From 554517acc2a2b490f04e33c5f66b305625e18300 Mon Sep 17 00:00:00 2001
From: faiqrasulov <107264725+faiqrasulov@users.noreply.github.com>
Date: Mon, 13 Jun 2022 21:08:42 +0400
Subject: [PATCH] XGBOOST Example added

---
 .../examples/XGboost_Nasaexample .ipynb       | 3442 ++++++++++++
 mlfromscratch/examples/nasa.csv               | 4688 +++++++++++++++++
 2 files changed, 8130 insertions(+)
 create mode 100644 mlfromscratch/examples/XGboost_Nasaexample .ipynb
 create mode 100644 mlfromscratch/examples/nasa.csv

diff --git a/mlfromscratch/examples/XGboost_Nasaexample .ipynb b/mlfromscratch/examples/XGboost_Nasaexample .ipynb
new file mode 100644
index 00000000..c1622d9a
--- /dev/null
+++ b/mlfromscratch/examples/XGboost_Nasaexample .ipynb	
@@ -0,0 +1,3442 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "cb86de0a-b181-4a81-b8f9-dd0c36605cd7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt \n",
+    "%matplotlib inline \n",
+    "\n",
+    "pd.set_option('display.max_columns', None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "381d224a-9aa2-4a04-8963-5d0823a37054",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv(\"nasa.csv\")\n",
+    "df = data.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "5052238b-a945-4d95-82d7-ff483c06b9a6",
+   "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>Neo Reference ID</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Absolute Magnitude</th>\n",
+       "      <th>Est Dia in KM(min)</th>\n",
+       "      <th>Est Dia in KM(max)</th>\n",
+       "      <th>Est Dia in M(min)</th>\n",
+       "      <th>Est Dia in M(max)</th>\n",
+       "      <th>Est Dia in Miles(min)</th>\n",
+       "      <th>Est Dia in Miles(max)</th>\n",
+       "      <th>Est Dia in Feet(min)</th>\n",
+       "      <th>Est Dia in Feet(max)</th>\n",
+       "      <th>Close Approach Date</th>\n",
+       "      <th>Epoch Date Close Approach</th>\n",
+       "      <th>Relative Velocity km per sec</th>\n",
+       "      <th>Relative Velocity km per hr</th>\n",
+       "      <th>Miles per hour</th>\n",
+       "      <th>Miss Dist.(Astronomical)</th>\n",
+       "      <th>Miss Dist.(lunar)</th>\n",
+       "      <th>Miss Dist.(kilometers)</th>\n",
+       "      <th>Miss Dist.(miles)</th>\n",
+       "      <th>Orbiting Body</th>\n",
+       "      <th>Orbit ID</th>\n",
+       "      <th>Orbit Determination Date</th>\n",
+       "      <th>Orbit Uncertainity</th>\n",
+       "      <th>Minimum Orbit Intersection</th>\n",
+       "      <th>Jupiter Tisserand Invariant</th>\n",
+       "      <th>Epoch Osculation</th>\n",
+       "      <th>Eccentricity</th>\n",
+       "      <th>Semi Major Axis</th>\n",
+       "      <th>Inclination</th>\n",
+       "      <th>Asc Node Longitude</th>\n",
+       "      <th>Orbital Period</th>\n",
+       "      <th>Perihelion Distance</th>\n",
+       "      <th>Perihelion Arg</th>\n",
+       "      <th>Aphelion Dist</th>\n",
+       "      <th>Perihelion Time</th>\n",
+       "      <th>Mean Anomaly</th>\n",
+       "      <th>Mean Motion</th>\n",
+       "      <th>Equinox</th>\n",
+       "      <th>Hazardous</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3703080</td>\n",
+       "      <td>3703080</td>\n",
+       "      <td>21.6</td>\n",
+       "      <td>0.127220</td>\n",
+       "      <td>0.284472</td>\n",
+       "      <td>127.219879</td>\n",
+       "      <td>284.472297</td>\n",
+       "      <td>0.079051</td>\n",
+       "      <td>0.176763</td>\n",
+       "      <td>417.388066</td>\n",
+       "      <td>933.308089</td>\n",
+       "      <td>1995-01-01</td>\n",
+       "      <td>788947200000</td>\n",
+       "      <td>6.115834</td>\n",
+       "      <td>22017.003799</td>\n",
+       "      <td>13680.509944</td>\n",
+       "      <td>0.419483</td>\n",
+       "      <td>163.178711</td>\n",
+       "      <td>62753692.0</td>\n",
+       "      <td>38993336.0</td>\n",
+       "      <td>Earth</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2017-04-06 08:36:37</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.025282</td>\n",
+       "      <td>4.634</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.425549</td>\n",
+       "      <td>1.407011</td>\n",
+       "      <td>6.025981</td>\n",
+       "      <td>314.373913</td>\n",
+       "      <td>609.599786</td>\n",
+       "      <td>0.808259</td>\n",
+       "      <td>57.257470</td>\n",
+       "      <td>2.005764</td>\n",
+       "      <td>2.458162e+06</td>\n",
+       "      <td>264.837533</td>\n",
+       "      <td>0.590551</td>\n",
+       "      <td>J2000</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3723955</td>\n",
+       "      <td>3723955</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>0.146068</td>\n",
+       "      <td>0.326618</td>\n",
+       "      <td>146.067964</td>\n",
+       "      <td>326.617897</td>\n",
+       "      <td>0.090762</td>\n",
+       "      <td>0.202951</td>\n",
+       "      <td>479.225620</td>\n",
+       "      <td>1071.581063</td>\n",
+       "      <td>1995-01-01</td>\n",
+       "      <td>788947200000</td>\n",
+       "      <td>18.113985</td>\n",
+       "      <td>65210.346095</td>\n",
+       "      <td>40519.173105</td>\n",
+       "      <td>0.383014</td>\n",
+       "      <td>148.992630</td>\n",
+       "      <td>57298148.0</td>\n",
+       "      <td>35603420.0</td>\n",
+       "      <td>Earth</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2017-04-06 08:32:49</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.186935</td>\n",
+       "      <td>5.457</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.351674</td>\n",
+       "      <td>1.107776</td>\n",
+       "      <td>28.412996</td>\n",
+       "      <td>136.717242</td>\n",
+       "      <td>425.869294</td>\n",
+       "      <td>0.718200</td>\n",
+       "      <td>313.091975</td>\n",
+       "      <td>1.497352</td>\n",
+       "      <td>2.457795e+06</td>\n",
+       "      <td>173.741112</td>\n",
+       "      <td>0.845330</td>\n",
+       "      <td>J2000</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2446862</td>\n",
+       "      <td>2446862</td>\n",
+       "      <td>20.3</td>\n",
+       "      <td>0.231502</td>\n",
+       "      <td>0.517654</td>\n",
+       "      <td>231.502122</td>\n",
+       "      <td>517.654482</td>\n",
+       "      <td>0.143849</td>\n",
+       "      <td>0.321655</td>\n",
+       "      <td>759.521423</td>\n",
+       "      <td>1698.341531</td>\n",
+       "      <td>1995-01-08</td>\n",
+       "      <td>789552000000</td>\n",
+       "      <td>7.590711</td>\n",
+       "      <td>27326.560182</td>\n",
+       "      <td>16979.661798</td>\n",
+       "      <td>0.050956</td>\n",
+       "      <td>19.821890</td>\n",
+       "      <td>7622911.5</td>\n",
+       "      <td>4736657.5</td>\n",
+       "      <td>Earth</td>\n",
+       "      <td>22</td>\n",
+       "      <td>2017-04-06 09:20:19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.043058</td>\n",
+       "      <td>4.557</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.348248</td>\n",
+       "      <td>1.458824</td>\n",
+       "      <td>4.237961</td>\n",
+       "      <td>259.475979</td>\n",
+       "      <td>643.580228</td>\n",
+       "      <td>0.950791</td>\n",
+       "      <td>248.415038</td>\n",
+       "      <td>1.966857</td>\n",
+       "      <td>2.458120e+06</td>\n",
+       "      <td>292.893654</td>\n",
+       "      <td>0.559371</td>\n",
+       "      <td>J2000</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3092506</td>\n",
+       "      <td>3092506</td>\n",
+       "      <td>27.4</td>\n",
+       "      <td>0.008801</td>\n",
+       "      <td>0.019681</td>\n",
+       "      <td>8.801465</td>\n",
+       "      <td>19.680675</td>\n",
+       "      <td>0.005469</td>\n",
+       "      <td>0.012229</td>\n",
+       "      <td>28.876199</td>\n",
+       "      <td>64.569144</td>\n",
+       "      <td>1995-01-15</td>\n",
+       "      <td>790156800000</td>\n",
+       "      <td>11.173874</td>\n",
+       "      <td>40225.948191</td>\n",
+       "      <td>24994.839864</td>\n",
+       "      <td>0.285322</td>\n",
+       "      <td>110.990387</td>\n",
+       "      <td>42683616.0</td>\n",
+       "      <td>26522368.0</td>\n",
+       "      <td>Earth</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2017-04-06 09:15:49</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.005512</td>\n",
+       "      <td>5.093</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.216578</td>\n",
+       "      <td>1.255903</td>\n",
+       "      <td>7.905894</td>\n",
+       "      <td>57.173266</td>\n",
+       "      <td>514.082140</td>\n",
+       "      <td>0.983902</td>\n",
+       "      <td>18.707701</td>\n",
+       "      <td>1.527904</td>\n",
+       "      <td>2.457902e+06</td>\n",
+       "      <td>68.741007</td>\n",
+       "      <td>0.700277</td>\n",
+       "      <td>J2000</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3514799</td>\n",
+       "      <td>3514799</td>\n",
+       "      <td>21.6</td>\n",
+       "      <td>0.127220</td>\n",
+       "      <td>0.284472</td>\n",
+       "      <td>127.219879</td>\n",
+       "      <td>284.472297</td>\n",
+       "      <td>0.079051</td>\n",
+       "      <td>0.176763</td>\n",
+       "      <td>417.388066</td>\n",
+       "      <td>933.308089</td>\n",
+       "      <td>1995-01-15</td>\n",
+       "      <td>790156800000</td>\n",
+       "      <td>9.840831</td>\n",
+       "      <td>35426.991794</td>\n",
+       "      <td>22012.954985</td>\n",
+       "      <td>0.407832</td>\n",
+       "      <td>158.646713</td>\n",
+       "      <td>61010824.0</td>\n",
+       "      <td>37910368.0</td>\n",
+       "      <td>Earth</td>\n",
+       "      <td>25</td>\n",
+       "      <td>2017-04-06 08:57:58</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.034798</td>\n",
+       "      <td>5.154</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.210448</td>\n",
+       "      <td>1.225615</td>\n",
+       "      <td>16.793382</td>\n",
+       "      <td>84.629307</td>\n",
+       "      <td>495.597821</td>\n",
+       "      <td>0.967687</td>\n",
+       "      <td>158.263596</td>\n",
+       "      <td>1.483543</td>\n",
+       "      <td>2.457814e+06</td>\n",
+       "      <td>135.142133</td>\n",
+       "      <td>0.726395</td>\n",
+       "      <td>J2000</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Neo Reference ID     Name  Absolute Magnitude  Est Dia in KM(min)  \\\n",
+       "0           3703080  3703080                21.6            0.127220   \n",
+       "1           3723955  3723955                21.3            0.146068   \n",
+       "2           2446862  2446862                20.3            0.231502   \n",
+       "3           3092506  3092506                27.4            0.008801   \n",
+       "4           3514799  3514799                21.6            0.127220   \n",
+       "\n",
+       "   Est Dia in KM(max)  Est Dia in M(min)  Est Dia in M(max)  \\\n",
+       "0            0.284472         127.219879         284.472297   \n",
+       "1            0.326618         146.067964         326.617897   \n",
+       "2            0.517654         231.502122         517.654482   \n",
+       "3            0.019681           8.801465          19.680675   \n",
+       "4            0.284472         127.219879         284.472297   \n",
+       "\n",
+       "   Est Dia in Miles(min)  Est Dia in Miles(max)  Est Dia in Feet(min)  \\\n",
+       "0               0.079051               0.176763            417.388066   \n",
+       "1               0.090762               0.202951            479.225620   \n",
+       "2               0.143849               0.321655            759.521423   \n",
+       "3               0.005469               0.012229             28.876199   \n",
+       "4               0.079051               0.176763            417.388066   \n",
+       "\n",
+       "   Est Dia in Feet(max) Close Approach Date  Epoch Date Close Approach  \\\n",
+       "0            933.308089          1995-01-01               788947200000   \n",
+       "1           1071.581063          1995-01-01               788947200000   \n",
+       "2           1698.341531          1995-01-08               789552000000   \n",
+       "3             64.569144          1995-01-15               790156800000   \n",
+       "4            933.308089          1995-01-15               790156800000   \n",
+       "\n",
+       "   Relative Velocity km per sec  Relative Velocity km per hr  Miles per hour  \\\n",
+       "0                      6.115834                 22017.003799    13680.509944   \n",
+       "1                     18.113985                 65210.346095    40519.173105   \n",
+       "2                      7.590711                 27326.560182    16979.661798   \n",
+       "3                     11.173874                 40225.948191    24994.839864   \n",
+       "4                      9.840831                 35426.991794    22012.954985   \n",
+       "\n",
+       "   Miss Dist.(Astronomical)  Miss Dist.(lunar)  Miss Dist.(kilometers)  \\\n",
+       "0                  0.419483         163.178711              62753692.0   \n",
+       "1                  0.383014         148.992630              57298148.0   \n",
+       "2                  0.050956          19.821890               7622911.5   \n",
+       "3                  0.285322         110.990387              42683616.0   \n",
+       "4                  0.407832         158.646713              61010824.0   \n",
+       "\n",
+       "   Miss Dist.(miles) Orbiting Body  Orbit ID Orbit Determination Date  \\\n",
+       "0         38993336.0         Earth        17      2017-04-06 08:36:37   \n",
+       "1         35603420.0         Earth        21      2017-04-06 08:32:49   \n",
+       "2          4736657.5         Earth        22      2017-04-06 09:20:19   \n",
+       "3         26522368.0         Earth         7      2017-04-06 09:15:49   \n",
+       "4         37910368.0         Earth        25      2017-04-06 08:57:58   \n",
+       "\n",
+       "   Orbit Uncertainity  Minimum Orbit Intersection  \\\n",
+       "0                   5                    0.025282   \n",
+       "1                   3                    0.186935   \n",
+       "2                   0                    0.043058   \n",
+       "3                   6                    0.005512   \n",
+       "4                   1                    0.034798   \n",
+       "\n",
+       "   Jupiter Tisserand Invariant  Epoch Osculation  Eccentricity  \\\n",
+       "0                        4.634         2458000.5      0.425549   \n",
+       "1                        5.457         2458000.5      0.351674   \n",
+       "2                        4.557         2458000.5      0.348248   \n",
+       "3                        5.093         2458000.5      0.216578   \n",
+       "4                        5.154         2458000.5      0.210448   \n",
+       "\n",
+       "   Semi Major Axis  Inclination  Asc Node Longitude  Orbital Period  \\\n",
+       "0         1.407011     6.025981          314.373913      609.599786   \n",
+       "1         1.107776    28.412996          136.717242      425.869294   \n",
+       "2         1.458824     4.237961          259.475979      643.580228   \n",
+       "3         1.255903     7.905894           57.173266      514.082140   \n",
+       "4         1.225615    16.793382           84.629307      495.597821   \n",
+       "\n",
+       "   Perihelion Distance  Perihelion Arg  Aphelion Dist  Perihelion Time  \\\n",
+       "0             0.808259       57.257470       2.005764     2.458162e+06   \n",
+       "1             0.718200      313.091975       1.497352     2.457795e+06   \n",
+       "2             0.950791      248.415038       1.966857     2.458120e+06   \n",
+       "3             0.983902       18.707701       1.527904     2.457902e+06   \n",
+       "4             0.967687      158.263596       1.483543     2.457814e+06   \n",
+       "\n",
+       "   Mean Anomaly  Mean Motion Equinox  Hazardous  \n",
+       "0    264.837533     0.590551   J2000       True  \n",
+       "1    173.741112     0.845330   J2000      False  \n",
+       "2    292.893654     0.559371   J2000       True  \n",
+       "3     68.741007     0.700277   J2000      False  \n",
+       "4    135.142133     0.726395   J2000       True  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "3fc03205-9bf1-4257-bbaa-9d89a8d978cf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isnull().sum().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "1f552c4f-bc83-4e0a-aadc-444a0a2ec649",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "42f540dd-a811-49ac-b3d4-0fe9dd1bffe7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\frasulov\\AppData\\Local\\Temp\\ipykernel_7996\\692871154.py:3: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n",
+      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
+      "  mask = np.triu(np.ones_like(df.corr(), dtype=np.bool))\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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rQZx8m5mZmZmZmVUx3/NtZmZmZmZmFVNDNz2rTh4xMzMzMzMzsyrm5NvMzMzMzMysinnZuX1n1L93pcaLcZMrNZ6ZmZmZmZWTl51XmEfMzMzMzMzMrIp55tvMzMzMzMwqRjXuMdvVzjPfZmZmZmZmZlXMyfcWTlJI+nPG50slDanGLpXovsuvZeGol5j+wL+ruytmZmZmZmaVysn3lm8NcKykVtXdkbIMe+5pDr/0V9XdDTMzMzMzK0utWtX7qoFqZq+tItYD9wAXF62Q9GNJb0maLOlFSW3T8iGSHpA0RtIcScdK+pOk6ZKel1Q3bbenpP9Jmijpv5Laf5uOjps6idwVX36bEGZmZmZmZpslJ99bhzuAUyQ1K1L+GrBPRPQGHgV+m1G3E3AEcBTwMPBKROwG5AFHpAn434HjI2JP4H7ghqq9DDMzMzMz2yyoVvW+aiDvdr4ViIgVkh4ELiBJngtsC4xIZ6zrAZ9k1D0XEeskTQdqA8+n5dOBHYCuwPeAF5TsdFgb+KIqr8PMzMzMzKymqplfGdim+CtwJtAoo+zvwO3pjPY5QP2MujUAEZEPrIuISMvzSb60ETAjInqlr90i4tCiJ5V0tqQJkiawYEmlX5SZmZmZmVlN4OR7KxERucBjJAl4gWbAvPT9aRUMOQtoLWlfAEl1JfXIct57IqJPRPSh3Wa/55uZmZmZmZWHN1yrsJrZa9tUfwYyM+AhwL8ljQMqNC0dEWuB44E/SpoKTAH6fZvOPXLtjbxx9wN03b4Tnz3xPD874uhvE87MzMzMzGyzoW9WE5tVLfXvXan/2GLc5MoMZ2ZmZmZWXVTdHagoHXNYtSaS8Z//1rgx88y3mZmZmZmZWRVz8m1mZmZmZmZWxfyoMTMzMzMzM6uQ9HHDVgGe+TYzMzMzMzOrYp75NjMzMzMzs4qpoY/7qk5Ovu070/eUij5KvHR73f3XSo339i8uqtR4ZmZmZmZmBfx1hZmZmZmZmVkV88y3mZmZmZmZVYyXnVeYR8zMzMzMzMysim0xybekYySFpG4ZZQdKGl0JsYdJOr6MNgdK6lfBuAemfT4zo6x3Wnbppva3lPMNldQ9ff+7TTh+B0nvVkZf9tmuE/8+6VSeGHw6p/bqk7XNHh225eHjT+HRE3/K3UeWOvyVHs/MzMzMzEqhWtX7qoG2pGXng4HXgJOAIdVw/gOBVcD4Ch43HRgE3Jd+PgmYWnnd+kZEnJXx8XfAH6riPGWpJfHb/Qdw3ugnWfTVKh44djDjPv2YT5blFrZpXC+H3+4/gAufHcnCVSvZpn6D7yyemZmZmZlZZauZXxkUIakxsB9wJknymqmppP9Iek/S3ZJqSaqdzma/K2m6pIvTOL0kvSlpWnrMNlnONUdSq/R9H0mvStoB+AVwsaQpkvpLai3pCUnvpK/9Suj+XKC+pLZKnlR/OPBcxvl+nh4/NY3XMC3fKe3rO5Kul7QqLT8w7dPjkt6X9K80Lml5H0k3AQ3Svv6r6Iy2pEslDUnf75me+w3gVxltaku6OT3/NEnnlPf31aNNOz5f8SXzV65gfX4+Y2Z/wAE77LRRm8O6dOXVTz5i4aqVACz7Ou87i2dmZmZmZlbZtojkGzgaeD4iPgByJe2RUbcX8GtgN2An4FigF9AxIr4XEbsB/0zbPghcFhE9SWakry3PySNiDnA3cGtE9IqIccBt6ee+wHHA0FJCPA6cAPQDJgFrMuqejIi+EbE7MJPkCwbS+Lel8ecXidcbuAjoDuxI8sVEZn8vB/LSvp5SxuX9E7ggIvYtUn4m8GV6/r7AzyV1LiMWAK0bNSpMggEWrVpJ60aNNmqzfbNtaJJTn7uOPJ4HjhvMj3bZ9TuLZ2ZmZmZmZahVq3pfNVDN7HVxg4FH0/ePpp8LvB0RH0fEBmA4sD/wMbCjpL9LOhxYIakZ0Dwi/pce9wBwwLfo0yHA7ZKmAKNIZuCblND2MZLke3Dax0zfkzRO0nTgFKBHWr4v8O/0/SNFjnk7Ij6PiHxgCrDDplxAljF5KKP6UODU9PreAloCXcoVFxUvjI0/1q4lurVuw8XPjuSCZ/7Dz/bci+2bNf9O4pmZmZmZmVW2Gn/Pt6SWwEEkSWoAtYGQ9Nu0SZE0jIiIZZJ2Bw4jWUp9InBxOU+5nm++tKhfSrtawL4RUeb65ohYIGkd8APgQpIZ8ALDgKMjYqqk00nuLS9L5sz5Bsr+PWdeE3xzXaL4+JFRd35E/Le0wJLOBs4G6HTyCbTp349FX62ibeNvvodo07gJi1d/tdFxi1at4suvv+br9ev5ev16psyfR5eWrZn75fJi56jseGZmZmZmZpVtS5j5Ph54MCI6RcQOEbEd8AnJDDfAXpI6S6pFsrHZa+k927Ui4gngamCPiPgSWCapf3rcT4H/UdwcYM/0/XEZ5SuBzJntMcB5BR8k9SrjOq4hWfK+oUh5E+ALSXVJZr4LvJlx/qL3uZfHujQmwEKgjaSWknKAgQARsRz4UlLBWGae/7/AuQUxJO0iaeO13kmMeyKiT0T0adM/+U7hvUUL2K5Zczo0aUqdWrU4dKddGDdn9kbHjZ0zm17tOlBbIqdOHXq0bbfRBmqZKjuemZmZmZmVoZaq91UD1fiZb5Kl2jcVKXsCOBkYAbyR1u8GjAX+k77/Z5qQA1yR/jwNuDvd1Oxj4Iws57sOuC99VNdbGeVPA49LOgo4H7gAuEPSNJJxHkuyKVtWEVHSLulXp+f5lOQ+9IIE/yLgYUm/Bp4BviwpdgnuAaZJmhQRp0i6Pj3PJ8D7Ge3OAO6XtJok4S4wlGQ5+6R0Q7fFJPfel2lDBDe/9gp/O+IYakk8PWsGHy/L5djuuwHw5HvTmbN8GW989in/OuEnBMFTM2fw8bKl30k8MzMzMzOzyqaIklYV2+Ys/YIgLyJC0knA4Ig4qrr7VZq97v7rZv2P7e1fXFTdXTAzMzOzrVONm8qt9ZPjqvVv+/yHn6hxY7YlzHxvrfYk2dBNwHLgZ9XbHTMzMzMzMyuJk+8aKn2c2e7V3Q8zMzMzMzMrm5NvMzMzMzMzq5ga+qzt6uQRMzMzMzMzM6tinvk2MzMzMzOzivHMd4U5+bbvzD2N3qjuLpTq1evvr7RYB14zrdJimZmZmZlZzeevK8zMzMzMzMyqmGe+zczMzMzMrGLkedyK8oiZmZmZmZmZVTHPfJuZmZmZmVnF1FJ196DG2eKTb0kbgOkZRY9GxE0ltD0a+CAi3stSNwT4ObAYaJTGvKqgraShwF+yHVvCua4HxkbEi+VsfyBwaUQMTD//HugLHAn8F9gR6BQRkdaPBA6JiMbp5/bAvQXHV1YfJQ0E+kbEteWNm6lj39Np2qE3+RvWMHf8XeTlflKszfb9zqVR2+7kr10NwNzxd5K37NMqjQWw82GX0bJLfzas+5r3n7qaVQtmZm3XecD5tO7+AyI/n/kTH2Pe24+U+/rNzMzMzGzrsMUn30BeRPQqZ9ujgdFASQn0rRFxC4CkQcDLknaLiMURcVZFOhUR11SkfSZJVwL7AT+KiDWSAJanZa9Jag60L3LYJcC9VdDHZ4D/k/THiFhdkfhNOvQip0k7Zj51IQ1bdWHbvc/kw+euytp2/sSH+XLuW99JLIAWO+9Pg5adeOv2gTTt2JNdjriKSfedUqxdu92PIqdpO96+4yggqNuwRalxzczMzMxs67TV3vMt6SZJ70maJukWSf1IZpFvljRF0k6lHR8RI4AxwMlpvFcl9Unf3yVpgqQZkq4r4fzDJB2fvp8j6TpJkyRNl9StlH7/GvgR8OOIyMuoehQ4KX1/LPBkkUOPA55PY5wuaaSkpyV9Iuk8SZdImizpTUktytvHdKb9VaDcM+oFmm3Xl9yPxwKwesmH1K7biDoNmlc0TKXHAmjVdQALpz4NwIp506iT04R6jVsVa9ehz4l8OvZuIABYtzp3k89pZmZmZlZj1KpVva8aqGb2umIapMl0wWtQmlweA/SIiJ7A7yNiPDAK+E1E9IqI2eWIPQnIlihfGRF9gJ7A9yX1LEesJRGxB3AXcGkJbfYDfgH8MCJWFal7CThAUm2SJHxEQYWkzsCyiFiT0f57JF8c7AXcAKyOiN7AG8CpFezjBKB/2Ze4sboNt2HdV0sLP69bvZS6DbLPHLfvdRJdB/6JDn1ORbWKL9iozFgAOU3asGbFgsLPa1YuJKdJm2LtGmyzHa17HM6eZw1nt5PvpEGL7bNfrJmZmZmZbdW2huQ7L02mC14jgBXA18BQSccCFVounaGkXQZOlDQJmAz0ALqXI1bBTPVEYIcS2nyUnvPQLHUbgNeAQUCDiJiTUdee5F71TK9ExMqIWAx8CTydlk8v5fwl9XER0CHbAZLOTlcBTHjilaLfZ2QbvihWMn/ycN4fdTEfPPs76tRrTJseR2U7UyXGAlQ8XmSJV6tOPfLXr2Hi0MF8MekJuh55ffZ4ZmZmZmZbEtWq3lcNtDXc811MRKyXtBdwMMks8XnAQZsQqjfJrG+hdJb5UpJNyJZJGgbUL0esglnpDZT8e1kInAK8JGlpRLxSpP5R4D/AkCLleVn6kDkLnp/xOb+U85fUx/rpOYqJiHuAewCmPDQoWu1yKC27HAzA6qWzqduoZeHXAnUbtmRd3rJiMdbnLU9i5a8nd/artO6erHCvzFgAHfoMosMexwGwYv4Mcpq2K6zLadKWtSuLfn8Ba1YsZMnMZD+6Je+/RDcn32ZmZmZmlsVWmXxLagw0jIhnJb1JMqMMsBJoUs4Yx5HMQP+6SFVT4CvgS0ltgR+S3BNdKSLig3S2fqSkIyJiSkb1OOBGYHiRwz6g5NnsyrAL8G55Gi75YAxLPhgDQNOOvWnV9TCWzxlPw1Zd2LBudWFynKlOg+aF5c2268vXyz+r9FgA8yeMYP6EZLV+iy796dh3MItmPEfTjj1Zv2Yla1ctKX49s16meee9WDBlJM079WH10uw7p5uZmZmZ2dZta0i+G0iakvH5eeA24ClJ9UnWK1+c1j0K3CvpAuD4LPd9XyzpJySPGnsXOChdtl0oIqZKmgzMAD4GXq/sC4qIdySdAYySNCCjPIBbsrT/StJsSTtHxEdF6yvBAOCKih60Yt5kmnTsza5H30b++rXMHX9XYd2OB13O3Df+wfq8ZXTa/3zq5DQFibzcOXzxVvFN2yszFkDuh+NouXN/9j7vGTas+5pZo64urNtt8B3MenoIa1ctZu5r97PrsTey7d4/ZcO61cwaPaSiw2BmZmZmVuOohm56Vp2UPhbatnCSjgH2jIjsz9/a9LhtgUci4uCy2k55aNBm/Y9t+SfZn+O9KQ68ZlqlxTIzMzOzLV5Je0lttmr/4vRq/dt+w93DatyYbQ0z3wZExH8ktayC0NtTfOm9mZmZmZmZZXDyvRWJiKFVEPOdyo5pZmZmZmabt1pedl5hHjEzMzMzMzOzKuaZbzMzMzMzM6sQz3xXnJNvsyqg/r0rNV6Mm1yp8czMzMzM7LvlryvMzMzMzMzMqphnvs3MzMzMzKxCvOy84jxiZmZmZmZmZlXMM99mZmZmZmZWIZ75rrgtNvmWtAGYnlH0aETcVELbo4EPIuK9LHVDgJ8Di4FGacyrCtpKGgr8JduxJZzremBsRLxYzvYHApdGxMD08++BvsCRwH+BHYFOERFp/UjgkIhonH5uD9xbcHxVkHQL8GxEvFzRYzv2PZ2mHXqTv2ENc8ffRV7uJ8XabN/vXBq17U7+2tUAzB1/J3nLPq3SWAA7H3YZLbv0Z8O6r3n/qatZtWBm1nadB5xP6+4/IPLzmT/xMea9/UiZ133f5dcysN8BLFqWy26nnVBmezMzMzMzq9m22OQbyIuIXuVsezQwGigpgb41Im4BkDQIeFnSbhGxOCLOqkinIuKairTPJOlKYD/gRxGxRhLA8rTsNUnNgfZFDrsEuHdTz1lOf0/PUaHku0mHXuQ0acfMpy6kYasubLv3mXz43FVZ286f+DBfzn3rO4kF0GLn/WnQshNv3T6Qph17sssRVzHpvlOKtWu3+1HkNG3H23ccBQR1G7YoNW6BYc89ze1PjuDBK/+vXO3NzMzMzKxiJB0O3AbUBoYWnYyV9Bug4I/8OsCuQOuIyJU0B1gJbADWR0Sfb9ufrW6tgKSbJL0naZqkWyT1I5lFvlnSFEk7lXZ8RIwAxgAnp/FeldQnfX+XpAmSZki6roTzD5N0fPp+jqTrJE2SNF1St1L6/WvgR8CPIyIvo+pR4KT0/bHAk0UOPQ54Po1xuqSRkp6W9Imk8yRdImmypDcltUjb/VzSO5KmSnpCUsO0/ClJp6bvz5H0r3RMPgVaSmpX2tgV1Wy7vuR+PBaA1Us+pHbdRtRp0LwiIaokFkCrrgNYOPVpAFbMm0adnCbUa9yqWLsOfU7k07F3AwHAutW55Yo/buokcld8ucn9MzMzMzOrTrVq1arWV1kk1QbuAH4IdAcGS+qe2SYibo6IXumk7RXA/yIi8w/6AWn9t068YctOvhukyXTBa1CaXB4D9IiInsDvI2I8MAr4TTqws8sRexKQLVG+Mv3F9AS+L6lnOWItiYg9gLuAS0tosx/wC+CHEbGqSN1LwAHpP66TgBEFFZI6A8siYk1G+++RfHGwF3ADsDoiegNvAKembZ6MiL4RsTswEzgzLT8buEZSf+DXwPkZcSel/Sy3ug23Yd1XSws/r1u9lLoNss8ct+91El0H/okOfU5FtYov2KjMWAA5TdqwZsWCws9rVi4kp0mbYu0abLMdrXsczp5nDWe3k++kQYvts1+smZmZmZl9l/YCPoqIjyNiLcmk5VGltB8MDK/KDm3JyXdewbcY6WsEsAL4Ghgq6Vhg9SbGVgnlJ0qaBEwGepB8w1KWgpnqicAOJbT5KD3noVnqNgCvAYOABhExJ6OuPcm96pleiYiVEbEY+BJ4Oi2fnnH+70kaJ2k6yTKMHgARsRC4BngF+HWRb4UWAR2Kdk7S2elqgAlPvFL0e41swxjFSuZPHs77oy7mg2d/R516jWnTI9t/M5UZC1DxeJElXq069chfv4aJQwfzxaQn6Hrk9dnjmZmZmZltQWpJ1frKzDPS19lFutgR+Czj8+dpWTHpSt/DgScyigMYI2liltibZEu+57uYiFgvaS/gYJJZ4vOAgzYhVG9gQmZBOst8KdA3IpZJGgbUL0esglnpDZT8+1hIkgS/JGlpRLxSpP5R4D/AkCLleVn6kDkLnp/xOT/j/MOAoyNiqqTTgQMzjtkNWErxRLt+er6NRMQ9wD0AUx4aFK12OZSWXQ4GYPXS2dRt1LLw64G6DVuyLm9Z0RCsz1uexMpfT+7sV2ndPdk7rjJjAXToM4gOexwHwIr5M8hp+s0q+pwmbVm7suj3GLBmxUKWzEz2zlvy/kt0c/JtZmZmZlblMvOMEpRvdi7xY+D1IpOL+0XEfEltgBckvR8RYzexu8BWlnxLagw0jIhnJb1JMqMMyY30TcoZ4ziSGehfF6lqCnwFfCmpLcm9Ba9WRr8BIuKDdLZ+pKQjImJKRvU44EaKL5P4gJJn00vTBPhCUl2SpH8eQPrFxQ9Jvnz4n6QxEVGwpfguwL/LCrzkgzEs+WAMAE079qZV18NYPmc8DVt1YcO61YXJcaY6DZoXljfbri9fL/+s0mMBzJ8wgvkTklX7Lbr0p2PfwSya8RxNO/Zk/ZqVrF21pPj1zHqZ5p33YsGUkTTv1IfVS7PvnG5mZmZmZt+pz4HtMj5vC8wvoe1JFMmlImJ++nORpP+QLGN38l2CBpKmZHx+nmSnu6ck1Sf5JuTitO5R4F5JFwDHZ7nv+2JJPyF51Ni7wEHpsu1C6SzxZGAG8DHwemVfUES8I+kMYJSkARnlAdySpf1XkmZL2jkiPipaX4qrgbeAT0mWozeRlEOyo/kZ6TdAvwbul3QQyb+jnSmyGqAsK+ZNpknH3ux69G3kr1/L3PF3FdbteNDlzH3jH6zPW0an/c+nTk5TkMjLncMXbxXfvL0yYwHkfjiOljv3Z+/znmHDuq+ZNerqwrrdBt/BrKeHsHbVYua+dj+7Hnsj2+79UzasW82s0UPKde2PXHsjB/bek1bNmvPZE89z7f13c/8zI8s3cGZmZmZm1awGPOf7HaBLukJ5HkmCfXLRRpKaAd8HfpJR1gioFREr0/eHAt96iavSx0PbFkrSMcCeEZH9uVuVd449IuLq0tpNeWjQZv2Pbfkn2Z/jvSkGvFC70mIBxLjJlRrPzMzMzDYrJe0ptdna5jfnV+vf9stu/nuZYybpR8BfSR41dn9E3CDpFwARcXfa5nTg8Ig4KeO4HUlu64VkovGRiLjh2/Z5S575NiAi/iOpZRWfpg7w5yo+h5mZmZmZbSZqwMw3EfEs8GyRsruLfB5GsudVZtnHwO6V3R8n31uBiBhaxfHLvNfbzMzMzMxsa7b5f11hZmZmZmZmVsN55tvMzMzMzMwqpCYsO9/cOPk2qwHUv3elxvMGbmZmZmZm3y0n32ZmZmZmZlYhnvmuOI+YmZmZmZmZWRVz8m1mZmZmZmZWxbzs3MzMzMzMzCrEy84rbqtOviVtAKZnFD0aETeV0PZo4IOIeC9L3RDg58BioFEa86qCtpKGAn/JdmwJ57oeGBsRL5az/YHAK8BZEXFfWtYbmAT8JiJuScv+CjwZEWPLGbcD8LeIOL6Mdi8CJ0TEsvLEzdSx7+k07dCb/A1rmDv+LvJyPynWZvt+59KobXfy164GYO74O8lb9mmVxgLY+bDLaNmlPxvWfc37T13NqgUzs7brPOB8Wnf/AZGfz/yJjzHv7UfKvO77Lr+Wgf0OYNGyXHY77YQy23/X8czMzMzMrHJt1ck3kBcRvcrZ9mhgNFBSAn1rRpI7CHhZ0m4RsTgizqpIpyLimoq0T00HBgH3pZ9PAqYWVEpqAewTERdVoB/zgVIT79RDwC+BG8obG6BJh17kNGnHzKcupGGrLmy795l8+NxVWdvOn/gwX8596zuJBdBi5/1p0LITb90+kKYde7LLEVcx6b5TirVrt/tR5DRtx9t3HAUEdRu2KDVugWHPPc3tT47gwSv/r1ztv+t4ZmZmZmZWubxWIAtJN0l6T9I0SbdI6gccCdwsaYqknUo7PiJGAGOAk9N4r0rqk76/S9IESTMkXVfC+YdJOj59P0fSdZImSZouqVsJp50L1JfUVpKAw4HnMuqPB57POMccSX+Q9Ebanz0k/VfSbEm/SNvsIOnd9P3pkp6U9LykDyX9KSP2KGBwaWOSTbPt+pL7cTIJv3rJh9Su24g6DZpXNEylxwJo1XUAC6c+DcCKedOok9OEeo1bFWvXoc+JfDr2biAAWLc6t1zxx02dRO6KLze5f1Udz8zMzMysNLVq1arWV020tc98N5A0JePzjcALwDFAt4gISc0jYrmkUcDoiHi8nLEnAdkS5SsjIldSbeAlST0jYloZsZZExB6SfglcCpQ0k/44cAIwOT3/moy6/dL6TJ9FxL6SbgWGpW3qAzOAu7PE7wX0TuPOkvT3iPgsIpZJypHUMiKWlnEtheo23IZ1X33TfN3qpdRt0IL1ecuLtW3f6yTa9TyOlQve5YtJjxD566ssFkBOkzasWbGg8POalQvJadKGtauWbNSuwTbb0brH4bTudhBrVy/jo+dvIi93bnmHwMzMzMzMthJbe/JdbNm5pDrA18BQSc+QLDXfFCqh/ERJZ5OMfXugO1BW8v1k+nMicGwp7R4DRpAk/cOBfhl17UnuSc80Kv05HWgcESuBlZK+ltQ8S/yXIuJLAEnvAZ2Az9K6RUAHYKPkO73WswGuOmNPjhuQuWgg2xBFsZL5k4ezPm85qlWH7fY5mzY9jmLh9CeKtKrMWICKx4ss8WrVqUf++jVMHDqYVt0OpuuR1zNl2OlZ+mJmZmZmtuWoXUNnn6vT1p58FxMR6yXtBRxMct/0ecBBmxCqNzAhs0BSZ5KZ677pbPEwkpnmshTMYG+glN9ZRCyQtA74AXAhGyffeVnOVRA3n41nyfNLOE9mm6J9qZ+eo2if7gHuAZjy0KBotcuhtOxyMACrl86mbqOWhV8J1G3YknV5xfdsK5i9jvz15M5+ldbdBwJQmbEAOvQZRIc9jgNgxfwZ5DRtV1iX06Qta1cW/e4C1qxYyJKZyb54S95/iW5HXl+sjZmZmZmZmZPvIiQ1BhpGxLOS3gQ+SqtWAk3KGeM44FDg10WqmgJfAV9Kagv8EHi1Mvqd4RqgTURs0MaztzOBnavgfKT3mLcD5pTVdskHY1jywRgAmnbsTauuh7F8zngaturChnWrsy4Tr9OgeWF5s+368vXyzyo9FsD8CSOYP2EEAC269Kdj38EsmvEcTTv2ZP2alcWWnAMsmfUyzTvvxYIpI2neqQ+rl2bfOd3MzMzMzLZuW3vyXfSe7+eB24CnJNUnWct8cVr3KHCvpAuA4yNidpFYF0v6Ccmjxt4FDoqIjaZKI2KqpMkk91R/DLxe2RcUEeNLqHoGOAcYWtnnBPYE3oyI4jdPl2LFvMk06dibXY++jfz1a5k7/q7Cuh0Pupy5b/yD9XnL6LT/+dTJaQoSeblz+OKte6s0FkDuh+NouXN/9j7vGTas+5pZo64urNtt8B3MenoIa1ctZu5r97PrsTey7d4/ZcO61cwaPaRc1/7ItTdyYO89adWsOZ898TzX3n839z8zsnwD9x3EMzMzMzMrTU3d9Kw6KaL4fay2ZZL0GjAwIpZXctzbgFER8VJp7aY8NGiz/se2/JPsz/HeFANeqF1psapCjJtc3V0wMzMzs2+UtF/UZmuH/7uyWv+2n3P1DTVuzLb2me+tza+B7YHllRz33bISbzMzMzMz23J45rvinHxvRSLirSqKm33ttpmZmZmZmQHgryvMzMzMzMzMqphnvs3MzMzMzKxCvOy84px8m22F1L93pcbzBm5mZmZmZqVz8m1mZmZmZmYV4pnvivOImZmZmZmZmVUxJ99mZmZmZmZmVczLzs3MzMzMzKxCvOy84ra65FvSBmB6RtGjEXFTCW2PBj6IiPey1A0Bfg4sBhqlMa8qaCtpKPCXbMeWcK7rgbER8WI52x8IvAKcFRH3pWW9gUnAbyLilrTsr8CTETG2PHErSlJr4KGIOHxTju/Y93SaduhN/oY1zB1/F3m5nxRrs32/c2nUtjv5a1cDMHf8neQt+7RKYwHsfNhltOzSnw3rvub9p65m1YKZWdt1HnA+rbv/gMjPZ/7Ex5j39iNlXvd9l1/LwH4HsGhZLruddkKZ7Wt6PDMzMzOzrd3W+HVFXkT0ynhlTbxTRwPdS6m/NY3RBRgBvJwmo0TEWeVNvNP215Q38c4wHRiU8fkkYGrBB0ktgH2qKvEGiIjFwBeS9qvosU069CKnSTtmPnUhn715L9vufWaJbedPfJhZz1zGrGcuy5osV2YsgBY770+Dlp146/aBfDD6enY54qqs7drtfhQ5Tdvx9h1H8c5dR7Po3efLuOrEsOee5vBLf1WutltCPDMzMzPbstSSqvVVE22NyXdWkm6S9J6kaZJukdQPOBK4WdIUSTuVdnxEjADGACen8V6V1Cd9f5ekCZJmSLquhPMPk3R8+n6OpOskTZI0XVK3Ek47F6gvqa0kAYcDz2XUHw8UZoNp3D9IeiPtzx6S/itptqRfpG0aS3op49xHpeV907GpL6lRei3fS0OPBE4pbXyyabZdX3I/Tr4XWL3kQ2rXbUSdBs0rGqbSYwG06jqAhVOfBmDFvGnUyWlCvcatirXr0OdEPh17NxAArFudW67446ZOInfFl5vcv5oWz8zMzMxsa7fVLTsHGkiakvH5RuAF4BigW0SEpOYRsVzSKGB0RDxeztiTgGyJ8pURkSupNvCSpJ4RMa2MWEsiYg9JvwQuBc4qod3jwAnA5PT8azLq9kvrM30WEftKuhUYlrapD8wA7ga+Bo6JiBWSWgFvShoVEe+k4/F7oAHwcES8m8ackJZXSN2G27Duq6WFn9etXkrdBi1Yn7e8WNv2vU6iXc/jWLngXb6Y9AiRv77KYgHkNGnDmhULCj+vWbmQnCZtWLtqyUbtGmyzHa17HE7rbgexdvUyPnr+JvJy55Z3CMzMzMzMbCuxNSbfeRHRK7NAUh2SpHOopGeA0ZsYu6T1DydKOptkvNuTLGUvK/l+Mv05ETi2lHaPkSx57wYMB/pl1LUnuSc906j053SgcUSsBFZK+lpSc+Ar4A+SDgDygY5AW2ABcD3wDslYXZARcxHQoYzrySLbcEWxkvmTh7M+bzmqVYft9jmbNj2OYuH0J6owFpBlKUtkiVerTj3y169h4tDBtOp2MF2PvJ4pw07P0hczMzMzsy2HN1yruK0x+S4mItZL2gs4mOS+6fOAgzYhVG+SWeBCkjqTzFz3jYhlkoaRzDSXpWAGewOl/J4iYoGkdcAPgAvZOPnOy3Kugrj5bDxLnp+e5xSgNbBnRKyTNCcjRgugMVA3LfsqLa+fnquY9EuHswGuOmNPzjnnXFp2ORiA1UtnU7dRy8KvB+o2bMm6vGXFYhTMXkf+enJnv0rr7gMBaLXLoZUWC6BDn0F02OM4AFbMn0FO03aFdTlN2rJ2ZdHvMWDNioUsmZncqr/k/ZfoduT12YbBzMzMzMy2ck6+Se5zBhpGxLOS3gQ+SqtWAk3KGeM44FDg10WqmpIkqV9Kagv8EHi1Mvqd4RqgTURs0MYztjOBnSt4vmbAojTxHgB0yqi7B7ga6Az8keRLCoBdgHfJIiLuSY9jykODYskHY1jywRgAmnbsTauuh7F8zngaturChnWrsy4Tr9OgeWF5s+368vXyzwCozFgA8yeMYP6EEQC06NKfjn0Hs2jGczTt2JP1a1YWW3IOsGTWyzTvvBcLpoykeac+rF6afQM3MzMzM7MtiWe+K25rTL6L3vP9PHAb8JSk+iTrly9O6x4F7pV0AXB8RMwuEutiST8hedTYu8BB6e7fhSJiqqTJJPdUfwy8XtkXFBHjS6h6BjgHGFqBcP8CnpY0AZgCvA8g6VRgfUQ8kt67Pl7SQRHxMjAgPVeFrJg3mSYde7Pr0beRv34tc8ffVVi340GXM/eNf7A+bxmd9j+fOjlNQSIvdw5fvHVvlcYCyP1wHC137s/e5z3DhnVfM2vU1YV1uw2+g1lPD2HtqsXMfe1+dj32Rrbd+6dsWLeaWaOHlOvaH7n2Rg7svSetmjXnsyee59r77+b+Z0aWb+BqYDwzMzMzs62dIorfx2pbDkmvAQMjYnkVnmMscFREFF/nnWHKQ4M2639syz/J/hzvTTHghdqVFqsmiHGTq7sLZmZmZjVZjXt2Vs+/3lStf9tPu+jyGjdmW+PM99bm18D2wPKqCJ4+1/wvZSXeZmZmZma25fCy84pz8r2Fi4i3qjj+YpLnfJuZmZmZmVkJ/HWFmZmZmZmZWRXzzLeZmZmZmZlViJedV5xHzMzMzMzMzKyKeebbzL419e9dqfG8e7qZmZnZ5s0z3xXnETMzMzMzMzOrYk6+zczMzMzMzKqYl52bmZmZmZlZhXjZecU5+bZq1bHv6TTt0Jv8DWuYO/4u8nI/KdZm+37n0qhtd/LXrgZg7vg7yVv2aZXGAtj5sMto2aU/G9Z9zftPXc2qBTOztus84Hxad/8BkZ/P/ImPMe/tR8q87vsuv5aB/Q5g0bJcdjvthDLbO56ZmZmZWc1WY7+ukLRB0pSM1+WltD1aUvcS6oZImpfG+FDSk5ltJQ0t6dgS4l0v6ZAKtD9QUkg6M6Osd1p2adGYkl6V1Ke88Yuc6yJJp1bwmPHlaPOopC4V7U+TDr3IadKOmU9dyGdv3su2e59ZYtv5Ex9m1jOXMeuZy7Imy5UZC6DFzvvToGUn3rp9IB+Mvp5djrgqa7t2ux9FTtN2vH3HUbxz19Esevf5Mq46Mey5pzn80l+Vq63jmZmZmdnmpnatWtX6qolqZq8TeRHRK+N1UyltjwZKS6BvTWN0AUYAL0tqDRARZ0XEe+XtVERcExEvlrd9ajowKOPzScDUbxlzI5LqAD8Dyp6WzRAR/crR7C7gtxXtU7Pt+pL78VgAVi/5kNp1G1GnQfOKhqn0WACtug5g4dSnAVgxbxp1cppQr3GrYu069DmRT8feDQQA61bnliv+uKmTyF3x5Sb3b2uPZ2ZmZmZW09Tk5DsrSTdJek/SNEm3SOoHHAncnM5u71Ta8RExAhgDnJzGK5xplnSXpAmSZki6roTzD5N0fPp+jqTrJE2SNF1StxJOOxeoL6mtJAGHA89li1nkXIdKeiON/29JjbONQdr8IGBSRKzPuK5bJY2VNFNS33TW/0NJv884x6r054HpMY9Lel/Sv9K+AowDDkkT/HKr23Ab1n21tPDzutVLqdugRda27XudRNeBf6JDn1NRreKnqcxYADlN2rBmxYLCz2tWLiSnSZti7Rpssx2texzOnmcNZ7eT76RBi+2zX6yZmZmZmW3VavI93w0kTcn4fCPwAnAM0C0iQlLziFguaRQwOiIeL2fsSUC2RPnKiMiVVBt4SVLPiJhWRqwlEbGHpF8ClwJnldDuceAEYHJ6/jWlBZXUCrgKOCQivpJ0GXCJpNspMgbpIfsBE4uEWRsRB0i6EHgK2BPIBWZLujUilhZp3xvoAcwHXk9jvhYR+ZI+AnbPco7SriJLWRQrmT95OOvzlqNaddhun7Np0+MoFk5/ogpjASoeL7LEq1WnHvnr1zBx6GBadTuYrkdez5Rhp2fpi5mZmZnZlqOmLv2uTjU5+c6LiF6ZBenM69fAUEnPAKM3MXa2TA7gRElnk4xbe5Kl7GUl30+mPycCx5bS7jGSJe/dgOFAWcu990nP/3o6AV0PeANYQfYxaA8U3TFsVPpzOjAjIr4AkPQxsB1QNPl+OyI+T9tMAXYAXkvrFgEdKJJ8p+N1NsBVZ+zJOeecS8suBwOweuls6jZqCYuTtnUbtmRd3rJiF7o+bzkAkb+e3Nmv0rr7QABa7XJopcUC6NBnEB32OA6AFfNnkNO0XWFdTpO2rF25uFi8NSsWsmRmckfAkvdfotuR1xdrY2ZmZmZmVpOT72IiYr2kvYCDSe6bPo9kuXVF9QYmZBZI6kwyc903IpZJGgbUL0esghnsDZQy3hGxQNI64AfAhZSdfAt4ISIGF6vIPgZ5Wfpb0Ld8Np5pzy+hr5ltil5P/fQcG4mIe4B7AKY8NCiWfDCGJR+MAaBpx9606noYy+eMp2GrLmxYt7owOc5Up0HzwvJm2/Xl6+WfAVCZsQDmTxjB/AkjAGjRpT8d+w5m0YznaNqxJ+vXrGTtqiXF4i2Z9TLNO+/Fgikjad6pD6uXZt/AzczMzMxsS+KZ74rbokYsvee5WUQ8C1wE9EqrVgJNyhnjOOBQktnnTE2Br4AvJbUFflgJXS7qGuCyiNhQjrZvAvtJ2hlAUkNJu5QyBjOBnSu/y4V2AWZU5IAV8yazZtUidj36Nrbb52w+f+u+wrodD7qcOg22AaDT/ufTdeDNdP3xLdTOacLC6U9WaSyA3A/H8fWyz9n7vGfYZeC1fPjsDYV1uw2+g3qNWwMw97X7ab3rIfQ55wk6H3whs0YPKde1P3Ltjbxx9wN03b4Tnz3xPD874uhyHed4ZmZmZmY1U02e+S56z/fzwG3AU5Lqk8wMX5zWPQrcK+kC4PiImF0k1sWSfgI0At4FDoqIjdYYR8RUSZNJEsyPSe55rlQRUeZjvTLaLpZ0OjBcUk5afBXJFw3ZxuA54KFK7G6h9MuIvIJl6xUx7+37mZel/OOXv9m8fvYL//edxwL48Lk/ZC2fPvybR2atX7OS6cPPK3fMAidfd0WFj3E8MzMzM7OaSxHFN5GyLZOk/wC/jYgPKznuxcCKiLivtHZTHhq0Wf9jW/5J0VviN92AF2pXWqytUYybXN1dMDMzM/sulbTn1GbroGF3V+vf9i+f/osaN2Zb1LJzK9PlJBuvVbblwANVENfMzMzMzGyLUJOXnVsFRcQsYFYVxP1nZcc0MzMzM7PNV+3ansetKI+YmZmZmZmZWRVz8m1mZmZmZmZWxbzs3Mw2O+rfu1LjeQM3MzMzs8rl53xXnEfMzMzMzMzMrIo5+TYzMzMzMzOrYl52bmZmZmZmZhXiZecV5+TbqlXHvqfTtENv8jesYe74u8jL/aRYm+37nUujtt3JX7sagLnj7yRv2adVGgtg58Muo2WX/mxY9zXvP3U1qxbMzNqu84Dzad39B0R+PvMnPsa8tx8p87rvu/xaBvY7gEXLctnttBPKbO94VRvPzMzMzKyq1aivKyRtkDQl43V5KW2PltS9hLohkualMT6U9GRmW0lDSzq2hHjXSzqkAu0PlBSSzswo652WXVo0pqRXJfUpb/wi57pI0qmbcmw549eTNFZShb/IadKhFzlN2jHzqQv57M172XbvM0tsO3/iw8x65jJmPXNZ1mS5MmMBtNh5fxq07MRbtw/kg9HXs8sRV2Vt1273o8hp2o637ziKd+46mkXvPl/GVSeGPfc0h1/6q3K1dbyqj2dmZmZmFVO7Vq1qfdVENa3XeRHRK+N1UyltjwZKS6BvTWN0AUYAL0tqDRARZ0XEe+XtVERcExEvlrd9ajowKOPzScDUbxlzI2lC/DOg7KnYTRQRa4GX2PhayqXZdn3J/XgsAKuXfEjtuo2o06D5JvWjMmMBtOo6gIVTnwZgxbxp1MlpQr3GrYq169DnRD4dezcQAKxbnVuu+OOmTiJ3xZeb3D/Hq9x4ZmZmZmZVraYl31lJuknSe5KmSbpFUj/gSODmdHZ7p9KOj4gRwBjg5DRe4UyzpLskTZA0Q9J1JZx/mKTj0/dzJF0naZKk6ZK6lXDauUB9SW0lCTgceC5bzCLnOlTSG2n8f0tqnG0M0uYHAZMiYn3Gdd2azlTPlNQ3nfX/UNLvM84xUtLE9JrPTss6pe1aSaolaZykQ9NDRgKnlDbG2dRtuA3rvlpa+Hnd6qXUbdAia9v2vU6i68A/0aHPqahW8Un2yowFkNOkDWtWLCj8vGblQnKatCnWrsE229G6x+HsedZwdjv5Thq02D77xZqZmZmZ2Vatpt3z3UDSlIzPNwIvAMcA3SIiJDWPiOWSRgGjI+LxcsaeBGRLlK+MiFxJtYGXJPWMiGllxFoSEXtI+iVwKXBWCe0eB04AJqfnX1NaUEmtgKuAQyLiK0mXAZdIup0iY5Aesh8wsUiYtRFxgKQLgaeAPYFcYLakWyNiKfCz9JobAO9IeiIiPpX0R+Bu4C3gvYgYk8Z8F+hbxphku6IsZVGsZP7k4azPW45q1WG7fc6mTY+jWDj9iSqMBah4vMgSr1adeuSvX8PEoYNp1e1guh55PVOGnZ6lL2ZmZmZmW45aNXTpd3Wqacl3XkT0yixIl1Z/DQyV9AwwehNjZ8veAE5MZ3/rAO1JlrKXlXw/mf6cCBxbSrvHSJa8dwOGA/3KiLtPev7Xk8ly6gFvACvIPgbtgaK7hI1Kf04HZkTEFwCSPga2A5YCF0g6Jm23HdAFWBoRQyWdAPwC6FUQMCI2SForqUlErMw8WTp2ZwNcdcaenHPOubTscjAAq5fOpm6jlrA4aVu3YUvW5S0rdtHr85Yn58lfT+7sV2ndfSAArXY5tNJiAXToM4gOexwHwIr5M8hp2q6wLqdJW9auXFws3poVC1kyM7k7YMn7L9HtyOuLtTEzMzMzM6tpyXcxEbFe0l7AwST3TZ9Hsty6onoDEzILJHUmmbnuGxHLJA0D6pcjVsEM9gZKGeOIWCBpHfAD4ELKTr4FvBARg4tVZB+DvCz9LehbPhvPtOcDdSQdCBwC7BsRqyW9WhBDUkNg27R9YyAz0c4h+QKg6DXeA9wDMOWhQbHkgzEs+SCZMG/asTetuh7G8jnjadiqCxvWrS5MjjPVadC8sLzZdn35evlnAFRmLID5E0Ywf8IIAFp06U/HvoNZNOM5mnbsyfo1K1m7akmxeEtmvUzzznuxYMpImnfqw+ql2TdwMzMzMzPbktTUTc+qU40fsfSe52YR8SxwEd/MyK4EmpQzxnHAoSSzz5maAl8BX0pqC/ywErpc1DXAZRGxoRxt3wT2k7QzJMmwpF1KGYOZwM4V7E8zYFmaeHcjmW0v8EfgX2mf7y0olNQSWBwR6ypyohXzJrNm1SJ2Pfo2ttvnbD5/677Cuh0Pupw6DbYBoNP+59N14M10/fEt1M5pwsLpT1ZpLIDcD8fx9bLP2fu8Z9hl4LV8+OwNhXW7Db6Deo1bAzD3tftpvesh9DnnCToffCGzRg8p17U/cu2NvHH3A3TdvhOfPfE8Pzvi6HId53hVE8/MzMzMrKrVtJnvovd8Pw/cBjwlqT7JzPDFad2jwL2SLgCOj4jZRWJdLOknQCOSe5YPioiN1hVHxFRJk4EZwMfA65V9QRExvgJtF0s6HRguKSctvorki4ZsY/Ac8FAFu/Q88AtJ04BZJAk/kr5Pcl/3fuky8+MknRER/wQGAM9W8DwAzHv7fuZlKf/45W82sp/9wv9957EAPnzuD1nLpw//5hFX69esZPrw88ods8DJ111R4WMcr+rimZmZmZlVNUUU30TKthyS/gP8NiI+rMJzPAlcERGzSms35aFBm/U/tuWfFL09ftMNeKF2pcWyby/GTa7uLpiZmZmVpqT9pzZbJ/7nkWr92/6xY06ucWNW45edW5kuJ9l4rUpIqgeMLCvxNjMzMzMz+y5JOlzSLEkfSbo8S/2Bkr5MH089RdI15T12U9S0ZedWQWlSXGWJcUSsBR6sqvhmZmZmZrb52dw3XEsfFX0HyebWn5M8QnlURLxXpOm4iBi4icdWyOY9YmZmZmZmZmYVtxfwUUR8nE4YPgoc9R0cWyIn32ZmZmZmZral6Qh8lvH587SsqH0lTZX0nKQeFTy2Qrzs3My2eOrfu1LjeQM3MzMz29rVrl29+51JOhs4O6Ponoi4J7NJlsOKbhI3CegUEask/QgYCXQp57EV5uTbzMzMzMzMapQ00b6nlCafA9tlfN4WmF8kxoqM989KulNSq/IcuymcfJuZmZmZmVmFbO4brgHvAF0kdQbmAScBJ2c2kNQOWBgRIWkvktuylwLLyzp2Uzj5NjMzMzMzsy1KRKyXdB7wX6A2cH9EzJD0i7T+buB44FxJ64E84KSICCDrsd+2T06+rVp17Hs6TTv0Jn/DGuaOv4u83E+Ktdm+37k0atud/LWrAZg7/k7yln1apbEAdj7sMlp26c+GdV/z/lNXs2rBzKztOg84n9bdf0Dk5zN/4mPMe/uRMq/7vsuvZWC/A1i0LJfdTjuhzPaOV7PimZmZmVn1i4hngWeLlN2d8f524PbyHvttbfZrBcpL0oaMh6NPKe1B6JKOltS9hLohkualMT6U9GRmW0lDSzq2hHjXSzqkAu2LPuj9xfIeWyTORZIaZnyWpJclNa1AjCPLeqC8pNaSnt+UPjbp0IucJu2Y+dSFfPbmvWy795kltp0/8WFmPXMZs565LGuyXJmxAFrsvD8NWnbirdsH8sHo69nliKuytmu3+1HkNG3H23ccxTt3Hc2id8s3FMOee5rDL/1Vudo6Xs2LZ2ZmZralq12rVrW+aqKa2evs8iKiV8brplLaHg2UlkDfmsboAowAXpbUGiAizqrIw9Uj4pqIqGgCPS7jOsqduBdxEdAw4/OPgKmZmwqUJSJGlTGORMRi4AtJ+1W0g82260vux2MBWL3kQ2rXbUSdBs0rGqbSYwG06jqAhVOfBmDFvGnUyWlCvcatirXr0OdEPh17NwWbH65bnVuu+OOmTiJ3xZeb3D/H27zjmZmZmZkVtSUl31lJuknSe5KmSbpFUj/gSODmdGZ5p9KOj4gRwBjSG+wlvSqpT/r+LkkTJM2QdF0J5x8m6fj0/RxJ10maJGm6pG4VuI6fSHo77fM/JNVOyw+V9EYa89+SGku6AOgAvCLplTTEKcBT6TE7SHo/ncV/V9K/JB0i6fV0tn+vtN3pkm7PuI6/SRov6eOCa0qNTONXSN2G27Duq6WFn9etXkrdBi2ytm3f6yS6DvwTHfqcimoVv1uiMmMB5DRpw5oVCwo/r1m5kJwmbYq1a7DNdrTucTh7njWc3U6+kwYtts9+sWZmZmZmWxDPfFdczex1dg2KLDsfJKkFcAzQIyJ6Ar+PiPHAKOA36czy7HLEngRkS5SvjIg+QE/g+5J6liPWkojYA7gLuLSENv0zruNKSbsCg4D9IqIXsAE4Jd0G/yrgkDTmBOCSiPgbyVb4AyJiQBpzP2Bixjl2Bm5L+96N5MuF/dM+/a6EfrVP2wwEMmfEJwD9y3HtRZTv8XnzJw/n/VEX88Gzv6NOvca06XFUFccCVDxeZIlXq0498tevYeLQwXwx6Qm6Hnl99nhmZmZmZrZV25I2XMtLE9NCkuoAXwNDJT0DjN7E2CU9Qf7E9OHudUgS0+7AtDJiPZn+nAgcW0KbcRExsPDkyU57ewLvKEkKGwCLgH3Sc76eltcD3ighZouIWJnx+ZOImJ7GnwG8lG6xPx3YoYQYIyMiH3hPUtuM8kUkM+3FpONzNsBVZ+zJOeecS8suBwOweuls6jZqCYuTtnUbtmRd3rJiMdbnLQcg8teTO/tVWndPhqbVLodWWiyADn0G0WGP4wBYMX8GOU3bFdblNGnL2pWLi8Vbs2IhS2YmdxUsef8lujn5NjMzMzOzLLak5LuYdHv5vYCDSZ7Ndh5w0CaE6k0yu1sofebbpUDfiFgmaRhQvxyx1qQ/N1D+8RfwQERcUaQPPwZeiIjB5YixXlKtNHnO7AdAfsbn/FL6lXlM5hcS9Um25i8mIu4B7gGY8tCgWPLBGJZ8MAaAph1706rrYSyfM56GrbqwYd3qwuQ4U50GzQvLm23Xl6+XfwZAZcYCmD9hBPMnjACgRZf+dOw7mEUznqNpx56sX7OStauWFIu3ZNbLNO+8FwumjKR5pz6sXpp9AzczMzMzsy1JTV36XZ226BGT1Bholm4TfxHQK61aCTQpZ4zjgEOB4UWqmgJfAV+ms8A/rIQul+Ql4HhJbdI+tZDUCXgT2E/Szml5Q0m7pMcUvcZZwI5V1L9dgHcretCKeZNZs2oRux59G9vtczafv3VfYd2OB11OnQbbANBp//PpOvBmuv74FmrnNGHh9CerNBZA7ofj+HrZ5+x93jPsMvBaPnz2hsK63QbfQb3GrQGY+9r9tN71EPqc8wSdD76QWaOHlOvaH7n2Rt64+wG6bt+Jz554np8dcXS5jnO8mhHPzMzMzKwoJc8Qr/kkbQCmZxQ9T3JP81MkM7MCbomIB9Kdue8lmck9PvO+b0lDgJ+TLGBuRJJUXlmww7mkV4FLI2JCOtu9N/BxGmtURAwr0q9hwOiIeFzSHKBPRCxJN227JSIOLNL+wDT+wCLlg4ArSL4wWQf8KiLelHQQ8EcgJ216VUSMknQ+8Cvgi4gYIOnq9P1QSTukffpelj4W1kk6Pe3veZlt0mNWRUTj9P2lwJqI+Hu2302BKQ8N2qz/sS3/JPtzvDfFgBdqV1os2/zEuMnV3QUzMzPbspR0m+tm6xcvPlWtf9vffchRNW7Mtpjk20onqT3wYET8oApijwWOiojiN1lncPJtWwon32ZmZlbJalwi+auXn67Wv+3vOOjHNW7Mtuhl5/aNiPgCuFdS08qMmz7//C9lJd5mZmZmZmZbsy16wzXbWEQ8VgUxF5M859vMzMzMzLYS3nCt4jxiZmZmZmZmZlXMybeZmZmZmZlZFfOyczOzClL/3pUWy5u3mZmZWU3kZecV5xEzMzMzMzMzq2Ke+TYzMzMzM7MK8cx3xXnEzMzMzMzMzKqYZ76tWnXsezpNO/Qmf8Ma5o6/i7zcT4q12b7fuTRq2538tasBmDv+TvKWfVqlsQB2PuwyWnbpz4Z1X/P+U1ezasHMrO06Dzif1t1/QOTnM3/iY8x7+5Eyr/u+y69lYL8DWLQsl91OO6HM9o5Xc+JVdt/MzMzMbMtQo2e+JW2QNCXjdXkpbY+W1L2EuiGS5qUxPpT0ZGZbSUNLOraEeNdLOqQC7Q+U9GXGdbxY3mOLxLlIUsOMz5L0sqSmmxKvnOccKOm6TTm2SYde5DRpx8ynLuSzN+9l273PLLHt/IkPM+uZy5j1zGVZk+XKjAXQYuf9adCyE2/dPpAPRl/PLkdclbVdu92PIqdpO96+4yjeuetoFr37fBlXnRj23NMcfumvytXW8WpWvMrum5mZmdnmqHbtWtX6qolqZq+/kRcRvTJeN5XS9migtAT61jRGF2AE8LKk1gARcVZEvFfeTkXENRFR0QR6XMZ1lDtxL+IioGHG5x8BUyNixSbGK49ngCMzk/7yarZdX3I/HgvA6iUfUrtuI+o0aL5JnajMWACtug5g4dSnAVgxbxp1cppQr3GrYu069DmRT8feDQQA61bnliv+uKmTyF3x5Sb3z/E233iV3TczMzMz2zLU9OQ7K0k3SXpP0jRJt0jqBxwJ3JzOLO9U2vERMQIYA5ycxntVUp/0/V2SJkiaUdKMr6Rhko5P38+RdJ2kSZKmS+pWgev4iaS30z7/Q1LttPxQSW+kMf8tqbGkC4AOwCuSXklDnAI8lR6zg6T301n8dyX9S9Ihkl5PZ/v3StvtJWm8pMnpz65p+SWS7k/f75bGaBgRAbwKDCzvdRWo23Ab1n21tPDzutVLqdugRda27XudRNeBf6JDn1NRreJ3S1RmLICcJm1Ys2JB4ec1KxeS06RNsXYNttmO1j0OZ8+zhrPbyXfSoMX22S/WzMzMzGwLUrtWrWp91UQ1s9ffaFBk2fkgSS2AY4AeEdET+H1EjAdGAb9JZ5ZnlyP2JCBbonxlRPQBegLfl9SzHLGWRMQewF3ApSW06Z9xHVdK2hUYBOwXEb2ADcApkloBVwGHpDEnAJdExN+A+cCAiBiQxtwPmJhxjp2B29K+dyP5cmH/tE+/S9u8DxwQEb2Ba4A/pOV/BXaWdAzwT+CciFid1k0A+pdjHIpQlrIoVjJ/8nDeH3UxHzz7O+rUa0ybHkdVcSxAxeNFlni16tQjf/0aJg4dzBeTnqDrkddnj2dmZmZmZlu1mr7hWl6amBaSVAf4Ghgq6Rlg9CbGzpbNAZwo6WySsWtPspR9Whmxnkx/TgSOLaHNuIgonD2WdB6wJ/COkkSwAbAI2Cc95+tpeT3gjRJitoiIlRmfP4mI6Wn8GcBLERGSpgM7pG2aAQ9I6kKSvdYFiIh8Saen1/qPiHg9I+4ikln3YtKxOhvgqjP25JxzzqVll4MBWL10NnUbtYTFSdu6DVuyLm9ZsRjr85YDEPnryZ39Kq27J8PUapdDKy0WQIc+g+iwx3EArJg/g5ym7Qrrcpq0Ze3KxcXirVmxkCUzkzsMlrz/Et2cfJuZmZmZWRY1PfkuJiLWp0uoDwZOAs4DDtqEUL1JZnQLSepMMkvcNyKWSRoG1C9HrDXpzw2Uf8wFPBARVxTpw4+BFyJicDlirJdUKyLyi/QDID/jc35Gv/4PeCUijpG0A8mS8gJdgFUUT7TrA3nZOhAR9wD3AEx5aFAs+WAMSz4YA0DTjr1p1fUwls8ZT8NWXdiwbnVhcpypToPmheXNtuvL18s/A6AyYwHMnzCC+RNGANCiS3869h3MohnP0bRjT9avWcnaVUuKxVsy62Wad96LBVNG0rxTH1Yvzb6Bm5mZmZnZlqSmLv2uTlvciElqDDSLiGdJNiDrlVatBJqUM8ZxwKHA8CJVTYGvgC8ltQV+WAldLslLwPGS2qR9aiGpE/AmsJ+kndPyhpJ2SY8peo2zgB0reN5mwLz0/ekFhZKakSxZPwBoWXBPe2oX4N0KnocV8yazZtUidj36Nrbb52w+f+u+wrodD7qcOg22AaDT/ufTdeDNdP3xLdTOacLC6U9WaSyA3A/H8fWyz9n7vGfYZeC1fPjsDYV1uw2+g3qNWwMw97X7ab3rIfQ55wk6H3whs0YPKde1P3Ltjbxx9wN03b4Tnz3xPD874uhyHed4m3+8yu6bmZmZmW0ZlOyXVTNJ2gBMzyh6niRBfIpkNlbALRHxgKT9gHtJZnuPz7zvW9IQ4Ocki5YbkSSSVxbscC7pVeDSiJiQznbvDXycxhoVEcOK9GsYMDoiHpc0B+gTEUvSTdtuiYgDi7Q/MI0/sEj5IOAKki9J1gG/iog3JR0E/BHISZteFRGjJJ0P/Ar4IiIGSLo6fT80ncUeHRHfy9LHwjpJ+wIPpGPxMvDTiNgh3WxtSkT8TdJ2wCtAv4hYJGk0cEXBkvaSTHlo0Gb9j235J9mf470pBrxQu9Ji2ZYtxk2u7i6YmZlZ9SvpltfN1pCJ/6vWv+2H7Pn9GjdmNTr5ttJJag88GBE/qMJztAUeiYiDy2rr5NusOCffZmZmhpPvip+/BibfW9yyc/tGRHwB3CupaRWeZnvg11UY38zMzMzMrMbb4jZcs41FxGNVHP+dqoxvZmZmZmabn1recK3CPGJmZmZmZmZmVcwz32ZmZmZmZlYhtVXjbrmudk6+7Tvz9eG3VncXSlWeB7aX11cXZH3suVkxq5fPLrtRBTRsvlOlxjMzMzOzyuFl52ZmZmZmZmZVzDPfZmZmZmZmViG15XncivKImZmZmZmZmVUxJ99mZmZmZmZmVaxCybekDZKmZLwur6yOSNpB0rvlaDdE0rz0/B9KelJS93Icd7qkDpvQr1MlvStphqT3JF2alg+TdHxF41Xw3Lel17rZfUmS/h4u3dTjp735NpcNPpXfDDqF0Q89Uqx+/JgXuPK0M7nytDP5v1+cx9wPP6rR8SKCP/75bo487kxOPOWXzHw/e/tH//00Rx53Jr33/hHLln/peJt532pCPDMzM7OqUFuq1ldNVNGkLi8iemW8bqqSXpXt1vT8XYARwMuSWpdxzOlAhZJvST8ELgIOjYgewB7Ad/JXbppwHwN8BhxQiXFrV1asTZW/YQMP/uU2fn3LTdz48DDefPEl5n0yZ6M2rdu353d//ys3PHAfR572U/75pz/X2HgAr42fwNzP5vHU40O56vIL+MOfbs/arlfP7tz99z/Qvn0bx6sBfasJ8czMzMxs81ApM6qS5kj6o6S309fOaXknSS9Jmpb+3D4tbyvpP5Kmpq9+aajaku5NZ5nHSGpQ1rkjYgQwBjg5jX2NpHfS2ep7lDge6AP8K50xbyBpT0n/kzRR0n8ltc8S/grg0oiYn57r64i4N8v1HyxpsqTpku6XlJOW35TOlk+TdEta1lrSE2kf35G0XwmXNgB4F7gLGJxxriGSHpL0cjrz//O0/EBJY9NxfU/S3QUz5pJWSbpe0lvAvpIuScfnXUkXZcQemY7HDElnZ5QfLmlS+rt6KaOP3SW9KuljSReU+ovK8PHM92m7bQfadOxAnbp12fuQg5j02usbtemy2/do1LQJADv36E7u4iU1Nh7A/8a+ycAfHowkeu7WjZUrv2Lxktxi7bp13YkOHdqWGmtri7c5960mxDMzMzOrCp75rriKJt8Niiw7H5RRtyIi9gJuB/6alt0OPBgRPYF/AX9Ly/8G/C8idieZTZ6RlncB7khnmZcDx5WzX5OAbgXnjIi+EfE9oAEwMCIeByYAp0REL2A98Hfg+IjYE7gfuCFL3O8BE0s7saT6wDBgUETsRrKD/LmSWpDMXPdIr//36SG3kczc902vb2gJoQcDw4H/AAMl1c2o6wkcAewLXJOxnH4v4NfAbsBOwLFpeSPg3YjYG8gDzgD2BvYBfi6pd9ruZ+l49AEukNQyXVFwL3Bc+vs6IaMf3YDD0vNeW6SPJVq2eAkt2nwzW9eidWuWlZK8/m/0s/TcZ68aGw9g0eIltGv7zeKMtm1asaiMhN3xNv++1YR4ZmZmZrZ5+LbLzkdk1A3P+Llv+n5foOCG2YeA/dP3B5HM6BIRGyKiYCn3JxExJX0/EdihnP3K/OpjgKS3JE1Pz9MjS/uuJIn1C5KmAFcB25bzXNlifRIRH6SfHyBZJr4C+BoYKulYYHVafwhwe3reUUBTSU02uhipHvAjYGRErADeAg7NaPJURORFxBLgFZLkF+DtiPg4IjaQ/B4KxnsD8ET6fn/gPxHxVUSsAp4E+qd1F0iaCrwJbEfyZcg+wNiI+AQgIjKn4J6JiDVpPxYBxabhJJ0taYKkCSMffJg0RrFBVAnfXs2cNJmxzzzLoHPPzlpfE+IlMYuXiU3/xm5rirc5960mxDMzMzOzzUNlPuc7SnhfUpts1mS830Ayc10evYEJ6Sz0nUCfiPhM0hCgfpb2AmZExL5Z6jLNAPYEXi6lTda/iiNivaS9gIOBk4DzSL4MqAXsGxF5pcQ8HGgGTE+TvoYkyfszBeGLnq6M8q/ThLzE/ko6kOSLgX0jYrWkV0nGTlniFij6+yr27yki7gHuAXhz8fwAaNGmNbmLFhW2yV28mOatWhYLPvej2dx30y1cestNNG7WrIQubL7xRvz7aZ586r8A9OjehQULFxfWLVy0hNati8cszdYUb3PuW02IZ2ZmZlbVam1+e0Jv9ipzxAZl/HwjfT+eJPEEOAV4LX3/EnAuJBuASWq6qSeVdBzJrPBwvkm0l0hqDGTuRr4SKJhhngW0lrRvGqOupGwz5DcCf5LULm2Xk+Xe5veBHZTe5w78FPhfev5mEfEsyaZtvdL6MSSJeEH/e1HcYOCsiNghInYAOgOHSmqY1h8lqb6klsCBwDtp+V6SOqf3eg/im/HONBY4WlJDSY1IlsaPI0n2l6WJdzeSGW9Ifpffl9Q57W+LLDErpHO3biz8bB6L53/B+nXreOvFl+m9X7+N2ixdsJC/X3kN51x9Be22365Gxht0wo8Z8fDtjHj4dgYcsC+jn3uJiGDa9Pdp3LgRrVtVbCi3pnibc99qQjwzMzMz2/x823u+M3c7z0k39LoQuDgtuwA4Q9I0kqT0wrT8QpLl4dNJlpdnS3xLc3F6/g+BnwAHRcTiiFhOcn/ydGAk3ySlkNyXfXe63Ls2SWL+x3SZ9RRg4+wKSBPnO4AXJc1I+1qnSJuvSe6h/nd6PfnA3SSJ/uj02v9XZEz6pJuwvQf8IjNemmAfxjez3ETEVySJ9I/TorfT+jeB/yvYEI4kUb6JZKO2T0juFy96TZPSsXibZDn70IiYDDwP1En7+39pbCJiMXA28GQ6ViOKxqyo2nVq89NLLuDmS37L5aeczl4HDWDbHTvz8shRvDxyFAAjhz3Iqi9X8OCf/8rVp5/FtWeeU2PjAey/X1+27dCOI487k/+78Tau+O0vC+vOu+gaFi1eCsAjI57isIE/ZdGiJZx4yq+47oa/bvXxNue+1YR4ZmZmZlXBG65VnLLd31rhINIckqXe3hWoiqVL6VdFxC1Fyg8k2Zl9YDV0q1wKlp1vDXrWLe2uArOq07D5TtXdBTMzM6u4GpdN/n3GO9X6t/35PfrWuDHzQn0zMzMzMzOzKlYpG66l9yXbdyAihpRQ/irw6nfZFzMzMzMz2zrVruV53IryiJmZmZmZmZlVscp81JiZmZmZmZltBWrqpmfVycm3fWd2z/+4urtQqgWznq+0WNN2/WXZjcyqQM/lsys1njdwMzMzM6scXnZuZmZmZmZmVsU8821mZmZmZmYVUsvLzivMM99mZmZmZmZmVcwz32ZmZmZmZlYhteV53IoqM/mWtAGYnrb9BPhpRCwvpf0QYFVE3FJKm6OBDyLivfTz9cDYiHixIp0vEvN04LCIGJxR1gqYCWwbEWtKOKZPRJy3CecbHxH9JO0A9IuIRyrY100675YkIvjT34bz2pvTqZ9Tj+uv+Bm7du1UrN0V19/De7PmUKdObb63a2euuvRU6tapU2WxCuLd9egU3pn+BTn16vDrM/rSpdM2JV7LnY9MZsz4Txh5+7FZ66e9+Tb/uu128vM38P2BRzDwpydvVD9+zAs8869HAajfoAGn/foitu+yc4nn25ribc59qwnxIoI//eUfvD7+HerXz+G6qy9h127F2z/676d55NGRfPb5F7z83+Fs07xZiTHNzMzMrOLK83VFXkT0iojvAbnAryrhvEcD3Qs+RMQ13ybxTj0J/EBSw4yy44FR2RLvbysi+qVvdwBOLqXpZktSta58eO3N6cz9fCGjHvkDV//mVG74y0NZ2/3oB/sw8uEbeHzY9axZs47/jB5XpbEA3nl3AfMXreL+G37IhT/dk9v/NanE6/hgTi6r8taWWJ+/YQMP/uU2fn3LTdz48DDefPEl5n0yZ6M2rdu353d//ys3PHAfR572U/75pz873mbet5oQD+C18ROY+9k8nnp8KFddfgF/+NPtWdv16tmdu//+B9q3b1NqPDMzMzPbNBVdK/AG0BFA0k6Snpc0UdI4Sd2KNpb0c0nvSJoq6QlJDSX1A44EbpY0JY0zTNLxkn4o6bGM4w+U9HT6/lBJb0iaJOnfkhpnnisiVgBjgR9nFJ8EDJfUOj3/O+lrvyx97STpJUnT0p/bp+VtJf0nvYapaf+RtCo99Cagf3otF6dj0Ssj7uuSepY0oJKOSK+rVToOd0l6RdLHkr4v6X5JMyUNK+H4OZL+KOnt9LVzWp71miUNkXSPpDHAg0VitZc0Nr2WdyX1L23sJfWVND4dl7clNSnpOrN59bUpDDysH5Lo2WMnVq5azeIly4u1679vTyQhiR67dmbh4mVVGgvgjSnzOXifTkhi151asmr1WpYuzyvWbkN+MPTxaZx5XIm/Yj6e+T5tt+1Am44dqFO3LnsfchCTXnt9ozZddvsejZomw7dzj+7kLl7ieJt532pCPID/jX2TgT88OPlvY7durFz5FYuX5BZr163rTnTo0LbUWGZmZmYFakvV+qqJyp18S6oNHAyMSovuAc6PiD2BS4E7sxz2ZET0jYjdSZZ/nxkR49MYv0ln1DMfSvsCsI+kRunnQcCIdPn4VcAhEbEHMAG4JMv5hpMk3EjqAOwCvALcBtwaEX2B44ChWY69HXgwInoC/wL+lpb/Dfhfeg17ADOKHHc5MC69llvT2KenfdgFyImIaVnOh6Rj0uN/FBEFf0FvAxwEXAw8DdwK9AB2y0zqi1gREXul1/DXtKy0a94TOCoiis7Ynwz8NyJ6AbsDU0oae0n1gBHAhenYHAIUz05LsWjJMtq1aVH4uW3rbViUJWEusG79ep757xvst9f3qjQWwNJlebRu8c0iitbbNMyafD/98kfss3sHWjZvUOK5li1eQos238wmtmjdmmWlJEz/G/0sPffZy/E2877VhHgAixYvoV3b1oWf27ZpxaIyEnYzMzMzq3zlSb4bSJoCLAVaAC+kM5/9gH+ndf8A2mc59nvpTPB04BSSJLJEEbEeeB74cbok+gjgKWAfkmXqr6fnOw0ofkMvjAb2l9QUOBF4PCI2kCSGt6fHjgKaZpml3RcouG/7IWD/9P1BwF1p/zZExJelXQPwb2CgpLrAz4BhJbQbAFwGHBERmdOvT0dEkNxnvzAipkdEPknSv0MJsYZn/Nw3fV/aNY+KiGyJ8jvAGUru298tIlZS8th3Bb6IiHcgWXmQ/v42IulsSRMkTbjvoVEb1SWXWbR9CVcI/OEvD7PH7ruwx+67FKurzFgAQbZ4GwdcujyPsRM/46iDSr7ftuS+Ze/czEmTGfvMsww692zH28z7VhPiJTGLl4ma+W2xmZmZWU1Wnnt+8yKil6RmJMntr0gSyuXpDGlphgFHR8RUJZuMHViO841Iz5ELvBMRK5X89flC5mZq2UREnqTngWNIZsAvTqtqAfsWTThL+qO2IFw5+pqtD6slvQAcRfIFQJ8Smn4M7EgyOz8ho7zg/vT8jPcFn0v6fUWW96Vd81cl9H2spANIvvR4SNLNwDKyjH26lL7MMYqIe0hWSZC38LV49MmXeXL0WAB6dNuBBYu+Wf66cPEyWrdsnjXO3f98imXLV3L1708tLKvMWACjXvmI58d+DMAunVuwOHd1Yd3iZatp0az+Ru0/mrucLxat4owrnwNgzdoNnPG7Z/nnH360UbsWbVqTu2hR4efcxYtp3qplsX7N/Wg29910C5fechONm5W82dXWFG9z7tvmHG/Ev5/myaf+C0CP7l1YsHBxYd3CRUto3bp4TDMzM7OK8G7nFVfuEUtnfC8gWWKeB3wi6QQAJXbPclgT4It0FviUjPKVaV02r5Is7/45SSIO8CawX8b9zA3TJd3ZDCdZkt42PQ5gDFC4s3gJy7fHky5ZT/v6Wvr+JeDc9Lja6ax6pmzXMpRkufo7EVH85srEp8CxwIOSSl0RUA6DMn6+kb4vzzVvRFInYFFE3AvcR/J7KGns3wc6SOqbljdROTZwO+nYg3js/iE8dv8QBvTvzej/jicimDZjNo0bNaR1q+bFjnly9FjGvz2Dm649h1q1alVJLIAjB+zMndceyp3XHsq+vTry0pufEhHMnL2URg3qFltavnfP9gz/85E8eNMRPHjTEeTUq10s8Qbo3K0bCz+bx+L5X7B+3TreevFleu/Xb6M2Sxcs5O9XXsM5V19Bu+23K3UMt6Z4m3PfNud4g074MSMevp0RD9/OgAP2ZfRzLyX/bUx/n8aNG9G6VYusx5mZmZlZ1anQbtcRMVnSVJIk9RTgLklXAXWBR4GpRQ65GniLJNGczjdJ6qPAvZIuINmRPPMcGySNJrlv+rS0bHE6cz5cUk7a9CrggyzdHAM8ANwX36zhvAC4Q9K09JrHAr8octwFwP2SfgMsBs5Iyy8E7pF0JrCBJBF/I+O4acD6dFyGRcStETFR0grgn1n6l3mtsySdQrJ8/8eltS1DjqS3SL5MKZihLs81F3Ug8BtJ64BVwKkljX1EfCBpEPB3SQ1IvpA5JD2uXPrv05PX3pjOjwdfQf2celx3xc8K6371m79y7WWn0abVNtzw54do37Ylp577BwAOPmAPzjn9yCqLBbDXbu14Z/oX/OzK58ipV5tLTu9bWHf1beO46LQ+pd7nnal2ndr89JILuPmS35Kfn88BR/yQbXfszMsjk2X4Bx19JCOHPciqL1fw4J//CkCt2rW57r5/bPXxNue+1YR4APvv15fXxr/DkcedSf36OQy5+uLCuvMuuoZrrryQNq1b8siIp3jgocdZmruME0/5Ffv368O1V15UYlwzMzPbutXUTc+qk7LdY2jfTrrZ26tAt/R+7ao81xySZ4Zv9jso5S18bbP+x7Zg1vOVFmvhrr+stFhmFdGzboX2PSxTw+Y7VWo8MzMzy6rGZbLDZ8+o1r/tB+/Uo8aNmRfqVzJJp5LM9l9Z1Ym3mZmZmZmZ1QwVWnZuZYuIByny/OwqPt8O39W5zMzMzMzMAGp52XmFeebbzMzMzMzMrIp55tvMzMzMzMwqpHYtz+NWlJNvMzMrkfr3rtR4MW5ypcYzMzMzqyn8dYWZmZmZmZlZFfPMt5mZmZmZmVWIn/NdcZ75NjMzMzMzM6tinvk2MzMzMzOzCqktz+NW1LdKviVtAKancT4BfhoRy0tpPwRYFRG3lNLmaOCDiHgv/Xw9MDYiXvwW/TwdOCwiBmeUtQJmAttGxJoSjukTEedtwvnGR0Q/STsA/SLikQr2dZPOW5UkHQhcGhEDKytmRPCnvw3ntTenUz+nHtdf8TN27dqpWLsrrr+H92bNoU6d2nxv185cdemp1K1Tp8piFcS769EpvDP9C3Lq1eHXZ/SlS6dtSryWOx+ZzJjxnzDy9mOz1k97823+ddvt5Odv4PsDj2DgT0/eqH78mBd45l+PAlC/QQNO+/VFbN9l5xLPtzXF25z7VhPiRQR/+ss/eH38O9Svn8N1V1/Crt2Kt3/030/zyKMj+ezzL3j5v8PZpnmzEmNmuu/yaxnY7wAWLctlt9NOKNcxZmZmZlujb/t1RV5E9IqI7wG5wK8qoU9HA90LPkTENd8m8U49CfxAUsOMsuOBUdkS728rIvqlb3cATi6l6WZL0iZ9MSOpdnnbvvbmdOZ+vpBRj/yBq39zKjf85aGs7X70g30Y+fANPD7setasWcd/Ro+r0lgA77y7gPmLVnH/DT/kwp/uye3/mlTidXwwJ5dVeWtLrM/fsIEH/3Ibv77lJm58eBhvvvgS8z6Zs1Gb1u3b87u//5UbHriPI0/7Kf/8058dbzPvW02IB/Da+AnM/WweTz0+lKsuv4A//On2rO169ezO3X//A+3btyk1XlHDnnuawy+tjP/1m5mZmVUuSYdLmiXpI0mXZ6k/RdK09DVe0u4ZdXMkTZc0RdKEyuhPZa4VeAPoCCBpJ0nPS5ooaZykbkUbS/q5pHckTZX0hKSGkvoBRwI3pxe5k6Rhko6X9ENJj2Ucf6Ckp9P3h0p6Q9IkSf+W1DjzXBGxAhgL/Dij+CRguKTW6fnfSV/7ZelrJ0kvpb+UlyRtn5a3lfSf9Bqmpv1H0qr00JuA/um1XJyORa+MuK9L6lnSgEo6Ir2uVuk43CXpFUkfS/q+pPslzZQ0rITj50j6o6S309fOaXnWa5Y0RNI9ksYAD2YJ2VjS45Lel/QvKdllIT3PNZJeA8o99fXqa1MYeFg/JNGzx06sXLWaxUuWF2vXf9+eSEISPXbtzMLFy6o0FsAbU+Zz8D6dkMSuO7Vk1eq1LF2eV6zdhvxg6OPTOPO4En+NfDzzfdpu24E2HTtQp25d9j7kICa99vpGbbrs9j0aNW0CwM49upO7eInjbeZ9qwnxAP439k0G/vDg5L+N3bqxcuVXLF6SW6xdt6470aFD21JjZTNu6iRyV3xZ4ePMzMysZqstVeurLOmk4B3AD0kmdwdL6l6k2SfA9yOiJ/B/wD1F6gekk819vv2IVVLynV7YwcCotOge4PyI2BO4FLgzy2FPRkTfiNidZPn3mRExPo3xm/QiZ2e0fwHYR1Kj9PMgYES6fPwq4JCI2AOYAFyS5XzDSRJuJHUAdgFeAW4Dbo2IvsBxwNAsx94OPJj+Uv4F/C0t/xvwv/Qa9gBmFDnucmBcei23prFPT/uwC5ATEdOynA9Jx6TH/ygiCv663gY4CLgYeBq4FegB7JaZ1BexIiL2Sq/hr2lZade8J3BURGSbse8NXETyj3dHIPOLiq8jYv+IeLSEfhSzaMky2rVpUfi5bettWJQlYS6wbv16nvnvG+y31/eqNBbA0mV5tG7xzUKJ1ts0zJp8P/3yR+yzewdaNm9Q4rmWLV5CizbfzCa2aN2aZaUkTP8b/Sw999nL8TbzvtWEeACLFi+hXdvWhZ/btmnFojISdjMzM7MtwF7ARxHxcUSsBR4FjspsEBHjI6JgNu5NYNuq7NC3Tb4bSJoCLAVaAC+ks879gH+ndf8A2mc59nvpTPB04BSSJLJEEbEeeB74cbok+gjgKWAfkmTw9fR8pwHFb/aF0cD+kpoCJwKPR8QG4BDg9vTYUUBTSU2KHLsvUHDf9kPA/un7g4C70v5tiIiypn/+DQyUVBf4GTCshHYDgMuAIzL+MQA8HRFBcp/9woiYHhH5JEn/DiXEGp7xc9/0fWnXPCoiimeZibcj4vP0nFOKnHNEtgMknS1pgqQJ9z00aqO65FKKti/hzMAf/vIwe+y+C3vsvkuxusqMBRBki7dxwKXL8xg78TOOOqjk+21L7lv2zs2cNJmxzzzLoHPPdrzNvG81IV4Ss3iZ8KNBzMzM7NuppVrV+srMM9JX0T+KOgKfZXz+PC0ryZnAcxmfAxiTruYu/Q+ucvq2u53nRUQvSc1IkttfkSSUyyOiVxnHDgOOjoipSjYZO7Ac5xuRniMXeCciVqZLn1/I3Ewtm4jIk/Q8cAzJDPjFaVUtYN+iCWdJf/AWhCtHX7P1YbWkF0i+cTkRKGn5wsckM8u7kMzkFyi4Pz0/433B55J+l5HlfWnX/FUpl5B5zg1Fzpn1uIi4h3T5Rt7C1+LRJ1/mydFjAejRbQcWLPpm+evCxcto3bJ51hPf/c+nWLZ8JVf//tTCssqMBTDqlY94fuzHAOzSuQWLc1cX1i1etpoWzepv1P6jucv5YtEqzrgy+W90zdoNnPG7Z/nnH360UbsWbVqTu2hR4efcxYtp3qplsX7N/Wg29910C5fechONm5W82dXWFG9z7tvmHG/Ev5/myaf+C0CP7l1YsHBxYd3CRUto3bp4TDMzM7OaJDPPKEG2hC5rHidpAEnyvX9G8X4RMV9SG5JJ5vcjYuwmd5hKWnaezvheQLLEPA/4RNIJAErsnuWwJsAX6SzwKRnlK9O6bF4lWd79c76ZaX0T2C/jfuaG6ZLubIaTLElvmx4HMAYo3Fm8hOXb40mXrKd9fS19/xJwbnpc7XRWPVO2axlKslz9nYgofuNl4lPgWOBBSaWuCCiHQRk/30jfl+eaq8RJxx7EY/cP4bH7hzCgf29G/3c8EcG0GbNp3KghrVs1L3bMk6PHMv7tGdx07TnUqlWrSmIBHDlgZ+689lDuvPZQ9u3VkZfe/JSIYObspTRqULfY0vK9e7Zn+J+P5MGbjuDBm44gp17tYok3QOdu3Vj42TwWz/+C9evW8daLL9N7v34btVm6YCF/v/Iazrn6Ctptv12pY7g1xduc+7Y5xxt0wo8Z8fDtjHj4dgYcsC+jn3sp+W9j+vs0btyI1q1aZD3OzMzMbAvyOZD5x9K2wPyijdI9uIaS3Hq7tKA8IuanPxcB/yFZxv6tVNpzviNisqSpJEnqKcBdkq4C6pKsr59a5JCrgbdIEs3pfJOkPgrcK+kCkh3JM8+xQdJokvumT0vLFqcz58Ml5aRNrwI+yNLNMcADwH3xzfrOC4A7JE0jGY+xwC+KHHcBcL+k3wCLgTPS8guBeySdSTITfC7fJLgA04D16bgMi4hbI2KipBXAP7P0L/NaZ0k6hWT5/o9La1uGHElvkXzRUrA6oDzXXOX679OT196Yzo8HX0H9nHpcd8XPCut+9Zu/cu1lp9Gm1Tbc8OeHaN+2Jaee+wcADj5gD845/cgqiwWw127teGf6F/zsyufIqVebS07vW1h39W3juOi0PqXe552pdp3a/PSSC7j5kt+Sn5/PAUf8kG137MzLI5Nl+AcdfSQjhz3Iqi9X8OCf/wpArdq1ue6+f2z18TbnvtWEeAD779eX18a/w5HHnUn9+jkMufriwrrzLrqGa668kDatW/LIiKd44KHHWZq7jBNP+RX79+vDtVdeVGLcAo9ceyMH9t6TVs2a89kTz3Pt/Xdz/zMjyzzOzMzMarbybHpWzd4BukjqDMwjyVM32tdKyUbaT5I8MvuDjPJGQK10pXUj4FDg+m/bIWW7x9CqTrrZ26tAt/Te6ao81xySZ4ZvFrsr5S18bbP+x7Zg1vOVFmvhrr+stFhmFdGzbklbNmyaRj8+vuxGFRDjJldqPDMzsy3EZp/JFjVm3ifV+rf9oR07lzlmkn5Esul0beD+iLhB0i8AIuJuSUNJNqD+ND1kfUT0kbQjyWw3JJOVj0TEDd+2z5U2821lk3QqcANwSVUn3mZmZmZmZlWlBsx8ExHPAs8WKbs74/1ZwFlZjvsYyHbr9Lfi5Ps7FBEPkv352VV1vh2+q3OZmZmZmZlZySplwzUzMzMzMzMzK5lnvs3MzMzMzKxCatfyPG5FOfk2M7PvjPr3rtR43sDNzMzMagp/XWFmZmZm/8/efcdHVaV/HP88KRIgQEiFUAQB6RGliAJKWwvE6IoulhWw/FRWZVFhFRXrgiyiC8IqFhRBgayAdMXCAoZepCmigAhS0oFQpCTP74+5hCQzkwITkpjn7Ssv5t577veeeycT58w594wxxphiZj3fxhhjjDHGGGOKxK8MzHZe2ljPtzHGGGOMMcYYU8ys59sYY4wxxhhjTJH4i/XjFpU1vs+RiCjwsare4ywHAPuBVaoaKyJxQDNVHSEiLwJHVHVUydU4NxGZCMxT1eklVQdVZeSbU0lYuZmgChfx8pD7aNr4YrdyQ15+lx+27SIgwJ8WTevz3KA+BAYEFFvWmby3p21gzeb9VLgogCfvbUuji6t7PZe3pnzHl8t/Yda4Wz1u37RyNZ+MGUdWVibXxvYk9p67cm1f/uVXzP9kGgBBFSvS98mB1G3U0OvxylNeaa5bWchTVUa+8Q7Llq8hKKgCLw19gqZN3MtP+3QuU6bNYs9v+1m0cCrVQ6p5zcxpwtMvEHv1NSSlp9Gy7+2F2udC5hljjDHGlBb2ccW5Owq0EJGKzvKfgL1nNqrqHFUdUSI180BE/EvbcRJWbmb3b4nMmTKcoYP7MOyNyR7L9fhTe2Z9PIzpE1/mxIlTfDbv22LNAliz5QD7ko7wwbAb+fs9rRn3yXqv5/HTrjSOHD/pdXtWZiaT3hjDk6NG8OrHE1n59Tfs/WVXrjIRNWvyzNjRDPtoAnF97+HDka9bXimvW1nIA0hYvpbde/Yye/r7PPf0AIaPHOexXKuYZowfO5yaNSPzzctr4udzuWHQI0Xa50LmGWOMMcaUFtb4Pj+fAz2dx3cCU89sEJF+IuL2LldEGojIFyKyTkS+FZEmzvrbRWSLiGwUkaUe9ussIktF5DMR+UFExou4xnqIyHUiskJE1ovIpyIS7KzfJSLPi0gC4KkL6RoRWS4iO0XkNmcfEZHXnLpsFpHeOY4/L0d9xolIv0Iex6PFCRuIvf5qRISY5g3IOHKM5JSDbuU6XRWDiCAiNG9an8Tk9GLNAlixYR/d2l+MiNC0QRhHjp0k9eBxt3KZWcr70zdxf68Yr+e5c+uPRNWOJrJWNAGBgVzZvSvrE5blKtOoZQsqV60CQMPmzUhLTrG8Ul63spAHsGTpSmJv7OZ6bbRsQkbGUZJT0tzKNWncgOjoqHyzPPl243rSDh8q8n4XKs8YY4wxxcNfpER/yiJrfJ+facAdIhIExACrCrHPu8BjqtoaGAS85ax/HrheVS8D4rzs2w54EmgJNABuFZFw4Dmgu6peAawFnsixz++q2lFVp3nIqwl0BGKBM730twKtgMuA7sBrIlKzEOeV33E8SkpJp0ZkaPZyVER1kjw0mM84dfo08xeuoEO7FsWaBZCafpyI0ErZyxHVK3lsfM9dtJ32l0UTFlLRbdsZ6ckphEae7U0MjYggPZ8G05J5C4hp387ySnndykIeQFJyCjWiIrKXoyLDSSqgwW6MMcYYY3zPGt/nQVU3AfVw9XovKKi80yN9NfCpiGwA3sHVAAZYBkwUkf8DvA3dXq2qO1U1E1cve0egPdAMWOZk9gVy3uwcn0+VZqlqlqr+AJzp8uoITFXVTFVNBJYAbQs6N2/HEZEHRWStiKydMHlOrm2q6qG89wMMf+NjrrjsUq647FK3bb7MAlA85eUOTD14nKXr9nBzV+/323qvm+fKbV3/HUvnL6B3/wctr5TXrSzkuTLd1wll89NiY4wxxpQefkiJ/pRFNuHa+ZsDjAI6A2EFlPUDDqpqq7wbVPVhEbkS1zD2DSLSSlVT8xbzsCzAV6p6p5djHs2nPidyPJY8/+Z1mtwf1gQV5jiq+i6u3n6OJybotJmLmDnPNaq+eZN6HEg6O/w1MTmdiLAQjwcf/+Fs0g9mMPSffbLX+TILYM7/tvPF0p0AXFo/lOS0Y9nbktOPEVot9ylv332Q/UlHuPfZzwE4cTKTe59ZwIfDe+QqFxoZQVpSUvZyWnIyIeHuvyq7t+9gwohRDBo1guBq3ie7Kk95pblupTkv/tO5zJy9EIDmzRpxIDE5e1tiUgoREQX9qTLGGGOMMb5mPd/n7wPgZVXdXFBBVT0M/CIit0P2/dWXOY8bqOoqVX0eSAHqeIhoJyL1nXu9ewMJwEqgg4g0dHIqiYjn7tzCWQr0FhF/EYkArgFWA78CzUSkgohUA7qdS/gdt3blvx+8yH8/eJEunS5n3sLlqCqbvt9BcOVKRISHuO0zc95Slq/+nhEvPISfn1+xZAHEdWnIWy9cx1svXMdVrWrxzcpfUVW27kilcsVAt6HlV8bUZOrrcUwa0ZNJI3pS4SJ/t4Y3QP0mTUjcs5fkffs5feoUq75exOUdrs5VJvVAImOffZ6Hhg6hRl1PT335zCvNdSvNeb1vv4n4j8cR//E4ulxzFfM+/8b12tj8I8HBlYkID/W4nzHGGGOMKT7W832eVPU3YEwRdrkbeFtEngMCcd03vhHXvdWNcPU8f+Osy2sFrnuzW+JqJH+mqlnOxGdTRaSCU+454KdzOB2Az4CrnOMr8A9VPQAgIv8FNgE/A9+dY362Tu1jSFixmZvuHEJQhYt4ach92dseGTyaF57qS2R4dYa9PpmaUWH06T8cgG7XXMFD/eKKLQugXcsarNm8n/ue/ZwKF/nzRL+zI++HjvmWgX3b5Hufd07+Af7c88QAXnviH2RlZXFNzxupfUl9Fs1yDcPvekscsyZO4sihw0x6fTQAfv7+vDThnXKfV5rrVhbyADp2aEvC8jXE9bqfoKAKvDj08extjw58nuef/TuREWFMiZ/NR5Onk5qWzl/ufoSOV7fhhWcHes09Y8oLr9L58taEVwthz4wveOGD8Xwwf1aB+12oPGOMMcYUD7+yOfK7RImnewxN6SMinYFBqhpbwlU5Z8cTE0r1L9uBbV/4LCux6d98lmVMUcQEuk8MeD4q33SbT/N8Tb89788BjTHGmNKgzDVl16bsL9H39m3Ca5a5a2Y938YYY4wxxhhjisQmcC06a3yXEaq6GFhcwtUwxhhjjDHGGHMObMI1Y4wxxhhjjDGmmFnPtzHGGGOMMcaYIvETG3ZeVNbzbYwxxhhjjDHGFDPr+TbGERze0GdZiT5LMqZkvTB6dElXIV8vrlvi27zW1/o0zxhjjPmjsl7corNrZowxxhhjjDHGFDNrfBtjjDHGGGOMMcXMhp0bY4wxxhhjjCkSm3Ct6KzxbUqMqjLyzakkrNxMUIWLeHnIfTRtfLFbuSEvv8sP23YREOBPi6b1eW5QHwIDAoot60zemAlfsWLdDoIqBPLMY7E0blDDrdyr4+bz444DoEqd6FCeeSyWShUvciu3aeVqPhkzjqysTK6N7UnsPXfl2r78y6+Y/8k0AIIqVqTvkwOp28j7PejlKa80160s5KkqI994h2XL1xAUVIGXhj5B0ybu5ad9Opcp02ax57f9LFo4leoh1Tzm7du4hfWT4tGsLBp06UizuBs9lkvdsYuvnn+Vqwc8SN0rWxd7VnHkGWOMMcb40gUfdi4iKiKTcywHiEiyiMxzluNE5OnzPMYuEdns/PwgIv8UkQrOtmgRmZ7PviEi8rd8touILBKRqjnW/dk5ryaFqNszRT2f4lLQtShg34kicpvzeJqINCpqRsLKzez+LZE5U4YzdHAfhr0x2WO5Hn9qz6yPhzF94sucOHGKz+Z9W6xZACvX72DPvnSmvfUwg/vfyKh3vvBYbsB93fno3/fz0egHiAqvyowF69zKZGVmMumNMTw5agSvfjyRlV9/w95fduUqE1GzJs+MHc2wjyYQ1/cePhz5usfjlbe80ly3spAHkLB8Lbv37GX29Pd57ukBDB85zmO5VjHNGD92ODVrRnqvX1YW6z6cQud/DKDHay/x6/I1HPptn8dyG6bOoEZM8wuSVRx5xhhjjMmfXwn/lEUlUe+jQAsRqegs/wnYe2ajqs5R1RE+OE4XVW0JtAMuAd518vep6m357BcCeG18Az2Ajap6OMe6O4EE4I5C1Mtj49tp1F/Q56MQ16Kw3gb+UdSdFidsIPb6qxERYpo3IOPIMZJTDrqV63RVDCKCiNC8aX0Sk9OLNQvg29U/c0OXFogILRrX4sjRE6SkHXErV7lSBcDVu3ji5Gk8jb7ZufVHompHE1krmoDAQK7s3pX1CctylWnUsgWVq1YBoGHzZqQlp3isV3nLK811Kwt5AEuWriT2xm6u10bLJmRkHCU5Jc2tXJPGDYiOjso3K237LwRHRRIcFYF/QAB1r2rLb+s2upX7aeEi6rS7gqBqVS5IVnHkGWOMMcb4Wkl9aPA50NN5fCcw9cwGEeknIuOcx7eLyBYR2SgiS511zUVktYhsEJFNBfW4quoR4GHgFhEJFZF6IrIln6wRQANn3WseIu8GZueobzDQAbifHI1vEakpIkudnC0i0klERgAVnXWfOHXZKiJvAeuBOiLymlN+s4j0drI6i8hiEZkuIj86+4qzrZuIfOeU/yBHD/8uERkuIitEZK2IXCEiC0Vkh4g87JTJeS38RWSUk7NJRB5z1j8vImucOr175rh5fAt0F5Ei3caQlJJOjcjQ7OWoiOokeWgwn3Hq9GnmL1xBh3YtijULICU1g8iw7MENRIZVISUtw2PZ4WPnEXfvm/y6N5XberZx256enEJo5NnexNCICNLzaTAtmbeAmPbtvG4vT3mluW5lIQ8gKTmFGlER2ctRkeEkFdBg9+ZY+kEqhZ19nVUKDeF4Wu4PsI6lpfPbmu9o2D3/r+zyZVZx5BljjDHG+FpJNb6nAXeISBAQA6zyUu554HpVvQyIc9Y9DIxR1VZAG+C3gg7m9FL/AuRtqHvKehrYoaqtVHWwh7gOQM6xxbcAX6jqT0CaiFzhrL8LWOhkXwZsUNWngeNO9t1OucbAJFW93KnDmfLdgddEpKZT7nJgINAMV09+B+f6TQR6O738AUD/HHXbo6pX4WocTwRuA9oDL3s4rweB+sDlqhoDfOKsH6eqbVW1BVARiM27o6pmAdudeheaqrqty2/ehuFvfMwVl13KFZddWqxZAO5pgJe8Zx6LZdaEx7i4dhjfJGwtZN08h21d/x1L5y+gd/8HvVW9XOWV5rqVhTxXpvs68fbLXBCPYbmz1k+Kp9WdvfDzK+B/L77MKo48Y4wxxuRLSvi/sqhEJlxT1U0iUg9Xr/eCfIouAyaKyH+Bmc66FcCzIlIbmKmqPxfysJ6eIbcsb290cwhV1ZxdoHcCo53H05zl9cAa4AMRCQRmqeoGL3m/qupK53FHYKqqZgKJIrIEaAscBlar6m8AIrIBqAdkAL84DX+Aj4BHctRnjvPvZiDYqXeGiPwuIiF56tEdGK+qpwFU9cy41C4i8g+gEhAKfA/M9XAeSUA0uT+YQEQexNWwZ+xrg6lcOZiZ85YC0LxJPQ4knR3+mpicTkRY3mq5jP9wNukHMxj6zz7Z66bNXOSzLIAZC9Yx96sNADRtWJOk1LN3FiSlZhBe3fswVX9/P7p1aMbUWSvp2S0m17bQyAjSkpKyl9OSkwkJD3PL2L19BxNGjGLQqBEEV/M82VV5yyvNdSvNefGfzmXm7IUANG/WiAOJydnbEpNSiIhwzyyMSqHVOZZ69nV2LO0gFauH5CqT9suvLB/7HgAnMo6wb8MW/Pz8qN328mLLKo48Y4wxxhhfK8nZzucAo4DOgMd3gqr6sIhciWuI+gYRaaWqU0RklbNuoYg8oKqL8juQiFTB1Vj9Cch+p+opC9hZQL1Pi4ifqmaJSBjQFdc97Ar4Ayoi/1DVpSJyjZM9WUReU9VJHvKO5qxqPsc9keNxJq7nrqBPCs7sk5Vn/yzcn3shT4ev07P+FtBGVfeIyItAkJdjBQHH865U1Xdx7rc/npigAHfc2hWApSs2Ej9zETd0a8fmH3YSXLkSEeEhbsEz5y1l+erveXf0oFw9Vnfc2tVnWQC9erSmVw/XzMfL125nxoJ1dO/YjO9/2kdwpQqEhwbnPTf2Hkinds1QVJVla3+mbm33X+X6TZqQuGcvyfv2Uz0inFVfL+LhF57LVSb1QCJjn32eh4YOoUbdOm4Z5TWvNNetNOf1vv0met9+EwDfJqxm2vS53HDdtWzeso3g4MpEhId63K8goQ3qkXEgiSNJKVQMDWH3ijVc/egDucrEjXk1+/HK8R8SfXmMx8atL7OKI88YY4wxxtdKsvH9AXBIVTeLSGdPBUSkgaquAlaJyE247omuBuxU1TdF5BJcw9a9Nr6de7LfwtX7nO7sf2bbJR6yNgL5zcSzDdew7+24hnFPUtWHcmQuATqKyG5gr6q+JyKVgSuAScApEQlU1VMespcCD4nIR7h6ma8BBgPeZlH/EagnIg1VdTtwD7Akn7rn50vgYRFZrKqnRSQUVyMdIMW5jrcB3mZHvxRXr3ihdWofQ8KKzdx05xCCKlzES0Puy972yODRvPBUXyLDqzPs9cnUjAqjT//hAHS75goe6hdXbFkAV7VuwIp1O+jdf7zzVWM9s7cNeiWepx/pQWhIMMPenMfRYydRVRrWj2TQQze4ZfkH+HPPEwN47Yl/kJWVxTU9b6T2JfVZNMs1MKHrLXHMmjiJI4cOM+n10QD4+fvz0oR3PF638pRXmutWFvIAOnZoS8LyNcT1up+goAq8OPTx7G2PDnye55/9O5ERYUyJn81Hk6eTmpbOX+5+hI5Xt+GFZwfmyvLz96dNvztZPGI0mpXFJZ07UK12ND9/7fqz06gI91L7Mqs48owxxhiTP/ue76ITT/cYFusBRY6oanCedZ2BQaoaKyL9cPW0PioiM3Hdpy3AN7jueX4a+CtwCjgA3JVjiPSZvF24hmQLrvvaPwNeUdXfneHu81S1hYgM8ZQlIlNwNcQ/V9XBIrLBuXcbERkK7FfV90VkMTBCVb/IcewBQFNgJa6G8yngCNBHVX8RkX/hun99PfDsmbo4+wowErgRVy/0P1U1Puf1ccqNA9aq6kQR6YZrBEEArqHu/VX1hHMN2qhqSs5rmuP6tAGCc1yLAOfYNzh1fk9Vx4nIP3FNJLcL2INrmPyLIjLR2Xe6iEQBc1U135mfzvR8l1ZHUrf7LGtHxHU+yzKmKGIC3QagnJeROwqcVuMP5cXW1kg3xhhTIspcS/bH9JQSfW/fpHp4mbtmF7zxXdY5E6BNUtU/lXRdSgsReRw4rKoT8itnjW9jip81vs+PNb6NMcaUkDLXkPyphBvfl5bBxrdN+VpEqrofeE9EqhZYuPw4iGuyN2OMMcYYY4wxHpTkPd9llqr+t6TrUJqo6oclXQdjjDHGGGOMKc2s8W2MMcYYY4wxpkhswrWis2HnxhhjjDHGGGNMMbOeb2OMMcYhnXz3vd/67Xc+yzLGGGNKG7+yN0dcibOeb2OMMcYYY4wxpphZ49sYY4wxxhhjjClmNuzcGGOMMcYYY0yR2HxrRWeNb1NiVJWRb04lYeVmgipcxMtD7qNp44vdyg15+V1+2LaLgAB/WjStz3OD+hAYEFBsWWfyxkz4ihXrdhBUIZBnHoulcYMabuVeHTefH3ccAFXqRIfyzGOxVKp4kVu5TStX88mYcWRlZXJtbE9i77kr1/blX37F/E+mARBUsSJ9nxxI3UYNvV678pRXmutWFvJUlZFvvMOy5WsICqrAS0OfoGkT9/LTPp3LlGmz2PPbfhYtnEr1kGoe8/Zt3ML6SfFoVhYNunSkWdyNHsul7tjFV8+/ytUDHqTula2LPas48vKa8PQLxF59DUnpabTse3uh9zPGGGOMARt2nouIqIhMzrEcICLJIjLPWY4TkafP8xi7RGSz8/ODiPxTRCo426JFZHo++4aIyN/y2S4iskhEqjrLR86nroUhIhEi8sW57JuwcjO7f0tkzpThDB3ch2FvTPZYrsef2jPr42FMn/gyJ06c4rN53xZrFsDK9TvYsy+daW89zOD+NzLqHc+nOOC+7nz07/v5aPQDRIVXZcaCdW5lsjIzmfTGGJ4cNYJXP57Iyq+/Ye8vu3KViahZk2fGjmbYRxOI63sPH4583ePxylteaa5bWcgDSFi+lt179jJ7+vs89/QAho8c57Fcq5hmjB87nJo1I73XLyuLdR9OofM/BtDjtZf4dfkaDv22z2O5DVNnUCOm+QXJKo48TyZ+PpcbBj1S5P2MMcaYPyI/pER/yiJrfOd2FGghIhWd5T8Be89sVNU5qjrCB8fpoqotgXbAJcC7Tv4+Vb0tn/1CAK+Nb6AHsFFVD/ugjgUSkQBVTQb2i0iHou6/OGEDsddfjYgQ07wBGUeOkZxy0K1cp6tiEBFEhOZN65OYnF6sWQDfrv6ZG7q0QERo0bgWR46eICXN/bOMypUqAK7exRMnT3scfrNz649E1Y4mslY0AYGBXNm9K+sTluUq06hlCypXrQJAw+bNSEtO8Viv8pZXmutWFvIAlixdSeyN3VyvjZZNyMg4SnJKmlu5Jo0bEB0dlW9W2vZfCI6KJDgqAv+AAOpe1Zbf1m10K/fTwkXUaXcFQdWqXJCs4sjz5NuN60k7fKjI+xljjDHGgDW+Pfkc6Ok8vhOYemaDiPQTkXHO49tFZIuIbBSRpc665iKyWkQ2iMgmEWmU34FU9QjwMHCLiISKSD0R2ZJP1giggbPuNQ+RdwOz864Ukc5neu+d5XEi0s95vEtEXhKR9U5vfBNnfTsRWS4i3zn/Ns5xDT4VkbnAl07kLOfYRZKUkk6NyNDs5aiI6iR5aDCfcer0aeYvXEGHdi2KNQsgJTWDyLCq2cuRYVVIScvwWHb42HnE3fsmv+5N5baebdy2pyenEBp5tjcxNCKC9HwaTEvmLSCmfTuv28tTXmmuW1nIA0hKTqFGVET2clRkOEkFNNi9OZZ+kEphZ19nlUJDOJ6W+wOsY2np/LbmOxp2v/aCZRVHnjHGGGOMr1nj29004A4RCQJigFVeyj0PXK+qlwFxzrqHgTGq2gpoA/xW0MGcXupfgLwNdU9ZTwM7VLWVqg72ENcBcB/3XLAUVb0CeBsY5Kz7EbhGVS/Hda7Dc5S/Cuirql2d5bVAp6IeVFXd1uU3ccPwNz7missu5YrLLi3WLAD3NPA2uuWZx2KZNeExLq4dxjcJWwtZN89hW9d/x9L5C+jd/0FvVS9XeaW5bmUhz5Xpvk7OdaiWx7DcWesnxdPqzl74+RXwvxdfZhVHnjHGGGPy5VfCP2WRTbiWh6puEpF6uHq9F+RTdBkwUUT+C8x01q0AnhWR2sBMVf25kIf19E7YLcvbm/AcQlXVc/ds/s7Ufx1wq/O4GvCR0+OuQGCO8l+pas5xq0lAtKdgEXkQeBBg7GuDqVw5mJnzlgLQvEk9DiSdjUlMTiciLMRjBcd/OJv0gxkM/Wef7HXTZi7yWRbAjAXrmPvVBgCaNqxJUurZ0ftJqRmEV/c+TNXf349uHZoxddZKenaLybUtNDKCtKSk7OW05GRCwsPcMnZv38GEEaMYNGoEwdU8T3ZV3vJKc91Kc178p3OZOXshAM2bNeJAYnL2tsSkFCIi3DMLo1JodY6lnn2dHUs7SMXqIbnKpP3yK8vHvgfAiYwj7NuwBT8/P2q3vbzYsoojzxhjjDHG16zx7dkcYBTQGfD4LlVVHxaRK3ENUd8gIq1UdYqIrHLWLRSRB1R1UX4HEpEqQD3gJ1wN3jP5blnAzgLqfVpE/FQ1K+96cn9AFJRn+wnn30zO/k68AvxPVf/sfBixOEf5o3n2DwKOe6qQqr6Lc0/78cQEBbjjVleH+dIVG4mfuYgburVj8w87Ca5ciYjwELeMmfOWsnz197w7elCuHqs7bu3qsyyAXj1a06uHa+bj5Wu3M2PBOrp3bMb3P+0juFIFwkOD854bew+kU7tmKKrKsrU/U7e2+69L/SZNSNyzl+R9+6keEc6qrxfx8AvP5SqTeiCRsc8+z0NDh1Cjbh1Pl7Jc5pXmupXmvN6330Tv228C4NuE1UybPpcbrruWzVu2ERxcmYjwUI/7FSS0QT0yDiRxJCmFiqEh7F6xhqsffSBXmbgxr2Y/Xjn+Q6Ivj/HYuPVlVnHkGWOMMSZ/fvZdY0VmjW/PPgAOqepmEensqYCINFDVVcAqEbkJqCMi1YCdqvqmiFyCa9i618a3iAQDbwGzVDXd2f/Mtks8ZG0E8pslaBuuCdy251n/K9DMmVU9COgGJOSTA64PAs5MNtevgLKXAlsKKOOmU/sYElZs5qY7hxBU4SJeGnJf9rZHBo/mhaf6EhlenWGvT6ZmVBh9+rtGvne75goe6hdXbFkAV7VuwIp1O+jdf7zzVWM9s7cNeiWepx/pQWhIMMPenMfRYydRVRrWj2TQQze4ZfkH+HPPEwN47Yl/kJWVxTU9b6T2JfVZNGsOAF1viWPWxEkcOXSYSa+PBsDP35+XJrzj8bqVp7zSXLeykAfQsUNbEpavIa7X/QQFVeDFoY9nb3t04PM8/+zfiYwIY0r8bD6aPJ3UtHT+cvcjdLy6DS88OzBXlp+/P2363cniEaPRrCwu6dyBarWj+fnrJQA0KsK91L7MKo48T6a88CqdL29NeLUQ9sz4ghc+GM8H82edd64xxhhjygfxdI9heSUiR1Q1OM+6zsAgVY11Jilro6qPishMXPdpC/ANMBDXPdl/BU4BB4C78gzPRkR2ARnOfn7AZ8Arqvq708M8T1VbiMgQT1kiMgVXQ/xzVR0sIhuc+8IRkaHAflV9P+/5iMhI4GbgZ+AkMEdVJzr1aaOqKSLSBhilqp1F5CrgIyAZ1wcI96hqvZzXIMc5DQJOqOrY/K7vmZ7v0upIat7PLM7djojrfJZlTFHEBHochHLORu4ocOqKP5SXBg70WZZ++53Psowxxvzhlblu5L2HD5boe/taVUPK3DWzxvcfiIjUBCap6p8u8HGXAjerqufv7XJY49uY4meN7/NjjW9jjDElpMw1JPcfPlSi7+1rVq1W5q5ZWZ0oznigqvuB90SkaoGFfUREIoA3Cmp4G2OMMcYYY0x5Zvd8/8Go6n8v8PGScX3PtzHGGGOMMcYYL6zxbYwxxhhjjDGmSGyy86KzYefGGGOMMcYYY0wxs55vY4wxphhIJ99+h7hN4GaMMaY08St7c8SVOOv5NsYYY4wxxhhjipk1vo0xxhhjjDHGmGJmw86NMcYYY4wxxhSJn824VmTW+DYlRlUZ+eZUElZuJqjCRbw85D6aNr7YrdyQl9/lh227CAjwp0XT+jw3qA+BAQHFlnUmb8yEr1ixbgdBFQJ55rFYGjeo4Vbu1XHz+XHHAVClTnQozzwWS6WKF7mV27RyNZ+MGUdWVibXxvYk9p67cm1f/uVXzP9kGgBBFSvS98mB1G3U0Ou1K095pbluZSFPVRn5xjssW76GoKAKvDT0CZo2cS8/7dO5TJk2iz2/7WfRwqlUD6nmMW/fxi2snxSPZmXRoEtHmsXd6LFc6o5dfPX8q1w94EHqXtm62LOKIy+vCU+/QOzV15CUnkbLvrcXer8LlWeMMcaY0q3UDzsXERWRyTmWA0QkWUTmOctxIvL0eR5jl4hsdn5+EJF/ikgFZ1u0iEzPZ98QEflbPttFRBaJSFURqSciWzyUaSMibzqP+4nIuPM5n4KIyEARqeSjrFgReelc9k1YuZndvyUyZ8pwhg7uw7A3Jnss1+NP7Zn18TCmT3yZEydO8dm8b4s1C2Dl+h3s2ZfOtLceZnD/Gxn1zhceyw24rzsf/ft+Phr9AFHhVZmxYJ1bmazMTCa9MYYnR43g1Y8nsvLrb9j7y65cZSJq1uSZsaMZ9tEE4vrew4cjX/d4vPKWV5rrVhbyABKWr2X3nr3Mnv4+zz09gOEjPf95aRXTjPFjh1OzZqT3+mVlse7DKXT+xwB6vPYSvy5fw6Hf9nkst2HqDGrENL8gWcWR58nEz+dyw6BHirzfhcozxhhjLiS/Ev4pi8pCvY8CLUSkorP8J2DvmY2qOkdVR/jgOF1UtSXQDrgEeNfJ36eqt+WzXwjgtfEN9AA2quphbwVUda2qDih6lc/ZQKBIjW8R8feyaT4Qdy6N+cUJG4i9/mpEhJjmDcg4cozklINu5TpdFYOIICI0b1qfxOT0Ys0C+Hb1z9zQpQUiQovGtThy9AQpaUfcylWuVAFw9S6eOHna4/cd7tz6I1G1o4msFU1AYCBXdu/K+oRluco0atmCylWrANCweTPSklM81qu85ZXmupWFPIAlS1cSe2M312ujZRMyMo6SnJLmVq5J4wZER0flm5W2/ReCoyIJjorAPyCAule15bd1G93K/bRwEXXaXUFQtSoXJKs48jz5duN60g4fKvJ+FyrPGGOMMaVbWWh8A3wO9HQe3wlMPbMhZ0+xiNwuIltEZKOILHXWNReR1SKyQUQ2iUij/A6kqkeAh4FbRCQ0Z2+1l6wRQANn3WseIu8GZuddKSKXiMh3ItJWRDqf6cnPU+ZiEfnGOdY3IlLXWT9RRN4Wkf+JyE4RuVZEPhCRrSIyMcf+14nIChFZLyKfikiwiAwAooH/icj/vJVz1u8SkedFJAG4XUQGOCMDNonINOd6KbAYiM3vunqSlJJOjcjQ7OWoiOokeWgwn3Hq9GnmL1xBh3YtijULICU1g8iwqtnLkWFVSEnL8Fh2+Nh5xN37Jr/uTeW2nm3ctqcnpxAaebY3MTQigvR8GkxL5i0gpn07r9vLU15prltZyANISk6hRlRE9nJUZDhJBTTYvTmWfpBKYWdfZ5VCQzielvsDrGNp6fy25jsadr/2gmUVR54xxhhjjK+Vlcb3NOAOEQkCYoBVXso9D1yvqpcBcc66h4ExqtoKaAP8VtDBnF7qX4C8DXVPWU8DO1S1laoO9hDXAcg1FllEGgMzgHtVdU0+VRkHTFLVGOAT4M0c26oDXYHHgbnAv4HmQEsRaSUi4cBzQHdVvQJYCzyhqm8C+3D19HfxVi7HcX5X1Y6qOs0518ud+jyco8xaoFM+5+GRq92eW37zNgx/42OuuOxSrrjs0mLNAnBPA29fZfjMY7HMmvAYF9cO45uErYWsm+ewreu/Y+n8BfTu/6C3qpervNJct7KQ58p0Xyfn+r2cHsNyZ62fFE+rO3vh51fA/158mVUcecYYY4zJlx9Soj9lUZmYcE1VN4lIPVy93gvyKboMmCgi/wVmOutWAM+KSG1gpqr+XMjDenpG3bK8vTHOIVRVc3aZRuDqCe+lqt8XsO9VwK3O48nAyBzb5qqqishmIFFVNwOIyPdAPaA20AxY5tTxIqf+ebUvoFx8jsebgE9EZBYwK8f6JFy96W5E5EHgQYCxrw2mcuVgZs5bCkDzJvU4kHR2+GticjoRYSGeYhj/4WzSD2Yw9J99stdNm7nIZ1kAMxasY+5XGwBo2rAmSaln7xRISs0gvLr3Yar+/n5069CMqbNW0rNbTK5toZERpCUlZS+nJScTEh7mlrF7+w4mjBjFoFEjCK7mebKr8pZXmutWmvPiP53LzNkLAWjerBEHEpOztyUmpRAR4Z5ZGJVCq3Ms9ezr7FjaQSpWD8lVJu2XX1k+9j0ATmQcYd+GLfj5+VG77eXFllUcecYYY4wxvlYmGt+OOcAooDPg8Z2jqj4sIlfiGqK+QURaqeoUEVnlrFsoIg+o6qL8DiQiVXA1YH8Cst/ZesoCdhZQ79Mi4qeqWc7yIWAPrh7xghrfbqeY4/EJ59+sHI/PLAcAmcBXqnpnAZlSQLmjOR73BK7BNapgqIg0V9XTQBBw3GOFVd/FuX/+eGKCAtxxa1cAlq7YSPzMRdzQrR2bf9hJcOVKRISHuGXMnLeU5au/593Rg3L1WN1xa1efZQH06tGaXj1cMx8vX7udGQvW0b1jM77/aR/BlSoQHhqc99zYeyCd2jVDUVWWrf2ZurXdfzXrN2lC4p69JO/bT/WIcFZ9vYiHX3guV5nUA4mMffZ5Hho6hBp163i6lOUyrzTXrTTn9b79JnrffhMA3yasZtr0udxw3bVs3rKN4ODKRISHetyvIKEN6pFxIIkjSSlUDA1h94o1XP3oA7nKxI15NfvxyvEfEn15jMfGrS+ziiPPGGOMMfmzbxorurLU+P4AOKSqm0Wks6cCItJAVVcBq0TkJqCOiFQDdqrqmyJyCa5h614b3879zm8Bs1Q13dn/zLZLPGRtBPKbuWcbrgnctjvLJ4FbcDXej6jqlHz2XQ7cgavX+24gIZ+yea0E/iMiDVV1uzMhWm1V/QnIcOqcUkC5bCLiB9RR1f8594DfBQQDB4FLAbdZ3AvSqX0MCSs2c9OdQwiqcBEvDbkve9sjg0fzwlN9iQyvzrDXJ1MzKow+/YcD0O2aK3ioX1yxZQFc1boBK9btoHf/8c5XjfXM3jbolXiefqQHoSHBDHtzHkePnURVaVg/kkEP3eCW5R/gzz1PDOC1J/5BVlYW1/S8kdqX1GfRrDkAdL0ljlkTJ3Hk0GEmvT4aAD9/f16a8I7H61ae8kpz3cpCHkDHDm1JWL6GuF73ExRUgReHPp697dGBz/P8s38nMiKMKfGz+WjydFLT0vnL3Y/Q8eo2vPDswFxZfv7+tOl3J4tHjEazsrikcweq1Y7m56+XANCoCPdS+zKrOPI8mfLCq3S+vDXh1ULYM+MLXvhgPB/Mn1Vq8owxxhhTuomnewxLE6eBGpxnXWdgkKrGikg/oI2qPioiM3Hdpy3AN7hm9X4a+CtwCjgA3KWqaXnyduFqkAqu++A/A15R1d+d4e7zVLWFiAzxlCUiU3A1xD9X1cEissG5LxwRGQrsV9X382SFAF8B/8TVG+7pfOrh+tAhHEjGdY/4bmdStXmqOj1npnO8nNu6Av8CKjin+pyqzhGRx4BHnHp1yafcLqcuKSISCPwP10gAAT4+M8u8M1nckDND37050/NdWh1J3V5woULaEXGdz7KMKYqYQI+DUM7ZyB0FTpPxh/LSwIElXQWv9NvvSroKxhhjik+Z60c+dPRIib63r1Y5uMxds1Lf+C7rRKQmrknT/lTSdSkOIhIFTFHVbgWVtca3McXPGt/nxxrfxhhjSkiZa0hmHD1aou/tq1SuXOaumU35WsxUdT/wnohULbBw2VQXeLKkK2GMMcYYY4wxOYnIDSKyTUS2i8jTHraLiLzpbN8kIlcUdt9zUZbu+S6zVPW/JV2H4lLAV6UZY4wxxhhj/oD8SvmMayLiD/wH+BOur4heIyJzVPWHHMVuxHXbciPgSuBt4MpC7ltk1vNtjDHGGGOMMeaPph2wXVV3qupJYBpwc54yN+O6RVhVdSUQ4tw2XJh9i8wa38YYY4wxxhhj/mhq4fqK5zN+c9YVpkxh9i0yG3ZujDHGlAHSybffSW4TuBljjDkfQsnOpSwiDwIP5lj1rqq+m7OIh93yVtpbmcLsW2TW+DbGGGOMMcYYU6Y4De138ynyG1Anx3JtYF8hy1xUiH2LzIadG2OMMcYYY4wpGs0q2Z+CrQEaiUh9EbkIuAOYk6fMHKCPM+t5e+CQ821Vhdm3yKzn2xhjjDHGGGPMH4qqnhaRR4GFgD/wgap+LyIPO9vHAwuAHsB24Bhwb377nm+drPFtSoyqMvLNqSSs3ExQhYt4ech9NG18sVu5IS+/yw/bdhEQ4E+LpvV5blAfAgMCii3rTN6YCV+xYt0OgioE8sxjsTRuUMOt3Kvj5vPjjgOgSp3oUJ55LJZKFS9yK7dp5Wo+GTOOrKxMro3tSew9d+XavvzLr5j/yTQAgipWpO+TA6nbqKHXa1ee8kpz3cpCnqoy8o13WLZ8DUFBFXhp6BM0beJeftqnc5kybRZ7ftvPooVTqR5SzWPevo1bWD8pHs3KokGXjjSLu9FjudQdu/jq+Ve5esCD1L2ydbFnFUdeXhOefoHYq68hKT2Nln1vL/R+ZTXPGGOMKetUdQGuBnbOdeNzPFbgkcLue75s2LlDRFREJudYDhCRZBGZ5yzHne+Xq4vILhHZ7Pz8ICL/FJEKzrZoEZmez74hIvK3fLaLiCwSkapFqE/2OYnIiyIyqCjn4+zXUkQmFnU/gISVm9n9WyJzpgxn6OA+DHtjssdyPf7UnlkfD2P6xJc5ceIUn837tlizAFau38GefelMe+thBve/kVHvfOGx3ID7uvPRv+/no9EPEBVelRkL1rmVycrMZNIbY3hy1Ahe/XgiK7/+hr2/7MpVJqJmTZ4ZO5phH00gru89fDjydY/HK295pbluZSEPIGH5Wnbv2cvs6e/z3NMDGD5ynMdyrWKaMX7scGrWjPRev6ws1n04hc7/GECP117i1+VrOPSb++1PWVlZbJg6gxoxzS9IVnHkeTLx87ncMMjj/5/PSWnPM8YYY/KXVcI/ZY81vs86CrQQkYrO8p+AvWc2quocVR3hg+N0UdWWuL477hKcSQJUdZ+q3pbPfiGA18Y3ruESG1X1cGEr4otzUtXNQG0RqVvUfRcnbCD2+qsREWKaNyDjyDGSUw66let0VQwigojQvGl9EpPTizUL4NvVP3NDlxaICC0a1+LI0ROkpB1xK1e5UgXA1bt44uRpxMO8iDu3/khU7Wgia0UTEBjIld27sj5hWa4yjVq2oHLVKgA0bN6MtOQUj/Uqb3mluW5lIQ9gydKVxN7YzfXaaNmEjIyjJKekuZVr0rgB0dFR+Walbf+F4KhIgqMi8A8IoO5Vbflt3Ua3cj8tXESddlcQVK3KBckqjjxPvt24nrTDh4q8X1nNM8YYY4xvWeM7t8+Bns7jO4GpZzaISD8RGec8vl1EtojIRhFZ6qxrLiKrRWSDiGwSkUb5HUhVjwAPA7eISKiI1BORLflkjQAaOOte8xB5NzDb2b+eiPwoIu879fxERLqLyDIR+VlE2uU9p5xEpIGIfCEi60TkWxFp4u28HXNxTUJQJEkp6dSIDM1ejoqoTpKHBvMZp06fZv7CFXRo16JYswBSUjOIDDs7iCAyrAopaRkeyw4fO4+4e9/k172p3Nazjdv29OQUQiPP9iaGRkSQnk+Dacm8BcS0b+d1e3nKK811Kwt5AEnJKdSIishejooMJ6mABrs3x9IPUins7OusUmgIx9Nyf4B1LC2d39Z8R8Pu116wrOLIM8YYY4zxNWt85zYNuENEgoAYYJWXcs8D16vqZUCcs+5hYIyqtgLa4Jq2Pl9OL/UvQN6Guqesp4EdqtpKVQd7iOsA5Bzz3BAY45xHE+AuoCMwCHimgKq9Czymqq2d8m856z2dN8BaoFMBmW5ct1jk5qnn+Izhb3zMFZddyhWXXVqsWeDlS/y85D3zWCyzJjzGxbXD+CZhayHr5jls6/rvWDp/Ab37P+hxe3nLK811Kwt5rkz3deLtl7kgHsNyZ62fFE+rO3vh51fA/158mVUcecYYY4zJX+mf7bzUsQnXclDVTSJSD1evd3431y8DJorIf4GZzroVwLMiUhuYqao/F/Kwnt4Fu2V5ewOeQ6iq5uya/cUZEo6IfA98o6oqIpuBel4rIxIMXA18muOYFZx/PZ03QBIQ7SXvQeBBgLGvDaZy5WBmznN1mjdvUo8DSWeHvyYmpxMRFuKxXuM/nE36wQyG/rNP9rppMxf5LAtgxoJ1zP1qAwBNG9YkKfXsCP6k1AzCq3sfpurv70e3Ds2YOmslPbvF5NoWGhlBWlJS9nJacjIh4WFuGbu372DCiFEMGjWC4GqeJ7sqb3mluW6lOS/+07nMnL0QgObNGnEgMTl7W2JSChER7pmFUSm0OsdSz77OjqUdpGL1kFxl0n75leVj3wPgRMYR9m3Ygp+fH7XbXl5sWcWRZ4wxxhjja9b4djcHGAV0Bjy+Q1XVh0XkSlxD1DeISCtVnSIiq5x1C0XkAVVdlN+BRKQKrobwT0D2O2hPWcDOAup9WkT8VLM/BjqRY1tWjuUs8n/e/YCDTq97Ll7OOxUIAo57ClPVd3Huaz+emKAAd9zaFYClKzYSP3MRN3Rrx+YfdhJcuRIR4SFuGTPnLWX56u95d/SgXD1Wd9za1WdZAL16tKZXD9fMx8vXbmfGgnV079iM73/aR3ClCoSHBuc9N/YeSKd2zVBUlWVrf6ZubfdfmfpNmpC4Zy/J+/ZTPSKcVV8v4uEXnstVJvVAImOffZ6Hhg6hRt06ni5lucwrzXUrzXm9b7+J3rffBMC3CauZNn0uN1x3LZu3bCM4uDIR4aEe9ytIaIN6ZBxI4khSChVDQ9i9Yg1XP/pArjJxY17Nfrxy/IdEXx7jsXHry6ziyDPGGGNMQcpm73NJssa3uw9wfbn6ZhHp7KmAiDRQ1VXAKhG5CagjItWAnar6pohcgmu4t9fGt9PD/BYwS1XTnf3PbLvEQ9ZGIL8ZgrbhmsBtexHO1Y2qHhaRX0TkdlX9VFzd3zGqutHTeQOpwKXAlqIeq1P7GBJWbOamO4cQVOEiXhpyX/a2RwaP5oWn+hIZXp1hr0+mZlQYffoPB6DbNVfwUL+4YssCuKp1A1as20Hv/uOdrxrrmb1t0CvxPP1ID0JDghn25jyOHjuJqtKwfiSDHrrBLcs/wJ97nhjAa0/8g6ysLK7peSO1L6nPollzAOh6SxyzJk7iyKHDTHp9NAB+/v68NOEdj9etPOWV5rqVhTyAjh3akrB8DXG97icoqAIvDn08e9ujA5/n+Wf/TmREGFPiZ/PR5OmkpqXzl7sfoePVbXjh2YG5svz8/WnT704WjxiNZmVxSecOVKsdzc9fLwGgURHupfZlVnHkeTLlhVfpfHlrwquFsGfGF7zwwXg+mD/rD5tnjDHGGN8ST/cYlkcickRVg/Os6wwMUtVYEekHtFHVR0VkJq77tAX4BhiI657svwKngAPAXaqalidvF5Dh7OcHfAa8oqq/O8Pd56lqCxEZ4ilLRKbgaoh/rqqDRWTDmR5qERkK7FfV93NmOdsmOsvT8xwn5zm9CBxR1VEiUh94G6gJBALTVPVlT+ftDGUfByxU1bn5XeMzPd+l1ZHU8/rcIpcdEdf5LMuYoogJ9DgI5ZyN3FHg9BV/KC8NHFjSVbhg9NvvSroKxhhjzjrHCVlKzrEjqSX63r5ScFiZu2bW+P6DEJGawCRV/dMFPm4FYAnQUVVP51fWGt/GFD9rfJ8fa3wbY4wpIWWuIXksI7lkG99VIsrcNbMpX/8gVHU/8J6IVC2wsG/VBZ4uqOFtjDHGGGOMMeWZ3fP9B6Kq/y2BY/4MFHZmd2OMMcYYY8wfgk24VlTW822MMcYYY4wxxhQza3wbY4wxxhhjjDHFzCZcMxfMlL/VLtW/bNE1zu27jz25O/NGn2UZUxQ/P/6gT/MSpbpP88wfV/1qvvsbaowx5VCZmzzs2OH9JTvhWtWaZe6aWc+3McYYY4wxxhhTzGzCNWOMMcYYY4wxRWQTrhWV9XwbY4wxxhhjjDHFzBrfxhhjjDHGGGNMMbNh52WUiNQG/gM0w/UhyjxgsKqe9FC2MzBIVWM9bFsA3OUs3qWqb3k53hFVDRaResBW4EcgCMgA/qOqH53LebS+/WWim3fl9KnjrJz0OOl7triV6f7EDAIrBANQoUoYqb9u4Nt3HijWLICG1z9FWKNOZJ76nR9nD+XIga0ey9Xv8hgRzf6EZmWxb91/2bt6iluZzg0v5eUb4/ATYer6NfwnYXGu7Q93uIZbW14OgL+fH40iIokZ+TIHjx/3eMzylFea61YW8lSVkW+8w7LlawgKqsBLQ5+gaZOGbuWmfTqXKdNmsee3/SxaOJXqIdU85q1dsYK3Xx9NVlYmN9wcR+++fXJt37NrF6+/PIwd27bRt/9D3PbXuz3m+DrL8kpfnjHGmD84tWHnRWWN7zJIRASYCbytqjeLiD/wLjAMGJynbL7Psar2cMrVA/4GeGx857FDVS939rsEmCkifqr6YVHOI7p5V6pE1mfuix0Jq3cFbe94lS9fu8mt3Ndv9Mp+3PH/3mXvpoXFmgUQ2rAjFcMuZtW4WKrWiuHSns+xfoL7G80al91Mhao1WP2fmwElsJL7bL9+IgzreQt3Tnqf/YcPseDBR/ly2w/8nJyUXWb8sqWMX7YUgD9d2pT/u6qj18ZUecorzXUrC3kACcvXsnvPXmZPf5/NW7YxfOQ4Jn8w2q1cq5hmXNOhHQ/87SmvWZmZmfxn5OsMHzeG8MhIBvS9j/adOnHxJfWzy1SpWpX+gx5nxeKlXnN8nWV5pS/PGGOMMe5s2HnZ1BX4/UxjV1UzgceB+0Skkoj0E5FPRWQu8KWzT1UR+UxEfhCR8SLiByAiu0QkHBgBNBCRDSLyWmEroqo7gSeAAUU9iVox1/HLqukApO5az0WVqhJUNdJr+YAKlanR+Gr2bHRvMPsyCyC8cRcSN84F4PDeTQRUqMJFweFu5aLb/IVfl44HXN+0cOpYmluZy2vVYVdaKrvT0ziVmcnsLRu5vkkzr3W7ueVlzNqy0ev28pRXmutWFvIAlixdSeyN3RARYlo2ISPjKMkp7r+nTRo3IDo6Kt+sbd//QM3atalZqxaBgYFce113VizN3RALCQ2lcbNm+Afk/9muL7Msr/TlGWOMKQ+ySvin7LHGd9nUHFiXc4WqHgZ2A2fGk14F9FXVrs5yO+BJoCXQALg1T+bTuHq0W6nqYIpmPdCkiPtQKaQGx9L3ZS8fS99PpZAaXsvXaXUDB35cxunfjxRrFkCFKpGcOHwge/lERiIVqrg35itWr0NE8xto/cBUWt71FhVD67qVqVG1GvsOHcxe3n/oEDWqeB7SGxQYSOeGjVnww2avdS9PeaW5bmUhDyApOYUaURHZy1GR4SQlp+S7jzepyclERJ19HYRHRpKanFziWZZX+vKMMcYY484a32WTcKar1fv6r1Q1Z/fWalXd6fSSTwU6+rg+njeIPCgia0Vk7aIfjubd6FZe1dNpuVzc5hZ+XTvb24F8l+Utz8Ml9wu4iKzTJ1j3/p3sXz+DxnEvu0d5iPeUBXDdpU1Zu2dXvsOIy1Neaa5bWcgD8PQyEO8v2QKy3MNKQ5bllb48Y4wxxrizsWNl0/dAr5wrRKQqUAfYAbQG8rR03d7Be2+ZFt3luCZhc6Oq7+K6H50pf6utja7pS8MOrvndUn/dSKXq0dllK1WvyfFDiR4PcFHlEMIubsXSHJOj+TILILpNb6KvcF3Ww/u+p0LVsz3nFapEcTLDvRfoxOFEUrZ+DUDKj9/QxEPje//hQ0RXC8lerlmtGokZhz3WLa7lZczanP8w4vKUV5rrVprz4j+dy8zZrlsqmjdrxIHEs7+7iUkpRESE5VsPb8IjI0lOPHv/eUpSEqER7rdjXOgsyyt9ecYYY8oBm3CtyKznu2z6BqgkIn0AnAnXXgcmquoxL/u0E5H6zr3evYGEPNszgCpFrYgzUdsoYGxhyv+89CM+f/V6Pn/1en7b9AX1r7wNgLB6V3DqeAa/H07yuF/dK2LZu+Vrsk6fKJYsgH1r41n77l9Y++5fSNm2iKjLXBO2Va0Vw+kTGZw84j5UN2XbIkLqtwMg5OI2HEv91a3Mhn2/UT80jDoh1Qn09+fmFpfx5Y/un1VUqRBE+4svYeGP33usd3nMK811K815vW+/ifiPxxH/8Ti6XHMV8z7/BlVl0+YfCQ6uTES4+8SAhdG4WVP27dnDgb37OHXqFEu+/Jr2nTqVeJbllb48Y4wxxriznu8ySFVVRP4MvCUiQ3F9iLIAeCaf3VbgmlStJbAU+CxPZqqILBORLcDnBdz33UBEvuPsV42NLepM5wD7tiwiunlXbnopgcyTv7Ny8hPZ2zr/bRKrPhmc3Xt9ceub+eHL/1yQLIC0n78lrGEnrnx0PpmnfmfbnKHZ21re+R+2zX2Rk0eS2Z3wAU1vfZXaV95D5qljbJv3oltWZlYWzy2YzZR77sfPz4/479bwU3Ii97S5EoDJa1cBcGPT5izd8TPHT53Kt27lKa80160s5AF07NCWhOVriOt1P0FBFXhx6OPZ2x4d+DzPP/t3IiPCmBI/m48mTyc1LZ2/3P0IHa9uwwvPDsyV5R8QwN8GP8mzAwaSlZXFdTfFUq/BJcyfMROAnr1uJS0llQH97uXY0aOI+DFrWjzvTJtK5eDKxZZleaUvzxhjTHlgPd9FJfndF2uML035W+1S/csWXePcegM9uTvzRp9lGVMUPz/+oE/zEqW6T/PMH1f9ar77G2qMMeVQmZto49jBHSX63r5SSIMyd81s2LkxxhhjjDHGGFPMbNi5McYYY4wxxpgiERtBXWTW822MMcYYY4wxxhQza3wbY4wxxhhjjDHFzIadmwtmdMygkq5Cvvbu3++zrIRugT7LMqYoNp2q6NO8y7J+8GleaXckdXtJV6HM2jDnc5/mtbon3qd5xhhjfM1mOy8q6/k2xhhjjDHGGGOKmfV8G2OMMcYYY4wpGrWe76Kynm9jjDHGGGOMMaaYWePbGGOMMcYYY4wpZuVu2LmI1Ab+AzTD9eHDPGCwqp70ULYzMEhVYz1sWwDc5SzepapveShTD5inqi1yrHsROKKqo873XLwRkVuAn1Q135mSRORh4JiqTsqnTBugj6oOcK7HSVVdfr51bF/nYp7scC1+4sfsrVuYtGGtW5kromvzxNXXEuDnx8Hfj/PwnOkXLK9zw0t5+cY4/ESYun4N/0lYnGv7wx2u4daWlwPg7+dHo4hIYka+zMHjxz3mqSpvT9vAms37qXBRAE/e25ZGF1f3evy3pnzHl8t/Yda4W8t9XmmuW1nI27RyNZ+MGUdWVibXxvYk9p67cm1f/uVXzP9kGgBBFSvS98mB1G3U0OvxVJWRb04lYeVmgipcxMtD7qNp44vdyg15+V1+2LaLgAB/WjStz3OD+hAYEFBsWcWVN2bCV6xYt4OgCoE881gsjRvUcCv36rj5/LjjAKhSJzqUZx6LpVLFi8p9HkCttv2oGn05WZkn2L38bY6n/eJWpu7V/akc1Yysk8cA2L38LY6n/+oxzxhjTGliw86Lqlz1fIuIADOBWaraCLgUCAaGeSib7wcTqtpDVQ8CIcDffF7Zc+TU+xZcHy7kS1XH59fwdsqsVdUBzmJn4OrzraOfCP/o2IW/z59F7/hJXN+wMfWrh+YqE3xRBf7RsQtPfjGHO/47mSFfzr+gecN63sJfP/6ALv95g1taXkajiMhcZcYvW8p148dw3fgxjPj6C1bu2um14Q2wZssB9iUd4YNhN/L3e1oz7pP1Xsv+tCuNI8fdPgsqt3mluW6lPS8rM5NJb4zhyVEjePXjiaz8+hv2/rIrV5mImjV5Zuxohn00gbi+9/DhyNfzrV/Cys3s/i2ROVOGM3RwH4a9MdljuR5/as+sj4cxfeLLnDhxis/mfVusWcWRt3L9DvbsS2faWw8zuP+NjHrnC4/lBtzXnY/+fT8fjX6AqPCqzFiwzvKAKtGtqFClBltn/509K9+j9pX3eywHsG/dx2yb/xTb5j9lDW9jjDF/WOWq8Q10BX5X1Q8BVDUTeBy4T0QqiUg/EflUROYCXzr7VBWRz0TkBxEZLyJ+ACKyS0TCgRFAAxHZICKvFaUyIrJYRP4lIqtF5CcR6eSs9xeRUSKyWUQ2ichjzvrWIrJERNaJyEIRqZkjZ7iILAGeAuKA15w6NRCR/xORNSKyUURmiEglZ78XRWRQAXXpLCLznF78h4HHndxOIvKLiAQ65ao616TA79hqHlmD3w4fYl/GYU5nZfHljp+4pl6DXGWub9SYxb9sJ/FIBgDpv3tv2Po67/JaddiVlsru9DROZWYye8tGrm/i/bOMm1texqwtG/M95xUb9tGt/cWICE0bhHHk2ElSD7rXITNLeX/6Ju7vFWN5ZaBupT1v59YfiaodTWStaAICA7mye1fWJyzLVaZRyxZUrloFgIbNm5GWnJJv/RYnbCD2+qsREWKaNyDjyDGSUw66let0VQwigojQvGl9EpPTizWrOPK+Xf0zN3RpgYjQonEtjhw9QUraEbdylStVAFw9xydOnkbEY1y5y6tWpy1pO5cCcCzlZ/wDKxNQMcRzYWOMMWWPZpXsTxlU3hrfzYFcH9Gr6mFgN3BmnOVVQF9V7eostwOeBFoCDYC8YzufBnaoaitVHXwOdQpQ1XbAQOAFZ92DQH3gclWNAT5xGrVjgdtUtTXwAbl77ENU9VpVHQbMwTWUvpWq7gBmqmpbVb0M2Ap4637wVBcAVHUXMB74t5P7LbAY6OkUuQOYoaqnCjrhiMqVsxvBAElHMoioXDlXmbrVqlOlQhBvx93GR73upMelTS9YXo2q1dh36GD28v5Dh6hRpZrHskGBgXRu2JgFP2z2mgeQmn6ciNBKZ+tcvZLHBtXcRdtpf1k0YSH5f1dzecorzXUr7XnpySmERp4dtREaEUF6Po3rJfMWENO+Xb71S0pJp0bk2ZElURHVSfLQwD3j1OnTzF+4gg7tWrht82VWceSlpGYQGVY1ezkyrAopaRkeyw4fO4+4e9/k172p3NazjeUBgZWqc+poavbyqWOpBFYM9Vi2Zqs7aBw7kug2fRC/cndHnDHGmHKivDW+BdAC1n+lqmk5tq1W1Z1OL/lUoGMRjufpWHnXz3T+XQfUcx53B8ar6mkApz6NgRbAVyKyAXgOqJ0jJz6ferQQkW9FZDNwN64PITzxVJf8vA/c6zy+F/gwbwEReVBE1orI2qRvXbeKCx66SfJcKX8/oUlEJI8vmMWA+Z9xX+t21K0W4rESvs/zFOf5qbzu0qas3bMr3yHn3vaXPN1FqQePs3TdHm7u6v1+2/KYV5rrVtrzVAvOOmPr+u9YOn8Bvfs/eA6Z3ssPf+NjrrjsUq647NJizSqWPE8rveQ981gssyY8xsW1w/gmYavled3Z/Sj7vpvKj3Me56cFzxBwUTCRzW/2kmeMMcaUbeXt4+XvgV45V4hIVaAOsANoDRzNs0/edwreGtSepAJ5Z0oKBXLOOHPC+TeTs8+Hpw8JBPheVa/ycqy89c5pInCLqm4UkX647t32xFNdvFLVZSJST0SuBfxVdYuHMu8C7wK0Gz9aAZKOHiEquEp2mcjgKiQfy139pCNHOPT77/x++jS/nz7Nhn17aRQWwe4cPdLZZX2ct//wIaJzNMxrVqtGYsZhj9cgruVlzNrsecj5nP9t54ulOwG4tH4oyWnHsrclpx8jtFpQrvLbdx9kf9IR7n32cwBOnMzk3mcW8OHwHuUurzTXrSzknREaGUFaUlL2clpyMiHhYeS1e/sOJowYxaBRIwiu5j7KY9rMRcyc5xo+3LxJPQ4knf18MjE5nYiwELd9AMZ/OJv0gxkM/WefYskqjrwZC9Yx96sNADRtWJOk1LOv/aTUDMKrV8Ebf38/unVoxtRZK+nZLaZc5oVfeh1hjboBcCx1B4GVwyDZVT6wUhinjrsP8T99/CAAmnWatB2LiWjmNsepMcaYUqlsDv0uSeWt8f0NMEJE+qjqJBHxB14HJqrqMS89Qu1EpD7wK9AbpyGZQwbg8d2Jqh4Rkf0i0k1VvxGRUOAGYEwB9fwSeFhEFqvqaWe/bUCEiFylqiucYeiXqur3HvbPW6cqwH5nn7uBvQUc35sMoGqedZNwjQh4pbAhPyQdoE61EKKrVCXp6BGua3ApQ7/5PFeZpbt2MLhjF/xFCPD3p3lUDaZs+u6C5G3Y9xv1Q8OoE1KdAxmHubnFZTwyfZpbuSoVgmh/8SU8NsN9G0Bcl4bEdXH1TK7atJ+5/9tO53Z1+HFnGpUrBroNF74ypiZTX4/LXr7l0Zm5GlPlKa80160s5J1Rv0kTEvfsJXnffqpHhLPq60U8/MJzucqkHkhk7LPP89DQIdSoW8ctA+COW7tyx62uO3GWrthI/MxF3NCtHZt/2Elw5UpEhIe47TNz3lKWr/6ed0cPws/Pr1iyiiOvV4/W9OrRGoDla7czY8E6undsxvc/7SO4UgXCQ4NzlVdV9h5Ip3bNUFSVZWt/pm7tsHKbl/LTl6T85JoypWqtywlvfD0Hdy2nUngjMk8dy25o5xRQMSR7fbU6bfn94B63MsYYY8wfQblqfKuqisifgbdEZCiuYfcLgGfy2W0FrknVWgJLgc/yZKaKyDIR2QJ87uG+7z7Af0TkzBTCLzn3YefnfVwzsW8SkVPAe6o6TkRuA94UkWq4nrvRuHrz85oGvCciA4DbgKHAKlwfIGzGy4cFhTAXmC4iNwOPOfd9fwL8E1cDvFAyVXkt4X+82fPP+Ikwd9v37ExP49ZmLQGY+cNmdh1MZ8WeX/nk9r+iKLO3fs/O9NQLk5eVxXMLZjPlnvvx8/Mj/rs1/JScyD1trgRg8tpVANzYtDlLd/zM8VMF3uZOu5Y1WLN5P/c9+zkVLvLniX5ts7cNHfMtA/u2KfBe4PKaV5rrVtrz/AP8ueeJAbz2xD/Iysrimp43UvuS+iyaNQeArrfEMWviJI4cOsyk10cD4Ofvz0sT3vGa2al9DAkrNnPTnUMIqnARLw25L3vbI4NH88JTfYkMr86w1ydTMyqMPv2HA9Dtmit4qF9csWUVR95VrRuwYt0Oevcf73z1Vs/sbYNeiefpR3oQGhLMsDfncfTYSVSVhvUjGfTQDR6vXXnLO7z3O6rUupymt4wh6/RJdi9/O3vbJV2fZveKdzh9PJ2LOz5GQIWqIMLxtF3sX/WexzxjjDGlTBmd9Kwkiad75IwpLOcDgZtV9Z6Cyp4Zdl5a7d2/32dZCd0KnPTdmGKR2NS333x4WdZOn+aVdkdSt5d0Fcqsves+L7hQEbS6J7+pTIwx5g8nn1lKSqfjKRtK9L19xfBWZe6alaueb+NbIjIWuBFwH+9qjDHGGGOMMSabNb7NOVPVx0q6DsYYY4wxxpiSYMPOi6q8fdWYMcYYY4wxxhhzwVnPtzHGGGOMMcaYorEJ14rMGt/mglny5zYlXYV8bftyrM+ylkUP9VmWMUXx58ohPs07cKqZT/NKu4+OZ5Z0FcqsvnFvF1yoCJJ/mOjTvIhm/XyaZ4wxxhSVDTs3xhhjjDHGGGOKmfV8G2OMMcYYY4wpIht2XlTW822MMcYYY4wxxhQz6/k2xhhjjDHGGFM0NuFakRW58S0iCnysqvc4ywHAfmCVqsaKSBzQTFVH5JMRDbypqredY73Pm4g8CDzhLB4GnlDVBC9lFwODVHVtnvXZ5yoitwA/qeoPHvZ/ETiiqqPyqU8rIFpVFxT9bM5P3mMX5jn0BVVl5JtTSVi5maAKF/HykPto2vhit3JDXn6XH7btIiDAnxZN6/PcoD4EBgQUW9YZtdr2o2r05WRlnmD38rc5nvaLW5m6V/enclQzsk4eA2D38rc4nv6rW7nta79j4bsfoFlZXH5dNzr85dZc27etWM3ij6ci4oefvz/XPXgvdZs39XrtylNeaa5bWcjzRFV5beRIEpYtIygoiJdeeommTQuXsXbFCt5+fTRZWZnccHMcvfv2ybV9z65dvP7yMHZs20bf/g9x21/vviBZxZG3b+MW1k+KR7OyaNClI83ibvRYLnXHLr56/lWuHvAgda9sbXn4/rlQVcZM+IoV63YQVCGQZx6LpXGDGm7lXh03nx93HABV6kSH8sxjsVSqeFG+2cYYY8yFci4930eBFiJSUVWPA38C9p7ZqKpzgDn5BajqPqAkG96xwENAR1VNEZErgFki0k5VD+Qp6+8tJ8+53gLMA9wa34XUCmgDFLrxLSIBqnr6HI/n9diFeQ59IWHlZnb/lsicKcPZ/MNOhr0xmY/fec6tXI8/tWf40P8DXI3nz+Z9y19u6VJsWQBVoltRoUoNts7+O5XCG1H7yvv5+XP3PIB96z7m0O5VXs8zKzOTL95+j7v/+TxVw8N4//GnuLR9WyLq1skuU79VSy5t3xYRIfGXXcwY8Tp/e8fz7OvlKa80160s5HmzLCGB3bt3M3v2bDZv3syrw4czafLkAvfLzMzkPyNfZ/i4MYRHRjKg732079SJiy+pn12mStWq9B/0OCsWL71gWcWRl5WVxboPp9BlyONUDKvOl88Np9YVl1GtdrRbuQ1TZ1AjprnlOXz9XACsXL+DPfvSmfbWw3z/0z5GvfMF743s51ZuwH3dqVypAgBjP/iaGQvWcU+vqwp1DGOMMaa4nes9358DPZ3HdwJTz2wQkX4iMs55PFFE3hSR5SKyU0Ruc9bXE5EtOcrPEpG5IvKLiDwqIk+IyHcislJEQp1yi0WkjfM4XER2FWX/PJ4CBqtqCoCqrgc+Ah5xMneJyPMikgDc7uzzV+c8tohIu5znKiJXA3HAayKyQUQaeLtwznn8S0RWi8hPItJJRC4CXgZ6O/v3FpHKIvKBiKxxzuXmHMf8VETmAl+KSE0RWerst0VEOjnlrhORFSKy3ikf7Kxv65zHRqcO1TwcO+dzeLGIfCMim5x/6+b33BbF4oQNxF5/NSJCTPMGZBw5RnLKQbdyna6KQUQQEZo3rU9icnqxZgFUq9OWtJ2uN4XHUn7GP7AyARVDinqKAOz7aTvVo2tQvWYN/AMDaX5NR7atXJOrzEUVKyIiAJz6/QQgllfK61YW8rxZvGQJsbGxrtdLTAwZGRkkJycXuN+273+gZu3a1KxVi8DAQK69rjsrluZuPIWEhtK4WTP8vYwoKY6s4shL2/4LwVGRBEdF4B8QQN2r2vLbuo1u5X5auIg67a4gqFoVy3P4+rkA+Hb1z9zQpQUiQovGtThy9AQpaUfcyp1peKsqJ06eRor+8jDGGFNoWSX8U/aca+N7GnCHiAQBMYD3bj+oCXQEYgFvw5hbAHcB7YBhwDFVvRxYAfTxss/57N8cWJdn3Vpn/Rm/q2pHVZ3mLFdW1auBvwEf5NxRVZfj6ikerKqtVHVHAfUNUNV2wEDgBVU9CTwPxDv7xwPPAotUtS3QBVfDvrKz/1VAX1Xt6pz3QlVtBVwGbBCRcOA5oLuqXuGc2xNOIz8e+LuqXgZ0xzWSIe+xcxoHTFLVGOAT4M0c2wrz3HqVlJJOjcizn41ERVQnyUOD+YxTp08zf+EKOrRrUaxZAIGVqnPqaOrZ8sdSCazo6XMcqNnqDhrHjiS6TR/Ez/2N5OHUNKqGh2cvVw0PJSM11a3cj8tX8dZDjzH1xeHEDXzEa93LU15prltZyPMmKSmJqBpnh+xGRkWRnJRU4H6pyclEREVmL4dHRpJaiEZ7cWcVR96x9INUCjv7mq8UGsLxtNwf1h1LS+e3Nd/RsPu1lpeDr58LgJTUDCLDqmYvR4ZVISUtw2PZ4WPnEXfvm/y6N5XberY5r+MaY4wxvnROE66p6iYRqYer17ugYdKzVDUL+EFEoryU+Z+qZgAZInIImOus34yrcV+Q890fXN1HmmM5byN0KoCqLhWRqiISUshcT2Y6/64D6nkpcx0QJyKDnOUgoK7z+CtVTXMerwE+EJFAXNd6g4hcCzQDljk9ZBfh+iCiMbBfVdc453IYyO5F8+Iq4MxNp5OBkTm2Ffjciuve+gcBxr42mPvvicvepqoeynuvyPA3PuaKyy7lissuddvmyyxnbw/r3I+x77upnD5+EPELoE77B4lsfjOJm2fkrZyHdPf8JldfSZOrr+TXLd+zePJU/jr8Rc9VK095pbluZSHPGw/HKUwXocfX2Tn0vPs6qzjyCnON1k+Kp9WdvfDzK8Tn2OUoz+fPBZ7++uJ10Mczj8WSmZnFv9//km8SttKzW2HfBhhjjDHF63xmO58DjAI6A2H5lDuR47G3//vmLJOVYzmLs3U8zdme+qBz2D+nH4DWwKIc664g9/3aR/Psk/f//R7fCxTSmfpleqkfuK5VL1XdlmulyJU56+Z8GHANrtsAJovIa0A6rgb6nXn2jTnPepNn/wKfW1V9F3gX4Hhigk6buYiZ81zDD5s3qceBpLTssonJ6USEhXg86PgPZ5N+MIOh/zw7kMGXWQDhl15HWKNuABxL3UFg5TBwOmsCK4Vx6rj7EPXTxw+6zjPrNGk7FhPRLNatTNXwMA6npGQvH05JIzjMcy86wMUtmjPnwDiOHTpMpWpV3baXp7zSXLeykJdTfHw8n810fe7XvHlzEg+cnd4iKTGRiIiIfPcHVw9mcuLZHvKUpCRCI8Lz2ePCZBVHXqXQ6hxLPfs35VjaQSpWD8lVJu2XX1k+9j0ATmQcYd+GLfj5+VG77eXlOs9Xz8WMBeuY+9UGAJo2rElS6uHsbUmpGYRX9z703d/fj24dmjF11kprfBtjTHGx2c6L7Hy+5/sD4GVV3eyryhRgF64GM5z/ZG0jgX+JSBhkz/bdD3grn316O2U7AodU9VCe7RlA/jfV5S/v/guBx8TplhYR93dLrvUXA0mq+h4wAdeHCCuBDiLS0ClTSUQuBX4EokWkrbO+irhmq8+v7suBO5zHdwMeZ4QvrDtu7cp/P3iR/37wIl06Xc68hctRVTZ9v4PgypWICA9x22fmvKUsX/09I154KFePiy+zAFJ++pJt859i2/ynOLRnDaGXXANApfBGZJ46lt3QzinnfeDV6rTl94N73MpEX9qQtL37ST+QSOapU3y/NIFLr8w9FDJt3/7s3qL923eSefo0Fat6fkrKU15prltZyMupd+/eTIuPZ1p8PJ27dGHevHmu18umTQQHBxeq8d24WVP27dnDgb37OHXqFEu+/Jr2nToVuF9xZxVHXmiDemQcSOJIUgqZp0+ze8Uaare+LFeZuDGvEvem66fOlVfQ5t67PDZsy1uer56LXj1aM/Hf9zPx3/fT6cpL+eJ/W1BVtmzbS3ClCoSHBucqr6r8tj8t+/GytT9Tt3Z+fQPGGGPMhXXOPd+q+hswxod1Kcgo4L8icg+5e6yLTFXniEgtYLm4vjotA/irqu7PZ7d0EVkOVAXu87B9GvCeiAwAbivEfd95/Q94WkQ2AK8CrwCjgU1OA3wXrnur8+oMDBaRU8ARoI+qJotIP2CqiFRwyj2nqj+JSG9grIhUBI7juu8777FzGoBrWPtgXP3A9xbxvLzq1D6GhBWbuenOIQRVuIiXhpy9rI8MHs0LT/UlMrw6w16fTM2oMPr0Hw5At2uu4KF+ccWWBXB473dUqXU5TW8ZQ9bpk+xe/nb2tku6Ps3uFe9w+ng6F3d8jIAKVUGE42m72L/qPbcsP39/buj/AFOGvoJmZXHZn7oSeXFd1i1YCEDrHtezddlKNi1ajL9/AAEVLuLWp57wejtAecorzXUrC3nedOzYkYSEBG6OiyMoKIgXX3yxUPv5BwTwt8FP8uyAgWRlZXHdTbHUa3AJ82e4etR79rqVtJRUBvS7l2NHjyLix6xp8bwzbSqVgysXW1Zx5Pn5+9Om350sHjEazcriks4dqFY7mp+/XgJAo0LcR11e83z9XABc1boBK9btoHf/8c5XjfXM3jbolXiefqQHoSHBDHtzHkePnURVaVg/kkEP3VCk62CMMabwVDNLugpljni6N8uY4nA8MaFU/7Jt+7JoX9eUny1XDfVZljFF8efoS3yal3Tqd5/mlXYfbb9Qg7n+ePo2bOnTvOC9vv3Gy4hm/XyaZ4wxPlbmvp/h2IElJfrevlKNa8vcNTufYefGGGOMMcYYY4wphPOZcM0YY4wxxhhjTDmkWTbhWlFZz7cxxhhjjDHGGFPMrOfbGGOMMcYYY0yR2IRrRWcTrpkL5uixY6X6l23z0YM+y4oJPO6zLGPMhZMo1Uu6CmVWZGBQSVchX8d2/ddnWTZ5mzGmGJS5ycOO7P26RN/bB9fqXuaumQ07N8YYY4wxxhhjipkNOzfGGGOMMcYYUySaZcPOi8p6vo0xxhhjjDHGmGJmPd/GGGOMMcYYY4rEJlwrOp/1fIvIkXPc72ER6eM87ici0edRh3tFZIPzc1JENjuPR4jIyyLS/Vyzi5u363eu17WIxz7nayMirUSkhy/qoaqM/Ne/iIuL4y9/+Qtbt24tsbxNK1fz1J19GNz7buZNnuK2ffmXX/Fs3/t5tu/9vPLwo+z+eXuBdfnX6+OJ63U/f7n7b2z90XP5aZ/OJa7X/Vx+ZQ/SDx6yvFJeN8v7Yz+3a1es4P7benPvrbcR/9Ekt+17du1i4H3/x00drmH6x594zSmveXmVpr/xqsro97+kd/+36TvwfbbtOOCx3Kvj5tP38Qn0Hfg+z42cybHjJ8+rzsYYY8q3Eh92rqrjVfXM/+X7AUVqfItIdu+9qn6oqq1UtRWwD+jiLD+tqs+r6te+qneO4/v7OvNCEhH/87w2rQCfNL6XJSSwe/duZs+ezXPPPcerw4eXSF5WZiaT3hjDk6NG8OrHE1n59Tfs/WVXrjIRNWvyzNjRDPtoAnF97+HDka/nm5mwfC279+xl9vT3ee7pAQwfOc5juVYxzRg/djg1a0ZaXhmom+X9cZ/bzMxM/jPydf455g3ejZ/K4oVf8evOX3KVqVK1Kv0HPU6vu+/Kt17lMc+T0vI3HmDl+h3s2ZfOtLceZnD/Gxn1zhceyw24rzsf/ft+Phr9AFHhVZmxYN151dkYY0zpISKhIvKViPzs/Ov2lSciUkdE/iciW0XkexH5e45tL4rI3hydvwW2iXza+BaRziIyL8fyOBHp5zzeJSL/EpHVzk/DHJUeJCK3AW2AT5zKVxSR1iKyRETWichCEanp7LNYRIaLyBLg7+418Vi3ic4xcHrCfxCRTSIyyll3u4hsEZGNIrLUWecvIq+JyBqn7EM5zvN/IjIF2Oysm+XU83sReTDHcY+IyDAnd6WIRDnr64vICif7lUJe28UiMl1EfhSRT8TlRhH5b55yc53Hb4vIWqdOL+Uos0tEnheRBOD2PNfmeadOW0TkXRGRHNf8zPP3k4h0EpGLgJeB3s5z1rswz4U3i5csITY2FhEhJiaGjIwMkpOTL3jezq0/ElU7msha0QQEBnJl966sT1iWq0yjli2oXLUKAA2bNyMtOSXfzCVLVxJ7YzdXXVo2ISPjKMkpaW7lmjRuQHR0VIF1LE95pblulvfHfW63ff8DNWvXpmatWgQGBnLtdd1ZsXRprjIhoaE0btYM/4CC7+Aqb3melJa/8QDfrv6ZG7q0QERo0bgWR46eICXNfaBZ5UoVAFdP+YmTp5Ey96U2xhhTjLKySvbn/D0NfKOqjYBvnOW8TgNPqmpToD3wiIg0y7H932c6f1V1QUEHvNA934dVtR0wDhidc4OqTgfWAnc7PdengbHAbaraGvgAGJZjlxBVvVZV8+9yzENEQoE/A81VNQb4p7PpeeB6Vb0MiHPW3Q8cUtW2QFvg/0SkvrOtHfCsqp65+Pc59WwDDBCRMGd9ZWClk7sU+D9n/RjgbSfb83g3d5cDA4FmwCVAB+AroL2IVHbK9AbincfPqmobIAa4VkRicmT9rqodVXVanmOMU9W2qtoCqAjE5tgW4Dx/A4EXVPUkrusW7/zCxXMekpKSiKpRI3s5MiqK5KSkC56XnpxCaOTZHrHQiAjS82lcL5m3gJj27fKvS3IKNaIispejIsNJKqDBbnmlv26W98d9blOTk4mIOvt3IDwyktTzaCiWtzxPSsvfeICU1Awiw6qe3TesCilpGR7LDh87j7h73+TXvanc1rPNOdfXGGNMqXMz8JHz+CPglrwFVHW/qq53HmcAW4Fa53rAC934nprj36sKKNsYaAF8JSIbgOeA2jm2n2tD7zDwO/C+iNwKHHPWLwMmisj/AWeGkl8H9HGOvwoIAxo521aras4xeQNEZCOwEqiTo9xJ4MxogHVAPedxB85ej8mFrPtqVf1NVbOADUA9VT0NfAHcJK4h+D2B2U75v4jIeuA7oDmuRvsZ3q5fFxFZJSKbga7OfmfM9HAe+RKRB53e97UffPBB/oVVPQUU5jA+zVMP+4mX/bau/46l8xfQu/+DHrfnWxXO/dzKU15prpvlnV9e6a6bh78D51W38pXn5SDu60rgbzyAhz3xdrrPPBbLrAmPcXHtML5JOL/71I0x5o9ENbNEf3K2M5yf/N+Qu4tS1f2uc9H9QL73t4lIPVydoatyrH7UGSH9gXgYtp6Xr2c7P03uBn1Qnu3q5bEnAnyvqt4a6UeLWDfXQVVPi0g7oBtwB/Ao0FVVHxaRK3E1XjeISCunDo+p6sJcFRPpnPP4znJ34CpVPSYiizl77qf07LuaTHJf84KuQV4ncjzOmRUPPAKkAWtUNcPpoR8EtFXVdBGZSO7nw+36iUgQ8BbQRlX3iMiLefY5c/y85+GVqr4LvAtw9Ngxt/ONj4/ns5muNn3z5s1JPHB2EEBSYiIRERF5d8mXL/JCIyNIy9F7kpacTEh4mFu53dt3MGHEKAaNGkFwtWrudfl0LjNnu351mjdrxIHEs71IiUkpRES4Z+anPOWV5rpZ3h/7uT0jPDKS5MSzfwdSkpIIjQg/p6zymHdGafobP2PBOuZ+tQGApg1rkpR6+Oy+qRmEV6/idV9/fz+6dWjG1Fkr6dktxms5Y4wxF07OdoY3IvI1UMPDpmeLciwRCQZmAANV9cz/QN4GXsHVpnsFeB24L78cXze+fwWaiUgFXI22bkBCju29gRHOvys87J8BnPm/3zYgQkSuUtUVIhIIXKqq359PBZ0LV0lVF4jISmC7s76Bqq4CVonITbh6rxcC/UVkkaqeEpFLgb0eYqsB6U7Duwmu+wEKsgxX4/9j4O7zOSdgMTAB15D2Mz3aVXE1sA8595nf6JTLz5mGdopznW4DphewT87nrMh69+5N796uW8W//fZb4qdN4/obbmDz5s0EBwcX+Y2ZL/LqN2lC4p69JO/bT/WIcFZ9vYiHX3guV5nUA4mMffZ5Hho6hBp163iuy+030fv2m1x1SVjNtOlzueG6a9m8ZRvBwZWJCA8t2rmVo7zSXDfL+2M/t2c0btaUfXv2cGDvPsIiI1jy5dc89cpLBe9oebmUpr/xvXq0pleP1gAsX7udGQvW0b1jM77/aR/BlSoQHhqcq7yqsvdAOrVrhqKqLFv7M3Vrn9uHOcYYY0qGqnr9RicRSRSRmqq6X1xzi3m8d8lph84APlHVMyOBUdXEHGXe4+xoZ698MuzcGe58QlX3AP8FNgGf4BrunFMFEVmFa5K0xz1ETQTGO8O8/XE1/v7lDOfeAFztg+pWAeaJyCZgSY56vCaurybbguve7I3A+8APwHpn/Tt4/sDiCyDAyXwF19Dzgvwd1w37a3A13s+Zur5kbx6uBvY8Z91GXNf/e1z3yy/zGnA25yDwHq5J5GYBawpx+P/h+sDlvCdc69ixI7Vq1+bmuDj++corDBky5HzizjnPP8Cfe54YwGtP/IOn7+5Hu65dqH1JfRbNmsOiWXMAmDVxEkcOHWbS66MZ2u8BXrj/ofzr0qEttaNrENfrfl55dQxD/vG37G2PDnyepORUAKbEz+b62HtISkrhL3c/wkvDRpf7vNJcN8v74z63/gEB/G3wkzw7YCAP/uVOrunejXoNLmH+jJnMn+H6/25aSip/jY3js6lTmfrBRP4aG8fRI54HZZW3PE9Ky994gKtaNyA6KoTe/ccz8q3PefKh67O3DXolnpS0DFRh2Jvz6PP39+nz9/dJTT/CvX/peF51NsaYPxLNyizRHx+YA/R1Hvfl7K272ZzJpycAW1X1jTzbauZY/DOwpaADiqf7vIpKRC4D3nMm4/JWZheu4cznPpuOKdM8DTsvTTYfPeizrJjA4z7LMsZcOIkF365lvIgMzHunWelybNd/Cy5USBHN+vksyxhjHGXu+xQO7phZou/tQxrcel7XzJkg+79AXWA3cLuqpolINPC+qvYQkY7At7g6J89Msf6MM4p6Mq6vXVZgF/DQmXvIvTnvYeci8jAwANcM2MYYY4wxxhhjTKmmqqm4bpPOu34f0MN5nICXD0ZU9Z6iHvO8G9+qOh4YX4hy9c73WMYYY4wxxhhjSp7rzldTFBf6q8aMMcYYY4wxxphyx9eznRtjjDHGGGOM+YPTrKyCC5lcrPFtjMOXk6TZpE2mpJT2Sa9Ku0QfTrxY3vj6d8+XE6QBHKkV57usQ2k+ywKoX+3cvhLPGGNM2WLDzo0xxhhjjDHGmGJmPd/GGGOMMcYYY4rEJlwrOuv5NsYYY4wxxhhjipn1fBtjjDHGGGOMKRLNsp7voiq3Pd8ikikiG3L8PO3D7HoisqWQZR8UkR+dn9Ui0tFX9XDyJ4rIbQWU6Sci0TmW3xeRZr6sR2EsW7aMP99yC3FxcXz4wQclmqeq/Ov18cT1up+/3P03tv643WO5aZ/OJa7X/Vx+ZQ/SDx7ymrd2xQruv6039956G/EfTXLbvmfXLgbe93/c1OEapn/8SYH1K095pbluZSHPE1Vl5L/+RVxcHH/5y1/YunXrOeVA6Xrd+jpv08rVPHVnHwb3vpt5k6e4bV/+5Vc82/d+nu17P688/Ci7f/b8d6K85uV1vn+TR7//Jb37v03fge+zbccBj+VeHTefvo9PoO/A93lu5EyOHT/psVxZfN0aY4wp+8pt4xs4rqqtcvyMuNAVEJFY4CGgo6o2AR4GpohIjQtclX5AduNbVR9Q1R8uZAUyMzP514gRjB03jhkzZvDFF1+wc8eOEstLWL6W3Xv2Mnv6+zz39ACGjxznsVyrmGaMHzucmjUj863Lf0a+zj/HvMG78VNZvPArft35S64yVapWpf+gx+l1912FOrfyklea61YW8rxZlpDA7t27mT17Ns899xyvDh9+Tjml7XXry7yszEwmvTGGJ0eN4NWPJ7Ly62/Y+8uuXGUiatbkmbGjGfbRBOL63sOHI1+3PC/O97lduX4He/alM+2thxnc/0ZGvfOFx3ID7uvOR/++n49GP0BUeFVmLFjnsS5l8XVrjDGm7CvPjW+PRGSXiPzL6YVeLSINnfUXi8g3IrLJ+beusz5KRD4TkY3Oz9VOlL+IvCci34vIlyJS0cPhngIGq2oKgKquBz4CHnGyR4jID84xR3k7Xt6edhEZJCIveji350VkjYhsEZF3xeU2oA3wiTMCoKKILBaRNs4+d4rIZmeff+XIOiIiw5w6rBSRqPO57lu2bKF2nTrUrl2bwMBArr/+ehYvXlxieUuWriT2xm6ICDEtm5CRcZTkFPevlmnSuAHR0fmf+rbvf6Bm7drUrFWLwMBArr2uOyuWLs1VJiQ0lMbNmuEfUPCdIOUprzTXrSzkebN4yRJiY2Ndv98xMWRkZJCcnFzknNL2uvVl3s6tPxJVO5rIWtEEBAZyZfeurE9YlqtMo5YtqFy1CgANmzcjLTnF8rw43+f229U/c0OXFogILRrX4sjRE6SkHXErV7lSBcDVU37i5GlE3LPK6uvWGGNKG9XMEv0pi8pz47tinmHnvXNsO6yq7YBxwGhn3ThgkqrGAJ8Abzrr3wSWqOplwBXA9876RsB/VLU5cBDo5aEOzYG8H8uvBZqLSCjwZ6C5c8x/FnC8whinqm1VtQVQEYhV1enOMe92RgBkf9m1MxT9X0BXoBXQVkRucTZXBlY69VgK/F8R6uEmOSmJGlFnG7GRUVEknUNjwFd5Sckp1IiKyF6OigwnqQhvNHNKTU4mIupsz3h4ZCSp53Fu5SmvNNetLOR5k5SURFSNswNsIqOiSE5KKnJOaXvd+jIvPTmF0Mizz0VoRATp+fwNWDJvATHt21meF+f73KakZhAZVvXs/mFVSEnL8Fh2+Nh5xN37Jr/uTeW2nm3ctpfV160xxpiyrzw3vvMOO4/PsW1qjn+vch5fBZy5CW4ycObe7K7A2wCqmqmqZ278/UVVNziP1wH1ClkvARQ4DPwOvC8itwLHCjheYXQRkVUistnJaV5A+bbAYlVNVtXTuD50uMbZdhKY5zwuyvl5pB7WeeiwuGB56iFAzrFG6iHsXLPKW15prltZyMvnQO7rPHURFhTjYV1Jvm59mefxufByjbau/46l8xfQu/+Dluct38O6Iv1N9rTSS8Azj8Uya8JjXFw7jG8S3OczKLOvW2OMKWU0K6tEf8oiG//kmXp57K2MJydyPM7E1dOc1w9Aa2BRjnVXAD+o6mkRaQd0A+4AHsXVYPbkNLk/SAnKW0BEgoC3gDaquscZlu5WLu9u+Ww7pWffcWTi5XdJRB4EHgR4c+xY7rvvPo9hkZGRHEhMzF5OSkwkIiLCY9nCOJe8+E/nMnP2QgCaN2vEgcSzPReJSSlERISdU13CIyNJTjzbq5iSlERoRPg5ZZW3vNJct7KQl1N8fDyfzZwJQPPmzUk8cHbCqnN9vZWG121x5YVGRpCWYzRAWnIyIeHufwN2b9/BhBGjGDRqBMHVqlmeF+fyXMxYsI65X20AoGnDmiSlHj67f2oG4dWreN3X39+Pbh2aMXXWSnp2i8m1rSy9bo0xxvyxlOee7/z0zvHvCufxclyNYIC7gQTn8TdAfwAR8ReRs+PiCjYS+JeIhDn7t8I1+dlbIhIMVFPVBcBAXMO+vR0vEYgUkTARqQDEejjWmYZ2ipOdcwb0DMDTu5hVwLUiEi4i/sCdwJIinB+q+q6qtlHVNt4a3uBqDOzZvZu9e/dy6tQpFi5cyLWdOxflUOed1/v2m4j/eBzxH4+jyzVXMe/zb1BVNm3+keDgykSEh55TXRo3a8q+PXs4sHcfp06dYsmXX9O+U6dzyipveaW5bmUhL6fevXszLT6eafHxdO7ShXnz5rl+vzdtIjg4+JwauaXhdVtcefWbNCFxz16S9+3n9KlTrPp6EZd3uDpXmdQDiYx99nkeGjqEGnXrWF4+zuW56NWjNRP/fT8T/30/na68lC/+twVVZcu2vQRXqkB4aHCu8qrKb/vTsh8vW/szdWu7f4BQll63xhhj/ljE03Cp8kBEMoHNOVZ9oapPi8gu4EOgB64PJ+5U1e0iUg/4AAgHkoF7VXW3M9HYu8AluHqA+wP7gXnOvdWIyCAgWFVf9FCP/rga14qrEfykqi4VkZrAbFyNZgFGqepHno6nqitEZAAwAPgF2AvsUtUXRWSiU5fpIvJPXB8g7AL2AL86ZXoBw4HjuIbXfw4MUtW1InIXMMSpwwJV/YdT7yOqGuw8vg3X/eP98rvmR48dy/eXLeHbbxk1ahRZWVnE3XwzDzzwQH7FC1TUPDm5P/uxqjLitbdYvnIdQUEVeHHo4zRveikAjw58nuef/TuREWFMiZ/NR5Onk5qWTvXqIXS8ug0vPDuQRKmeK3v1suW888ZosrKyuO6mWO68rx/zZ7h6IXv2upW0lFQG9LuXY0ePIuJHxUoVeWfaVCoHV/ZY1/KUV5rrVhrzIgMLGtDi/H6PGMGK5csJCgrixRdfpFnzgu5C8aykX7e+ztt89GD2440rVvLJmP+QlZXFNT1vJK7vX1k0aw4AXW+JY8KI11i7eCnhNVz3Mvv5+/PShHe8Zv/R81pWDvGaDUV/Lo7t+m/2Y1XljXe/ZNV3OwmqEMgzj/WkScOaAAx6JZ6nH+lBaEgwjzw7maPHTqKqNKwfyaCHbsiehO1IrbjsvNL2uq1f7dw+3DXG/KGUuftVEje/V6INyaiW/1fmrlm5bXx74zS+25yZgdz4TkGN75KWs/F9vvI2vo25UArT+Dbe5Wx8m6IpqPFdVDkb376Qs/Fd2ljj2xiDNb6LrCw2vu2eb2OMMcYYY4wxRZNVNr/uqyRZ4zsPVa1X0nUwxhhjjDHGGPPHYhOuGWOMMcYYY4wxxcx6vo0xxhhjjDHGFImqDTsvKuv5NsYYY4wxxhhjipn1fJsLxpeziReHxE0f+i6r6d98lmVMUfh6tvMHvprj07zS7v0/ld4ZsUu7pFO/+zQvKtq335V9xIdZh+b092EaHLtpuE/zKoU08GmeMcZ4ollZJV2FMsd6vo0xxhhjjDHGmGJmjW9jjDHGGGOMMaaY2bBzY4wxxhhjjDFFYhOuFZ01vi8QEckENudYNU1VRxTzMVsB0aq6wMv2NkAfVR2QT8YC4C5n8S5VfctX9VNVRr7xDsuWryEoqAIvDX2Cpk0aupWb9ulcpkybxZ7f9rNo4VSqh1Qr1qwzeW9P28CazfupcFEAT97blkYXV/d6Lm9N+Y4vl//CrHG3ety+aeVqPhkzjqysTK6N7UnsPXfl2r78y6+Y/8k0AIIqVqTvkwOp28i9/uUxrzTXrSzkebJs2TJGvfYamVlZ/PmWW7j3vvsKve9lkTXo0/IK/BD+t3snc37emmt707BIBl3ZkaRjRwFYs+83Zv70fbFnFUeeJ6rKayNHkrBsGUFBQbz00ks0bdq0SBllJe98stauWMHbr48mKyuTG26Oo3ffPrm279m1i9dfHsaObdvo2/8hbvvr3QXWxZd/431dP4BabftRNfpysjJPsHv52xxP+8WtTN2r+1M5qhlZJ48BsHv5WxxP/7XYz9cYY0zpYI3vC+e4qra6wMdsBbQB3BrfIhKgqmuBtfkFqGoPp3w94G+AzxrfCcvXsnvPXmZPf5/NW7YxfOQ4Jn8w2q1cq5hmXNOhHQ/87akLkgWwZssB9iUd4YNhN/LjzjTGfbKeMc9081j2p11pHDl+0mtWVmYmk94Ywz/+/RqhkRG8+MDDXN7xamrVr5ddJqJmTZ4ZO5rKVauwccUqPhz5Oi+893a5zyvNdSsLeZ5kZmbyrxEjeOvtt4mKiuKvd9/NtddeyyUNCp6gSRDujWnD8OX/I/X4cYZd+yfWHdjL3ozDucr9mJrMa6u+vWBZxZHnzbKEBHbv3s3s2bPZvHkzrw4fzqTJk/+QeeealZmZyX9Gvs7wcWMIj4xkQN/7aN+pExdfUj+7TJWqVek/6HFWLF5aqLr48m98cdSvSnQrKlSpwdbZf6dSeCNqX3k/P3/+nMey+9Z9zKHdqy7Y+RpjjCk97J7vEiYibUVkuYhsFJHVIlJFRPxFZJSIbBaRTSLymFO2tYgsEZF1IrJQRGo66xeLyL+c/X8SkU4ichHwMtBbRDaISG8ReVFE3hWRL4FJItJZROY5GcEi8mGOY/Zy1u8SkXBgBNDAyXpNRCaLyM05zuMTESnSNMFLlq4k9sZuiAgxLZuQkXGU5JQ0t3JNGjcgOjrqgmUBrNiwj27tL0ZEaNogjCPHTpJ68Lhbucws5f3pm7i/V4zXrJ1bfySqdjSRtaIJCAzkyu5dWZ+wLFeZRi1bULlqFQAaNm9GWnKK5ZXyupWFPE+2bNlC7Tp1qF27NoGBgVx//fUsXry4UPs2rB7KgaMZJB07SqZmsWLvbtrUqFWk4xdHVnHkebN4yRJiY2Ndf2tiYsjIyCA5OfkPmXeuWdu+/4GatWtTs1YtAgMDufa67qxYmrsRGxIaSuNmzfAPKFwfgC//xhdH/arVaUvaTlfGsZSf8Q+sTEDFkELt64mv/59mjDHFQbMyS/SnLLLG94VT0Wm4bsjRGL4IiAf+rqqXAd2B48CDQH3gclWNAT4RkUBgLHCbqrYGPgCG5cgPUNV2wEDgBVU9CTwPxKtqK1WNd8q1Bm5W1dxjWWEocEhVWzrHXJRn+9PADidrMPA+cC+AiFQDrsZDD3t+kpJTqBEVkb0cFRlOUhEbEsWRBZCafpyI0ErZyxHVK3lsfM9dtJ32l0UTFlLRa1Z6cgqhkZHZy6EREaTnU7cl8xYQ076d5ZXyupWFPE+Sk5KoEXX2zXpkVBRJhWycVQ+qSOrxY9nLqcePUz3I/Xe/UWg4Izpfz1Ptr6F2larFnlUced4kJSURVaNG9nJkVBTJSUlFzikLeeealZqcTETU2d/j8MhIUs/jAwXw7d/44qhfYKXqnDqamr186lgqgRVDPZat2eoOGseOJLpNH8TPc+Pe1/9PM8YYUzrYsPMLx23YuYi0BPar6hoAVT3srO8OjFfV0876NBFpAbQAvhIRAH8g5xdnz3T+XQfUy6cec1TVvRXpavjfcWZBVdPzOxlVXSIi/xGRSOBWYMaZ+haWqvs6QYoSUSxZAIp7oHPds6UePM7SdXt4bVDnAupWcNYZW9d/x9L5C3jurTctr5TXrSzkeTyGh3WFfaV4q0tOuw6l8diXczmReZpWkTV5ol0nnvhmfrFmFUeeVx7/2Jz735pSnXeOWR5/j8/j77HXqpzz/y98Xz/PryL34+z7biqnjx9E/AKo0/5BIpvfTOLmGR7q6OkI51tHY4zxLZtwreis8V2yBO/vhfOuF+B7Vb3KS9YJ599M8n9ejxaxLvmZDNyNq9HuccYmEXkQV08+Y//9TypXrszM2QsBaN6sEQcSz/Y2JCalEBERVuiDx38612dZAHP+t50vlu4E4NL6oSSnne1FS04/Rmi1oFzlt+8+yP6kI9z77OcAnDiZyb3PLODD4T1ylQuNjCAtR29RWnIyIeHuddu9fQcTRoxi0KgRBFfzPmlOecorzXUrC3meREZGciAxMXs5KTGRiIiIfPY4K+34McIqnh0RElaxIum/5/4s7/jps5/BbUjaz31+flS56CIyTuaeF8GXWcWRl1N8fDyfzXR9vtm8eXMSDxzI3laU61cW8nyRFR4ZSXLi2d/jlKQkQiPCC12H7Lr4+G+8r+sXful1hDVyzQVyLHUHgZXDwKliYKUwTh13/wz79PGDAGjWadJ2LCaiWWz2tuI6X2OMMaWHDTsvWT8C0SLSFsC53zsA+BJ42HmMiIQC24AIEbnKWRcoIs0LyM8AqhSyLl8Cj55ZEJG8U3t7ypqIa5g7qupxymBVfVdV26hqm/v63UHv228i/uNxxH88ji7XXMW8z79BVdm0+UeCgysTEe55mJ4nvswCiOvSkLdeuI63XriOq1rV4puVv6KqbN2RSuWKgW5Dy6+MqcnU1+OYNKInk0b0pMJF/m4Nb4D6TZqQuGcvyfv2c/rUKVZ9vYjLO1ydq0zqgUTGPvs8Dw0dQo26dfKtZ3nKK811Kwt5njRv3pw9u3ezd+9eTp06xcKFC7m2c+dC7bvjYBo1KlcholJl/MWPq2rVZd2BvbnKVKtw9kOqBiGhCHhs3PoyqzjycurduzfT4uOZFh9P5y5dmDdvnutvzaZNBAcHF7mxXJrzfJHVuFlT9u3Zw4G9+zh16hRLvvya9p06FemcwPd/431dv5SfvmTb/KfYNv8pDu1ZQ+gl1wBQKbwRmaeOZTe0c8p5H3i1Om35/eCe7OXiOl9jjDGlh/V8XzgVRWRDjuUvVPVpEekNjBWRirju9+6O637qS4FNInIKeE9Vx4nIbcCbzj3WAcBoIL/vyfkf8LRz3FcLqN//s3fn0VFUaR/Hvw9JIJCwhaTDEhRlJ4CgKCKg4AIqGBAUVMaRZdQBXHB7UUHFcURAcQM3RBRFIaMgICrBZQImgALKsAioIAYDpLOwBIIQ0vf9ozt7Z68mFfJ8zslJd9WtX93qWrpv36rqfwOvicg23L3nT5N7KjvGmFQRifeM/9IY84gxJklEdgBLS/cS5Ner58XErd1A1NAxBAbWYsoTD+SMu2fCkzw56X4cYY34KHoZ8z/4hNS0QwwbMZ5el3XjqUkTfJYFcEmnxmzYeoDRk76kVk0/Hhx5cc64J175jgl3dCv2Ou+8/Pz9uP3B+3j+wf/D5XJx+YDriDj/PL5duhyAKwdHsfS99zl25Cjvz3wZgBp+fjz9zlvVPs/OdasKed74+/szceJExo8bh8vlImrQIFqW4k7nAC5jeG/LJh7rcQU1pAaxCXv4M/0oV7dwT//13t10b9qca1q0Isu4OJWVxasb1/o8yxd5RenVqxdxcXEMiooiMDCQKVOmlDmjquSVN8vP359xjzzEpPsm4HK56HfDQFq0PJ/PF7vfUgYMHUJaSir3jRxFxvHjiNRg6aJo3lq0kKDgIO91sfAY74v6HU38ibrNutJ+8Cu4Tp8iYW3uLxCcf+WjJKx7i9MnDnFur3vxr1UPRDiRtpcD37/t8+VVSilfMS5XZVehyhFv1z4pVRoiUgf3b5dfaIw5UlL5jMO7bb2xJW1517qs9uMsy1KqLDoFNbA07x9fLbc0z+7mXlOmH21QeTgz/7I0L7z4W4+UWVKhE7rK78jysZZlAbS5YaqleXUalO4LNaWUrVS5GzvsWz+tUj/bN7/00Sr3mmnPtyoXz03h5gEvlqbhrZRSSimllDp76A3Xyk4b36pcjDFfA+dUdj2UUkoppZRSqirQG64ppZRSSimllFI+pj3fSimllFJKKaXKxLj0tPOy0p5vpZRSSimllFLKx7TnW50xpmaTyq5CsRq3vda6sJqBJZdRygesvuN0dbv7t5w6UNlVqLIcFh/jDdbmxe/fY1nWhnnLLMsCeM7iu53fumyRpXkLB91iaZ5S6uygN1wrO+35VkoppZRSSimlfEwb30oppZRSSimllI/paedKKaWUUkoppcpEb7hWdtrz7YWITBKR7SKyRUQ2i0h3i3LXFjHciMgHeZ77i0iyiKwoIa+biLxqQb0eEJG/RKR+KcpGicijFZ2nN/Hx8dw4eDBRUVG8O29epeYZY5j+ykfccOtj3DzyKXbs+sNrucf+NYdBIx5n6B1P8NS0eWSePu213MZ16xhz03BGDbmJ6PnvFxq/b+9eJoy+kxt6Xs4nCz4ssX7VKc/OdauOeQXZab+1Os8Yw/SZbxI1dAzDRoxjx87fvJZb9PFnRA0dQ9fu13Po8BHNK4Kd1u1vG3/itbvuZfY/xhP/nyWFxu9a9wNvjX+AOfc8xNz7/4+E7TtKzBxy70wmL9jOxLkbiGjdxWuZ1l378PBb63h03iZGPDqXGjX8vJazel1c4GjMzKuu56WrBhDVun2h8e0bOXjn+iE816c/z/Xpz5A2kSUur1JKqbLTxncBItIDGAhcaIzpDFwN7LMi2xhzWRGjjgMdRaS25/k1QGIp8jYaY+4r7fxFpKgzHW4FNgA3lmKey40x00o7z9LKyspi+rRpzJo9m8WLF7Ny5Ur27N5daXlx67eS8GcSyz+ayhOP/J1nX/zAa7nrr7mUpQue5ZP3/sXJk5l8uuI7r3V5bcZM/v3Ki8yJXkhszFf8sef3fGXq1qvH2IcfYOiI20q1bNUlz851q4553vLttN9anRe3diMJ+xJZ9slcJj96H1NnzPZarkvnDrw5aypNmjg0rwh2WreurCxWvvE2tz09ibFvvMy2NXEkJ+R/mz+vSyfumv0id82eyQ0TxrHi1deLzezQvT9hzVrx779FsmjmeG5+oPD34iLCiEfnMv+Z25k2+iLSkhK45NrbveZZuS4EYVTnbkxft5qHv/2Sy5qdQ7O69QqV25mazGOxMTwWG8OSX7YXu7xKKQVgsrIq9a8q0sZ3YU2AFGPMSQBjTIoxZj+AiFwkIqtFZJOIxIhIE8/wWBF5SUTWiMgOEblYRJaIyK8i8u/sYBE5Vsx8vwQGeB7fCizMM90lIrJWRH7y/G/rGd4nu3dcREJEZKmnt369iHT2DJ8iInNEZBVQqNtLRFoCwcBkz3yzhz8oIvM8jzuJyDYRqSMiI0Vktmf4zZ7h/xORNWV6lQvYtm0bEc2bExERQUBAAP379yc2NrbS8mLjNjOw/2WICJ0jW5J+LIPklMOFyvXu0RkRQUSIbH8eScmHCpXZtf1nmkRE0KRZMwICArii39WsW5P/5WoQEkLbDh3w8y/5SpDqlGfnulXHvILstt9anbd6zXoGXneV+zjQqR3p6cdJTkkrVK5d25Y0bRquecWw07rd/8tvNGzamIZNGuMXEEDk5b3YtX5DvjI1a9dGRADI/OskIMVmdux5AxtWuc8c+WPHD9QOakC9kMb5ytSp14jTmSdJ/tPdi71r4zdc0Huw1zwr10WrhiEcPJ6OM+M4WcbFusQEujVuVuw0SimlfEMb34WtApqLyC8i8rqIXAEgIgHALOAmY8xFwDzg2TzTnTLGXA68CSwDxgMdgZEi0qgU810E3CIigUBn4Ps843YClxtjugJPAt5+k+Rp4CdPb/3j5G9oXwQMMsZ469rKbuh/B7QVkeyvz18GWonIjcC7wN3GmIwC0z4J9DfGXABU6PeIkp1OGofnfoBwhIfjTE6utDxnyiEaO0JynoeHNcTppfGdLfP0aT6PWUfPSzoWGpeanExYeG6vRKjDQWoFlq065dm5btUxryC77bdW5zmTU2gcHpbzPNwRijM5pdz1qW55edlp3R5NTaNeaGjO83qhIaSnphYqt3Pt97x+970snDKVqAnji81sENqUw84/c54fSUmkfmjTfGWOH0nBzy+A5m0uBKDLFTfSwBHhNc/KddEwsDapJ3LfvlNPnKBhYO1C5VqHhDKtT38mXno5EV56xpVSSlWc3nCtAGPMMRG5COgN9AWiPdc4b8TdmP7K8224H5D3B2GXe/5vBbYbYw4AiMgeoDlQ+J09/3y3iEgL3I3hLwqMrg/MF5HWgAECvET0AoZ6sr4VkUZ5ruFebow5UcSsbwFuNMa4RGQJcDPwmuf5SGAL8JYxJt7LtPHAeyLyH6DwRXNlYLwMK76fwbd5xhROkGICpr64gAsvaMOFF7QpXVYFlq465dm5btUxr1C+l2GVud9anefl5avg+qheefmyvQyrtHVbyv2i3WXdaXdZd/7Ytp3YDxbyt6lTis708gZhvNRy/jO3c+P45/EPqMnOjd/gyvJ+nxAr14UU9+blsfdIGveu+oyTWafp4mjCg5f05sFvPi/X/JRS1YfecK3stPHthXH/YnwsECsiW4E7gE24G9U9ipjspOe/K8/j7OelfZ2XAy8AfYC8veXPAP81xtzoaaDHepnW27tr9tv3cW8z85ya3prcLxRqAnuA1zxFWgPHgKbepjfG/NNzM7oBwGYR6WKMyfclg4jcBdwF8OqsWYwePdpbFA6Hg4NJSTnPnUlJhIWFeS1bGuXJW7TkW5ascJ+SG9muBQeduaf4JSUfIqxRA6/TvfnuMg4dTueJf//d6/hQh4PkJGfO8xSnk5CwUK9lS6M65dm5btUxryA77LdW50V//BlLlsUAENmhNQeTcntTk5wphIWV5kSm6ptXFDus22z1QhtxNCW3F/loShrBjUKKLH9ux0iWH5xNxpGj1Kmf2yPcS3eXjQAA9EpJREFUa/Dd9Bjgfk9L2LkpXy92/dBmHE05UChr78/f8+r9VwHQttvVOJq3yhnnq3WRdiKDRrXr5DxvVLs2h/7K/338iTw3C93sPMDoGjWoW7Mm6adOlWueSimlvNPTzgsQkbaeHuZsXYA/gF1AmOeGbIhIgIhYfTvQecC/jDFbCwyvT+4N2EYWMe0aYISnbn1wX7d+tIT53QpMMca08Pw1BZqJyLmeXvNXgMuBRiJyU8GJRaSlMeZ7Y8yTQAruHv58jDFzjDHdjDHdimp4A0RGRrIvIYHExEQyMzOJiYnhij59Sqh+0cqTd8uQK/nPvCn8Z94U+vbuyoqYtRhj2LJ9N8FBdQgLbVBomiUr1rD2h+1Me+puatTwvju17dCe/fv2cTBxP5mZmaxe9TWX9u5d7mWrTnl2rlt1zCvIDvut1XnDb76B6AWziV4wm76X92DFl9+4jwNbdxIcHERYaNGNNM0rmh3WbbambVqRlniAQweTyMrMZPuaONp075avTNr+Azlnjhz4bQ9Zp09Tu17dfGXilr7F83d25/k7u7M1fjkX9xsBwLntL+Gv40c4mnaw0LyDG7i/IPALqMnVtz5E/PK5OeN8tS52H06jcVBdwuoE4Sc16NHsHDYdzH9P1/q1AnMet2wQgoA2vJVSJdIbrpWd9nwXFgzMEpEGwGngN+AuY8wpTwP0VU/D1B/3ddGW3RLUGPMn7gZvQTNwn3b+IPBtwck8/6cA74rIFiADd299SW4Brisw7FPP8LbA68aYX0RkDPBfLzdVe97zRYUA3wD/K8U8vfL392fixImMHzcOl8tF1KBBtGzZsrxxFc7rfWln4tZt5YZbHyOwVk2efiz3i4Pxj7zMUxPvwBHakGdnfkCT8Eb8faz7MvyrLr+Qu0fmv/zdz9+fcY88xKT7JuByueh3w0BatDyfzxe7z9QfMHQIaSmp3DdyFBnHjyNSg6WLonlr0UKCgoMK1a065dm5btUxryC77bdW5/XqeTFxazcQNXQMgYG1mPLEAznj7pnwJE9Ouh9HWCM+il7G/A8+ITXtEMNGjKfXZd14atKEap+Xl53WbQ0/P64d+w8+euIZjMvFBddciePcc9j0hbvX+aLr+7Mjfj1bvo3Fz88f/1o1GTLxwWJP3/55/Uo6dL+WJxb8zKmTGXw0/a6ccXc/t5SFL4zlaOoBrhz+AJE9rkekBvHL5/DrT7Fe86xcFy5jeG/LJh7rcQU1pAaxCXv4M/0oV7dwv15f791N96bNuaZFK7KMi1NZWby60esvoyqllKog8XZNoKoaRGQoEGWMKU1Du9Idz8iw9cZWI/1Hy7IOBnawLEupyuQICCy50FlEThU+VViVjqnZpLKrUKxP9++xLGvDnd1KLlQGz31q7U97jVm9oeRCZbBw0C2W5imlvLLupixnyG+rHqrUz/at+s2scq+Z9nxXUSIShftu60Wfy62UUkoppZRSPuDSG66VmTa+qyhjzHJy77CulFJKKaWUUsrG9IZrSimllFJKKaWUj2nPt1JKKaWUUkqpMqmqdxyvTNrzrZRSSimllFJK+Zj2fKszxsq7ifvCrlWzLMva1uMJy7KUKoshobUtzRvzlbV3Tba7AZEdK7sKVVbPsL8szWv818+W5v12xLoemqmfp1mWBbm/GWqVuddElVyoDI5nZFiaF1SnjqV5SqnKoT3fZac930oppZRSSimllI9p41sppZRSSimllPIxPe1cKaWUUkoppVSZGNfpyq5ClaONbxsQkWPGmOByTNcHeNgYM1BEooAOxphp5chpANxmjHnd87wp8Kox5qayZpWFMYYZry4kbv1WAmvV5F+PjaZ923MLlXvsX3P4edde/P396Nj+PCY//HcC/P19lpWt2cUjqde0K66skySsfYMTab8XKnPOZWMJCu+A65T7eriEta9z4tAfhcr9tvEnYubMw7hcdO13FT2HDck3fte6H4hdsBCRGtTw86PfXaM4J7J9ka9ddcqzc92qQp4xhhkvvkX82g0EBtbi6ScepH27VoXKLfr4Mz5atJR9fx7g25iFNGxQ32veBY7G/L3ThdRA+G/CHpb/uiPf+PaNHDzcvRfOjOMAbNj/J0t+2e7zLF/k2X3d2jlv47p1vDHzZVyuLK4dFMXwO/6eb/y+vXuZ+a9n2b1rF3eMvZub/jaiyHqB9cf4/f/bxo/vR2NcLlr27UWHqOu8zjd1916+evI5LrvvLs7pflGxdfRW5+dnzCAuPp7AwECefvpp2rcv+vUvSXx8PC88/zxZLhc3Dh7MqNGjbZEF1i+rUkqdrbTxfZYwxiwHlpdz8gbAOOB1T9Z+wKcNb4C49VtJ+DOJ5R9NZevPe3j2xQ9Y8NbkQuWuv+ZSpj5xJ+D+YPXpiu8YNrivz7IA6jbtQq26jdmx7H7qhLYmovsYfv2ycB7A/k0LOJLwfZHL6crKYuUbbzPi309SL7QRcx+YSJtLLybsnOY5Zc7r0ok2l16MiJD0+14WT5vJuLe83wCuOuXZuW5VIQ8gbu1GEvYlsuyTuWzdtoupM2bzwbyXC5Xr0rkDl/e8hH+Mm1hkliCM6tyNqWv/S+qJEzx7xTVsOphIYvrRfOV2pibz/PffFZljdZYv8uy+bu2cl5WVxWszZjJ19iuEOhzcd8doLu3dm3PPPy+nTN169Rj78AOsi11TxBrIz8pjvMvlYtO7H9H3sQeo3aghqyZPpdmFF1A/ommhcpsXLqZx58hS1bGg+Lg4EhISWLZsGVu3buW5qVN5/4MPypWVlZXF9GnTeP2NNwgPD+dvI0ZwxRVXcH7LlpWalc3KZVVKVR0uveFamek13zYiIn1EJFZEPhGRnSLyoYiIZ9zFIrJWRP4nIj+ISN0C044Ukdmex++JyKue8ntE5CbP8GAR+UZEfhSRrSIyyDP5NKCliGwWkedFpIWIbPNMEygi73rK/yQiffPMb4mIrBSRX0VkRlmXNzZuMwP7X4aI0DmyJenHMkhOOVyoXO8enRERRITI9ueRlHzIp1kA9ZtfTNoe94fCjJRf8QsIwr92g7IuIgD7f/mNhk0b07BJY/wCAoi8vBe71ue/g3TN2rXxrGoy/zoJiObZvG5VIQ9g9Zr1DLzuKve+0akd6enHSU4pfKfmdm1b0rRpeLFZrRqGcPB4Os6M42QZF+sSE+jWuFmx05yJLF/k2X3d2jlv1/afaRIRQZNmzQgICOCKflezbk3+RnaDkBDaduiAXxFnHhVk5TE+7bffCQ53EBwehp+/P+f0uJg/N/2vULlfYr6l+SUXEli/bqFxparz6tUMHDjQXefOnUlPTyc5OblcWdu2bSOieXMiIiIICAigf//+xMbGVnpWNiuXVSmlzmba820/XYFIYD8QD/QUkR+AaGC4MWaDiNQDTpSQ0wToBbTD3SP+CfAXcKMx5qiIhALrRWQ58CjQ0RjTBUBEWuTJGQ9gjOkkIu2AVSLSxjOui6e+J4FdIjLLGLOvtAvqTDlEY0dIzvPwsIY4Uw4TFtrAa/nM06f5PGYd/3ffrT7NAgio05DM46m55TNSCagdwukThwuVbdLlFhp3Hkr6wW0c+PGjQte/HE1No15oaM7zeqEhJO76tVDOzrXf8+38BRw/fJRbpzzutV7VLc/OdasKeQDO5BQah4flPA93hOJMTiEsNKSYqbxrGFib1BO5PzmUeuIErRoWzmkdEsq0Pv059NcJPty+mT8L9D5bneWLPLuvWzvnpSYnExbuyHke6nCwa3vRp/eXhpXH+IxDh6nTKDerTkgDUn/Lf1lRRtoh/tzwE1dOfogf5uwtX52dTsIbN8557ggPJ9npJCwsrJipvEt2OmkcnvvlmCM8nG3btpWrXlZmZbNyWZVS6mymjW/7+cEY8yeAiGwGWgBHgAPGmA0AxpijnvHF5Sw1xriAn0Uk+11WgKkicjngApoBxXd1uRvwszzz3SkifwDZje9vjDFHPHX5GTgXKHXj25jCv2xa3CJNfXEBF17QhgsvaFNonJVZnqm9DCs8j/0/LeT0icNIDX+aX3oXjshBJG1dXLByXtIL57e7rDvtLuvOH9u2E/vBQv42dYr3qlWnPDvXrSrkeY/0mlkaJRxzANh7JI17V33GyazTdHE04cFLevPgN5/7NMsXebZftzbO83o8Luc2V2xmeY/xXneK/GE/vh9Nl1uHUqNGBU4QLMV8Sh3lZVh5X1Ers3JDrVtWpVTVYVx62nlZaePbfk7meZyFex0J3t8vS5uT/Q44AggDLjLGZIrIXiCwhJzi3j291TX/xCJ3AXcBzHr+EYKCglmywn36YWS7Fhx05p7+mpR8iLBGDbzO6M13l3HocDpP/Dv3pj2LlnxrWRZAaJt+NGp9FQAZqbsJCGoEnrPmAuo0IvNE4dMXs3vCjes0abtjCeswsFCZeqGNOJqSkvP8aEoawY2K7nU8t2Mkyw/OJuPIUerUr1et8+xcNzvnRX/8GUuWxQAQ2aE1B5NyT/9McqYQFtaoyMzipJ3IoFHtOjnPG9WuzaG/8p+Ec+J07pkfm50HGF2jBnVr1iT91CmfZfkiz67rtirkhTocJCc5c56nOJ2EhIUWjCiR1cf4bHVCGpKRmpuVkXaY2g3zZ6X9/gdrZ70NwMn0Y+zfvI0aNWoQcXHXYuscHR3Np0uWuOscGUnSwYM545xJSeXuCXY4HBxMSrJVlq+WVSmlzmZ6zXfVsBNoKiIXA4hIXREpzxcn9QGnp+HdF3dPNUA6UNRFbWtwN9rxnG5+DrCrtDM0xswxxnQzxnQbc3sUtwy5kv/Mm8J/5k2hb++urIhZizGGLdt3ExxUx+sphEtWrGHtD9uZ9tTd+XohrMwCSPllFbs+n8iuzydyZN8GQs6/HIA6oa3Jyszwesp53uvA6ze/mL8OF+74b9qmFWmJBzh0MImszEy2r4mjTfdu+cqk7T+Q07Nz4Lc9ZJ0+Te163ldJdcqzc93snDf85huIXjCb6AWz6Xt5D1Z8+Y1739i6k+DgoHKdcg6w+3AajYPqElYnCD+pQY9m57DpYGK+MvVr5X6f17JBCAJeG7dWZvkiz67rtirkte3Qnv379nEwcT+ZmZmsXvU1l/bu7XW+xbH6GJ8tpGUL0g86OeZMIev0aRLWbSDiogvylYl65TmiXnX/Ne9+Id1G3VZiwxtg+PDhLIqOZlF0NH369mXFihXuOm/ZQnBwcLkbpJGRkexLSCAxMZHMzExiYmK4ok+fSs3y1bIqpaoOk5VVqX9VkfZ8VwHGmFMiMhyYJSK1cV/vfXU5oj4EPhORjcBm3I16jDGpIhLvucnal8BreaZ5HXhTRLYCp4GRxpiTpTnFsyS9L+1M3Lqt3HDrYwTWqsnTj+X+1Mn4R17mqYl34AhtyLMzP6BJeCP+PnYqAFddfiF3j4zyWRbA0cSfqNusK+0Hv4Lr9CkS1r6RM+78Kx8lYd1bnD5xiHN73Yt/rXogwom0vRz4/u1CWTX8/Lh27D/46IlnMC4XF1xzJY5zz2HTF+6eyYuu78+O+PVs+TYWPz9//GvVZMjEB4s8jbY65dm5blUhD6BXz4uJW7uBqKFjCAysxZQnHsgZd8+EJ3ly0v04whrxUfQy5n/wCalphxg2Yjy9LuvGU5Mm5MtyGcN7WzbxWI8rqCE1iE3Yw5/pR7m6hfsuyV/v3U33ps25pkUrsoyLU1lZvLpxrdd6WZnlizy7r1s75/n5+zPukYeYdN8EXC4X/W4YSIuW5/P5Yncv6YChQ0hLSeW+kaPIOH4ckRosXRTNW4sWEhQc5LV+Vh7ja/j50W3krcROexnjcnF+n57Uj2jKr1+vBqD11Vd4rUNZ9erVi7i4OAZFRREYGMiUKVPKneXv78/EiRMZP24cLpeLqEGDaFnOu5NbmZXNymVVSqmzmXi7jkopXziRFGfrjW3XqqJ/rqmstvV4wrIspcpiSGhtS/PGrN5QcqGzyIDIjpVdhSqrZ1jTkguVQeO/frY0b/qf1vWSPNL+YsuyqqOgOnVKLqRU9VPlbpSwddHtlfrZvtMtH1S510x7vpVSSimllFJKlYnecK3s9JpvpZRSSimllFLVioiEiMhXIvKr53/DIsrtFZGtIrLZc/lumabPSxvfSimllFJKKaXKxJWVVal/FngU908ntwa+8TwvSl9jTBdjTN67kZZlekAb30oppZRSSimlqp9BwHzP4/nAYF9Pr41vpZRSSimllFLVTbgx5gCA57+jiHIGWCUim0TkrnJMn0Pvdq7OmOMZGbqxKaWUUspSevd0dZaocnfu/mn+TZX62f7CkYvvBvI2hucYY+bkLSMiXwONvUw+CZhvjGmQp+whY0yh67ZFpKkxZr+IOICvgHuNMWtE5HBpps9L73aulFJKKaWUUqpK8TS055RQ5uqixolIkog0McYcEJEmgLOIjP2e/04R+RS4BFgDlGr6vPS0c6WUUkoppZRS1c1y4A7P4zuAZQULiEiQiNTNfgz0A7aVdvqCtOdbKaWUUkoppVSZGGvuOF6ZpgH/EZExQAJwM7hPMwfmGmOuB8KBT0UE3G3nj4wxK4ubvjhnTc+3iNwoIkZE2lmQ1ceTdUOeYStEpE8ZM1aUoXwLEdlWcsnyE5G1eeZ1WzmmHykis62vmZsxhhnTpxMVFcWwYcPYsWPHWZ0XHx/PjYMHExUVxbvz5lUoy+55dq5bdcyzclu2+36mefZZt3bejn2Rp8cBe9RNKaWKYoxJNcZcZYxp7fmf5hm+39Pwxhizxxhzgecv0hjzbEnTF+esaXwDtwJxwC0W5f2J+0L8s4Yx5jLPwxZAmRvfvhYfF0dCQgLLli1j8uTJPDd16lmbl5WVxfRp05g1ezaLFy9m5cqV7Nm9+6zMs3PdqmMeWLst23k/0zz7rFu7b8dW5+lxwD7rQinlOybrdKX+VUVnReNbRIKBnsAY8jS+RaSJiKwRkc0isk1EenuGXysiP4rI/0TkmyJi/wccEZFrvMzvKhH5SUS2isg8EamVJ3eniMQBQ/KUD/KU2+CZblAZlq2oee0Vkac9y7E1u8dfRMJE5CvP8LdE5A8RCfWMO+aJnQb09rwuDxTs0c7byy8io0TkFxFZ7XmNyTOfxZ5l2iAiOePKK3b1agYOHIiI0LlzZ9LT00lOTj4r87Zt20ZE8+ZEREQQEBBA//79iY2NLXfd7Jxn57pVxzywdlu2836mefZZt3bfjq3O0+OAfdaFUkrZyVnR+Mb9g+YrjTG/AGkicqFn+G1AjDGmC3ABsFlEwoC3gaHGmAso/tz8fwOT8w4QkUDgPWC4MaYT7nP/x3qGvw3cAPQm/y3tJwHfGmMuBvoCz3su2C9WUfPKUyTFGHMh8AbwsGfYU555XQh8CpzjJfpR4DtjTBdjzEvFzL8J8DTuRvc1QIc8o18BXvIs01BgbknLUxKn00l449yXzREeTrKzxJsGVsm8ZKeTxuHh+bKcFfhgYec8O9etOuaBtduynfczzbPPurX7dmx1nh4H7LMulFLKTs6WxvetwCLP40We5wAbgFEiMgXoZIxJBy4F1hhjfgco7tx8Y8x3ANk95h5tgd89DX2A+cDlQDvP8F+N+8fTF+SZph/wqIhsBmKBQLw3igsqal7Zlnj+b8J9KjlALzyvhedmAIdKMZ+idAdijTHJxphTQHSecVcDsz3LtByol30nwHLz9pvzUoGfPLRxnrcfRazIjzvaOc/OdauOee5QC/cNG+9nmlfBPBsf89yh9n3t9DhQgSxf5CmlfMLlyqrUv6qoyt/tXEQaAVcCHUXEAH6AEZH/8/z4+eXAAOADEXkeOIz397GiPIu75zr7woLijv5F5QrunvZdZZhvSfMCOOn5n0XuuizPu9Np8n8RE5jncVHLVAPoYYw5UVywiNwF3AXw6qxZjB49Ot/46OhoPl3i/g4hMjKSpIMHc8Y5k5IICwsr5SJUjbxsDoeDg0lJlmTZPc/OdatOeVZuy3bfzzTPPus2mx23Y1/kZdPjgH3WhVJK2cnZ0PN9E/C+MeZcY0wLY0xz4Hegl4icCziNMW8D7wAXAuuAK0TkPAARCSku3BizCmiI+7R1gJ1ACxFp5Xl+O7DaM/w8EWnpGX5rnpgY4F7x3KNeRLqWctmKmldx4oBhnvn089S9oHQgby/1XqCLiNQQkea4fzge4Hugj4g0EpEA8p+ivwq4J/uJiHTxVhljzBxjTDdjTLeCDW+A4cOHsyg6mkXR0fTp25cVK1ZgjGHLli0EBweX+c3W7nnZIiMj2ZeQQGJiIpmZmcTExHBFnz7lyrJ7np3rVp3yrNyW7b6faZ591m02O27HvsjLpscB+6wLpZTvmKysSv2riqp8zzfuRu60AsMW477eez3wiIhkAseAvxtjkj29sUtEpAbgxH09c3GexfOj6caYv0RkFPCxiPjjPrX9TWPMSU/u5yKSgrsR3NEz/TPAy8AWTwN8LzDQy3zaisifeZ4/ABSaVwl1fRpYKCLDcTfUD+BubOe1BTgtIv/DfU35y7i/sNiK+0fjf/Qs6wHPKfvrPDk/4j6zAOA+4DUR2YJ7O1oD/LOEuhWrV69exMXFMSgqisDAQKZMmVKROFvn+fv7M3HiRMaPG4fL5SJq0CBatmxZ8oRVMM/OdauOeWDttmzn/Uzz7LNu7b4dW52nx4HyZ/kiTyml7EKMt+tqVJXluRt6ljHmtIj0AN7w3HCu0h3PyNCNTSmllFKWCqpTp7KroJQVqtyNDX54vX+lfra/ZFxMlXvNzoaeb5XfOcB/PL36p4A7K7k+SimllFJKqbOMqaI3PatM2vg+yxhjfgVKe025UkoppZRSSqkzQBvfSimllFJKKaXKpKre9KwynQ13O1dKKaWUUkoppWxNG99KKaWUUkoppZSP6WnnSnnUSP/RsqyDgR0sy1KqMjkCAiu7CmeUnDpQ2VWoskzNJpVdhWJ9un+PZVkb7uxmWRbAc59utzRvzOoNluYtemG6pXnHYuItzTuekWFZlt45XanSc+kN18pMe76VUkoppZRSSikf055vpZRSSimllFJlojdcKzvt+VZKKaWUUkoppXxMG99KKaWUUkoppZSPaePbAiISISLLRORXEdktIq+ISM0iyvYRkRVFjPtCRBp4/saVct7HihieJSKbRWSbiHwsIqW+g4iINBWRT0pb3jNNrIhU6A408fHx3Dh4MFFRUbw7b15FoiqcZ4xh+isfccOtj3HzyKfYsesPr+Ue+9ccBo14nKF3PMFT0+aRefq013Ib161jzE3DGTXkJqLnv19o/L69e5kw+k5u6Hk5nyz4sMT6Vac8O9etOuYVZKf91uo8YwzTZ75J1NAxDBsxjh07f/NabtHHnxE1dAxdu1/PocNHNK8Idlq3v238idfuupfZ/xhP/H+WFBq/a90PvDX+Aebc8xBz7/8/ErbvKDFzyL0zmbxgOxPnbiCidRevZVp37cPDb63j0XmbGPHoXGrU8PNazup1cYGjMTOvup6XrhpAVOv2hca3b+TgneuH8Fyf/jzXpz9D2kSWuLx5vfPoUyQt/4at8z8u03RFMcYwY/p0oqKiGDZsGDt2lPz6n8k8pZSbcZ2u1L+qSBvfFSQiAiwBlhpjWgNtgGDgWS9li73G3hhzvTHmMNAAKFXjuxgnjDFdjDEdgVPAP0szkYj4G2P2G2NuquD8yyQrK4vp06Yxa/ZsFi9ezMqVK9mze3el5cWt30rCn0ks/2gqTzzyd5598QOv5a6/5lKWLniWT977FydPZvLpiu+81uW1GTP59ysvMid6IbExX/HHnt/zlalbrx5jH36AoSNuK9WyVZc8O9etOuZ5y7fTfmt1XtzajSTsS2TZJ3OZ/Oh9TJ0x22u5Lp078OasqTRp4tC8Ithp3bqyslj5xtvc9vQkxr7xMtvWxJGcsC9fmfO6dOKu2S9y1+yZ3DBhHCtefb3YzA7d+xPWrBX//lski2aO5+YHXi1URkQY8ehc5j9zO9NGX0RaUgKXXHu71zwr14UgjOrcjenrVvPwt19yWbNzaFa3XqFyO1OTeSw2hsdiY1jyS9nuvv7el59x7cPjyzRNceLj4khISGDZsmVMnjyZ56ZOtVWeUkqVlza+K+5K4C9jzLsAxpgs4AFgtIjUEZGRnp7nz4BVnmnqicinIvKziLwpIjUARGSviIQC04CWnp7r50UkWES+EZEfRWSriAwqYx2/A1qJSJCIzBORDSLyU3ZOwTqKSAsR2eYZFygi73rm+5OI9PUMry0ii0Rki4hEA7Ur8iJu27aNiObNiYiIICAggP79+xMbG1tpebFxmxnY/zJEhM6RLUk/lkFyyuFC5Xr36IyIICJEtj+PpORDhcrs2v4zTSIiaNKsGQEBAVzR72rWrVmTr0yDkBDaduiAn3/J90CsTnl2rlt1zCvIbvut1Xmr16xn4HVXuY8DndqRnn6c5JS0QuXatW1J06bhmlcMO63b/b/8RsOmjWnYpDF+AQFEXt6LXevz/zRXzdq1cX+3Dpl/nQSk2MyOPW9gwyr3mSN/7PiB2kENqBfSOF+ZOvUacTrzJMl/unuxd238hgt6D/aaZ+W6aNUwhIPH03FmHCfLuFiXmEC3xs2Knaasvvvfj6QdLf1ZECWJXb2agQMHupe/c2fS09NJTk62TZ5Sys1kZVXqX1Wkje+KiwQ25R1gjDkKJACtPIN6AHcYY670PL8EeAjoBLQEhhTIfBTY7em5fgT4C7jRGHMh0BeYKdmfCkrg6W2/DtgKTAK+NcZc7Ml5XkSCiqhjtvGeZeoE3ArMF5FAYCyQYYzpjLuX/6LS1KcoyU4njcNzP0A4wsNxVuCNsaJ5zpRDNHaE5DwPD2uI00vjO1vm6dN8HrOOnpd0LDQuNTmZsPDcXolQh4PUCixbdcqzc92qY15Bdttvrc5zJqfQODws53m4IxRnckq561Pd8vKy07o9mppGvdDQnOf1QkNIT00tVG7n2u95/e57WThlKlETiu/VbRDalMPOP3OeH0lJpH5o03xljh9Jwc8vgOZtLgSgyxU30sAR4TXPynXRMLA2qSdyfwc79cQJGgYW/r68dUgo0/r0Z+KllxPhpWf8THI6nYQ3zv3ywhEeTrLTaZs8pZQqL218V5wApoThXxlj8n5l/YMxZo+nl3wh0KsU85gqIluAr4FmQEndDrVFZDOwEfcXAe8A/YBHPcNjgUDgnCLqmK0X8AGAMWYn8AfuU+svBxZ4hm8BtnituMhdIrJRRDbOK+aavKJewPKqaJ4xhROK+7pj6osLuPCCNlx4QZvSZVVg6apTnp3rVh3zCuV7GVaZ+63VeV5evgquj+qVly/by7BKW7el3C/aXdadcW/NYtgT/0fsBwuLz/TyBmG81HL+M7dz4/jnefD17/gr4xiuLO/XLFq5LkrzXf3eI2ncu+ozHo2NIWbPrzx4Se9yzcsyXl+ACmwxVucppVQ56e98V9x2YGjeASJSD2gO7MbdI3y8wDQF3wW8fY7IawQQBlxkjMkUkb24G87FOWGM6VKgXgIMNcbsKjC8u5c65owuZh4l1RtjzBxgDsDxjIwiyzscDg4mJeU8dyYlERYWVlTxEpUnb9GSb1mywn1KbmS7Fhx05n4XkZR8iLBGDbxO9+a7yzh0OJ0n/v13r+NDHQ6Sk3K/YU9xOgkJC/VatjSqU56d61Yd8wqyw35rdV70x5+xZFkMAJEdWnMwKbc3NcmZQlhYozLVobrlFcUO6zZbvdBGHE3J7UU+mpJGcKOQIsuf2zGS5Qdnk3HkKHXq5/YI9xp8Nz0GjAYgYeemfL3Y9UObcTTlQKGsvT9/z6v3XwVA225X42jeKmecr9ZF2okMGtXOvedqo9q1OfTXiXxlTuS5Wehm5wFG16hB3Zo1ST91qlzzLI/o6Gg+XeK++V1kZCRJBw/mjCvP9mJ1nlKqMJerap76XZm057vivgHqiMjfAUTED5gJvGeMyShimktE5DzPtd7DgbgC49OBunme1wecnoZ3X+DcctY1Brg3+5R1EelaimnW4G78IyJtcPeU7yowvCPQuZx1AtxvjPsSEkhMTCQzM5OYmBiu6NPnjObdMuRK/jNvCv+ZN4W+vbuyImYtxhi2bN9NcFAdwkIbFJpmyYo1rP1hO9OeupsaNbzvTm07tGf/vn0cTNxPZmYmq1d9zaW9y9+rUJ3y7Fy36phXkB32W6vzht98A9ELZhO9YDZ9L+/Bii+/cR8Htu4kODiIsNCiG2maVzQ7rNtsTdu0Ii3xAIcOJpGVmcn2NXG06Z7/xzrS9h/IOXPkwG97yDp9mtr16uYrE7f0LZ6/szvP39mdrfHLubjfCADObX8Jfx0/wtG0gxQU3MDd4PMLqMnVtz5E/PK5OeN8tS52H06jcVBdwuoE4Sc16NHsHDYdTMxXpn6t3O/zWzYIQeCMNrwBhg8fzqLoaBZFR9Onb19WrFjhXv4tWwgODi5zY9nqPKWUsoJ4Oy1RlY2INAdeB9rh/kLjC+BhY8xJERkJdDPG3OMp2wd4EkjGfc33GmCcMcbl6dHuZoxJEZGPcDdovwSmA58BAcBmoCdwnTFmr4gcM8YEe6lToeEiUht4GbgMd4/2XmPMQC91bAGsMMZ09Fzf/SbuHvzTwIPGmP96st4FOnjq1Aq4zxizsajXqbieb4C4777jhRdewOVyETVoEP/4xz+KK16isubVSP8x57Exhude+pC1P2wjsFZNnn5sNJHtWgAw/pGXeWriHThCG3JR3ztpEt6IOnXcH1yuuvxC7h4ZxcHADvmyf4hfy1svvozL5aLfDQO5dfRIPl/s/kZ+wNAhpKWkct/IUWQcP45IDWrXqc1bixYSFByEN9Upz851qw55joDiT7Kp7P3W6jw5ldtbaYxh2vOvs3b9JgIDazHliQeIbO++tOSeCU/y5KT7cYQ14qPoZcz/4BNS0w7RsGEDel3WjacmTSiUfbbnmZpNLF0XJSlr3qf79+Q8/nXDJlbNeRfjcnHBNVfS+5ab2PSFu9f5ouv7E//xp2z5NhY/P3/8a9Xk6tF/55zI3J/o2nBn4V/WvOn+l2l/cT9Onczgo+l3se8X93vK3c8tZeELYzmaeoCou6cS2eN6RGoQv3wOqxe772L+3Kf57y5e0XUxZnX+G8h1cTTh7526UkNqEJuwh6W//MzVLVoC8PXe3fQ7rzXXtGhFlnFxKiuLD7b9xK+Hcq+DX/TC9GJf24+eeo4+XS8itH4DktLSeGrem8z7fGmR5Y/FxBebZ4xh2rRprFu7lsDAQKZMmUKHyLL9/Fl584LqlPqXWZWyWpW7FmL1s10rtSF5xaSfqtxrpo1vdcaU1PiubHkb3xVVsPGtVFVVUuP7bJO38a3KpqTGd2XL2/iuKG+N74oo2PiuqIKN74oqqfFdViU1viuTNr5VJapyDcnYf3Wu1M/2fZ7cUuVeMz3tXCmllFJKKaWU8jG94ZpSSimllFJKqTJxuWx9Uqstac+3UkoppZRSSinlY9r4VkoppZRSSimlfExPO1dnjDPzr8quQvEsvElauDlkWZZSZZEkDS3N+3XxKEvz7K7NDVMruwpVltU3q7N6W7bSqNGDLM2z+mZ1UxtuszSPhydam2djty5bZGnewkG3WJqnlJ24XK7KrkKVoz3fSimllFJKKaWUj2nPt1JKKaWUUkqpMtEbrpWd9nwrpZRSSimllFI+po1vpZRSSimllFLKx87KxreIZInIZhHZJiIfi0idMkzbVEQ+8TweKSKzyzjvWBHp5nn8hYg0KFPlvWdOEZFEzzL9KiJLRKRDnvFz8z73Mv1IEWla0XpYaeO6dYy5aTijhtxE9Pz3C43ft3cvE0bfyQ09L+eTBR9W+TxjDNNnvknU0DEMGzGOHTt/81pu0cefETV0DF27X8+hw0c0z+Z1qwp5Vm/LAM0uHkn7Qa/QduAMaoec57XMOZeNpf2Ns2g7YDptB0yndsNzfZ5ldZ7d1211yrN6O/5t40+8dte9zP7HeOL/s6TQ+F3rfuCt8Q8w556HmHv//5GwfUeJmVZvywXFx8dz4+DBREVF8e68eaWeDtzr4vWFPzHq8S/455RV/PpH8TcFff2jnxh8T+HXBeACR2NmXnU9L101gKjW7QuNb9/IwTvXD+G5Pv15rk9/hrSJLFNds+s7Y/p0oqKiGDZsGDt2lPz6F6cir92ZWF6lqiqXy1TqX1V0Vja+gRPGmC7GmI7AKeCfpZlIRPyNMfuNMTdZUQljzPXGmMNWZAEveZapNRANfCsiYZ75/MMY83Mx044EbNP4zsrK4rUZM/n3Ky8yJ3ohsTFf8cee3/OVqVuvHmMffoChI26r8nkAcWs3krAvkWWfzGXyo/cxdYb373S6dO7Am7Om0qSJQ/OqQN3snueLbblu0y7UqtuYHcvuZ9/6t4noPqbIsvs3LWDX5xPZ9flEThz6w6dZvsiz87qtTnlWb8eurCxWvvE2tz09ibFvvMy2NXEkJ+zLV+a8Lp24a/aL3DV7JjdMGMeKV18vNtPqba+grKwspk+bxqzZs1m8eDErV65kz+7dpZoWYMO2g+x3HmPes9dx/+0XMfvDH4ss+8veNI6dOOV1nCCM6tyN6etW8/C3X3JZs3NoVrdeoXI7U5N5LDaGx2JjWPLL9lLXM1t8XBwJCQksW7aMyZMn89zU8v8KQUVeuzO1vEqp6uNsbXzn9R3QSkSCRGSeiGwQkZ9EZBDk9Ap/LCKfAatEpIWI5P2NjqYistLT4zwje6CI9BORdSLyo2f64IIzFpG9IhLqefygpyd+m4hM8AxrISI7RORtEdkuIqtEpHZJC2SMiQZWAbd5cmJFpJuI+InIe555bBWRB0TkJqAb8KGn57y2iDzpeR22icgcEZE8OdNF5AcR+UVEenuG+4nIC57MLSJyr2f4RSKyWkQ2iUiMiJTqt1J2bf+ZJhERNGnWjICAAK7odzXr1qzJV6ZBSAhtO3TAz7/kewLaPQ9g9Zr1DLzuKkSEzp3akZ5+nOSUtELl2rVtSdOm4ZpXRepm9zxfbMv1m19M2h53RkbKr/gFBOFfu0GppvVlli/y7Lxuq1Oe1dvx/l9+o2HTxjRs0hi/gAAiL+/FrvUb8pWpWbs2nrdGMv86CUixmVZvewVt27aNiObNiYiIICAggP79+xMbG1vq6ddt3s9Vl56LiNC+ZSOOZZwi9fCJQuWyXIa5n2xhzNDOXnNaNQzh4PF0nBnHyTIu1iUm0K1xs/IuVpFiV69m4MCB7m2nc2fS09NJTk4uV1ZFXrsztbxKVVUu46rUv6rorG58i4g/cB2wFZgEfGuMuRjoCzwvIkGeoj2AO4wxV3qJ6QIMBzoBw0WkuadBPRm42hhzIbAReLCYelwEjAK6A5cCd4pIV8/o1sBrxphI4DAwtJSL9yPQzktdmxljOhpjOgHvGmM+8dRvhKfn/AQw2xhzsefMgNrAwDwZ/saYS4AJwFOeYXcB5wFdjTGdcTfkA4BZwE3GmIuAecCzpal4anIyYeG5PRyhDgep5XxTrQp5AM7kFBqHh+U8D3eE4kxO0bwqXje75/liWw6o05DM46k5zzMzUgmoHeK1bJMut9B24Ayadvs7UqNwo8jKLF/k2XndVqc8q7fjo6lp1AsNzXleLzSE9NTUQuV2rv2e1+++l4VTphI1YXyxmVZvewUlO500Ds/9gsIRHo6zDK9B6qEThIXkXoEX1rCO18b3Z9/+xqUXNKVRA+/9AA0Da5N6IiM398QJGgYWLts6JJRpffoz8dLLifDSU1wSp9NJeOPGOc8d4eEkO51lzoGKvXZnanmVUtXH2fpTY7VFZLPn8XfAO8BaIEpEHvYMDwTO8Tz+yhhT+Ot4t2+MMUcARORn4FygAdABiPd8M14TWFdMfXoBnxpjjntylgC9geXA78aY7LpuAlqUchm9fQ2/BzhfRGYBn+PuHfemr4j8H1AHCAG2A595xmVf5JW3LlcDbxpjTgMYY9JEpCPQEfjK8xr4AQcKVVLkLtyNd559+UVuHXkHxhS+RkNK6FUojt3z3JmFh1WsjtUnz851s3ueL7Zl74eewvPZ/9NCTp84jNTwp/mld+GIHETS1sU+zLI+z87rtjrlWb4dlzKv3WXdaXdZd/7Ytp3YDxbyt6lTigm1elsuKamkvviC03tZZsmfkHr4BGs27eP5h/sUmVNwGm/2Hknj3lWfcTLrNF0cTXjwkt48+M3nZagtRWw85TwOehlW2qQztrxKqWrjbG18nzDGdMk7wHNq9VBjzK4Cw7sDx4vJOpnncRbu10xwN9hvLWV9ijt6F8wv8bRzj664e7RzGGMOicgFQH9gPDAMGJ2vIiKBwOtAN2PMPhGZgvuLiIL1yV7W7PoXfP8SYLsxpkdxlTTGzAHmAPx+JM2Au9ciOSn3G+wUp5OQsFDvAaVg17zojz9jybIYACI7tOZgUu437UnOFMLCGmleFaxbVcjLZtW2HNqmH41aXwVARupuAoIagaeKAXUakXmi8M2bTp84DIBxnSZtdyxhHQZanuWLPLuv2+qWB9Yf4+uFNuJoSm4P/NGUNIIbee+lBji3YyTLD84m48hR6tTP7dW0etsrjsPh4GBSUs5zZ1ISYWFhxUwBy//7GyvX7AGgzXkhJKfl9uAmH8ogpH5gvvK/JRzmgPMYoyZ9CcDJU1mMevwL3p16fU6ZtBMZNKqd24PeqHZtDv2Vvwf9xOnTOY83Ow8wukYN6tasSfop79eRZ4uOjubTJe7v/yMjI0k6eLBMy1uU8rx22Xy5vEqdDarqTc8q01l92nkBMcC9ea5v7lpC+eKsB3qKSCtPVh0RaVNM+TXAYE+5IOBG3D3y5SIiQ4F+wMICw0OBGsaYxcATwIWeUelAXc/j7HfbFM916qW5udwq4J+e0/gRkRBgFxAmIj08wwJEpFS3+GzboT379+3jYOJ+MjMzWb3qay7t3bs0k1apvOE330D0gtlEL5hN38t7sOLLbzDGsGXrToKDgwgLLfrDXnXPs3PdqkJeNqu25ZRfVuXcIOrIvg2EnH85AHVCW5OVmZHToMgr7/Wu9ZtfzF+H91me5Ys8u6/b6pYH1h/jm7ZpRVriAQ4dTCIrM5Pta+Jo071bvjJp+w/k9Lgf+G0PWadPU7te3XxlrN72ihMZGcm+hAQSExPJzMwkJiaGK/r0KXaaqL6teP2pfrz+VD96dGnGN+v/wBjDjt2pBNUOKHRqeffOTVg4M4r3pw3g/WkDqFXTL1/DG2D34TQaB9UlrE4QflKDHs3OYdPBxHxl6tfKbdS3bBCCQKkaosOHD2dRdDSLoqPp07cvK1ascG87W7YQHBxc7sZ3eV67bL5cXqVU9XS29nx78wzwMrDF0wDfS/5rnUvNGJMsIiOBhSJSyzN4MvBLEeV/FJH3gB88g+YaY34SkRZlmO0DIvI3IAjYBlxpjCl40VIz4F0Ryf5S5THP//eAN0XkBO7r29/GfR38XmADJZsLtMH92mUCbxtjZntu5vaqiNTHvS29jPsU9mL5+fsz7pGHmHTfBFwuF/1uGEiLlufz+WL3N94Dhg4hLSWV+0aOIuP4cURqsHRRNG8tWkhQcFCVywPo1fNi4tZuIGroGAIDazHliQdyxt0z4UmenHQ/jrBGfBS9jPkffEJq2iGGjRhPr8u68dSkCdU6z851s3ueL7blo4k/UbdZV9oPfgXX6VMkrH0jZ9z5Vz5Kwrq3OH3iEOf2uhf/WvVAhBNpeznw/ds+zfJFnp3XbXXKs3o7ruHnx7Vj/8FHTzyDcbm44JorcZx7Dpu+cPfYX3R9f3bEr2fLt7H4+fnjX6smQyY+WOwpyFZvewX5+/szceJExo8bh8vlImrQIFq2bFmqaQEu6dSYDVsPMHrSl9Sq6ceDIy/OGffEK98x4Y5uRV7nnZfLGN7bsonHelxBDalBbMIe/kw/ytUt3HX5eu9uujdtzjUtWpFlXJzKyuLVjWtLXc9svXr1Ii4ujkFRUQQGBjJlypQyZ2SryGt3ppZXqarK5aqaNz2rTOLtWiqlfCH7tPPqINwU/xuqSvlKkjS0NO/I8rGW5tldmxvK/5NGylpWb8vxyfsty+q47hnLsgBaD33X0jznRmu348cPdbQ0b+41UZbmWekfXy23NG/hoFsszVNntYrelOWMW/5Iq0r9bB/1/G9V7jWrTqedK6WUUkoppZRSlaI6nXaulFJKKaWUUsoCesO1stOeb6WUUkoppZRSyse051sppZRSSimlVJloz3fZ6Q3X1BlzPCNDNzallFJVnjPzL0vzHAGBJRdSVZKcOmBpXp0Gpb/LvapyqtzNw5Y8cH6lfrYf8tKeKvea6WnnSimllFJKKaWUj+lp50oppZRSSimlykR/57vstOdbKaWUUkoppZTyMW18K6WUUkoppZRSPqaN7woQkSwR2Swi20TkYxGpU4Zpm4rIJ57HI0VkdhnnHSsi3TyPvxCRBmWqfPHZ/xORhVbllZYxhhnTpxMVFcWwYcPYsWOHrfLi4+O5cfBgoqKieHfevApl+aJ+ds6zc92qY56V27Ldl1Xz7LPfWn0MtdMxeeO6dYy5aTijhtxE9Pz3C43ft3cvE0bfyQ09L+eTBR+e8fr5Os/u24qdXjtjDNNnvknU0DEMGzGOHTt/81pu0cefETV0DF27X8+hw0cqVF+lfMXlMpX6VxVp47tiThhjuhhjOgKngH+WZiIR8TfG7DfG3GRFJYwx1xtjDluRJSLtcW8Xl4tIUBFlfHKvgPi4OBISEli2bBmTJ0/mualTbZOXlZXF9GnTmDV7NosXL2blypXs2b3bNvWze56d61bd8qzelu28rJpnn/3W6u3OTsfkrKwsXpsxk3+/8iJzohcSG/MVf+z5PV+ZuvXqMfbhBxg64rYzXr8zkWfnbcXq+lU0L27tRhL2JbLsk7lMfvQ+ps7w3vfSpXMH3pw1lSZNHBWqq1LKXrTxbZ3vgFYiEiQi80Rkg4j8JCKDIKd3+2MR+QxYJSItRGRbnumbishKEflVRGZkDxSRfiKyTkR+9EwfXHDGIrJXREI9jx/09MRvE5EJnmEtRGSHiLwtIttFZJWI1C5iOW4DPgBWAVF55hErIlNFZDVwv4hcLCJbPHV7vsCylEvs6tUMHDgQEaFz586kp6eTnJxsi7xt27YR0bw5ERERBAQE0L9/f2JjY8tdN6vrZ/c8O9etuuVZvS3beVk1zz77rdXbnZ2Oybu2/0yTiAiaNGtGQEAAV/S7mnVr1uQr0yAkhLYdOuDnX/7vrnVbKT87vXar16xn4HVXuaft1I709OMkp6QVKteubUuaNg0vdx2VOhO057vstPFtAU9P8HXAVmAS8K0x5mKgL/B8nh7kHsAdxpgrvcR0AYYDnYDhItLc06CeDFxtjLkQ2Ag8WEw9LgJGAd2BS4E7RaSrZ3Rr4DVjTCRwGBhaRMxwIBpYCNxaYFwDY8wVxpiZwLvAP40xPYCsoupUFk6nk/DGjXOeO8LDSXY6bZGX7HTSODz3TdARHo6zAm/cVtfP7nl2rlt1y7N6W7bzsmqeffZbq7c7Ox2TU5OTCQvP7Z0MdThIrWBdrKzfmciz87Zidf0qmudMTqFxeFjO83BHKM7klHLXRSlVtWjju2Jqi8hm3I3iBOAdoB/wqGd4LBAInOMp/5UxpvDXm27fGGOOGGP+An4GzsXdgO4AxHvy7vAML0ov4FNjzHFjzDFgCdDbM+53Y8xmz+NNQIuCE4vIxUCyMeYP4BvgQhFpmKdItKdcA6CuMWatZ/hHRVVIRO4SkY0isnFeSddtGS/fYIkUP80ZyvP23VoFauYJte/yWp5n57pVszzLt2UbL6vmVTDPxtudnY7Jxst0UvHaeJtR4WG6rZQy1D6vnddJfbG9KKVsSX/nu2JOGGO65B0gIgIMNcbsKjC8O3C8mKyTeR5n4V43grvBXrAHuijFHb0L5ns77fxWoJ2I7PU8r4e7h3yu53l2/Uv9LmGMmQPMATiekVHoLSc6OppPlywBIDIykqSDB3PGOZOSCAsLKzhJsazOy+ZwODiYlFThLLsvr5V5dq5bdczLZsW2bPdl1Tz77LfZrDqGWp1nxfKGOhwkJ+X2eqY4nYSEhZa5Lr6qn6/y7L6t2Om1i/74M5Ysi3FP26E1B5Nye/KTnCmEhTUqU12UsguX0d/5Livt+bZeDHCvpxFOntO+y2M90FNEWnmy6ohIm2LKrwEGe8oFATfivha9RCJSA7gZ6GyMaWGMaQEMovCp5xhjDgHpInKpZ9AtpV2ggoYPH86i6GgWRUfTp29fVqxYgTGGLVu2EBwcXOY3R6vzskVGRrIvIYHExEQyMzOJiYnhij59ypxj9+W1Ms/OdauOedms2JbtvqyaZ5/9NptVx1Cr86xY3rYd2rN/3z4OJu4nMzOT1au+5tLevUuc7kzVz1d5dt9W7PTaDb/5BqIXzCZ6wWz6Xt6DFV9+4552606Cg4MICw0p8/Ippaom7fm23jPAy8AWTwN8LzCwPEHGmGQRGQksFJFansGTgV+KKP+jiLwH/OAZNNcY85OItCjF7C4HEo0xiXmGrQE6iEgTL+XHAG+LyHHcp9dX+HcwevXqRVxcHIOioggMDGTKlCm2yfP392fixImMHzcOl8tF1KBBtGzZ0jb1s3uenetW3fKs3pbtvKyaZ5/91urtzk7HZD9/f8Y98hCT7puAy+Wi3w0DadHyfD5f7O4lHTB0CGkpqdw3chQZx48jUoOli6J5a9FCgoK9/qiIpfU7E3l23lasrl9F83r1vJi4tRuIGjqGwMBaTHnigZxx90x4kicn3Y8jrBEfRS9j/gefkJp2iGEjxtPrsm48NWlCheqtlNWq6k3PKpN4u1ZJqZKISLDnunJE5FGgiTHm/uKm8XbauVJKKVXVODP/sjTPERBoaZ6yDzl1wNK8Og0q9kWEsrUqd/H/gn82q9TP9n97M7HKvWba863Ka4CIPIZ7G/oDGFm51VFKKaWUUkop+9LGtyoXY0w0nrufK6WUUkoppaoXl0tvuFZWesM1pZRSSimllFLKx7TnWymllFJKKaVUmegN18pOG99KeWTs/Y9lWbvD+lmWpVRZhNfUGzdVRLg5VNlVqLJMTW8/jGEfW48ftixr4bDzLcsCeO7T7ZbmtX5pjqV5+79dZWnesZh4S/OsFNy/p6V5H7z7gaV5N9bMsDQvqE4dS/OUUsXT086VUkoppZRSSikf055vpZRSSimllFJloqedl532fCullFJKKaWUUj6mPd9KKaWUUkoppcpEf2qs7LTxbSERuRFYArQ3xuwsRfljxpjgMuSPBLoZY+4RkX8CGcaY98tdYXdmC2AHsBMIBNKB14wx8z3jo4AOxphpRUzfBWhqjPmiIvUAiI+P54XnnyfL5eLGwYMZNXp0peUZY3jlna9Yt2k3gbUCePzegbRt2bhQuedmf87O3QfBGJo3DeHxewdSp3bNQuW2rP+BD1+ZjcuVxRUDBzDw9tvyjV+76is+/3ARAIG1a3PHQxM4p3WrIutXnfLsXLeqkLdx3TremPkyLlcW1w6KYvgdf883ft/evcz817Ps3rWLO8bezU1/G1FkltV5dq4buI8DM158i/i1GwgMrMXTTzxI+3aFX+tFH3/GR4uWsu/PA3wbs5CGDeprnhd2OsZbvZ8BDLl3Jh26X0vmXxl8OP1O/vx1c6Eyrbv2YdA/n8M/oCb7fvmJhTPuxuXKKlTO6nXRp1Ub/nVdFDVEWPjjBl6Li803/p89L2dIp64A+NWoQeswB51n/IvDJ04Uu8zZ3nn0KQZedjnOQ2l0uuPmUk1THGMMz8+YQVx8PIGBgTz99NO0b9/eFnkVXdbfNv5EzJx5GJeLrv2uouewIfnG71r3A7ELFiJSgxp+fvS7axTnRJatrla/fkop6+hp59a6FYgDbvH1jIwxb1a04Z3HbmNMV2NMe9x1f0BERnnms7yohrdHF+D6ilYgKyuL6dOmMWv2bBYvXszKlSvZs3t3peWt/3E3+/YfYtHr/+SRsdfxwlsrvZa7b/TVzH9pDPNf/gfhofVY/MWmQmVcWVm8/+IrPPTCNJ5b8B7rv/6GxN/35isT1qQJj896mWfnv0PUHbfz7oyZRdatOuXZuW5VIS8rK4vXZszk36+8yJzohcTGfMUfe37PV6ZuvXqMffgBho64rYgU3+TZuW7Z4tZuJGFfIss+mcvkR+9j6ozZXst16dyBN2dNpUkTh+YVwU7HeKv3M4AO3fsT1qwV//5bJItmjufmB14tVEZEGPHoXOY/czvTRl9EWlICl1x7u9c8K9dFDRGeHTCYvy2YR9/XXmRwpwtoHZa//Jvxa+j35iv0e/MVpn29kvV795S64Q3w3pefce3D40tdviTxcXEkJCSwbNkyJk+ezHNTp9omryLL6srKYuUbb3Pb05MY+8bLbFsTR3LCvnxlzuvSibtmv8hds2dyw4RxrHj19TLPx+rXT6mzlYiEiMhXIvKr539DL2XaisjmPH9HRWSCZ9wUEUnMM67ENpE2vi0iIsFAT2AMeRrfItJHRNaIyKci8rOIvCkiNfKMf1ZE/ici60Uk3DMsTEQWi8gGz1+h373wrOyHPY+7eKbf4plPQ8/wWBGZLiI/iMgvItK7pOUwxuwBHgTu82SMFJHZnsc3i8g2T33XiEhN4F/AcM8GN7y8r9+2bduIaN6ciIgIAgIC6N+/P7GxseWNq3Dedz/8yrV9OyIidGzbjGPHT5KSdqxQuaA6tQD3t8wnT51GpHDWnh07CY9oiqNZU/wDAuh+9ZX8GJf/Z1Zad+pIUL26ALSK7EBackqRdatOeXauW1XI27X9Z5pERNCkWTMCAgK4ot/VrFuzJl+ZBiEhtO3QAT//kk+EsjLPznXLtnrNegZedxUiQudO7UhPP05ySlqhcu3atqRp03DNK4adjvFW72cAHXvewIZVHwLwx44fqB3UgHoh+c+WqlOvEaczT5L8528A7Nr4DRf0Huw1z8p10bVZc/ampZJwKI3MrCyWbfsf/dt1KLL8oE4XsHTb/4rNLOi7//1I2tEjZZqmOLGrVzNw4ED38nfuTHp6OsnJybbIq8iy7v/lNxo2bUzDJo3xCwgg8vJe7Fq/IV+ZmrVrI54PE5l/nQS8fLAogdWvn1JFcblMpf5Z4FHgG2NMa+Abz/N8jDG7jDFdjDFdgIuADODTPEVeyh5fmjOBtfFtncHASmPML0CaiFyYZ9wlwENAJ6AlkH2OURCw3hhzAbAGuNMz/BXcK/JiYCgwt4R5vw9MNMZ0BrYCT+UZ52+MuQSYUGB4cX4E2nkZ/iTQ31PfKGPMKc+waM8GF13K/EKSnU4ah+d+gHCEh+OswBtFRfNSUtNxNKqXO32juqSkpXstO3XWCqJGvcofiancNKBbofGHklMIceT2MoSEhXGomA9yq1d8QedLLylyfHXKs3PdqkJeanIyYeG5eaEOB6kV2K+szLNz3bI5k1NoHB6W8zzcEYqzhEaY5nlnp2O81fsZQIPQphx2/pnz/EhKIvVDm+Yrc/xICn5+ATRv4/540OWKG2ngiPCaZ+W6aFyvPvuPHM55fuDIERrX9X56emBAAH1ateWLn7eWa15WcTqdhDfO/fLCER5OstNpm7zyOpqaRr3Q0Jzn9UJDSE9NLVRu59rvef3ue1k4ZSpRE8rey26X5VWqChgEzPc8no+7PVecq3CfMfxHeWeojW/r3Aos8jxe5Hme7QdjzB5jTBawEOjlGX4KWOF5vAlo4Xl8NTBbRDYDy4F6IlLX20xFpD7QwBiz2jNoPnB5niJLvOSXpKivWeOB90TkTsCvlFml4u27q7J/12tdntfv0ooIePzegSx9517OjWjEN3E7CmeZwmnirYsc2PHjT6z5/AuGj72r6LpVozw7163K5lVgz7Iyz851y80sPKxidaxeefmyvQyrrGO81fuZJ6DwfLzUcv4zt3Pj+Od58PXv+CvjGK6s00XU0cssyvmKeZvKW90A+rVpz8Z9e8t0yrlPeH0BKrDFWJ1nYT28rdd2l3Vn3FuzGPbE/xH7wUJL5lMpy6uU/YUbYw4AeP6XdD3VLbjbcnnd4zn7eJ6309YL0huuWUBEGgFXAh1FxOBumBoR+T9PkYJHweznmSb3U0AWueujBtDDGJPv3a+oDwclOOklvyRdcd+ELR9jzD9FpDswANjsudlasUTkLuAugFdnzWJ0ETfEcTgcHExKynnuTEoiLCzMa9nSKE/e4i828dlXmwFo36oJztSjudOnphPa0Ov3HwD4+dXgqp4dWLh0PQOu6pxvXIgjjLQ83zinJSfTILRRoYyE33bzzrQXePiFaQTXL/oGRtUpz851qwp5oQ4HyUm5eSlOJyFhoUWWL4mVeXatW/THn7FkWQwAkR1aczAptzc1yZlCWFjh9aF5JbPDMT6bVftZr8F302OA+z0tYeemfL3Y9UObcTTlQKFp9v78Pa/efxUAbbtdjaN57k3UfLUuDhw9QtP6DXKeN6lfn6T0o17LRnW6gKVby3bKuVWio6P5dIm7vyAyMpKkgwdzxpVne7E6zwr1QhtxNCX3DIajKWkENwopsvy5HSNZfnA2GUeOUqd+vSLLgT2XV539Kvt3vvO2MzzmGGPmFCjzNVD4rskwqYzzqglEAY/lGfwG8Azutt0zwEyg2Lt/as+3NW4C3jfGnGuMaWGMaQ78Tm4P9yUicp7nWu/huG/KVpxVwD3ZT4pr5BpjjgCH8lzPfTuwuqjyJfHc/fwFYJaXcS2NMd8bY54EUoDmuO+OXmSr1BgzxxjTzRjTraiGN7jfKPYlJJCYmEhmZiYxMTFc0adPeRejXHlDr7+I914aw3svjaF39zas/O82jDFs25VIcJ1ahIbkvzG9MYY/D6TlPI7f+CvnRBT+cHReu3Yk7Uskef8BTmdm8v3X39K152X5yqQeTGLWpCe5+4nHaHxO82LrWZ3y7Fy3qpDXtkN79u/bx8HE/WRmZrJ61ddc2rvEWz+ckTy71m34zTcQvWA20Qtm0/fyHqz48huMMWzZupPg4CDCQov+oKx5RbPDMT6bVftZ3NK3eP7O7jx/Z3e2xi/n4n7uu+ef2/4S/jp+hKNpBwtNE9zA3QDyC6jJ1bc+RPzy3KvKfLUuNu//k/NCGtG8QUMC/PwY1PECVu0sfJZW3VqBXHru+cTs3F6u+VTU8OHDWRQdzaLoaPr07cuKFSvcy79lC8HBwWVuPFqdZ4WmbVqRlniAQweTyMrMZPuaONp0z3+5Wtr+AzlnZxz4bQ9Zp09Tu17RX/5ns+PyKuVredsZnr85XspcbYzp6OVvGZAkIk0APP+Luz7jOuBHY0zON7/GmCRjTJYxxgW8jftS42Jpz7c1bgUK3hF8MXAbEA2s84zvhPva7k8p3n3AayKyBfc6WgP8s5jydwBvikgdYA8wqoz1bykiP5H7U2OzjDHvein3vIi0xn0W2zfA/4AE4FHPKfLPlfe6b39/fyZOnMj4ceNwuVxEDRpEy5YtyxNlSV6Pi1qybtNuho990/NTYwNyxj38TDSPjr+ekAbBPPvqCo5nnMIYQ6vzHDx897WFsvz8/bj9wft4/sH/w+VycfmA64g4/zy+XbocgCsHR7H0vfc5duQo7898GYAafn48/c5bXutWnfLsXLeqkefPuEceYtJ9E3C5XPS7YSAtWp7P54vdvSMDhg4hLSWV+0aOIuP4cURqsHRRNG8tWkhQcJBP8+xct2y9el5M3NoNRA0dQ2BgLaY88UDOuHsmPMmTk+7HEdaIj6KXMf+DT0hNO8SwEePpdVk3npo0odrn5WWnY7zV+xnAz+tX0qH7tTyx4GdOnczgo+m5HTF3P7eUhS+M5WjqAa4c/gCRPa5HpAbxy+fw60+xXvOsXBdZLheTv1jGR7ePoUaNGkT/tIFfkpO4vVt3AD7Y+D0A17WPZM3uXzmRmVmq1zGvj556jj5dLyK0fgP2LV7JU/PeZN7nS8uck7P8vXoRFxfHoKgoAgMDmTJlSrmzrM6ryLLW8PPj2rH/4KMnnsG4XFxwzZU4zj2HTV+4z3i46Pr+7Ihfz5ZvY/Hz88e/Vk2GTHywzGc+Wv36KVWUs+B3vpfjbkdN8/xfVkzZWylwyrmINMk+bR24EdhW0gzF27VPyjoi0gd42BgzsJKrUumOZ2TYemPL2Psfy7J2h/WzLEupsgivGVjZVajSws2hyq5ClWVqNqnsKhRr6/HDlmUtHHa+ZVkAz31qbW9z65cKdf5UyP5vV1madywmvuRClSS4f6EfmKmQD979wNK8G5tau+0F1aljaZ6qkCp3Yf7rtzWs1M/24z46VKHXzHPp8H+Ac3B3KN5sjEkTkabAXGPM9Z5ydYB9wPmes46zp/8A988uG2AvcHeexrhX2vOtlFJKKaWUUqpaMcak4r6DecHh+4Hr8zzPAApdW2qMub2s89TGt48ZY2KB2EquhlJKKaWUUkpZxqVnUJeZ3nBNKaWUUkoppZTyMe35VkoppZRSSilVJmfBDdfOOO35VkoppZRSSimlfEzvdq7OGLvf7VxOFXtzwjJJkoaWZSlVFo4Avdt5RVh5R+zqplNQA0vzrPwFCoBjzaIszbPS+QML3e+nQo5/9omleVaz853xrfwsAPZeVrB+ees0KP9PCKqqd7fzV4fXq9TP9vdFH61yr5medq6UUkoppZRSqkxcLlv3q9mSnnaulFJKKaWUUkr5mPZ8K6WUUkoppZQqE+35Ljvt+S6BiGSJyGYR2SYiH4tInTJM21REPvE8Hikis8s471gR6eZ5/IWINChT5QvnTfIsy+Y8y7VZRO4Tkbki0qEi+RUVHx/PjYMHExUVxbvz5lVqnjGG6TPfJGroGIaNGMeOnb95Lbfo48+IGjqGrt2v59DhI0XmbVy3jjE3DWfUkJuInv9+ofH79u5lwug7uaHn5Xyy4MMS61ed8uxct6qQ540xhhnTpxMVFcWwYcPYsWNHuXLAXvut1Xlb1v/AxFv/ziPDR7Dig48KjV+76ism3TGGSXeM4Zl/3kPCr96PE9U1r6CKHpNfnruK4WPf4I4Jc9m1+6DXcs/N/pw7HniHOybMZfKMJWScOOW1XFXbb9959CmSln/D1vkfl3lasP49zeq8gux0HPD1smbPw6pjckXzzsTyKlWdaeO7ZCeMMV2MMR2BU8A/SzORiPgbY/YbY26yohLGmOuNMYcrmPGsZ1m6kLtcXYwxrxpj/mGM+dmKupZHVlYW06dNY9bs2SxevJiVK1eyZ/fuSsuLW7uRhH2JLPtkLpMfvY+pM7x/b9KlcwfenDWVJk0cxdbltRkz+fcrLzIneiGxMV/xx57f85WpW68eYx9+gKEjbivVslWXPDvXrSrkFSU+Lo6EhASWLVvG5MmTeW7q1HLl2G2/tTLPlZXF+y++wkMvTOO5Be+x/utvSPx9b74yYU2a8Pisl3l2/jtE3XE7786YqXlFqOi6Xf/jbvbtP8Si1//JI2Ov44W3Vnotd9/oq5n/0hjmv/wPwkPrsfiLTV7rUtX22/e+/IxrHx5frmnB2vc0X+TlZafjAPh2WbNZdUy2Iu9MLK9S1Zk2vsvmO6CViASJyDwR2SAiP4nIIMjp3f5YRD4DVolICxHZlmf6piKyUkR+FZEZ2QNFpJ+IrBORHz3TBxecsYjsFZFQz+MHPT3x20RkgmdYCxHZISJvi8h2EVklIrVLu2AFetmPich0EdkkIl+LyCWe8XtEJMpTxk9Enve8BltE5O6yv5y5tm3bRkTz5kRERBAQEED//v2JjY2ttLzVa9Yz8LqrEBE6d2pHevpxklPSCpVr17YlTZuGF5u1a/vPNImIoEmzZgQEBHBFv6tZt2ZNvjINQkJo26EDfv4lXwlSnfLsXLeqkFeU2NWrGThwoHv77tyZ9PR0kpOTy5xjt/3Wyrw9O3YSHtEUR7Om+AcE0P3qK/kxLj5fmdadOhJUry4ArSI7kJaconlFqOi6/e6HX7m2b0dEhI5tm3Hs+ElS0o4VKhdUpxbg7r07eeo04uU+uFVxv/3ufz+SdrT8vYtWvqf5Ii8vOx0HwLfLms2qY7IVeWdiedXZw+UylfpXFWnju5RExB+4DtgKTAK+NcZcDPQFnheRIE/RHsAdxpgrvcR0AYYDnYDhItLc06CeDFxtjLkQ2Ag8WEw9LgJGAd2BS4E7RaSrZ3Rr4DVjTCRwGBhazsUNAmKNMRcB6cC/gWuAG4F/ecqMAY54XoOLPfU4r5zzI9nppHF47kHcER6OswJvPBXNcyan0Dg8LOd5uCMUZxk+aOaVmpxMWHjuN8OhDgepFVi26pRn57pVhbyiOJ1Owhs3znnuCA8n2eksc47d9lsr8w4lpxDiyF0XIWFhHCrmGLB6xRd0vvQSzStCRddtSmo6jkb1cqdvVJeUtHSvZafOWkHUqFf5IzGVmwZ0KzS+qu63FWHle5ov8vKy03EAfLusOfOw6JhsRd6ZWF6lqjO94VrJaovIZs/j74B3gLVAlIg87BkeCJzjefyVMabwV4Ru3xhjjgCIyM/AuUADoAMQL+6v6GsC64qpTy/gU2PMcU/OEqA3sBz43RiTXddNQIvSLmQBp4Dsc/q2AieNMZkisjVPZj+gs4hkn1ZfH3fjP/+5dqXk7burivxwX0XzjJcAKWeNjJew8mZVtzw7160q5BUzo8LDvHURlhTjZVhl7rdW5nldF0W8Rjt+/Ik1n3/B5Ndf1byi8r0MK9Mx2dvAIgIev3cgWVkuXpq7im/idjDgqs75s6rqflsBVr6n+SIvX7aXYWfL54GyzaQC86hA3hlZXnXWqKKdz5VKG98lO+G5RjqHuD+RDDXG7CowvDtwvJisk3keZ+F+/QV3g/3WUtanuCNgwfxSn3ZeQKbJ/TThys41xrg8ZwBk1+NeY0xMsZUVuQu4C+DVWbMYPXq013IOh4ODSUk5z51JSYSFhXktWxrlyYv++DOWLHMvTmSH1hxMyv1mPMmZQlhYo3LVJdThIDkp9xvnFKeTkLDQcmVVtzw7160q5OUVHR3Np0uWABAZGUnSwdwbVpV3f7PDfuurvBBHGGl5eorSkpNpEFr4GJDw227emfYCD78wjeD69TWvCOVZF4u/2MRnX20GoH2rJjhTj+ZOn5pOaMO6RU7r51eDq3p2YOHS9YUa31Vpv60Iq9/TfPUeWZAdjgNnYlmtPiZXJO9MrVullJ52Xl4xwL2eRjh5Tvsuj/VATxFp5cmqIyJtiim/BhjsKReE+1Tw7yow//KKAcaKSACAiLTJc+p9DmPMHGNMN2NMt6Ia3uB+o9iXkEBiYiKZmZnExMRwRZ8+5a5cefKG33wD0QtmE71gNn0v78GKL7/BGMOWrTsJDg4iLDSkXHVp26E9+/ft42DifjIzM1m96msu7d27XFnVLc/OdasKeXkNHz6cRdHRLIqOpk/fvqxYscK9fW/ZQnBwcLk+3Nphv/VV3nnt2pG0L5Hk/Qc4nZnJ919/S9eel+Urk3owiVmTnuTuJx6j8TnNNa8Y5VkXQ6+/iPdeGsN7L42hd/c2rPzvNowxbNuVSHCdWoSG5L89ijGGPw+k5TyO3/gr50QUbjRUpf22Iqx+T/PVe2RBdjgOnIlltfqYXJG8M7VulVLa811ezwAvA1s8DfC9wMDyBBljkkVkJLBQRGp5Bk8Gfimi/I8i8h7wg2fQXGPMTyLSojzzr4C5uE9B/9HzGiQDg8sb5u/vz8SJExk/bhwul4uoQYNo2bJluStX0bxePS8mbu0GooaOITCwFlOeeCBn3D0TnuTJSffjCGvER9HLmP/BJ6SmHWLYiPH0uqwbT02akC/Lz9+fcY88xKT7JuByueh3w0BatDyfzxe7v6EeMHQIaSmp3DdyFBnHjyNSg6WLonlr0UKCggt9n1Gt8uxct6qQV5RevXoRFxfHoKgoAgMDmTJlSqmnzctu+62VeX7+ftz+4H08/+D/4XK5uHzAdUScfx7fLl0OwJWDo1j63vscO3KU92e+DEANPz+efuctzfOiouu2x0UtWbdpN8PHvklgrQAev3dAzriHn4nm0fHXE9IgmGdfXcHxjFMYY2h1noOH777Wy7JWvf32o6eeo0/Xiwit34B9i1fy1Lw3mff50lK/fla+p/kiLy87HQfAt8uaMw+LjslW5J2J5VVnDz3tvOzE27VKSvnC8YwMW29scuqAZVlJ0tCyLKXKwhEQWNlVqNK2Hj9c2VWosjoFNbA0L2PvfyzNO9YsytI8K50/8CpL845/9omleVYzNZtUdhWKZOVnAbD3soL1y1unQfm/KFFV7+L6aYOCKvWz/aPLjle510x7vpVSSimllFJKlUmWdn2XmV7zrZRSSimllFJK+Zg2vpVSSimllFJKKR/T086VUkoppZRSSpWJnnVedtrzrZRSSimllFJK+Zj2fKszxuo7alrNyjuSOixLUkqdSVbfsVuVX1BTa38ru46NfwngWEy8pXnaGVV+dr87udWsXt7fj6RZmndeff2NcXV20ca3UkoppZRSSqky0dPOy05PO1dKKaWUUkoppXxMe76VUkoppZRSSpWJ9nyXnfZ8l4GIGBH5IM9zfxFJFpEVZ2De/iKSIiLP+XpeJdTjPRG5yYosYwzTZ75J1NAxDBsxjh07f/NabtHHnxE1dAxdu1/PocNHfJ5VXH1nTJ9OVFQUw4YNY8eOHWWavqD4+HhuHDyYqKgo3p03r0JZds+zc92qY56V27Ldl9XOr53d8+x0zNNjvL2PydXptQN777dW51Uka+O6dYy5aTijhtxE9Pz3C43ft3cvE0bfyQ09L+eTBR+Wu45KVSXa+C6b40BHEanteX4NkHiG5t0P2AUMExE5Q/P0qbi1G0nYl8iyT+Yy+dH7mDpjttdyXTp34M1ZU2nSpOjbmFmZVZT4uDgSEhJYtmwZkydP5rmpU8uckS0rK4vp06Yxa/ZsFi9ezMqVK9mze/dZmWfnulXHPLBuW7b7str5tasKeXY65ukx3r7HZKg+r102O++3VueVNysrK4vXZszk36+8yJzohcTGfMUfe37PV6ZuvXqMffgBho64rdz1U6qq0cZ32X0JDPA8vhVYmD1CRIJEZJ6IbBCRn0RkkGd4CxH5TkR+9Pxd5hneR0RiReQTEdkpIh8W07C+FXgFSAAuzTPPvSLytCd3q4i08wwPEZGlIrJFRNaLSGfP8CkiMl9EVnmmHSIiMzzTrhSRAE+5Jz3LsU1E5hSsl4hcJSKf5nl+jYgsKcsLuXrNegZedxUiQudO7UhPP05ySuG7ZLZr25KmTcPPWFZRYlevZuDAge55dO5Meno6ycnJ5cratm0bEc2bExERQUBAAP379yc2NrZcWXbPs3PdqmMeWLct231Z7fzaVYU8Ox3z9Bhv32MyVJ/XLpud91ur88qbtWv7zzSJiKBJs2YEBARwRb+rWbdmTb4yDUJCaNuhA37+ehVsVeVyVe5fVaSN77JbBNwiIoFAZ+D7POMmAd8aYy4G+gLPi0gQ4ASuMcZcCAwHXs0zTVdgAtABOB/oWXCGnp72q4AVuBv7txYokuLJfgN42DPsaeAnY0xn4HEg7/k+LXF/gTAIWAD81xjTCThB7hcLs40xFxtjOgK1gYEF5vkt0F5EwjzPRwHvFqx7cZzJKTQOD8t5Hu4IxZmcUpYIn2QVOQ+nk/DGjXOeO8LDSXY6y5WV7HTSODz3A6IjPBxnBd5o7Zxn57pVxzywblu2+7La+bWrCnl2OubpMd6+x2SoPq9dNjvvt1bnlTcrNTmZsPDcM1BCHQ5SK/i6K3U20MZ3GRljtgAtcDeAvygwuh/wqIhsBmKBQOAcIAB4W0S2Ah/jbmhn+8EY86cxxgVs9mQXNBB3AzkDWAzcKCJ+ecZn9zhvyjN9L+ADT52/BRqJSH3PuC+NMZnAVsAPWOkZvjXP9H1F5HtPna8EIgu8DsaT/zcRaQD0wH1WQKkZLzdpEMp3Rr2VWWWbSTnr62VYRWpr5zw716065rlDrdmW7b6sdn7tqkSejY55eoy3Ls/u+4WdX7vcUBvvt1bnlTPLeJnO8n1WVbosYyr1ryrS8zzKZznwAtAHaJRnuABDjTG78hYWkSlAEnAB7i88/soz+mSex1l4Xye3Aj1FZK/neSPcPetfF8jIO723I1z2VnoSwBjjEpFMk3uEdAH+nl7914Fuxph9nvoHesl7F/jMszwfG2NOFywgIncBdwHMeunfBAUFsWRZDACRHVpzMCn3W9AkZwphYY0KRhQp+uPPLMsqch7R0Xy6xP3dRmRkJEkHD+aMcyYlERYWVtSkxXI4HBxMSrIky+55dq5bdcrzxbZs12W1Os/q187OeXY65ukx3jd5dt0vrK6f1Xl23m+tzrMiK9ThIDkpt4c8xekkJCy01HVQ6mylPd/lMw/4lzFma4HhMcC92ddHi0hXz/D6wAFP7/btuHubS0VE6uHuxT7HGNPCGNMCGE/hU88LWgOM8GT0wX1q+tFSzja7oZ0iIsGA17ubG2P2A/uBycB7RZSZY4zpZozpNnrkLQy/+QaiF8wmesFs+l7egxVffoMxhi1bdxIcHERYaEgpq4ilWUXOY/hwFkVHsyg6mj59+7JixQr3PLZsITg4uNwfCCIjI9mXkEBiYiKZmZnExMRwRZ8+5a6nnfPsXLfqlOeLbdmuy2p1ntWvnZ3z7HTM02O8b/Lsul9YXT+r8+y831qdZ0VW2w7t2b9vHwcT95OZmcnqVV9zae/eZVompc5G2vNdDsaYP3Hf/KygZ4CXgS2eBvhe3KeMvw4sFpGbgf/ivmt6aQ3BfR153h7yZcAMEalVzHRTgHdFZAuQAdxR2hkaYw6LyNu4T0PfC2wopviHQJgx5ufS5mfr1fNi4tZuIGroGAIDazHliQdyxt0z4UmenHQ/jrBGfBS9jPkffEJq2iGGjRhPr8u68dSkCT7LKrK+vXoRFxfHoKgoAgMDmTJlSlkXOYe/vz8TJ05k/LhxuFwuogYNomXLlmdlnp3rVh3zwLpt2e7LaufXrirk2emYp8d4+x6Tofq8dtnsvN9anVfeLD9/f8Y98hCT7puAy+Wi3w0DadHyfD5f7O5RHzB0CGkpqdw3chQZx48jUoOli6J5a9FCgoKDyl1fdWbp73yXnXi7JkOp0hKR2bhv7PZOSWUzDu+29cZmajap7CoopZTykFMHLM3TY7xSvufM/KvkQmVwXv2Kn+FShVS5i+If7Ve7Uj/bT1t1osq9ZtrzrcpNRDbh7sV/qLLropRSSimllDpzqurPfVUmbXyrcjPGXFTZdVBKKaWUUkqpqkBvuKaUUkoppZRSSvmY9nwrpZRSSimllCoTveFa2WnPt1JKKaWUUkop5WPa863OGLvfaXbr8cOWZXUOOGFZllKVye77rdWsvlNvdeIICLQ0z+ptL2PvfyzLctzt7ddGy+9YTLylec6NUy3Ne/mpFyzNm/p5mqV5Vnp8gLV3176xbxtL8869P9bSvMUjm1uaN/bDZEvzjmdkWJoXVKeOpXnVnfZ8l532fCullFJKKaWUUj6mjW+llFJKKaWUUsrH9LRzpZRSSimllFJlkmX0vPOy0p5vHxARIyIf5HnuLyLJIrLCx/N9T0QyRKRunmGveOoTWsx0DURkXJ7nTUXkE1/W1RtjDDOmTycqKophw4axY8eOSsvbsv4HJt76dx4ZPoIVH3xUaPzaVV8x6Y4xTLpjDM/88x4Sfv2txLpMn/kmUUPHMGzEOHbs9F5+0cefETV0DF27X8+hw0c0z+Z1q455BcXHx3Pj4MFERUXx7rx5pZ6uKuRtXLeOMTcNZ9SQm4ie/36h8fv27mXC6Du5oeflfLLgQ80rgZ2O8cYYXp67iuFj3+COCXPZtfug13LPzf6cOx54hzsmzGXyjCVknDhVqvx3Hn2KpOXfsHX+x6WuU0kqsi0bY3h94U+MevwL/jllFb/+cajY8q9/9BOD71lSbJkh985k8oLtTJy7gYjWXbyWad21Dw+/tY5H521ixKNzqVHDr1T1tdNxAKxf1lb9J9L9nhV0u/sTghu3L7LceX3v5ZLxy7l47FKaXXKb1zK+2G+vHPM8Y17fwh0vfY/j/C5ey5zTqQ+3vxDP319cxy1Tv6JB4/NLlW23davUmaaNb984DnQUkdqe59cAiWdo3r8BgwBEpAbQtxTzbgDkNL6NMfuNMTf5qoJFiY+LIyEhgWXLljF58mSem1qxG8aUN8+VlcX7L77CQy9M47kF77H+629I/H1vvjJhTZrw+KyXeXb+O0TdcTvvzphZbGbc2o0k7Etk2SdzmfzofUydMdtruS6dO/DmrKk0aeLQvCpQt+qYl1dWVhbTp01j1uzZLF68mJUrV7Jn9+5ST2/nvKysLF6bMZN/v/Iic6IXEhvzFX/s+T1fmbr16jH24QcYOsL7h+LqnOeNXY7xAOt/3M2+/YdY9Po/eWTsdbzw1kqv5e4bfTXzXxrD/Jf/QXhoPRZ/salU+e99+RnXPjy+1PUpSUX3jQ3bDrLfeYx5z17H/bdfxOwPfyyy7C970zhWwpcMHbr3J6xZK/79t0gWzRzPzQ+8WqiMiDDi0bnMf+Z2po2+iLSkBC659vYS62qn4wBYv6whrXpRu9G5fD97IL+s+BdtBkz2Wq7xBYOoVa8xP7w2iA1vDMa5rfA26ov99rwL+9OwaSveGdeZVW/cwzV3v+y13NX/fJnPXx7N+w/2YOea/3DpzRNLzLbbulUV53JV7l9VpI1v3/kSGOB5fCuwMHuEiASJyDwR2SAiP4lIdmO5hYh8JyI/ev4u8wzvIyKxIvKJiOwUkQ9FRIqY70JguOdxHyAeOJ1n3g+KyDbP3wTP4GlASxHZLCLPe+qxzVM+UETeFZGtnrr29QwfKSJLRGSliPwqIjMq+oLFrl7NwIEDERE6d+5Meno6ycnlv2tmefP27NhJeERTHM2a4h8QQPerr+THuPx3om3dqSNB9dwnGLSK7EBackqxmavXrGfgdVe569KpHenpx0lOKXy313ZtW9K0aXiJdaxOeXauW3XMy2vbtm1ENG9OREQEAQEB9O/fn9jY2DJl2DVv1/afaRIRQZNmzQgICOCKflezbs2afGUahITQtkMH/PxLvoKruuV5Y5djPMB3P/zKtX07IiJ0bNuMY8dPkpJ2rFC5oDq1AHfP8clTpynynbdg/v9+JO1o6c8gKUlF9411m/dz1aXnIiK0b9mIYxmnSD1c+Fc5slyGuZ9sYczQzsXmdex5AxtWuXtR/9jxA7WDGlAvpHG+MnXqNeJ05kmS/3SfbbNr4zdc0HtwiXW103EArF/W0LZ9SfrfZwAcTdyCf6261AwufHJi027D+GPNm4D7tN7MjMLHbV/st60uGcD2/7rP+DvwywZqBdUnqGHjwgWNoWZt9+egmnXqcyztQInZdlu3SlUGbXz7ziLgFhEJBDoD3+cZNwn41hhzMe6e6edFJAhwAtcYYy7E3YDO+/VqV2AC0AE4H+hZxHx/BcJEpCHuRv+i7BEichEwCugOXArcKSJdgUeB3caYLsaYRwrkjQcwxnTy5M33LBNAF089OwHDRaRCv1fhdDoJb5x7gHeEh5PsdJ7xvEPJKYQ4cnv/QsLCOFRM43r1ii/ofOklxdclOYXG4WE5z8MdoThLaLBrnv3rVh3z8kp2Omkcnttgd4SH46xAY8pOeanJyYSF5x4HQh0OUitQl+qW541djvEAKanpOBrVy522UV1S0tK9lp06awVRo17lj8RUbhrQrdz1rYiK7huph04QFpL7E0thDet4bXx/9u1vXHpBUxo1qF1oXF4NQpty2PlnzvMjKYnUD22ar8zxIyn4+QXQvM2FAHS54kYaOCJKrKudjgNg/bLWquvg5NHcyxxOpidRq27hM45qN2xOWOS1XPSPhXS67XVqh5xTqIwv9tvgRk1JT81d3vTU/QSHFP7Zv5jXxjP0iSXc/fYvRPa5hR+WFH8GINhv3SpVGbTx7SPGmC1AC9wN1i8KjO4HPCoim4FYIBA4BwgA3haRrcDHuBva2X4wxvxpjHEBmz3ZRVkC3IK7kf1dnuG9gE+NMceNMcc85XqXsCi9gA88y7QT+API/tHKb4wxR4wxfwE/A+eWkFU8bzdtKG03g4V5xst0RZ1osOPHn1jz+RcMH3tX2atC+ZetOuXZuW7VMS9ftpdhFUm2U57X40CF1kP1yitiJoWHVcIxHrxvG0Ut7uP3DmTpO/dybkQjvomr2HXq5VXRfcN4SSj4vpZ6+ARrNu1j0JWtSg708jp7m8f8Z27nxvHP8+Dr3/FXxjFcWacLlSmc42V2JdfId3lWL2sp82r418R1+iSb5t7KgR8X0zbqX4Wn88F+63V6L/O5KOoeFj8zhLfubMO2bxfQZ9S0ErNtt25VhblM5f5VRXq3c99aDryA+/TvRnmGCzDUGLMrb2ERmQIkARfg/mLkrzyjT+Z5nEXx624R8CMw3xjjyvMGW55jUnHTlFgnEbkLuAvg1VmzGD16dL7x0dHRfLrEfVOXyMhIkg7mfhvsTEoiLCyMsrAiL8QRRlqe3pO05GQahDYqVC7ht928M+0FHn5hGsH16xeuy8efsWRZjLsuHVpzMCn329gkZwphYYUzi1Od8uxct+qYVxSHw8HBpKSc5+XZZ+2aF+pwkJyUexxIcToJCSvyvpWaVwQ7HeMXf7GJz77aDED7Vk1wph7NnTY1ndCGdYuYEvz8anBVzw4sXLqeAVcVf0q2L5RnW17+399YuWYPAG3OCyE5LSNnXPKhDELqB+Yr/1vCYQ44jzFq0pcAnDyVxajHv+DdqdcD0Gvw3fQY4H4PT9i5KV/Pbv3QZhxNKXza8d6fv+fV+68CoG23q3E0L7lhb4fjgNXL2rTbcJpeOBSAo/u3U6te7hkbteqGcyq9cG/tyaNJpOz4GoCUnd/Qzkvj26r9tst1d9H5mlEAHPxtE3Ub5S5v3UZNOXYo/w0Ja9cLxdGiEwd/3QjAzrhPuOnJpSXOxw7rVqnKpj3fvjUP+JcxZmuB4THAvdnXbXtO/QaoDxzw9G7fDpTutqAFGGMScJ/a/nqBUWuAwSJSx3Oa+424e8bTgaI+dawBRnjq2QZ3D/2uIsp6q8scY0w3Y0y3gg1vgOHDh7MoOppF0dH06duXFStWYIxhy5YtBAcHl/kgakXeee3akbQvkeT9Bzidmcn3X39L156X5SuTejCJWZOe5O4nHqPxOd7Pth9+8w1EL5hN9ILZ9L28Byu+/MZdl607CQ4OIiw0pGzLVo3y7Fy36phXlMjISPYlJJCYmEhmZiYxMTFc0afPWZHXtkN79u/bx8HE/WRmZrJ61ddc2rukE4U0ryA7HeOHXn8R7700hvdeGkPv7m1Y+d9tGGPYtiuR4Dq1CA0JzlfeGMOfB9JyHsdv/JVzIqz54qqsyrMtR/VtxetP9eP1p/rRo0szvln/B8YYduxOJah2QKFTy7t3bsLCmVG8P20A708bQK2afjkNb4C4pW/x/J3def7O7myNX87F/UYAcG77S/jr+BGOphW+Y3xwA/f68AuoydW3PkT88rk+WVar86xe1v0bo9k4Zxgb5wwjZde3hF9wAwD1mnXm9Ml0Th0rfClQyq5vaXCe+5K2Bud2IyP1j0JlrNpvN385h/cf7MH7D/bgt+8/I7Kv++ZsTdpczMmMoxwv0Pj+69ghatapR8Om7i8Yzr3gSlL/LPmjoR3WrVKVTXu+fcgY8yfwipdRzwAvA1s8DfC9wEDcjeXFInIz8F/cd00v77zf8jLsRxF5D/jBM2iuMeYnABGJ99xk7UvgtTyTvQ686TkV/jQw0hhzsuj7vZVfr169iIuLY1BUFIGBgUyZMqVS8vz8/bj9wft4/sH/w+VycfmA64g4/zy+XbocgCsHR7H0vfc5duQo7898GYAafn48/U6hlzy3Lj0vJm7tBqKGjiEwsBZTnnggZ9w9E57kyUn34whrxEfRy5j/wSekph1i2Ijx9LqsG09NmlCt8+xct+qYl5e/vz8TJ05k/LhxuFwuogYNomXLlsVOU1Xy/Pz9GffIQ0y6bwIul4t+NwykRcvz+Xyxu9d1wNAhpKWkct/IUWQcP45IDZYuiuatRQsJCg6q9nne2OUYD9Djopas27Sb4WPfJLBWAI/fOyBn3MPPRPPo+OsJaRDMs6+u4HjGKYwxtDrPwcN3X1uq/I+eeo4+XS8itH4D9i1eyVPz3mTe50vLuIS5KrpvXNKpMRu2HmD0pC+pVdOPB0denDPuiVe+Y8Id3Uq8zjuvn9evpEP3a3liwc+cOpnBR9NzL726+7mlLHxhLEdTD3Dl8AeI7HE9IjWIXz6HX3+K9fmyWp1n9bKm/fodjVr1pvs9n5OV+Re7lj+RM67Tra+x67MpnDqWTELcPNoPeY6I7reTlZnBrhVTCmX5Yr/dsymG8y7qzz/e2ErmyROsnHV3zrghk5cQ89o4jh86yKrX7yHq/z7CuFycPH6IlbPHlvha2m3dqoqrqqd+Vybxdr2IUr5wPCPD1hvb1uOHLcvqHFD4RjZKVUWmZuEb7ZzNnJl/lVxIeeUICCy5UCXK2Psfy7Icd3v7Xr38jsXEl1yoDJwbK/YzbgW9/NQLluZN/bzwnbvt4vEB1pwZlO3Gvm1KLlQG594fa2ne4pEVulduIWM/tPcNz4Lq1Cm5UOWpcpesj+0dWKmf7d/47q8q95ppz7dSSimllFJKqTKpqr+1XZn0mm+llFJKKaWUUsrHtPGtlFJKKaWUUkr5mJ52rpRSSimllFKqTLL03mFlpj3fSimllFJKKaWUj+ndztUZk/zze9VmYzvWLKqyq6CqqXBzyNK8LZml//mhs0GnoAaVXYUqy8pfjABombzK0jwr1WkxrLKrUCyr14XuF+VXI/1HS/NcdS+0NM/urP4FCit/lcEHd06vcnfuHt2jVqV+tp+37mSVe82051sppZRSSimllPIxbXwrpZRSSimllFI+pjdcU0oppZRSSilVJvo732Wnje9KJiLHjDHBeZ6PBLoZY+45Q/N/D1hhjPnkTMwvL2MMr7zzFes27SawVgCP3zuQti0bFyr33OzP2bn7IBhD86YhPH7vQOrUrumzLF/kbVy3jjdmvozLlcW1g6IYfsff843ft3cvM//1LLt37eKOsXdz099GFPvaVac8O9etKuQZY5jx4lvEr91AYGAtnn7iQdq3a1Wo3KKPP+OjRUvZ9+cBvo1ZSMMG9b3mbVn/Ax++MhuXK4srBg5g4O235Ru/dtVXfP7hIgACa9fmjocmcE7rwvOzOssXed7Ex8fzwvPPk+VycePgwYwaPbpM01elvIpkWb0u7H6ML6rOz8+YQVx8PIGBgTz99NO0b9++VNN6Y6f1UZCdlvVM5FVkeY0xzHh1IXHrtxJYqyb/emw07dueW6jcY/+aw8+79uLv70fH9ucx+eG/E+Bfuo/tVq4PO60Lq98fra6fUqWhp51XIyLiV9l1yGv9j7vZt/8Qi17/J4+MvY4X3lrptdx9o69m/ktjmP/yPwgPrcfiLzb5NMvqvKysLF6bMZN/v/Iic6IXEhvzFX/s+T1fmbr16jH24QcYOuK2QtNX5zw7160q5AHErd1Iwr5Eln0yl8mP3sfUGbO9luvSuQNvzppKkyaOIrNcWVm8/+IrPPTCNJ5b8B7rv/6GxN/35isT1qQJj896mWfnv0PUHbfz7oyZPs/yRZ43WVlZTJ82jVmzZ7N48WJWrlzJnt27y5RRVfIqkuWLdWHnY3xR4uPiSEhIYNmyZUyePJnnpk4t9bQF2W19FGSXZT0TeVCx5Y1bv5WEP5NY/tFUnnjk7zz74gdey11/zaUsXfAsn7z3L06ezOTTFd+dkfrlZad14Yv3RyvrV125TOX+VUXa+LYxEblBRL4XkZ9E5GsRCfcM/0JENnv+jojIHSLSQkS+E5EfPX+Xecr2EZH/ishHwFZxmy0iP4vI54Ajz/yu8sxrq4jME5FanuF7RSTU87ibiMR6Hl+Rpx4/iUjdsizfdz/8yrV9OyIidGzbjGPHT5KSdqxQuaA6tQD3N7knT51GvNzX0Mosq/N2bf+ZJhERNGnWjICAAK7odzXr1qzJV6ZBSAhtO3TArxTfalenPDvXrSrkAaxes56B112FiNC5UzvS04+TnJJWqFy7ti1p2jS82Kw9O3YSHtEUR7Om+AcE0P3qK/kxLj5fmdadOhJUz30oaBXZgbTkFJ9n+SLPm23bthHRvDkREREEBATQv39/YmNjy5RRVfIqkuWLdWHnY3xRYlevZuDAge59r3Nn0tPTSU5OLn1AHnZbHwXZZVnPRB5UbHlj4zYzsP9l7mkjW5J+LIPklMOFyvXu0RkRQUSIbH8eScml/yULq9aHndaFL94frayfUqWlje/KVztPA3Yz8K884+KAS40xXYFFwP8BGGOuN8Z0AcYAfwBLASdwjTHmQmA48GqenEuAScaYDsCNQFugE3AnkN1IDwTeA4YbYzrhviRhbAl1fxgY76lLb+BEWRY8JTUdR6N6Oc8djeqSkpbutezUWSuIGvUqfySmctOAbj7NsjovNTmZsPDc3sRQh4PUcn4oqW55dq5bVcgDcCan0Dg8LOd5uCMUZxk/WGc7lJxCiCO3fiFhYRwqJmv1ii/ofOklPs/yRZ43yU4njcNzv6BwhIfjrMD6sXNeRbJ8sS7sfIwvitPpJLxx7qnsjvBwkp3OUk+fl93WR0F2WdYzkQcVW15nyiEaO0JynoeHNcTppfGdLfP0aT6PWUfPSzqekfrlZad14Yv3Ryvrp1RpaeO78p0wxnTJ/gOezDMuAogRka3AI0Bk9ghPT/QHwG3GmCNAAPC2p+zHQIc8OT8YY7LPzbkcWGiMyTLG7Ae+9QxvC/xujPnF83y+p2xx4oEXReQ+oIEx5nRZFtzr2SJF9Co8fu9Alr5zL+dGNOKbuB0+zbK8bqZwmlTgpxyrU56d61YV8tyZhYdZuj6K6Arc8eNPrPn8C4aPvcvnWb7I8zoPL8MqsnbsnFeRLF+sCzsf44vkdecr577nZVhlrg8vMyk8rBKW9UzkuUPLv7ze10fR5ae+uIALL2jDhRe0KW3tLFsfdloXvnh/LDQPL8Oq3I9In2F62nnZ6Q3X7G0W8KIxZrmI9AGmQM6124uAfxljtnnKPgAkARfg/lLlrzw5xwvklvX4cprcL2oCc0KMmeY5df16YL2IXG2M2ZkvVOQu4C6AF566g6Dgunz21WYA2rdqgjP1aE5ZZ2o6oQ2LPnPdz68GV/XswMKl6xlwVWcWf7HJsizA8rxsoQ4HyUm53zinOJ2EhIUWmVWS6pRn57rZOS/6489YsiwGgMgOrTmYlPvNfZIzhbCwRuWqX4gjjLQ8vSdpyck0CC2clfDbbt6Z9gIPvzCN4Preb9xmZZYv8rxxOBwcTErKee5MSiIsLKyYKapuXkWyrFoXVeUYn1d0dDSfLlkCQGRkJEkHD+bOo4qvj4LsuKy+zKvI8i5a8i1LVrhPkY5s14KDztxLf5KSDxHWqIHX6d58dxmHDqfzxL//7nW8VfUrip3WhdXvt1bXT6nS0p5ve6sPJHoe35Fn+DRgizFmUYGyB4wxLuB2oKibq60BbhERPxFpAvT1DN8JtBCR7Nub3g6s9jzeC1zkeTw0O0hEWhpjthpjpgMbgXYFZ2aMmWOM6WaM6fb3YX0Yev1FvPfSGN57aQy9u7dh5X+3YYxh265EguvUIjQkuOD0/HkgLedx/MZfOSfC/aHByixf5GVr26E9+/ft42DifjIzM1m96msu7d27ULnSqk55dq6bnfOG33wD0QtmE71gNn0v78GKL7/BGMOWrTsJDg4iLDSk5BAvzmvXjqR9iSTvP8DpzEy+//pbuva8LF+Z1INJzJr0JHc/8RiNz2l+RrJ8kedNZGQk+xISSExMJDMzk5iYGK7o06fMOVUhryJZVq2LqnKMz2v48OEsio5mUXQ0ffr2ZcWKFe59b8sWgoODy/1B3g7royA7Lqsv8yqyvLcMuZL/zJvCf+ZNoW/vrqyIWeuedvtugoPqEBbaoNA0S1asYe0P25n21N3UqFHyx3VfrA87rQur32+trl91lWVMpf5VReLtNA515hT3U2MiMgh4CXcDfD1wsTGmj4gYYDvuHmlwn6q+A1gMZAD/Be41xgR7eswfNsYM9OQL7h71K4HsU8wXGGM+EZGrgBdwnxGxARhrjDkpIr2Bd3D3rH/vqV8fEZmFu/GeBfwMjDTGnCxqWZP/v73zDpO0Kt72/RBkkSQqKCpIkCCSRBAQPgMCigKiSEYRI4oSzIoKYkIxgJhAERFFgogEJYkEyXFJAgbQn5hRCQKKsM/3R53e6entmZ33vKe3e3fPfV1zzfTb0zU13W+qU1VP/fI743Y223zx6PO46oY706iXV7LGs5YD4L2fOIkP7vMKnviExdnnwON58KFHsM2zVlqW977t5TNFcAZhq4S9fz99u3H2rr7sco764uHMmDGDrbbdhl3f+AZ+cmqsUL9yh9fwz3v+wb5v2IuHHnwQaQEWffyiHHXiD1hs8cX6vpfzk71R9m0U7T3F40V5bHPoYV/j8iuvY9q0RTj4owfwnGdH+eI79/8YHztwP5Zd5kmccNLpHHf8D/nHP//F0ks/gc1esAEHHbg/N/1v0XH2brziSr5/xFeZMWMGL3zl1my35x78/MdnALD59ttxzKGHce1Fl/Dkp0bf3AILLsjHjzmq7/9a0lYpe2sv9oQJ7QNc+otf8PnPf54ZM2aw3atexZvf/OZJf392jLK9prZufvDemT+X+CxW+ft5M38etXP841fcabbvn20OPfRQrrj8cqZNm8bBBx/Mms95zmxfNxFNPo/uzwLafx6zOy6G+b8Ow16T/3eBB66f5bWf+dL3ufzqW5i2yOP4+IfeyHPWWBGAfd53OAd9YE+WffLSPO8lb2G5pzyJxz8+Cg5f+sL1edsbtmPGEusX9W92DPuz+Nv/xgo5S1xvl1142ix/I9e/xR7/+Kn8y02Y66rcd93gcUMNJH9w7SNz3XtWg+/KHKM3+J6X6Q2+K5U5RW/w3Zbe4HteZ3ZBRmViegO+tnQH36PGVILvYVL6s6jHRT69wXdbphJ8z0t0B98lmF3w3YQafNfgO4fa812pVCqVSqVSqVQqlUbMmDFsD+Y+as93pVKpVCqVSqVSqVQqA6YG35VKpVKpVCqVSqVSma+QtKOkWyXNkLTBJL/3ckl3SPqNpA92bX+ipPMl/Tp9X3p2f7MG35VKpVKpVCqVSqVSacQ8MOf7FuA1xDSovqQRz18FtgbWBHaVtGZ6+oPABbZXBS5IjyelBt+VSqVSqVQqlUqlUpmvsH2b7Ttm82vPB35j+07bjwAnAq9Kz70KOC79fByw/VT+aP2qXyP1Bbx1frE3yr5Ve6Njq9obLXuj7Fu1N1r2Rtm3am90bFV7o2VvlH2rX7O+t8C1XV9Z7zVwETFKud9zrwW+1fX4dcBX0s/39vzuv2b3t2rmuzKKvHU+sjfKvlV7o2Or2hste6PsW7U3WvZG2bdqb3RsVXujZW+Ufat0Yfto2xt0fR3d+zuSfibplj5fr+pnsw/9xpllF73XUWOVSqVSqVQqlUqlUpnnsL1FSxN3A8t3PX4G8Kf0818lLWf7z5KWA/42O2M1812pVCqVSqVSqVQqlcqsXAOsKmklSY8DdgHOSM+dAeyZft4TOH12xmrwXRlFZikZmYftjbJv1d7o2Kr2RsveKPtW7Y2WvVH2rdobHVvV3mjZG2XfKgWR9GpJdwObAD+RdG7a/jRJPwWw/SjwTuBc4DbgZNu3JhOHAltK+jWwZXo8+d9MzeGVSqVSqVQqlUqlUqlUBkTNfFcqlUqlUqlUKpVKpTJgavBdqVQqlUqlUqlUKpXKgKnBd2UkkLSMpGWG7cdESHqmpC3Sz4tKWmLYPlXKIWkxSQsO24+5ifSeLdD1eAFJj8+0tYCknQr6VtReZbQY5WNV0o5T2TYvImlpSesM249+SFps2D7MbQxiX673UpVK7fmuDBFJAg4iRAxELAY9Chxp+5Bh+taNpLcQMxqfaHsVSasC37D90gxb04BtgP8HPA14GLgF+EmXeENTm8sCm/bYu9b2jBx7yebSXfZ+l2NL0ibAHsT/ulyXbz8Bvmf7vgybCwDrdvl2q+2/ZtrZBdgd2BD4L7AI8Hfgp8DRtn/d0GbR/3dA+8qCwFPoGjNp+/8ybV0JbGH73+nx4sB5tl+Qae8S2y/Mee0csldk30u2RnZfkfQM4tiYxRZwdtNzgaQ9gf2A1dOm24Av2/5uEzs9Nu8Cfggca/uXuXa67L0G+CywLHEtEmDbS2bYut72+rPb1sDeMsBbgBUZf9y+McdesrkN8NM214guWxcB2yXfphPn0Ittv7ut7RJIegHwLWBx2ytIWhd4m+13NLAx6Wdn+/pM354CfBp4mu2tJa0JbGL7mEx7NzPr7OH7gGuBT9r+R0N7pfflYvdSyd6pwLfJOC9NYO/pwDMZf5xd0sLeYsDDtmdIWg1YI/n6v7a+VuZuavBdGRqSDgBeAbzV9l1p28rA14FzbH+phe1iFzVJ04HnA1fZfm7adrPttRvaORjYFrgIuI6YBTgNWA14Sfr5PbZvmqK9lwAfBJ4I3NBjbxXi5vQLtu+for2lgH2AXYHHETdR04hg7Urga7YvnKKts4kZiKcTF/7e/3Vb4Iu2z5jQyHh7qwAfALYAft3l22rAQ8BRwHFTvQBLuhj4WfLvls7rJD0x+bcbcJrt7w3p/z2YgvtKsvkuYrHrr0DnfbLtrEyVpOm215vdtgb2PkoEeicBD3a22/7nMO0NYN8b2X1F0rHA04GzJvDtecAHp3pDKun1wAHAu4HriaB2feAw4IjcADxly3YB9iIWbb8NnDjVc10fe78BtrV9W87rk42tievZTsQ+12FJYE3bz8+0eznwC+Kzfayz3fapLXz9HqHseyqxgNHm/77B9nMlvRlY3vZBkm7KPa902S0SCEm6CngtcEbX9fsW22s1sNG57k0DNgBuJPbldYj7gs2a+pXsng0cCxxoe11JCwE3NL236LL3OWIfOSFt2iV9vx/YzPa2U7QzqH15OgXupbrsbUGcAzYGTgG+Y/v2TFufBXYGfsnYcWbb2+XYSzavIxYxlybuoa4FHrK9e67NyjyC7fpVv4byRQSMT+6zfRniAtTG9tnEhePG9Hgh4OZMW1d1/O2ydVOGnVfO5vllgQ0a2DsMWGGC5xYCtgd2aGDvfOB1wBP6PPc84HDgTVO0NcvnmvM7Xb/7A+CFpAXDPu/b/sCeDewtXOJ3Bvj/Ft1X0mt+AzypyWtmY+8yYP2efeSKFvbu6vN157DtDWDfG9l9BVhrNs8/DnhWA9+uBFbss31F4Mq2+2Cy9ULgj8QCy3FN/OuycVkBP9YlZrz+Pn3vfL0GWLqF3ekl3qc+dpcE3pY+oyuIjOQSGXZuJqo3zgM2TNsaXx97bH4W+B1RhXRm+joj09a463f6+cZMWycCa3c9XosI+HL/z2v6+Jb9effbjzvbaHD/M8B9uci9VB+7SwF7A38ALicC8ilfv5ONO4BF2vrSY/P69P1dwPt7P+v6Nf9+zVxRrFSGwMK27+ndaPvvkhZuafvJtk+W9KFk81FJj83uRRNwsaQPA4tK2hJ4B3Ez0AjbP5nN838jMk1Ttfe+SZ57FPjxlJ2L12w5yXPXEZmXqdq6B0DSmu4pC5X0YtsX9fvsJ7G36yTP/Y1YGJgyTmVfkraw/bMe//a0fZwblIZN5X9p+P/+JPkyzfZ/evx7ctN9JfEHogSxFPsDp0j6U3q8HJE5yML2SiWcKm1vAPvePan8/1zbW0z0Ow3szXJeSSXyi9u+v8m+YvuWPraWJjKaN9l+hFjEmSpL2v5dn7/zO0mNS7q7fFoQeCVxk70i8AXg+0SW6adEpr4J10o6iThn/rfLzx9N1YDtG4EbJZ3Q5NwxBc6S9ArbPy1oE9v3p7LdRYlj+dXA+yR92faRDUwdQsy+vdT2Nal6rVHLTh+2B1a3/d/Z/eIU+EMqPbekxwH7Eq0POaxh++bOA9u3SFqvhW8PSnoSqVRc0sa0O0cvLmkj21cle88HFk/PPTpVI/325a7zwL9a+FfkXqqb9P7tQSQObiDOA5sRiwUvbmDqTmBhuo7/Aii1GO0OvCltq3FXpe4ElaHySOZzU6HkRe2DxInzZiJT8FOihyyL1PvzPmYtqds8097xwDud+kQlrQgc48w+qmSjVO/Tycm/zxEle58jyvY2aeHbC5i1/zG3f/RjknYA3kvcpHyLuPgel+lbsd7RxDWS3mL7ymR/B+AzNAguJHV6L+8ELpL0E8YHGF/McSzdaK9B9PIKuL1t0FHys00lz7PQ1F76TCekSYDW9ZrHJD0kaSlnaB/0Q9IJRPbnMWKhbClJX7R9WIati+jp45WU08f7cOZzs+PXwIXAYbYv79r+Q0k5ff5LEi0EW3VtM9D4swWen1oBOufPzjlg5QxbEP3yH5b0CNA5vtqcU5C0HbFwsQpwPPB8239TCCbeBkw5+LZ9ClHy23l8J7BDrm+JkoHQ3sARRDvF3USGfp9MW7dJ+hbwPWL/2IP8QB6iHeMMYBVJlxFVf69tYe9NwLEK/Q2AB4A3pd7jz2TYOz/tK23PAx1K30v9iOijPp5oG/lzeuokSdc2NPcQMF3SBYy/Pu6b6x+xqPUhooXt1rQwNaXWvcq8Te35rgyNlIl+sN9TwDTb2dlvhUDKkURZ2C2ki5ob9MgOCkk3At9g1h6+KWeWe+y9jbG+yqcTgf17bGetKJfsfUoX/c8SJclLEKvSn3WmOEoK5FchbgS6fcu6QEoS8B7iRgDgY7Z/kGMr2WvdO9pjb22in/UiQvzqScCbbd/dwMZBkz1v++OZvj2e2OeeafstCvGc1W2flWmv9GfbHUBMA15KlAE2urlNfdATYWcKX0k6mehVPJ/xPem5/+902+tJ2p043j4AXOeM3ttSfbySHqJ/plzAyrazFKglbWb70p5tm9q+LMdeSSTdTpyPe8/vjcSuBomk7wLf6regKumlti+Ygo332/5cOs5muZFsE7SkjPy6QMlAqDUKYcO3E60OAJcAX++tTmpocyHGFjDvyF3ATNUg+9r+kkK/RbbvzfUr2SxyHhgUkja3/fNCtvbst9121kJ8pTIZNfNdGRq2BzYuxvb1kl5Ei4ua+iuHdv+N3AvQo7a/nvnafn4cJelWYkX1HuC5tv/SwuT2lCv5+x+R4VqUCIDuyg28ExsQgi+lVg2XBjYCfgs8A3imJLWw/9dSgTeA7ZslfYpY2X8AeGGTwDvZyAqup8CxRIDRqWK4m8iAZQXfFP5sbb+r+3G6IT0+w85eJfzpw0/SVykWVrTrbA98xfb/JOW+lwtJWo7QzTiwhU/PbvHayfgyIdzWzZF9tk0JhcL7kcTUCAOXAvs1PdYS99k+O8ePSfzbjrGA76LcBa4u/twbeEv6rO0PTCXwTnTOc00zjFPhjPSVzUSLAh1yAnnb/5H0VUKs07QIlpOP+wDfd5pIoBjVtqvtr2X49pikVwFfKlVNQ7nzAAAKlf1PMGtVSKMqju5qpH6VSZnVSMeltoROVVmrzzb5diH9F6ayqhwr8w41+K4MDYWy9IQ4U+U42V6QUOtckdjPt5LUtMR2m/S9U6LWuXHfnShRyuVMSe8ATmP8qn6uqvPrgI8CryfUV38qaS9H31YOJUv+riFUnTcksrZHSXpt0+xjF7cATwX+PLtfnCJXAofa/rakRYks/WVA1rgsCvSOdiPpGCIbvA5xU3CmpK/Y/mqGrfOBHTvZkNTDd6Ltl+X4Bqxie2dJuwLYfjhVEuRS+rPt5SFg1TYGJL0SeA6xkASAM8ciDiCj8g1CpOpG4BJJzyRUjnPo9PFe5hZ9vLZ/n/n3+6Lon3wBsExXOwVE2XibxdxjCYXozgzjPdK2CXUwJuFCSYcRJevd54DccVSHEufP76dN+6XM/wdz7CW2JCojutm6z7YJ6aqsOqk38yvpyS18KxUIdRYFNgXWZEy1e0ca6Jd0I+nFREvS74jAcXmFRkjuOKq3dJ/Lbf9LMY6rcfCduEzSV5h1wkPWvkf5fv7DCdG2m1susk6m2p7VLjKAzxaina3DNKIdY8q995V5l1p2XhkailmtJk50vdj5PXJI+inwH6K3aGamNScLKOky25vOblsDe3f12Zz9/0r6MTGu7W/p8fOJOdXrZdorVvInaQPb1/Zse53txhnI9NoLgfWAq3t8yxoHImkF98y5lvTC3AvuBCXKbUqTDwAO79yopOztF22/afJX9rU1vXef6JQVZvp2OVHKfZnt9RUjuX7ghmNoJJ1JnAeWoOxn27ELEZg9Gzg5N2iR9A3g8cBLiD7F1wJX53wWyd6qRB/mmowP5hufBxQCa6+1fXLXNgELOsQXh4KkB+iffczNeL2IEFHam1hs6PAAcKbtrMBggmNjlm1TtNWvp9O52S5JNwHreWwc4oKEYnJOO8HbCZGrVRjfDrAEcRzvkenfW92jS2G7qehdt80X0xMIERMFckaNXQhs5THhsIWB82y/JMPWdcButu9Ij1cjznnPa2orvf4mYN2u8/uChPr3czLtFd33SpP8e2nL6reBUPqzneTvXGz7RSVtVuY+aua7MjRcWN24h2fk3JxMwGLdPYYKUaisXkUYiKrz9j2Pr04BeC6tS/66fLkWQNKyjAUYF7cweXBbn7qx/X8pA7wqXQFQC3tFS5TdM+s+lRNmBXvAY92LDSkz2mb19SDgHCJD8H0iw/SGDDufb+HDVO0+Cvw+s4y4wwtsr5N6Hj8u6QvkCXJ1OJZ4D79EBPR70X8hcrbYniHpncDJXdtMZpYl3Xh+HXiK7bUkrQNsZ/uTDf1aIufvT2LvYkIx+TuFs+r3SNqDGCsHsCuQ1aOdE9RNgScAncqopVrYOYEYw/kZQvyqwwMtKs12B76tEOnr6FK0Dfa+QATM4wIhQsugKU8jFhc6/9/iaVsOC3d8ArD9K7WbzHIuIUr6DeJcvDdxTs2i374n6SlN7Whw/fzvJyrzLqaA6CcUrUYq/dn2VncuQOy/T21jszJvUIPvyrzK2ZK2sn1eAVtvIm4uOjc99wKNM5lK4iD9epSgVWnytOTjuAtQjo/Jj2LlsJK2Bb5I3Oz8jej1uo3wNce3NoH7LCiEZPYj+r2nEwJYV9Dw5nFQNysls6NEz96l6cYHoof0rTl+JR/Ol3Q98Z6J6JGd8oisLjtFP9Nuu+nGc8O0qe34o44690OSnkYEZ20W0ha1fYEkpUDyYEm/IALyHM6X9F5mLTnNCaq+SQg3HpVs3KRQU28UfJdG0uG29we+oj797LlVEsS58ivEQoiJWcFZ58/kZ7H2BOL4vyFlDUUctx/KtGXHmLdZ1L4lPTFnX3EBXYo+lAyEDmXs/QN4EfmLuNcqWoG6W9CyStgTHyDEPt9OfLbn0UL9u0O6V9kB2I2o+Hl6QxOD6uf/FPBv4rh4XFtjE1UjZZor/dmSXt+p7nwUuIv8xfPKPEQtO6/Mk0h6NTEOZAFC9KvtyCcUc2nlTDETSR93qIWWLk0+BbiduNAeQlw0brO9X0M7J9veSRMIzWWWOd5IBLI/c6imvgTY1XajoE/SpbY361PG2upzTf/rhsCVDqXoNYCP2240r1rStrbPVGHFVEmXMpYd3ZaUHbWdFaApejE7wfIVOcFyl61Ngem2H0xZw/WBIwpnJLORtBNwGKEUL2IG9Pts/zDT3kcJUa6XAl8l9sNv2f5opr3Lkk8/BH4O/JHQH1g9016xdhZJ19jesLstIbcMuySSnmf7ulR+PguDWshpQun2hGRzOeI8JeAqZwpqSjrL9jbq3/KVu690dCn2Inq0DycE/xrrUnTZ/HbyrzsQWii3skjSUwlhTWj3/i1CaMBsRrx3lwBfcxlx0lYoNEu2I+4D1iey/dsDl4xKmbeka21vUNDeTV3VSOsoRqz9yPZWs33xrLZG9rOtzHvU4LsyTyLpTuLC01bYA0kf67e9RSajKBobB9K5AC0MnNu0z0vScrb/nMqRZyEnqOpcbFMQ/txUHnu1G/YFD4quIGM6sJHt/45CkNFB0nW2nyfpZttrp22/sP3/Mu3NUmLv/P72mwhtgHWA7xIj0V7jEelnS/vclh7TQliGWARat4DtRYhxiNmqwpI2JDJMTyAUgJcCPufUOztMJJ0NvBM4xdHP/1rgTba3HrJrRRlExUqpgEDSGrZvV4zNnAXni2gVRf11Kb5g+80tbBYLhDTB3Pfc815J0gLmwbScCa9o+3khkTk/kVjM+41btLilheT9iIkxEOeqL9v+bgubhwI/L1SRiKSrbG8k6UpCyO0fwC22WwlrliLdi3WPprsIOMotVdQrcz+17LwyEkjaDFjV9rHpJnlx2/0yOVPl18RJuMTqUvcs8mmECnr2OClJTyCUyVek6xjMLU0mMvsA90paC/hLst0I239O33+f/FyS9ueIe9PN5yXA9yX9jZZqnymAXJ7x713ujejd6fP4MVG2+y/gTy1824Ao7+7cTHX8y9Uf+I9CTOvXip7ePwLLZvpWpMS+i0dtWzHe5su2j5ko8z8F3xYEjnOG4NMkLNAJvBP/ICphstDYWKB70yLN4yW9wxljgQBsX5N+/DeRNWyFxuaur2D7rWo3d30f4GhgDUl/JMolsz8bpTFWs9vWwF6RoIXBlNeWak94N9EW8oU+z5kWfdWpMuznncWjdA58se0fN7XlHl0KQnn+jn6/28Dmf4l2pexe4C7e1/XzNOD5RDnwlN+/QVSFJY6hz0z4DNYC/kXsz7c7xo5l3/tIej2wP7EPXk8cX+sDhymmxuQG4PsA75f0X8pUJJ6V9t3Dkp+mYdn+AD9bCN2MhRlTr39d2pa9MFWZN6iZ78rQkXQQMeN3ddurpRuWU5ypJp5sfgdYmRCXKSLs0WV7EeAMZ45oUqhEX8msSuy5pclvBk4lMpDHEoIyH7P9jUlfOLG9txHl6w8zdjHKLUlcjFCdF1E6uBQRwGSJGUn6BCHqdSdj752bZvknsP2i5N85th/JtHEHcbPX+9lmlWKXzI6WKrHvsncxIQ60F7Gy/3eiDH3tTHvnAtvmvvd97B1GHBMdEa2dCSXh3ICvtFr8asS+0rtQk6uKfRJxE/96h0jaokRrwXqTv3JSm4sRixgP5NpIdq63vX7Ptptyb2wl3U6foKXFeWVH26fMbtsUbZVuT5jmWUd5zbKtoc3S+/KTiRFeuxL9xafZfu/kr+prZ5CBUOdvLE+cQ3dt8JriVWHJ7lW2N5r9b07J1hpEyfnOhL7KGsDaziixT5nkXWz/rmf7isR4yo1bO1yY3GqkQX22yfaNvZVW/bZV5j9q8F0ZOqnk97nA9R7rL8y+MUuv79sT64xRY31sL0308GWVNvW7ER0lJP0a2MQt+oH72ByXRXf+TPM7iBuKIgFaslksk67Um17Kt5KULrFX9FHuBlxj+xeSViCyZ1lZEUlHEdmVMxgvGNZGCXcHQoVdRO/jaS1slR4LdCMxLqs3gMydQdxp8bih6zza6EZP42dnz0LTz0Jjo61WBn7b9VT2aKtkt1jQkuz1WxxofZ7ODQgG7Vu/66u6WlumaGMJ4NXEOWA14DRgZ9vPaOHXwAKhrr8h4rhttEiYjvdzbW/R1ocum4cSYxCLzITvsrsBsRCyI3C37Rc0fP0vba/Z9LlJ7A2khSJ9Jq9k1irCxteM0tU56fXXAzva/m16vDLww1G+/6vMGWrZeWUUeMS2O2VSKdvSihJBdoeeVfgFgWWILGQux0t6C3AW4y+4uQHpEyhbxv5b4KHM146jJ4s+g1RmRtyM53ALkQX+22x+b6r+9c2kk1/SeZCkbzHrjPRcJfuSZexFS+xTRuWLXY//j+j9zuVP6WsBIjhrje1TiaqQEhQdC0SU7X+9iGfBIynb3TmPrkLXPjhFio4GYzCjrQAuTJUNrYIWSVsDrwCeLunLXU8tScP2GE0yzSKV6jY6B6TFracDi0p6LswUR1uSEHRrw7WSvshYZv5dNFd2/huhLP0R4NJ0DX91G6ecWp+Ad/QLhAh18EZofD//AsB6wI0Zvj0m6SFJS7VZTOmhs4DULULWqqUAZo74vFYx/aBvz/tseDjzuYkYVAvFmURl3bhKs0y2ZNb9a+s+25rwPuJcdSdx/D6TAi1GlbmfmvmuDJ10gViVOPl9hhjxcoLtI1vYXIaYKdk77qXxSb5nFf5R4K+2s/uWFb2jnyJGlrUq6072SpexP5coX7+K8Te2OeJDRbPoKRg9nQjCu33LGjFUOpMu6XtEud+tjC+Lz1WyL1rG3mW3dYn9oJC0mO0HZ/+bs7XzGuCzRI+8aNlfqOi9fxtRTjxzLJDtrF5NSQcTAcxplFmE24pYqFkz+bYpsJftCyd94QCRtKTt+zV+3u1MWvyv/f4nNz2/S1qXCMYOAbqFNR8ALrT9rwa2ik6zUOgnvIEIzLp70h8AvpO7oJdsLwZ8FNiCsX35k02OO4XQ2i7AYsQiy0nA+bnXsR7bxdoUNF6H4lHgd7Yvy/TrZEIr43zGV+fkLnSPJJIeAn7T7ylgZduNEiSS3mn7K0WcG2+3VYVksjGQ6pwu+4sQonUi+vGrenqlBt+V0UDSlsBWxAnqXNvnt7R3HnEz8F4iQ7Un8PecEiJJx9t+3ey2NbD3W6Lst1RAWrSMXdLVwKUUCOYlnUMoYJfKpN9KzB7u9S1rxJCkU4G3e7wwVxv/GpVuTsFe0TL2FGx0lNJ/YbtxBmhQSNqEECBa3PYKyde32X5Hpr3fED3k2eKIg0QFR4N12XwSY6Pkrmx6jlFh9W8NYLTVIFC0xTzYWUhJ5ayLND1vpQWa19o+uaBvO6QKjpEkldLuSgTiqxKjEU+z/asMW8UDIUn72T5idtumaKvoKMlks+RM+CJMVPbfoenib+l7lC67nwUucAv1dIU6/9IUrM7pV/3STZuFs8q8QQ2+K0NH0krAn50EZFLp5FPcI/bR0GZnRNPMlVFJFztjDFLvhUPSQkTPWKO+p67Xn0GImZQKSA8gFJNLlbFf3rRHbBJbxbLoyV7WZziJvdKZ9G8CX7L9y0L+vZS4sW1dxi5pP+AtRKkuRL/m0TkVJhqAOrmkq4iZyGd4rGf5FttrZdq7zC1EG7vsDFwEqgSSLrD90tltm42NgcyrL4WkPWx/TxP0pjtTH0