f-4a48-98b4-ff4c34ee7e1c",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "SyntaxError",
+     "evalue": "invalid syntax (2992906536.py, line 1)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;36m  Cell \u001b[0;32mIn[24], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m    data2.\u001b[0m\n\u001b[0m          ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
+     ]
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f87b2fd3-79d6-4421-99dd-97c7c26661b1",
+   "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": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ML_practice/sales_prediction/.ipynb_checkpoints/sales_prediction-checkpoint.ipynb b/ML_practice/sales_prediction/.ipynb_checkpoints/sales_prediction-checkpoint.ipynb
new file mode 100644
index 0000000..363fcab
--- /dev/null
+++ b/ML_practice/sales_prediction/.ipynb_checkpoints/sales_prediction-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ML_practice/sales_prediction/Dataset_vs/advertising.csv b/ML_practice/sales_prediction/Dataset_vs/advertising.csv
new file mode 100644
index 0000000..7d4c912
--- /dev/null
+++ b/ML_practice/sales_prediction/Dataset_vs/advertising.csv
@@ -0,0 +1,201 @@
+TV,Radio,Newspaper,Sales
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+8.7,48.9,75,7.2
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+8.6,2.1,1,4.8
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+66.1,5.8,24.2,12.6
+214.7,24,4,17.4
+23.8,35.1,65.9,9.2
+97.5,7.6,7.2,13.7
+204.1,32.9,46,19
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+67.8,36.6,114,12.5
+281.4,39.6,55.8,24.4
+69.2,20.5,18.3,11.3
+147.3,23.9,19.1,14.6
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+237.4,5.1,23.5,17.5
+13.2,15.9,49.6,5.6
+228.3,16.9,26.2,20.5
+62.3,12.6,18.3,9.7
+262.9,3.5,19.5,17
+142.9,29.3,12.6,15
+240.1,16.7,22.9,20.9
+248.8,27.1,22.9,18.9
+70.6,16,40.8,10.5
+292.9,28.3,43.2,21.4
+112.9,17.4,38.6,11.9
+97.2,1.5,30,13.2
+265.6,20,0.3,17.4
+95.7,1.4,7.4,11.9
+290.7,4.1,8.5,17.8
+266.9,43.8,5,25.4
+74.7,49.4,45.7,14.7
+43.1,26.7,35.1,10.1
+228,37.7,32,21.5
+202.5,22.3,31.6,16.6
+177,33.4,38.7,17.1
+293.6,27.7,1.8,20.7
+206.9,8.4,26.4,17.9
+25.1,25.7,43.3,8.5
+175.1,22.5,31.5,16.1
+89.7,9.9,35.7,10.6
+239.9,41.5,18.5,23.2
+227.2,15.8,49.9,19.8
+66.9,11.7,36.8,9.7
+199.8,3.1,34.6,16.4
+100.4,9.6,3.6,10.7
+216.4,41.7,39.6,22.6
+182.6,46.2,58.7,21.2
+262.7,28.8,15.9,20.2
+198.9,49.4,60,23.7
+7.3,28.1,41.4,5.5
+136.2,19.2,16.6,13.2
+210.8,49.6,37.7,23.8
+210.7,29.5,9.3,18.4
+53.5,2,21.4,8.1
+261.3,42.7,54.7,24.2
+239.3,15.5,27.3,20.7
+102.7,29.6,8.4,14
+131.1,42.8,28.9,16
+69,9.3,0.9,11.3
+31.5,24.6,2.2,11
+139.3,14.5,10.2,13.4
+237.4,27.5,11,18.9
+216.8,43.9,27.2,22.3
+199.1,30.6,38.7,18.3
+109.8,14.3,31.7,12.4
+26.8,33,19.3,8.8
+129.4,5.7,31.3,11
+213.4,24.6,13.1,17
+16.9,43.7,89.4,8.7
+27.5,1.6,20.7,6.9
+120.5,28.5,14.2,14.2
+5.4,29.9,9.4,5.3
+116,7.7,23.1,11
+76.4,26.7,22.3,11.8
+239.8,4.1,36.9,17.3
+75.3,20.3,32.5,11.3
+68.4,44.5,35.6,13.6
+213.5,43,33.8,21.7
+193.2,18.4,65.7,20.2
+76.3,27.5,16,12
+110.7,40.6,63.2,16
+88.3,25.5,73.4,12.9
+109.8,47.8,51.4,16.7
+134.3,4.9,9.3,14
+28.6,1.5,33,7.3
+217.7,33.5,59,19.4
+250.9,36.5,72.3,22.2
+107.4,14,10.9,11.5
+163.3,31.6,52.9,16.9
+197.6,3.5,5.9,16.7
+184.9,21,22,20.5
+289.7,42.3,51.2,25.4
+135.2,41.7,45.9,17.2
+222.4,4.3,49.8,16.7
+296.4,36.3,100.9,23.8
+280.2,10.1,21.4,19.8
+187.9,17.2,17.9,19.7
+238.2,34.3,5.3,20.7
+137.9,46.4,59,15
+25,11,29.7,7.2
+90.4,0.3,23.2,12
+13.1,0.4,25.6,5.3
+255.4,26.9,5.5,19.8
+225.8,8.2,56.5,18.4
+241.7,38,23.2,21.8
+175.7,15.4,2.4,17.1
+209.6,20.6,10.7,20.9
+78.2,46.8,34.5,14.6
+75.1,35,52.7,12.6
+139.2,14.3,25.6,12.2
+76.4,0.8,14.8,9.4
+125.7,36.9,79.2,15.9
+19.4,16,22.3,6.6
+141.3,26.8,46.2,15.5
+18.8,21.7,50.4,7
+224,2.4,15.6,16.6
+123.1,34.6,12.4,15.2
+229.5,32.3,74.2,19.7
+87.2,11.8,25.9,10.6
+7.8,38.9,50.6,6.6
+80.2,0,9.2,11.9
+220.3,49,3.2,24.7
+59.6,12,43.1,9.7
+0.7,39.6,8.7,1.6
+265.2,2.9,43,17.7
+8.4,27.2,2.1,5.7
+219.8,33.5,45.1,19.6
+36.9,38.6,65.6,10.8
+48.3,47,8.5,11.6
+25.6,39,9.3,9.5
+273.7,28.9,59.7,20.8
+43,25.9,20.5,9.6
+184.9,43.9,1.7,20.7
+73.4,17,12.9,10.9
+193.7,35.4,75.6,19.2
+220.5,33.2,37.9,20.1
+104.6,5.7,34.4,10.4
+96.2,14.8,38.9,12.3
+140.3,1.9,9,10.3
+240.1,7.3,8.7,18.2
+243.2,49,44.3,25.4
+38,40.3,11.9,10.9
+44.7,25.8,20.6,10.1
+280.7,13.9,37,16.1
+121,8.4,48.7,11.6
+197.6,23.3,14.2,16.6
+171.3,39.7,37.7,16
+187.8,21.1,9.5,20.6
+4.1,11.6,5.7,3.2
+93.9,43.5,50.5,15.3
+149.8,1.3,24.3,10.1
+11.7,36.9,45.2,7.3
+131.7,18.4,34.6,12.9
+172.5,18.1,30.7,16.4
+85.7,35.8,49.3,13.3
+188.4,18.1,25.6,19.9
+163.5,36.8,7.4,18
+117.2,14.7,5.4,11.9
+234.5,3.4,84.8,16.9
+17.9,37.6,21.6,8
+206.8,5.2,19.4,17.2
+215.4,23.6,57.6,17.1
+284.3,10.6,6.4,20
+50,11.6,18.4,8.4
+164.5,20.9,47.4,17.5
+19.6,20.1,17,7.6
+168.4,7.1,12.8,16.7
+222.4,3.4,13.1,16.5
+276.9,48.9,41.8,27
+248.4,30.2,20.3,20.2
+170.2,7.8,35.2,16.7
+276.7,2.3,23.7,16.8
+165.6,10,17.6,17.6
+156.6,2.6,8.3,15.5
+218.5,5.4,27.4,17.2
+56.2,5.7,29.7,8.7
+287.6,43,71.8,26.2
+253.8,21.3,30,17.6
+205,45.1,19.6,22.6
+139.5,2.1,26.6,10.3
+191.1,28.7,18.2,17.3
+286,13.9,3.7,20.9
+18.7,12.1,23.4,6.7
+39.5,41.1,5.8,10.8
+75.5,10.8,6,11.9
+17.2,4.1,31.6,5.9
+166.8,42,3.6,19.6
+149.7,35.6,6,17.3
+38.2,3.7,13.8,7.6
+94.2,4.9,8.1,14
+177,9.3,6.4,14.8
+283.6,42,66.2,25.5
+232.1,8.6,8.7,18.4
diff --git a/ML_practice/sales_prediction/sales_prediction.ipynb b/ML_practice/sales_prediction/sales_prediction.ipynb
new file mode 100644
index 0000000..0ecd4f0
--- /dev/null
+++ b/ML_practice/sales_prediction/sales_prediction.ipynb
@@ -0,0 +1,934 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "bbc6918d-6309-4e62-83f0-7458c2e67d41",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "ce942177-ec70-4085-89e8-53cddbee6b10",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(200, 4)\n"
+     ]
+    },
+    {
+     "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>TV</th>\n",
+       "      <th>Radio</th>\n",
+       "      <th>Newspaper</th>\n",
+       "      <th>Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>230.1</td>\n",
+       "      <td>37.8</td>\n",
+       "      <td>69.2</td>\n",
+       "      <td>22.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>44.5</td>\n",
+       "      <td>39.3</td>\n",
+       "      <td>45.1</td>\n",
+       "      <td>10.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>17.2</td>\n",
+       "      <td>45.9</td>\n",
+       "      <td>69.3</td>\n",
+       "      <td>12.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>151.5</td>\n",
+       "      <td>41.3</td>\n",
+       "      <td>58.5</td>\n",
+       "      <td>16.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>180.8</td>\n",
+       "      <td>10.8</td>\n",
+       "      <td>58.4</td>\n",
+       "      <td>17.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>8.7</td>\n",
+       "      <td>48.9</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>7.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>57.5</td>\n",
+       "      <td>32.8</td>\n",
+       "      <td>23.5</td>\n",
+       "      <td>11.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>120.2</td>\n",
+       "      <td>19.6</td>\n",
+       "      <td>11.6</td>\n",
+       "      <td>13.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>8.6</td>\n",
+       "      <td>2.1</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>4.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>199.8</td>\n",
+       "      <td>2.6</td>\n",
+       "      <td>21.2</td>\n",
+       "      <td>15.6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      TV  Radio  Newspaper  Sales\n",
+       "0  230.1   37.8       69.2   22.1\n",
+       "1   44.5   39.3       45.1   10.4\n",
+       "2   17.2   45.9       69.3   12.0\n",
+       "3  151.5   41.3       58.5   16.5\n",
+       "4  180.8   10.8       58.4   17.9\n",
+       "5    8.7   48.9       75.0    7.2\n",
+       "6   57.5   32.8       23.5   11.8\n",
+       "7  120.2   19.6       11.6   13.2\n",
+       "8    8.6    2.1        1.0    4.8\n",
+       "9  199.8    2.6       21.2   15.6"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data=pd.read_csv(\"dataset_vs/advertising.csv\")\n",
+    "print(data.shape)\n",
+    "data.head(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0f87b087-28f4-407e-8c22-f59b975a7beb",
+   "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>TV</th>\n",
+       "      <th>Radio</th>\n",
+       "      <th>Newspaper</th>\n",
+       "      <th>Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>200.000000</td>\n",
+       "      <td>200.000000</td>\n",
+       "      <td>200.000000</td>\n",
+       "      <td>200.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>147.042500</td>\n",
+       "      <td>23.264000</td>\n",
+       "      <td>30.554000</td>\n",
+       "      <td>15.130500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>85.854236</td>\n",
+       "      <td>14.846809</td>\n",
+       "      <td>21.778621</td>\n",
+       "      <td>5.283892</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.700000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.300000</td>\n",
+       "      <td>1.600000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>74.375000</td>\n",
+       "      <td>9.975000</td>\n",
+       "      <td>12.750000</td>\n",
+       "      <td>11.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>149.750000</td>\n",
+       "      <td>22.900000</td>\n",
+       "      <td>25.750000</td>\n",
+       "      <td>16.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>218.825000</td>\n",
+       "      <td>36.525000</td>\n",
+       "      <td>45.100000</td>\n",
+       "      <td>19.050000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>296.400000</td>\n",
+       "      <td>49.600000</td>\n",
+       "      <td>114.000000</td>\n",
+       "      <td>27.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               TV       Radio   Newspaper       Sales\n",
+       "count  200.000000  200.000000  200.000000  200.000000\n",
+       "mean   147.042500   23.264000   30.554000   15.130500\n",
+       "std     85.854236   14.846809   21.778621    5.283892\n",
+       "min      0.700000    0.000000    0.300000    1.600000\n",
+       "25%     74.375000    9.975000   12.750000   11.000000\n",
+       "50%    149.750000   22.900000   25.750000   16.000000\n",
+       "75%    218.825000   36.525000   45.100000   19.050000\n",
+       "max    296.400000   49.600000  114.000000   27.000000"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "2c507805-f42b-44e2-88a3-93837bdf3c63",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "TV           float64\n",
+       "Radio        float64\n",
+       "Newspaper    float64\n",
+       "Sales        float64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2fa8f2f7-08d8-449f-bc17-3c46ed750b20",
+   "metadata": {},
+   "source": [
+    "# Data Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "fede9408-2f5a-4f01-8ee6-0062299a1edd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_cp=data.copy()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "088baaba-e017-4b05-a7bd-b5995145d84f",
+   "metadata": {},
+   "source": [
+    "### Data Visualisation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "e3c9dd23-6e3e-4b20-895a-5660719e05e9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import  matplotlib.pyplot as plt\n",
+    "data_sales=data_cp.sort_values(\"Sales\")\n",
+    "plt.plot(data_sales[\"Sales\"],data_sales[\"TV\"],label=\"TV\")\n",
+    "plt.plot(data_sales[\"Sales\"],data_sales[\"Radio\"],label=\"Radio\")\n",
+    "plt.plot(data_sales[\"Sales\"],data_sales[\"Newspaper\"],label=\"Newspaper\")\n",
+    "plt.xlabel(\"Sales\")\n",
+    "plt.ylabel(\"Money Spent on Different Marketing Platforms\")\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "b5830319-b7c1-4526-bc6e-b5ed32e56f4b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data_TV=data_cp.sort_values(\"TV\")\n",
+    "plt.plot(data_TV[\"TV\"],data_TV[\"Sales\"])\n",
+    "plt.ylabel(\"Sales\")\n",
+    "plt.xlabel(\"TV\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "bfc0c4f2-abb1-4192-b9c4-0aa4c9b9d40b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data_Radio=data_cp.sort_values(\"Radio\")\n",
+    "plt.plot(data_Radio[\"Radio\"],data_Radio[\"Sales\"],color=\"darkorange\")\n",
+    "plt.ylabel(\"Sales\")\n",
+    "plt.xlabel(\"Radio\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "0ecca7b7-e9a5-4246-884c-ab489d08c81a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data_NP=data_cp.sort_values(\"Newspaper\")\n",
+    "plt.plot(data_NP[\"Newspaper\"],data_NP[\"Sales\"],color=\"green\")\n",
+    "plt.ylabel(\"Sales\")\n",
+    "plt.xlabel(\"Newspaper\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "ca94821e-ed05-4296-b480-35823f30a15e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ce60f3a9-06f5-4b70-9312-3f33605bc035",
+   "metadata": {},
+   "source": [
+    "#### Coorelations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "075ab361-a5eb-4bd1-9653-5a74a0fb37e6",
+   "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>TV</th>\n",
+       "      <th>Radio</th>\n",
+       "      <th>Newspaper</th>\n",
+       "      <th>Sales</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>TV</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.054809</td>\n",
+       "      <td>0.056648</td>\n",
+       "      <td>0.901208</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Radio</th>\n",
+       "      <td>0.054809</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.354104</td>\n",
+       "      <td>0.349631</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Newspaper</th>\n",
+       "      <td>0.056648</td>\n",
+       "      <td>0.354104</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.157960</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sales</th>\n",
+       "      <td>0.901208</td>\n",
+       "      <td>0.349631</td>\n",
+       "      <td>0.157960</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 TV     Radio  Newspaper     Sales\n",
+       "TV         1.000000  0.054809   0.056648  0.901208\n",
+       "Radio      0.054809  1.000000   0.354104  0.349631\n",
+       "Newspaper  0.056648  0.354104   1.000000  0.157960\n",
+       "Sales      0.901208  0.349631   0.157960  1.000000"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr_matrix=data_cp.corr()\n",
+    "corr_matrix"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "089a1eb5-9cad-4ce9-b004-9a1dc64625c8",
+   "metadata": {},
+   "source": [
+    "### NUll values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "4038c0a1-a7f3-4433-8fa8-9d04cf2e882d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "TV           0.901208\n",
+       "Radio        0.349631\n",
+       "Newspaper    0.157960\n",
+       "Sales        1.000000\n",
+       "Name: Sales, dtype: float64"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "corr_matrix[\"Sales\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "7e035e2c-2465-4e70-87af-72dbccae6823",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "TV           0\n",
+       "Radio        0\n",
+       "Newspaper    0\n",
+       "Sales        0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "93f4d728-0861-4a1c-8df7-ef09da7e770e",
+   "metadata": {},
+   "source": [
+    "## Data Spliting "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "26ca0a3a-acd4-422a-a190-fa3cf54f684e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X=data.iloc[:,:3]\n",
+    "y=data[\"Sales\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "1ac61a7a-5650-4fda-b8db-10c8e564c0f8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "X_train,X_valid,y_train,y_valid=train_test_split(X,y,train_size=0.8,test_size=0.2,shuffle=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c92384f8-55aa-4188-bc60-79809a91db8e",
+   "metadata": {},
+   "source": [
+    "# Model Trainig"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "32f3c448-d5c1-4bab-b930-319192a94735",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.svm import SVR\n",
+    "from sklearn.ensemble import RandomForestRegressor\n",
+    "from xgboost import XGBRegressor"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "03b8777a-c59b-4c53-b4b6-15f8271c1d19",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_lr=LinearRegression()\n",
+    "model_SVR=SVR()\n",
+    "model_RFR=RandomForestRegressor(random_state=42,n_estimators=100)\n",
+    "model_XGR=XGBRegressor()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "e9d780d0-9860-407b-947c-06e99a6758b6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "m1=model_lr.fit(X_train,y_train)\n",
+    "m2=model_SVR.fit(X_train,y_train)\n",
+    "m3=model_RFR.fit(X_train,y_train)\n",
+    "m4=model_XGR.fit(X_train,y_train)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b82cc9df-0a4e-4296-99db-ce4179f1e4a4",
+   "metadata": {},
+   "source": [
+    "## Predictions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "291a83e8-e3e1-495b-9674-8cc1c0ac1854",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pred1=model_lr.predict(X_valid)\n",
+    "pred2=model_SVR.predict(X_valid)\n",
+    "pred3=model_RFR.predict(X_valid)\n",
+    "pred4=model_XGR.predict(X_valid)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "7b2e8799-a905-45aa-9997-dc28cc1d0262",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LinearRegression :  1.268690793038541 0.9143201828721231\n",
+      "SVR :  1.555783662356245 0.8734825861577609\n",
+      "RandomForestRegressor :  0.8080249999999978 0.9594576941192339\n",
+      "XGBRegressor :  0.9425404715538024 0.9509545293243686\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import mean_absolute_error\n",
+    "print(\"LinearRegression : \",mean_absolute_error(pred1,y_valid), model_lr.score(X_valid,y_valid))\n",
+    "print(\"SVR : \",mean_absolute_error(pred2,y_valid),model_SVR.score(X_valid,y_valid))\n",
+    "print(\"RandomForestRegressor : \",mean_absolute_error(pred3,y_valid),model_RFR.score(X_valid,y_valid))\n",
+    "print(\"XGBRegressor : \",mean_absolute_error(pred4,y_valid),model_XGR.score(X_valid,y_valid))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "8b7b5305-5ef3-4302-a3eb-da7c785c4e58",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([16.848, 17.573, 15.359, 11.459, 17.921, 16.733, 19.398, 14.616,\n",
+       "       22.833,  5.967, 12.666, 18.308, 24.795,  9.668, 23.048, 19.004,\n",
+       "        9.689, 18.659, 12.895, 11.109, 15.633, 13.536,  7.   , 17.469,\n",
+       "       18.347, 25.272,  9.655,  6.64 , 19.958,  9.635, 19.88 , 11.314,\n",
+       "       18.459,  8.033, 13.94 , 19.094,  6.83 , 11.666,  8.353,  8.117])"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pred3"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d67fdd6-4c40-421f-aaeb-692d546a9bdd",
+   "metadata": {},
+   "source": [
+    "## Results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "f66096b9-6efb-423d-9ae9-a5c6626d58ca",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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WKtv2bPZv1qwZ8fHxzJgxg86dOzNnzhw6d+7MhAkTzjNqIYQQ4tImSS4hhBDiEtCwYUPS0tLo1KkTPXr0qPBo06YNANHR0QAVhtqdOHHijMPByoZGbd++vcrtznboYlBQEGazmfj4+Arrdu/ejU6nIzIy8qyOdaqrr76aV199lQ0bNjBt2jR27NjBjBkzqtzHz8+PzMxMl2XFxcUkJSVV2Nbf35/77ruPH374gcOHD9O6detKZ2Y8V8HBwRiNRvbt21dhXWXLTmfQoEEsWrSI7OxsZs6cSb169bj66qud61esWEFaWhpTp07l0Ucf5aabbqJHjx5nrOY7k+joaPbu3VshSVY2/LHs9Vd2nlOf79NVejVs2JAnnniCJUuWsH37doqLiyudCbC8adOm0bJlS2bPnl3h0aNHjypnCCyL82z+H6Kjozl27Bg5OTkuy0+95nN1PkOALwRPT08GDx5MbGwshw4d4sYbb+TVV1+lsLCwpkMTQgghqp0kuYQQQohLwKBBg7Db7bz88ssV1tlsNmcyoUePHri5ufHhhx+6VGy89957ZzxHu3btqF+/Pu+9916F5ET5Y3l6egIVExin0uv19OrVi/nz53PgwAHn8uPHjzN9+nQ6d+6Mt7f3GeMqLyMjo0IlS9u2bQHOOGSxYcOG/Pnnny7L/ve//1WoLkpLS3P53mKx0KhRo2oZEqnX6+nRowfz5s3j2LFjzuX79u2r0NupKoMHD6aoqIhvvvmGRYsWMWjQoArnAdf/t+LiYj755JN/FX+/fv1ITk52znYJ2uvvww8/xGKx0LVrV0BL/Oj1+grP96nnz8/Pr5BMadiwIV5eXlU+34cPH+bPP/9k0KBB3H777RUe9913H/v27WPt2rWV7h8WFkbLli359ttvXSoAV65cybZt2ypcs91u56OPPnJZ/u6776Ioyln1UqvM2f4cXUinvtbd3d1p3rw5qqpesJ53QgghRE0y1HQAQgghhNB6UY0cOZLJkyezefNmevXqhZubG3v37mX27Nm8//773H777QQFBfHkk08yefJkbrrpJvr168emTZv47bffKvTnOZVOp+PTTz/l5ptvpm3bttx3332Ehoaye/duduzYweLFiwFo3749AGPHjqV3797o9XruvPPOSo/5yiuvsHTpUjp37syoUaMwGAx8/vnnFBUV8eabb57z8/DNN9/wySefcOutt9KwYUNycnL44osv8Pb2pl+/flXuO2LECB566CEGDhxIz5492bJlC4sXL67wvDRv3pxu3brRvn17/P392bBhAz/++CNjxow553gr89JLL7FkyRI6derEww8/7EygtGzZks2bN5/VMdq1a0ejRo14/vnnKSoqchmqCHDttdfi5+fH0KFDGTt2LIqi8N133/3rYZMPPvggn3/+OcOGDWPjxo3Uq1ePH3/8kdWrV/Pee+85+1b5+Phwxx138OGHH6IoCg0bNuTXX3919o4rs2fPHm644QYGDRpE8+bNMRgMzJ07l+PHj5/2NQUwffp0VFXllltuqXR9v379MBgMTJs2jauuuqrSbV577TX69+9Pp06duO+++8jIyHD+P5RPfN188810796d559/ngMHDtCmTRuWLFnC/PnzGTdunEtz+HNR9nP0/PPPc+edd+Lm5sbNN9/sTH5dDL169cJqtdKpUydCQkLYtWsXH330ETfeeGOFHmRCCCFEnVAjczoKIYQQdUxsbKwKqOvXr69yu6FDh6qenp6nXf+///1Pbd++vWoymVQvLy+1VatW6vjx49Vjx445t7Hb7erEiRPV0NBQ1WQyqd26dVO3b9+uRkdHq0OHDnVut3z5chVQly9f7nKOVatWqT179lS9vLxUT09PtXXr1uqHH37oXG+z2dRHHnlEDQoKUhVFUcu/XQDUCRMmuBwvLi5O7d27t2qxWFSz2ax2795dXbNmzVk9P6fGGBcXp951111qVFSU6uHhoQYHB6s33XSTumHDhqqeVufz8vTTT6uBgYGq2WxWe/fure7bt6/C8/LKK6+oHTt2VH19fVWTyaQ2bdpUffXVV9Xi4mLnNhMmTFBPfZsEqKNHj65w3lOPr6qq+vvvv6tXXHGF6u7urjZs2FD98ssv1SeeeEI1Go1nvI4yzz//vAqojRo1qnT96tWr1auvvlo1mUxqWFiYOn78eHXx4sUV/s+7du2qtmjRotJjdO3aVe3atavLsuPHj6v33XefGhgYqLq7u6utWrVSY2NjK+x74sQJdeDAgarZbFb9/PzUkSNHqtu3b1cB5/apqanq6NGj1aZNm6qenp6qj4+PetVVV6mzZs2q8tpbtWqlRkVFVblNt27d1ODgYLWkpERNTEx0OW+ZGTNmqE2bNlU9PDzUli1bqj///LM6cOBAtWnTpi7b5eTkqI899pgaFhamurm5qTExMepbb72lOhwOl+1O9xooW3fqz8bLL7+shoeHqzqdTgXUxMTEKo9z6mup7HV44sQJl+1O93vk1P/rzz//XO3SpYsaEBCgenh4qA0bNlSfeuopNSsrq9JrEEIIIWo7RVWrsVOqEEIIIYSo1IABA9ixY0eFfmri4mrbti1BQUEsXbq0pkMRQgghRDWTnlxCCCGEENWsoKDA5fu9e/eycOFCunXrVjMBXYZKSkqw2Wwuy1asWMGWLVvk/0EIIYSoo6SSSwghhBCimoWGhjJs2DAaNGjAwYMH+fTTTykqKmLTpk3ExMTUdHiXhQMHDtCjRw/uuecewsLC2L17N5999hk+Pj5s376dgICAmg5RCCGEENVMGs8LIYQQQlSzPn368MMPP5CcnIyHhwfXXHMNr732miS4LiI/Pz/at2/Pl19+yYkTJ/D09OTGG2/k9ddflwSXEEIIUUdJJZcQQgghhBBCCCGEqPWkJ5cQQgghhBBCCCGEqPUkySWEEEIIIYQQQgghar1LrieXw+Hg2LFjeHl5oShKTYcjhBBCCCGEEEIIIWqQqqrk5OQQFhaGTnf6eq1LLsl17NgxIiMjazoMIYQQQgghhBBCCHEJOXz4MBEREaddf8kluby8vAAtcG9v7xqORgghhBBCCCGEEELUpOzsbCIjI505o9O55JJcZUMUvb29JcklhBBCCCGEEEIIIQDO2NZKGs8LIYQQQgghhBBCiFpPklxCCCGEEEIIIYQQotaTJJcQQgghhBBCCCGEqPUuuZ5cQgghhBBCCCHEpchut1NSUlLTYQhR57i5uaHX6//1cSTJJYQQQgghhBBCVEFVVZKTk8nMzKzpUISos3x9fbFarWdsLl8VSXIJIYQQQgghhBBVKEtwBQcHYzab/9WHcCGEK1VVyc/PJyUlBYDQ0NDzPpYkuYQQQgghhBBCiNOw2+3OBFdAQEBNhyNEnWQymQBISUkhODj4vIcuSuN5IYQQQgghhBDiNMp6cJnN5hqORIi6rexn7N/0vZMklxBCCCGEEEIIcQYyRFGIC6s6fsYkySWEEEIIIYQQQgghaj1JcgkhhBBCCCGEEKJavfTSS7Rt29b5/bBhwxgwYECV+3Tr1o1x48Zd0LhE3SZJLiGEEEIIIYQQog5RVZUePXrQu3fvCus++eQTfH19OXLkyEWN6f3332fq1KkX9Zzi8iNJLiGEEEIIIYQQog5RFIXY2FjWrl3L559/7lyemJjI+PHj+fDDD4mIiLioMfn4+ODr63tRzykuP5LkEkIIIYQQ4jKgqio7duz4V7NWCSFqj8jISN5//32efPJJEhMTUVWV4cOH06tXL/7zn/+cdr/s7GxMJhO//faby/K5c+fi5eVFfn4+AE8//TSNGzfGbDbToEED/vvf/1b5++XU4Yp5eXnce++9WCwWQkNDmTJlyr+7YCEAQ00HIIQQQgghhLjwfvnlF/r378/YsWN5//33azocIWotVVWdiZ6LzWw2n9MMdEOHDmXu3Lncf//93HbbbWzfvp0dO3ZUuY+3tzc33XQT06dPp2/fvs7l06ZNY8CAAZjNZgC8vLyYOnUqYWFhbNu2jQceeAAvLy/Gjx9/VrE99dRTrFy5kvnz5xMcHMxzzz1HXFycSx8vIc6VJLmEEEIIIYS4DCxevBiAzZs312wgQtRy+fn5WCyWGjl3bm4unp6e57TP//73P1q0aMGff/7JnDlzCAoKOuM+Q4YM4T//+Q/5+fmYzWays7NZsGABc+fOdW7zwgsvOL+uV68eTz75JDNmzDirJFdubi5fffUV33//PTfccAMA33zzzUUfQinqHhmuKIQQQgghxGVg3bp1ABw9erSGIxFCXEzBwcGMHDmSZs2anXF2wzL9+vXDzc2Nn3/+GYA5c+bg7e1Njx49nNvMnDmTTp06YbVasVgsvPDCCxw6dOisjp+QkEBxcTFXXXWVc5m/vz9NmjQ5+wsTohJSySWEEEIIIUQdV1RUxJYtWwA4duwYqqqe05AnIcRJZrOZ3NzcGjv3+TAYDBgMZ//x393dndtvv53p06dz5513Mn36dAYPHuw8xt9//82QIUOYOHEivXv3xsfHhxkzZkhfLVHjJMklhBBCCCFEHbdlyxZnQ+iCggIyMzPx8/Or4aiEqJ0URTnnIYO10ZAhQ+jZsyc7duzgjz/+4JVXXnGuW7NmDdHR0Tz//PPOZQcPHjzrYzds2BA3NzfWrl1LVFQUABkZGezZs4euXbtW30WIy44kuYQQQgghhKjjyoYqljl27JgkuYQQVerSpQtWq5UhQ4ZQv359l6GFMTExHDp0iBkzZtChQ4cK/brOxGKxMHz4cJ566ikCAgIIDg7m+eefR6eTjkri35FXkBBCCCGEEHXc+vXrXb4/duxYDUUihKgtFEXhrrvuYsuWLQwZMsRl3S233MJjjz3GmDFjaNu2LWvWrOG///3vOR3/rbfe4rrrruPmm2+mR48edO7cmfbt21fnJYjLkKKqqlrTQZSXnZ2Nj48PWVlZeHt713Q4QgghhBBC1HrNmjVj9+7deHh4UFRURGxsLMOGDavpsISoFQoLC0lMTKR+/foYjcaaDkeIOquqn7WzzRVJJZcQQgghhBB1WFZWFrt37wagZ8+egFRyCSGEqJskySWEEEIIIUQdtnHjRgDq1atHmzZtAElyCXG569u3LxaLpdLHa6+9VtPhCXHepPG8EEIIIYQQdVhZ0/lrr7ySa48coZ6bO0ePHq3hqIQQNenLL7+koKCg0nX+/v4XORohqo8kuYQQQgghhKjDypJct5nM1P9nLWMDA5khlVxCXNbCw8NrOgQhLggZriiEEEIIIUQdVpbkalioVW2Eu7nJcEUhhBB1kiS5hBBCCCGEqKOOHTvG0aNHMeh0GPcnAhDiZiApKQm73V7D0QkhhBDVS5JcQgghhBBC1FHr168HoE+z5qi5uQAE6A1gt3PixImaDE0IIYSodpLkEkIIIYQQoo4qG6rYJzLCuUyvKAQYDDJkUQghRJ1zTkmuyZMn06FDB7y8vAgODmbAgAHEx8e7bNOtWzcURXF5PPTQQ9UatBBCCCGEEOLMyiq5Wuld55sKNhhkhkUhhBB1zjkluVauXMno0aP5559/WLp0KSUlJfTq1Yu8vDyX7R544AGSkpKcjzfffLNagxZCCCGEEEJUzeFwOJNcgcePA1BUmusKkUouIS57iqIwb968mg6jTho2bBgDBgyo6TAuS4Yzb3LSokWLXL6fOnUqwcHBbNy4kS5dujiXm81mrFZr9UQohBBCCCGEOGf79u0jMzOTZl5eKDk5FLrBjiiF9gkqQZLkEqLOGzZsGJmZmadNZCUlJeHn53dxgzoHiqI4v/by8qJJkya88MIL9O/fvwajOjvvv/8+qqrWdBiXpX/VkysrKwsAf39/l+XTpk0jMDCQli1b8uyzz5Kfn3/aYxQVFZGdne3yEEIIIYQQQvw7ZVVcAxrFALAnXOGEj7bOanST4YpCXOasViseHh41GoOqqthsttOuj42NJSkpiQ0bNtCpUyduv/12tm3bdkFjKi4u/tfH8PHxwdfX998HI87ZeSe5HA4H48aNo1OnTrRs2dK5/O677+b7779n+fLlPPvss3z33Xfcc889pz3O5MmT8fHxcT4iIyPPNyQhhBBCCCFEqbKm89d4ewOwK1Ihw0urjAgxu0sllxCXufLDFQ8cOICiKPz00090794ds9lMmzZt+Pvvv132WbVqFddddx0mk4nIyEjGjh3r0r7ou+++48orr8TLywur1crdd99NSkqKc/2KFStQFIXffvuN9u3b4+HhwapVq04bo6+vL1arlcaNG/Pyyy9js9lYvny5c/3hw4cZNGgQvr6++Pv7079/fw4cOOBcb7PZGDt2LL6+vgQEBPD0008zdOhQl6GE3bp1Y8yYMYwbN47AwEB69+4NwPbt2+nbty8Wi4WQkBD+85//kJqa6tzvxx9/pFWrVphMJgICAujRo4fzuTh1uGJRURFjx44lODgYo9FI586dnTciyj8vv//+O1deeSVms5lrr722Qg90cWbnneQaPXo027dvZ8aMGS7LH3zwQXr37k2rVq0YMmQI3377LXPnziUhIaHS4zz77LNkZWU5H4cPHz7fkIQQQgghhBClypJcUbm5AOyMUki3aOtC3N0kySXEeVJVlfxiW408LvQQuOeff54nn3ySzZs307hxY+666y5npVVCQgJ9+vRh4MCBbN26lZkzZ7Jq1SrGjBnj3L+kpISXX36ZLVu2MG/ePA4cOMCwYcMqnOeZZ57h9ddfZ9euXbRu3fqMcdlsNr766isA3N3dnefq3bs3Xl5e/PXXX6xevRqLxUKfPn2c1VhvvPEG06ZNIzY2ltWrV5OdnV3p8M1vvvkGd3d3Vq9ezWeffUZmZibXX389V1xxBRs2bGDRokUcP36cQYMGAdpQz7vuuov777+fXbt2sWLFCm677bbT/v+MHz+eOXPm8M033xAXF0ejRo3o3bs36enpFZ7/KVOmsGHDBgwGA/fff/8Znxvh6px6cpUZM2YMv/76K3/++ScRERFVbnvVVVcBWk+Ahg0bVljv4eFR4yWSQgghLp5iezGHcw7T0Lfi3wQhhBDVo6SkhE2bNhHl5oZ7bi4letgXBgH6QCCFYJ1ehisKcZ4KSuw0f3FxjZx756TemN3P62P8WXnyySe58cYbAZg4cSItWrRg3759NG3alMmTJzNkyBDGjRsHQExMDB988AFdu3bl008/xWg0uiRlGjRowAcffECHDh3Izc3FYrE4102aNImePXueMZ677roLvV5PQUEBDoeDevXqORNNM2fOxOFw8OWXXzr7d8XGxuLr68uKFSvo1asXH374Ic8++yy33norAB999BELFy6scJ6YmBiXCfNeeeUVrrjiCl577TXnsq+//prIyEj27NlDbm4uNpuN2267jejoaABatWpV6TXk5eXx6aefMnXqVPr27QvAF198wdKlS/nqq6946qmnnNu++uqrdO3aFdASgTfeeCOFhYUYjcYzPldCc06VXKqqMmbMGObOncsff/xB/fr1z7jP5s2bAQgNDT2vAIUQQtQtUzZMYcD8Aaw5uqamQxFCiDpr27ZtFBUV0SUgEIC9YeBh9GdvUQgAQaqe1NRUioqKajJMIcQlpnxVVdln+LLhhlu2bGHq1KlYLBbno3fv3jgcDhITEwHYuHEjN998M1FRUXh5eTkTNocOHXI5z5VXXnlW8bz77rts3ryZ3377jebNm/Pll186e4Jv2bKFffv24eXl5YzH39+fwsJCEhISyMrK4vjx43Ts2NF5PL1eT/v27Suc59RlW7ZsYfny5S7X2rRpU0CraGvTpg033HADrVq14o477uCLL74gIyOj0mtISEigpKSETp06OZe5ubnRsWNHdu3a5bJtVc+/ODvnlAIePXo006dPZ/78+Xh5eZGcnAxoTdVMJhMJCQlMnz6dfv36ERAQwNatW3nsscfo0qXLWZUgCiGEqNtUVWXJwSUAbEndwrXh19ZwREIIUTeVDVXsERYKefnsilTwsMWQWjqCwsuhw6goJCcnO6sQhBBnx+SmZ+ek3jV27gvJzc3N+XVZdZTD4QAgNzeXkSNHMnbs2Ar7RUVFkZeXR+/evenduzfTpk0jKCiIQ4cO0bt37wrN3D09Pc8qHqvVSqNGjWjUqBGxsbH069ePnTt3EhwcTG5uLu3bt2fatGkV9gsKCjrra64sntzcXG6++WbeeOONCtuGhoai1+tZunQpa9asYcmSJXz44Yc8//zzrF279qyKgU6nqudfnJ1zSnJ9+umngNaYrbzY2FiGDRuGu7s7y5Yt47333iMvL4/IyEgGDhzICy+8UG0BCyGEqL0SsxJJLdAadh7PO17D0QghRN1VluRqXtoeZmeUQlpqGIUKFLqBsQSCDQaOHj0qSS4hzpGiKBd0yOClql27duzcuZNGjRpVun7btm2kpaXx+uuvOyeU27BhQ7Wdv2PHjrRv355XX32V999/n3bt2jFz5kyCg4PxLp1g41QhISGsX7+eLl26AGC324mLi6Nt27ZVnqtdu3bMmTOHevXqYTBU/n+tKAqdOnWiU6dOvPjii0RHRzN37lwef/xxl+0aNmzo7PdV9vu2pKSE9evXO4d+iupzTj+ZZ2pyFxkZycqVK/9VQEIIIequdcnrnF8fz5cklxBCXCjr168nzGDAkp+PTQd7whXyjkShuGWRboGwDC3JJc3nhajbsrKynC2EygQEBDiTUOfi6aef5uqrr2bMmDGMGDECT09Pdu7cydKlS/noo4+IiorC3d2dDz/8kIceeojt27fz8ssvV9OVaMaNG8ett97K+PHjGTJkCG+99Rb9+/dn0qRJREREcPDgQX766SfGjx9PREQEjzzyCJMnT6ZRo0Y0bdqUDz/8kIyMDGeV1OmMHj2aL774grvuuovx48fj7+/Pvn37mDFjBl9++SUbNmzg999/p1evXgQHB7N27VpOnDhBs2bNKhzL09OThx9+mKeeegp/f3+ioqJ48803yc/PZ/jw4dX6/Ih/MbuiEEIIca4kySWEEBdeTk4OO3bsoL3ZDMB+K6genjiKrKgl3mR4adtJkkuIum/FihVcccUVLo+JEyee17Fat27NypUr2bNnD9dddx1XXHEFL774ImFhYYA2RHDq1KnMnj2b5s2b8/rrr/P2229X5+XQp08f6tevz6uvvorZbObPP/8kKiqK2267jWbNmjF8+HAKCwudlV1PP/00d911F/feey/XXHONs4/YmRq5h4WFsXr1aux2O7169aJVq1aMGzcOX19fdDod3t7e/Pnnn/Tr14/GjRvzwgsvMGXKFGdj+VO9/vrrDBw4kP/85z+0a9eOffv2sXjxYvz8/Kr1+RGgqBd6DtJzlJ2djY+PD1lZWactORRCCFH7OFQHXWd2JbMoEwBvd29W37W6ZoMSQog6aOXKlXTr1o23GzSkn5sb869WmN+lLUl7hqDoc3l210Su26nyVmoKQcNHVNpzRghxUmFhIYmJidSvX19muavlHA4HzZo1Y9CgQdVeZSb+vap+1s42V3T5DSQWQghRI/Zm7CWzKBN3nTvFjmKyi7PJL8nH7Gau6dCEEKJOWb9+PQAdPT2huJidkQoZ6REABJr9yLDoADtWT3cOSyWXEKIOO3jwIEuWLKFr164UFRXx0UcfkZiYyN13313ToYkLRIYrCiGEuCjKhip2sHbAbNASWyn5MiWyEEJUt3Xr1hGo1xNYXIwD2B2hUJxXj0h/Ex3rBZJm1u6Oh3i4yXBFIUSdptPpmDp1Kh06dKBTp05s27aNZcuWVdo7S9QNUsklhBDioihLcnUM7cixvGMkZiVyPP849Xzq1WxgQghRx6xbt44rS/txHQiBIqM7joJwOrcKwuyu54DJAuQR7KbNriiEEHVVZGQkq1dLe4zLiVRyCSGEuODsDjsbkzcCEKVGUXSiCJDm80IIUd1SUlI4ePAgHUqTXLuiFAwl9QAD18UEEupjJM3kA0CwIo3nhRBC1C2S5BJCCHHB7U7fTU5JDl5uXjw59El2/LMDgON5kuQSQojqVNaPq5OvNmPXzkiFnMxIFAWubRhAqI+JNHdtXaBdR05ODjk5OTUWrxBCCFGdJMklhBDigisbqhimhrFl0xZKMkoAqeQSQojqtm7dOnz1eqJKv98dqWAvqE/rcB98ze5YfYykegQC4K4q+Oh0Us0lhBCizpAklxBCiAuuLMm1Z9keAErSS5NcUsklhBDVav369bQ3mQA4FAi5Zj32/Cg6x2iJrVAfIyWqP9naJgQbpPm8EEKIukOSXEIIIS6oEkcJG49r/bj2/r5XW1YHK7lKkpM59syzFMbvqelQhBCXKVVVtabzppP9uCiKANWDzo2CAAjy8gCbN+le2j4hBmk+L4QQou6QJJcQQogLakfqDgpsBVAAhUcK6d69+8lKrjqU5MqcNYusefNIfumlmg5FCHGZSkxMJC0tjY6enoDWj6soNwqTm5520b4AuOl1+HkEkW5RAAh2k+bzQggh6g5JcgkhhLigyoYqZm3PwsvixbvvvostwwZAemE6Rfaimgyv2pSUVkIUbNpEwY4dNRyNEOJytH79eiw6HU08PACtksueX5+rGvjjYdA7twu1hJBRWsllNblLkksIIUSdIUkuIUStZ8/JwZ6bV9NhiNNYl6QlufJ25/Hoo4/SokUL1AIVR5EDgJT8lJoMr9qk7o53fp0xfXoNRiKEuFytW7eOdiYTOuCYH2RaFOwF9ejcKNBluzBvL9LM7gBYzW4yXFGIOuzEiRM8/PDDREVF4eHhgdVqpXfv3qxcuZLAwEBef/31Svd7+eWXCQkJoaSkhKlTp6IoCoqioNPpCA0NZfDgwRw6dOgiX40QZyZJLiFEreYoKiK+R0/i+/VDdThqOhxximJ7MRuTtX5cHILHHnsMg8FAWFjYyb5cdaT5fMHhk2/0sn9dgC0jowajEUJcjk7tx6UWhaDaPbkuJshlO6uPkXSztl2whzSeF6IuGzhwIJs2beKbb75hz549/Pzzz3Tr1o2srCzuueceYmNjK+yjqipTp07l3nvvxc3NDQBvb2+SkpI4evQoc+bMIT4+njvuuONiX44QZ2So6QCEEOLfSNu0CSUrC4CS9HTcAwPPsIe4mDanbMaGjZLMEkbdOQp/f38AIiMjSUpPwsPqUSf6cql2O575BQAklZQQCmT99BMBw4fXbGBCiMuGzWZj48aNjA4KBrR+XCX59Qj28qBxiMVl2zBfI/tMXkAGwTrpySVEXZWZmclff/3FihUr6Nq1KwDR0dF07NgRgPr16/P++++zatUqOnfu7Nxv5cqV7N+/n+Hl3scoioLVagUgNDSU4cOHM3bsWLKzs/H29r6IVyVE1aSSSwhRqyX8/ofz6xN799ZgJKIy3y7/FoDihGIef+xx5/KoqKg6NcOiLTUVPWBTVT5LSwUgY/oPqHZ7zQYmhLhs7Ny5E6WwkBZGI1DWj0sbqqgoisu2Vh8TaR6+AASpeo4dO4aqqhc7ZCFqL1WF4ryaeZzDz6rFYsFisTBv3jyKiir2QG3VqhUdOnTg66+/dlkeGxvLtddeS9OmTSs9bkpKCnPnzkWv16PX6yvdRoiaIpVcQohaLW3zJnxKv85I2E/4NdfUaDziJIfDwcr9KyESOkd1xs/Pz7kuMjISW6LWfL4uDFcsKa2CSLHZ+Dk7m8eCgvE9epTclX/idX33Go5OCHE5WLduHW1MJgyKwgkfSPVRsKfUp3NMxQrnUB8jqR4BAPjZFRzFxaSlpREo1dBCnJ2SfHgtrGbO/dwxcPc8q00NBgNTp07lgQce4LPPPqNdu3Z07dqVO++8k9atWwMwfPhwnnzyST744AMsFgs5OTn8+OOPfPDBBy7HysrKwmKxoKoq+fn5AIwdOxZPz7OLRYiLRSq5hBC124GDzi+zpfnlJWXGjzNwhGp90sbfOd65vGDrVnrtS8A9rTTJVQcquQoOHQa0oYot27VjTlYmABnTptVgVEKIy0n5flw7IxUcJb6oNt8KTecBrN5GsgxB2HSgQyHAIEMWhairBg4cyLFjx/j555/p06cPK1asoF27dkydOhWAu+66C7vdzqxZswCYOXMmOp2OwYMHuxzHy8uLzZs3s2HDBqZMmUK7du149dVXL/blCHFGUsklhKjV/HJynF/nH5PZoS4VDoeD1755Dd0gHSabiRbhLZzrkie9TMSuXfRyc2MtdaOSKy1+NwApqsoLL7zAmEGDuM/Pn7zVqynan4hHg/o1HKEQoq5bv349j5c2k98ZpWDPr0+TEC+CvY0Vtg3xNmK3+5BpgcBsCDEYOHr0qLOyQwhxBm5mraKqps59joxGIz179qRnz57897//ZcSIEUyYMIFhw4bh7e3N7bffTmxsLPfffz+xsbEMGjQIi8W1l59Op6NRo0YANGvWjISEBB5++GG+++67arksIaqLVHIJIWqtrCNH8Cv3fUlKSo3FIlz9+OOPpJq03lRd63d19oMpPnKUwu3bAbAWaMvqQiVX9v79AOR5mrnpppvQWa2syMsFIOOHH2oyNCHEZSA/P5/47dtpXdaPK7K0H1clQxUB3A06fNwDSS/9DBsklVxCnBtF0YYM1sTjlB5756N58+bk5eU5vx8+fDirVq3i119/Zc2aNS4N50/nmWeeYebMmcTFxf3reISoTpLkEkLUWrsXL3b5Xk3PqKFIRHl2u52JEyfi2Uzr0dApqpNzXc6SJc6vwwy+AKQWpFLiKLmoMVa34qNaFaHDzx+DwcDIkSOZnqG9HrPmzsWem1fV7kII8a9s2rSJFm5uuOt0ZFgUkv3Anl95P64yVnMIGV7ah2Wrh5skuYSog9LS0rj++uv5/vvv2bp1K4mJicyePZs333yT/v37O7fr0qULjRo14t5776Vp06Zce+21Zzx2ZGQkt956Ky+++OKFvAQhzpkkuYQQtdaxf9YC2ox2APrs7JoMR5T68ccf2b1/N6b6JgA6Wjs612WVS0yGGUw4ShyoqKTmp170OKtVahoAhlBtau3hw4ezoaSExOIiHLm5ZP/yc01GJ4So49avX8+VZUMVI8Fht2Cwh3BVff/T7hPm7U+aRfsoYPV05+hRGfIvRF1jsVi46qqrePfdd+nSpQstW7bkv//9Lw888AAfffSRcztFUbj//vvJyMjg/vvvP+vjP/bYYyxYsIB169ZdiPCFOC+S5BJC1FpFe+IBiHfYAfAoKKjJcAQnq7jMjc0oeoUISwRhFm32oZKkJIq2bHFua1Vt2DLqRvN5U2lvOM969QCwWq3cNnAgP2RkApA+bRrqOUz5LYQQ52LdunV0MJXvx1WPdtF+mN1P3343zNdEukm7GRFilEouIeoiDw8PJk+ezMaNG8nMzCQvL4/du3fz8ssvYyr9+S/z7LPPoqoqTz31VIXjDBs2jMzMzArLr776alRVpWPHjhXWCVFTJMklhKi1TCknAMgqTSxYSmr3kLe6YPbs2ezatYuAttrU9B1DT77pyVm6FIAEby3p5WMvRn9C+z9Lzku+yJFWH3tuHkablqwLaNLEuXz06NHMy84i3+GgeF8C+WvlLqcQ4sKIW7eOtqUfWHdFKtgL6nFdTFCV+4T6mEgzacPKQ9wkySWEEKJukCSXEKJWKigoIMyuVXCF9u4DgCfgKCyswagub2VVXABRnaOAU4YqLtKGKi6J7kiuQWuO7J+k/R/W5kouW3ISANkOO38GbCAhMwGATp06Ub9FC+ZnZQGQMW1ajcUohKi70tPTMR49ikmnI8escCSwtB9Xo9P34wII9TGSZvIBIEjRy3BFIYQQdYIkuYQQtdLOlSux6HSUqCpNb7mZIocDgJLUWt7bqRabOXMmu3fvxj/Mn0z3TOBkkqvk+HEKS2ff+SeiNcfNWp+YgFQtyVWbK7mKS6sfTphU/sn7h5f/eRnQ+luMGjWKHzK1BvQ5v/9OiVRKCCGqmUs/rghQHR5YlChahvtUuZ/Vx0iaUZujONCu5/jx49hKq1KFEEKI2kqSXEKIWmn/ihUAnHB3JyQ8nNTSqq6cQ4dqMKrLl91uZ9KkSQAMenwQKir1feoTZNaGy+QsXQbADv96XN2xKSlm7YNVUI7WL6Y2V3Jl7dsHwAlt1A8bj29kX4a2bMiQIRz38OCfvDxwOMiYOaumwhRC1FEV+nEVRNO5UTB6nVLlfqE+RlLdtGovi0PBBBw/Xnt/FwshhBAgSS4hRC2VtWUrAEUhITjcHKSjVXKl70uoybAuWzNmzCA+Ph5/f39CrwoFXIcqZpfOqrgqrDX924aR46P17Aou9ABqd5IrY89e7d8AvXPZrD1aMsvLy4t7772X6aXVXJmzZuEoKrr4QQoh6qwN69bRrnw/rvx6dG5UdT8ugBBvI/m6QArcte+DDAYZsiiEEKLWkySXEKJWUg4fBsCjaQw3z72Z/BgtWZJ9WCq5LrbyVVxPPPEEm9M3A9DB2gEAW2oq+Rs2ALApui2dGgVSHBgCQGiJ9unqeF7tTXLlHzoIQHrQySTXLwm/kF+SD8DDDz/M8txckktKsGdkkLNoUY3EKYSoe1RVJSMuDoteT76HwsFgsBfU57qYqvtxARjd9FgMAWRYtO+DDdJ8XgghRO0nSS4hRK1TUlJCYH4eALq29UgrTCPLTxuWUXBU3qBfbD/88AN79uzB39+fIQ8MYW+GVtlUluTKWbYMRVXZ7RdJq/ZNMLrpUUK0ai+rXUsMpRakYnPUzl4w9mStn1hq6WfKAGMAuSW5LExcCECLFi3o3LUrM0qn3k6fNr0mwhRC1EGHDx+mfkEBALsiwIGBcFNjIv3NZ7V/sCmYdC/t72eIm0GSXEIIIWo9SXIJIWqdXdu2Ud9NqwA60Uh7I59h0d6kl6Sk1FhclyObzcbLL2uN1p988kl25+0GIMYvBn+j1lw+e9HJoYp9W2rJLY+IcACsqopqU7GrdtIK0i52+NXCkJEJQKqPgofeg6EthgIwK34WqqoCMGrUKH7MyqRYVSncupWCrVtrKlwhRB1SoR9XYQTXNQo76/3DvYNJL63kCvF0k+GKQgghaj1Jcgkhap1dv/+Om6JQqChs0Wt3nTNLm36rGRk1GNnlp6yKKyAggDFjxrA+eT0AV1mvAsCWnk7+Om3Zusi2dGui9YnxqhcJQKC9GDWtBKidfblUux1zaRVFqjeEWcK4tdGtuOvc2ZW+i22p2wAYMGAA7kFB/JadDUCGVHMJIarB+nXraF86s6LWj+vshiqWCfOxkO6p3TQKNXtIJZcQQohaT5JcQoha5/h6rb9Tlo8PO9J2ApBZeidan5NTU2Fddk6t4vLy8mJt0lqg3FDF338Hh529PuE0uaIpnh7abIrBESEU6t0A8DuqDVOsjUkuW2oqesCGSoYFwjzD8DX60rtebwBmxs8EwN3dnQceeMDZgD574UJs6ek1FbYQoo44smYNvno9hW6QaAW1oB7XNDyHJJevifTSSrBgD2k8L4SoXoqiMG/evJoOQ1xmJMklhKh1ivdpPZ+oF8X+rP0AZHpqwxWNBfk1FdZlZ/r06ezdu9dZxZWSn8KB7AMoKLQPaQ9AzuIlAKwKb02fllbnvmF+ZlJMfgAEHLcDtbP5fElp1UOqmwOHTiHMog0TGtRkEACLDywmqygLgAcffJCdJSVsLShALSkhc/aPNRO0EKJOsNvtuO/bB0B8uIJNp6OZfxt8TG5nfQyrt5FUkxcAwTrpySVEXTRs2DAURUFRFNzc3Khfvz7jx4+nsLCwpkOrNmXXV/7RuXPnGo/p1ATf1KlTnfHpdDpCQ0MZPHgwhw7JxFnVSZJcQohaxeFw4Jmm9W5SW0SiovU8Kqvk8iyxoTocNRXeZaN8FddTTz2FxWJxDlVsFtAMHw8f7JmZ5P39NwD/hLehR7Ng5/5hvkaOm0uTXOna/2FtrOQqOKTN8pli0q6hLMnVJqgNjf0aU2QvYv6++QBERERwyy23OKu5MmbMQLXVzmb7QoiaFx8fT2udNnnHzigFR5GVbo0iz+kYoT5G0jx8AQhCL0kuIeqoPn36kJSUxP79+3n33Xf5/PPPmTBhQk2HVa1iY2NJSkpyPn7++efzPlZJSUk1RubK29ubpKQkjh49ypw5c4iPj+eOO+64YOcrcyGv6XzY7XYcF+gzmyS5hBC1yt69e2mg14a8ZcR4O5eX9eQyAPasrBqI7PIybdo09u3bR2BgIKNHjwZgXfI6ADpaOwKQ88dysNvZ7x1KdNum+JrdnfsHenqQ5qk1pg/O06oOamMlV1p8vPavj/bnNMxTS3IpisLgJoMBmL1ntksD+kU5OWTY7diSkshZvrwGohZC1AXr1q7lyrJ+XFFaP67OMUHndAyrj5E0jwAAAmw6MjIyKCjtMyiEqDs8PDywWq1ERkYyYMAAevTowdKlSwFIS0vjrrvuIjw8HLPZTKtWrfjhhx9c9u/WrRtjx45l/Pjx+Pv7Y7Vaeemll1y22bt3L126dMFoNNK8eXPn8cvbtm0b119/PSaTiYCAAB588EFyc3Od64cNG8aAAQN47bXXCAkJwdfXl0mTJmGz2Xjqqafw9/cnIiKC2NjYCsf29fXFarU6H/7+2vtMh8PBpEmTiIiIwMPDg7Zt27Jo0SLnfgcOHEBRFGbOnEnXrl0xGo1MmzYNgC+//JJmzZphNBpp2rQpn3zyiXO/4uJixowZQ2hoKEajkejoaCZPngxAvXr1ALj11ltRFMX5PWjvEa1WK6GhoVx77bUMHz6cdevWkV3atxVg/vz5tGvXDqPRSIMGDZg4cSK2cjdGd+/eTefOnZ3P9bJly1wqxy7ENamqyksvvURUVBQeHh6EhYUxduxY574ZGRnce++9+Pn5YTab6du3L3v37nWunzp1Kr6+vvz88880b94cDw+PC1bBZrggRxVCiAtk8z//0NpdS5Zs9c6EE9DErwnxGfFkuav4FCvYTpzA4OdXs4HWYZVVcQGsSzolybX45KyKvVtYXY6h0ykUBARBIgQXav+ftbGSKychATOQEaRVU5RVcgHc2OBGpmyYwoHsA6xNXsvVoVdz/fXXUy8mhtnp6TwYEEjGtOl49+xZQ9ELIWqzPStWcpXBQLEe9oWCIbUBV0T5ntMxrD5G0ty1xJi7quCr16q5GjZseAEiFqLuUFWVAlvNJIRNBhOKopz3/tu3b2fNmjVER0cDUFhYSPv27Xn66afx9vZmwYIF/Oc//6Fhw4Z07NjRud8333zD448/ztq1a/n7778ZNmwYnTp1omfPnjgcDm677TZCQkJYu3YtWVlZjBs3zuW8eXl59O7dm2uuuYb169eTkpLCiBEjGDNmDFOnTnVu98cffxAREcGff/7J6tWrGT58OGvWrKFLly6sXbuWmTNnMnLkSHr27ElERMQZr/f9999nypQpfP7551xxxRV8/fXX3HLLLezYsYOYmBjnds888wxTpkzhiiuucCaFXnzxRT766COuuOIKNm3axAMPPICnpydDhw7lgw8+4Oeff2bWrFlERUVx+PBhDh/WKvzXr19PcHAwsbGx9OnTB71eX2lsKSkpzJ07F71e79zmr7/+4t577+WDDz7guuuuIyEhgQcffBCACRMmYLfbGTBgAFFRUaxdu5acnByeeOKJSo9fndc0Z84c3n33XWbMmEGLFi1ITk5my5YtznMNGzaMvXv38vPPP+Pt7c3TTz9Nv3792LlzJ25u2g3t/Px83njjDb788ksCAgIIDg6uNO5/S5JcQoha5cBff9EayHd3J65Y60XSJaIL8RnxZJrBpxgKk5MxNm5cs4HWYd9//z0JCQkuVVzHco9xJPcIekVPu5B22HNyyF29GoDV4a15rEVIheOoQVriy2rT/qgn5ydfpCuoPkXHjmIG0gK1N5vhlnDnOk83T25ueDMz42cyK34WV4dejU6n4+GHH+bNp55iREAg+f/8Q9G+fXg0alRDVyCEqK1KNm8GYG+Ygs2g0C6kPW76cxukYXY34O4WRJYZfPIhxGCQJJcQZ6HAVsBV06+qkXOvvXstZjfzOe3z66+/YrFYsNlsFBUVodPp+OijjwAIDw/nySefdG77yCOPsHjxYmbNmuWS5GrdurVziGNMTAwfffQRv//+Oz179mTZsmXs3r2bxYsXExam3fB77bXX6Nu3r3P/6dOnU1hYyLfffounpzYE46OPPuLmm2/mjTfeICREe6/o7+/PBx98gE6no0mTJrz55pvk5+fz3HPPAfDss8/y+uuvs2rVKu68807n8e+66y6XZNL333/PgAEDePvtt3n66aed277xxhssX76c9957j48//ti5/bhx47jtttuc30+YMIEpU6Y4l9WvX5+dO3fy+eefM3ToUA4dOkRMTAydO3dGURRn0hAgKEi7eVBWXVZeVlYWFosFVVXJz9d6CY8dO9b5nEycOJFnnnmGoUOHAtCgQQNefvllxo8fz4QJE1i6dCkJCQmsWLHCeexXX32VnpXcNK3Oazp06BBWq5UePXrg5uZGVFSU8/VRltxavXo11157LaCN+oiMjGTevHnO4ZglJSV88skntGnTpkKs1UmGKwohapWc7dsBKAoN4UDWAQC6RXYDINNbSzRk7N9fE6FdFmw2G6+88goA48ePd/5BLhuq2CKwBZ5unuQuXw42Gwe9Qghp1ZRgL2OFYxlK3wRZS6uvU/JScKi1q5+akqr1h0v1AXedOwGmAJf1ZQ3o/zj0Byn5KQAMHTqUTDc3fi+dCTRj+vSLGLEQoi4oLCwkJDUVgJ1R4CgK5PqY80tMBZmCSdd6zxNikBkWhaiLunfvzubNm1m7di1Dhw7lvvvuY+DAgYDWG+nll1+mVatW+Pv7Y7FYWLx4cYWhZK1bt3b5PjQ0lJQU7b3Nrl27iIyMdCa4AK655hqX7Xft2kWbNm2c7x0BOnXqhMPhIL60/QNAixYt0OlOpilCQkJo1aqV83u9Xk9AQIDz3GXeffddNm/e7Hz07NmT7Oxsjh07RqdOnVy27dSpE7t27XJZduWVVzq/zsvLIyEhgeHDh2OxWJyPV155hYSEBECrXNq8eTNNmjRh7NixLFmyhLPh5eXF5s2b2bBhA1OmTKFdu3a8+uqrzvVbtmxh0qRJLud94IEHSEpKIj8/n/j4eCIjI12SZ+WTkRfqmu644w4KCgpo0KABDzzwAHPnznUOody1axcGg4GrrjqZ+A0ICKBJkyYuz7O7u3uF19GFIJVcQohaQ1VV9EePgacntsbhqCQRYg6hiX8TALK8FEAlR2YouWC+++47EhISCA4OZtSoUc7lZU3nr7Jqf9yyy2ZVrGSoYhnPaK1BcrDdjmJTsBlspBemE2gKvJCXUK2MpYmqVB+FUEsoOsX13lFjv8ZcEXwFm1I2MWfvHB5u8zB+fn7cfffdTP/hB3p6eZE5bz5Bjz2G3surJi5BCFELbdm8mXZG7ebBrigFW0E9ros5v9+dYV4hZFgU6h9XCTG6SfN5Ic6CyWBi7d1ra+zc58rT05NGpVXjX3/9NW3atOGrr75i+PDhvPXWW7z//vu89957tGrVCk9PT8aNG0dxcbHLMcqGnJVRFOWCNA6v7Dxnc26r1eq8xjLl+1ydSfnkW1mfsC+++MIlcQM4q8XatWtHYmIiv/32G8uWLWPQoEH06NGDH3+sevZsnU7njLNZs2YkJCTw8MMP89133znPPXHiRJcKrDJGY8WbxhfrmiIjI4mPj2fZsmUsXbqUUaNG8dZbb7Fy5cqzjsdk+ndDbc+WVHIJIWqNAwcOUFY0m9XQF4AWAS3w0Hvg5e7lnGGx4FhSjcRX15WUlFRaxaWqKmuTtDd6HawdsOfmkfvXX4CW5OrTsvIkV0BUGCWKHj0q3sfsQO3qy2XPzcNYegcr1ftk0/lTlVVz/bjnR2wObftRo0axNj+fhOJi1Px8subNvzhBCyHqhG1//EGomxs2HewJV7CoMTQMspzXsSJ8/Ej31D7gWC3ukuQS4iwoioLZzVwjj3+bJNDpdDz33HO88MILFBQUsHr1avr3788999xDmzZtaNCgAXv27DmnYzZr1ozDhw+TlHTyPfg///xTYZstW7aQl5fnXLZ69WrnsMQLwdvbm7CwMFaXttAof97mzZufdr+QkBDCwsLYv38/jRo1cnnUr1/f5fiDBw/miy++YObMmcyZM4f09HRAS9bZ7fYzxvjMM88wc+ZM4uLiAC3RFB8fX+G8jRo1cj5Xhw8f5vjxk++Z169ff8bzVMc1mUwmbr75Zj744ANWrFjB33//zbZt22jWrBk2m421a08mftPS0oiPj6/yeb5QJMklhKg14uLiiPHwAGCXv/YHsnmA9oszyBREhkX7o19ySvmyqB7fffcd+/fvJzg4mIceesi5/HDOYY7nH8egM9A2uC25K1dAcTGHLUF4NWtChF/lfSPC/D1JNfkC4H9MS/7UphkWbcnaG7kcnYMCD8Wl6Xx5vaJ74efhR0p+Cn8e+RPQ3sBcddVVTMvQ3jRkTJuGeoGmURZC1D0Zf60CICFUodhN4arQDuf9wTfUx0SaWasOCDG6y3BFIS4Dd9xxB3q9no8//piYmBiWLl3KmjVr2LVrFyNHjnRJoJyNHj160LhxY4YOHcqWLVv466+/eP755122GTJkCEajkaFDh7J9+3aWL1/OI488wn/+8x9nP64L4amnnuKNN95g5syZxMfH88wzz7B582YeffTRKvebOHEikydP5oMPPmDPnj1s27aN2NhY3nnnHQDeeecdfvjhB3bv3s2ePXuYPXs2VqsVX19fQJth8ffffyc5OZmMjIzTnicyMpJbb72VF198EYAXX3yRb7/9lokTJ7Jjxw527drFjBkzeOGFFwDo2bMnDRs2ZOjQoWzdupXVq1c7153p78C/uaapU6fy1VdfsX37dvbv38/333+PyWQiOjqamJgY+vfvzwMPPMCqVavYsmUL99xzD+Hh4fTv3//M/0nVTJJcQohaY+fffxNoMKAC/3hob8JbBLYAIMgcRGZpRa5axR8ScX7KV3E9/fTTLuXPa5O1uzZtgtpgMpjIKTdUsU+r0NMeM9zXyHGzLwABKVqCpzZVchWXVjukGFWA0ya53PXuDIgZAMCs+FnO5aNGjeLnrGzyVJXiAwfI+/vvCxuwEKLOMCVqvSd3RoGjxJtejZud97GsPkbSzFoVWIibQSq5hLgMGAwGxowZw5tvvskTTzxBu3bt6N27N926dcNqtTJgwIBzOp5Op2Pu3LkUFBTQsWNHRowY4dJnCsBsNrN48WLS09Pp0KEDt99+OzfccIOzAf6FMnbsWB5//HGeeOIJWrVqxaJFi/j5559dZlaszIgRI/jyyy+JjY2lVatWdO3alalTpzqrnry8vHjzzTe58sor6dChAwcOHGDhwoXOfmJTpkxh6dKlREZGcsUVV1R5rscee4wFCxawbt06evfuza+//sqSJUvo0KEDV199Ne+++66zCbxer2fevHnk5ubSoUMHRowY4Uwonmk447+5Jl9fX7744gs6depE69atWbZsGb/88gsBAVo/2tjYWNq3b89NN93ENddcg6qqLFy4sMJQ04tBUVVVvehnrUJ2djY+Pj5kZWXh7e1d0+EIIS4hY7t35+GkZPJ9vBk2SpuNZOXglfgb/Xn2r2dJ/ONnJvzgIMNi4doNZy7bFWfvq6++YsSIEYSEhLB//37M5pPVWeNXjue3A7/xcJuHeajxMPZc2wm1sJDR3R7ji5fvPu0QmrwiG1/efD+9Dq3n6/BiFt1rZnjL4YxrP+4iXdW/c+Trr8l58y3WhtiZcr8Hk6+bzE0Nbqp028PZh+k3tx8AC29dSKR3JIWFhYSHh/OQwcA9fv5Yrr+eyE8+rnR/IYQok5WVxT9XtCPK3Z3XBulYH9iWVfd/TaDF47yO99feE3z26QheWLiHPR42nszXZsoSQpxUWFhIYmIi9evXP+e+SEJcaKtXr6Zz587s27ev1s+OW9XP2tnmiqSSSwhRK6iqiq105o/CelpJc6hnKP5Gf0AbrphZOlzRVFBQM0HWUcXFxS5VXOUTXKqqOmdW7GjtSO6ff6IWFnLMMwB9TOMqe8R4ehjI8tbu/gTna/Og1KZKrozSfhXpAVovm3BL+Gm3jfSOpFOYNrPP7D2zAe1u2/Dhw/khMxOA3OXLKT4iw4SEEFWLW7aMKHd37ArERygEuTU77wQXQKiPkVSjHwBBdh1Hjx7lErsHLoQQopy5c+eydOlSDhw4wLJly3jwwQfp1KlTrU9wVRdJcgkhaoWkpCSsxSUA5DbQElstAlo41weaAp3DFY12O46iooseY1317bffcuDAAUJCQhg5cqTLuv1Z+0krTMND70HroNZkL14MnHmoYhlbkNaUPqSo9iW58g9qs3imB2l/SkM9q77esgb0c/fNpciuvT4feughDpSUsDovD1SVzBk/XMCIhRB1weFF2u/ZA8EKBR4K14R3+FfHs/qYSHPXZmb0s+koKSggKyvrX8cphBDiwsjJyWH06NE0bdqUYcOG0aFDB+bPl0mMykiSSwhRK8TFxdG4tOl8QqCW7CrrxwVaT648IxTrtLvP9tTUix9kHVS+iuuZZ55xqeICnFVcbYPbYii2k7tCm0a4qlkVy9OHattYS7QqvNrUeN5e2pQ11QcMOgNBpqAqt+8S0YUQcwiZRZksOaD1LWvQoAF9+/ZlemkfuczZP+IoLLywgQshajXHtm0A7IoC1W6iX5O2/+p4Fg8DxUYrttJPBUEG6cslhBCXsnvvvZc9e/ZQWFjIkSNHmDp1qrM3lpAklxCilojbuJFGHu4AbDBrsyc29z85JW2gKRAUhYzSHIztxImLHmNd9M0333Dw4EGsVmuFKi6A9cla77OrrFeRu2oVakEBx01+FDaIoXnomfsqGiMiAAi2OVBUleS85FozTMZQmphK9VEI9QxFr9NXvb3OwO2NbwcqNqBfmZdLkt2OPSuL7AULL1zQQohaz5qeBsDOKAVHQT2ubhD4r4/pbwom3Uv7OshgkBkWhRBC1FqS5BJC1AqJa9fiqdNj1+mI80gCoHnAySRXWRVNVmlfrhJJcv1rp1ZxmUwml/UO1eGs5Opg7XByVsXw1vRpGXpW09n7RIVjR8FDVfHOg2JHMVlFl/4wGdVux1za+y3V+/QzK55qYMxADIqBzSc2E58eD0CfPn2IqlePaaUfXNOnfV9rEn1CiIvr8PbtRJcm1HdHKISbmmN0qzrBfjaslhAySlsohri7SSWXEEKIWkuSXEKIWiFv1y4ACkIDsOsVwi3h+Bp9neuDzFqSK9NbS6xkl/ZLEudv6tSpHDp0iNDQUB588MEK6/dm7CWrKAuzwUwzr0bkLF8OlA1VPHM/LoDQQC/STVrFl/8xOwDJ+cnVdAUXji01FT1gQyXdAmGeZ5fkCjIH0T2qO3Cymkuv1/PQQw8xJzOTYqBo5y4KNm++MIELIWq1+LnzADgYqJBrVrg2vGO1HDfSO5j00ptEVk93SXIJIYSotSTJJYS45J04cQK/7BwA8uppTefLV3EBeLp5YjaYnc3ncw5LkuvfKC4u5tVXXwUqr+ICWJu0FoB2Ie0o/ns9al4eJ0w+ZEQ14opI37M6T7iviRSTNquXf5INqB19uUpKPwCmeqioOuWsK7kABjcZDMCv+38lryQPgPvvv58Cg4FfszIByJg2vXoDFkLUCTn//AOU9uNyuHFr8+pJcoX5epLuqfW9DPV0l+GKQgghai1JcgkhLnmbNm0iprTp/MFgbVn5mRXLBJmDyPTU7kQXHEu6aPHVRbGxsVVWccHJflwdrR3JKZ1VcXVoa3q1DEOnO/NQRYAwXxMpZi3JFZCqDdGrDTMsFhzSkqippUnVcEv4We/b0dqRet71yLfls2D/AgCCgoIYNGgQ00r7fGUvXix95YQQFVhKf/fsjFLQFUfTOrx6Gg2H+hhJM2s3M0I8ZLiiEEKI2kuSXEKIS56W5NKazm/x0pIAp1ZygdZ8vqynSElKykWLr64pKipyVnE9++yzGI3GCtvYHDY2HN8AQMfAK8j54w9A68fV90yzKsZ9Bx91hLQEgr08SPHUqvOCsrU/Scl5l/5wxfR4rZ9Wqp+WzAv1PLvhmQCKojCoySAAZsbPdPbfGjVqFLuKithSWAglJWTMnl3NUQsharOSjAzCiosB2BWpEGVucdY3FM7E6mMk3ah1ng/Sy+yKQghXdoeD5KwCCkvsNR2KEGckSS4hxCVvy4YN1HfXKrniLFpz7sqSXEGmIDJLk1yUVsSIcxcbG8vhw4cJCwvjgQceqHSb3em7yS3Jxcvdi8jdmThyckgzenMsohEd6/uf/uA5x+G3pyE1HnbOx6DXUeiv9VMLzteaJ9eGSq7s/fsBSA/S/oyGW8I5lJbPyO82sPFg+hn3v6XhLXjoPdiTsYctJ7YAcPXVV9O2bVu+T9f2z5wxE7Wk5AJdgRCittm/YAE6ReGon44si0LniPMYqmgvge1zINf1RlCoj4nU0j6XwehluKIQwkVaXjEpOUWkZBfVdChCnJEkuYQQl7yUzZtxUxRsRnfSvCHSKxIfD58K2wWaAp3DFfW5ORc7zDrhbKq4AOesiu1D2pO7dCkAq0Nb0qN5KAZ9FX9aVr4BpX2oSNcSRYRoVVAhRdp+tSHJVVT6ATDNR8GgGAgyBzFj/SEW7zjO6GmbyCmsOjnl4+FDn3p9AK2aC7QKr1GjRrEkJ5sMVcWWkkLO779f2AsRQtQax5Zpvw92Rauoqo47WnU+94Ms+S/8eD8sfdFlsdXHSLqHNvQxwKYjKSkJh8Pxr2MWQtQsu93Otddey2233eayPCsri8jISJ5//nnnsjlz5nD99dfj5+eHyWSiSZMm3H///WzatIn8Iq2C64dp36IoivNhsVho3749P/30k8vxu3Xr5tzGaDTSuHFjJk+eLLNHi4tCklxCiEtaVlYWHse1pEduhD8oSqVVXFDak6u0kstYUCh/SM/D119/zZEjRwgPD2fEiBGn3W5dkpbkuirwSnJKP3hpsypWMVQxdS9snHry+4wDALiHa03brSUqqCrJuZf+cEUlVasoTPWGEM8QDDoDB9PyAUjOLuTtxfFnPEZZA/rFBxaTUahVHt59992YvL35IU07fsb30y5E+EKIWkjZuROAnZEKbrZIGgZWUTVbmQOrYO2n2tfJ211WeRsNZJtDAPC0K3g4VE5IX0Ahaj29Xs/UqVNZtGgR06adfE/xyCOP4O/vz4QJEwB4+umnGTx4MG3btuXnn38mPj6e6dOn06BBA5599lnyi7Ukl92h4u3tTVJSEklJSWzatInevXszaNAg4uNd3/s88MADJCUlER8fz7PPPsuLL77IZ599dkGvt7h0SPel5FKMqa6TJJcQ4pK2efNmGpc2nU8KdQMqbzoP2nDFLLP2tV5VsWdmXowQ64yioiJee+01oOoqrhJHCXEpcQBcecyIIyuLTHdPDoY1plOjwNOf4PeJoNrBN1r7vrSSyysqEgCzQ8WzUJtd8VJPUBpztErBEz4nZ1Y8mJ7nXP/tPwfZdKjqIbMtA1vSzL8ZJY4S5u2bB4CnpyfDhg1jVlYmdiB/wwYK48+cMBNC1G323DwCs7MB2BWlUM/S8twOUJQL80ef/D4jEcr9nlUUBZNXGPla+0uCDQYZsihEHdG4cWNef/11HnnkEZKSkpg/fz4zZszg22+/xd3dnX/++Yc333yTd955h3feeYfrrruOqKgo2rdvzwsvvMC8X37FVlrZaXeoKIqC1WrFarUSExPDK6+8gk6nY+vWrS7nNZvNWK1WoqOjue+++2jdujVLS6v/QXvf+eSTTxIeHo6npydXXXUVK1ascDnGF198QWRkJGazmVtvvZV33nkHX19f5/qXXnqJtm3b8uWXX1K/fn3ne9fMzExGjBhBUFAQ3t7eXH/99WzZssW535YtW+jevTteXl54e3vTvn17NmzQes0ePHiQm2++GT8/Pzw9PWnRogULFy507rty5Uo6duyIh4cHoaGhPPPMM9hsNuf6bt26MWbMGMaNG0dgYCC9e/f+d/+B4pxJkksIcUmLi4ujUWmSa4evlkSoqpLLZlDIdtfeuNtTUy9OkHXEV199dVZVXDtSd1BgK8DPww/vNTsAWB3Wiq7NrRjd9JXvdHgd7PoFFB0M+ERbln0USgqwBvuQ4aGV4AVlQaGjkJySS3e4qT03D2Ppm5k0bwjzDENVVWclV9tIX1QVnv1pGyX20w/3URTFWc01e89sHKq27cMPP0yKzcbS0kRaxrTpF/JyhBC1QM76deiB49460rwVros8x35cy17Sqme9IwAFinMhz7VSy2oOJl3rPU+ImzSfF6IqqqriyM+vkcf53Ah85JFHaNOmDf/5z3948MEHefHFF2nTpg0AP/zwAxaLhVGjRlW6b0HJ6d/L2O12vvnmGwDatWt32ufqr7/+Yvfu3bi7uzuXjxkzhr///psZM2awdetW7rjjDvr06cPevXsBWL16NQ899BCPPvoomzdvpmfPns6WGuXt27ePOXPm8NNPP7F582YA7rjjDlJSUvjtt9/YuHEj7dq144YbbiC9tO/pkCFDiIiIYP369WzcuJFnnnkGNzftZvro0aMpKirizz//ZNu2bbzxxhtYLNr71KNHj9KvXz86dOjAli1b+PTTT/nqq6945ZVXXGL65ptvcHd3Z/Xq1Re8ek1UZKjpAIQQoipxcXHcW9p0fpt3FqDQLKBZpdsGmbQG5pkWBe90sJ04gUdMzMUKtVYrLCx0VnE999xzeJQmFiuzNmktAB2C2pFbbqjiAy1OM1RRVbU+MABth0B0J/DwhqJsyDhIqI8fKSY//Ipy8T9u54DVwPG843i7e1ffBVYjW3ISADl6lQIPhXBLOFkFJeQUaomvj4e048YP/mJ3cg5f/pXIw90anvZYfev3ZcqGKRzOOcw/x/7h2vBradq0Kddffz3T/v6bPl5eZP3yC8FPPI7ep2IfOiHE5eHQokW4ofXjArij5XVnv3Pin7D+C+3r/h/Bz49A1mFITwRLsHOzCK9QMiwKEWkqIWY3SXIJUQW1oID4du1r5NxN4jaimM3ntI+iKHz66ac0a9aMVq1a8cwzzzjX7dmzhwYNGmAwnEwNvPPOO7z4ota7TwWWrNuBl7f2PiQrK8uZ9CkoKMDNzY3//e9/NGzo+n7nk08+4csvv6S4uJiSkhKMRiNjx44F4NChQ8TGxnLo0CHCwrSK+CeffJJFixYRGxvLa6+9xocffkjfvn158sknAa0ibc2aNfz6668u5ykuLubbb78lKEj7HLBq1SrWrVtHSkqK8/3s22+/zbx58/jxxx958MEHOXToEE899RRNmzYFIKbc54VDhw4xcOBAWrVqBUCDBg1crikyMpKPPvoIRVFo2rQpx44d4+mnn+bFF19Ep9M5j/fmm2+e0/+RqD5SySWEuKTt3LiRiNK7PoeCINo7+rTJj0CTNlQu01trPm+TSq6z9tVXX3H06FEiIyMZPnx4lduuT14PQLf0EOzp6WS5m4m3xtCtSVDlO8QvhMP/gMEE3Z8DRQH/+tq69P2E+ZpIMfsB4H9c6/lwKTefLy4dwnPCU/uwGWoJdVZxhXh7EO5r4vl+WiL2/d/3cDAtr/IDAWY3Mzc3vBk42YAeYNSoUWwsKCDBZkMtKCBz7twLci1CiNohf732e3dnlIK7I4xIn9P8vj1VUc7JYYpX3g8Nu4NfPe37ssk/SkX6+ZBu0apxQy0eMlzxMrRkyRI+/fTTmg5DXCBff/01ZrOZxMREjhw5UuW2999/P5s3b+bzzz8nPy8PVQWldJ3Fy4vNmzezefNmNm3axGuvvcZDDz3EL7/84nKMIUOGsHnzZlavXk3fvn15/vnnufbaawHYtm0bdrudxo0bY7FYnI+VK1eSkJAAQHx8PB07ulatnvo9QHR0tDPBBdpQxNzcXAICAlyOnZiY6Dz2448/zogRI+jRowevv/66cznA2LFjeeWVV+jUqRMTJkxwGYa5a9currnmGhRFcS7r1KkTubm5Ls9p+/Y1kwAVGqnkEkJcsvLz83EcPAiRURT6mskzFdPFv/KhigDe7t6469zJ9CwAoCApCal9OTuxsbGA1ni0qiquInsRm09sBqDx5jQcwJrQVnRuasXTo5I/KXabNkwG4JpR4K3drcO/ASRtgfT9hEf1dCa5gtK0xNHxvEs3yZVV+kYo1Ud7gxNuCefgcS3JFe3vCcDt7SP4Ke4of+9P44V52/n2/o4ub4jKG9RkENN3T2fFkRUk5yVj9bRyyy23EBYWxrepJ5hoDSVj+g/433svik7uTQlxuXEUFmJJ0ibk2BWp0OBc+nEtfREyD4FvFPScpC3zrw8H/tL6cpVj9TFywGwEcgkxSiXX5UZVVYYMGUJqaipdunShRYvK+58KjWIy0SRuY42d+1ytWbOGd999lyVLlvDKK68wfPhwli1bhqIoxMTEsGrVKkpKSpxD9nx9ffH19eXQocPOY5S9z9PpdDRq1Mi5vHXr1ixZsoQ33niDm2++2bncx8fHud2sWbNo1KgRV199NT169CA3Nxe9Xs/GjRvR611bXZRViZ0tT09Pl+9zc3MJDQ2t0N+r7LpA6+V19913s2DBAn777TcmTJjAjBkzuPXWWxkxYgS9e/dmwYIFLFmyhMmTJzNlyhQeeeSR845JXFzyblkIccnaunUrjUr/2J4I1f6gtwg8/ZsuRVEINAc6Z1jMOXjogsdYF5SUlLBt2zYA+vbtW+W2W09spcheRJBHAMrKf4DSWRVPN1Rx03eQugdM/tDp0ZPL/UoruTIS8TYZyPDSpq4PytX+LF3KlVwZe7ReEekBWqxhljAOlVZrRfprwwcUReG121rhbtDx195U5m8+/YfFhr4NuTLkShyqgzl75wDg5ubGgw8+yK/Z2eQrCiWHDpG3atWFvCwhxCWqYPMW9KpKmqee477QNfqqs9sxYTls+Fr7uv/H4FHacMu/dOhNumuSK9THSLpJ+wMa4uYmlVyXmdTUVFJLK+C3b99+hq2FoijozOYaeZzuptnp5OfnM2zYMB5++GG6d+/OV199xbp165y9ou666y5yc3P55JNPKuxbZNP6cbnpFczupTczK2kJptfrKSgoOG0MFouFRx99lCeffBJVVbniiiuw2+2kpKTQqFEjl4fVqr2nbNKkCetLq1jLnPp9Zdq1a0dycjIGg6HCsQMDT06Q1LhxYx577DGWLFnCbbfd5rzhCxAZGclDDz3ETz/9xBNPPMEXX2hDvps1a8bff//t0hdt9erVeHl5ERERccbYxMUhSS4hxCUrLi7OObPiHv8i4PRN58sEmYLI9NT++BckJV3YAOuI+Ph4iouL8fb2pl69elVuuy55HQA35TbCnppGjpuJHSEx9GgWUnHj4jxYMVn7uuvTYCxXV+f8kLUfRVFwBGtvaILzL/0kV/6hgwCk+SroFB3B5mDncMXogJM9MuoHejL2eu0O5qRfd5KRd/oppMsa0M/ZM4cSRwmgTb1drNMxKy0NgPRyU38LIS4fmWtWA7Ar2gGKwoCmZ9GPqzBb670F0OEBqN/l5Dq/k8PFy7N6m0g1ae0AgnR6qeS6zOzZs8f59e7du2swElHdnn32WVRV5fXXXwegXr16vP3224wfP54DBw5wzTXX8MQTT/DEE0/w+OOPs2rVKg4ePMg///zD119/haIoeBrdcDdo768dqkpycjLJyckkJibyv//9j8WLF9O/f/8q4xg5ciR79uxhzpw5NG7cmCFDhnDvvffy008/kZiYyLp165g8eTILFiwAtGb5Cxcu5J133mHv3r18/vnn/Pbbb2dM8vXo0YNrrrmGAQMGsGTJEg4cOMCaNWt4/vnn2bBhAwUFBYwZM4YVK1Zw8OBBVq9ezfr162nWTGs1MW7cOBYvXkxiYiJxcXEsX77cuW7UqFEcPnyYRx55hN27dzN//nwmTJjA448/7uzHJWqe/E8IIS5ZcXFxNCptOr/bV0siNPOvvOl8mWBzMBmllVy2lJQLGl9dUTalcuvWrc/4B3pdkpbk6rhb6531d2gLOsYE42N2q7jx3x9D7nGt/8uV97uuK5fkAtCHhgIQUqS9cbmUhyvak7XYTvhAiDkEN50bh9IrJrkAHuzSkMYhFtLzinlt4a7THvOGqBvwN/pzouAEKw6vACAsLIxbb72VGZkZAOT9+RfFBw9W/wUJIS5pqSv/BLR+XB4EEuEdeuadlrygNZf3qwc9XnJdV/b7N6NiJVeahy8AQQ5Jcl1uyie5du06/d8rUbusXLmSjz/+mNjYWMzlmtWPHDmSa6+9luHDh6OqKm+//TbTp09n06ZN3HTTTcTExHDHHXdQYrPz7fwlhAT44abX3iPm5mQTGhpKaGgozZo1Y8qUKUyaNInnn3++ylj8/f259957eemll3A4HMTGxnLvvffyxBNP0KRJEwYMGMD69euJiooCtF5Xn332Ge+88w5t2rRh0aJFPPbYYxiNxirPoygKCxcupEuXLtx33300btyYO++8k4MHDxISEoJeryctLY17772Xxo0bM2jQIPr27cvEiRMBbcbI0aNH06xZM/r06UPjxo2dVW7h4eEsXLiQdevW0aZNGx566CGGDx/OCy+8cN7/R6L6SU8uIcQlK27jRu4rreQ6FKRQz7seFnfXcfo2u4MR327A4mHgw7uuINAUyNbSYfBqZuZFjrh2KktylU0lfToFtgK2pm5FUVUC1+5FRRuqOKBlJUMVc0/A6ve1r6//LxjcXdeXNZ7PPAz2EsxRWom3j13Fo1glKffSrcIzlCadUr0Vwixaj7GyJFeUv2uSy92g47VbW3H7Z38ze+MRbm0XzrUNAzmVm96N22Ju48ttXzIzfiY9o3sC2h3DH