diff --git a/Migraine Type Prediction System/Migraine_Prediction_System.ipynb b/Migraine Type Prediction System/Migraine_Prediction_System.ipynb
new file mode 100644
index 00000000..2ad88ee9
--- /dev/null
+++ b/Migraine Type Prediction System/Migraine_Prediction_System.ipynb	
@@ -0,0 +1,2922 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "983911d9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.pipeline import Pipeline,make_pipeline\n",
+    "from sklearn.compose import  make_column_transformer\n",
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.metrics import accuracy_score,classification_report"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "55874f99",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv('migraine_data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "21a21a65",
+   "metadata": {},
+   "outputs": [
+    {
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+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>400 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Age  Duration  Frequency  Location  Character  Intensity  Nausea  Vomit  \\\n",
+       "0     30         1          5         1          1          2       1      0   \n",
+       "1     50         3          5         1          1          3       1      1   \n",
+       "2     53         2          1         1          1          2       1      1   \n",
+       "3     45         3          5         1          1          3       1      0   \n",
+       "4     53         1          1         1          1          2       1      0   \n",
+       "..   ...       ...        ...       ...        ...        ...     ...    ...   \n",
+       "395   39         1          1         1          1          3       1      1   \n",
+       "396   20         3          2         1          1          3       1      0   \n",
+       "397   28         3          2         1          1          3       1      0   \n",
+       "398   20         3          1         1          1          3       1      0   \n",
+       "399   37         1          1         1          1          3       1      1   \n",
+       "\n",
+       "     Phonophobia  Photophobia  ...  Vertigo  Tinnitus  Hypoacusis  Diplopia  \\\n",
+       "0              1            1  ...        0         0           0         0   \n",
+       "1              1            1  ...        1         0           0         0   \n",
+       "2              1            1  ...        0         0           0         0   \n",
+       "3              1            1  ...        1         0           0         0   \n",
+       "4              1            1  ...        0         0           0         0   \n",
+       "..           ...          ...  ...      ...       ...         ...       ...   \n",
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+       "396            1            1  ...        0         1           1         0   \n",
+       "397            1            1  ...        1         0           0         0   \n",
+       "398            1            1  ...        1         0           0         0   \n",
+       "399            1            1  ...        1         0           0         0   \n",
+       "\n",
+       "     Defect  Ataxia  Conscience  Paresthesia  DPF                        Type  \n",
+       "0         0       0           0            0    0  Typical aura with migraine  \n",
+       "1         0       0           0            0    0  Typical aura with migraine  \n",
+       "2         0       0           0            0    0  Typical aura with migraine  \n",
+       "3         0       0           0            0    0  Typical aura with migraine  \n",
+       "4         0       0           0            0    1  Typical aura with migraine  \n",
+       "..      ...     ...         ...          ...  ...                         ...  \n",
+       "395       0       0           0            0    1           Basilar-type aura  \n",
+       "396       0       0           0            0    1           Basilar-type aura  \n",
+       "397       1       0           0            0    1           Basilar-type aura  \n",
+       "398       0       0           0            1    1           Basilar-type aura  \n",
+       "399       0       0           1            0    1           Basilar-type aura  \n",
+       "\n",
+       "[400 rows x 24 columns]"
+      ]
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+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>53</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Age  Duration  Frequency  Location  Character  Intensity  Nausea  Vomit  \\\n",
+       "0   30         1          5         1          1          2       1      0   \n",
+       "1   50         3          5         1          1          3       1      1   \n",
+       "2   53         2          1         1          1          2       1      1   \n",
+       "3   45         3          5         1          1          3       1      0   \n",
+       "4   53         1          1         1          1          2       1      0   \n",
+       "\n",
+       "   Phonophobia  Photophobia  ...  Vertigo  Tinnitus  Hypoacusis  Diplopia  \\\n",
+       "0            1            1  ...        0         0           0         0   \n",
+       "1            1            1  ...        1         0           0         0   \n",
+       "2            1            1  ...        0         0           0         0   \n",
+       "3            1            1  ...        1         0           0         0   \n",
+       "4            1            1  ...        0         0           0         0   \n",
+       "\n",
+       "   Defect  Ataxia  Conscience  Paresthesia  DPF                        Type  \n",
+       "0       0       0           0            0    0  Typical aura with migraine  \n",
+       "1       0       0           0            0    0  Typical aura with migraine  \n",
+       "2       0       0           0            0    0  Typical aura with migraine  \n",
+       "3       0       0           0            0    0  Typical aura with migraine  \n",
+       "4       0       0           0            0    1  Typical aura with migraine  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "401a3286",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 400 entries, 0 to 399\n",
+      "Data columns (total 24 columns):\n",
+      " #   Column       Non-Null Count  Dtype \n",
+      "---  ------       --------------  ----- \n",
+      " 0   Age          400 non-null    int64 \n",
+      " 1   Duration     400 non-null    int64 \n",
+      " 2   Frequency    400 non-null    int64 \n",
+      " 3   Location     400 non-null    int64 \n",
+      " 4   Character    400 non-null    int64 \n",
+      " 5   Intensity    400 non-null    int64 \n",
+      " 6   Nausea       400 non-null    int64 \n",
+      " 7   Vomit        400 non-null    int64 \n",
+      " 8   Phonophobia  400 non-null    int64 \n",
+      " 9   Photophobia  400 non-null    int64 \n",
+      " 10  Visual       400 non-null    int64 \n",
+      " 11  Sensory      400 non-null    int64 \n",
+      " 12  Dysphasia    400 non-null    int64 \n",
+      " 13  Dysarthria   400 non-null    int64 \n",
+      " 14  Vertigo      400 non-null    int64 \n",
+      " 15  Tinnitus     400 non-null    int64 \n",
+      " 16  Hypoacusis   400 non-null    int64 \n",
+      " 17  Diplopia     400 non-null    int64 \n",
+      " 18  Defect       400 non-null    int64 \n",
+      " 19  Ataxia       400 non-null    int64 \n",
+      " 20  Conscience   400 non-null    int64 \n",
+      " 21  Paresthesia  400 non-null    int64 \n",
+      " 22  DPF          400 non-null    int64 \n",
+      " 23  Type         400 non-null    object\n",
+      "dtypes: int64(23), object(1)\n",
+      "memory usage: 75.1+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "data.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "bbdbc898",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Age            0\n",
+       "Duration       0\n",
+       "Frequency      0\n",
+       "Location       0\n",
+       "Character      0\n",
+       "Intensity      0\n",
+       "Nausea         0\n",
+       "Vomit          0\n",
+       "Phonophobia    0\n",
+       "Photophobia    0\n",
+       "Visual         0\n",
+       "Sensory        0\n",
+       "Dysphasia      0\n",
+       "Dysarthria     0\n",
+       "Vertigo        0\n",
+       "Tinnitus       0\n",
+       "Hypoacusis     0\n",
+       "Diplopia       0\n",
+       "Defect         0\n",
+       "Ataxia         0\n",
+       "Conscience     0\n",
+       "Paresthesia    0\n",
+       "DPF            0\n",
+       "Type           0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "837ce8fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1a84a8fd",
+   "metadata": {},
+   "source": [
+    "#  Missing Values - 0\n",
+    "#  Duplicated Rows - 6"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "0bc799fc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data.drop_duplicates(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "d2376b74",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(394, 24)"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "3f5022f8",
+   "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>Age</th>\n",
+       "      <th>Duration</th>\n",
+       "      <th>Frequency</th>\n",
+       "      <th>Location</th>\n",
+       "      <th>Character</th>\n",
+       "      <th>Intensity</th>\n",
+       "      <th>Nausea</th>\n",
+       "      <th>Vomit</th>\n",
+       "      <th>Phonophobia</th>\n",
+       "      <th>Photophobia</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Dysarthria</th>\n",
+       "      <th>Vertigo</th>\n",
+       "      <th>Tinnitus</th>\n",
+       "      <th>Hypoacusis</th>\n",
+       "      <th>Diplopia</th>\n",
+       "      <th>Defect</th>\n",
+       "      <th>Ataxia</th>\n",
+       "      <th>Conscience</th>\n",
+       "      <th>Paresthesia</th>\n",
+       "      <th>DPF</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.0</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "      <td>394.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>31.695431</td>\n",
+       "      <td>1.619289</td>\n",
+       "      <td>2.365482</td>\n",
+       "      <td>0.972081</td>\n",
+       "      <td>0.977157</td>\n",
+       "      <td>2.472081</td>\n",
+       "      <td>0.987310</td>\n",
+       "      <td>0.324873</td>\n",
+       "      <td>0.977157</td>\n",
+       "      <td>0.979695</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.002538</td>\n",
+       "      <td>0.126904</td>\n",
+       "      <td>0.060914</td>\n",
+       "      <td>0.015228</td>\n",
+       "      <td>0.005076</td>\n",
+       "      <td>0.015228</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.017766</td>\n",
+       "      <td>0.007614</td>\n",
+       "      <td>0.408629</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>12.182607</td>\n",
+       "      <td>0.773106</td>\n",
+       "      <td>1.672537</td>\n",
+       "      <td>0.270203</td>\n",
+       "      <td>0.279924</td>\n",
+       "      <td>0.771953</td>\n",
+       "      <td>0.112077</td>\n",
+       "      <td>0.468923</td>\n",
+       "      <td>0.149592</td>\n",
+       "      <td>0.141219</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.050379</td>\n",
+       "      <td>0.333288</td>\n",
+       "      <td>0.239476</td>\n",
+       "      <td>0.122616</td>\n",
+       "      <td>0.071156</td>\n",
+       "      <td>0.122616</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.132270</td>\n",
+       "      <td>0.087037</td>\n",
+       "      <td>0.492206</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>15.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>28.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</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>40.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.750000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>77.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Age    Duration   Frequency    Location   Character   Intensity  \\\n",
+       "count  394.000000  394.000000  394.000000  394.000000  394.000000  394.000000   \n",
+       "mean    31.695431    1.619289    2.365482    0.972081    0.977157    2.472081   \n",
+       "std     12.182607    0.773106    1.672537    0.270203    0.279924    0.771953   \n",
+       "min     15.000000    1.000000    1.000000    0.000000    0.000000    0.000000   \n",
+       "25%     22.000000    1.000000    1.000000    1.000000    1.000000    2.000000   \n",
+       "50%     28.000000    1.000000    2.000000    1.000000    1.000000    3.000000   \n",
+       "75%     40.000000    2.000000    3.750000    1.000000    1.000000    3.000000   \n",
+       "max     77.000000    3.000000    8.000000    2.000000    2.000000    3.000000   \n",
+       "\n",
+       "           Nausea       Vomit  Phonophobia  Photophobia  ...  Dysarthria  \\\n",
+       "count  394.000000  394.000000   394.000000   394.000000  ...  394.000000   \n",
+       "mean     0.987310    0.324873     0.977157     0.979695  ...    0.002538   \n",
+       "std      0.112077    0.468923     0.149592     0.141219  ...    0.050379   \n",
+       "min      0.000000    0.000000     0.000000     0.000000  ...    0.000000   \n",
+       "25%      1.000000    0.000000     1.000000     1.000000  ...    0.000000   \n",
+       "50%      1.000000    0.000000     1.000000     1.000000  ...    0.000000   \n",
+       "75%      1.000000    1.000000     1.000000     1.000000  ...    0.000000   \n",
+       "max      1.000000    1.000000     1.000000     1.000000  ...    1.000000   \n",
+       "\n",
+       "          Vertigo    Tinnitus  Hypoacusis    Diplopia      Defect  Ataxia  \\\n",
+       "count  394.000000  394.000000  394.000000  394.000000  394.000000   394.0   \n",
+       "mean     0.126904    0.060914    0.015228    0.005076    0.015228     0.0   \n",
+       "std      0.333288    0.239476    0.122616    0.071156    0.122616     0.0   \n",
+       "min      0.000000    0.000000    0.000000    0.000000    0.000000     0.0   \n",
+       "25%      0.000000    0.000000    0.000000    0.000000    0.000000     0.0   \n",
+       "50%      0.000000    0.000000    0.000000    0.000000    0.000000     0.0   \n",
+       "75%      0.000000    0.000000    0.000000    0.000000    0.000000     0.0   \n",
+       "max      1.000000    1.000000    1.000000    1.000000    1.000000     0.0   \n",
+       "\n",
+       "       Conscience  Paresthesia         DPF  \n",
+       "count  394.000000   394.000000  394.000000  \n",
+       "mean     0.017766     0.007614    0.408629  \n",
+       "std      0.132270     0.087037    0.492206  \n",
+       "min      0.000000     0.000000    0.000000  \n",
+       "25%      0.000000     0.000000    0.000000  \n",
+       "50%      0.000000     0.000000    0.000000  \n",
+       "75%      0.000000     0.000000    1.000000  \n",
+       "max      1.000000     1.000000    1.000000  \n",
+       "\n",
+       "[8 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bb5ac74d",
+   "metadata": {},
+   "source": [
+    " # Exploratory Data Analysis (EDA)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eba7394b",
+   "metadata": {},
+   "source": [
+    "# Univariate Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "3fa5ef27",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 394 entries, 0 to 399\n",
+      "Data columns (total 24 columns):\n",
+      " #   Column       Non-Null Count  Dtype \n",
+      "---  ------       --------------  ----- \n",
+      " 0   Age          394 non-null    int64 \n",
+      " 1   Duration     394 non-null    int64 \n",
+      " 2   Frequency    394 non-null    int64 \n",
+      " 3   Location     394 non-null    int64 \n",
+      " 4   Character    394 non-null    int64 \n",
+      " 5   Intensity    394 non-null    int64 \n",
+      " 6   Nausea       394 non-null    int64 \n",
+      " 7   Vomit        394 non-null    int64 \n",
+      " 8   Phonophobia  394 non-null    int64 \n",
+      " 9   Photophobia  394 non-null    int64 \n",
+      " 10  Visual       394 non-null    int64 \n",
+      " 11  Sensory      394 non-null    int64 \n",
+      " 12  Dysphasia    394 non-null    int64 \n",
+      " 13  Dysarthria   394 non-null    int64 \n",
+      " 14  Vertigo      394 non-null    int64 \n",
+      " 15  Tinnitus     394 non-null    int64 \n",
+      " 16  Hypoacusis   394 non-null    int64 \n",
+      " 17  Diplopia     394 non-null    int64 \n",
+      " 18  Defect       394 non-null    int64 \n",
+      " 19  Ataxia       394 non-null    int64 \n",
+      " 20  Conscience   394 non-null    int64 \n",
+      " 21  Paresthesia  394 non-null    int64 \n",
+      " 22  DPF          394 non-null    int64 \n",
+      " 23  Type         394 non-null    object\n",
+      "dtypes: int64(23), object(1)\n",
+      "memory usage: 77.0+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "data.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "8f8a4dfc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='Duration', ylabel='count'>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.countplot(x=data['Duration'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "03a2c55d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='Frequency', ylabel='count'>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.countplot(x=data['Frequency'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "f7cafb62",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='Intensity', ylabel='count'>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.countplot(x=data['Intensity'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "fb0245e1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.FacetGrid at 0x2e019b21e40>"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.displot(data['Age'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "1f7f364f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Type\n",
+       "Typical aura with migraine       241\n",
+       "Migraine without aura             60\n",
+       "Familial hemiplegic migraine      24\n",
+       "Typical aura without migraine     20\n",
+       "Basilar-type aura                 18\n",
+       "Other                             17\n",
+       "Sporadic hemiplegic migraine      14\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['Type'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "71d07c84",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count                            394\n",
+       "unique                             7\n",
+       "top       Typical aura with migraine\n",
+       "freq                             241\n",
+       "Name: Type, dtype: object"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data['Type'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "89f74173",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='count', ylabel='Type'>"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.countplot(y=data['Type'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f8789177",
+   "metadata": {},
+   "source": [
+    "# Bivariate Analysis"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "88b405b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.FacetGrid at 0x2e01a355a80>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 582.722x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.relplot(x='Age',y='Type',kind='scatter',data=data,size='Intensity',hue='Duration')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "0df6b4f3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='Age', ylabel='Type'>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(y=data['Type'],x=data['Age'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "41e49280",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Axes: xlabel='Frequency', ylabel='Type'>"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.barplot(y=data['Type'],x=data['Frequency'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "85df8d90",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Age', 'Duration', 'Frequency', 'Location', 'Character', 'Intensity',\n",
+       "       'Nausea', 'Vomit', 'Phonophobia', 'Photophobia', 'Visual', 'Sensory',\n",
+       "       'Dysphasia', 'Dysarthria', 'Vertigo', 'Tinnitus', 'Hypoacusis',\n",
+       "       'Diplopia', 'Defect', 'Ataxia', 'Conscience', 'Paresthesia', 'DPF',\n",
+       "       'Type'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "col = data.columns\n",
+    "col"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "51a07eb4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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KScFl04UOheSXTW/VqhVycnLw5ZdfomvXrjh79iwsLCwAACkpKRrfs3v3bgQGBqJv35JXEeRSRf136TELz5HukxLjRUcgfaHgoRCdL5v+Yrn07du3w8fHB66urhWWk4iIiEpGpyZvFlU2PV9aWhp27tyJ0NDQioxFREQkLwXvY6EzDYuiyqY/LzQ0FFZWVoVWNc1XWHXTPCkPBirOUyUiIh2h4J03dea3bX7Z9I0bNxZ5zZo1azB48GCYmpoWeU1h1U2TMi5rIzIREVHZ5EnyHDpIJxoWJSmbHhkZiYSEBIwcOfKl9yqsuqmLNedjEBERVQThtULGjBmD33//HeHh4S8tm7569Wq0bNkSzZo1e+k9C6tuymEQIiLSJRJXhWhHcWXT82VkZGDLli1YsGCBqKhERETy0dFhDDnodNn0fJs2bYIkSRg4cGCZnqcy7IGg9HLU3IuE9EGVt4aLjqB1VzPWiI5AOk74UEhJfPDBB/jggw+0nIaIiKiCKHhViM4sNyUiIqo0FDwUwlmNRERElUBOTg6++uoruLi4wMzMDK6urvj666+RJ/NEUvZYEBERVTQBq0K+/fZbLF++HKGhoWjUqBFiYmIwfPhw2NjYYNy4cbI9j85XN01LS0NAQABq1qwJc3NzdOvWDYmJiYISExERyUCmDbKysrKQkZGhcby4+3S+I0eOoFevXujRowfq1q2Ld999F127dkVMTIysL01owyK/uml0dDT279+PnJwcdO3aFZmZmQCeTe708/PD5cuXsX37dsTGxsLZ2RldunRRX0NERFRZFbbbdHBwcKHXtm/fHgcOHMCFCxcAACdPnkRUVBS6d+8uayaVVNKlGRXg9u3bcHBwQEREBDp27IgLFy7Aw8MDp0+fRqNGjQAAubm5cHBwwLffflvsLpz5qhi/os3YREQAgIdRi0RH0DrL9p+KjqB1Odk3tP4cmVPfk+U+Vb5aX6CHorCNIoFnH9anTJmCb7/9FoaGhsjNzcXs2bMRFBQkSxZ1JlnvVk4vVjfN/5/1fG0QQ0NDGBsbIyoqqsQNCyIiIp0i06qQohoRhdm8eTM2bNiAX375BY0aNUJcXBw+/fRT1KxZE/7+/rLkAXSoYVFYdVNPT084OzsjKCgIP/74IywsLBASEoLU1FSkpKQITkxERFQ2Irb0/uyzzzB58mQMGDAAANCkSRNcvXoVwcHBymxY5Fc3jYqKUp8zMjLC1q1bERgYCFtbWxgaGqJLly7w9fUt8j6FlU2XJAkqlUpr2YmIiHTdo0ePYGCgObXS0NBQmctN86ubHjp0qEB105YtWyIuLg7//fcfsrOzYW9vj9deew3e3t6F3is4OBgzZ87UOKcysITK0Fpr+YmIiEpFwAZZ77zzDmbPno06deqgUaNGiI2NRUhICEaMGCHr8widvPliddP69esX+z2JiYnw9PTE7t270bVr1wKPF9ZjUa26J3ssiEjrOHlTGSpi8ubDz3rLch/L+b+X+NoHDx5g6tSp+P3333Hr1i3UrFkTAwcOxLRp02BsbCxLHkAPqptu2bIF9vb2qFOnDk6dOoVx48bBz8+v0EYFUPhEFjYqiIiosrOyssKiRYuwaNEirT6Pzlc3TUlJwYQJE5CWlgYnJycMGzYMU6dOreCkRNpXGSq4hqWdEh1BqwxdW4qOoHXO1jVER1AGFiHTjpKMwowdOxZjx46tgDREREQVhEXIiIiIiIqnE6tCiIiIKhNJwT0WbFgQERFVNAU3LDgUQkRERLIR2rBYtmwZmjZtCmtra1hbW6NNmzbYvXu3+vFt27bhrbfegp2dHVQqFeLi4sSFJSIikktenjyHDhI6FFKrVi3MnTsXbm5uAIDQ0FD06tULsbGxaNSoETIzM9GuXTv069cP77//fpmfpzIsj7qakSY6glZxKSbpg4ONpoiOoHVK/7emwih4KERow+Kdd97R+Hr27NlYtmwZoqOj0ahRIwwdOhQAcOXKFQHpiIiItIQNC+3Lzc3Fli1bkJmZiTZt2oiOQ0RERGUgvGFx6tQptGnTBk+ePIGlpSV+//13NGzYsMz3K7y6aR5UKs5TJSIi3SCwTJfWCf9t6+Hhgbi4OERHR+Ojjz6Cv78/zp49W+b7BQcHw8bGRuO495hjgkREpEPyJHkOHSS8YWFsbAw3Nzd4e3sjODgYzZo1w/fff1/m+wUFBeG///7TOKqZKX/yJhERkS4QPhTyIkmSCgxllEbh1U2Ft5+IiIj+j472NshBaMNiypQp8PX1Re3atfHgwQNs2rQJ4eHh2LNnDwDg7t27SE5Oxs2bNwEACQkJAABHR0c4OjoKy01ERFQe3NJbS9LS0jB06FCkpKTAxsYGTZs2xZ49e/Dmm28CAHbs2IHhw4errx8wYAAAYPr06ZgxY0aJn4frrvUf93ggffCHmW5uWCSre6IDkK5TSUqemvr/VTF+RXQEIqoEPqjZTnQErVtx8x/REbQuJ/uG1p/jP/83ZLmPTegBWe4jJ52bY0FERKR4Cu7c4qxGIiIikg17LIiIiCqYkidv6nR10xkzZsDT0xMWFhaoVq0aunTpgqNHjwpMTEREJANukKUd+dVNY2JiEBMTg86dO6NXr144c+YMAMDd3R1LlizBqVOnEBUVhbp166Jr1664ffu2yNhERETlkyfToYN0blWIra0t5s+fj8DAwAKPZWRkwMbGBn///TfeeKPkM2q5KkT/OVsrf/dULovWf7uqdRAdQes+yr0gOoLWXbpzQuvPcb+/jyz3qbr5oCz3kZPOzLEorrppdnY2VqxYARsbGzRr1kxAQiIiInkoeY6F8IZFcdVN//rrLwwYMACPHj2Ck5MT9u/fDzs7O4GJiYiIyklHhzHkILxhkV/d9P79+9i6dSv8/f0RERGhblz4+PggLi4Od+7cwcqVK/Hee+/h6NGjcHBwKPR+hZdNl6BSqbT+WoiIiCo74ftYFFfd1MLCAm5ubmjdujVWr16NKlWqYPXq1UXer7Cy6VLeg4p4KURERCUi5UmyHLpIeMPiRcVVNy3u8cLKpqsMrLQRlYiIqGwUvCpEZ6ubZmZmYvbs2ejZsyecnJyQnp6OpUuX4vr16+jXr1+R9yy8bDqHQYiIiCqCzlY3ffLkCc6fP4/Q0FDcuXMH1atXR6tWrRAZGYlGjRqV6nm4VFH/1TMrfE4N6Rel/5xWiuqmD0UHUAZJwT8qQhsWL5srYWpqim3btlVgGiIiogqi4IaFzs2xICIiIv0lfLkpERFRZcOhECIiIpIPGxZEREQkFyX3WOh02fSAgACoVCqNo3Xr1gITExER0csI7bHIL5vu5uYGAAgNDUWvXr0QGxurXlLarVs3rF27Vv09xsbGpX4epS9xqwyWWIpOoH0N0/hzqu++j5krOoLW9fD6WHQERVByj4XQhsU777yj8fXs2bOxbNkyREdHqxsWJiYmcHR0FBGPiIhIK5TcsNCZ5aa5ubnYtGlTgbLp4eHhcHBwgLu7O95//33cunVLYEoiIiJ6GeGTN19WNt3X1xf9+vWDs7MzkpKSMHXqVHTu3BnHjx8vsG13PlY3JSIinScp93eS8IbFy8qm9+/fX31d48aN4e3tDWdnZ+zcuRN9+vQp9H7BwcGYOXOmxjmVgSVUhtZafR1EREQlxaEQLSqubPrznJyc4OzsjMTExCLvx+qmRERE4gjvsXjRy8qip6en49q1a3Byciry+1ndlIiIdJ2Up9zfSzpbNv3hw4eYMWMG+vbtCycnJ1y5cgVTpkyBnZ0devfuLTI2ERFRuSh5KERny6Y/fvwYp06dwrp163D//n04OTnBx8cHmzdvhpVV6YY2WDZd/33CUs2kByrDHg9haadERyAdp7Nl083MzLB3794KTENERFQxJK4KISIiIrlwKISIiIhko+TJm8KXmxIREZFy6HR10xcrm+Yf8+fPF5iaiIiofCRJnkMX6XR105SUFI3rd+/ejcDAQPTt21dEXCIiIlkoeShEp6ubvljVdPv27fDx8YGrq2tFxiQdcOkxi8+R7nOrBKUDwkQHIJ2nM5M3c3NzsWXLlgLVTfOlpaVh586dCA0NFZCOiIhIPuyx0KKXVTd9XmhoKKysrIosPkZERKQvdHV+hByENyxeVt30eWvWrMHgwYNhamr60vsVXjY9DyoVF8AQERFpm/DftiWpbhoZGYmEhASMHDmy2PsFBwfDxsZG47j3WNnbXRMRkX6R8lSyHLpIeMPiRYVVN129ejVatmyJZs2aFfv9hZVNr2am/FohRESkPyRJJctRWjdu3MCQIUNQvXp1mJubo3nz5jh+/Lisr01nq5vmy8jIwJYtW7BgwYIS3bPwsuk6134iIiKqUPfu3UO7du3g4+OD3bt3w8HBAZcuXULVqlVlfR6drW6ab9OmTZAkCQMHDizz87xl6SZHXJ22QuHVTT81KzihV2nGK/zvkIj+j1y1QgqbV1jYB2wA+Pbbb1G7dm2sXbtWfa5u3bryBHmO0I/yq1evxpUrV5CVlYVbt27h77//1mhUAMAHH3yAR48ewcbGRlBKIiIieeVJKlmOwuYVBgcHF/qcO3bsgLe3N/r16wcHBwd4eXlh5cqVsr82jhEQERFVMLnmWBQ2rzAoKKjQ57x8+TKWLVuG+vXrY+/evRg1ahTGjh2LdevWyfrahC83JSIiorIpatijMHl5efD29sacOXMAAF5eXjhz5gyWLVuGYcOGyZaJPRZEREQVTMRyUycnpwJ7RDVo0ADJyclyvjT2WBAREVU0ETtvtmvXDgkJCRrnLly4AGdnZ1mfR6fLpqelpSEgIAA1a9aEubk5unXrhsTERIGJiYiI9NP48eMRHR2NOXPm4OLFi/jll1+wYsUKjB49Wtbn0dmy6Q0bNoSfnx+MjIywfft2WFtbIyQkBF26dMHZs2dhYWFR4ufZ+/Citl4CVZDxaQdFRyAiko2IXTNbtWqF33//HUFBQfj666/h4uKCRYsWYfDgwbI+j0qSytYhk52djaSkJNSrVw9VqsjXPrG1tcX8+fPRoUMHeHh44PTp02jUqBGAZxVQHRwc8O2335Zoe+989exayJZPV13lHghEwn1Qs53oCFq34uY/oiNoXU72Da0/x2nXt2W5T+PLf8lyHzmVeijk0aNHCAwMhLm5ORo1aqSe9DF27FjMnTu3zEFyc3OxadMmddn0/A0/ni86ZmhoCGNjY0RFRZX5eYiIiEh7St2wCAoKwsmTJxEeHq7xS79Lly7YvHlzqQOcOnUKlpaWMDExwahRo9Rl0z09PeHs7IygoCDcu3cP2dnZmDt3LlJTU5GSklLk/bKyspCRkaFxSHJtcUZERCQDUbVCKkKpGxZ//PEHlixZgvbt20Ol+r8X1bBhQ1y6dKnUAfLLpkdHR+Ojjz6Cv78/zp49CyMjI2zduhUXLlyAra0tzM3NER4eDl9fXxgaGhZ5P1Y3JSIiXSdJ8hy6qNQNi9u3b8PBwaHA+czMTI2GRkm9rGx6y5YtERcXh/v37yMlJQV79uxBeno6XFxcirwfq5sSERGJU+qGRatWrbBz50711/mNiZUrV6JNmzblDlRY2XQbGxvY29sjMTERMTEx6NWrV5Hfb2Jiol6+mn+wuikREekSuWqF6KJSL+cIDg5Gt27dcPbsWeTk5OD777/HmTNncOTIEURERJTqXsWVTd+yZQvs7e1Rp04dnDp1CuPGjYOfnx+6du1a2thEREQ6Q1fnR8ih1A2Ltm3b4p9//sF3332HevXqYd++fWjRogWOHDmCJk2alOpexZVNT0lJwYQJE5CWlgYnJycMGzYMU6dOLW1kUgBna+UPZ9UzKzjEqDRhaadER9Aqv8fK7x1dITqAQujq/Ag5lHkfC33CfSz0HxsWyqD0hsWuah1ER9C67vciRUfQuorYx+JE7aKH9EujxbXtstxHTqXuscjIyCj0vEqlgomJCYyNjcsdioiISMl0dX6EHErdsKhatepLV3/UqlULAQEBmD59OgwMlN8tSEREVFqcY/Gcn376CV9++SUCAgLw6quvQpIkHDt2DKGhofjqq69w+/ZtfPfddzAxMcGUKVO0kZmIiIh0VKm7FEJDQ7FgwQJ88803eOedd9CzZ0988803+O6777B582Z8+eWXWLx4MdatW1eq+wYHB0OlUuHTTz9Vn9u2bRveeust2NnZQaVSIS4urrRxiYiIdI6Sl5uWumFx5MgReHl5FTjv5eWFI0eOAADat2+vriFSEseOHcOKFSvQtGlTjfOZmZlo165duWqQEBER6RpJpkMXlXoopFatWli9enWBX/arV69G7dq1AQDp6emoVq1aie738OFDDB48GCtXrsSsWbM0Hhs6dCgA4MqVK6WNqUHpKyYqA66YIH2QYCxfpWcifVXqd8F3332Hfv36Yffu3WjVqhVUKhWOHTuGc+fOYevWrQCe9UD079+/RPcbPXo0evTogS5duhRoWBARESmRrg5jyKHUDYuePXviwoULWLZsGS5cuABJkuDr64s//vgD9+/fBwB89NFHJbrXpk2bcOLECRw7dqy0MYiIiPQWV4W8wNnZWT0Ucv/+ffz888/o27cv4uLikJubW6J7XLt2DePGjcO+ffs0yq+XV1ZWVoFaI5IklalAGhEREZVOmTeaCAsLw5AhQ1CzZk0sWbIEvr6+iImJKfH3Hz9+HLdu3ULLli1RpUoVVKlSBREREVi8eDGqVKlS4gbKiwormy7lPSjTvYiIiLQhT6ZDF5Wqx+L69ev46aefsGbNGmRmZuK9997D06dPsXXrVjRs2LBUT/zGG2/g1CnNyWrDhw+Hp6cnvvjiCxgaGpbqfvmCgoIwYcIEjXPVqnuW6V5ERETaIEG5veglblh0794dUVFRePvtt/HDDz+gW7duMDQ0xPLly8v0xFZWVmjcuLHGOQsLC1SvXl19/u7du0hOTsbNmzcBAAkJCQAAR0dHODo6FnpfExMTmJiYaJzjMAgREemSPF1dKyqDEjcs9u3bh7Fjx+Kjjz5C/fr1tZlJbceOHRg+fLj66wEDBgAApk+fjhkzZlRIBtINXIpJ+uCcYbboCETClbhhERkZiTVr1sDb2xuenp4YOnRoiZeUllR4eLjG1wEBAQgICJD1OYiIiETLU/BQSIknb7Zp0wYrV65ESkoKPvzwQ2zatAmvvPIK8vLysH//fjx4wAmSREREJSFBJcuhi0q9KsTc3BwjRoxAVFQUTp06hYkTJ2Lu3LlwcHBAz549tZGRiIiI9ES56pp7eHhg3rx5uH79OjZu3ChXJiIiIkXjctNiGBoaws/PD35+fnLcjoiISNF0dRhDDuXqsZBTYWXTZ8yYAU9PT1hYWKBatWro0qULjh49Ki4kERERvZROlOIrqmy6u7s7lixZAldXVzx+/BgLFy5E165dcfHiRdjb2wtKSyI4W9cQHUHrWIVX/31qliE6gtatEB1AIXR1GEMOwnssni+b/mKp9UGDBqFLly5wdXVFo0aNEBISgoyMDMTHxwtKS0REVH5KnmMhvGHxfNn0l8nOzsaKFStgY2ODZs2aVVA6IiIiKg2hQyElKZv+119/YcCAAXj06BGcnJywf/9+2NnZFXk9q5sSEZGu4+RNLcgvm75hw4aXlk338fFBXFwcDh8+jG7duuG9997DrVu3irye1U2JiEjX5ankOXSRSpIkIaVQ/vjjD/Tu3Vujimlubi5UKhUMDAyQlZVVaIXT+vXrY8SIEQgKCir0voX1WFSr7skeCz3HyZukD87WayI6gtY1vKT8uj052Te0/hzbHQfJcp9eqb/Ich85CRsKKWvZdEmSCjQcnsfqpkREROIIa1gUVzY9MzMTs2fPRs+ePeHk5IT09HQsXboU169fR79+/QSlJiIiKj8FV03XjX0sCmNoaIjz588jNDQUd+7cQfXq1dGqVStERkaiUaNGouNRBatn5iA6gtZxKET/7X1Y9MRyoufp6lJROehUw+L5summpqbYtm2buDBERERUajrVsCAiIqoM8hQ8948NCyIiogqm5DkWwnfeJCIiIuXQmYZFYdVNAwICoFKpNI7WrVuLC0lERCQDJdcK0YmhkKKqmwJAt27dsHbtWvXXxsbGFRmNiIhIdrq6a6YchDcsnq9uOmvWrAKPm5iYwNHRUUAy0iVhacrf7Y+ISAmED4UUV900PDwcDg4OcHd3x/vvv//SOiFERET6IA8qWQ5dpNPVTX19fdGvXz84OzsjKSkJU6dORefOnXH8+PEC23YTERHpCyWvChHWsMivbrpv374iq5v2799f/efGjRvD29sbzs7O2LlzJ/r06VPo97BsOhER6Tolz7EQNhRy/Phx3Lp1Cy1btkSVKlVQpUoVREREYPHixahSpQpyc3MLfI+TkxOcnZ2RmJhY5H1ZNp2IiEgcvapump6ejmvXrsHJyanI+wYFBWHChAka56pV95QnNBERkQx0damoHHS2uunDhw8xY8YM9O3bF05OTrhy5QqmTJkCOzs79O7du8j7smw6ERHpOs6xEMDQ0BCnTp3CunXrcP/+fTg5OcHHxwebN2+GlZWV6HhUwTrXaCI6gtZxSS0RKYFONSyer25qZmaGvXv3igtDRESkJUqevKlTDQsiIqLKQMlzLIRvkEVERETKwR4LIiKiCqbkHgs2LIiIiCqYpOA5FjozFFJY2fQXS6bnH/PnzxcXlIiIqJxYNl3LiiqbnpKSovH17t27ERgYiL59+1ZkPNIBlWEpprN1DdERtO5qRproCFp1zjBbdASiEgsODsaUKVMwbtw4LFq0SLb7Cu+xeL5serVq1TQec3R01Di2b98OHx8fuLq6CkpLRERUfqJ7LIr6QC8H4Q2L4sqm50tLS8POnTsRGBhYQcmIiIi0Q5LpKIuXfaCXg06XTX9eaGgorKysiqxqmo/VTYmIqLIo7HdeYaUtnvf8B/pZs2bJnklYj0V+2fQNGzYUWTb9eWvWrMHgwYOLvZbVTYmISNflqeQ5CvudFxwcXOTz5n+gf9k15SWsx+L5sun5cnNzcejQISxZsgRZWVnqCqeRkZFISEjA5s2bi70vq5sSEZGuk2tFR2G/84rqrcj/QL9v374SfaAvK70om7569Wq0bNkSzZo1K/a+rG5KRESVRXHDHs8rzQf68tDZsun5MjIysGXLFixYsKCiIxIREWmFiD0oSvOBvjx0Yh+Ll9m0aRMkScLAgQPLfA/uD6D/KsPfIek/v8fCF9pp3QrRARSirCs6yqOkH+jLS6caFs+XTc/3wQcf4IMPPqj4MERERFRqOtWwICIiqgzydGTqX2Ef6MuLDQsiIqIKpqt1PuTAhgUREVEFEzHHoqLozEyjwqqbpqWlISAgADVr1oS5uTm6deuGxMREcSGJiIjopXSiYVFYMRRJkuDn54fLly9j+/btiI2NhbOzM7p06YLMzEyBaYmIiMonD5Ishy4SPhTyfDGU5/csT0xMRHR0NE6fPo1GjRoBAJYuXQoHBwds3LgRI0eOLPFzKH0pJhER6Rclz7EQ3mNRVHXT/KIqz287amhoCGNjY0RFRVVoRiIiIioZoQ2LlxVD8fT0hLOzM4KCgnDv3j1kZ2dj7ty5SE1NRUpKioC0RERE8hBZNl3bhA2FFFcMxcjICFu3bkVgYCBsbW1haGiILl26wNfX96X3Zdl0IiLSdRwK0YLni6FUqVIFVapUQUREBBYvXowqVaogNzcXLVu2RFxcHO7fv4+UlBTs2bMH6enpcHFxKfK+LJtOREQkjrCGRX4xlLi4OPXh7e2NwYMHIy4uTqMYio2NDezt7ZGYmIiYmBj06tWryPsGBQXhv//+0zhUBlYV8ZKIiIhKJE8lz6GLdLq66ZYtW2Bvb486derg1KlTGDduHPz8/NC1a9ci78uy6UREpOt0damoHIQvN32ZlJQUTJgwAWlpaXBycsKwYcMwdepU0bGItILLovVfXdv7oiNonXMuKw3Ty+lUw+LFYihjx47F2LFjxYQhIiLSEuX2V+hYw4KIiKgyUPKqEDYsiIiIKpiS51gI33mTiIiIlIM9FkRERBVMuf0VgnssZsyYAZVKpXE4OjqqH9+2bRveeust2NnZQaVSIS4uTlxYIiIimeTJdOgi4T0WjRo1wt9//63++vmNsTIzM9GuXTv069cP77//voh4RBXG2Vr5y/iUvqT2yt2qoiNo3dWMU6IjkI4T3rCoUqWKRi/F84YOHQoAuHLlSgUmIiIi0i5O3tSixMRE1KxZEy4uLhgwYAAuX74sOhIREZFWsbqplrz22mtYt24d3N3dkZaWhlmzZqFt27Y4c+YMqlevXqZ7sropERGROEJ7LHx9fdG3b180adIEXbp0wc6dOwEAoaGhZb4nq5sSEZGuU/LkTeFDIc+zsLBAkyZNkJiYWOZ7sLopERHpOkmm/3SR8Mmbz8vKysK5c+fQoUOHMt+D1U2JiIjEEdqwmDRpEt555x3UqVMHt27dwqxZs5CRkQF/f38AwN27d5GcnIybN28CABISEgAAjo6ORa4kISIi0nW6OowhB6ENi+vXr2PgwIG4c+cO7O3t0bp1a0RHR8PZ2RkAsGPHDgwfPlx9/YABAwAA06dPx4wZM0REJkGUvv8BKcN3xvdFRyA9oeTlpipJkpT76v6/KsaviI5ARJVA5xpNREfQurA05W+QlZN9Q+vP8VHd92S5z7Irv8pyHznp1ORNIiIi0m86NXmTiIioMlDyUAgbFkRERBVMyZM3dbq66YwZM+Dp6QkLCwtUq1YNXbp0wdGjRwUmJiIiopcR3mPxsuqm7u7uWLJkCVxdXfH48WMsXLgQXbt2xcWLF2Fvby8iLhERUbnp6uZWchDesHhZddNBgwZpfB0SEoLVq1cjPj4eb7zxRkXEI6owXFGg/9wMrUVH0Low0QEUgkMhWlTS6qbZ2dlYsWIFbGxs0KxZswpOSURERCUhtGGRX9107969WLlyJVJTU9G2bVukp6err/nrr79gaWkJU1NTLFy4EPv374ednZ3A1EREROXDWiFa4uvrq/5zkyZN0KZNG9SrVw+hoaGYMGECAMDHxwdxcXG4c+cOVq5ciffeew9Hjx6Fg4NDofdk2XQiItJ1HAqpIIVVN7WwsICbmxtat26N1atXo0qVKli9enWR92DZdCIiInF0qmGRX93UycmpyGskSSrQI/E8lk0nIiJdlydJshy6SGerm2ZmZmL27Nno2bMnnJyckJ6ejqVLl+L69evo169fkfdk2XQiItJ1utkkkIfOVjd98uQJzp8/j9DQUNy5cwfVq1dHq1atEBkZiUaNGomMTQI4W9cQHUHrlL4UszJokGssOgLpCW7prSWbNm0q8jFTU1Ns27atAtMQERFReQnfIIuIiKiy0dWlonJgw4KIiKiCcbkpERERUQmwx4KIiKiCKXnypk6XTQ8ICCjweOvWrQUmJiIiKj9u6a1FLyubDgDdunXD2rVr1V8bG3M5V2V0NSNNdASiYi16fFZ0BCLhhDcsXlY2HXi24dXLHiciItI3nLypRcWVTQ8PD4eDgwPc3d3x/vvv49atW4KSEhERyUOSJFkOXSS0xyK/bLq7uzvS0tIwa9YstG3bFmfOnEH16tXh6+uLfv36wdnZGUlJSZg6dSo6d+6M48ePF9i2Ox+rmxIREYmjknSoyZOZmYl69erh888/V5dNf15KSgqcnZ2xadMm9OnTp9B7zJgxAzNnztQ4pzKwhIGhtVYyExHlqwxbz1eG+U452Te0/hy96rwty322J/8ly33kJHwo5HmFlU1/npOTE5ydnYt8HGB1UyIi0n15Mh26SPjkzefll03v0KFDoY+np6fj2rVrLy2rzuqmRESk63R1qagchPZYTJo0CREREUhKSsLRo0fx7rvvqsumP3z4EJMmTcKRI0dw5coVhIeH45133oGdnR169+4tMjYREREVQWfLpj9+/BinTp3CunXrcP/+fTg5OcHHxwebN2+GlRWHNkh5OD6v/+qZOYiOoHVK/zusKEreeVNny6abmZlh7969FZiGiIioYohYNxEcHIxt27bh/PnzMDMzQ9u2bfHtt9/Cw8ND1ufRqcmbREREpB0REREYPXo0oqOjsX//fuTk5KBr167IzMyU9Xl0avImERFRZSBiRceePXs0vl67di0cHBxw/PhxdOzYUbbnYcOCiIiogsm1KqSwTSELWx1ZmP/++w8AYGtrK0uWfDpd3fTFx/KP+fPnC0xNRESkG4KDg2FjY6NxBAcHF/t9kiRhwoQJaN++PRo3bixrJuE9Fi+rbpqSkqJx7e7duxEYGIi+fftWWD4iIiK5ybUqJCgoqMBO1SXprfjkk08QHx+PqKgoWXI8T3jD4mXVTV88v337dvj4+MDV1bUiohFVKC7jI6o85FoVUtJhj+eNGTMGO3bswKFDh1CrVi1ZcjxP+KqQ4qqb5ktLS8POnTsRGBhYwQmJiIj0nyRJ+OSTT7Bt2zaEhYXBxcVFK8+j09VNnxcaGgorK6sii4/lY3VTIiLSdSI2yBo9ejR++eUXbN++HVZWVkhNTQUA2NjYwMzMTLbn0Zvqpp6ennjzzTfxww8/vPQerG5KRKJ0rtFEdAStC0s7JTqC1lVEddNOtbrIcp/w638Xf9H/V9QH7LVr1yIgIECWPIAOzLF4XlHVTSMjI5GQkIDNmzcXe4/CJrJUq+4pa04iIqLyyBPwmb6i+hF0qmFRVHXT1atXo2XLlmjWrFmx92B1UyIiInF0trppvoyMDGzZsgUjR44UmJSIiEg+kkyHLtLZ6qb5Nm3aBEmSMHDgQIFJiYiI5KPk6qY6NXlTW6oYvyI6AhFVApy8qQwVMXmz3SudZbnPPzfCZLmPnHRqjgUREVFloOQeCzYsiIiIKpiSBwuE77xJREREysEeCyIiogqm5KEQnS6bnpaWhoCAANSsWRPm5ubo1q1bgc2ziIiI9I0k03+6SHiPRVFl0yVJgp+fH4yMjLB9+3ZYW1sjJCQEXbp0wdmzZ2FhYSEqMhFRoS49viU6ApFwwhsWRZVNT0xMRHR0NE6fPo1GjRoBAJYuXQoHBwds3LiRG2YREZHe4uRNLSqqbHp+hVJTU1P1tYaGhjA2NkZUVJSQrERERHLIgyTLoYuENizyy6bv3bsXK1euRGpqKtq2bYv09HR4enrC2dkZQUFBuHfvHrKzszF37lykpqYiJSWlyHtmZWUhIyND41Byy5CIiPSPJEmyHLpIaMPC19cXffv2RZMmTdClSxfs3LkTABAaGgojIyNs3boVFy5cgK2tLczNzREeHg5fX1/1PIzCBAcHw8bGRuOQ8h5U1EsiIiKq1IQPhTzvxbLpLVu2RFxcHO7fv4+UlBTs2bMH6enpcHFxKfIeQUFB+O+//zQOlYFVRb0EIiKiYnEopILkl013cnLSOG9jYwN7e3skJiYiJiYGvXr1KvIeJiYmsLa21jhYNp2IiHQJl5tqyaRJk/DOO++gTp06uHXrFmbNmqVRNn3Lli2wt7dHnTp1cOrUKYwbNw5+fn7o2rWryNhERERUBJ0um56SkoIJEyYgLS0NTk5OGDZsGKZOnSoyMhERUbnl6ejESzmwbDoRkUycrWuIjqB1VzPSREfQuooom96oxmuy3OdM2lFZ7iMnnZpjQURERPpN+M6bRERElY2Sh0LYsCAiIqpgurqiQw7Ch0Ju3LiBIUOGoHr16jA3N0fz5s1x/Phx9eMvVj/NP+bPny8wNRERERVGaI/FvXv30K5dO/j4+GD37t1wcHDApUuXULVqVfU1L27fvXv3bgQGBqJv374VnJaIiEgeSh4KEboqZPLkyfjnn38QGRlZ4u/x8/PDgwcPcODAgRJ/D1eF6D/OtieiilIRq0Lq27eU5T6Jt48Xf1EFEzoUsmPHDnh7e6Nfv35wcHCAl5cXVq5cWeT1aWlp2LlzJwIDAyswJRERkbzyJEmWQxcJbVhcvnwZy5YtQ/369bF3716MGjUKY8eOxbp16wq9PjQ0FFZWVujTp0+R92R1UyIiInGEzrHIy8uDt7c35syZAwDw8vLCmTNnsGzZMgwbNqzA9WvWrMHgwYNhampa5D2Dg4Mxc+ZMjXMqA0uoDK3lDU9ERFRGXBWiJU5OTmjYsKHGuQYNGiA5ObnAtZGRkUhISMDIkSNfek9WNyUiIl0nSXmyHLpIaI9Fu3btkJCQoHHuwoUL6lohz1u9ejVatmyJZs2avfSeJiYmMDEx0TjH6qZEREQVQ2iPxfjx4xEdHY05c+bg4sWL+OWXX7BixQqMHj1a47qMjAxs2bKl2N4KIiIifZAHSZZDFwltWLRq1Qq///47Nm7ciMaNG+Obb77BokWLMHjwYI3rNm3aBEmSMHDgQEFJiYiI5CNJkiyHLmJ1U9IL3MeCiCpKRexjUce2iSz3Sb57Spb7yIm1QoiIiCqYrg5jyIENCyIiogqm5MEC4UXIiIiISDnYY0FERFTBdHU7bjkI77Eormx6WloaAgICULNmTZibm6Nbt25ITEwUmJiIiKh8JJn+00U6XTZdkiT4+fnByMgI27dvh7W1NUJCQtClSxecPXsWFhYWIuNTBeKKCdIHXL1EJaXkORY6XTb9woUL8PDwwOnTp9GoUSMAQG5uLhwcHPDtt9+WeMMsLjcloorAhoUyVMRy0xo2nrLcJ+2/87LcR046XTY9KysLADSKjhkaGsLY2BhRUVEVnpeIiEgO3HlTS4orm+7p6QlnZ2cEBQXh3r17yM7Oxty5c5GamoqUlJRC78my6UREpOuUvPOm0IZFXl4eWrRogTlz5sDLywsffvgh3n//fSxbtgwAYGRkhK1bt+LChQuwtbWFubk5wsPD4evrC0NDw0LvGRwcDBsbG41DyntQkS+LiIio0tL5suktW7ZEXFwc7t+/j5SUFOzZswfp6elwcXEp9J4sm05ERLouT5JkOXSR3pRNt7GxAQAkJiYiJiYG33zzTaH3ZNl0IiLSdbo6jCEHoQ2L8ePHo23btpgzZw7ee+89/Pvvv1ixYgVWrFihvmbLli2wt7dHnTp1cOrUKYwbNw5+fn7o2rWrwORERERUGKENi/yy6UFBQfj666/h4uJSoGx6SkoKJkyYgLS0NDg5OWHYsGGYOnWqwNQkApfxkT7g3yGVlK6u6JADy6aTXmDDgogqSkXsY2Ft4SrLfTIyL8tyHzkJ39KbiIiIlINFyIiIiCqYrq7okAMbFkRERBVMVwuIyUHoUEjdunWhUqkKHKNHjwaAQh9TqVSYP3++yNhERETlwn0stOTYsWPIzc1Vf3369Gm8+eab6NevHwAU2LZ79+7dCAwMRN++fSs0JxEREZWMTq0K+fTTT/HXX38hMTGx0E2t/Pz88ODBAxw4cKBU9+WqECKqCFy9pAwVsSrE1LSOLPd58iS5+IsqmM6sCsnOzsaGDRswYsSIQhsVaWlp2LlzJwIDAwWkIyIiko8k03+6SGcmb/7xxx+4f/8+AgICCn08NDQUVlZW6NOnz0vvk5WVpS63nk+SJG7rTUREVAF0psdi9erV8PX1Rc2aNQt9fM2aNRg8eDBMTU1feh9WNyUiIl0nsmz60qVL4eLiAlNTU7Rs2RKRkZGyvjadaFhcvXoVf//9N0aOHFno45GRkUhISCjy8eexuikREek6UQ2LzZs349NPP8WXX36J2NhYdOjQAb6+vhpVxctLJyZvzpgxAz/++COuXbuGKlUKjs4EBATg9OnTiImJKdP9OXmTiCoCJ28qQ0VM3jSS6ffS01Jmfe2119CiRQssW7ZMfa5Bgwbw8/NDcHCwLJmE91jk5eVh7dq18Pf3L7RRkZGRgS1btpSot4KIiEgfSDIdWVlZyMjI0DhenGeYLzs7G8ePHy9QHbxr1644fPiwjC9OsL1790oApISEhEIf//HHHyUzMzPp/v37FZysbJ48eSJNnz5devLkiegoWsPXqP+U/vokia9RCZT++uQwffr0Au2N6dOnF3rtjRs3JADSP//8o3F+9uzZkru7u2yZdGIoREkyMjJgY2OD//77D9bW1qLjaAVfo/5T+usD+BqVQOmvTw6FrYQ0MTGBiYlJgWtv3ryJV155BYcPH0abNm3U52fPno3169fj/PnzsmTSmeWmREREVDpFNSIKY2dnB0NDQ6Smpmqcv3XrFmrUkG9+kPA5FkRERKR9xsbGaNmyJfbv369xfv/+/Wjbtq1sz8MeCyIiokpiwoQJGDp0KLy9vdGmTRusWLECycnJGDVqlGzPwYaFzExMTDB9+vQSd03pI75G/af01wfwNSqB0l+fCP3790d6ejq+/vprpKSkoHHjxti1axecnZ1lew5O3iQiIiLZcI4FERERyYYNCyIiIpINGxZEREQkGzYsiIiISDZsWFCpPHnyRHQEIgLfi6S72LCQQWZmJnbt2oXly5dj8eLFGocS5OXl4ZtvvsErr7wCS0tLXL58GQAwdepUrF69WnA6KomcnByEhoYW2HFPadavX4927dqhZs2auHr1KgBg0aJF2L59u+Bk8qgM78XIyEgMGTIEbdq0wY0bzyp3rl+/HlFRUYKTUYnJVnWkkjpx4oTk6OgoWVtbS4aGhpK9vb2kUqkkCwsLycXFRXQ8WcycOVNydXWVNmzYIJmZmUmXLl2SJEmSNm/eLLVu3VpwOvn8+++/0meffSb1799f6t27t8ahBGZmZtKVK1dEx9CapUuXSnZ2dtKsWbM0fk7Xrl0rderUSXA6eSj9vfjbb79JZmZm0siRIyUTExP16/vf//4n+fr6Ck5HJcWGRTm9/vrr0vvvvy/l5ORIlpaW0qVLl6Tk5GSpY8eO0tatW0XHk0W9evWkv//+W5IkSf0aJUmSzp07J1WtWlVkNNls3LhRMjIyknr06CEZGxtLb7/9tuTh4SHZ2NhIAQEBouPJolOnTtIff/whOobWNGjQQPr9998lSdL8OT116pRUvXp1gcnko/T3YvPmzaXQ0FBJkjRfX2xsrFSjRg2R0agUuPNmOcXFxeHHH3+EoaEhDA0NkZWVBVdXV8ybNw/+/v7o06eP6IjlduPGDbi5uRU4n5eXh6dPnwpIJL85c+Zg4cKFGD16NKysrPD999/DxcUFH374IZycnETHk8XHH3+MCRMm4Nq1a2jZsiUsLCw0Hm/atKmgZPJISkqCl5dXgfMmJibIzMwUkEh+Sn8vJiQkoGPHjgXOW1tb4/79+xUfiMqEDYtyMjIygkqlAgDUqFEDycnJaNCgAWxsbJCcnCw4nTwaNWqEyMjIAlu+btmypdB/yPXRpUuX0KNHDwD/94tIpVJh/Pjx6Ny5M2bOnCk4Yfn1798fADB27Fj1OZVKBUmSoFKpkJubKyqaLFxcXBAXF1fg53T37t1o2LChoFTyUvp70cnJCRcvXkTdunU1zkdFRcHV1VVMKCo1NizKycvLCzExMXB3d4ePjw+mTZuGO3fuYP369WjSpInoeLKYPn06hg4dihs3biAvLw/btm1DQkIC1q1bh7/++kt0PFnY2triwYMHAIBXXnkFp0+fRpMmTXD//n08evRIcDp5JCUliY6gVZ999hlGjx6NJ0+eQJIk/Pvvv9i4cSOCg4OxatUq0fFkofT34ocffohx48ZhzZo1UKlUuHnzJo4cOYJJkyZh2rRpouNRSYkei9F3x44dk8LCwiRJkqRbt25Jvr6+kpWVleTl5SXFxcUJTiefPXv2SB07dpQsLCwkMzMzqV27dtLevXtFx5LNwIEDpQULFkiSJEmzZs2S7O3tpZEjR0rOzs6KmbxZGaxYsUKqU6eOpFKpJJVKJdWqVUtatWqV6FiyUvp7ccqUKZKZmZn679DU1FT66quvRMeiUmARsnKQJAnJyclwcHCAmZmZ6DhUDnfv3sWTJ09Qs2ZN5OXl4bvvvkNUVBTc3NwwdepUVKtWTXREWaxfvx7Lly9HUlISjhw5AmdnZyxatAguLi7o1auX6HiyuXPnDvLy8uDg4CA6CpXBo0ePcPbsWeTl5aFhw4awtLQUHYlKgQ2LcsjLy4OpqSnOnDmD+vXri46jddnZ2bh16xby8vI0ztepU0dQInnk5OTg559/xltvvQVHR0fRcbRm2bJlmDZtGj799FPMnj0bp0+fhqurK3766SeEhobi4MGDoiNSCSn1vUjKwIZFOTVq1AirV69G69atRUfRmsTERIwYMQKHDx/WOC8pZNIfAJibm+PcuXMFJsUpScOGDTFnzhz4+fnBysoKJ0+ehKurK06fPo1OnTrhzp07oiOWS1paGiZNmoQDBw7g1q1bePGfNiX8nCr9vZiZmYm5c+eq/w5fbDjlbwhGuo2TN8tp3rx5+Oyzz7Bs2TI0btxYdBytCAgIQJUqVfDXX3/ByclJvQpGSV577TXExsYqumGh9OWYAQEBSE5OxtSpUxX7c6r09+LIkSMRERGBoUOHKvL1VRZsWJTTkCFD8OjRIzRr1gzGxsYF5lrcvXtXUDL5xMXF4fjx4/D09BQdRWs+/vhjTJw4EdevX1fkHg+A8pdjRkVFITIyEs2bNxcdRWuU/l7cvXs3du7ciXbt2omOQuXAhkU5LVq0SHQErWvYsKHed5MXR+l7PADKX45Zu3btAsMfSqP092K1atVga2srOgaVE+dYULHCwsLw1VdfYc6cOWjSpAmMjIw0Hre2thaUTD75BauKopQhkpUrV2LWrFm4du0agGd7dsyYMQOBgYGCk5Xfvn37sGDBAvz4448FNlhSCqW/Fzds2IDt27cjNDQU5ubmouNQGbFhUU7F7a6phFnaBgbPiuC+ON6ppE/zlY0Sl2NWq1YNjx49Qk5ODszNzQv80lXCsKTS34teXl64dOkSJElC3bp1C/wdnjhxQlAyKg0OhZRT3bp1XzrBSN/f6AAqxTLEdevWvfTxYcOGVVCSimFnZyc6guwqw7Ck0t+Lfn5+oiOQDNhjUU4nT57U+Prp06eIjY1FSEgIZs+erYgiZJXBixtgPX36FI8ePYKxsTHMzc0V8Wm3MizHJCLx2GNRTs2aNStwztvbGzVr1sT8+fP1tmERHx+Pxo0bw8DAAPHx8S+9VgkrJu7du1fgXGJiIj766CN89tlnAhLJT4nLMTMyMtTzCjIyMl56rb7OP6hs70XSf+yx0JLExEQ0b95cb/cHMDAwQGpqKhwcHGBgYKBeIfEiJYzrvkxMTAyGDBmC8+fPi45SblZWVopbjmloaIiUlBSNn9MX6fv8A6W/F21tbXHhwgXY2dmhWrVqL23wKqHnsDJgj0U5vfgpSZIkpKSkYMaMGXq9zXdSUhLs7e3Vf66sDA0NcfPmTdExZKHE5ZhhYWHq5YlKnX+g9PfiwoULYWVlBaByzJOpDNhjUU6FfUqSJAm1a9fGpk2b0KZNG0HJqDR27Nih8XV+A3HJkiWoXbs2du/eLSiZfCrDckwiEo8Ni3KKiIjQ+NrAwAD29vZwc3NDlSrK6hA6e/YskpOTkZ2drXG+Z8+eghLJJ38ZXz6VSgV7e3t07twZCxYsgJOTk6Bk5fNi13JmZqail2MCzypjFvZzqqT5B0p+L+Z7/Pgxnj59qnFOX+fJVDbK+s0nwOuvvy46gtZdvnwZvXv3xqlTpzTGd/N/YenjuO6LXix2pBSVqWv59u3bGD58eJG9S0r4OVX6ezEzMxNffPEFfv31V6Snpxd4XN9fX2XBhoVMlPwJYty4cXBxccHff/8NV1dX/Pvvv0hPT8fEiRPx3XffiY5HL+Hv7y86QoX59NNPce/ePURHR8PHxwe///470tLSMGvWLCxYsEB0PFko/b34+eef4+DBg1i6dCmGDRuG//3vf7hx4wZ+/PFHzJ07V3Q8KiEOhZST0j9BAM82UwoLC0PTpk1hY2ODf//9Fx4eHggLC8PEiRMRGxsrOqIsrl+/jh07dhTaQAwJCRGUSj7Pr6B4Xnp6OhwcHPT+Z9XJyQnbt2/Hq6++Cmtra8TExMDd3R07duzAvHnzEBUVJTpiuSn9vVinTh2sW7cOnTp1grW1NU6cOAE3NzesX78eGzduxK5du0RHpBIwKP4Sepn8TxBpaWkwNzfHmTNncOjQIXh7eyM8PFx0PFnk5ubC0tISwLN/2PJXSTg7OyMhIUFkNNkcOHAAHh4eWLp0KRYsWICDBw9i7dq1WLNmDeLi4kTHk0VRnyGysrJgbGxcwWnkl5mZqW402dra4vbt2wCAJk2aKGYraKW/F+/evQsXFxcAz+ZT5M/7ad++PQ4dOiQyGpUCh0LK6ciRIwgLC4O9vT0MDAxgYGCA9u3bIzg4GGPHjtX7TxAA0LhxY8THx8PV1RWvvfYa5s2bB2NjY6xYsQKurq6i48kiKCgIEydOxNdffw0rKyts3boVDg4OGDx4MLp16yY6XrksXrwYwLNetFWrVql/MQHPflEdOnRIEWW4PTw8kJCQgLp166J58+bq1S/Lly/X28m3L1L6e9HV1RVXrlyBs7MzGjZsiF9//RWvvvoq/vzzT1StWlV0PCopicqlatWq0qVLlyRJkiRXV1cpLCxMkiRJunjxomRmZiYymmz27Nkjbd26VZIkSbp06ZLUoEEDSaVSSXZ2dtKBAwcEp5OHpaWldPHiRUmSnv2dnj59WpIkSYqLi5OcnZ0FJiu/unXrSnXr1pVUKpVUu3Zt9dd169aV3N3dpa5du0rR0dGiY5bbhg0bpLVr10qSJEknTpyQ7O3tJQMDA8nU1FTatGmT2HAyUfp7MSQkRPr+++8lSZKksLAwyczMTDI2NpYMDAykRYsWCU5HJcU5FuXUoUMHTJw4EX5+fhg0aBDu3buHr776CitWrMDx48dx+vRp0RG14u7du8XukqdPHB0dERYWhoYNG6JRo0YIDg5Gz549cfLkSbRr1w4PHz4UHbHcfHx8sG3bNuTk5MDAwADVq1cXHUmrHj16hPPnz6NOnTqKLLqWT2nvxeclJycjJiYG9erVK7R8AukmzrEop6+++kq9VHHWrFm4evUqOnTogF27dqm7oPVZTk4OqlSpUqCBZGtrq6h/yFq3bo1//vkHANCjRw9MnDgRs2fPxogRI9C6dWvB6crv/v37aNCgAerXrw9HR0c4ODjAzs4On3zyCe7fvy86Xrk9ffoUrq6uOHv2rPqcubk5WrRooZhGhdLfi0+fPoWPjw8uXLigPlenTh306dOHjQo9wzkW5fTWW2+p/5z/D5uSPkFUqVIFzs7Oer9ioDghISHqXokZM2bg4cOH2Lx5M9zc3LBw4ULB6crn7t27aNOmDW7cuIHBgwejQYMGkCQJ586dw08//YQDBw7g8OHDBSq86hMjIyNkZWUp4j1XFKW/F42MjHD69GlF/x1WFhwKoWKtXbsWW7ZswYYNG9R1GUh/fPrppzhw4AD+/vtv1KhRQ+Ox1NRUdO3aFW+88YbeN6Dmzp2L8+fPY9WqVYrb9Taf0t+LEydOhJGREfes0HNsWFCxvLy8cPHiRTx9+hTOzs6wsLDQeFwpS/mUqm7duvjxxx81eteet2fPHowaNQpXrlyp2GAy6927Nw4cOABLS0s0adKkwM/ptm3bBCWTj9Lfi2PGjMG6devg5uYGb2/vAq9PCfvJVAbKbNaTrPz8/ERHoHJISUlBo0aNiny8cePGSE1NrcBE2lG1alX07dtXdAytUvp78fTp02jRogUAaMy1AMAhEj3CHgsihXvllVewefNmtG/fvtDHIyMjMWDAANy4caOCkxGREnFVCJHCdevWDV9++WWBbcqBZ7tuTp06Ve83ASMi3cEeCxmsX78ey5cvR1JSEo4cOQJnZ2csWrQILi4u6NWrl+h45VbUCheVSgVTU1O4ubkhICAAw4cPF5BOHl9//TUmTZoEc3NzjfOPHz/G/PnzMW3aNEHJyu/69evw9vaGiYkJRo8erd5l8+zZs1i6dCmysrIQExOD2rVrC05aPl5eXiX6OfXx8RGQTh5Kfy/27t272Nc3aNAgeHh4CEhHJcUei3JatmwZJkyYgO7du+P+/fvqpWBVq1ZVTMnqadOmwcDAAD169MDMmTMxY8YM9OjRAwYGBhg9ejTc3d3x0UcfYeXKlaKjltnMmTML3QTr0aNHmDlzpoBE8qlVqxaOHDmChg0bIigoCH5+fvDz88OXX36Jhg0b4p9//tH7RgXwrGfm8uXLsLCwgI+PDzp16gRLS0tcunQJrVq1QkpKCrp06YLt27eLjlpmSn8v2tjYICwsDCdOnFA3MGJjYxEWFoacnBxs3rwZzZo1U+85QzpK0I6fitGgQQPp999/lyTp2bbQ+dt7nzp1SqpevbrAZPLp06ePtGzZsgLnly9fLvXp00eSJElavHix1Lhx44qOJhuVSiXdunWrwPkDBw5IdnZ2AhJpx927d6WjR49KR48eldLT00XHkdXIkSOlr7/+usD5b775Rho5cqQkSZI0bdo0qWXLlhUdTTZKfy9+8cUX0kcffSTl5uaqz+Xm5kqffPKJFBQUJOXl5UkffPCB1K5dO4EpqThsWJSTqampdOXKFUmSNBsWFy5ckExNTUVGk42FhYWUmJhY4HxiYqJkYWEhSdKz2ijm5uYVHa3cqlatKlWrVk0yMDBQ/zn/sLa2lgwMDKSPP/5YdEwqAWtr6yJ/Tq2trSVJkqRz585JlpaWFR1NNkp+L0qSJNnZ2UkJCQkFzickJKg/qMXHx0s2NjYVnIxKg8tNy8nFxQVxcXFwdnbWOL979240bNhQUCp52dra4s8//8T48eM1zv/555/qTXoyMzNhZWUlIl65LFq0CJIkYcSIEZg5cyZsbGzUjxkbG6Nu3bpo06aNwIRUUqampjh8+DDc3Nw0zh8+fBimpqYAgLy8PJiYmIiIJwslvxeBZ9uWnz9/Hu7u7hrnz58/rx5mNjU15dJTHceGRTl99tlnGD16NJ48eQJJkvDvv/9i48aNCA4OxqpVq0THk8XUqVPx0Ucf4eDBg3j11VehUqnw77//YteuXVi+fDkAYP/+/Xj99dcFJy09f39/AM8aiG3btoWRkZHgRFRWY8aMwahRo3D8+HG0atVK/XO6atUqTJkyBQCwd+9eeHl5CU5adkp+LwLA0KFDERgYiClTpmj8Hc6ZMwfDhg0DAERERLx0XxYSj6tCZLBy5UrMmjUL165dA/Bs34AZM2YgMDBQcDL5/PPPP1iyZAkSEhIgSRI8PT0xZswYtG3bVnQ0WSQnJ7/08Tp16lRQEiqPn3/+Wf1zCgAeHh4YM2YMBg0aBODZKp/8FQb6SsnvxdzcXMydOxdLlixBWloaAKBGjRoYM2YMvvjiCxgaGiI5ORkGBgaoVauW4LRUFDYsZHTnzh3k5eXBwcFBdBQqJQMDg5d2ryq18BORrsrIyAAAWFtbC05CpcWhEJncunULCQkJUKlUUKlUsLe3Fx2pXDIyMtRv6Pw3eFGU8MaPjY3V+Prp06eIjY1FSEgIZs+eLSgVUeV7L+ZT0mupbNhjUU4ZGRkYPXo0Nm7ciLy8PACAoaEh+vfvj//9738akwH1iaGhIVJSUuDg4FDkp3lJkqBSqRT9aX7nzp2YP38+wsPDRUehQtja2uLChQuws7MrcvOofHfv3q3AZPJR+nuxRYsWOHDgAKpVq1bkJmf59L3IWmXBHotyGjlyJOLi4rBz5060adMGKpUKhw8fxrhx4/D+++/j119/FR2xTMLCwtSzzA8ePCg4jTju7u44duyY6BhUhIULF6pXQChlQ7oXKf292KtXL/VKHaUXWass2GNRThYWFti7d2+BAk+RkZHo1q0bMjMzBSWj0nixi1mSJKSkpGDGjBk4f/484uLixAQjItIz7LEop+rVqxc63GFjY4Nq1aoJSKQdT548QXx8PG7duqUe8snXs2dPQankU7Vq1QJdsJIkoXbt2ti0aZOgVFQWt27dKvTntGnTpoISyUvp78V8Dx8+LPD6OO9CP7DHopxWrFiBLVu2YN26dXBycgIApKamwt/fH3369MGHH34oOGH57dmzB8OGDcOdO3cKPKav47ovioiI0PjawMAA9vb2cHNzQ5UqbH/rg+PHj8Pf3x/nzp3Di/+sKeXnVOnvxaSkJHzyyScIDw/HkydP1Of1eQ5JZcSGRTl5eXnh4sWLyMrKUu91kJycDBMTE9SvX1/jWn2deOTm5oa33noL06ZNQ40aNUTHISpU06ZN4ebmhi+++AI1atQo0AP14u64+kjp78X8vTjGjRtX6N+hvm78VdmwYVFOpal8OX36dC0m0R5ra2vExsaiXr16oqNo1aVLl7Bo0SKcO3cOKpUKDRo0wLhx4xT/upXCysoKsbGxBbb0VhKlvxctLS1x/PhxlkXXc+zjLSd9bSyUxrvvvovw8HDF/mMGPNvquWfPnmjevDnatWsHSZJw+PBhNGrUCH/++SfefPNN0RGpGG+88QZOnjyp6IaF0t+LrVq1wrVr19iw0HPssSingIAAjBgxAh07dhQdRWsePXqEfv36wd7eHk2aNClQT2Ps2LGCksnHy8sLb731FubOnatxfvLkydi3b5/eDmNVJnfu3IG/vz9effVVNG7cuMDPqRImNir9vXjp0iWMGjUKQ4YMKfTvUCkTcJWODYty6tu3L3bu3InatWtj+PDh8Pf3xyuvvCI6lqxWrVqFUaNGwczMDNWrV9cY91SpVLh8+bLAdPIwNTXFqVOnCsyLuXDhApo2baoxkYx0044dOzB06FA8ePCgwGNKmfin9PdidHQ0Bg0ahCtXrqjPqVQqTt7UM2xYyCA9PR0bNmzATz/9hNOnT6NLly4IDAxEr169FFEt09HREWPHjsXkyZNhYGAgOo5W1K5dGyEhIejXr5/G+V9//RWTJk0qtkgZiVe3bl28/fbbmDp1qiInNgLKfy82bNgQDRo0wOeff67YCbiVARsWMouNjcWaNWuwatUqWFpaYsiQIfj4448LfBLWJ7a2tjh27Jhix3UB4Ouvv8bChQsxefJktG3bFiqVClFRUfj2228xceJEfPXVV6IjUjGsrKwQFxen6J9Tpb8XLSwsFD9PpjJQXpNXoJSUFOzbtw/79u2DoaEhunfvjjNnzqBhw4ZYuHCh6Hhl5u/vj82bN4uOoVVTp07FtGnT8MMPP+D1119Hx44dsWTJEsyYMQNffvml6HhUAn369FHkltfPU/p7sXPnzjh58qToGFRO7LEop6dPn2LHjh1Yu3Yt9u3bh6ZNm2LkyJEYPHiwuobBpk2b8NFHH+HevXuC05bN2LFjsW7dOjRr1gxNmzYtMLwTEhIiKJl25I/R5//9kX6YPXs2Fi1ahB49eihyYiOg/PfiihUrMGvWLIwYMaLQv0MlTMCtDNiwKCc7Ozvk5eVh4MCBeP/999G8efMC19y7dw8tWrRAUlJSxQeUgY+PT5GPqVQqhIWFVWAaosK5uLgU+ZgSJjYCyn8vvmzeCCdv6g82LMpp/fr16NevH0xNTUVHoXJIS0vDpEmTcODAAdy6davAltD8B42IqGS4QVY5HTx4EH5+fgUaFpmZmRgzZgzWrFkjKBmVRkBAAJKTkzF16lQ4OTkVmI1OREQlwx6LcjI0NERKSgocHBw0zt+5cweOjo7IyckRlIxKw8rKCpGRkYUOZRERUcmxx6KMMjIyIEkSJEnCgwcPNHoscnNzsWvXrgKNDdJdtWvXLjD8QUREpceGRRlVrVoVKpUKKpUK7u7uBR5XqVSlKlBGYi1atAiTJ0/Gjz/+iLp164qOQ0SktzgUUkYRERGQJAmdO3fG1q1bYWtrq37M2NgYzs7OqFmzpsCEVJxq1appzKXIzMxETk4OzM3NCyxzu3v3bkXHIyLSS+yxKKPXX38dAJCUlIQ6deooerJfcHAwatSogREjRmicX7NmDW7fvo0vvvhCULLyWbRokegIJKO1a9fC0tKywLbsW7ZswaNHj+Dv7y8ombwuXLiA8PBw3Lp1C3l5eRqPTZs2TVAqeRQ1Zy09PR0ODg5cnaUn2GMhoyZNmmDXrl2oXbu26Ciyqlu3Ln755Re0bdtW4/zRo0cxYMAAvd2fg5TFw8MDy5cvL7DXQ0REBD744AMkJCQISiaflStX4qOPPoKdnR0cHR0LFCHT9yq8BgYGSE1NLdCwuHnzJurVq4fHjx8LSkalwR4LGV25cgVPnz4VHUN2qampcHJyKnDe3t4eKSkpAhLJj5+U9N/Vq1cL3STL2dlZMUXkZs2ahdmzZ+ttL2FRFi9eDOBZ4yi/zlK+3NxcHDp0CJ6enqLiUSmxYUHFql27Nv75558C/2j/888/iplHUlTHXVZWFoyNjSs4DZWFg4MD4uPjC0y+PXnyJKpXry4mlMzu3btXYKhHCfJrKUmShOXLl8PQ0FD9mLGxMerWrYvly5eLikelxIZFOeTk5GD27NkYMWIEateujQ4dOsDMzEx0LNmNHDkSn376KZ4+fYrOnTsDAA4cOIDPP/8cEydOFJyufPhJSTkGDBiAsWPHwsrKCh07dgTwbBhk3LhxGDBggOB08ujXrx/27duHUaNGiY4iq/zhVB8fH2zbtg3VqlUTnIjKg3MsysnS0hKnT59W9BJFSZIwefJkLF68GNnZ2QAAU1NTfPHFF3o/WSy/F+bq1auoVatWoZ+Uvv76a7z22muiIlIJZWdnY+jQodiyZQuqVHn2mSkvLw/Dhg3D8uXL9bbnKb/xCzxbuRQSEqLoQmuk/9iwKCc/Pz/4+fkhICBAdBSte/jwIc6dOwczMzPUr18fJiYmoiPJhp+UlOPChQs4efIkzMzM0KRJEzg7O4uOVC4vK672PCUUWntx5dmLWCJBP7BhUU4//vgjZsyYgcGDB6Nly5awsLDQeJxlfomISqZ3794aXz99+hSnT5/G/fv30blzZ2zbtk1QMioNNizKSallfvv06YOffvoJ1tbW6NOnz0uv1dc3+4QJE/DNN9/AwsICEyZMeOm1ISEhFZSKSqOy/R1+/fXXmDRpEszNzTXOP378GPPnz9f7ocnC5OXl4eOPP4arqys+//xz0XGoBDh5s5xe3KBGKWxsbNRr5G1sbASn0Y7Y2Fj18uDY2Ngir1Py5mf6rrL9Hc6cOROjRo0q0LB49OgRZs6cqciGhYGBAcaPH49OnTqxYaEn2GNBRKQnDAwMkJaWBnt7e43zYWFh6N+/P27fvi0omXbt2rUL/v7+in19SsMeCxlkZmYiIiICycnJ6lUT+ThLWz/s378f7du3V+RyYdJ/+XVt8osePt8Dk5ubi4cPHypiCeqLw1mSJCElJQU7d+5UzJbslQF7LMopNjYW3bt3x6NHj5CZmQlbW1vcuXMH5ubmcHBw0PtZ2gDg5eVVaFeySqWCqakp3NzcEBAQUGArZX1ibW2NrKwstGzZEq+//jo6deqEdu3aaexrQbqtd+/exf6cDho0CB4eHgLSlU9oaCgkScKIESOwaNEijeHJ/GXRbdq0EZhQHi/+G2JgYAB7e3t07twZI0aMUC8jJt3GhkU5derUCe7u7li2bBmqVq2KkydPwsjICEOGDMG4ceOKnfioD4KCgrBs2TI0adIEr776KiRJQkxMDOLj4xEQEICzZ8/iwIED2LZtG3r16iU6bpnk5ubi33//RUREBMLDw3H48GE8efIELVq0QKdOnTB37lzREakYAQEB+OOPP1C1alW0bNkSkiQhNjYW9+/fR9euXXHy5ElcuXIFBw4cQLt27UTHLZOIiAi0bdu2wP4VRLqEDYtyqlq1Ko4ePQoPDw9UrVoVR44cQYMGDXD06FH4+/vj/PnzoiOW2/vvv486depg6tSpGudnzZqFq1evYuXKlZg+fTp27tyJmJgYQSnldfr0aXz33Xf4+eefkZeXp7ereyqTyZMnIyMjA0uWLFGv1srLy8O4ceNgZWWF2bNnY9SoUThz5gyioqIEpy25jIwMWFtbq//8MvnX6bvbt28jISFBPfTz4pwS0nESlYudnZ2UkJAgSZIkubu7S3v27JEkSZLOnTsnmZmZiYwmG2traykxMbHA+cTERMna2lqSpGev19LSsqKjyebs2bPSsmXLpP79+0uOjo6Svb291Lt3b+n777+X4uLiRMejEnj+vfi8hIQEqXr16pIkSVJ8fLxkY2NTwcnKx8DAQEpLS5MkSZJUKpVkYGBQ4Mg/r+8ePnwoDR8+XDI0NJRUKpWkUqmkKlWqSCNGjJAyMzNFx6MS4oBVOXl5eSEmJgbu7u7w8fHBtGnTcOfOHaxfvx5NmjQRHU8WpqamOHz4MNzc3DTOHz58GKampgCefTLU5504GzVqBHt7e3z66aeYOnUqGjVqJDoSlVJOTg7Onz8Pd3d3jfPnz59X9ziZmprq3dLTsLAw2Nraqv+sb/lLY8KECYiIiMCff/6pHq6KiorC2LFjMXHiRCxbtkxwQioR0S0bfXfs2DEpLCxMkiRJunXrluTr6ytZWVlJXl5eivmk+80330hmZmbS2LFjpfXr10sbNmyQxo4dK5mbm0uzZs2SJEmSQkJCpC5dughOWnbjxo2TvLy8JGNjY+nVV1+VPv/8c2nXrl3SgwcPREejEhozZoxkZ2cnhYSESJGRkVJUVJQUEhIi2dnZSWPHjpUkSZJWrlwptWvXTnBSKkr16tWlgwcPFjgfFhYm2dnZVXwgKhPOsaAS+fnnn7FkyRIkJCQAADw8PDBmzBgMGjQIwLOd//Jn3+uz+/fvIzIyEhEREYiIiMCpU6fQvHlzREdHi45GxcjNzcXcuXOxZMkSpKWlAQBq1KiBMWPG4IsvvoChoSGSk5NhYGCAWrVqCU5bNu3atdNYtfRiCQF9Z25ujuPHj6NBgwYa58+cOYNXX30VmZmZgpJRabBhQfScu3fvIiIiAgcPHkR4eDjOnDkDe3t7pKamio5GpZA/yVEpkxnzBQcHIyIiQr1q6fnl0e3bt9f75dFvvPEGqlevjnXr1qk/pDx+/Bj+/v64e/cu/v77b8EJqSTYsCiDovZ1KMyJEye0nKZi3L9/H7/99hsuX76MSZMmwdbWFidOnECNGjXwyiuviI5XbuPGjVM3JGxtbdGxY0d06tQJnTp1QuPGjUXHoxLKyclBeHg4Ll26hEGDBsHKygo3b96EtbW13v/SfV5ubi6OHTuG8PBwhIeHq+deZGVliY5WLqdPn0a3bt3w5MkTNGvWDCqVCnFxcTA1NcXevXs590lPcPJmGfj5+YmOUKHi4+PRpUsX2NjY4MqVKxg5ciRsbW3x+++/4+rVq1i3bp3oiOV248YNvP/++2xI6LGrV6+iW7duSE5ORlZWFt58801YWVlh3rx5ePLkCZYvXy46omwSExNx8uRJnDx5EvHx8bC2tkaHDh1Exyq3xo0bIzExERs2bMD58+chSRIGDBiAwYMHc1dcPcIeCypWly5d0KJFC8ybNw9WVlY4efIkXF1dcfjwYQwaNAhXrlwRHZEIfn5+sLKywurVq1G9enX1z2lERARGjhyJxMRE0RHLrX///jh06BDy8vLQsWNHdOzYEa+//jqaNm0qOhqRGnssqFjHjh3Djz/+WOD8K6+8wrkHpDOioqLwzz//wNjYWOO8s7Mzbty4ISiVvLZs2QI7Ozv1FvodOnRQ1BAPAFy4cAHh4eG4detWgerRSqzeqkRsWJSBra0tLly4ADs7O3VxoKLcvXu3ApNph6mpaaE7/iUkJHBHPNIZRe2Qev36dVhZWQlIJL+7d+/i0KFDCA8Px1dffYUzZ86gWbNm6vlAvr6+oiOWy8qVK/HRRx/Bzs4Ojo6OGv+2qlQqNiz0BIdCyiA0NBQDBgyAiYkJfvrpp5c2LJRQke+DDz7A7du38euvv8LW1hbx8fEwNDSEn58fOnbsiEWLFomOSIT+/fvDxsYGK1asgJWVFeLj42Fvb49evXqhTp06WLt2reiIsrt06RJmzZqFDRs2KGLreWdnZ3z88cf44osvREehcmDDgoqVkZGB7t2748yZM3jw4AFq1qyJ1NRUtGnTBrt27VLcWnrSTzdv3oSPjw8MDQ2RmJgIb29vJCYmws7ODocOHYKDg4PoiOWWvxw6fzXI86uYfHx8MHr0aNERy8Xa2hpxcXFwdXUVHYXKgQ2Lcjpx4gSMjIzU23dv374da9euRcOGDTFjxowC4736LCwsDCdOnEBeXh5atGiBLl26iI4kq/wltZcuXcJnn32muCW1lcHjx4+xceNGjZ9TJa0oMDQ0hJ2dHTp06KDI5dCBgYFo1aoVRo0aJToKlQMbFuXUqlUrTJ48GX379sXly5fRsGFD9OnTB8eOHUOPHj04TKAnXlxSm5CQAFdXV0ydOlUxS2pJ/50+fVpRDQkAWLx4sfrPmZmZCAkJQY8ePdCkSZMC5eHHjh1b0fGoDNiwKCcbGxucOHEC9erVw7fffouwsDDs3bsX//zzDwYMGIBr166Jjlgmz7/Zi6OENzuX1OqnHTt2lPjanj17ajEJlZWLi0uJrlOpVLh8+bKW05AcuCqknCRJUi+J+vvvv/H2228DAGrXro07d+6IjFYuCxcuLNF1KpVKEQ0LLqnVTyXdrE6lUun9xEalSkpKEh2BZMaGRTl5e3tj1qxZ6NKlCyIiItRlfZOSklCjRg3B6cqusr3ZuaRWP724zwHpt6+//hqTJk2Cubm5xvnHjx9j/vz5XG6qJzgUUk7x8fEYPHgwkpOTMWHCBEyfPh0AMGbMGKSnp+OXX34RnFBe+T8uJa2Voi+4pJZIPENDQ6SkpBRYwZOeng4HBwf2OukJNiy05MmTJzA0NCww+UhfrV69GgsXLlRvi1y/fn18+umnGDlypOBk8uCSWmU4cOAAFi5ciHPnzkGlUsHT0xOffvqp4lYwKZWBgQHS0tIK9BKGhYWhf//+uH37tqBkVBocCtGS/JK/SjB16lQsXLgQY8aMQZs2bQAAR44cwfjx43HlyhXMmjVLcMLys7a2RlRUlOKX1CrZkiVLMH78eLz77rsYN24cACA6Ohrdu3dHSEgIPvnkE8EJ5ZGZmYmIiAgkJycjOztb4zF9ne+Uv4OxSqWCu7u7Ro9obm4uHj58yCWoeoQ9FuWUm5uLhQsX4tdffy30ja6ELb3t7Ozwww8/YODAgRrnN27ciDFjxuj1JFVSjldeeQVBQUEFGhD/+9//MHv2bNy8eVNQMvnExsaie/fuePToETIzM2Fra4s7d+7A3NwcDg4OertqIjQ0FJIkYcSIEVi0aBFsbGzUjxkbG6Nu3brqDzWk+9hjUU4zZ87EqlWrMGHCBEydOhVffvklrly5gj/++EMxE41yc3Ph7e1d4HzLli2Rk5MjIJF2HDhwAAcOHCi0+NGaNWsEpaKSysjIQLdu3Qqc79q1q2K2iB4/fjzeeecdLFu2DFWrVkV0dDSMjIwwZMgQdS+NPsovfeDi4oK2bdsqZgi5sjIQHUDf/fzzz1i5ciUmTZqEKlWqYODAgVi1ahWmTZuG6Oho0fFkMWTIEPVql+etWLECgwcPFpBIfjNnzkTXrl1x4MAB3LlzB/fu3dM4SPf17NkTv//+e4Hz27dvxzvvvCMgkfzi4uIwceJEGBoawtDQEFlZWahduzbmzZuHKVOmiI5XJs+vxvLy8sLjx4+RkZFR6EH6gT0W5ZSamqreztvS0hL//fcfAODtt9/G1KlTRUaT1erVq7Fv3z60bt0awLOx62vXrmHYsGGYMGGC+rqQkBBREctl+fLl+OmnnzB06FDRUaiMGjRogNmzZyM8PFzdbR4dHY1//vkHEydO1Nj0TV/nIhgZGannH9SoUQPJyclo0KABbGxskJycLDhd2VSrVk29EqRq1aqFrjiTJIl7kegRNizKqVatWkhJSUGdOnXg5uaGffv2oUWLFjh27BhMTExEx5PF6dOn0aJFCwDPqikCgL29Pezt7XH69Gn1dfq8BDU7Oxtt27YVHYPKYfXq1ahWrRrOnj2Ls2fPqs9XrVoVq1evVn+tz5u6eXl5ISYmBu7u7vDx8cG0adNw584drF+/Xv0BR9+EhYXB1tZW/Wd9/neEnuHkzXKaPHkyrK2tMWXKFPz2228YOHAg6tati+TkZIwfPx5z584VHZFK4IsvvoClpaWieplIeWJiYvDgwQP4+Pjg9u3b8Pf3R1RUFNzc3LB27Vo0a9ZMdEQiNizkFh0djcOHD8PNzY21CfTIuHHjsG7dOjRt2hRNmzYtMHlMX4d4SDkkSUJycjIcHBwUU631Re3atcPrr7+OTp06oV27dtw/Rk+xYUGF6tOnD3766SdYW1ujT58+L71227ZtFZRKe3x8fIp8TKVSISwsrALTUElNmDAB33zzDSwsLDTm+hRG3xuHeXl5MDU1xZkzZ1C/fn3RcbQiODgYEREROHz4MJ48eYKWLVuqGxrt27eHpaWl6IhUApxjUU7p6emoXr06AODatWtYuXIlHj9+jJ49e6JDhw6C05WdjY2Neqzz+TXlSnXw4EHREagMYmNj8fTpU/Wfi6KEcXsDAwPUr18f6enpim1YBAUFISgoCLm5uTh27BjCw8MRHh6OkJAQqFQqZGVliY5IJcAeizI6deoU3nnnHVy7dg3169fHpk2b0K1bN2RmZsLAwACZmZn47bffSlx9kYioODt37sTcuXOxbNkyNG7cWHQcrTl//jwiIiIQHh6OiIgIZGdno0OHDoUuJybdw4ZFGfn6+qJKlSr44osvsGHDBvz111/o2rUrVq1aBeBZEbLjx48rZi8LJapswz2k/6pVq4ZHjx4hJycHxsbGBeZa6PtOv/3798ehQ4eQl5eHjh07omPHjnj99dfRtGlT0dGoFDgUUkbHjh1DWFgYmjZtiubNm2PFihX4+OOPYWDwbM+xMWPGqPd80Hfp6emYNm0aDh48WOiulPr6j1llG+5RuidPnuCHH34o8uf0xIkTgpLJR+lVdrds2QI7OzsEBATAx8cHHTp04LwKPcQeizIyMDBAamqquryvlZUVTp48CVdXVwBAWloaatasqYgNXXx9fXHp0iUEBgaiRo0aBcar87fjJRJp0KBB2L9/P959991Cf06nT58uKBmV1P3793Ho0CH1EMiZM2fQrFkzdOrUCZ06dYKvr6/oiFQCbFiU0Yvlfa2srBAfHw8XFxcAympYWFlZISoqimvkSafZ2Nhg165daNeunegoWlPc7pp16tSpoCQV49KlS5g1axY2bNiAvLw8Rfx7WhlwKKQcAgIC1LtrPnnyBKNGjVKvu1bS7GVPT088fvxYdAyt++2334qsUquEbnSle+WVV2BlZSU6hlbVrVv3pStc9P0X7927d9WTNsPDw3HmzBnY2tqiV69eL10STrqFPRZlNHz48BJdt3btWi0n0b5jx45h8uTJmDZtGho3blxg8yhra2tByeSzePFifPnll/D398fKlSsxfPhwXLp0CceOHcPo0aMxe/Zs0RGpGLt378bixYuxfPlyODs7i46jFSdPntT4+unTp4iNjUVISAhmz55d7CRkXWdoaAg7Ozt06NBBPfyh5NUvSsWGBRUrMTERAwcOLLBPgJIKA3l6emL69OkYOHCgxnyZadOm4e7du1iyZInoiFSM27dv47333sOhQ4dgbm5eoAGsr5OMS2Lnzp2YP38+wsPDRUcpl9OnT7MhoQAcCqFiDR48GMbGxvjll18KnRSnBMnJyeoiZGZmZnjw4AEAYOjQoWjdujUbFnpg4MCBuHHjBubMmaPYn9OiuLu749ixY6JjlBsbFcrAhgUV6/Tp04iNjYWHh4foKFrj6OiI9PR0ODs7w9nZGdHR0WjWrBmSkpLATj39cPjwYRw5ckTRk4wzMjI0vpYkCSkpKZgxY4Zid+Mk/cOGBRXL29sb165dU3TDonPnzvjzzz/RokULBAYGYvz48fjtt98QExOj9+PWlUVlmGRctWrVAj0xkiShdu3a2LRpk6BURJo4x4KKtWXLFsyYMQOfffYZmjRpUmDsWgm74uXl5SEvLw9Vqjxra//666/qctSjRo2CsbGx4IRUnH379mHmzJmYPXt2oT+nSphkHBERofG1gYEB7O3t4ebmpv7ZJRKNDQsqVv5uos9TqVSKmbyZk5OD2bNnY8SIEahdu7boOFRG+T+nhX2iV8LPKZG+YMOCinX16tWXPq6EpX2WlpY4ffo06tatKzoKldGLn+Zf9Prrr1dQEu07e/Zsofut9OzZU1Ai+WRmZiIiIqLQ1zd27FhBqag02LAgAuDn5wc/Pz8EBASIjkJUpMuXL6N37944deqUutcQ+L9eGn3vlYmNjUX37t3x6NEjZGZmwtbWFnfu3IG5uTkcHBxw+fJl0RGpBAr2cRMVYv369WjXrh1q1qyp7sFYtGgRtm/fLjiZPHx9fREUFIRJkyZh48aN2LFjh8ZB+iEyMhJDhgxB27ZtcePGDQDPfnajoqIEJ5PHuHHj4OLigrS0NJibm+PMmTM4dOgQvL299X4PCwAYP3483nnnHdy9exdmZmaIjo7G1atX0bJlS3z33Xei41FJSUTFWLp0qWRnZyfNmjVLMjMzky5duiRJkiStXbtW6tSpk+B08lCpVEUeBgYGouNRCfz222+SmZmZNHLkSMnExET9c/q///1P8vX1FZxOHtWrV5dOnjwpSZIkWVtbS+fPn5ckSZIOHDggNW/eXGQ0WdjY2Khfk42NjXT27FlJkiQpOjpa8vDwEBmNSoE9FlSsH374AStXrsSXX34JQ0ND9Xlvb2+cOnVKYDL55K8KKezQ9+7lymLWrFlYvnw5Vq5cqbEipG3btoqp9ZKbm6suI25nZ4ebN28CeDbPKSEhQWQ0WRgZGamHdWrUqKEuumZjY1NsATbSHVyfRMVKSkqCl5dXgfMmJibIzMwUkIiooISEBHTs2LHAeWtra9y/f7/iA2lB48aNER8fD1dXV7z22muYN28ejI2NsWLFCri6uoqOV25eXl6IiYmBu7s7fHx8MG3aNNy5cwfr169HkyZNRMejEmLDgorl4uKCuLi4Aqs/du/ejYYNGwpKJa/FixcXel6lUsHU1BRubm7o2LGjRo8N6RYnJydcvHixwMqeqKgoRfzSBYCvvvpK3ZifNWsW3n77bXTo0AHVq1fH5s2bBacrvzlz5qi30//mm2/g7++Pjz76CG5ubooo6FhZsGFBxfrss88wevRoPHnyBJIk4d9//8XGjRsRHByMVatWiY4ni4ULF+L27dt49OgRqlWrBkmScP/+fZibm8PS0hK3bt2Cq6srDh48yL0udNSHH36IcePGYc2aNVCpVLh58yaOHDmCSZMmYdq0aaLjyeKtt95S/9nV1RVnz57F3bt3Ua1aNb2vjSJJEuzt7dGoUSMAgL29PXbt2iU4FZWJ4DkepCdWrFgh1alTRz2hsVatWtKqVatEx5LNL7/8InXq1Em6ePGi+lxiYqLUuXNnadOmTdK1a9ekdu3aSX379hWYkoozZcoUyczMTP1zampqKn311VeiY1EJ5ObmSkZGRtKFCxdER6Fy4j4WVCp37txBXl4eHBwcREeRVb169bB161Y0b95c43xsbCz69u2Ly5cv4/Dhw+jbty9SUlLEhKQSefToEc6ePYu8vDw0bNhQPdmRdF+jRo2wevVqtG7dWnQUKgeuCqFSsbOzU1yjAgBSUlKQk5NT4HxOTg5SU1MBADVr1lSP/5LuMjc3h7e3N1599VU2KvTMvHnz8Nlnn+H06dOio1A5cI4FFSstLQ2TJk3CgQMHcOvWrQJlxJWwHNPHxwcffvghVq1apV4BExsbi48++gidO3cGAJw6dQouLi4iY9JLZGZmYu7cueqf07y8PI3HuWuj7hsyZAgePXqEZs2awdjYGGZmZhqP3717V1AyKg02LKhYAQEBSE5OxtSpU+Hk5KT3k8QKs3r1agwdOhQtW7ZU74GQk5ODN954A6tXrwbwrJ7IggULRMaklxg5ciQiIiIwdOhQxf6cKt2iRYtERyAZcI4FFcvKygqRkZEF5h8o0fnz53HhwgVIkgRPT094eHiIjkQlVLVqVezcuRPt2rUTHUVWpdlSXglFyEj/sceCilW7du0Cwx9K5enpCU9PT9ExqAyqVasGW1tb0TFk5+fnV6LrlFAavrjdNevUqVNBSag82GNBxdq3bx8WLFiAH3/8UVFlxSdMmIBvvvkGFhYWmDBhwkuvDQkJqaBUVFYbNmzA9u3bERoaCnNzc9FxqAwMDAxeOoSl7w2nyoI9FlSoFzfcyczMRL169WBubq5RhwHQ3wlVsbGxePr0qfrPReFYve7y8vLS+Pu5ePEiatSogbp16xb4OVVKvRAle/F9+PTpU8TGxiIkJASzZ88WlIpKiw0LKlRlmER18ODBQv9M+qOkwwRKkpmZiYiICCQnJyM7O1vjsbFjxwpKJY9mzZoVOOft7Y2aNWti/vz56NOnj4BUVFocCiEi0hOxsbHo3r07Hj16hMzMTNja2uLOnTswNzeHg4ODYpfUJiYmonnz5ix6qCfYY0GV2ogRI0p03Zo1a7SchKh448ePxzvvvINly5ahatWqiI6OhpGREYYMGYJx48aJjlduGRkZGl9LkoSUlBTMmDED9evXF5SKSos9FlSpGRgYwNnZGV5eXi9d+fL7779XYCqiwlWtWhVHjx6Fh4cHqlatiiNHjqBBgwY4evQo/P39cf78edERy6WwyZuSJKF27drYtGkT2rRpIygZlQZ7LKhSGzVqFDZt2oTLly9jxIgRGDJkiCKXLJIyGBkZqX/x1qhRA8nJyWjQoAFsbGyKXaqpD16c62RgYAB7e3u4ubmhShX+utIX7LGgSi8rKwvbtm3DmjVrcPjwYfTo0QOBgYHo2rUrV4SQTunatSsCAgIwaNAgjBo1CrGxsRg7dizWr1+Pe/fu4ejRo6IjErFhQfS8q1ev4qeffsK6devw9OlTnD17loWsSGfExMTgwYMH8PHxwe3bt+Hv74+oqCi4ublhzZo1itkd9+zZs4WueuHOovqBfUtUqNIs69q2bZsWk1QslUoFlUoFSZIKFLEi3fbuu+/C29sbkydP1jg/f/58/Pvvv9iyZYugZPLx9vZW/9ne3h67du0SmEZ+ly9fRu/evXHq1Cn1+xD4v71kuEGWfmDZdCqUjY1NiQ99l5WVhY0bN+LNN9+Eh4cHTp06hSVLliA5OZm9FXokIiICPXr0KHC+W7duOHTokIBE8ktKSkJiYmKB84mJibhy5UrFB5LZuHHj4OLigrS0NJibm+PMmTM4dOgQvL29ER4eLjoelRB7LKhQa9euFR2hQnz88cfYtGkT6tSpg+HDh2PTpk2oXr266FhUBg8fPoSxsXGB80ZGRgWWMeqrgIAAjBgxosDSy6NHj2LVqlV6/8v3yJEjCAsLg729PQwMDGBgYID27dsjODgYY8eOfekOuaQ72LCgSm358uWoU6cOXFxcEBERgYiIiEKvU9Jwj1I1btwYmzdvxrRp0zTOb9q0CQ0bNhSUSl6xsbGFVm9t3bo1PvnkEwGJ5JWbm6vuJbSzs8PNmzfh4eEBZ2dnJCQkCE5HJcWGBZXIb7/9hl9//bXQCVX6XINh2LBhXPmhEFOnTkXfvn1x6dIldO7cGQBw4MABbNy4URHzK4Bncw0ePHhQ4Px///2niPkHjRs3Rnx8PFxdXfHaa69h3rx5MDY2xooVK+Dq6io6HpWURFSM77//XrK0tJRGjx4tGRsbSx9++KHUpUsXycbGRpoyZYroeERqf/31l9S2bVvJ3Nxcql69uuTj4yOFh4eLjiWbHj16SP369ZNycnLU53JycqS+fftK3bp1E5hMHnv27JG2bt0qSZIkXbp0SWrQoIGkUqkkOzs76cCBA4LTUUlxuSkVy9PTE9OnT8fAgQNhZWWFkydPwtXVFdOmTcPdu3exZMkS0RGJKoWzZ8+iY8eOqFq1Kjp06AAAiIyMREZGBsLCwtC4cWPBCeV39+7dAtWWSbexYUHFMjc3x7lz5+Ds7AwHBwfs378fzZo1Q2JiIlq3bo309HTREYkqjZs3b2LJkiU4efIkzMzM0LRpU3zyySfcMZZ0BudYULEcHR2Rnp4OZ2dnODs7Izo6Gs2aNUNSUtJL62sQaZutrS0uXLgAOzu7Yj/V3r17twKTaU/NmjUxZ84c0TGIisSGBRWrc+fO+PPPP9GiRQsEBgZi/Pjx+O233xATE1OqjbSI5LZw4UJYWVkBABYtWiQ2jJbEx8ejcePGMDAwQHx8/Euvbdq0aQWlIioah0KoWHl5ecjLy1MXAfr111/V2wiPGjWq0L0DiEgeBgYGSE1NhYODg7r6Z2H/bKtUKkWsDCH9x4YFEemt0mx8ZW1trcUk2nP16lXUqVMHKpUKV69efem1zs7OFZSKqGhsWFCh2P1K+iD/E3xJ8NO8btqxY0eJr2URMv3AhgUVit2vpA+e3yn1ypUrmDx5MgICAtCmTRsAz7aIDg0NRXBwMPz9/UXFlFVCQgJ++OEHnDt3DiqVCp6enhgzZgw8PDxERysTA4OSlazivzX6gw0LKhS7X0nfvPHGGxg5ciQGDhyocf6XX37BihUr9L6OBvBsB9yBAwfC29tb3XiKjo7GsWPH8Msvv6Bfv36CExKxYUFECmFubo6TJ08WKNB14cIFNG/eHI8ePRKUTD6urq4YMmQIvv76a43z06dPx/r163H58mVByYj+DxsWVCiOe5K+8fDwwNtvv40FCxZonJ84cSL++usvRRSxMjc3R3x8PNzc3DTOJyYmolmzZopoPGVmZiIiIqLQukRjx44VlIpKg/tYUKH8/PxKdB3HPUlXLFy4EH379sXevXvRunVrAM+GCS5duoStW7cKTiePTp06ITIyskDDIioqSr3Ftz6LjY1F9+7d8ejRI2RmZsLW1hZ37tyBubk5HBwc2LDQE+yxICLFuH79OpYuXYrz589DkiQ0bNgQo0aNQu3atUVHk8Xy5csxbdo0vPfeexqNpy1btmDmzJmoWbOm+lp97Ens1KkT3N3dsWzZMlStWhUnT56EkZERhgwZgnHjxnFDPj3BhgURkZ5Q+gqKqlWr4ujRo/Dw8EDVqlVx5MgRNGjQAEePHoW/vz/Onz8vOiKVAIdCqFCLFy/GBx98AFNTUyxevPil17J7knTJo0ePCh2fV8J+K3l5eaIjaJWRkZF6X5IaNWogOTkZDRo0gI2NDZKTkwWno5JijwUVysXFBTExMahevTpcXFyKvE6lUnEmOumE27dvY/jw4di9e3ehj+vjJ/gXJSUlvfT9qO+6du2KgIAADBo0CKNGjUJsbCzGjh2L9evX4969ezh69KjoiFQCbFgQkSIMHjwYV65cwaJFi+Dj44Pff/8daWlpmDVrFhYsWIAePXqIjlhuhoaG6NixIwIDA/Huu+/C1NRUdCRZxcTE4MGDB/Dx8cHt27fh7++vrku0Zs0aNG/eXHREKgE2LIhIEZycnLB9+3a8+uqrsLa2RkxMDNzd3bFjxw7MmzcPUVFRoiOW2+nTp7FmzRr8/PPPyMrKQv/+/REYGIhXX31VdDQiNTYsqFiSJOG3337DwYMHcevWrQLjvNu2bROUjOj/WFtbIz4+HnXr1kXdunXx888/o127dkhKSkKjRo0UscdDvpycHPz555/46aefsHv3btSvXx+BgYEYOnQo7O3tRccrs6SkJOTk5BTY5CwxMRFGRkaoW7eumGBUKiWbYkyV2rhx4zB06FAkJSXB0tISNjY2GgeRLvDw8FBvgtW8eXP8+OOPuHHjBpYvXw4nJyfB6eRVpUoV9O7dG7/++iu+/fZbXLp0CZMmTUKtWrUwbNgwpKSkiI5YJgEBATh8+HCB80ePHkVAQEDFB6IyYY8FFcvW1hYbNmxA9+7dRUchKtLPP/+Mp0+fIiAgALGxsXjrrbeQnp4OY2Nj/PTTT+jfv7/oiLKJiYnBmjVrsGnTJlhYWMDf3x+BgYG4efMmpk2bhgcPHuDff/8VHbPUrK2tceLEiQIbgF28eBHe3t64f/++mGBUKlxuSsWysbGBq6ur6BhELzV48GD1n728vHDlyhWcP38ederUgZ2dncBk5TdixAh8//33WLlyJdauXYuEhAR0794d69atQ/fu3dX7W7i4uODHH3+Ep6en4MRlo1Kp8ODBgwLn//vvP0Ws6qks2GNBxQoNDcWePXuwZs0amJmZiY5DVMDTp0/h4eGBv/76Cw0bNhQdR3aGhoZISUlBu3btMGLECAwfPhyOjo6FXpudnY2NGzfqZZn4t99+G+bm5ti4cSMMDQ0BPFsm3L9/f2RmZha5lJh0CxsWVKxHjx6hT58++Oeff1C3bl0YGRlpPH7ixAlByYj+zyuvvIK///4bDRo0EB1FdgYGBkhNTYWDg4PoKFp19uxZdOzYEVWrVlXXPomMjERGRgbCwsLQuHFjwQmpJNiwoGK99957OHjwIN59913UqFFDvTNevunTpwtKRvR/5s6di/Pnz2PVqlWoUkVZo7wGBgZIS0vT6xUfJXXz5k0sWbIEJ0+ehJmZGZo2bYpPPvkEtra2oqNRCbFhQcWysLDA3r170b59e9FRiIrUu3dvHDhwAJaWlmjSpAksLCw0HtfnZdEGBgawsbEp0Kh/0d27dysoEVHRlNWsJ62oXbs2rK2tRccgeqmqVauib9++omNozcyZMxW5vDs+Ph6NGzeGgYEB4uPjX3qtEuq9VAbssaBi7dy5Ez/88AOWL1/ODWqIBFDyHIvnX5uBgQFUKhUK+7WkrxVbKyM2LKhY1apVw6NHj5CTkwNzc/MCkzfZ/Uq65Pbt20hISIBKpYK7u7si5iXkrwpRYsPi6tWrqFOnDlQqFa5evfrSa52dnSsoFZUHh0KoWIsWLRIdgahYmZmZGDNmDNatW6fedt7Q0BDDhg3DDz/8AHNzc8EJy07Jn/+ebyyw4aAM7LEgIkX48MMP8ffff2PJkiVo164dACAqKgpjx47Fm2++iWXLlglOSCWRkJCAH374AefOnYNKpYKnpyfGjBkDDw8P0dGohNiwoFJ5/Pgxnj59qnGOEztJF9jZ2eG3335Dp06dNM4fPHgQ7733Hm7fvi0mGJXYb7/9hoEDB8Lb2xtt2rQBAERHR+PYsWP45Zdf0K9fP8EJqSTYsKBiZWZm4osvvsCvv/6K9PT0Ao9zQhXpAnNzcxw/frzABllnzpzBq6++iszMTEHJqKRcXV0xZMgQfP311xrnp0+fjvXr1+Py5cuCklFpsLopFevzzz9HWFgYli5dChMTE6xatQozZ85EzZo1sW7dOtHxiAAAbdq0wfTp0/HkyRP1ucePH2PmzJnqT7+k21JTUzFs2LAC54cMGYLU1FQBiagsOHmTivXnn39i3bp16NSpE0aMGIEOHTrAzc0Nzs7O+PnnnzWKPxGJ8v3336Nbt26oVasWmjVrBpVKhbi4OJiammLv3r2i41EJdOrUCZGRkQWqm0ZFRam3+Cbdx6EQKpalpSXOnDkDZ2dn1KpVC9u2bcOrr76KpKQkNGnSBA8fPhQdkQjAsx6KDRs24Pz585AkCQ0bNsTgwYNZPE9PLF++HNOmTcN7772H1q1bA3g2x2LLli3qXtJ8PXv2FBWTisGGBRWradOm+OGHH/D666+ja9euaNq0Kb777jssXrwY8+bNw/Xr10VHJCIFyC//XhxulqXb2LCgYi1cuBCGhoYYO3YsDh48iB49eiA3Nxc5OTkICQnBuHHjREckAlD4UsVPPvkEnp6eoqMRVRpsWFCRLl++DBcXlwKFj5KTkxETE4N69eqhWbNmgtIRaeJSRf2XlJQEFxcX0TGonNiwoCK9uI1w//79sXjxYtSoUUNwMqKCuFRR/xkaGqJjx44IDAzEu+++C1NTU9GRqAy43JSK9GKbc9euXdwLgHQWlyrqv5MnT8LLywsTJ06Eo6MjPvzwQ/z777+iY1EpsWFBRIqQv1TxRVyqqD8aN26MkJAQ3LhxA2vXrkVqairat2+PRo0aISQkhLun6gkOhVCRDA0NkZqaqq4OaWVlhfj4eI6Bkk7iUkXlycrKwtKlSxEUFITs7GwYGRmhf//++Pbbb+Hk5CQ6HhWBDQsqkoGBAXx9fWFiYgLg2UZZnTt3hoWFhcZ127ZtExGPSAOXKipHTEwM1qxZg02bNsHCwgL+/v4IDAzEzZs3MW3aNDx48IBDJDqMDQsq0vDhw0t03dq1a7WchIiUbMSIEfj++++xcuVKrF27FgkJCejevTtGjhyJ7t27azQaL168CE9PT+Tk5AhMTC/DhgUREQmVvwKtXbt2GDFiBIYPHw5HR8dCr83OzsbGjRvh7+9fwSmppNiwICK9dvToUdy9exe+vr7qc+vWrcP06dORmZkJPz8//PDDD+ohPdI9BgYGSE1NVS9tJ/3GVSFEpNdmzJiB+Ph49denTp1CYGAgunTpgsmTJ+PPP/9EcHCwwIRUEi9uxEf6iz0WRKTXnJyc8Oeff8Lb2xsA8OWXXyIiIgJRUVEAgC1btmD69Ok4e/asyJj0EgYGBrCxsSm2cXH37t0KSkTlwbLpRKTX7t27p7EbbEREBLp166b+ulWrVrh27ZqIaFQKM2fOhI2NjegYJAM2LIhIr9WoUQNJSUmoXbs2srOzceLECcycOVP9+IMHD2BkZCQwIZXEgAEDOMdCITjHgoj0Wrdu3TB58mRERkYiKCgI5ubmGjttxsfHo169egITUnE4v0JZ2GNBRHpt1qxZ6NOnD15//XVYWloiNDQUxsbG6sfXrFmDrl27CkxIxeFUP2Xh5E0iUoT//vsPlpaWMDQ01Dh/9+5dWFpaajQ2iEh72LAgIiIi2XCOBREREcmGDQsiIiKSDRsWREREJBs2LIiIiEg2bFgQERGRbNiwINJTKpXqpUdAQIDoiERUCXGDLCI9lZKSov7z5s2bMW3aNCQkJKjPmZmZiYhFRJUceyyI9JSjo6P6yK8M6ejoiBo1aqB9+/ZYuXKlxvWnT5+GgYEBLl26BOBZj8eyZcvg6+sLMzMzuLi4YMuWLRrfc+PGDfTv3x/VqlVD9erV0atXL1y5cqWiXiIR6SE2LIgURqVSYcSIEVi7dq3G+TVr1qBDhw4adTOmTp2Kvn374uTJkxgyZAgGDhyIc+fOAQAePXoEHx8fWFpa4tChQ4iKioKlpSW6deuG7OzsCn1NRKQ/2LAgUqDhw4cjISEB//77LwDg6dOn2LBhA0aMGKFxXb9+/TBy5Ei4u7vjm2++gbe3N3744QcAwKZNm2BgYIBVq1ahSZMmaNCgAdauXYvk5GSEh4dX9EsiIj3BhgWRAjk5OaFHjx5Ys2YNAOCvv/7CkydP0K9fP43r2rRpU+Dr/B6L48eP4+LFi7CysoKlpSUsLS1ha2uLJ0+eqIdTiIhexMmbRAo1cuRIDB06FAsXLsTatWvRv39/mJubF/t9+SWs8/Ly0LJlS/z8888FrrG3t5c9LxEpAxsWRArVvXt3WFhYYNmyZdi9ezcOHTpU4Jro6GgMGzZM42svLy8AQIsWLbB582Y4ODjA2tq6wnITkX7jUAiRQhkaGiIgIABBQUFwc3MrMOwBAFu2bMGaNWtw4cIFTJ8+Hf/++y8++eQTAMDgwYNhZ2eHXr16ITIyEklJSYiIiMC4ceNw/fr1in45RKQn2LAgUrDAwEBkZ2cXmLSZb+bMmdi0aROaNm2K0NBQ/Pzzz2jYsCEAwNzcHIcOHUKdOnXQp08fNGjQACNGjMDjx4/Zg0FERVJJkiSJDkFE2vHPP/+gU6dOuH79OmrUqKHxmEqlwu+//w4/Pz8x4YhIkTjHgkiBsrKycO3aNUydOhXvvfdegUYFEZG2cCiESIE2btwIDw8P/Pfff5g3b57oOERUiXAohIiIiGTDHgsiIiKSDRsWREREJBs2LIiIiEg2bFgQERGRbNiwICIiItmwYUFERESyYcOCiIiIZMOGBREREcnm/wFXl9TJiIZUjwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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w4QIAIC4uDvv370fbtm0BAMnJyUhPT0fLli0132Nubo5mzZrh4MGDor58FhtERERSKxTnUdSu2REREUX+yDFjxqB79+6oUaMGTE1NERgYiOHDh6N79+4AgPT0dACAq6ur1ve5urpqjonltdlng4iIiIo3btw4hIWFabWZm5sXee6vv/6K1atXY82aNahVqxZOnTqF4cOHw8PDA6GhoZrznt8IU4r7i7HYICIiktirTu58EXNz8xcWF8/78ssvMXbsWHTr1g0AEBAQgJSUFERERCA0NBRubm4AnvRwPLunVUZGhk5vR2lxGIWIiEhqMix9zc7Ohlqt/WfexMREs/TVy8sLbm5u2LFjh+b448ePERMTg0aNGpX+NT+DPRtERERSk+EO8x06dMCUKVNQuXJl1KpVC7GxsYiMjES/fv0APBk+GT58OKZOnYpq1aqhWrVqmDp1KqysrNCjRw9Rs7DYICIiUqC5c+di/PjxGDRoEDIyMuDh4YHPPvsM4eHhmnNGjx6NR48eYdCgQbhz5w7efvttbN++Hba24t49XSUo8O4w5cwqyh1BcmojuLOtRTkzuSNIKjuv6OVqSmIM/51+6Pam3BEktT7tqNwRJJf/+JrkP+POR8GiPE/5DXtEeZ6yxp4NIiIiqckwjPI64QRRIiIikhR7NoiIiCQm1tJXQ8Vig4iISGocRiEiIiKSDns2iIiIJCYYec8Giw0DVai8Fcs6zEyU/Z9nTv5juSNIzhj+O419JP2ySVIAIy82OIxCREREklL2R0ciIqLXAIdRiIiISFosNoiIiEhKxt6zwTkbREREJCn2bBAREUnM2Hs2WGwQERFJzNiLDQ6jEBERkaTYs0FERCQ1QSV3Almx2CAiIpIYh1GIiIiIJMSeDSIiIokJhRxGISIiIglxGEUPycnJYucgIiIihdKr2PDx8UFISAhWr16NnJwcsTMREREpiiCoRHkYKr2Kjbi4OAQGBmLkyJFwc3PDZ599hqNHj4qdjYiISBGEQnEehkqvYsPf3x+RkZG4du0ali1bhvT0dDRu3Bi1atVCZGQkbt68KXZOIiIigyUUqkR5GKpSLX0tV64cOnfujPXr12P69Om4dOkSRo0ahTfeeAO9e/dGWlqaWDmJiIjIQJWq2Dh+/DgGDRoEd3d3REZGYtSoUbh06RKio6Nx7do1dOzYUaycREREBksQxHkYKr2WvkZGRmLZsmVITExE27ZtsXLlSrRt2xZq9ZPaxcvLCwsXLkSNGjVEDUtERGSIDHkIRAx6FRvz589Hv3790LdvX7i5uRV5TuXKlbFkyZJXfm5BEKBSGfcvhYiISEn0KjaSkpJeeo6ZmRlCQ0Nf+bnNzc0RFxeHmjVrluj83Nxc5ObmarWxYCEiotcJezb0sGzZMtjY2OCjjz7Sat+wYQOys7NLVGSEhYUV2V5QUIBp06ahQoUKAJ4M2RQnIiICkyZN0mpTqW2gMrF7aQYiIqKyYMjzLcSgEoRX/7/A19cXCxYsQEhIiFZ7TEwM/vOf/yAxMfGlz6FWq1GnTh04ODjoPEeDBg1gbW0NlUqF6OjoYp+nqJ6N8hVqsGdDARwsrOWOIKn7udlyR5BcoRG8w1ZzqCh3BEkl3b0mdwTJ5T+W/jUm13lPlOfxitshyvOUNb16NlJSUuDl5aXT7unpidTU1BI9x5QpU7Bo0SLMmjUL7777rqbd1NQUy5cvh5+fX4mex9zcHObm5lptLDSIiOh1YuzDKHotfXVxccHp06d12uPi4jTDHy8zbtw4/Prrr/j8888xatQo5OXl6ROFiIjotcftyvXQrVs3DB06FLt370ZBQQEKCgoQHR2NYcOGoVu3biV+njfffBMnTpzAzZs30aBBA5w5c4a9EkRERAqj1zDK5MmTkZKSgubNm6NcuSdPUVhYiN69e2Pq1Kmv9Fw2NjZYsWIF1q1bh/feew8FBQX6RCIiInptGfJ9TcSg1wTRpy5cuIC4uDhYWloiICAAnp6epQrz77//4sSJE2jRogWsrfWfHFjOTNkTtowFJ4gaPk4QNXycICqOCzVbi/I81c//LcrzlDW9ejaeql69OqpXry5WFrzxxht44403RHs+IiKi14Ehz7cQg17FRkFBAZYvX45du3YhIyMDhYXa/UMvW65KRERExkOvYmPYsGFYvnw52rVrB39/f07qJCIiKoaxL33Vq9hYt24d1q9fj7Zt24qdh4iISHGMYPpSsfRa+mpmZgYfHx+xsxAREZEC6VVsjBw5Ej/88ANKsZCFiIjIaAiFKlEehkqvYZT9+/dj9+7d+Ouvv1CrVi2YmppqHd+0aZMo4YiIiJSgkKtRXp2DgwM6d+4sdhYiIiJSIL1vMU9EREQlY+z7bOg1ZwMA8vPzsXPnTixcuBAPHjwAAFy/fh0PHz4ULRwREZESCII4D0Ol9y3mW7dujdTUVOTm5uK9996Dra0tZsyYgZycHCxYsEDsnERERGSg9OrZGDZsGBo0aIA7d+7A0tJS0965c2fs2rVLtHBERERKUCioRHkYKr1Xoxw4cABmZmZa7Z6enrh2Tfk37SEiInoVxj5nQ69io7CwsMhbwf/777+wtbUtdSgiIiIlMeT5FmLQaxjlvffeQ1RUlOZrlUqFhw8fYsKECdzCnIiI6DVx7do19OrVCxUqVICVlRXq1q2LEydOaI4LgoCJEyfCw8MDlpaWCA4OxtmzZ0XPoVexMXv2bMTExMDPzw85OTno0aMHqlSpgmvXrmH69OliZyQiIjJocszZuHPnDoKCgmBqaoq//voL586dw6xZs+Dg4KA5Z8aMGYiMjMS8efNw7NgxuLm54b333tOsMhWLStBzz/FHjx5h7dq1OHnyJAoLC1GvXj307NlTa8KoXMzM35A7guTUKr1XLRuMVi615Y4gqX8yTssdQXL5hbrDrUrTx6Oh3BEktfVOvNwRJHfjXoLkP+NYRXE2wnzz2uYSnzt27FgcOHAA+/btK/K4IAjw8PDA8OHDMWbMGABAbm4uXF1dMX36dHz22WeiZAb0nLMBAJaWlujXrx/69esnWhgiIiJ6sdzcXOTm5mq1mZubw9zcXOfcLVu2oFWrVvjoo48QExODihUrYtCgQfj0008BAMnJyUhPT0fLli21nqtZs2Y4ePCg/MXGypUriz3eu3dvvcIQEREpkVjLViMiIjBp0iSttgkTJmDixIk6516+fBnz589HWFgYvvrqKxw9ehRDhw6Fubk5evfujfT0dACAq6ur1ve5uroiJSVFlLxP6VVsDBs2TOvrvLw8ZGdnw8zMDFZWViw2iIiIniHWYpRx48YhLCxMq62oXg3gycrRBg0aYOrUqQCAwMBAnD17FvPnz9f6O61SaRdCgiDotJWWXgP/d+7c0Xo8fPgQiYmJaNy4MdauXStqQCIiInrC3NwcdnZ2Wo8XFRvu7u7w8/PTaqtZsyZSU1MBAG5ubgCg6eF4KiMjQ6e3o7REm2VYrVo1TJs2TafXg4iIyNjJsRolKCgIiYmJWm0XLlyAp6cnAMDLywtubm7YsWOH5vjjx48RExODRo0alf5FP0PvCaJFMTExwfXr18V8SiIiIoMnxw6iI0aMQKNGjTB16lR07doVR48exc8//4yff/4ZwJPhk+HDh2Pq1KmoVq0aqlWrhqlTp8LKygo9evQQNYtexcaWLVu0vhYEAWlpaZg3bx6CgoJECUZERET6e/PNN7F582aMGzcO3377Lby8vBAVFYWePXtqzhk9ejQePXqEQYMG4c6dO3j77bexfft20XcD12ufDbVae/RFpVLB2dkZ7777LmbNmgV3d3fRAuqD+2woA/fZMHzcZ8PwcZ8Ncexz+1CU52mSvlGU5ylret8bhYiIiEpGAG/ERkRERBIqNPIbselVbDy/xrc4kZGR+vwIIiIiUgi9io3Y2FicPHkS+fn58PX1BfBkOY2JiQnq1aunOU/sTUGIiIgMUSGHUV5dhw4dYGtrixUrVqB8+fIAnmz01bdvXzRp0gQjR44UNSQREZEhM/Y5G3otaZg1axYiIiI0hQYAlC9fHpMnT8asWbNEC0dERESGT69i4/79+7hx44ZOe0ZGBh48eFDqUEREREpSKNLDUOlVbHTu3Bl9+/bFxo0b8e+//+Lff//Fxo0b0b9/f3Tp0kXsjERERAZNgEqUh6HSa87GggULMGrUKPTq1Qt5eXlPnqhcOfTv3x8zZ84UNSAREREZNr2KDSsrK/z000+YOXMmLl26BEEQ4OPjA2tra7HzERERGTxDHgIRQ6n2vE5LS0NaWhqqV68Oa2tr6LHzORERkeJxzoYebt++jebNm6N69epo27Yt0tLSAAADBgzgslciIiLSolexMWLECJiamiI1NRVWVlaa9o8//hh///23aOGIiIiUgBNE9bB9+3b8888/eOMN7burVqtWDSkpKaIEK6nc3Fzk5uZqtQmCwN1LiYjotVFo5H+S9Co2srKytHo0nrp16xbMzc31DnPnzh2sWLECSUlJcHd3R2hoKCpVqlTs90RERGDSpElabWq1LUzK2emdg4iISEzGvl25XsMoTZs2xcqVKzVfq1QqFBYWYubMmQgJCSnx83h4eOD27dsAgOTkZPj5+WH69OlISkrCwoULERAQgISEhGKfY9y4cbh3757WQ21iq8/LIiIiIgno1bMxc+ZMBAcH4/jx43j8+DFGjx6Ns2fPIjMzEwcOHCjx86Snp6OgoAAA8NVXX6FGjRr4888/YWVlhdzcXHz44YcYP348NmzY8MLnMDc31+lN4RAKERG9Tox9raZePRt+fn44ffo03nrrLbz33nvIyspCly5dEBsbi6pVq+oV5MiRIxg/frxmeMbc3BzffPMNDh8+rNfzERERvS6MfenrK/ds5OXloWXLlli4cKHOXAl9PO2FyM3Nhaurq9YxV1dX3Lx5s9Q/g4iIiOTzysWGqakp4uPjRRuqaN68OcqVK4f79+/jwoULqFWrluZYamoqnJycRPk5REREcik08uF9veZs9O7dG0uWLMG0adNK9cMnTJig9fXzK1y2bt2KJk2alOpnEBERyc3Y52zoVWw8fvwYixcvxo4dO9CgQQOde6JERkaW6HmeLzaex5u6ERERGb5XKjYuX76MKlWqID4+HvXq1QMAXLhwQescrgQhIiLSZsiTO8XwSsVGtWrVkJaWht27dwN4sj35nDlzdCZ2EhER0f8Y+w6ir7T09fm7uv7111/IysoSNRAREREpi15zNp7iLeWJiIhezti3K3+lYkOlUunMyeAcDSIiouIZ+0fzVyo2BEFAnz59NNuD5+TkYODAgTqrUTZt2iReQiIiIgNn7HM2XqnYCA0N1fq6V69eooYhIiIi5XmlYmPZsmVS5SAiIlIsLn0lIiIiSRn7nA297vpKREREVFLs2SAiIpIYJ4gSERGRpIx9zgaHUYiIiEhS7NkgIiKSmLH3bLDYICIikpjAORvKU2gE92wpFArkjiC5vZkJckeQVH6h8n+HxmD59UNyRyADYOw9G5yzQURERJJSZM8GERHR68TYezZYbBAREUlM+YP7xeMwChEREUmKPRtEREQS4w6iREREJCljn7PBYRQiIiKSFHs2iIiIJGbsPRssNoiIiCTG1ShEREREEmLPBhERkcS4GoWIiIgkZexzNjiMQkREJDFBpEdpREREQKVSYfjw4f/LJQiYOHEiPDw8YGlpieDgYJw9e7aUP0kXiw0iIiKFO3bsGH7++WfUrl1bq33GjBmIjIzEvHnzcOzYMbi5ueG9997DgwcPRP35LDaIiIgkVghBlIc+Hj58iJ49e2LRokUoX768pl0QBERFReHrr79Gly5d4O/vjxUrViA7Oxtr1qwR66UDYLFBREQkuUKRHrm5ubh//77WIzc3t9if/cUXX6Bdu3Zo0aKFVntycjLS09PRsmVLTZu5uTmaNWuGgwcPivCq/4fFBhERkYGIiIiAvb291iMiIuKF569btw4nT54s8pz09HQAgKurq1a7q6ur5phYuBqFiIhIYmJt6jVu3DiEhYVptZmbmxd57tWrVzFs2DBs374dFhYWL3xOlUp7Xa4gCDptpcVig4iISGJiLX01Nzd/YXHxvBMnTiAjIwP169fXtBUUFGDv3r2YN28eEhMTATzp4XB3d9eck5GRodPbUVocRiEiIlKg5s2b48yZMzh16pTm0aBBA/Ts2ROnTp2Ct7c33NzcsGPHDs33PH78GDExMWjUqJGoWdizQUREJDE5dhC1tbWFv7+/Vpu1tTUqVKigaR8+fDimTp2KatWqoVq1apg6dSqsrKzQo0cPUbOw2CAiIpKYvstWpTZ69Gg8evQIgwYNwp07d/D2229j+/btsLW1FfXnqARBkO3/gdjYWDg4OMDLywsAsHr1asyfPx+pqanw9PTE4MGD0a1bt2KfIzc3V2fZT/kKNUSf3EJlz9bMUu4Iknrw+JHcEYgIQP7ja5L/jG+qiNNTMPmKuPtflBVZ52z0798fV65cAQAsXrwY//nPf9CgQQN8/fXXePPNN/Hpp59i6dKlxT5HUcuAhEJxdz4jIiIqjddhu3I5ydqzYW1tjfPnz6Ny5cqoV68eBg4ciP/85z+a42vWrMGUKVOK3aedPRvKxZ4NIioLZdGzMU6kno0IA+3ZkHXOhqWlJW7evInKlSvj2rVrePvtt7WOv/3220hOTi72OYpaBsRCg4iIXiev65yNsiLrMEqbNm0wf/58AECzZs2wceNGrePr16+Hj4+PHNGIiIhIJLL2bEyfPh1BQUFo1qwZGjRogFmzZmHPnj2oWbMmEhMTcfjwYWzevFnOiERERKVm3P0aMvdseHh4IDY2Fg0bNsTff/8NQRBw9OhRbN++HW+88QYOHDiAtm3byhmRiIio1MS6EZuhknWCqFTKmVWUOwKJgBNEiagslMUE0VFVuovyPN9fWSvK85Q1bupFREQkMWOfIMpig4iISGLGXWrwRmxEREQkMfZsEBERScyQJ3eKgcUGERGRxAQjH0jhMAoRERFJij0bREREEuMwChEREUmKS1+JiIhIUsZdanDOBhEREUmMPRtEREQS4zAKERERScrYJ4hyGIWIiIgkxZ4NIiIiiRn7pl4sNoiIiCTGYRQiIiIiCbFng4iISGIcRiEiIiJJcRiFiIiISELs2SAiIpJYocBhFCIiIpKQcZcaLDaIiIgkZ+zblXPOBhEREUmKPRtEREQS49JXIiIikhSXvhIRERFJiD0bREREEjP2CaIsNoiIiCRm7HM2OIxCREREkmLPBhERkcSMfYIoiw0iIiKJCUa+XTmHUYiIiEhS7NkgIiKSGFejEBERkaQ4Z4OIiIgkxaWvRERERBJizwYREZHEOGeDiIiIJMWlrzIaMmQI9u3bV6rnyM3Nxf3797Uexv5LJSIiep3IWmz8+OOPCA4ORvXq1TF9+nSkp6e/8nNERETA3t5e6yEUPpAgLRERkX4KRXoYKtkniG7fvh1t27bF999/j8qVK6Njx474448/UFhYsv9bx40bh3v37mk9VGpbiVMTERGVnCDS/wyV7MVGQEAAoqKicP36daxevRq5ubno1KkTKlWqhK+//hoXL14s9vvNzc1hZ2en9VCpVGWUnoiIiF5G9mLjKVNTU3Tt2hV///03Ll++jE8//RS//PILfH195Y5GRERUKoUQRHkYqtem2HhW5cqVMXHiRCQnJ+Pvv/+WOw4REVGpCIIgyuNVRERE4M0334StrS1cXFzQqVMnJCYm6uSaOHEiPDw8YGlpieDgYJw9e1bMlw5A5mLD09MTJiYmLzyuUqnw3nvvlWEiIiIiZYiJicEXX3yBw4cPY8eOHcjPz0fLli2RlZWlOWfGjBmIjIzEvHnzcOzYMbi5ueG9997DgwfiLrRQCQpcJ1rOrKLcEUgEtmaWckeQ1IPHj+SOQEQA8h9fk/xnhLwhzgfn3f/u0Pt7b968CRcXF8TExKBp06YQBAEeHh4YPnw4xowZA+DJdhKurq6YPn06PvvsM1EyA6/pMAoREZGSiLUapai9pXJzc0uU4d69ewAAR0dHAEBycjLS09PRsmVLzTnm5uZo1qwZDh48KOrrZ7FBREQksUJBEOVR1N5SERERL/35giAgLCwMjRs3hr+/PwBo9rZydXXVOtfV1VWvfa+Kw+3KiYiIDMS4ceMQFham1WZubv7S7xs8eDBOnz6N/fv36xx7frsIQRBE30KCxQYREZHExJocaW5uXqLi4llDhgzBli1bsHfvXrzxxhuadjc3NwBPejjc3d017RkZGTq9HaXFYRQiIiKJybHPhiAIGDx4MDZt2oTo6Gh4eXlpHffy8oKbmxt27PjfpNPHjx8jJiYGjRo1EuV1P8WeDSIiIgX64osvsGbNGvz++++wtbXVzMOwt7eHpaUlVCoVhg8fjqlTp6JatWqoVq0apk6dCisrK/To0UPULCw2iIiIJCbH7p/z588HAAQHB2u1L1u2DH369AEAjB49Go8ePcKgQYNw584dvP3229i+fTtsbcW9xxj32aDXFvfZIKKyUBb7bLzjESzK8xy+vkeU5ylrnLNBREREkuIwChERkcQM+SZqYmCxQUREJDHByIsNDqMQERGRpNizQUREJDEFrsV4JSw2iIiIJMY5G0RERCQpY+/Z4JwNIiIikhR7Nui1lZWXI3cEIiJRcBiFiIiIJMWlr0REREQSYs8GERGRxAqNfIIoiw0iIiKJcRiFiIiISELs2SAiIpIYh1GIiIhIUhxGISIiIpIQezaIiIgkxmEUIiIikpSxD6Ow2CAiIpKYsfdscM4GERERSYo9G0RERBLjMAoRERFJShAK5Y4gKw6jEBERkaTYs0FERCSxQg6jEBERkZQErkYhIiIikg57NoiIiCTGYRQiIiKSFIdRiIiIiCQke7Exd+5chIaGYv369QCAVatWwc/PDzVq1MBXX32F/Pz8Yr8/NzcX9+/f13oYewVJRESvl0JBEOVhqGQdRvnuu+8wc+ZMtGzZEsOGDUNycjJmzpyJESNGQK1WY/bs2TA1NcWkSZNe+BwRERE6x1VqG6hM7KSOT0REVCLGvoOoSpCxG6Bq1aqYOXMmunTpgri4ONSvXx8rVqxAz549AQCbN2/G6NGjkZSU9MLnyM3NRW5urlZb+Qo1oFKpJM1O0lMr/HdoyJ9SiJQk//E1yX+Gq30NUZ7nxr0EUZ6nrMnas5GWloYGDRoAAOrUqQO1Wo26detqjterVw/Xr18v9jnMzc1hbm6u1cZCg4iI6PUh65wNNzc3nDt3DgCQlJSEgoICzdcAcPbsWbi4uMgVj4iISBSFEER5GCpZezZ69OiB3r17o2PHjti1axfGjBmDUaNG4fbt21CpVJgyZQo+/PBDOSMSERGVmrEvXJC12Jg0aRIsLS1x+PBhfPbZZxgzZgxq166N0aNHIzs7Gx06dMB3330nZ0QiIiIqJVkniEqlnFlFuSOQCDhBlIjKQllMEHW0rSbK82Q+ePGCidcZdxAlIiKSmAI/178S2Tf1IiIiImVjzwYREZHEDHkliRhYbBAREUmMwyhEREREEmLPBhERkcSMffUZiw0iIiKJGfuN2FhsEBERSczYezY4Z4OIiIgkxZ4NIiIiiRn7ahQWG0RERBIz9jkbHEYhIiIiSbFng4iISGLGPozCng0iIiKJCYIgykMfP/30E7y8vGBhYYH69etj3759Ir+6l2OxQUREpFC//vorhg8fjq+//hqxsbFo0