3/8kdUFBXQymcj4YQYhzzx9IS9PCHEJUYuL0e/bB2j9uBp6tTrzTvuWQdw32tf9PwGPU/rblP3+zU+Dwixnla2v2Y1Mozbbon+JQuqJExQVFVXZp1HUHXv37nV+LZVcdUfXrl2x2WyVrlu8eLHL94MGDWLQoEHO71VVZVdyDja7A7O7Ab1Oof+gu7ntziG0CKu6621l/bAA5xBJ0Hp7TZw40ZlcqswDDzzAAw884PJ9+X5gL730Ei+99FKF/by8vPjggw/44IMPKj3uDz/8cNpzfvjhh6ddB9pzum7dutOuP921i4tHKrmEEJekoqIiju3ejb/BgKrAkcDKhypuPJjBivgT/Lo1iewCmzZc0aJVAxlyci522LXS2Sa5NqVswuawcXV6AOqJNPIMRjYHN6ZX80qSXH++CcW5EHYFtLit4nqLVZttUbVD5iGCQgLINWh35oKyIDkv+V9f14Wg2u2Y87WeE6neEOYZRmGJneTsQgCiAyo2Gr2ynj9DrtLuSj4/dzuFJfZKj31749tRUFibtJYDWQcA6NatG02bNuW7NK1PSuZPP+HIz6/uyxJCXKIKtm9Hb7eTZdJzNAC617v6DDtkwvzSYYpXPQT1OlXcxsMLzKXJ9nJ9uRRFQfGNwAG4qQp+ej3JyZfm7+KalpZbRE5hSU2HUa3KV3LFx8fjcDhqMBpxKSixO7DZHSgomNz0zkouu0PFfpFeH2+//TZbtmxh3759fPjhh3zzzTcMHTr0opxb1F6S5BLiMrFv3z4iIiIYO3ZsTYdyVnbs2EGD0qFzWUFmStwUWgRUbDq/PP6E8+uk7AICTYFkluYZ3IuLcRQVXZR4a7PNmzcDZ05ylQ1V7JOo9Wz5x9qcKxoEE+R1yl3+tISTzY57ToLKhkDqdCerCdITCfM1cdzsD0BQlkq+PZ+8krzzu6ALyHbiBHrAjkqGRWs6fyQjH1UFLw8DfpUN2wTG92lKkJcHial5fLJ8X6XbhFvCuS5C67Uza88sQPvQOWrUKP7KyyMZcGRnk/Xrrxfi0oQQl6D89RsA2BWpgqLQq8EZklyLn4ecY9qQxBtePP12pxmy6O8VSnbp39AQg0GGLFYit8hGt7dX0P+j1S7Np2u78pVchYWFHDokk/dc7vKLtZtyRncdOp2CvvQBUGK/OK/9devW0bNnT1q1asVnn33GBx98wIgRIy7KuUXtJUkuIS4TEyZM4OjRo3z++efk1IIKp7i4OGJKh0gcCNTuFlU2s+KK+JN9t5KzCgkyB5FnhBKd9sfXXjpTkKhccnIyKSkp6HQ6Wraselr69cnrQVVptFlLLK4Kb03vyoYq/j4JHDZo1NO12fGpyjU/DvM1kWL2AyAgVfv/vhSbz5cc04ZRpppUVJ1CuCXc2XQ+0v/0Mx75mNyYeIv2+v10ZQJ7j1f+M1jWgH7+vvkU2rTqsHvvvReT2cw3KdrzkTFtep36YCWEOL3M1dqsqjujwR1v6vvUP/3Ge5bA5u8BRRum6F7FFPblbjKUF+FlJb10dGOwu8ywWJkDqXnkFNrYn5pHau7pJxSpTRwOhzPJZbFoLwAZsijKklzOWRXBWc1VbL84lVyzZs0iJSWFgoICduzYwUMPPXRRzitqN0lyCXEZ2L17t3PseXFxMYsWLarhiM4sLi6OmNKm83v9ilBQKjSdP5pZwO7kk8mC5KxCgkxBoChkmrVkg02SXFUqG6oYExPj0pD0VLnFuexI20HDJHA7kUW+wYO44Cb0OTXJdWQD7JwHKNDz9D0WgJMfsjISCS+X5PJPKU1yXYLN5wsOa3e2U72011eoJdSZ5GrpUwhLX4Rjmyvdt29LKzc0DabErvLsT9twOComqjqFdSLMM4zs4mwWH9B6Zfj4+HDPPfcwNyuLEkWhKD6ego0bL8DVCSEuJarNRtGWrYDWjyvGp9XpZxUryIBfSiu1rxkN0ddUffDTzLAY5RNEukX7eBDq5S6VXJVIyip0fr3/RG4NRlJ9jh07RkFBAQaDge7duwOS5BInk1ye7nrnMvfSJFeJTYazikuXJLmEuAxMmjQJVVUxGLQ7MfPmzavZgM5C+UquQ8EK9X3qY3ZzTcKUr+ICSM4uJNCk9RnJ0EbUYTtxAnF6Z9uPKy4lDrtqp9d+7Q7vupBmNI0OJNzXdHIjVdWSPABt74aQipV3LsrNsBji40GKyReAIK2v+yVZyZUeHw9AWoD2QTPcM9zZdP7mkt+0Zvtf9YK47yrsqygKkwa0xOyuZ8PBDGasP1xhG71Ozx1N7gBgVvws5/JRo0aR7XAwPytTi2PatGq9LiHEpadw1y50RUXkeug4FAzdo6sYqrjoWchJgoBGcP1ZzPLlHK54wGVxmK+JdE9topAQT0lyVSY5q8D59f7US29Y/fko68fVoEEDWrXSJjeQJFflLpdKaodDpaC0h6ipXJKrrJLrYg1XFJef6vgZkySXEHXcrl27mDFjBgDvv6/NdrdgwQKKiy/dEnubzcbWLVtoVG5mxUr7ce3WEljeRi15l5xViJ/RDz16sjylkutslCW52rZtW+V265LWgarSYZc2Q8+qsNb0bnFKFdeexXBwNRiM0P25M5/c/2QlgYdBT2GANqtXUK72p+lSrOTK3q9VPaT5KigoWD2tJ2dWtJcmrexF8PMY+PUxsLn+nIX7mniiVxMAJv+2i5TsQk51a6NbMegMbE3dyq40bRr3Nm3a0KlTJ6alpwOQs3QZJccvvedHCFF9yvpx7Y5QUBWF66I6Vr5h/G+w5QdQdDDgU3AzVb5deacZrmj1MZFm1va3eshwxcokZRVqN3WoO5VcZUMVY2JiaNq0KSBJrlO5uWk9N/Mvk8lfCkrs2g1ync5ZvQXgZijrySWVXOLCKPsZK/uZOx+GM29y0uTJk/npp5/YvXs3JpOJa6+9ljfeeIMmTZo4tyksLOSJJ55gxowZFBUV0bt3bz755BNCQkLOO0ghxPkrq+IaMGAADz30EJMmTeL48eOsXLmSnj171nR4lYqPjyfQbses02Ez6DjuV3FmxSKbndX7tATWbe0imLrmAElZhegUHX4efmRatARAcUpKheOLk862kmtd8jrqHwdLah6Fenc2hDTl5fJDFe02WDZB+/qqh8An4swnL19J4LCDNQyA4NKb5JdiJVfx0WOYgRM+CsHmYNz0bhxM0+7kBxaWNumN6QV7l2rN95O3w6BvwTvUeYxh19Zj3qajbDuaxcRfd/Lx3e1czhFgCqBnVE9+O/AbM+Nn8tK1LwFaNdeQIUPYarfRGsicOYugsY9chKsWQtSE/PXrAdgZraJXjTTxa1LJRunwy6Pa19eMgcjTJMJOVTZcMfsolBSCmza7baiPkXSjF5BBsMHAUqnkqiAlLZePlr/LCbMvq5o+U9PhVIuySq7GjRtLkus09Ho9vr6+pJS+rzSbT9+Hsy7IyitGtRXj4WGgqPwkTjZteUGhncJCqZcR1UdVVfLz80lJScHX1xe9Xn/mnU7jnJJcK1euZPTo0XTo0AGbzcZzzz1Hr1692LlzJ56eWnPLxx57jAULFjB79mx8fHwYM2YMt912G6tXrz7vIIUQ52fnzp3MnDkT0BrP63Q6+vfvz//+9z/mzZt3ySa54uLiaFxaxXUsSIdDV7Hp/Nr96RSU2Anx9qBbkyCmrjnA8dKqmBBLCBmeKYBK3uEjFzv8WqOwsND5JraqJFdWURa703dz527trt36kKZEh/vTIMhycqMt0+HEbjD5QefHzi4A7wjQuYG9GLKPYYzQklyBJWCwqZdkJRellYGp3trMig6HyuGMAhQcmHIPaNv0eR06jIA5D8CRdfC/rnDHN84eOXqdwuTbWtH/49Us2JrEwHbHub6p642gQU0G8duB31iYuJAnrnwCL3cvBg4cyLhx45h6/DjvhIWTMWsWgQ+NRHF3v5jPgBDiIlAdDnLXaTPa7opUaOzbCr2ukjf8vz0NucchsDF0f/7sT+AZCO5eUJwDmQchSEugWX2MpBl9AAhCZlesjO3AfhpmH6Nh9jFmHasb1eJllVyNGzQgJjoagOPHj5ORkYGfn19NhnZJsVq1m3spl8EN1LS8YgqK7RSZDBRnnqyoKbI5OJFThEGnYM8y1mCEoq7y9fV1/qydr3NKcp3arHrq1KkEBwezceNGunTpQlZWFl999RXTp0/n+uuvByA2NpZmzZrxzz//cPXVZ5j2WAhRrcqquG699VbncLQBAwbwv//9j/nz5/Phhx+i0116d2Hi4uJoVNp0PjHAjk5xq3AHe3lpP67uTYIJ9dGGVpQ1gw0yB5FZmn8pTEq6SFHXPjt37sRutxMQEEBYWNhpt9uQvAFVdXDdHgNQwqqw1vQpP1SxOB+Wv6Z9fd2TUNpb64z0BvCNgvQESN+Pf2gwhXo3jPYSArPhWM6l9+HKWDozaaq3QhtLGMnZhRTbHETp0tHZCrWknW80BDSEB5fDzHsgZSd8cxP0ngwdHwBFoWW4D/d3qscXfyXy33k7uOqxADw9Tv5Jbh/SnoY+DUnISuCXhF+4u9ndeHh4MGLECN6aPJksnQ6f1FSylyzF56Yba+rpEEJcIEV79kBeHgVuOhKt8FC9St5D7/oFts0qHab4mbMa66woCvjXg+Rt2pDF0iSXv9mdjNLeloE2nQxXrIQjudz7ikMHKbY5cDdceu+lzkVZJdfVy5aR8sMMmoaFs/vYUeLj4+XzWzmKohAaGkpwcDAlJSU1Hc4F9eznf3Mit4i372hD/aiTic7krAJG/7wWN52OhY9eh05Xd6vZxMXn5ub2ryq4ypxTkutUWVlZAPj7+wOwceNGSkpK6NGjh3Obpk2bEhUVxd9//13pL8mioiKXEsjs7Ox/E5IQotSOHTuYNUtrXD1hwgTn8uuvvx6LxcLRo0fZuHEjHTp0qKkQTysuLo7+5fpxNfBpUEnTea0fV/emwVh9tDf2WQUlFBTbCTIFUdofnRJpPH9amzdvBrQqrqpK7tclryPqBASmlVCkM7A+pCnPtDw5/I61n2oNj32jtCTOufBvoCW5MhIJ9YsixeRHVG4KQVkqiXnJ53FVF449NxejTetJluYNYZ5hzn5cHb3SoAitz42+9E9rQEMYvlTrz7VjLvz2FByLg5veBTcTj/VszMJtyRzNLODdpXt44aaTQ3IVReGOJnfw+rrXmRU/i7ua3oWiKIwcOZLXX3+d71KOMyYwiOwFCyTJJUQd5OzHFa5VM3cMvdJ1g7w0re8fQKdxENH+3E/iV780yXVyhkWdTqHER7vp4VuiUJibS05ODl5eXudzGXWOqqp4nTg5aUhYdjKH0vNpFGypYq9Lm81mY//+/RgVBY/4PdhVld7RUew+dpTdu3dLkqsSer2+Wj6IX6qSsgrYnJSPToE29YIwup9MGYS7uZOUa8eh2sm1KwSbpZpLXHrO+7aDw+Fg3LhxdOrUiZYtWwKQnJyMu7s7vr6+LtuGhISQnFz5h5XJkyfj4+PjfERGRp5vSAJYtD2JR37YRE5h3b67IM6srIrrtttucxmK5uHhQb9+/QCYO3duTYV3Wg6Hg02bNjmHKx4KqtiPKzE1j8TUPNz0Cp0aBeJtNGAunfklObuQIFMQmaWN58nIuKjx1ybn0o/r6tKhihtDmhIU4k+z0NIPPHlpsOo97evr/wsGj3MLotwMi+G+Ro6btbuFgdmQa8+lwFZQxc4Xl620KjDHoFLgoRBmCeNQmpbkamMuHbISEOO6k4cFbo+Fni9r1RZbfoCve0PmIczuBl65Vfv7+fXqRLYdyXLZ9ZaGt2AymEjISiAuJQ6A6OhobrrpJtaVNuUs2rfvQl2uEKIGlfXj2hXtQFH1tAxs6brBwich7wQENYNu59kXytkX0bX5vMkvkpLSz+9Bej1JUhHtlF1gI7psaDrQOPdwrW8+f/DgQUpKSmhs8XI21L/CRxuyKn25Lk+bDmUC0NTqjbkswWW3wabvccs/QbCXlthKyqw4eY4Ql4LzTnKNHj2a7du3O2dtO1/PPvssWVlZzsfhwxWnVBdnJzmrkMdnbeGXLcf4KU7Kyy9n27dvZ/bs2YBrFVeZAQMGADBv3ryLGNXZSUhIoDA3l+jSPkOHg5QKSa7lu7Whih3r+2PxMKAcXkdXT+13R1JWgTZcUWsTiCE397KZ7vlcnU2SK60gjX2Z+7h6t/YcrgprTZ+W1pOVX3++BUXZYG0NLW8/9yDKzbAY5msipSzJlaYl1VLyL52+F8WlvWlSS/N7YZYwDqZrTedj9KUfAgMbVdxRUaDTWPjPPDAHQNIW+LwrJCyne5NgbmodikOFZ+duxVZutiIvdy/61dcS0jPjZzqXjxo1iv2ls6OWHDmCo1DeZApRl6iqSl5ZkitKIdrUEA99uRsIO+bBjp9A0cOAT8795kKZcr9/ywv1CiWjtDAp2CAzLJaXlF1AcOHJfpGN8g6xPzWvBiP698r6cV0deXLCmHql75skyXV5ijuo3SBuF+17cuHGWJg/Gn6fRJivluQ6lnnp3IgUorzzSnKNGTOGX3/9leXLlxMRcfIXotVqpbi4mMzMTJftjx8/ftrmYR4eHnh7e7s8xPl5c9Fu8ovtAPydkFbD0YiaVFbFNXDgQFq3bl1hfb9+/XBzc2PXrl3Ex8fXQISnFxcXRwN3dwyKQr5RId0LWgS4Np0v34+L7CT45ibeLpyAGzaOl1ZyZZUmuXQOB/ZTficJ7UPU2SS51h9fT3iqSkQalOj0rLU2o0/ZrIrpibD+S+3rnpPgfPq7OSu5DrgkuQJStWTPpdR8PjtB+yCY5qcl+MIt4RwsreSKsJd+CDy1kqu8Bl3hwZUQ2hYK0uH722DVe7x4UzO8jQa2H81m6poDLrsMajIIgKUHl5JWoP1e79WrF77R0WTa7aCqFCcmIoSoO4r378eRkUGRXmFfKNzQ8LqTK3NPwILHta+vexzC21V+kLNRNsNiuuvvkGhfK+mlyXyrxV2az5eTlFWIX8HJyq2Q3NRaX8lV1o+rdWn7GQDvDO3vjSS5Lk+bDmcCcEXkyV5ctoSVABQd3kiYr9YL91iW3GQTl6Zz+kSiqipjxoxh7ty5/PHHH9SvX99lffv27XFzc+P33393LouPj+fQoUNcc8011ROxqFTcoQx+2nTyTtvaxDQcDqleuRxt27atyiouAB8fH7p37w7A/PnzL1psZyMuLo6Y0qbzB4JUdDo9TfxPNp3PK7Kxdn86oPXjYvevYC/GU80jXDlBUlYhgeZAbAaFHA/tZ8CeWjdmP6pOhw8fJjMzEzc3N5o3b37a7dYnrXdWccUFNcYrwJe2Eb7ayj9eBkcJNLweGnY/v0DKDVcMMLuRbtHeZAdlaYmk4/mXTpIrY6/2QSDVV4vN6ml19uQKKDykbRRYRZILwDcS7l8EbYeA6oBlEwhe9BD/7aXNZjVlyR6OZOQ7N28e0JxWga2wOWzM3acNL9bpdIwcOZKE0n6WRQn7K55HCFFrlfXj2hNmwK5XuLKsH5eqagmu/DQIaQldxv+7E5X9/s08pA1FKhXh40W6pzabWqiXJLnKS84qxCv3ZC9h35xCDh7PqmKPS19ZkivSePJjoTErF1+9noSEhDrfYF24KrY52HZUe023iz6Z5MqLXwGALWXfySSXVHKJS9Q5JblGjx7N999/z/Tp0/Hy8iI5OZnk5GQKCrQXuI+PD8OHD+fxxx9n+fLlbNy4kfvuu49rrrlGmhZeQA6HysSfdwBw2xXhmNz0ZOSXEH88p4YjEzVh0qRJANx+++20atXqtNtdqkMW4+LiiCntx3U4UKGhb0NMBpNz/ZqENIrtDqL8zTQI9NRmlyoVraRwPEur5ALItGjJCJskuSooq+Jq1qwZ7qVDQytTvh/XX+Ft6N3Cqs2kczQOts8BFOgx8fwD8Y3SjlGSh5J3AkewViUWnHvpJbnyDh4EINVHIcgUhIfeg4Np+ZgoxFRQOlyxqkquMm4m6P8x3DhFm41x5zxu3zSUWyIKKCix8+L8HS5DbMuquX7c8yN2h1at27dvXxJKhywW7ttbjVcphKhpJ/tx2UFVaBvUVlux4yfY9TPoDKXDFE//u/useIeB3l27WZF9xLnY6mMizaz9Hbaa3GW4YjkpKRmYirTfzyV60Dsg90DtbrVSNlwx4JSh71f4+GCz2UhISKiJsEQN2ZmUTbHNgZ/ZjXoBpZM+ZR/DB+1zpae+hHpmLdGblCVJLnFpOqck16effkpWVhbdunUjNDTU+Zg582SvkHfffZebbrqJgQMH0qVLF6xWKz/99FO1By5OmhN3hC1HsvDyMPBsv2ZcWU/LusuQxcvP1q1b+fHHH4HTV3GVueWWWwD4559/LpmmsqqqEhcXd7LpfLBSxVDFIJSCDDiwyrkuUkkhKasQf6M/CgoZXqVJLplhsYKzGap4PO84RYmJRJ8Am07PWmtz+rSwatUES1/UNmo9GEIrDok9awYP8CmdcCQjEbewcAACC0HnUEm+hGZYtCdrCbdUb60fV1Z+CVkFJdRXSmM0+oLZ//QHKE9RoMMIGLYALFaUE7t5N3scvQyb+GN3Cgu2nfyZ7FOvD97u3hzNPcrqY6sBaNGiBUmlw0NPxMVV2zUKIWqWqqrkOvtxQbDOisXdArkpsOBJbaPrnoTQqicMOSs6PfjV074uN2Qx1MdIukkb8x/sZpBKrnLyDmoJrVwjHA7UlllSjpKVX3urnfbs2YMO8MnQhl3uK+1IcF3p32MZsnh5KevHdUWUn7P/6rH1P7tsU1+vvRc/Ko3nxSXqnIcrVvYYNmyYcxuj0cjHH39Meno6eXl5/PTTT6ftxyX+vZzCEt5YpPVUGntDDEFeHlzTMACAv/dLkutyU1bFdccddzhnPT2d8PBwOnbsiKqq/PLLL1Vue7EcPnyY9PR0ZyXXoVOazquq6mw6371pMOxZDKrduT5aOU5ydiEGnQEvvZezL5fthFRynepsklxaFZd2x3pTUAxuvj50rO8P+5bBgb+0CoDrn//3wZRrfuwVbqVE0aP/P3vnHR5Hdbbve2a7tqn3LkuWe290m94JhARIgZBCCgmEJF8CIQ2SkHypv4QvPRBIICFUA6YZ415wkXuRZPUurbRFq+278/vjzMo2tnFVs/a+Li5gy8yZ3dXMmec87/MCKf2jK5NLq3bqdNjUzopqqeLMeGfF9HIhXp0KhQvgntVQsBBNqJ+/aH/B/doX+NHSPYM3TUatkRsn3AjAf6v/C4iSRVO5CLn31yY6LCZIcK4Qbmkh1t1NWJaozZVYlD9fLCy8/nWR5Zc9DS78xtnbYTyXy3mkyNVrEhm5mXJC5DqcSKsQuXrs0J4mzvfF3g7qHGMzlysYDNLU1ESuTocmEiOkhS0V4vZwqlVMohIi1/ginsc1uzB58LHmDUcaVrLDwt2ZKFdMMFo57e6KCUYHj793EIc3SGm6mTvPKwZgUakQud6v7yWayOUaN+zcuZMXX3wRSZKO6eJSFAXP8uWEGhsHHxttJYtVVVVYZJlcncgCaU0/MnS+uqufDncAo05mYWmayOMCsAghvVDqplMNwUwzpg12WIw4Ek6uD7Jjxw7gBKHznVtYWC1KFdflTufyyVloJQWWq7+v+V9Qyw3PkMM7LKaacZiSAcjwQKu79fjvG0aUaBSzWprvsEGu+VBnxelGtQPkyZQqHgtrNtz5Gsz7PAD3a1/iZ6Gf8ttlWwZfcmvFrQCsaV1Du1fccOafdx4AJpcLJRIhQYIEY594HtfBbB0hncRFpRfB7hfE9U7WwU1/PPMyxcM5RofFNIuBPqPa6VbRJsoVD8PaJRYVHDaJNlXkqhhopL5nbHZYrKurQ1EUptrtALSnQn2OeC4/IkriEyLX+OJwJ1ccfbdYGB0IiftKQ58wWPT0BwlGoiRIMNpIiFxjmAbHAE+sFytv37tuMnqt+Dqn5dmxGLR4AhH2d3hGcogJhpG4i+tjH/sYU6ZMOep599KltH31a7R+9auDj8VFrhUrVuDxjPxvpaqqiglq6LzDCsEkHRUpFYPPrzwgxKrzytIxKgHhKAJYcA8AhVIXPd4g4WhMbYEuJqD+9tFRjjla8Hq9gxkbHyZy1e9dT0kXRCWJjTlTRFfFnf+B7r1gtJ89N8Fg+HwDeclGupKSAchwKXT7us/OPs6QSE8PMhCVFJwWUa4Y76xYrlHLFdMnnP4OtHq49pdw0x+JaQxcqtnOp3ffxZ7tGwEosZewIHsBCgov1IiS5NmXX44vFkOjKISax3YmTIIECQSH8riEcD3bXABvqGWKF39bOLnOJoedf+NoZImgTSwepYck2tvbj8gJHM+kqJ9Ttx167WIRqMDbMWY7LMbzuObkCGWrPU2iNy8LgGSPjyRJTohc44huT4A2lx9JghkFyQA01NVQaROLfG81agCQHDUY1PvOLnfwmNtKkGAkSYhcY5gfv76PcFThkokZonRLRauRmZfI5RpX7Nixg5deeglJkvj+979/1POxUIjO//cbAIK1BwmqAkdlZSUVFRWEQiHeeuutYR3zsTg8j6slQ4TOG7XGweePKFU8uAIiAUgugknXA8LJpSgKPf1Bsq3Zg06uQGdC5Dqc3bt3oygKOTk5ZGRkHPM1bd42iquEeLMzowzFauf8IjOs/Il4wYXfOPn8qRNxWIfF3GQT3ep2MzzgiXoIRUNnZz9nQFgVSh1JoMgSeZY8mlWRKy+muhxO18l1ODPvQP7sOzh1WZTIXZQtvYnwLiFqxQPoX6p9iXA0zPwFC2hQw+fbNm06830nSJBgxPFsPpTHZQlbSV/+Iwi4IGcmXHD/2d/hYLli4xEPy2mi46spCrpIhL6+vrO/7zFGfyBMik8stvWbFfw6UVKe4emnvntsilzxzooTk8WEqS1Vpq5/Mr1W8Xyl0cCBAwcSIuc4oarZBcDELCsWgxaAdS/+mSSdhCesoZZiACRX06EOi4nw+QSjkITINUZZVd3NigPdaGWJ7103+ajnE7lc44u4i+vjH/84kycf/XtwPvccSschR0zPW6LMT5KkUVWyeHhnxeYMmJJ+yJHm9oXZ1iws1JdUZBwqVZx0/WCHPrMUJB0PHe4A6aZ0nBbxkkQm15GcVB5Xx2YWHIiXKs5kSWUmhm1/A08b2PJh/j1nb0Aph8plcuwmupLUMhmn2P9ocHMF1ByW3mThDsyx5KiZXAppgWbxovSzIHIB5M5Evmc170vTMBFA99Jn4Z3vsTjvQjJMGfQGelnRsgKz2YzLIn7kDevWnp19J0iQYMQId3SgtLcRlSSq8yTm6VOh5k2Rf3jTH0GjO/s7HSxXbBDZX/GHU/IZEJdjsrSJkkWALk+AZJ/oMNevi9IbCRIDjKEYXa2jp0nKqRB3cuUgrretdhvGQDqNWeJaN8loxO1209U1evIxEwwd25uPLlXs2ibm286kMqJ2IX4nBbrITRaL0IlcrgSjkYTINQYJR2M8+vo+AD5zfjFlGZajXrOoVLR82dLQRyQaG9bxJRheduzYwcsvv4wkSXzve9876vmod4D2x/8fAAdEoxy63zwUNB8XuZYtW0YoNHKOmY6ODjo6Og51VsyQmJx6SLBbe7CHaEyhPNNCgU0L1arzbNL1aoe+fECULHa6A2SYMnCp5YqogeEJBHGRa+bMmcd9zd49K5nQCTEJNuRM4fpyA6z9tXhyycOgMx73vadM/CYr4CLX4KfbJCZXab3ihqvLN/KT695qkT/hUEWuXLMIns/AhS4yAJJ8yJF2FrCn59B1/TP8KXKdeGDD79A9+3FuLr4aOBRAry0pBqB/3/6ztu8ECRKMDL6tIo+rPlNPwCBxaZ+Y63HJdyDr6AWss0JyoTh/hQdEB0eVIls2faqbJ9OgS4TPAx3uAJYBMU9yEsLTGaQnWTynNDWNyRzcuJMrtV8IFSk2L/+J/Y0GUbHI/HRxP5EoWRwfbFedXLPU0Pm2tjayQmIhL2X6FeizJgJgUfopsAoZocOd6LCYYPSRELnGIE9taKSuZ4B0i56vXnps58DkXBs2o5b+YIS97SOftZRg6PjRj34EwG233XZMF1f7E39G6x6gIwVe+FQxMcB0sI1whyi/WrBgAVlZWXg8HlatWjWMIz+S7du3A1CZlASIcsXDnVzxPK7FlZmis1/QDeZMyJ8vXqC2QS+Uuun0qCKXWq6o8fuJjaCAN9o4kZNLURSk1e8DsDszl4DZziXd/xSfedZUmP6xszsgvXmweUCStxl/qiihzPQIQWk0dFjsrxOhzA67aGogoaPd7adMVkthkwuF2HoWuX5WIRtK7+PLoa8RkIzQsJqPbnwKGYktnVuod9WTPXcuALrEKnuCBGOegXipYpEog5vjdUHubDjvvqHbqdYg3LlwRIfFguR0nGZxm5BrMyRELqCzx02SXwhZHf4wvU0h2lLFdSrb3Umbc+w5Wmpra0nRaDD5w8SAYrOLSdF+mjNFqdoks1jQGusiVyymEAgnAtI/jHA0xq42FwCzVSfXyy+/zMJ8kcNlm7SY9MKJeIIKsgSVRrGA3JZwciUYhSRErjGGwxvk/60Q1uJvXTkRm/ED1nXHQdj5HBoU5pckShbPdbZv384rr7xyXBdXxOnE+cSTAKy6OpeffOSP1Khz2Y43lwIgyzI33ngjMLIli1VVVaRrNFgR7qGuTO1g6HwsprC6Rs3jmph5qFSx8lqQ1dPY4SKX2096UjoDRgjLYkIadSRKFgFisRi7du0Cji9yNfc3M3WXEMfXZs/l5pIoum1/E09e9iOQNWd/YIeFH8vZIgA3wweSoowKJ1ewTXR5dNgkci25tDr9KApUatUSlbORx/UBJEniJzdN5T3NedwQ+BH9SYVkO1u42CcmlP+t+S+Tr7wSgOxoFI/bfdbHkCBBguHDuUksLuwvhMxIhDxFq5Ypaod2x6nF4t+HdVjMTTbRaxFdHLPM+kS5IuBuEGXrPj10OILYTBNpF1Ntyr3N1DnGVi6X1+ulvb2dUr34nh12KCGMBESTxdwqJxBGJ0ljXuT6+dsHmPqDt9nTlrhOHo8DHf0EwjFsRi2l6WKVePnS5yhPU+d8eXMoLCqirk9UCJXKYl7ekRC5EoxCEiLXGONX71TTH4gwNc/GR+cUHPnkzv/Any6Al78Ae15gYakIb06Ez5+7xF1ct99+O5MmTTrq+X2/eRRdIEJ9Ftz8hV9QbC+mZbaoWex845XB18VLFpcuXUosNjLlrYeHznekQHF6BXqNmHjtbnPj8IawGLTMLbLDgWXiTZOuO7QBVeQqkrvo9ATJMGWAJOEyi1XWSE/PsB3LaKa+vp6BgQGMRiPl5ccWZqp2vUNFO8SADTkz+VLs3xANQcnFMOHSoRnYYbkwSfm5RJHQx8A2MDrKFSWHOI86bKKzYjx0frpJ/V2drTyuD1CQmsTXL6ugRingGv8jhEqv4ONqJ9RXDzxH2tRywopCkiyzdRQ0j0iQIMHpEenpQW5pJgYcyJeYEwgiLfkuZFYO/c6P0WEx226kzySCpbONiXJFgHCTaNrjsEPYZ2ZK2Wx61OiikoFm6nsGRnB0p87BgwcBmJYq7hda0yRKQsJFWG7w0G8EjQLlev2YFrkUReG9NXu4oGkbqw6M/HxitFJ1WB6XLEt0d3cTaxbCe8hewi5vC9/r/B7/tQgBLFcRTvZ2V6JcMcHoIyFyjSH2tLn5zxaxivTD66egkdW8oUgQXv86vHwPRFQ1fcczg+HzWxr7CCdyuc45qqqqWLp0KbIsH9PF5WttgZfETW/rJy5mZvZsALKvEq4t874mImpW1ZIlS7BYLLS3t7NVzQQZboTIJWzxzZkSk9MOlV6urBarRReWp6Nr3wbeLjDYofiiQxtQRZKCuJPLJHIkXPHw+YSTCxAZbgBTp05Fqz22O8D1jvjd7M9OocDcR2Gb6py7/EcgSUMzsEGRq57sVAt9JhsAGW7o6B/57piGfhE2HHdyNfWKm5lyTdzJNWHI9n33BSVMyrHR4tfzbd13WDT/fgrCYfqVCG8vvw+neiNa+97KIRtDggQJhhbftm0AdKVLDJgkpkgpsOje4dn5YIfFQyJXjt1Ir0mEcmVqEsHzAKY2IfT02CWs2mymTJ6C3yREoez+Pup7xpaTK57HNSNbzJfa06A4Io5nWthPQ/ah8PmxLHLVOwb4xIZ/8+1tzxJe9d5ID2fUcih0PhkQ1R3z84RUoC85j2f2P0N/pJ+taha0baARSHRXTDA6SYhcYwRFUfjRa3tRFLhxZi5zi8WqC84meOJK2PoEIMG8z4vH61czKamf5CQdvlCUXa0Je+65xuEursrKo1d63//pA+giCjXFOj7+6Z8NPr544W00ZUrIMWh562UADAYD11xzDTAyJYt9fX00NTVRbhDOreaj8rjUUsXKTDighuZXXAla/aGNxJ1cUhcd7gB6jR4TpsHw+YSTS3AyeVxpm0RJ9LrcKfzE+oJ4YupHIXfW0A1s0ElQT26yaTB8PsOj0OpuHbr9ngRRrxdjJAJAry0eOi8mdXlR9cZviJxcADqNzM9unoYkwcs7O1mX9zluyVsMwDt9eyBf1CD3qt9tggQJxh7ujWoOYpEosZ976Y+HpjT8WBy2yBAnw2Kg12gHIFNKOLkAkhyNAPTYoMBewOTJk3Ej8j6TvSGaOlwjN7jTIC5yFavRJ+5kGYMCEa2ZSaEQjWr4/GSjkaamJnw+30gN9Yx4/2AP03rFb1tXm2jScjyq1ND5eB7Xiy++yMI8cQ4K5c5kTesaANxqGbPOKZyN/YEI/YHwMI82QYIPJyFyjRFe29XBlkYnJp2G71ytCho178CfL4L27WBKgU+8ANf+EgrPAxTkPS+woESIYZsSuVznFNu2bePVV189rouradd6MlfuASDpq18g2Zg8+FxGUgZts8VNcdsbLw0+Hi9ZHAmRKx46P9Um3DstGQw6uXr6g+xURdpLytNhvypyHV6qCIMr0VmSC4/HQyymkKxLPuTk6kk4ueDEItfB2s2UNYvJSiArg2mBKpB1cOnRv7OzymFOgtxkE91JqsjlHvlyxYjapMGrV/AbhJOruW8APWGSg+qN3xBkch3OjIJk7lxUDMB3X9nN9DLhyKwhRNr0qQBIbW1Eo4lg3QQJxiKuDesB2F0oow8pTKq4cvh2foxyRa1Gxm/NBCAtKidELsDsEc5dt0WhOL+YyZMn43IG8RpBAvwNDR++gVFGba1Y0MoKimu+bBPXj9jsuygOR2gRXz/Tk4WjLy6KjTVqN+8mKRIEIKWzKVHdcgwc3iDNfULEnFGQjNPpZNXK91ighs5vMpnwhoVT0W/WEAZ07iaSk4RAmuiwmGC0kRC5xgD+UJTH3hArD1++pIwcqx7e+wk8eysEXMJdcc8aKL9MvGHGx8W/d/6HRSWJXK5zkbiL64477mDixIlHPKcoCjt++h1kBQ5OTeWya75y1Puzrr4BANv2emLqytw111yDTqdj//79VFdXD/ERHElVVRUyUKyuWrdn6ShPFqLBmhrhwJqaZyPTXwfORtAaYcJlR27ElIJiECJZVqyLPl+IdFP6YIfFRLmi4EQiV8Nr/0EGDmSb+KpVLVOc//lBp9yQEXcSeLvIN8foShLnrgy3gjvqJhwbuVXCkHpz12MTrsA8Sx5NvT4KpS5kYqC3gDV7yMfxzSsnkmM30tLn560acffRo9WQPFH8d4EksXv37iEfR4IECc4ukb4+tC0ijmJ/gYTFm4osDeMUPX5+9/eB3zX4sJIiMjxTg9Dd1UVEdbSOR/yhKBavuMn36KIUFBSQlZVFoEeiTQ2fN3W24g2Onc+opqYGgyRh7xcCUKZVzAf1i+4hgh45VRzLBFkr5gVjsGRRURQGdhxyOVd4mmh0jK3stOFgu+riKs+0YDfpePXVV5mQHMNmkEBnZoWn9tCLZYkOrRZTsJs8m3B1JTosJhhtJESuMcAfV9fR4Q6Qn2Li83Ns8K9bYM3/iifnfhbuflu0r48z+SbQGKBnP5ckCwfE1qY+gpHECv+5wNatW3nttdeO6+J67+2/ULHDQQyY+t2fIh0jQ+mCiz9Jd7KELqJQ9/aLANjtdhYvFiVQS5cuHdJj+CBVVVUU6HToFIWgFuwlh0Ln36s+RlfFsiWgNx+5EUlCUoWSIqmLTneAHGsOTrVcMdyVCBt1Op00NzcDxxe55NWiZKauyM4UuQkMNrjwm0M/OFMKmISwVUDXoJMr3SVKd3r9IyfUe+pEmUNvsvgtZZmyae7zUSapWWFpE4Yuq+wwLAYtj9woXFv/2NBJXkxcwjsN4rc9wWBg/bp1Qz6OBAkSnCKhAeipgbr3oOppWPkYvPIVeOoG+P0c/A+K83FfioLHLDEleerwjs9gBbNq2zksl8uYWUQM0CqQIkl0jePraKcngGVAlCb2xcIUFhYiSRI6JZ/2NHH+L+7voGEMhc/X1tZSrNcjAf1GKNCE8WvtkFxIk20OmUkhAjowxKBkjIbPt/T5qWjfNfj/Fl+AmobOERzR6OSDeVwvvvgiC1UXVyRvFitbVgGglUSWa6OsQUOUKVYh/LYnRK4Eo4yEyDXKaXX6+PNqUfP8iwUBjE8shvqVoEuCm/8K1/0atIYj32RKhkqRr1TUspQ0s55AOJbI5TpHiLu4PvGJT1BRUXHEc56QB/fv/gBA90WTKJl18TG3kWxMpn226M7ZsuyFwcdHqmSxqqqKcrWzYms6TM4QE/xINDbo5FpcmXlYqeL1x96QuhpdKHXT6Q6Ql5w36OQKdCYmNbt2iYlecXExdrv9qOdDPd3k1IqJzuw8NQfrgq+DOW14BqiKlCnBFhxmVeQSw6FzYOS+P2etKNFw2CDFkII3oCEYiVEmqyLXEOZxfZDLJ2dx1ZRsojGF5JD4cVdrWlAAu0bDjtWrh20sCRIkAKIRcLVA8ybY/QKs+y0s+yY8e5voeP3zYvhpLvzfPPjnR+DVr8Lqn8GOf0HDakKNDXRuFs0jthaLG8grJl8x/MdxWIfbOPn2fNzqNTRDpx3XJYudDg9JPrHo0h4IUlAg5lC5mTPoVGNyy3311DvGRvh8X18fvb29lOpVJ046lIbDBJLLQZIIl17OpHCIRlX7nGQYm+Hzmxp6measP+Kxrp2JXK4PEu+sOLswBY/Hw9tvv80iVeSqyijGGXSSqrVxd2MRyV6FnRHx3ER9HwAdiQ6LCUYZx26tlWDU8NgbBwhGovwwcx0L1/wVYhHhGvjYPyFr8vHfOP022Psy0p4XOK/kFl7b083Gul7mxQPrE4xJtmzZwuuvv44syzz88MNHPf/vfz7IRfUhIhqY//CvPnRbGVdfD+/9H/atB4mFQsh6PTfccANf/vKX2bRpEx0dHeTk5AzVoQzi8Xioqanh0jQhpDRnSExJE6HzVc0u+gMRUpJ0zDC7oGsPSBqouOrYG1NznQqlLjo8ATJtmbjMavB8olzxhKWKda/9G1mBumyJq/TdRC05aBZ+afgGmFoKbdvQOBuJZYjyv4x+QFFGNJfL19iEFXDY43lcoqRjqqEbogx5HtcH+eENU1h/0EF0IBWM/dQEWpieno7W4aBzhLqjni0CkQBffe+rTEmbwv1z7h/p4SQY7ygK+PrA0wruVnC3gbsFPG3q/7dCfwcoJ5HxY7CBPR9seeLf9jx8/QYaH30Gye+hxZbK8xe6iQVjXDX7ONe4oSSlBFrePyJ8vjglmz6rRMqAQq7NQFtbG/PmzRv+sY0CeuubSAaCWmjpCVFYKCoopkyeSmvLWkAmz9vNrjHi5Irncc3MzgCgLU3iinCYWPYkALLn3Yi07zHezpKobFOYZDTwzhgUuar2tTLVI67ZhuQwQZcOb/XYzBYbKiLRQ0aI2UUpLFv2OqFQiItKU4EI72pE2eqXd2Uzfek+NNMk9k0VEkKptgdISzi5Eow6EiLXKGZjXS8rdzfwe91fuN6zSTw4+Ua44XEw2j78zRMuhaR0GOjhJns1r5HCxrpevnbp8N6MJTi7xF1cn/zkJ49yce3s3kHuv1YCELvxcsyFJR+6rUWX38mepD9g88XYv+IFplx9B3l5ecyfP5/Nmzfz2muv8YUvfGFoDuTwcceFl2Th3GnJkFishs6/p3ZVvLgiA021WqpYfD4kHUesPczJVeUOMC07A6caPI/TiaIoxyzfHC/s2LEDOL7I5X7rLexAW1lUXByWfBd0puEa3hEdFo15MwFIioA5AF0DIydyRdUSHYcNci25NPWKm5hyTacqcpUN63iy7Ubuu6ycF9cWA03UhJxYKhcSWLcOs8tFa2sr+WrHxbHG1q6tbOrYxJbOLXxm6mewG452HCZIMCzsfw1e+TIEPSd+rawDWy7YCwYFLCFo5R/6f7VTYSgSY/1BBxtWbGHxXx8hJeChwZbND66eS8D8FoZ2PUadcYgP7hjEz7+HlSvmJVvoM2spI0y2RT+unVzBOuH+6bFDX1eMjAwhDk2ePJnqjjBgIMMzQH33SfxeRgHxEPmJKRZwh+hNljErCrE8sciYljcBRySH5iwRdTLFmsTvq6uJxWLI8tgpBApvXYME6MwRzFlBgi4dhqbaE75vPFHd1Y8vFMVq0DIhw8JDL76IzQAT7BFiwApPDZqowpR1opt0YY/CW1othCFP6QAqaXcnRK4Eo4uxc5YaZ0RjCk++8iav6h/mes0mkLVw5WNw61MnFrgANDqYdisA891vA7Ct2UkgnMjlGqts3ryZZcuWodFojsriCsfCvPDXbzGhQyFs0DDlge+fcHtmo5UOtctiy+vPDz4+3CWLVVVVAFSahZjSnqVjQvIEAFbF87iOKFW84fgbOyyTq8MdIMOUMVhqIUWjxNzju2T3w5xcEacT654mAOwFPnqTymDmHcM6vsEOi331ZGTYcRqEQjnSHRa1TmHjd9gkcs2HnFx5UbWkcxjLFeMsLE2jIyA67dbJMUxlRQBM0BtYv379sI/nbFHdJ5peRJUoGzs2jvBoEoxrdj13SOAyZ0LubFEqv/DLcOVPxXzsc+/BN6rh4W64fxd8Zhnc/Ge49Psw926ouAKyJhPQWHh3XxcPPLeDOT9ezg9/9yqL//JDUgIempNz2frVH6O3i47IRZqikTnewXLFxsGHcuxG+pKE4JZtGt8il7ZZuJh67BJ2TfrggtnkyZNx+gNEZNBHFPoa20ZymCdN3MlVgDgOxS7ciHJm5eBr2lIvJJIm7hsm6QwEAoHBXM+xQJvLz7xWkVNpzLeiyxTzzJyeusT90GFUqaHzMwuTCQT8vPnmm8zL1SBLsCetkG6/g/Pq9Wh6xRw62wk9RtFVMS0ofu/tiXLFBKOMhMg1Stmw9M/8xvMAE+R2YpZsuGsZLPryqYUbq10WLQ1vU2yJEIrEBrtnJBh7HO7imjBhwhHPPbP7n1z0hrjhTr7z02jT009qm+lXXSfes7mGaFTYkeMi14oVK/B4hn5FsqqqCr0kkR4S3fMMFeXoNDraXX4OdPYjS3BxTgxaNos3VF57/I2pTq58qYcu9wAZpgwiWol+dVF8PJcsRiIR9u7dCxxb5HIvfwc5plCfDdP1fkKLvw9qt8thY9BJ0Ehusoluk3D3ZXgU2j0jc3OlRKMk+cUK5SEnl48UPCRF1b+PtAkfsoWhYUKmBU+4CH1MwS/LDNjF30+pXn9OiFwAa1vXjuBIEox7ekUeKnc8D9+qhS+shI//C656DBZ9BabcBPlzRGfVYzhbAuEob+3p5L7/bGfuj9/lc09v5aXtbaR3NfO/6/9MStBLtKyCxW+8wPc+eR4eg7iGLypcNIwHeRiHLTLEybYbcSQlAZCp19HWNjYEnKFA2yk+lx475FnzBh/Py8sj0BOjU1yuiDU1EospIzHEU6KmpgYZSPeKMP0Uq+rEyTgkclFxJanWEBEZrMjk6XRjKpfr/fpeJjnF4p1nWgVLS8WXlOd2cLB7bGSnDQeDofMFybz11lv4fD6unibuI95NE9ERN+891OzJHARZq0UBjB7h/Ox0B8bE7z7B+CEhco02IiGCr36DC3d+G7MUpCN1PvIX10HhwlPfVs5MyKhEigb5fJpoK7+xfuQ6lCU4fd5//33eeOMNNBrNUVlc7d52dv/r9+T3QsSaRN7nTz5Dae61n8GvB3t/jJ2rRAB9ZWUlFRUVhEIh3nrrrbN6HMdi+/btlOn1yIro7lNYPB2AVdUicH5WYQrJLcsBBfLmiJKQ42HLJyZpMUgRIq420pPERdqllixGenqG8lBGNdXV1QSDQSwWCyUlR5eydi57BYDtFRLBaAU5c28c5hFySORyt5JnlQ91WHRDi6tl+MeD+M3IQERScFogz5JHU5+PEkkNwrflHd3pcxgw6jQUplrIDonUgVaDcD2OeZHLeUjkWt+2ntjJZB0lSHC2icUOiT2n4NT0hSK8sbuDe5+tYvajy/niv7axdEc73mCEbJuRrxfF+L+tf8MW9GKcNo1Jzz6NPjWF+t56sIASUbhx/gice+HQ+be/HcJC8Mi0GukzWcV/a3Tj2smld4lzvtsMhbmHOppLkoQ+mjnYYTHT2UGnZ/S7Wmpra8nV6dBFFUIayDGGCGotQrRVKZl5CYURiWZRmckkg2FMiVy7ahox9gYB+GNyD/+XLqIGkoJB6g6OX8H2g8QNELOKUnjxRdFx/epp6SjAu/jI7lPI2+8ASUK2iAl11oBMnyyj729GliAUjeEYCI7QESRIcDQJkWs04W6FJ6/GUPU3AJ413ErGl94AS8bpbU+SYLpwc10Weg+ATXUJkWss8sMf/hCAT33qU0e4uBRF4efrHuWm1WJClfOlr6CxWk96u0aTla4ZomSxeZkoWZQkadhKFv1+P/v27WOC2lmxOROmpIvOivE8rsUTM07cVTGORkvUKo7H0N+CSWtCF9Mlwuc5VKo4ffr0o/I0YgMDsE10XgwXBtk/5Vun5ho9W5jTQW8BFMq0PYMiV6Zbocs/MuWK4XbRQbHXKqHIEjmWHJp7ByiT1Zu9EXBxxSnPsmIJir/3A3oxniydjrrdu/F6x94qdSASoNHTCIBO1tEb6GV/X6ILVoIRwNMGkYDI2kou/NCXeoMRXt3Zzpf+tY3Zjy7ny89U8fquDnyhKHnJJj5/YQkvffk8VlybwVVP/hip34NpxgwKn/g7GrudcDTMHzf+EYBwW5iKkooP3d+QkZQqwvEBVPeLXiszYBGLRRnK+O6uaPT0A+DWxwZD5+Ok2KbTrkaFlviaqB/l4fOKolBTUzPYWbEjFcoiYQL28iOu/cUZNkLhUhqzxGNjrcNi8o6XiIVk0MBaexdBvYTPKhZOunbvG+HRjQ6cAyEaHOL3OjkziddeE/PtcpObGp2OlrCHq3aI799y8cUYp4jMtmynQqtOiy4yQLlVOMkTHRYTjCYSItdo4eAK+NOF0LYVt2Lm7tA3Kbr1Z2h1ujPb7vSPARJZzm3kSz1sb3HiDyXq0McSmzZt4q233jqmi2tF8wpMr60h3QNkppN6x6lnKKVfKcr/7O9XE4oK23pc5Fq2bBmhUOiMxv9h7N69m2g0yswUIWY0Z0hMTptMMBJl/UEhSF1aYoCGNeINlScQuQA5TbiUMqMd9AfCWCTLYU6uhMg1c+bMo54b2LQJORKjMxlChixmLbp0eAcXR5IGc2Hy6KLrMCeXO+ImGhv+c1egVTjIetX8c6s2A6cvTKkkxK+RyOOKU5FlIRYUq+4HYp1oM0Wv9yKNhs2bN4/YuE6Xg66DxJQYKYYULsi7AIB1ap5KggTDSu9B8e/U0mOWbXsCYV7Z3sbnn97K7EeX87V/b+fNPZ0EwjEKU5O45+JSXr33fNZ9ezHfvXYyk/qaaP3sZ4l5PJhmz6bg738DcxKv1b3GtS9ey9t9Ijs10505cs1RJGmw5P/wksVIsuiynBZi3JYrhiIxTANiLtSrhCkoKDji+fLKmQyomValA63UO0b3IkNXVxder5cyNW+tPU2iNBxGq3ZWjCNJEpJ9MY1Z4v+nWExjRuTq8gSY0y6adoXzbET14u+qU03zCNQkwucBtreIUsXSDDNb1q+iv7+f8yqz0YU9vGu1ogsrLBHFQKTcfht6VeDNdirsjohz4wyz2Eaiw2KC0URC5BppYjFY9XP41y3g76NBN4FrQz9BN+lqzp9wcrlKH4o9H0ouAuBTSZsIRxW2NTnPfLsJho24i+vTn/40ZWWHurgNhAf4zZqf8JENYmKV87X7kI2n3pFp+g13EdZAdm+UbZteAWDBggVkZ2fj8XhYuXLlGR/D8YiHzs/ISAagI1NHaXIpmxv68IejZFoNVHo2QiwiciLST+ya0agiV6HUTac7QIo+BZdaTTaeyxU/LHTetWI5ANvLJFqkG6nMPnk34FlHLZnJCLUdyuRyKyiSQm9g+J2ofQdE+ZzDJmHX2+n1iMtmpU51lqWNpMhlxRUQn1dNxIu+TPx32RgNn4/ncU1MnciF+RcCsLYtkcuVYASIi1yHOTXdvjAvbGvls//YwtxH3+X+53awfF8XoUiMknQzX1lcxutfvYDV37qEB6+exPT8ZCRJwldVRfNnP0fM6yVp7lwK/vJn1jm3cetrt/LQuofo8HcQdodpf7qdexfcO0IHrHKMDou6dBGEbw+B1+XC7x9/N7Kdff2YBkTeUIsvcJSTa/LkyfgNws2S5XGNeidXvLPi9Jw0ALpTJFJiMZLyJh/1WnPltfjTxDxzimnsOLm21rZR0iech02FyYOPN2SIa7i+qW4khjXqGCxVLDhUqnjPtbMBeNeWzHn7FYy+CLq8PMwXXIC+KC5ywd6YELkmGcTcrN2dcHIlGD0kRK6RxNcHz94Kq34KKLSWfIyr+h+mW5PNd685+kJz2sy4DYCPaNYCCpsSuVxjho0bN/L2228f08X1+PbHWbC6C5sfdCXF2FX31alisCXjmCJyrhpfew4AWZa58UaRCzKUJYtxkSs/KiaP8oRidLLusFLFTKQDJ1mqGCflyA6LmUmZuCyJcsXjiVyKouBeuQKAxhKFKZVXj5yTAAa/P6OnCW+yKNVOV5tidg0Mf8mip15MhB12ETof76w4QY47uUawXDHTSmtAXCtaNBKafLHcXmoYm7lc8TyuiSkTuTBPiFy7enbhCrhGcFQJxiVq6HzAVsJ/t7Rw5xObmfPj5Xzz+Z2sONBNKBqjLMPM15ZM4M37LuS9b1zMt66sZGqe/Yjz58DmzTR/7vPEBgZIWrgQx4+/yF1rvsS9791LrauWqC9K5/OdGJ428Nqjr/Hxj318pI5YMNhh8ZDIlZpZTEg1s2VqtXR0dIzAwEaW7oONyAqENdDUEzjKyTV58mTcUZFHZPdFaGkb3Qtq8c6KpQZRrhi2izmYlDHpqNfOLC8hajMQA9IUDVGHA6dz9C+WO3e/RbhX/HA3pR7KitqXKf4+8xwN9AfCIzK20USVGjo/I9/K0qVLAbh0oo1GrZaDUoQrt4vfRvLHP46k0aBTBd4sp0KDJDJBS7Ti955wciUYTSRErpGibRv8+SI4+C5ojYSu/z/u6LqDIHo+f2EJhWlJZ29fk64HXRKZoVZmSnWJ8PkxRNzFdeedd1JaWjr4+L7efby+7Rmu2ywuPpn33Y+k1Z72ftKuvAaA5PerCaoTtXjJ4tKlS4nFhib8uaqqCpssY/OJMoDUSTOBQ6Hzl5bbRCkvQOV1J7dRtdyiUOqm0xMg15aLc9DJ1X22hj6m6OrqorOzE0mSmDp16hHPBffvR+P0EtABqUYWT8479kaGi8OcBJocUSZjC4AhpNDlG36RK6iW5zhs0mBnRQ1RcqLqjd4IOrlKM8wEY+kkRxQUScJlExPMMr2BjRs3Eo2OrdL0uJPL5UqnuVvPhOQJKChsaN8wwiNLMO5QnVyPbAzyPy/uYnVND5GYQmW2la9fVsHyr1/Eim9cwgNXTGRSju2YCwMDmzbR8oV7UHw+mDeDX31Mz12rv8iOnh3EQjF6lvXQ8UgH37/y+2zbtI3zzjtvuI/yaI7RYbE4JY8+1dybbRqfHRZ91WKRqMcGPe2ho0SuwsJCBpyRwbmGv67hg5sYVcSdXDlBMbez2lQRKGPiUa+dlGMlSAEdaubYJKOR6urqo1432shqepuAS0S+bMo5JMo1Z4pb3/x+B7Vd/SMyttFCNKaws0WsIkY6a3E6nWRmZpIba2eF2URJh8KEdgV0OpJvuRkAfZFwdmY7odMg7jtyY6IpQ0LkSjCaSIhcw42iwJa/wRNXgbtF3NB9bgV/619Ic5+PLJuBL19ylp0BBuugC+ZmzVp2trgYCEbO7j7OJaJh2PVf6KkZ0WFs2LCBd955B61Wy3e/+93Bx6OxKI9sfIQb10cwhcA4ZQrWK684o31NuvHTxCQo7oiyoUqs5CxevBir1UpHRwdbtmw5o+0fi1AoxO7duylXQ+d7bDCxcBYNjgEaHAPoNBIXSjsh7AN7IeQcXWZ3TFLj5YpddLoDFKQWDGZyhbrGp8gVd3GVl5djNh/ZCbB/5SoAdpVI6AMlTMuzD/fwjiQucvXVk5qVilcrSnAz3IyIyCU5xKKAwxZ3cg2QL/WgJQJaI9gLTrCFocOo01CcZiYjJFbjW43CqTjBaMTj8bB3794RG9upoigKNU5xzn12XYR7/rmVC/ISJYsJRghV5DoYzaY0w8w3r6hgxTcu5q37L+K+y8opz/rwkm7v+vW03PNFlECA1qmZfOKSPazs2YASVehb2UfN/9RwhfEK9m/fz1e/+lW0Z7BIdVY5RrliUUoKTou4XcixG8Zl+HysXoSU99gldH4DNpvtiOdlWUYXTKFN7bBo7GghEB69iww1NTUkazRYVJEr0xIgpEkSEScfQKuR0ZjPpyFbHNu0MVCy6HB7mdFVBYqEkmyhOyVKNBDFV+ejPQ0UScEYClFf3TzSQx1Rarv78QYjJOk1vP/OywDcetN1SF17eNecxBXbxe/DduWVaNNEaateFXhtfohohIiYHhbnhES5YoLRRELkGk5CA/DyPbDsGxANCWfKF1bRlTSBx98TE6rvXF2J2TAEkx21y+KN2o1IsTBbE7lcx2fzX+Glz8P/zYNnb4OmDUKcHGaO5+L6T/V/6KrfwxWqhTjzGw+ccXmZPj0DV7kodWpQSxYNBgPXXCMcXkNRsrhv3z5CoRDTU5IBETo/JW0KK9VSxXnFqZjq3hQvrrz25Lv9qU6uVMmL0+kgx5Yz7rsrflgel+M9EXi8pxQU7XlDc/45FeLlMq5m8u06upLE8nGGW6FzoHPYh2PoFyu9DptEniWP5j7fodD51DKQR/YyWp5lwRgU2WX7TOJvJ1erxSBJY6pksc3bhjfsRSNp0QaT6ff5ydHNAmB923piytC4SRMkOIpICFyiu2CDksPD107i3iXllGVYTurt3jVraPnSl1GCQaomyPzP1b2EtRKuTS5qH6olZWsKK5au4OmnnyY7O3soj+TUOez8S1QshmbbjPSahZCebdaPS5FLaRfONocdcsw5x3yNPamSdqEDUOBtHexYNxqpra0d7KzYbYfiWISAfcJx51kTiq+gQe2weGH66A+fr9vyNpo+cc1wV+SBJOGv96N1aQlrJXw2MX/u2T2+u/fG87im59t55WUhcn368ul0SAr1ip4L9orPKeX22wbfIyclIWeIzOj0sJaAJGEeEGJhwsmVYDSRELmGC0ct/PVS2PUcSBq4/FH4+L/AaOfnbx7AF4oyuzCZm2YOUalQ6SVgycaOl8XydjbWJUoWj0dN/bt8IieLf9msxGrehCevhr9dBntfgWHq7rZ+/XqWL19+lIura6CL32//PbeujaGLQtKihZjPUolDypVXAWB//wADYTE5i5csDoXIFc/jml8gJvkdWVpK7CWsrBY36pdWpEC1KnKdbB4XgMFKQC+EEaW3gQxTBs74vUl/P7Eh7BY5WjmeyBXp7UXZJ9wzcm4Iff4oKJex5oLGALEIE41uuuMdFj3Q6mod1qFEvV6MEXGj57CJm5umXh+lknqTN4J5XHEqsqwEA+K6sUd2oLHbkYFi/djK5YrncdmkbDYZ7uOvul/R2Z2FRWfBGXSy1zF2XGkJxjjORlBiDChGerBTmGo+4VvidL39Ok1f/hKEQmyukPjFzRLOfV4Ofv8grn+5eOx/HmP79u1cdNFFQzf+M+Gw8y9u0Vk2x26iz2QCIMugH5flilKvWNhwWqAwp/CYr8krnY87RYgCE3yNozZ8PhaLcfDgQcqMwkXfliZRFg6jyz46jyvOhROK6E4X+Val+tHv5JIOvI7fIUS83WmiFFNpVShX4wW61b5eoYPju8NilWp4yJD66e7uJiUlhTmZUd4zm7h4t4IhAobyckyzZx/xPkNhvGRRoU2rQe/rwkCInv4gwcjodTAmGF8kRK7hYO8r8JfF0LMfLFlw52tw/tdAkqhqdvLSdjFh+MH1U4Yu8FnWwPRbAbhZsy6Ry3U8FIX/evazy2jg52kpfKl8Jg6dCdq2wvN3wu/nCKdXyDekw4i7uO666y5KSkoGH//5lp+T0u7l4j2qi+vrXz9r+yy74RMAVDbHWLVbhL1fffXV6HQ6Dhw4cNYnNXGRq0QvJk7RknxCEXi/vg+Aq6z1EHBBUjoULjylbQetwk6t9TSTnpTOgBHC6tkuOg7dXMcTubxr1iIpUJ8NuZKJ8sJjr1APK7I86CYo1XQNilwZboUWV8uwDiWiBiz3GyBgkMg05dDu8lMmjXweV5zyLCuOgBhHLSH0pfEOi2NM5FLzuNL8elIlL4s1O9l/oJZFuYsAWNe2biSHl2A8oZYq1ivZSJJEforphG/xR/y89Ldv0/31byFHYmyslPj5rCi1P2+g6ddN3HTeTVRXV/PAAw+g0+mG+ghOH1kedEPHSxYzbQZ6TWKlKEs/Pp1cOo9w9LoNHNVZMc7kKVMImcSiSH6/g/oe77CN71RoaWkhGAxSkSLE265UicxoFGPu8RtezSpIoc0u3P7WoJbmA6PYARWLUdq7Cn+vELk2pIj7nWJdMRPTROZYQ4a41zK0jO7stKFme4sLgK597wNw4403oumoYrkpicvVUsXk22876t708FyuGrRIKJRqxefc5Q6SIMFoICFyDTUDvbD0Xgj1Q9H5cM9aKD4fgFhM4UevitXpW+fkM6MgeWjHMuN2AJbIVbS2tSa6ihwLdwtbtIdKEzdE+rilrJw18z4JphQx6Xvjm/CbKbDypzBw9gWTdevW8e677x7l4lrTuoblTcu5fY2CrID18ssxTZ9+1vZrKCigvygdWYGGN0TJot1uZ8mSJQCDXVfOFtu3bwcg0yPszdbKKaw/2EsoGqMg1URuhxo4P/FqIdKeCmp4rtXXQoYpAyQJt+rmGm8li8FgcFCgnDlz5hHP9b23HICqMgnNQCnT80c4jyuO+v3lRjvoNiUDIpOr2z+8mWoh1bHQq34sSiSFmAITNGrZZPrIi1wVWRbagpOQFQWXRiaWKwZbZjDS2Ng4Zm5I4yJXrveQ0zK9cw1zMoTIlcjlSjBsqCJXg5JDts2IUXf86084Fua5A8/x3UeXUP7rV9HGYH2ZzDcaW9n/SA2FciHvvvsu//73v8nNzR2uIzgzBjssihI9o05Dv0VdbJC0Y+accjYx9IvzUg+xo0Ln40yePJkBWdzgp3v8NHR5hm18p0I8dL4yWeTK+e0gAVJG5XHfY9JrCNhm06NGkVX6OgiHR+c9hKfufewDLiJ+Dcgye3J8KDGFhYULmVMyB4A9avh8QW8TfQPjz90P4PaFOdgthNgNrz4DwC0334yjdQuBbj35vUCSCfsNNxz1Xr0q9GY7FXaGxflxpkW4wtrdiZLFBKODhMg11JjT4Mbfw/n3wadfBWvW4FMvVrWys9WNxaDlW1cd3dHkrJM1BbKnoZeiXC1tZEtj39Dvc4zR0/Aeum4tf/p9hFuWzsAmFdAXdPEVxxp+euFnCFz5GCQXgb8PVv9ciF2vf32w3fjZIO7i+sxnPkNxcTEAvrCPn2z6CeVtCvNqYiDLZNx/31nbZ5zkK64EwP5+Da6ACxiaksVoNMqOHTvI0moxBqJEJSictmiwVHFJRTrSgdfFiycdfYE9EYYM4WZJD3egxYQclQ/rsDi6W3ufbfbt20ckEiE1NZW8vEPl0Eo4jG+96FrnKIxSG57K5Fzb8TYzvKTGv7/2I5xc7qh7WLOZPPVqDotNwqKz0OsRl8wyefQ4uUrSzShSEtlhsdLap3bJmpWRATBm3FzxcsU5/X00Lk+nc5uNS+QdaAKihGaPYw99gcQ1K8EwcJjIVZh67E7XMSXGsvpl3PjKjbz35CPc/V8X2hi8ZfDzxTf3EaqN8rOf/YydO3dy6aWXDufoz5zB5h+HXC4heyYA6RFp3JUrhkNhTAPiutM6EDyuyFVSUoLbGyKoBW0MXPVNwznMk6a2VpToFSriepb0IZ0VD2dSxlQa1VyuqzKM1NWdvXnv2cSx9cVBF1eoJJegXiLQEmDRnEUsmrqIWChGQ5Y49rz+Hmo6R6cYOdTsaHUBkGWWaauvxmq1cvnCKayifzDzN/mGG9BYjs4i1BcJkSvLqVCLELkmGcQCciKXK8FoISFyDQdTPgKXPwKaQ4HO/YEwP39LTOq/umQCmVbj8IxluggPvFmzlk31iRuGD7K58T0u2h0j1Qsf37eNu580keO7GIB/177A7d3Lqf3U83DrPyB3NkQCsPUJUcb43CehZfMZ7X/t2rWsWLECnU53hIvrT7v+RLu3jbvWit+Q/SM3YSgrO6N9HYvC60RJ6/SGGO/WLAPgBnUVZ9OmTXSo5VtnSk1NDT6fj2l24TppT4NJWdNZpYbO35DRCf0doLdC6cWnvH1DpvhsCqUuevpDmGImXBY1fL5nfDm5Di9VPNxy7ttWhcYXwJUEZXY/jtRZJOlHS4cv4SQwDzTTbRb5aukeiEkxnIHha5rhrBE3Aw4bg6HzFnykKeoYRkEml0GroTgtidSgKKlqThLn9XI1Q2csiFz9oX7avOLG+aLWLvy9epy1Fhb497GnIUBlaiUKCuvbRv+xJDgHUBet6mPZFKUdKXIpisKa1jV87LWP8Z2136F4YxNfezWGRoGXPW6+uauJj9zyUQ4cOMC3v/1t9Gq495hCddLibBx8SEoXwk5aENrb21FGoBnPSNF98CByTCIiw8Gu/uOWK2o0GnRB62D4fLSpcVR+TjU1NRgkiTSfEO5SrUEishGSj31ccS4pnkW92mFxatIozeVSFGyNbw/mcbUUiOugr9bHvHnzKCooItwdpjMFFFnBEInQuL9+JEc8YsTzuAz9wpl53XXXYejeyQYliXk18cD524/5Xt2gkwva9KL8ukQjFpA7Eh0WE4wSEiLXCPH4yoM4vEFK0s185vySE7/hJAnHwh9+EzjtVhRkZssHaazZddb2e67wvvMAk1oOTUrO69jHfU/uo6jlDuz6FA66DnLbG3fwrOxH+dwKuOsNqLgKUGD/a/D3y+HvV8KBZRA7dcdJ3MV19913U6TWvFf3VfP03qeZ3qBQ3hBE0unI+MpXzsbhHoWhooJAlh19BA6++TwAubm5LFiwAIBXX331rOwnnsd1wUQxcW7P1BIKpNPuDmDQyszwqvk75ZeD1nDK25fUSXqh1E2H249VtuIap+WKO3bsAI7O4/KsfA+A7WUSk306sgpGXrAZRBW5ZGcDsUzhfk31gjai0OXrGrZh+JrFSrzDLpFryaW597DOiuZMMI6O8s6KLCtyUCTp7k8SuRgpfj8aYMOGDSM4spOjxinKZ6xyCrbeyODj4UYZT/U6zs8VJf6JksUEw8JhTq6itEOh81VdVdz11l18ZcVXqHZWc/keLV95LYaswPMuF09ZLLzx1ls8//zzx3X7jAk+UK4IYM4S7i5jBDSBAB7P+HG/uHdvA6DXBn2dx3dyAVi1pbSnCiEo3dlKj3f05RPV1tZSrNcjA/1GKJJDBOxlJ4yFWDJhAo3pYj5mCBlo2l81DKM9RXqqSQ82M6A6ubYkuwHQO/Tk5uYiyzKmARNRjYQ/WczR+/aM4nyxIaSqWdwrNm9fDcAtt9yCp3kj9mo92hhI0ydhnHhsd1+8XDHZBz7VwJGniLlZW8LJlWCUkBC5RoAGxwBPrBM28IevnYRee+ZfQ1+gjz/v/DNXvHAFS/67hPea3zv2C61ZhIoXAzDV8SZu/+isqR8RIiH2eftFHTqQ/6c/QkoqpZ4OHnr+JTI33MTk5PmEYiEe2/wY9678Kr1ZlXDHc/Dl92HWJ0Gjh5ZN8J874P/mwdYnIXxyqxpr1qzhvffeQ6fT8dBDDwGiJOKRTY8Qi0W4Z4NQaVLuuAPdEGV7SJKE7fIrAEjdXEO3TzirznbJYlzkqlAdjMGiLFZXiw/+vNJUtNXxUsVT6Kp4OOokPU9y0OXqJ9WQimucliseL3Q+nsdVU6ow4C9jet7oEGyAQ+UyzkZsmWkENGKlMM0jOowOF9FOsa+4k6up7zCRaxTkccUpz7LiCwhRfIfRjWQyIcdiFOj0bN++HZ9vaBtlnCnxPK70iJVA36FQbndjEtN8myizzANgQ/sGosPU4TbBOCXYD16RudeoZFOYmkR1XzX3rriXO9+6k6ruKvSyno+tS+Wzr/qRgef7+9Hc+xV27d7NlVdeObLjPxscdv5FdSLlZRTiVQsOMvXacVWyGDy4D4Aeu0TEETmi7P+DZBTMw5EqPrOSgdHZYbGmpoYS1WHYlgalkQja7OPnccVJtxppzRDXGcmjIalp9C06BHa/ghKFQJ84vk2Zwtk82XYoVD9DK0r5u1XHXfjg6Cy7HEpiMYUdauh8x+4NmEwmrrrqKla3rWfJTvH7zfnkXcd9v8ZqRUpJBsAe1RID0kPinNCRELkSjBISItcI8JNl+whHFS6uyGBJZeYZbavGWcMPNvyAy5+/nMd3PI7D7yCiRHh4/cOD5R8fxDDnDgA+Iq9jc/34crV8GO2NK7F2iT+J3vQcrJdcwoQXn0dbUUFK0MsPVzyB5fkilmR8Ab2sZ03rGm559RZRQpNZCTf+H9y/Gy74OhjsYjX49fvht1Nh9S/A9+HloXEX12c/+9lBO/wLNS+wq2cXF9XoyWjxIJvNpN3zhaH8GMi55iYAZh9UeKf2DeCQyLVixYqzsoIbF7my/SLw01gxcTCP6yMF/dBXJ9qYl19+ejuwZBOWdGilGN7uJjKTMnGZ1XLFceTkUhTlmCJXqKkJuaWDiAy2rCBVsUqm5SeP0CiPgb0QZC1EAkyy+uk2iVyuTPfwOrm0TrHS2WOTyDHnCCeXrIYup539cuHTZWKWlY6AuEmp08TQlxQDMC8nh0gkwubNZ1ZGPdTEnVw53sjgzQlA2KvlYudOunuysOqtuINudjt2j9QwE4wH1FLFXux4ZJllnb/k1tduZXXrajSShtna2cz/aR8fXduNLElsSEnmU+vW8t2HH8ZgOHXX8ajEXgCSDGEfeMX5tjQliz615D/HZhhX4fOhFuHs67FDsib5Q7/n8imzCVmFEF/s7Rh1Ilc4HKahoYHyZFHG15EqkRuJYMg5fmfFw7FmT8adBJIiUe4efWV+oT2vEnDrkGKgWM20pyqEekMsmrpo8DVlyeLa3ah2WDS2NozKstKhpK7HS38ggoYooe4GrrnmGswGHQcP9JDugZDFgPUEgr0h3mHRI9Gt0WDxtyERo92VKFdMMDpIiFzDzOqaHt7d341WlvjedZOPast6MsSUGKtbVvO5dz7HLa/ewku1LxGKhZiSNoWfXvBTpqdPpz/Uz7dWf4tw9BhOrYnXEJCTKJB7aNu58iwc1bnB5ro3B0sVw1NmAqDLzaXs38+StGQJuliUb279N8l/OsB5xh9Sai+lN9DLF9/9Iv+75X8JRUNgzYbLfggP7IUrHxOTxYEeWPljEVL/xreOyLmIs3r1alauXIlOp+PBBx8EwOF38Nuq36KJKnx2o5iQpN79GbSpqUP6OZhmzCCcbMYchOoVLwJQWVnJxIkTCYfDvPnmm2e0/VgsRlVVFRogrVes+NgrZ7NNzQe4OCpaGVN6CRisp7cTWcZtEKutEUc9efY8nIPliuPHydXa2orT6USr1TJ58qFJrHe1sKfvL5BYFPVTpVQwOWeUhM6DyC9U80Eq9T10qeHz6R7oHOgcliEo0ShJfvH7dNgR5Yp9Pkoldf+jIHQ+TkWWhc5wCUmxGGFJIpQlbIsXlQhH42jP5TrQJ7JdZnU5iYZk0MjYrhKOUmvTADX793Je7nkArGtbN2LjTDAOUEsV62LZGNLfZX3nchQUzks9j9SlqUTvfY2vKcLS5Lr4Iu7esIGSkrMXOTEq0OrBni/+Wy1ZzE0202cRZUk51vElckUdwr3rtEgUZn94btXkyZMJ6sTiXbann/oe75CP71RoaGggGo1SYRfXCG+KhAaQThA6H2dW9lQa1PD58lgI5Vj3GCOFqxmbcy8Dah5XX1k6SBK+Wh9z584dfNnMgpkA7M4S5ZlFzha6+0dfWelQsr3ZBUDM0QhKjFtuuQVf+1Zy94rPRH/j1cgnEO0HRS4nNMoa5FiIbJyJ7ooJRg0JkWsYCUdjPPLaXgDuPK+YCZlHd6z4MHxhH8/uf5brX76ee9+7l/c73keWZK4ouoJ/Xv1Pnrn0SS5pMvNj5yXYtBZ2O3bz26rfHr0hfRLd+VcBkNX48pke1jnD+46dVKoiV/rC+YOPy2YzhY//nrQvfB6A22reY+Yfnsbe/hVuLvsYAP/c90/uWHYH9S51ZctghUVfhq9th5v/BtnTxKro5r/A72bB83dB26E8g7iL63Of+9ygi+sXW35Bf6if2+uzMXb0oUlNJfXOu45/AIoCoQHwdovV6I6d0LQBat6BPS9C1dPw/p/BUfuhn4Ok0WBdskR8DlvqaOlvAc5eyWJDQwMej4cyqwVdRCGggz7TJKIxhQmZFuyNb4kXnm6poorfIj5HjauJovSiQSdXuLv7jLY7loi7uCorK49YfXaseAeAHWUw0xcjmjEFk/7D8ziGHTVXrUTTfUSHxabe4elYFenpQQYiMrjMYJIy8Iejo7JcsTjdjE6jJSckvsN4h8VJNiFcjmaRKxKLcNAlhIVFHaJk2VhWRPJtwnHsaTZha1jBwmwhciVyuRIMKaqTqyGWg94s3PDTOqfx5C1PUrhyB9/NEhmBtrvuYuGf/nRaC5Vjgg90WMyxm+gziWtIdpJ+XJUrSi7hXncZpBNmrZWVleEJC5HLHIzS0Tw8izInS7yzYplefJd6mypSZZy4XBHgqvK5NGSr/+PV0bfzrbM9xNPngGiW1OYQ+ZQHskXm1gdFrkWTFqHEFGoyxS1wbr+D6jbX8I51hInncbkOVqHX67n22mvZtO5fTG+AGFB655dOuI1D4fMKOyJCAC+Su+gPRPAERpH4mWDcMkpaaY0Pnt7YRF3PAGlmPV+79ORvkNq8bfx7/795qfYl+sP9AFh1Vj5a8VE+nn8dli019P/kH9SuXYuiZq/86ksf5fPJr/D0vqeZmzWXxYWLj9imdeEnofklzg+uxelyk5I8ivJ4RgBFUdjZ38MdaiVU2WUXHPG8JMtkPvAAhrIy2r77Pc7r2EPWUz/niau/wnc/+r/8Yc9jVDur+fjrH+db877FrRW3ismvRgfTb4VpH4WG1bD+d1C3Ava+LP4puoDd1kto372GBYUGfnjXpVD9Jhscu3ij4Q0MYbh+uSivS78gA83b90HQCyH1n8H/HhD/Vk4i7N6aC/du/lCXVMZV19Hy0mvMrVV4q+5NPj/zC9x00038/Oc/Z9myZQSDwdMuzYiXKi6ZUQY9QdozZPY0mQAnNxVHYNcuUSox8erT2n6caHIROCBpoJmstCsGg+ejjl4URTl3b04OIy5yzZw5c/CxqHeA8LbtyIC/IEydr4zJ+UPrDjwtUkuhbgW5sY7DRC7Y5W4dlt2HVadCnxUUWSIctCPRTKmsilyjyMml08iUpJuxBa1g9NBodZMCZIXFRHPjxo3EYjFkefStazV7mglGg+glA1kOF070GGfOIWn+PLRpFiK9Xha3v487ei8A+3r34fA7SDelj/DIE5yT9Kkil5KNpN+JArz8h5f5lNXKNzNEvETal75Ixte+dm5fQ1JKgFXgFCJXts1Ib5IZ8JJpGF9OLl2/EK16JOW4nRUHX6vTIQdMdNsh0w2BujpgyTCM8uSoqalBAnLVirJka4AoWjQpJ+dGnJtXxt8y9EAQj0tPdPtLpM0+swXJs0V032togFCvFj1h1iWLBU27105GRsbg6yZXTCb8RpjuDB2KRkEXjdK87yBMyj7Ols894k6uYHs1V1xxBTabDcfy98kBHBVWppzgdw6gL4w7uRTWxjQgQaXBwSY/dLgC2LJ1J9hCggRDy+ib8Z6D1NXV0dLt5LfvityRb145Ebvpw//4FUWhqquKB1Y9wDUvXcNT+56iP9xPsa2YH0y8n5elL/PRPx/Ac/lHaf/Wt+h/+20Unw/ZLsSq1OdXcWfpbQA8vP5h2r1HTkhSKhfTJWVgk/w0bXxxCI56bNHctRNbl4I2Bm5LMkkF+cd8nf3GGyl++ilISaHM3c43Xv4Zz/+pme9M/yuLchYRiAZ4dNOj3LfyviO7XEqSKL/71EvwxfUw43aROdS0jml7fkz1vRY2fcZA5ht3E/jP7fx4/5MAfGe9H8kdRJsUIdmwEnY/DzVvQuNaaN8OvbXQ3wFBz5ECl94ClmxILYOcGVB0AZRfKR7rb4dVP/vQzyNp4UKiJgOpXti95iUA5s+fT3Z2Nv39/axateq0P+u4yDUlQ6hO3oI01tQKIe9avepuKzwPzGd2E6tLF7kL9kAbGUkZg8HzhMPE3O4z2vZY4Vh5XAMbNyBHYnSkwDSjn23KRKbnj0KRW3USpAVbBzO5MtwK3f7hceIFWoSD0WGDJE0SDreGHPowEhJ/uylFwzKOk6U8y0osIFwm+8zi3KPt7MSclITL5WLfvn0jObzjUu0UofMZpAyGzptmzkaSZezXCsdxblMPext8TE4TJbfr20avMy3BGEctV6yRU1HkAZSYwtf0uYMCV/q995J5333ntsAFR3VYNOk1eMziOpGlHT9OLiUaxdgvHP4twehJdc20yHmDHRb17U2EIqfeaXuoqK2tJVenQx+FsAZyDSGC9lIREXASyLKMI1cIIDGXFvNoORcPOJBbNhIJyFgGRLnc/pwIUX+UWfmzjnipXq9H69GiyBL+FPHduPYeGPYhjxSeQJiabmGYCLYf4JZbbiHg66d4hzBJpNxw2UltR18Ud3JBk1b8fioNwo2dKFlMMBpIiFzDwKc//Wlm3/kD+gMRkpV+zF27cDqdx3xtOBrmtbrXuG3Zbdz51p0sb1pOTIlxhWEWT7g+wu9fsDPlM7+i70c/YWDtWgiH0ZeVkXbPPRS/8AIVa9egy8sj6nDw6ZpspqZNxRPyHJ3PJcscyBROGdP+54fjYxjVvF/7CpPEPS39FdM+9LVJs2cx4YXn0ZRXkBrs5/vvPc4Ljz3PhdYH+ebcb6KVtaxsWclHX/0omzo2Hb2B7Kn4rvw1rxQ/ygvtufQMxHAFFCLmbEiv4K/5FbTodBQFNEzbIbI/Mj6yEPnSh+CKn8D1/w9u+Tvc/hzctQy+sBru3QbfqIYH2+D7TnioDb5ZDV+rgnvWwGeWwSf+Czc+Lsaw6Y/Quee4xyjr9VguvgiA3G3N1DprkWWZG2+8ETizksXt27eL7UYiAPgLCnF4Q1gMWoq6VogXTbrutLcfJylbiFxZ0Q5SDGlEtNJgd6jxEj5/LJHL9Z74jKsmSFzkC7AlNpGpo6mzYhz1Jss80DLo5Er3gDvmHpaQ2L5qsSjhsEnkWfNodvoPubhSSoRLcxRRkWnFHRTC4FarD3Q6FL+fq+bMAUZvyWI8jyt3AAJOVeSaNhWA5NvvBsDfqSe0bRkX5AmHbaJkMcGQoCiHMrl0elAUbl4e5i6NyPjJuP8+Mu79ykiOcPj4QLkigN8mFp7SY/K4cXKFW+rQxCRiEtR0+09K5MrMnEWX2mExf6CZ5r7REz5fU1NDqdpZsSMVSqMRNFmTTmkbtqJp+PQgRyXMfb3gHJ4IgQ+l+k0kJcYBh1igDuSn4zNK+A76mD9v/lEvT0W41x1p4nuK1o+fDou7WtwoCkRcnchBLzfccAM7//krrH7os8GU2x44qe3oVbdXqhdc6nyoTCMWIdsTHRYTjAISItcQE41G6QrqSJouusQdeOZRbrzhetLS0pgxYwZf/epXef755znQfIA/7/wzV7x4BQ+te4h9jr2U9Ol4+MAk/vtSEZ/74RYsf3we/7ZtoCgYp04l4+tfp/SNZZQte53Mr9+PaeoUJL2e9C+LWmrX35/gf+c/glVnZZdjF/+v6v8dObjpwuk1wbMJvOMnjPtYbOnYTGWruNhZ5s09watBl5fHhP88S9Ili9HHInxryzPUPvYrGmpn88+r/kWJvYRufzdfeOcL/HrbrwlHw0SjUVasWMFdd91FVlYWH7nzK9z61wNk/tLL45b/Qfutauo/+RxP6IUY+b3Oi4n5o+gnlGF/6B9wybfhvHthzl2i/HHiVVB8AeTOhPQJIvTeYIEPK0kqvxwm3QBKFJY9ALHjrzCmXilE0Pk1Cm/WH9llcenSpcQ+5L3HQ1GUQSdXRq9YNepKEZPpq4s1yC2qKFh55iKXLacCgAKpm3DQCFEG3VzjQeQaGBgYzN+Ii1xKLIZntWg20VSsUByKsIvy0RU6H0e9ydK4GnHaRK/vNA8oSgRP6Mw7fJ4IT71wMAyGzvcOUCqpN3ajKI8rTkWWhWb/FADadBLa/FwAlkwUgcKjVeSKO7lmtXlQIjLotehLxXevLynBUGgHRWL2nneZlrIQgA3tG4jEIiM25gTnKL5eCLiJIdGtj7B4l8LtVeJ6mvnNb5D+xS+O8ACHkXj5mvOQyKWk5gCQHmbciFzO3VsB6LWCu819wnJFgNxJCwnaxfyodKCFulHUYbGmpoYJdtHIqC1NoigcPunOinEWFs6gUZiGxcJE7Ttne5inzoHXAWhwiJLD5kJxjB/M44pTZBFO7HiHxaS2JmKx8dFhMZ7HFWw/wJIlS0hNTSX0ssgza5+mRWM5uSoKTXIyWEVFhjkqnFy5MZFB15HosJhgFJAQuYYYWZaZ/bnHkCSZabYgn77mfCZOnIiiKOzatYu/vvJX7n/zfm555xYe3/577HU93LlKwxNPWvj5n/1Mf3k3VNeBLJM0bx5ZDz3EhPdWUPLC86Tf8wUM6s3A4dhvuAFdYSHRvj6SXl3No+c/CsBT+55iVcuqwddNmzmPHbEyNMQY2PafYfpERh+KorC1v42KNnGBK1ty/km9TzabKfzD46R+7nMA3F6zgrz/9yi/fqGXv176L26tuBUFhSf3PMklf72EktklXHbZZTz11FN4vV5KSkr4/ve/T3V1NQ8//DCKovDopkeJxCJcZV2A/RXhVsi8/34kzVkMBb/qZ6AzQ8v7sOOZ477MfOFFKDotOU6oev9VFEVh8eLFWK1WOjo62LJlyynvuq2tjZ6eHpL0WlJ7hZi3VZkAwMdsuwEFcmZC8olXS0+EJlVMYmySn56eDvRhPU61BXqk59wXdXfv3o2iKGRnZ5OZKUptAnv3oenz4NdDdpqfaqWQ3MwMjLpRFjoPkFwESEihfnIzDYQlDRoFUvqHp8NiSC3Hcdgkci25NPX5DoXOp00Y8v2fKuVZVtyxTDLV0phgVhIAM9KEQDhaRa6aPuGYm9PeB4ChvOSI813KtWKBqLipA0dPOnaDnf5QP7t6dg3/YBOc26guri4pg5i+j/k1Yk5g+/SnSVOv8+OGlGLxb79T/AMYssRjKX6Fro6O01roGmt4q4XjvccOoZ7ASTm5Jk2ZRsgkRPi8fif1o0Tk8vv9tLS0MMEmLO3uZNABnGRnxTiLS2bRqHZY9Dt1UDPC4fPBfpQ6sXgX7RXj2pYmFsJ8tT7mqG7mw5mSIxaE9sQ7LLpbaRsn7qPtgyJXNbfccgsD+/aS3uglIkPhBafm6ouXLGb6ZfolibSwmCMlnFwJRgMJkWuI8QQiSBIYdTJ//vLV/OUvf2Hf/n28susVrn/6eiY+MoELipP57EqFx38X4bGnoly7MYily01IUai12ai5/DJ44u8UPv0UqZ/+FLrc3A/dp6TTkf4l4ebq/dvfuSRtIZ+c9EkAvrvuu3R4xUko1axnvVnUXke2PzuEn8Lops5Zi707ijEMfr2BjGknf5KXZJmsb36DnMceQ9HquKBjNx/5xyN84RdvE16bjPyqTMQbwWPyYP2Klbwr8/jCPV9g3bp11NXV8aMf/YiKCuE4Wlq3lK1dWzFqjNyzPR3F78c4YzqWSy89uwdsz4PFD4r/Xv598PUd82Uai5mkRcI5UbSjk729ezEYDFxzzTXA6ZUsxl1cl82vRAY8SRJbe0Up2vR+tQTpLJQqAqAz4ZDFDf5ARy2mmOmQk6vn3HdyHatU0bt6FQC7SiQuCvrZGqsYnXlcADoj2PIAmGZx4zAlA5DhgS5f19DvX3X79dggz5JHc69vVHZWjFOcloReI5MRFKUoPXbRYTFfbbJQX19PZ+fo6vTV6++lx9+DhERBtxivec6RpSW2O76EJCsobomuVW9zXm6iy2KCIUIVuQ5Gs5EN3eQ5hMiVvGT0BIcPGwYLWFS7jlqymJ5TRkwCjQI2RaFnHCwW+ZrEb6LHLoEbstTumh9GeXk5A4jzWVp/kKbOY8eTDDcHD4pjmWAULifZHhVPnGRnxThlySU0ZAnnjtulR2lYK5ofjRS1y5GiQeojWRS6xG9yW6YXJaqQK+WSnJx81FsWTVwEwG5V5Mrt76W6dXR8T0OJoihsaxRz/nBHNTfddBMHn/w/ALaXw5xpp9bwyVgkHJ/ZTmjVaTFGPNjwJjK5EowKEiLXEGM36fjPFxby+lcvINms8O8D/+bm56/jpece4srXDvKX30X54bMxrt6mkOmTCGs0bNbp+J+uTs4/WMuNWzZz0+OPM3nRIjIzM7n55pv57W9/S1VVFdFo9Pj7vf469EVFRF0unM88wwNzHmBK2hSRz7XmW4RjwkUzUH4jYUWD3bUPuvcP18cyqni/btlgqaKjeDLSaXQgS/7ITWT96Y8ETUlMcLfxP0t/wca9Iaq3KDT9qAlTjwnZIJNyewrm28xMnTv1iOBaZ8DJr7b+CoD7c24n/IooD8x84BtDE3C74IuQOQX8fULoOt5xXXElAPNrYrzRcGTJ4pmIXLMKRB5Cd5YZRZGZm6PF0BIXuW445e0eD6deCMLBnnrsGvtgh8XxUK54LJHLsUKUFewulZgXCLItNpFpozGPK46ay1Wp76ErKRmADJcyLCKXoV8EszrsEimGTHoHQqOys2IcrUamNMOMMZgMQJPVC4DS0srUqSLjasOGDSM1vGMSL1VMl5OJ9B4KnT8cTUYuhjLxh1uy7mUuyL0QgHVt64ZxpAnGBfE8rlg2RrmLTJd42FB2tGN+XPCBksWS9ILBhaIci35clCwGutUuuxaJ3PTck+pQazAYiIW0DBhAVsBzsOGE7xkO4vEFRVEh7NisQWKSRjQoOgW0sha36miLOHUQCULDmrM72FNBLVVc556KKRwgZtTTkg6B5gBzZxw7fmTOlDmE3WF6baDoYmiUGK17qodz1CNCg2MATzBKLBxkfkUeaUlJyO+Iubd7chBtwYJT2t6h8HmFXRHVFSd1054oV0wwCkiIXMNAx0AHr1c/zoM/vIiBBx/l+z9u4DsvxFiyS8HmB43djv3mm8n/wx+YWrWNO3fv4j+trby6fDk/+MEPWLx4MUajEYfDwcsvv8zXv/515syZQ2pqKtdccw2PPfYY69evJxgMDu5T0mpJVwNSe594Atkf5BcX/wKrzsrOnp38vur3AMyYWMaq2Ezxpp3js2Rxc+taKluEyKWZNfsErz6SSCTC22+/zSc/+UkKr7yCa/fspiYUJjXYzy+3PMVtF32M3z+3jY0PbOT+2fejlbQsb1rOR1/7KFs7tw5u51dbf4Ur6KI8pZyL3+qAcBjz+edjXnB0YObp0O0J8OK2Vr7z4i7e3N0hQrOv+7V4cvs/ofn9Y77PsmQJiixR2gmbty8jGoty9dVXo9PpOHDgAAcOnFpHmrjIVSCJMof2dNHW+c70GoiGhHhwitb5D8NrFhMxydVAmiEN1zgqV/ygyBXp6YH9YpIr5wUxKgpbYxVMy08eqSGeGDWXq1juojtJCKMZHmj3DO3NVdTrxag2Rui1ghROxUiQfEkVR0ehkwtEyWI4KITd3TZRrhGqq+P884T7abSVLMZLFfP9OgJuIXIZp08/6nWpVy8GoKixhXRlEhISB/oO0O0bnk6bCcYJqshVSyZ5/S5kwK/Vokk/s06/Y5bB8HmRT1iYkkyfRdw25NiM46LDYswpFjtcJvmk8rjiWMikTRjJiTSNDpGrpqaGZI0GW0j8f0ZSkKCtGLT6U95W6sQZhDSgCUuEvZqRK1mMBKFGLN61OsR80lGSgiJLDNQOHDOPC8BqtUIvIEkE1A6Lnn3nvshV1ewCINR1kI/e/BFcr7yCNhihJR2mpyun7OrTFR7qsLg3Ghe5uuh0B8ZNxlmC0UtC5BpiBgZcrLr9ChZ/8Wm++OIA5+9XMIVAk5lJyic+QeE//kH5+nXk/vQnWJcsRjYYADCbzSxZsoQf/vCHvPfee7jdbtavX8/PfvYzrrnmGmw2Gx6PhzfffJOHHnqICy64gOTkZBYvXsxPfvITBgYGsF1zDfrSUmJuN31PP02BtYBHzn8EgCf3Psma1jUsKEnlpZhYGY/ufA5ix3eHnYtEY1G2euoHnVwFFy064XsURWH79u088MADFBQUcNVVV/HMM8/g8/kwlxSz75N3wLx5GGIRvr31GRp/+wd++vp+7ppyN/+85p8UWgvpHOjk7rfv5ndVv2Nj+0aW1i1FQuIHGXfS/7oIgMz4+tdP+7gC4Shra3v4ybJ9XPXbNcz/6Qq+8fxO/rOlhXv/vZ01NT1QuBBmiTJWlj0A0aODnLWpqZhmifbLpbscVHVXYbfbWaKWbyxduvSUxhUXudJcwtq+Xy9CQs8PbxQvOFuliioRm8jlMvS3kGXJOix4/twWuWKxGLt2icyimTNnAuBdI1brDmbDPMlPu5JKt5xBZbZ1pIZ5YlQnV060gy61w2KGW6Gxt3FIdxtWHQpeIwQMEqGgnRJJLfUzJkNS2pDu/3SpyLTg8Ivy583JIZAkom43F6t/w6NN5DrgFCL5rGYvxCSUJAO6vLyjXme7+XNojFHkoELH62uZmi6caetHS/v6BOcGvaLDWo3ORL5aquhPSx0aN/VYQD3/0tcIQLbdSJ9ZCCLjxcml9QhFqFvWnFQeV5x0+xQ6UsXvJrWvAZcvNCTjOxVqa2sHOyt226GUMNpT7KwYZ2HxTJqFpqSGzy8X3UmHm4Y1EOqnS0khqU+UyB3IEfcxvlof8+bNO+5bbWHRcKdX7bCoNJz7HRbXHxDCdLC9mo985CN0PvMUAKtnSixMn/rhjauOgb5QzLGznQp1kihhLZa7CEVjOAaCH/bWBAmGnITINcSYzckUBa3ooxDJyyT1c5+l+L/PUb5qJdnfexjzwgVIWu0Jt6PX6znvvPP49re/zbJly+jr66Oqqorf/va33HzzzWRkZBAIBFi1ahUPP/wwixYtoq6hgfSvfBmAvif/QdTj4bKiy7ij8g4AHlr3EAGlj7aMi3ErSWi8HdA4vnJOqp3VWHoj2H0Q0WgoO//4nRVbWlr42c9+xrRp05g9eza/+c1v6OzsJD09nXvvvZdNmzZRXV3Ng488QuU/niT17rsBuKP6XbJ++yhf/Ns6iiwTef765/nIhI+goPDX3X/li++Kjk0frfgoqU+9BYqC9eqrME2dctLHoSgKBzo9/HVNPZ/6+/vM+NE7fOrvm/nr2gYOdPYjSTA9386CklSiMYWvPFNFbVc/XPYImFKgaw9s/vMxt227XAQ/z6+J8WbDm8DplSx2dXXR1taGrJXJ6BJW5gOGCWSaFFLaV4sXTbr+pLd3MkjqJN3mbyUvOQ+nWq4YPcfLFRsaGvB6vRgMhsHMN+d7ywGomiBzoc/PtlgFFVnW0Rk6H0d1EqQE2+g2CZEr3Q2t7tYh3W2kQ5QlOmxgkA30uLRH5nGN0pve8iwrTcHJaBUFl0FGyhENB+ZmCzG5qqoKv3/0ZGVU94mV8xmtLgC05aXHFBSkrApMZeI6mbL8eS7IuwBI5HIlOIvEYoMiV7NOJq9XdXcXFY3kqEaWeLmi6uTKthvpTRJ5TllJxnNe5FKiUQxe8TtoCXFKTq7MiecxkCwcQsWjpMNiTU0NZVYROt+eKlEcjqDLPj2Ra3rmFBqzxbm6v88AnjYxjxxu9r8GwDvROUxxiXnB+6kuAPwH/cxSF3iORb4pH4CmdHEclo5mItFzu5nCugPib7bYEiO1sxO5oZWADigNYDjFUkU4VK6Y5oEe9V52or4XSHRYTDDyJESuYWD6j39L6WuvMvXdVWR985uYpk8/rdynw9FoNMyaNYv77ruPF198ka6uLvbv388f/vAHMjMz2b17N3PnzmVtNIqhfAKx/n76nnoagG/M/QaT0ybjDrr51upvMacsndejqoNpnJUsHl6q2J1TjMZoOOJ5j8fDE088wZIlSygqKuLBBx9k714RwP6xj32MV199lfb2dn7/+9+zYMGCwRs0SaMh63++Rc5Pf4qi0XJh+y6ue+IRPvOLZTg88Mj5jwyWj8aUGKnGVL4oXYJ31SrQaMj42tdOOHaHN8jSHW184787WfDTFVz127X85I39rK11EIzEyLYZuXVOPr+7fRZbv3sZr957AU9/dj7zilPoD0a4+6kt9CoWuOxHYoMrfwruo8sPrJcJkWtSC2zc9zbhWJgbbhC5WZs2baJDFQROxPbt2wGYvaiCVHXi2GSq4HN5TUghrwgZzz21ctETYcoSXfDSw+2UZJTgMovvJ9x9bju54qWKU6dORavVooRC+DYIt5xjgo6caJStsYmjN3Q+jipymQea6D7MydXjH9rvz1MvburinRWbnX5KJfWGbhTmccWpyLIQIIn8kPj7CmSKG5rUAR85OTmEw+HT6oo6FISiIRrdjQAUqaHz9nkLj/1iScK0RFyjshobmWsUJY0b2zcO5ksmSHBGeFohGiSCFpc+QL66DmKfMnVkxzWSxMsV1Uwui0GLyyycv1l6wzlfrhht3o8mIhEDap2hU3JyTZg2j6hVuOOLvF3U93iHaJQnT21tLROShUjZlyKRpJx6eVqc8uRyGrLEfUxbn7p6ONwli7EoVIus2FXBGeS5hdu6Jlch1B2iPKcci8Vy3LdXZopj36uGzxd72mns9Q3xoEcObzBCT0gIUTddMJO+Z/8NwLopEhdFfJB/fNfb8dCkpqIkGZEBQ0REDpRoRIxAosNigpEmIXINA9b5CzCUlw+p5V2SJCorK/nSl75EVVUVixYtwu12c/2NN7IiQ3iK+556iqjLhV6j55cX/RKLzsKOnh306V/lxagoWWTfqyPbJWWY2dy8ikmqyBWYeqjN8Ntvv81tt91GVlYWn/3sZ1m5ciWKonDJJZfwt7/9ja6uLp577jmuv/56dDrdcbeffPNHKH76Hyj2ZCpcrdz/4mM88OizbG7o46riq3jxhhe5a8pd/N+Sx/H9/i/qe27GUFJy1LZCkRgb6hz8/K0DXPf7tcz98bvc958dvFjVSnd/EKNO5uKKDB6+dhLLv34RGx9cwi9uncENM3JJswjxzqDV8OdPzaUwNYmWPj9f/Nc2gtPvgPz5EPLC2w8etV99fh6GykpkBcr3utjUvonc3FwWLBCrPq+++upJfdbxUsX5E0R3oh6bDr/OxJWyetNdee1Zd8gk5wpBIj3WR0la3mC5YsztJhYa+fKBoWLHjh3AoTwu39atyP4gLjNMMIu/762xCqaO5tB5GGxjrwk48SWJ33C6BzxRF8oQlkY4a0RWlMMG+dZ8Wvp8h0Ln0ycM2X7PlKI0M3qtTGpQ3Mh0JwsBKFRfz/nnnw+MnpLFOlcdESWCWTKBQ0y8k2Yff5KddsVtGJLDyDGF6Bt7SDGk4A172dG9Y5hGnOCcRs3japdzkAyOQSdX9rzju7vPeeLliv0dEBI3/z6rmo0oac55J1eoZgcALgv0d3pPyck1ceJEghoxx8h2D4y4yOXxeOjq6qJMXciNJqvxFKeZgarX6HHlibmc7JZFpaKajTVstGyGgR4GJAuu3iQkFPyZNtxmCd/BDy9VBJhXJp7fli1ErmxvH7UtvUM+7JFi7Z4mkGQinm4+ddmF9L8jvq9VM+FCfwDyTv1cJ0kS2kIh/qaFtISBPEWIjW0JkSvBCJMQuc5B8vLyWLVqFV/5igiev+fJJ2nX64h5vfT+4x8AFNgK+NF5wsHzXudz7DZHaYxlQXgA9r8+UkMfVsKxMNucBwbzuDIWiZD3Z599lquuuornnnuOQCDApEmT+OlPf0pTUxMrV67ks5/9LHb7yYsDSXPmMOHF55FLy0gLeHj4nf/HH374J57f2kKOJYdvzP0Gxfv68G/bhmQwDJaYKorCwW4vT65v4O5/bGHmI+9wx1/f54+r6tjTJkKlJ+XYuOeiUp753AJ2fP8Knrp7Pp+7sJTyLOtxRdVUs54n7pqL1ahlS6OTB1/ai3Ltr0DSwL6lUPvuUe+xXn4ZAPNrlKNKFl9++eWT+hziTq4igxhXQ7IdrRSloGdoShUB0rNy8SpGZEnB4gviNUFEPetFe8/dycwHQ+c9q1YCUFUmcZHXhQ8DB5TC0e/kMljBLEruclKjRJHQRyHJH8EbHrqbhoGmJkC0jc+15NLU6ztUrjiKnVwaWaIsw4ImJIKyG21C0AzV13HeKAufP9An8rhK/CZCHiFymaYd3zUjFV+ApUTcNEpvvMz5eUK0S5QsJjgrqKWKtdEsdJoucvrEw5bK03O6nBOYUsCgXiOcjQBEUoSwkR7hnBe5Bmr2ASK/yt/qPCUnl8lkIqxIRGQwhhW66luGapgnRbyzYokkMrnM1hAxZEg7/UWbzBmziElgDkaJ+GVo3QIDwxgFoXZVfDc6k3KncBU2Fojj+7DQ+TiLpi4i6o/itEigjyGj0L773O0y/9yKzQAk+bqwbdkKkQg1uZBnC5KUUgLm08saTSoWjs9sN3RqtSRHHBgI0eFOlCsmGFkSItc5il6v5/HHH+epp57CYDTyWIOwmzv+8RQRpxOAK4qv4LaJtwGQlPcC/5LUTn47/z0iYx5u9jr2YvCEyXKBAky6TNw0PfHEEwDcfPPNbN26lb179/Lggw+e0ireB9Hn5zPhv//BdNFFIpD+/X+y49Ff8NiyfUQiUbp/81sAkj5+O+90K3znxV1c8POVXPbr1fzotX28d6AbXyhKukXPR2bl8ZuPz2Dzdy/lzfsu5MFrJnH+hPRTylaakGnlD5+YjUaWeGl7G384kAQLRDYYb3wTwkeuwMRLFqc1KKw7+C6BSGBQ5Io3RjgRcSdXukfceDfasrk9qw3Z3wemVCg876THf7IYdFraJJFHJDk6URSxKgvndofFD4pcfe8J4fJAhYHpwRBV0QnIGi0TR3PofBy1ZGaq1UWfSQTFZriha6BryHYZ7RTbdtggKymHNpfvyEyuUUxFlgW/X5yrdtmF+yJ4sG7QybVhwwZisZHPHalxCrfcnGY/IBGzmtCqruNjojMRmzsNJAV7azNLFOFAWNe2bhhGm+CcR3VyVUezyB3oQRuDoCShzckZ4YGNIJJ0yM2llixqM0SOUWpAOefLFd0NQhhy2CXC3b5TErkAzNFkupLFfwfrR7bDYk1NDXpJIisgFhnTLSFCtkLQmU57m9MKZ9Gq6iKd3jxAgYNHL5IOCYoC+0UVwRuRuUx3CxFxW7rohumrObGTKysri2hPFCSJYKoIq/fuP3c7LG5tEALknIJkXM89B8DyWTKX+fynVaoY5/Dw+RpJi4RCvtSTKFdMMOIkRK5znE9/+tNs3LiR+owM9gUCSIEAax74xuDz35z3TSalTiImD/BCdg8RgIbV4Dm3V+gAtnRuHszj6k3PxJqWjNPpZNWqVQD87//+L3PmzDlrZaYai4WiP/6BlLvuAuCT1ctJ+fUj/P5bvyF44AB+vYnrekv5yrNV/GdLC20uP3qNzPkT0njw6kre+NqFbH7oMn7z8Zl8ZFY+mWqA6OlyYXkGP7pBhNv/4u1q3sr4DFhzxGR23W+PeK2hohxdYQH6KFTUDLC2bS2VlZVMnDiRcDjMm2+++aH7cjqd1NfXI2klUruEA6fBXMpHk4S7i4lXg+bEDRhOh16duEkJ99Qj++XDOiyem+HzLpeLJtWJNH36dIINDcitnURksJVa0QDblIlMzLZi0I7i0Pk46k3WRJ1jMHw+w6PQ5Rs6kUurLgQ4bBImKZ3UmAur5EdBOhTGPEqpyLLSERTuk21pYuIe6e5m+oQJmEwmnE4nBw4cGMkhAqLpB8DUFnFTwoTSE77HvugGLDkivytvTSuyJFPrrKVzoHPIxplgnKCKXPu0dvKd4u/GZbWM386KcQY7LAqRxpZTJv4dBI/DQegcLvv3dop5cJ9Vwqw1n5KDHyDVXEF7mvj96NoPEo2NQPdBldraWor1emRE1+AiTQhN5pm5FCelTqIxSxxfXbdwD1Pz9hmO9CTp3A2uZiKygTXRaVQ6xZxnb3aE6ECUaHeU6dOnf+gmJEkiKZAEQG+q+t001g/psEeKvr4+3DqhSN6dbSDc3o7XCJsnSVzsO708rjjx8PksJ+wIizllodRNe8LJlWCESYhc44CZM2eydetWNqpdguzr1/PNz3+eUCiEQWPglxf/EoMmiWhSOz9ILQUlBrufH+FRDz3vt6wdzONyVogOLMuWLSMajTJt2jTKysrO+j4ljYbs73ybnJ/8GEWj5eK2nVz15t8B+G/ZxXh0SVRkWfjsBSX84zPz2PmDK3jmcwu55+IyJufakOWzO+H+5MIiPnN+MQD3vXyQxnnfE0+s+/Vg+QaIyUDczTW/+uiSxRN1WYxnRJXOKyW/R3zmDeYJTHKrpUaV1535wRwHj9pBJ9bbiCFiENZ0IHKOhs/v2rULEJ2gUlJS8K4W5aD7CiXO8wvxZmusgmmjPY8rjurkKpK7DgufZ8hELiUSIUntQOiwQyyUMujikpILQXdm4vJQU55poTVcij0aw2uSIU18z0pLC/PnC7fuSJcsKooyWK5YpHZatc5fdML3mSZdib1YuNPCb7zFtFRR3phwcyU4Y1SRq06rHwydj2aPYxdXnA90WCzILSOorkdl6nV0dp67AnOkTwjwTpOOgoKCUxY8M0rm404R851cbxOtzpELNa+pqaHMLPK42tKgJBI+7c6KcSamTqRBFbn6etXbyYMrIDoMzUDUUsWdhjkkDwxg8nuJ6TQ0ZoHvoI+pU6ZiMp3YpZatE07/5gxxHMldrQTC0aEb9wjx9EtvoEmyQzRC+Q7RhGjldIlZsSj2mAL5p589qFerXLKdCjUxIXIVSV0JJ1eCESchco0TUlNT+fl7K+hNSSFJlpGWLuWSSy6hra2NQlshDy/4AQCv2iOsMxlFl8UhDHYeaULREDt69wzmcZnnixD1eL5UXLwZKpJvuYXifzyBYhM3oD6znbnf+BIbH1zCO1+/mO9dN5lLJmZi0g+90+bhayezpDKTYCTGrWsyCRQthmhIlC0e9huwXiZyuWbXKaxrXIU35B38nN544w2CweBx9xEvVZw1Ix9zUORilWaG0A+0g84MZYuH7PiCVnEB1nmaMCvmc97JFS9VnDlzJgB9K0S46PYJMhf0thJDZntsAtPykkdohKeIKnJlR9rpSlJDj90KrWq78LNNpKcHGfEbdZnB57dRKqvO1lFeqgjCyRVBR15IXN59aofFw0sWR1rk6hzopD/UjwYZrRo6n7bwJMqVU4oJl2Uj62Lo+3q5zl0MwNrWRC5XgjMgEgRXMwCdeoU8h7juGctHb5OJYeMDHRZL0rIHF4pyUs7tDouSR7jUurS604qrKJh+IVGbCHgv8bZT3zNyTZ1qamooTxGupe5USQgbp9lZMY5ZZ6Y7S0QIpHr6UUxpEHRDy/tnPN4TomYHvzAwc9DF1VNgJaqR8NWeuFQxzoRU8Te+X+0UWeTpGNHvaah4abWompgU7MC/TiwKLZ8lc2m/B7RGyDr9LrI6tVwx0w3tsrieF0ld9PQHCUbOPcEwwdghIXKNIzQaDTN/9hgAd6SkUrN5M7Nnz2b16tXcVH4N9vDFADyUkU5Xb7WwA5+j7OzZicYfplB0uqX88gvw+/289ZZogTzUIhdA0rx5THjxeZI/9jEm/flxPnpBBTn2089HOF00ssTvbp9FZbaVHm+IL/XdhqIxQN17sPdQqLxp5gw06WmYg1DREGRly0rmz59PdnY2/f39rFy58rj7iItcpVZxAWy1m/lkhhrwWX7ZGeVCnAhFXYk2+1qwa+2HiVznppPr8DyuqNdLuEr8v396LvZYjBoK8JI0dpxc6veXEmwddHKlu6HeMTRlBeEO4drqs4JWo6fXrR8TofNxClKTMGhlrEERPtetdtEK1o8ekSteqljuMxMZEOcE45QpJ/XeyMTLsRWKFeJpm0XziE0dmwgPh3sgwbmJsxGUGAE5CZ+hn3y1s2LG7NkjO67RwAfKFXOTTfRaxN9srtVwzobPK+EAerWSuimqOeU8LoCJk6cSMYjzUp7HTd0IdVhUFIXa2lrK1A7FIbuayXianRUPx1QutpE14KXLrrpxh7pksa8euveiSBreCM1kukfkce3NEp/1yYTOx5ldJP7Gt2SL33SWz8nB5u4hGPTI0d/fz/4esQj9SU81KAo7iyW6UiWW+HyQOws0x+8SfyK0mRkoBh2yAnJUfI7FsvgMu9zHX/xOkGCoSYhc4wzzRRdhnDEdoyTxnYkT6e7u5tJLL+U3v/kN1+R+nmggB6dG5n8y04jseHakhztkbO7czMRWBRnot1ooKM3n3XffxecT4aKzZs0alnHoCwrIeeRHJJ3kBXmosBi0/O3OuaRbDKzssfKq9ePiibcehIDo5CjJMtYllwKiy+IbDW8gyzI33ngj8OEli3GRK80rVsia7JksCKg32pVnv6vi4egzxEp0aqidNGMarni5Ys+57eSaMWMGA+vWI0VjtKfCtFSx4ro5UoFeI1ORbRnJYZ486k2WMdCDyyQUygyPQpt7aBwEwVbhEHPYIDspm+a+w0PnR7+zQyNLTMi0QFB0QatPFoJQqK6eRYvETcjBgwfp7h65iXx1nxC5ZreIm5JIihmNzXZS702fdR32ElH2I63eTK6Ugi/io6q7amgGm+DcRy3Nb5Pz0Gm7yFMb7+YvXDiCgxolxMsVXc0QDZNtN9KniiVZZuM5K3LFWvajDYu5Qn2/clpOLovFQlgWTpaUgQjNbSMz53A4HLhcLoplIWSYbGqOWnrFGW976sQFg+H6u7rU8t6hFrlUF1db8hzcWJjZL67ZO7P8KBEFf4P/pEWu8yafhxJRcJg1SEbxXXXu3Dc04x4hli1bhja7HF00wvR9mwB4Z7bELG0y6dHYGZUqgogzkQvyALBHtChAqUYsIre7EyWLCUaOhMg1zpAkiYx7vwrAdVod99x6K9FolAceeIA1//0H/tZPoIlpqTIa+UPDUohGRnjEQ8PmjvcHSxV7iiciSdKgSHPTTTeNy7DZ/JQk/vrpOei1Mv/TuYQ+Qz54O2HVY4OvsV4uShbn1ii837YRZ8A56HpbunTpMbu2eb1eqqurkXQSKV1CMHNb0rD014Osg4orhvS47NmlRBUJvRKiIMl+qLviOejkikQi7N4tHJgzZszAvWoFANsmSFzkFNkpW2MVVOaMkdB5gKRUMCYDoDWLSWi6G3r8QyPS9FYLAabHLlFoL6Sp10eppN7IjQEnF4iSRXdA3JzuTBYrqcH6elJSUpiiOqY2bNgwYuM7FDovRO9IyYlD5+Nois5DSteit0aQAn4+1iFuPhMliwlOGzWPqzaaSWawG30EQiiY1BzTcY01R5QzKVFwt2A1aHEmicWGbJPxnC1XDNXsAETJurcncFpOLgC9YsElqgTpr6378BcPEbW1tUhAoRoKnmwJEbTkg958xtuemTNzMJdrf10MJA04qgedf0OCmse1SlqAIRIis1s4uWpyJfxNfvSSnqlTT678bkLpBMI9YrEllCrmr77qmiEY9Mjx35deQZ9Zwvntu9B6XPTbdWwrl7jMpwbD588/432YisU1PMsr45RlcpQuJGKJXK4EI0pC5BqHmC84H9OsWSjBID+cPp3f/e53aLVa3nn2jyjBZPzttwDwtyQN67f9cYRHe/bxhX3s6tk12FkxOvsCotEor74q2hEPR6niaGVWYQq/unUGQfTc1/9J8eD7f4IOEWZuXrAA2WIhZQBKWiMsb1rO4sWLsVqtdHZ2snnz5qO2uXPnThRFoWBWAfk9YhIxNVcVT0svBuPQls1lpVhoV0TnnxKjEZdZTMii56CTq6amhmAwiMVioaS4GI/aKbRxShrl7WJ1cmtsIlPHSqliHNXNlWIRk7KkEER9niHZVX+9KIN02CDXkktHn4cCSRVEx0AmF0B5loVW/2QA9mWIx8ItLcQCgVFRshh3chV2CAHOOOcUHDNaPb1Z5w0G0M/aLn4HifD5BKeNKnJtj6VS0Kc2ndDrkbRD0/F3TCHLkFIs/ruvAUmS8KpZopka3Tnr5Ao3qIsdNgi0u07LyQWQZiimXTS1I9p08GwN75SoqakhR6vDEJUIa6DAGEKTdWah83EmpU4aFLkMHa3ECtVzee07Z2X7R9HfCS1invlk3xQmuNuQY1H8ySZ6beCr9TFjxgz0ev1JbU6j0aD3itf2qR0W5aYhFOiGGZ/Px3vbDyLJGm5sEoHzb06PEpMlLu1Sj/MMOivGMRYVAyJ8vlGrQ0+YbJx0JDosJhhBEiLXOESSJDK+Jtxcrv8+zxdvvZVVq1aRnZ5KoL2aYP8sLvLZUSSJh/Y/Qbfv3KpP39G9AykcoVytQCq85Hw2bNiAw+EgJSWFCy+8cGQHOMJcPyOXr19WwdrYdN6ILhDdNpc9ALEYkl6P5WKR3Ta/JsabDW9iMBi45pprgGOXLG7fLgIvy+YXD5aBzElRVzSHsKtinGy7iSYlE4ACjYQz7uTq6UE5x5orxEsVp02bRmjfPmRXPz4D5E2bgqRE6dWk004608ecyCVWCSda3TgNYvU52RvGFz773aqCrcKZ4LBJ2HVZpIfb0UoxFL1FuBrGABWZVjqUHPLDUdxJoFiMoCiEGhtHXOQaCA/Q0t8CioLRIZwFORddfMRr3nnnHfbtO37JiGXaNdiLhRhh2nmQDI9EnbuOdu+5ecN9Ouzfv5+33x7isqFzBbVccZ82afAa5U9LG8EBjTI+0GExbBfKeUZMOmdFrv5GIUj1JEsEmh2n7eTKyJuNQ/RLIbmvjv7A8GcHHp7H1ZEKpdEw2qwzC52Pk2xMpjVNlEGWulvozLxIPDFUJYsHlgEKvoyZ1AVsg3lc9XkakCQGagZOOnQ+TrokFkFb1AWh1J5WBoLnRhXL22+/jZJaTLG7g0pHA4oss2KGxGRLIbmRMNjywXbm8xq96nrNdsKemBANi+Qu2hJOrgQjSELkGqckLVxI0ty5KKEQvX/5C+effz7btm0jU3EBcGBNCRODIfqI8O1V3yQSOzdO+CDyuMo6QBuFoFHHpLmTB8WZV6pcZQABAABJREFU6667Dp3u9AMYzxW+dukEbpyZy4/Cn2IAI7Ruge1PA4dKFudXK2zr3ErXQNeg++1YIlc8j6so3YQuCn6dhiyqAQkqrx3yY7EYtHTIok10VjiAW3XoK+EwMc/QuIFGisPzuPpVF9fOEokLJTHB3RwVGRxjz8klRK4KXQ/dJrXDokehy9d19veldt102EAbS6NMLVWU0spgjJQxV2RZAYmsoA4kCW+maOwQrDsUPr9t2zYCgeFfZa111qKgUNpvJBbQoEhgm3YodH7lypVceeWVXHzxxbjd7mNuI3n6NejMUZIyg6AofKxB5I8l3FyCWCzGFVdcwVVXXcV//vOfkR7O6Ed1cjXrNeSrnRXl03TunJMMdlhsFP9OzwUgLaScs+WKzjZx3u+zykQ9PvLz809rO1lTLiScLMrsiwbaaHAMf+e+mpoaylPFNaAzVSItGjvjzoqH488WIkmex8XGyDTxYONaCA5B0L5aqrjXLsS0BX7xPe3IFAtevoO+k87jilNsLwZgf6a4JS72dHKwe2SaBJxtXnzxRQx5lVzTKFxcB6en4rRKXK5TFb0zzOOKoy+Mi1wK+6LicyyQuulIiFwJRpCEyDVOkSSJ9K8KN5fz+RcIt7eTk5PD49//GgDVqZfx5QNdJMVibO3Zzh93njtli5s7NzNJLVXsyS1Ar5WPyONKIH4fP79lOnmFpfwqfCsAseU/gAEHlgsvRNLryXZBfo/CW41vcfXVV6PT6aiurubAgQNHbCsuctl9olWRO8UotILChWDJHJbjcRnFBDW1v5uQDF6jeDziOLdKFg8XuXpXiHKBXeU65jmaAdgULkevlVURZAyhOgmK6Dqiw+JQiFzGfvE7ddglIiH7mOqsGCc/xYRJp8EYTAagK0XcZIXq6igtLSUzM5NQKMTWrVuHfWzxUsX5IiuYUJoV2WgcfP6RRx4BRFjyL3/5y2NvxJZLp6l8sGRx/nYvKEoil0tly5YttKoNFL70pS+ds0LEWSHYL7IngT59mDy1s6LtJLt9jgs+0GHRnF0sHvYp56yTK9gnrgO9SToyMzMxHnaOOhXKZywEs1gkLujvpb5n+EWu2tpayqxi/P5kBQnOqsiVXzAVp1ncUO7e64bkIoiGoGH1WdsHAH4XNKwB4NWA6IpY3C1+kzW5EuHuMFFP9JRFrul50wHYmiXKk9MCHmrrx/7vOhgM8tprr2HPLObSlm0A/HeSWDi61Ku2Dj0LpYoA+iKxKJDpgvqoWAwskrpodyXKFROMHAmRaxxjXjCfpAULIBzG8ac/AzC/NAO9RkZrTWfNgSR+4OgD4K+7/sqG9pELKj5b9If62evYy0RV5OqftpA9e/ZQX1+P0WjkyiuvHOERjh6MOg1/+fRcVlhvZF+sCDngIvrO95HNZsznnQeILotvNbyF3W7n0ktF58XD3VyBQIC9e/ci6STSe1wApKaqrsBhKFUcHIdFlBoY3C0ofgWX6uaK9Jxb4fNxkWtWcTFU1xEDNOfNxdQqxIytsQomZVvRa8fYqV91EmRG2wdFrky3QudA51ndTbS/H0NE/D57rTAwYDuss+LYEblktcNiOChW2OuSxUQzWFePJEkjWrIYD52f0iJWeANFJYPPrVu3jlWqAxHg17/+NZ2dx/6OgyWXYi0IENNImDpclLfD+53vE4wmWpbH8yUBXC4Xd9999zlXmn3WUEsV+7WpRHS95KvrHrnzzzyM+Zwh9chyxYyCiQAYooDXi9d7brhejsAtygq7dcbTLlUEsCcnE9WIa0q2209917HdqUOFoijU1tZSqhElZPqz2FkxzsLShTRkC2HDv28/SrnaTOhslyzWvgOxCEpGJa+1m0n3uzC4eonJEvXZ4K32kpSUxKRJp5Y3dn6luB52mLVoksSCUM+u/Wd37CPAu+++ywBGLnc2kBQJEszLYGdRjDJ7GSVtImf3bIlc2qwsYjot2hiEokIsFCJXwsmVYOQYY3c6Cc42GV+9FwDXSy8Ram3DqNMwqzAZgKxP/4GrvD4+6ulHQeH+d+4f8/lcVV1VKLEok1pFAHrKBRcPijJXXHEFZvOZd5s5l0i3GPjrZxbyE+nzAGh2PoPStOFQyWKNwp7ePTR7mo9Zsrhnzx4ikQjZ07IpUMtA8pNUYWnS8IlcEbuwUpu8zWj8GlwWMSGLnEPh8z09PXR0dCBJEsW9IlimLgfm5U2BoIeQbOKAUsi0/DFWqgiDIpct2IUjyQYIJ1dTb9NZ3U24QwhaXiNEDDp6nDpK5biTa8JZ3ddQU55lodcvhLndqrAcqhc39KNB5CrsEDdb8sxDofOPPvooAJ///OdZsGABPp9v8LEPkj3nBjQ6haR8IWpdtd+AP+JnW9e2oRz+mOC1114D4Lvf/S5Go5F33nmHP/7x3HFjn1XUUsV2TS7p4S6SQhBBoWDBghEe2CginsnlbIRYjLLsYvpVY1OOzXDuubkCbnSq0aUJ42mHzseR/z975x3exnVm/d+gd4AEexeLRPVmNVvuduIiOT3xJutNL07ZzaYnGye7aU42XzabvulO2ZRN7DiusePe1Xth7x0kAAJEn5nvjzuAJEu2VUAClHCeR49p8s6dizIz9557znn1ZhIGMMow0dWfhQGePoaHh4lEItSnBPHgdCZJ2ivB4sraOS5puQTNMU7FRC+jFVeI/+l4GLJJrh8R97XJ2msJRJKZPK6JKitxk0SkI8KaNWvQ68+scvSKxStITmkVFjXVc7R9/ldYvPPOOzFXLeLGHmFV3LWpGCSJa8rXwcy4qG5euSIr55J0OqRqEQviTIrIlzppnFA8xXQOcugKKAAKJNcFD9tFFwlVTiqF73/EJHhTkwhcPaTUIddu4tNTAVyTcaJSlNf97HVEotkPe54rbBvdRt0EWBMSskFi2WUXFayKr4CF5U7e+9a38Af5SgCm/u8jOC7bDDodC8ZUSgMqD/Y8yE033QTAtm3bMpPetFWx7rJl1I2LyY7FnYCK5ccqNs0BjCWCJLElp7DJZvznoZIrreJqbm4m8oywbe1u1nGZNr9oMyxCRs/y+ZbHBcLWarSjQ0GxicdW6bRKz0R2qyClNJLL54JSSyn9/hiNWibXfFJygbhuexKLsSgK3aWC1I339qGmUhmS67nnnptThY+syHT4O5BUFatPfI5lm0Xo/Pbt23n44YfR6/V89rOf5etf/zoAP/nJT+jsPLkqmblhAzOSg7IFIldvw6EkxlTBstjX18eBAwfQ6XT867/+K9/4xjcA+MQnPkH7ebBwyzrSofNKGbVaBtyYJGG0WnM5qvyCpw4kPaSiEB6lpsjJlENcv5Xu84/kkgeOYEyIe2ZfVH9OSi6AIn0Vw1r4fKxrbisstre349bp8CTF66mwxdFlKXQ+jXJbOb0e0X/zdB/PJBeB0QahERjdn52TJKPQ+QgAz5uEk+DSpIgrOFguNkwiHWeexwVgsVjQ+cX32e8Vz0Nj//yusJhMJvnrX//K2pIqGqdHSBlN/LpeWNiv0WlzwIrlYMzefc7SIMjw0riemCTRoBOfz0jBslhAjlAguQqgRFNzBf9yN4n+fjY2CpLrhe4pDGv/EYuq8v1oEjkqM+2e5pJPXsLAwEAuh3zW2DG6g1bNqjhVVkI06GP37t3odDq2bJk7ZdF8wxWLypCu+XcmVSfemU46n/optjUiE2Fdu8jlqqysZONGocpI22XSJJe52kFZQPRldqegdeucjt9TXIpfFWUVSyQTgXSFxfMok2vv3r0ArFm+nMjzYuduYnUdVaNCdv9MQiiRlld7cjG8c4MkZSwzZrtg7UqCMDSd3ayh6W5hx5lwS9S6aglOjlEsaVaceabkWljuIIib+qTKpAsUswGSSRL9A6xZswaLxcLk5CRtbW1zNqaB0ADRVJT6KT0kdah6qFu7DICvfOUrANxyyy0sWLCAK664guuuu45UKsUXvvCFkzvTGxgtvRhbWYKk3YwpkmRNp3rBh8+nVVwbb9zIkdgRPvzhD3P11VcTjUb5p3/6J1Kp86eITFagKbm2qfaMVTFgd+RwQHkIvRE8GtEz1UOl28KUXdjfKpzW847kSnYKYmbaCqGpxDkruUrLljOmkVzGkcMoytxtLHR0dNBoEYVnJlzQSBJ92ZnZ+V4JkiQx7hTXTH3Qx46eaWgUm6K0P5ydk3Q9DskIuGt50CeyXFunhJL7SKUCUYiPxM+4smIaHsUDwKAotEjp5DDByPxVID355JNMTU3xJoRdcGjdEqZMcaod1Sya1NZvWbIqpmFrEJvJFX6VIYMeNzO4CDMcLFgWC8gNCiRXAdhWr8Z+6aUgy/h++CNW13kwG3T4wnG6Sq4Gg5XVySne57kWgOTaJJtu3sRjjz2W45GfGQKxAEenjrJ4UCO5mpfz17/+FYDNmzdTWlqay+HlPd5y+SqeqhfFCmr3f5fIClFFZ0MHdAY6afe3n2RZTJNc3qgPHSBbFQwWZU6tigCVbgv9qpgYVRnMBOyaXdF3/im5riqvQBdLMOWA5vXXwsALADyXaMZk0NFSPk8XcBrJ5bELJakrCqFQdu3Tfk3p4nNBpbMG10wvAIqzCkzzy8rcUiaKCxTHraiSRLhU+IsS3V2YTKbMYmAuLYtpq+K6YWEniXhd6Ewm9u7dy7333otOp+Ozn/1spv3tt98OwO9//3v27NlzUn/Wpdcj6cBQJ4ibKw9A73QvA9PzcxMmG7j33ntBD8nXJrn1kVu5q/MufvnLX+J2u9m2bVtGIVeABo3katebqNFC51MVFbkcUX4iY1nswW01MmUXCpAKh+28K2yQ7Bb3qQk3xEZC56zkKl20iZhHRGRUhgYZmZ47ZUt7ezstXhsAI8USlSkZShdl/TwWbx1hCxgVlaF9h2BhOpfrb9k5gVZVUV10A9t7/RiUFO5BocLsqJKYaReB/mej5AKotYvPuK08XWFxhPax+Vt9+84776TYZOFyTam64xIxf7mm7hqkIa3gTJZJLnN9usIiHNWJ71y9NF7I5SogZyiQXAUAx7K5gvfcgzQ4wNp6Ee78/GA8Q0h81GnkVRWvQtJJON7i4Lo3XMc3v/nNeRNou2NsB6gqy/rFZEO36ZqCVfEMsfWfPk67eSl2Kc7EhJi8LBpQcEaEZTH9Pj722GNMTk6yf/9+dA4H1VOigIHZnRT5SmVL5nTcFceRXDUG3TEl13loV1wWFxPoPU0SlxUvg0A/Kjr2KM0sqXRh1M/T276Wy9VgmyJsFDvTpkB2J6EzvWJn2OeSsEolNOmEQkE3z6yKANUeKzaTHkNcSAhGi0XWSLxLqNWOtyzOFdKVFZcOCHvJTF0DcEzF9Za3vIWFC48FIq9atYq3vvWtACeQX2lUrhXPpqYFwma6qlvBPaPy9NCFaVkMhUI88cQTOJY5iOrFwuJr276G3+Ln+9//PgD/8R//wa5dhdwyQOQFaYvAYZNKtZYbaW6eX6rNOcFx4fOSJBF2CBK93GQ675RckQFhVfO5JeKDU+es5KpfcyWSSxDx9aFxuifmLqi/o6ODFpfY4AgVqWLRV5J9kmtp2TJ6y8Tmob2vC1+FsKEztAtmzlExL6eg7QEAhiuvwRdOsDA8hpRIELMZGCmGUFsIl8tF81leu0vKxZx0V5kRUHEnInS1z8/NElmW+ctf/sIbqxowKjLdxbU8YD0EwDU1lx+zkNacHSH4UjBq10mFX+WwKpSe9dJYwa5YQM4wT1c7BWQb1hUrcFx+OSgKEz/8IZs0y+Lz3ZOw8mbR6OCf+erlX6TZ3YzRbaT6fdV86tOf4je/+U0OR3762D6ynbIAuGYkVB2Ur13Ok0+KEsevec1rcju4eQKDwUDV236EjI7L7LuY8nrRqXBRhyC5Fi5cSGtrK8lkkm9961vE43HKL11LnU8Qi05XUlRVlKQ5HXeFy0KfKpJR66Vj1RXl88SuGI/HOXJE2BIdnYJIONJqZ2VEkEDj1ibC2FgxH0Pn09CUBC0GH2NahUVPOJHVanrymMiQ8LlAJxezQNIq+81Dkkunk2gpdxKNiYlnp0cL1s1h+PyLQ+cTyzZw6NAh7rzzTkAEpb8YX/7ylzEYDDz00EM8/vjjJ/xNcpTRb2nF7EoRqyxBp8DmQxeuZfHhhx8mkUhQ+yqhSrAarCSVJP/6xL9y3euv441vfCOpVIpbbrmFaLSwu86MD+JBVCRCpkjGrliyelVOh5WX0DYZmBIEUNQt5oil6M47JZd/WMtmdOpIjPvOWcnlLasCkyC5qqfDdE/MnPMYTxft7e0sMIlNIb1bs9/NgpJrc8tmejQBZFNgkG2TFqhYAajQ8fdz67zvWYj6wVrMk7EmAK5WhYq7s1oHkkSkXeRx6XRnt6zd2CKiNvqsegwOsSE0eXB+Vlh89tlnGR8b4002QTTt27iEcDJMqbWUFUkF5ATYS7Oei2vSlFzlfmhXxBy/rlBhsYAcokByFZBByUeEFW36vvu5WCst80L3FErD5eAoh6gfS+/TfOvKb2E1WHEscVD2mrLMDnG+Y/vodhZreVzhIjtH9z6PLMusWLGCxsbGHI9u/sBRt5KZ1e8DoLxCTDQ2dUgMhYc44DuQUXN997vfBaB47QLqNMGUxZOExXObxwVQbDcxjCC5qpXoeVdd8ciRI6RSKVZ6vRjHJknqwX3xpRgGhCx9ryQmtcvmY+h8Gtoiq45Rxq1CnVQyDeMz2bMsGvx+QCi5EjEPjVK6suL8I7kAFpY5GIuJz/6wVxDN8U5Bcl18sQjvbWtrwzdHZG/bVBt6WcU+KaYeRZdcyde+9jUA3vCGN7B06dKTjmlsbOT9738/AJ/5zGdOUg5H6q8CIFUrfn/ZQYXto9uJpS683eN7770XnU2HcbGobvWDq39Ag6uB8cg4n3zqk3z/B9+noqKCI0eOnJJQvOCgWRWD5gqcqXFc2lpsgUYAF3AcjrMrAqjF4nlamuS8U3JFJ8Xm0JTdjF5JUJEF+6pkFBZtV1RmsHfknPs7HaRSKbq6uqhXRGVFuzNFyloKtuKsn+vipRfTXSTuwc3TvezonYKFrxZ/PFfLomZVZNENvNArPptVIRGifqgihaRIRPuiZ21VBFi3dB3yjIwqSaS0Covxjo5zG3eOcOedd3KJzU61nCBktHJonXj2X1V3FbrjrYpZ3mw2VlSg6HWYZJiOiu9CnTReyOQqIGcokFwFZGBdthTH1VeDolD2l99iNeqZmknQ7ovC8jeJRvt+T6O7kds23gZA6U2lHPQfzFil8hUTkQm6g90ZkmuyvpF7/no3ULAqng1c191GwlZBTe0kAMu6FSzxEy2LMzMzgIRSkqJuQrOBVLihOrsS6dOBJEmEtcyF2kQgU11RDgRQE4k5H0+2kb7+3rhAEEGH6iQubrkqk8f16Iz4/bxWcmkkV4k8yoSm5CoNqoxGRrPSvZpKYdPULT43TIcdxyorzrPQ+TQWljvpTjVTkpIZTFdY7OlBVRSKi4tZvFgEEM+FZTEQCzAWGaN2AiRZQjFK6N1m/vCHPwCnVnGlcdttt2G329m+fTt33XXXCX+rXCdUuC1VXWA0smAMykdi7BzbOXsvJg8hyzL3338/7ovcKDqFZk8zF5VfxHeu/A42g42dYzv5Vd+v+NnPfgbAt7/97ZOUcRccNJJrQF9FbUg8y4aVFNVNTbkcVX7iOLsigKlcPE+9MeX8IrlUFSUoFE9jFjvV1dXo9fpz7tZp8DLhEj9Pn6Ja7Gygv78fKZWiIq5VJHbE0ZVlt7JiGlaLlR6DeMYsCI6zq8cHC68Tf+x6DOSzDHFXVTh6v/ix9Ua29YjrtHxIvIcdVcAoqEn1rEPnAYqLi1E0x0FAq7BoHuidN3EsaSiKwl133cXNHg8Aj9auoVsR2bjX1l8LgztEwyxbFQEkgwGlQmQbm+LimhGZXBfehlMB+YECyVXACSj98IcACP/tb1znEAHPz3dNwsp/EA3aH4LIFFubtrKlcQuSTqL0xlJ++tOf5mrIp4Udo+LGvmJAPMRCKy7lb38Tu0sFkussYHZg2vKfmN0pDI4UBllldbfKQ70PsWbtGiorKwEwVTThUgbxaOp884ZXw1nKyc8VSZeQUtdGxpixQkobRmpyMifjySbSJNd6k3hRe5p1bC5dAyMie+HZeBMWo47m0nkaOg/gqgK9CYOaIqbJ8EuDMBrODsmVmphAh/heTNt1TPgN1EvCvkjJ/CS5WsodxDBTl5QY84Cq16FGIqRGxXs2l5bFtFVxzYiY/Ia9Tr777W+iKApbtmxh9erVL3lseXk5H/vYxwBBhh1fIdDduJ6A5MZjiRBbIvK8Lj+g8PTghZXL9cILL+Dz+Si5XJQH29q0FUmSaPQ08tXNXwXgN4d/g7RY4n3vE0rct7/97QSDwZyNOefQSK6dFFM7KdQbowYj0hzb6ecF0tamWBAiU3hqxD3RHVUZGx6ed2TASyI8hiEsnqP9kv2c87jSKPMsZkQ4PFEGDmelz1dCe3s79SYTehXCFqjXJ2aN5AKYsXiIG8CaShHo6CbkXQ62EohPQ//zZ9fp8G6YHgKjnX7PBsam45SkIuhHhEW2s0rCt18okc9FyQXgiIv50ZBWYbHcP4IvPL82QXfs2IE8OsrlDvFaHlpaRzgVxG12s7Z8LQzOTuh8GuYGMc/2JgwoQJ1ujNFgbE4rihZQQBoFkquAE2BZvBjntdeCqvLafSLo8fmuSahYBuXLhJf70F8AeO+K9wLgXOnk9w/8nkgkkrNxvxK2j27HNaNS4heT1+HiMiKRCHV1daxatSq3g5uvWHwTUsu1uGrELs26Nh0T0Qn2TOzJZJzZFq2lflp4FXWOFLpVr83VaDEVVRNXDdiUFEpEyeRypc6DXK69e/fi1Omo9gspf3T9Ejy+TlBlopZyhihhSaULw3wNnQfQ6TMLLZ1dTJhKgyqd49nZFU+OCAvJpAuKzSWkfH2YpRSKzgTuc8tkyRUWlotwaGfcgayXCHkFORjvOtGyOCcklxY6v3xQkAm+itpMnuNtt932isd/4hOfoKSkhLa2Nu64445jf9DpGPKK1zFTJX516SGV5/ovLJLr3nvvxVhqxNxkRkLixgU3Zv52Tf01vGf5ewD44nNf5NYv3EpTUxMDAwP8y7/8S66GnHukSS7VTLVWWTFSlH0r13kBkx0cmm3P30N9XSuyBHoVnJLClFZcZr5DGW7DFBPzxKGU6ZzzuNLwNq4j7BHfMbevm2hCzkq/L4eOjg4WFosqmMNeqEulZiWPK406WwN9or4PjYEh9gxMQ4uoyk77Q2fX6RHNqthyLS8MiN3SV+vEnG2szETEIhE+Gsbr9VKvZUKdLaos4gHSVpausDhK++j8qrB455138iaPB70ksbekmXiLiHO4svZKDOEJCA6ApIOql95UOhc4F4hoh4ppGNfrqWQK5Di+mexlpxZQwOnijFc8Tz31FFu3bqWqqgpJkjLV6dJ4xzvegSRJJ/y77rrrsjXeAuYAJR8WlRbLdj9LQ3CYbT1TgoVPB9DvE/aSRncjGys3IukkjOuN/PnPf87VkF8R20e30zooJhgJl4E92x8DhIqrsGt7lpAkuOGbOOuFOm5tl4xeVvnjkXsy6jjXygXUaRWrbEVAw6U5GiyUe+wMqkJKbY4p502FRVVV2bdvH5fY7egUlUEvrFh5LfRvA6DbugyQWD6f87jS0CyLNruYMJVMQ6+vNytdxwdFxofPBdXOaqzTIntGLmoUBNs8RKXbgtNsQI2JlcdIsZbL1XVi+PzOnTuJx2d3EnosdF7YVnbr3MiyzKte9SrWr1//ise7XK6MpfHf//3fTwhONy0Wc4wy51F0RUV4ZqBofx99033Zfhl5i3vvvRfPJg8AGyo3UG4vP+HvH171YTZVbiImx/jcts/xw1/8EJ1Ox69+9Sv+8pe/5GDEeQCtsmKnXsqEzuuypNw5L5GxLPbQUFKGX8u2rCqynDeWxWTnAUAon/xBJWskV82qK1HcgtiqC4/R45v98Pn29naaiwTJFfCAAaB09pRcKytW0lMuvhNNgcETc7k6Hj67TtN5XIu3sq1bEKkbYmJD6nCFeJZEOiOsW7funOfyC0uEEnhfqQEkFXsqRs+RnnPqcy6hqip/vfNO3uj2AHD/go2kLOL7fG39tZDO4ypbAmbnrIzBXN8AQIUfeowWdJJKbcGyWECOcMYk18zMDCtXruQHP/jBS7a57rrrGBkZyfz7/e9/f06DLGBuYVm0EOf1YtHw9vZHCEaTHB6ZFrlckg4Gt2cmh29b/DYAii4t4ie/+EnOxvxyGA4PMxAaYEm/IFumKit44K8i16VgVTxHFC/A+tp/Rm+RsSZUlvWq/L3v76zadDEf++wXMVdxLI+ruRH0xpwNtcJloV8Vi32PLBGwnx/h80NDQ0xNTXGFS0xadjdLXFZzWSaPa7ssdtaW13hyNcTsQQs/LrKLwhjFYRidyk6Z76m2dkCEzpfaamhALNoMZQuz0n8uIEkSzeUOQrEGANqLhc0v0SVydVpaWigtLSUej7Nr165ZHUvbVBumpIpjSlx3v9ovQn0///nPn3Yft956K3V1dQwNDfG9730v8/uGDVuRVYmFugGUS4Sq6/KD6gVjWezu7ubw4cMUXSKy6m5quumkNnqdnv+87D+pdlQzEBrg7sTdfPJTnwTgfe97H6Oj2bH9zhsoSiZfasKYokbbjHEtXZLLUeU3jquwWOWx4reLQPMKl+W8qbCY7Ek/ByAxGsmaXdFbvwSjXZAytdN+un3hrPT7cujo6KDRLCorqm7N4j2LJNemRZvo0ax+zSEtfL7pKtAZwNeeud5OGxNt4jidEVquZVuPILnqx0Q/7VUSlhkLclg+Z6siwNqGtQB0WoyYnOL9mjp09Jz7nSvs3buXxokJSgwGpm1uti1wE1OnsBvtbKjcMKt5XGmY6sX1Uu5XOaoXO8l10jgjhQqLBeQAZ0xyXX/99XzlK1/hda973Uu2MZvNVFRUZP4VFRWd0yALmHuUfuhDIElsHNpPU2CIF7onwVkBjVeKBvv/CMCl1ZdSYa3A4DBwmMMcOZJ/JXe3j24HYKUWOj9Uswifz0dRURGXXpo7ZdH5AunSj+JsFDaoS9okVF2Ed//f71n/unehswxRNy7ed8uazbkcJpXuYyRXmarDn1Zy+ea3kmvfvn3ogCvcItW2Z6mXhe5mGBATmvsDQsJ/Pim5qs2TxLQwYDVLn9+0pm7yucAilWYqK0ol87OyYhoLy5wMxhejV1W6tQVIvFssEiRJmhPLYlJO0hXsYsEYSKqEYpHoH+3l8ssvP6N7sNls5ktf+hIAt99+O36tGqbR4aXbIiozTlaIac1F7So7Oi6MYPV7770Xa5MVU7kJq8HK1XVXn7Kdx+Lh21d8G7PezNNDT1P1xipWrlyJz+fjve997/mTq3Q6mB4EOY6sM6JTAxRrnEPVaagKL1gcV2Gx2G5iyi4IlEq347xRckX6hXJnwi0RHw5mTckl6XRg0mz20wl6hgNZ6ffl0N7ezgJJbCxaXClkSxHYS2btfEsXL+WoKjKsmvwj7OnzkzA4oW6TNqAzVHMduVf8t/FyBiJGhgJRjJKKuVMQTx3VErFuoRDKBsl18bKLUZIKSZ2EolVYTHbNTZGAbODOO+/kZo9Ybz9Ytx6dR6zHLqu+DLPePOt5XAAmjRSu8EObkg6fH2OoQHIVkAPMSkDLE088QVlZGYsWLeLWW29l8mWCnePxONPT0yf8KyD3MDc347rhBgDedvRhQXLBsQD6fX8AVUWv0/O2JULNVXx1MT/9Wf4F0O8Y3YE5oVKpkS3PIhQvW7duxWAw5HJo5wcMZpw33wrAxvYUkqLSGXmaL95zCKulh1pNKGXe/NLE+Fyg3G2hXxUWnmpJPZbJNc/tivv27WOZxYJLhhkzVG+6Gsl3FOJBFIONPYkarEY9TaX2XA/13KGRXM3GCSZsgrSzBENZ6TquKRF8Lgk1VZwhufDOb5KrpdxBn1JDXTLFYIlQUSU6OzOExlyEz3cHu0kpKZYMi/P7PU6S/uHTyuJ6Mf7xH/+RZcuWEQgE+MY3vpH5fbhObMCYE3uRmuoxyWB6YgfR1Pk/ub733nvxXOIBhC3FZrS9ZNvF3sV8cdMXAfjpwZ/y0e99FJPJxH333ccvfvGLuRhufkDL4/JbaqgNi9yaCSVF88qVuRxVfuO4CouSJBF0iGdKhcV83pBcgTFRbMTn0pGYmMqakgvAbnASMYscs8n22SVP4vE4/X191MTEMs/rSCCVtoqYiVmC1+ulL66S0oErkcAVmuLgcPA4y+IZ5nKlrYqtWzIqrqusEdSZGRImHQMlMLRdPLfPpbJiGnU1daTGhYIrqFn7bYPzp8Litj/fyXqbDUWSuK9+PSbXIQCurr8a5BQMiSqLs0lyGauqUCQJSxImtEdvvTTGSLBgVyxg7pF1kuu6667j17/+NY8++ijf+MY3ePLJJ7n++uuR5VOHLN5+++243e7Mv2ztmhRw7ij50AdRdTo2jR5iYtdeZEWF1hvB5IBAH/QLO9TrWl6HESPWOit/ePoPs57tciZQVZVtI9tYOKSiUyVUGzz09KNAwaqYTdhf+150Fj2WqMTCYTA4DxNXpimK+rEmAL2EqXn2Ak9PB8crueokmYCWJzLfg+f37dvH5XYhS9vXKHFpwxWZa9PnWYGMniVV8zx0Pg1tkVWjjjFmEwHRnpkkybMtT348tO+BzwWxqJNGnbZom+9KrnInMnqqkiaGi0GVQA4GkbWg6DTJ9dxzz83aZL7dLyxAy4fFwqHD5mHThvVcddVVZ9yXXq/na1/7GgDf+c53Mjap8rVbAVga34triyh8cfH+ZKay7vmKYDDIU88+hXu9IH23NG4BIJ6SCUZOfV1sbdrKP7SKDasfD/yYT93+KQA++tGP0t19hpai+QotcuGIoZIav5iz9KRSlJWV5XJU+Y3jMrkAIi4PAGV6w3ljV4xMCknfpMOCHPJldU1S5mhiWKtrEO2Z3QqL3d3dlOt0WGSJpB5qLfFZrayYhkv1MqiJxZqCQ+zsnYIWjeTqfQbip2nTDA7C8B5AgtYb2d4jNtovl4WtuqMSVJ3ETPsMlZWVVFVVnfPYJUnCGhEZZkPahlBVYITheUDQHD58mPV+8UyfXL6OKU8UjJOY9WYurb4Uxg9BKgpm96xu3EkmE3GvEBKoYTGfqJPGGS4ouQrIAbK+6rn55pu56aabWL58Oa997Wu577772LFjB0888cQp23/2s58lGAxm/g0MZCdfpYBzh7mxEdcWMWF+3b4HOTQcBJMNlogFBPtE1prb7GZrs1hgGNYbTipGkEv0h/oZi4yxRPtaBUrd9BzYgcVi4VWvelVuB3ceQTKZcFx+BQBXHZGRdAlMJY9Rq+WcmKvLkIy5y+MCKHWYGUAouerV6HkTPL9v3z6uLBKTin0tRtZXrIcBETp/xCjyZc4LqyKIKoeSHjNxpq3iNZcGVcaj4+fctSUkVMQ+t0QsoKdcCog/eJvPue9cIl1h0RJzkTRKhD3iOkyHz69duxaz2czExAQdHR2zMoajU8JeUj8sNruele18/vOfP+ug4C1btnDJJZcQi8Uy9sWqRevxSUXYpDijFVZUSaJ1CHbvvC87LyJP8dBDD2FdasXgMFBmK2N9xXpUVeVtP93GxtsfFbk4p8AnL/okq8tWE06G2d+4n81XbiYcDvP2t7/9JTclzyukKyvqHJk8Lr/NUShE83JI2xXDo5CYQS4ShVxKZM4PJZecRA4KJc+Y1YVVr2Q1bqWobg1+rTvTaNusKoQ6OjoyofOjRdAgp2Y1jyuNJmcTvVr4fHNgkO09frFRVLRAVGfvfuL0Ojp6v/hv7QZwlGWUXIsm+wFor1KxKBYSY4msqLjSKDWI73S7VmGxLjRG+3Awa/3PFu7+4x95jUvM855ffiUGp1BxXVx1sVD2ZvK41oJudjc8DRox7NSqlNZJ4/OCKCzg/MOsb+03NjZSUlJCZ+eppblmsxmXy3XCvwLyB2UfvBVF0rFh7AgHH3lO/DJdZfHQ3ZAUN663Ln4rAK41Ln78ux/nYKSnRjqPa414LtLrrQTgVa96FXb7eWDfyiM4rxdE54Z2BVQVa/EL1Gn8kXlZ7i0gBr2OqL0GgGo5lgmel+dx8PzMzAyB7m5a9WYUQL9prZjQ9D8PwFMxYe9bUXOekFwGE3jEBEqxibyH0iCMzYydU7dyKIQ5JRb2U04dBk3VlTB7weo5p75zjXKXGafFQDImdrqHvEJNldBILrPZnMkzee6552ZlDG3+NuxRFWdQXHMHzKVcf/31Z92fJEl8/etfB+DnP/85bW1tIEn0FglVWmz4WRIXLRZt//bUvLGbnA3uueeejFVxS+MW9Do9bWMhdvb5iSZl3vvrnaes5GbUG/nW5d+i1FpKd7CbpR9fisPh4JlnnuFb3/rWHL+KHEAjufapBqq1R0CqoiKHA5oHsBWDxSN+9veiLxXPU29COT9IruAA+rC4Rw0YhbMkm6RnxbJLSWkVFiumh5kIzZ7rob29nYXFwrY8WQQWVYXS2VfTr6pZRbcmhmya7mNX3xSKyjHLYvvfTq+jdB7X4q2MBmP0TUbQSeDqERsm7dUS5gmRCZeNPK40Gt1iznSgxICkU7HISfoO538u18Sdd+HU64l5PNxrqMHgPAjANfXXiAaZPK7Zzxz0LBTP3vIZiZAkieB5/+xXEy2ggBdj1kmuwcFBJicnqaysnO1TFTALMDU0MLFJWErcf7xD/LJ+M7hqIB6E9gcBWFS8iGXuZUh6iUOGQ3ljedg+sh29rFI3IiYWj0SEiqFgVcw+HJduRjKZsE3rqJsAGeVYZcXWZTkenYDHU8S46qE0JR/L5PL55u0i+ODBg1xmExPZjmpY13oNTI9AoB9V0vFXXzVwHim5IKMmMNjFNV0yrTI0fW5WmeSIyN8KWcBqK8I23QuAXDy/VVwgCKGF5U6mYk0AdGpZI/GuY/fo2czlUlWV9ql2GkfFNabYJV73+hvOefG4efNmtmzZgizLmQqNhkVCnVvje4bqN/0jAKt3B+kOdJ3TufIVqVSKvz35N5wrtJzJRrHRcM/eY4RDIJLknb/cztRM4qTjS22l/NcV/4VBZ+BZ37Pc8t1bALjtttvYv3//HLyCHEIjubqRqZlMVwCe/9f7rOM4y6KrqgEAb0Q5L+yKymgH5qhYFo3I1qzmcQGULtqA0SWUYnXTk3RNzN7Cv6OjgyabBYCkR1NmzoGSa1nrMtp0wibdHBzGH0nSNRGGFs050fF3eKX5VmQK+rQNl8Vb2KZZFdd6jaS0tUVnlcTUQaHuyibJtapulRimyYhJ+6wCeV5hsaOjg81hYQO1vOlmhqKD6C1j6CUDl9dcLhoNiA3/2czjSsO+QMw1KvzQbzJjlpLowqPEUxeAQriAvMIZk1zhcJi9e/eyd+9eAHp6eti7dy/9/f2Ew2E++clP8sILL9Db28ujjz7Ka17zGpqbm3n1q1+d7bEXMEco/eCtyJKOxp4DTO/cJaSuK94s/rjvD5l271z1TgCKryjmJ7/4SS6GegJUVWX76HYWjII+JaEzKfx+5350Oh1bNBtmAdmDzm7Hri2WrzssJge1aZJrYX7kGlW4zPSrZZTKcsauqCYSKPO04MW+ffu43C0WuLubdFxWcxkMiDyuRHErvqQZm0lPY6kjl8PMLrTweYddZDyUBqFj9NxsdimN5PK5ocRSQZU8CICxfOE59ZsvWFjuoCfRil1RGEiHz3cfI35mk+Qaj4zjj/tp1niXqSIX73jttVnp+2tf+xqSJPHnP/+ZHTt20LRhC0lVT506TKK5nrhFT+k07Hv4d1k5X77hueeeQ12kIhkkFhcvprmoGVVVuXe/eLP/46al1BRZ6Z2M8N5f7ySWPHmRsapsFZ9e92kAntU/yzXvuoZEIsEtt9ySV/maWUUqDgEh745KM5QGxK9LVuVecZz3SFsWp7opaxCkiSMOwYlxUqlUDgd27kh2CfVL1ARTM1LWM4Ilkx2DRbxHVcEI3RPZKZpyKrS3t9OgF5u6JlcK2eQSFdJnGa2trRwNi2dzSWQGdzzMjl4/NGwGo11YXUf2vXwnbQ+CKkP5cihq4IVuQWZdq5sEVWXCoyNol+h9rhfILsl1yZJLUBWVsEEHHvFZyd35vUnyxE9+whKLhSQwcPGrMWpWxQ2V63Gb3YI0nNJeQ/WaWR+PqU5U9C73q3SZxQZrvTTOWPA8fZ4UkLc4Y5Jr586drF69mtWrVwPwsY99jNWrV/OFL3wBvV7P/v37uemmm1i4cCHvfve7Wbt2LU8//TRmsznrgy9gbrB4zWKebNwAQP+3viN+mbYsdj4CYeFJu6ruKlySC4PLwB/2/CHnE56uQBdTsSmWD4pFXbTETGy0m82bN1NaWprTsZ2vcF4jpNEbeyzoZZVqrSinZWF+kAWVbit9ahk2VUVRVMJio3Pehs8f3L2bTVah5JpYVUuNswb6RR7XoHMFAEurXOh151HOjEZylTgEMemdhr6xc1OOTmvWPZ9LwmurpkmrrGgozY/v7bmipczJKF6aEnKmwuLxSq6LL74YgCNHjjA1deoMp7NFm78NgKVDQkHWU1xNudualb6XL1/OLbcI9dFnPvMZHO5i2sxLARg+8BDTm5cDID/waFbOl284vqriTU03AbBnIMDAVBS7Sc+bL6rljneuw2UxsKvPzyf+tA9FOVlF8ZZFb+GmpptQVIXo1VHKW8rZv38/X/ziF+fy5cwd/L2gKqQMdspnJtEBAVVmQaGy4itDu//i76G5ppGYFrVZ7jIxPn7u2Yi5RLJHbJZMuCHhS2RdyQVgMVuRJbAlVIa7Z0/91t7eTl1CWPrdzgS6skWzWlkxjYaGBoKjSYa17LGm4JDIBTSYoelKbXCvUGUxXVVxsdiMTiu5VoTE5lNblYpRMhLrjVFfX5/V+fzi5sUkJ4USbVpTPTuG+0ThrTyF9MSTAEwsXMhOv5qxKl5dd7VokLYqeluE5XiWYaoX102FH9olsfav040xHCyEzxcwtzhjkuuKK65AVdWT/t1xxx1YrVYeeughxsfHSSQS9Pb28pOf/ITy8vLZGHsBcwSdTqL3ujeRknTo9+wgsmOH8PZXrQYlBQf+BIBBZ+CW5WLBob9Iz3335Tbwd9uoWOyv7RcP9n5PEcjJglVxFuG46krQ6XCMxlnXDQYFdA4HhjyxK5e7LAxoFRad8dQxy+I8zeWK796NFR2TTmhZp6ljNCXXXsQu+/JqT45GN0tIV1i0TpDUSehVCI/0n1OXfi1w3ecCq66cBRrJNd8rK6YhwuclSpNWBr3id6mxMeSQUBKUlJSwUCOis53Lla6smLYrjjevy2rOzZe+9CVMJhOPPfYYjzzyCMHqKwCw9j5K9ZveBkDTnnHCwcmsnTNfcO+z92JrtCEhcf0CkXGWtipeu6Qcq0lPc5mT/7llLUa9xH37R/jmw20n9SNJErdtvI3FxYsJJoOs/MJKJKPEf/7nf/LMM8/M6WuaE2hWxSFbLbUBcQ10JRK05MlmTF7jOLtidbGTKYdYRlS6LfPeshgd7ANgwiWRGJ2ZlWrvpdYaxjzi52D7oaz3D8JxMzM6SlFc3GdrrHGkObAqgqh+W6aW0Vshzt0UGDpW/CKdy9XxMiRXPAyd2qZE6xbGQzG6J2aQJCgbENdtR5VEcbwYVVazquICMBqNGKcFczuibQjVBEfpn4pk9TzZQjKRoCUQAKD09a9j+0AXeusgIHFVnVa9OBM6P/tWRQBjTQ0KYEvAUFS8h/XSWKHCYgFzjvOgpnwBc4Ela1p5qF4EFk587/vil6vEAoLdv8p47N+8+M3oFB22Rhs/uOsHuRhqBjtGdyCpKg0DYlfmiZgBgNe85jW5HNZ5DUNRETZt0vHJI4IgMLe05E3Fqkq3hT5FkO4lskLAIcY1HyssKopClWaz290kcWntZZCYgRGRpfP3cAMAy2vOs2IempKgXjeBzyZsmNI5KvEifWJx43NJyHE3CyRRpnw2S23PJRaWi/dJHy0iapGY0Ramie7Zz+U6NH4IT1jFMSOBpBJffVVW+6+vr+eDH/wgINRcxatuBKAlspeadZfhKzZgTcCBO3+a1fPmGh0dHfir/ABsKt+E1+pFVlTuPyDuCTetqsq0vbiphK+/Xig7f/REF7/ffjIpbDFY+O8r/xuP2cOwPMxlX7oMVVV5+9vfTig0e7aqnEAjufaYSqnW8rgGFfB6vbkc1fzAcXbFEruZKbsJgKoi17wPnw+MigImPreOxMTUrJBcxZUr8GliGnVwdkiuzs5OmlxCpu5zwQKSc5LHlUaLp4WedIXF6T4G/VFGgtFjuVxDuyD8Eqq/zkdAjkNRA5QvZbtWVbG13EnqoJjbtFdLpPqFUySblRXTKFbFB5SusFgbHqdt0J/182QD++68kzK9noii0PLGN9MWEkWHlhStpMRaIhplSK7sEoIvBZ3ZzIz2/YtPCzVcvTTGSKHCYgFzjALJVcBpYVOTlz8uvJqkTk9k+3ZmXtgmcrkMVpg4mrmJFluKuaz8MgCO2o4yODiYk/HKisyO0R1UTYIpDpJe4c6+aVasWEFjY2NOxnShwHmNkEjLWlinOY92xyvcFvo1JVcVygnh8/MNPT09XKIFyx5eZGNV2SoxeVRlVGcVT46Jv513Sq6iBgBcUoQpjeSyTZ9bgK+cXty4QJpWsElxZEkPRfXn1G++oNRpxm01Eo2JRdugNvedi/D5HX07aBrRQuddOloasq/q/NznPofT6WT37t3sPdzLCCWYpSR9ux5m/PIlAMTvO82qXvME99x7D56LPQC8rvV1ALzQPclEKI7HZmRz84kWnjesreFfrhak7efvPshT7ScT+1WOKr5x2TfQSTomKydpen0T3d3dfPzjH5/dFzPXSJNcWKnRbv0zRUU5HNA8QtquGBxEp6YIOoT1uMJunfck18yUeI5M2i3IoclZsSt6F20k5hELf/dk76yEcXd0dLCwRExuxovAoapzSnItbVlKu0lsLreGhbpvR69fZIJVapbgjr+f+uC0VbF1C0gS27Q8rqtdCeRAgKRBorcchraJfrOt5AKod4rn/uFiPZJBwajIDB1qz/p5soHhu+8GoMPtoiOQANsBAG5s0pT9iiLmhTBnSi6AVJmYZJjD4rteJ40zVFByFTDHKJBcBZwWFpY5kUvLebBeZHNNfP97qGYXLBWTa3b9KtP2A+s/AIBrnYsf3vHDOR8riByY6cQ0KwdFJoHklRjs6yxYFecAzquvPuH/zS35o4apcFnoV4WSq47j7Iq++afkOvr3v1MtGUjowXPJZow6YyaPK1S2lmhSwW7S06hNds8bGK3gFCqViFZZsiicIqWcfQag3i92aX0uCVsgKPq214EW3DvfISosOhiPiRLy3V5BOsW7jpVGT5NcO3bsIJE4uRLf2SAQDhCQAjQPi/NNFrlprXRmpe/jUVpayic+8QkAvvCF2+h0bwIgcuhByl//FtHmyBiJeb4IPx537bgLk9eESTVxRc0VwDGr4vXLKjGN7ob9fzqhktlHr2nh9aurkRWVD/7vbo6MnFxw4+Kqi/nn1f8MgOMmB7ZmGz/96U9zHj+QVUyKDL4jkFFySXXZV+2cl3BWiM1NVYZAP2GnUAqXGQ3z264YD5MKiQX5qN1DKuSjpqYm66cpW3wxOq1qX830BP2T2bfBtbe30+QUm1yxIvGaKF2U9fO8FFpbWzkcEYRGWSCALRljZ8ayeJ3476ksi6kEtD8sfl4sKsWm87jWR8W9rbtcRdZLdD8rNmjWrl2b9fEvqxLVwDtNRszaZxU8crLNOx/gPHxE/LB+PU93daO39QJwTb3Ix8XXDvFpMNqgbMmcjctaL8jw4ggkKdgVC8gNCiRXAacFnU5iY2Mx/7fwamSDkejOXUSefx7Wvl00OHQXxMSEeWnJUqqkKnQGHX/q+BOyPPdlY3eMCmXZugFBco0VOVFmAgWSaw5grK7GsuTYwzRfKiuCUHJN4CaimilTZPzz2K4YevxxAA7WS1zSpBGLWh5Xt0VM0pZWu9GdT6HzaaTVBFZhQS6dVvFFz06Np6ZSWKNi8jXpkigOCBuFUtx87uPMI7SUO+mUG6lMpRjyahUWj1NyLVq0CK/XSywWY/fu3Vk553/95r+QdBKLhgSR0OGpoaUs+yQXiCI4ZWVldHZ2ciAm1GKV40+zdtV1HK3ToVOh5/9+9Qq9zA/4/X76HcJyeEXlFVgMFuIpmQcPCqvia5cWwW/fAHe9Bw78OXOcJEl8/Q0r2NhYTDie4l137GBs+mQLybuWvYtr669FRmbxpxdjcBt4z3veg28eKl5PiXQmlxKlUlt7O5fM3QJwXkOSMmpapnpIeIS1qwxpfiu5An3ow2JJNGIpodhqxKZtomQTkqsam12onGqnQ3RNnJsK+VTo6Oig0SBspHpXCsVoB3f2CbuXQmtrK2MjMXzarX5BcDhjO6RFy+XqfEyQWsej9ymIB8FRDjXrmZpJ0D4WBqBuVDyrOqokKgwVKBGFlpYWPB5P1se/aaHYJBk3GtBrFRbJwwqL0a4uKpJJkqrKwptv5vHBJ5AklRJjE1UOza6etipWrQG9Yc7GVrZU2OMrAjBqMOCRZgj5z5PnRwHzBgWSq4DTxqZGL5NWNzuXXw7AxHe/h1qzHkoWQTKSCaAHuHXDrQDoV+v528NzbxPZNiIULY19omTtbp2Nuro6Vq1aNedjuRDhvPaazM/5pOSyGPUU2Uz0q2WUpOSMkkueh4s3R6eQz+9pkrik+hIhSx8QE5oXUoKgWV7tztn4ZhVa+LHFJiagJUEYi4ydVVepiQn0QEoHstNFWVyoEczl+WOzzQYWljkI4KQhCUNpu+JxmVySJGWqLGbDsphIJPjfv/8vqCpNY4Lk6q5djdWkP+e+TwWHw8Ftt90GwP+74x7iqoFyZYzESDcDl4rrYebe+1DV/K2Sdbq454F7cK4VK8i3admYT7X7mI6lKHeZWTfzBMQCovHD/waxYOZYk0HHj//xIppK7YwEY7zrjh3MxE9UQUqSxJcv+TKN7kbixjiLPrGIMd8YH/jAB+b/+xebhrC4VzhngqJwBQq1hcqKp4/jKixSIghlb1Kd1ySXMt6FeUaQ/8M6B7W1s0QK6XSYLOIeWBJK0TeU/YIY7e3t1MuC0HA6k0ilc1NZMY1FixYR7YvSq+VyNQWHaBsLEYwmRcEqeykkQtD//IkHHtHUootuAJ0uQ4y1lDlQD4uKgR3VEnZt4jYbVkWAtUvXkpoW98SQVmHRNTpAIqXMyvnOFu2//S0AuxMJVl58MV0z4v28uPLKY43mOI8rDWeLmD9V+FW6rR4ADMG+OR1DAQUUSK4CThubmkQo6/9UbUYym4nu3cvMs8/Cmn8SDXYf2yW/sflGTEkTxiIj33ngO3M6zqSSZNfYLrzTKtaQApLK/VMyr33ta/MmAP18h/PV14HRiKmpCUOeZZ2kKyyWyjIBEek076orysEgDTNCfTS+pJZiSzFMHBG7oEY7f58SuWMras5vksvlEFaP0mmVfv/ZVVhMaguzSRe4zeU0SeL/zRVzZ++YC4gKi1CUcDCoVY1KDg6ixI4pebKZy/XrX/+aqCNKeQCsMQl0KqFll59zvy+H973vfTQ2NtLT3s4uVXx+g9v/SukNryFuAOvQFLEDB2Z1DHOBP+z6A3qrHlvCxuqy1QDcs098b7esqEK365eioaQThM7jt59wvNtm5JfvWI/XbuLQ8DQf+f0eUvKJCzi70c5/X/nfOIwOpFqJqn+o4s477+S32sJq3mJKKDJmLCXUBAMA9CQLlRXPCMdVWLSVC5unN6bMa7tiqvsQEhJxA/iiplnJ40qj2FZGUBOJTR49kvX++zo6KI+Ie3yFfe4qK6bhcDgoThbTI5IhWBkbQlVhd58fdLpjAfQdDx87SFGg7QHx8+ItwDGr4sU1dmJtwi7YXiURahOFMGYjdB7AbreDJjwb0WpR1E6P0uPLvuruXBB+7DEAhmtq6A/4SZrExufNS2841mhwp/jvHOZxAZjqRK5ZhR+6TMLSXJIcZjqWnNNxFHBho0ByFXDaaCp1UOo0M2p0ELv+tYCotKiuuBn0JhjZB8N7ATDqjWypEw+qLncXY2Nnp7I4GxyePEwkFWH1sBkAsyfFc21DBaviHMLcuIAFf/o/6n76k1wP5SRUui30ZUiu+WlXnHj47+iR6C+BNWu0jIt+YVVUqtdycERMxs5fJZdQEpTZA4BQcrUPnl1mRkwrjuFzgdtUSaNOWL6kkvxRIGYDLRrJpURKCdogapFAUUj09mbapEmu55577pwUO6lUittvvx1LreVY6LxHR1N12dm/gNOAyWTiy1/+MgAP9Iv7v6nnES5puYbtC8W17rvzTy95/HxAMpmkw9QBwJUVVyJJEpFEikcOi2fsm2oCMLQTdAZ47f+Ig7b/OFN1NY06r42fvf0izAYdjx0d50v3HT7pM1/gXsBXN38VgOJrinFvcvPhD3+YgYGB2X2Rswktj+uovYqaSUHsdUbitOSR4jjvkbErduOtE+9b8Ywyr5VcyV5xTU24ITklz0plxTRKvIsZ1SosRnr2ZbVvv9+PPRpCr8KMGRr0iTnN40pjUd0iOuwiqqR5WtwvdqRzudIkV/txLo/BHYKQN7uhQRSvSofOb1YnIZXC7xCbUR2Pi89qtpRcAK6kIGa6ysUyuXrGR/tA9lV3Z4uUz4dnTEQruK65mj8c+huSpGBIVbC8TLuXxUMwflj8PNckl6aEdMRgIClUhfXSGCOBQoXFAuYOBZKrgNOGJElsbBTbGs+uuwHJYiG2fz/hnQdFJRQ4Qc31oc0fAhlsLTb+67f/NWfj3D6yHYCNQyKTIFxiwZyc5tJLL52zMRQAltZWjFVVr9xwjpGusFgiH2dXDARQsxS2PRcYuu8eAPY0S7y6Wcu4GBAW3cni1cRTCg6zgQbveRY6n4ZGctXaJpAlMMkw1n921Y/87eI4n0vCpiuhCm0i6z2/Fr0lDhNFNiOheD1IEoPaDnW861jWyEUXXYTJZGJsbIzu46yMZ4rf/e53dPd0Y62zZkiuySLPrITOvxg333wzK1eu5O7dgrhumNlPrcnN0Q0VAEzf/wDKPLrWX4z7n7wfyyIRKv3+S98PwN8PjxFNytR7bSwa1DK4Fm+FlW+BJa8FVYH7Py7UEsdhdV0R//2WVUgS/Pr5Pn7+TM9J57uq7iret+J9ANS+q5aEJ8E73vEOFCW/rDunDS2Pa6/RQ41PfDfHjEZcLlcuRzW/cJxdsaFJZJmZZFBj08Ri83MRGx0QSuAJt0RiPDqrSi5P8zpmtAqL5rHOV2h9Zujo6GBRqXjuj3rBqypzWlkxjdbWVo7ERFxIycQERjnJzl5R4IWmqwQJP9mZIZ05IuY0LHwVGEwEI0mOjIqc34WTwubWXiVRbPEycHAAnU7H6tWrZ238NTZB0hx1G9AZFfSqwvCBo7N2vjPF9KOPogP2R6NsuOEGnh4Wqq4G66ZjjYZ2ASp46sBZPqfj09lsBLXM1LBfWD/rpDGGg4Xw+QLmDgWSq4AzwiaN5HrSJ1P0trcC4Pv+D1DTlsX9f4KEUJGU2cpYJIkdpHsG75mzLI9to2Kxv6BbWJnabC62btmCwTB3oYsF5C8qXFb61XJcikrcrJDS7oKpyfzZpXs5qLKMbp/Y/d1Ta6C1WJvAakquwwax6FhW7To/Q+cBioRdptQwjd8qFvzxobNTl0xr4es+F1gjCjpJJaZ3gr0kO2PNE0iSREu5k4FYK0ZVpV97eceHz1sslky1qrO1LMqyzFe/+lVMJSZ0Fh0LNXFHW1EtrRWzT3LpdDpuv/12Dh/poEcpw0iKkT0PUX75tUw5QBeOEH7iiVkfx2zh1zt+jaSTsAftLPCI6+DefUJ9+PqlHqT9/ycarn2n+O+rvwZGOwxuh73/e1J/1y+v5HPXLwbgqw8c4W8HR09q88GVHxS5f0ao/+d6ntz2JN/73vdm4dXNATSS66BkylRWTJbP7QJw3iNtV/T3sqC8nGmr+N/KIuu8VXP5xwUp7nPpSPoCs6vkWrQJ1S1UThWBUfwz2SPd29vbafaIDyRNpOVCydXa2kr/WISQBXSKQsP0KHsHA8RTMlhcUH+xNuCHRAXYo1oel7ZhvqN3ClWFxhI7+qOHAJHHVaWIjdPFixfjcDhmbfyLtPes02jE7BYWu3Db2W2kzQaG7/4rAM8mE7Qub2UwtheAK2pPlcc1tyquNGY82uej5ZvVS+OFCosFzCkKJFcBZ4SNjUJjvbc/gOOWtyNZrcQOHiTcj5CwJ0Jw6C+Z9h+76mMA6JbouP/R+2d9fAk5wd7xvdijKk6fmDg8HjMUrIoFZFCpKbkkoERWMmqu1DwJn4/u248lliBsgai3VuTMhUYh0AeSjqejYgFy3loVQUySbYKlCdjFhF4/6T+rruJajozPJeGcFgR92LlgToN65woLyx10qbU0JpKZXK74ixRb55rL9ec//5n29na8i73oFJUFo4JI2O1dTm1R9quVnQrXXXcdl12yiUf81QBMH3iAzbWX8fQy8ZqDd989J+PINlRVpU0vbLlXlF0BQDCS5Ml2YVu52bpNPIO9zbBAWH5wV8OVnxU///0LEJk6qd/3XLqAf9xYh6rCR/+4h70DgRP+rtfp+cal36DGUYOxxEjNB2r4zGc/w5Ej2c8TmnVoypEuJUmVtq9haTm/KqnOOtx1QomTilHKFFN2sYFY7XXPT5JLVZmZEpuiPocVOTQ1qySXvnQhNpcgTmqmA3T7wlnru6Ojg0aTsGrjllEMFqHkmWO0trYS64/RUyHuuStjYyRSCgcGtSIY6SqLHQ/B2CHw94LeDM2iaFE6j2tDYzFRbVOvo0pCNyKWrbNpVQRY37QegAGjAaNWYVHXe/bq5mxCDs/AfmE/Dy1ZwrMjz6NKSZREMde1rD3WMEd5XBmUi6IUzpCCCtTpCnbFAuYWBZKrgDPCghI75S4zCVlhX1hH0T/8AwC+H/4IdfUtotGuY5bFTXWbsIft6Ew6vvP47AfQ75vYR1yOs25c7CCYnEme7J/hVa961ayfu4D5gXK3hUG1FAWJMuU4kmuehM+Hn3gcgL2NEusrNGm6puKibCk7R8WEbHmNJwejm0NolpmYTdiSHdORs+tHIzd9biiZFkSZUtx07uPLQywsdxLDTG3KwJBmV0x0nWiXOZcKi4qi8JWvfAWAS19/KdU+MKVAMihMNl88Z8pCSZL4+te/zgNdQslQOvIkF5Wv5fmVghANP/kUqamTyZ58x0O7H0JXrkNJKnzk2o8A8LdDIyRlldYKJ+XtvxMN177jRJJ2wwegdDFEp+DR/zipX0mS+PetS7lyUSmxpMJ7frWDgakTrye32c1/X/nfWPQWnMuduK53ccstt5BMisX6vKi6qKoZkis1PY1JhjgqpUuX5nhg8wx6A7gFCaQP9OJ3CDVthcsxP8PnZ3ykNJ5p1O4mFfLNql0RswObVVwvVYEYXWPTWeu6vb2dBtUIgM2ZRCpZCLrZqWj7cmhtbSXaF82Ez1+UFArR7elcroValmjvs7Dv9+LnpqvALObu27TKipe4FFJjY8gSdFfA2B6RPTjbJNemZZtQ4gqyTiJSJJ4jnrEBogl5Vs97Oph55hn0skxfIkHrNddwb8cjAOgiy2gp09TSqppzJZerUajhyqZV/DodlUwxNhV8haMKKCB7KJBcBZwRJEnKWBaf757E++53iWyuAweYiTSDpBe2iPEjmfY3L7oZgAHvAGMTsxtAv2NU3NQvHhaKAakUFjQsENVSCigAoeRKYGSM4nkZPj/52N8B2NUAN626SfxSy+OSa9dzeERMmM9rJRdkSC7JJh5jxTMpFPXMc4LMIfF++ZwSdTPi/mQuP78qK6aRngA7Em6GvJqSq7cPNZXKtEmTXIcOHcLvPzN13F//+lcOHjyIy+WiuLWY5nTofJGepuq5tX9u3LgR2b2AqGrCq07BaBs1KzbSWQHIMtP33Ten48kGfrldVE20jdio9gqVWrqq4rsaA6L4i94EK9964oF6I9z4LfHzrl/B4K6T+jbodXz/rWtYUunCF07wzjt2EIycWAlrUfEivnjxFwEou6mMdrWd//dv/8bA+z9Ax6WXZSqV5i1mfBAPoiBRqlVW7FWStCw6P6/3WcVxFRZDTjG/qjAb56eSK9CHLiyeI6MWL2p4isrKylk9pdvqIqEXWWbDbdlTCHW2t1OjVVYsdSTmvLJiGlVVVViSFjrd4hlQOyXy/jK5XCXN4hmuJGHbj8XvFm8FIBRLcnBIkCHLtdD6vjKR87T/EaFgmq3KimmUl5UjjwtCa1R7dNVPj9E5nj3V3dki9OijADwaDnHp5Zexa/x5AJqc645tJPl7IDIpngcVy3MyzpIlywCo8Kv0mu3oJBV5qjcnYyngwkSB5CrgjLGpSSO5uiYxeL0UvVVMqCd+/jvU9O7M7l9n2n/gig9AFIxeI7f/3+0n9ZdNbBsRi/2GTlFieNDl5g033Tir5yxgfqHcJXade+VySlIyAS02IOXLf5IrOTICnb0oErygxlm2UEwi0kquEddKEikFp8VAffHcWMNyBm2R5bSKiWjJNEzFzkydI4dCWFLi+IjTQTMi28hRsziLA80fLCwXX/ZYpAKfGxJGIJkkcVy1vPLycpqbhX3r+eefP+2+VVXNVDb8yEc+QneoOxM6P1HkobVi7oO9v37bp3kmIQoI7L3/Z1xafSlPLRfTnqCWaTJfkFJSHEFsHl1ecjkA46EYz3cJW88N8QdFwyWvBbv35A4aLoGV/wCocP+/gnKyIsFuNvCLd6yjwmWhczzMB367i0TqROJ4S+MW/nHxPwLw+iurueLuuwk/+SSyz0fokUez82JnC1oe17C7htopQeB1zsQKlRXPBunw+aluYu4iAEp10rwkudSJLswzghwYs5RR4bHNeoZriac5U2Ex0LEnK32qqkqwtxtLClI6qDfHc5LHBWKDu7W1lSMJYU9zDw+hU2R29k6hKJrqM71eUJJig3zR9QDs7POjqFBbbMXSIe55HVUSCx0LmRibwGAwsHLlyll/Dba4mEN1lYrvRmVkkva+8Vk/78tBTSYJPiZC5p9LpXA1uZiRA6iKkSvr1x9rmLYqVq4EgzkHI4XSlSsAqPBDt70UAMN0X07GUsCFiQLJVcAZY1Oj2NbYNxggkkjhfdc7j6m50G6y+34PSfFwsxgsrDaIKiiPTD4ya7aGaCrKft9+jEkV97DYbdmhs7Jly5ZZOV8B8xMuiwGbSU+/WiaUXPMokyv85JMAtFeDPuxBp9OJQg8jWhC9Kia0y6rc52/ofBraIsvrENd66bTKaPjk0OyXQ3JYkFohC5ispTRK4v/1JQuzOND8gddhxms3MRVtRJUkBrVFVuK4CotwdrlcDz74IHv27MFut/OeD72H4ZnhDMnVVlQ3J6HzL8aSJUvYkxLWU0P3I1xSdQnPLpFI6SB2+DCx9vwJEn4lPNz2MKpNJRVK8YHrPgDA/ftHUFS4pMaIo/1u0fCid750J9d+Ccxucb/Y+YtTNqlwW/jFO9ZhN+l5vnuSz9y1/6Rn9kcXf4DPP1bEp+8Dj05PFPH3yK6TFWJ5BY3kOmAtz4TOd8XjGVK3gDNAUTp8vgfZKxawpTLz0q6Y7D2CTpVI6mEi5aC2pnrWz+muX02wSHwHpaHsZNuNjY1Rrc1nRougQpVzRnKBsCx2+6LEjKBPpGiJTzIdS9E+LjahaTkuRqT+YrCJB9K2brFZtWGB91geV7WEJ+IBYPny5Vgsllkff4VBVOTtcBnQmwXZP3YgtzmEkZ07kWZmmEylcF50EQ/3PgOAHGniDWsajjXMsVURwLpA3CPcERhQxOfliAwcIzkLKGCWUSC5Cjhj1BZbqfZYScoqO3v9GEpKMtlcE3c9h+qshqj/WLUU4N9u/DdURUWql7jziTtnZVx7xveQUlJs8BcjKWCwyrQZyigtLZ2V8xUwPyFJEhVuC31qGSWyjH8e2RUDjwmlxO4mHctsmopraBeoMjir2DYldh5X1JznVkXIkFwVdmF/KAlC1/iZlWNPjgjVgc8Nbl0RLimKgnRMpXAeoqXcQU+qBY8sM5QOn+86t/D541Vct956Kz7JhzGlUq9tej/nXpoTJRdA45UiK3KVZYQjTzxPSWUju5vTAfTzR811x/Y7ADB0GmheIEiZtFXxwyW7IRmBkkVQt+mlugBHGVx9m/j50S9D+NSqhCVVLn7wtjXodRJ37R7iu48eu66i+/Yx8IY3s2LbBIoEd2+U+OJasaEV2bkzv7O5NJLrkMFOjU+M0293FOIMzgYZu2I35jJBCpXE5Xmp5Er2dgCiwm4ywOzmcWnwLtqIrFVYdPsGSclnbrV/MTo6OmgpErmD00UqEkCO7IogSK5If5ReLZfrSn0AgB1py2L9JWDSpPSaVRFguxY6v7HWSeyQVlmxSiLWKe4zs53HlUazV9xnO42mTIXFSFvHnJz7pZBWyz4eDnPZFVfwYNcTANRb11BzfGGXDMk1N+/VqaB3OAiaxLN2elrcb2vUMXwz8ZyNqYALCwWSq4AzhiRJbDwulws4MZvLdJVouOuOzDGLKhdRNCkk7T98/oezMq7tI9sBuHTcA4ClJEH9sktm5VwFzG9UuCz0q+WUHafkkvM8eF6JxYhsE3bc590JNrZuFH/oF7+jbgMHhkS+1LLzPY8LMkqCKrvY9bUloKfr4Bl1EeoWOSE+l0SxIiT9AVMlGGd/lzhXWFjupE+tpDmRYlDL5Up0n1rJtX379kyw+Mvh0Ucf5YUXXsBisfDxj3+cNn8b9WNgUEBvVugtX4PbZsz+izkNXH35FbQr1egllYd//mU2V23myeUayXXvPSfkkeUrwokwR+WjAFzmFVUTB6Yi7OkPoJNU1vnuFg0vetcrVwW96F3CwhIPimqLL4ErFpXx5dcIIv3bj7Rz144+Jn74Q3rf+jaS/f0YKiuRv3Mbf7zSxOBVDuKSijw5SaK391xf7uxBI7mOANVaZUVpFqvondfI2BV7cVeLn4sjyrwkuaKDgwBMuCXivsSsVlZMQ1/Wiskp7j0101MM+qPn3Gd7ezuNmsJJ9sioOuMxxV0O0NraSqwvRk+5uCetiAql9A4tVB6DCa78HCy4HFa8GYBIIsV+rQLjRfIUajxO2AJjXh09z4vn9VyRXGvq1wDQYzRg9ojnoKEvdxUWVVUl9NixPK71l25gNC6UZW9ees2xhskojB4QP+dQyQUwZReFgZJ+Ue2+ThpjuFBhsYA5QoHkKuCscHwuFyDUXDeLgPmJJ4ZQVQl6n85UMgJ416p3ATBWMsbgxGDWx7R9VJBcdUfFLlHIa+XmN7w26+cpYP6jwm2hXy0TmVx2TcmV53bFyLZt6OJJfC441Bc+lkkxIPK4UtUbODIibAAXhJLLVoxidqEzqAStIj/F331m9jN/h2jvc4EnJiaxM86GrA4z39BS7kRGT2XKyqAWqPtiJVdraytFRUVEo1H27HnlvJi0iut973sfFRUVtE21ZayKcpGOBVW5U9MW2U0csIqJ/uriGZJtSXY3SYRtEvKEj5kzyB3LFf7W/TdUvUpsOMYt1wplWlrFdUvNOAbfETBYYOVbXrkznR5u/DYgiViB3pdW6711Qx3vv7yR8plJ+OgH8H33eyDLuG64gca7/8KKV72Vz238HCmDRFe1uI9Gdu4859c7a9DmI8HpCNYEpAB3ayF0/qxQ1CD+Gw9SV10FgDuiMjoylN9qvlMgMC6e/RMuHanJ0JwouXDX4rSLZ05NcIZu37kHmnd0dLBAJ0gFszMJJS2iEmaO0NraSmIiQY9miy8dEyqonb3HZWdu+hC8/R6wik3w3X0BUopKlduCq0cQ++1VEi1FC9n9/G5g9kPn07hk6SWoskpUryPuEUo7r2+I6dgrb/zMBmKHD5MaGSWiKOxTVQ7rAyApkCzhrWvWHGs4sg+UFDjKM1VQc4Wo2wOAOSjes3ppnJHAuRO6BRRwOiiQXAWcFTY2iqfWgaEg4bjYjcqouQ4dZUa3QTQ8LoD+7Ve9HXVCRWfW8ZW7v5LV8YQSIQ5NHkKnqHi0XaI2ZzFNTU1ZPU8B5wcq3Rb61HKtuqL4XWpiIq8n56HHHwdgd5NEaH+I5cuXg6LAgJCl99qWkZAVXBYDded76DyAJCFpaoKgtluYGh05oy4ifSIE1eeSKAsLFZxSfH6HUC8sE194U6L4mF2xuxtVOWaX0el0mSqLzz333Mv299RTT/HUU09hMpn45Cc/CUCbvy1TWXG8uIhFObIqpiE3i+yXV1XN8Isv/QyT2cbTWm2B4F/uzt3AThP/u+d/AZD3y6xfL3Iv79VIrneYxX2BZW/ILBRfETVrYe3bxc/3fxzkUy/aVFXlA9Gj/OTJb7N4speI0YL+81+i6lv/D71bEOlvWvgmKmOVHKkT36XozjzN5VJkmBJkrs0fAGBAp9JUqKx4djBawSkqELYUGUjpxILCZVaYnp7O7djOBHKKsLbo9jksyKHJOVFyodPhtAvVlTui0NtzZnmSp0J7ezt1UXEdeh1JpBzmcQE0Nzejk3QcSQl7mrWvF4MEw8EYg/7IKY/ZplkVNzR6ie4TlRQ7qiUazY0EAgHMZjNLly6dk/E3NTSR9Il741iJeJ7Vh0bpGAvNyflfjLBWVfGZmRnWbtrEA11PAbDAvhqLUX+s4fF5XK+k7J1lGCpqAPBOy8QkiTppnCH/TE7HVMCFgwLJVcBZoabIRm2xFVlR2aZZFg2lpcfUXDtVVBXY+7vMBFqn03GJTct6iTyLop57BkEau8d2o6gKG8IV6FMKOqPCcNn5GR5dwLmjwmUhiB2DYiZsF5MXNZFACeVm8vJKUFUV/+NigrOjVqVSqcTpdMLEEWE7MtrZGRO5KMtr3Eg5ntjMFSQtFyZmF7vVpqnAGR2fGh0DRCZXfUTs5lsqzu9F78JyEQAfmqlizAOyDtRIhNToiYus083l+spXxIbFO9/5TmpqakgpKTr9nRkl11FPHYsr5z50/ng0rrmakGql1BijODpIWbSMJ7Uqi6FHH0XO0+seYDg8TGdC2OwuLroYnU5H+1iIo6MhvPoZGkYfFg3Xvkzg/Klw9RfBWizuIdv+56Q/y4EAQ//6MUY/9zlMiRi9VS3cesXHePewl8mZRKadJElcXHkxR2vzXMkVHAQ5TshgpnJKkBpd0UJlxXOCtslQmhrFbxfXU3VZ0fyyLE4PkQoLgmDE7iYV8s2Nkgsod9Uyqd0ax46ee4XF4Y52PJoTrNYWz2keF4DZbKaxsZG2QISUDvQzMTY7xXpgZzqX60U4FjpffCx0vgrMPhEnsHLlSkwm0xyMXqxZzGFx3q4ycX8rjQbp7Dp3QvJskM7jejQcYuPlVzEYF9+Z1y+++sSGA8LVkmurIoC7Scynyv0qAwYTZilJ2Jd9J08BBZwKBZKrgLPGlYvKAPjRE10ZBYz33e9CMpuJdQwwEyiHmXFoezBzzOff8HnkiAweuOPJO7I2lrRV8dIJoTCzliSoW3dd1vov4PxChdsKSIxQjktSCGsRTPlqWYx3dCCN+UgYYNv0DCuXa1bFfmFVpGYt+0fE7tjyak9uBpkLaIssSROuOUNnlvWgD4gJtc8lsTIhCC9P7ZLsjS8PUWQ3Ueo0Mx5biKKDYc1K8nLh8y+lcNy2bRt///vfMRgMfOYznwGgN9iLLhqnSss8eta9jEU5qKx4PFY2lPECywHYuqqUA/ccoLsCfOUW1Hic6b/9Lafjeznc1y0KuIQPh3njq94IwD17BYnwifI9SKkYlC8784BhW7GotgjwxNcheKwq3swLL9D9mtcS+tvfwGCg9KMfZd1f/oCltoaBqSjv+dVOYkk50/61a15LW7WELEFyaIjkyJkpKucEWh5Xu6eWGq2yYkdohoULC5thZw0t78kQ7MPvEJl7VR7H/KqwGOhDmhFLoXGbd+6UXICzegWTxeK7GO/df059KYqCblpcd5NOqJGSOa2smEZrayvh/hj9mmP9ckk8GLYfb1nUEEvK7B0IALC+SEeyvx+AziqJyQPiuLmyKqZRIglPf5fdiN4mNuYnDs59hcXEwADx9nZkVeWpcJhowwIkox9UA29acsWJjQe1jYY8ILm8muquwg+ddvElUCZzl2tWwIWFAslVwFnj1iuasBr17Ozzc/8B8XA9Xs3laysTaq7dv8ocU1teS9m4IMfu2HtH1saSJrkq9omFqr5E5ZrrX5e1/gs4v1DhEqxWP5plUQufT43nZ4XF8BNPAnCgXsJ3MHRcHpcWOl+7kQNaWOvyCyF0Pg2N5HLaxO5wcVg+bcupmkphiwpSbNpuoUkSlebM57mSC2BhuYNOeQG1qRRD3nSFxRMrU65btw6DwcDIyAi9LxEmns7iuuWWW2hoaACEVbFxVEUHGGwy+2xLaCxxzNZLOS0Y9TqGSy8F4KbFFkaeHQFJ4uEl4nsTvOsveWlVVlWVO4+IasTh7WGuvfZaVFXV8rhUtiQ1cu6id56dLWXV26BmPSTC8NDnUBIJxv7zm/S/812kxsYw1dfT8PvfUfKB91PitvHLd67DbTWydyDAR/+wN1MKfkX1CmKylKmiFslHy6KWx3XEWky1VlmxJ5mgsfH8raQ66yhuEP+d6mbaIXYaKmyWeaXkUid7sITFtTNmLkefCOH1eufk3EXN64i5BXFiGT23hf/g4CANTqFonioGPeRcyQWC5Ir2R+mpEO9xa1isFXaeguTa0x8gISuUOc2UDoj8rkEvuLyVHHpeVFmcq9D5NBa4BZHbbTRicQsFa7Rj7isshjSr4o5IhLjJxM6IGEOtbQl203HVYYNDEBoGSQ9Vq+Z8nC9GtfZ5FYeh3+gBBCleQAFzgQLJVcBZo9Jt5QOXi8yr2x84mtnZ9b7n3UhmM9HeSWZGzdD5KAT6M8d9cNMHURUVf5GfIyPnviMSiAU4OnUUVJWSXrHbM1zixWqeG0lzAfMPFW5BcnWm5kf4vP+xvwPH8rgyJJem5EpUr+PoqMhBuSBC59PQlAQ1VmE3Kw2p+OOntkG8GKnxcfQqpHSgOtwYJIWYZMnkzJzPaClzMkIxTUmVIW09l3iRkstqtbJGC7M9lWVxz5493H///eh0Oj772c9mft/mb6NJE/LIxXoqS0swGXI/1XAsux6AFfYpPLEUieEETy4FVa8jumcP0/fdn+MRnoyDvoMMx4ZR4goXuS7CbrezbzBI/1SES43tOEPdYLTD8jef3Ql0OrjxWyDpiD9/H72vvZGpX/wCVBXPm9/Mgr/chXX58kzzplIHP7llLSa9jr8dGuX2B8XzWyfpKJ4p5kjasrgrDy2LmpLrsM5ErXabnykuxmI5fyupzjoyFRZ7mHGJ3L0yg35ekVyp3qPoFImUDnzGCqqL7XNm9zeUL8bgFpm2FUEfoXMING9vb6fJYQUg4U6hSnoozn0mbWtrK/HhOL1a/qNrUAuTHwsTiCROaHtCHtd+zapYLbGqZBW7d89t6HwaK6pXANBpMGLWPitTf8+cjgEgrFkVHwuHWXvVFsZTQvl3Y/OVJzZM53GVL4Xjya8coai2lmm92FQIhMQ8wB4ZyOWQCriAkPuZZwHzGu+7rJEqt4WhQJSfPS0WSULNJao8+TqrxA75nt9mjnnTtW9C6RK7V7f/7fZzHsPOMTGhXpeqxRKXkXQq43XLzrnfAs5feO0mjHqJfrWMsheFz+cbUn4/yf0HAXjeFEcOyYLkCo1CoA+Q6DAuJimruK1GaoqsuR3wXEJbZFXbBbFVEoSR8OlZpdKWqkkXFCPeM5+5NudBrXMBkcslUSo7GDwufP7FeLlcrnQW180333xCrlHb1LHQ+bGiIlpzbFVMY/2KpRxS6tGh8v5XtRLcG8TvlNh/o1DujX75y3lns7un6x4ApndP85rrXwMcC5z/Z4/2mSx/A1jOPthfrVjOVPxaeh4uJd49iL6oiJoffJ/KL/0HOtvJBSw2NHr55pvEwu+nT/fwmxfErvyKohUZkiu6Kx+VXILkGokkccRAASyNuScB5jW0TQb8PaSKBFteojKv7IrJPqHwm3RBYsaYqRQ5JyhpxulIV1icpnvi7AO5Ozo6aDQIwtboSoG3CQy53+htbW0FBboMYs6vtLfTVCrIlxfncqXzuNYfl8fVXiVRqVYSDoex2WyivznEptZNAPiNehSPILnKJofwheNzNobU1BQRjeR7LBzCueYa9DbxvL52wWUnNj4+dD4PIEkSY2bxXEgGBKlZmhwmnpJf7rACCsgKCiRXAecEq0nPp68XD50fPtHF2LSw/xS/W1NzDcWFmmvPb0V1I8RN71rvtQDsSe4hkjx1lZXTxbYRYdla2yMWqpbiBCWrrz2nPgs4v6HTSZQ5RYXFkuPtir78I7lmnnkWSVHpK4Wujmk8Ho8Ixk3ncZUvZd+EZhu6gELnAXBWIOstmO1i8umKQkf3gdM6ND4oFmI+F5SmxHs241wwO+PMMywsF6yuFC3NkFyJzs6TLHsvRXIdPHiQu+66C0mS+Ld/+7cT/tY21ZYJnT/iqae1MreVFdOoLbax2ywm/m/dXE94fxiAHy0fw7JiOcr0NMOf+9wJVSZziaSc5IHuBwAIPBtgy5YtyIrKffuHKWKatTPCwsxF7zrrc6QmJhh4//sZu+sAqixhr4zR+NlX47z66pc97jWrqvn4tSLL6ot/PcjjR8e5YfkNmfD5eEcnKf/pKSrnDBrJhU8oXkeMehoWFfK4zgla4Q/CYxhKRHZRSVKeV0qu2JAIwZ5wSSQmlTkLnQfA4sajqcjLg0m6RwNn3VV7ezt1cbGkcztzX1kxjTQptX9qGgUw+ENcVixe846+Y5bFeEpmd7+4Z2yocxPbL57jHdUScr9YO6xZswa9/rgqgnOAla0rSfoFETmhqZ7rQ2O0z2GFxfDjT4Ci0CHLDCsqg7YIki6J2+ilxfOiwhl5lMeVRsAmyFe9XxCDddIYY8G5IwkLuHBRILkKOGfctLKK1XUeIgmZbz7UBoCxrOyYmuuwBzU4JGyLGj7zD58hMZoAM/z4mR+f0/nTeVze3SKPy1aaYMGqK86pzwLOf1S6LfSrZSKTyyEmXXIe2hWnH38MgN3NEqF9IVasWCGIrEwe1wYODAUAWHYh5XEBSBIpdz16k0rEJD7D4cN7T+vQqfZ2QITOV8ZFtTW1uHlWhplvaNEqLE7O1DJcLFQtcjCIPHViTkqa5Dp48CCBQCDz+69+9asAvOENb2DJkmNB/b6oj8SUjzIRD8dz7uV5o+QCiDcI8qY+coCL6zYgR2WmlGkin3kvksVC5PkX8P/2t6/Qy9zg6aGnmU5Ok/QnaTY1U1NTw/aeKcam4/yj5Rl0ShIqV0HV6rPqP/TY43Tf9BpmnnoayWSi/J03UHvZFIb9PwR/7yse/+GrmnnT2hoUFT70u91UVWzAn5QZ1BaCUU15kBdIxSHQTxIonhTkZndKKYTOnyusReIfUFwsrnNvdH6RXP5xYZHzuSRSU+E5C51Po8RZStQEBgUGDh8863662tsoD4vNhWpbIi/yuAC8Xi8lJSX4B6MMa/eGjYqYZ+3oOfa82T8YJJ5S8NpN1IXGUWZmiBlhqtJO/y4RdzLXVkUQFSL1AUGsdWsbQkXxMN3tc2e5S+dx/c0/hXPRJhJmMXe5ou7SEzc1UwkY2St+ziOSK+EWH7wzkEAB6qVxhoPR3A6qgAsCBZKrgHOGJEl8YYtY6Px512AmADuj5prQMzNmPiGAvrKikuqJagD+2PbHsw799UV9dAe7kZCoGQwAMFNio6yi5hxeUQEXAsrdFkZUL0UpBX9ayZVndkU1lWL6aS10vsFMrD92Uh4XdRs5MCSuuRUXGskF6EuE5Sighe6G+k4vL2O6W9hUfC5oiAaACyN0HsBtNVLuMjMYb8GgV5nwiN/Hu7pOaFdRUUFjYyOqqvLCC+L71tbWxh//+EeAU6q4mofFvdzkTLLH0EJrRX4ouQAWrLycgGrHJof47sdvIXxIEB5/mniWsk99EoDxb/0X8c7Ol+tmTnBv170ABF4IcNOWmwC4Z98wEgr/ZHpCNDoLFZcSiTDyxX9n8IMfRPb7MS9axII7/0zxp/4f0oJLIRWDBz/ziv1IksTXXr+cS5q9RBIy7/vtbqxTzmO5XDvyKJdrqgdQ6bd7qJ4USr2OUOQEm20BZ4l0LmKRUGsUR5T5Y1dMRAgHhYVq3GlFDk3OrZILcJcvYVyrcBvoPPtrJjLUiV6FGTPUG+J5Q3KBUHPF+mL0lIt7Q1NAfD8ODAUzWb7be46zKmp5XJ1VEivKV7FTu5fMdeh8Gh7FA0C3zYjBIe4fvoNH5+TcSjTKzHPPAfBoOEz15jeidwiS69KazSc2Hjso7t8Wj7Cr5glMFeKaKg/AuF5PkRRmYmIst4Mq4IJAgeQqICtYXVfE61YL0uo/7j2EqqoYy8rwvEUE4voOOlGPPihyhDR85KqPIMdkZqwzPN3/9Fmdd/uIUHEtTVXjTSqAykRD/jzcC8hfVLosyOiRErbjMrnyS8kV3bcPXShCyAJdCT2osGrVKkhEYFQEj8ar1tE2KqTzF5ySCzBoJFfMIXZb1fHTmzxl7IpuiaVJUVmxqG7pLIwwP7Gw3Em7Wk9TMpmpsJg4jVyu22+/HVVV2bp1q/guHofjQ+dTxXr0NjflLvPsvYgzxIaWcp5WRJ5URbyLRSZBat576F7cb3kL9s2bUeNxhj/1adRE4uW6mlUE40GeGHwCEFbFrVu3kkgpPHhwhE26w5QmBsHkhGVvOKN+owcP0fP6NxDQSMrid76Thj/9H+aWFpFFd+O3QGeE9gfh6AOv2J9Rr+OHb1tLvdfG2HScYvOq48Ln8yiXS7MqdrgrqdFu8Z3hYIHkyga0XMRGtyC37XEIBsdR8sT2+7II9JOMiOfGmN1NKjQ550ouV+NaZjzivdINtp9VH8lkEkdKbHT5isEkAXliVwSN5BqM0auRXHQdotxlJimr7B0IAPBCtxY6f1weV0cVrPCuYO/evUDuSK5au/hOdBsNWNzCZpfsmpuNkJlnn0WNxQiYTHQarMTLvOjN4+jQsbFy44mNj7cq5lFshbNFKGYr/CrtFqH8jIzmfiOpgPMfBZKrgKzhU9ctwmrUs7PPz/0HxErH+573CDWXz8TMqAH2/m+m/U2vvgl5n9jF+e8n//uszpm2KrbsF5k8Zk8KtXHDObyKAi4UpCssJlPFeVtdMfT4EwDsbZIYfk4QxCtXroShXaCkwFlFW9RDUlYpsl1gofNppMOPbWKhYPafXlaGquWv+VywRBY5Pe6aC4cgbylzEsRBQ0rPoIjTId718iRXd3c3v9XsfLfddttJbY/P4xor8tJa4cyrjDiH2UBfsXg9SvtDfOkdX0KVVRLeBP/8u3+m8qtfRe92Ezt8mIkf/Shn43yo9yFSSopof5RiuZg1a9bwTOcEgUiSd5ofF41WvBnMjtPqT5VlfD/+Cb0330yitxdDeTl1v/wF5Z/+FDrTceHUpYtg04fEzw9+WpDprwC31cgNy0VFUrtlY4bkih0+jDJz9kHaWcWUUCgeNbmonhTfz95kggULLowMvlmFlstVio+oUfyqstSNL8+epadEoA8prJFc1mLkkG/OlVzGisXgEvPgoskRFOXMXQ29vb002sV8JuaRUSUdePPHet/a2oqaVBl0intN9PAhLmoQ8rWdvVMkZYVdfVoeV6OXWDp0vlrCM+MhFovhdrtpbs7Na1pSLpwqHQZTpsKieaD3rB0oZ4JQuqriTBjH0qvQOzoAWF66HLf5RZuaeRY6n4Z3mSgEVjIN3UbxuStTJ881Cigg2yiQXAVkDZVuKx+4XKgqbn/gKLGk/CI1lwN1169A2+HT6/VsrdkKQIfcwVD4zCXuaZLLs0OQarbSOCWtm1/ukAIKAI6RXEGlkqBdTFZkvz+nCo4Xw//EIwDsbTYw8sIIer2epUuXwkDaqriB/UOCoFle48krQmHOoCkJHDbxublDpxdoagkJMixkN2FRVXySF8mcP/lRs410+HxRynNMyXWK3ek0ybVt2za+8pWvIMsyr371q0+Zj9J+HMl12NOQV1bFNGxLXo2iShSH2thUX8/qoMi0ekp5ip/33EXFf/w7AJM//gmRPXtyMsZ0VcV04LxOp+OevcOUEuAqVTzzuOidp9VXcmiIvre/nYlvfxtSKZyvfjWNf70b+6ZNpz7g8k+BqwaC/fD0t07rHOu1BetkvJZRJcW4G5BlIpoCI+fQlFy9cZVi4VAlVVmJ0WjM4aDOE2ibDPpAL1MOYRmv9LrnhWVRnezFHBb3vjFrGamQb86VXHibsbnSFRaDZ5VV1N7eTpNZVEKV3DJSUQMY82fDKx0+354Qr9MwOsmmMkF47ej1c3AoSCQh47EZabZBvFOQ0j1VBoJtQqG2du1adLrcLFk3tIiN8xGTHr1GclX5hxnVCm3NFtRUivDjYlPj7pERHCuuRW8XuceXVF9y8gEZkis3ireXQs2SJYT1Yl4QiIvvpSHYl8shFXCBoEByFZBVvO+yRirdFoYCUX7+jMjG8b77PUgmE1GfmcjREeh9KtP+o//0UZGLooP/ef5/zuhcI+ERBkID6NCxaEoscI0lCvVLC0quAl4ZlRrJNUAVZpNCSrsbpl4Uvp0rpHw+1M5eAIIt9SgxhUWLFmGxWKA/HTq/MZOBt7w6/wiFOYFGclXZBGnlDcuvuMMqh0JYtBLWKW0H3GeZ2x38XCMdPp+KljOokVynUnItWbIEj8dDJBLhl7/8JQCf//znT2oXl+OEBnrwRABJ5Tn30rwKnU9j3dJF7FfFdybV9nd++ZFfYtghFuc/OPoDnm6Rcd20FRSF4U9/Zs7VSH3Tfeyb2IeqqARfCLJ161aiCZmHD4/xJv2T6JHFTn3F8lfsK3jvvXS/5rVEd+5CZ7NRefvtVP/3t9F7PC99kMkO139d/Pzcd8HX8YrnWVNfhCTBYCCBOmjgaI1mWdyZJ7lck2LRHPMJZdqEyUBtIXQ+O9Duv0x1E3QKa3KVwzIvwudTA23oZQlFggljJQ5dCrvdPreD8NTjtQnypzoQo3s8fMZddHR0UKdVCHY68id0Po00ydXb4RMEOLA6ISICdvf5ea5LWBXXNRSTOHQQVJUxD1TUtbJ/p4hlyEXofBoblm5AjsioksSkV8wt6kJjtI1Mz+p5I7t3IweDJK1WDhXVYfRWYbCLe9nmqhdt5ocnwN8DSPlHctXUMKQX861ESIgcHDNzF9xfwIWLAslVQFZhNen5zPXigfaDxzsZm45hLC/D8xZRaXHioBN15x2Z9jU1NSwIiJ3A+/vvJ5Y6/Z2RtIqrZqaYBoTkfLKqGoPJko2XUsB5jnKX+J50KhWUKAqBTPh8ftgsItvF97u3DAwRoZRYuXKlUEIOaGqOug2Z0Pnl1Z5cDDP3cNcgSwbKreLeURKC6cTLTz6Tw0L5GbKARy8IjojzwrIutWhKrpHwAoY0u2JqbAw5fOIiS6fTsek41c8VV1zB5s0nq2U7A500DKdt40n2Sc20VuYf8bq0ysUL+rUATB+4H4PBwO8//HuCTwRBgs89/Tm633UVhooKkv39jP3nN+d0fOnA+fDBMMaEkauvvppHj44RTST5R5NmVXyFwHlVURj+/OcZ/uSnUMJhrKtWseDuv+B53WtPT+3ZugWarwU5AQ98Al6BNHZbjSzSSFOvYSlH6sQ5ojvzJJdrshMVsPrEd7tHZyjkcWULml2R4CBhp7inlJkN84LkSvYJwmDKCUnZS3XRHBNcAHoDXpcTRQJ7XKW7o+uVj3kR2tvaqJkW12i5PZFXeVwADQ0NmEwmQp2hTC5X+WgfTrOBUDzF77aJ6okn5nFJrC5bzY4dQp2UqzwuAI/Hg+oT72+PVwIJnMkovW29s3resFZV8ajdjnX5teitA0j6GB6zhyXeJSc2HtI2FEoXgSW/sllNJhOjYpqF5BdK++JE/t8fCpj/KJBcBWQdN62sYnWdh0hC5psPCWmt9z3vQTIahZrriYdhZjLT/iM3fITERIKkIck9Hfec9nnSJFf5C0F0gNGeIlR3duXUC7jwUOa0IEnQq5RTIsvHkVz5UWFx+nlRUedgvcT0PkHarFy5EiaOQDwIRjsx7xLax4SCaXlNfk1s5gw6PVF7DTab2CksDsOQr/dlD0mOiAmWzw2VKUHMKHmUYTIXcFmMVLot9KQasRtkprR4p0TXyYustGURTp3FBdA+1U6zZlWUi/RMS46MJTKfoNNJzNRdBYB96GlIJWhtbeWTaz9J4PkAiqTw0R3/xsynBZEU+OMfCT3xxJyMTVEV7uu+T5z32QDXXHMNNpuNe/YOc5nuAFXquFjALH3dS/ahqipjX/kKwT/fCXo9JR/+MPW//Q2mM8kakiS44T9Bb4buJ+DQX17xkHWaZdHtuCSTyxXdvx8l1/bv2DSExxjT66mcFIqZrqhSILmyBUc5GG2gKsguYZkrQ5oXdsWYNsZxN6RCBuqqK3IyjuKSJia0x/fY0e1nfPx412EsKUjpoMGSX5UVQUSTLFy4kFj/sQqLoUP7WFMvQsiHAsKiubHRS3TvMZJrWdEyDhw4AOSW5AJwJMSzrNtqxOASzzn/obZZO5+qqpk8rrtGRrEvvgy9Q5xvU9Um9Dr9iQfkqVUxjaBmp7VNic3IasaYjiVzOaQCLgAUSK4Csg5JkvjCFrHL8OddgxwYDJ6o5tpvQd37u0z7rVu2ktwhbnY/2fmT0wpzVFWVbSPCsuXdKaqp2UoTWBYUrIoFnB5MBh0lDjP9ahmlskzQkQ6fzw+SK/j8MwAMtHg4+pwoV71y5Uro1/K4atZydDxKSlHx2k1UuS9cBWPKswC9WSGu7RZ27n3hZduHuoWV2ueSWJAQJKGlIr8WBnOBlnInHWoNLYljFRZPZVm88cYb0ev1XH311Vx55ZWn7Ovo1NFMZcWRohLqi23YTIZZG/u5oH75JfhUF2Y5ksm3+9AHP0RrTyvTe6dJKAlu9f8Q3iIyI0c+fxspv3/Wx7VnfI/IpkzA9J5ptm7dSjCa5Im2Cd6qFwseVv7Dy+bt+L73Pfy/+z1IElXf+AalH/4QkuEsPofiRrj0Y+Lnhz4H8Zcv6LBugSC5IrpmepUkQRuo8TixgwfP/NzZhBY63+0qpTpdWXEmXCC5sgVJyuRymdzie1kiK/mv5FJV/BPimva5dKT8sTkPnU/DUb+a6SJh44p1n/n1ogYHAZjwgF1S807JBcKyqMQUxkoF2TFz6ADrGooyf3eaDbRWOIns2wuI0HnThIlkMklJSQn19fW5GHYGlWZRXKPHaMTqEkRNahYrLMbb2kgODYHZzN8tNejMNmxucb5Lql4ujyu/QufTSLmEXNzrlwlLElVMMjoZzPGoCjjfUSC5CpgVrK4r4nWrqwH40n2HUFUV73vfg2TUCzXXPb/IWCAMBgNvWPgGlITCmDLGnvFXDvsdCA0wFhlDh45VMZEDYS1NULv88tl7UQWcd6hwWZjBii2u4NdEJ/lQYTE5OopucAxFAtvai2hvF6XFV61aBQPH53EFAFhW7b4wQ+c1GEoakSQIOMUjbbz95RcKgQ6RM+RzQWtCLHSK65bO7iDzEAvLHMQxUatYGPKK3yW6T1ZyrVq1is7OTu65556X/J61TR6lcTQdOl/PojzM40rjsoVlPKmsBCB66EFA2DLv+MUdhP43xEzbDOFkmH9u2Ya0oA7Z52P0C1+Y9Wpaaaui/wU/akJly5YtPHRolCLZxzX63aLR2pcOnJ+84w58PxRVISu+cBvuLTee24Au+aggMEIj8MTXX7ZpesE6EFKJdiY4WpvO5cqxZVHL4+pyllCjVVZsD/oKJFc2oVkWXS5BpnrjqfwnuaJ+wmFBLI07rKRCk3MfOq/BWLEY2aNlFU30n9Gx0WiUUsQm8YxGlFGSf3lz6VyuYYvYjNP1jbCuwpb5+0UNRSiDAyiBIAk9JBur6dwrSJ2LLroo5/ObRSWCOBQVFsX7bR3qO6tqmKeDtIrLX1eHccW1SPowslHkWF1cdfGJjRUZhrTnQ56SXOZqQVJWBFQ6jXZ0ksrU8OyRhAUUAAWSq4BZxKeuW4TFqGNHr5/7D4xgLC/H88Y3ADDxbBC1/5ja4tZ33krg+QAAP93101fse9uoWOjbxowsMwmSK1VmwlXRmOVXUcD5jHSFRSlqyCu7YmSb+H53V4DXWIuiKJSVlVFRUXFMyXVcHteKC9WqqMFaLhasEadmkxp8+YXCTJ+o7ONzSzTIMeKqkbKaptkdZB5ioZaj5Eh5GSx5aSUXiFwVm812yr+pqsp051FscUCv8oJzaV5WVkyjzGWhzSlyxpJtD2V+X11dzQ++8wP6vtNHrD/GqDzFN29IgsFA6O+PELz7r7M2plgqxkO9YiyB5wJcdNFFVFZWcu++Yd6ifwI9CtRdDGWnVhwG/nI341//BgClH/0Xiv7hH859UEYL3KBlkr3wIxg79JJNK91WaoqsKCo45SYOZ0iuHec+jnOBVlmxUzVTpgkH+pPxnCtDzisUNQBQZhckS3FEzn+7or+XxIywfI3ZXcghX86UXJQsxOwUtvmKoJ9IInXah3Z1ddFoFZMX1S2Dp04Uj8gzpEmukbEYARtIqsqi6DhGvbhPbGj0ZvK4uitgRdUadmqFK3JtVQRYu0DkOPYZDZi0Cos1gREG/JFZOV/oMUFyPYkBS/1K9Hax0dla3EqprfTExhNHIREGkyPvrKppOLRNhdIgHDWKHbXoaIHkKmB2USC5Cpg1VLqtfOBysXC8/YGjxJIy3g98EEkvCTXXn76TadvY2EhLSNwEnx1/lrGZsZfte/uIyC1wPDGOCdCbZSYqlwrpfAEFnCbSFRZTcTsBu/juyHmg5Aodl8el9oudwpUrV0JoFAJ9iAo669ivVVZcVn1hk1x6r7jPqNoiS5qYfLnmJEe1TC4XVKZkhnSVGIzG2R1kHiIdPh+JVGXC5+NnYcEYmRmhol+EeluKEhygkcWV+avkArC0XoOsSrhCXeA/Vs785ptv5o1b3kjP/+tBnVLZ7prgoas9AIx95SskBmdn8f7E4BOEk2EMEQMzbTNs3boVXzjOC51j3Gx4TDS66NQqrtAjjzCiVbwsfvvb8b7//dkbWMu1sHgrqDLc//Ih9OlcrhLPZceUXLt3o8py9sZzptBIrmktjytgMuJdsAC9Xv9yRxVwJtAqLNZYxIK/eEZleCzPlVyBPqQ0yWUrRs6hkgtvM0UOkV1XE4jQ4zv9iq4dHR00KGIpZ3Mm85bkyJBc+0Yz4fNq+1GuWVyO2aDjmsXlx/K4qkXofJrkymVlxTQ2L9uMklRI6iWCxWKeURcao204+5a75NAQ8cNHQKfj97Jm8ysW6vNTWhXThYiq18CLs7ryBBWtrcR0KjoVxpNi3qFMnnpDrYACsoUCyVXArOL9lzVR6bYwFIjy82d6hJpry9UATNyzEzVyLOfkg2/6IDNtM6iSyh+O/uEl+1RVNRM639IlJga20gSpPA1cLCB/ka6wGE+VHLMrjudWyaWqKsHnnwWgv8VN316xAD8hj6t8KTG9gw6t3PiFruRK22VsdlG5xxZ8+TLshoC474Tsemyqis+Sox38HKNFU3L1hRsZEfwEycEhlHj8jPo5OnU0EzqvFuuZxM2iPFZyAaxf3MQuVdh61I6/Z34vSRI/+tGPKLOX0f61dswJM79c5WegwY4yM8PIZz+LqihZH0/aqjjx5ASosHXrVh44MMJl0l6qpCmwFsPim046buaFFxj614+BLON+3eso+/Snsm/tue7rIly8/znY99LP5os0y6LkWE4HSSImUMMzxNtmL6D5FaGRXNKEuCf0mS0Fq2K2od1/KxgFwCgDugTJZP4GS6tTvZhD4joZs5aRCk3mTsllK6bMLpZjJdMynQPjp31oe3s7NZrtssSRf5UV01i0SIxrZP8IPVq+f+jgfr79llU895mraC5zZPK4OqokFjkXceiQUI7mg5Kruqqa1IRQcPUV61B1YJUT9B8582qYr4TQo2JTQ7d0KVMNmwAFHIIQuqT6FCTXgT+J/9af4m95grr6egaNYrMjqZHLxmDfyx1SQAHnjALJVcCswmrS85nrxQ7ODx7vZHw6hvdf/w1JB9FxI5H/+69M29e85jUktgnS6veHfk9CPnVVpq5AF1OxKXSyjuVRkzhPaYKSRRefsn0BBbwU0kquabUmo+TKdSZXcnAQ3dgkKR24LlrP/n37AY3kyuRxbeDwyDSyolLiMFHhunBD5wHw1KGgw2UT5Iw79NKLKzWVwh4R7RS7mGxFXAtmf4x5CIfZQLXHSqdST5EpRdgCKAqJ3t4z6qfN30aTRnINF5VgNeqpKz61tTFfcFFDEc8gqvHOaLlcaRQXF/OLX/yCpC/JwX8/iMVg5z+vi5Ew6Yjs2MHUHb/K6lh8UR/PDglie+LJCWpqali1ahX37B3mrXpNxbXqrcI+eByiBw4w+MEPoSaTOK65msovfwlJNwvTOncNXP4p8fPDn4foqUP412tKrpGEmVBHhLaaHOdyqSpMdjGtkyjxiWu+K2UskFzZhhY8b5geIGgVn3lNmZeRkZFcjuplIQ92YEiJsY6bKlDCk1RVVeVsPCUlNYSsYlHWe+D0Kyz2tB2kSHPM1dvyr7JiGg6Hg5qaGuSQzHiV2FyZPrgPi1GP12FGiUaJHRVk+HC9k+nuaRRFobKyMqefSxqSJGGNisIK3WYjRm1fMXg4+wR+6FFhVdxVVInBVYbe0ENEDmI32llVuurExkO7oe9Z0BlgzT9lfSzZQl1dHQOqIAklbX5mjwzkckgFXAAokFwFzDpuWlnF6joPkYTMNx9qw1hRgefKFQD4fnN3ZlfcbDbz5tVvJjmVZEadyeSTvBjpPK5YZ5S1VrGQspQkqVxcILkKODOkyaFxtZGApuRK+iZmPWD65ZDO4+qoglV1G9m//ziSK5PHtZGDWh7X8gs8dB4Ag5lpczkeq5hElYRfWmmTGh9Hhyi37jBr7Yov3EVvS7mDXrWClpTMoBY+H+88M8ti5/hRGjSH+UH3AhZWONHr8vs7aTHq8VdfAYC1/0kY3HnC36+77jpuvfVW4sNxxn4wxnSJjV8KETIT3/42sbb2rI3lwZ4HkVUZR8hBYjTBli1bGA7GGOlr50rdXtHoRYHz8a4uBt77PpRIBNvGjVR/61tnV0XxdLHxQ1CyCCI+eOwrp2zSVOrAYzMSl1XUyeLjwud3nrL9rGNmAuLT9BhN1Gh7F92xJAsX5l8w97yGu1YssuU4AaewfVd6bHkdPp/sF8qYKQcklBKKrTqMObSsW6uXM1Uk5h2BjtMnhWeGBcky5YQivZy3JBfA4sWLAQiViAeN1NWPqqn9YocPI8kyUw6oa17FLo0YzwerYhpl+jJAVFi0uaIAKD3ZtdzJgUDmfvk7BLlX6j4AwPqK9Rj1L/qOPv8D8d9lbwRX7snAl4LX62UoJZRclimx4eBN5HluXwHzHgWSq4BZhyRJfGHLEgD+vHuQA4NBvJ/4DySdSmQoReSB/820fd973sfU41MA/Gr/qXfLd4yKIFvPjmmckoRkUJgqq0Sy5Lc9poD8Qzp4vldqAIuWGxNPoIRCORtT6PnnAThUL1ElVzE9PY3JZKK1qQ5GBeFF7YZMHtfyGk+ORppfiDrqKbUI9ac3BKFI4JTtkpq6YNIFDbIoBW6pzE+Lx1xgYbkTGT0VipMhLXw+8RLh8y+F4JEDmGRQTQrb7a20lud3HlcaDUs28LC8Fr2ahN/fDIETCxZ885vfpLm5mb5tfVRtr+Kp1SZ2NUuoySTDn/oUSuLUauMzRdqqOP64sCnddNNNInDe8Dg6SYUFl0FJc6Z9cmiI/ne9GzkQwLJ8OTXf/z46szkrY3lJGExw47fEzzt+DsMnV0HW6SQuqhdqrnLP5Znw+ZmdO3OzcaBZFXvc5VRrlRU7ZqYLSq5sQ28QgefAjEOo6yusxrwOn48NCQJuwg1qsojqotwqT00VS4hrFRaNw6dvgbNExTxgOo8rK6aRzuXyp0xEzKBLycS7xbPm+DyuNeVr8yp0Po2mIpH92Wk8VmHRMdxHUs6efT385JMgyxiaWzjoFvMSV7mwAW+u3nxi4+AgHPqL+HnTB7M2htmAJElMG8U15pmKkwQqlDGUXOY1FnDeo0ByFTAnWF1XxOtWV6Oq8KX7DmFoWIRnXSVApuQ5iIfgwthClKRC23QbByYOnNCPoioZkmtRr3iw2LxJpktXz9ErKeB8QprkGsaLS1KY0daJubIsqqpK6AUROt/X7GKqQxC+S5YswTi2H5QUOCvBU8eBwWNKrgJAdjfgtMikdKBXoa/j5EU4QFwLDp9wSTQlRU5Pcf2SORtnvqGlTEgYLalShrxahcXu0ye5wokwzm4h4zIXJzmoNtKa56HzaVy+qIyPJj/EYaVeqH5+9xaITWf+brfb+c1vfoNOp+Ov3/srrzO9np/cYGDaCvG2Nia++71zHkOHv4MjU0fQS3r6Hu7Dbrdz5ZVXcv+eft6if0I0Ok7FlfL56H/Xu0mNjWFqaqL2Jz9G75ijamoLLoXlbwJUuO9jonT9i7BOy+WylV/EYV2ChB6UqakztsBmBWmSy+ymQnNYtvvHCiTXbEALn5cdQmlSptflr5JLUfBPiufnhEuHPKOnoboit2MqacHgEkrkUr/vtEjh6elpqvRiGZdyK+Cqhjze7E2TXNNdYXqFKIrY4SMAmcqK7VUSq8pW5VXofBora1YC0GUwZEiu2uAovWdQKOCVEHpEWBU7GpeD3khy8ijjCFvfxVUvcqts+7EoCNJwKVSuzNoYZgspt6gKWe5XGdQbsUhJpsZevhJ2AQWcCwokVwFzhk9dtwiLUceOXj8PHBjF+6GPCjVXt5+ZZ57MtHv/Le8nuF1MQH539Hcn9NE21cZ0Yho1rrI8IqwZ1tI4lgUb5u6FFHDewGYy4LIYUNFhjysEtLViaiI3JFeipwdpMkBCD0UXbchYFVetWgUDmlWxdgPRpELHuFCbXfCh8xqMpU1IEvg1fqVn345TtptqFzazSRdUp1L4VBfVFfkr859tLNRUV/6ZOgbPosJiR6Ajk8dlKNYxThGteR46n0ZzmYNXrWrk3YlPME4RjB+GP78L5FSmzcaNG/nsZz8LwHc+/B3euf5f+fH1Yuo0+fOfnbMV795uoeIqD5cjh2WuvfZaBqdTVI0/QbkUQLGVQusWAORQiP73vo9EXx+Gqkrqfv4zDEVF53T+M8arvgJmFwzvht0nq63XLRBKLr+hmGD7DJ3apZUTy6JGcvmCoFNhxmggmIpRXV0992M535HO5XKKnMNSRclfkis0QmhGXMPjDiupXFZWTMPbgsshiJOqYJjx0CsX/+jo6GAB4v02u5J5GzqfRprkGtg5QI9WYXHmkJjjhPfuBqC72kCdsY42rVjF2rVrczDSU2PzEqGkCht1xDTlXG14nLbhQFb6V2Ixws88A8BvJHGP8hi3I6syDa4Gapw1xxrHQ7BLu/9e/JGsnH+2Ya5vAKAsCAf0wrLqH8ye7b+AAl6MAslVwJyh0m3lA5cLue/XHjiCvOpGPEsEUeX71tcy7d74xjdmAugf7H6Qyehk5m/pqoqhwyHW2cXizFaaoHrppXPyGgo4/1DpFmGihij4HVr4/ERuKizOvCCIrLYaiVU169mn7W6KPC4tdL5uI4dHgigqlDrNmQqRFzocVWKCP+MUn6G/69SBsKEuYQXxuaAqJTMgVWM3z2KWUZ6jWVNydcw04C8WZFWipxc1lXq5wzJomzoWOj/oESxZa8X8UHIBfP0NKyivbeLd8Y8TwwSdf4eHPndCmy984QusXr2ayclJ/vzFP3PZWz/J4yskJBU6PvYR5PDLV/N8KciKzP1d9wMw/qSwKm7dupV79g3zNr3Y0det+UcwmFCiUQZuvZX4kSPovV7qfv5zjBU5UJ84K+DKfxM/P/IfMHPihsCyKjcWo46ZlER00MwRzbIYzUX4/KS41pMTwpbcZ3fS3NyMbjbC+S90pCvc2sTi35uQ89eu6O8loVV4G3c4kUO+3JNcRQ2U28W8t9qfoHM0+IqHdHR0UDsj3u9iRyKv87jgGMnVtbeLsRqxoxg8sJfk6CjquA9ZAvPSJRzefxiA+vp6SktLczbeF6O1uZWkTxCR/R4dqkHCpKQYOtSRlf5nnnseNRqFsnKet9Shykmqm8Vm5klWxT2/hXgQvC3QfG1Wzj/bKGpqIq5TMSgwlBQbYdGx7Lx3BRRwKhSe9AXMKd5