qQJ2rRpg9TU1DLNoRIU2LdTzqyi3BFIBGqVSu4IkjL2dfdEr4v8x9ck/xli/V3KenAZubm5Wm3m5uYwNzcv8vy3334b9erVw/z58zVtNWvWRKdOnRARESFKphIRqNRycnKECRMmCDk5OXJHkYTSX58g8DUqgdJfnyDwNZIgTJgwQQCg9ZgwYUKR5+bm5gomJibCpk2btNqHDh0qNG3atAzS/o8iezbK2v3792Fvb4979+7Bzs5O7jiiU/rrA/galUDprw/gayQgNze3xD0b169fR8WKFXHgwAE0atRI0z516lSsWLECiYmJkud9iqtRiIiIDERxQyYvonpuSFoQBJ02qXGCKBERkQI5OTnBxMQE6enpWu0ZGRlwdXUt0ywsNoiIiBTIzMwM9evXx44dO7Tad+zYoTWsUhY4jCICc3NzTJgw4ZW7tgyF0l8fwNeoBEp/fQBfI726sLAwfPLJJ2jQoAEaNmyIn3/+GampqRg4cGCZ5uAEUSIiIgX76aefMGPGDKSlpcHf3x+zZ89G06ZNyzQDiw0iIiKSFOdsEBERkaRYbBAREZGkWGwQERGRpFhsEBERkaRYbFCxcnJy5I5AesjPz8eKFSt0NvNRmlWrViEoKAgeHh5ISUkBAERFReH333+XOZn4lHwt7tu3D7169ULDhg1x7dqTm6KtWrUK+/fvlzkZiYXFhp6ysrKwbds2LFiwAHPmzNF6GLrCwkJ89913qFixImxsbHD58mUAwPjx47FkyRKZ04nn2LFjGD16NLp164YuXbpoPQxduXLl8Pnnn+vcQ0FJ5s+fj7CwMLRt2xZ3795FQUEBAMDBwQFRUVHyhhOJMVyLv/32G1q1agVLS0vExsZq/pt98OABpk6dKnM6Ek2Z3vZNIU6ePCm4ubkJdnZ2gomJieDs7CyoVCrB2tpa8PLykjteqU2aNEnw9vYWVq9eLVhaWgqXLl0SBEEQfv31V+Gdd96ROZ041q5dK5iamgrt2rUTzMzMhPbt2wu+vr6Cvb290KdPH7njiSI4OFj473//K3cMydSsWVPYvHmzIAiCYGNjo/nv9MyZM0KFChVkTCYeY7gW69atK6xYsUIQBO3fY2xsrODq6ipnNBIRezb0MGLECHTo0AGZmZmwtLTE4cOHkZKSgvr16+P777+XO16prVy5Ej///DN69uwJExMTTXvt2rWRkJAgYzLxTJ06FbNnz8Yff/wBMzMz/PDDDzh//jy6du2KypUryx1PFIMGDUJYWBjmzZuHQ4cO4fTp01oPQ5ecnIzAwECddnNzc2RlZcmQSHzGcC0mJiYWucGUnZ0d7t69W/aBSBLcrlwPp06dwsKFC2FiYgITExPk5ubC29sbM2bMQGhoqMF3w1+7dg0+Pj467YWFhcjLy5MhkfguXbqEdu3aAfjfHyeVSoURI0bg3XffxaRJk2ROWHoff/wxAGDo0KGaNpVKpbnj49NhB0Pl5eWFU6dOwdPTU6v9r7/+gp+fn0ypxGUM16K7uzsuXryIKlWqaLXv378f3t7e8oQi0bHY0IOpqanm9ryurq5ITU1FzZo1YW9vj9TUVJnTlV6tWrWwb98+nTfxDRs2FPlJ0hA5OjriwYMHAICKFSsiPj4eAQEBuHv3LrKzs2VOJ47k5GS5I0jqyy+/xBdffIGcnBwIgoCjR49i7dq1iIiIwOLFi+WOJwpjuBY/++wzDBs2DEuXLoVKpcL169dx6NAhjBo1CuHh4XLHI5Gw2NBDYGAgjh8/jurVqyMkJATh4eG4desWVq1ahYCAALnjldqECRPwySef4Nq1aygsLMSmTZuQmJiIlStX4o8//pA7niiaNGmCHTt2ICAgAF27dsWwYcMQHR2NHTt2oHnz5nLHE8Xzf6CUpm/fvsjPz8fo0aORnZ2NHj16oGLFivjhhx/QrVs3ueOJwhiuxdGjR+PevXsICQlBTk4OmjZtCnNzc4waNQqDBw+WOx6JRe5JI4bo2LFjQnR0tCAIgpCRkSG0adNGsLW1FQIDA4VTp07JnE4cf//9t9C0aVPB2tpasLS0FIKCgoR//vlH7liiuX37tnDt2jVBEAShoKBAmD59utChQwdhxIgRQmZmpszpxLNy5UqhUaNGgru7u3DlyhVBEARh9uzZips4evPmTeHGjRtyx5CE0q/Fp7KysoRjx44JR44cER48eCB3HBIZb8T2igRBQGpqKlxcXGBpaSl3HNJDfn4+fvnlF7Rq1Qpubm5yx5HM/PnzER4ejuHDh2PKlCmIj4+Ht7c3li9fjhUrVmD37t1yRyQiI8Fi4xUVFhbCwsICZ8+eRbVq1eSOI6nHjx8jIyMDhYWFWu1KWK1hZWWF8+fPK3qowc/PD1OnTkWnTp1ga2uLuLg4eHt7Iz4+HsHBwbh165bcEUvlxo0bGDVqFHbt2oWMjAw8/1Zm6BNgn6XkazErKwvTpk3T/B6ff41P9xYhw8Y5G69IrVajWrVquH37tmKLjaSkJPTr1w8HDx7UahcUsooBAN5++23ExsYquthQ+tLQPn36IDU1FePHj4e7u7tm0raSGMO1OGDAAMTExOCTTz5R7O+RWGzoZcaMGfjyyy8xf/58+Pv7yx1HdH369EG5cuXwxx9/KPbiHzRoEEaOHIl///0X9evXh7W1tdbx2rVry5RMPEpfGrp//37s27cPdevWlTuKZIzhWvzrr7/w559/IigoSO4oJCEWG3ro1asXsrOzUadOHZiZmenM3cjMzJQpmThOnTqFEydOoEaNGnJHkYzS96AAlL80tFKlSjpDJ0pjDNdi+fLl4ejoKHcMkhiLDT0o5b4LL+Ln52fw4/kvo/Q9KADlLw2NiorC2LFjsXDhQp0NoZTCGK7F7777DuHh4VixYgWsrKzkjkMS4QRR0hEdHY1vvvkGU6dORUBAAExNTbWO29nZyZSM9HXr1i0UFhbCxcVF7iiiKV++PLKzs5Gfnw8rKyud/04NvYcRMI5rMTAwEJcuXYIgCKhSpYrOazx58qRMyUhMLDb08LJdQg19hrha/eSWOc+PDytpiGHlypXFHu/du3cZJSF9rVixotjjoaGhZZREOsZwLb7s1gATJkwooyQkJRYbelCr1cVO1DL0N4CYmJhijzdr1qyMkkinfPnyWl/n5eUhOzsbZmZmsLKyUsSnYmNaGqpUxnAtknHgnA09xMbGan2dl5eH2NhYREZGYsqUKTKlEo8xvIHduXNHpy0pKQmff/45vvzySxkSiU+JS0Pv37+vGTq4f/9+secqYYjBGK5FMg7s2RDRn3/+iZkzZ2LPnj1yR3llp0+fhr+/P9Rq9UtvP66EZaEvcvz4cfTq1UsRt++2tbVV3NJQExMTpKWlwcXF5YU9jIY+xGAM16KjoyMuXLgAJycnlC9fvthCWAm9jMSeDVFVr14dx44dkzuGXurWrYv09HS4uLigbt26mmWgzzPkN/GSMDExwfXr1+WOIQolLg2Njo7WLJNU6nbrxnAtzp49G7a2tgCUv7qPnmDPhh6e774VBAFpaWmYOHEiEhIScOrUKXmClUJKSgoqV64MlUqFlJSUYs9Vwq6bW7Zs0fr66e9w3rx5qFSpEv766y+Zkoln+/btmDVrlqKXhiqRsV2LZBxYbOihqO5bQRBQqVIlrFu3Dg0bNpQpGZXU01n+T6lUKjg7O+Pdd9/FrFmz4O7uLlOy0nm+SzorK0vRS0MBIDs7G6mpqXj8+LFWu6EOMRizR48eIS8vT6tNCXNviMMoenm++1atVsPZ2Rk+Pj4oV045/5eeO3euyDfx999/X6ZE4nn+Zk9KYUxd0jdv3kTfvn1f2AtlqEMMRVHytZiVlYUxY8Zg/fr1uH37ts5xJf0ejZly/jKWIaXPEL98+TI6d+6MM2fOaI0XP/3EzIv/9aWEvSVKavjw4bhz5w4OHz6MkJAQbN68GTdu3MDkyZMxa9YsueOJwhiuxdGjR2P37t346aef0Lt3b/z444+4du0aFi5ciGnTpskdj0TCYZRSUOqnjQ4dOsDExASLFi2Ct7c3jh49itu3b2PkyJH4/vvv0aRJE7kjiuLff//Fli1bivwdRkZGypRKPM+u3HjW7du34eLiYvB/qNzd3fH777/jrbfegp2dHY4fP47q1atjy5YtmDFjBvbv3y93xFIzhmuxcuXKWLlyJYKDg2FnZ4eTJ0/Cx8cHq1atwtq1a7Ft2za5I5IYBHplly5dEmrXri2oVCpBrVYLKpVK82+1Wi13vFKrUKGCEBcXJwiCINjZ2QkJCQmCIAjCrl27hLp168oZTTQ7d+4UrKyshFq1agnlypUT6tatKzg4OAj29vZCSEiI3PFEoVKphBs3bui0X7t2TbCwsJAhkbhsbW2F5ORkQRAEwdPTU9i/f78gCIJw+fJlwdLSUsZk4jGGa9Ha2lq4cuWKIAiCULFiReHIkSOCIDz5PVpbW8sZjUTEYRQ9DBs2DF5eXti5c2eRnzYMXUFBAWxsbAAATk5OuH79Onx9feHp6YnExESZ04lj3LhxGDlyJL799lvY2trit99+g4uLC3r27InWrVvLHa9U5syZA+BJV/vixYs1v0vgye927969iriLqK+vLxITE1GlShXUrVtXs+pmwYIFBjvB93nGcC16e3vjypUr8PT0hJ+fH9avX4+33noLW7duhYODg9zxSCxyVzuGSOmfNho3bixs3rxZEARB6N69u9C6dWth//79Qu/evYVatWrJG04kNjY2wsWLFwVBEAQHBwchPj5eEARBOHXqlODp6SljstKrUqWKUKVKFUGlUgmVKlXSfF2lShWhevXqQsuWLYXDhw/LHbPUVq9eLSxbtkwQBEE4efKk4OzsLKjVasHCwkJYt26dvOFEYgzXYmRkpPDDDz8IgiAI0dHRgqWlpWBmZiao1WohKipK5nQkFhYbenBwcBAuXbokCIIgeHt7C9HR0YIgCMLFixcV0X37999/C7/99psgCE+GjGrWrCmoVCrByclJ2LVrl8zpxOHq6iqcPXtWEARB8PPzE37//XdBEJ4UG0rpug0ODhYyMzOFjIwM4datW3LHkVxWVpZw4sQJ4ebNm3JHEY0xXIvPS0lJEX777Tfh1KlTckchEXEYRQ/+/v44ffo0vL298fbbb2PGjBkwMzPDzz//DG9vb7njlVqrVq00//b29sa5c+eQmZn50m2FDck777yDAwcOwM/PD+3atcPIkSNx5swZbNq0Ce+8847c8Urt7t27qFmzJqpVq6a5D0z58uXRrVs3TJ482eC7p/Py8uDr64s//vgDfn5+AAArKyvUq1dP5mTiUvq1mJeXh5YtW2LhwoWoXr06gCcTRg39ztmki8WGHr755htkZWUBACZPnoz27dujSZMmqFChAn799VeZ05VOfn4+LCwscOrUKfj7+2van24RrRSRkZF4+PAhAGDixIl4+PAhfv31V/j4+GD27NkypyudzMxMNGzYENeuXUPPnj1Rs2ZNCIKA8+fPY/ny5di1axcOHjyoc+dbQ2Jqaorc3FxF/MF9EWO4Fk1NTREfH6/o3yM9waWvIlHSp42qVati06ZNqFOnjtxRSA/Dhw/Hrl27sHPnTri6umodS09PR8uWLdG8eXODL6qmTZuGhIQELF68WFGb6T3LGK7FkSNHwtTUlHtqKByLDdKxbNkybNiwAatXr1bUpyhjUaVKFSxcuFCrC/5Zf//9NwYOHIgrV66UbTCRde7cGbt27YKNjQ0CAgJgbW2tdXzTpk0yJROPMVyLQ4YMwcqVK+Hj44MGDRro/B6VsOcNsdigIgQGBuLixYvIy8uDp6enzsV/8uRJmZJRSZibm+PSpUt44403ijz+77//wsfHBzk5OWWcTFx9+/Yt9viyZcvKKIl0jOFaDAkJeeExlUqF6OjoMkxDUlFm3yOVSqdOneSOQKXg5OSEK1euvLDYSE5ORoUKFco4lfiUUEy8jDFci8/fa4qUiT0bRArTv39/XLx4ETt27ICZmZnWsdzcXLRq1QpVq1bFkiVLZEpIRMaGxQYZpW+//RajRo2ClZWVVvujR48wc+ZMhIeHy5Ss9P799180aNAA5ubm+OKLLzS7hZ47dw4//fQTcnNzcfz4cVSqVEnmpKUTGBhY5IRslUoFCwsL+Pj4oE+fPsV205P8Onfu/NLfY48ePeDr6ytDOhKLWu4AhmrVqlUICgqCh4cHUlJSADy5vffvv/8uc7LSK1++PBwdHXUeFSpUQMWKFdGsWTOD78KeNGmSZunrs7KzszFp0iQZEonnjTfewKFDh+Dn54dx48ahU6dO6NSpE77++mv4+fnhwIEDBl9oAEDr1q1x+fJlWFtbIyQkBMHBwbCxscGlS5fw5ptvIi0tDS1atDDoa9IYrkV7e3tER0fj5MmTmqIjNjYW0dHRyM/Px6+//oo6dergwIEDMiel0uCcDT3Mnz8f4eHhGD58OKZMmaK5e6aDgwOioqLQsWNHmROWTnh4OKZMmYI2bdrgrbfegiAIOHbsGP7++2988cUXSE5Oxueff478/Hx8+umncsfViyAIRX6aiouLU8Ssfy8vL/z111+4c+cOkpKSAAA+Pj6KeG1P3bp1CyNHjsT48eO12idPnoyUlBRs374dEyZMwHfffWew16QxXItubm7o0aMH5s2bB7X6yeffwsJCDBs2DLa2tli3bh0GDhyIMWPGKOJOvkZLjm1LDV3NmjU19yuwsbHRbF1+5swZoUKFCjImE0eXLl2E+fPn67QvWLBA6NKliyAIgjBnzhzB39+/rKOVmoODg1C+fHlBrVZr/v30YWdnJ6jVamHQoEFyx6QSsLOzE5KSknTak5KSBDs7O0EQBOH8+fOCjY1NWUcTjZKvxaecnJyExMREnfbExETN++np06cFe3v7Mk5GYmLPhh6Sk5MRGBio025ubq7ZWdSQ/fPPP5g+fbpOe/PmzTFy5EgAQNu2bTF27NiyjlZqUVFREAQB/fr1w6RJk2Bvb685ZmZmhipVqqBhw4YyJqSSsrCwwMGDB+Hj46PVfvDgQVhYWAB48gnZ3NxcjniiUPK1+FR+fj4SEhI025U/lZCQoOk1trCwUMSGicaMxYYevLy8cOrUKXh6emq1//XXX5r7NBgyR0dHbN26FSNGjNBq37p1q6YbPisrC7a2tnLEK5XQ0FAAT36HjRo1gqmpqcyJSF9DhgzBwIEDceLECbz55ptQqVQ4evQoFi9ejK+++grAkz/WRX0wMBRKvhaf+uSTT9C/f3989dVXWr/HqVOnonfv3gCAmJgY1KpVS+akVBosNvTw5Zdf4osvvkBOTg4EQcDRo0exdu1aREREYPHixXLHK7Xx48fj888/x+7du/HWW29pLv5t27ZhwYIFAIAdO3agWbNmMifVn5eXF9LS0l54nDeCev1988038PLywrx587Bq1SoAgK+vLxYtWoQePXoAAAYOHIjPP/9czpilYgzX4uzZs+Hq6ooZM2bgxo0bAABXV1eMGDECY8aMAQC0bNkSrVu3ljMmlRKXvupp0aJFmDx5Mq5evQoAqFixIiZOnIj+/fvLnEwcBw4cwLx585CYmAhBEFCjRg0MGTIEjRo1kjuaKNRqdbHdsk+7b4nkpvRr8Vn3798HANjZ2cmchMTGYqOUbt26hcLCQri4uMgdhV5BXFyc1td5eXmIjY1FZGQkpkyZgi5dusiUjIhIeVhslEJGRgYSExOhUqng6+sLZ2dnuSPp7f79+5pPE08/XbyIkj91/Pnnn5g5cyb27NkjdxQqgqOjIy5cuAAnJ6eX3mU5MzOzDJOJxxiuxXr16mHXrl0oX778Czdne0oJ938hztnQy/379/HFF19g7dq1KCwsBACYmJjg448/xo8//qi1wsFQlC9fHmlpaXBxcYGDg0ORF7/w/3tTKHmIoXr16jh27JjcMegFZs+erZkMGRUVJW8YiRjDtdixY0fNKiFjuP8LsWdDL127dsWpU6cwd+5cNGzYECqVCgcPHsSwYcNQu3ZtrF+/Xu6IrywmJgZBQUEoV64cYmJiij3XkCejPfX8J0ZBEJCWloaJEyciISEBp06dkicYGT1juxbJOLDY0IO1tTX++ecfNG7cWKt93759aN26tSL22lC6oiaICoKASpUqYd26ddxrw4BkZGQgIyND08v4VO3atWVKRPp6+PChzu/RUIeKSBuHUfRQoUKFIodK7O3tUb58eRkSiS8nJwenT58u8k38/ffflymVeJ6/rbVarYazszN8fHxQrhwvC0Nw4sQJhIaG4vz583j+M5MhDzE8T+nXYnJyMgYPHow9e/YgJydH027oQ0WkjT0bevj555+xYcMGrFy5Eu7u7gCA9PR0hIaGokuXLvjss89kTlg6f//9N3r37o1bt27pHOPFT6+L2rVrw8fHB2PGjIGrq6tOT9Xzm+4ZImO4Fp8u4R02bFiRv0cOFSkDiw09BAYG4uLFi8jNzdVs/pSamgpzc3NUq1ZN61xDnEnt4+ODVq1aITw8HK6urnLHkcylS5cQFRWF8+fPQ6VSoWbNmhg2bBiqVq0qdzQqAVtbW8TGxupsV64kxnAt2tjY4MSJE7yFvMKxv1gPSp89nZGRgbCwMMW+uQFPtrF+//33UbduXQQFBUEQBBw8eBC1atXC1q1b8d5778kdkV6iefPmiIuLU3SxYQzX4ptvvomrV6+y2FA49myQjn79+iEoKEgxu6EWJTAwEK1atcK0adO02seOHYvt27cbZI+Usbl16xZCQ0Px1ltvwd/fX+c+N0qYz2AM1+KlS5cwcOBA9OrVq8jfIyf6KgOLDT306dMH/fr1Q9OmTeWOIons7Gx89NFHcHZ2RkBAgM7FP3ToUJmSicfCwgJnzpzRGfa6cOECateurTVRjV5PW7ZswSeffIIHDx7oHFPKfAZjuBYPHz6MHj164MqVK5o2lUrFCaIKw2EUPTx48AAtW7ZEpUqV0LdvX4SGhqJixYpyxxLNmjVr8M8//8DS0hJ79uzRmrClUqkU8Qbn7OyMU6dO6RQbp06d4tbzBmLo0KH45JNPMH78eMUOMxjDtdivXz8EBgZi7dq1RU4QJWVgz4aebt++jdWrV2P58uWIj49HixYt0L9/f3Ts2NHgb1vu5uaGoUOHYuzYsVCr1XLHkcS3336L2bNnY+zYsWjUqBFUKhX279+P6dOnY+TIkfjmm2/kjkgvYWtri1OnTil6Qq8xXIvW1taKn3tDLDZEERsbi6VLl2Lx4sWwsbFBr169MGjQIJ1PzYbC0dERx44dU/SbuCAIiIqKwqxZs3D9+nUAgIeHB7788ksMHTqUn64MQGhoKJo0aYIBAwbIHUUyxnAtdujQAX369MEHH3wgdxSSEIuNUkpLS8PKlSuxdOlSXLt2DR988AHS0tKwe/duzJgxAyNGjJA74isbMWIEnJ2d8dVXX8kdpUw8HfN/es8NMgxTpkxBVFQU2rVrp9j5DMZwLf7888+YPHky+vXrV+TvUQkTfYnFhl7y8vKwZcsWLFu2DNu3b0ft2rUxYMAA9OzZU/MHa926dfj8889x584dmdO+uqFDh2LlypWoU6cOateurXPxR0ZGypSM6H+8vLxeeEylUuHy5ctlmEYaxnAtFjc8xAmiysEJonpwd3dHYWEhunfvjqNHj6Ju3bo657Rq1QoODg5lnk0MZ86cQWBgIAAgPj5e65hShhdu3LiBUaNGYdeuXcjIyNDZ7ppvcK+/5ORkuSNIzhiuxee3YCdlYs+GHlatWoWPPvoIFhYWckchPbVp0wapqakYPHgw3N3ddd64O3bsKFMyIiLlYc+GHnbv3o1OnTrpFBtZWVkYMmQIli5dKlMyKqn9+/dj3759RfZKERGRuJS5lkpiK1aswKNHj3TaHz16hJUrV8qQiF5VpUqVdIZOiIhIGiw2XsH9+/dx7949CIKABw8e4P79+5rHnTt3sG3bNm4IZSCioqIwduxYrV0LiYhIGhxGeQUODg5QqVRQqVSoXr26znGVSoVJkybJkIxKonz58lpzM7KyslC1alVYWVnpzPLPzMws63hERIrFYuMV7N69G4Ig4N1338Vvv/0GR0dHzTEzMzN4enrCw8NDxoRUnKioKLkjkIiWLVsGGxsbfPTRR1rtGzZsQHZ2NkJDQ2VKRq/CxMQEaWlpOr3Ct2/fhouLC1eGKQRXo+ghJSUFlStXVszSs+dFRETA1dUV/fr102pfunQpbt68iTFjxsiUjOh/fH19sWDBAoSEhGi1x8TE4D//+Q8SExNlSiauCxcuYM+ePcjIyNBZJhoeHi5TKvGo1Wqkp6frFBvXr19H1apVi5wfR4aHPRt68PT01Pw7ICAA27ZtQ6VKlWRMJK6FCxdizZo1Ou21atVCt27dFFFs8NOU4UtJSSlyYy9PT0+kpqbKkEh8ixYtwueffw4nJye4ubnp3IjNkIuNOXPmAHjyOp7e6uGpgoIC7N27FzVq1JArHomMxUYpXblyBXl5eXLHEFV6ejrc3d112p2dnZGWliZDIvG9qEMvNzcXZmZmZZyG9OHi4oLTp0+jSpUqWu1xcXGoUKGCPKFENnnyZEyZMkURBf7zZs+eDeDJtbhgwQKYmJhojpmZmaFKlSpYsGCBXPFIZCw2SEelSpVw4MABnU+NBw4cMPg5Kfw0pRzdunXD0KFDYWtri6ZNmwJ4MoQybNgwdOvWTeZ04rhz547OnBSleLoDbEhICDZt2oTy5cvLnIikxGLjFeXn52PKlCno168fKlWqhCZNmsDS0lLuWKIaMGAAhg8fjry8PLz77rsAgF27dmH06NEYOXKkzOlKh5+mlGPy5MlISUlB8+bNUa7ck7eywsJC9O7dG1OnTpU5nTg++ugjbN++HQMHDpQ7imR2794tdwQqA5wgqgcbGxvEx8frdN8qhSAIGDt2LObMmYPHjx8DACwsLDBmzBiDHiN+Fj9NKceFCxcQFxcHS0tLBAQEaM2pMkRPe9+AJ8uzIyMjFX1n2+cnoj+POzIrA4sNPXTq1AmdOnVCnz595I4iqYcPH+L8+fOwtLREtWrVYG5uLnckIsUr7m62z1LKnW07d+6s9XVeXh7i4+Nx9+5dvPvuu9i0aZNMyUhMHEbRQ5s2bTBu3DjEx8ejfv36sLa21jr+/vvvy5RMXDY2NnjzzTfljiGasLAwfPfdd7C2tkZYWFix5yrh1t1KZAy/Q2O4m+2zNm/erNNWWFiIQYMGwdvbW4ZEJAX2bOhBrX7xLu8qlcogl0126dIFy5cvh52dHbp06VLsuYb6SSMkJASbN2+Gg4ODzt4Mz1KpVIiOji7DZFRSxvY7/PbbbzFq1ChYWVlptT969AgzZ85UzLBmURITExEcHKyYFXDGjsUGAQD69u2LOXPmwNbWFn379i323GXLlpVRKiLjZsz7wWzbtg2hoaG4efOm3FFIBBxGIQDaBYQxFBM7duxA48aNFbeSiJRFEIQidyqOi4vTul2CIXt+OEwQBKSlpeHPP//klvMKwmJDT1lZWYiJiUFqaqpmxcZTSpghrnQffPABcnNzUb9+fTRr1gzBwcEICgrS2neDXm+dO3cu8g+xSqWChYUFfHx80KNHD/j6+sqQrnSe3jTw6U0fn32dBQUFePjwoWKWw8bGxmp9rVar4ezsjFmzZr10pQoZDg6j6CE2NhZt27ZFdnY2srKy4OjoiFu3bsHKygouLi4GP0M8MDDwpW/iffr0KXbM/HVXUFCAo0ePIiYmBnv27MHBgweRk5ODevXqITg4GNOmTZM7Ir1Enz598N///hcODg6oX78+BEFAbGws7t69i5YtWyIuLg5XrlzBrl27EBQUJHfcV7JixQoIgoB+/fohKioK9vb2mmNP94Np2LChjAmJXg2LDT0EBwejevXqmD9/PhwcHBAXFwdTU1P06tULw4YNe+kEy9fduHHjMH/+fAQEBOCtt96CIAg4fvw4Tp8+jT59+uDcuXPYtWsXNm3ahI4dO8odVxTx8fH4/vvv8csvv6CwsFDRY+FKMXbsWNy/fx/z5s3TTNouLCzEsGHDYGtriylTpmDgwIE4e/Ys9u/fL3Na/cTExKBRo0Y6+2so0c2bN5GYmKjpzXF2dpY7EomIxYYeHBwccOTIEfj6+sLBwQGHDh1CzZo1ceTIEYSGhiIhIUHuiKXy6aefonLlyhg/frxW+9MdGxctWoQJEybgzz//xPHjx2VKWTrnz5/X9GrExMSgoKAAjRs3RnBwMJo1a4Y6derIHZFewtnZGQcOHED16tW12i9cuIBGjRrh1q1bOHPmDJo0aYK7d+/KE1IP9+/fh52dnebfxXl6niHLysrCkCFDsHLlSs1dbU1MTNC7d2/MnTtXZyUOGaYXr+GkFzI1NdUMM7i6umruMGlvb6+Iu02uX78e3bt312nv1q0b1q9fDwDo3r27Qd/Cu1atWpgwYQLq1KmDnTt3IiMjA5s2bcLQoUNZaBiI/Pz8Igv7hIQETc+UhYVFkUOCr7Py5csjIyMDwJMPNuXLl9d5PG1XgrCwMMTExGDr1q24e/cu7t69i99//x0xMTEGf3sE+h9OENVDYGAgjh8/jurVqyMkJATh4eG4desWVq1ahYCAALnjlZqFhQUOHjwIHx8frfaDBw/CwsICwJPuakPeUXTo0KHYu3cvJk6ciP/+978IDg5GcHAwmjRpwkmiBuKTTz5B//798dVXX+HNN9+ESqXC0aNHMXXqVPTu3RvAk2GIWrVqyZz01URHR2tWmkRHRxtcsfSqfvvtN2zcuBHBwcGatrZt28LS0hJdu3bF/Pnz5QtH4hHolR07dkyIjo4WBEEQMjIyhDZt2gi2trZCYGCgcOrUKZnTld53330nWFpaCkOHDhVWrVolrF69Whg6dKhgZWUlTJ48WRAEQYiMjBRatGghc9LSu3PnjrBlyxZh5MiRQoMGDQRzc3Ph7bffljsWlUB+fr4wefJkwc3NTVCpVIJKpRLc3NyEKVOmCPn5+YIgCEJKSopw9epVmZNScSwtLYVz587ptMfHxwtWVlYyJCIpcM4GFemXX37BvHnzNEMlvr6+GDJkCHr06AHgyQ6GT1enGLLMzEzExMRg9+7d2LNnD86ePQtnZ2ekp6fLHY1ewdO5DUqYw/CsoKAgraXZz98aQQmaN2+OChUqYOXKlZr3k0ePHiE0NBSZmZnYuXOnzAlJDCw2yCgNGzZMU1w4OjqiadOmmqEUf39/ueNRCeXn52PPnj24dOkSevToAVtbW1y/fh12dnaKGA6LiIhATEyMZmn2s/vCNG7cWBGvMT4+Hq1bt0ZOTg7q1KkDlUqFU6dOwcLCAv/884/BDYNR0VhslNCL9p4oysmTJyVOI727d+9i48aNuHz5MkaNGgVHR0ecPHkSrq6uqFixotzxSu3DDz9kcWHgUlJS0Lp1a6SmpiI3NxcXLlyAt7c3hg8fjpycHCxYsEDuiKIpKCjAsWPHsGfPHuzZs0czlyM3N1fuaKJ49OgRVq9ejYSEBAiCAD8/P/Ts2ZM7/CoIJ4iWUKdOneSOUGZOnz6NFi1awN7eHleuXMGAAQPg6OiIzZs3IyUlBStXrpQ7Yqlt3LhR7ghUSsOGDUODBg0QFxeHChUqaNo7d+6MAQMGyJhMfElJSYiLi0NcXBxOnz4NOzs7NGnSRO5YorG0tMSnn34qdwySEHs2SEeLFi1Qr149zJgxA7a2toiLi4O3tzcOHjyIHj164MqVK3JHJIKTkxMOHDgAX19frf9Or1y5Aj8/P2RnZ8sdsdQ+/vhj7N27F4WFhWjatCmaNm2KZs2aoXbt2nJHE9WFCxewZ88eZGRkaPbaeErJd7Y1JuzZIB3Hjh3DwoULddorVqzIiZP02njRTq///vsvbG1tZUgkvg0bNsDJyUlzewAlLs1etGgRPv/8czg5OcHNzU1ruFqlUrHYUAgWGyXk6OiICxcuwMnJSXOTpBfJzMwsw2Tis7CwKHLnwsTERG4hTK+N9957D1FRUfj5558BPPnD9PDhQ0yYMAFt27aVOZ04MjMzsXfvXuzZswfffPMNzp49izp16mjmG7Vp00buiKU2efJkTJkyBWPGjJE7CkmIwygltGLFCnTr1g3m5uZYvnx5scWGod8W+T//+Q9u3ryJ9evXw9HREadPn4aJiQk6deqEpk2bIioqSu6IRLh+/TpCQkJgYmKCpKQkNGjQAElJSXBycsLevXvh4uIid0TRXbp0CZMnT8bq1asVcw8fOzs7nDp1Ct7e3nJHIQmx2CAd9+/fR9u2bXH27Fk8ePAAHh4eSE9PR8OGDbFt2zbFrPV/uuLm0qVL+PLLLxW34sYYPHr0CGvXrsXJkydRWFiIevXqKWoVw9N9YJ6uQnl2qXZISAi++OILuSOWWv/+/fHmm29i4MCBckchCbHY0MPJkydhamqq2Zr8999/x7Jly+Dn54eJEyfCzMxM5oTiiI6O1noTb9GihdyRRPP8ipvExER4e3tj/PjxillxQ4bPxMQETk5OaNKkiaKWas+ZM0fz76ysLERGRqJdu3YICAjQucPt0KFDyzoeSYDFhh7efPNNjB07Fh988AEuX74MPz8/dOnSBceOHUO7du04zGAAuOLGMG3ZsqXE577//vsSJikb8fHxiigunufl5VWi81QqFS5fvixxGioLLDb0YG9vj5MnT6Jq1aqYPn06oqOj8c8//+DAgQPo1q0brl69KnfEV/bsJ42XUcInjWd/h88WGykpKfD19UVOTo7cEakIanXJblStUqkUMZ+BSCm4GkUPgiBo1oLv3LkT7du3BwBUqlQJt27dkjOa3mbPnl2i81QqlSKKDa64MUzP78FAhu/bb7/FqFGjYGVlpdX+6NEjzJw5k0tfFYI9G3p49913UalSJbRo0QL9+/fHuXPn4OPjg5iYGISGhrIL3gBwxQ3R68HExARpaWk6q4du374NFxcX9lApRMn6JElLVFQUTp48icGDB+Prr7+Gj48PgCdbYDdq1EjmdOISBAFKrEe///573Lx5Ey4uLnj06BGaNWsGHx8f2NraYsqUKXLHoxLatWsX2rdvj6pVq8LHxwft27fnXUINjCAIRW4lEBcXB0dHRxkSkRTYsyGinJwcmJiY6MymNkRLlizB7NmzkZSUBACoVq0ahg8frrh7Tih5xY3SzZs3DyNGjMCHH36Ihg0bAgAOHz6MjRs3IjIyEoMHD5Y5IRXn6eaI9+7dg52dnVbBUVBQgIcPH2LgwIH48ccfZUxJYmGxQTrGjx+P2bNnY8iQIZo38UOHDmHevHkYNmwYJk+eLHNCoifb548bN06nqPjxxx8xZcoUXL9+XaZk4srKykJMTAxSU1Px+PFjrWOGPH9qxYoVEAQB/fr1Q1RUFOzt7TXHzMzMUKVKFc37Dxk+Fht6KCgowOzZs7F+/foi3wAMfbtyJycnzJ07F927d9dqX7t2LYYMGWKwk2Cft2vXLuzatavImz8tXbpUplRUUra2toiNjdUMYz6VlJSEwMBAPHz4UKZk4omNjUXbtm2RnZ2NrKwsODo64tatW7CysoKLi4siloXGxMSgUaNGiugRphfjnA09TJo0CZGRkejatSvu3buHsLAwdOnSBWq1GhMnTpQ7XqkVFBSgQYMGOu3169dHfn6+DInEN2nSJLRs2RK7du3CrVu3cOfOHa0Hvf7ef/99bN68Waf9999/R4cOHWRIJL4RI0agQ4cOyMzMhKWlJQ4fPoyUlBTUr18f33//vdzx9PbsSrDAwEA8evQI9+/fL/JBysCeDT1UrVoVc+bMQbt27WBra4tTp05p2g4fPow1a9bIHbFUhgwZAlNTU0RGRmq1jxo1Co8ePVLEGKq7uztmzJiBTz75RO4opKfJkyfj+++/R1BQkNacjQMHDmDkyJGws7PTnGuoww0ODg44cuQIfH194eDggEOHDqFmzZo4cuQIQkNDkZCQIHdEvTy7AkWtVhc5QfTpxFGuRlEG7rOhh/T0dM1W5TY2Nrh37x4AoH379hg/fryc0USzZMkSbN++He+88w6AJ2/iV69eRe/evREWFqY57/mCxFA8fvxYcSuHjM2SJUtQvnx5nDt3DufOndO0Ozg4YMmSJZqvDXlvGFNTU80fYldXV6SmpqJmzZqwt7dHamqqzOn0Fx0drVlpEh0dXeyNLUkZWGzo4Y033kBaWhoqV64MHx8fbN++HfXq1cOxY8dgbm4ud7xSi4+PR7169QA8ucskADg7O8PZ2Rnx8fGa8wz5DWLAgAFYs2aNYopDY5ScnCx3BMkFBgbi+PHjqF69OkJCQhAeHo5bt25h1apVmg88hqhZs2aafwcHB8sXhMoMh1H0MHbsWNjZ2eGrr77Cxo0b0b17d1SpUgWpqakYMWIEpk2bJndEeolhw4Zh5cqVqF27NmrXrq0zOc1Qe2xIWY4fP44HDx4gJCQEN2/eRGhoKPbv3w8fHx8sW7YMderUkTtiqQUFBaFZs2YIDg5GUFCQYu4qTdpYbIjg8OHDOHjwIHx8fBRx8ydjEBIS8sJjKpUK0dHRZZiGSiosLAzfffcdrK2ttYbzimLoBaMgCEhNTYWLiwssLS3ljiOZiIgIxMTE4ODBg8jJyUH9+vU1xUfjxo1hY2Mjd0QSAYsNAgB06dIFy5cvh52dHbp06VLsuZs2bSqjVETaQkJCsHnzZjg4OCi+YCwsLISFhQXOnj2LatWqyR1HcgUFBTh27Bj27NmDPXv2aOZy5Obmyh2NRMA5G3q4ffs2KlSoAAC4evUqFi1ahEePHuH9999HkyZNZE6nH3t7e80cjGc31yF6nezevbvIfyuRWq1GtWrVcPv2baMoNpKSkhAXF4e4uDicPn0adnZ2Bvt+SrrYs/EKzpw5gw4dOuDq1auoVq0a1q1bh9atWyMrKwtqtRpZWVnYuHEjOnXqJHdUKgJ7b8jQ/Pnnn5g2bRrmz58Pf39/ueNI4uOPP8bevXtRWFiIpk2bomnTpmjWrBlq164tdzQSEXs2XsHo0aMREBCA1atXY/Xq1Wjfvj3atm2LxYsXA3iyP8W0adNYbLym2HujLDk5OZg7dy52795d5C6wJ0+elCmZeHr16oXs7GzUqVMHZmZmOnM3DH23YgDYsGEDnJyc0KdPH4SEhKBJkyacp6FA7Nl4BU5OToiOjkbt2rXx8OFD2NnZ4ejRo5rdNhMSEvDOO+/g7t278gYtpdu3byM8PPyFb+JKeIMjw9ejRw/s2LEDH374IVxdXXWWYk+YMEGmZOJZsWJFscdDQ0PLKIl07t69i71792LPnj2IiYnB2bNnUadOHQQHByM4OBht2rSROyKJgMXGK1Cr1UhPT4eLiwuAJ/dmiIuLg7e3NwDgxo0b8PDwMPgd79q0aYNLly6hf//+Rb6JK+ENjgyfvb09tm3bhqCgILmjkIguXbqEyZMnY/Xq1SgsLDT491N6gsMor+j5P7yGvLHVi+zfvx/79+9XxBr+4mzcuPGFN9NTQhe80lWsWBG2trZyx5DUy3YJrVy5chklkU5mZiZiYmI0q1DOnj0LR0dHdOzYsdgVR2RYWGy8oj59+mh2Cc3JycHAgQM1m9AoZYlWjRo18OjRI7ljSGrOnDn4+uuvERoait9//x19+/bFpUuXcOzYMXzxxRdyx6MSmDVrFsaMGYMFCxbA09NT7jiSqFKlSrEfaJTwqd/Z2RlOTk5o0qQJPv30UwQHByt2Mqwx4zDKK+jbt2+Jzlu2bJnESaR17NgxjB07FuHh4fD399fZXfPZG1wZqho1amDChAno3r271nBYeHg4MjMzMW/ePLkj0kvcvHkTXbt2xd69e2FlZaXz36kS5hbFxcVpfZ2Xl4fY2FhERkZiypQpL11VZQji4+NZXBgBFhukIykpCd27d0dsbKxWu5LuwmhlZYXz58/D09MTLi4u2LFjB+rUqYOkpCS88847uH37ttwR6SVatGiB1NRUo5xb9Oeff2LmzJnYs2eP3FGISoTDKKSjZ8+eMDMzw5o1a4p8E1cCNzc33L59G56envD09MThw4dRp04dJCcng/W3YTh48CAOHTqk+LlFRalevTqOHTsmdwyiEmOxQTri4+MRGxsLX19fuaNI5t1338XWrVtRr1499O/fHyNGjMDGjRtx/PhxRXRNGwNjmFt0//59ra8FQUBaWhomTpxoFLuKknJwGIV0NG3aFOHh4WjRooXcUSRTWFiIwsJClCv3pN5ev3695m6aAwcOhJmZmcwJ6WW2b9+OSZMmYcqUKQgICFDk3CK1Wq3TsygIAipVqoR169ahYcOGMiUjejUsNkjHhg0bMHHiRHz55ZdFvokb+jbC+fn5mDJlCvr164dKlSrJHYf0pFarAeguP1fS3KKYmBitr9VqNZydneHj46MplIkMAYsN0vH0TfxZKpVKUW/iNjY2iI+PR5UqVeSOQnp6/g/x85o1a1ZGSai0srKyEBMTU+SeN0OHDpUpFYmJxQbpSElJKfa4EvY06NSpEzp16oQ+ffrIHYXopc6dO1fkH+L3339fpkTiiY2NRdu2bZGdnY2srCw4Ojri1q1bsLKygouLCy5fvix3RBIB++FIhxKKiZdp06YNxo0bh/j4eNSvX1+zMdtTSngTNwb79u3DwoULcfnyZWzYsAEVK1bEqlWr4OXlhcaNG8sdr9QuX76Mzp0748yZM5reReB/Q0dK6GUcMWIEOnTogPnz58PBwQGHDx+GqakpevXqhWHDhskdj8QiEBVh5cqVQqNGjQR3d3fhypUrgiAIwuzZs4X//ve/MicTh0qleuFDrVbLHY9KYOPGjYKlpaUwYMAAwdzcXLh06ZIgCILw448/Cm3atJE5nTjat28vdOzYUcjIyBBsbGyEc+fOCfv27RPeeustYe/evXLHE4W9vb2QkJCg+fe5c+cEQRCEw4cPC76+vnJGIxHpDs6T0Zs/fz7CwsLQtm1b3L17V/PpycHBAVFRUfKGE8nT1ShFPZTwadEYTJ48GQsWLMCiRYu0JjE3atRIMfe2OXToEL799ls4OztDrVZDrVajcePGiIiIUMxcBlNTU01Pjaurq+Z+MPb29i+9NwwZDhYbpGPu3LlYtGgRvv76a5iYmGjaGzRogDNnzsiYjOh/EhMT0bRpU512Ozs73L17t+wDSaCgoAA2NjYAACcnJ1y/fh3Ak6HOxMREOaOJJjAwEMePHwcAhISEIDw8HL/88guGDx+OgIAAmdORWDhng3QkJycjMDBQp93c3BxZWVkyJBLfnDlzimxXqVSwsLCAj48PmjZtqlVs0evF3d0dFy9e1FlRtH//fnh7e8sTSmT+/v44ffo0vL298fbbb2PGjBkwMzPDzz//rJjXOHXqVDx48AAA8N133yE0NBSff/45fHx8DP4+U/Q/LDZIh5eXF06dOqUzUfSvv/6Cn5+fTKnENXv2bNy8eRPZ2dkoX748BEHA3bt3YWVlBRsbG2RkZMDb2xu7d+/mXhyvqc8++wzDhg3D0qVLoVKpcP36dRw6dAijRo1CeHi43PFE8c0332gK/MmTJ6N9+/Zo0qQJKlSogF9//VXmdKUnCAKcnZ1Rq1YtAE/uALtt2zaZU5Ek5J40Qq+fpUuXChUrVhTWrVsnWFtbC2vXrhUmT56s+bcSrFmzRggODhYuXryoaUtKShLeffddYd26dcLVq1eFoKAg4YMPPpAxJb3MV199JVhaWmom91pYWAjffPON3LEkdfv2baGwsFDuGKIoKCgQTE1NhQsXLsgdhSTGfTaoSIsWLcLkyZNx9epVAEDFihUxceJE9O/fX+Zk4qhatSp+++031K1bV6s9NjYWH3zwAS5fvoyDBw/igw8+QFpamjwhqUSys7Nx7tw5FBYWws/PTzPHgQxDrVq1sGTJErzzzjtyRyEJsdigYt26dQuFhYVwcXGRO4qorKyssHfvXjRo0ECr/dixY2jWrBmys7Nx5coV+Pv74+HDhzKlJFK+P//8E9OmTcP8+fPh7+8vdxySCIsNMkrt2rVDeno6Fi9erJkMGxsbi08//RRubm74448/sHXrVnz11VdcgfOaysrKwrRp07Br1y5kZGSgsLBQ6zh3njQM5cuXR3Z2NvLz82FmZgZLS0ut45mZmTIlIzFxgijpuHHjBkaNGqV5E3++HlXCPhRLlizBJ598gvr162v2aMjPz0fz5s2xZMkSAE/unzJr1iw5Y1IxBgwYgJiYGHzyySdwd3fXuSEbGQal7N1DxWPPBulo06YNUlNTMXjw4CLfxDt27ChTMvElJCTgwoULEAQBNWrUgK+vr9yRqIQcHBzw559/IigoSO4oRPQSLDZIh62tLfbt26czeZLodeLl5YVt27ahZs2ackcR1ZYtW0p8rhLu4fOyXUIrV65cRklISiw2SIefnx9++eWXIjf2MmRhYWH47rvvYG1tjbCwsGLPjYyMLKNUpK/Vq1fj999/x4oVK2BlZSV3HNGo1SXb2FmlUiliSFOtVhc7BKaE10ics0FFiIqKwtixY7Fw4UKd3RkNWWxsLPLy8jT/fhGO/b++AgMDtX4/Fy9ehKurK6pUqaJ1fxQABnt/lOcnuird89diXl4eYmNjERkZiSlTpsiUisTGng0C8GRG+LNv4llZWcjPz4eVlZXOmzhnh5NcJk2aVOJzJ0yYIGESktqff/6JmTNnYs+ePXJHIRGw2CAAwIoVK0p8bmhoqIRJiOhZWVlZiImJQWpqKh4/fqx1TCl3fi1KUlIS6tatq5j7MRk7FhtkVPr161ei85YuXSpxEqKXi42NRdu2bZGdnY2srCw4Ojri1q1bsLKygouLiyL2Erl//77W14IgIC0tDRMnTkRCQgJOnTolTzASFedskFFZvnw5PD09ERgYqLN/CNHrZsSIEejQoQPmz58PBwcHHD58GKampujVqxeGDRsmdzxRODg46MyTEgQBlSpVwrp162RKRWJjzwYZlUGDBmHdunWoXLky+vXrh169esHR0VHuWERFcnBwwJEjR+Dr6wsHBwccOnQINWvWxJEjRxAaGoqEhAS5I5ZaTEyM1tdqtRrOzs7w8fFBuXL8PKwULDbI6OTm5mLTpk1YunQpDh48iHbt2qF///5o2bIlV6LQa8XZ2RkHDhxA9erV4evrizlz5qBVq1ZISEhAvXr1kJ2dLXdEohJh2UhGx9zcHN27d0f37t2RkpKC5cuXY9CgQcjLy8O5c+d411B6bQQGBuL48eOoXr06QkJCEB4ejlu3bmHVqlUICAiQO56ozp07V+QkWCVsXEYsNsjIqVQqqFQqCIJgdPsbGLoPP/wQDRo0wNixY7XaZ86ciaNHj2LDhg0yJRPP1KlT8eDBAwDAd999h9DQUHz++efw8fFRzCTmy5cvo3Pnzjhz5ozmWgT+t98NN/VSBg6jEACgS5cuJT5306ZNEiaR3rPDKPv370f79u3Rt29ftG7dusS7N5L8nJ2dER0drfMJ/8yZM2jRogVu3LghUzJ6FR06dICJiQkWLVoEb29vHD16FLdv38bIkSPx/fffo0mTJnJHJBGwZ4MAAPb29nJHKBPPThDt27cv1q1bhwoVKsgdi/Tw8OFDmJmZ6bSbmprqLKc0VMnJycjPz0e1atW02pOSkmBqaqqIHX4PHTqE6OhoODs7Q61WQ61Wo3HjxoiIiMDQoUOL3e2XDAeLDQIALFu2TO4IZWLBggWoXLkyvLy8EBMTozMT/ilD770xBv7+/vj1118RHh6u1b5u3Tr4+fnJlEpcffr0Qb9+/XSKjSNHjmDx4sWK2F2zoKBAM0/KyckJ169fh6+vLzw9PZGYmChzOhILiw0yKr179+aKE4UYP348PvjgA1y6dAnvvvsuAGDXrl1Yu3atIuZrAE829QoKCtJpf+eddzB48GAZEonP398fp0+fhre3N95++23MmDEDZmZm+Pnnn+Ht7S13PBIJiw0q0saNG7F+/foiZ4cb6g2ugCebepEyvP/++/jvf/+LqVOnYuPGjbC0tETt2rWxc+dONGvWTO54olCpVJoJos+6d++eYiZOfvPNN5otySdPnoz27dujSZMmqFChAn799VeZ05FYOEGUdMyZMwdff/01QkNDsWjRIvTt2xeXLl3CsWPH8MUXX/BOjERlpH379rCyssLatWthYmIC4Mmww8cff4ysrCz89ddfMieURmZmps7NIcmwsdggHTVq1MCECRPQvXt32NraIi4uDt7e3ggPD0dmZibmzZsnd0Qio3Du3Dk0bdoUDg4OmlUZ+/btw/379xEdHQ1/f3+ZExKVDIsN0mFlZYXz58/D09MTLi4u2LFjB+rUqYOkpCS88847uH37ttwRyUg5OjriwoULcHJyeukn38zMzDJMJp3r169j3rx5iIuL0wwVDR48mNvsk0HhnA3S4ebmhtu3b8PT0xOenp44fPgw6tSpg+TkZN68jGQ1e/Zs2NraAgCioqLkDVNGPDw8MHXqVLljEJUKezZIx4ABA1CpUiVMmDABCxYsQFhYGIKCgnD8+HF06dIFS5YskTsikWKdPn0a/v7+UKvVOH36dLHn1q5du4xSEZUOiw3SUVhYiMLCQs0dF9evX4/9+/fDx8cHAwcOLHIjJaKy8CqbddnZ2UmYRDpqtRrp6elwcXGBWq3W2sL7WSqVSjErUkj5WGwQkcF4+se3JAz1D3FKSgoqV64MlUqFlJSUYs/19PQso1Ti2rJlS4nP5Y3YlIHFBgFg1y0Zhmd3fL1y5QrGjh2LPn36oGHDhgCebH29YsUKREREIDQ0VK6Y9BIlvQcRe2+Ug8UGAWDXLRme5s2bY8CAAejevbtW+5o1a/Dzzz8rYitvAEhMTMTcuXNx/vx5qFQq1KhRA0OGDIGvr6/c0YhKjMUGATCOrltSFisrK8TFxencN+TChQuoW7cusrOzZUomno0bN6J79+5o0KCBpvfm8OHDOHbsGNasWYOPPvpI5oREJcNig4gMkq+vL9q3b49Zs2ZptY8cORJ//PGHIm7i5e3tjV69euHbb7/Vap8wYQJWrVqFy5cvy5RMXFlZWYiJiSny9ghDhw6VKRWJicUGAeCELTI827ZtwwcffICqVavinXfeAfDkU/+lS5fw22+/oW3btjInLD0rKyucPn0aPj4+Wu1JSUmoU6eOInpvYmNj0bZtW2RnZyMrKwuOjo64desWrKys4OLiopiCythxUy8CAHTq1KlE53HOBr0u2rZti6SkJPz0009ISEiAIAjo2LEjBg4ciEqVKskdTxTBwcHYt2+fTrGxf/9+zfblhm7EiBHo0KED5s+fDwcHBxw+fBimpqbo1asXhg0bJnc8Egl7NoiIXlMLFixAeHg4unbtqtV7s2HDBkyaNAkeHh6acw21x9HBwQFHjhyBr68vHBwccOjQIdSsWRNHjhxBaGgoEhIS5I5IImCxQUQGLTs7u8ixfiUs0TaGJaLOzs44cOAAqlevDl9fX8yZMwetWrVCQkIC6tWrp4ihIuIwCv2/OXPm4D//+Q8sLCwwZ86cYs/lhC16Hdy8eRN9+/Z94W3WDfWP77MKCwvljiC5wMBAHD9+HNWrV0dISAjCw8Nx69YtrFq1CgEBAXLHI5GwZ4MAAF5eXjh+/DgqVKgALy+vF56nUqk4YYteCz179sSVK1cQFRWFkJAQbN68GTdu3MDkyZMxa9YstGvXTu6IpZacnFzs9agEx48fx4MHDxASEoKbN28iNDRUc3uEpUuXom7dunJHJBGw2CAig+Tu7o7ff/8db731Fuzs7DSfjrds2YIZM2Zg//79ckcsNRMTEzRt2hT9+/fHhx9+CAsLC7kjEemlZAOCRESvmaysLLi4uAAAHB0dcfPmTQBAQEAATp48KWc00cTFxSEwMBAjR46Em5sbPvvsMxw9elTuWKJKTk5GUlKSTntSUhKuXLlS9oFIEiw2SIcgCNiwYQMGDRqEDz/8EF26dNF6EL0OfH19NRt31a1bFwsXLsS1a9ewYMECuLu7y5xOHP7+/oiMjMS1a9ewbNkypKeno3HjxqhVqxYiIyM1BZYh69OnDw4ePKjTfuTIEfTp06fsA5EkOIxCOoYOHYqff/4ZISEhcHV11bnL5rJly2RKRvQ/v/zyC/Ly8tCnTx/ExsaiVatWuH37NszMzLB8+XJ8/PHHckcUXW5uLn766SeMGzcOjx8/hqmpKT7++GNMnz7dYAssOzs7nDx5UmcvkYsXL6JBgwa4e/euPMFIVCw2SIejoyNWr16tiB0YyXhkZ2cjISEBlStXhpOTk9xxRHX8+HEsXboU69atg7W1NUJDQ9G/f39cv34d4eHhePDggcEOr9jb22PPnj0IDAzUaj9x4gSCg4Px4MEDmZKRmDiMQjrs7e3h7e0tdwyiF8rLy4O3tzfOnTunabOyskK9evUUUWj069cPDx48QGRkJAICAtCoUSNcv34dK1euREpKCiZPngwvLy8EBQVh4cKFBj1HpUmTJoiIiNBaqlxQUICIiAg0btxYxmQkJvZskI4VK1bg77//xtKlS2FpaSl3HKIiVaxYETt37kTNmjXljiI6ExMTpKWlISgoCP369UPfvn3h5uZW5LmPHz/G2rVrERoaWsYpxXHu3Dk0bdoUDg4Omi3Y9+3bh/v37yM6Ohr+/v4yJyQxsNggHdnZ2ejSpQsOHDiAKlWqwNTUVOu4IX+KIuWYNm0aEhISsHjxYpQrp6z9CdVqNdLT0zWrbZTu+vXrmDdvHuLi4mBpaYnatWtj8ODBcHR0lDsaiYTFBuno2rUrdu/ejQ8//LDICaITJkyQKRnR/3Tu3Bm7du2CjY0NAgICYG1trXV806ZNMiUrPbVajRs3bsDZ2VnuKESiUNbHARLFn3/+iX/++YfjpfRac3BwwAcffCB3DMlUr15dp9B/XmZmZhmlEdfp06fh7+8PtVqN06dPF3uuEu5xQyw2qAiVKlWCnZ2d3DGIiqX0JdiTJk2Cvb293DEkUbduXc0wUd26daFSqVBUJ7sh32COtHEYhXT8+eefmDt3LhYsWIAqVarIHYeoWDdv3kRiYiJUKhWqV6+uiKEHpc/ZSElJQeXKlaFSqZCSklLsuZ6enmWUiqTEYoN0lC9fHtnZ2cjPz4eVlZXOBFFD7bolZcnKysKQIUOwcuVKzd1RTUxM0Lt3b8ydOxdWVlYyJ9Tf09UoSi02yPhwGIV0REVFyR2B6KXCwsIQExODrVu3IigoCACwf/9+DB06FCNHjsT8+fNlTqg/Y/sMmJiYiLlz5+L8+fNQqVSoUaMGhgwZAl9fX7mjkUjYs0FEBsnJyQkbN25EcHCwVvvu3bvRtWtXRdw3xBhs3LgR3bt3R4MGDdCwYUMAwOHDh3Hs2DGsWbMGH330kcwJSQwsNqhYjx49Ql5enlYbJ4/S68DKygonTpzQ2dTr7NmzeOutt5CVlSVTMnoV3t7e6NWrF7799lut9gkTJmDVqlW4fPmyTMlITCw2SEdWVhbGjBmD9evX4/bt2zrHOTucXgfNmzdHhQoVsHLlSlhYWAB4UhyHhoYiMzMTO3fulDkhlYSVlRVOnz6tcyO2pKQk1KlTB9nZ2TIlIzFxzgbpGD16NHbv3o2ffvoJvXv3xo8//ohr165h4cKFmDZtmtzxiAAAP/zwA1q3bo033ngDderUgUqlwqlTp2BhYYF//vlH7nhUQsHBwdi3b59OsbF//37N9uVk+NizQToqV66MlStXIjg4WOv2z6tWrcLatWuxbds2uSMSAXjSk7F69WokJCRAEAT4+fmhZ8+evKePAVmwYAHCw8PRtWtXvPPOOwCezNnYsGEDJk2aBA8PD82577//vlwxqZRYbJAOGxsbnD17Fp6ennjjjTewadMmvPXWW0hOTkZAQAAePnwod0QiUgi1umQ3H+cGX4aNt5gnHd7e3rhy5QoAwM/PD+vXrwcAbN26FQ4ODvIFI3pOYmIiBg8ejObNm6NFixYYPHgwEhIS5I5Fr6CwsLBEDxYaho3FBuno27cv4uLiAADjxo3DTz/9BHNzc4wYMQJffvmlzOmInti4cSP8/f1x4sQJ1KlTB7Vr18bJkycREBCADRs2yB2PSig5OVnuCFQGOIxCGpcvX4aXl5fOzZ9SU1Nx/PhxVK1aFXXq1JEpHZE2LplUBhMTEzRt2hT9+/fHhx9+qFlZRMrCYoM0nt8i+eOPP8acOXPg6uoqczIiXVwyqQzx8fFYunQpfvnlF+Tm5uLjjz9G//798dZbb8kdjUTEYRTSeL7u3LZtGzdGotfW0yWTz+OSScPi7++PyMhIXLt2DcuWLUN6ejoaN26MWrVqITIykjvBKgR7Nkjj+TtN2traIi4uDt7e3jInI9LFJZPKlJubi59++gnjxo3D48ePYWpqio8//hjTp0+Hu7u73PFITyw2SMPExATp6emaW3Tb2tri9OnT8PLykjkZkS4umVSW48ePY+nSpVi3bh2sra0RGhqK/v374/r16wgPD8eDBw9w9OhRuWOSnlhskIZarUabNm1gbm4O4MlS13fffRfW1tZa523atEmOeESkIP369cMPP/yARYsWYdmyZUhMTETbtm0xYMAAtG3bVquYvHjxImrUqIH8/HwZE1NpsNggjb59+5bovGXLlkmchIiU7umE9KCgIPTr1w99+/aFm5tbkec+fvwYa9euRWhoaBmnJLGw2CAig3LkyBFkZmaiTZs2mraVK1diwoQJyMrKQqdOnTB37lxNDx29np6fI0bKxtUoRGRQJk6ciNOnT2u+PnPmDPr3748WLVpg7Nix2Lp1KyIiImRMSCX1/J4+pFzs2SAig+Lu7o6tW7eiQYMGAICvv/4aMTEx2L9/PwBgw4YNmDBhAs6dOydnTHoJtVoNe3v7lxYcmZmZZZSIpMRbzBORQblz547WRnMxMTFo3bq15us333wTV69elSMavaJJkybB3t5e7hhUBlhsEJFBcXV1RXJyMipVqoTHjx/j5MmTmDRpkub4gwcPYGpqKmNCKqlu3bpxzoaR4JwNIjIorVu3xtixY7Fv3z6MGzcOVlZWWjuGnj59GlWrVpUxIZUE52sYF/ZsEJFBmTx5Mrp06YJmzZrBxsYGK1asgJmZmeb40qVL0bJlSxkTUklwuqBx4QRRIjJI9+7dg42NDUxMTLTaMzMzYWNjo1WAEJG8WGwQERGRpDhng4iIiCTFYoOIiIgkxWKDiIiIJMVig4iIiCTFYoOIiIgkxWKDyICoVKpiH3369JE7IhGRDm7qRWRA0tLSNP/+9ddfER4ejsTERE2bpaWlHLGIiIrFng0iA+Lm5qZ5PL1jppubG1xdXdG4cWMsWrRI6/z4+Hio1WpcunQJwJOekfnz56NNmzawtLSEl5cXNmzYoPU9165dw8cff4zy5cujQoUK6NixI65cuVJWL5GIFIjFBpECqFQq9OvXD8uWLdNqX7p0KZo0aaJ1r5Dx48fjgw8+QFxcHHr16oXu3bvj/PnzAIDs7GyEhITAxsYGe/fuxf79+2FjY4PWrVvj8ePHZfqaiEg5WGwQKUTfvn2RmJiIo0ePAgDy8vKwevVq9OvXT+u8jz76CAMGDED16tXx3XffoUGDBpg7dy4AYN26dVCr1Vi8eDECAgJQs2ZNLFu2DKmpqdizZ09ZvyQiUggWG0QK4e7ujnbt2mHp0qUAgD/++AM5OTn46KOPtM5r2LChztdPezZOnDiBixcvwtbWFjY2NrCxsYGjoyNycnI0QzFERK+KE0SJFGTAgAH45JNPMHv2bCxbtgwff/wxrKysXvp9T2/3XVhYiPr16+OXX37ROcfZ2Vn0vERkHFhsEClI27ZtYW1tjfnz5+Ovv/7C3r17dc45fPgwevfurfV1YGAgAKBevXr49ddf4eLiAjs7uzLLTUTKxmEUIgUxMTFBnz59MG7cOPj4+OgMmQDAhg0bsHTpUly4cAETJkzA0aNHMXjwYABAz5494eTkhI4dO2Lfvn1ITk5GTEwMhg0bhn///besXw4RKQSLDSKF6d+/Px4/fqwzMfSpSZMmYd26dahduzZWrFiBX375BX5+fgAAKysr7N27F5UrV0aXLl1Qs2ZN9OvXD48ePWJPBxHpTSUIgiB3CCISz4EDBxAcHIx///0Xrq6uWsdUKhU2b96MTp06yROOiIwS52wQKURubi6uXr2K8ePHo2vXrjqFBhGRXDiMQqQQa9euha+vL+7du4cZM2bIHYeISIPDKERERCQp9mwQERGRpFhsEBERkaRYbBAREZGkWGwQERGRpFhsEBERkaRYbBAREZGkWGwQERGRpFhsEBERkaT+D6fzlj5i0/aSAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "KeyboardInterrupt\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def heatmap_wrt_type():\n",
+    "    for i in col:\n",
+    "        if data[i].dtype =='int64':\n",
+    "            sns.heatmap(pd.crosstab(data[i],data['Type']))\n",
+    "            plt.show()\n",
+    "heatmap_wrt_type()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "d2dc8ff4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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TEREREckIE3giIiIiIhnhWWiISCOiKCItLU3bYRBVaqIoIj09HQBP50qkbUqlUmvHIBN4ItJIWloaPDw8tB0GERFRuRAaGgp9fX2tbJslNEREREREMsIZeCIqtm87vYRCV9R2GESVTno28PnpNxdU+7bTCyh0tRwQUSWTni3g89PVtB0GE3giKj6FrgglEwcirVLogsch0XtXPiavWEJDRERERCQjTOCJiIiIiGSECTwRERERkYwwgSciIiIikhEm8EREREREMsIEnoiIiIhIRpjAE5FGRFHM9bcWAyEiItKS3O9/ohbfDJnAE5FG0tPTpb8zVFoMhIiISEtyv//lfl9835jAExERERHJCBN4IiIiIiIZYQJPRERERCQjTOCJiIiIiGSECTwRERERkYwwgSciIiIikhEm8OWAm5sbpk2b9l625eXlhT59+ryXbWlKk/EHBwejWrVq7yUeIiIiovKMCXwZ8PLygiAImDBhQp7HJk6cCEEQ4OXlJS3bt28ffH1930tsq1evRnBw8HvZlqbeHr+1tTVWrVqllVj4QYGIiIjKOybwZcTKygo7d+7E69evpWVpaWnYsWMH6tevr9a2evXqMDY2fqftZWZmatTO1NS03CWopTH+ikLT/UhERESVFxP4MtKqVSvUr18f+/btk5bt27cPVlZWaNmypVrbt0tIEhIS0KNHD+jr68PGxgb/+c9/8sxKC4KAjRs3onfv3jA0NMTixYuRnZ2NMWPGwMbGBvr6+mjSpAlWr16ttq23S2jc3NwwZcoUzJo1C9WrV4elpSV8fHzU1klMTMT48eNRq1YtmJiYoEuXLvj9998LHHv//v0xefJk6f60adMgCAJu3LgBAMjKyoKxsTFCQ0PzjN/NzQ3379/H9OnTIQgCBEFQ6zs0NBT29vYwMjJCt27dkJCQID2mUqmwaNEi1KtXDwqFAi1atMCxY8ekx8PDwyEIAl6+fCkti4qKgiAIiI+PR3h4OEaPHo3ExERp228/Fzni4uLQu3dvWFhYwMjICG3atMGJEyfU2giCgP3796stq1atmvQNSHx8PARBwO7du+Hm5galUokffvgBz58/x5AhQ1CvXj0YGBjA0dERO3bsKPD5Bt5cDS4pKUntRkRERBUTE/gyNHr0aAQFBUn3t27dCm9v7yLXGzlyJP7880+Eh4dj79692Lx5M548eZKn3YIFC9C7d29ER0fD29sbKpUK9erVw+7du3Hz5k3Mnz8fX375JXbv3l3o9kJCQmBoaIgLFy5g2bJlWLRoEY4fPw4AEEURPXr0wOPHj3HkyBFcuXIFrVq1QteuXfH333/n25+bmxvCw8Ol+xEREahRowYiIiIAAJcuXUJaWhrat2+fZ919+/ahXr16WLRoERISEtQS9NTUVCxfvhzbtm3D6dOn8eDBA8ycOVN6fPXq1QgICMDy5ctx7do1eHh44J///Cfu3LlT6PhztGvXDqtWrYKJiYm07dz955acnAxPT0+cOHECV69ehYeHB3r16oUHDx5otK3cZs+ejSlTpiAmJgYeHh5IS0tD69atcejQIVy/fh3jx4/HiBEjcOHChQL78PPzg6mpqXSzsrIqdhxEREQkD0zgy9CIESNw9uxZxMfH4/79+4iMjMTw4cMLXefWrVs4ceIEAgMD8eGHH6JVq1bYsmWLWilOjqFDh8Lb2xu2trZo0KABqlatioULF6JNmzawsbHBsGHD4OXlVWQC37x5cyxYsACNGjXCyJEj4ezsjLCwMADAqVOnEB0djT179sDZ2RmNGjXC8uXLUa1aNfz444/59ufm5oYbN27g2bNnePHiBW7cuIFp06ZJSX14eDhat24NIyOjPOtWr14durq6MDY2hqWlJSwtLaXHMjMzsXHjRjg7O6NVq1aYNGmSFCcALF++HLNnz8bgwYPRpEkT+Pv7o0WLFhrX0+vp6cHU1BSCIEjbzi9GAHBycsKnn34KR0dHNGrUCIsXL4atrS1+/vlnjbaV27Rp09CvXz/Y2NigTp06qFu3LmbOnIkWLVrA1tYWkydPhoeHB/bs2VNgH3PnzkViYqJ0e/jwYbHjICIiInmoou0AKrIaNWqgR48eCAkJkWaya9SoUeg6sbGxqFKlClq1aiUts7Ozg5mZWZ62zs7OeZZt3LgRW7Zswf379/H69WtkZGSgRYsWhW6zefPmavdr164tzfhfuXIFycnJMDc3V2vz+vVrxMXF5dufg4MDzM3NERERgapVq8LJyQn//Oc/sWbNGgBvEnhXV9dCY8qPgYEBGjZsmG+cSUlJ+PPPP/PM6rdv377Qcp+SSklJwcKFC3Ho0CH8+eefyMrKwuvXr0s0A//2fszOzsbSpUuxa9cuPHr0COnp6UhPT4ehoWGBfSgUCigUimJvm4iIiOSHCXwZ8/b2xqRJkwAA3377bZHtRVHUePnbCd3u3bsxffp0BAQEwMXFBcbGxvjmm28KLb0AgKpVq6rdFwQBKpUKwJu68tq1a6uVxOQo6MewgiCgU6dOCA8Ph56eHtzc3ODg4IDs7GxER0fj3LlzJTptZn5xvv28vF0zL4qitExHR0dalqOkPxr917/+hdDQUCxfvhx2dnbQ19fHJ598goyMjELjy297b+/HgIAArFy5EqtWrYKjoyMMDQ0xbdo0tb6JiIio8mICX8a6desmJV4eHh5Ftm/atCmysrJw9epVtG7dGgBw9+5dtR9eFuTMmTNo164dJk6cKC0raJZcU61atcLjx49RpUoVWFtba7yem5sbNm/eDD09PSxatAiCIKBjx45Yvnw5Xr9+nW/9ew49PT1kZ2cXK04TExPUqVMHZ8+eRadOnaTl586dwwcffAAAqFmzJoA3PxLO+UYjKiqqRNs+c+YMvLy80LdvXwBvauLj4+PV2tSsWVOthv/OnTtITU3VqO/evXtL5VYqlQp37tyBvb19kesSERFRxcca+DKmq6uLmJgYxMTEQFdXt8j2TZs2xUcffYTx48fj4sWLuHr1KsaPHw99ff08s8tvs7Ozw+XLlxEaGorbt29j3rx5uHTp0jvF/9FHH8HFxQV9+vRBaGgo4uPjce7cOXz99de4fPlygevl1MFHR0ejY8eO0rLt27ejVatWMDExKXBda2trnD59Go8ePcKzZ880jvVf//oX/P39sWvXLsTGxmLOnDmIiorC1KlTAbx5fqysrODj44Pbt2/j8OHDCAgIyLPt5ORkhIWF4dmzZwUm3HZ2dti3bx+ioqLw+++/Y+jQodK3Fjm6dOmCdevW4bfffsPly5cxYcKEPN8iFNT38ePHce7cOcTExODTTz/F48ePNX4eiIiIqGJjAv8emJiYFJqwvu3777+HhYUFOnXqhL59+2LcuHEwNjaGUqksdL0JEyagX79+GDRoED788EM8f/5cbTa+JARBwJEjR9CpUyd4e3ujcePGGDx4MOLj42FhYVHgeg4ODqhRowacnJyksbu6uiI7O7vI+vdFixYhPj4eDRs2lGbNNTFlyhR88cUX+OKLL+Do6Ihjx47h559/RqNGjQC8KcHZsWMHbt26BScnJ/j7+2Px4sVqfbRr1w4TJkzAoEGDULNmTSxbtizfba1cuRJmZmZo164devXqBQ8PD7XfLQBvSmGsrKzQqVMnDB06FDNnzoSBgUGR45g3bx5atWoFDw8PuLm5wdLSstxdPZeIiIi0RxALKrqmcuO///0vrKyscOLECXTt2lXb4ZAMJCUlwdTUFImJicX68FiYFy9eoHfv3gCAbzu9gKleqXRLRMWQlg2MPfWmBHBL5xdQFv3FLhGVosQM4PPTb47BAwcO5HuSkXeh6fs3a+DLoZMnTyI5ORmOjo5ISEjArFmzYG1trVbbTURERESVExP4cigzMxNffvkl/vjjDxgbG6Ndu3bYvn27RvXTRERERFSxMYEvhzw8PDQ6Yw0RERERVT78ESsRERERkYwwgScijeS+0qse/+cgIqJKKPf7nzavgM63YSLSSO7rEBRxSQIiIqIKKff7X1HX5ylLTOCJiIiIiGSECTwRERERkYwwgSciIiIikhEm8EREREREMsIEnoiIiIhIRnghJyIqtvRsAYCo7TCIKp307Pz/JqL34837n/YxgSeiYvv8dDVth0BU6X1+2kzbIRCRlrCEhoiIiIhIRjgDT0QaUSqVCA0N1XYYRJWaKIpIT08H8OYqkNq8kAxRZadUKrW2bSbwRKQRQRCgr6+v7TCIKj0DAwNth0BEWsYSGiIiIiIiGWECT0REREQkI0zgiYiIiIhkhAk8EREREZGMMIEnIiIiIpIRJvBERERERDLC00gSkUZEUURaWpq2wyCq1HgeeKLyQ6lUau0YZAJPRBpJS0uDh4eHtsMgIiIqF0JDQ7V2fRSW0BARERERyQhn4Imo2LJ7ZfN/DyJtyAJ0D+oC4HFIpBW5jkFt4qFPRMVXBfzfg0jbeBwSVVosoSEiIiIikhEm8EREREREMsIEnoiIiIhIRpjAExERERHJCBN4IiIiIiIZYQJPRERERCQjTOCJSCOiKOa6o704iIiItCb3W6GovTdDJvBEpJH09PT/3cnWXhxERERak+v9T+198T1jAk9EREREJCNM4ImIiIiIZIQJPBERERGRjDCBJyIiIiKSESbwREREREQywgSeiIiIiEhGmMDTOwkODka1atWk+z4+PmjRooXW4iEiIiKq6JjAV2BeXl4QBEG6mZubo1u3brh27VqpbWPQoEG4fft2qfVXkPDwcAiCgJcvX5b5toiIiIjKMybwFVy3bt2QkJCAhIQEhIWFoUqVKujZs2ep9a+vr49atWqVWn8AkJmZWar9yUV2djZUKpW2wyAiIqJyjgl8BadQKGBpaQlLS0u0aNECs2fPxsOHD/H06VOpzezZs9G4cWMYGBjA1tYW8+bNU0uif//9d3Tu3BnGxsYwMTFB69atcfnyZQB5S2jedunSJbi7u6NGjRowNTWFq6srfvvtN7U2giBg48aN6N27NwwNDbF48WK1x+Pj49G5c2cAgJmZGQRBgJeXF77//nuYm5vnuRJa//79MXLkSAD/K+nZtGkTrKysYGBggAEDBuSZyQ8KCoK9vT2USiWaNm2K9evXF/q8Hjt2DB06dEC1atVgbm6Onj17Ii4uTno8v28MoqKiIAgC4uPj1Z67Q4cOoVmzZlAoFLh//75Gz9nb0tPTkZSUpHYjIiKiiokJfCWSnJyM7du3w87ODubm5tJyY2NjBAcH4+bNm1i9ejUCAwOxcuVK6fFhw4ahXr16uHTpEq5cuYI5c+agatWqGm3z1atXGDVqFM6cOYPz58+jUaNG8PT0xKtXr9TaLViwAL1790Z0dDS8vb3VHrOyssLevXsBALGxsUhISMDq1asxYMAAZGdn4+eff5baPnv2DIcOHcLo0aOlZXfv3sXu3btx8OBBHDt2DFFRUfj888+lxwMDA/HVV19hyZIliImJwb///W/MmzcPISEhBY4rJSUFM2bMwKVLlxAWFgYdHR307du32DPoqamp8PPzw5YtW3Djxg3UqlVL4+csNz8/P5iamko3KyurYsVBRERE8lFF2wFQ2Tp06BCMjIwAvEk6a9eujUOHDkFH53+f3b7++mvpb2tra3zxxRfYtWsXZs2aBQB48OAB/vWvf6Fp06YAgEaNGmm8/S5duqjd37RpE8zMzBAREaFWyjN06NA8iXsOXV1dVK9eHQBQq1YttRn/oUOHIigoCAMGDAAAbN++HfXq1YObm5vUJi0tDSEhIahXrx4AYO3atejRowcCAgJgaWkJX19fBAQEoF+/fgAAGxsb3Lx5E5s2bcKoUaPyjal///5q97/77jvUqlULN2/ehIODgwbPzBuZmZlYv349nJycpGWaPme5zZ07FzNmzJDuJyUlMYknIiKqoDgDX8F17twZUVFRiIqKwoULF/Dxxx+je/fuuH//vtTmxx9/RIcOHWBpaQkjIyPMmzcPDx48kB6fMWMGxo4di48++ghLly5VKxUpypMnTzBhwgQ0btxYmh1OTk5W6x8AnJ2dpb+7d+8OIyMjGBkZ4R//+Eeh/Y8bNw6//PILHj16BOBNKUzOj3dz1K9fX0reAcDFxQUqlQqxsbF4+vQpHj58iDFjxkjbNDIywuLFiwsdZ1xcHIYOHQpbW1uYmJjAxsYGAPKMqyh6enpo3ry52jJNn7PcFAoFTExM1G5ERERUMXEGvoIzNDSEnZ2ddL9169YwNTVFYGAgFi9ejPPnz2Pw4MFYuHAhPDw8YGpqip07dyIgIEBax8fHB0OHDsXhw4dx9OhRLFiwADt37kTfvn2L3L6XlxeePn2KVatWoUGDBlAoFHBxcUFGRkaeOHNs2bIFr1+/BoAiS3VatmwJJycnfP/99/Dw8EB0dDQOHjxY6Do5yb0gCFLJS2BgID788EO1drq6ugX20atXL1hZWSEwMBB16tSBSqWCg4ODNK6cbzhEUZTWye/Hufr6+mofNgDNnzMiIiKqnJjAVzKCIEBHR0dKkCMjI9GgQQN89dVXUpvcs/M5GjdujMaNG2P69OkYMmQIgoKCNErgz5w5g/Xr18PT0xMA8PDhQzx79qzQderWrZtnmZ6eHoA3Z2p529ixY7Fy5Uo8evQIH330UZ7SkQcPHuDPP/9EnTp1AAC//vordHR00LhxY1hYWKBu3br4448/MGzYsCLHAwDPnz9HTEwMNm3ahI4dOwIAzp49q9amZs2aAICEhASYmZkBePMjVk2U5DkjIiKiyoMlNBVceno6Hj9+jMePHyMmJgaTJ09GcnIyevXqBQCws7PDgwcPsHPnTsTFxWHNmjX46aefpPVfv36NSZMmITw8HPfv30dkZCQuXboEe3t7jbZvZ2eHbdu2ISYmBhcuXMCwYcOgr69f7HE0aNAAgiDg0KFDePr0KZKTk6XHhg0bhkePHiEwMDDfOnqlUolRo0bh999/x5kzZzBlyhQMHDgQlpaWAN58w+Dn54fVq1fj9u3biI6ORlBQEFasWJFvLGZmZjA3N8fmzZtx9+5dnDx5Uq3+PGfcVlZW8PHxwe3bt3H48GG1bzUKU1rPGREREVVMTOAruGPHjqF27dqoXbs2PvzwQ1y6dAl79uyRfuTZu3dvTJ8+HZMmTUKLFi1w7tw5zJs3T1pfV1cXz58/x8iRI9G4cWMMHDgQ3bt3x8KFCzXa/tatW/HixQu0bNkSI0aMwJQpU0p03vi6deti4cKFmDNnDiwsLDBp0iTpMRMTE/Tv3x9GRkbo06dPnnXt7OzQr18/eHp64uOPP4aDg4PaaSLHjh2LLVu2IDg4GI6OjnB1dUVwcLBU1/42HR0d7Ny5E1euXIGDgwOmT5+Ob775Rq1N1apVsWPHDty6dQtOTk7w9/fPc3rMgpTWc0ZEREQVkyDmLtIlkil3d3fY29tjzZo1ast9fHywf/9+jctXKoqkpCSYmpoiMTGx1H7Q+uLFC/Tu3RsAkN0rG1CWSrdEVBxZgO5Pb36fk903m4WwRO9bGqB78M0xeODAAalMtrRo+v7NQ59k7e+//8Yvv/yCkydPYt26ddoOh4iIiKjMMYEnWWvVqhVevHgBf39/NGnSRNvhEBEREZU5JvAka/Hx8YU+7uPjAx8fn/cSCxEREdH7wB+xEhERERHJCBN4ItKIQqH4352Cr3FFRERUceV6/1N7X3zPmMATkUbUrhgrFNyOiIiowsr9Viho782QCTwRERERkYwwgSciIiIikhEm8EREREREMsIEnoiIiIhIRpjAExERERHJCC/kRETFl6XtAIgqqawC/iai96OcHHdM4Imo2HQP8kTwRNrG45Co8mIJDRERERGRjHAGnog0olQqERoaqu0wiCo1URSRnp4O4M1VILV5IRmiyk6pVGpt20zgiUgjgiBAX19f22EQVXoGBgbaDoGItIwlNEREREREMsIEnoiIiIhIRpjAExERERHJCBN4IiIiIiIZYQJPRERERCQjTOCJiIiIiGSEp5EkIo2Iooi0tDRth0HvgOcQr1iUSiX3IVElxQSeiDSSlpYGDw8PbYdBRP8vNDSU12YgqqRYQkNEREREJCOcgSeiYpsNQE/bQVCxZQDw//+/uQ/lKfc+JKLKiwk8ERWbHgA9sPZWfkTpL+5DuRKLbkJEFR5LaIiIiIiIZIQJPBERERGRjDCBJyIiIiKSESbwREREREQyUqIEPisrCydOnMCmTZvw6tUrAMCff/6J5OTkUg2OiIiIiIjUFfssNPfv30e3bt3w4MEDpKenw93dHcbGxli2bBnS0tKwcePGsoiTiLRMFP939gueB4NIO3Ife7mPSSKqXIo9Az916lQ4OzvjxYsXaleA69u3L8LCwko1OCIqP9LT06W/M7UYB1FllvvYy31MElHlUuwZ+LNnzyIyMhJ6euqXAGnQoAEePXpUaoEREREREVFexZ6BV6lUyM7OzrP8v//9L4yNjUslKCIiIiIiyl+xE3h3d3esWrVKui8IApKTk7FgwQJ4enqWZmxERERERPSWYpfQrFy5Ep07d0azZs2QlpaGoUOH4s6dO6hRowZ27NhRFjESEREREdH/K3YCX6dOHURFRWHHjh347bffoFKpMGbMGAwbNkztR61ERERERFT6ip3AA4C+vj68vb3h7e1d2vEQEREREVEhSnQhp9jYWEyaNAldu3bFRx99hEmTJuHWrVulHVu5FB4eDkEQ8PLlSwBAcHAwqlWrVuL+fHx80KJFi1KJrbjc3Nwwbdq0Yq0jCAL279+v9Tje1bvut+J4+zVDRERE9C6KncD/+OOPcHBwwJUrV+Dk5ITmzZvjt99+g6OjI/bs2VOsvp48eYJPP/0U9evXh0KhgKWlJTw8PPDrr78WNyytGTRoEG7fvq3tMEpk37598PX11XYYWonjfe63du3aISEhAaampu9le0RERFSxFbuEZtasWZg7dy4WLVqktnzBggWYPXs2BgwYoHFf/fv3R2ZmJkJCQmBra4u//voLYWFh+Pvvv4sbVrFkZGTkOY99Senr68u29r969eraDgGAduIojf2m6etIT08PlpaW77QtIiIiohzFnoF//PgxRo4cmWf58OHD8fjxY437efnyJc6ePQt/f3907twZDRo0wAcffIC5c+eiR48eUjtBELBhwwZ0794d+vr6sLGxyTPTHx0djS5dukBfXx/m5uYYP348kpOTpce9vLzQp08f+Pn5oU6dOmjcuDEA4IcffoCzszOMjY1haWmJoUOH4smTJ2p9HzlyBI0bN4a+vj46d+6M+Ph4tcfzK8X4+eef4ezsDKVSiRo1aqBfv35FPh/btm2DtbU1TE1NMXjwYLx69Up6TBRFLFu2DLa2ttDX14eTkxN+/PFH6fGcEo3Q0FC0bNkS+vr66NKlC548eYKjR4/C3t4eJiYmGDJkCFJTU6X13i5dsba2hq+vL4YOHQojIyPUqVMHa9euLTTuR48eYdCgQTAzM4O5uTl69+6t9hxlZWVhypQpqFatGszNzTF79myMGjUKffr0KTCO9PR0zJo1C1ZWVlAoFGjUqBG+++67AmOwtrbG4sWLMXLkSBgZGaFBgwY4cOAAnj59it69e8PIyAiOjo64fPmytE5++23x4sWoVasWjI2NMXbsWMyZM0etvKmkr6OCyq5CQ0Nhb28PIyMjdOvWDQkJCWrxBAUFwd7eHkqlEk2bNsX69esL3RdERERUORQ7gXdzc8OZM2fyLD979iw6duyocT9GRkYwMjLC/v37i7wc9Lx589C/f3/8/vvvGD58OIYMGYKYmBgAQGpqKrp16wYzMzNcunQJe/bswYkTJzBp0iS1PsLCwhATE4Pjx4/j0KFDAN7MoPr6+uL333/H/v37ce/ePXh5eUnrPHz4EP369YOnpyeioqKkpK4whw8fRr9+/dCjRw9cvXoVYWFhcHZ2LnSduLg47N+/H4cOHcKhQ4cQERGBpUuXSo9//fXXCAoKwoYNG3Djxg1Mnz4dw4cPR0REhFo/Pj4+WLduHc6dO4eHDx9i4MCBWLVqFf7zn//g8OHDOH78eJEJ+TfffCOVRc2dOxfTp0/H8ePH822bmpqKzp07w8jICKdPn8bZs2elZDQjIwMA4O/vj+3btyMoKAiRkZFISkoqsoZ+5MiR2LlzJ9asWYOYmBhs3LgRRkZGha6zcuVKtG/fHlevXkWPHj0wYsQIjBw5EsOHD8dvv/0GOzs7jBw5EqIo5rv+9u3bsWTJEvj7++PKlSuoX78+NmzYkKddSV5HBT13y5cvx7Zt23D69Gk8ePAAM2fOlB4PDAzEV199hSVLliAmJgb//ve/MW/ePISEhOTbX3p6OpKSktRuREREVDEVu4Tmn//8J2bPno0rV66gbdu2AIDz589jz549WLhwIX7++We1tgVuuEoVBAcHY9y4cdi4cSNatWoFV1dXDB48GM2bN1drO2DAAIwdOxYA4OvrKyWi69evx/bt2/H69Wt8//33MDQ0BACsW7cOvXr1gr+/PywsLAAAhoaG2LJli1rJQ+6z6Nja2mLNmjX44IMPkJycDCMjI2zYsAG2trZYuXIlBEFAkyZNEB0dDX9//wLHtWTJEgwePBgLFy6Uljk5ORX6nKpUKgQHB0tXsh0xYgTCwsKwZMkSpKSkYMWKFTh58iRcXFykWM+ePYtNmzbB1dVV6mfx4sVo3749AGDMmDGYO3cu4uLiYGtrCwD45JNPcOrUKcyePbvAWNq3by99SGncuDEiIyOxcuVKuLu752m7c+dO6OjoYMuWLRAEAcCbWeNq1aohPDwcH3/8MdauXYu5c+eib9++AN7smyNHjhS4/du3b2P37t04fvw4PvroI2m8RfH09MSnn34KAJg/fz42bNiANm3aSCVds2fPhouLC/766698y1nWrl2LMWPGYPTo0VIfv/zyi9o3OUDJXkf5yczMxMaNG9GwYUMAwKRJk9TK0nx9fREQECB9e2NjY4ObN29i06ZNGDVqVJ7+/Pz81F5zREREVHEVO4GfOHEiAGD9+vV5vtLPeQx4U/qSnZ1daF/9+/dHjx49cObMGfz66684duwYli1bhi1btqjNYOYkrrnvR0VFAQBiYmLg5OQkJe/AmyRUpVIhNjZWSuAdHR3z1CtfvXoVPj4+iIqKwt9//w2VSgUAePDgAZo1a4aYmBi0bdtWSk7zi+VtUVFRGDduXKFt3mZtbS0l7wBQu3ZtqQTj5s2bSEtLy5NAZ2RkoGXLlmrLcn/wsbCwgIGBgVrya2FhgYsXLxYaS37Pde4r7+Z25coV3L17Vy12AEhLS0NcXBwSExPx119/4YMPPpAe09XVRevWraXn+m1RUVHQ1dVV+2CiibfHDrzZ528ve/LkSb4JfGxsrNrrFwA++OADnDx5Um1ZSV5H+TEwMJCSd0B9nz99+hQPHz7EmDFj1F5LWVlZBf4Qdu7cuZgxY4Z0PykpCVZWVvm2JSIiInkrdgJfUOJVUkqlEu7u7nB3d8f8+fMxduxYLFiwoMgShJykWhRFtQQ7vzYA1BJ8AEhJScHHH3+Mjz/+GD/88ANq1qyJBw8ewMPDQyr/KKjcojAl+WFk1apV88Sd8zzn/Hv48GHUrVtXrZ1CoSiwH0EQCu23OAp6flUqFVq3bo3t27fneaxmzZoFrl/Y81rSH5a+PfaClhU2fk3iLMnrqKh4c7ads72cGAMDA/Hhhx+qtdPV1c23P4VCkef1QERERBVTsWvg7927VxZxSJo1a4aUlBS1ZefPn89zv2nTplL7qKgotXUiIyOho6Mj/cgwP7du3cKzZ8+wdOlSdOzYEU2bNs3zA9ZmzZrlu+3CNG/eHGFhYYW2KY5mzZpBoVDgwYMHsLOzU7uVxQxrYc/121q1aoU7d+6gVq1aeWIzNTWFqalpnln/7OxsXL16tcDtOzo6QqVS5anvL2tNmjTJ8+1E7h+9FkST11FxWVhYoG7duvjjjz/yPK82Njbv1DcRERHJX7ETeDs7O3Tu3Bk//PAD0tLSSrzh58+fo0uXLvjhhx9w7do13Lt3D3v27MGyZcvQu3dvtbZ79uzB1q1bcfv2bSxYsAAXL16UfqQ6bNgwKJVKjBo1CtevX8epU6cwefJkjBgxQiqbyE/9+vWhp6eHtWvX4o8//sDPP/+c51zkEyZMQFxcHGbMmIHY2Fj85z//QXBwcKHjWrBgAXbs2IEFCxYgJiYG0dHRWLZsWcmeJADGxsaYOXMmpk+fjpCQEMTFxeHq1av49ttvC/xB47uIjIzEsmXLcPv2bXz77bfYs2cPpk6dmm/bYcOGoUaNGujduzfOnDmDe/fuISIiAlOnTsV///tfAMDkyZPh5+eHAwcOIDY2FlOnTsWLFy8KnNW3trbGqFGj4O3tLf0gNDw8HLt37y71seY2efJkfPfddwgJCcGdO3ewePFiXLt2rcA4c2jyOioJHx8f+Pn5YfXq1bh9+zaio6MRFBSEFStWvHPfREREJG/FTuB///13tGzZEl988QUsLS3x6aefFllXnR8jIyN8+OGHWLlyJTp16gQHBwfMmzcP48aNw7p169TaLly4EDt37kTz5s0REhKC7du3S7XFBgYGCA0Nxd9//402bdrgk08+QdeuXfP08baaNWsiODgYe/bsQbNmzbB06VIsX75crU39+vWxd+9eHDx4EE5OTti4cSP+/e9/F9qvm5sb9uzZg59//hktWrRAly5dcOHChWI/P7n5+vpi/vz58PPzg729PTw8PHDw4MEymY394osvcOXKFbRs2VL6IaWHh0e+bQ0MDHD69GnUr18f/fr1g729Pby9vfH69WuYmJgAePPj0SFDhmDkyJFwcXGBkZERPDw8oFQqC4xhw4YN+OSTTzBx4kQ0bdoU48aNy/OtTGkbNmwY5s6di5kzZ6JVq1bSmWQKixPQ7HVUEmPHjsWWLVsQHBwMR0dHuLq6Ijg4mDPwREREBEEsSaE33vyg7uDBgwgODsbRo0fRqFEjjBkzBiNGjFCrf37nAAUBP/30k9p5w6lsWFtbY9q0aWrnZC9tKpUK9vb2GDhwYLm4Cmxh3N3dYWlpiW3btmk7lGJLSkqCqakpEhMTpQ9T7+rFixfSt2OzARih8G8nqPzJgIico24eAD3uQ9lJhoic86AdOHAAZmZmWo2HiEqXpu/fxZ6Bz1GlShX07dsXu3fvhr+/P+Li4jBz5kzUq1cPI0eOzHNRGqqc7t+/j8DAQKkM5LPPPsO9e/cwdOhQbYemJjU1FStWrMCNGzdw69YtLFiwACdOnMj3lI1ERERE2lTiBP7y5cuYOHEiateujRUrVmDmzJmIi4vDyZMn8ejRozx17FQ56ejoIDg4GG3atEH79u0RHR2NEydOwN7eXtuhqREEAUeOHEHHjh3RunVrHDx4EHv37pXORU9ERERUXmh8Gklvb2+sXr0agYGBCAoKQmxsLDw9PfH999/D09MTOjpvPgvY2Nhg06ZNBZ65pLhKWOFDJRAfH1/qfVpZWSEyMrLU+y1t+vr6OHHihLbDICIiIiqSxjPwISEheP36NTZs2IChQ4fiwYMH2L9/P3r27Ckl7znq16+P7777rtSDJSIiIiKq7DSegc+ZCb9z506RbfX09Fg7TFTB5L5QVNVC2hFR2cl97PHibUSVV7Fq4Is6JzYRVVy5j3/+T0CkHbmPPb4nE1VeGs/AA0Djxo2L/A/j77//fqeAiIiIiIioYMVK4BcuXAhTU9OyioWIiIiIiIpQrAR+8ODBqFWrVlnFQkRERERERdC4Bp61dkRERERE2qdxAs/zsRMRERERaZ/GJTQqlaos4yAiIiIiIg0UqwaeiAgAMgAA/FZObjLy/M19KDcZRTchokqACTwRFZu/tgOgd8Z9SEQkX8W6kBMREREREWkXZ+CJSCNKpRKhoaHaDoPegSiKSE9PBwAoFAqeXUzmlEqltkMgIi1hAk9EGhEEAfr6+toOg96RgYGBtkMgIqJ3xBIaIiIiIiIZYQJPRERERCQjTOCJiIiIiGSECTwRERERkYwwgSciIiIikhEm8EREREREMsLTSBKRRlQqFRITEwHwHOJE5YFSqeRxSFRJMYEnIo0kJiaid+/e2g6DiP5faGgor81AVEmxhIaIiIiISEY4A09ExebpOA7KqryiJ9H7lqXKxM9R67UdBhFpGRN4Iiq2KjpVUUVXT9thEBERVUosoSEiIiIikhEm8EREREREMsIEnoiIiIhIRpjAExERERHJCBN4IiIiIiIZ4VloiEgjoijm+zcREVFlIYoi0tLSAGj3asicgScijaSnp0t/Z6uytBgJERGRdqSlpcHDwwMeHh5SIq8NTOCJiIiIiGSECTwRERERkYwwgSciIiIikhEm8EREREREMsIEnoiIiIhIRpjAExERERHJCBP4XKytrbFq1SrpviAI2L9/PwAgPj4egiAgKipK4/68vLzQp0+fAh8PDg5GtWrVShTruyoqtvy8/fxoK453FR4eDkEQ8PLlyzLfVkleN0RERESFKbcXcvLy8kJISEie5Xfu3IGdnV2ZbPPSpUswNDTM9zErKyskJCSgRo0aZbLt92316tXl4mI82oijXbt2SEhIgKmpaZlvq6K9boiIiEj7ym0CDwDdunVDUFCQ2rKaNWuW2fYK61tXVxeWlpZltu337X0kr5rQRhx6enrvvC8zMzNRtWrVIttVtNcNERERaV+5LqFRKBSwtLRUu+nq6mLFihVwdHSEoaEhrKysMHHiRCQnJ0vr5ZSmHDp0CE2aNIGBgQE++eQTpKSkICQkBNbW1jAzM8PkyZORnZ0trVdYicjbpRDZ2dkYM2YMbGxsoK+vjyZNmmD16tUlGmdoaCjs7e1hZGSEbt26ISEhQe3xoKAg2NvbQ6lUomnTpli/fn2euHbv3o2OHTtCX18fbdq0we3bt3Hp0iU4OztL/T59+lRa7+3SFTc3N0yaNAmTJk1CtWrVYG5ujq+//rrQ2fHExESMHz8etWrVgomJCbp06YLff/9drc3ixYtRq1YtGBsbY+zYsZgzZw5atGhRYBwqlQr+/v6ws7ODQqFA/fr1sWTJkgJjcHNzw+TJkzFt2jSYmZnBwsICmzdvRkpKCkaPHg1jY2M0bNgQR48eldbJr4QmMDAQVlZWMDAwQN++fbFixQq18iYfHx+0aNECW7duha2tLRQKBURRxLFjx9ChQwfpOevZsyfi4uLy7J+c103OtsPCwuDs7AwDAwO0a9cOsbGxauM6ePAgWrduDaVSCVtbWyxcuBBZWbz6KVFll/v/5LS0NLx+/Zo33nh7j7fcV1/VZiVDuZ6BL4iOjg7WrFkDa2tr3Lt3DxMnTsSsWbPUEtvU1FSsWbMGO3fuxKtXr9CvXz/069cP1apVw5EjR/DHH3+gf//+6NChAwYNGlTsGFQqFerVq4fdu3ejRo0aOHfuHMaPH4/atWtj4MCBGveTmpqK5cuXY9u2bdDR0cHw4cMxc+ZMbN++HcCbxHLBggVYt24dWrZsiatXr2LcuHEwNDTEqFGjpH4WLFiAVatWoX79+vD29saQIUNgYmKC1atXw8DAAAMHDsT8+fOxYcOGAmMJCQnBmDFjcOHCBVy+fBnjx49HgwYNMG7cuDxtRVFEjx49UL16dRw5cgSmpqbYtGkTunbtitu3b6N69erYvn07lixZgvXr16N9+/bYuXMnAgICYGNjU2AMc+fORWBgIFauXIkOHTogISEBt27dKvQ5DAkJwaxZs3Dx4kXs2rULn332Gfbv34++ffviyy+/xMqVKzFixAg8ePAABgYGedaPjIzEhAkT4O/vj3/+8584ceIE5s2bl6fd3bt3sXv3buzduxe6uroAgJSUFMyYMQOOjo5ISUnB/Pnz0bdvX0RFRUFHp+DPx1999RUCAgJQs2ZNTJgwAd7e3oiMjATw5gPd8OHDsWbNGnTs2BFxcXEYP348gDf7OT/p6elIT0+X7iclJRX6nBGRPGWr/vdBvnfv3lqMhIjS09PzzSveh3KdwB86dAhGRkbS/e7du2PPnj2YNm2atMzGxga+vr747LPP1BL4zMxMbNiwAQ0bNgQAfPLJJ9i2bRv++usvGBkZoVmzZujcuTNOnTpVogS+atWqWLhwoVoc586dw+7du4uVwGdmZmLjxo1SnJMmTcKiRYukx319fREQEIB+/fpJ27l58yY2bdqklsDPnDkTHh4eAICpU6diyJAhCAsLQ/v27QEAY8aMQXBwcKGxWFlZYeXKlRAEAU2aNEF0dDRWrlyZbwJ/6tQpREdH48mTJ1AoFACA5cuXY//+/fjxxx8xfvx4rF27FmPGjMHo0aMBAPPnz8cvv/yi9m1Jbq9evcLq1auxbt06aWwNGzZEhw4dCo3byckJX3/9NYA3HwCWLl2KGjVqSHHnfHC5du0a2rZtm2f9tWvXonv37pg5cyYAoHHjxjh37hwOHTqk1i4jIwPbtm1TK7Xq37+/WpvvvvsOtWrVws2bN+Hg4FBgzEuWLIGrqysAYM6cOejRowfS0tKgVCqxZMkSzJkzR3oObG1t4evri1mzZhWYwPv5+am9HomIiKjiKtcJfOfOndVmjHN+YHrq1Cn8+9//xs2bN5GUlISsrCykpaUhJSVFamNgYCAlxQBgYWEBa2trtQ8EFhYWePLkSYnj27hxI7Zs2YL79+/j9evXyMjIUCsP0cTbcdauXVuK6enTp3j48CHGjBmjlkRnZWXlqR1v3ry59LeFhQUAwNHRUW1ZUWNt27YtBEGQ7ru4uCAgIADZ2dnSjHOOK1euIDk5Gebm5mrLX79+LZWQxMbGYuLEiWqPf/DBBzh58mS+24+JiUF6ejq6du1aaJxvyz12XV1dmJub5xk7gALHHxsbi759++aJ8+0EvkGDBnl+JxEXF4d58+bh/PnzePbsGVQqFQDgwYMHhSbwuWOuXbu2FF/9+vVx5coVXLp0Sa10KDs7G2lpaUhNTc330/7cuXMxY8YM6X5SUhKsrKwK3D4RyZOuzv/etg8cOAClUqnFaIgqn7S0NOnbr5wJTG0o1wm8oaFhnjPO3L9/H56enpgwYQJ8fX1RvXp1nD17FmPGjEFmZqbU7u0fGAqCkO+ynISruHbv3o3p06cjICAALi4uMDY2xjfffIMLFy4Uq5/8YsqpqcqJLTAwEB9++KFau7cT6tz95CThby8r6Vjzo1KpULt2bYSHh+d5LHfteO4PBEDh9WL6+voliqWofZ0TQ0HjF0VRozjzO0NRr169YGVlhcDAQNSpUwcqlQoODg7IyMjQOOa341OpVFi4cKH0rUtuBb1ZKxQKrf5HQkTvR+7/q5RKZYn/3ySid/d27vA+lesEPj+XL19GVlYWAgICpBrj3bt3v/c4zpw5g3bt2qnNMOf+8WJpsLCwQN26dfHHH39g2LBhpdp3fs6fP5/nfqNGjfJ8WACAVq1a4fHjx6hSpQqsra3z7a9Jkya4ePEiRowYIS27fPlygdtv1KgR9PX1ERYWhrFjx5ZsECXQtGlTXLx4UW1ZYXHmeP78OWJiYrBp0yZ07NgRAHD27Nl3jqdVq1aIjY0ts9OlEhERkbzJLoFv2LAhsrKysHbtWvTq1QuRkZHYuHHje4/Dzs4O33//PUJDQ2FjY4Nt27bh0qVLhf5AsyR8fHwwZcoUmJiYoHv37khPT8fly5fx4sULtZKJ0vDw4UPMmDEDn376KX777TesXbsWAQEB+bb96KOP4OLigj59+sDf3x9NmjTBn3/+iSNHjqBPnz5wdnbG5MmTMW7cODg7O6Ndu3bYtWsXrl27Bltb23z7VCqVmD17NmbNmgU9PT20b98eT58+xY0bNzBmzJhSHWtukydPRqdOnbBixQr06tULJ0+exNGjR4v8ZG1mZgZzc3Ns3rwZtWvXxoMHDzBnzpx3jmf+/Pno2bMnrKysMGDAAOjo6ODatWuIjo7G4sWL37l/IiIikrdyfRrJ/LRo0QIrVqyAv78/HBwcsH37dvj5+b33OCZMmIB+/fph0KBB+PDDD/H8+fM89d6lYezYsdiyZQuCg4Ph6OgIV1dXBAcHl/oHBQAYOXIkXr9+jQ8++ACff/45Jk+eLJ395G2CIODIkSPo1KkTvL290bhxYwwePBjx8fFSzfmwYcMwd+5czJw5E61atcK9e/fg5eVVaM3mvHnz8MUXX2D+/Pmwt7fHoEGD3ul3Cppo3749Nm7ciBUrVsDJyQnHjh3D9OnTi6wt1dHRwc6dO3HlyhU4ODhg+vTp+Oabb945Hg8PDxw6dAjHjx9HmzZt0LZtW6xYsQINGjR4576JiIhI/gSxPFyOk7TOzc0NLVq0KPA8+KXF3d0dlpaW2LZtW5lu512NGzcOt27dwpkzZ7QdSokkJSXB1NQUiYmJMDExKZU+ExISpDM2eTqMg5F+tVLpl4g0l5WdgX2/vbnmSGhoKGvgid6z169fS2f9K4tjUNP3b9mV0JB8pKamYuPGjfDw8ICuri527NiBEydO4Pjx49oOLY/ly5fD3d0dhoaGOHr0KEJCQtROS0pERERUXjCBpzKTU2azePFipKeno0mTJti7dy8++ugjbYeWx8WLF7Fs2TK8evUKtra2WLNmzXv9IS0RERGRppjAEwDkezrId6Wvr48TJ06Uer9lQRtnMiIiIiIqCdn9iJWIiIiIqDLjDDwRaST3haJyXw2SiIioslAqlQgNDZX+1ha+CxORRnKfF1+bV58jIiLSFkEQysXZn1hCQ0REREQkI0zgiYiIiIhkhAk8EREREZGMMIEnIiIiIpIRJvBERERERDLCBJ6IiIiISEZ4GkkiKrYsVSaysjO0HQZRpZOlytR2CERUDjCBJ6JiOxIdqO0QiIiIKi2W0BARERERyQhn4IlII6ampjhw4AAAQKFQ8GqsRFqmzcu4E5F2MYEnIo3o6OjAzMxM22EQERFVeiyhISIiIiKSESbwREREREQywgSeiIiIiEhGmMATEREREckIE3giIiIiIhnhWWiISCMqlQqJiYkAeBpJIiIipVKptfdCJvBEpJHExET07t1b22EQERGVC6GhodDX19fKtllCQ0REREQkI5yBJ6Ji61jbHHq6/PxPRESVS7YoIvzRM22HwQSeiIpPVxBQRYc18EREVMmotB3AG5xCIyIiIiKSESbwREREREQywgSeiIiIiEhGmMATEREREckIE3giIiIiIhlhAk9EREREJCNM4IlII6Io5vs3ERFRZVFe3guZwBORRtLT06W/VczfiYioEsr9/pf7ffF9YwJPRERERCQjTOCJiIiIiGSECTwRERERkYwwgSciIiIikhEm8EREREREMsIEnoiIiIhIRpjAE5WR4OBgVKtWTdthEBERUQXDBJ6oCA8fPsSYMWNQp04d6OnpoUGDBpg6dSqeP38utbG2tsaqVau0FyQRERFVGkzgiQrxxx9/wNnZGbdv38aOHTtw9+5dbNy4EWFhYXBxccHff//93mPKzMx879skIiKi8oMJPFEhPv/8c+jp6eGXX36Bq6sr6tevj+7du+PEiRN49OgRvvrqK7i5ueH+/fuYPn06BEGAIAhqfYSGhsLe3h5GRkbo1q0bEhIS1B4PCgqCvb09lEolmjZtivXr10uPxcfHQxAE7N69G25ublAqlfjhhx/ey9iJiIiofKqi7QCIyqu///4boaGhWLJkCfT19dUes7S0xLBhw7Br1y7cuXMHLVq0wPjx4zFu3Di1dqmpqVi+fDm2bdsGHR0dDB8+HDNnzsT27dsBAIGBgViwYAHWrVuHli1b4urVqxg3bhwMDQ0xatQoqZ/Zs2cjICAAQUFBUCgUeWJNT09Xu6RzUlJSaT4VREREVI4wgScqwJ07dyCKIuzt7fN93N7eHi9evEB2djZ0dXVhbGwMS0tLtTaZmZnYuHEjGjZsCACYNGkSFi1aJD3u6+uLgIAA9OvXDwBgY2ODmzdvYtOmTWoJ/LRp06Q2+fHz88PChQtLPFYiIiKSD5bQEJWQKIoAkKdkJjcDAwMpeQeA2rVr48mTJwCAp0+fSj+QNTIykm6LFy9GXFycWj/Ozs6FxjJ37lwkJiZKt4cPH5Z0WERERFTOcQaeqAB2dnYQBAE3b95Enz598jx+69YtmJmZoUaNGgX2UbVqVbX7giBIib9KpQLwpozmww8/VGunq6urdt/Q0LDQWBUKRb6lNURERFTxcAaeqADm5uZwd3fH+vXr8fr1a7XHHj9+jO3bt2PQoEEQBAF6enrIzs4uVv8WFhaoW7cu/vjjD9jZ2andbGxsSnMoREREVIEwgScqxLp165Ceng4PDw+cPn0aDx8+xLFjx+Du7o66detiyZIlAN6cB/706dN49OgRnj17pnH/Pj4+8PPzw+rVq3H79m1ER0cjKCgIK1asKKshERERkcwxgScqRKNGjXD58mU0bNgQgwYNQsOGDTF+/Hh07twZv/76K6pXrw4AWLRoEeLj49GwYUPUrFlT4/7Hjh2LLVu2IDg4GI6OjnB1dUVwcDBn4ImIiKhAgphTkEtEFUZSUhJMTU2RmJgIExOTUukzISEBgwYNAgB0tDSHgZ5uEWsQERFVLOlZKoT/+eab9gMHDsDMzKxU+9f0/Zsz8EREREREMsIEnoiIiIhIRpjAExERERHJCBN4IiIiIiIZYQJPRBrJfaEonYIvPktERFRh5X7/0+YFFJnAE5FGBEHI928iIqLKory8FzKBJyIiIiKSESbwREREREQywgSeiIiIiEhGmMATEREREckIE3giIiIiIhlhAk9EREREJCNVtB0AEclPtigiSyVqOwwiIqL3KlssH+99TOCJqNjOJDzXdghERESVFktoiIiIiIhkhDPwRKQRU1NTHDhwAMCby0fzaqxERFSZKZVKrW2bCTwRaURHRwdmZmbaDoOIiKjSYwkNEREREZGMMIEnIiIiIpIRJvBERERERDLCBJ6IiIiISEaYwBMRERERyQjPQkNEGlGpVEhMTATA00gSEREplUqtvRcygScijSQmJqJ3797aDoOIiKhcCA0Nhb6+vla2zRIaIiIiIiIZ4Qw8ERXbko5TYKxnpO0wiIiI3qv07Az8K3y5tsNgAk9ExaenqwdFFT1th0FERFQpsYSGiIiIiEhGmMATEREREckIE3giIiIiIhlhAk9EREREJCNM4ImIiIiIZIQJPBERERGRjDCBJyKNiKKY799ERESVRXl5L2QCT0QaSU9Pl/7OVGVqMRIiIiLtyMj1/pf7ffF9YwJPRERERCQjTOCJiIiIiGSECTwRERERkYwwgSciIiIikhEm8EREREREMsIEnoiIiIhIRip0Ah8fHw9BEBAVFVVqfQqCgP3795daf+VJeHg4BEHAy5cvC21nbW2NVatWvZeYyoqPjw9atGjxXrYVHByMatWqvZdtERERUcWn1QReEIRCb15eXu/Uv5WVFRISEuDg4FA6AVdw7dq1Q0JCAkxNTQFoP/Esyw8KM2fORFhYWJn0/bZBgwbh9u3b72VbREREVPFV0ebGExISpL937dqF+fPnIzY2Vlqmr6//Tv3r6urC0tLynfooD7KzsyEIAnR0yvbzlp6eXoV4vjRhZGQEIyOjd+ojIyMDenp6RbbT19d/59cyERERUQ6tzsBbWlpKN1NTUwiCAEtLS1hYWKBDhw4IDAxUa3/9+nXo6OggLi4OwJsZ/A0bNqB79+7Q19eHjY0N9uzZI7XPr4Tmxo0b6NGjB0xMTGBsbIyOHTtK/V26dAnu7u6oUaMGTE1N4erqit9++61YYzp27Bg6dOiAatWqwdzcHD179pT6B/IvU4mKioIgCIiPjwfwv5nvQ4cOoVmzZlAoFLh//36x44uOjoaOjg6ePXsGAHjx4gV0dHQwYMAAqY2fnx9cXFzyxBYeHo7Ro0cjMTFR+kbEx8dHWi81NRXe3t4wNjZG/fr1sXnz5jzb7tKlC/T19WFubo7x48cjOTlZetzNzQ3Tpk1TW6dPnz7Sty5ubm64f/8+pk+fLm2/IIIgYNOmTejZsycMDAxgb2+PX3/9FXfv3oWbmxsMDQ3h4uKith/eLqHJysrClClTpP02e/ZsjBo1Cn369FGLedKkSZgxYwZq1KgBd3d3AMCKFSvg6OgIQ0NDWFlZYeLEiWpjffubjJxtb9u2DdbW1jA1NcXgwYPx6tUrqY0oili2bBlsbW2hr68PJycn/PjjjwU+B+np6UhKSlK7ERERUcVULmvgBUGAt7c3goKC1JZv3boVHTt2RMOGDaVl8+bNQ//+/fH7779j+PDhGDJkCGJiYvLt99GjR+jUqROUSiVOnjyJK1euwNvbG1lZWQCAV69eYdSoUThz5gzOnz+PRo0awdPTUy2xKkpKSgpmzJiBS5cuISwsDDo6Oujbty9UKlWxnoPU1FT4+flhy5YtuHHjBmrVqlXs+BwcHGBubo6IiAgAwOnTp2Fubo7Tp09LbcLDw+Hq6ppn3Xbt2mHVqlUwMTFBQkICEhISMHPmTOnxgIAAODs74+rVq5g4cSI+++wz3Lp1S4q9W7duMDMzw6VLl7Bnzx6cOHECkyZN0nj8+/btQ7169bBo0SJp+4Xx9fXFyJEjERUVhaZNm2Lo0KH49NNPMXfuXFy+fBkACt2+v78/tm/fjqCgIERGRiIpKSnf3zqEhISgSpUqiIyMxKZNmwAAOjo6WLNmDa5fv46QkBCcPHkSs2bNKjTeuLg47N+/H4cOHcKhQ4cQERGBpUuXSo9//fXXCAoKwoYNG3Djxg1Mnz4dw4cPl/bl2/z8/GBqairdrKysCt0+ERERyZdWS2gKM3r0aMyfPx8XL17EBx98gMzMTPzwww/45ptv1NoNGDAAY8eOBfAmiTt+/DjWrl2L9evX5+nz22+/hampKXbu3ImqVasCABo3biw93qVLF7X2mzZtgpmZGSIiItCzZ0+N4u7fv7/a/e+++w61atXCzZs3i1WLn5mZifXr18PJyanE8QmCgE6dOiE8PBz9+/dHeHg4Ro0ahZCQENy8eRONGzfGuXPnMH369Dzr6unpqX0r8jZPT09MnDgRADB79mysXLkS4eHhaNq0KbZv347Xr1/j+++/h6GhIQBg3bp16NWrF/z9/WFhYVHk+KtXrw5dXV0YGxtrVNYzevRoDBw4UIrHxcUF8+bNg4eHBwBg6tSpGD16dIHrr127FnPnzkXfvn2leI8cOZKnnZ2dHZYtW6a2LPc3CTY2NvD19cVnn32W72swh0qlQnBwMIyNjQEAI0aMQFhYGJYsWYKUlBSsWLECJ0+elL4dsbW1xdmzZ7Fp06Z8P3DNnTsXM2bMkO4nJSUxiSciIqqgyuUMPADUrl0bPXr0wNatWwEAhw4dQlpamlr5BwApwcl9v6AZ+KioKHTs2FFK3t/25MkTTJgwAY0bN5ZmMpOTk/HgwQON446Li8PQoUNha2sLExMT2NjYAECx+gDeJNDNmzd/5/jc3NwQHh4OAIiIiEDnzp3RqVMnRERE4NKlS3j9+jXat29frNgAqMWWk+Q/efIEABATEwMnJycpeQeA9u3bQ6VSqf3GoTTljifnA4Kjo6PasrS0tHxLSxITE/HXX3/hgw8+kJbp6uqidevWedo6OzvnWXbq1Cm4u7ujbt26MDY2xsiRI/H8+XOkpKQUGK+1tbWUvANvXu85z9/NmzeRlpYGd3d3qVbfyMgI33//vVoZUG4KhQImJiZqNyIiIqqYyu0MPACMHTsWI0aMwMqVKxEUFIRBgwbBwMCgyPUKqpcu6oeEXl5eePr0KVatWoUGDRpAoVDAxcUFGRkZGsfcq1cvWFlZITAwEHXq1IFKpYKDg4PUR84PUUVRlNbJzMzMN9a3x1GS+Nzc3DB16lTcvXsX169fl2r+IyIi8PLlS7Ru3VotkdTU2x+CBEGQyoREUSxwH+Qs19HRUXsOgPyfh5LEk7ON/JYVVsr0dsxvxwdA7UMJANy/fx+enp6YMGECfH19Ub16dZw9exZjxowpdDyFPX85/x4+fBh169ZVa6dQKArsk4iIiCqHcjsDD7wp0zA0NMSGDRtw9OhReHt752lz/vz5PPebNm2ab3/NmzfHmTNnCkyszpw5gylTpsDT0xP/+Mc/oFAopB+AauL58+eIiYnB119/ja5du8Le3h4vXrxQa1OzZk0A6mfg0fQ89SWJL6cOfvHixXBycoKJiQlcXV0RERFRYP17Dj09PWRnZ2sUW27NmjVDVFSU2gx0ZGQkdHR0pJKlmjVrqj0H2dnZuH79eqlsv7hMTU1hYWGBixcvqsVz9erVIte9fPkysrKyEBAQgLZt26Jx48b4888/3ymenB8uP3jwAHZ2dmo3lsUQERFRuU7gdXV14eXlhblz58LOzi5PuQwA7NmzB1u3bsXt27exYMECXLx4scAfK06aNAlJSUkYPHgwLl++jDt37mDbtm1SWYednR22bduGmJgYXLhwAcOGDSvW6f/MzMxgbm6OzZs34+7duzh58qRaXXLONqysrODj44Pbt2/j8OHDCAgI0Kj/ksSXUwf/ww8/wM3NDcCbDzIZGRkICwuTluXH2toaycnJCAsLw7Nnz5CamqpRnMOGDYNSqcSoUaNw/fp1nDp1CpMnT8aIESOk8pYuXbrg8OHDOHz4MG7duoWJEyfmuYCUtbU1Tp8+jUePHhXrg1RJTJ48GX5+fjhw4ABiY2MxdepUvHjxotCz3wBAw4YNkZWVhbVr1+KPP/7Atm3bsHHjxneKxdjYGDNnzsT06dMREhKCuLg4XL16Fd9++y1CQkLeqW8iIiKSv3KdwAPAmDFjkJGRke/sOwAsXLgQO3fuRPPmzRESEoLt27ejWbNm+bY1NzfHyZMnkZycDFdXV7Ru3RqBgYFSOcPWrVvx4sULtGzZEiNGjMCUKVNQq1YtjWPV0dHBzp07ceXKFTg4OGD69Ol5fnRbtWpV7NixA7du3YKTkxP8/f2xePFijfovaXydO3dGdna2lKwLgoCOHTsCADp06FDgeu3atcOECRMwaNAg1KxZM8+PNwtiYGCA0NBQ/P3332jTpg0++eQTdO3aFevWrZPaeHt7Y9SoURg5ciRcXV1hY2ODzp07q/WzaNEixMfHo2HDhtI3F2Vl9uzZGDJkCEaOHAkXFxcYGRnBw8MDSqWy0PVatGiBFStWwN/fHw4ODti+fTv8/PzeOR5fX1/Mnz8ffn5+sLe3h4eHBw4ePCj9poKIiIgqL0HMr9C3HImMjISbmxv++9//5jl7iSAI+Omnn9TO1U1UGlQqFezt7TFw4ED4+vpqO5xiS0pKgqmpKRITE0vtB60JCQkYNGgQAGBJxymoYVC9VPolIiKSi6T0ZPwrfDkA4MCBAzAzMyvd/jV8/y63P2JNT0/Hw4cPMW/ePAwcOFCjUw8SldT9+/fxyy+/wNXVFenp6Vi3bh3u3buHoUOHajs0IiIiIjXltoRmx44daNKkCRITEzUu3SAqKR0dHQQHB6NNmzZo3749oqOjceLECdjb22s7NCIiIiI15XYG3svLC15eXoW2KefVPyQjVlZWiIyM1HYYREREREUqtzPwRERERESUFxN4ItJI7otIVdXJ/2rGREREFZlervc/bV5ckQk8EWkk9znxizo/PhERUUVUXt4LmcATEREREckIE3giIiIiIhlhAk9EREREJCNM4ImIiIiIZIQJPBERERGRjJTbCzkRUfmVkZ2B9KwMbYdBRET0XqVnl4/3PibwRFRsX51Zo+0QiIiIKi2W0BARERERyQhn4IlII6ampjhw4ACAN1ef48WciIioMlMqlVrbNhN4ItKIjo4OzMzMtB0GERFRpccSGiIiIiIiGWECT0REREQkIyyhIaqARFEEACQlJWk5EiIiItJUzvt2zvt4QZjAE1VAr169AgBYWVlpORIiIiIqrlevXsHU1LTAxwWxqBSfiGRHpVLhzz//hLGxcameLSYpKQlWVlZ4+PAhTExMSq3f8qSij7Gijw+o+GPk+OSvoo+R4ys5URTx6tUr1KlTBzo6BVe6cwaeqALS0dFBvXr1yqx/ExOTCvmfcm4VfYwVfXxAxR8jxyd/FX2MHF/JFDbznoM/YiUiIiIikhEm8EREREREMsIEnog0plAosGDBAigUCm2HUmYq+hgr+viAij9Gjk/+KvoYOb6yxx+xEhERERHJCGfgiYiIiIhkhAk8EREREZGMMIEnIiIiIpIRJvBERERERDLCBJ6oEjt9+jR69eqFOnXqQBAE7N+/v8h1IiIi0Lp1ayiVStja2mLjxo152uzduxfNmjWDQqFAs2bN8NNPP5VB9EUr7vj27dsHd3d31KxZEyYmJnBxcUFoaKham+DgYAiCkOeWlpZWhiPJX3HHFx4enm/st27dUmtXXvYfUPwxenl55TvGf/zjH1Kb8rIP/fz80KZNGxgbG6NWrVro06cPYmNji1xPTsdgScYop+OwJOOT03FYkvHJ6RgEgA0bNqB58+bSRZlcXFxw9OjRQtcpD8cgE3iiSiwlJQVOTk5Yt26dRu3v3bsHT09PdOzYEVevXsWXX36JKVOmYO/evVKbX3/9FYMGDcKIESPw+++/Y8SIERg4cCAuXLhQVsMoUHHHd/r0abi7u+PIkSO4cuUKOnfujF69euHq1atq7UxMTJCQkKB2UyqVZTGEQhV3fDliY2PVYm/UqJH0WHnaf0Dxx7h69Wq1sT18+BDVq1fHgAED1NqVh30YERGBzz//HOfPn8fx48eRlZWFjz/+GCkpKQWuI7djsCRjlNNxWJLx5ZDDcViS8cnpGASAevXqYenSpbh8+TIuX76MLl26oHfv3rhx40a+7cvNMSgSEYmiCED86aefCm0za9YssWnTpmrLPv30U7Ft27bS/YEDB4rdunVTa+Ph4SEOHjy41GItCU3Gl59mzZqJCxculO4HBQWJpqampRdYKdFkfKdOnRIBiC9evCiwTXndf6JYsn34008/iYIgiPHx8dKy8roPnzx5IgIQIyIiCmwj52NQFDUbY37kchxqMj45H4cl2X9yOgZzmJmZiVu2bMn3sfJyDHIGnog09uuvv+Ljjz9WW+bh4YHLly8jMzOz0Dbnzp17b3GWFpVKhVevXqF69epqy5OTk9GgQQPUq1cPPXv2zDMzWN61bNkStWvXRteuXXHq1Cm1xyrS/gOA7777Dh999BEaNGigtrw87sPExEQAyPN6y03ux6AmY3ybnI7D4oxPjsdhSfafnI7B7Oxs7Ny5EykpKXBxccm3TXk5BpnAE5HGHj9+DAsLC7VlFhYWyMrKwrNnzwpt8/jx4/cWZ2kJCAhASkoKBg4cKC1r2rQpgoOD8fPPP2PHjh1QKpVo37497ty5o8VINVO7dm1s3rwZe/fuxb59+9CkSRN07doVp0+fltpUpP2XkJCAo0ePYuzYsWrLy+M+FEURM2bMQIcOHeDg4FBgOzkfg5qO8W1yOQ41HZ9cj8OS7D+5HIPR0dEwMjKCQqHAhAkT8NNPP6FZs2b5ti0vx2CVUuuJiCoFQRDU7ov/fzHn3Mvza/P2svJux44d8PHxwYEDB1CrVi1pedu2bdG2bVvpfvv27dGqVSusXbsWa9as0UaoGmvSpAmaNGki3XdxccHDhw+xfPlydOrUSVpeEfYf8OaHctWqVUOfPn3UlpfHfThp0iRcu3YNZ8+eLbKtXI/B4owxh5yOQ03HJ9fjsCT7Ty7HYJMmTRAVFYWXL19i7969GDVqFCIiIgpM4svDMcgZeCLSmKWlZZ4ZhCdPnqBKlSowNzcvtM3bsxHl2a5duzBmzBjs3r0bH330UaFtdXR00KZNG1nMwOenbdu2arFXhP0HvHmz3Lp1K0aMGAE9Pb1C22p7H06ePBk///wzTp06hXr16hXaVq7HYHHGmENOx2FJxpdbeT8OSzI+OR2Denp6sLOzg7OzM/z8/ODk5ITVq1fn27a8HINM4IlIYy4uLjh+/Ljasl9++QXOzs6oWrVqoW3atWv33uJ8Fzt27ICXlxf+85//oEePHkW2F0URUVFRqF279nuIrvRdvXpVLXa5778cERERuHv3LsaMGVNkW23tQ1EUMWnSJOzbtw8nT56EjY1NkevI7RgsyRgB+RyHJR3f28rrcfgu45PDMVgQURSRnp6e72Pl5hgstZ/DEpHsvHr1Srx69ap49epVEYC4YsUK8erVq+L9+/dFURTFOXPmiCNGjJDa//HHH6KBgYE4ffp08ebNm+J3330nVq1aVfzxxx+lNpGRkaKurq64dOlSMSYmRly6dKlYpUoV8fz58+V+fP/5z3/EKlWqiN9++62YkJAg3V6+fCm18fHxEY8dOybGxcWJV69eFUePHi1WqVJFvHDhQrkf38qVK8WffvpJvH37tnj9+nVxzpw5IgBx7969UpvytP9EsfhjzDF8+HDxww8/zLfP8rIPP/vsM9HU1FQMDw9Xe72lpqZKbeR+DJZkjHI6DksyPjkdhyUZXw45HIOiKIpz584VT58+Ld67d0+8du2a+OWXX4o6OjriL7/8Iopi+T0GmcATVWI5pzN7+zZq1ChRFEVx1KhRoqurq9o64eHhYsuWLUU9PT3R2tpa3LBhQ55+9+zZIzZp0kSsWrWq2LRpU7U3pvepuONzdXUttL0oiuK0adPE+vXri3p6emLNmjXFjz/+WDx37tz7Hdj/K+74/P39xYYNG4pKpVI0MzMTO3ToIB4+fDhPv+Vl/4liyV6jL1++FPX19cXNmzfn22d52Yf5jQuAGBQUJLWR+zFYkjHK6TgsyfjkdByW9DUql2NQFEXR29tbbNCggRRL165dpeRdFMvvMSiI4v9X3hMRERERUbnHGngiIiIiIhlhAk9EREREJCNM4ImIiIiIZIQJPBERERGRjDCBJyIiIiKSESbwREREREQywgSeiIiIiEhGmMATEREREckIE3giIqIKKDg4GNWqVdN2GERUBpjAExERvQMvLy8IggBBEFC1alVYWFjA3d0dW7duhUqlei8xWFtbY9WqVWrLBg0ahNu3b7+X7RPR+8UEnoiI6B1169YNCQkJiI+Px9GjR9G5c2dMnToVPXv2RFZWVon6FEWxxOsCgL6+PmrVqlXi9Ymo/GICT0RE9I4UCgUsLS1Rt25dtGrVCl9++SUOHDiAo0ePIjg4GPHx8RAEAVFRUdI6L1++hCAICA8PBwCEh4dDEASEhobC2dkZCoUCZ86cQVxcHHr37g0LCwsYGRmhTZs2OHHihNSPm5sb7t+/j+nTp0vfBAD5l9Bs2LABDRs2hJ6eHpo0aYJt27apPS4IArZs2YK+ffvCwMAAjRo1ws8//1wmzxkRlRwTeCIiojLQpUsXODk5Yd++fcVab9asWfDz80NMTAyaN2+O5ORkeHp64sSJE7h69So8PDzQq1cvPHjwAACwb98+1KtXD4sWLUJCQgISEhLy7fenn37C1KlT8cUXX+D69ev49NNPMXr0aJw6dUqt3cKFCzFw4EBcu3YNnp6eGDZsGP7++++SPQlEVCaYwBMREZWRpk2bIj4+vljrLFq0CO7u7mjYsCHMzc3h5OSETz/9FI6OjmjUqBEWL14MW1tbaWa8evXq0NXVhbGxMSwtLWFpaZlvv8uXL4eXlxcmTpyIxo0bY8aMGejXrx+WL1+u1s7LywtDhgyBnZ0d/v3vfyMlJQUXL14s0fiJqGwwgSciIiojoihKJS2acnZ2VrufkpKCWbNmoVmzZqhWrRqMjIxw69YtaQZeUzExMWjfvr3asvbt2yMmJkZtWfPmzaW/DQ0NYWxsjCdPnhRrW0RUtqpoOwAiIqKKKiYmBjY2NtDReTNfJoqi9FhmZma+6xgaGqrd/9e//oXQ0FAsX74cdnZ20NfXxyeffIKMjIxix/P2h4n8PmBUrVo1zzrv62w6RKQZzsATERGVgZMnTyI6Ohr9+/dHzZo1AUCtPj33D1oLc+bMGXh5eaFv375wdHSEpaVlnrIcPT09ZGdnF9qPvb09zp49q7bs3LlzsLe31ygOIio/OANPRET0jtLT0/H48WNkZ2fjr7/+wrFjx+Dn54eePXti5MiR0NXVRdu2bbF06VJYW1vj2bNn+PrrrzXq287ODvv27UOvXr0gCALmzZuXZ0bc2toap0+fxuDBg6FQKFCjRo08/fzrX//CwIED0apVK3Tt2hUHDx7Evn371M5oQ0TywBl4IiKid3Ts2DHUrl0b1tbW6NatG06dOoU1a9bgwIED0NXVBQBs3boVmZmZcHZ2xtSpU7F48WKN+l65ciXMzMzQrl079OrVCx4eHmjVqpVam0WLFiE+Ph4NGzaUZvvf1qdPH6xevRrffPMN/vGPf2DTpk0ICgqCm5vbO42diN4/QcxdkEdEREREROUaZ+CJiIiIiGSECTwRERERkYwwgSciIiIikhEm8EREREREMsIEnoiIiIhIRpjAExERERHJCBN4IiIiIiIZYQJPRERERCQjTOCJiIiIiGSECTwRERERkYwwgSciIiIikpH/AxV67cuVCHf5AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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IiLQIE3giIiIiIi3CWWiIiEgjKpUK2dnZUodBElKpVMjJyQHwbGpZmYzjgERSYAJPREQayc7Ohqenp9RhUDWxd+9eTi1LJBF+dSYiIiIi0iIcgScionL7uutjGOippA6Dqlh6roAZsbWkDoNI5zGBJyKicjPQU0GuJ3UUVNVy+KWNqFpgCQ0RERERkRZhAk9EREREpEWYwBMRERERaREm8EREREREWoQJPBERERGRFmECT0RERESkRTiNJBFpRKVSITs7GwAgl8shCILEEREREVWt6vJZyBF4ItJIdnY2PD094enpKb55ERER6ZLq8lnIBJ6IiIiISIswgSciIiIi0iJM4ImIiIiItAgTeCIiIiIiLcIEnoiIiIhIizCBJyIiIiLSIkzgqwF3d3dMnz69Srbl4+OD/v37V8m2NKXJ/oeFhaFWrVpVEg8RERFRdcYE/hXw8fGBIAiYOHFisccmTZoEQRDg4+MjLvvhhx+wePHiKolt9erVCAsLq5Jtaer5/bezs8OqVaskiYVfFIiIiKi645VYXxFbW1tERkZi5cqVMDQ0BPBs8v8dO3agQYMGam1r16790tvLy8tDzZo1X9hOoVC89LYqW2Xs/+tC0+dRCiqVSvybF3LSTUWf9yIvB9IhRZ/37OxsZGVlSRcMkQTU3weleyNkAv+KtG3bFteuXcMPP/yAESNGAHg20mxra4vGjRurtXV3d0fr1q3FUefU1FSMGzcOhw8fhrW1NZYsWYLPP/8c06dPF0tNBEHAhg0bcODAARw6dAgzZ87E/PnzMWHCBBw+fBj//PMPGjRogEmTJmHatGnitnx8fPD48WPs2bNH3HarVq0gl8uxZcsW6OvrY+LEifD39xfXSUtLw6effoo9e/YgOzsbLi4uWLlyJZydnUvc90GDBqFevXpYu3YtAGD69OlYvXo1zp8/jzfffBP5+fkwNzfHd999B09PT7X9d3d3x82bN+Hn5wc/Pz8A6v9BoqKiMH36dNy+fRudO3dGaGgobGxsAABKpRIBAQHYvHkz7t+/DwcHByxduhQ9e/YEAMTExKBbt2549OiROMqekJCANm3a4Pr167hx4wbGjBkjHl8AWLBggdqxKJSSkoIZM2bg1KlTePr0KRwcHBAYGIgePXqIbQRBwI8//qhWslSrVi2sWrUKPj4+uHHjBho1aoSdO3di/fr1OHXqFDZs2ID3338fkydPxvHjx/Hff/+hSZMm+PzzzzFs2LASjzcA5OTkICcnR7yfnp5eatuKKtp/v379Kr1/0i65SsBQ6iCoyuUq//e3l5eXdIEQVQM5OTkwMjKSZNssoXmFxowZg9DQUPH+1q1b4evr+8L1Ro8ejbt37yImJgbff/89Nm/ejHv37hVrt2DBAvTr1w+JiYnw9fWFUqlE/fr1sWvXLly8eBHz58/H559/jl27dpW5vfDwcBgbG+OPP/7AsmXLsGjRIvz2228AniXPffr0wT///IP9+/fjzJkzaNu2Ld555x38999/Jfbn7u6OmJgY8f7Ro0dRp04dHD16FAAQFxeH7OxsdOrUqdi6P/zwA+rXr49FixYhNTUVqamp4mOZmZlYvnw5tm3bhmPHjuHWrVuYOXOm+Pjq1asRHByM5cuX49y5c/D09MT777+PK1eulLn/hTp27IhVq1bBzMxM3HbR/ovKyMhA7969cejQIZw9exaenp7o27cvbt26pdG2ipo1axamTp2KpKQk8dLM7dq1w759+3D+/HlMmDABo0aNwh9//FFqH4GBgVAoFOLN1ta23HEQERGRduAI/Cs0atQozJkzBzdu3IAgCIiNjUVkZKRacvu8S5cu4dChQ4iLi4OLiwsAYMuWLWjatGmxtsOHDy/2hWDhwoXi340aNcLJkyexa9cuDBkypNRttmrVCgsWLAAANG3aFOvWrUN0dDQ8PDxw5MgRJCYm4t69ezAwMAAALF++HHv27MF3332HCRMmFOvP3d0d06ZNw4MHD6Cnp4cLFy5gwYIFiImJwaRJkxATE4N27drBxMSk2Lq1a9eGnp4eTE1NYW1trfZYXl4eNm7ciCZNmgAAJk+ejEWLFomPL1++HLNmzcLQoUMBAEFBQThy5AhWrVqFr7/+utT9L6Svrw+FQgFBEIpt+3nOzs5qv0AEBATgxx9/xE8//YTJkye/cFtFTZ8+HQMHDlRbVvSLw5QpU3Dw4EHs3r0bb731Vol9zJkzBzNmzBDvp6enV3oSX/j8A8DevXshl8srtX+q/rKzs8VfX/Q5/KOTij7vO3fu5DlDpHOKvg8W/VysakzgX6E6deqgT58+CA8PF0ey69SpU+Y6ycnJqFGjBtq2bSsus7e3h7m5ebG2hQl+URs3bsSWLVtw8+ZNZGVlITc3F61bty5zm61atVK7b2NjI474nzlzBhkZGbCwsFBrk5WVhZSUlBL7c3R0hIWFBY4ePYqaNWvC2dkZ77//PtasWQPgWSmLm5tbmTGVxMjISEzen48zPT0dd+/eLTaq36lTJ/z111/l3taLPH36FAsXLsS+fftw9+5d5OfnIysrq0Ij8M8/jwUFBVi6dCl27tyJO3fuiOUxxsbGpfZhYGDwyt9ICsuKAEAul4vndpBuKvJyIB1S9Hnn+wDpOkHCN0Im8K+Yr6+vOCKryShwaSdElLT8+YRu165d8PPzQ3BwMFxdXWFqaoqvvvqqzNILAMVOmhQEAUrls0JHpVIJGxubEn81KG3kRRAEdO3aFTExMdDX14e7uzscHR1RUFCAxMREnDx5skLTZpYU5/PH5fn/TCqVSlwmk8nEZYXy8vLKHQcAfPrpp4iKisLy5cthb28PQ0NDfPDBB8jNzS0zvpK29/zzGBwcjJUrV2LVqlVwcnKCsbExpk+frtY3ERER6S4m8K9Yz549xcTL09Pzhe1btGiB/Px8nD17Fu3atQMAXL16FY8fP37husePH0fHjh0xadIkcVlpo+Saatu2Lf755x/UqFEDdnZ2Gq/n7u6OzZs3Q19fH4sWLYIgCOjSpQuWL1+OrKysEuvfC+nr66OgoKBccZqZmaFevXo4ceIEunbtKi4/efIkOnToAACwtLQE8Owk4cJfNBISEiq07ePHj8PHxwcDBgwA8Kwm/saNG2ptLC0t1Wr4r1y5gszMTI367tevH0aOHAng2ZeoK1euwMHB4YXrEhER0euPVYyvmJ6eHpKSkpCUlAQ9Pb0Xtm/RogV69OiBCRMm4PTp0zh79iwmTJgAQ0PDF/5UY29vj/j4eERFReHy5cuYN28e4uLiXir+Hj16wNXVFf3790dUVBRu3LiBkydP4osvvkB8fHyp67m7u+PChQtITExEly5dxGURERFo27YtzMzMSl3Xzs4Ox44dw507d/DgwQONY/30008RFBSEnTt3Ijk5GbNnz0ZCQoI4C4+9vT1sbW3h7++Py5cv45dffkFwcHCxbWdkZCA6OhoPHjwoNeG2t7fHDz/8gISEBPz1118YPny4+KtFoe7du2PdunX4888/ER8fj4kTJ2o0RaS9vT1+++03nDx5EklJSfjwww/xzz//aHwciIiI6PXGBL4KmJmZlZmwPu/bb7+FlZUVunbtigEDBmD8+PEwNTV94UmDEydOxMCBA+Hl5YW33noLDx8+VBuNrwhBELB//3507doVvr6+aNasGYYOHYobN27Aysqq1PUcHR1Rp04dODs7i/vu5uaGgoKCF9a/L1q0CDdu3ECTJk3EUXNNTJ06FZ988gk++eQTODk54eDBg/jpp5/EE4Br1qyJHTt24NKlS3B2dkZQUBACAgLU+ujYsSMmTpwILy8vWFpaYtmyZSVua+XKlTA3N0fHjh3Rt29feHp6qp23ADwrhbG1tUXXrl0xfPhwzJw5U6PppubNm4e2bduKU2xaW1tXu6vnEhERkXQElZSz0JNG/v77b9ja2uLQoUN45513pA6HtEB6ejoUCgXS0tLK9eWxLFlZWWIZWFRUFE9e00FFXwNbuj2C/MU/KtJrJi0X+PjYsxLEvXv3ljjBAtHr7FV/Fmr6+c0a+Gro8OHDyMjIgJOTE1JTU/HZZ5/Bzs5OrbabiIiIiHQTE/hqKC8vD59//jmuXbsGU1NTdOzYERERERrVTxMRERHR640JfDXk6emp0Yw1RERERKR7eBIrEREREZEW4Qg8EWlELpcjKipK/JuIiEjXVJfPQibwRKQRQRA48wwREem06vJZyBIaIiIiIiItwgSeiIiIiEiLMIEnIiIiItIiTOCJiIiIiLQIE3giIiIiIi3CWWiIiKjccgoEACqpw6Aq9ux5JyKpMYEnIqJy+/hYLalDICLSWSyhISIiIiLSIhyBJyIijRS9AiHpJpVKhZycHACAQqGQOBoi3cUEnoiINFJdrkBI0jIyMpI6BCKdxxIaIiIiIiItwgSeiIiIiEiLMIEnIiIiItIiTOCJiIiIiLQIE3giIiIiIi3CBJ6IiIiISItwGkki0ohSqURaWhoAwMDAAIKg25dUl8vlOn8MiIhIGkzgiUgjaWlp6Nevn9RhVBtRUVGcE52IiCTBEhoiIiIiIi3CEXgiKreCXgWAXOooJJAP6P2sJ3UURESk45jAE1H51QDfPYiIiCTCEhoiIiIiIi3CBJ6IiIiISIswgSciIiIi0iJM4ImIiIiItAgTeCIiIiIiLcIEnoiIiIhIizCBJyKNqFSqIneki0NSRQ+BSlcPAhERSY0JPBFpJCcn5393CqSLQ1JF9lvteBAREVUhJvBERERERFqECTwRERERkRZhAk9EREREpEWYwBMRERERaREm8EREREREWoQJPBEREWksNjYWgwcPRmxsrNShEOksJvD0UsLCwlCrVi3xvr+/P1q3bi1ZPERE9OpkZ2cjODgY//77L4KDg5GdnS11SEQ6iQn8a8zHxweCIIg3CwsL9OzZE+fOnau0bXh5eeHy5cuV1l9pYmJiIAgCHj9+/Mq3RUREJdu+fTsePnwIAHj48CEiIiIkjohINzGBf8317NkTqampSE1NRXR0NGrUqIH33nuv0vo3NDRE3bp1K60/AMjLy6vU/rRFQUEBlEql1GEQEZXo77//RkREhHgVYpVKhYiICPz9998SR0ake5jAv+YMDAxgbW0Na2trtG7dGrNmzcLt27dx//59sc2sWbPQrFkzGBkZoXHjxpg3b55aEv3XX3+hW7duMDU1hZmZGdq1a4f4+HgAxUtonhcXFwcPDw/UqVMHCoUCbm5u+PPPP9XaCIKAjRs3ol+/fjA2NkZAQIDa4zdu3EC3bt0AAObm5hAEAT4+Pvj2229hYWFR7IqYgwYNwujRowH8r6Rn06ZNsLW1hZGREQYPHlxsJD80NBQODg6Qy+Vo0aIF1q9fX+ZxPXjwIDp37oxatWrBwsIC7733HlJSUsTHS/rFICEhAYIg4MaNG2rHbt++fWjZsiUMDAxw8+ZNjY7Z83JycpCenq52IyKqLCqVCitXrix1eWFST0RVgwm8DsnIyEBERATs7e1hYWEhLjc1NUVYWBguXryI1atXIyQkRO2NesSIEahfvz7i4uJw5swZzJ49GzVr1tRom0+ePIG3tzeOHz+OU6dOoWnTpujduzeePHmi1m7BggXo168fEhMT4evrq/aYra0tvv/+ewBAcnIyUlNTsXr1agwePBgFBQX46aefxLYPHjzAvn37MGbMGHHZ1atXsWvXLvz88884ePAgEhIS8PHHH4uPh4SEYO7cuViyZAmSkpLw5ZdfYt68eQgPDy91v54+fYoZM2YgLi4O0dHRkMlkGDBgQLlH0DMzMxEYGIgtW7bgwoULqFu3rsbHrKjAwEAoFArxZmtrW644iIjKUji4UFBQoLa8oKAAcXFxuHnzpkSREemmGlIHQK/Wvn37YGJiAuBZ0mljY4N9+/ZBJvvfd7cvvvhC/NvOzg6ffPIJdu7cic8++wwAcOvWLXz66ado0aIFAKBp06Yab7979+5q9zdt2gRzc3McPXpUrZRn+PDhxRL3Qnp6eqhduzYAoG7dumoj/sOHD0doaCgGDx4MAIiIiED9+vXh7u4utsnOzkZ4eDjq168PAFi7di369OmD4OBgWFtbY/HixQgODsbAgQMBAI0aNcLFixexadMmeHt7lxjToEGD1O5/8803qFu3Li5evAhHR0cNjswzeXl5WL9+PZydncVlmh6zoubMmYMZM2aI99PT05nEE1GladiwIdq3b48///xTLYnX09NDu3bt0LBhQwmjI9I9HIF/zXXr1g0JCQlISEjAH3/8gXfffRe9evVSGy357rvv0LlzZ1hbW8PExATz5s3DrVu3xMdnzJiBcePGoUePHli6dKlaqciL3Lt3DxMnTkSzZs3E0eGMjAy1/gHAxcVF/LtXr14wMTGBiYkJ3nzzzTL7Hz9+PH799VfcuXMHwLNSmMKTdws1aNBATN4BwNXVFUqlEsnJybh//z5u376NsWPHits0MTFBQEBAmfuZkpKC4cOHo3HjxjAzM0OjRo0AoNh+vYi+vj5atWqltkzTY1aUgYEBzMzM1G5ERJVFEAT4+fmVurzoey4RvXocgX/NGRsbw97eXrzfrl07KBQKhISEICAgAKdOncLQoUOxcOFCeHp6QqFQIDIyEsHBweI6/v7+GD58OH755RccOHAACxYsQGRkJAYMGPDC7fv4+OD+/ftYtWoVGjZsCAMDA7i6uiI3N7dYnIW2bNmCrKwsAHhhqU6bNm3g7OyMb7/9Fp6enkhMTMTPP/9c5jqFHzSCIIglLyEhIXjrrbfU2unp6ZXaR9++fWFra4uQkBDUq1cPSqUSjo6O4n4V/sJRtC60pJNzDQ0Ni33waXrMiIiqUv369TFixAhs27YNKpUKgiBgxIgReOONN6QOjUjnMIHXMYIgQCaTiQlybGwsGjZsiLlz54ptSqplbNasGZo1awY/Pz8MGzYMoaGhGiXwx48fx/r169G7d28AwO3bt/HgwYMy1ynpw0BfXx8AitVfAsC4ceOwcuVK3LlzBz169ChWOnLr1i3cvXsX9erVAwD8/vvvkMlkaNasGaysrPDGG2/g2rVrGDFixAv3B3g2dVpSUhI2bdqELl26AABOnDih1sbS0hIAkJqaCnNzcwDPTmLVREWOGRFRVRg5ciT279+PBw8eoE6dOhq/bxJR5WIJzWsuJycH//zzD/755x8kJSVhypQpyMjIQN++fQEA9vb2uHXrFiIjI5GSkoI1a9bgxx9/FNfPysrC5MmTERMTg5s3byI2NhZxcXFwcHDQaPv29vbYtm0bkpKS8Mcff2DEiBEwNDQs9340bNgQgiBg3759uH//PjIyMsTHRowYgTt37iAkJKTEOnq5XA5vb2/89ddfOH78OKZOnYohQ4bA2toawLNfGAIDA7F69WpcvnwZiYmJCA0NxYoVK0qMxdzcHBYWFti8eTOuXr2Kw4cPq9WfF+63ra0t/P39cfnyZfzyyy9qv2qUpbKOGRFRZZPL5fjkk09gZWWFGTNmQC6XSx0SkU5iAv+aO3jwIGxsbGBjY4O33noLcXFx2L17t3iSZ79+/eDn54fJkyejdevWOHnyJObNmyeur6enh4cPH2L06NFo1qwZhgwZgl69emHhwoUabX/r1q149OgR2rRpg1GjRmHq1KkVmjf+jTfewMKFCzF79mxYWVlh8uTJ4mNmZmYYNGgQTExM0L9//2Lr2tvbY+DAgejduzfeffddODo6qk0TOW7cOGzZsgVhYWFwcnKCm5sbwsLCxLr258lkMkRGRuLMmTNwdHSEn58fvvrqK7U2NWvWxI4dO3Dp0iU4OzsjKCio2PSYpamsY0ZE9Cp06tQJu3fvRqdOnaQOhUhnCSpO3kqvAQ8PDzg4OGDNmjVqy/39/bFnzx6Ny1deF+np6VAoFEhLS6u0E1pTU1Ph5eUFACjoVQCYVEq32iUb0Pv52bkRe/fuFcujiIiIKoOmn9+sgSet9t9//+HXX3/F4cOHsW7dOqnDISIiInrlmMCTVmvbti0ePXqEoKAgNG/eXOpwiIiIiF45JvCk1W7cuFHm4/7+/vD396+SWIiIiIiqAk9iJSIiIiLSIkzgiUgjBgYG/7tT+jWuXm9F9lvteBAREVUhJvBEpBG1K8bq6lXTix4CXjqeiIgkwgSeiIiIiEiLMIEnIiIiItIiTOCJiIiIiLQIE3giIiIiIi3CBJ6IiIiISIvwQk5EVH75//+ma3Rxn4mIqNphAk9E5aZ3QFcngiciIpIeS2iIiIiIiLQIR+CJSCMKhQJ79+4F8OwqpLp+ISO5XC51CEREpKOYwBORRmQyGczNzaUOg4iISOexhIaIiIiISIswgSciIiIi0iJM4ImIiIiItAgTeCIiIiIiLcIEnoiIiIhIizCBJyIiIiLSIpxGkog0olKpkJ2dLXUYklKpVMjJyQHwbF58mYxjIEREVPWYwBORRrKzs+Hp6Sl1GNXG3r17OS8+ERFJgsNHRERERERahCPwRFRuswDoSx2EBDIArJQ6CCIi0nlM4Imo3PQB6EOQOowqpw+V1CEQERGxhIaIiIiISJswgSciIiIi0iJM4ImIiIiItAgTeCIiIiIiLVKhBD4/Px+HDh3Cpk2b8OTJEwDA3bt3kZGRUanBERERERGRunLPQnPz5k307NkTt27dQk5ODjw8PGBqaoply5YhOzsbGzdufBVxEpHEVKr/zcDCuVh0U9Gr8crlcgiC7s1ERERUHZR7BH7atGlwcXHBo0ePYGhoKC4fMGAAoqOjKzU4Iqo+cnJyxL/zJIyDpFN4NV5PT08xkScioqpX7hH4EydOIDY2Fvr66pdxadiwIe7cuVNpgRERERERUXHlHoFXKpUoKCgotvzvv/+GqalppQRFREREREQlK3cC7+HhgVWrVon3BUFARkYGFixYgN69e1dmbERERERE9Jxyl9CsXLkS3bp1Q8uWLZGdnY3hw4fjypUrqFOnDnbs2PEqYiQiIiIiov+v3Al8vXr1kJCQgB07duDPP/+EUqnE2LFjMWLECLWTWomIiIiIqPKVO4EHAENDQ/j6+sLX17ey4yEiIiIiojJU6EJOycnJmDx5Mt555x306NEDkydPxqVLlyo7tmopJiYGgiDg8ePHAICwsDDUqlWrwv35+/ujdevWlRJbebm7u2P69OnlWkcQBOzZs0fyOF7Wyz5v5fH8a4aIiIjoZZQ7gf/uu+/g6OiIM2fOwNnZGa1atcKff/4JJycn7N69u1x93bt3Dx9++CEaNGgAAwMDWFtbw9PTE7///nt5w5KMl5cXLl++LHUYFfLDDz9g8eLFUochSRxV+bx17NgRqampUCgUVbI9IiIier2Vu4Tms88+w5w5c7Bo0SK15QsWLMCsWbMwePBgjfsaNGgQ8vLyEB4ejsaNG+Pff/9FdHQ0/vvvv/KGVS65ubnF5rGvKENDQ62t/a9du7bUIQCQJo7KeN40fR3p6+vD2tr6pbZFREREVKjcI/D//PMPRo8eXWz5yJEj8c8//2jcz+PHj3HixAkEBQWhW7duaNiwITp06IA5c+agT58+YjtBELBhwwb06tULhoaGaNSoUbGR/sTERHTv3h2GhoawsLDAhAkTkJGRIT7u4+OD/v37IzAwEPXq1UOzZs0AANu3b4eLiwtMTU1hbW2N4cOH4969e2p979+/H82aNYOhoSG6deuGGzduqD1eUinGTz/9BBcXF8jlctSpUwcDBw584fHYtm0b7OzsoFAoMHToUDx58kR8TKVSYdmyZWjcuDEMDQ3h7OyM7777Tny8sEQjKioKbdq0gaGhIbp374579+7hwIEDcHBwgJmZGYYNG4bMzExxvedLV+zs7LB48WIMHz4cJiYmqFevHtauXVtm3Hfu3IGXlxfMzc1hYWGBfv36qR2j/Px8TJ06FbVq1YKFhQVmzZoFb29v9O/fv9Q4cnJy8Nlnn8HW1hYGBgZo2rQpvvnmm1JjsLOzQ0BAAEaPHg0TExM0bNgQe/fuxf3799GvXz+YmJjAyckJ8fHx4jolPW8BAQGoW7cuTE1NMW7cOMyePVutvKmir6PSyq6ioqLg4OAAExMT9OzZE6mpqWrxhIaGwsHBAXK5HC1atMD69evLfC7o1VMV+Ts7OxtZWVk6dSt69VWVSlX8ABERUZUo9wi8u7s7jh8/Dnt7e7XlJ06cQJcuXTTux8TEBCYmJtizZw/efvttGBgYlNp23rx5WLp0KVavXo1t27Zh2LBhcHR0hIODAzIzM9GzZ0+8/fbbiIuLw7179zBu3DhMnjwZYWFhYh/R0dEwMzPDb7/9Jn7w5ObmYvHixWjevDnu3bsHPz8/+Pj4YP/+/QCA27dvY+DAgZg4cSI++ugjxMfH45NPPilzv3755RcMHDgQc+fOxbZt25Cbm4tffvmlzHVSUlKwZ88e7Nu3D48ePcKQIUOwdOlSLFmyBADwxRdf4IcffsCGDRvQtGlTHDt2DCNHjoSlpSXc3NzEfvz9/bFu3ToYGRlhyJAhGDJkCAwMDPB///d/yMjIwIABA7B27VrMmjWr1Fi++uorfP755/D390dUVBT8/PzQokULeHh4FGubmZmJbt26oUuXLjh27Bhq1KiBgIAA9OzZE+fOnYO+vj6CgoIQEREhJqOrV6/Gnj170K1bt1JjGD16NH7//XesWbMGzs7OuH79Oh48eFDmMVy5ciW+/PJLzJs3DytXrsSoUaPQqVMn+Pr64quvvsKsWbMwevRoXLhwAYIgFFs/IiICS5Yswfr169GpUydERkYiODgYjRo1UmtXkddRSTIzM7F8+XJs27YNMpkMI0eOxMyZMxEREQEACAkJwYIFC7Bu3Tq0adMGZ8+exfjx42FsbAxvb+9i/eXk5CAnJ0e8n56eXubxoorJK/K3l5eXZHFUBzk5OTAyMpI6DCIinVTuBP7999/HrFmzcObMGbz99tsAgFOnTmH37t1YuHAhfvrpJ7W2pW64Rg2EhYVh/Pjx2LhxI9q2bQs3NzcMHToUrVq1Ums7ePBgjBs3DgCwePFi/Pbbb1i7di3Wr1+PiIgIZGVl4dtvv4WxsTEAYN26dejbty+CgoJgZWUFADA2NsaWLVvUSh6KzqLTuHFjrFmzBh06dEBGRgZMTEywYcMGNG7cGCtXroQgCGjevDkSExMRFBRU6n4tWbIEQ4cOxcKFC8Vlzs7OZR5TpVKJsLAw8Uq2o0aNQnR0NJYsWYKnT59ixYoVOHz4MFxdXcVYT5w4gU2bNqkl8AEBAejUqRMAYOzYsZgzZw5SUlLQuHFjAMAHH3yAI0eOlJnAd+rUCbNnzwYANGvWDLGxsVi5cmWJCXxkZCRkMhm2bNkiJsWhoaGoVasWYmJi8O6772Lt2rWYM2cOBgwYAODZc1NWYnv58mXs2rULv/32G3r06CHu74v07t0bH374IQBg/vz52LBhA9q3by+WdM2aNQuurq74999/SyxnWbt2LcaOHYsxY8aIffz6669qv+QAFXsdlSQvLw8bN25EkyZNAACTJ09WK0tbvHgxgoODxV9vGjVqhIsXL2LTpk0lJvCBgYFqrzkiIiJ6fZU7gZ80aRIAYP369cV+0i98DHhW+lJQUFBmX4MGDUKfPn1w/Phx/P777zh48CCWLVuGLVu2wMfHR2xXmLgWvZ+QkAAASEpKgrOzs5i8A8+SUKVSieTkZDGBd3JyKlavfPbsWfj7+yMhIQH//fcflEolAODWrVto2bIlkpKS8Pbbb6uN2D4fy/MSEhIwfvz4Mts8z87OTkzeAcDGxkYswbh48SKys7OLJdC5ublo06aN2rKiX3ysrKxgZGSklvxaWVnh9OnTZcZS0rEueuXdos6cOYOrV6+qxQ48Ky1ISUlBWloa/v33X3To0EF8TE9PD+3atROP9fMSEhKgp6en9sVEE8/vO/DsOX9+2b1790pM4JOTk9VevwDQoUMHHD58WG1ZRV5HJTEyMhKTd0D9Ob9//z5u376NsWPHqr2W8vPzSz0Rds6cOZgxY4Z4Pz09Hba2tiW2pYqrWeTvnTt3VtlMRtVFdnY2+vXrBwBl/mpKRESvVrkT+NISr4qSy+Xw8PCAh4cH5s+fj3HjxmHBggVqCXxJCpNqlUpVYklE0TYA1BJ8AHj69CneffddvPvuu9i+fTssLS1x69YteHp6Ijc3V+y7vCpyYmTNmjXV7guCIB7nwn9/+eUXvPHGG2rtnv8ALdqPIAhl9lsepR1fpVKJdu3aiWUfRVlaWpa6flnHtaInlj6/76UtK2v/NYmzIq+jF8VbuO3C7RXGGBISgrfeekutnZ6eXon9GRgYMKGqAkVfIXK5XGtPYK8Mpb0vEBHRq1fuk1ivX7/+KuIQtWzZEk+fPlVbdurUqWL3W7RoIbZPSEhQWyc2NhYymUw8ybAkly5dwoMHD7B06VJ06dIFLVq0KHYCa8uWLUvcdllatWqF6OjoMtuUR8uWLWFgYIBbt27B3t5e7fYqRljLOtbPa9u2La5cuYK6desWi02hUEChUBQb9S8oKMDZs2dL3b6TkxOUSiWOHj1aOTukoebNmxf7daLoSa+l0eR1VF5WVlZ44403cO3atWLH9fmafCIiItI95U7g7e3t0a1bN2zfvl1tRoLyevjwIbp3747t27fj3LlzuH79Onbv3o1ly5aJP9EW2r17N7Zu3YrLly9jwYIFOH36NCZPngwAGDFiBORyOby9vXH+/HkcOXIEU6ZMwahRo8SyiZI0aNAA+vr6WLt2La5du4affvqp2FzkEydOREpKCmbMmIHk5GT83//9n9qJsSVZsGABduzYgQULFiApKQmJiYlYtmxZxQ4SAFNTU8ycORN+fn4IDw9HSkoKzp49i6+//hrh4eEV7rc0sbGxWLZsGS5fvoyvv/4au3fvxrRp00psO2LECNSpUwf9+vXD8ePHcf36dRw9ehTTpk3D33//DQCYMmUKAgMDsXfvXiQnJ2PatGl49OhRqaN3dnZ28Pb2hq+vL/bs2YPr168jJiYGu3btqvR9LWrKlCn45ptvEB4ejitXriAgIADnzp174SijJq+jivD390dgYCBWr16Ny5cvIzExEaGhoVixYsVL901ERETardwJ/F9//YU2bdrgk08+gbW1NT788MMX1lWXxMTEBG+99RZWrlyJrl27wtHREfPmzcP48eOxbt06tbYLFy5EZGQkWrVqhfDwcERERIi1xUZGRoiKisJ///2H9u3b44MPPsA777xTrI/nWVpaIiwsDLt370bLli2xdOlSLF++XK1NgwYN8P333+Pnn3+Gs7MzNm7ciC+//LLMft3d3bF792789NNPaN26Nbp3744//vij3MenqMWLF2P+/PkIDAyEg4MDPD098fPPP7+S0dhPPvkEZ86cQZs2bcQTKT09PUtsa2RkhGPHjqFBgwYYOHAgHBwc4Ovri6ysLJiZmQF4dvLosGHDMHr0aLi6usLExASenp6Qy+WlxrBhwwZ88MEHmDRpElq0aIHx48cX+1Wmso0YMQJz5szBzJkz0bZtW1y/fh0+Pj5lxglo9jqqiHHjxmHLli0ICwuDk5MT3NzcEBYWxhF4IiIigqCq4GS++fn5+PnnnxEWFoYDBw6gadOmGDt2LEaNGqVW//zSAQoCfvzxR7V5w+nVsLOzw/Tp09XmZK9sSqUSDg4OGDJkSLW4CmxZPDw8YG1tjW3btkkdSrmlp6dDoVAgLS1N/DL1sh49eiT+OjYLgAl0rwY6AyoUzkG1d+9emJubSxpPVcvKyhK/0EdFRen0OQBERK+Cpp/f5R6BL1SjRg0MGDAAu3btQlBQEFJSUjBz5kzUr18fo0ePLnZRGtJNN2/eREhIiFgG8tFHH+H69esYPny41KGpyczMxIoVK3DhwgVcunQJCxYswKFDh0qcspGIiIhIShVO4OPj4zFp0iTY2NhgxYoVmDlzJlJSUnD48GHcuXOnWB076SaZTIawsDC0b98enTp1QmJiIg4dOgQHBwepQ1MjCAL279+PLl26oF27dvj555/x/fffi3PRExEREVUXGk8j6evri9WrVyMkJAShoaFITk5G79698e2336J3796QyZ59F2jUqBE2bdpU6swl5cXLdVedGzduVHqftra2iI2NrfR+K5uhoSEOHTokdRhEREREL6TxCHx4eDiysrKwYcMGDB8+HLdu3cKePXvw3nvvicl7oQYNGuCbb76p9GCJiIiIiHSdxiPwhSPhV65ceWFbfX191g4TvWaKXiiqZhnt6PUll8sRFRUl/k1ERNIo15VYeeU9It1V9P8/3wl0kyAInHmGiKgaKFcC36xZsxcm8f/9999LBURERERERKUrVwK/cOFCKBSKVxULERERERG9QLkS+KFDh6Ju3bqvKhYiIiIiInoBjWehYf07EREREZH0NE7gOR87EREREZH0NC6hUSqVrzIOIiIiIiLSQLlq4ImIACAXAKB7v8rlSh0AERERmMATUQUESR0AERGRDtO4Bp6IiIiIiKTHEXgi0ohcLkdUVJTUYUhKpVIhJycHAHhNDCIikgwTeCLSiCAIMDQ0lDoMyRkZGUkdAhER6TiW0BARERERaREm8EREREREWoQJPBERERGRFmECT0RERESkRZjAExERERFpESbwRERERERahNNIEpFGlEol0tLSAAAGBgYQBEHiiKQll8t1/hgQEZE0mMATkUbS0tLQr18/qcOoNqKiojgvPhERSYIlNEREREREWoQj8ERUbr2dxkNeU/euSJqvzMNPCeulDoOIiHQcE3giKrcaspqooacvdRhEREQ6iSU0RERERERahAk8EREREZEWYQJPRERERKRFmMATEREREWkRJvBERERERFqEs9AQkUZUKlWJf5PuUKlUyM7OBsAr0RIRSYkj8ESkkZycHPHvAmW+hJGQVLKzs+Hp6QlPT08xkScioqrHBJ6IiIiISIswgSciIiIi0iJM4ImIiIiItAgTeCIiIiIiLcIEnoiIiIhIizCBJyIiIiLSIkzgi7Czs8OqVavE+4IgYM+ePQCAGzduQBAEJCQkaNyfj48P+vfvX+rjYWFhqFWrVoVifVkviq0kzx8fqeJ4WTExMRAEAY8fP37l26rI64aIqDrbsmUL3N3dsWXLFqlDIdJZ1fZCTj4+PggPDy+2/MqVK7C3t38l24yLi4OxsXGJj9na2iI1NRV16tR5JduuaqtXr64WF+ORIo6OHTsiNTUVCoXilW/rdXvdEJFue/z4MbZv3w6lUont27fjgw8+kGwgikiXVesR+J49eyI1NVXt1qhRo1e2PUtLSxgZGZX4mJ6eHqytrVGjRrX9zlMuCoWiWrzpShGHvr4+rK2tX+oqknl5eRq1e91eN0Sk2+bOnQulUgkAUCqV+OKLLySOiEg3VesE3sDAANbW1mo3PT09rFixAk5OTjA2NoatrS0mTZqEjIwMcb3C0pR9+/ahefPmMDIywgcffICnT58iPDwcdnZ2MDc3x5QpU1BQUCCuV1aJyPOlEAUFBRg7diwaNWoEQ0NDNG/eHKtXr67QfkZFRcHBwQEmJibil5aiQkND4eDgALlcjhYtWmD9+vXF4tq1axe6dOkCQ0NDtG/fHpcvX0ZcXBxcXFzEfu/fvy+u93zpiru7OyZPnozJkyejVq1asLCwwBdffFHm6HhaWhomTJiAunXrwszMDN27d8dff/2l1iYgIAB169aFqakpxo0bh9mzZ6N169alxqFUKhEUFAR7e3sYGBigQYMGWLJkSakxuLu7Y8qUKZg+fTrMzc1hZWWFzZs34+nTpxgzZgxMTU3RpEkTHDhwQFynpBKakJAQ2NrawsjICAMGDMCKFSvUvlj4+/ujdevW2Lp1Kxo3bgwDAwOoVCocPHgQnTt3Fo/Ze++9h5SUlGLPT+HrpnDb0dHRcHFxgZGRETp27Ijk5GS1/fr555/Rrl07yOVyNG7cGAsXLkR+Pq9+KrWi/x+ys7ORlZWlU7eiV1+tDr/gUdWKj49HYmKi2rJz584hPj5eooiIdJdWDgvKZDKsWbMGdnZ2uH79OiZNmoTPPvtMLbHNzMzEmjVrEBkZiSdPnmDgwIEYOHAgatWqhf379+PatWsYNGgQOnfuDC8vr3LHoFQqUb9+fezatQt16tTByZMnMWHCBNjY2GDIkCEa95OZmYnly5dj27ZtkMlkGDlyJGbOnImIiAgAzxLLBQsWYN26dWjTpg3Onj2L8ePHw9jYGN7e3mI/CxYswKpVq9CgQQP4+vpi2LBhMDMzw+rVq2FkZIQhQ4Zg/vz52LBhQ6mxhIeHY+zYsfjjjz8QHx+PCRMmoGHDhhg/fnyxtiqVCn369EHt2rWxf/9+KBQKbNq0Ce+88w4uX76M2rVrIyIiAkuWLMH69evRqVMnREZGIjg4uMxfUebMmYOQkBCsXLkSnTt3RmpqKi5dulTmMQwPD8dnn32G06dPY+fOnfjoo4+wZ88eDBgwAJ9//jlWrlyJUaNG4datWyX+whIbG4uJEyciKCgI77//Pg4dOoR58+YVa3f16lXs2rUL33//PfT09AAAT58+xYwZM+Dk5ISnT59i/vz5GDBgABISEiCTlf79eO7cuQgODoalpSUmTpwIX19fxMbGAnj2hW7kyJFYs2YNunTpgpSUFEyYMAHAs+e5JDk5OcjJyRHvp6enl3nMqGIKlP/7EtWvXz8JI5FeTk5Oqb9Y0utHqVTC39+/xMf8/f3x008/lfmeR0SVq1on8Pv27YOJiYl4v1evXti9ezemT58uLmvUqBEWL16Mjz76SC2Bz8vLw4YNG9CkSRMAwAcffIBt27bh33//hYmJCVq2bIlu3brhyJEjFUrga9asiYULF6rFcfLkSezatatcCXxeXh42btwoxjl58mQsWrRIfHzx4sUIDg7GwIEDxe1cvHgRmzZtUkvgZ86cCU9PTwDAtGnTMGzYMERHR6NTp04AgLFjxyIsLKzMWGxtbbFy5UoIgoDmzZsjMTERK1euLDGBP3LkCBITE3Hv3j0YGBgAAJYvX449e/bgu+++w4QJE7B27VqMHTsWY8aMAQDMnz8fv/76q9qvJUU9efIEq1evxrp168R9a9KkCTp37lxm3M7OzuLPuHPmzMHSpUtRp04dMe7CLy7nzp3D22+/XWz9tWvXolevXpg5cyYAoFmzZjh58iT27dun1i43Nxfbtm2DpaWluGzQoEFqbb755hvUrVsXFy9ehKOjY6kxL1myBG5ubgCA2bNno0+fPsjOzoZcLseSJUswe/Zs8Rg0btwYixcvxmeffVZqAh8YGKj2eiQiqky///57qQMD6enp+P3338XPGyJ69ap1At+tWze1EePCE0yPHDmCL7/8EhcvXkR6ejry8/ORnZ2Np0+fim2MjIzEpBgArKysYGdnp/aFwMrKCvfu3atwfBs3bsSWLVtw8+ZNZGVlITc3V608RBPPx2ljYyPGdP/+fdy+fRtjx45VS6Lz8/OLnYDZqlUr8W8rKysAgJOTk9qyF+3r22+/rVYX7urqiuDgYBQUFIgjzoXOnDmDjIwMWFhYqC3PysoSS0iSk5MxadIktcc7dOiAw4cPl7j9pKQk5OTk4J133ikzzucV3Xc9PT1YWFgU23cApe5/cnIyBgwYUCzO5xP4hg0bqiXvAJCSkoJ58+bh1KlTePDggVgbeuvWrTIT+KIx29jYiPE1aNAAZ86cQVxcnFrpUEFBAbKzs5GZmVniqOecOXMwY8YM8X56ejpsbW1L3T5VjJ7sf2+Ze/fuhVwulzCaqpednS3+8lD4xZ10g6urK8zMzEpM4hUKBVxdXSWIikh3VesE3tjYuNiMMzdv3kTv3r0xceJELF68GLVr18aJEycwduxYtRMLa9asqbaeIAglLitMuMpr165d8PPzQ3BwMFxdXWFqaoqvvvoKf/zxR7n6KSmmwtrSwthCQkLw1ltvqbV7PqEu2k9hEv78sorua0mUSiVsbGwQExNT7LGitePPnyhaVt2soaFhhWJ50XNdGENp+69SqTSKs6QZivr27QtbW1uEhISgXr16UCqVcHR0RG5ursYxPx+fUqnEwoULxV9diiotYTQwMGBCVQWKvk7kcnmFX7Ovg5c5CZy0j0wmg7+/v9pAQaGFCxeyfIaoilXrBL4k8fHxyM/PR3BwsPiGsWvXriqP4/jx4+jYsaPaCHPRkxcrg5WVFd544w1cu3YNI0aMqNS+S3Lq1Kli95s2bVrsywIAtG3bFv/88w9q1KgBOzu7Evtr3rw5Tp8+jVGjRonLyjrZqWnTpjA0NER0dDTGjRtXsZ2ogBYtWuD06dNqyzQ5Kevhw4dISkrCpk2b0KVLFwDAiRMnXjqetm3bIjk5+ZVNl0pEVBEuLi5wcnJSO5G1VatWaNu2rYRREekmrUvgmzRpgvz8fKxduxZ9+/ZFbGwsNm7cWOVx2Nvb49tvv0VUVBQaNWqEbdu2IS4urtKnufT398fUqVNhZmaGXr16IScnB/Hx8Xj06FGJIyEv4/bt25gxYwY+/PBD/Pnnn1i7di2Cg4NLbNujRw+4urqif//+CAoKQvPmzXH37l3s378f/fv3h4uLC6ZMmYLx48fDxcUFHTt2xM6dO3Hu3Dk0bty4xD7lcjlmzZqFzz77DPr6+ujUqRPu37+PCxcuYOzYsZW6r0VNmTIFXbt2xYoVK9C3b18cPnwYBw4ceOEIo7m5OSwsLLB582bY2Njg1q1bmD179kvHM3/+fLz33nuwtbXF4MGDIZPJcO7cOSQmJiIgIOCl+yciqqglS5agf//+UCqVkMlkfE8ikojW/ebVunVrrFixAkFBQXB0dERERAQCAwOrPI6JEydi4MCB8PLywltvvYWHDx8Wq/euDOPGjcOWLVsQFhYGJycnuLm5ISws7JXMhz969GhkZWWhQ4cO+PjjjzFlyhRx9pPnCYKA/fv3o2vXrvD19UWzZs0wdOhQ3LhxQ6w5HzFiBObMmYOZM2eibdu2uH79Onx8fMqsG543bx4++eQTzJ8/Hw4ODvDy8nqp8xQ00alTJ2zcuBErVqyAs7MzDh48CD8/vxfWN8tkMkRGRuLMmTNwdHSEn58fvvrqq5eOx9PTE/v27cNvv/2G9u3b4+2338aKFSvQsGHDl+6biOhl1KpVCyNHjhRnTasO1xMh0kWCipP5Ep7Np966detS58GvLB4eHrC2tsa2bdte6XZe1vjx43Hp0iUcP35c6lAqJD09HQqFAmlpaTAzM6uUPlNTU8UZm3o7joeJYa1K6Veb5Bfk4oc/n13vISoqSudq4LOyssTZrnRx/4mIXjVNP7+1roSGtEdmZiY2btwIT09P6OnpYceOHTh06BB+++03qUMrZvny5fDw8ICxsTEOHDiA8PBwtWlJiYiIiKoLJvD0yhSW2QQEBCAnJwfNmzfH999/jx49ekgdWjGnT5/GsmXL8OTJEzRu3Bhr1qyp0hNpiYiIiDTFBJ4AoMTpIF+WoaEhDh06VOn9vgpSzGREREREVBFadxIrEREREZEu4wg8EWmk6IWiil6RlHSHXC5HVFSU+DcREUmDn8JEpJGi8+LzKpy6SRAEzjxDRFQNsISGiIiIiEiLMIEnIiIiItIiTOCJiIiIiLQIE3giIiIiIi3CBJ6IiIiISIswgSciIiIi0iKcRpKIyi1fmYf8glypw6hy+co8qUMgIiJiAk9E5bc/MUTqEIiIiHQWS2iIiIiIiLQIR+CJSCMKhQJ79+4FABgYGOj81VjlcrnUIRARkY5iAk9EGpHJZDA3N5c6DCIiIp3HEhoiIiIiIi3CBJ6IiIiISIswgSciIiIi0iJM4ImIiIiItAgTeCIiIiIiLcJZaIhII0qlEmlpaQA4jSTwbBpJXT8GREQkDSbwRKSRtLQ09OvXT+owqo2oqCgYGhpKHQYREekgltAQEREREWkRjsATUbl1sbGAvp7uff8vUKkQc+eB1GEQEZGOYwJPROWmJwioIdPB+m+l1AEQERGxhIaIiIiISKswgSciIiIi0iJM4ImIiIiItAgTeCIiIiIiLcIEnoiIiIhIizCBJyIiIiLSIkzgiUgjKpWqxL91CY8BERFVB0zgiUgjOTk54t9KHc1di+530eNBRERUlZjAExERERFpESbwRERERERahAk8EREREZEWYQJPRERERKRFmMATEREREWkRJvBERERERFqECTzRKxIWFoZatWpJHQYRVbLY2FgMHjwYsbGxUociiS1btsDd3R1btmyROhQincUEnugFbt++jbFjx6JevXrQ19dHw4YNMW3aNDx8+FBsY2dnh1WrVkkXJBFViezsbAQHB+Pff/9FcHAwsrOzpQ6pSj1+/Bjbt2+HUqnE9u3b8fjxY6lDItJJTOCJynDt2jW4uLjg8uXL2LFjB65evYqNGzciOjoarq6u+O+//6o8pry8vCrfJhE9s337dvHL+8OHDxERESFxRFVr7ty5UCqVAAClUokvvvhC4oiIdBMTeKIyfPzxx9DX18evv/4KNzc3NGjQAL169cKhQ4dw584dzJ07F+7u7rh58yb8/PwgCAIEQVDrIyoqCg4ODjAxMUHPnj2Rmpqq9nhoaCgcHBwgl8vRokULrF+/Xnzsxo0bEAQBu3btgru7O+RyObZv314l+05E6v7++29ERERApXp2SV6VSoWIiAj8/fffEkdWNeLj45GYmKi27Ny5c4iPj5coIiLdxQSeqBT//fcfoqKiMGnSJBgaGqo9Zm1tjREjRmDnzp34/vvvUb9+fSxatAipqalqCXpmZiaWL1+Obdu24dixY7h16xZmzpwpPh4SEoK5c+diyZIlSEpKwpdffol58+YhPDxcbXuzZs3C1KlTkZSUBE9Pz2Kx5uTkID09Xe1GRJVHpVJh5cqVpS4vTOpfV0qlEv7+/iU+5u/vL47KE1HVqCF1AETV1ZUrV6BSqeDg4FDi4w4ODnj06BEKCgqgp6cHU1NTWFtbq7XJy8vDxo0b0aRJEwDA5MmTsWjRIvHxxYsXIzg4GAMHDgQANGrUCBcvXsSmTZvg7e0ttps+fbrYpiSBgYFYuHBhhfeViMp28+ZNxMXFFVteUFCAuLg43Lx5E3Z2dlUfWBX5/fffSx0YSE9Px++//45OnTpVcVREuosj8EQVVDji9nzJTFFGRkZi8g4ANjY2uHfvHgDg/v374gmyJiYm4i0gIAApKSlq/bi4uJQZy5w5c5CWlibebt++XdHdIqISNGzYEO3bt4eenp7acj09PXTo0AENGzaUKLKq4erqCjMzsxIfUygUcHV1reKIiHQbE3iiUtjb20MQBFy8eLHExy9dugRzc3PUqVOn1D5q1qypdl8QBDHxL/zJOSQkBAkJCeLt/PnzOHXqlNp6xsbGZcZqYGAAMzMztRsRVR5BEODn51fq8rK+yL8OZDJZqSU0CxcuhEzGdIKoKvF/HFEpLCws4OHhgfXr1yMrK0vtsX/++QcRERHw8vKCIAjQ19dHQUFBufq3srLCG2+8gWvXrsHe3l7t1qhRo8rcFSKqBPXr18eIESPEZF0QBIwYMQJvvPGGxJFVDRcXFzg5Oakta9WqFdq2bStRRES6iwk8URnWrVuHnJwceHp64tixY7h9+zYOHjwIDw8PvPHGG1iyZAmAZ/PAHzt2DHfu3MGDBw807t/f3x+BgYFYvXo1Ll++jMTERISGhmLFihWvapeI6CWMHDkSFhYWAIA6depgxIgREkdUtZYsWSKOtstkMgQEBEgcEZFuYgJPVIamTZsiPj4eTZo0gZeXF5o0aYIJEyagW7du+P3331G7dm0AwKJFi3Djxg00adIElpaWGvc/btw4bNmyBWFhYXBycoKbmxvCwsI4Ak9UTcnlcnzyySewsrLCjBkzIJfLpQ6pStWqVQsjR46ETCbDyJEjebVpIokIqtd97isiHZSeng6FQoG0tLRKq4dPTU2Fl5cXAKCLtQWM9PVesMbrJydfiZi7z35h2bt3L8zNzSWOiIiIXieafn5zBJ6IiIiISIswgSciIiIi0iJM4ImIiIiItAgTeCIiIiIiLcIEnog0YmBgIP4te72vWVOqovtd9HgQERFVJSbwRKSRoleafN2vOlkaHgMiIqoOmMATEREREWkRJvBERERERFqECTwRERERkRZhAk9EREREpEWYwBMRERERaREm8EREREREWqSG1AEQkfYpUKmQr1RJHUaVK1Dp3j4TEVH1wwSeiMrteOpDqUMgIiLSWSyhISIiIiLSIhyBJyKNKBQK7N27FwBgYGCg81cilcvlUodAREQ6igk8EWlEJpPB3Nxc6jCIiIh0HktoiIiIiIi0CBN4IiIiIiItwgSeiIiIiEiLMIEnIiIiItIiTOCJiIiIiLQIZ6EhIo0olUqkpaUB4DSSRPRsKlW+DxBJgwk8EWkkLS0N/fr1kzoMIqomoqKiYGhoKHUYRDqJJTRERERERFqEI/BEVG5LukyFqb6J1GEQURXLKcjFpzHLpQ6DSOcxgSeictPX04dBDX2pwyAiItJJLKEhIiIiItIiTOCJiIiIiLQIE3giIiIiIi3CBJ6IiIiISIswgSciIiIi0iJM4ImIiIiItAgTeCLSiEqlKvFvItIdfB8gqh6YwBORRnJycsS/85R5EkZCRFLJLfJ/v+h7AhFVLSbwRERERERahAk8EREREZEWYQJPRERERKRFmMATEREREWkRJvBERERERFqECTwRERERkRZ5rRP4GzduQBAEJCQkVFqfgiBgz549ldZfdRITEwNBEPD48eMy29nZ2WHVqlVVEtOr4u/vj9atW1fJtsLCwlCrVq0q2RYRERG9/iRN4AVBKPPm4+PzUv3b2toiNTUVjo6OlRPwa65jx45ITU2FQqEAIH3i+Sq/KMycORPR0dGvpO/neXl54fLly1WyLSIiInr91ZBy46mpqeLfO3fuxPz585GcnCwuMzQ0fKn+9fT0YG1t/VJ9VAcFBQUQBAEy2av9vqWvr/9aHC9NmJiYwMTE5KX6yM3Nhb6+/gvbGRoavvRrmYiIiKiQpCPw1tbW4k2hUEAQBFhbW8PKygqdO3dGSEiIWvvz589DJpMhJSUFwLMR/A0bNqBXr14wNDREo0aNsHv3brF9SSU0Fy5cQJ8+fWBmZgZTU1N06dJF7C8uLg4eHh6oU6cOFAoF3Nzc8Oeff5Zrnw4ePIjOnTujVq1asLCwwHvvvSf2D5RcppKQkABBEHDjxg0A/xv53rdvH1q2bAkDAwPcvHmz3PElJiZCJpPhwYMHAIBHjx5BJpNh8ODBYpvAwEC4uroWiy0mJgZjxoxBWlqa+IuIv7+/uF5mZiZ8fX1hamqKBg0aYPPmzcW23b17dxgaGsLCwgITJkxARkaG+Li7uzumT5+utk7//v3FX13c3d1x8+ZN+Pn5idsvjSAI2LRpE9577z0YGRnBwcEBv//+O65evQp3d3cYGxvD1dVV7Xl4voQmPz8fU6dOFZ+3WbNmwdvbG/3791eLefLkyZgxYwbq1KkDDw8PAMCKFSvg5OQEY2Nj2NraYtKkSWr7+vwvGYXb3rZtG+zs7KBQKDB06FA8efJEbKNSqbBs2TI0btwYhoaGcHZ2xnfffVfqMcjJyUF6errajYiIiF5P1bIGXhAE+Pr6IjQ0VG351q1b0aVLFzRp0kRcNm/ePAwaNAh//fUXRo4ciWHDhiEpKanEfu/cuYOuXbtCLpfj8OHDOHPmDHx9fZGfnw8AePLkCby9vXH8+HGcOnUKTZs2Re/evdUSqxd5+vQpZsyYgbi4OERHR0Mmk2HAgAFQKpXlOgaZmZkIDAzEli1bcOHCBdStW7fc8Tk6OsLCwgJHjx4FABw7dgwWFhY4duyY2CYmJgZubm7F1u3YsSNWrVoFMzMzpKamIjU1FTNnzhQfDw4OhouLC86ePYtJkybho48+wqVLl8TYe/bsCXNzc8TFxWH37t04dOgQJk+erPH+//DDD6hfvz4WLVokbr8sixcvxujRo5GQkIAWLVpg+PDh+PDDDzFnzhzEx8cDQJnbDwoKQkREBEJDQxEbG4v09PQSz3UIDw9HjRo1EBsbi02bNgEAZDIZ1qxZg/PnzyM8PByHDx/GZ599Vma8KSkp2LNnD/bt24d9+/bh6NGjWLp0qfj4F198gdDQUGzYsAEXLlyAn58fRo4cKT6XzwsMDIRCoRBvtra2ZW6fiIiItJekJTRlGTNmDObPn4/Tp0+jQ4cOyMvLw/bt2/HVV1+ptRs8eDDGjRsH4FkS99tvv2Ht2rVYv359sT6//vprKBQKREZGombNmgCAZs2aiY93795drf2mTZtgbm6Oo0eP4r333tMo7kGDBqnd/+abb1C3bl1cvHixXLX4eXl5WL9+PZydnSscnyAI6Nq1K2JiYjBo0CDExMTA29sb4eHhuHjxIpo1a4aTJ0/Cz8+v2Lr6+vpqv4o8r3fv3pg0aRIAYNasWVi5ciViYmLQokULREREICsrC99++y2MjY0BAOvWrUPfvn0RFBQEKyurF+5/7dq1oaenB1NTU43KesaMGYMhQ4aI8bi6umLevHnw9PQEAEybNg1jxowpdf21a9dizpw5GDBggBjv/v37i7Wzt7fHsmXL1JYV/SWhUaNGWLx4MT766KMSX4OFlEolwsLCYGpqCgAYNWoUoqOjsWTJEjx9+hQrVqzA4cOHxV9HGjdujBMnTmDTpk0lfuGaM2cOZsyYId5PT09nEk9ERPSaqpYj8ABgY2ODPn36YOvWrQCAffv2ITs7W638A4CY4BS9X9oIfEJCArp06SIm78+7d+8eJk6ciGbNmokjmRkZGbh165bGcaekpGD48OFo3LgxzMzM0KhRIwAoVx/AswS6VatWLx2fu7s7YmJiAABHjx5Ft27d0LVrVxw9ehRxcXHIyspCp06dyhUbALXYCpP8e/fuAQCSkpLg7OwsJu8A0KlTJyiVSrVzHCpT0XgKvyA4OTmpLcvOzi6xtCQtLQ3//vsvOnToIC7T09NDu3btirV1cXEptuzIkSPw8PDAG2+8AVNTU4wePRoPHz7E06dPS43Xzs5OTN6BZ6/3wuN38eJFZGdnw8PDQ6zVNzExwbfffqtWBlSUgYEBzMzM1G5ERET0eqq2I/AAMG7cOIwaNQorV65EaGgovLy8YGRk9ML1SquXftGJhD4+Prh//z5WrVqFhg0bwsDAAK6ursjNzdU45r59+8LW1hYhISGoV68elEolHB0dxT4KT0RVqVTiOnl5eSXG+vx+VCQ+d3d3TJs2DVevXsX58+fFmv+jR4/i8ePHaNeunVoiqannvwQJgiCWCalUqlKfg8LlMplM7RgAJR+HisRTuI2SlpVVyvR8zM/HB0DtSwkA3Lx5E71798bEiROxePFi1K5dGydOnMDYsWPL3J+yjl/hv7/88gveeOMNtXYGBgal9klERES6odqOwAPPyjSMjY2xYcMGHDhwAL6+vsXanDp1qtj9Fi1alNhfq1atcPz48VITq+PHj2Pq1Kno3bs33nzzTRgYGIgngGri4cOHSEpKwhdffIF33nkHDg4OePTokVobS0tLAOoz8Gg6T31F4iusgw8ICICzszPMzMzg5uaGo0ePllr/XkhfXx8FBQUaxVZUy5YtkZCQoDYCHRsbC5lMJpYsWVpaqh2DgoICnD9/vlK2X14KhQJWVlY4ffq0Wjxnz5594brx8fHIz89HcHAw3n77bTRr1gx37959qXgKT1y+desW7O3t1W4siyEiIqJqncDr6enBx8cHc+bMgb29fbFyGQDYvXs3tm7disuXL2PBggU4ffp0qScrTp48Genp6Rg6dCji4+Nx5coVbNu2TSzrsLe3x7Zt25CUlIQ//vgDI0aMKNf0f+bm5rCwsMDmzZtx9epVHD58WK0uuXAbtra28Pf3x+XLl/HLL78gODhYo/4rEl9hHfz27dvh7u4O4NkXmdzcXERHR4vLSmJnZ4eMjAxER0fjwYMHyMzM1CjOESNGQC6Xw9vbG+fPn8eRI0cwZcoUjBo1Sixv6d69O3755Rf88ssvuHTpEiZNmlTsAlJ2dnY4duwY7ty5U64vUhUxZcoUBAYGYu/evUhOTsa0adPw6NGjMme/AYAmTZogPz8fa9euxbVr17Bt2zZs3LjxpWIxNTXFzJkz4efnh/DwcKSkpODs2bP4+uuvER4e/lJ9ExERkfar1gk8AIwdOxa5ubkljr4DwMKFCxEZGYlWrVohPDwcERERaNmyZYltLSwscPjwYWRkZMDNzQ3t2rVDSEiIWM6wdetWPHr0CG3atMGoUaMwdepU1K1bV+NYZTIZIiMjcebMGTg6OsLPz6/YSbc1a9bEjh07cOnSJTg7OyMoKAgBAQEa9V/R+Lp164aCggIxWRcEAV26dAEAdO7cudT1OnbsiIkTJ8LLywuWlpbFTt4sjZGREaKiovDff/+hffv2+OCDD/DOO+9g3bp1YhtfX194e3tj9OjRcHNzQ6NGjdCtWze1fhYtWoQbN26gSZMm4i8Xr8qsWbMwbNgwjB49Gq6urjAxMYGnpyfkcnmZ67Vu3RorVqxAUFAQHB0dERERgcDAwJeOZ/HixZg/fz4CAwPh4OAAT09P/Pzzz+I5FURERKS7BFVJhb7VSGxsLNzd3fH3338Xm71EEAT8+OOPanN1E1UGpVIJBwcHDBkyBIsXL5Y6nHJLT0+HQqFAWlpapZ3QmpqaCi8vLwDAki5TUceodqX0S0TaIz0nA5/GLAcA7N27F+bm5hJHRPR60fTzu9qexJqTk4Pbt29j3rx5GDJkiEZTDxJV1M2bN/Hrr7/Czc0NOTk5WLduHa5fv47hw4dLHRoRERGRmmpbQrNjxw40b94caWlpGpduEFWUTCZDWFgY2rdvj06dOiExMRGHDh2Cg4OD1KERERERqam2I/A+Pj7w8fEps001r/4hLWJra4vY2FipwyAiIiJ6oWo7Ak9ERERERMUxgScijRS9iFRNWclXMyai15t+kf/7vLAckXSYwBORRorOif+i+fGJ6PXE9wGi6oEJPBERERGRFmECT0RERESkRZjAExERERFpESbwRERERERahAk8EREREZEWqbYXciKi6iu3IBc5+blSh0FEVSyngP/viaoDJvBEVG5zj6+ROgQiIiKdxRIaIiIiIiItwhF4ItKIQqHA3r17ATy7AiMv4kKk2+RyudQhEOksJvBEpBGZTAZzc3OpwyAiItJ5LKEhIiIiItIiTOCJiIiIiLQIS2iIXkMqlQoAkJ6eLnEkREREpKnCz+3Cz/HSMIEneg09efIEAGBraytxJERERFReT548gUKhKPVxQfWiFJ+ItI5SqcTdu3dhampaqbPFpKenw9bWFrdv34aZmVml9atNdP0Y6Pr+AzwGur7/AI8B9//V7b9KpcKTJ09Qr149yGSlV7pzBJ7oNSSTyVC/fv1X1r+ZmZlOvmkXpevHQNf3H+Ax0PX9B3gMuP+vZv/LGnkvxJNYiYiIiIi0CBN4IiIiIiItwgSeiDRmYGCABQsWwMDAQOpQJKPrx0DX9x/gMdD1/Qd4DLj/0u8/T2IlIiIiItIiHIEnIiIiItIiTOCJiIiIiLQIE3giIiIiIi3CBJ6IiIiISIswgScijRw7dgx9+/ZFvXr1IAgC9uzZI3VIVSYwMBDt27eHqakp6tati/79+yM5OVnqsKrUhg0b0KpVK/HCJa6urjhw4IDUYUkmMDAQgiBg+vTpUodSZfz9/SEIgtrN2tpa6rCq1J07dzBy5EhYWFjAyMgIrVu3xpkzZ6QOq8rY2dkVew0IgoCPP/5Y6tCqRH5+Pr744gs0atQIhoaGaNy4MRYtWgSlUlnlsfBKrESkkadPn8LZ2RljxozBoEGDpA6nSh09ehQff/wx2rdvj/z8fMydOxfvvvsuLl68CGNjY6nDqxL169fH0qVLYW9vDwAIDw9Hv379cPbsWbz55psSR1e14uLisHnzZrRq1UrqUKrcm2++iUOHDon39fT0JIymaj169AidOnVCt27dcODAAdStWxcpKSmoVauW1KFVmbi4OBQUFIj3z58/Dw8PDwwePFjCqKpOUFAQNm7ciPDwcLz55puIj4/HmDFjoFAoMG3atCqNhQk8EWmkV69e6NWrl9RhSOLgwYNq90NDQ1G3bl2cOXMGXbt2lSiqqtW3b1+1+0uWLMGGDRtw6tQpnUrgMzIyMGLECISEhCAgIEDqcKpcjRo1dG7UvVBQUBBsbW0RGhoqLrOzs5MuIAlYWlqq3V+6dCmaNGkCNzc3iSKqWr///jv69euHPn36AHj2/O/YsQPx8fFVHgtLaIiIyiktLQ0AULt2bYkjkUZBQQEiIyPx9OlTuLq6Sh1Olfr444/Rp08f9OjRQ+pQJHHlyhXUq1cPjRo1wtChQ3Ht2jWpQ6oyP/30E1xcXDB48GDUrVsXbdq0QUhIiNRhSSY3Nxfbt2+Hr68vBEGQOpwq0blzZ0RHR+Py5csAgL/++gsnTpxA7969qzwWjsATEZWDSqXCjBkz0LlzZzg6OkodTpVKTEyEq6srsrOzYWJigh9//BEtW7aUOqwqExkZiT///BNxcXFShyKJt956C99++y2aNWuGf//9FwEBAejYsSMuXLgACwsLqcN75a5du4YNGzZgxowZ+Pzzz3H69GlMnToVBgYGGD16tNThVbk9e/bg8ePH8PHxkTqUKjNr1iykpaWhRYsW0NPTQ0FBAZYsWYJhw4ZVeSxM4ImIymHy5Mk4d+4cTpw4IXUoVa558+ZISEjA48eP8f3338Pb2xtHjx7ViST+9u3bmDZtGn799VfI5XKpw5FE0RI6JycnuLq6okmTJggPD8eMGTMkjKxqKJVKuLi44MsvvwQAtGnTBhcuXMCGDRt0MoH/5ptv0KtXL9SrV0/qUKrMzp07sX37dvzf//0f3nzzTSQkJGD69OmoV68evL29qzQWJvBERBqaMmUKfvrpJxw7dgz169eXOpwqp6+vL57E6uLigri4OKxevRqbNm2SOLJX78yZM7h37x7atWsnLisoKMCxY8ewbt065OTk6NQJnQBgbGwMJycnXLlyRepQqoSNjU2xL6sODg74/vvvJYpIOjdv3sShQ4fwww8/SB1Klfr0008xe/ZsDB06FMCzL7I3b95EYGAgE3gioupGpVJhypQp+PHHHxETE4NGjRpJHVK1oFKpkJOTI3UYVeKdd95BYmKi2rIxY8agRYsWmDVrls4l7wCQk5ODpKQkdOnSRepQqkSnTp2KTR97+fJlNGzYUKKIpFN4In/hyZy6IjMzEzKZ+umjenp6nEaSiKqvjIwMXL16Vbx//fp1JCQkoHbt2mjQoIGEkb16H3/8Mf7v//4Pe/fuhampKf755x8AgEKhgKGhocTRVY3PP/8cvXr1gq2tLZ48eYLIyEjExMQUm6HndWVqalrsnAdjY2NYWFjozLkQM2fORN++fdGgQQPcu3cPAQEBSE9Pr/KRR6n4+fmhY8eO+PLLLzFkyBCcPn0amzdvxubNm6UOrUoplUqEhobC29sbNWroVhrZt29fLFmyBA0aNMCbb76Js2fPYsWKFfD19a36YFRERBo4cuSICkCxm7e3t9ShvXIl7TcAVWhoqNShVRlfX19Vw4YNVfr6+ipLS0vVO++8o/r111+lDktSbm5uqmnTpkkdRpXx8vJS2djYqGrWrKmqV6+eauDAgaoLFy5IHVaV+vnnn1WOjo4qAwMDVYsWLVSbN2+WOqQqFxUVpQKgSk5OljqUKpeenq6aNm2aqkGDBiq5XK5q3Lixau7cuaqcnJwqj0VQqVSqqv/aQEREREREFcF54ImIiIiItAgTeCIiIiIiLcIEnoiIiIhIizCBJyIiIiLSIkzgiYiIiIi0CBN4IiIiIiItwgSeiIiIiEiLMIEnIiIiItIiTOCJiIiIiLQIE3giIiIN+Pj4QBCEYrerV69KHRoR6ZgaUgdARESkLXr27InQ0FC1ZZaWlmr3c3Nzoa+vX5VhEZGO4Qg8ERGRhgwMDGBtba12e+eddzB58mTMmDEDderUgYeHBwDg4sWL6N27N0xMTGBlZYVRo0bhwYMHYl9Pnz7F6NGjYWJiAhsbGwQHB8Pd3R3Tp08X2wiCgD179qjFUKtWLYSFhYn379y5Ay8vL5ibm8PCwgL9+vXDjRs3xMd9fHzQv39/LF++HDY2NrCwsMDHH3+MvLw8sU1OTg4+++wz2NrawsDAAE2bNsU333wDlUoFe3t7LF++XC2G8+fPQyaTISUl5eUPKhGVGxN4IiKilxQeHo4aNWogNjYWmzZtQmpqKtzc3NC6dWvEx8fj4MGD+PfffzFkyBBxnU8//RRHjhzBjz/+iF9//RUxMTE4c+ZMubabmZmJbt26wcTEBMeOHcOJEydgYmKCnj17Ijc3V2x35MgRpKSk4MiRIwgPD0dYWJjal4DRo0cjMjISa9asQVJSEjZu3AgTExMIggBfX99ivzps3boVXbp0QZMmTSp2wIjo5aiIiIjohby9vVV6enoqY2Nj8fbBBx+o3NzcVK1bt1ZrO2/ePNW7776rtuz27dsqAKrk5GTVkydPVPr6+qrIyEjx8YcPH6oMDQ1V06ZNE5cBUP34449q/SgUClVoaKhKpVKpvvnmG1Xz5s1VSqVSfDwnJ0dlaGioioqKEuNu2LChKj8/X2wzePBglZeXl0qlUqmSk5NVAFS//fZbift99+5dlZ6enuqPP/5QqVQqVW5ursrS0lIVFhamwVEjoleBNfBEREQa6tatGzZs2CDeNzY2xrBhw+Di4qLW7syZMzhy5AhMTEyK9ZGSkoKsrCzk5ubC1dVVXF67dm00b968XPGcOXMGV69ehampqdry7OxstfKWN998E3p6euJ9GxsbJCYmAgASEhKgp6cHNze3ErdhY2ODPn36YOvWrejQoQP27duH7OxsDB48uFyxElHlYQJPRESkIWNjY9jb25e4vCilUom+ffsiKCioWFsbGxtcuXJFo+0JggCVSqW2rGjtulKpRLt27RAREVFs3aIn19asWbNYv0qlEgBgaGj4wjjGjRuHUaNGYeXKlQgNDYWXlxeMjIw02gciqnxM4ImIiCpZ27Zt8f3338POzg41ahT/qLW3t0fNmjVx6tQpNGjQAADw6NEjXL58WW0k3NLSEqmpqeL9K1euIDMzU207O3fuRN26dWFmZlahWJ2cnKBUKnH06FH06NGjxDa9e/eGsbExNmzYgAMHDuDYsWMV2hYRVQ6exEpERFTJPv74Y/z3338YNmwYTp8+jWvXruHXX3+Fr68vCgoKYGJigrFjx+LTTz9FdHQ0zp8/Dx8fH8hk6h/L3bt3x7p16/Dnn38iPj4eEydOVBtNHzFiBOrUqYN+/frh+PHjuH79Oo4ePYpp06bh77//1ihWOzs7eHt7w9fXF3v27MH169cRExODXbt2iW309PTg4+ODOXPmwN7eXq30h4iqHhN4IiKiSlavXj3ExsaioKAAnp6ecHR0xLRp06BQKMQk/auvvkLXrl3x/vvvo0ePHujcuTPatWun1k9wcDBsbW3RtWtXDB8+HDNnzlQrXTEyMsKxY8fQoEEDDBw4EA4ODvD19UVWVla5RuQ3bNiADz74AJMmTUKLFi0wfvx4PH36VK3N2LFjkZubC19f35c4MkRUGQTV88V1REREJAl3d3e0bt0aq1atkjqUYmJjY+Hu7o6///4bVlZWUodDpNNYA09ERESlysnJwe3btzFv3jwMGTKEyTtRNcASGiIiIirVjh070Lx5c6SlpWHZsmVSh0NEYAkNEREREZFW4Qg8EREREZEWYQJPRERERKRFmMATEREREWkRJvBERERERFqECTwRERERkRZhAk9EREREpEWYwBMRERERaREm8EREREREWuT/AdVi2eFMay1EAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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Kld5KPERERESlGRP4EuDr6wtJkjB8+PAc60aMGAFJkuDr6yuXbdmyBTNnznwrsS1evBghISFvZV8Flb3/jo6OWLRokV5i4RcFIiIiKu2YwJcQe3t7rF+/Hs+fP5fL0tLSsG7dOtSsWVOr7jvvvAMLC4s32t/Lly8LVE+tVpe6BLU4+l9WFPQ8EhERUfnFBL6ENGvWDDVr1sSWLVvksi1btsDe3h5NmzbVqpt9CklSUhK6dOkCExMT1KpVC7///nuOUWlJkrB8+XJ069YNZmZmmDVrFjIzMzF48GDUqlULJiYmqF+/PhYvXqy1r+xTaDw9PTF69GhMnDgR77zzDmxtbREQEKC1TXJyMoYNG4aqVavC0tIS77//Ps6fP59r33v16oVRo0bJy2PHjoUkSbh48SIAICMjAxYWFggLC8vRf09PT9y4cQPjxo2DJEmQJEmr7bCwMDg7O8Pc3BwdO3ZEUlKSvE6j0WDGjBmoUaMGjI2N0aRJE+zZs0deHxERAUmS8PjxY7ksKioKkiQhISEBERER+Oyzz5CcnCzvO/uxyBIXF4du3brBxsYG5ubmaNmyJfbt26dVR5IkbNu2TausUqVK8m9AEhISIEkSNm7cCE9PT6hUKvz222948OAB+vbtixo1asDU1BSNGjXCunXrcj3eAJCeno6UlBStFxEREZVNTOBL0GeffYbg4GB5efXq1fDz88t3u0GDBuH27duIiIjA5s2bsXLlSty9ezdHPX9/f3Tr1g3R0dHw8/ODRqNBjRo1sHHjRly6dAnTpk3Df//7X2zcuDHP/YWGhsLMzAwnT57E3LlzMWPGDOzduxcAIIRAly5dcOfOHezatQtnz55Fs2bN0KFDBzx8+FBne56enoiIiJCXDx48iMqVK+PgwYMAgNOnTyMtLQ1t2rTJse2WLVtQo0YNzJgxA0lJSVoJ+rNnzzBv3jysWbMGhw4dws2bNzFhwgR5/eLFizF//nzMmzcP//zzD7y9vfF///d/uHr1ap79z9K6dWssWrQIlpaW8r5fb/91qamp6Ny5M/bt24fIyEh4e3uja9euuHnzZoH29bpJkyZh9OjRiImJgbe3N9LS0tC8eXPs2LEDFy5cwLBhwzBw4ECcPHky1zYCAwOhVqvll729faHjICIiIoUQVOx8fHxEt27dxL1794SxsbGIj48XCQkJQqVSiXv37olu3boJHx8fub6Hh4cYM2aMEEKImJgYAUCcPn1aXn/16lUBQCxcuFAuAyDGjh2bbywjRowQvXr1yhHb6/tu27at1jYtW7YUkyZNEkIIER4eLiwtLUVaWppWnTp16ogVK1bo3Oc///wjJEkS9+7dEw8fPhQVK1YUs2bNEp988okQQojvvvtOtGrVSmf/hRDCwcFBq69CCBEcHCwAiGvXrsllP//8s7CxsZGXq1WrJmbPnp2jLyNGjBBCCHHgwAEBQDx69EheHxkZKQCI+Ph4eT9qtVpnv/LTsGFD8eOPP8rLAMTWrVu16qjVahEcHCyEECI+Pl4AEIsWLcq37c6dO4uvvvoq1/VpaWkiOTlZfiUmJgoAIjk5uUh9IaLS6fr168Ld3V24u7uL69ev6zscIipmycnJBfr5XUFfXxzKg8qVK6NLly4IDQ2VR7IrV66c5zaxsbGoUKECmjVrJpc5OTnBysoqR90WLVrkKFu+fDlWrVqFGzdu4Pnz53jx4gWaNGmS5z4bN26stWxnZyeP+J89exapqamwtrbWqvP8+XPExcXpbM/FxQXW1tY4ePAgKlasCFdXV/zf//0flixZAuDVVBYPD488Y9LF1NQUderU0RlnSkoKbt++nWNUv02bNnlO9ymqp0+fYvr06dixYwdu376NjIwMPH/+vEgj8NnPY2ZmJr7//nts2LABt27dQnp6OtLT02FmZpZrG8bGxjA2Ni70vomIiEh5mMCXMD8/P4wcORIA8PPPP+dbXwhR4PLsCd3GjRsxbtw4zJ8/H25ubrCwsMAPP/yQ59QLAKhYsaLWsiRJ0Gg0AF7NK7ezs9OaEpMlt5thJUlCu3btEBERASMjI3h6esLFxQWZmZmIjo7GsWPHivTYTF1xZj8u2efMCyHkMgMDA7ksS1FvGv36668RFhaGefPmwcnJCSYmJvj444/x4sWLPOPTtb/s53H+/PlYuHAhFi1ahEaNGsHMzAxjx47VapuIiIjKLybwJaxjx45y4uXt7Z1v/QYNGiAjIwORkZFo3rw5AODatWtaN17m5vDhw2jdujVGjBghl+U2Sl5QzZo1w507d1ChQgU4OjoWeDtPT0+sXLkSRkZGmDFjBiRJgru7O+bNm4fnz5/rnP+excjICJmZmYWK09LSEtWqVcORI0fQrl07ufzYsWN49913AQBVqlQB8Oom4azfaERFRRVp34cPH4avry969OgB4NWc+ISEBK06VapU0ZrDf/XqVTx79qxAbXfr1g0DBgwA8OpL1NWrV+Hs7JzvtkRERFT28SbWEmZoaIiYmBjExMTA0NAw3/oNGjTABx98gGHDhuHUqVOIjIzEsGHDYGJikmN0OTsnJyecOXMGYWFhuHLlCqZOnYrTp0+/UfwffPAB3Nzc0L17d4SFhSEhIQHHjh3Dt99+izNnzuS6naenJy5evIjo6Gi4u7vLZWvXrkWzZs1gaWmZ67aOjo44dOgQbt26hfv37xc41q+//hpz5szBhg0bEBsbi2+++QZRUVEYM2YMgFfHx97eHgEBAbhy5Qp27tyJ+fPn59h3amoqwsPDcf/+/VwTbicnJ2zZsgVRUVE4f/48+vXrJ//WIsv777+Pn376CefOncOZM2cwfPjwHL9FyK3tvXv34tixY4iJicHnn3+OO3fuFPg4EBERUdnGBP4tsLS0zDNhze7XX3+FjY0N2rVrhx49emDo0KGwsLCASqXKc7vhw4ejZ8+e6NOnD1q1aoUHDx5ojcYXhSRJ2LVrF9q1awc/Pz/Uq1cPn376KRISEmBjY5Prdi4uLqhcuTJcXV3lvnt4eCAzMzPf+e8zZsxAQkIC6tSpI4+aF8To0aPx1Vdf4auvvkKjRo2wZ88e/PXXX6hbty6AV1Nw1q1bh8uXL8PV1RVz5szBrFmztNpo3bo1hg8fjj59+qBKlSqYO3euzn0tXLgQVlZWaN26Nbp27Qpvb2+t+xaAV1Nh7O3t0a5dO/Tr1w8TJkyAqalpvv2YOnUqmjVrBm9vb3h6esLW1rbU/fVcIiIi0h9J5DbpmkqNf//9F/b29ti3bx86dOig73BIAVJSUqBWq5GcnFyoL49EVLrFx8fDx8cHwKtHANeqVUvPERFRcSroz2/OgS+F9u/fj9TUVDRq1AhJSUmYOHEiHB0dteZ2ExEREVH5xAS+FHr58iX++9//4vr167CwsEDr1q2xdu3aAs2fJiIiIqKyjQl8KeTt7V2gJ9YQERERUfnDm1iJiIiIiBSECTwREZFCvH5TG29QJyq/mMATEREpRNZflM7+nojKF179REREREQKwgSeiIiIiEhBmMATERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiUgiVSqXzPRGVLxX0HQAREREVjEqlQlhYmPyeiMonJvBEREQKIUkSTExM9B0GEekZp9AQERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSED5GkoiISCGEEEhLSwPw6jnwkiTpOSIi0geOwBMRESlEWloavL294e3tLSfyRFT+MIEnIiJSiNeTdibwROUXE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3giIiKF0Gg0Ot8TUfnCBJ6IiEghUlJSdL4novKFCTwRERERkYIwgSciIiIiUhAm8ERERERECsIEnoiIiIhIQZjAExEREREpCBN4IiIiIiIFYQJPbyQkJASVKlWSlwMCAtCkSRO9xUNERERU1jGBL8N8fX0hSZL8sra2RseOHfHPP/8U2z769OmDK1euFFt7uYmIiIAkSXj8+HGJ74uIiIioNGMCX8Z17NgRSUlJSEpKQnh4OCpUqICPPvqo2No3MTFB1apVi609AHj58mWxtqcUmZmZ/MuKRERElC8m8GWcsbExbG1tYWtriyZNmmDSpElITEzEvXv35DqTJk1CvXr1YGpqitq1a2Pq1KlaSfT58+fRvn17WFhYwNLSEs2bN8eZM2cA5JxCk93p06fh5eWFypUrQ61Ww8PDA+fOndOqI0kSli9fjm7dusHMzAyzZs3SWp+QkID27dsDAKysrCBJEnx9ffHrr7/C2toa6enpWvV79eqFQYMGAfh/U3pWrFgBe3t7mJqa4pNPPskxkh8cHAxnZ2eoVCo0aNAAS5cuzfO47tmzB23btkWlSpVgbW2Njz76CHFxcfJ6Xb8xiIqKgiRJSEhI0Dp2O3bsQMOGDWFsbIwbN24U6Jhll56ejpSUFK0XERERlU1M4MuR1NRUrF27Fk5OTrC2tpbLLSwsEBISgkuXLmHx4sUICgrCwoUL5fX9+/dHjRo1cPr0aZw9exbffPMNKlasWKB9PnnyBD4+Pjh8+DBOnDiBunXronPnznjy5IlWPX9/f3Tr1g3R0dHw8/PTWmdvb4/NmzcDAGJjY5GUlITFixfjk08+QWZmJv766y+57v3797Fjxw589tlnctm1a9ewceNGbN++HXv27EFUVBS+/PJLeX1QUBCmTJmC2bNnIyYmBt999x2mTp2K0NDQXPv19OlTjB8/HqdPn0Z4eDgMDAzQo0ePQo+gP3v2DIGBgVi1ahUuXryIqlWrFviYvS4wMBBqtVp+2dvbFyoOIiIiUhBBZZaPj48wNDQUZmZmwszMTAAQdnZ24uzZs3luN3fuXNG8eXN52cLCQoSEhOisGxwcLNRqtbzs7+8vXF1dc207IyNDWFhYiO3bt8tlAMTYsWPzjOnAgQMCgHj06JFW+RdffCE6deokLy9atEjUrl1baDQaOR5DQ0ORmJgo19m9e7cwMDAQSUlJQggh7O3txe+//67V7syZM4Wbm1ueMb3u7t27AoCIjo7ONd7IyEgBQMTHxwshXh07ACIqKirPtnUds+zS0tJEcnKy/EpMTBQARHJycoH7QESl3/Xr14W7u7twd3cX169f13c4RFTMkpOTC/TzmyPwZVz79u0RFRWFqKgonDx5Eh9++CE6deqEGzduyHX++OMPtG3bFra2tjA3N8fUqVNx8+ZNef348eMxZMgQfPDBB/j++++1pork5+7duxg+fDjq1asnjw6npqZqtQ8ALVq0kN936tQJ5ubmMDc3x3/+85882x86dCj+/vtv3Lp1C8CrqTBZN+9mqVmzJmrUqCEvu7m5QaPRIDY2Fvfu3UNiYiIGDx4s79Pc3ByzZs3Ks59xcXHo168fateuDUtLS9SqVQsAcvQrP0ZGRmjcuLFWWUGP2euMjY1haWmp9SIiIqKyqYK+A6CSZWZmBicnJ3m5efPmUKvVCAoKwqxZs3DixAl8+umnmD59Ory9vaFWq7F+/XrMnz9f3iYgIAD9+vXDzp07sXv3bvj7+2P9+vXo0aNHvvv39fXFvXv3sGjRIjg4OMDY2Bhubm548eJFjjizrFq1Cs+fPweAfKfqNG3aFK6urvj111/h7e2N6OhobN++Pc9tspJ7SZLkKS9BQUFo1aqVVj1DQ8Nc2+jatSvs7e0RFBSEatWqQaPRwMXFRe6XgcGr78ZCCHkbXTfnmpiYaH3ZAAp+zIiIiKh8YgJfzkiSBAMDAzlBPnr0KBwcHDBlyhS5zuuj81nq1auHevXqYdy4cejbty+Cg4MLlMAfPnwYS5cuRefOnQEAiYmJuH//fp7bVK9ePUeZkZERgFdPasluyJAhWLhwIW7duoUPPvggx/zvmzdv4vbt26hWrRoA4Pjx4zAwMEC9evVgY2OD6tWr4/r16+jfv3++/QGABw8eICYmBitWrIC7uzsA4MiRI1p1qlSpAgBISkqClZUVgFc3sRZEUY4ZERERlR+cQlPGpaen486dO7hz5w5iYmIwatQopKamomvXrgAAJycn3Lx5E+vXr0dcXByWLFmCrVu3yts/f/4cI0eOREREBG7cuIGjR4/i9OnTcHZ2LtD+nZycsGbNGsTExODkyZPo378/TExMCt0PBwcHSJKEHTt24N69e0hNTZXX9e/fH7du3UJQUFCOG2ABQKVSwcfHB+fPn8fhw4cxevRo9O7dG7a2tgBe/YYhMDAQixcvxpUrVxAdHY3g4GAsWLBAZyxWVlawtrbGypUrce3aNezfvx/jx4/P0W97e3sEBATgypUr2Llzp9ZvNfJSXMeMiIiIyiYm8GXcnj17YGdnBzs7O7Rq1QqnT5/Gpk2b4OnpCQDo1q0bxo0bh5EjR6JJkyY4duwYpk6dKm9vaGiIBw8eYNCgQahXrx569+6NTp06Yfr06QXa/+rVq/Ho0SM0bdoUAwcOxOjRo4v03Pjq1atj+vTp+Oabb2BjY4ORI0fK6ywtLdGrVy+Ym5uje/fuObZ1cnJCz5490blzZ3z44YdwcXHRekzkkCFDsGrVKoSEhKBRo0bw8PBASEiIPK89OwMDA6xfvx5nz56Fi4sLxo0bhx9++EGrTsWKFbFu3TpcvnwZrq6umDNnTo7HY+amuI4ZERERlU2SeH2SLpFCeXl5wdnZGUuWLNEqDwgIwLZt2wo8faWsSElJgVqtRnJyMm9oJSpD4uPj4ePjAwAIDQ3NdaCBiJSpoD+/OQeeFO3hw4f4+++/sX//fvz000/6DoeIiIioxDGBJ0Vr1qwZHj16hDlz5qB+/fr6DoeIiIioxDGBJ0VLSEjIc31AQAACAgLeSixEREREbwNvYiUiIiIiUhAm8ERERArx+k1tvEGdqPxiAk9ERKQQWX/lOft7IipfePUTERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIhIIVQqlc73RFS+VNB3AERERFQwKpUKYWFh8nsiKp+YwBMRESmEJEkwMTHRdxhEpGecQkNEREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhB+BhJIiIihRBCIC0tDcCr58BLkqTniIhIHzgCT0REpBBpaWnw9vaGt7e3nMgTUfnDBJ6IiEghXk/amcATlV9M4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESlIkRL4jIwM7Nu3DytWrMCTJ08AALdv30ZqamqxBkdERERERNoK/ZdYb9y4gY4dO+LmzZtIT0+Hl5cXLCwsMHfuXKSlpWH58uUlEScREVG5p9FodL4novKl0CPwY8aMQYsWLfDo0SOYmJjI5T169EB4eHixBkdERET/T0pKis73RFS+FHoE/siRIzh69CiMjIy0yh0cHHDr1q1iC4yIiIiIiHIq9Ai8RqNBZmZmjvJ///0XFhYWxRIUERERERHpVugE3svLC4sWLZKXJUlCamoq/P390blz5+KMjYiIiIiIsin0FJqFCxeiffv2aNiwIdLS0tCvXz9cvXoVlStXxrp160oiRiIiIiIi+v8VOoGvVq0aoqKisG7dOpw7dw4ajQaDBw9G//79tW5qJSIiIiKi4lfoBB4ATExM4OfnBz8/v+KOh4iIiIiI8lCkP+QUGxuLkSNHokOHDvjggw8wcuRIXL58ubhjK5UiIiIgSRIeP34MAAgJCUGlSpWK3F5AQACaNGlSLLEVlqenJ8aOHVuobSRJwrZt2/Qex5t60/NWGNk/M0RERERvotAJ/B9//AEXFxecPXsWrq6uaNy4Mc6dO4dGjRph06ZNhWrr7t27+Pzzz1GzZk0YGxvD1tYW3t7eOH78eGHD0ps+ffrgypUr+g6jSLZs2YKZM2fqOwy9xPE2z1vr1q2RlJQEtVr9VvZHREREZVuhp9BMnDgRkydPxowZM7TK/f39MWnSJHzyyScFbqtXr154+fIlQkNDUbt2bfzvf/9DeHg4Hj58WNiwCuXFixc5nmNfVCYmJoqd+//OO+/oOwQA+omjOM5bQT9HRkZGsLW1faN9EREREWUp9Aj8nTt3MGjQoBzlAwYMwJ07dwrczuPHj3HkyBHMmTMH7du3h4ODA959911MnjwZXbp0ketJkoRly5ahU6dOMDExQa1atXKM9EdHR+P999+HiYkJrK2tMWzYMKSmpsrrfX190b17dwQGBqJatWqoV68eAOC3335DixYtYGFhAVtbW/Tr1w93797VanvXrl2oV68eTExM0L59eyQkJGit1zUV46+//kKLFi2gUqlQuXJl9OzZM9/jsWbNGjg6OkKtVuPTTz/FkydP5HVCCMydOxe1a9eGiYkJXF1d8ccff8jrs6ZohIWFoWnTpjAxMcH777+Pu3fvYvfu3XB2doalpSX69u2LZ8+eydtln7ri6OiImTNnol+/fjA3N0e1atXw448/5hn3rVu30KdPH1hZWcHa2hrdunXTOkYZGRkYPXo0KlWqBGtra0yaNAk+Pj7o3r17rnGkp6dj4sSJsLe3h7GxMerWrYtffvkl1xgcHR0xa9YsDBo0CObm5nBwcMCff/6Je/fuoVu3bjA3N0ejRo1w5swZeRtd523WrFmoWrUqLCwsMGTIEHzzzTda05uK+jnKbdpVWFgYnJ2dYW5ujo4dOyIpKUkrnuDgYDg7O0OlUqFBgwZYunRpnueCiIiIyodCJ/Cenp44fPhwjvIjR47A3d29wO2Ym5vD3Nwc27ZtQ3p6ep51p06dil69euH8+fMYMGAA+vbti5iYGADAs2fP0LFjR1hZWeH06dPYtGkT9u3bh5EjR2q1ER4ejpiYGOzduxc7duwA8GoEdebMmTh//jy2bduG+Ph4+Pr6ytskJiaiZ8+e6Ny5M6KiouSkLi87d+5Ez5490aVLF0RGRiI8PBwtWrTIc5u4uDhs27YNO3bswI4dO3Dw4EF8//338vpvv/0WwcHBWLZsGS5evIhx48ZhwIABOHjwoFY7AQEB+Omnn3Ds2DEkJiaid+/eWLRoEX7//Xfs3LkTe/fuzTch/+GHH+RpUZMnT8a4ceOwd+9enXWfPXuG9u3bw9zcHIcOHcKRI0fkZPTFixcAgDlz5mDt2rUIDg7G0aNHkZKSku8c+kGDBmH9+vVYsmQJYmJisHz5cpibm+e5zcKFC9GmTRtERkaiS5cuGDhwIAYNGoQBAwbg3LlzcHJywqBBgyCE0Ln92rVrMXv2bMyZMwdnz55FzZo1sWzZshz1ivI5yu3YzZs3D2vWrMGhQ4dw8+ZNTJgwQV4fFBSEKVOmYPbs2YiJicF3332HqVOnIjQ0VGd76enpSElJ0XoRERFRGSUKadmyZaJKlSriyy+/FGvWrBFr1qwRX375pahatapYtmyZ+PPPP+VXfv744w9hZWUlVCqVaN26tZg8ebI4f/68Vh0AYvjw4VplrVq1El988YUQQoiVK1cKKysrkZqaKq/fuXOnMDAwEHfu3BFCCOHj4yNsbGxEenp6nvGcOnVKABBPnjwRQggxefJk4ezsLDQajVxn0qRJAoB49OiREEKI4OBgoVar5fVubm6if//++fY9i7+/vzA1NRUpKSly2ddffy1atWolhBAiNTVVqFQqcezYMa3tBg8eLPr27SuEEOLAgQMCgNi3b5+8PjAwUAAQcXFxctnnn38uvL295WUPDw8xZswYednBwUF07NhRaz99+vQRnTp1kpcBiK1btwohhPjll19E/fr1tY5Penq6MDExEWFhYUIIIWxsbMQPP/wgr8/IyBA1a9YU3bp10xlHbGysACD27t2b+0HLxsHBQQwYMEBeTkpKEgDE1KlT5bLjx48LACIpKUkIkfO8tWrVSnz55Zda7bZp00a4urrKy0X9HGWdn9c/MwDEtWvX5G1+/vlnYWNjIy/b29uL33//XavdmTNnCjc3N5379Pf3FwByvJKTk/OMlYiU5fr168Ld3V24u7uL69ev6zscIipmycnJBfr5Xeg58CNGjAAALF26NMev9LPWAa+mvmRmZubZVq9evdClSxccPnwYx48fx549ezB37lysWrVKawTTzc1Nazs3NzdERUUBAGJiYuDq6gozMzN5fZs2baDRaBAbGwsbGxsAQKNGjXLMV46MjERAQACioqLw8OFDaDQaAMDNmzfRsGFDxMTE4L333oMkSbnGkl1UVBSGDh2aZ53sHB0dYWFhIS/b2dnJUzAuXbqEtLQ0eHl5aW3z4sULNG3aVKuscePG8nsbGxuYmpqidu3aWmWnTp3KMxZdx/r1v7z7urNnz+LatWtasQNAWloa4uLikJycjP/9739499135XWGhoZo3ry5fKyzi4qKgqGhITw8PPKMM7vsfQdenfPsZXfv3tU5Hz02Nlbr8wsA7777Lvbv369VVpTPkS6mpqaoU6eOvPz6Ob937x4SExMxePBgrc9SRkZGrjfCTp48GePHj5eXU1JSYG9vr7MuERERKVuhE/jcEq+iUqlU8PLygpeXF6ZNm4YhQ4bA398/3ykIWUm1EEIrwdZVB4BWgg8AT58+xYcffogPP/wQv/32G6pUqYKbN2/C29tbnv4hcplukZei3BhZsWLFHHFnHeesf3fu3Inq1atr1TM2Ns61HUmS8my3MHI7vhqNBs2bN8fatWtzrKtSpUqu2+d1XIt6Y2n2vudWllf/CxJnUT5H+cWbte+s/WXFGBQUhFatWmnVMzQ01NmesbFxjs8DERERlU2FngMfHx9fEnHIGjZsiKdPn2qVnThxIsdygwYN5PpRUVFa2xw9ehQGBgbyTYa6XL58Gffv38f3338Pd3d3NGjQIMcNrA0bNtS577w0btwY4eHhedYpjIYNG8LY2Bg3b96Ek5OT1qskRljzOtbZNWvWDFevXkXVqlVzxKZWq6FWq3OM+mdmZiIyMjLX/Tdq1AgajSbH/P6SVr9+/Ry/nXj9ptfcFORzVFg2NjaoXr06rl+/nuO41qpV643aJiIiIuUrdALv5OSE9u3b47fffkNaWlqRd/zgwQO8//77+O233/DPP/8gPj4emzZtwty5c9GtWzetups2bcLq1atx5coV+Pv749SpU/JNqv3794dKpYKPjw8uXLiAAwcOYNSoURg4cKA8bUKXmjVrwsjICD/++COuX7+Ov/76K8ezyIcPH464uDiMHz8esbGx+P333xESEpJnv/z9/bFu3Tr4+/sjJiYG0dHRmDt3btEOEgALCwtMmDAB48aNQ2hoKOLi4hAZGYmff/451xsa38TRo0cxd+5cXLlyBT///DM2bdqEMWPG6Kzbv39/VK5cGd26dcPhw4cRHx+PgwcPYsyYMfj3338BAKNGjUJgYCD+/PNPxMbGYsyYMXj06FGuo/qOjo7w8fGBn5+ffENoREQENm7cWOx9fd2oUaPwyy+/IDQ0FFevXsWsWbPwzz//5BpnloJ8jooiICAAgYGBWLx4Ma5cuYLo6GgEBwdjwYIFb9w2ERERKVuhE/jz58+jadOm+Oqrr2Bra4vPP/8833nVupibm6NVq1ZYuHAh2rVrBxcXF0ydOhVDhw7FTz/9pFV3+vTpWL9+PRo3bozQ0FCsXbtWnltsamqKsLAwPHz4EC1btsTHH3+MDh065GgjuypVqiAkJASbNm1Cw4YN8f3332PevHladWrWrInNmzdj+/btcHV1xfLly/Hdd9/l2a6npyc2bdqEv/76C02aNMH777+PkydPFvr4vG7mzJmYNm0aAgMD4ezsDG9vb2zfvr1ERmO/+uornD17Fk2bNsXMmTMxf/58eHt766xramqKQ4cOoWbNmujZsyecnZ3h5+eH58+fw9LSEgAwadIk9O3bF4MGDYKbmxvMzc3h7e0NlUqVawzLli3Dxx9/jBEjRqBBgwYYOnRojt/KFLf+/ftj8uTJmDBhApo1ayY/SSavOIGCfY6KYsiQIVi1ahVCQkLQqFEjeHh4ICQkhCPwREREBEkUZaI3Xt1Qt337doSEhGD37t2oW7cuBg8ejIEDB2rNf37jACUJW7du1XpuOJUMR0dHjB07VuuZ7MVNo9HA2dkZvXv3LhV/BTYvXl5esLW1xZo1a/QdSqGlpKRArVYjOTlZ/jJFRMoXHx8PHx8fAEBoaCi/1BOVMQX9+V3oEfgsFSpUQI8ePbBx40bMmTMHcXFxmDBhAmrUqIFBgwbl+KM0VD7duHEDQUFB8jSQL774AvHx8ejXr5++Q9Py7NkzLFiwABcvXsTly5fh7++Pffv2yT8oiYiIiEqLIifwZ86cwYgRI2BnZ4cFCxZgwoQJiIuLw/79+3Hr1q0c89ipfDIwMEBISAhatmyJNm3aIDo6Gvv27YOzs7O+Q9MiSRJ27doFd3d3NG/eHNu3b8fmzZvxwQcf6Ds0IiIiIi0Ffoykn58fFi9ejKCgIAQHByM2NhadO3fGr7/+is6dO8PA4NV3gVq1amHFihW5PrmksIo4w4eKICEhodjbtLe3x9GjR4u93eJmYmKCffv26TsMIiIionwVeAQ+NDQUz58/x7Jly9CvXz/cvHkT27Ztw0cffSQn71lq1qyJX375pdiDJSIiIiIq7wo8Ap81En716tV86xoZGXHuMBERUTF7/aY23qBOVH4Vag58fs/EJiIiopLz+m+8s//2m4jKjwKPwANAvXr18k3iHz58+EYBERERERFR7gqVwE+fPh1qtbqkYiEiIiIionwUKoH/9NNPUbVq1ZKKhYiIiIiI8lHgCXSc/05EREREpH8FTuD5PHYiIiIiIv0r8BQajUZTknEQEREREVEB8BlUREREREQKwgSeiIiIiEhBmMATEREphEql0vmeiMqXQj1GkoiIiPRHpVIhLCxMfk9E5RMTeCIiIoWQJAkmJib6DoOI9IxTaIiIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIHyNJRESkEEIIpKWlAXj1HHhJkvQcERHpA0fgiYiIFCItLQ3e3t7w9vaWE3kiKn+YwBMRESnE60k7E3ii8osJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiBRCo9HofE9E5QsTeCIiIoVISUnR+Z6Iyhcm8ERERERECsIEnoiIiIhIQZjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECfxrHB0dsWjRInlZkiRs27YNAJCQkABJkhAVFVXg9nx9fdG9e/dc14eEhKBSpUpFivVN5RebLtmPj77ieFMRERGQJAmPHz8u8X0V5XNDRERElJcK+g4gN76+vggNDc1RfvXqVTg5OZXIPk+fPg0zMzOd6+zt7ZGUlITKlSuXyL7ftsWLF0MIoe8w9BJH69atkZSUBLVaXeL7KmufGyIiItK/UpvAA0DHjh0RHBysVValSpUS219ebRsaGsLW1rbE9v22vY3ktSD0EYeRkdEbn8uXL1+iYsWK+dYra58bIiIi0r9SPYXG2NgYtra2Wi9DQ0MsWLAAjRo1gpmZGezt7TFixAikpqbK22VNTdmxYwfq168PU1NTfPzxx3j69ClCQ0Ph6OgIKysrjBo1CpmZmfJ2eU0RyT4VIjMzE4MHD0atWrVgYmKC+vXrY/HixUXqZ1hYGJydnWFubo6OHTsiKSlJa31wcDCcnZ2hUqnQoEEDLF26NEdcGzduhLu7O0xMTNCyZUtcuXIFp0+fRosWLeR27927J2+XfeqKp6cnRo4ciZEjR6JSpUqwtrbGt99+m+foeHJyMoYNG4aqVavC0tIS77//Ps6fP69VZ9asWahatSosLCwwZMgQfPPNN2jSpEmucWg0GsyZMwdOTk4wNjZGzZo1MXv27Fxj8PT0xKhRozB27FhYWVnBxsYGK1euxNOnT/HZZ5/BwsICderUwe7du+VtdE2hCQoKgr29PUxNTdGjRw8sWLBAa3pTQEAAmjRpgtWrV6N27dowNjaGEAJ79uxB27Zt5WP20UcfIS4uLsf5yfrcZO07PDwcLVq0gKmpKVq3bo3Y2Fitfm3fvh3NmzeHSqVC7dq1MX36dGRkZOR6HIiIiKj8KNUJfG4MDAywZMkSXLhwAaGhodi/fz8mTpyoVefZs2dYsmQJ1q9fjz179iAiIgI9e/bErl27sGvXLqxZswYrV67EH3/8UaQYNBoNatSogY0bN+LSpUuYNm0a/vvf/2Ljxo2FaufZs2eYN28e1qxZg0OHDuHmzZuYMGGCvD4oKAhTpkzB7NmzERMTg++++w5Tp07NMb3I398f3377Lc6dO4cKFSqgb9++mDhxIhYvXozDhw8jLi4O06ZNyzOW0NBQVKhQASdPnsSSJUuwcOFCrFq1SmddIQS6dOmCO3fuYNeuXTh79iyaNWuGDh064OHDhwCAtWvXYvbs2ZgzZw7Onj2LmjVrYtmyZXnGMHnyZMyZMwdTp07FpUuX8Pvvv8PGxibfuCtXroxTp05h1KhR+OKLL/DJJ5+gdevWOHfuHLy9vTFw4EA8e/ZM5/ZHjx7F8OHDMWbMGERFRcHLy0vnl4Zr165h48aN2Lx5s5yQP336FOPHj8fp06cRHh4OAwMD9OjRAxqNJs+Yp0yZgvnz5+PMmTOoUKEC/Pz85HVhYWEYMGAARo8ejUuXLmHFihUICQnJ84tMeno6UlJStF5ERERURolSysfHRxgaGgozMzP59fHHH+usu3HjRmFtbS0vBwcHCwDi2rVrctnnn38uTE1NxZMnT+Qyb29v8fnnn8vLDg4OYuHChfIyALF161YhhBDx8fECgIiMjMw15hEjRohevXpp9aFbt2651tcV588//yxsbGzkZXt7e/H7779rbTdz5kzh5uamFdeqVavk9evWrRMARHh4uFwWGBgo6tevn2tsHh4ewtnZWWg0Grls0qRJwtnZWV5+/fiEh4cLS0tLkZaWphVbnTp1xIoVK4QQQrRq1Up8+eWXWuvbtGkjXF1ddcaRkpIijI2NRVBQUM6DlQsPDw/Rtm1beTkjI0OYmZmJgQMHymVJSUkCgDh+/LgQQogDBw4IAOLRo0dCCCH69OkjunTpotVu//79hVqtlpf9/f1FxYoVxd27d/OM5+7duwKAiI6OFkLk/Nxk7Xvfvn3yNjt37hQAxPPnz4UQQri7u4vvvvtOq901a9YIOzu7XPfr7+8vAOR4JScn5xkvESnL9evXhbu7u3B3dxfXr1/XdzhEVMySk5ML9PO7VI/At2/fHlFRUfJryZIlAIADBw7Ay8sL1atXh4WFBQYNGoQHDx7g6dOn8rampqaoU6eOvGxjYwNHR0eYm5trld29e7fI8S1fvhwtWrRAlSpVYG5ujqCgINy8ebNQbWSP087OTo7p3r17SExMxODBg2Fubi6/Zs2apTVNAwAaN26s1S8AaNSokVZZfn197733IEmSvOzm5oarV69qTTPKcvbsWaSmpsLa2lortvj4eDm22NhYvPvuu1rbZV9+XUxMDNLT09GhQ4c848zu9b4bGhrC2to6R98B5Nr/gsbp4OCQ4z6JuLg49OvXD7Vr14alpSVq1aoFAPl+Dl6P2c7OTiu+s2fPYsaMGVrHdejQoUhKSsr1twiTJ09GcnKy/EpMTMxz/0RERKRcpfomVjMzsxxPnLlx4wY6d+6M4cOHY+bMmXjnnXdw5MgRDB48GC9fvpTrZb/BUJIknWX5TXXIzcaNGzFu3DjMnz8fbm5usLCwwA8//ICTJ08Wqh1dMYn/f955VmxBQUFo1aqVVj1DQ8Nc28lKwrOXFbWvumg0GtjZ2SEiIiLHutfnjr/+hQBAnnPqTUxMihRLfuc6K4bc+i+EKFCcup5Q1LVrV9jb2yMoKAjVqlWDRqOBi4sLXrx4UeCYs8en0Wgwffp09OzZM8d2KpVKZ3vGxsYwNjbOc59ERERUNpTqBF6XM2fOICMjA/Pnz4eBwatfIBR23nlxOHz4MFq3bo0RI0bIZdlHxd+UjY0NqlevjuvXr6N///7F2rYuJ06cyLFct27dHF8WAKBZs2a4c+cOKlSoAEdHR53t1a9fH6dOncLAgQPlsjNnzuS6/7p168LExATh4eEYMmRI0TpRBA0aNMCpU6e0yvKKM8uDBw8QExODFStWwN3dHQBw5MiRN46nWbNmiI2NLbHHpRIREZGyKS6Br1OnDjIyMvDjjz+ia9euOHr0KJYvX/7W43BycsKvv/6KsLAw1KpVC2vWrMHp06flKRTFJSAgAKNHj4alpSU6deqE9PR0nDlzBo8ePcL48eOLdV+JiYkYP348Pv/8c5w7dw4//vgj5s+fr7PuBx98ADc3N3Tv3h1z5sxB/fr1cfv2bezatQvdu3dHixYtMGrUKAwdOhQtWrRA69atsWHDBvzzzz+oXbu2zjZVKhUmTZqEiRMnwsjICG3atMG9e/dw8eJFDB48uFj7+rpRo0ahXbt2WLBgAbp27Yr9+/dj9+7dOUbls7OysoK1tTVWrlwJOzs73Lx5E998880bxzNt2jR89NFHsLe3xyeffAIDAwP8888/iI6OxqxZs964fSIiIlK2Uj0HXpcmTZpgwYIFmDNnDlxcXLB27VoEBga+9TiGDx+Onj17ok+fPmjVqhUePHigNRpfXIYMGYJVq1YhJCQEjRo1goeHB0JCQor9iwIADBo0CM+fP8e7776LL7/8EqNGjcKwYcN01pUkCbt27UK7du3g5+eHevXq4dNPP0VCQoI857x///6YPHkyJkyYgGbNmiE+Ph6+vr65TgMBgKlTp+Krr77CtGnT4OzsjD59+rzRfQoF0aZNGyxfvhwLFiyAq6sr9uzZg3HjxuUZJ/DqaUjr16/H2bNn4eLignHjxuGHH35443i8vb2xY8cO7N27Fy1btsR7772HBQsWwMHB4Y3bJiIiIuWTRF6Tkqnc8PT0RJMmTXJ9Dn5x8fLygq2tLdasWVOi+3lTQ4cOxeXLl3H48GF9h1IkKSkpUKvVSE5OhqWlpb7DIaJiEh8fDx8fHwCvHqFbEoM5RKQ/Bf35rbgpNKQcz549w/Lly+Ht7Q1DQ0OsW7cO+/btw969e/UdWg7z5s2Dl5cXzMzMsHv3boSGhmr9wSwiIiKi0oIJPJWYrGk2s2bNQnp6OurXr4/Nmzfjgw8+0HdoOZw6dQpz587FkydPULt2bSxZsuSt3khLREREVFBM4AkAdD4O8k2ZmJhg3759xd5uSdDHk4yIiIiIikJxN7ESEREREZVnTOCJiIgU4vWb2niDOlH5xQSeiIhIIbL+gGH290RUvvDqJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiUgiVSqXzPRGVLxX0HQAREREVjEqlQlhYmPyeiMonJvBEREQKIUkSTExM9B0GEekZp9AQERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgvApNERERAohhEBaWpq+wyAqt4QQSE9PBwCo1WoYGOhnLJwJPBERkUKkpaXB29tb32EQEYA///wTVlZWetk3p9AQERERESkIR+CJiIgUyLN6ZRhKkr7DICpXXmRqcDjpgb7DYAJPRESkRIaShAoGTOCJ3qZMTem45jiFhoiIiIhIQZjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgSciIlIIIYTO90T0dpSWa5AJPBERkUKkp6fL7zXM34neutevu9evx7eNCTwRERERkYIwgSciIiIiUhAm8ERERERECsIEnoiIiIhIQZjAExEREREpCBN4IiIiIiIFYQJPVEJCQkJQqVIlfYdBREREZQwTeKJ8JCYmYvDgwahWrRqMjIzg4OCAMWPG4MGDB3IdR0dHLFq0SH9BEhERUbnBBJ4oD9evX0eLFi1w5coVrFu3DteuXcPy5csRHh4ONzc3PHz48K3H9PLly7e+TyIiIio9mMAT5eHLL7+EkZER/v77b3h4eKBmzZro1KkT9u3bh1u3bmHKlCnw9PTEjRs3MG7cOEiSBEmStNoICwuDs7MzzM3N0bFjRyQlJWmtDw4OhrOzM1QqFRo0aIClS5fK6xISEiBJEjZu3AhPT0+oVCr89ttvb6XvREREVDpV0HcARKXVw4cPERYWhtmzZ8PExERrna2tLfr3748NGzbg6tWraNKkCYYNG4ahQ4dq1Xv27BnmzZuHNWvWwMDAAAMGDMCECROwdu1aAEBQUBD8/f3x008/oWnTpoiMjMTQoUNhZmYGHx8fuZ1JkyZh/vz5CA4OhrGxcY5Y09PTtf6kc0pKSnEeCiIiIipFmMAT5eLq1asQQsDZ2VnnemdnZzx69AiZmZkwNDSEhYUFbG1tteq8fPkSy5cvR506dQAAI0eOxIwZM+T1M2fOxPz589GzZ08AQK1atXDp0iWsWLFCK4EfO3asXEeXwMBATJ8+vch9JSIiIuXgFBqiIhJCAECOKTOvMzU1lZN3ALCzs8Pdu3cBAPfu3ZNvkDU3N5dfs2bNQlxcnFY7LVq0yDOWyZMnIzk5WX4lJiYWtVtERERUynEEnigXTk5OkCQJly5dQvfu3XOsv3z5MqysrFC5cuVc26hYsaLWsiRJcuKv0WgAvJpG06pVK616hoaGWstmZmZ5xmpsbKxzag0RERGVPRyBJ8qFtbU1vLy8sHTpUjx//lxr3Z07d7B27Vr06dMHkiTByMgImZmZhWrfxsYG1atXx/Xr1+Hk5KT1qlWrVnF2hYiIiMoQJvBEefjpp5+Qnp4Ob29vHDp0CImJidizZw+8vLxQvXp1zJ49G8Cr58AfOnQIt27dwv379wvcfkBAAAIDA7F48WJcuXIF0dHRCA4OxoIFC0qqS0RERKRwTOCJ8lC3bl2cOXMGderUQZ8+fVCnTh0MGzYM7du3x/Hjx/HOO+8AAGbMmIGEhATUqVMHVapUKXD7Q4YMwapVqxASEoJGjRrBw8MDISEhHIEnIiKiXEkia0IuEZUZKSkpUKvVSE5OhqWlpb7DIaJi8ujRI3Tr1g0A4FmtMowrcByO6G169iITh++8+kvsGzZsgJ2dXbG2X9Cf37zyiYiIiIgUhAk8EREREZGCMIEnIiIiIlIQJvBERERERArCBJ6IiEghXv+DbQa5/xFoIiohr193+vwDikzgiYiIFEKSJJ3viejtKC3XIBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgSciIiIiUhAm8EREREREClJB3wEQERFR4WUKAWj0HQVR+ZIphL5DAMAEnoiISJEibt3XdwhEpCecQkNEREREpCAcgSciIlIIlUqFsLAwfYdBVG4JIZCeng4AUKvVeouDCTwREZFCSJIEExMTfYdBVK6ZmprqOwROoSEiIiIiUhIm8ERERERECsIEnoiIiIhIQZjAExEREREpCBN4IiIiIiIF4VNoiKhAhBBIS0sD8OpRdpIk6TkiIiKi8okj8ERUIGlpafD29oa3t7ecyBMREdHbxwSeiArk9aSdCTwREZH+MIEnIiIiIlIQJvBERERERArCBJ6IiIiISEGYwBMRERERKQgTeCIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8EREREZGCMIEnogLRaDQ63xMREdHbxQSeiAokJSVF53siIiJ6u5jAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgSciIiIiUpAyncAnJCRAkiRERUUVW5uSJGHbtm3F1l5pEhERAUmS8Pjx4zzrOTo6YtGiRW8lppISEBCAJk2avJV9hYSEoFKlSm9lX0RERFT26TWBlyQpz5evr+8btW9vb4+kpCS4uLgUT8BlXOvWrZGUlAS1Wg1A/4lnSX5RmDBhAsLDw0uk7ez69OmDK1euvJV9ERERUdlXQZ87T0pKkt9v2LAB06ZNQ2xsrFxmYmLyRu0bGhrC1tb2jdooDTIzMyFJEgwMSvb7lpGRUZk4XgVhbm4Oc3PzN2rjxYsXMDIyyreeiYnJG3+WiYiIiLLodQTe1tZWfqnVakiSBFtbW9jY2KBt27YICgrSqn/hwgUYGBggLi4OwKsR/GXLlqFTp04wMTFBrVq1sGnTJrm+rik0Fy9eRJcuXWBpaQkLCwu4u7vL7Z0+fRpeXl6oXLky1Go1PDw8cO7cuUL1ac+ePWjbti0qVaoEa2trfPTRR3L7gO5pKlFRUZAkCQkJCQD+38j3jh070LBhQxgbG+PGjRuFji86OhoGBga4f/8+AODRo0cwMDDAJ598ItcJDAyEm5tbjtgiIiLw2WefITk5Wf6NSEBAgLzds2fP4OfnBwsLC9SsWRMrV67Mse/3338fJiYmsLa2xrBhw5Camiqv9/T0xNixY7W26d69u/xbF09PT9y4cQPjxo2T958bSZKwYsUKfPTRRzA1NYWzszOOHz+Oa9euwdPTE2ZmZnBzc9M6D9mn0GRkZGD06NHyeZs0aRJ8fHzQvXt3rZhHjhyJ8ePHo3LlyvDy8gIALFiwAI0aNYKZmRns7e0xYsQIrb5m/01G1r7XrFkDR0dHqNVqfPrpp3jy5IlcRwiBuXPnonbt2jAxMYGrqyv++OOPXI9Beno6UlJStF5ERERUNpXKOfCSJMHPzw/BwcFa5atXr4a7uzvq1Kkjl02dOhW9evXC+fPnMWDAAPTt2xcxMTE627116xbatWsHlUqF/fv34+zZs/Dz80NGRgYA4MmTJ/Dx8cHhw4dx4sQJ1K1bF507d9ZKrPLz9OlTjB8/HqdPn0Z4eDgMDAzQo0cPaDSaQh2DZ8+eITAwEKtWrcLFixdRtWrVQsfn4uICa2trHDx4EABw6NAhWFtb49ChQ3KdiIgIeHh45Ni2devWWLRoESwtLZGUlISkpCRMmDBBXj9//ny0aNECkZGRGDFiBL744gtcvnxZjr1jx46wsrLC6dOnsWnTJuzbtw8jR44scP+3bNmCGjVqYMaMGfL+8zJz5kwMGjQIUVFRaNCgAfr164fPP/8ckydPxpkzZwAgz/3PmTMHa9euRXBwMI4ePYqUlBSd9zqEhoaiQoUKOHr0KFasWAEAMDAwwJIlS3DhwgWEhoZi//79mDhxYp7xxsXFYdu2bdixYwd27NiBgwcP4vvvv5fXf/vttwgODsayZctw8eJFjBs3DgMGDJDPZXaBgYFQq9Xyy97ePs/9ExERkYKJUiI4OFio1Wp5+fbt28LQ0FCcPHlSCCHEixcvRJUqVURISIhcB4AYPny4VjutWrUSX3zxhRBCiPj4eAFAREZGCiGEmDx5sqhVq5Z48eJFgWLKyMgQFhYWYvv27Vr73Lp1a4H7dffuXQFAREdHCyGEOHDggAAgHj16JNeJjIwUAER8fLwQ4tWxACCioqIKHV92PXv2FCNHjhRCCDF27Fjx1VdficqVK4uLFy+Kly9fCnNzc7F7926dsWU/J1kcHBzEgAED5GWNRiOqVq0qli1bJoQQYuXKlcLKykqkpqbKdXbu3CkMDAzEnTt3hBBCeHh4iDFjxmi1261bN+Hj46O1n4ULF+Z5DIR4dU6+/fZbefn48eMCgPjll1/ksnXr1gmVSiUv+/v7C1dXV3nZxsZG/PDDD/JyRkaGqFmzpujWrZtc5uHhIZo0aZJvPBs3bhTW1tbycvbj6O/vL0xNTUVKSopc9vXXX4tWrVoJIYRITU0VKpVKHDt2TKvdwYMHi759++rcZ1pamkhOTpZfiYmJAoBITk7ON96Cun79unB3dxfu7u7i+vXrxdYuERERvZKcnFygn9+lcgQeAOzs7NClSxesXr0aALBjxw6kpaVpTf8AIE//eH05txH4qKgouLu7o2LFijrX3717F8OHD0e9evXkkczU1FTcvHmzwHHHxcWhX79+qF27NiwtLVGrVi0AKFQbwKv56I0bN37j+Dw9PREREQEAOHjwINq3b4927drh4MGDOH36NJ4/f442bdoUKjYAWrFlTX26e/cuACAmJgaurq4wMzOT67Rp0wYajUbrHofi9Ho8NjY2AIBGjRpplaWlpemcWpKcnIz//e9/ePfdd+UyQ0NDNG/ePEfdFi1a5Cg7cOAAvLy8UL16dVhYWGDQoEF48OABnj59mmu8jo6OsLCwkJft7Ozk43fp0iWkpaXBy8tLnqtvbm6OX3/9VWsa0OuMjY1haWmp9SIiIqKySa83seZnyJAhGDhwIBYuXIjg4GD06dMHpqam+W6X23zp/G4k9PX1xb1797Bo0SI4ODjA2NgYbm5uePHiRYFj7tq1K+zt7REUFIRq1apBo9HAxcVFbiPrRlQhhLzNy5cvdcaavR9Fic/T0xNjxozBtWvXcOHCBXnO/8GDB/H48WM0b95cK5EsqOxfgiRJkqcJCSFyPQdZ5QYGBlrHANB9HIoST9Y+dJXlNZUpe8zZ4wOg9aUEAG7cuIHOnTtj+PDhmDlzJt555x0cOXIEgwcPzrM/eR2/rH937tyJ6tWra9UzNjbOtU0iIiIqH0rtCDwAdO7cGWZmZli2bBl2794NPz+/HHVOnDiRY7lBgwY622vcuDEOHz6ca2J1+PBhjB49Gp07d8Z//vMfGBsbyzeAFsSDBw8QExODb7/9Fh06dICzszMePXqkVadKlSoAtJ/AU9Dn1Bclvqx58LNmzYKrqyssLS3h4eGBgwcP5jr/PYuRkREyMzMLFNvrGjZsiKioKK0R6KNHj8LAwAD16tUD8Oo4vH4MMjMzceHChWLZf2Gp1WrY2Njg1KlTWvFERkbmu+2ZM2eQkZGB+fPn47333kO9evVw+/btN4on68blmzdvwsnJSevFue1ERERUqhN4Q0ND+Pr6YvLkyXBycsoxXQYANm3ahNWrV+PKlSvw9/fHqVOncr1ZceTIkUhJScGnn36KM2fO4OrVq1izZo08rcPJyQlr1qxBTEwMTp48if79+xfq8X9WVlawtrbGypUrce3aNezfvx/jx4/XqpOVhAUEBODKlSvYuXMn5s+fX6D2ixKfJElo164dfvvtN3h6egJ49UXmxYsXCA8Pl8t0cXR0RGpqKsLDw3H//n08e/asQHH2798fKpUKPj4+uHDhAg4cOIBRo0Zh4MCB8vSW999/Hzt37sTOnTtx+fJljBgxIscfkHJ0dMShQ4dw69atQn2RKopRo0YhMDAQf/75J2JjYzFmzBg8evQoz6ffAECdOnWQkZGBH3/8EdevX8eaNWuwfPnyN4rFwsICEyZMwLhx4xAaGoq4uDhERkbi559/Rmho6Bu1TURERMpXqhN4ABg8eDBevHihc/QdAKZPn47169ejcePGCA0Nxdq1a9GwYUOdda2trbF//36kpqbCw8MDzZs3R1BQkDydYfXq1Xj06BGaNm2KgQMHYvTo0ahatWqBYzUwMMD69etx9uxZuLi4YNy4cfjhhx+06lSsWBHr1q3D5cuX4erqijlz5mDWrFkFar+o8bVv3x6ZmZlysi5JEtzd3QEAbdu2zXW71q1bY/jw4ejTpw+qVKmCuXPnFihOU1NThIWF4eHDh2jZsiU+/vhjdOjQAT/99JNcx8/PDz4+Phg0aBA8PDxQq1YttG/fXqudGTNmICEhAXXq1JF/c1FSJk2ahL59+2LQoEFwc3ODubk5vL29oVKp8tyuSZMmWLBgAebMmQMXFxesXbsWgYGBbxzPzJkzMW3aNAQGBsLZ2Rne3t7Yvn27fE8FERERlV+S0DXRtxQ5evQoPD098e+//8qjt1kkScLWrVu1ntVNVBw0Gg2cnZ3Ru3dvzJw5U9/hFFpKSgrUajWSk5OL7YbW+Ph4+Pj4AHj1OE1+mSAiIipeBf35XWpvYk1PT0diYiKmTp2K3r1750jeiYrTjRs38Pfff8PDwwPp6en46aefEB8fj379+uk7NCIiIiItpXYKzbp161C/fn0kJycXeOoGUVEZGBggJCQELVu2RJs2bRAdHY19+/bB2dlZ36ERERERaSm1I/C+vr7w9fXNs04pn/1DCmJvb4+jR4/qOwwiIiKifJXaEXgiIiIiIsqJCTwRFcjrN9PwL70SERHpDxN4IiqQrL8inP09ERERvV38KUxEREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3giKhCVSqXzPREREb1dFfQdABEpg0qlQlhYmPyeiIiI9IMJPBEViCRJMDEx0XcYRERE5R6n0BARERERKQgTeCIiIiIiBeEUGqIySAgBAEhJSdFzJERERFRQWT+3s36O54YJPFEZ9OTJEwCAvb29niMhIiKiwnry5AnUanWu6yWRX4pPRIqj0Whw+/ZtWFhYQJKkYms3JSUF9vb2SExMhKWlZbG1W5qU9T6W9f4BZb+P7J/ylfU+sn9FJ4TAkydPUK1aNRgY5D7TnSPwRGWQgYEBatSoUWLtW1palsn/lF9X1vtY1vsHlP0+sn/KV9b7yP4VTV4j71l4EysRERERkYIwgSciIiIiUhAm8ERUYMbGxvD394exsbG+QykxZb2PZb1/QNnvI/unfGW9j+xfyeNNrERERERECsIReCIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8EREREZGCMIEnKueWLl2KWrVqQaVSoXnz5jh8+HCe9Q8ePIjmzZtDpVKhdu3aWL58eY46mzdvRsOGDWFsbIyGDRti69atJRV+vgrTvy1btsDLywtVqlSBpaUl3NzcEBYWplUnJCQEkiTleKWlpZV0V3JVmD5GRETojP/y5cta9ZR6Dn19fXX27z//+Y9cpzSdw0OHDqFr166oVq0aJEnCtm3b8t1GSddgYfunxGuwsH1U2jVY2P4p7RoMDAxEy5YtYWFhgapVq6J79+6IjY3Ndzt9X4dM4InKsQ0bNmDs2LGYMmUKIiMj4e7ujk6dOuHmzZs668fHx6Nz585wd3dHZGQk/vvf/2L06NHYvHmzXOf48ePo06cPBg4ciPPnz2PgwIHo3bs3Tp48+ba6JSts/w4dOgQvLy/s2rULZ8+eRfv27dG1a1dERkZq1bO0tERSUpLWS6VSvY0u5VDYPmaJjY3Vir9u3bryOiWfw8WLF2v1KzExEe+88w4++eQTrXql5Rw+ffoUrq6u+OmnnwpUX2nXYGH7p8RrsLB9zKKUa7Cw/VPaNXjw4EF8+eWXOHHiBPbu3YuMjAx8+OGHePr0aa7blIrrUBBRufXuu++K4cOHa5U1aNBAfPPNNzrrT5w4UTRo0ECr7PPPPxfvvfeevNy7d2/RsWNHrTre3t7i008/LaaoC66w/dOlYcOGYvr06fJycHCwUKvVxRXiGytsHw8cOCAAiEePHuXaZlk6h1u3bhWSJImEhAS5rLSdwywAxNatW/Oso7Rr8HUF6Z8upf0afF1B+qi0a/B1RTmHSroGhRDi7t27AoA4ePBgrnVKw3XIEXiicurFixc4e/YsPvzwQ63yDz/8EMeOHdO5zfHjx3PU9/b2xpkzZ/Dy5cs86+TWZkkpSv+y02g0ePLkCd555x2t8tTUVDg4OKBGjRr46KOPcowOvi1v0semTZvCzs4OHTp0wIEDB7TWlaVz+Msvv+CDDz6Ag4ODVnlpOYeFpaRrsDiU9mvwTSjhGiwOSrsGk5OTASDHZ+51peE6ZAJPVE7dv38fmZmZsLGx0Sq3sbHBnTt3dG5z584dnfUzMjJw//79POvk1mZJKUr/sps/fz6ePn2K3r17y2UNGjRASEgI/vrrL6xbtw4qlQpt2rTB1atXizX+gihKH+3s7LBy5Ups3rwZW7ZsQf369dGhQwccOnRIrlNWzmFSUhJ2796NIUOGaJWXpnNYWEq6BotDab8Gi0JJ1+CbUto1KITA+PHj0bZtW7i4uORarzRchxWKpRUiUixJkrSWhRA5yvKrn728sG2WpKLGsm7dOgQEBODPP/9E1apV5fL33nsP7733nrzcpk0bNGvWDD/++COWLFlSfIEXQmH6WL9+fdSvX19ednNzQ2JiIubNm4d27doVqc2SVtRYQkJCUKlSJXTv3l2rvDSew8JQ2jVYVEq6BgtDiddgUSntGhw5ciT++ecfHDlyJN+6+r4OOQJPVE5VrlwZhoaGOUYD7t69m2PUIIutra3O+hUqVIC1tXWedXJrs6QUpX9ZNmzYgMGDB2Pjxo344IMP8qxrYGCAli1b6mXk6E36+Lr33ntPK/6ycA6FEFi9ejUGDhwIIyOjPOvq8xwWlpKuwTehlGuwuJTWa/BNKO0aHDVqFP766y8cOHAANWrUyLNuabgOmcATlVNGRkZo3rw59u7dq1W+d+9etG7dWuc2bm5uOer//fffaNGiBSpWrJhnndzaLClF6R/watTP19cXv//+O7p06ZLvfoQQiIqKgp2d3RvHXFhF7WN2kZGRWvEr/RwCr54sce3aNQwePDjf/ejzHBaWkq7BolLSNVhcSus1+CaUcg0KITBy5Ehs2bIF+/fvR61atfLdplRch8VyKywRKdL69etFxYoVxS+//CIuXbokxo4dK8zMzOSnBXzzzTdi4MCBcv3r168LU1NTMW7cOHHp0iXxyy+/iIoVK4o//vhDrnP06FFhaGgovv/+exETEyO+//57UaFCBXHixIlS37/ff/9dVKhQQfz8888iKSlJfj1+/FiuExAQIPbs2SPi4uJEZGSk+Oyzz0SFChXEyZMn33r/hCh8HxcuXCi2bt0qrly5Ii5cuCC++eYbAUBs3rxZrqPkc5hlwIABolWrVjrbLE3n8MmTJyIyMlJERkYKAGLBggUiMjJS3LhxQwih/GuwsP1T4jVY2D4q7RosbP+yKOUa/OKLL4RarRYRERFan7lnz57JdUrjdcgEnqic+/nnn4WDg4MwMjISzZo103p0lo+Pj/Dw8NCqHxERIZo2bSqMjIyEo6OjWLZsWY42N23aJOrXry8qVqwoGjRooPWD6W0rTP88PDwEgBwvHx8fuc7YsWNFzZo1hZGRkahSpYr48MMPxbFjx95ij3IqTB/nzJkj6tSpI1QqlbCyshJt27YVO3fuzNGmUs+hEEI8fvxYmJiYiJUrV+psrzSdw6xHCub2mVP6NVjY/inxGixsH5V2DRblM6qka1BX3wCI4OBguU5pvA6l/z94IiIiIiJSAM6BJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiKoMkScK2bdv0HQYRlQAm8ERERG/I19cX3bt318u+AwIC0KRJkxzlSUlJ6NSp09sPiIhKXAV9B0BERETFz9bWVt8hEFEJ4Qg8ERFRCTp48CDeffddGBsbw87ODt988w0yMjLk9RqNBnPmzIGTkxOMjY1Rs2ZNzJ49W14/adIk1KtXD6ampqhduzamTp2Kly9fAgBCQkIwffp0nD9/HpIkQZIkhISEAMg5hSY6Ohrvv/8+TExMYG1tjWHDhiE1NVVen/VbhHnz5sHOzg7W1tb48ssv5X0RUenBEXgiIqIScuvWLXTu3Bm+vr749ddfcfnyZQwdOhQqlQoBAQEAgMmTJyMoKAgLFy5E27ZtkZSUhMuXL8ttWFhYICQkBNWqVUN0dDSGDh0KCwsLTJw4EX369MGFCxewZ88e7Nu3DwCgVqtzxPHs2TN07NgR7733Hk6fPo27d+9iyJAhGDlypJzwA8CBAwdgZ2eHAwcO4Nq1a+jTpw+aNGmCoUOHluhxIqLCkYQQQt9BEBERKZmvry8eP36c46bRKVOmYPPmzYiJiYEkSQCApUuXYtKkSUhOTsbTp09RpUoV/PTTTxgyZEiB9vXDDz9gw4YNOHPmDIBXc+C3bduGqKgorXqSJGHr1q3o3r07goKCMGnSJCQmJsLMzAwAsGvXLnTt2hW3b9+GjY0NfH19ERERgbi4OBgaGgIAevfuDQMDA6xfv/4Njg4RFTeOwBMREZWQmJgYuLm5yck7ALRp0wapqan4999/cefOHaSnp6NDhw65tvHHH39g0aJFuHbtGlJTU5GRkQFLS8tCx+Hq6ion71lxaDQaxMbGwsbGBgDwn//8R07eAcDOzg7R0dGF2hcRlTzOgSciIiohQgit5D2rDHg1Qm5iYpLn9idOnMCnn36KTp06YceOHYiMjMSUKVPw4sWLN44jy+vlFStWzLFOo9EUal9EVPKYwBMREZWQhg0b4tixY3h9tuqxY8dgYWGB6tWro27dujAxMUF4eLjO7Y8ePQoHBwdMmTIFLVq0QN26dXHjxg2tOkZGRsjMzMw3jqioKDx9+lSrbQMDA9SrV+8NekhE+sAEnoiIqBgkJycjKipK6zVs2DAkJiZi1KhRuHz5Mv7880/4+/tj/PjxMDAwgEqlwqRJkzBx4kT8+uuviIuLw4kTJ/DLL78AAJycnHDz5k2sX78ecXFxWLJkCbZu3aq1X0dHR8THxyMqKgr3799Henp6jtj69+8PlUoFHx8fXLhwAQcOHMCoUaMwcOBAefoMESkH58ATEREVg4iICDRt2lSrzMfHB7t27cLXX38NV1dXvPPOOxg8eDC+/fZbuc7UqVNRoUIFTJs2Dbdv34adnR2GDx8OAOjWrRvGjRuHkSNHIj09HV26dMHUqVPlJ9gAQK9evbBlyxa0b98ejx8/RnBwMHx9fbXiMDU1RVhYGMaMGYOWLVvC1NQUvXr1woIFC0rseBBRyeFTaIiIiIiIFIRTaIiIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSkP8P0lxL8ADXiuEAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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3Eg8RERFRRcYE/jXw9/eHJEkYOXJkgXWjRo2CJEnw9/eXy/744w/MnDnzjcS2aNEihIWFvZF96Sp//x0dHbFw4cJyiYVfFIiIiKiiYwL/mtjb22PDhg149uyZXJaZmYn169ejXr16GnXfeustmJmZvdL+nj9/rlM9CwuLCpeglkX/KwtdzyMRERFVXUzgX5NWrVqhXr16+OOPP+SyP/74A/b29mjZsqVG3fxTSFJTU9GjRw8YGRnByckJv/32W4FRaUmSsHz5cvTq1QsmJiaYNWsWcnNzMWzYMDg5OcHIyAiNGzfGokWLNPaVfwqNt7c3xo4di6+++gpvvfUWbG1tERQUpLFNWloaPv30U9SqVQvm5uZ45513cPbs2UL7/sEHH2DMmDHy8vjx4yFJEi5cuAAAyMnJgZmZGSIjIwv039vbG9evX8eECRMgSRIkSdJoOzIyEi4uLjA1NUXXrl2Rmpoqr1Or1ZgxYwbq1q0LQ0NDtGjRArt375bXR0dHQ5IkPHr0SC6Li4uDJElITk5GdHQ0PvnkE6Slpcn7zn8s8iQmJqJXr16wsbGBqakp2rZti71792rUkSQJW7du1SirUaOG/BuQ5ORkSJKEiIgIeHt7Q6VSYe3atbh//z4GDBiAunXrwtjYGM2aNcP69esLPd4AkJWVhfT0dI0XERERVU5M4F+jTz75BKGhofLy6tWrERAQUOx2Q4cOxa1btxAdHY3Nmzdj5cqVuHPnToF6gYGB6NWrF86dO4eAgACo1WrUrVsXERERuHjxIqZNm4b//Oc/iIiIKHJ/4eHhMDExwYkTJzBnzhzMmDEDe/bsAQAIIdCjRw/cvn0bO3fuRExMDFq1aoV3330XDx480Nqet7c3oqOj5eUDBw6gZs2aOHDgAADg1KlTyMzMRIcOHQps+8cff6Bu3bqYMWMGUlNTNRL0p0+fYu7cuVizZg0OHjyIGzduYNKkSfL6RYsWYd68eZg7dy7+/vtv+Pr64v/+7/9w5cqVIvufx8PDAwsXLoS5ubm875fbf1lGRga6d++OvXv3IjY2Fr6+vujZsydu3Lih075eNnnyZIwdOxbx8fHw9fVFZmYmWrduje3bt+P8+fP49NNPMWTIEJw4caLQNoKDg2FhYSG/7O3tSxwHERERKYSgMufn5yd69eol7t69KwwNDUVSUpJITk4WKpVK3L17V/Tq1Uv4+fnJ9b28vMS4ceOEEELEx8cLAOLUqVPy+itXrggAYsGCBXIZADF+/PhiYxk1apT44IMPCsT28r47duyosU3btm3F5MmThRBCREVFCXNzc5GZmalRp0GDBmLFihVa9/n3338LSZLE3bt3xYMHD0T16tXFrFmzxEcffSSEEOL7778X7du319p/IYRwcHDQ6KsQQoSGhgoA4urVq3LZkiVLhI2Njbxcu3Zt8d133xXoy6hRo4QQQuzfv18AEA8fPpTXx8bGCgAiKSlJ3o+FhYXWfhWnadOm4qeffpKXAYgtW7Zo1LGwsBChoaFCCCGSkpIEALFw4cJi2+7evbv48ssvC12fmZkp0tLS5FdKSooAINLS0krVFyKqmK5duyY8PT2Fp6enuHbtWnmHQ0RlLC0tTaef39XK64tDVVCzZk306NED4eHh8kh2zZo1i9wmISEB1apVQ6tWreQyZ2dnWFpaFqjbpk2bAmXLly/HqlWrcP36dTx79gzZ2dlo0aJFkfts3ry5xrKdnZ084h8TE4OMjAxYWVlp1Hn27BkSExO1tufq6gorKyscOHAA1atXh5ubG/7v//4PixcvBvBiKouXl1eRMWljbGyMBg0aaI0zPT0dt27dKjCq36FDhyKn+5TWkydPMH36dGzfvh23bt1CTk4Onj17VqoR+PznMTc3Fz/88AM2btyImzdvIisrC1lZWTAxMSm0DUNDQxgaGpZ430RERKQ8TOBfs4CAAIwePRoAsGTJkmLrCyF0Ls+f0EVERGDChAmYN28e3N3dYWZmhh9//LHIqRcAUL16dY1lSZKgVqsBvJhXbmdnpzElJk9hN8NKkoROnTohOjoaBgYG8Pb2hqurK3Jzc3Hu3DkcPXq0VI/N1BZn/uOSf868EEIu09PTk8vylPam0X//+9+IjIzE3Llz4ezsDCMjI3z44YfIzs4uMj5t+8t/HufNm4cFCxZg4cKFaNasGUxMTDB+/HiNtomIiKjqYgL/mnXt2lVOvHx9fYut36RJE+Tk5CA2NhatW7cGAFy9elXjxsvCHDp0CB4eHhg1apRcVtgoua5atWqF27dvo1q1anB0dNR5O29vb6xcuRIGBgaYMWMGJEmCp6cn5s6di2fPnmmd/57HwMAAubm5JYrT3NwctWvXxuHDh9GpUye5/OjRo2jXrh0AwNraGsCLm4TzfqMRFxdXqn0fOnQI/v7+6NOnD4AXc+KTk5M16lhbW2vM4b9y5QqePn2qU9u9evXC4MGDAbz4EnXlyhW4uLgUuy0RERFVfryJ9TXT19dHfHw84uPjoa+vX2z9Jk2a4L333sOnn36KkydPIjY2Fp9++imMjIwKjC7n5+zsjNOnTyMyMhKXL1/G1KlTcerUqVeK/7333oO7uzt69+6NyMhIJCcn4+jRo/j2229x+vTpQrfz9vbGhQsXcO7cOXh6espl69atQ6tWrWBubl7oto6Ojjh48CBu3ryJe/fu6Rzrv//9b8yePRsbN25EQkICvv76a8TFxWHcuHEAXhwfe3t7BAUF4fLly9ixYwfmzZtXYN8ZGRmIiorCvXv3Ck24nZ2d8ccffyAuLg5nz57FwIED5d9a5HnnnXfw888/48yZMzh9+jRGjhxZ4LcIhbW9Z88eHD16FPHx8fjss89w+/ZtnY8DERERVW5M4N8Ac3PzIhPW/H799VfY2NigU6dO6NOnD0aMGAEzMzOoVKoitxs5ciT69u2L/v37o3379rh//77GaHxpSJKEnTt3olOnTggICECjRo3w8ccfIzk5GTY2NoVu5+rqipo1a8LNzU3uu5eXF3Jzc4ud/z5jxgwkJyejQYMG8qi5LsaOHYsvv/wSX375JZo1a4bdu3fjr7/+QsOGDQG8mIKzfv16XLp0CW5ubpg9ezZmzZql0YaHhwdGjhyJ/v37w9raGnPmzNG6rwULFsDS0hIeHh7o2bMnfH19Ne5bAF5MhbG3t0enTp0wcOBATJo0CcbGxsX2Y+rUqWjVqhV8fX3h7e0NW1vbCvfXc4mIiKj8SKKwSddUYfzzzz+wt7fH3r178e6775Z3OKQA6enpsLCwQFpaWom+PBJRxZaUlAQ/Pz8ALx4B7OTkVM4REVFZ0vXnN+fAV0D79u1DRkYGmjVrhtTUVHz11VdwdHTUmNtNRERERFUTE/gK6Pnz5/jPf/6Da9euwczMDB4eHli3bp1O86eJiIiIqHJjAl8B+fr66vTEGiIiIiKqengTKxERERGRgjCBJyIiUoiXb2rjDepEVRcTeCIiIoXI+4vS+d8TUdXCq5+IiIiISEGYwBMRERERKQgTeCIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8EREREZGCMIEnIiIiIlIQJvBEREQKoVKptL4noqqlWnkHQERERLpRqVSIjIyU3xNR1cQEnoiISCEkSYKRkVF5h0FE5YxTaIiIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIHyNJRESkEEIIZGZmAnjxHHhJkso5IiIqDxyBJyIiUojMzEz4+vrC19dXTuSJqOphAk9ERKQQLyftTOCJqi4m8ERERERECsIEnoiIiIhIQZjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgSciIiIiUhAm8ERERAqhVqu1vieiqoUJPBERkUKkp6drfU9EVQsTeCIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8EREREZGCMIEnIiIiIlIQJvBERERERArCBJ5eSVhYGGrUqCEvBwUFoUWLFuUWDxEREVFlxwS+EvP394ckSfLLysoKXbt2xd9//11m++jfvz8uX75cZu0VJjo6GpIk4dGjR699X0REREQVGRP4Sq5r165ITU1FamoqoqKiUK1aNbz//vtl1r6RkRFq1apVZu0BwPPnz8u0PaXIzc3lX1YkIiKiYjGBr+QMDQ1ha2sLW1tbtGjRApMnT0ZKSgru3r0r15k8eTIaNWoEY2Nj1K9fH1OnTtVIos+ePYvOnTvDzMwM5ubmaN26NU6fPg2g4BSa/E6dOgUfHx/UrFkTFhYW8PLywpkzZzTqSJKE5cuXo1evXjAxMcGsWbM01icnJ6Nz584AAEtLS0iSBH9/f/z666+wsrJCVlaWRv0PPvgAQ4cOBfD/pvSsWLEC9vb2MDY2xkcffVRgJD80NBQuLi5QqVRo0qQJli5dWuRx3b17Nzp27IgaNWrAysoK77//PhITE+X12n5jEBcXB0mSkJycrHHstm/fjqZNm8LQ0BDXr1/X6Zjll5WVhfT0dI0XERERVU5M4KuQjIwMrFu3Ds7OzrCyspLLzczMEBYWhosXL2LRokUICQnBggUL5PWDBg1C3bp1cerUKcTExODrr79G9erVddrn48eP4efnh0OHDuH48eNo2LAhunfvjsePH2vUCwwMRK9evXDu3DkEBARorLO3t8fmzZsBAAkJCUhNTcWiRYvw0UcfITc3F3/99Zdc9969e9i+fTs++eQTuezq1auIiIjAtm3bsHv3bsTFxeGLL76Q14eEhOCbb77Bd999h/j4eHz//feYOnUqwsPDC+3XkydPMHHiRJw6dQpRUVHQ09NDnz59SjyC/vTpUwQHB2PVqlW4cOECatWqpfMxe1lwcDAsLCzkl729fYniICIiIgURVGn5+fkJfX19YWJiIkxMTAQAYWdnJ2JiYorcbs6cOaJ169byspmZmQgLC9NaNzQ0VFhYWMjLgYGBws3NrdC2c3JyhJmZmdi2bZtcBkCMHz++yJj2798vAIiHDx9qlH/++eeiW7du8vLChQtF/fr1hVqtluPR19cXKSkpcp1du3YJPT09kZqaKoQQwt7eXvz2228a7c6cOVO4u7sXGdPL7ty5IwCIc+fOFRpvbGysACCSkpKEEC+OHQARFxdXZNvajll+mZmZIi0tTX6lpKQIACItLU3nPhBRxXft2jXh6ekpPD09xbVr18o7HCIqY2lpaTr9/OYIfCXXuXNnxMXFIS4uDidOnECXLl3QrVs3XL9+Xa7z+++/o2PHjrC1tYWpqSmmTp2KGzduyOsnTpyI4cOH47333sMPP/ygMVWkOHfu3MHIkSPRqFEjeXQ4IyNDo30AaNOmjfy+W7duMDU1hampKf71r38V2f6IESPw3//+Fzdv3gTwYipM3s27eerVq4e6devKy+7u7lCr1UhISMDdu3eRkpKCYcOGyfs0NTXFrFmziuxnYmIiBg4ciPr168Pc3BxOTk4AUKBfxTEwMEDz5s01ynQ9Zi8zNDSEubm5xouIiIgqp2rlHQC9XiYmJnB2dpaXW7duDQsLC4SEhGDWrFk4fvw4Pv74Y0yfPh2+vr6wsLDAhg0bMG/ePHmboKAgDBw4EDt27MCuXbsQGBiIDRs2oE+fPsXu39/fH3fv3sXChQvh4OAAQ0NDuLu7Izs7u0CceVatWoVnz54BQLFTdVq2bAk3Nzf8+uuv8PX1xblz57Bt27Yit8lL7iVJkqe8hISEoH379hr19PX1C22jZ8+esLe3R0hICGrXrg21Wg1XV1e5X3p6L74bCyHkbbTdnGtkZKTxZQPQ/ZgRERFR1cQEvoqRJAl6enpygnzkyBE4ODjgm2++keu8PDqfp1GjRmjUqBEmTJiAAQMGIDQ0VKcE/tChQ1i6dCm6d+8OAEhJScG9e/eK3KZOnToFygwMDAC8eFJLfsOHD8eCBQtw8+ZNvPfeewXmf9+4cQO3bt1C7dq1AQDHjh2Dnp4eGjVqBBsbG9SpUwfXrl3DoEGDiu0PANy/fx/x8fFYsWIFPD09AQCHDx/WqGNtbQ0ASE1NhaWlJYAXN7HqojTHjIiIiKoOTqGp5LKysnD79m3cvn0b8fHxGDNmDDIyMtCzZ08AgLOzM27cuIENGzYgMTERixcvxpYtW+Ttnz17htGjRyM6OhrXr1/HkSNHcOrUKbi4uOi0f2dnZ6xZswbx8fE4ceIEBg0aBCMjoxL3w8HBAZIkYfv27bh79y4yMjLkdYMGDcLNmzcREhJS4AZYAFCpVPDz88PZs2dx6NAhjB07Fv369YOtrS2AF79hCA4OxqJFi3D58mWcO3cOoaGhmD9/vtZYLC0tYWVlhZUrV+Lq1avYt28fJk6cWKDf9vb2CAoKwuXLl7Fjxw6N32oUpayOGREREVVOTOArud27d8POzg52dnZo3749Tp06hU2bNsHb2xsA0KtXL0yYMAGjR49GixYtcPToUUydOlXeXl9fH/fv38fQoUPRqFEj9OvXD926dcP06dN12v/q1avx8OFDtGzZEkOGDMHYsWNL9dz4OnXqYPr06fj6669hY2OD0aNHy+vMzc3xwQcfwNTUFL179y6wrbOzM/r27Yvu3bujS5cucHV11XhM5PDhw7Fq1SqEhYWhWbNm8PLyQlhYmDyvPT89PT1s2LABMTExcHV1xYQJE/Djjz9q1KlevTrWr1+PS5cuwc3NDbNnzy7weMzClNUxIyIiospJEi9P0iVSKB8fH7i4uGDx4sUa5UFBQdi6davO01cqi/T0dFhYWCAtLY03tBJVIklJSfDz8wMAhIeHFzrQQETKpOvPb86BJ0V78OAB/vvf/2Lfvn34+eefyzscIiIioteOCTwpWqtWrfDw4UPMnj0bjRs3Lu9wiIiIiF47JvCkaMnJyUWuDwoKQlBQ0BuJhYiIiOhN4E2sREREREQKwgSeiIhIIV6+qY03qBNVXUzgiYiIFCLvrzznf09EVQuvfiIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8EREREZGCMIEnIiIiIlIQJvBERERERArCBJ6IiIiISEGYwBMRESmESqXS+p6IqpZq5R0AERER6UalUiEyMlJ+T0RVExN4IiIihZAkCUZGRuUdBhGVM06hISIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3giIiIiIgVhAk9EREREpCB8jCQREZFCCCGQmZkJ4MVz4CVJKueIiKg8cASeiIhIITIzM+Hr6wtfX185kSeiqocJPBERkUK8nLQzgSequpjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgSciIiIiUpBSJfA5OTnYu3cvVqxYgcePHwMAbt26hYyMjDINjoiIiIiINJX4L7Fev34dXbt2xY0bN5CVlQUfHx+YmZlhzpw5yMzMxPLly19HnERERFWeWq3W+p6IqpYSj8CPGzcObdq0wcOHD2FkZCSX9+nTB1FRUWUaHBEREf0/6enpWt8TUdVS4hH4w4cP48iRIzAwMNAod3BwwM2bN8ssMCIiIiIiKqjEI/BqtRq5ubkFyv/55x+YmZmVSVBERERERKRdiRN4Hx8fLFy4UF6WJAkZGRkIDAxE9+7dyzI2IiIiIiLKp8RTaBYsWIDOnTujadOmyMzMxMCBA3HlyhXUrFkT69evfx0xEhERERHR/6/ECXzt2rURFxeH9evX48yZM1Cr1Rg2bBgGDRqkcVMrERERERGVvRIn8ABgZGSEgIAABAQElHU8RERERERUhFL9IaeEhASMHj0a7777Lt577z2MHj0aly5dKuvYKqTo6GhIkoRHjx4BAMLCwlCjRo1StxcUFIQWLVqUSWwl5e3tjfHjx5doG0mSsHXr1nKP41W96nkrifyfGSIiIqJXUeIE/vfff4erqytiYmLg5uaG5s2b48yZM2jWrBk2bdpUorbu3LmDzz77DPXq1YOhoSFsbW3h6+uLY8eOlTSsctO/f39cvny5vMMolT/++AMzZ84s7zDKJY43ed48PDyQmpoKCwuLN7I/IiIiqtxKPIXmq6++wpQpUzBjxgyN8sDAQEyePBkfffSRzm198MEHeP78OcLDw1G/fn3873//Q1RUFB48eFDSsEokOzu7wHPsS8vIyEixc//feuut8g4BQPnEURbnTdfPkYGBAWxtbV9pX0RERER5SjwCf/v2bQwdOrRA+eDBg3H79m2d23n06BEOHz6M2bNno3PnznBwcEC7du0wZcoU9OjRQ64nSRKWLVuGbt26wcjICE5OTgVG+s+dO4d33nkHRkZGsLKywqeffoqMjAx5vb+/P3r37o3g4GDUrl0bjRo1AgCsXbsWbdq0gZmZGWxtbTFw4EDcuXNHo+2dO3eiUaNGMDIyQufOnZGcnKyxXttUjL/++gtt2rSBSqVCzZo10bdv32KPx5o1a+Do6AgLCwt8/PHHePz4sbxOCIE5c+agfv36MDIygpubG37//Xd5fd4UjcjISLRs2RJGRkZ45513cOfOHezatQsuLi4wNzfHgAED8PTpU3m7/FNXHB0dMXPmTAwcOBCmpqaoXbs2fvrppyLjvnnzJvr37w9LS0tYWVmhV69eGscoJycHY8eORY0aNWBlZYXJkyfDz88PvXv3LjSOrKwsfPXVV7C3t4ehoSEaNmyIX375pdAYHB0dMWvWLAwdOhSmpqZwcHDAn3/+ibt376JXr14wNTVFs2bNcPr0aXkbbedt1qxZqFWrFszMzDB8+HB8/fXXGtObSvs5KmzaVWRkJFxcXGBqaoquXbsiNTVVI57Q0FC4uLhApVKhSZMmWLp0aZHngoiIiKqGEifw3t7eOHToUIHyw4cPw9PTU+d2TE1NYWpqiq1btyIrK6vIulOnTsUHH3yAs2fPYvDgwRgwYADi4+MBAE+fPkXXrl1haWmJU6dOYdOmTdi7dy9Gjx6t0UZUVBTi4+OxZ88ebN++HcCLEdSZM2fi7Nmz2Lp1K5KSkuDv7y9vk5KSgr59+6J79+6Ii4uTk7qi7NixA3379kWPHj0QGxuLqKgotGnTpshtEhMTsXXrVmzfvh3bt2/HgQMH8MMPP8jrv/32W4SGhmLZsmW4cOECJkyYgMGDB+PAgQMa7QQFBeHnn3/G0aNHkZKSgn79+mHhwoX47bffsGPHDuzZs6fYhPzHH3+Up0VNmTIFEyZMwJ49e7TWffr0KTp37gxTU1McPHgQhw8flpPR7OxsAMDs2bOxbt06hIaG4siRI0hPTy92Dv3QoUOxYcMGLF68GPHx8Vi+fDlMTU2L3GbBggXo0KEDYmNj0aNHDwwZMgRDhw7F4MGDcebMGTg7O2Po0KEQQmjdft26dfjuu+8we/ZsxMTEoF69eli2bFmBeqX5HBV27ObOnYs1a9bg4MGDuHHjBiZNmiSvDwkJwTfffIPvvvsO8fHx+P777zF16lSEh4drbS8rKwvp6ekaLyIiIqqkRAktW7ZMWFtbiy+++EKsWbNGrFmzRnzxxReiVq1aYtmyZeLPP/+UX8X5/fffhaWlpVCpVMLDw0NMmTJFnD17VqMOADFy5EiNsvbt24vPP/9cCCHEypUrhaWlpcjIyJDX79ixQ+jp6Ynbt28LIYTw8/MTNjY2Iisrq8h4Tp48KQCIx48fCyGEmDJlinBxcRFqtVquM3nyZAFAPHz4UAghRGhoqLCwsJDXu7u7i0GDBhXb9zyBgYHC2NhYpKeny2X//ve/Rfv27YUQQmRkZAiVSiWOHj2qsd2wYcPEgAEDhBBC7N+/XwAQe/fuldcHBwcLACIxMVEu++yzz4Svr6+87OXlJcaNGycvOzg4iK5du2rsp3///qJbt27yMgCxZcsWIYQQv/zyi2jcuLHG8cnKyhJGRkYiMjJSCCGEjY2N+PHHH+X1OTk5ol69eqJXr15a40hISBAAxJ49ewo/aPk4ODiIwYMHy8upqakCgJg6dapcduzYMQFApKamCiEKnrf27duLL774QqPdDh06CDc3N3m5tJ+jvPPz8mcGgLh69aq8zZIlS4SNjY28bG9vL3777TeNdmfOnCnc3d217jMwMFAAKPBKS0srMlYiUpZr164JT09P4enpKa5du1be4RBRGUtLS9Pp53eJ58CPGjUKALB06dICv9LPWwe8mPqSm5tbZFsffPABevTogUOHDuHYsWPYvXs35syZg1WrVmmMYLq7u2ts5+7ujri4OABAfHw83NzcYGJiIq/v0KED1Go1EhISYGNjAwBo1qxZgfnKsbGxCAoKQlxcHB48eAC1Wg0AuHHjBpo2bYr4+Hi8/fbbkCSp0Fjyi4uLw4gRI4qsk5+joyPMzMzkZTs7O3kKxsWLF5GZmQkfHx+NbbKzs9GyZUuNsubNm8vvbWxsYGxsjPr162uUnTx5sshYtB3rl//y7stiYmJw9epVjdgBIDMzE4mJiUhLS8P//vc/tGvXTl6nr6+P1q1by8c6v7i4OOjr68PLy6vIOPPL33fgxTnPX3bnzh2t89ETEhI0Pr8A0K5dO+zbt0+jrDSfI22MjY3RoEEDefnlc3737l2kpKRg2LBhGp+lnJycQm+EnTJlCiZOnCgvp6enw97eXmtdIiIiUrYSJ/CFJV6lpVKp4OPjAx8fH0ybNg3Dhw9HYGBgsVMQ8pJqIYRGgq2tDgCNBB8Anjx5gi5duqBLly5Yu3YtrK2tcePGDfj6+srTP0Qh0y2KUpobI6tXr14g7rzjnPfvjh07UKdOHY16hoaGhbYjSVKR7ZZEYcdXrVajdevWWLduXYF11tbWhW5f1HEt7Y2l+fteWFlR/dclztJ8joqLN2/fefvLizEkJATt27fXqKevr6+1PUNDwwKfByIiIqqcSjwHPikp6XXEIWvatCmePHmiUXb8+PECy02aNJHrx8XFaWxz5MgR6OnpyTcZanPp0iXcu3cPP/zwAzw9PdGkSZMCN7A2bdpU676L0rx5c0RFRRVZpySaNm0KQ0ND3LhxA87Ozhqv1zHCWtSxzq9Vq1a4cuUKatWqVSA2CwsLWFhYFBj1z83NRWxsbKH7b9asGdRqdYH5/a9b48aNC/x24uWbXgujy+eopGxsbFCnTh1cu3atwHF1cnJ6pbaJiIhI+UqcwDs7O6Nz585Yu3YtMjMzS73j+/fv45133sHatWvx999/IykpCZs2bcKcOXPQq1cvjbqbNm3C6tWrcfnyZQQGBuLkyZPyTaqDBg2CSqWCn58fzp8/j/3792PMmDEYMmSIPG1Cm3r16sHAwAA//fQTrl27hr/++qvAs8hHjhyJxMRETJw4EQkJCfjtt98QFhZWZL8CAwOxfv16BAYGIj4+HufOncOcOXNKd5AAmJmZYdKkSZgwYQLCw8ORmJiI2NhYLFmypNAbGl/FkSNHMGfOHFy+fBlLlizBpk2bMG7cOK11Bw0ahJo1a6JXr144dOgQkpKScODAAYwbNw7//PMPAGDMmDEIDg7Gn3/+iYSEBIwbNw4PHz4sdFTf0dERfn5+CAgIkG8IjY6ORkRERJn39WVjxozBL7/8gvDwcFy5cgWzZs3C33//XWiceXT5HJVGUFAQgoODsWjRIly+fBnnzp1DaGgo5s+f/8ptExERkbKVOIE/e/YsWrZsiS+//BK2trb47LPPip1XrY2pqSnat2+PBQsWoFOnTnB1dcXUqVMxYsQI/Pzzzxp1p0+fjg0bNqB58+YIDw/HunXr5LnFxsbGiIyMxIMHD9C2bVt8+OGHePfddwu0kZ+1tTXCwsKwadMmNG3aFD/88APmzp2rUadevXrYvHkztm3bBjc3Nyxfvhzff/99ke16e3tj06ZN+Ouvv9CiRQu88847OHHiRImPz8tmzpyJadOmITg4GC4uLvD19cW2bdtey2jsl19+iZiYGLRs2RIzZ87EvHnz4Ovrq7WusbExDh48iHr16qFv375wcXFBQEAAnj17BnNzcwDA5MmTMWDAAAwdOhTu7u4wNTWFr68vVCpVoTEsW7YMH374IUaNGoUmTZpgxIgRBX4rU9YGDRqEKVOmYNKkSWjVqpX8JJmi4gR0+xyVxvDhw7Fq1SqEhYWhWbNm8PLyQlhYGEfgiYiICJIozURvvLihbtu2bQgLC8OuXbvQsGFDDBs2DEOGDNGY//zKAUoStmzZovHccHo9HB0dMX78eI1nspc1tVoNFxcX9OvXr0L8Fdii+Pj4wNbWFmvWrCnvUEosPT0dFhYWSEtLk79MEZHyJSUlwc/PDwAQHh7OL/VElYyuP79LPAKfp1q1aujTpw8iIiIwe/ZsJCYmYtKkSahbty6GDh1a4I/SUNV0/fp1hISEyNNAPv/8cyQlJWHgwIHlHZqGp0+fYv78+bhw4QIuXbqEwMBA7N27V/5BSURERFRRlDqBP336NEaNGgU7OzvMnz8fkyZNQmJiIvbt24ebN28WmMdOVZOenh7CwsLQtm1bdOjQAefOncPevXvh4uJS3qFpkCQJO3fuhKenJ1q3bo1t27Zh8+bNeO+998o7NCIiIiINOj9GMiAgAIsWLUJISAhCQ0ORkJCA7t2749dff0X37t2hp/fiu4CTkxNWrFhR6JNLSqqUM3yoFJKTk8u8TXt7exw5cqTM2y1rRkZG2Lt3b3mHQURERFQsnUfgw8PD8ezZMyxbtgwDBw7EjRs3sHXrVrz//vty8p6nXr16+OWXX8o8WCIiIiKiqk7nEfi8kfArV64UW9fAwIBzh4mIiMrYyze18QZ1oqqrRHPgi3smNhEREb0+L//GO/9vv4mo6tB5BB4AGjVqVGwS/+DBg1cKiIiIiIiICleiBH769OmwsLB4XbEQEREREVExSpTAf/zxx6hVq9brioWIiIiIiIqh8wQ6zn8nIiIiIip/OifwfB47EREREVH503kKjVqtfp1xEBERERGRDvgMKiIiIiIiBWECT0RERESkIEzgiYiIFEKlUml9T0RVS4keI0lERETlR6VSITIyUn5PRFUTE3giIiKFkCQJRkZG5R0GEZUzTqEhIiIiIlIQJvBERERERArCBJ6IiIiISEGYwBMRERERKQgTeCIiIiIiBWECT0RERESkIHyMJBERkUIIIZCZmQngxXPgJUkq54iIqDxwBJ6IiEghMjMz4evrC19fXzmRJ6Kqhwk8ERGRQryctDOBJ6q6mMATERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIhIIdRqtdb3RFS1MIEnIiJSiPT0dK3viahqYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgSciIiIiUhAm8ERERERECsIEnoiIiIhIQZjAv8TR0RELFy6UlyVJwtatWwEAycnJkCQJcXFxOrfn7++P3r17F7o+LCwMNWrUKFWsr6q42LTJf3zKK45XFR0dDUmS8OjRo9e+r9J8boiIiIiKUq28AyiMv78/wsPDC5RfuXIFzs7Or2Wfp06dgomJidZ19vb2SE1NRc2aNV/Lvt+0RYsWQQhR3mGUSxweHh5ITU2FhYXFa99XZfvcEBERUfmrsAk8AHTt2hWhoaEaZdbW1q9tf0W1ra+vD1tb29e27zftTSSvuiiPOAwMDF75XD5//hzVq1cvtl5l+9wQERFR+avQU2gMDQ1ha2ur8dLX18f8+fPRrFkzmJiYwN7eHqNGjUJGRoa8Xd7UlO3bt6Nx48YwNjbGhx9+iCdPniA8PByOjo6wtLTEmDFjkJubK29X1BSR/FMhcnNzMWzYMDg5OcHIyAiNGzfGokWLStXPyMhIuLi4wNTUFF27dkVqaqrG+tDQULi4uEClUqFJkyZYunRpgbgiIiLg6ekJIyMjtG3bFpcvX8apU6fQpk0bud27d+/K2+WfuuLt7Y3Ro0dj9OjRqFGjBqysrPDtt98WOTqelpaGTz/9FLVq1YK5uTneeecdnD17VqPOrFmzUKtWLZiZmWH48OH4+uuv0aJFi0LjUKvVmD17NpydnWFoaIh69erhu+++KzQGb29vjBkzBuPHj4elpSVsbGywcuVKPHnyBJ988gnMzMzQoEED7Nq1S95G2xSakJAQ2Nvbw9jYGH369MH8+fM1pjcFBQWhRYsWWL16NerXrw9DQ0MIIbB792507NhRPmbvv/8+EhMTC5yfvM9N3r6joqLQpk0bGBsbw8PDAwkJCRr92rZtG1q3bg2VSoX69etj+vTpyMnJKfQ4EBERUdVRoRP4wujp6WHx4sU4f/48wsPDsW/fPnz11VcadZ4+fYrFixdjw4YN2L17N6Kjo9G3b1/s3LkTO3fuxJo1a7By5Ur8/vvvpYpBrVajbt26iIiIwMWLFzFt2jT85z//QURERInaefr0KebOnYs1a9bg4MGDuHHjBiZNmiSvDwkJwTfffIPvvvsO8fHx+P777zF16tQC04sCAwPx7bff4syZM6hWrRoGDBiAr776CosWLcKhQ4eQmJiIadOmFRlLeHg4qlWrhhMnTmDx4sVYsGABVq1apbWuEAI9evTA7du3sXPnTsTExKBVq1Z499138eDBAwDAunXr8N1332H27NmIiYlBvXr1sGzZsiJjmDJlCmbPno2pU6fi4sWL+O2332BjY1Ns3DVr1sTJkycxZswYfP755/joo4/g4eGBM2fOwNfXF0OGDMHTp0+1bn/kyBGMHDkS48aNQ1xcHHx8fLR+abh69SoiIiKwefNmOSF/8uQJJk6ciFOnTiEqKgp6enro06cP1Gp1kTF/8803mDdvHk6fPo1q1aohICBAXhcZGYnBgwdj7NixuHjxIlasWIGwsLAiv8hkZWUhPT1d40VERESVlKig/Pz8hL6+vjAxMZFfH374oda6ERERwsrKSl4ODQ0VAMTVq1flss8++0wYGxuLx48fy2W+vr7is88+k5cdHBzEggUL5GUAYsuWLUIIIZKSkgQAERsbW2jMo0aNEh988IFGH3r16lVofW1xLlmyRNjY2MjL9vb24rffftPYbubMmcLd3V0jrlWrVsnr169fLwCIqKgouSw4OFg0bty40Ni8vLyEi4uLUKvVctnkyZOFi4uLvPzy8YmKihLm5uYiMzNTI7YGDRqIFStWCCGEaN++vfjiiy801nfo0EG4ublpjSM9PV0YGhqKkJCQggerEF5eXqJjx47yck5OjjAxMRFDhgyRy1JTUwUAcezYMSGEEPv37xcAxMOHD4UQQvTv31/06NFDo91BgwYJCwsLeTkwMFBUr15d3Llzp8h47ty5IwCIc+fOCSEKfm7y9r137155mx07dggA4tmzZ0IIITw9PcX333+v0e6aNWuEnZ1dofsNDAwUAAq80tLSioyXiJTl2rVrwtPTU3h6eopr166VdzhEVMbS0tJ0+vldoUfgO3fujLi4OPm1ePFiAMD+/fvh4+ODOnXqwMzMDEOHDsX9+/fx5MkTeVtjY2M0aNBAXraxsYGjoyNMTU01yu7cuVPq+JYvX442bdrA2toapqamCAkJwY0bN0rURv447ezs5Jju3r2LlJQUDBs2DKampvJr1qxZGtM0AKB58+Ya/QKAZs2aaZQV19e3334bkiTJy+7u7rhy5YrGNKM8MTExyMjIgJWVlUZsSUlJcmwJCQlo166dxnb5l18WHx+PrKwsvPvuu0XGmd/LfdfX14eVlVWBvgMotP+6xung4FDgPonExEQMHDgQ9evXh7m5OZycnACg2M/ByzHb2dlpxBcTE4MZM2ZoHNcRI0YgNTW10N8iTJkyBWlpafIrJSWlyP0TERGRclXom1hNTEwKPHHm+vXr6N69O0aOHImZM2firbfewuHDhzFs2DA8f/5crpf/BkNJkrSWFTfVoTARERGYMGEC5s2bB3d3d5iZmeHHH3/EiRMnStSOtpjE/z/vPC+2kJAQtG/fXqOevr5+oe3kJeH5y0rbV23UajXs7OwQHR1dYN3Lc8df/kIAoMg59UZGRqWKpbhznRdDYf0XQugUp7YnFPXs2RP29vYICQlB7dq1oVar4erqiuzsbJ1jzh+fWq3G9OnT0bdv3wLbqVQqre0ZGhrC0NCwyH0SERFR5VChE3htTp8+jZycHMybNw96ei9+gVDSeedl4dChQ/Dw8MCoUaPksvyj4q/KxsYGderUwbVr1zBo0KAybVub48ePF1hu2LBhgS8LANCqVSvcvn0b1apVg6Ojo9b2GjdujJMnT2LIkCFy2enTpwvdf8OGDWFkZISoqCgMHz68dJ0ohSZNmuDkyZMaZUXFmef+/fuIj4/HihUr4OnpCQA4fPjwK8fTqlUrJCQkvLbHpRIREZGyKS6Bb9CgAXJycvDTTz+hZ8+eOHLkCJYvX/7G43B2dsavv/6KyMhIODk5Yc2aNTh16pQ8haKsBAUFYezYsTA3N0e3bt2QlZWF06dP4+HDh5g4cWKZ7islJQUTJ07EZ599hjNnzuCnn37CvHnztNZ977334O7ujt69e2P27Nlo3Lgxbt26hZ07d6J3795o06YNxowZgxEjRqBNmzbw8PDAxo0b8ffff6N+/fpa21SpVJg8eTK++uorGBgYoEOHDrh79y4uXLiAYcOGlWlfXzZmzBh06tQJ8+fPR8+ePbFv3z7s2rWrwKh8fpaWlrCyssLKlSthZ2eHGzdu4Ouvv37leKZNm4b3338f9vb2+Oijj6Cnp4e///4b586dw6xZs165fSIiIlK2Cj0HXpsWLVpg/vz5mD17NlxdXbFu3ToEBwe/8ThGjhyJvn37on///mjfvj3u37+vMRpfVoYPH45Vq1YhLCwMzZo1g5eXF8LCwsr8iwIADB06FM+ePUO7du3wxRdfYMyYMfj000+11pUkCTt37kSnTp0QEBCARo0a4eOPP0ZycrI853zQoEGYMmUKJk2ahFatWiEpKQn+/v6FTgMBgKlTp+LLL7/EtGnT4OLigv79+7/SfQq66NChA5YvX4758+fDzc0Nu3fvxoQJE4qME3jxNKQNGzYgJiYGrq6umDBhAn788cdXjsfX1xfbt2/Hnj170LZtW7z99tuYP38+HBwcXrltIiIiUj5JFDUpmaoMb29vtGjRotDn4JcVHx8f2NraYs2aNa91P69qxIgRuHTpEg4dOlTeoZRKeno6LCwskJaWBnNz8/IOh4jKSFJSEvz8/AC8eITu6xjMIaLyo+vPb8VNoSHlePr0KZYvXw5fX1/o6+tj/fr12Lt3L/bs2VPeoRUwd+5c+Pj4wMTEBLt27UJ4eLjGH8wiIiIiqiiYwNNrkzfNZtasWcjKykLjxo2xefNmvPfee+UdWgEnT57EnDlz8PjxY9SvXx+LFy9+ozfSEhEREemKCTwBgNbHQb4qIyMj7N27t8zbfR3K40lGRERERKWhuJtYiYiIiIiqMibwRERECvHyTW28QZ2o6mICT0REpBB5f8Aw/3siqlp49RMRERERKQgTeCIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8EREREZGCMIEnIiIiIlIQJvBERERERArCBJ6IiIiISEGYwBMRESmESqXS+p6IqpZq5R0AERER6UalUiEyMlJ+T0RVExN4IiIihZAkCUZGRuUdBhGVM06hISIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3giIiIiIgXhU2iIiIgUQgiBzMzM8g6DqMoSQiArKwsAYGFhAT298hkLZwJPRESkEJmZmfD19S3vMIgIwJ9//glLS8ty2Ten0BARERERKQhH4ImIiBTIu05N6EtSeYdBVKVk56pxKPV+eYfBBJ6IiEiJ9CUJ1fSYwBO9SbnqinHNcQoNEREREZGCMIEnIiIiIlIQJvBERERERArCBJ6IiIiISEGYwBMRERERKQgTeCIiIiIiBWECT0REpBBCCK3viejNqCjXIBN4IiIihcjKypLfq5m/E71xL193L1+PbxoTeCIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8EREREZGCMIEnIiIiIlIQJvBERERERArCBJ7oNQkLC0ONGjXKOwwiIiKqZJjAExUjJSUFw4YNQ+3atWFgYAAHBweMGzcO9+/fl+s4Ojpi4cKF5RckERERVRlM4ImKcO3aNbRp0waXL1/G+vXrcfXqVSxfvhxRUVFwd3fHgwcP3nhMz58/f+P7JCIiooqDCTxREb744gsYGBjgv//9L7y8vFCvXj1069YNe/fuxc2bN/HNN9/A29sb169fx4QJEyBJEiRJ0mgjMjISLi4uMDU1RdeuXZGamqqxPjQ0FC4uLlCpVGjSpAmWLl0qr0tOToYkSYiIiIC3tzdUKhXWrl37RvpOREREFVO18g6AqKJ68OABIiMj8d1338HIyEhjna2tLQYNGoSNGzfiypUraNGiBT799FOMGDFCo97Tp08xd+5crFmzBnp6ehg8eDAmTZqEdevWAQBCQkIQGBiIn3/+GS1btkRsbCxGjBgBExMT+Pn5ye1MnjwZ8+bNQ2hoKAwNDQvEmpWVpfEnndPT08vyUBAREVEFwgSeqBBXrlyBEAIuLi5a17u4uODhw4fIzc2Fvr4+zMzMYGtrq1Hn+fPnWL58ORo0aAAAGD16NGbMmCGvnzlzJubNm4e+ffsCAJycnHDx4kWsWLFCI4EfP368XEeb4OBgTJ8+vdR9JSIiIuXgFBqiUhJCAECBKTMvMzY2lpN3ALCzs8OdO3cAAHfv3pVvkDU1NZVfs2bNQmJiokY7bdq0KTKWKVOmIC0tTX6lpKSUtltERERUwXEEnqgQzs7OkCQJFy9eRO/evQusv3TpEiwtLVGzZs1C26hevbrGsiRJcuKvVqsBvJhG0759e416+vr6GssmJiZFxmpoaKh1ag0RERFVPhyBJyqElZUVfHx8sHTpUjx79kxj3e3bt7Fu3Tr0798fkiTBwMAAubm5JWrfxsYGderUwbVr1+Ds7KzxcnJyKsuuEBERUSXCBJ6oCD///DOysrLg6+uLgwcPIiUlBbt374aPjw/q1KmD7777DsCL58AfPHgQN2/exL1793RuPygoCMHBwVi0aBEuX76Mc+fOITQ0FPPnz39dXSIiIiKFYwJPVISGDRvi9OnTaNCgAfr3748GDRrg008/RefOnXHs2DG89dZbAIAZM2YgOTkZDRo0gLW1tc7tDx8+HKtWrUJYWBiaNWsGLy8vhIWFcQSeiIiICiWJvAm5RFRppKenw8LCAmlpaTA3Ny/vcIiojDx8+BC9evUCAHjXrgnDahyHI3qTnmbn4tDtF3+JfePGjbCzsyvT9nX9+c0rn4iIiIhIQZjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIgU4uU/2KZX+B+BJqLX5OXrrjz/gCITeCIiIoWQJEnreyJ6MyrKNcgEnoiIiIhIQZjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYJUK+8AiIiIqORyhQDU5R0FUdWSK0R5hwCACTwREZEiRd+8V94hEFE54RQaIiIiIiIF4Qg8ERGRQqhUKkRGRpZ3GERVlhACWVlZAAALC4tyi4MJPBERkUJIkgQjI6PyDoOoSjM2Ni7vEDiFhoiIiIhISZjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSET6EhIp0IIZCZmQngxaPsJEkq54iIiIiqJo7AE5FOMjMz4evrC19fXzmRJyIiojePCTwR6eTlpJ0JPBERUflhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3giIiIiIgVhAk9EOlGr1VrfExER0ZvFBJ6IdJKenq71PREREb1ZTOCJiIiIiBSECTwRERERkYIwgSciIiIiUhAm8ERERERECsIEnoiIiIhIQZjAExEREREpSKVO4JOTkyFJEuLi4sqsTUmSsHXr1jJrryKJjo6GJEl49OhRkfUcHR2xcOHCNxLT6xIUFIQWLVq8kX2FhYWhRo0ab2RfREREVPmVawIvSVKRL39//1dq397eHqmpqXB1dS2bgCs5Dw8PpKamwsLCAkD5J56v84vCpEmTEBUV9Vrazq9///64fPnyG9kXERERVX7VynPnqamp8vuNGzdi2rRpSEhIkMuMjIxeqX19fX3Y2tq+UhsVQW5uLiRJgp7e6/2+ZWBgUCmOly5MTU1hamr6Sm1kZ2fDwMCg2HpGRkav/FkmIiIiylOuI/C2trbyy8LCApIkwdbWFjY2NujYsSNCQkI06p8/fx56enpITEwE8GIEf9myZejWrRuMjIzg5OSETZs2yfW1TaG5cOECevToAXNzc5iZmcHT01Nu79SpU/Dx8UHNmjVhYWEBLy8vnDlzpkR92r17Nzp27IgaNWrAysoK77//vtw+oH2aSlxcHCRJQnJyMoD/N/K9fft2NG3aFIaGhrh+/XqJ4zt37hz09PRw7949AMDDhw+hp6eHjz76SK4THBwMd3f3ArFFR0fjk08+QVpamvwbkaCgIHm7p0+fIiAgAGZmZqhXrx5WrlxZYN/vvPMOjIyMYGVlhU8//RQZGRnyem9vb4wfP15jm969e8u/dfH29sb169cxYcIEef+FkSQJK1aswPvvvw9jY2O4uLjg2LFjuHr1Kry9vWFiYgJ3d3eN85B/Ck1OTg7Gjh0rn7fJkyfDz88PvXv31oh59OjRmDhxImrWrAkfHx8AwPz589GsWTOYmJjA3t4eo0aN0uhr/t9k5O17zZo1cHR0hIWFBT7++GM8fvxYriOEwJw5c1C/fn0YGRnBzc0Nv//+e6HHICsrC+np6RovIiIiqpwq5Bx4SZIQEBCA0NBQjfLVq1fD09MTDRo0kMumTp2KDz74AGfPnsXgwYMxYMAAxMfHa2335s2b6NSpE1QqFfbt24eYmBgEBAQgJycHAPD48WP4+fnh0KFDOH78OBo2bIju3btrJFbFefLkCSZOnIhTp04hKioKenp66NOnD9RqdYmOwdOnTxEcHIxVq1bhwoULqFWrVonjc3V1hZWVFQ4cOAAAOHjwIKysrHDw4EG5TnR0NLy8vAps6+HhgYULF8Lc3BypqalITU3FpEmT5PXz5s1DmzZtEBsbi1GjRuHzzz/HpUuX5Ni7du0KS0tLnDp1Cps2bcLevXsxevRonfv/xx9/oG7dupgxY4a8/6LMnDkTQ4cORVxcHJo0aYKBAwfis88+w5QpU3D69GkAKHL/s2fPxrp16xAaGoojR44gPT1d670O4eHhqFatGo4cOYIVK1YAAPT09LB48WKcP38e4eHh2LdvH7766qsi401MTMTWrVuxfft2bN++HQcOHMAPP/wgr//2228RGhqKZcuW4cKFC5gwYQIGDx4sn8v8goODYWFhIb/s7e2L3D8REREpmKggQkNDhYWFhbx869Ytoa+vL06cOCGEECI7O1tYW1uLsLAwuQ4AMXLkSI122rdvLz7//HMhhBBJSUkCgIiNjRVCCDFlyhTh5OQksrOzdYopJydHmJmZiW3btmnsc8uWLTr3686dOwKAOHfunBBCiP379wsA4uHDh3Kd2NhYAUAkJSUJIV4cCwAiLi6uxPHl17dvXzF69GghhBDjx48XX375pahZs6a4cOGCeP78uTA1NRW7du3SGlv+c5LHwcFBDB48WF5Wq9WiVq1aYtmyZUIIIVauXCksLS1FRkaGXGfHjh1CT09P3L59WwghhJeXlxg3bpxGu7169RJ+fn4a+1mwYEGRx0CIF+fk22+/lZePHTsmAIhffvlFLlu/fr1QqVTycmBgoHBzc5OXbWxsxI8//igv5+TkiHr16olevXrJZV5eXqJFixbFxhMRESGsrKzk5fzHMTAwUBgbG4v09HS57N///rdo3769EEKIjIwMoVKpxNGjRzXaHTZsmBgwYIDWfWZmZoq0tDT5lZKSIgCItLS0YuPV1bVr14Snp6fw9PQU165dK7N2iYiI6IW0tDSdfn5XyBF4ALCzs0OPHj2wevVqAMD27duRmZmpMf0DgDz94+Xlwkbg4+Li4OnpierVq2tdf+fOHYwcORKNGjWSRzIzMjJw48YNneNOTEzEwIEDUb9+fZibm8PJyQkAStQG8GI+evPmzV85Pm9vb0RHRwMADhw4gM6dO6NTp044cOAATp06hWfPnqFDhw4lig2ARmx5U5/u3LkDAIiPj4ebmxtMTEzkOh06dIBarda4x6EsvRyPjY0NAKBZs2YaZZmZmVqnlqSlpeF///sf2rVrJ5fp6+ujdevWBeq2adOmQNn+/fvh4+ODOnXqwMzMDEOHDsX9+/fx5MmTQuN1dHSEmZmZvGxnZycfv4sXLyIzMxM+Pj7yXH1TU1P8+uuvGtOAXmZoaAhzc3ONFxEREVVO5XoTa3GGDx+OIUOGYMGCBQgNDUX//v1hbGxc7HaFzZcu7kZCf39/3L17FwsXLoSDgwMMDQ3h7u6O7OxsnWPu2bMn7O3tERISgtq1a0OtVsPV1VVuI+9GVCGEvM3z58+1xpq/H6WJz9vbG+PGjcPVq1dx/vx5ec7/gQMH8OjRI7Ru3VojkdRV/i9BkiTJ04SEEIWeg7xyPT09jWMAaD8OpYknbx/ayoqaypQ/5vzxAdD4UgIA169fR/fu3TFy5EjMnDkTb731Fg4fPoxhw4YV2Z+ijl/evzt27ECdOnU06hkaGhbaJhEREVUNFXYEHgC6d+8OExMTLFu2DLt27UJAQECBOsePHy+w3KRJE63tNW/eHIcOHSo0sTp06BDGjh2L7t2741//+hcMDQ3lG0B1cf/+fcTHx+Pbb7/Fu+++CxcXFzx8+FCjjrW1NQDNJ/Do+pz60sSXNw9+1qxZcHNzg7m5Oby8vHDgwIFC57/nMTAwQG5urk6xvaxp06aIi4vTGIE+cuQI9PT00KhRIwAvjsPLxyA3Nxfnz58vk/2XlIWFBWxsbHDy5EmNeGJjY4vd9vTp08jJycG8efPw9ttvo1GjRrh169YrxZN34/KNGzfg7Oys8eLcdiIiIqrQCby+vj78/f0xZcoUODs7F5guAwCbNm3C6tWrcfnyZQQGBuLkyZOF3qw4evRopKen4+OPP8bp06dx5coVrFmzRp7W4ezsjDVr1iA+Ph4nTpzAoEGDSvT4P0tLS1hZWWHlypW4evUq9u3bh4kTJ2rUyUvCgoKCcPnyZezYsQPz5s3Tqf3SxCdJEjp16oS1a9fC29sbwIsvMtnZ2YiKipLLtHF0dERGRgaioqJw7949PH36VKc4Bw0aBJVKBT8/P5w/fx779+/HmDFjMGTIEHl6yzvvvIMdO3Zgx44duHTpEkaNGlXgD0g5Ojri4MGDuHnzZom+SJXGmDFjEBwcjD///BMJCQkYN24cHj58WOTTbwCgQYMGyMnJwU8//YRr165hzZo1WL58+SvFYmZmhkmTJmHChAkIDw9HYmIiYmNjsWTJEoSHh79S20RERKR8FTqBB4Bhw4YhOztb6+g7AEyfPh0bNmxA8+bNER4ejnXr1qFp06Za61pZWWHfvn3IyMiAl5cXWrdujZCQEHk6w+rVq/Hw4UO0bNkSQ4YMwdixY1GrVi2dY9XT08OGDRsQExMDV1dXTJgwAT/++KNGnerVq2P9+vW4dOkS3NzcMHv2bMyaNUun9ksbX+fOnZGbmysn65IkwdPTEwDQsWPHQrfz8PDAyJEj0b9/f1hbW2POnDk6xWlsbIzIyEg8ePAAbdu2xYcffoh3330XP//8s1wnICAAfn5+GDp0KLy8vODk5ITOnTtrtDNjxgwkJyejQYMG8m8uXpfJkydjwIABGDp0KNzd3WFqagpfX1+oVKoit2vRogXmz5+P2bNnw9XVFevWrUNwcPArxzNz5kxMmzYNwcHBcHFxga+vL7Zt2ybfU0FERERVlyS0TfStQI4cOQJvb2/8888/8uhtHkmSsGXLFo1ndROVBbVaDRcXF/Tr1w8zZ84s73BKLD09HRYWFkhLSyuzG1qTkpLg5+cH4MXjNPllgoiIqGzp+vO7wt7EmpWVhZSUFEydOhX9+vUrkLwTlaXr16/jv//9L7y8vJCVlYWff/4ZSUlJGDhwYHmHRkRERKShwk6hWb9+PRo3boy0tDSdp24QlZaenh7CwsLQtm1bdOjQAefOncPevXvh4uJS3qERERERaaiwI/D+/v7w9/cvsk4Fn/1DCmJvb48jR46UdxhERERExaqwI/BERERERFQQE3gi0snLN9PwL70SERGVHybwRKSTvL8inP89ERERvVn8KUxEREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3gi0olKpdL6noiIiN6sauUdABEpg0qlQmRkpPyeiIiIygcTeCLSiSRJMDIyKu8wiIiIqjxOoSEiIiIiUhAm8ERERERECsIpNESVkBACAJCenl7OkRAREZGu8n5u5/0cLwwTeKJK6PHjxwAAe3v7co6EiIiISurx48ewsLAodL0kikvxiUhx1Go1bt26BTMzM0iSVGbtpqenw97eHikpKTA3Ny+zdiuSyt7Hyt4/oPL3kf1TvsreR/av9IQQePz4MWrXrg09vcJnunMEnqgS0tPTQ926dV9b++bm5pXyP+WXVfY+Vvb+AZW/j+yf8lX2PrJ/pVPUyHse3sRKRERERKQgTOCJiIiIiBSECTwR6czQ0BCBgYEwNDQs71Bem8rex8reP6Dy95H9U77K3kf27/XjTaxERERERArCEXgiIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJ6rili5dCicnJ6hUKrRu3RqHDh0qsv6BAwfQunVrqFQq1K9fH8uXLy9QZ/PmzWjatCkMDQ3RtGlTbNmy5XWFX6yS9O+PP/6Aj48PrK2tYW5uDnd3d0RGRmrUCQsLgyRJBV6ZmZmvuyuFKkkfo6OjtcZ/6dIljXpKPYf+/v5a+/evf/1LrlORzuHBgwfRs2dP1K5dG5IkYevWrcVuo6RrsKT9U+I1WNI+Ku0aLGn/lHYNBgcHo23btjAzM0OtWrXQu3dvJCQkFLtdeV+HTOCJqrCNGzdi/Pjx+OabbxAbGwtPT09069YNN27c0Fo/KSkJ3bt3h6enJ2JjY/Gf//wHY8eOxebNm+U6x44dQ//+/TFkyBCcPXsWQ4YMQb9+/XDixIk31S1ZSft38OBB+Pj4YOfOnYiJiUHnzp3Rs2dPxMbGatQzNzdHamqqxkulUr2JLhVQ0j7mSUhI0Ii/YcOG8joln8NFixZp9CslJQVvvfUWPvroI416FeUcPnnyBG5ubvj55591qq+0a7Ck/VPiNVjSPuZRyjVY0v4p7Ro8cOAAvvjiCxw/fhx79uxBTk4OunTpgidPnhS6TYW4DgURVVnt2rUTI0eO1Chr0qSJ+Prrr7XW/+qrr0STJk00yj777DPx9ttvy8v9+vUTXbt21ajj6+srPv744zKKWncl7Z82TZs2FdOnT5eXQ0NDhYWFRVmF+MpK2sf9+/cLAOLhw4eFtlmZzuGWLVuEJEkiOTlZLqto5zAPALFly5Yi6yjtGnyZLv3TpqJfgy/TpY9KuwZfVppzqKRrUAgh7ty5IwCIAwcOFFqnIlyHHIEnqqKys7MRExODLl26aJR36dIFR48e1brNsWPHCtT39fXF6dOn8fz58yLrFNbm61Ka/uWnVqvx+PFjvPXWWxrlGRkZcHBwQN26dfH+++8XGB18U16ljy1btoSdnR3effdd7N+/X2NdZTqHv/zyC9577z04ODholFeUc1hSSroGy0JFvwZfhRKuwbKgtGswLS0NAAp85l5WEa5DJvBEVdS9e/eQm5sLGxsbjXIbGxvcvn1b6za3b9/WWj8nJwf37t0rsk5hbb4upelffvPmzcOTJ0/Qr18/uaxJkyYICwvDX3/9hfXr10OlUqFDhw64cuVKmcavi9L00c7ODitXrsTmzZvxxx9/oHHjxnj33Xdx8OBBuU5lOYepqanYtWsXhg8frlFekc5hSSnpGiwLFf0aLA0lXYOvSmnXoBACEydORMeOHeHq6lpovYpwHVYrk1aISLEkSdJYFkIUKCuufv7ykrb5OpU2lvXr1yMoKAh//vknatWqJZe//fbbePvtt+XlDh06oFWrVvjpp5+wePHisgu8BErSx8aNG6Nx48bysru7O1JSUjB37lx06tSpVG2+bqWNJSwsDDVq1EDv3r01yiviOSwJpV2DpaWka7AklHgNlpbSrsHRo0fj77//xuHDh4utW97XIUfgiaqomjVrQl9fv8BowJ07dwqMGuSxtbXVWr9atWqwsrIqsk5hbb4upelfno0bN2LYsGGIiIjAe++9V2RdPT09tG3btlxGjl6ljy97++23NeKvDOdQCIHVq1djyJAhMDAwKLJueZ7DklLSNfgqlHINlpWKeg2+CqVdg2PGjMFff/2F/fv3o27dukXWrQjXIRN4oirKwMAArVu3xp49ezTK9+zZAw8PD63buLu7F6j/3//+F23atEH16tWLrFNYm69LafoHvBj18/f3x2+//YYePXoUux8hBOLi4mBnZ/fKMZdUafuYX2xsrEb8Sj+HwIsnS1y9ehXDhg0rdj/leQ5LSknXYGkp6RosKxX1GnwVSrkGhRAYPXo0/vjjD+zbtw9OTk7FblMhrsMyuRWWiBRpw4YNonr16uKXX34RFy9eFOPHjxcmJiby0wK+/vprMWTIELn+tWvXhLGxsZgwYYK4ePGi+OWXX0T16tXF77//Ltc5cuSI0NfXFz/88IOIj48XP/zwg6hWrZo4fvx4he/fb7/9JqpVqyaWLFkiUlNT5dejR4/kOkFBQWL37t0iMTFRxMbGik8++URUq1ZNnDhx4o33T4iS93HBggViy5Yt4vLly+L8+fPi66+/FgDE5s2b5TpKPod5Bg8eLNq3b6+1zYp0Dh8/fixiY2NFbGysACDmz58vYmNjxfXr14UQyr8GS9o/JV6DJe2j0q7BkvYvj1Kuwc8//1xYWFiI6Ohojc/c06dP5ToV8TpkAk9UxS1ZskQ4ODgIAwMD0apVK41HZ/n5+QkvLy+N+tHR0aJly5bCwMBAODo6imXLlhVoc9OmTaJx48aievXqokmTJho/mN60kvTPy8tLACjw8vPzk+uMHz9e1KtXTxgYGAhra2vRpUsXcfTo0TfYo4JK0sfZs2eLBg0aCJVKJSwtLUXHjh3Fjh07CrSp1HMohBCPHj0SRkZGYuXKlVrbq0jnMO+RgoV95pR+DZa0f0q8BkvaR6Vdg6X5jCrpGtTWNwAiNDRUrlMRr0Pp/w+eiIiIiIgUgHPgiYiIiIgUhAk8EREREZGCMIEnIiIiIlIQJvBERERERArCBJ6IiIiISEGYwBMRERERKQgTeCIiIiIiBWECT0RERESkIEzgiYiIypgkSdi6dWt5h0FElRQTeCIiohK6ffs2xowZg/r168PQ0BD29vbo2bMnoqKiyju0Yvn7+6N3797lHQYRvYJq5R0AERGRkiQnJ6NDhw6oUaMG5syZg+bNm+P58+eIjIzEF198gUuXLr2W/WZnZ8PAwOC1tF0aFS0eoqqEI/BEREQlMGrUKEiShJMnT+LDDz9Eo0aN8K9//QsTJ07E8ePH5Xr37t1Dnz59YGxsjIYNG+Kvv/6S1+Xm5mLYsGFwcnKCkZERGjdujEWLFmnsJ2+kPDg4GLVr10ajRo0AAGvXrkWbNm1gZmYGW1tbDBw4EHfu3NHY9sKFC+jRowfMzc1hZmYGT09PJCYmIigoCOHh4fjzzz8hSRIkSUJ0dDQA4ObNm+jfvz8sLS1hZWWFXr16ITk5udh4iOjNYwJPRESkowcPHmD37t344osvYGJiUmB9jRo15PfTp09Hv3798Pfff6N79+4YNGgQHjx4AABQq9WoW7cuIiIicPHiRUybNg3/+c9/EBERodFeVFQU4uPjsWfPHmzfvh3Ai5HvmTNn4uzZs9i6dSuSkpLg7+8vb3Pz5k106tQJKpUK+/btQ0xMDAICApCTk4NJkyahX79+6Nq1K1JTU5GamgoPDw88ffoUnTt3hqmpKQ4ePIjDhw/D1NQUXbt2RXZ2dpHxENGbxyk0REREOrp69SqEEGjSpEmxdf39/TFgwAAAwPfff4+ffvoJJ0+eRNeuXVG9enVMnz5druvk5ISjR48iIiIC/fr1k8tNTEywatUqjakqAQEB8vv69etj8eLFaNeuHTIyMmBqaoolS5bAwsICGzZsQPXq1QFAY7TcyMgIWVlZsLW1lcvWrl0LPT09rFq1CpIkAQBCQ0NRo0YNREdHo0uXLoXGQ0RvHhN4IiIiHQkhAEBOcovSvHlz+b2JiQnMzMw0prosX74cq1atwvXr1/Hs2TNkZ2ejRYsWGm00a9asQLIcGxuLoKAgxMXF4cGDB1Cr1QCAGzduoGnTpoiLi4Onp6ecvOsiJiYGV69ehZmZmUZ5ZmYmEhMTi4yHiN48JvBEREQ6atiwISRJQnx8fLFPcsmfQEuSJCfbERERmDBhAubNmwd3d3eYmZnhxx9/xIkTJzS2yT9N58mTJ+jSpQu6dOmCtWvXwtraGjdu3ICvr6881cXIyKjE/VKr1WjdujXWrVtXYJ21tXWh8RBR+WACT0REpKO33noLvr6+WLJkCcaOHVsgoX306JHGPPjCHDp0CB4eHhg1apRc9vJId2EuXbqEe/fu4YcffoC9vT0A4PTp0xp1mjdvjvDwcDx//lzrKLyBgQFyc3M1ylq1aoWNGzeiVq1aMDc3LzYOIipfvImViIioBJYuXYrc3Fy0a9cOmzdvxpUrVxAfH4/FixfD3d1dpzacnZ1x+vRpREZG4vLly5g6dSpOnTpV7Hb16tWDgYEBfvrpJ1y7dg1//fUXZs6cqVFn9OjRSE9Px8cff4zTp0/jypUrWLNmDRISEgAAjo6O+Pvvv5GQkIB79+7h+fPnGDRoEGrWrIlevXrh0KFDSEpKwoEDBzBu3Dj8888/JT9IRPRaMYEnIiIqAScnJ5w5cwadO3fGl19+CVdXV/j4+CAqKgrLli3TqY2RI0eib9++6N+/P9q3b4/79+9rjMYXxtraGmFhYdi0aROaNm2KH374AXPnztWoY2VlhX379iEjIwNeXl5o3bo1QkJC5NH4ESNGoHHjxmjTpg2sra1x5MgRGBsb4+DBg6hXrx769u0LFxcXBAQE4NmzZxyRJ6qAJJF3Rw4REREREVV4HIEnIiIiIlIQJvBERERERArCBJ6IiIiISEGYwBMRERERKQgTeCIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8EREREZGCMIEnIiIiIlIQJvBERERERArCBJ6IiIiISEH+P1zpn2Ovb4zOAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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z/BEREahZs2alxENERET0MmMCXwH8/f0hSRICAwMLrRs1ahQkSYK/v7/c9ttvv2H27NmVEtvixYsRERFRKfvSVsHjt7e3x6JFi6okFn5RICIiopcdE/gKYmtriw0bNuDRo0dyW3Z2NtavX48GDRpo9H3ttddgamr6Qvt78uSJVv3Mzc1fugS1PI6/utD2dSQiIqJXFxP4CtK6dWs0aNAAv/32m9z222+/wdbWFq1atdLoW7CEJD09HT169IChoSEcHBzw008/FTorLUkSli9fjl69esHY2Bhz5sxBXl4ehg8fDgcHBxgaGqJp06ZYvHixxr4KltB4e3tj7NixmDx5Ml577TVYW1sjODhYY5uMjAx8+OGHqFOnDszMzNClSxecOHGi2GPv168fxowZIy+PHz8ekiTh9OnTAIDc3FyYmpoiKiqq0PF7e3vj0qVLmDBhAiRJgiRJGmNHRUXByckJJiYm6NatG9LT0+V1arUas2bNQv369WFgYICWLVti165d8vqYmBhIkoR79+7JbYmJiZAkCWlpaYiJicEHH3yAjIwMed8F5yJfcnIyevXqBSsrK5iYmKBt27bYs2ePRh9JkrBlyxaNtpo1a8q/gKSlpUGSJGzcuBHe3t5QqVT48ccfcfv2bQwcOBD169eHkZERXFxcsH79+mLnGwBycnKQmZmp8SAiIqLqiQl8Bfrggw8QHh4uL69ZswYBAQHP3W7YsGG4du0aYmJi8Ouvv2LlypW4ceNGoX5BQUHo1asXTp48iYCAAKjVatSvXx8bN27EmTNnMGPGDPz3v//Fxo0bS9xfZGQkjI2NceTIEcybNw+zZs3C7t27AQBCCPTo0QPXr1/Hjh07EB8fj9atW+ONN97AnTt3ihzP29sbMTEx8vK+fftQq1Yt7Nu3DwAQFxeH7OxsdOjQodC2v/32G+rXr49Zs2YhPT1dI0F/+PAhvvnmG6xduxb79+/H5cuXMWnSJHn94sWLERoaim+++Qb//PMPfH198c477+DChQslHn8+Dw8PLFq0CGZmZvK+nx3/WVlZWejevTv27NmDhIQE+Pr6omfPnrh8+bJW+3rWlClTMHbsWCQlJcHX1xfZ2dlo06YNtm3bhlOnTuHDDz/E0KFDceTIkWLHCAkJgbm5ufywtbUtdRxERESkEILKnZ+fn+jVq5e4efOmMDAwEKmpqSItLU2oVCpx8+ZN0atXL+Hn5yf39/LyEuPGjRNCCJGUlCQAiLi4OHn9hQsXBACxcOFCuQ2AGD9+/HNjGTVqlOjXr1+h2J7dd8eOHTW2adu2rZgyZYoQQojo6GhhZmYmsrOzNfo0atRIrFixosh9/vPPP0KSJHHz5k1x584dUaNGDTFnzhzRv39/IYQQX331lWjfvn2Rxy+EEHZ2dhrHKoQQ4eHhAoC4ePGi3Pb9998LKysreblu3briyy+/LHQso0aNEkII8ddffwkA4u7du/L6hIQEAUCkpqbK+zE3Ny/yuJ6nefPm4ttvv5WXAYjNmzdr9DE3Nxfh4eFCCCFSU1MFALFo0aLnjt29e3fx6aefFrs+OztbZGRkyI8rV64IACIjI6NMx1KUlJQU4enpKTw9PUVKSkq5jUtERERPZWRkaPX5rVdVXxxeBbVq1UKPHj0QGRkpn8muVatWiducO3cOenp6aN26tdzm6OgICwuLQn3d3NwKtS1fvhyrVq3CpUuX8OjRIzx+/BgtW7YscZ8tWrTQWLaxsZHP+MfHxyMrKwuWlpYafR49eoTk5OQix3N2doalpSX27duHGjVqwNXVFe+88w6WLFkC4Gkpi5eXV4kxFcXIyAiNGjUqMs7MzExcu3at0Fn9Dh06lFjuU1YPHjzAzJkzsW3bNly7dg25ubl49OhRmc7AF3wd8/Ly8PXXX+Pnn3/G1atXkZOTg5ycHBgbGxc7hoGBAQwMDEq9byIiIlIeJvAVLCAgAKNHjwYAfP/998/tL4TQur1gQrdx40ZMmDABoaGhcHd3h6mpKebPn19i6QUA1KhRQ2NZkiSo1WoAT+vKbWxsNEpi8hV3MawkSejUqRNiYmKgr68Pb29vODs7Iy8vDydPnsShQ4fKdNvMouIsOC8Fa+aFEHKbjo6O3JavrBeNfvbZZ4iKisI333wDR0dHGBoa4t1338Xjx49LjK+o/RV8HUNDQ7Fw4UIsWrQILi4uMDY2xvjx4zXGJiIiolcXE/gK1q1bNznx8vX1fW7/Zs2aITc3FwkJCWjTpg0A4OLFixoXXhYnNjYWHh4eGDVqlNxW3FlybbVu3RrXr1+Hnp4e7O3ttd7O29sbK1euhL6+PmbNmgVJkuDp6YlvvvkGjx49KrL+PZ++vj7y8vJKFaeZmRnq1q2LAwcOoFOnTnL7oUOH0K5dOwBA7dq1ATy9SDj/F43ExMQy7Ts2Nhb+/v7o06cPgKc18WlpaRp9ateurVHDf+HCBTx8+FCrsXv16oUhQ4YAePol6sKFC3BycnrutkRERFT98SLWCqarq4ukpCQkJSVBV1f3uf2bNWuGrl274sMPP8TRo0eRkJCADz/8EIaGhoXOLhfk6OiIY8eOISoqCufPn8f06dMRFxf3QvF37doV7u7u6N27N6KiopCWloZDhw5h2rRpOHbsWLHbeXt74/Tp0zh58iQ8PT3ltnXr1qF169YwMzMrdlt7e3vs378fV69exa1bt7SO9bPPPsPcuXPx888/49y5c/j888+RmJiIcePGAXg6P7a2tggODsb58+exfft2hIaGFtp3VlYWoqOjcevWrWITbkdHR/z2229ITEzEiRMnMGjQIPlXi3xdunTBd999h+PHj+PYsWMIDAws9CtCcWPv3r0bhw4dQlJSEj766CNcv35d63kgIiKi6o0JfCUwMzMrMWEt6IcffoCVlRU6deqEPn36YOTIkTA1NYVKpSpxu8DAQPTt2xcDBgxA+/btcfv2bY2z8WUhSRJ27NiBTp06ISAgAE2aNMH777+PtLQ0WFlZFbuds7MzatWqBVdXV/nYvby8kJeX99z691mzZiEtLQ2NGjWSz5prY+zYsfj000/x6aefwsXFBbt27cIff/yBxo0bA3hagrN+/XqcPXsWrq6umDt3LubMmaMxhoeHBwIDAzFgwADUrl0b8+bNK3JfCxcuhIWFBTw8PNCzZ0/4+vpqXLcAPC2FsbW1RadOnTBo0CBMmjQJRkZGzz2O6dOno3Xr1vD19YW3tzesra1fur+eS0RERFVHEsUVXdNL499//4WtrS327NmDN954o6rDIQXIzMyEubk5MjIySvXlsSSpqanw8/MD8PTWow4ODuUyLhERET2l7ec3a+BfQnv37kVWVhZcXFyQnp6OyZMnw97eXqO2m4iIiIheTUzgX0JPnjzBf//7X6SkpMDU1BQeHh5Yt26dVvXTRERERFS9MYF/Cfn6+mp1xxoiIiIievXwIlYiIiIiIgVhAk9EWnn2YpryujCWiIiISo8JPBFpJf8v2RZ8TkRERJWLn8JERERERArCBJ6IiIiISEGYwBMRERERKQgTeCIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8EREREZGCMIEnIq2oVKoinxMREVHl0qvqAIhIGVQqFaKiouTnREREVDWYwBORViRJgqGhYVWHQURE9MpjCQ0RERERkYIwgSciIiIiUhAm8ERERERECsIEnoiIiIhIQZjAExEREREpCBN4IiIiIiIF4W0kiUgrarUaGRkZAAADAwNIklTFEREREVUdlUpVZZ+FTOCJSCsZGRno1atXVYdBRET0UoiKiqqyv4/CEhoiIiIiIgXhGXgiKrW8t/IAVVVHQUREVMlyAd2tulUdBRN4IioDPfB/DyIioirCEhoiIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiLQihHhmoeriICIiqjLPfhSKqvswZAJPRFrJycn5v4W8qouDiIioyjzz+afxuVjJmMATERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbw9EIiIiJQs2ZNeTk4OBgtW7assniIiIiIqjsm8NWYv78/JEmSH5aWlujWrRv++eefctvHgAEDcP78+XIbrzgxMTGQJAn37t2r8H0RERERvcyYwFdz3bp1Q3p6OtLT0xEdHQ09PT28/fbb5Ta+oaEh6tSpU27jAcCTJ0/KdTylyMvLg1qtruowiIiI6CXHBL6aMzAwgLW1NaytrdGyZUtMmTIFV65cwc2bN+U+U6ZMQZMmTWBkZISGDRti+vTpGkn0iRMn0LlzZ5iamsLMzAxt2rTBsWPHABQuoSkoLi4OPj4+qFWrFszNzeHl5YXjx49r9JEkCcuXL0evXr1gbGyMOXPmaKxPS0tD586dAQAWFhaQJAn+/v744YcfYGlpWegvofXr1w/Dhg0D8H8lPStWrICtrS2MjIzQv3//Qmfyw8PD4eTkBJVKhWbNmmHp0qUlzuuuXbvQsWNH1KxZE5aWlnj77beRnJwsry/qF4PExERIkoS0tDSNudu2bRuaN28OAwMDXLp0Sas5KygnJweZmZkaDyIiIqqemMC/QrKysrBu3To4OjrC0tJSbjc1NUVERATOnDmDxYsXIywsDAsXLpTXDx48GPXr10dcXBzi4+Px+eefo0aNGlrt8/79+/Dz80NsbCz+/vtvNG7cGN27d8f9+/c1+gUFBaFXr144efIkAgICNNbZ2tri119/BQCcO3cO6enpWLx4Mfr374+8vDz88ccfct9bt25h27Zt+OCDD+S2ixcvYuPGjdi6dSt27dqFxMREfPLJJ/L6sLAwfPHFF/jyyy+RlJSEr776CtOnT0dkZGSxx/XgwQNMnDgRcXFxiI6Oho6ODvr06VPqM+gPHz5ESEgIVq1ahdOnT6NOnTpaz9mzQkJCYG5uLj9sbW1LFQcREREph15VB0AVa9u2bTAxMQHwNOm0sbHBtm3boKPzf9/dpk2bJj+3t7fHp59+ip9//hmTJ08GAFy+fBmfffYZmjVrBgBo3Lix1vvv0qWLxvKKFStgYWGBffv2aZTyDBo0qFDink9XVxevvfYaAKBOnToaZ/wHDRqE8PBw9O/fHwCwbt061K9fH97e3nKf7OxsREZGon79+gCAb7/9Fj169EBoaCisra0xe/ZshIaGom/fvgAABwcHnDlzBitWrICfn1+RMfXr109jefXq1ahTpw7OnDkDZ2dnLWbmqSdPnmDp0qVwdXWV27Sds2dNnToVEydOlJczMzOZxBMREVVTPANfzXXu3BmJiYlITEzEkSNH8Oabb+Ktt97CpUuX5D6//PILOnbsCGtra5iYmGD69Om4fPmyvH7ixIkYMWIEunbtiq+//lqjVOR5bty4gcDAQDRp0kQ+O5yVlaUxPgC4ubnJz9966y2YmJjAxMQE//nPf0ocf+TIkfjzzz9x9epVAE9LYfIv3s3XoEEDOXkHAHd3d6jVapw7dw43b97ElStXMHz4cHmfJiYmmDNnTonHmZycjEGDBqFhw4YwMzODg4MDABQ6rufR19dHixYtNNq0nbNnGRgYwMzMTONBRERE1RPPwFdzxsbGcHR0lJfbtGkDc3NzhIWFYc6cOfj777/x/vvvY+bMmfD19YW5uTk2bNiA0NBQeZvg4GAMGjQI27dvx86dOxEUFIQNGzagT58+z92/v78/bt68iUWLFsHOzg4GBgZwd3fH48ePC8WZb9WqVXj06BEAPLdUp1WrVnB1dcUPP/wAX19fnDx5Elu3bi1xm/zkXpIkueQlLCwM7du31+inq6tb7Bg9e/aEra0twsLCULduXajVajg7O8vHlf8LhxBC3qaoi3MNDQ01vmwA2s8ZERERvZqYwL9iJEmCjo6OnCAfPHgQdnZ2+OKLL+Q+z56dz9ekSRM0adIEEyZMwMCBAxEeHq5VAh8bG4ulS5eie/fuAIArV67g1q1bJW5Tr169Qm36+voAnt6ppaARI0Zg4cKFuHr1Krp27VqodOTy5cu4du0a6tatCwA4fPgwdHR00KRJE1hZWaFevXpISUnB4MGDn3s8AHD79m0kJSVhxYoV8PT0BAAcOHBAo0/t2rUBAOnp6bCwsADw9CJWbZRlzoiIiOjVwRKaai4nJwfXr1/H9evXkZSUhDFjxiArKws9e/YEADg6OuLy5cvYsGEDkpOTsWTJEmzevFne/tGjRxg9ejRiYmJw6dIlHDx4EHFxcXByctJq/46Ojli7di2SkpJw5MgRDB48GIaGhqU+Djs7O0iShG3btuHmzZvIysqS1w0ePBhXr15FWFhYkXX0KpUKfn5+OHHiBGJjYzF27Fi89957sLa2BvD0F4aQkBAsXrwY58+fx8mTJxEeHo4FCxYUGYuFhQUsLS2xcuVKXLx4EXv37tWoP88/bltbWwQHB+P8+fPYvn27xq8aJSmvOSMiIqLqiQl8Nbdr1y7Y2NjAxsYG7du3R1xcHDZt2iRf5NmrVy9MmDABo0ePRsuWLXHo0CFMnz5d3l5XVxe3b9/GsGHD0KRJE7z33nt46623MHPmTK32v2bNGty9exetWrXC0KFDMXbs2DLdN75evXqYOXMmPv/8c1hZWWH06NHyOjMzM/Tr1w8mJibo3bt3oW0dHR3Rt29fdO/eHW+++SacnZ01bhM5YsQIrFq1ChEREXBxcYGXlxciIiLkuvaCdHR0sGHDBsTHx8PZ2RkTJkzA/PnzNfrUqFED69evx9mzZ+Hq6oq5c+cWuj1mccprzoiIiKh6ksSzRbpECuXj4wMnJycsWbJEoz04OBhbtmzRunylusjMzIS5uTkyMjLK7YLW9PR0DBgwAACQ91YeYFIuwxIRESlHNqC79ek1cr///rtcJltetP38Zg08KdqdO3fw559/Yu/evfjuu++qOhwiIiKiCscEnhStdevWuHv3LubOnYumTZtWdThEREREFY4JPClaWlpaieuDg4MRHBxcKbEQERERVQZexEpEREREpCBM4IlIKwYGBv+3UPzfuCIiIqq+nvn80/hcrGRM4IlIKxp/MVYqvh8REVG19exHoVR1H4ZM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhB+IeciKj0cv//g4iI6FXyknz2MYEnolLT3ckbwRMREVUVltAQERERESkIz8ATkVbMzc3x+++/A3j61+eq8g9YEBERVTWVSlVl+2YCT0Ra0dHRgYWFRVWHQURE9MpjCQ0RERERkYIwgSciIiIiUhAm8ERERERECsIEnoiIiIhIQZjAExEREREpCBN4IiIiIiIF4W0kiUgrQghkZ2cDeHrvW94HnoiIqGrwDDwRaSU7Oxu+vr7w9fWVE3kiIiKqfEzgiUgrzybtTOCJiIiqDhN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgSciIiIiUhAm8EREREREClKmBD43Nxd79uzBihUrcP/+fQDAtWvXkJWVVa7BERERERGRplL/JdZLly6hW7duuHz5MnJycuDj4wNTU1PMmzcP2dnZWL58eUXESURVTK1WF/mciIiIKlepz8CPGzcObm5uuHv3LgwNDeX2Pn36IDo6ulyDI6KXR2ZmZpHPiYiIqHKV+gz8gQMHcPDgQejr62u029nZ4erVq+UWGBERERERFVbqM/BqtRp5eXmF2v/991+YmpqWS1BERERERFS0UifwPj4+WLRokbwsSRKysrIQFBSE7t27l2dsRERERERUQKlLaBYuXIjOnTujefPmyM7OxqBBg3DhwgXUqlUL69evr4gYiYiIiIjo/yt1Al+3bl0kJiZi/fr1OH78ONRqNYYPH47BgwdrXNRKRERERETlr9QJPAAYGhoiICAAAQEB5R0PERERERGVoEx/yOncuXMYPXo03njjDXTt2hWjR4/G2bNnyzu2l1JMTAwkScK9e/cAABEREahZs2aZxwsODkbLli3LJbbS8vb2xvjx40u1jSRJ2LJlS5XH8aJe9HUrjYLvGSIiIqIXUeoE/pdffoGzszPi4+Ph6uqKFi1a4Pjx43BxccGmTZtKNdaNGzfw0UcfoUGDBjAwMIC1tTV8fX1x+PDh0oZVZQYMGIDz589XdRhl8ttvv2H27NlVHUaVxFGZr5uHhwfS09Nhbm5eKfsjIiKi6q3UJTSTJ0/G1KlTMWvWLI32oKAgTJkyBf3799d6rH79+uHJkyeIjIxEw4YN8b///Q/R0dG4c+dOacMqlcePHxe6j31ZGRoaKrb2/7XXXqvqEABUTRzl8bpp+z7S19eHtbX1C+2LiIiIKF+pz8Bfv34dw4YNK9Q+ZMgQXL9+Xetx7t27hwMHDmDu3Lno3Lkz7Ozs0K5dO0ydOhU9evSQ+0mShGXLluGtt96CoaEhHBwcCp3pP3nyJLp06QJDQ0NYWlriww8/RFZWlrze398fvXv3RkhICOrWrYsmTZoAAH788Ue4ubnB1NQU1tbWGDRoEG7cuKEx9o4dO9CkSRMYGhqic+fOSEtL01hfVCnGH3/8ATc3N6hUKtSqVQt9+/Z97nysXbsW9vb2MDc3x/vvv4/79+/L64QQmDdvHho2bAhDQ0O4urril19+kdfnl2hERUWhVatWMDQ0RJcuXXDjxg3s3LkTTk5OMDMzw8CBA/Hw4UN5u4KlK/b29pg9ezYGDRoEExMT1K1bF99++22JcV+9ehUDBgyAhYUFLC0t0atXL405ys3NxdixY1GzZk1YWlpiypQp8PPzQ+/evYuNIycnB5MnT4atrS0MDAzQuHFjrF69utgY7O3tMWfOHAwbNgwmJiaws7PD77//jps3b6JXr14wMTGBi4sLjh07Jm9T1Os2Z84c1KlTB6amphgxYgQ+//xzjfKmsr6Piiu7ioqKgpOTE0xMTNCtWzekp6drxBMeHg4nJyeoVCo0a9YMS5cuLfG1ICIioldDqRN4b29vxMbGFmo/cOAAPD09tR7HxMQEJiYm2LJlC3JyckrsO336dPTr1w8nTpzAkCFDMHDgQCQlJQEAHj58iG7dusHCwgJxcXHYtGkT9uzZg9GjR2uMER0djaSkJOzevRvbtm0D8PQM6uzZs3HixAls2bIFqamp8Pf3l7e5cuUK+vbti+7duyMxMVFO6kqyfft29O3bFz169EBCQgKio6Ph5uZW4jbJycnYsmULtm3bhm3btmHfvn34+uuv5fXTpk1DeHg4li1bhtOnT2PChAkYMmQI9u3bpzFOcHAwvvvuOxw6dAhXrlzBe++9h0WLFuGnn37C9u3bsXv37ucm5PPnz5fLoqZOnYoJEyZg9+7dRfZ9+PAhOnfuDBMTE+zfvx8HDhyQk9HHjx8DAObOnYt169YhPDwcBw8eRGZm5nNr6IcNG4YNGzZgyZIlSEpKwvLly2FiYlLiNgsXLkSHDh2QkJCAHj16YOjQoRg2bBiGDBmC48ePw9HREcOGDYMQosjt161bhy+//BJz585FfHw8GjRogGXLlhXqV5b3UXFz980332Dt2rXYv38/Ll++jEmTJsnrw8LC8MUXX+DLL79EUlISvvrqK0yfPh2RkZFFjpeTk4PMzEyNBxEREVVTopSWLVsmateuLT755BOxdu1asXbtWvHJJ5+IOnXqiGXLlonff/9dfjzPL7/8IiwsLIRKpRIeHh5i6tSp4sSJExp9AIjAwECNtvbt24uPP/5YCCHEypUrhYWFhcjKypLXb9++Xejo6Ijr168LIYTw8/MTVlZWIicnp8R4jh49KgCI+/fvCyGEmDp1qnBychJqtVruM2XKFAFA3L17VwghRHh4uDA3N5fXu7u7i8GDBz/32PMFBQUJIyMjkZmZKbd99tlnon379kIIIbKysoRKpRKHDh3S2G748OFi4MCBQggh/vrrLwFA7NmzR14fEhIiAIjk5GS57aOPPhK+vr7yspeXlxg3bpy8bGdnJ7p166axnwEDBoi33npLXgYgNm/eLIQQYvXq1aJp06Ya85OTkyMMDQ1FVFSUEEIIKysrMX/+fHl9bm6uaNCggejVq1eRcZw7d04AELt37y5+0gqws7MTQ4YMkZfT09MFADF9+nS57fDhwwKASE9PF0IUft3at28vPvnkE41xO3ToIFxdXeXlsr6P8l+fZ98zAMTFixflbb7//nthZWUlL9va2oqffvpJY9zZs2cLd3f3IvcZFBQkABR6ZGRklBhraaSkpAhPT0/h6ekpUlJSym1cIiIieiojI0Orz+9S18CPGjUKALB06dJCP+nnrwOelr7k5eWVOFa/fv3Qo0cPxMbG4vDhw9i1axfmzZuHVatWaZzBdHd319jO3d0diYmJAICkpCS4urrC2NhYXt+hQweo1WqcO3cOVlZWAAAXF5dC9coJCQkIDg5GYmIi7ty5A7VaDQC4fPkymjdvjqSkJLz++uuQJKnYWApKTEzEyJEjS+xTkL29PUxNTeVlGxsbuQTjzJkzyM7Oho+Pj8Y2jx8/RqtWrTTaWrRoIT+3srKCkZERGjZsqNF29OjREmMpaq6f/cu7z4qPj8fFixc1YgeA7OxsJCcnIyMjA//73//Qrl07eZ2uri7atGkjz3VBiYmJ0NXVhZeXV4lxFlTw2IGnr3nBths3bhRZj37u3DmN9y8AtGvXDnv37tVoK8v7qChGRkZo1KiRvPzsa37z5k1cuXIFw4cP13gv5ebmFnsh7NSpUzFx4kR5OTMzE7a2tkX2JSIiImUrdQJfXOJVViqVCj4+PvDx8cGMGTMwYsQIBAUFPbcEIT+pFkJoJNhF9QGgkeADwIMHD/Dmm2/izTffxI8//ojatWvj8uXL8PX1lcs/RDHlFiUpy4WRNWrUKBR3/jzn/7t9+3bUq1dPo5+BgUGx40iSVOK4pVHc/KrVarRp0wbr1q0rtK527drFbl/SvJb1wtKCx15cW0nHr02cZXkfPS/e/H3n7y8/xrCwMLRv316jn66ubpHjGRgYFHo/EBERUfVU6hr41NTUiohD1rx5czx48ECj7e+//y603KxZM7l/YmKixjYHDx6Ejo6OfJFhUc6ePYtbt27h66+/hqenJ5o1a1boAtbmzZsXue+StGjRAtHR0SX2KY3mzZvDwMAAly9fhqOjo8ajIs6wljTXBbVu3RoXLlxAnTp1CsVmbm4Oc3PzQmf98/LykJCQUOz+XVxcoFarC9X3V7SmTZsW+nXi2Ytei6PN+6i0rKysUK9ePaSkpBSaVwcHhxcam4iIiJSv1Am8o6MjOnfujB9//BHZ2dll3vHt27fRpUsX/Pjjj/jnn3+QmpqKTZs2Yd68eejVq5dG302bNmHNmjU4f/48goKCcPToUfki1cGDB0OlUsHPzw+nTp3CX3/9hTFjxmDo0KFy2URRGjRoAH19fXz77bdISUnBH3/8Uehe5IGBgUhOTsbEiRNx7tw5/PTTT4iIiCjxuIKCgrB+/XoEBQUhKSkJJ0+exLx588o2SQBMTU0xadIkTJgwAZGRkUhOTkZCQgK+//77Yi9ofBEHDx7EvHnzcP78eXz//ffYtGkTxo0bV2TfwYMHo1atWujVqxdiY2ORmpqKffv2Ydy4cfj3338BAGPGjEFISAh+//13nDt3DuPGjcPdu3eLPatvb28PPz8/BAQEyBeExsTEYOPGjeV+rM8aM2YMVq9ejcjISFy4cAFz5szBP//8U2yc+bR5H5VFcHAwQkJCsHjxYpw/fx4nT55EeHg4FixY8MJjExERkbKVOoE/ceIEWrVqhU8//RTW1tb46KOPnltXXRQTExO0b98eCxcuRKdOneDs7Izp06dj5MiR+O677zT6zpw5Exs2bECLFi0QGRmJdevWybXFRkZGiIqKwp07d9C2bVu8++67eOONNwqNUVDt2rURERGBTZs2oXnz5vj666/xzTffaPRp0KABfv31V2zduhWurq5Yvnw5vvrqqxLH9fb2xqZNm/DHH3+gZcuW6NKlC44cOVLq+XnW7NmzMWPGDISEhMDJyQm+vr7YunVrhZyN/fTTTxEfH49WrVph9uzZCA0Nha+vb5F9jYyMsH//fjRo0AB9+/aFk5MTAgIC8OjRI5iZmQEApkyZgoEDB2LYsGFwd3eHiYkJfH19oVKpio1h2bJlePfddzFq1Cg0a9YMI0eOLPSrTHkbPHgwpk6dikmTJqF169bynWRKihPQ7n1UFiNGjMCqVasQEREBFxcXeHl5ISIigmfgiYiICJIoS6E3nl5Qt3XrVkRERGDnzp1o3Lgxhg8fjqFDh2rUP79wgJKEzZs3a9w3nCqGvb09xo8fr3FP9vKmVqvh5OSE995776X4K7Al8fHxgbW1NdauXVvVoZRaZmYmzM3NkZGRIX+ZelGpqanw8/MDAERGRvLLBBERUTnT9vO71Gfg8+np6aFPnz7YuHEj5s6di+TkZEyaNAn169fHsGHDCv1RGno1Xbp0CWFhYXIZyMcff4zU1FQMGjSoqkPT8PDhQyxYsACnT5/G2bNnERQUhD179sgJKxEREdHLoswJ/LFjxzBq1CjY2NhgwYIFmDRpEpKTk7F3715cvXq1UB07vZp0dHQQERGBtm3bokOHDjh58iT27NkDJyenqg5NgyRJ2LFjBzw9PdGmTRts3boVv/76K7p27VrVoRERERFp0Po2kgEBAVi8eDHCwsIQHh6Oc+fOoXv37vjhhx/QvXt36Og8/S7g4OCAFStWFHvnktIqY4UPlUFaWlq5j2lra4uDBw+W+7jlzdDQEHv27KnqMIiIiIieS+sz8JGRkXj06BGWLVuGQYMG4fLly9iyZQvefvttOXnP16BBA6xevbrcgyUiIiIietVpfQY+/0z4hQsXnttXX1+ftcNE1cyzF9OU14WxREREVHqlqoF/3j2xiaj6evaXtoK/uhEREVHl0foMPAA0adLkuUn8nTt3XiggIiIiIiIqXqkS+JkzZ8Lc3LyiYiEiIiIioucoVQL//vvvo06dOhUVCxERERERPYfWhaysfyciIiIiqnpaJ/C8HzsRERERUdXTuoRGrVZXZBxERERERKQF3guOiIiIiEhBmMATERERESkIE3gi0opKpSryOREREVWuUt1GkoheXSqVClFRUfJzIiIiqhpM4IlIK5IkwdDQsKrDICIieuWxhIaIiIiISEGYwBMRERERKQgTeCIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8EREREZGC8DaSRKQVIQSys7MBPL0PvCRJVRwRERHRq4ln4IlIK9nZ2fD19YWvr6+cyBMREVHlYwJPRFp5NmlnAk9ERFR1mMATERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiLSiVquLfE5ERESViwk8EWklMzOzyOdERERUuZjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgSciIiIiUhAm8M+wt7fHokWL5GVJkrBlyxYAQFpaGiRJQmJiotbj+fv7o3fv3sWuj4iIQM2aNcsU64t6XmxFKTg/VRXHi4qJiYEkSbh3716F76ss7xsiIiKikuhVdQDF8ff3R2RkZKH2CxcuwNHRsUL2GRcXB2Nj4yLX2draIj09HbVq1aqQfVe2xYsXQwhR1WFUSRweHh5IT0+Hubl5he+rur1viIiIqOq9tAk8AHTr1g3h4eEabbVr166w/ZU0tq6uLqytrSts35WtMpJXbVRFHPr6+i/8Wj558gQ1atR4br/q9r4hIiKiqvdSl9AYGBjA2tpa46Grq4sFCxbAxcUFxsbGsLW1xahRo5CVlSVvl1+asm3bNjRt2hRGRkZ499138eDBA0RGRsLe3h4WFhYYM2YM8vLy5O1KKhEpWAqRl5eH4cOHw8HBAYaGhmjatCkWL15cpuOMioqCk5MTTExM0K1bN6Snp2usDw8Ph5OTE1QqFZo1a4alS5cWimvjxo3w9PSEoaEh2rZti/PnzyMuLg5ubm7yuDdv3pS3K1i64u3tjdGjR2P06NGoWbMmLC0tMW3atBLPjmdkZODDDz9EnTp1YGZmhi5duuDEiRMafebMmYM6derA1NQUI0aMwOeff46WLVsWG4darcbcuXPh6OgIAwMDNGjQAF9++WWxMXh7e2PMmDEYP348LCwsYGVlhZUrV+LBgwf44IMPYGpqikaNGmHnzp3yNkWV0ISFhcHW1hZGRkbo06cPFixYoFHeFBwcjJYtW2LNmjVo2LAhDAwMIITArl270LFjR3nO3n77bSQnJxd6ffLfN/n7jo6OhpubG4yMjODh4YFz585pHNfWrVvRpk0bqFQqNGzYEDNnzkRubm6x80BERESvjpc6gS+Ojo4OlixZglOnTiEyMhJ79+7F5MmTNfo8fPgQS5YswYYNG7Br1y7ExMSgb9++2LFjB3bs2IG1a9di5cqV+OWXX8oUg1qtRv369bFx40acOXMGM2bMwH//+19s3LixVOM8fPgQ33zzDdauXYv9+/fj8uXLmDRpkrw+LCwMX3zxBb788kskJSXhq6++wvTp0wuVFwUFBWHatGk4fvw49PT0MHDgQEyePBmLFy9GbGwskpOTMWPGjBJjiYyMhJ6eHo4cOYIlS5Zg4cKFWLVqVZF9hRDo0aMHrl+/jh07diA+Ph6tW7fGG2+8gTt37gAA1q1bhy+//BJz585FfHw8GjRogGXLlpUYw9SpUzF37lxMnz4dZ86cwU8//QQrK6vnxl2rVi0cPXoUY8aMwccff4z+/fvDw8MDx48fh6+vL4YOHYqHDx8Wuf3BgwcRGBiIcePGITExET4+PkV+abh48SI2btyIX3/9VU7IHzx4gIkTJyIuLg7R0dHQ0dFBnz59oFarS4z5iy++QGhoKI4dOwY9PT0EBATI66KiojBkyBCMHTsWZ86cwYoVKxAREVHiF5mcnBxkZmZqPIiIiKiaEi8pPz8/oaurK4yNjeXHu+++W2TfjRs3CktLS3k5PDxcABAXL16U2z766CNhZGQk7t+/L7f5+vqKjz76SF62s7MTCxculJcBiM2bNwshhEhNTRUAREJCQrExjxo1SvTr10/jGHr16lVs/6Li/P7774WVlZW8bGtrK3766SeN7WbPni3c3d014lq1apW8fv369QKAiI6OlttCQkJE06ZNi43Ny8tLODk5CbVaLbdNmTJFODk5ycvPzk90dLQwMzMT2dnZGrE1atRIrFixQgghRPv27cUnn3yisb5Dhw7C1dW1yDgyMzOFgYGBCAsLKzxZxfDy8hIdO3aUl3Nzc4WxsbEYOnSo3Jaeni4AiMOHDwshhPjrr78EAHH37l0hhBADBgwQPXr00Bh38ODBwtzcXF4OCgoSNWrUEDdu3Cgxnhs3bggA4uTJk0KIwu+b/H3v2bNH3mb79u0CgHj06JEQQghPT0/x1VdfaYy7du1aYWNjU+x+g4KCBIBCj4yMjBLjLY2UlBTh6ekpPD09RUpKSrmNS0RERE9lZGRo9fn9Up+B79y5MxITE+XHkiVLAAB//fUXfHx8UK9ePZiammLYsGG4ffs2Hjx4IG9rZGSERo0ayctWVlawt7eHiYmJRtuNGzfKHN/y5cvh5uaG2rVrw8TEBGFhYbh8+XKpxigYp42NjRzTzZs3ceXKFQwfPhwmJibyY86cORplGgDQokULjeMCABcXF4225x3r66+/DkmS5GV3d3dcuHBBo8woX3x8PLKysmBpaakRW2pqqhzbuXPn0K5dO43tCi4/KykpCTk5OXjjjTdKjLOgZ49dV1cXlpaWhY4dQLHHr22cdnZ2ha6TSE5OxqBBg9CwYUOYmZnBwcEBAJ77Png2ZhsbG4344uPjMWvWLI15HTlyJNLT04v9FWHq1KnIyMiQH1euXClx/0RERKRcL/VFrMbGxoXuOHPp0iV0794dgYGBmD17Nl577TUcOHAAw4cPx5MnT+R+BS8wlCSpyLbnlToUZ+PGjZgwYQJCQ0Ph7u4OU1NTzJ8/H0eOHCnVOEXFJP5/3Xl+bGFhYWjfvr1GP11d3WLHyU/CC7aV9ViLolarYWNjg5iYmELrnq0df/YLAYASa+oNDQ3LFMvzXuv8GIo7fiGEVnEWdYeinj17wtbWFmFhYahbty7UajWcnZ3x+PFjrWMuGJ9arcbMmTPRt2/fQtupVKoixzMwMICBgUGJ+yQiIqLq4aVO4Ity7Ngx5ObmIjQ0FDo6T39AKG3deXmIjY2Fh4cHRo0aJbcVPCv+oqysrFCvXj2kpKRg8ODB5Tp2Uf7+++9Cy40bNy70ZQEAWrdujevXr0NPTw/29vZFjte0aVMcPXoUQ4cOlduOHTtW7P4bN24MQ0NDREdHY8SIEWU7iDJo1qwZjh49qtFWUpz5bt++jaSkJKxYsQKenp4AgAMHDrxwPK1bt8a5c+cq7HapREREpGyKS+AbNWqE3NxcfPvtt+jZsycOHjyI5cuXV3ocjo6O+OGHHxAVFQUHBwesXbsWcXFxcglFeQkODsbYsWNhZmaGt956Czk5OTh27Bju3r2LiRMnluu+rly5gokTJ+Kjjz7C8ePH8e233yI0NLTIvl27doW7uzt69+6NuXPnomnTprh27Rp27NiB3r17w83NDWPGjMHIkSPh5uYGDw8P/Pzzz/jnn3/QsGHDIsdUqVSYMmUKJk+eDH19fXTo0AE3b97E6dOnMXz48HI91meNGTMGnTp1woIFC9CzZ0/s3bsXO3fuLHRWviALCwtYWlpi5cqVsLGxweXLl/H555+/cDwzZszA22+/DVtbW/Tv3x86Ojr4559/cPLkScyZM+eFxyciIiJle6lr4IvSsmVLLFiwAHPnzoWzszPWrVuHkJCQSo8jMDAQffv2xYABA9C+fXvcvn1b42x8eRkxYgRWrVqFiIgIuLi4wMvLCxEREeX+RQEAhg0bhkePHqFdu3b45JNPMGbMGHz44YdF9pUkCTt27ECnTp0QEBCAJk2a4P3330daWppccz548GBMnToVkyZNQuvWrZGamgp/f/9iy0AAYPr06fj0008xY8YMODk5YcCAAS90nYI2OnTogOXLl2PBggVwdXXFrl27MGHChBLjBJ7eDWnDhg2Ij4+Hs7MzJkyYgPnz579wPL6+vti2bRt2796Ntm3b4vXXX8eCBQtgZ2f3wmMTERGR8kmipKJkemV4e3ujZcuWxd4Hv7z4+PjA2toaa9eurdD9vKiRI0fi7NmziI2NrepQyiQzMxPm5ubIyMiAmZlZuYyZmpoKPz8/AE9v3VkRXyKJiIheZdp+fiuuhIaU4+HDh1i+fDl8fX2hq6uL9evXY8+ePdi9e3dVh1bIN998Ax8fHxgbG2Pnzp2IjIzU+INZRERERC8LJvBUYfLLbObMmYOcnBw0bdoUv/76K7p27VrVoRVy9OhRzJs3D/fv30fDhg2xZMmSSr2QloiIiEhbTOAJAIq8HeSLMjQ0xJ49e8p93IpQFXcyIiIiIioLxV3ESkRERET0KmMCT0RaefZimvK6MJaIiIhKjwk8EWkl/w+nFXxORERElYufwkRERERECsIEnoiIiIhIQZjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgSciIiIiUhAm8ESkFZVKVeRzIiIiqlx6VR0AESmDSqVCVFSU/JyIiIiqBhN4ItKKJEkwNDSs6jCIiIheeSyhISIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3giIiIiIgXhXWiISCtCCGRnZwN4ehtJSZKqOCIiIqJXE8/AE5FWsrOz4evrC19fXzmRJyIiosrHBJ6ItPJs0s4EnoiIqOowgSciIiIiUhAm8ERERERECsIEnoiIiIhIQZjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgScirajV6iKfExERUeViAk9EWsnMzCzyOREREVUuJvBERERERArCBJ6IiIiISEGYwBMRERERKQgTeCIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8UQWJiIhAzZo1qzoMIiIiqmaYwBM9x5UrVzB8+HDUrVsX+vr6sLOzw7hx43D79m25j729PRYtWlR1QRIREdErgwk8UQlSUlLg5uaG8+fPY/369bh48SKWL1+O6OhouLu7486dO5Ue05MnTyp9n0RERPTyYAJPVIJPPvkE+vr6+PPPP+Hl5YUGDRrgrbfewp49e3D16lV88cUX8Pb2xqVLlzBhwgRIkgRJkjTGiIqKgpOTE0xMTNCtWzekp6drrA8PD4eTkxNUKhWaNWuGpUuXyuvS0tIgSRI2btwIb29vqFQq/Pjjj5Vy7ERERPRy0qvqAIheVnfu3EFUVBS+/PJLGBoaaqyztrbG4MGD8fPPP+PChQto2bIlPvzwQ4wcOVKj38OHD/HNN99g7dq10NHRwZAhQzBp0iSsW7cOABAWFoagoCB89913aNWqFRISEjBy5EgYGxvDz89PHmfKlCkIDQ1FeHg4DAwMCsWak5ODnJwceTkzM7M8p4KIiIheIkzgiYpx4cIFCCHg5ORU5HonJyfcvXsXeXl50NXVhampKaytrTX6PHnyBMuXL0ejRo0AAKNHj8asWbPk9bNnz0ZoaCj69u0LAHBwcMCZM2ewYsUKjQR+/Pjxcp+ihISEYObMmWU+ViIiIlIOltAQlZEQAgAKlcw8y8jISE7eAcDGxgY3btwAANy8eVO+QNbExER+zJkzB8nJyRrjuLm5lRjL1KlTkZGRIT+uXLlS1sMiIiKilxzPwBMVw9HREZIk4cyZM+jdu3eh9WfPnoWFhQVq1apV7Bg1atTQWJYkSU781Wo1gKdlNO3bt9fop6urq7FsbGxcYqwGBgZFltYQERFR9cMz8ETFsLS0hI+PD5YuXYpHjx5prLt+/TrWrVuHAQMGQJIk6OvrIy8vr1TjW1lZoV69ekhJSYGjo6PGw8HBoTwPhYiIiKoRJvBEJfjuu++Qk5MDX19f7N+/H1euXMGuXbvg4+ODevXq4csvvwTw9D7w+/fvx9WrV3Hr1i2txw8ODkZISAgWL16M8+fP4+TJkwgPD8eCBQsq6pCIiIhI4ZjAE5WgcePGOHbsGBo1aoQBAwagUaNG+PDDD9G5c2ccPnwYr732GgBg1qxZSEtLQ6NGjVC7dm2txx8xYgRWrVqFiIgIuLi4wMvLCxERETwDT0RERMWSRH5BLhFVG5mZmTA3N0dGRgbMzMzKZczU1FT5zjiRkZH8kkFERFTOtP385hl4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgScirTx7MU15XRhLREREpccEnoi0oqOjU+RzIiIiqlz8FCYiIiIiUhAm8ERERERECsIEnoiIiIhIQZjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRERERkYIwgScirahUqiKfExERUeXSq+oAiEgZVCoVoqKi5OdERERUNZjAE5FWJEmCoaFhVYdBRET0ymMJDRERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkI70JDRFoRQiA7OxvA09tISpJUxRERERG9mngGnoi0kp2dDV9fX/j6+sqJPBEREVU+JvBEpJVnk3Ym8ERERFWHCTwRERERkYIwgSciIiIiUhAm8ERERERECsIEnoiIiIhIQZjAExEREREpCBN4IiIiIiIFYQJPRERERKQgTOCJiIiIiBSECTwRaUWtVhf5nIiIiCoXE3gi0kpmZmaRz4mIiKhyMYEnIiIiIlIQJvBERERERArCBJ6IiIiISEGYwBMRERERKQgTeCIiIiIiBWECT0RERESkINU6gU9LS4MkSUhMTCy3MSVJwpYtW8ptvJdJTEwMJEnCvXv3Suxnb2+PRYsWVUpMFSU4OBgtW7aslH1FRESgZs2albIvIiIiqv6qNIGXJKnEh7+//wuNb2tri/T0dDg7O5dPwNWch4cH0tPTYW5uDqDqE8+K/KIwadIkREdHV8jYBQ0YMADnz5+vlH0RERFR9adXlTtPT0+Xn//888+YMWMGzp07J7cZGhq+0Pi6urqwtrZ+oTFeBnl5eZAkCTo6Fft9S19fv1rMlzZMTExgYmLyQmM8fvwY+vr6z+1naGj4wu9lIiIionxVegbe2tpafpibm0OSJFhbW8PKygodO3ZEWFiYRv9Tp05BR0cHycnJAJ6ewV+2bBneeustGBoawsHBAZs2bZL7F1VCc/r0afTo0QNmZmYwNTWFp6enPF5cXBx8fHxQq1YtmJubw8vLC8ePHy/VMe3atQsdO3ZEzZo1YWlpibffflseHyi6TCUxMRGSJCEtLQ3A/5353rZtG5o3bw4DAwNcunSp1PGdPHkSOjo6uHXrFgDg7t270NHRQf/+/eU+ISEhcHd3LxRbTEwMPvjgA2RkZMi/iAQHB8vbPXz4EAEBATA1NUWDBg2wcuXKQvvu0qULDA0NYWlpiQ8//BBZWVnyem9vb4wfP15jm969e8u/unh7e+PSpUuYMGGCvP/iSJKEFStW4O2334aRkRGcnJxw+PBhXLx4Ed7e3jA2Noa7u7vG61CwhCY3Nxdjx46VX7cpU6bAz88PvXv31oh59OjRmDhxImrVqgUfHx8AwIIFC+Di4gJjY2PY2tpi1KhRGsda8JeM/H2vXbsW9vb2MDc3x/vvv4/79+/LfYQQmDdvHho2bAhDQ0O4urril19+KXYOcnJykJmZqfEgIiKi6umlrIGXJAkBAQEIDw/XaF+zZg08PT3RqFEjuW369Ono168fTpw4gSFDhmDgwIFISkoqctyrV6+iU6dOUKlU2Lt3L+Lj4xEQEIDc3FwAwP379+Hn54fY2Fj8/fffaNy4Mbp3766RWD3PgwcPMHHiRMTFxSE6Oho6Ojro06cP1Gp1qebg4cOHCAkJwapVq3D69GnUqVOn1PE5OzvD0tIS+/btAwDs378flpaW2L9/v9wnJiYGXl5ehbb18PDAokWLYGZmhvT0dKSnp2PSpEny+tDQULi5uSEhIQGjRo3Cxx9/jLNnz8qxd+vWDRYWFoiLi8OmTZuwZ88ejB49Wuvj/+2331C/fn3MmjVL3n9JZs+ejWHDhiExMRHNmjXDoEGD8NFHH2Hq1Kk4duwYAJS4/7lz52LdunUIDw/HwYMHkZmZWeS1DpGRkdDT08PBgwexYsUKAICOjg6WLFmCU6dOITIyEnv37sXkyZNLjDc5ORlbtmzBtm3bsG3bNuzbtw9ff/21vH7atGkIDw/HsmXLcPr0aUyYMAFDhgyRX8uCQkJCYG5uLj9sbW1L3D8REREpmHhJhIeHC3Nzc3n52rVrQldXVxw5ckQIIcTjx49F7dq1RUREhNwHgAgMDNQYp3379uLjjz8WQgiRmpoqAIiEhAQhhBBTp04VDg4O4vHjx1rFlJubK0xNTcXWrVs19rl582atj+vGjRsCgDh58qQQQoi//vpLABB3796V+yQkJAgAIjU1VQjxdC4AiMTExFLHV1Dfvn3F6NGjhRBCjB8/Xnz66aeiVq1a4vTp0+LJkyfCxMRE7Ny5s8jYCr4m+ezs7MSQIUPkZbVaLerUqSOWLVsmhBBi5cqVwsLCQmRlZcl9tm/fLnR0dMT169eFEEJ4eXmJcePGaYzbq1cv4efnp7GfhQsXljgHQjx9TaZNmyYvHz58WAAQq1evltvWr18vVCqVvBwUFCRcXV3lZSsrKzF//nx5OTc3VzRo0ED06tVLbvPy8hItW7Z8bjwbN24UlpaW8nLBeQwKChJGRkYiMzNTbvvss89E+/bthRBCZGVlCZVKJQ4dOqQx7vDhw8XAgQOL3Gd2drbIyMiQH1euXBEAREZGxnPj1VZKSorw9PQUnp6eIiUlpdzGJSIioqcyMjK0+vx+Kc/AA4CNjQ169OiBNWvWAAC2bduG7OxsjfIPAHL5x7PLxZ2BT0xMhKenJ2rUqFHk+hs3biAwMBBNmjSRz2RmZWXh8uXLWsednJyMQYMGoWHDhjAzM4ODgwMAlGoM4Gk9eosWLV44Pm9vb8TExAAA9u3bh86dO6NTp07Yt28f4uLi8OjRI3To0KFUsQHQiC2/9OnGjRsAgKSkJLi6usLY2Fju06FDB6jVao1rHMrTs/FYWVkBAFxcXDTasrOziywtycjIwP/+9z+0a9dObtPV1UWbNm0K9XVzcyvU9tdff8HHxwf16tWDqakphg0bhtu3b+PBgwfFxmtvbw9TU1N52cbGRp6/M2fOIDs7Gz4+PnKtvomJCX744QeNMqBnGRgYwMzMTONBRERE1VOVXsT6PCNGjMDQoUOxcOFChIeHY8CAATAyMnrudsXVSz/vQkJ/f3/cvHkTixYtgp2dHQwMDODu7o7Hjx9rHXPPnj1ha2uLsLAw1K1bF2q1Gs7OzvIY+ReiCiHkbZ48eVJkrAWPoyzxeXt7Y9y4cbh48SJOnTol1/zv27cP9+7dQ5s2bTQSSW0V/BIkSZJcJiSEKPY1yG/X0dHRmAOg6HkoSzz5+yiqraRSpoIxF4wPgMaXEgC4dOkSunfvjsDAQMyePRuvvfYaDhw4gOHDh5d4PCXNX/6/27dvR7169TT6GRgYFDsmERERvRpe2jPwANC9e3cYGxtj2bJl2LlzJwICAgr1+fvvvwstN2vWrMjxWrRogdjY2GITq9jYWIwdOxbdu3fHf/7zHxgYGMgXgGrj9u3bSEpKwrRp0/DGG2/AyckJd+/e1ehTu3ZtAJp34NH2PvVliS+/Dn7OnDlwdXWFmZkZvLy8sG/fvmLr3/Pp6+sjLy9Pq9ie1bx5cyQmJmqcgT548CB0dHTQpEkTAE/n4dk5yMvLw6lTp8pl/6Vlbm4OKysrHD16VCOehISE52577Ngx5ObmIjQ0FK+//jqaNGmCa9euvVA8+RcuX758GY6OjhoP1rYTERHRS53A6+rqwt/fH1OnToWjo2OhchkA2LRpE9asWYPz588jKCgIR48eLfZixdGjRyMzMxPvv/8+jh07hgsXLmDt2rVyWYejoyPWrl2LpKQkHDlyBIMHDy7V7f8sLCxgaWmJlStX4uLFi9i7dy8mTpyo0Sc/CQsODsb58+exfft2hIaGajV+WeKTJAmdOnXCjz/+CG9vbwBPv8g8fvwY0dHRcltR7O3tkZWVhejoaNy6dQsPHz7UKs7BgwdDpVLBz88Pp06dwl9//YUxY8Zg6NChcnlLly5dsH37dmzfvh1nz57FqFGjCv0BKXt7e+zfvx9Xr14t1RepshgzZgxCQkLw+++/49y5cxg3bhzu3r1b4t1vAKBRo0bIzc3Ft99+i5SUFKxduxbLly9/oVhMTU0xadIkTJgwAZGRkUhOTkZCQgK+//57REZGvtDYREREpHwvdQIPAMOHD8fjx4+LPPsOADNnzsSGDRvQokULREZGYt26dWjevHmRfS0tLbF3715kZWXBy8sLbdq0QVhYmFzOsGbNGty9exetWrXC0KFDMXbsWNSpU0frWHV0dLBhwwbEx8fD2dkZEyZMwPz58zX61KhRA+vXr8fZs2fh6uqKuXPnYs6cOVqNX9b4OnfujLy8PDlZlyQJnp6eAICOHTsWu52HhwcCAwMxYMAA1K5dG/PmzdMqTiMjI0RFReHOnTto27Yt3n33Xbzxxhv47rvv5D4BAQHw8/PDsGHD4OXlBQcHB3Tu3FljnFmzZiEtLQ2NGjWSf7moKFOmTMHAgQMxbNgwuLu7w8TEBL6+vlCpVCVu17JlSyxYsABz586Fs7Mz1q1bh5CQkBeOZ/bs2ZgxYwZCQkLg5OQEX19fbN26Vb6mgoiIiF5dkiiq0PclcvDgQXh7e+Pff/+Vz97mkyQJmzdv1rhXN1F5UKvVcHJywnvvvYfZs2dXdTillpmZCXNzc2RkZJTbBa2pqanw8/MD8PR2mvwyQUREVL60/fx+aS9izcnJwZUrVzB9+nS89957hZJ3ovJ06dIl/Pnnn/Dy8kJOTg6+++47pKamYtCgQVUdGhEREZGGl7aEZv369WjatCkyMjK0Lt0gKisdHR1ERESgbdu26NChA06ePIk9e/bAycmpqkMjIiIi0vDSnoH39/eHv79/iX1e8uofUhBbW1scPHiwqsMgIiIieq6X9gw8EREREREVxgSeiLTy7MU0/EuvREREVYcJPBFpJf+vCBd8TkRERJWLn8JERERERArCBJ6IiIiISEGYwBMRERERKQgTeCIiIiIiBWECT0RERESkIEzgiYiIiIgUhAk8EREREZGCMIEnIq2oVKoinxMREVHl0qvqAIhIGVQqFaKiouTnREREVDWYwBORViRJgqGhYVWHQURE9MpjCQ0RERERkYIwgSciIiIiUhCW0BBVQ0IIAEBmZmYVR0JERETayv/czv8cLw4TeKJq6P79+wAAW1vbKo6EiIiISuv+/fswNzcvdr0knpfiE5HiqNVqXLt2DaamppAkqdzGzczMhK2tLa5cuQIzM7NyG5cK41xXDs5z5eA8Vw7Oc+WoyHkWQuD+/fuoW7cudHSKr3TnGXiiakhHRwf169evsPHNzMz44VBJONeVg/NcOTjPlYPzXDkqap5LOvOejxexEhEREREpCBN4IiIiIiIFYQJPRFozMDBAUFAQDAwMqjqUao9zXTk4z5WD81w5OM+V42WYZ17ESkRERESkIDwDT0RERESkIEzgiYiIiIgUhAk8EREREZGCMIEnIiIiIlIQJvBEpGHp0qVwcHCASqVCmzZtEBsbW2L/ffv2oU2bNlCpVGjYsCGWL19eSZEqW2nm+bfffoOPjw9q164NMzMzuLu7IyoqqhKjVbbSvqfzHTx4EHp6emjZsmXFBlhNlHaec3Jy8MUXX8DOzg4GBgZo1KgR1qxZU0nRKldp53ndunVwdXWFkZERbGxs8MEHH+D27duVFK0y7d+/Hz179kTdunUhSRK2bNny3G0q/bNQEBH9fxs2bBA1atQQYWFh4syZM2LcuHHC2NhYXLp0qcj+KSkpwsjISIwbN06cOXNGhIWFiRo1aohffvmlkiNXltLO87hx48TcuXPF0aNHxfnz58XUqVNFjRo1xPHjxys5cuUp7Vznu3fvnmjYsKF48803haura+UEq2Blmed33nlHtG/fXuzevVukpqaKI0eOiIMHD1Zi1MpT2nmOjY0VOjo6YvHixSIlJUXExsaK//znP6J3796VHLmy7NixQ3zxxRfi119/FQDE5s2bS+xfFZ+FTOCJSNauXTsRGBio0dasWTPx+eefF9l/8uTJolmzZhptH330kXj99dcrLMbqoLTzXJTmzZuLmTNnlndo1U5Z53rAgAFi2rRpIigoiAm8Fko7zzt37hTm5ubi9u3blRFetVHaeZ4/f75o2LChRtuSJUtE/fr1KyzG6kabBL4qPgtZQkNEAIDHjx8jPj4eb775pkb7m2++iUOHDhW5zeHDhwv19/X1xbFjx/DkyZMKi1XJyjLPBanVaty/fx+vvfZaRYRYbZR1rsPDw5GcnIygoKCKDrFaKMs8//HHH3Bzc8O8efNQr149NGnSBJMmTcKjR48qI2RFKss8e3h44N9//8WOHTsghMD//vc//PLLL+jRo0dlhPzKqIrPQr0KGZWIFOfWrVvIy8uDlZWVRruVlRWuX79e5DbXr18vsn9ubi5u3boFGxubCotXqcoyzwWFhobiwYMHeO+99yoixGqjLHN94cIFfP7554iNjYWeHj8itVGWeU5JScGBAwegUqmwefNm3Lp1C6NGjcKdO3dYB1+Mssyzh4cH1q1bhwEDBiA7Oxu5ubl455138O2331ZGyK+Mqvgs5Bl4ItIgSZLGshCiUNvz+hfVTppKO8/51q9fj+DgYPz888+oU6dORYVXrWg713l5eRg0aBBmzpyJJk2aVFZ41UZp3tNqtRqSJGHdunVo164dunfvjgULFiAiIoJn4Z+jNPN85swZjB07FjNmzEB8fDx27dqF1NRUBAYGVkaor5TK/izk6QUiAgDUqlULurq6hc7k3Lhxo9CZhXzW1tZF9tfT04OlpWWFxapkZZnnfD///DOGDx+OTZs2oWvXrhUZZrVQ2rm+f/8+jh07hoSEBIwePRrA00RTCAE9PT38+eef6NKlS6XEriRleU/b2NigXr16MDc3l9ucnJwghMC///6Lxo0bV2jMSlSWeQ4JCUGHDh3w2WefAQBatGgBY2NjeHp6Ys6cOfyVtJxUxWchz8ATEQBAX18fbdq0we7duzXad+/eDQ8PjyK3cXd3L9T/zz//hJubG2rUqFFhsSpZWeYZeHrm3d/fHz/99BPrV7VU2rk2MzPDyZMnkZiYKD8CAwPRtGlTJCYmon379pUVuqKU5T3doUMHXLt2DVlZWXLb+fPnoaOjg/r161dovEpVlnl++PAhdHQ0Uz1dXV0A/3eGmF5clXwWVtjlsUSkOPm3KFu9erU4c+aMGD9+vDA2NhZpaWlCCCE+//xzMXToULl//q2zJkyYIM6cOSNWr17N20hqobTz/NNPPwk9PT3x/fffi/T0dPlx7969qjoExSjtXBfEu9Bop7TzfP/+fVG/fn3x7rvvitOnT4t9+/aJxo0bixEjRlTVIShCaec5PDxc6OnpiaVLl4rk5GRx4MAB4ebmJtq1a1dVh6AI9+/fFwkJCSIhIUEAEAsWLBAJCQny7Tpfhs9CJvBEpOH7778XdnZ2Ql9fX7Ru3Vrs27dPXufn5ye8vLw0+sfExIhWrVoJfX19YW9vL5YtW1bJEStTaebZy8tLACj08PPzq/zAFai07+lnMYHXXmnnOSkpSXTt2lUYGhqK+vXri4kTJ4qHDx9WctTKU9p5XrJkiWjevLkwNDQUNjY2YvDgweLff/+t5KiV5a+//irx/9yX4bNQEoK/oRARERERKQVr4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhBmMATERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiOi5/P390bt376oOg4gA8C+xEhERFcPf3x/37t3Dli1bNNpjYmLQuXNn3L17FzVr1qyS2CpbRkYGhBCvzPESvcz0qjoAIiIievmZm5tXdQhE9P+xhIaIiKiMHjx4ADMzM/zyyy8a7Vu3boWxsTHu37+PtLQ0SJKEDRs2wMPDAyqVCv/5z38QExOjsc2+ffvQrl07GBgYwMbGBp9//jlyc3Pl9bt27ULHjh1Rs2ZNWFpa4u2330ZycrLGGP/++y/ef/99vPbaazA2NoabmxuOHDkCoOgSmPHjx8Pb21te/uWXX+Di4gJDQ0NYWlqia9euePDgQZHbl9SXiCoWE3giIqIyMjY2xvvvv4/w8HCN9vDwcLz77rswNTWV2z777DN8+umnSEhIgIeHB9555x3cvn0bAHD16lV0794dbdu2xYkTJ7Bs2TKsXr0ac+bMkbd/8OABJk6ciLi4OERHR0NHRwd9+vSBWq0GAGRlZcHLywvXrl3DH3/8gRMnTmDy5Mny+udJT0/HwIEDERAQgKSkJMTExKBv374oqtK2NH2JqPyxhIaIiKgE27Ztg4mJiUZbXl6e/HzEiBHw8PDAtWvXULduXdy6dQvbtm3D7t27NbYZPXo0+vXrBwBYtmwZdu3ahdWrV2Py5MlYunQpbG1t8d1330GSJDRr1gzXrl3DlClTMGPGDOjo6Mjb5lu9ejXq1KmDM2fOwNnZGT/99BNu3ryJuLg4vPbaawAAR0dHrY8zPT0dubm56Nu3L+zs7AAALi4uL9yXiMofz8ATERGVoHPnzkhMTNR4rFq1Sl7frl07/Oc//8EPP/wAAFi7di0aNGiATp06aYzj7u4uP9fT04ObmxuSkpIAAElJSXB3d4ckSXKfDh06ICsrC//++y8AIDk5GYMGDULDhg1hZmYGBwcHAMDly5cBAImJiWjVqpWcvJeWq6sr3njjDbi4uKB///4ICwvD3bt3X7gvEZU/JvBEREQlMDY2hqOjo8ajXr16Gn1GjBghl9GEh4fjgw8+0EjGi5PfRwhRqH9+OUp+e8+ePXH79m2EhYXhyJEjcm3748ePAQCGhoYl7ktHR6dQicuTJ0/k57q6uti9ezd27tyJ5s2b49tvv0XTpk2RmppaaKzS9CWi8scEnoiI6AUNGTIEly9fxpIlS3D69Gn4+fkV6vP333/Lz3NzcxEfH49mzZoBAJo3b45Dhw5pJNiHDh2Cqakp6tWrh9u3byMpKQnTpk3DG2+8AScnp0JnvFu0aIHExETcuXOnyBhr166N9PR0jbbExESNZUmS0KFDB8ycORMJCQnQ19fH5s2bixyvNH2JqHwxgSciInpBFhYW6Nu3Lz777DO8+eabqF+/fqE+33//PTZv3oyzZ8/ik08+wd27dxEQEAAAGDVqFK5cuYIxY8bg7Nmz+P333xEUFISJEydCR0cHFhYWsLS0xMqVK3Hx4kXs3bsXEydO1Bh/4MCBsLa2Ru/evXHw4EGkpKTg119/xeHDhwEAXbp0wbFjx/DDDz/gwoULCAoKwqlTp+Ttjxw5gq+++grHjh3D5cuX8dtvv+HmzZtwcnIqdCyl6UtE5Y8JPBERUTkYPnw4Hj9+LCflBX399deYO3cuXF1dERsbi99//x21atUCANSrVw87duzA0aNH4erqisDAQAwfPhzTpk0D8LT8ZcOGDYiPj4ezszMmTJiA+fPna4yvr6+PP//8E3Xq1EH37t3h4uKCr7/+Grq6ugAAX19fTJ8+HZMnT0bbtm1x//59DBs2TN7ezMwM+/fvR/fu3dGkSRNMmzYNoaGheOuttwodS2n6ElH5419iJSIiKgfr1q3DuHHjcO3aNejr68vtaWlpcHBwQEJCAlq2bFl1ARJRtcHbSBIREb2Ahw8fIjU1FSEhIfjoo480kncioorAEhoiIqIXMG/ePLRs2RJWVlaYOnVqVYdDRK8AltAQERERESkIz8ATERERESkIE3giIiIiIgVhAk9EREREpCBM4ImIiIiIFIQJPBERERGRgjCBJyIiIiJSECbwREREREQKwgSeiIiIiEhB/h/pYEGg6PDbEwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "KeyboardInterrupt\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "def boxplot_wrt_type():\n",
+    "    for i in col:\n",
+    "        if data[i].dtype =='int64':\n",
+    "            sns.boxplot(x=data[i],y=data['Type'])\n",
+    "            plt.show()\n",
+    "boxplot_wrt_type()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "88ea4133",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x2e0204aa920>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x600 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.jointplot(x='Frequency', y='Type', data=data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "2cec15c2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x2e0227f13c0>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x600 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.jointplot(x='Location', y='Age', kind='hex',data=data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "12d2e709",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<seaborn.axisgrid.JointGrid at 0x2e02275d600>"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 600x600 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.jointplot(x='Duration', y='Age', kind='kde',data=data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5af390d9",
+   "metadata": {},
+   "source": [
+    "# Prediction System"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae6cb165",
+   "metadata": {},
+   "source": [
+    "# Data Splitting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "9b7fe902",
+   "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>Type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>395</th>\n",
+       "      <td>Basilar-type aura</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>396</th>\n",
+       "      <td>Basilar-type aura</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>397</th>\n",
+       "      <td>Basilar-type aura</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>398</th>\n",
+       "      <td>Basilar-type aura</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>399</th>\n",
+       "      <td>Basilar-type aura</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>394 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           Type\n",
+       "0    Typical aura with migraine\n",
+       "1    Typical aura with migraine\n",
+       "2    Typical aura with migraine\n",
+       "3    Typical aura with migraine\n",
+       "4    Typical aura with migraine\n",
+       "..                          ...\n",
+       "395           Basilar-type aura\n",
+       "396           Basilar-type aura\n",
+       "397           Basilar-type aura\n",
+       "398           Basilar-type aura\n",
+       "399           Basilar-type aura\n",
+       "\n",
+       "[394 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_t = data.drop('Type', axis=1)\n",
+    "X_t\n",
+    "y_t = data[['Type']]\n",
+    "y_t"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "284cfdda",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>Age</th>\n",
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+       "      <th>Location</th>\n",
+       "      <th>Character</th>\n",
+       "      <th>Intensity</th>\n",
+       "      <th>Nausea</th>\n",
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+       "      <th>Photophobia</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Dysarthria</th>\n",
+       "      <th>Vertigo</th>\n",
+       "      <th>Tinnitus</th>\n",
+       "      <th>Hypoacusis</th>\n",
+       "      <th>Diplopia</th>\n",
+       "      <th>Defect</th>\n",
+       "      <th>Ataxia</th>\n",
+       "      <th>Conscience</th>\n",
+       "      <th>Paresthesia</th>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>395</th>\n",
+       "      <td>39</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>1</td>\n",
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+       "      <td>1</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>396</th>\n",
+       "      <td>20</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>397</th>\n",
+       "      <td>28</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>398</th>\n",
+       "      <td>20</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>399</th>\n",
+       "      <td>37</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>3</td>\n",
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+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>394 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Age  Duration  Frequency  Location  Character  Intensity  Nausea  Vomit  \\\n",
+       "0     30         1          5         1          1          2       1      0   \n",
+       "1     50         3          5         1          1          3       1      1   \n",
+       "2     53         2          1         1          1          2       1      1   \n",
+       "3     45         3          5         1          1          3       1      0   \n",
+       "4     53         1          1         1          1          2       1      0   \n",
+       "..   ...       ...        ...       ...        ...        ...     ...    ...   \n",
+       "395   39         1          1         1          1          3       1      1   \n",
+       "396   20         3          2         1          1          3       1      0   \n",
+       "397   28         3          2         1          1          3       1      0   \n",
+       "398   20         3          1         1          1          3       1      0   \n",
+       "399   37         1          1         1          1          3       1      1   \n",
+       "\n",
+       "     Phonophobia  Photophobia  ...  Dysarthria  Vertigo  Tinnitus  Hypoacusis  \\\n",
+       "0              1            1  ...           0        0         0           0   \n",
+       "1              1            1  ...           0        1         0           0   \n",
+       "2              1            1  ...           0        0         0           0   \n",
+       "3              1            1  ...           0        1         0           0   \n",
+       "4              1            1  ...           0        0         0           0   \n",
+       "..           ...          ...  ...         ...      ...       ...         ...   \n",
+       "395            1            1  ...           0        1         0           0   \n",
+       "396            1            1  ...           0        0         1           1   \n",
+       "397            1            1  ...           0        1         0           0   \n",
+       "398            1            1  ...           0        1         0           0   \n",
+       "399            1            1  ...           0        1         0           0   \n",
+       "\n",
+       "     Diplopia  Defect  Ataxia  Conscience  Paresthesia  DPF  \n",
+       "0           0       0       0           0            0    0  \n",
+       "1           0       0       0           0            0    0  \n",
+       "2           0       0       0           0            0    0  \n",
+       "3           0       0       0           0            0    0  \n",