/WROVbgtDgSg/f7YX7z+9Rai5jvQzs00QWFarlbdc9hYiXRFkZP7c/ufM8dtGxELfeSBKuU4HkopaosdSdeHajQo4N5RrlkU1YiCYVnL5ckNyhTWS62C9xEXlF7Fnj7DcrVyxHAa1iku1GzJWxRUFq2IGtnJBoKccwkKVGD71Ais6JKT/PrdEVSrFpCVHZePzBHazgZoiK21KHcWWJDEjkEqRGDi9ykcdIwep0y6XA0WNlLvMFNlNszfgLMNi1POTf1rLpGsJ/5LQck22/xi2/zTTxmQy8Zvf/Aaz2cwDDzxA4rkE6j+/i3E3mMYD7P7ch8/q3NtHtzMeHcdhcLDvrn1IksQNN9zArj27uEyvWfXXvB01mWToo/9KdOcudA4HdT/7KeYFOawIuu49ULEcYgH4+xdP+JPJoOP/s3fX8W2d9+LHP+eI2bbMIENsh9nhlClNyrDCSoN2Xdd20K3D33ZHdx1jdwe3u2sHha1bGVNI13CahtExxYnZliWL4fz+eGQnaaAB27KT5/169VXbOjp65MjSOd/zhWklGQC4jDMHglx9a49/Ytyg6aolCtg7RJPoBtUqm84PlVS5YpZJ/K7dofjIzeTyNkIqyNVqzSTh78LjSfPngN5IXmYWMR2Y4rBj24YPvcvO7VvI94kLDMXWyIjuxwVQUFCAw+EgkUgQKxVBxeSuOkKp45zGPJhUPGNElioC6PV6DH5Rjltn0mPMED/3bx+cCYv+N1OlitUzQVEI1q4mmC3K5w8pVUwmYNVvxdfz7oFRErT3lJay3yiCssGQOEZIdNWnc0nSaW50/GVIpw2LUceXF4mrOQ+/VYt31u1kjBEHRZ0//9HAdnfeeSddS0UG1+PbHyeWjBFLxnivTVwNHlsv3ijNWTHaMyaAqhvOpyGdRgpSmVCRkJWe1ITFRBp6cmnJJH2rRZCrsdKOLWSjoaEBVVWZVeaAcC8YbJA/hU2pyYqTZJBrgJLKJNClSj4MXT1H3E5LBTD9NrBpGiFnGoMFI0R1noNWshiTgP2i2ozocfbl6tuyCVWDuDXJelM1Y0dJqeLBch1mHrljFv/Rz+OHsRsB0F5+EHYvHdhm4sSJ/Pd/i4zjL3zhC1ySfxVbP30BScD+2mrWPPWbE37c/obz5ZFytLjG7Nmz6YhbWOgT2V3x8vPRMkrZ/9Wv0bdsGYrJRMnv/gdzakpZ2uj0sORn4usNfz0w9TVlVpl4EbnLz2KzGiWpQGJ/y8DQh2GRTEB3HU0Gw0DT+T0xnezHNVRS5Yq5qugjmRVIjNggl9bdgNEvgq/t5lziIyGTC7AUTKArQ7xWW7eu/NDt2+o2oGoQNEKuMT7iM7kURRnI5oo5cojqQBeK0Pv8CwDsLlSYnjudtWtFq4GR1HS+X5Ym3tvqDQYsjiAA2iBMWNQSCfrefAuAJw1lAERbXqdX68WoGqnJP+h3sf15MSTFkgVTbzrlxx4uHo+HvYrIEFdSGYgGX2M6lySd5mSQSxp2V04rZLong2A0wY/e7cF9+RxQNYIbtg5kc02ZMoVqrZp4b5yuSBdvNr3Jtq5tBONB4n1xpoTE1RRrdpRE4cj7IJRGj/7m832RTLxpLFeM7N6N0usnbICs6bNZuUIc5E6dOhV79xaxUfFM0OnZkgpyyX5cBzHa6NG5MVlFJpfNFzriZha/KC1TUll7mrvyiNudSary7IBCjpY5MGExchwTFhPJBIZd4iDVmBVjS7Kc8aOoVPFg4wuc/PLG6fwueTlPxc9B0ZLwjzugbdvANp/73Oc455xzCAQC3H777Xzyoz9jy8Uig0V76Lds2PH2cT9eMBZkaZMIonUsE+83l19+OS+838D1OtGjUjfrY7R97/v4XngB9HqKfvkLrCPlxK9kNky/VXz94gOH9DGrSQW5oq4SOvcEqM8TPw8OZ8libzMkotSbLBR3isBBXTgkg1xDJbMUgHxVfDZlBKE9cOQLDemWbNmDMSbe59pMBST8nenP5AKMBeMJpoJcicYdH7p9olsEjXuyNFSFEd+TCw6ULCY6FJpSzef73n4bOLzp/EgMcnns4nVSazBidonyUldbE+HYqU0JDG3YQKK7m4TNzipHKXF/F6UTxXtqTX4NFr3lwMYrHxb/n/VJMFiOsLeRyePx0JSaSGztFf+3B2TjeWnoyCCXNOwUReH/XSbKC/+5vpnmyR8lo0JcEen8zYFpVXd94i663xZXBf++/e+saREBsMCOAAvdoveLNSeKe+wHJo5I0gnoD3L1aiVpbTwfTJUqbi9RmFE0m3dTDUgXLlx4oB9XyVyC0Ti17SJQIycrHsprLsZhFQeGmf7De0ol/H7McXEF0WEVB1nmgpF99Xs4VOeKwJQuVkBzasJi9Diazzf6GyndJzLnrJkK+3GPmsmKR3LRhDy+smg8X49/glXJ8RD1i4mLfaJflqqqPProozgcDlasWMHPfvozrv7hU3QW2nAGNbY/eD87uj785BRgadNSQvEQJfYS3n1K/K0vuewyAhufIVvxETbn0vlaHT1//zsoCoUPPYTj3HOH6qmfnAu/DZZMaNsCaw+Ud87wZKAq4EsaCTWoAyWLwfeGsfl8qul8nT2bAnEYwe6+XhnkGioGCziLMJmSxFNnFhlOM30n2a9uKEUbRQDfa4WwloMS9o2M3k/uKnCJzy1XV+sxN9U0jcy4+AyLZCTBlgvWrCFf4qnqD3L17OwZaD5PUnwmB6qLIAD19aKEbSQ1ne83qXASALV6A6bUv1Wpr3XgmOxk9U9V3FE2hYSqI7D1TTKnieO7BYULDmy4d41oXaEziiDXKFJcXExjnxio4OyOoAFZ0ZGR7alpGv/Y9Q82dmxM91KkQSSDXFJazPBkctW0QjQNvrLBjXuOXWRzrV1HYI0IZt14441E1kTQ4hrr29fz9O6nAdBvCVKYaopsyYmSVS2DXNLJ6w9ydSnVA+WK8fZjH2AOhYP7cc3KnzUQ5FqwYAE0pUoXPHPYtt9HUoM8p4lc2XT+ECG7hyyzOPDP7tPQUgfP/WL7xZVvnwUKlCgxTYe7ZGT3MRkO/RMWW/2l7EtNWAzWfnhD2F3duwaazu/PygEUxuaNvnLFg911dgVXzSzj7ujnaNAKoLcJnrgZYiIzsLS0lF/96leAaEi/beduJv/qEeI6hWm7YvzlR7ez1/fh/cye2/McANXxasLhMB6Ph7CjmMWRVwDw+2fT+bvfA5D3/76B67IlQ/F0T43NDRf+l/j6ze+Dvw0Ah9nA+ALxOtBCFQNBLv+a1cO3tlTT+a6wBUMCIjqVvT1tMsg1lDLLURTw2sWpRWGWg5bhLFE9TpH94vO9wwVaLJNcmx5FUdK8KiC7CqsjNWHR6yMSP3p2UFdXF57Ux5vBGR8VWVxwIMhV/349+4tMAz/3m6F4fA3vvSeyPauqqsjIyEjHEo9pfuqieodRh5YhzkMK+zrZ3dx1rLsdk6Zp+N8QQa5n7eL9KbBjKT6n6Md1SNP5lamy+CkfAUfeST9mOlgsFro10YsrpydBj6ri1PwQ8qZ3YcA7ze/wnZXf4Z6l9+CP+tO9HGmQyCCXlDYPLhqH2aCyurGX+uprDmRzPSwaKtrtdj6y+CP43hNv9Pv6RCPp6jrxyW50xvDacsGem4bVS6eL/P6eXPpSvDZxoBvraB/WNWjxOH2pE8D6Shv5+nw2bNgAwFnTq0WjXBQonsWmVNN5mcV1uGRmBXnGGEkFjAnwtx4abIi1iKuGnU4oisdp0nLxZGekYaUjS2WuHUWBrSEPUZd4f43uqUPTtGPeb8/eTRSkKpI2usrRqwpjcm1DvdwhpSgK3796MtXlpXws+kV82KF5LTxzz0DGwe23385VV11FLBbj1ltvxVw5lqz7PwPAdS/5+MoTd9AePPp7SGugdSAzues/4uToiiuuYOXqVczXbaOn3krn0+sByPns/WTdfPNQPuVTM/02KJwust7WPzrw4/6+XPlV57BRFYHnRF0D8Z5hKmFLZXIFu8SJ6F5nBqZkiPx0TKQ8U2SVARC0iR6p+TbTyJuwGI/Q0yNOYjudKlrcTlGWPc2LSnFXkds/YdEbprEreNRNd+/ejSck3o+co2CyYr/+INfOHTuhqmLg57uLFGbkzRyxTef7zZwwk3gqS7zZqaIZVfRakv1bTn5KYLS2llhTE0m9gbU51YSbt2HK7SVOnHxbPuWuVN/QngbRjwtg7mdO8Zmkh5Yj3n/zvLBFFcew0c49aVyR8FL9SwD4oj7+vv3vaV6NNFhkkEtKm8IMC3efIyaifbluCu4JAZHNtXo1wVTjyYMb0APEemNcYC8ARKmizz1t2NctnV4KUplcSb2LsFkcNCZ7+9BisWFbQ3j7dpRAiIAJcqbMZt2adSSTScrKyiiMpRpz5k0Es2ugH9fkooxhW99oYcwZg0PVBjLyGrccWh7VlyqD6HIqFMQTNCqFZNtHzyTAoWIx6ijJtLJTKyHTFiOughKOEP+QLAzfRhGIiTiTvK+vYkyOHZN+9A8BMepVfnfLTBKZY7gr+jni6GHrv+DtHwAiEPaHP/yB3NxctmzZwje/+U0KP3k3+hlTMcfguqf2c/erd9Eb6T3i/l+sexENjZm5M1n6tOjLdemSy8je9Tj+ZjOtazIAyLr9dtx33z0sz/mkqSrMSa1x/V8GAoH9QS5D0XhaGgI0u8UmofXrh2ddXbUkAUNqsmKjOYOqyjEjI2PndJWasBhL9bbMNaojr/m8dy++oB6ANoeZZCxKWdEIuVBqy6bIKU7LMgMaW2t3HXXTHTu3U9Qr/tYKbZFRk8k1ZswYdDodPp8Pc/lYEqk/x9HQdB7AarWidItF1xkNGDPFzwM7T37CYn8W19aCsYT1JgKbX6fsvDJAlCoOvGet/j1oSRhzPuSNzonyttJSYoqGIQG7oxkA9O778NYIQykUD/H23rcHvn9s22Mym+s0IYNcUlp96uwxFLjMbOi1sb947kA2V0cqm6umpoZKayWhRnGgGtgeYK4rAxBBLnP57LSsWzp9uCwGzAbxVphUDvQTiXedfPr5iQquFllc2zwKMwtnHdqPa29/P645AAOTFWXT+cM5CkXpoS/VFqp52/uH3N6zS5w09GdydZs98qQ3pTrPTi92StHTmjpw/7Dm87od4gqsPivGFq2MsaO06fyRZNmM/OmOGrYap/DV2MfFD9/5EWx8EoCcnBz++EfRh+onP/kJ/1m+nNIf/RRsVsY1w4RXd3PPG/cQjB2ajaFp2sBUxcm6ybS2tmK32zEVVHFRyzvsW5EJGriuuorcLz84Ol6fE64Es0uUdta9CcCsMvEi6tM5CeyOsd2T6su1dpj6cnXV0qbTkdcpSr7qNZssVRxqqQmLqk1kgOaijbwgV08D0VSQq93mIOHvwjMCJisCoCjY8qrwpi7S7Nnw7lE3rd22GnMM4ioUWUZPJpfJZKKiQgRDzVEndanEysZKO2WushHddL6fMy5KsesNBqypCYtKQ/1J76+/H9cb7vHotDiBHe9imSAayg+UKoa8sP4x8fW80ZnFBVDs8dCSupjcGxYXmINtJ58FNxj+0/wfgvEgBbYCKlwVMpvrNCKDXFJaWYw6vrxIfDj/pHMu2eP7RDbXqlUE165FURTuuvMuWp9oJdQUIvB6N26vOMm35kTJHb/wWLuXpA+lKMpAyaIagt40NJ8/uB9XTX7NB/pxidvwzKUvEmdPh2hwOkmWKx4mq0RczQ47UgdRDYemwftTB6KdLoWCeJygs3x4FziC9fflytKyByYsRuuOXkbQE+4hvykAgDNLY6+WO6qbzh9JZa6Dh2+ewb+08/if+OXih8/dC42iR94VV1zBxz/+cTRN4/bbbyfsdFDw9W8AcMM7SXq3bOTzb3+eaCI6sM9t3dvY07sHo2qkc4V4j7nkkkvwPfs7et+1oCUV7OefT8H3vouijpJDNIMFptwgvn5PlCzmOs2Uuq1oKMT7PGwrEjf71g5DX654BLxN1BsNByYrxpMyyDXUssT7qdkUBiA7Hh955YreBrQ+8XfVZs0cMZMV+xnyx+PLFJ9f/t1Hb4LtaxbZLz0ZGjqVURPkggMli7F9MX55pY4fXK9ir5lNW2sb+/btQ1VVpk+fnuZVHl2xpRiAPQYjZqdopJ7Vvhd/+MSz/2MtLYS3bEFTFFbnT0Bp3ojeGSdkDqFTdMwpEBc3Wf8YRPsgZzyMuWDQnstw83g8NKupXnMBcZyR7PrwSc5D6ZUG0QdzUfki7p4qspJlNtfpYZQcQUmnsyumFjKtJINXolMIuVxklB+azfXRj36UZEOSPd/cw1nJPJRkAr0lgWZV0RdNS+PKpdNFf/P5RNBwYMJiZ8ewPLYWjRJINVutG2Oj0lHJqlTQ66y5NdC6SWxYIprOa5ooscxxmI62yzOWyZ6FFwcJuzhJ0FoOHSAQaxNZBX12DWdSE9OsJOBAkCsRLRkoLQvvOXqQa2fPzoGm893uPEBhfP7objp/JGdX5/Ctyyfwo/gNvJyYBYkoPPlR6BYB05///OeUlZXR0NDA5z//eVxXX4XjogvRJ+Gzz2usbVrOV//zVRJJcWD/wp4XADjfcz6vPCsOrq+eM4+x/3yBZFxFNyaXop//DEWvT88TPlkzbhf/3/kS9In3zppSUbLoKJrJBp0I9MW27yQZCAztWrrrAY06s52iVEJubSgog1xDLZXJ5TSJzHt3OD4CM7kaMfUHuSw5xP1dlIyUTC4AdyUJl3ivsLU1H3Uzc1CcgAczkmDJAlv2sCxvMPQHudq3t+N1m3i/UmVa7rSBLK7x48djt4+QPmlHMC5XrH+X3oDJJQJbZf5Wdp/EhEX/myLzdae7DK/ZQfM7T2GfLJ771JypOIwOSMREqSKILK7RkN17FB6Ph72pViBmv/i/obcxbesJxAK80/wOAL2rerE0WWQ212lEBrmktFNVhW9ePoE4ev4SXkj2hD5QEdlc69aRkZHBDTeIq8TXTxTje605ETrt1aCXJ/rSqStwidTwUMiKN9VPJN4xPEGu0JYtKKEwPgvkTpzJls1bCAQCZGRkMN4ZhGQcHAWQ4WFTsxeQWVzH0qYvRGcTJwnGHt8htxm84nvVKm63FIyeq99DrSpPHFjX+UtpTQW5+nZtP+r2dbXryOqDpKLxnr0M4LQqVzzYbfPKuGVuOZ+P3cMWrQKCXfD3j0DIi9Pp5NFHH0VRFP70pz/x/PPPk//tb6PLzqa4I8nN78Brja/x3VXfJZaIDTS4neecx4YNGyg0GJjy9D9QohqmrBgVf3wE1TQKP9fyJ0HRTPF+tVGcHMwuFyWLmVU1NDYFaHeBkkwSTA3VGDKppvNtSRfmGMRUhUZfF9XVcpLqkLJkgCULp0k05s4KjrwgV6J1D8aI+IxvMxWQ8HeOrCBXdjUmp/j95fYeeUiDpmnkRUTQWHEmRBbXKAp89Ae5du3YxdzCuegVPWcVnzUqShUBZo0RTfH3GXXoXOLfKj/QTW3TiR8z9r0hglzv5k0g26QRad5K4fxCABYULRAbbXsWfM1gy4HJ1w/CM0gfj8dDQ0hkv7m84jVsC374NOKh8tbet4gkImTrsvnOvd9h0SWLuMR5CSCzuU4HMsgljQgzPJlcNa2QJxPnYbAlyCgXV3o7Hn4YgF/84hf85je/YX6mOGi25kRJFM5M23ql00teqlzRF848kMnV1nqMewye/n5cW0sVZhXOPqRUUW0+qB+Xogw0nZ8ig1xH1WspwWIVB55Of2Tg51o8jj0ovjdb4/RqVvLyi9OyxpFoTI4dVYGNkWKUVCZBrO7ofUa8G8QJSTAzyQZlDE6zfmCIw+noW5dPYFZVER+PPEAbbujcBf+4HRIxzj77bB544AFADEvpSSQo+O53AFiyOsGkRnh699N8eumn6Q53k2XOomVVC1k6HX+trELv7cXojBG9Yiz6wsp0Ps1T05/Ntf4x0DRqUs3nI44CArvC7ChO9eVaN8R9uVJBroBXDEFocTgJe9tkJtdwyKrAbRInr1l9Gs3DlBF9vGJNDQD4LBAil/iIC3JV4baJDJcib4juQPSwTVpaWvCExXu0wxkbNU3n+/UHuXbs2MEPz/ohz139HNWZ1SN+smK/+ZPmk4wkSagKbXYVzaJHRaN184k1n0/4fATWiCm7Kwsmkd1Xi6JT0FeILN4FRQtA02Dlb8QdZt8FhtH9GevxeKjvEZme2T0xwoqCK9YuSszT4JV6kU1tbbICEIlE+NEnfkSpvVRmc50GZJBLGjEeXDSOdn0B7yYmprK5FIIrRTaXy+Xink99iujmzQBYcqJkVs9P84ql00X/yXkgkTsQ5ErsbxiWxw4c3I8r74P9uFJBLs9c4EDT+Umy6fxRhe0enBZxkpDVl0DTREldvL0dFdGoN9MUp04rpDTblsaVjixmg45St41arYgMe4wkoPoCxLu7j7i9sl0EElR3nC1aOePynaOjSfpJ0utUfnPzDBw5xXws8gAhzFD3Nrz0JdA0vvvd7zJp0iTa29u56667sJ97LhnXi6vuX33NhiWssbpV/D0vLl/M0mee4w/FJeQnk+isSTzndmE+71NpfIaDYNK1YLSLIFPjciqybbhtRpKoxHvz2ZaKKfeuWTm060gFuegSAYImZy42wrjd7qF9XAmyyskwiQCMNQphNTbwHjwShPeLi1edLkjGMjElQjidI6jMOquCYqt43eZ7E2xrPjwTbsfOHRT7Utletsio6scFMHasCMo1NTWhxBRKHCVomjbiJyv2y8nOIZEaaCEmLIrPvdDOo0/DPJK+Ze9APE6jI48WRw77l/8ba5WVhC5BljmL8VnjoWkl7H8f9Gao+figP5fhlpuby76Q+N3l9UCtakFFA2/TsK+lN9LL8v3LAdj+jMhat9lsNDY04n3ZC8hsrtFOBrmkEaMww8Knzh7DE4nzRTZXteir05/NFd6+HS0UQjUmMbni2MfMTedypdNIfyaXoubS01+u2DL0DXOTkQjB98UEwD0VFsZljRsIcp03ayLUi14BlM7HH45R3ykyHCfLTK6j0rIqcJtFkMsag2SvCAzGWloAMVmxIJGgQSugMMOStnWORFW5diIYKdTb6MgQP4vUHj7eO5aIkVUvgl+urCQNWt5p13T+SFwWA4/cPov9lirujX6GJAq893+w6reYzWb++te/YjAYeOaZZ3j00UfJ+8qXMZSUYOjs5SfvHci2uDDrbK7duZMJZjMJq4nSczvosOVQOmtJGp/dIDDZRaAL4D1RwlmTmrJoyJ7IxlRfruimrSSjh2eoDJquPfSqClkd4n2g3uCmqlxOUh0WmeXoDBoho/g2N8NGT8+Ry+6GXbgXr09kjHQ4FbS4gzyHMc2L+gC9CVduLmED6JOwZf3hExY3bVpFZqqtXYk1MuoyudxuNzk5OQDsSk083rt3Lx0dHej1eqZOnZrO5R0XW1hcIKs36LE5xD+GrunEJiz63xBTFVcWTGJumYsta/6DfZJoGzC/cD6qosKKVBbX1BtHVd+1o1FVFV1BAQlFwxSHrVGR7dvf43I4vdn0JvFknBJLCfVr6zEajSxduhSr1cryPy3HHrGfFtlciURiRF1oGE4yyCWNKJ86p4KNtoV0a3ayq9pBp4psrvfeI5hqzm3NjhLQuyCzLL2LlU4b/ZlcqqF4YHz3cDSeD72/AaIxuu1QMGEmexv30traitFopCaxFhIRKKqB/ClsTTWdL3SZybaPwp49w8SUO4YCJYFXZJ/jTx14RppFE99Op0JRPE6HuQSDTn4EHqy/+bxLy2Ofu3/C4uGTj2q9tVSkms7HcvLQUBl3GjadP5KybBu/u2Um7yg1fD92s/jhq1+HnS8zdepUvvMdUaZ4//33s7ezk8If/hBUlZx3tvHT5HV8beaXST7wQ2aaLQQ0DdN5ekzOBPWe61FUXRqf2SCZmSpZ3PYsBLuZlSpZzKyexY59ffRaQY3FCW/ZMnRr6Kql3mCgKDVZsR6TLFUcLlkVAPSlLhYVOM0jZ8JiTyO+kAGAdocZUCl2j7wG5/q88XgzxWu3Zevh00j31Yqpi712DZNBG3WZXHBoySIwkMU1efJkzOaRX5KXb8gHUhMWHWJYVm7XviOWlx5JMhql7x1xEXNlwUTG6rvRNI3sWSKQtaBoAXTtEYM8AOZ+ZpCfQfoUeTy0mcXruy0oDtRC7YdfTBtqL9e/DEB2p/idn3vuucydO5dHHnkENNj+J5HdNZqzuTRN41Of+hSf+cxnSCQS6V7OsJNH+NKIYjXqeWDxZJ5OnI3BlsAxWWSsdD78MKFUkMuSE6XXPW1UNdqURraBXkL6Qnps4nUV6+4d8scNrBaliltLFWryZw1kcZ09Zzr69Y+KjRZ+7pB+XJNlqeIxOQqrcSaTdKV+TY2bxMFzT+qKcZcTCuNxQo6KdC1xxOpvPh+MlrEvVdkV3H14CUb91hXYwxDXaWy0id/j6dp0/kjmVrj53lWTeCSxmL/FLwA0+OcnoGUTX/rSl5g/fz5+v5877rgD87SpuO+8E4Cy373MWX9Yi33nTsLJJOvmT6TKsZuYpqP4gjvT+6QGS+EMyJssAvSbnhoIcunzqgjsCLKjpL8v13tD8/jhXgi0U683UJyarFgXjcum88MlS0xYjNrESWyeWTdyms/3NBAJiEBym82BlohRXpiT5kUdTsmuIpLqi6jbf3iGS7KzDYC+TA1MLnDkD+v6BsMHg1yjpel8v0q36J24S2/ElGo+X+prZVfb8QVDgqtWoQWDdJqdtBeU07P1HfQuPUqeeH+cVzAPVv0PoEHVJZBz+rx/lZSU0KxP9f0MiDBEqO3ok5yHQleoa6B9QOOrYrrj4sWLAbjxxhv5whe+QO+aXqIt0VGdzfW1r32NRx55hN///vcDgeQziQxySSPOFVML2ZhzBQDZxbtApyOwYqWoX0dMVjSXzUnnEqXTjNtuQqcqgBWfSZTJxn2hIU/x7W86/8F+XJ9d6IJIL7irYKwoYdrUnApyyVLFY8rLL6ZPs9DnSF0p3CkyRnr27AZEuWJhPAHZMrPjg/ozubb6i+nOEr+/3l1bD9uue4M4WPK7NVbFyoAzK8gFcMMsD3eeVcG34rfzbnIyxALw+I3ogh089thj2Gw23n77bX7xi1+Q85l7ME0YT6K3F/9rrxHXND63fx/TJ4kTmlWm+ZR6ytL7hAaLosCM28TX6x9lYoEDq1FHXGci2pXFtlTz+Z5Vh5dhDYoucbK0T3FhD0NCgfqgX2ZyDZdMEeTCkuoZpTJyglzeRrRUkKvdmkHC34VnJDWd7+euRJ8KcmV3dx1+c1CUxyVdCVGqOAov+B4tyDXSm873m+6ZDkCDQYfRJcqic0Ne9jQc38Ai/1JRqriqYCJXTi/m3WVvDZQqTnBPwK0psOFvYuN5p08WF4jm83sT4ndmCojj7WT34RnjQ2lp41KSWpJxGeNY8dIKAC4tLMT/5lvEWlp46KGHOPecc2l7RgSUH9366KjL5vrpT3/KQw89BMDvf/975s4981r8yCCXNOKoqsLHr17EmuRYzPYYphpx0KRFo6DTMGfGZNN5aVDpVIU8hwlQ8PUfL8Y1kn19Q/aYyUCA0MZNANRWWJiYPZHly5dj1MEFttSUngX3gyrepg9kcmUM2ZpOB267iSbyiNpFkCawV1ylC+4TjU19DrAnNGz58qT3gypybOhUhY2RIvSpMfbxuobDttO2prK7smNs0crwZFmxm/TDuNKR4SuXjueccYXcE72fOorBtw8ev5ExJQX87Gc/A8SV1G27d1P0ox+hmExoisJXW1qoNeuY0icCPb4Jt6TzaQy+KdeLRsnt29C3rGe6JwMAY84ENhvE6yqyYSPaUJRPpIJc/j6RndtmtxHsbZdBruFizwWDDZ01FaRJxkdUuaLBLz5P28w5xP1deDyeNC/qCLKrcNlF2Vthb4B4IjlwUyKRoDAk+opZHKNvsmK/g4NcmqaNukyusyadhZbUCOtVeiwKmk30duvYvOND76slk/gO6se1aGwGGzZswD5ZBLkWFC4QvR5jQcifDOVnD90TSQOPx0NjWLyGXT7xOtf3Ng7rGl5uEKWKnpCHeDzO1VXVJP7fN2m+5x5qzzuf+oVn8YeCQh7ocDP3nQgZ+3z8fdNjw7rGU/HnP/+ZL37xiwA89NBDfPKTn0zzitJDBrmkEWmGJ5NdRdcAYM7fBXpxAmXNioJOQS2ekc7lSaehvFTJYjCiJ5BqeRXvGLq+XMH170MiQbsLiqtn4OvxsW3bNm6ZYsAS6wFHAUy5AQBfOEadbDp/XBRFoUNfiGYXJ1lqR6f4eVfqirg9wX4tm+LcrHQtccQy6XWUuq00anlkOMXvz9DlI3FQsFfTNFx17QA4spLUaYVnXBZXP52q8MubplOYn8/tkQfoVZxiEta/7+LOT36CxYsXE4lEuPXWW1E8Hsr//S9ePu9cXvT7+Pr107FoIeqS+cw494p0P5XBZcmECVeJr9f/mZpS8bdm8UxiY3MvQSPoghEiO3cO/mOnJitq3SLIvdeZTczbIoNcw0VRIKscszkV5IrER0wmV7K9HnNYXMVqMxeS8HdSMiIzuaooTE1YLOqJUdfpG7ipsbGREr8IFGfbo6OyHxccCHLt2rWLXbt24fV6MZlMTJo0Kc0rOz4VpRXEO8W/Q53BgDFLvK4iu3Z/6H1DGzeS7OoioDcTnTSdzt0bSGpJXFPEsd3C/Dmw+g9i43n3jspMvWPxeDzU94YByPaKSc62QDMkk8e+4yBpC7Sxvm29+Podkan10YIyAHqNNpKqSqK3l/j69VxnMPKF5Tp++kiCebf/htqrr2b/179O91/+SnDdOhL+kZfd9eyzzw4EtR544AEefPDBNK8ofWSQSxqxLrjmTnyalUJLK9E5IjXYVhChx1oOZnmiLw2u/r5coaAFrxicQ7xxCE7CUoKH9OOqYcWKFSjA189NBQzm3gN6EW3rz+IqyrCQZRth06BGoF5LCQZbaox9rwjQ2PyiOazRmqBOK6Aky5q29Y1k1bkOEujIMWfSk/o7OLj5fKtvPyWt4ndrzM0jicr4MzTIBWA36fnf22sI2Ur4ePjzxDDA9udR3vgO//u//4vb7eb999/nO9/5DqaKCh5NlSQvKRRB13ddl1OQcRq+Fvsb0G/5F/OKRLNve/lU/DsC7EyVLAZS2RuDqquWiALWTlEO02gvwqlGycjIGPzHko4sswyHSQQA3KGRE+SK7W0AIGCCPiWP+EgNcjnyyc3QkwTsYVi3+UDz+fe3rCHPKwK4YrLi6AxylZaWYjKZCIfD/Otf/wJg2rRpGAyGNK/s+CiKgqlPHJ/VGQzYnOL4Qr+34UPbXPS9+SYAa/PGcc3sMt55ZxmWMguKVcFhcDClfQ/0tYI9HyZeM7RPJA08Hg913SEA8no09isGDFpEPOdh8Frja2hoTM+Zzhv/foMCvZ5x7XsBiJ9n4JYlX+dH13wN3Ze/QeYtt9BbVETQoGFIQGz7Dnqf/hdt3/8+jbfcyq5Zs6m96GKa77ufjt/+dqDcMV3TDJctW8YNN9xAIpHgjjvu4Mc//vEZPVVYBrmkEasgx01dgehH1FXSzo5zxuEe20e8YGaaVyadjvKdFgASMfuBCYtNQxfkCqw6vB/XleP0VDjjopnszDsGtu0Pck2RTeePS8RZijXVE8blj5Hw+zHHxFVChzlOnVZAqduWziWOWNWp5vNWrYjm7NTV6doDTWHrNi7DHIOwUWO3YwwA4wrOjMmKR1OcaeUPt9WwWTeeL0ZTDeSX/4KC1jf43e9+B8APfvADHn/8cTZv3sysIj2liSYimh7zrNOsVLGfZx5kV0MsyHTfG+hUhaQ5g3CrhR2pIFfXqv8M/uN21dKkPzBZsdGUR5WnYPAfRzq6rAoyzSLImBWIs7dleE5ej0nTCLeIrI0OFyRjGST7uigqKkrzwo5AUdDnV+N1iddw7bplAzdt3rACnQZhI9jMiVFbrqjT6QaGQfzlL38BRk+pYj+3Iqaz1BsMWGwi266gZz/t/sgx79f1yusArCmaxFXTi1i2bNlAqeLcgjnoV/5WbDjnLtCffhc1S0pKaI7ESKJhicKWeCqrvvvwIQtD4ZX6VwCYqJ9Ia2srt5WPQ9U0rHkRFmZu4zH7z3gvaeLKOjcrl9zO3DeW8v0l47j3bh0/XqKQvOFa7Oedh75AfK7E9u7F//rrdP7q1wPljrvnzqPxjo/R9tAP6X32WcI7d6HFYkP6vN5//32uuOIKIpEIV1xxBX/84x/P6AAXyCCXNMKNXSIaLi7U1jA2bw+KDjKq5qV5VdLpKN+VqlFMZOBNTViMNw9NM8yEz0d42zYAasvNTMqexPLl7/LlBakDmlmfAPOBwEF/0/lJslTx+GRVkGEVBxSOiEakVpQw+SyQr8RpM5SckT2kjkdVqvl8b/jAhEXvri0Dt3euFxmIPTkaK0IiC+JMLVc82AxPJj++bgrPJhfyy/jV4ofPf5brZuZxyy23kEwmufXWWwH4xuViIuUryTlcMGN8upY8tA5qQG/a+BcmFYr3M2PuBHbYxaFnZP37g3vFW9Ogu446g57iLrHfek2lWpYqDq+scrKM4v03sw/ao8E0Lwjoa6OnT7wmOpwKWtyJXY1jMpnSvLAjU9xVBDPEhZlY04EJt4FmEQjozUyimOzgKk7L+gZDf8ni9u3bgdEX5Cp3iX7BO/Wm456wGKmrg72NxBQdznPPRp8I89577+GYLD5D5xtzoG0zGKww82ND/yTSwG6348jMpENcV2ZvMHVVuWfog1zN/mY2dW5CVVR863wYFYXrTeJ431UVAnMGk7XdPOP4EcZYL59/ciNfeXoTf/zaY3RoKmun6Li59XncP/0JVW+9SdXKFXj+/H/kfvnLuK68AlN1Neh0JHp7Ca5aRfef/8z+L3+F+iuvZOeMmdRfc+1AuWOspWXQntfu3btZtGgRPp+Ps88+myeeeAK9Xh7jyiCXNKJZSqbTkzERo5JggioaE5rkZEVpCOS7xCeuhnsgkyvRNjRlFsF16yCZZH8WeMZMJxlLYm59j7nFepKqEeZ++pDtZSbXiTHnjiFXjQ/0VgumyqLEZMU4QVdFGlc3svVPWFzXV0QoU5xk+XZuG7g9sVU01tWy46yPlWHSq5TJrDgArpxWxH3nV/Lz+HW8kJwHyTg8eQsPf+fzFBcXk0gkcJrg4rxuALYUXIvbPjJPsgfF1JtANUDLBi7LFf0NzSUTWbO3m6gO9N4A0fqGwXu8QAdEfOxNGskQLQzZE4nIflzDLbMcsyVJEtAnwWDSSAzFkIET0dOILyRK4TqcZkAlzzmC//ayq1BSExZdXe0DP7b1iveOmCspMiVHcaZGf5Cr32iZrNhvSvEUAOoMOkypQS1ZET97djcf9T7e10QW14acSq6aP5bly5eDGSxjxPHngnoxuZhpHwXr6ds31OPxsM8gXt+BgAjGaF1DH+R6teFVAGblzeLN599kcU4B1lgMvTVO8oKr4Y4XweqmIrabpe4fk6X4eGLtXj76pw18fMbnAYhOiXLnZ+5E0zT0mZnY5s7F/bE7KPzhD6l47lnGrn+Psqf/ScH3v0fmLbdgqZmJarOhxWKEt20bKHesu+pqos1Hf60cr/3793PxxRfT3t7OtGnTeO6557BYLKe839OBDHJJI55rwZ0DX0dVC+Seple+pbTq78mFmncgk2uIGs8HV4tSxa2lCjPzZ7Ju3Tq+MEe8HSvTbxETqlJ6QzEausSV8EmFMsh1PDLzS8mIqXSkfl3elSsB6HIqFMYTKO7KNK5uZCvPtqFXFTZECjCkDtwTBwUiHHtE6ZE9K06tVkh1ngOdOnpPtAbb5y+sZvHkAh6IfopNVEHYi/P5T/LXP/4agFumGDATZXeyiHGzL07zaoeYLRvGXwbAxZHXALCWTqZzay+1hWKT4GD25Uo1nfeGRdZYh82M398lg1zDLasCRYWgVWRO5bsstLW1pXdNPQ2EAzoA2qziKlZxlj2dKzo2dyU2h8iGK+g9kBmUFxC9jIzO+Kjtx9Xv4CCXzWY7LOg10i0YtwAAr1FH0AhJpziG7Np69AmLLS+KIMvWimmcVZUtShUn2lFUhTH2Ygpq3wSUwy50nm5KSkrYq4nXt65PXEyLdNQO+eO+0iBKFRfkLGD16tXcXyjS1e2VMbIu/zbkTxKBLlsuOYHd/Cf3Z1RZg+xo9fO/b+bjIg+9Xc/rXa/z29/+9oiPoZpMWCZOJOPaa8n/xtcp++tfqV67hjGvv0bRr35J9j2fxlhRQbK3l333f5Zk5NjlrcfS3d3NJZdcQkNDA5WVlbzyyiu4XPI8oZ8MckkjnjrlOpIG0ZhXK5wOqi7NK5JOR/mpAxTVUERPf0+u7t4heayD+3HNypvFrneeZnGVgYQGyoL7Dtl2ayqLqyTLQqZsOn9cCjJs9CZy6EpVfIbeF5N0Op2QEVNx5ZWlb3EjnFGvUpZto5Us+o+VjG1ekpEIgb4e8ltTZaB5ecTRM06WKh5CVRV+ev00xhbn8PHwF2hVcqF7D+e0/JF/PPF3vnWF6GP2pHYhF0/KT/Nqh8EM0YC+pPkFzETQZZUQblbZUSIOPztWvTN4j5UKciV6xTFCk9NNvKdloPePNExcxaAaCNlSQS6rMf3N572NaP1BLlsmWjLBmKLs9K7pWLKryLX1T1iM4A1FiEajFPvECXGWIzpq+3H1OzioNWPGDHS60XVsP3XcVOJecSGo3mDAlCXe06K1Rw7WxNrbMe0WpZkFl16MXqfy9ttvD5QqLoinLhaNWwLuMUO8+vTyeDw0RsXr25maFprobhjSx6zrrWNH9w70ip74tjgzHXbyQzEUVaN38c1gzxEb5o6Hj70EjgJsvbt4OeOHXOzR6Iskad13PgDuRdl84atfEJl4x0FRVYwlJTgvvpic++/H879/RJeRQXjbNtq+/98n9XwCgQCXXXYZW7ZsoaCggNdff528vLyT2tfpSga5pJHP5ECdcoP4svKcNC9GOl3lpkoXNLIGpivGfOFBf5x4Tw+RnaKh/e4yE5NzJlPR8jwAe4wTIevQUrpNqSDXZNmP67gVZphp1vIIpOIv+pA4Meh1QHciD48srzsm0XxeIcuWTZ8ZVA2iDQ3sWfcG+iT4rdDhENkxZ3rT+SOxGHX88bYa9M48bgs/QEixQuO7XBf8C7nx/YQ1Az2V1+Awj45JYqek/BzIKEWN+LgjYwMAxtxx1GWmptkOciZXEjB2ipOmJnsBcW8LlZUyc3NYqTrI8BBPZXLl6mHfvn3pXVNPI4Y+ccrTbskm0deNZyROVuyXNYYiq/jcyunVWL1rC5t2bKK4R2S9FFnDoz6T6+Dg82jrxwVgMBhQveI1VWc0YHOJjHtzcyPJ5OG9Bve/JLJZd2R6uOL8KfT19bFu3bqBpvMLmjaJDed9ZhhWn14ej4eGVMDW3SsunBl6G4b0MV+tF1l0cwvn8tZLb/GdCWLohL5Eo+rm/3foxtlVIqPLWYy+eze/j3+TB+fZifsmk4jkorfpyFxUxHXXXUfLSfTWMhQWUviTn4Ci4H3qKbzPPHNC949Go1x33XWsXLmSjIwMXnvtNcrKyk54Hac7GeSSRodL/huu/gPMvz/dK5FOUya9DrfNCAkrPanKxVhQg0jfoD5OcPUaAJpyoKxsKobeFhZmirLI+Nx7D9t+80CQK2NQ13E6sxr1tOoKiDsO7QOTtCeo1wopdVvTtLLRoSpXRAf1lA40nw/X7qZjvSj77MxNsibiAZCZXEeR5zTzv7fXsFdfxt2R+0iiQqO46vtCch4XzhjdWRjHTVUHGtDfoL4JgKl4Aus7gyQVMLZ7B68Bb9ceWvQ68lOTFZtsHjKNSez2EVyWdrrKqkCxioBMDom0Z3IlO+qxBEWmTKuxgIS/C4/Hk9Y1HZPRijG3gKBZQwXeX/46/1m5FHMMEipk2uKjPpPLbrdTkgo0jsYgF0BmMhOAeoMeq6UHgCLvfvZ5Q4dtu/d5USq3d8IsKnLsrFixAn2BHkOmAbOiY2bQD4XTxWTa05zH46Eu1YYjvyeJHwVj1Avhoame0DSNlxteBuCS0kvY/c4rlPWKz4n9l9yAzniEHlbuMfCxF8HlQenewz0N9/P3jxRj8Ik2A9mXuPFnl3H99dcTTWWlnQj7wgVkf0YENFv/69uEd+76kHsIyWSSO+64g1deeQWr1cpLL73EpEmTTvjxzwQnHOR65513uPzyyyksLERRFJ75QPRR0zS++c1vUlBQgMVi4cILL2T37t2DtV7pTGW0wtQbxP8laYjku8yAQmeqmasWUdEGuU9AYLWYTrelVGFW/ix6XvouehXebEhSdfb1h22/uVlmcp0Mn9UDtuQhP9PbktRpBZRmyfeRY+lvPt8SKac1FeRq3/4+sS2iAX0iO86yPnEVVAa5jm5SkYuf3zCVZcmpfCt228DP/6VezHnjco9xz9PM9FtA0VEe3Eyl0oypeCK7VjdRl6qsCAxWNldXLfUGw8BkxUZbLpUFp2/z5hEtqxyDRWTUZcdiaQ9yxZrF4KKQEXxqLnF/50CAZaRSs6vxZYrXsq92Cy27NgPgdWkoRgtkjOAg3XH6xje+wRVXXMEVV1yR7qWclBKbeA3t0psxuURGUpmvlV2tvkO2i/v9uLZvAKD0iksBDilVrAlHMWnAvHtH9TCB4+XxeGjqE5lctghsTWaIG7qHpvn8rp5d1PfWY1AN2FvsfLfaCUmFZKbKlLu+fvQ7ZpaJ0sXMMuhpYP6y23j5usswJvNR9GEKb5vHNtN4vvDFL53UurLv+TS2hQvRwmH23X8/Cf/RJ3OCiLF89rOf5fHHH0ev1/P0008zb97pHxQ9WScc5AoEAkydOpWHH374iLf/6Ec/4le/+hW/+93vWL16NTabjUsuuYRwePDLfiRJkgZTf/N5b9JAPPXuGG/YOqiP0Z/JtbVUocZVhbP2WQBe8o/DYDi0fKk3GKOpW1ztkkGuExN1lmKyHprJZbPE2KsWk+MYwVO1RgBRrggrfHlEMw5MWLTViowbW1acXUnxezytpwMOgkWTCvjSJWP5S+Jivh77ON+N3UL+hIWYDaOr/8wpceRD9SIAbtS9hbmwmnBjgl0lqR5JK94+9cdIJqC7jgbNQHbq/LJeU6iukqWKaZFVgdUs3n/d4Vh6yxUTMaJtnQB0OCEZd5Pwd47sTC6A7CqSqQmL1o79GDrF0I9IRlKUU50G/Wnvuusunn322VGbbTkhfwIAu/V6jM44mqLgiIWo3910yHZb/v0K+mSCfY4cLlgkJsQvW7ZsoFRxYV8vOIthwpXD+wTSxOPxENY0Oi0iiLsnmDq+7RmaIFd/w/mzis5i2ytPMcYrjrV3LbyMjA87hskogY+9DO5K6G2i8F/X8+3pNwNgdL+Lc84invZ6+PUjfzvhdSmqSuGPf4S+oIBoYyMtX/s6mnZ4qWu/7373u/zmN79BURQee+wxFi1adMKPeSY54SDXpZdeyve+9z2uvvrqw27TNI1f/OIXfOMb3+DKK69kypQpPPbYY+zfv/+wjC9JkqSRJi/VfD4Rs9GbatsUbzr6pJwTFWtrJ1pXRxLYVWpkyp4VGIixbn8C26RLD9u+v1Sx1G3FZT0D+vcMIiWrHIc1NvB9XIUsY5ywsxzlDLhSeirKsm0YdAobo4UDo9HV7bVktYsrrxkFOUQxyCyu43TPuWO4ZnoRf0tcyCOJxVwxrSjdSxp+qZLF6/TvYlQ1DNmVNOeJfm7BdWtPff+9eyERpTsg3sN7LEZ6Ar2y6Xy6ZJbjNIv3DncwTvP+QSpJPRm9e+kO6gHocClocQdasIfc3BGeTZldjdkhfod5vT5y/CJ6qz8NJiueLuZUioBVm1EloQMtU5S99Ww59Lhx3wuiH1TX1LnYTXqCwSDrNq3DWiWyyhcEwzDnU6A7M47zCgoK0Ol07DOKi2jeQGqo0hBkcmmaxiv1Ish1adki5u15lXhQT8KoMvG+Lx7fTpyFokdX9ljw7ePSpQ9RYS9G0YWwZP4HU+E4frxJxx9fXHnC69NnZlL8y1+AwYD/9dfp/r8/H3G7hx9+mG9961sA/OpXv+Kmm2464cc60wxqT676+npaW1u58MILB37mcrmYM2cOK1ee+D+8JEnScOrP5NJi9oHm8/F9g/ehG1wjsrga8mFM8STM6/4EwA+XR1i48KzDtu8Pck2SWVwnzJpTRoYuSUSc29DphMJEAtxV6V3YKGDQqZRn2/Bhx5kpDj4tnX2oiEyIuF30gpFBruOjKAo/uHYyl07K54JxuSyoHMFT3YZK5YXgKCQDP5eoazEVT2BbWFyxNu/tIN7Tc2r7T01WjKSCXHudmcR7Wqiqkn/vaZFVTrZRXGTI7EuydufO9FV09DTiC4kPgi6HGdCRYQRVHeFtid2VZNlFr59Cb4hCv/j9OU+DyYqni7mT5pIIJdBUhSaDHnOWyK6L7znQ5iIQCJG3/T0AxlxzGQArV67ENMaEalApisUpVc0w8/bhfwJpotPpKCoqollJXYjsb307BJlcW7u20tzXjEVvYWJrO3lt4u9+48T5VHtyjn9HjnwR6MqdiK6vlbv31QGQUbQGS7gJ1eLg+//p5lv/ep9YIvkhOzuUZcoU8r7yZQDaf/pTgh8o4X/88ce57z4xef1b3/oW9957eP9e6XCD+g7f2ipSaT84wjIvL2/gtg+KRCL4fL5D/pMkSUqH/kwuLZmJ1yayfeItg1dmcXA/rpqEDsJedncleGZnkrlz5x62/eZ9XgCmyCDXCSvIcqAkHHSkfnWdTgVzzEJ+jju9CxslqlJ9uRyuvIFAIUB7nsamWBkA4/LlZMXjZdLr+J9bZvLIHbMw6Eb4yfVQ0OlFby5SJYslE9m0qoHm1J/jBw/qT1jXHgD03eLbJkceMW+rDHKlS0YpdosotXMFQXFZeOmll9Kzlp4GQqlMrna7uHqVNxpK1rOrKLaJ7NnCniQl3SKrq9Aqg1wjhdPpREv1AKwzHJiwaNvfRDwV6HjnqVexxcL0WpzMuGQBIPpxDUxVDIVQZtwG5jPrOM/j8dAUE0Euq0+8tpNdgx/kerleNJw/p+gsTP/+PoFWMxpQdPdJTLG058Dtz0P+ZC7ubqUinqQv5ufOG8Iou98G4NE1+7npD6to7T2xoH7mzTfjXLIEEgn2ff4LxDvEQKpXXnmF2267DU3T+MxnPjOQzSV9uLQfaf3gBz/A5XIN/DfSG0FKknT6KnClJqwo2XhTLSISnZ2Dtv/+flxbShVqGkSJzo9XRJk8ZSoOx6FZMcmkxnuNIrtB9uM6cYUZFkKxHDpcIljZ5YRwNEdOVjxO1bn9r8eKgQmLALGcOG/7CwEYKzO5pBMx41Y0FBbotlJd4qZtYzs7PSL4sH/FG6e2765avKqKu0ucWDZZPcS9LYwZM+ZUVy2dDIMZXXYBMZ0IAORn23niiSfSsxZvI8k+kWHTYskAoCR7FPSAchRicxmJq2COQUZA/DjbEZXliiOIIyo+B+sNBixmcbxY0ttCY6qfavvLrwHQN3Meqk68DpctW4Z7mrjfglBElCqeYTweDw19IhDk9olgV7K7blAfI6klebVBlIouSppI7hRTLzfmV3H2WVNPbqc2N9z2HLrC6dzdLa6qPF33JI9/41p6X/opyUiAdY09LP7Vf3hnV8dx71ZRFAq+822MY8YQ7+hg3wNfZOW773LttdcSj8e58cYb+dWvfiXbbZyAQQ1y5efnA9DW1nbIz9va2gZu+6CvfvWr9Pb2Dvy3d+/ewVySJEnScctPlSsquvwD5Yo9ftHU+BRFm/cR27uXhAK1xTqmdu/DlzTz2MYYCxcuPGz7tQ3dtPkiOMx6ZpRmnvLjn2mKMix0xfNpS/3qOjKhI16IR05WPC79zed3h0vpOmhAnTUrztpQITpVoTJ3FJwoSiNHhgfGnA/ATZbV6LNKaS8WEdS+tafYl6urlnqDnuJOEVRpchSRbdKwWI4wGl4aFoq7gmDqc7TQYeKFF17A/yHTw4ZETyOGPnG602YRpcJjCk+gTCldVBU1Zwy+jAONqP02DZ1JD5nlaVyYdLACUwEAuw0mzE4RrPH429jV4qO+3U/FrvUAVF+zBIBQKMT6uvWQbUSvacwpPV9M7zvDeDwe6rpF0CnPmyAG6Pz7IR4dtMfY0L6BtmAbdoONeSufoLdeHP/1XrgYVT2FYJE1C259hoszxlMRjeGLB9jY9zIPf+WTtPz5c0Tb9tAdiHL7/63hp6/tJJE8ejP5g6k2G8W//hWq1UpwzRqev+lmgsEgl1xyCY8++ujIL7EeYQb1t1VeXk5+fj5vvHHgipzP52P16tVHHXFpMplwOp2H/CdJkpQO/UEulFy89lS5YgjwnXrJYnD1agBqC6FSr2DVNB7daSOS4IhBrmc2iJHrl07KP7MmsQ2SHIeJ/eSzfLbGX85T2TI5Sb1WRKnblu6ljQr95Yrv9uYQyxBB3iSQXZBFBCPl2Tb5upROmJLqO3O9bhn2kvHUG0QQylLXQjIQOPkdd9VSrxjI84pvmxx5VBbIiwNplVVOxCZO7ortJkKhEM8999ywL0PrasCSemm1mfNJ9PVQ5ike9nWcFHcVUdeBi2zB/smKOv0x7iQNp+psMdxip96A0REnqapY4xEad9Sx9JllZId7iRjMFF9wNgCrVq0ie4o41pwejmCb/7l0LT2tPB4P9d2pPnMhqEvYUNDA2/Qh9zx+/aWK5+uziWwPkYyp7LNlccPnBqH/mSUD3a3PcLdODLB4rPafXD63gHvvuIGWv3yR8JbX0TT49Zu13PK/q2n3H1/5oqmiAt3nPgvArTYbd8+YydNPP43RaDz1NZ9hTjjI1dfXx4YNG9iwYQMgms1v2LCBpqYmFEXhc5/7HN/73vd47rnn2Lx5M7fddhuFhYVcddVVg7x0SZKkwWU36bEZVbS4g55UkkospBuUiS/BNSLItbVUocbfg2a0863nGwFYsGDBIdtG40le2iymUV15Jk5iGwQ6VaHXUoLFnOD5uSqZhjj1FFCUITM7jkeZ24pRp7IlVoAxQ/TL2JcNZptsOi+dgupLCRqyyFF6uXyCje2bO2h3gZrUCLz//sntMxYG7146gkZUDfqMejpjccaOKRvUpUsnKLOcpFWUjxYaxEWjdJQsxpobUVCI6qFHV0Dc34nH4xn2dZyU7CoxTTFFcSVkP64Rpqa8BoBmow5NBVIX0nq27MD7+usAxGbOQTWJPnDLli2jen6qVNGYDSWzhn/RI4DH4yGYTOJNHZLtDKUuSgxS8/l4Ms5rjaJUdFHDBnp2i3+X/xSPI9M+SMeBZicX3/Q8FZoen6ry9xc/yY/vvYqzF8yj7cVfYnzvb1gMKivrulj8y3dZsefD25+0t7dz6Xe/y196RCnkZxUFQ6osUjoxJxzkWrduHdOnT2f69OkAfOELX2D69Ol885vfBODBBx/kvvvu46677mLWrFn09fXxyiuvYDabB3flkiRJQyDfZUFL2OixiIPyaESFnoZT2qemaQRWiSDXllKFmnCExpwL6AklKSsro6jo0EDWsl0d9IZi5DpMzK2QjdJPVsxVTl481aw3HqfPVo5RL9O9j4dep1KRYyOCEUu5jSfOVvnXRdCQrARgfIHMupZOgt5IT/V1ANxetJdNSzex22MAoPnd105unz31gEawLzVZMcNFrFc2nU+7rHJ0/c3nI2FA4dVXX6V7OE/YIn1EOkWJZIcTkrEsEv7O0dP/112FyxEb+NbuiMl+XCPMwkkLScaTxHQKbTodZrfIcPZu28Hkho0AVFy9eGD7lcvfpKdIlM0tmHzb8C94hOgPNO+3iGzPjkAq8DQIF5UB1rWtozvcjQs9UxsiRHoNhHUGii4/b1D2309ncXH3AtEM/jGbidCTN/Hvn32ewsJCdi99nIrafzI2z05nX4Rb/nc1v3pjN8mjlC/6fD4WLVpEbW0tT1ks6CZMQOvro/mznyUZiQzqus8EJ3y0f+6556Jp2mH//fnPfwZE47TvfOc7tLa2Eg6HWbp0KdXV1YO9bkmSpCFRmGEBVLpTte+JkA7tFJthxhobibe1EdOJcsXpMY2n94kU5yOVKj67QZRHXj5V9D6STo4uq5TJEdHfYWI4gTG7NM0rGl36SxbHqWPonhbmElsvy4MiIDs2T2ZySSfHfdadAJxr3E6RO4PuCtGz1bd29cntsKsWAKVXnFw2OXKJy8mK6ZdVgc0sglwZoR4mXryEWCzGv/71r+Fbg7eRnrAIona4FLS4k7i/axRlclVSaD1wcptrl5MVR5rC/EISneJ1Xmc0YM8Qfabm7NtCqb+NpKoj47xzAQiHw2Q7txJWVdwJjbEz7kzTqtOv/2+wSRFB3Fhf6lh3kDK5Xql/BYALfV58qSyu11yl3HD95YOy/4NdPOZyKpzl+HQ6/m7VkfXyp1j6+69hMBh46Yk/cXZ0DR+pKSapwc9e38Xt/7eGrr5Dg1bhcJgrrriC999/n5ycHF5+/XXKf/swusxMItu20/a97w36uk938pK2JEnSQfKdIhugUxX170pCIdm655T22Z/FtasIqpMxrFNu4OV3NwCHB7n6InGWbhfDO66SpYqnJC/Lxfm9Jl5v2sckvxNPtgzMnIjqVGP5fZTy6/ZOruoLsrRHBGfHFcjfpXRyzPnVbDZMQVU0PjnPTbtTZKtadzaTjJ5E0+GuWsKKgqsr1XTeWkLc2yKDXOmWWU6FXpzIFXfFsS8Szd6HtWSxp5HeoAhydbnMgA591I/LNUomFruryLQfyOTKt0VkJtcIoygKlqDIQqo3GLAYxUS98T2iHYUyfQa6VL/pNatXUTorlcWVOQ7lDO6t5nK5cDgc7I2J93yzP9V7bhAyuWKJGK83ilLRxe0hfM3i32eN0zokf/s6Vcfd0z4NwGOZbvyJCOPf/y+e/fE9AHzza1/h4owOfnL9VMwGlf/s7uScH7/Nt57dwp6OvoHpicuWLcPhcPDqq69SVVWFIT+fwp/8GBQF7z/+ifdf/x70tZ/OZJBLkiTpIP3N5yNJG0HRQoF486l96A704/KozAxHiM/5DKtWrQIO78f12tZWwrEkFdk2JhXJkrBTUZBhoSmZR34iQZ1WgCdLNp0/Ef2ZXGvCoklzNLMKX8KEw6SXvc2kU1JXci0At1d6qW0M0GsFfTxJcNPGE99Z1x4a9XoK+ycr2ktI9LZRUVExmEuWTpTZib3UiqbTqGiDSa3rMOY7eOutt2htbR2eNfQ0EAqKQEKnXbz/Z5pHUXa0yY7OXUDu9F5yJvsw2BTIGpPuVUkfkKsXF39qDUbMjtAht+UvvmTg6/3L/swOtwhyLZx48/AtcITyeDw0hkSQK8OXCuYOQibXypaV+KI+3PEEJdvNKBpsdBYx5/yaU9730VxcejEVrgp8JPjbmBpIRFnU+1d+dc8ikskkN954I7OyEzx370LGFzjpi8R5dGUjF/x0GbO/9BivbdmPyWTmueeeG2gJBWBfsIDs++4FoPXb3ya8Y8eQPYfTjQxySZIkHaQ/yJWMO/GmYiLxtv0nvb9D+nGVKczKmcrG5gCBQICMjAwmTJhwyPb9UxWvnFaEooyig/ERqCjDzB6tEIBdWjGlqYNL6fhU54lMrr97J5A87/+xepLoOzE23yFfm9IpsU+/hh7NTrEpSMb29QN9uRr/88qJ76xrD/V6A4WpVk9NjjxyzMhpVCOAoaSC7HF9ANz2VoxJn5pJMpnkH//4x/AswNtIMiDKWFst4qJRnsM0PI89WLIrcY8NkD2xD9xjQC9f1yNNRYYIqO/QmTDYEiT1BzK0HOefP/B1jv8NdhuNKBrM85x/2H7ONB6Ph/oeERTM7Y2jAVpPAySTp7TfV+peBGCRL0h7rfi7fzIc57LLlpzSfo9Fp+q4e+rdADymC+KfcAVKMsa9eWt48LKxdHV1cc0111Di1PPS/Qv56yfmcOH4PNA0uk155F73LSZ9+R/U6jz0hmKH7Dv77ruxnX0WWiRC82c/S8LvH7LncTqRQS5JkqSDFKSCXGiZAxMW471BCPWc1P4iu3eT6O4mooc9BRrT5z/Iu+++C4gsLlU98Dbc4Y+wvFZMX7liWuHJPwkJEP3Vfhe/nF/Er+Gx+MV4smSQ60SUum0Y9SqhODRN/DQroqLpvCxVlE7VjIp8/p0QpdpXlvjxjxPZgr41q058Z121tIYM6JMQ1qt0WDKoyJNZsCNCZjnZ4/uIOs3k+ODKvW2YS83DV7LY04jeLwLyLeZsgNFXtu4+qOxW9uMakaZ5pgHQaFBRVLAUZQBgnjQJQ0EBALGmdfjyRElepbWUDHNGGlY6sng8Huo6gwBkBqAjbkCJh6Hv5DM9I4kIb6ZKFS/abcIYjtFlcrAp2ML48eMHZd1H05/N5Y/6+VvVPJj8EZRknIdq2rlzXibr16/nnntECePCqmyq295k3+8/Se/qpzGrSTojCt97cTtz//sNvv7vzexqE8EsRVUp/OEP0RcWEGtsYv9Xv4qmHbl5vXSADHJJkiQdJC/VkwslF69NHBwnwrqT7hMQXL0GgB3FCtU6M/ayhQNBrg/243px034SSY2pxS7Ks2Vp3akqzLCwn2x+Eb+OLlx4ZCbXCdGpCpU5ItK7q83PjlYfAOPyZQBBOjWZNiMrXeKq+mWVEMoV5T6W7Y1oicTx7yjcC4F2+nwiu2Wvy0EiFmFcefGgr1k6CVkVqHqNwiWixO7KVRrTriplxYoVNDY2DvnDa90NWAL9QS4RbKgsyh7yxx1U2QcHuWQ/rpFo4QRxLNdnVOlVVawF4v3IuehAqWLPy9/jXYs4vjy/atHwL3IE8ng89EYS+FOH3VtDmeKLU5ho/m7dywSSMfLjceLbxOfKv42ZLLrkwiHPQD8km2vHX/Ev+TFM+yiKluD3F2vcPs3In//8Z37/+9/zyCOP8OUvf5l4bxtfXzKB9f91Kf999WTG5jkIxRL8bXUTF//8HW7+4ype3dqK4sqg+Je/RDEY6Fv6Bt1/+tOQPpfTgQxySZIkHaTAleo1pMvD25/JFVZP+kM3sOI/QKpUsWgBmqYdksl1sGc3HihVlE6d02zAYRJlA5lWA06zIc0rGn36SxZ3t/exo0VcVRyXP8oyIaQRKadyOuuTlRhUyOxrImgEUzhBYPu2499JlxgKovUHuZw5xL2tVMum8yNDVjkA2Zn11HvGYEzA3XUq9il2nnzyyaF9bE0jtm8vqqYQ00G3voBEsJdyzygLgLplkGukG1cxjli3KDGrM+jJmR6j8Kc/IeuOO8QGvv24Wpax0iKOLxcWHT5V+0zUP2GxzSGCT/uDqYPuU2g+//J7vwXg2hYTztZO4orK3+s2s3jx4lNb7HE6JJtr5xNwxW9gxu0oJPm/K818fLqB+++/n7vuuguABx98kC9+8YtYjXpunuPhlc+dxeN3zmXRxHxUBVbs6eJTf3mPs3/0Fo92W3E88CAA7T/7OcG1a4flOY1WMsglSZJ0kEyrAb2iocUdA5lc8ZDupJphaokEwdWi/GarR6Fm3DXU19fT2tqK0Whk1qxZA9s2dQV5v8mLqsBlUwsG58lIFGSIS4Qet8yMOxn9zefXNnTT6gsDUC2DXNIgmFWWyeMJ0ZfmosAW9qT6cjX856Xj30nXHhKAJVVN3mQrIt7TQnV19SCvVjopY84HSyZKdy2TzteTUBRm79JYtLCAx598fGgfO9BJtFc0te50QiKeRcLfNXBiPWpkVx74WpYrjkg6nQ6DT7x/1RsM6PpqcS1ejNLfm2vNH9hu0uPXqZg0E5OyJ6VxtSNH/9/iPoMovQv1pX5fJ9l8Pti6mWWhfQCUbSkBYJmjCG+wh/POO+8UV3t8Dsnm2vYY/ngALvsFzPokCvDIFRY+PgWSySSf+MQneOihhw65v6IozBvj5ne3zuQ/Xz6fT587hkyrgX3eEA+9vIPzd2exZ+pCSCRo/sIXiLW3D8vzGo1kkEuSJOkgiqKQZdGhHdR4PnaSmVzhzRtIBqMEjVBfANPzZgxkcdXU1GA2mwe2fXaD+GBeUJlNrsN8xP1JJ64wNQWwVPbjOinVqSDXu7tFr7iiDIvMiJMGRU1pFi8k5uLXzJRYIgSqcgDoWbX8+HfSVUuLXkdBarJio62MmLeFKpnJNTLYc+EjfwFVjyf8Fk3V+QB86n0d+2yN7Ny5c+ge29tITyg1WdGloMVcxP2dlJSUDN1jDgVXCWRVgKMQsmXwdqTKIguAPUYjxALQ2yxuiPShrfsTy1NZXNMzp6NX9UfbzRmlP8jVEBUX0Ax9qYbzJ5nJ9fYbXyasqlSF9ORvFuXQf+to5bzzzsNqHb5jwEOyubb/DVQVFv8E5nwagN9dZuGdr8zh9/deiNKyESJ9R9xPUYaFLy8ax8qvXsCPrpvCxEInkYTGAyWX0uDII9HRyeZP3Uc0Eh225zaayCCXJEnSB+Q7TWhxO92pzOnoSfbkCj7zBwC2lyhUu8fjNDqP2I9L0zSeSQW5rpgqG84PprJUBteYVG8p6cT0lyvGkyKIMF42nZcGSXGmBZczg+cSomzblhUBwLKt4fib6nbVUqc3UNQlvt3ryCfpa6e0tHQoliydjPKzYMlPAbhk4nr8Zj1F3XDHmFz++uRfh+5xexrwhkRAvttlBnQk/F0UF4+yckVVB59eAfeuBf0omwx5Bil1iPecHbrURcrOVAB3w99Rwr28YRD/dpeOvzQdyxuRiorEFPH6oAhyOf1xccPJZHI1vMsrveJ3vmhnGaZEjHp7Dqsahq9Usd9h2VxRPygKLPoBzL8fgLNM29E98yn4wznwgyL42UR47Cp46UFY+79Q/w74W0HTMBt0fKSmhBfuW8g/757HRTPKeGjuHQT1JizbN/Hrmx/gN2/upqsvMqzPc6STQS5JkqQPKMqyAzp6dGL0eDysg54TbJKbiB/Sj6umQJQmHqkf19b9PvZ0BDDqVRZNyj/1JyANuPucMXzpkrHcNk+e9J6MkkwrZsOBQwXZdF4aLIqiMKs8i8cTooxksraLqA5s/hjBPbuPbyddtewLGzHFIaYqtFizyLUo6PUyU2JEmXkHzL0HnVGjZLKoLb3hPYU3dv9z6KaE9TQQCojXQbdTXOwwa6FDMqhHDYMFTPJCzUg2uWAyAHv0qc/Ljl2QTMCq39Kjquy2iSDXgqIFR9vFGcdgMFBQUEC9LwRATq/oa3bCF5WTSXyvfoV3rRYUTWPs8jYAnoiK95bhDnLBEbK5QAS6LvoOXPsIzLgdPPPBmhqE4WuGurdgze/hxQfg0cvhp2PhIQ/88Xz4990o7/6cmtAKfnORnSe/fS07b/2seH5bl/Luo/9i3g/e5AtPbWBTs3fYn+9IJINckiRJH1CSGjHelbpqqoUVNG8zxI8/JVjb+E9C+8WUsC2lCjV5NXR1dbF9+3YA5s+fP7Dtc6mG8xeOz8UhS8EGVb7LzGfOqyTTZkz3UkYlVVWozD1wcjVW9uOSBtHssky2aBVsCucyNhmhoUgclu5554UPv7OmQdcefH3ib3u/y0ZS1VEuszZHpou+i1Z5IfkVfgLZGtYo3NIH76x7Z2gez9tIIiAuVLVbxPtWllme9khDY271XAC6TCphRYGOHbDzJeip502jDRSFzEQmeba8NK90ZPF4PNR1BgFw+zWCCQVC3WJy7vHa9CRv+uuIKQrn7nWT6+shYDDz9M51jBs3joqKiiFa/dEdMZsLRKBr8nVwxa/g4y/Dg3vgwXr4+GuiSf38+6B6kShRVlSI+GDfe7DxcXjj2/DkR+HhWeT/poybrQ+TMUeU+X/t/b+x0LeWpet3ccVvlnP1b5fz7IZ9ROPJYX/uI4V8t5ckSfqAfKe40tur2kkooKAQDwG9e49vB5pG+Jmfk4yr+M2wN1dhZt5MVqxYAcD48ePJzhZXbxJJjec2yKmK0shVnXsgsCXLFaXBVFMm+tg8oV2ECgRS1drdK9/98Dv3tUPUT7xXZOs0Od1oyQQTymXJ94ik06Nc9ye8tnLGTxc9/s7bDk8+/Z2hebyeRvR94jSnxSReZ3lOWe4nDY2aCTXE++KgKDQa9NC5C1Y+DMBfwuLi5bz8eelc4ojk8Xjo6o0RSP1p7ghliC+ON5srGoQ3vsMrNtFz66yV4m9+RUElwWiYJUuWDPKKj98Rs7mOxJoFnjkw41a4+Htw85Nw//vw9Va4ZxV85DE4/xsw5QYonA5GOyTj0LWb/NKNWLKjGKIxvrH2MTbo72SN6R4ebPki/n/ex6//+ws8/dRj9HhPIGh4mpBBLkmSpA8ocIkgV0LLoDfVfD5+In25apcS2C6ajm4rVajKGovL5DpiP6419WJqndOs59yxOYP3JCRpkPRPWDTq1YEeZ5I0GMbmObAbVZ5XziMQU3Bmiqvd5q11H37nrloATF6RrdNoLyDe287Yqspj3UtKJ7MLbn6CaJaJWJXow7N45X72dB1neeoJ0LobsPSJCcn7DKINQGmOLLeWhobFYkHpEa+3eoMBmtdB00riip7dbhHBuWrqVWlc4cjU33y+w5V6Hw+k/kaPty/XyofpCbSyymIht0djQl0rAH+u3QKkp1Sx31GzuY6X3gS542HClXD2l+CaP8Bdb8NXm+EL2+HWZ1CW/Jiiey5FZ9UR8Rpofc9FruJlnm4bt+jf4IHk/3HttvsI9XkH/fmNdDLIJUmS9AH5qSAXWhbeVOVLPKwe/4fuu78g2C4OarZ4FGrya8SPj9CPq3+q4uLJBZj0ukFYvSQNrqklLgCmFLnQ6+RhgzR4VFVhVrkbP1b+3ZrHOFeQpAKu7gjB5qZj37mrlh5VJadL9F1pspYRl5MVR7zM4nE8Uvhtqib4iBg1xrTBMz+6b3AfJBEn3rofXVIhrkKbUTSbryyUF5KkoeOKi8/KPQYDJEV/qVfM1ahOA0pcYWb+zHQub0TqD3K1WcWxhT+QatlxPBPN/a3w7s953WYlocBlGxyowG7PeN6v34HD4TjkonI6HHc214lQFHAWwpjzYM5dGG7+DUUP/xFUld56G97ib8HVfyCx4AH2F15Mi30ShUWewXnsUUQerUqSJH3AQJBLyaXHJq7MxUO64/vQbV5Hsu5dgp2iT8yWMtGPKxwOs27dOuBAJlcknuClzS0AXDFNlthII9P8Mdn89qMz+Mn1U9O9FOk01F+y+PfwfMYQoynVsmbn288c+46pyYrFqcmKTY4i4t5WGeQaBaaedTnf1t+BdUofAAtfa+S92kHszeXbRzSVxdXtgHjCTTLcx5hS2RJAGjpFZvH62qE/MNzgDz2iJ1JxshijTvYG/aD+INd+VfyelL7UDcdTOfHW9yEW4NWsPIwxjQXvBwDY7ikB4KKLLsJoTO/v/JSzuY6Tbd48cu4XFwtaf/0YYeMUdBd9k8K7/kHBF5eLwNgZRga5JEmSPiDHbkJBg6RrIJMrEVaPL8j17s8JdxnREgpeG+xzw8y8maxbt45oNEp+fv5AE8y3d3bgC8fJd5qZU+4euickSado8eQCyrJlqaI0+GaXiyDX5szzaQ7b6MsXY+S7Vn1IX66uPeyNG7BGIKnAflsOmr+DkpKSoV6ydIrOHZvDUssilnvm05uZxBmCLd//8uBNWvQ20hMSvdo6XApazEXc3zVwQi1JQ2Fc7jgAduvEa08rP4ft+m4Azi07N13LGtH6/ybrg6J82e4T7/8fWjnRugXe/ysdOpW1apwF2zQckRhdjmz+tWklkN5SxYMNSTbXEbjvugv7OeegRSI03/9ZEj7fkD3WaCCDXJIkSR+g16lY1QTJuBPvifTk6tgFO14k0CZKFbd6FCozq8g0Zx7Sj0tJXVHpbzh/+dQCdOqZd5VFkiRpcpELvQI6exZ/2mHBkSOm2Jq21B77jl21dPvFVfo2l4WYTk+uVUFV5aHtSGfQqVw9vYjvJW/BN0GUJ9Ws8vLWq78enAfoacAbEvv1ZpgBHYm+LhkAlYbU7DGzAdhvVEnkjmd94dWYysXx4EdmfSSdSxux+v8mt3WIYKC7P8jV3XD0O2kavPYN0JK8NmYumpZk0Trx9+678FLWpqomLr300iFb94kYrmwuRVUp/OFDGIqKiO3dy/6vfm3wLhyMQvJIQJIk6QgyTaDFHXjtIvgUC6UyuY71gbHil4BGsE80ud1SKkoV4fB+XP5wjKXb2wA5VVGSpDOX2aBjcpFoNvxIcwnVmREAsltDBDpajnynZAK664j4xIlNkzMDgLJs+5CvVxoc19eUkEDHF7P/H3tL46gaBH76O6KhQZgC1tNIMCiyabwucaUq2ddNfn7+qe9bko5iwZQFJKNJNL3Czqv+xGM7NqDoFfR+PWUZZele3ojkdruxWCzUd4pMLrcvSTwB+JohHj3ynWqXQt1boDPyst1O1T4ob48Q1Rno8LjRNI3p06dTWDhy2oAMVzaXLiODol/8AsVgoO+NN+h+5JEhe6yRTga5JEmSjiDXbhRBrlQmVySsg1gAAh1HvoNvP2x8kmRcIbhPfFhvKVWYlT+LZDLJihUrgAP9uF7d2kYknmRMjo2JhXLikyRJZ665laIheDB3GoasKbSkqrd3vP3vI9/B2wTJGIaDJisCjPfIxuKjRXWeg6nFLnyKnYfCxUT1ULlX4/XvXX7si0nHw9tIIiBeG5128flqU6LodHK4izR03Jlukl2it9TyHctZ27kWgEq9nPh6NIqi4PF4aOkKETaIwERTyA5aUrzPf1AiDq9+HYD9M29lY88OFr0nfuetNWfz0ttvArBkyZLhegrHZbiyuQAskyeR93XxO2r/2c8JrF4zZI81kskglyRJ0hEUZllBM9BtEleDY9FU88qj9eVa9VtIxgiq0yCeoNMJbZmiH9f27dvp6enBZrMxbdo04MBUxaumFQ2UL0qSJJ2JZqeaz5uKJ/BqRz6+ggQAHSveOvIduvcQUhQyRIULjbZSEoEeJlSNGY7lSoPkupli6mHt2Bt5MVM0jc54rQPvK98+tR33NKLzi1OcNmMGAFlmecojDT1r2ArAhqYN9Lh6ALi4+uJ0LmnE83g8kID2TBGE3h3MEDccqS/X+kehcydYsni1oBJXQGPuDhEUH/upO3j11VeBkdOP62AHZ3P9+v1fU+etI5o4SrbaKcq44SO4rrwSkkn2PfAAsfb2IXmckUy+40uSJB1BWY4YBd2lE/0UtKAiLi4fqS9XyAvr/gxAMDkZEP24KjLG4La4B0oV586di16vp90fZnltJyCnKkqSJM0ozQQ0DFlF/HVdN/YicVHBuGnXke/QtYdGg/7AZEWbh5i3lerq6uFZsDQorphahFGvomYV89AeI51OyPLDu3/5C2x79qT3q3U3YElNV2w2iOy+fJdpUNYsSceSbxAlsas6V6F369FiGjfMuyHNqxrZ+pvPdzlF+XlPIPW3+sHj7bAP3vpv8fW5X+Hl5re5YIOGIQktxVXsTYTo7e3F7XYze/bs4Vr+cTs4m+vxHY9z5bNXUvPXGi755yXc+dqdfHfld3l066O81fQWdd46IonIST+Woijk/9e3MFVXo8/ORosOTTBtJNOnewGSJEkj0ZhCN7CPbqMd8KPENZJxBd2RMrnWPQJRP+ROIPC2uFpyrH5cL2xsIanBtJIMSt1yYp0kSWc2l8VAWYaRBm+MzW1hKu9cTOjV58ndH6WvtxO7K/vQO3TV0pgw4gmKb/fac4k376aqqmr4Fy+dNJfVwMUT8nhhUwv6iRfx8+7n+D5OPBuNNP/lMxTfVwqF005sp9Eg8a5O9Il8kgrs0xVBHEpTF64kaShVZVXRRBPR1AANc5cZp0W2pDiW/iBXp0WEJRL+VHXDBzO53v0ZBDvBXUlj9YXs3PZr7n9flCpmffQmnnjxRQAWLVo0YkuTLy69mC0TtrC2dS2NvkaC8SD7A/vZH9jPqpZVh2yroJBvy8fj9OBxeCh1llLiKKHUWUqxoxiT7tiBe9VioeT3v0OXmYlqNg/l0xqRZJBLkiTpCAoyRMp5RM0iaGrBGoF4SEX3wQ/dWAhW/Q6AxPS7CT/8Y0AEuS7LnwXA8uXLgQP9uJ7dKKYqXiWzuCRJkgBYOLaAhtVNaO5yQqWL6XI+j9sH2178PbNv/vqhG3fV0tFnxAN0OU1E9CbUYBcFBQVpWbt08q6vKeGFTS04J53Hv3/9CLddnMfYuhDb37dS/PhNcNdb4DiBhvHeJmKpflzdDggl8wCoKpb92qShN6NsBm+0vzHw/UTrxDSuZnToD3Lt10TAytInytUPaQ/ibYKVvxVfX/RdXmlayqxdGm4/+C0OZt58DbfN+gEwMksV++lUHV+a9SUANE2jK9zFXv9eGn2NNPmaaPI3Dfw/EAvQEmihJdDC6pbVh+xnIADm8AwEwfr/X+IsGQiAGc7gz0QZ5JIkSTqCAlf/VQ83XhsiyBXWYfpgJteGv0OgHVwlBEPFkEjQmgFdLoWa/Br27dtHfX09qqoyd+5c6jsDbNzrRacqLJkig1ySJEkAs8qz+OvqJkzFE1mxaQ/5pSbcmyO0L3sZjhDkCvnEIey+DJGhk21G9jcchRZWZlPgMtPSC9bK2TzjsvCA2kxxg47tdb2Mf/wm+NhLYLAc3w69jfQERdlTh1NBi7lIRsNUlRYP4bOQJGHhhIX8qPVHKKp4L7piyhVpXtHIV1JSAsCeXpGam9UbFzccXK74xncgEYGys2Dspbz87NV89D3Riyt88eXsa2tj8+bNqKrKJZdcMqzrP1mKopBtySbbks303OmH3KZpGt3h7gMBsIOCX02+JvpifQcCYK2HB8DybHmHBL6urb4Wp/HMyiiUQS5JkqQjyHOKIJeWzMJrg8JuSITVQz90kwlY8Wvx9bx7CS57D4CtpQplzjKyLdk8tfwpAKZOnYrD4eBPq3cDsKAymxyH7BEiSZIEMLtcNJ835lWwfPUr3Dp9GmxejX5PF8TCYEhdeIiFwbsXpVdk9zTaRIaOJ8uajmVLp0inKlwzo4iH39qDffJFPPHvH7DoE+cx9Y0Get5zkchaj+7Zz8C1j8DxBDF7GugJG9ABvVlmQE/C34rHM3eon4okUe4pJ94Vx5BjIN4T5/KbLk/3kka8/kyujXs7gByyfQm0JCg9DWLS6r71sPkfgAKXfJ/d3loitbVMatJIKCoz7/0Yf31JlCrOnTsXt9udtucyWBRFwW1x47a4mZY77ZDbNE2jJ9IzEPRq9DWy17eXRn/jQACsNdBKa6CVNa1isuK11dem4VmklwxySZIkHYHZoEOfCKPFHfTYFUAjHtJBXytEg2C0isa4PfVgyYIZtxL40a1Aqh9X/qH9uBYuXIimaTy7UUxVvHKqzOKSJEnqV+CykGnU6InqWFXbxrfve4C+x1ZT0AJ97z+OffbHxIY99STQcHaLgMceaykAEzy56Vq6dIqum1nCw2/twVIxgy6Dne5pF9Kz6n/J9MKG+kxm6p6GnPFwzpc+fGc9jQSDehyAP8MBQNzfNZAtIklDSVEUTAETyZwkzm4nRqMx3Usa8YqLRZZlXWMPkTE5mOLQHTTiVkPgb4FXvyY2nHoTFEzllfd/zSXvidLGjilzmFRSzEsvvQTAkiVL0vIchpOiKGSZs8gyZ31oAKzJ10RHqOOMy+ICOV1RkiTpqKxKDC3uwJvqDR+PpcolvI3i6tLyX4jvZ99FIhgjsn0HIDK5+pvOH9yPa8s+H3UdAUx6lUsmnUCPEUmSpDNAfzZXS9xCRtlk/DYFYwI2v/rIgY26atmv11PQP1nRWkYyGmJyVdnwL1gaFOXZNmaVZYKiYpt4Hi/8+w0abjkLAN0mK5GQCm997/gmLnobiad6cnkd4sROCXvJzMwcsvVL0sHGRcYRbg5zYdaF6V7KqGCxWMjNzSURTtKeKUITtWHxWcDyX8HeVaC3wAX/D03TeHXzC5yzRZQqVn/qY4TDYZYuXQqM7H5cw6E/ADYtdxpXjLmCe6ffy7fnfzvdy0oLGeSSJEk6CpdRIxl34rWLjIF4UlwVpqcB6t6Glo3ig3f2XQTWrgVNo9kNXrsIcvn9fjZs2ACIyYrPbhBZXBdOyMNukom0kiRJBzt7QhEApqIJrF+/np5q0TS8rbYFOmvFRl211Gt6sv3i272OfOLeVqqr5WTF0ez6mSLTyj75Ql5//XXmXP8ge4p1mKIa7zeOFxv961Owf8Oxd9TTiK5PnN60WzLEPtWY7NcmDZvfPvBbvun5Jv/1mf9K91JGjf6Sxe5MUZbe4k+Vn6/+H/H/BfeDs5Bt3dsYv7YZcwy6cwopPG8h77zzDsFgkMLCQqZOnZqO5UsjkAxySZIkHUWOVX9IJlckkko7766Hd38uvp5xG9jcBFeJxo9bShU8Dg95tjxWrVpFMpmkrKyM/IJCnhuYqlg03E9FkiRpxJtdlurLVTiWFatWY5k1GwC1zQDvPyY26qqlLSD6GfocRvqMVuLeVqqqZJBrNFs8pQCLQYfBXYwur5I3XnqT4H23kARcG3roMcyBeAgevwn8rUfeiaahdTdg8YuA1n69eD1lWXTD9CwkCdxuN7feeisGgyHdSxk1+oNc3lQ/3EjfQSEKex7Mvx+Af+94YaBU0XHjzSiKwosvin5cixcvlsFsaYAMckmSJB1FvssMmome1AFyJJS6YdszUL8MFB3MvxeA4BoR5Np6UD+ug0sVV9d10e6P4LIYOKdajjKXJEn6oDE5dkxKHNVgZtnGPYw5+zIAiloUfO//HeJR6NpDn19ccGjLEuVoarCLnBz5vjqa2U16Fk8W4+5tky/i8ccf58rLPs+qGnGVqfadEFpWFfj3wxM3Qyx0+E5CPST8AQxxcaK7VxF92g5MS5YkaSQayOQyicCgsS9x4Mbz/x+Y7CS1JPVvPEtRN4SMBibefiPAQD+uM71UUTqUDHJJkiQdhSdHnEB1G8UBcsIfFTfsTY3rnXwdZHiId3YS2S1KabZ6DvTjOrjp/DOpUsXFkwsw6uVbryRJ0gepqsKEHPF+u7UjQuH0+YRNCtYIbOoMwa6XoasWzSsuPDQ7RKZOthl5Bf80cH2NaEBtG3cW76xYRVdbFwUPfJE+M9gbO9ln/AhYMmHfe/DsvaI35sF6Goim+nF126E3JgKfZbmuYX0ekiSdmP4gV0tC/E27fKkgV/5kmHYzAO+1buDsdV4Agudegs5uY9euXdTW1mIwGLjwQtkDTTpAnmlJkiQdxZgCMYa42yB6cSl9EbTkQRss+CwAwTViRG9DrkKfVQS5YrEYq1atAmD2vPm8vEWUV1w5TU5VlCRJOprzJ4uTnYijmP2trfRUib5cLd1mWPFrtEAHVq84fK03i8wfT5YlPYuVBtXssiw8WVZUkxVL1TyeeuopFk37CMsWiX/nrj/+jfii/wFVD1v+Ce/85NAdeBvxhkS/yw6XQjQhXjtVRTLLT5JGsv7pp3u6ggBk98Z5Y8Zv4bbnQBWB6yfe+Cs1u0UQbNq9nwIOZHGdffbZOByO4V62NILJIJckSdJRVJeIA+Rek5uEAooG8UjqbbPqYsibCEBgoB8XFNmLKLAXsHHjRgKBABkZGbTgxh+OU+AyD/SckSRJkg43v1pMnjUVT2DVqtWYZs4AQGkzQPNaulWVvNRkxV2mMQCMLc5Oy1qlwaWqCtfOENlc9skX8sQTT6AqKmff+30ac8AYiFL31BuwOBXc+uDExZ4GekKilNWXaQJNjxaPMa68eLifiiRJJ6A/k2vbnjZiOjAkYau/EKzimDmRTJC99C1UDfZXlWOvrgRkqaJ0dDLIJUmSdBTl+RkAaLjpTTWfj8dSXyz43MB2gdUiY2tr6YFSxf5+XAsWLOD5TS0AXDG1EFWVJTWSJElHM7nIhaol0FldLF2zifKzxclL0T4Fr6JSpxrI9YptGx0laMkE06o86VuwNKiunVmEAphLp/Lejgbq6+uZXTyPdTdPAyD2rxcJ2+bCnE+LO/z7bjHpGKCnkUBQZH0E3KLdQNzfOXACLUnSyNT/N7p31z7aM8Rxsr9hy8DtT773OudvDANQeec9APT19bFs2TIAlixZMpzLlUYBGeSSJEk6CodJD/EIybgDr138LD7zAbjqd1C2AIBYSwuxxiaSCmwrOdB0vr8f16wFZ/PGjnYArpRTFSVJko7JqFcpsYp+LKvrusifdRYxvUJGEDZELbQETahA0KrHa7IT721nXLWcrHi6KM60Mr9StAqwTbqAJ554AoAbb/wuK8arqBrs+dZX0S76Loy5AGLBAxMXvY3EA6Jcsc+VCUDC30lxsczkkqSRLDc3F6PRSDKRpCtLTM/VWnYN3L71H/+LMwQ9ThOexYsAeOONN4hGo1RUVFBdXZ2WdUsjlwxySZIkHYWiKOijfrS4E69NXFlKmEpg2k0D2wRWi1LFugKFkFlhVv4sNE0bCHLpy2qIxpNU5doZXyD7BUiSJH2YeZWih9L+qIWkquIdk/q+x4HPJ6Zvdee6QFGI97ZSVSWDXKeT62eK/jz2Sefz+BNPAlCZWUnnJ5YQNoC6aSe9L78C1/8fZFeDb5+YuNhVixoQpzZdNtFsXh/tw2q1pueJSJJ0XFRVHejL1ZslripbO8XApn3ePuas3Q5AaMnFKHoRyH7xxRcBkcUlB49IHySDXJIkScdg1iJocQc9/ZlcnZ2H3B5cLZrOb/FAga2AInsRdXV1tLa2YjQa2eITk8Kuml4kP4QlSZKOwyUzRb8VXcFYtm7dinHGNHFDp5V4QDSZb8sQvVr0oR6ysmSvw9PJJRPzsRt16DPy2eVNsm3bNgA+dv4XeWGB6LnV/ND3SSb0cNMTAxMXtZ4mLH7xOduqF5lcdl08PU9CkqQT0l+y2OcUB9xZ3g6SSY1H//Z7qlqSxHSw4DNfBEDTNNmPSzomGeSSJEk6Bqc+mcrkEt/H2zsGbtM0baAf15Yj9OOaPu8cVjX0AKIflyRJkvThasrcoCUxZOSzdPlaSs8S5SlFjWH0XnEVv8kisruyjMmj7kcanSxGHZenyvvtky8aKFnMtebi/tjHaM0AXVcvbb/9LbjHwEceA1VPMqpgjIogV7MihhG4rbq0PDMf7QYAABx3SURBVAdJkk5Mf5DLZxLligW+Pvb3hsh6XQyX2D2tBHN2LgCbN29m3759WCwWzj333LSsVxrZZJBLkiTpGLIsqujJlSpXjHS0DdwWa24mvr+FhE5hZ7EoVYQD/bjy51yGpsEMTwYlWbJcQpIk6Xg4zAYyFTFK/q0tTeTOPpukArm9UNUQBaBWL/oslWSa07ZOaehcXyP+fa1j5/P4P/+NpmkA3D7jTp5eLEoRux/9M9GGBig/Gxb/hGiq6bzXCt0hkclV4LIM/+IlSTph/UGuVvEWT15vhD+9uIZ5u8XF5dKPf3xg2/5SxQsuuACzWX4GSIeTQS5JkqRjyHeaIGnGaxNvl+G2loHbAqtEFtfuQogYD2Ry9Qe5uh0VgChVlCRJko7f5HxxYWBnVxyd3UZvmWhG7gyJ27ebSwGoLnSnZX3S0JpekkG524pqMNNqKGT9+vUA2Aw2zrr+c6yvUFDjSfZ9/3viDjUfwzvzKwB0uqAvLIJcZbmutKxfkqQT09+Tq6E9QFwFU0LD8o9fYUxAfYGe6eddP7CtLFWUPowMckmSJB1DUZYdUOg2iqvBB/fkCq4STee3eEQZRbGjmK6uLrZv344+s5CmPgWdqrB4ckE6li5JkjRqXTJD9OUKWPPx+XwYpk8ZuC1iUmmxirKVGdUlaVmfNLQUReGG2SKzwzb5woGSRYBrxl7L0qtKiKsQ/s9y/G+9BUB3nyhd9WWZiapi0Et1Se4wr1ySpJPRn8m1f3cbHanY9KW7RMP5zkvnoFNFpmZ3dzcrVqwAZJBLOjoZ5JIkSTqGinxxNbjHnJqM2OVF0zTRj2tNKshVKkoVFUUZ+OAtPec6AM6qyibbbhr+hUuSJI1iF00rB8CQW847K9dSsvCSgdt688VkxUSgh0nj5GTF09U104tQ0TAXT+DJl94mmRRBLINq4NZFX+bF2aKNwP7vf49kJEKgqR6AULYTFBUtmWBCRXHa1i9J0vHrD3LtrdtLR6aYoqvTwGeB6Td/emC71157jWQyycSJEyktLU3LWqWRTwa5JEmSjqGqWDQ37jaL6V1qJEoyECBaV0eio5O4XmF30eGlisbK+QBcOU02nJckSTpRuU4zppgPRVF5cfU2suedPXCbN1c0FY9726iqkkGu01Wu08xZVeLf2p89ceAiEsB5Jeex58oZdNsh2byf7j8/Smz/fgDC2aKENdHXRWnqxFmSpJGtv1zR6/XidTsHfr56poNJRTMGvu8vVVyyZMnwLlAaVWSQS5Ik6RiqSwvREjHCSiZBMbmceEcHgdUii2tHsUJMf2iQy5hfRVBnx2xQuXhCfrqWLkmSNKpVOESz8fVNvegzM4mXitLvXocIbOnDPTgcjrStTxp6N84WmRq2Sefz+EEli4qicN/CB/nreeJUpuN/fou5dh8AfrvIwE74uykokO0CJGk0sNvtZGWJC8qRHPE3nARM11+OooiszUQiwcsvvwzIUkXp2GSQS5Ik6RiyMjNJ9HWjxZ14beJnic7OgX5cmz2QY8mh1FlKOBxm3bp12CaeC8BFE/KxmfRpWrkkSdLotnCsuEjQEreiaRold92LqaqS/7gnAJBpTKZzedIwOH98LjY96B1u/rViB/F4fOC2KTlTsC1ZxI5iIBzB2i0mcnYYxQmyMR5Ar5efwZI0WvSXLPrL80kq8J9JCufO+sjA7evWraOzsxOXy8X8+fPTtUxpFJBBLkmSpGNQVRU14iMZd+C1i5/F2toJrlkDwNZSkcWlKArr1q0jGovjSAW5rpKlipIkSSft6oWi2bySXU5tfQMZ115DxfPPsyUhJi8Wu2S/w9OdSa/jmhpx4hv31PBWqsl8v8/O+ByPXmLk4HDnPkQ2iF0XR5Kk0aM/yOU1Z/DJ+3W8ctMYqjOrB25/8cUXAbj44osxGAxpWaM0OsgglyRJ0ocwJUIik8su0qUDK1aQ8HqJGlX2FEBN/oFSRbNnMorFRYbVwFlVOelctiRJ0qg2vtiNEu1D0Rv599vvDfy8OyqmbFUVZqZradIwumGWOPG1Vs7lL08+fchtJc4S5p1zM0uni89nvxnaQ6KfT7ZVZnFJ0mjSH+TSN+j52IL7+cG5PxooVYQD/bhkqaL0YWSQS5Ik6UPYdXG0uIOeVLmi/7XXANheopDQKYcEufpLFZdMLsCol2+xkiRJJ0tRFHKVPgDe2S76LUXjSSI6CwDTKovStjZp+EwqcuFxqCh6A6/u6CISiRxy+6emfIoXLnCyoVzhhTkqvX6Rdl2YYUnHciVJOkn9zeebm5q5a8pdjHePH7itpaWF994TFzsuvfTStKxPGj3kGZgkSdKHyDQpaHHHQCZXsk+cdG3yaLjNbsqd5SSTSZavWoO1egEAV06TJ1+SJEmnalqRCFjU9oom9M09QVBUktEQM8ZXpnNp0jC67WxRsqSOWcCrr756yG0Z5gxunHMn/32jjuUX5NMXNwNQlpcx3MuUJOkU9Gdy7d2797DbXnnlFQBqamrIy8sb1nVJo48MckmSJH2IXLsBLWHFa1UO+fnWUoWZeTNRFIXt27cTza5GNVkpdJmpKZVlNJIkSadq8eyxAASt+UQiUbY0tAIQ97ZSVVWVzqVJw+iaGSUoWhJTQRWPPP3KYbffMuEWbptwG1+s+RJRnejZVl2SO9zLlCTpFPQHuZqamg67rb9UccmSJcO6Jml0kkEuSZKkD1GYaQNUeiwHSh/CFh31eYf247KNPweAK6YVoarKkXYlSZIknYBFcyahxcKoZgcvrXif9bvFFX5DpBer1Zrm1UnDJctmZFaRyNBa2aoRCAQOud2kM/GlWV+iJuc8UHVoWpJJY0rSsVRJkk5Sf5CrubmZRCIx8PNYLMZrqVYhsh+XdDxkkEuSJOlDlOa6AOg2OQd+trUENFVhVt4sAN5avhrLGPH1VdPlVEVJkqTBYDLosYXaAXh57S52NncDkKGXk/PONHddOBkAU/VCnn3+hSNu09TpAyDR10N5qWfY1iZJ0qkrKChAp9MRi8Voa2sb+Pny5cvx+Xzk5ORQU1OTxhVKo4UMckmSJH2IysJsNC1Jt9k18LNNHo1MUyZjMsYAsHpfGEVvoMimMC7febRdSZIkSSeoMkMcrm7Y52dvTwiAQpcxnUuS0uDcsbmYiaKzZfDHF1cecZutdWJAgRbowe12D+fyJEk6RTqdjuLiYuDQksUXX3wREA3nVVWGL6QPJ18lkiRJH6IgP49EwItPn0k0NZF8y0H9uPbt20codxIA180uTeNKJUmSTj/nTBCDPDo0J10RUQpemZ+RxhVJ6aDXqSweLwJX28MuvF7vYdvsahZZf6ZkEEWRbQMkabQ5Ul+u/n5cslRROl4yyCVJkvQhcnNzSfg7SSSd/HaJyp8uUtmbqwz043rprRWYPKKM4vrZ5elcqiRJ0mnnuvNq0JIJNGsmIb0DgGlj5ATbM9E9l04HwFQ+k7/+89nDbm9sF+WKDn3isNskSRr5PhjkamhoYNu2beh0Oi6++OJ0Lk0aRWSQS5Ik6UOIIFcXWtzJigkqr9SIt86aPBHk+vf6JhRFJSvRQ3GmbIQsSZI0mEqL8lG8zeIbVYeWTDB7UmV6FyWlRWWugxw1gKLqeHTZjsNub+kV5azZVv1wL02SpEFQUiIGRvQHufqzuObPn09mppxcLh0fGeSSJEn6EEajEV3UTzLuGPiZy+SiKlOMr98ZFj24zimTAS5JkqShUKAPDnyd8HVQXTkmjauR0umj8yoA2G8qob29/ZDbukJJAAoz5OexJI1G/Zlce/eKSbqyVFE6GTLIJUmSdBxsSgztoCDXzNyZqIrKxvo2Es5CtEScT14yM40rlCRJOn3N9GQMfK0PezGZTOlbjJRWH7twKiRiGLJL+c3fnz/ktr6kyOAqz8tIw8okSTpVB5crhkIh3nzzTQCWLFmSzmVJo4wMckmSJB0Hl1FDix+Ymtjfj+uPr64HQGnbwcRK2XRekiRpKFw+b8LA1y5dLI0rkdLNZTFQbRWZff/a0DLwc03TiOltAFSX5KVlbZIknZqDg1xvv/02oVCI4uJiJk2alOaVSaOJDHJJkiQdh2yrHi1uB00HiH5cmqbxdoM40B5r9qdzeZIkSae1c+bMIN69D4ACpyHNq5HS7e5LpgHgy6hiT4Po3eMNxkAnXhtTKkvStTRJkk5Bf5Crs7OTf/7zn4DI4pLTUqUTIYNckiRJxyHfZQFUoq2Xc9/0+xiXNY4Ne730YSYZDXPZdE+6lyhJknTaMpvNZHRuIu7vYk6xJd3LkdLsyrnj0UV8qGY7P/77qwDU7u8EIBHsZUy5zKyWpNHI5XLhdIrKiccffxyQ/bikEyeDXJIkScfBkyM+cCPeudxU/TEUReFf68W0r9DuVZx/9oJ0Lk+SJOm09+M7lzC96R/cd/tH0r0UKc10qsLsHNFk/o16kVG9pU5k+hH0YrPZ0rU0SZJOUX82VygUwmg0csEFF6R5RdJoI4NckiRJx6EoL5tESJQktvaGiSeSPPe+CHIpTesYP358OpcnSZJ02rv00kt5/vnnyc7OTvdSpBHgS9edBUA0q4KVG7ezu1lMWjQlQ+lcliRJp6ik5EC58bnnniuD1tIJk0EuSZKk45Cbm0uirwuAlt4wy/d00RtJkgj2MqvEgarKt1NJkiRJGi4zqj1Y/PtQFJWfPv0ujR0+AJz6RJpXJknSqejP5AJZqiidHHlWJkmSdBzy8vJI+EW/j1ZfmGc3iLKI4I7/cNbC+elcmiRJkiSdkS6ucgDwXo+Rlt4wANk2fTqXJEnSKTo4yLVkyZI0rkQarWSQS5Ik6Tjk5uYS94tMrobOAK9uaQUgsG0ZCxcuTOfSJEmSJOmM9OWbLyYZDaHZsqmPiJKmokxZ2iRJo1lZWRkAVVVVVFZWpncx0qgkg1ySJEnHQWRyiSDXU+v2EogmiHtb0Tr2UFNTk+bVSZIkSdKZpzDXTXawCQDNKIJb5XkZaVyRJEmn6uqrr+buu+/mf/7nf9K9FGmUkvm8kiRJx8HhcKCEvAB09kUBCGx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+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 5))\n",
+    "plt.plot(range(0,len(y_valid)),y_valid, label=\"Y_valid\",color=\"black\")\n",
+    "plt.plot(range(0,len(y_valid)),pred1, label=\"Linear Regresion\")\n",
+    "plt.plot(range(0,len(y_valid)),pred2, label=\"SVR\")\n",
+    "plt.plot(range(0,len(y_valid)),pred3, label=\"RandomForestRegressor\")\n",
+    "plt.plot(range(0,len(y_valid)),pred4, label=\"XGBRegressor\")\n",
+    "\n",
+    "plt.legend(loc=\"upper right\")\n",
+    "plt.title(\"Predictions using various Algorithms\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "1954eb11-7a49-4e08-bc62-226ae344f522",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 5))\n",
+    "plt.plot(range(0,len(y_valid)),y_valid, label=\"Y_valid\",color=\"black\")\n",
+    "plt.plot(range(0,len(y_valid)),pred1, label=\"Linear Regresion\")\n",
+    "plt.legend(loc=\"upper right\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "9ecff62e-8c07-4d77-a1e4-fe6315654d98",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 5))\n",
+    "plt.plot(range(0,len(y_valid)),y_valid,color=\"black\")\n",
+    "plt.plot(range(0,len(y_valid)),pred2, label=\"SVR\",color=\"darkorange\")\n",
+    "plt.legend(loc=\"upper right\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "313d6773-4dec-43ad-8194-ac0e8c35a7f3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 5))\n",
+    "plt.plot(range(0,len(y_valid)),y_valid,color=\"black\")\n",
+    "plt.plot(range(0,len(y_valid)),pred3, label=\"Random Forest Regressor\",color=\"green\")\n",
+    "plt.legend(loc=\"upper right\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "0904d9db-d988-4cbc-bfa1-2dd787a3c6d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(15, 5))\n",
+    "plt.plot(range(0,len(y_valid)),y_valid,color=\"black\")\n",
+    "plt.plot(range(0,len(y_valid)),pred4, label=\"XGBRegressor\",color=\"red\")\n",
+    "plt.legend(loc=\"upper right\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "2aa10c4c-4afc-404d-8294-000407a682f0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['sales_prediction_XGBR']"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import joblib\n",
+    "joblib.dump(model_lr,\"sales_prediction_LR\")\n",
+    "joblib.dump(model_SVR,\"sales_prediction_SVR\")\n",
+    "joblib.dump(model_RFR,\"sales_prediction_RFR\")\n",
+    "joblib.dump(model_XGR,\"sales_prediction_XGBR\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5b0913f0-646e-4a6d-84f4-5337beac9eba",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "881a5afc-81dd-43bf-9173-952103be9a6b",
+   "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": "3.10.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ML_practice/sales_prediction/sales_prediction_LR b/ML_practice/sales_prediction/sales_prediction_LR
new file mode 100644
index 0000000..8e0966c
Binary files /dev/null and b/ML_practice/sales_prediction/sales_prediction_LR differ
diff --git a/ML_practice/sales_prediction/sales_prediction_RFR b/ML_practice/sales_prediction/sales_prediction_RFR
new file mode 100644
index 0000000..42e92fe
Binary files /dev/null and b/ML_practice/sales_prediction/sales_prediction_RFR differ
diff --git a/ML_practice/sales_prediction/sales_prediction_SVR b/ML_practice/sales_prediction/sales_prediction_SVR
new file mode 100644
index 0000000..5187778
Binary files /dev/null and b/ML_practice/sales_prediction/sales_prediction_SVR differ
diff --git a/ML_practice/sales_prediction/sales_prediction_XGBR b/ML_practice/sales_prediction/sales_prediction_XGBR
new file mode 100644
index 0000000..644688d
Binary files /dev/null and b/ML_practice/sales_prediction/sales_prediction_XGBR differ
diff --git a/ML_practice/spaceship_titanic/dataset_vs/sample_submission.csv b/ML_practice/spaceship_titanic/Dataset_vs/sample_submission.csv
similarity index 100%
rename from ML_practice/spaceship_titanic/dataset_vs/sample_submission.csv
rename to ML_practice/spaceship_titanic/Dataset_vs/sample_submission.csv
diff --git a/ML_practice/spaceship_titanic/dataset_vs/test.csv b/ML_practice/spaceship_titanic/Dataset_vs/test.csv
similarity index 100%
rename from ML_practice/spaceship_titanic/dataset_vs/test.csv
rename to ML_practice/spaceship_titanic/Dataset_vs/test.csv
diff --git a/ML_practice/spaceship_titanic/dataset_vs/train.csv b/ML_practice/spaceship_titanic/Dataset_vs/train.csv
similarity index 100%
rename from ML_practice/spaceship_titanic/dataset_vs/train.csv
rename to ML_practice/spaceship_titanic/Dataset_vs/train.csv
diff --git a/ML_practice/spaceship_titanic/spaceship_titanic.ipynb b/ML_practice/spaceship_titanic/spaceship_titanic.ipynb
index e28344e..7d66c1e 100644
--- a/ML_practice/spaceship_titanic/spaceship_titanic.ipynb
+++ b/ML_practice/spaceship_titanic/spaceship_titanic.ipynb
@@ -2359,7 +2359,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+   "version": "3.10.9"
   }
  },
  "nbformat": 4,
diff --git a/ML_practice/titanic_survival_prediction/dataset_vs/tested.csv b/ML_practice/titanic_survival_prediction/Dataset_vs/tested.csv
similarity index 100%
rename from ML_practice/titanic_survival_prediction/dataset_vs/tested.csv
rename to ML_practice/titanic_survival_prediction/Dataset_vs/tested.csv
diff --git a/ML_practice/titanic_survival_prediction/titanic_sp2.ipynb b/ML_practice/titanic_survival_prediction/titanic_sp2.ipynb
index 66b773a..8e727f8 100644
--- a/ML_practice/titanic_survival_prediction/titanic_sp2.ipynb
+++ b/ML_practice/titanic_survival_prediction/titanic_sp2.ipynb
@@ -421,7 +421,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,
diff --git a/ML_training_templates/regression.ipynb b/ML_training_templates/regression.ipynb
index e51aad6..9166321 100644
--- a/ML_training_templates/regression.ipynb
+++ b/ML_training_templates/regression.ipynb
@@ -122,7 +122,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+   "version": "3.10.9"
   }
  },
  "nbformat": 4,