+       "4           0       0       0           0            0    1  \n",
+       "..        ...     ...     ...         ...          ...  ...  \n",
+       "395         1       0       0           0            0    1  \n",
+       "396         0       0       0           0            0    1  \n",
+       "397         0       1       0           0            0    1  \n",
+       "398         0       0       0           0            1    1  \n",
+       "399         0       0       0           1            0    1  \n",
+       "\n",
+       "[394 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X = data.iloc[:,:-1]\n",
+    "X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "0e39b37c",
+   "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>Type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Typical aura with migraine</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>395</th>\n",
+       "      <td>Basilar-type aura</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>396</th>\n",
+       "      <td>Basilar-type aura</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>397</th>\n",
+       "      <td>Basilar-type aura</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>398</th>\n",
+       "      <td>Basilar-type aura</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>399</th>\n",
+       "      <td>Basilar-type aura</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>394 rows × 1 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           Type\n",
+       "0    Typical aura with migraine\n",
+       "1    Typical aura with migraine\n",
+       "2    Typical aura with migraine\n",
+       "3    Typical aura with migraine\n",
+       "4    Typical aura with migraine\n",
+       "..                          ...\n",
+       "395           Basilar-type aura\n",
+       "396           Basilar-type aura\n",
+       "397           Basilar-type aura\n",
+       "398           Basilar-type aura\n",
+       "399           Basilar-type aura\n",
+       "\n",
+       "[394 rows x 1 columns]"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y = data.iloc[:,-1:]\n",
+    "y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "320440ef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.2,random_state=42)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "793fd14d",
+   "metadata": {},
+   "source": [
+    "# Model Creation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "c4626a86",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rf = RandomForestClassifier()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "dda3acbf",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\kosur\\AppData\\Local\\Temp\\ipykernel_15376\\1593328843.py:1: 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",
+      "  rf.fit(X_train,y_train)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-1 {color: black;background-color: white;}#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>RandomForestClassifier()</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\">RandomForestClassifier</label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier()</pre></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "RandomForestClassifier()"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rf.fit(X_train,y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "67068c01",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Migraine without aura'"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_pred = rf.predict(X_test)\n",
+    "y_pred[27]\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c7b8de82",
+   "metadata": {},
+   "source": [
+    "# Model Evaluation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "446387af",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Accuracy : 0.9240506329113924\n"
+     ]
+    }
+   ],
+   "source": [
+    "acc_score = accuracy_score(y_test,y_pred)\n",
+    "\n",
+    "print(\"Accuracy :\",acc_score)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "2062cf23",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                               precision    recall  f1-score   support\n",
+      "\n",
+      "            Basilar-type aura       0.60      1.00      0.75         3\n",
+      " Familial hemiplegic migraine       0.00      0.00      0.00         2\n",
+      "        Migraine without aura       0.93      1.00      0.97        14\n",
+      "                        Other       1.00      0.40      0.57         5\n",
+      " Sporadic hemiplegic migraine       0.50      0.50      0.50         2\n",
+      "   Typical aura with migraine       0.96      1.00      0.98        48\n",
+      "Typical aura without migraine       1.00      1.00      1.00         5\n",
+      "\n",
+      "                     accuracy                           0.92        79\n",
+      "                    macro avg       0.71      0.70      0.68        79\n",
+      "                 weighted avg       0.91      0.92      0.91        79\n",
+      "\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\kosur\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "C:\\Users\\kosur\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n",
+      "C:\\Users\\kosur\\anaconda3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+      "  _warn_prf(average, modifier, msg_start, len(result))\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(y_test,y_pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "36a8a5e0",
+   "metadata": {},
+   "source": [
+    "# Model Testing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "2101f324",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Age                               22\n",
+       "Duration                           2\n",
+       "Frequency                          3\n",
+       "Location                           1\n",
+       "Character                          1\n",
+       "Intensity                          3\n",
+       "Nausea                             1\n",
+       "Vomit                              1\n",
+       "Phonophobia                        1\n",
+       "Photophobia                        1\n",
+       "Visual                             0\n",
+       "Sensory                            0\n",
+       "Dysphasia                          0\n",
+       "Dysarthria                         0\n",
+       "Vertigo                            0\n",
+       "Tinnitus                           0\n",
+       "Hypoacusis                         0\n",
+       "Diplopia                           0\n",
+       "Defect                             0\n",
+       "Ataxia                             0\n",
+       "Conscience                         0\n",
+       "Paresthesia                        0\n",
+       "DPF                                1\n",
+       "Type           Migraine without aura\n",
+       "Name: 34, dtype: object"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.iloc[34]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "f5201498",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "You have Migraine without aura\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\kosur\\anaconda3\\lib\\site-packages\\sklearn\\base.py:420: UserWarning: X does not have valid feature names, but RandomForestClassifier was fitted with feature names\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "input_data = (22,2,3,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1)\n",
+    "\n",
+    "input_data_as_array = np.asarray(input_data)\n",
+    "\n",
+    "input_data_reshaped = input_data_as_array.reshape(1,-1)\n",
+    "\n",
+    "prediction = rf.predict(input_data_reshaped)\n",
+    "\n",
+    "print(\"You have\",prediction[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "dbdcf7b9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Age'"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9edbf084",
+   "metadata": {},
+   "source": [
+    "# Saving the model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c73fb303",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pickle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "85c40de2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "filename = 'migraine_trained_model.sav'\n",
+    "pickle.dump(rf,open(filename,'wb'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "df610843",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "loaded_model = pickle.load(open('migraine_trained_model.sav','rb'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0b2cdfa0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "input_data = (22,2,3,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1)\n",
+    "\n",
+    "input_data_as_array = np.asarray(input_data)\n",
+    "\n",
+    "input_data_reshaped = input_data_as_array.reshape(1,-1)\n",
+    "\n",
+    "prediction = loaded_model.predict(input_data_reshaped)\n",
+    "\n",
+    "print(\"You have\",prediction[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0b9c88c6",
+   "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/Migraine Type Prediction System/README.md b/Migraine Type Prediction System/README.md
new file mode 100644
index 00000000..42b51995
--- /dev/null
+++ b/Migraine Type Prediction System/README.md	
@@ -0,0 +1,23 @@
+# Migraine Type Prediction System
+
+### "Migraine Type Prediction Model" using machine learning techniques.
+
+Key Features
+
+- Exploratory Data Analysis (EDA):
+  - Univariate Analysis
+  - Bivariate Analysis
+
+- Prediction System
+  - Data Splitting
+  - Model Creation
+  - Model Evaluation
+  - Model Testing
+
+- Saving the model
+
+Few images attached for reference
+
+![Screenshot 2024-06-03 135119](https://github.com/Recode-Hive/machine-learning-repos/assets/118645569/53567b6e-df00-4a03-80e0-89b17654d7dd)
+![Screenshot 2024-06-03 135043](https://github.com/Recode-Hive/machine-learning-repos/assets/118645569/42008d8d-da69-4676-874c-7b74edddd31d)
+![Screenshot 2024-06-03 135001](https://github.com/Recode-Hive/machine-learning-repos/assets/118645569/bbb6c86d-a731-4b1f-9ab8-c4adb556735b)
diff --git a/Migraine Type Prediction System/migraine_data.csv b/Migraine Type Prediction System/migraine_data.csv
new file mode 100644
index 00000000..dccce7ad
--- /dev/null
+++ b/Migraine Type Prediction System/migraine_data.csv	
@@ -0,0 +1,401 @@
+Age,Duration,Frequency,Location,Character,Intensity,Nausea,Vomit,Phonophobia,Photophobia,Visual,Sensory,Dysphasia,Dysarthria,Vertigo,Tinnitus,Hypoacusis,Diplopia,Defect,Ataxia,Conscience,Paresthesia,DPF,Type
+30,1,5,1,1,2,1,0,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+50,3,5,1,1,3,1,1,1,1,2,1,0,0,1,0,0,0,0,0,0,0,0,Typical aura with migraine
+53,2,1,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+45,3,5,1,1,3,1,0,1,1,2,2,0,0,1,0,0,0,0,0,0,0,0,Typical aura with migraine
+53,1,1,1,1,2,1,0,1,1,4,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+49,1,1,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+27,1,5,1,1,3,1,0,1,1,2,0,0,0,1,1,0,0,0,0,0,0,0,Basilar-type aura
+24,1,1,1,1,2,1,0,1,1,2,2,0,0,1,0,0,0,0,0,0,0,1,Typical aura with migraine
+50,1,5,1,1,2,1,1,1,1,2,2,0,0,1,0,0,0,0,0,0,0,1,Typical aura with migraine
+23,1,1,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+48,1,2,1,1,3,1,1,1,1,3,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+51,3,1,1,1,3,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+49,2,5,1,1,3,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+34,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+20,3,5,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+53,3,5,1,1,3,1,0,1,1,2,0,0,0,1,0,0,0,0,0,0,0,1,Typical aura with migraine
+40,3,1,1,1,3,1,0,1,1,4,0,0,0,1,0,0,0,0,0,0,0,1,Typical aura with migraine
+56,1,1,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+44,3,5,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+20,3,8,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+46,1,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+25,3,7,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+38,1,5,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+35,2,5,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+17,1,6,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+36,2,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+31,1,7,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+67,3,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+17,1,5,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+46,1,5,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+51,3,7,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+17,3,6,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+22,3,6,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+48,2,4,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+22,2,3,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+68,2,3,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+43,3,5,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+17,2,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+34,2,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+41,3,7,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+37,1,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+26,2,3,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+24,1,4,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+50,2,4,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+31,2,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+36,3,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+54,1,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+27,2,6,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+38,1,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+35,1,6,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+22,3,5,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+16,3,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+38,3,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+33,1,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+40,2,4,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+22,2,7,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+35,2,5,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+17,3,4,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+35,1,4,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+41,1,5,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+70,3,5,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,Migraine without aura
+17,1,5,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+28,3,5,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+29,1,3,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+54,1,1,1,1,3,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+40,2,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+46,1,1,1,1,3,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+69,1,5,1,1,3,1,0,1,1,1,2,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+33,2,5,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+50,3,1,1,1,2,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+30,3,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+17,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+22,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+16,1,2,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+31,1,1,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+30,1,3,1,1,3,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+16,2,4,1,1,2,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+16,3,2,1,1,2,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+49,1,4,1,1,2,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+41,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+21,2,1,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+33,1,1,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+30,1,1,1,1,2,1,1,1,1,0,2,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+64,1,4,1,1,3,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+27,1,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+17,1,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+27,2,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+48,1,3,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+32,1,1,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+24,2,2,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+25,1,5,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+50,1,5,1,1,2,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+28,1,5,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+52,1,2,1,1,2,1,0,1,1,3,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+28,1,5,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+35,1,5,1,1,3,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+43,2,5,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+51,2,1,1,1,2,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+28,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+22,3,1,1,1,2,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+47,1,2,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+44,1,2,1,1,2,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+49,2,2,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+43,1,4,1,1,2,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+43,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+16,2,4,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+21,1,1,1,1,2,1,1,1,1,2,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+35,1,1,1,1,2,1,1,1,1,2,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+25,2,1,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+39,2,1,1,1,2,1,1,1,1,2,2,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+38,1,4,1,1,2,1,1,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+35,1,5,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+43,3,5,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+35,3,5,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+28,1,1,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+57,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+58,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+26,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+28,1,5,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+27,1,5,1,1,2,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+42,1,5,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+39,1,1,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+23,1,1,1,1,2,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+77,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+28,2,3,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+47,1,3,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+48,3,3,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+52,1,1,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+42,1,1,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+18,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+35,1,1,1,1,2,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+25,1,1,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+45,1,1,1,1,2,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+17,1,3,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+29,1,2,1,1,3,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+26,1,5,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+26,1,5,1,1,1,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+29,2,1,1,1,2,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+28,2,1,1,1,2,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+30,1,5,1,1,3,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+30,1,5,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+32,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+50,1,1,1,1,3,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+35,3,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+57,1,1,1,1,3,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+30,1,1,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+45,1,3,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+18,1,3,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+45,1,2,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+48,1,2,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+21,1,2,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+29,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+43,2,1,1,1,2,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+25,2,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+46,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+42,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+30,3,4,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+16,1,4,1,1,3,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+34,1,1,1,1,1,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+17,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+20,1,3,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+37,1,1,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+51,1,2,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+21,1,2,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+31,1,2,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+59,1,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+54,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+34,1,2,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+46,3,2,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+31,1,1,1,1,2,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+30,1,3,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+28,2,4,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+26,1,4,1,1,3,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+27,1,1,1,1,3,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+44,1,1,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+26,3,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+44,3,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+29,1,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+54,2,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+44,2,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+18,2,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+58,1,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+24,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+50,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+36,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+47,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+29,1,2,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+51,1,3,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+22,1,3,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+27,1,5,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+21,1,5,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+40,1,5,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+46,1,5,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+29,1,1,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+25,2,1,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+51,1,5,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+56,1,5,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+18,2,5,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+37,2,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+29,1,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+50,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+49,1,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+55,1,1,1,1,2,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+29,2,1,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+18,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+26,3,2,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+41,3,2,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+25,1,3,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+54,1,3,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+31,1,1,1,1,3,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+49,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+18,2,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+22,2,2,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+38,1,5,1,1,3,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+26,1,2,1,1,3,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+48,2,2,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+26,3,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+19,1,2,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura with migraine
+19,2,3,1,1,3,1,0,1,1,1,0,0,0,1,0,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+25,2,2,1,1,3,1,1,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+27,2,3,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+16,2,2,1,1,3,1,1,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+19,2,3,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+21,1,4,1,1,2,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+17,2,2,1,1,3,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+19,1,2,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+22,2,3,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+20,1,2,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+27,2,3,1,1,3,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+31,1,1,1,1,2,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+29,1,3,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+25,2,2,1,1,2,1,1,1,1,0,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+28,2,2,1,1,3,1,0,1,1,0,1,1,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+25,1,2,1,1,2,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+21,1,3,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+19,2,1,1,1,2,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+20,2,4,1,1,2,1,0,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+35,1,3,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+15,2,2,1,1,2,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+27,1,3,1,1,3,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+21,2,1,1,1,3,1,1,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,Typical aura with migraine
+19,2,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+15,2,2,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+19,3,1,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+47,1,5,1,2,3,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,Other
+21,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+17,1,2,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+20,1,2,1,1,2,1,1,1,1,0,0,1,1,0,0,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+35,1,3,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+28,1,1,2,2,3,1,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,Other
+15,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+30,1,1,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Other
+32,2,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+26,2,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+20,1,4,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+28,2,2,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+20,2,1,1,1,2,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+25,3,2,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+38,3,1,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+35,1,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+25,1,1,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+15,1,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+16,1,1,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+22,1,1,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+22,3,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+43,3,1,1,1,2,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+20,2,1,1,1,2,1,0,1,1,2,2,1,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+34,2,1,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+41,2,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+37,2,1,1,1,2,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+26,1,1,1,1,3,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+24,3,3,1,1,2,1,0,1,1,4,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+21,2,1,1,1,2,1,0,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+38,2,1,1,1,3,1,0,1,1,0,0,0,0,0,1,1,0,0,0,0,0,0,Basilar-type aura
+35,1,1,0,0,0,1,1,1,1,3,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura without migraine
+22,1,2,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+16,1,2,1,1,2,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+38,1,2,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+33,1,2,1,1,3,1,0,1,1,0,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+40,2,1,1,1,2,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+22,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+35,1,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+17,2,2,1,1,3,1,0,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+35,2,1,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+41,2,3,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+28,2,2,1,1,2,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+31,2,2,1,1,3,1,0,1,1,0,1,0,0,1,0,1,0,0,0,0,0,0,Basilar-type aura
+36,1,2,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+27,1,1,1,1,3,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+19,1,1,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+40,1,1,1,1,3,1,0,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+33,1,1,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+30,1,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+17,1,3,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+22,1,3,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+31,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+30,1,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+16,1,1,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+21,2,1,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+33,2,3,1,1,2,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+27,2,1,1,1,3,1,0,1,1,2,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+17,3,2,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+24,1,1,1,1,3,1,0,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+25,1,2,1,1,3,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+35,2,1,1,1,2,1,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+28,2,2,1,1,3,1,0,1,1,0,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+22,2,1,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+20,2,2,1,1,3,1,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+28,1,1,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+22,3,2,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+44,1,1,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+35,2,2,1,1,3,1,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+25,3,1,1,1,2,1,1,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+39,3,2,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+35,3,2,1,1,3,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+18,2,2,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+28,3,3,1,1,2,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+26,2,1,1,1,3,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,Migraine without aura
+23,2,1,1,1,2,1,1,1,1,3,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura with migraine
+24,1,1,1,1,3,1,0,1,1,0,0,1,0,1,1,0,0,0,0,0,0,1,Familial hemiplegic migraine
+19,1,1,1,1,3,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+23,1,1,1,1,3,1,0,1,1,2,0,1,0,0,1,0,0,0,0,1,0,1,Familial hemiplegic migraine
+25,1,2,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+21,2,1,1,1,2,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+17,2,1,1,1,3,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+23,1,1,1,1,3,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,0,1,Familial hemiplegic migraine
+18,2,5,1,1,2,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+20,3,5,1,1,3,1,0,1,1,1,0,0,0,1,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+17,3,1,1,1,3,1,0,1,1,3,0,0,0,1,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+15,1,1,1,1,2,1,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,Familial hemiplegic migraine
+24,1,1,1,1,2,1,0,1,1,0,1,1,0,1,1,0,0,0,0,0,0,1,Familial hemiplegic migraine
+21,1,2,1,1,2,1,0,1,1,1,2,0,0,1,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+23,1,1,1,1,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+25,1,2,1,1,1,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+17,3,1,1,1,2,1,0,1,1,2,1,1,0,0,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+25,2,2,1,1,2,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+27,1,1,1,1,3,1,0,1,1,2,0,0,0,1,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+20,2,2,1,1,1,1,0,1,1,2,0,1,0,0,1,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+28,1,2,1,1,3,1,0,1,1,2,0,0,0,1,0,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+22,2,1,1,1,1,1,0,1,1,3,0,0,0,1,1,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+21,1,1,1,1,3,1,1,1,1,2,0,1,0,0,0,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+24,1,1,1,1,2,1,0,1,1,2,2,1,0,1,1,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+19,1,2,1,1,2,1,1,1,1,2,2,0,0,1,0,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+23,1,1,1,1,3,1,1,1,1,2,0,1,0,0,0,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+19,1,2,1,1,1,1,1,1,1,3,2,0,0,0,1,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+20,2,1,1,1,1,1,0,1,1,2,1,0,0,0,0,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+21,2,2,1,1,3,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Sporadic hemiplegic migraine
+19,1,1,1,1,3,1,0,1,1,1,0,1,0,0,1,0,0,0,0,1,0,1,Familial hemiplegic migraine
+20,2,2,1,1,1,1,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+23,2,2,1,1,3,1,0,1,1,1,0,0,0,1,1,0,0,0,0,0,0,1,Familial hemiplegic migraine
+25,2,1,1,1,2,1,0,1,1,2,0,1,0,1,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+17,1,1,1,1,3,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,1,Familial hemiplegic migraine
+24,1,1,0,0,0,1,1,1,1,4,2,0,0,1,0,0,0,0,0,0,0,1,Typical aura without migraine
+21,1,5,0,0,0,1,0,1,1,3,2,0,0,1,0,0,0,0,0,0,0,1,Typical aura without migraine
+23,1,1,0,0,0,1,1,1,1,3,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura without migraine
+30,1,2,0,0,0,1,0,1,1,3,2,0,0,0,0,0,0,0,0,0,0,0,Typical aura without migraine
+27,3,1,0,0,0,1,1,1,1,3,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura without migraine
+25,2,5,0,0,0,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura without migraine
+17,1,1,0,0,0,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura without migraine
+20,3,5,0,0,0,1,1,1,1,3,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura without migraine
+19,3,5,0,0,0,1,0,1,1,4,0,0,0,1,1,0,0,0,0,0,0,1,Typical aura without migraine
+22,3,1,0,0,0,1,0,1,1,3,0,0,0,1,0,0,0,0,0,0,0,1,Typical aura without migraine
+26,1,1,0,0,0,1,1,1,1,4,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura without migraine
+24,1,1,0,0,0,1,0,1,1,3,2,0,0,1,0,0,0,0,0,0,0,1,Typical aura without migraine
+50,1,5,0,0,0,1,1,1,1,3,2,0,0,1,1,0,0,0,0,0,0,1,Typical aura without migraine
+23,1,1,0,0,0,1,0,1,1,2,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura without migraine
+35,1,2,0,0,0,1,0,1,1,4,2,0,0,0,1,0,0,0,0,0,0,0,Typical aura without migraine
+24,3,1,0,0,0,1,0,1,1,3,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura without migraine
+33,2,5,0,0,0,1,0,1,1,3,0,0,0,0,0,0,0,0,0,0,0,1,Typical aura without migraine
+34,1,1,0,0,0,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,Typical aura without migraine
+20,3,5,0,0,0,0,0,1,1,4,1,0,0,0,0,0,0,0,0,0,0,1,Typical aura without migraine
+53,3,5,2,2,3,1,0,0,0,1,0,0,0,1,0,0,0,0,0,0,0,1,Other
+40,3,1,1,1,3,0,0,1,0,3,0,0,0,1,0,0,0,0,0,0,0,1,Other
+30,1,1,2,2,3,1,1,1,1,1,0,0,0,0,1,0,0,0,0,0,0,1,Other
+24,1,1,1,1,3,0,0,0,0,1,2,0,0,1,0,0,0,0,0,0,0,1,Other
+20,1,4,2,2,3,1,1,1,1,1,2,0,0,1,1,0,0,0,0,0,0,1,Other
+23,1,1,1,2,3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,Other
+48,1,2,2,1,3,1,1,1,1,3,2,0,0,0,0,0,0,0,0,0,0,0,Other
+51,3,1,1,1,3,0,0,1,1,0,1,0,0,1,1,0,0,0,0,0,0,1,Other
+49,2,2,2,2,3,1,1,1,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Other
+34,1,1,1,1,3,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,0,Other
+20,3,1,2,2,3,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,Other
+53,3,1,2,2,3,1,0,0,1,1,0,0,0,1,0,0,0,0,0,0,0,1,Other
+40,3,1,1,2,3,1,0,0,0,2,0,0,0,1,0,0,0,0,0,0,0,1,Other
+56,1,1,2,2,3,1,1,0,1,2,0,0,0,0,0,0,0,0,0,0,0,1,Other
+24,1,1,1,1,2,1,0,1,1,2,1,0,0,1,1,1,0,0,0,0,0,1,Basilar-type aura
+38,1,2,1,1,2,1,1,1,1,2,1,0,0,1,1,1,0,0,0,0,0,1,Basilar-type aura
+23,1,1,1,1,3,1,1,1,1,2,0,0,0,1,0,0,0,1,0,1,0,0,Basilar-type aura
+48,1,2,1,1,3,1,1,1,1,3,1,0,0,1,0,0,0,1,0,0,1,0,Basilar-type aura
+27,3,1,1,1,3,1,0,1,1,1,0,0,0,1,0,0,0,0,0,0,1,1,Basilar-type aura
+40,2,2,1,1,3,1,0,1,1,3,0,0,0,0,1,0,0,0,0,1,0,1,Basilar-type aura
+34,1,1,1,1,3,1,0,1,1,1,0,0,0,1,0,1,0,1,0,1,0,0,Basilar-type aura
+20,3,2,1,1,3,1,0,1,1,2,0,0,0,1,1,0,0,0,0,0,0,1,Basilar-type aura
+36,3,1,1,1,3,1,0,1,1,2,0,0,0,1,0,0,1,1,0,0,0,1,Basilar-type aura
+38,3,1,1,1,3,1,0,1,1,4,0,0,0,1,0,0,0,1,0,0,0,1,Basilar-type aura
+39,1,1,1,1,3,1,1,1,1,1,1,0,0,1,0,0,1,0,0,0,0,1,Basilar-type aura
+20,3,2,1,1,3,1,0,1,1,2,0,0,0,0,1,1,0,0,0,0,0,1,Basilar-type aura
+28,3,2,1,1,3,1,0,1,1,1,0,0,0,1,0,0,0,1,0,0,0,1,Basilar-type aura
+20,3,1,1,1,3,1,0,1,1,3,1,0,0,1,0,0,0,0,0,0,1,1,Basilar-type aura
+37,1,1,1,1,3,1,1,1,1,1,0,0,0,1,0,0,0,0,0,1,0,1,Basilar-type aura
\ No newline at end of file
diff --git a/Migraine Type Prediction System/migraine_trained_model.sav b/Migraine Type Prediction System/migraine_trained_model.sav
new file mode 100644
index 00000000..9458245f
Binary files /dev/null and b/Migraine Type Prediction System/migraine_trained_model.sav differ