AhMLWF7X+nx4sD5+WcByVdYjun1Hcym0UCNEmH295f0pn035ezzntd9tcmzlc7214l4/WDCIT6ZdFvcL643KLERIFWiu7JVvGZ8KPIAIPvVwPfI9oJWqunl1qc7qp+WRZ4AXH9FvE5X2R70uC8Mu9Te74ro8ApxAmqw2Np24YtbHbGb/053bj8iRixNGUkfQj4MNFzd39nM/AIMYYnl8eA6al0snVAmvw5jCg5nVnGTn5f9YWS3kr0U7UN5o8iZo6W6MkCuE7SZwhRrhICNccRpcml/NsM2DNl+v7L2M1AboC2F1HGvjDje9JzVs7fRFRcPAgzswZXEMrMjXD0Py4j6XEly9Zt/0HqTo42H7/TlXW4VqEA/mPaLVzsl75v09SXyVCM85kFNxSskzSNuIF/skI8sLs3+GlNbNk+M30vHmSnz2UzYv/9hTPGWhElzlC+N31aJ/AGsP1vxei2HM5XtFKdxPjS5NzgsW+Alunb8en75zNfPym2bybOpR/OfP19wH1EAI+kZYkFh8UlLe7QlZgSknYlxOBWSgveHZYgxr81RtK2xHv3uGR3PeCQFosWL/DYTPiPS/oCeef2jn+LADswq/7LUDPpwDpd91DdtB019gVgE+Bmt8wkStqX6EvvvP/fk5S1OG17r2TzLGBNJy0DScsROguV+ZwafFdGgYW6b+BtPyLpcS1tfjKtor+HCC6WJEbTTBnbnwE+I+kztj/U0p9ufpy+SvFu4FmlytiJGxaA7v85N5h/1PakCsoN6WQrukedtBFsucf2l2f/a1Pm5QVtQahrlypjF+OD2ccYXwbclN8Bl6Ub2xLq5H+Q9ALA6fjfl7E5zE3Ytuvnh4h2lpnu0fDmtnPj1Cm1VI9yfwu6FxenEb3k19NctO5txEzep6XXd7ifzBs9FZ5XL+lrwLMYG/u2t6Qtbe/TxI7to9L3YoKaiQclrd9ZxJP0PPKEpSA0SyBmGndosxhaLECzfV2qWnlLyaqV0qQg94vEPv03Yj+8jcj+T5XLgT8DT2a80NcDwE2Zrh1MzAm/CMD29FS5l0upmfAdTicWL66judjiILk5t9JgNvwauKVt4J14M4UWp7tY0WMiggB/JSYDVOZzavBdGQX+Lmk722cASHoV0CqQtH1W+vE+ImPQGKXxGMAp6jMiIzfbOoCs0q0UUicHsN3m4t9LySw6trM+y0kokklPWZl/T9YL1/mdhv5dKWnNQmXs3wauktQZt7U90WOdS2l18r2BIwiF5z8S6uKNgjMYyzqURuOV+1tXmNh+V4/9pRjLTDaxcwRwhKR35WRpJuD79BH6a8GLgLU6N8mSjku2s0jZ/jcxayl2lrAhsXhxiqSO+v9yxLzkxhQ+f0LhAG1QVSuF+SSxwPoz28+V9BJSNnyqpHPx74nMaCketX1fT3VOm8DvLMUEisOIhTMT1Q25PMN26QXgUebPwEWSzmb89TtnAbj04jTJt3OJRUcTughDE8CsjA41+K6MAnsD35f0FeJk9wdidFZjJH1skqdtu8mIsKLjMVKf3dGEwvT/ep5bmVC2/Z3tbzexS6Eydkmb2b50kueXJHrdbmlgtkgWXdIehAJ+30BAMVZpucn8n4BSmfTTFfOzTweu61o9X5lY/NkJ+Cbww4Z2i5SxK4SgrgIuTjZFKGHf0NCfmXSyjyqkTp4qN3Zva2eAvBd4TsEKk14eIgSrcvm2pI8Qx+hbJa0KrN61ENmEv3cWQwtxB7ACEQwBLE9+9hFikeJ24GXEgsju5FVJAGD7GklrMF6V+H+zedmESFqLUJ3vXhjIHcNXOkCDQlUrGoD2Q+J/tv8haQFJC9i+MGUim/h2qe3NJD3A+AC5TanzLZJ2AxZMx9e+RIY9l8851K9PTSXK04jRWblcLmntVP7fGkmbEtn+TgVM571ruuB4Sgl/+nBX+npc+mrDsZRdnMb2O1NfekcD4mjbp032msr8QRVcq4wMCpEb2X6ghY339Nm8GJEleZLtxXNtt0Uxt/XdRE/WP4G/ExfblYixHl+xfXqG3SLiSJK+RMwdPYcoW+v49ywigHwm8B7b1zT1sS0KsbA3Jr96fXsRUSnxQdu/ntO+dfn4CiII2JQQDXqUCDp+Soyk+kuGzb6qs5Nl2CexdYXtYlkglVcnX5nIfG9M3CxfARxg+85SPrdB5ZX7u0WvFiCCtZNtf3DiV01q7yTi2Hi97bUUwlBX2F4vw1YRob+u/3Eposz+6vR4I+By21s09S3ZvSFlRG9KJdkLE1MystpPUn/3u4Fn2n5Lm4ULSQcBLyY+z58Ss4Ivtf3aHN96bC9C9Ke3mjOdfOzFOb3BKbO3bcksuqSfEcHPZ4iy8b8BG7qQEGgLvx5PtGN0WlnOJUa0ZQXM6i8Gly1OJumXxDWxiOaIpNuJdr3r6MoK287qmR8UkpYg/s+mlWW9dtZnbHH6kjaL02nB+yZnCoZW5m1q8F0ZOoMSCUkn5P2IwPtk4AvOHCmVelF7/cvNZCBpRaK08WHgV6Vu6NuiEGx6LRFAdvy7DfhJk6zyILLoKcuyeR/fznYDIZ5ka1CZ9CJMpUS9aRm7pI8T2cYfleiRU3l18iuJHuVOX/AuwLtsb5RhaxAjn0or93er9j8K/N723S38u9b2BupScpZ0o+11M2wVmVff8z/OgvNHBF5t+/mSLiFGU/2FUInOagEovHBxM7AucIPtdSU9hVh823Y2L+21M7BxRZJ2tH3K7LZN0dZRwPpE604J7QcUc8j/QwRBuxOLN9/PCfrUf8b8A00qG1Kbw95EYHszcIztR5v60mXvqUR7zfeI6rBukcRv2F4j026xxdpk76qc8++cIlWYHA90PuN7iGP41gY2+u0fM3Fmi1yy/X3gQ03vTyrzPrXsvDIKFBUJSSfTdxMX7eOA9W3/q4W944FVgOmMrf6a5sJIM3GMUftd7uuTX8XL2NP79M301YYdJH2O2WTRmxh0zOA9P3215UnADZImzaQ3NaoC454SgyhjfzdRBfKYpE6mJrf8svPi1urkXch2d8/z9yS9M9OvGem1xYJvCiv35waek/BICho7fdWrkH8+XdcFhP5sX5wWzc7NzXJPwNFpofAjRNC3OPDRFvZWsb2zQiEb2w+rZ8duwMNp/3s0LTL+jTxdgMmC9dyJBx0+xKylwP22TYXS2g94fBtLW42U64k2h38RQe4TiCkofyOE566bgo3jiAkqvyAqGZ5N6ATk8jLi+vwMoq2ts689QKZSPESQrULjshIXSjqM2NdKTBcpzdHAu21fCCDpxcR1sUmFxD3A3cQCKIzv824jlAiRJLhV0tWMX5hqNdKvMvdTg+/KKFBMJCRdKF5DnJTXbluGlNiAGBfRdpRF396zzveMIOgtREB1uKTWZeyaYHZuhyaZDNsHdGXRd2R8pvqo3IxyCug/mWydQ2SY9rf9vSZ2bB+h0BjoZNLX6fLvdRmZ9GLjnpJ/L01l7G8DNk02u8vY92xaxm679HimUurkHS6U9EHgROK42Bn4SSczkZGBKDryiULK/X3OAzOfot1iyEHEMbF8yrhsStzg51BM6M8h8PWQpKXalkt3cUFaKLyEdHOsdqrTJRcurlX0aH+TWNj7NxmjwTwA4UBJWwOvAJ4uqXvKw5KMBR+N8Jj2Q5HS32TrNcQIyGWJ46LNsXEOcJrtc5PtrYipFCcDXyNaIGbHmp3FKEnHkD/qDZjZEnacpB1sn9rGVjeK9qy3UGBcVqLz3mzQtS17usgAqhwX6wTeyc5FqWqiCUcSbSKXEVVXl5aoDEuUnspQmUeoZeeVoSPpaOBIFxAJkTSDuGl6lEIiK5JOAfb1+JEROb79GHgqcWE8sWQpUoky9vTeTQc6yqHjJV3Lj/dpjKTpttdTiJhsT/SjXZhTWlvYr/0YG/f0p66n7ge+afsrw/CrF5WZtdyx9WSiR3sLIut1LrBfTmlosnfXJE+7aUnxBPYa2+my9ylCMKyIcv8gkPQkomdewJXOFIeTdBtR7VOqd/Tk5Nf5jF8IyS3Z79cre53t52Xa25LIoq8JnEdauLB9UY69LrsrAkvazhaX0wQiojkBS8qKrkeI1HXbfYA4jzauECtR+tvH5m+IPvI2i3kdW9fa3qDfts71ZAo2xu1v/fa/TN/2I1pZHiAWa9YntEvOy7R3E7BJV6XUYkT7RNZxWxqFbkanyrG7h7yfqO1U7J1GVDZ0Kqb2ADawvX1DOyIC8F2JUXLnAV+3Pdk1qVLJpgbflaGjwiIhpVGoiK9HrHZ333Q3Lh1SjBN6DdHPOo3Iyp04CjfwktYj/Ho5cXH8AZFhanySKJlF77F7q+3nSPomcKrtc5TZ15rsFcmkd9krOe6pZBk7mnXW8s7Ab91w1vL8SqlgXgPo5+963TrMmlVqXJ6s8r2jpUQh1yDGi32OGIXWYUngfbabzIHutV1q4eJ04rx+ugtMAdB4EdFpwDbAbc4fq4akhd1Czb3H1uXAgT2lv592C3E0SZfZ3rSQf+cRwoEnpk07A1sS17lrphJES3qMsUUjAYsS0wlaVat0rl2SXkaMVfwocGxuYK/QG9jQSQAuVWRd48wWknS/chBjat0XA4fkVrCohSbIBPaWJrLLM0XSgINzFpGSvScQ90CfAD5su1X7naSNicz6swk19gWBB1tUN1XmEWrwXRk6pW/0SqMJRIPcomdTIQi1M3Fi/nROMDqAMvZu2y8gVoG3AD7ghmOHBpVFl3QokfF+mFihfgJwljNFYUpn0lOm4QBajnvqKmO/kFiR7y5jP9v2szN8u5Xxs5YXAG7ODVg0+urkHQXrEqO3Svp1AXFsTNrPb7vRWDpJ3ybaJ7JF0ga1MJD252cR+8lvna8O/SriON2O6PXu8ACxiJk19kkxUmm67QcVYozrA0fkXIPS9WJn4JXEgu1JxDmqzQipbvuLECKHL2tho9QIqZkB5Oy2NbR5BFEl9mNaqO0nW08mAshOgHYpEbDdR5wbfpPrZ1s0ptZ/BHCR7dPUJZiYYe/dwJ5A97is79g+PNPeqcAtjPXdv47Qg5hUDHASe8WqHEuRrtmvIo7ZZYjKxJNs/6GA7WuJYP4UonT/9cCqtrP7+ivzBjX4rowEkjYjTkrHSlqGGF80z5X8dAW1/4+4CTjJ9i8ybf2YAZSxp/d/J6JX+3/AR21f2dDGehTKovexvTRwv6OXdDFgCWeM8Uq2SmfSi6gmD6KMXdKPiOD49+nxM4FDbe/a1FZ6fTF18kFQ6rPosrcw8HbGskAXEfoFjTOImngs3U8IJeWcsXS/tL1m09f12Ci6MCBpIeDTxJjA3xPtCc8gSm0PzHzvFiQWBD/d9LWT2LyJqHpZhxDS/DYxVm5StfbZ2OxMZ3gL8PJS2a50/rvadvZMeBUcIVWq9LfH5rF9NjdaSJobSP/n0wmdlnWJzOhFzmyfSDZLjsuapSx/qqX6E9grPQptNeC9zFrtM+WedEkPAr8mrmO/oUePI2fBp8t2p73hps7/KOnyNlUhlXmDGnxXho5i5ugGRFZqNUlPA04pVXbWlj4ZZohV82uJuddTyvRJ+h1wL1H+9nN6BG6coSBasoxd0l7E6u80QkX7ZGeOZuux2yqL3mOraDZzAJn0YuOe0muLlbFLupixWcukn68gyicbt1GozxgaSVfa3riAu60ZwGfxLWBhxmeBHrP95jIet0MhBPUFtxRJK7kwIOlLhAL2AbYfSNuWBD5PqILvl+njhbZfkvPaCexdb3t9RX/1H20fo3bzlhcl1Mp3JrLoZ9l+V6atmxm7/ixIZOcOyVmA67JZbIRU6dLf0pQI0AZFqj5aD7jT9r2K1oenu6FGgKQlbd+vCcZm5dwPJLtXEO0cl6bHmwKft71Jpr3S7Sw3At9g1kWkqSjYd2x8h/4CmMlUq/aOS4j7nm8R4xD/TGhJDFWjpjJ8avBdGTqKkUrPBa7vukmeuVI4bBTzkf8EnEDcXOxCZJzvAN5u+8VTtHMRYyf5Tnl4B7e5GVCZMvYZxBilTga9dwU4p8e9dRa9x17RbGayWTKTfjnwUuCydDO/CvAD28/PtFekjD3ZKjpzOS1c3Mt4dfJFiGx41g2fCvUsJ1ulP4vi5bUlkfRCQgzuL4yIdoakXwOr9Va8pKzw7bnZW4X43VLMqmSfNQIpLUydA+xFVDb8nShDb9wrm85RGyV7JxOZzOzRdD0By6PAX91ixnSyeSgRyI/UCClJ77f9OUlH0icgcoZAX4kArTSS1rB9e8pSz0LTz0HSWba3UehS9BOazRWZXI9YbFwq2fonETxmjy9TwVFoaiGyOCdIx+5fiX7vA4j38WseYqtDZTSoo8Yqo8Ajti2p04vadFTEoHl5T5bg6JThO0RSk96dLScqs1TmmBzNWsb+ameWsRNlpUXok0XfqUQWnbLzeDuZ9H2AFYC3EmXeqwO5fcElxz1BlL9ex9jc0ruJ/rHG/jlmLj+VyPCbEOLJWmRI7Jy+v61n+xvJmI+qCXqWyZ9nXPqzeEzSKrZ/m/xdmXZzzWdBLfo9iX3ldRSaQ14I9wbeaeNjnfN9Jp3joVvxO3sEErEv7wa8yfZfJK0AHJZp61hgN9ul9o3lgFu7KgcWl/Qc21e1sNl6hJSkw23vL+lMZg2UTQRqRzVcbO2om1/b4DWz41HbXy9orwTvJq43/VS+G+/HtrdJ39uM2+tndzqwbqpWwfb9beyp/Ci0MyW9g+hxH8UJFC8Efpzet85Ivm2I8vbKfEzNfFeGjmIW76qEAulniJv3E0qV27YllV59iQgiIWZXv9v2xk36nySdDbzK9iM929chBHRWbOjX7yhcxl6KQWTRk93S2cxBZNKLqCYnW8VKpyW9mRgv9PPk24uI8tVv5/pXEhXoWe5js+Rn8VIisLoz2XsmsJe75swOE0k/H2Qpbc7CgEKX4ke2v9uzfQ9iQS7rPFCSlIU/1/YWBW2+gFkrOL474Qsmt3UDsH5nESNVOV2bWxJfCknPs33dJBU1TwY+UfqYboqkg4G/0SJAU//WM6C9uGkJJsqgd8jIpO9h+3uaYGpJTmVdslt0FJoKj5MsjaR7gd8BuzqNzWvTzlKZd6iZ78pQSVnLk4A1CDGp1YGP2T5/qI6NZ3dC1flrxAX4SmCPFKi9s4Gd64CzJW3rNIdbMZble0S5Y1N+l/x5GbAVPWXs5GeBSlAsi95D6Wxm6Uy6gK2BlVNlxAqSnm/76tm9dgIeSftZ58Z7FbpuIBvyPuC5TqJKKTC9nMiYjgJXSFrTLXuWe3gRY3PNF2ZMBbgxti/olP0Tx9rttnM/CyR91vYHZretAbdLOoFZ55BnCwZ1k5mR3wf4kaQ3Euc/E1oDiwKvzvVF0lMIIben2d5a0prETf0xTW2lLPxDkpZy5gilHt+OJ2akT2esMsKEkFuWye7qAdszFEJ2bXxs/f51yrY9SbuKpEcmem6C3++XRe/+mzmLNZ0xd92j6RpV5theIuPvTko6/+5G3PtAZP1PyMzaTjYnO+deoFN9WPr/FuOrhR5j/H1LI/pl+iU9LtfeALgLeBPwQ0kH2z6FFv9vZd6hZr4rQ2fU+3ZKIulAQgF8ayJo/hKhqtu4zE6TzGqVtJLnQbV4KJ7NLJ1J/zpR8ru57Wcr+snPs71hpr0tgY8AawLnkRYbbF+UYesCYOtO5UW6SflpyYxfG1S4Z1kDmGteOKM5SwZELbQuVFAhuvTCgKTNifncIkqoL8ix02XvbMYU09dNwegNzp9nfDJxTjmf8T3kOT3GtwFr9iu3z/TtR4Syfqd0+h3AS9xOTbzY+5cWpD5DnKOmdbbnZB8nyaJ3bGaP9yyJpGUZ/782mjQi6dlEBdK5wA3EcfFcovpvc9u3l/N2dFDhUWhddkUs+O8GbGv7KZl2ip3fk72OkOOTievQjcBWuef4yrxDDb4rQ0fSV4kT8DXD9qUfihm1byJuHrsvuFkqmOkC9DbigvsKZ4pvlC5jH2VKl9V12S0W3CZ7nYtt6zLxLptFFhskfRdYmxgjZWK26dXAryC/lLAUkn5D9EKO61l2vhJu6bnmfTOaTQM0SW8nAqiVgd92PbUEsQi0R45/JSm9MFAaSdfY3rDnOGszAmnPftttH9dv+2xsnQLsa/vPOb70sbcs8GUie2ngAmB/t9DQKPn+SbqUqEj6EqHwvhdxb3lQC/8WI9TwZ6THCwKLdCrGGtoqOSJwOyLL/DSilP2ZwG1NzymSOtNETu7ZvgOhF7BDU9/S64tMA5H05cmez1mU6rJdchTaRkTA/WrgiUSlzRnOUNovdX7vsfkT269MPy8AfJaYkLNArs3KvEEtO6+MAi8B9lb0MD9Iy4zXADgeuJ3IVB9ClKHfNukr+tBVUidiXMxvgC92qpwzSupKl7F3/FyNKNF7JqMzmqV0WV280D5f0vWMBbf7tcmkA/9LN4qdgG8ZWohfFS5j/y3jg73T0/fs0kIVVCcH/s8txtD14Q5CSK8TvC8PNBrh08MGlMlongCcTWQLP9i1/YHMklMAJD2DmHawKbH/XUrsz3c3sDFzYUDRn9lhCeCyXN8GwINpUapznG1MjH/MwvZxqb1jBdt3tPTtycAvJV3N+PL/rP72FGTv0tKnXkq+f4s6WjKUFsoOlvQLIiDP5QJiRNO/O3+DWBzNmY/8daLl5Gvp8evStpwRgZ8grhU/s/1cSS8hBE+bsrbt1/ZutH2qpDbz64+ljEBnUSV4jR+F9rv01XnuiU3Pe4ppBzsRmjI/IO7Lrs1ZLOui1Pl9Jp3AO/08g7ivet/Er6jML9TMd2XoqPDsx9J0sgOdzE9aST+3aTA6iJK6kmXsXTZHbjRLaQaYSd+dsdm+xxHifB9x9Hrl2Ctaxt5jexpRopfrW1918hYVIV8j5qwX6VlW+bnmpTOaqwB32/5vWjRbB/iu7Xsz7Z1PBPbHp017ALvb3rKBjaWI2d5FFwZKk47fI4G1gFuIxczXuuF85C572xKzxx9neyXFiKVDcgLmic7zuSXTkj4HfBJ4mNC7WJfIfH8vx16yWez9k3QZMW3jh0Qp9R+BQ22v3sK/WbLwLTLzxUYEakwA80ZCP2OGpKvdsE2pX2XJVJ5r4F+xyqtkYzEnkbTM1xcdhSbp78Ti6uHAWbb/I+nOpnZ6bBY9vyebywAfYNaWjKHPmK8Ml5r5rgwd27+XtBmwqu1j0wlr8WH71UWnPO1eSWsRPakrNjWSe/M1G5ufkvQwESiLCNLajrEoNpqlVBZd0ua2fy7pNf2ezwjQBpVJ/76k64g+cgHbO6mcZrKRUxl7sv8vtRCUSVn5rYhszVZEdjQr+AY2dlkl40WJoHurrm1tRo19rLVH4yma0QROBTaQ9CzgGOAMInh+Raa9ZWx3931/R9L+TQw4BMfuk/QR4C/dCwOSshcGSmP7+hTkdsTv7sgpI+7iYGIE30XJ/nRljn8cwHl+K9vvl/RqIpO5I3AhUeGUReH3b3/g8cC+RGZ4c8ZEznJ5UNL6nUVQSc8jFh9yKDki8F5JiwOXAN+X9Dd6poxMkWXVX0m8UxWXS0mBTiRtQpybFgdWUMzofpvtdzSx4/Kj0J7K2HXscEkXAotKWsh2zucB5c/vAN8nBIVfCexNHBd/b2GvMo9Qg+/K0JF0EFHyszpRNrUwcWOx6TD96uLolHH8KHGDvDjlb+wbM4Ay9g4lZ2eeQmTRv0m7mcgvIrIq2/Z5rnGAZruoGruk82x3gsZX2/5MIdNFytgVYma7ETcBVxPH1srO6KHsorQ6+Xt697HcAAgGEgQdXNjeDNuPpgWlw20f2VlkyeQexQivjsDcrsA/Mm2VXhgoiqR9gO/bvjU9XlrSrra/NpuXTsSjtu/T+EEHjcoCNbhxVAun768gxCD/qfyBDOFQwffPY1ot/6ZFu1MP+wOnSPpTerwcUVGUw/uACyWNGxGYaetVxCLAAUT72VKk+c0N+SYTt/t8K881oPw0kMOJirozAGzfmK4ljShdaWb7MaJ15+xUwbUNsQD0R0kX2N6tqY+UP78DPMn2MZL2S9eji1NFVmU+p5adV4aOpOmE0uf1XaVSIyPuM6oMoow92S02O1MjqmRfOpPeU+ZXbI5niTJ2SXcTvXFfB35s+wFJd7XNQqi8OvllhBr7/enxs4FTbK/Vxs+SKEY0dUr+r3Y70auriJvbA4ny/7sk3ZL7/0paAfgKsAkRBF5O9Hw3bt/RmHDg+wnhqyOVMed7UExQlpztn6RjiD7jDwI7EFnchW3v3dbXtkg6lFCFfpjIzj+BKLXdqIXN1u+fpEn1GVpmDDtCad1j/bIrGyQt0m0L2Mb2qRl2So8HLI7KTgO5yvZGbcvYU2Z6IlyqDFvSksTid5ve72JIutL2xpLOJUQT/wT80PYqQ3atMmRq5rsyCjxi25I62b3FZveCOcEEZWEz8ZDVoQdRxp7slioNg0JZ9AF8FkUz6TTMkk3ZaJky9lOJm/ediRLMjtp5W75NiBeNUydvwaeJ/eWVxI3yd4ns0kggaSfgMKI0WcCRkt5n+4eZJvciShE/lQLvlWhXSvx/QKuAp4v/SdoVeD1jx8jCk/z+nGYBSTPnX6fqkDbzfd9FLIL8l8jwn0uUUA8d2x+U9FngfqeZ5EQGtg0l3r9NgD8QlRZXQfH5xRsyJub4XEnZY59s/5cusUVJXyLOi03Zkujh7WbrPtuGyTTgX8T7tmZ63y7JtPUHxfgtK9qd9iVDbLZ0pdkkf+d+YpG6MQrRwSOBZxPHwoLAgy0qVgA+qdDReE+yvSRRNVGZz6mZ78rQkfReYFXiwvYZ4I3ACbaPHLJfM4ixE2czltmbie2ccrNRVRMfRF91sSz6oD6LUki6l+gDFCE+NO5mp2kWqLuMXdKH2paxSzPnoO5KlK8uSYzP+6ntf0/22kls/rz0Pitpe+D9REnma2z/upDdpYHlnSnIlWzcCGzZyXanFoCfNc0ClUbSkUyymOK8WdVrEgsDV9j+QVoY2Nn2ofmelkPSYURg9g3if98b+IPt92Ta27G3mqTftjmNYszYPsSYSwO/BL5m+68t7bZ+/1LAviVxTlkH+AlRFn9rG9+S7eJjn3rs/8H28g1+f+THA0Jk4YlF1l4RzKxFOcV86iMI5XkRivP72c5qZ1GhUWiDQNK1xFSBU4g2yNcTOkQfHqpjlXmSGnxXhoakRdKKNIp5y1sRJ/hzbZ8/VOcAheLtLoSa+HXECv8FbnnQaETVxCV93PZBko7t87SdqWJdgtKfRelMeukWgEGVsSd7CxPv466EmNOTM+0UUSfvEzxuDtxJGkeTe8Mt6SIiE7wQcRP/d+Bi25N+9pPYu9n22l2PFwBu7N42RTsn295J0s30CZqblu1rghnVXfZGogSzJOm9fxtjFSHnAd9y9ILm2Os317zocZfh06ZEFv47jAlqrk+INu1uO3v0W3r/3sr4oKrN+7cIcT45jFCJb7VwLuk2Co996rH/f7ZXaPD7c8sUgDuAdTr3VaOGpJOIffn1ttdSiMNd0dsCMQw0phQ/s+VR0uW2G4+3G8SCaGXeogbflaHR1Vd4vO3XDdufyUilV7sSNysfcIt5xBrRPuiSDCKL3mW79WcxF2TSZ974DzIIkLSo7SwV4VKLNIMKHjU2IvDNRNb7ILXQkkjZwnUYEzTbGbjJDfs9JS1n+88awRGLpRcGRh1JWxOVIDsRqsQdliSCv0YjpEoi6Urg7bZv6Nm+HnCU2/V8Lwb8pxNspyz2Im4owJiC7lcS5+MVCWGub9v+Y65vyW7rsU8T7cPEuX4124s0sNU9p3oWcgPw9P7twFh5fcfeIZn2zgZ2zK1m6mNvGeAtffzLHSdZfBRauh/o9a9xe4KkS4h7im8ROiZ/Bt6Q41vPNe3j9My8nxcXRCvNqD3flWHyuHSSekG/IK1NgFaSdAF6LrA2MeolW2QpUVJNfFTL2Ev3VANFP4v1iUz6KylY1VCQlRWCRur6eSa5ZYS95AbeiSLq5AO8EVlI0nJEYHVgG0OpbP/LRB/qZsTncrTt05ra6goo7iPabQB+5RjzlePb4bb319j0g96/12Rf2S993ybHlzlFygofzNg5L2teMCGAdC1RIdFdefQADXszNbHaOYRzTXtHl+wNvJOd6ZImUsqeKhcQgUYnSFuUyH5POcsn6ThiTvjZwMdt39LSp25KjH0quQ+fkOxdx9iEkZluEeXoOZxOnAeuo91IsE6m9SFguqQLGP++5WZaTwd+AfyMdtNKOpQehda3PYHQC2nK64AFgHcSx/7yxMJIY7qvaZL2r8F2pZea+a4MDcVs792Jm+Pe7OVQy5wBJO1FZLemAT8ETnYLdeMuu8XUxJO9kSxjL8mgPotku1hVQylKl7EPAo24OrmkHYnxgJfZfrtivu9htrNuqEpVrCiEi44mRPDugpnjj04D9rb9SEN7z7N93UT7TM6+IukJFFgYGBSSbidukHvPebm9qAu73ZzwbluHEJmz44nPdndgCdufa2jnNuAFtv/Vs/2JwOW212jhYz+181m2zcbGDODB9LD7RrLtaLUJz3+jcN4riVpMN+ixM6jqoUb7xBTsbQl8BFiTWOzZlMguX5Rpr2h7QloYWMH2HSXsJZtDbV+pjCY1+K4MHUlvsn3MsP3oJd1c3EyMaYKerEap7GNb5pMy9oF8FimTvhOwI/A/4KO2r2zh6sgjaTHbD87+N2dr55WEONo4dXLb09vaHkUkfRX4jsfmGufaOYTI1uxt+4G0bQngq8DvbX800+7zehfcJG1r+8wGNoouDAwKpRFIBe2VyqT39S3HX0lvJUp+3wt05iA/D/gsUdp9VFPfumxfBrzLab6ypOcBX7G9Sa7N+YVUpbcZcQ36he0ft7B1NHCk7ZsLuVcUSZ8kFnp+WtBmyVFordsTumxtC3weeJztlVJ7xyFt7/Nq8F3pRw2+K0Mn9Z8dwIgpYJbOPg6qD1rSwUT5dZEy9mRzLWJ1elqXvawxLyUYwGcxqKqGUWwBAGZm+L8FLG57BUnrAm+z/Y4WNrenkDq5pLVKlq6mz+LrwFMc4j7rANvZ/mSmvV8CqwG/JzJ+WXPNJd0CPL+3v1bS4sTNaO6c7+uBPTs38opRYfs3CfoGtTBQGsXs6wWJ9pXuc971E75ocnvFMumSLiferxOJAG1XYB/nCTdtQxxf3WrnhzVZUJnA7obJvz+lTcsBu9i+to3dtkxSut86m14Chcjksxiv+/Bb2/tk2vtlsncXY9ojOeeU0iKOnc9BwGLAI8TidDLXqqrh6cx6fcwahaaYH74e0KY9oWPrOkLs8yKP9aNnaYT07MePJ9oBYET248rwqcF3ZehohBUwS6IBqYkPoIz9IODFRPD9U2KO6aW2X5tjbxQZYCZ9ZFsAJF0FvBY4o+vmonHZowanTn4pMV/1O8SowXtz7HTZu5hYCDmqzf/bZa+IQNpkN3TqUVRvaHdlYiFpdyIz93pgmyYl44NaGChNuunuxbmLXCUz6ZJWJMYzbUocJ5cRiyC/K2G/FIqpB6sTAcHtpcruR5FS5cSSbgXW6pQ5K1Tjb7b9nEx7pc4pIyvi2I3Kj0Ir2Wpzle2NNF4MLlugs1KZjCq4VhkFVrG9c8rUYPthSZrdi+Y2bB+Uvu9V2G5jkavZ8FpgXeAG23tJegqRMc1i1LLoiZcMyO6jtr8+INutsf2HnkMrR0SnNztWZGHB9map6uWNwLUKsaVjnT928PG2r+75fx9t4eIn3TOVQSH403RSgxVzx/ud42b02TY1o/adknYBfgz8gRgj11RQb0Zv4J1s/1vSyKzU2y59/F6oULNvnUlPQfaryrlWDknv91jv+fbummMu6dOeB2cad5cTA23Lie8AViCqXyBEuW7K9c3271MF0v9Lm35h+8YMO39WKNYfY3uLXH/6UbLMnmhnWd2FRqHlBNmTcIuk3YAF03VoX+DygvYrlZnU4LsyChRVwJxfGFQZO/Cw7RmSHpW0JFHSXjSLTp4aaTEKX7S7GWUl+z+k0nOn3t59gduaGvEAlVtt/1rSR4gA/8vAc9NC3Icz9ud70rmkc155LTE+Jpdx2a10s5ujtbAUY3Obe2kc4PYpNX0iUZJ9laSmJacDWRgohaTeGe0G7iEqc/pVAE2VTtZ7gx7bjY8zFR7PVJhdgE7w/SHglK7nXg7Mc8E30cv/fOAimKkWv2ITAxqbJLAUcFtaGDSx32QHaJL2I/aVzrnte5KOdsacdNuPSXpI0lJNql1m419vmf3ekrbMLbMnKqQWptD9naSNgSOBZxOLKwsCD2aWdb+LmIrxX+L/PRf4RAk/K5VeavBdGQUOAs4Blpf0fZIC5lA96oMKCVUVZCDjvIis4xOAbxJBwr+JnqocimbR5wI6qrPv69rWZhTNKUQZ+zdpP+plb6Ic9unEmLbzgNybqOKknuy9CAG384FtbV8v6WnAFTTfn/chxMPWkPRHoq9yjwy/PkQEJYtKur+zmeiDPLqpPdsrNn3NbCg5UqnowsAA6Ddia0XgQEkH2z4xx2jhTHrp8Uwl0QQ/93s8uSHp0lSt0tunPWp9rY/avq9lMd3nSznTw5uAjTr3Faks+woioMzhP8DNks5nTIm+zaixFzG+zP44ol2rERrcKLSvEAtKpxALZ69nbEpDI1LFz4G0HEtZqUyF2vNdGQnUo4AJLDZCfUrFharmFlKGYEnbWaV1kq62/fwkZvISYn7uLS165EZW0GwQaD5Qsu8g6RJikeGHveXSkl5n+/hMu4sBCzgJiLXw7zO2P9TGxiCQtLjtf7f9nbkZxfitn7mhqnCfTPo4bH8xw5fS45kWIeYNr8j4c94hGbZmKi+rR4W59/G8gqRjiLnmHyTex32BhW3v3dDOgsC5Jcu6U9XKhrb/kx5PA65pofvQd+RYbrWSpB8BB3TuxVJP+aG2dy3hVwH/rrW9QXdvtqTL3UDcUNKko0Vz+9Erlcmome/KUJG0CZGJu8T2T1L268tED9TyQ3VujC8BLyPNIrd9o6QXtjE4in3QktawfbukWW7AJK2f0/9I2Sw6lM0EF2OALQDFytglfQ74JPAwUWmyLiEE9b0cx1RYnRz4UW+ALWk/20c0CbwnCqg6ma+cgCpxVqf6RdIewPrAESOwSHi6pOlExvW6rizaysSC106kRY2heThgbP9TeanNfpn0tpwl6RUuN57pdOA+4vzZtlx33VS9IWat5Jg28csmJ7UqLM/4xYEs5fkBUKSceBBl3cCxRHvIaenx9kD22FXbx6nsrOonMVZmD7AhcGUnYJ1qYDrAVqWHUgvV9HR9+zOhzt6ETQiNjB8AV9GwAqRSyaFmvitDQyFwsw0wnegrOgt4B/BpQqH4P8Pzbgz1V8G80fa6mfZGUk089Zq9VYWVhLvsr0iLLHqyUTQTXCqTrrlAyb6TkZP0auIm7wDgwhb7cWl18lkyb93HXAM7B032vO2PZ/p3E7FgsQ5wPHGT/Brbk47BmxNIegWhcr4psDQhLHcH8BNChOkvQ3Rv4EjaHPjIKFTApDLsxYhg73+0LMNWC4X+OYGkTxBtYncyXsF66J9FaSSdTFTolSrrJi12b0bsJ5fYvqGFraKzqlVoxKcKj0LrsvtM4K/EdegAom3ma7Z/08DGgsCWxEjAdYhz5g9s35rjU6UyFWrwXRkaihmX69v+T1o5/xOwjlvMCh4Ekn4IfJHoL9qYKFvbwPYumfZuZqwPet1OH7Ttfr3bcyWTZdGh1Tzegyk401wjPBqsNJJutf0cSd8ETrV9TptFpGSzo06+I1HRcKwbqpMrphzsRtyA/qLrqSWAx0qWebahszgg6WPAH20f06ZUVyEGd7ft/0p6MXHj9922ixjzMhPcvD+RuHa83vbtc96rwSLpaOBIp/nto4akO4C1bT8ybF+60ZhIWl9yAtJSZd2SlrR9f2qX6Gcv93rWb1Z19vjCPvY3BXZzQ8E1DXAUWslMf2rx2BU4jFi0yO29r1QmpZadV4bJw53stu1/Sbpj1ALvRD+hqjb93sXUxDuUKmNX9N7vBqyRNt1GZDWb3gy8G3gr8IU+z2WpCCdKC5qN5GiwAZWxnynpdqLs/B0KVeZW1SUuo05+OVEu+GTG7y8PkDHGR2mckmadR97xOTdL9YBCfG0P4IUpY7Jwpi2AU4ENJD2LyKKfAZwAvKKFzSKM8MJAr7icgX94tIQwO2XYqzL+fHxJQxudhYaFgL0k3UksOHYy6aMyf/gW4AnEdWyU6IikvQZ4KtBpr9kV+F2mzZOIKj0Dv21RnXcCsS9fRx+xOtpdz+7r6cBolWFL2fPdiPaVu4jzViM8oFFoKjRGLgXdryT2jRWJa1luq1ilMltq8F0ZJqtovNjFit2Pc0ulBsDqtnfv3pBWgC/LtFe0D3qiMnYajvOS9GxCPf1c4AbiRmBD4MMpGJxyVsn2W9P3ovN4XX6medHRYAUprmRv+4MKNd37U//ig7SYR6xC6uQp6/F7oveuBJ3xab3zyNuyM3ET+ibbf5G0ApEhyWWG7UdTG8Dhto+UlF1y2o+csv3ESC4MtMmQTYakldwzqqzftinaejOwH/AMoqVqY+J4aLrgWFLFfpB8BrhB0i2MP4cO9frdKYmW9Anb3RotZyrEHaeMpIWIdrg3EueqBYBnpDajA23/r6Fv26Tvpa9nRWZVp3asXYhg9B/EooPaXM89mJ75g2k/Ru44YC3gbODjLqtjUqn0pZadV4ZGqX6iQTNBL2oRZdhCfdBFythTef3Jtk/u2b4DUWq2Q0N7pbLoAxM0U8Ge6lFH0sLA24HOjejFwDea3jh22SuiTq65Z2TROCRtBuzatASz6/VXAYcTYlDb2r5rVPp7u0rs3wf8p7MwkBnIjzwTnOOz9CXS+XhD4EqHxsIaxE39zpm+bQzc6qTWL2kJYE3bV+XYK42kW4GjiBFUM2fBj9D1+zbglbbvTI9XAn5q+9kNbHyJaIM5oOtzWJLIuj5se7+GPk1679CiLevxxPlkq7TpXOCTTTP0kmYQLUBvcuqflnRn2+uiCvfMq78ez0zl8ynamNHly1xz/anM3dTMd2VojMrFeSIUSuwvAJbReAXlJYEFM+wNQk0cypWxr+0+om+2T5X06SaGSmbREwOZaT6AzEOxFoAB8HWiTPpr6fHr0rY3Z9orok5ue7P0vYjytAY4OqZECWYXexEtLZ9KgfdKjJXG5vj2WdsfmN22KfI/RS/+nowdc21K7EeSFBg/B1iqZ2FvSfLVv//j0DFB0iLpnL96Cze/Tijrd3iwz7Zhco/tLw/biUk4ALgole1DlBW/taGNbYDV3JWtcvRsvx24nah0aEK/dqyZpmlYJaEYUbY3URJ/M7CJ7Ucb+tTNDkTm+0JJ5wAnQhEV8J+kr1K0zvTbXqCgP5XKlKjBd6UyMY8DFieOk+7A4H4gR5l8UH3QpcrYJ+ubbNpT+Qlgvwmy6J8iLu5TxvZB6fteDf3oywAz6UVaAAbEhh4vrvZzheBcLq8nMrfdvIHQR2hMnwzf4sBzMjJ8RUfHDKIEE8D2L4mbxU6P8BK2D21hckugN9Deus+2qVB0YaA0BRcaVicCqycwfmHvAeAtme7dnc7HPwbOl/QvQhAuF/UEfTNSGfSocJ2kzxCtCd1l5yMxaswhLLkqYxVYt9tuOrLN3Z9B18bHJDUuH2177ujDcYSy/i+IY/7ZwP65xmyfBpwmaTHGJmM8RdLXgdNsn5dp9ziVHYVWZIxcpTKnqWXnlcpskPTMQfUalqZNGbukuwlV91meIuZBT3nuukI8r2+2Z7Ln5hQa3GiwkVWyl3Q9sKPt36bHKxMl440yaBqQOnnqd16/c5MraQHg2gz/io6OGWAJ5kXAdsTi3nTg78DFtvvOKZ/EztsJAciVgd92PbUEcJntPVr6uTSwfJvWmNJMUCbeqNy057Wb2L6ijHfj7L6IGH90jjPVwCX9iOhp7QhDvgN4ie3tS/jYFg1oNGUp+rTbXESMMp1yu42kHxOVPt/t2b4HsFNuNU0qE383EYy+NS0SrG77rIZ2Ziqap4WZq5ueN6fwN55ITLXYOfezVeFRaJXK3EoNvisjQ+pls+1/D9uXbtLNRb9V78YXoMJ90EXHeangfOR+N8dTeW5uR9LVtp+vGPnyEiKDdovt57SwWUrJ/qXAscQ8XhGzzfey3e/meTI7zwRWIoSWPtj11APATbnljkpzyHu2ZQdU6fWtR8coBNF2IVpQOiWY32rbstDpU1QIdC2fFoMa/7+SliJme8/yeeScV5LNiyiwMFCa0gsNKqyMnxaMbnLBvn1JyxLqy53rzc+IxdBRUxcfSSR9i2iZ6IwDex2xSDjldhtJTydamx5mTKF8Q2BR4NW2/5jp20nJ3uttr5Wywlf0ngenYGfcNXVUr7EqNAptkK1FlcqcYJRKlyrzKZLWJspynxgP9XdgT4+O6uR7u36eRpRMNw4wBtAHXbSMvUlwPQWW1fg++Q4Clin4d0aNkVSyB7B9QSezQnwOOeWXg1An73CnpH0Zn+G7c5LfnxAVHB0zqBJMYCFJyxH94wdm2sChHHyfYuTbX9w1HkxS7niwpRw9rW8mZrcfJGkUMt8nEKrEpRYaiirjp5LwGyWtYPv/Ctn8G7H4M5Kk6p5PA0+zvbWkNYme42OG7FqH1u02KbjeSNLmhEaAgLNtX9DSt1Vs75yqibD9sKScNpl1Jd2ffhawaHo8aqJhpUahFW0tqlTmNDXzXRk6ki4nxnVcmB6/GPi07RcM06/JkHSx7UnV2vu8pqia+ChTMovex/aoCpqNo00LQJeN1mXsmqCvvYMb9rdrQOrkpTJ8Gj865sRBLOIVKsHcEfgocKntd6Q2gMNyzwOSpgMbEIsN5xI9uKvbbjweLO13WxHZwgNtX9O2CqEEkpZMiwJP7Pd8bqa/236YCd2BTBs/JxZVr2a8onNuafIzgCOBTYnj7VJCT+PuXB9LIulsoqLmwHSOWog4XzXKZg6KUu02gyDd+7yUqNpYX9IqRIvM84fs2kCQdAxwAbFwtgOhebGw7b0b2inaWlSpzGlq8F0ZOpJu7FmZ7rttWPTc6C0APA/4shv2LWsAfdAly9jnBibKBLuPSvsc9qtoC0CX3dZl7Orf197lWl5/+6iiwqNjJC0+u1aYqfzOoNHYeLD3ExMQsseDlV4YKIWks2xvoxgRaMZnvOzMPnxJGxAB5BLJ5r3AG21fl2Gr76KsM6d7SDqfyPh3JgjsAexue8sce6WRdI3tDTV+3NMsLSTDolS7zSCQtCXwEeJ6dh6xwPIG2xcN069BoUKj0Hpstm4tqlTmNLXsvDIK3Cnpo4y/ueg3f3lYdHq8RJSb3wW8KcNOSTXxQZSxd+yuZPuu2W0bEq9lLBO8VycT3MZgoUz6yCrZu5BCfC8qp07esVckw+fyo2NOT1nl04HrbD8IMzNoLwZ2Js07n4qx0n3GXXTGg72eluPBbJ8CnNL1+E4aTigYBLa3Sd9Ljwj8NvAO278AUMxwP5bIqjXC9sUKXYRVbf8sBRyNR1N2sYzt7gW070jav4W90jyYFoE7QokbA/cN16UxSrXbDALb56fM/MaEb/vZvmfIbhVH5UehFW0tqlTmNDX4rowCbwQ+ztiJ8xJi1M1IUPBGr3QfdNFxXl2cyqwzZH9IZPyHTamZ5kC5nmrbb03fi46Qsf2O9OM3FPNWG5exp33uvt4eTEnvAha0fXime72zhh/qs60JxxIZvh3T4z3StqFm+Gy/VNIrgLcBmyrUvx8F7iDKHfe0/ZcGJov2GXfRejzYABcGipPaKTYj/PyF7R+3MPdAJ/AGsH1paqvI8estxELcE4FVgKcD3yDKi3O4R6Gq/YP0uDPyblR4N9HisIqky4hr2VArkQAkvXCCpzaShO1L5qhDEzMN+BdxP77miPlWiqKj0Hpaiz4+iNaiSmWQ1LLzysgwCqWb3QygV7ZoH3TpMnZJaxBiMp8D3tf11JLA+5qUOnfZLJpFl/Q14MOEANF7iEzw9Nzsbome6i5bI6lkL+kWYoTXIz3bFwGuye3j7Vda2qYveAJ7I1O+Oj8gaVvbZ0ras9/zto/rt31Ok84Dz2IsIN0Z+K3tfRra6RxfrwMen+w52fuX7cZCeKlK4vnAVW6h6NxlbwXgK4wJHF5GLLqOzPjL1OfdySzf4QZjvAaFpDP7bDZxvn+G7TbVCEWQ9FliX7sVmJE22/OYWrcKj0Ir3VpUqcxpaua7MnQkvYAoHV4cWEHSusDburJ+w2KyAMw0LHFqGlxPgaJl7MTN0zbAExj/vz8AvCXDHhTOopfIBPdQJJM+gBaAkmXs7g2808b/SlnKuh2KqZMnRj3DVwQVHpMj6WTbO6WFpH7Z6ikvhtg+M30fiSB7El4ErGXPnAl/HFHO2pTe46t7gTQ3M/Ff2490Dq0UbGRnORyq6SMXjEnaEPiD7b/YflTS84hqq99LOjhn0bEkvQuoqZXgQODPwDuH4tSsbE+IIo5EGfwAmbkYk/aVVsYG0FpUqcxRavBdGQW+BLyMKF3D9o2TlIzNMQbVK1uQomXstk8n+ls3sX1FG8e6suhL9VQQLElXb3UTexNlgiWt3yQT3EOp0WBFWwBKl7FLeortv/Zua2l2b6LP7iPp8c+IBYNc3khk+L5EBCuXp20ji/IEzUqPydkvfd+mpZ25aX7uHcAKxMg7gOWBxotwtl+imM392t5jtwUXS/owMe5pS2JRql8WdkokbYEjiL5gA1cAB6Q+/GFyFLAFzCzxPhR4F7AecDQjUHoOMwXXPkq8d5+2ff6QXermTkKXYV4PvueWUWiVyhyhlp1Xho6kq2xvpPFqqaOkdr4UkRHpLAhcTKhqDlVUpnQZe5fdzwGfBB4GziHK9Pa3PeX+UUmvIlb1tyMtqiQeIMY/Xd7Qp6Ntv1VSP4VaO3PcU8/fWJHMTHrpFoD0uiJl7JJeT4x0eQ/QWaR4HtFe8NW5IMs5T6EBjclJi0irpoe/yjk/Sfo7kywMOFOxuxSplNjAUoyN8zKwEXC57S0y7V5iu8iCbwrm30QoOouohvmWM2+2JF0JfJWxipBdgHfZ3qiAu9l0X6MlfRX4u+2D0+Oht4tIeiWR6b6PUNS+bJj+dNOlqfB04vp6AV0B+ChpK1QqlfLU4LsydBTzr79IZL02JgKFDWzvMlTHEpJOBW4hREMg+gPXtT1pT/gk9kZZTXzmjZOkVxMB9AHAhTmLISWy6IOgZE91snf9RD1skz03ib1+ZezPJYK2xmXskrYmZquuRdz03QocavvsJnZ6bBZRJ9cE4l4dRuVGVNJnbX9gdtsa2mw9JkfS44hM4/bEJIbOOKXTgL37tRxMYmuk5+dqgjFeHXIXBxTTNh4GTmL8bO62c8OfSPQXZ7fGdBane7ZdaXvjNr61JWlJrJfKiG8H3uokFCbpFttrDdm/GcDdwI30b8cYWhXHRJoKHeqCaKUyb1OD78rQkfRkoqxuC+LG8TziJn4k+j1LC0H1C8YkXWd7FNTEkXSr7edI+iZwqu1zcisRSmTRu2yVFDQrmkmXdDexgDTLU8T/u3xDez8ETp6gjH03D3necvKlyPzhueVGdILjNktgTrOOyTkD+LbtP2bYOoRQ1d7bY2PfliCypb+3/dGmNrt8HLn5uWmB4NzcLPcENvstfNoZc8MlXURU/CwETAf+Dlxsu1+L0FTsHUrMHT+RMTG4RYjPt/UCQS6SDgReAdxDtACsb9uSngUcZ3vTYfjV5d9AFmoqlUqlLTX4rlRmg6QrCLXvS9PjTYHP295k8lfOYqe4mvggSDd72xMB8/MJAbazcsocS2XRS2eCS1O6BWAQZeylKb0o1WVjMadZ2qOApLcTfbsrA7/temoJ4DLbezS01z0m50S3HJOTMpDPt/1Qz/bFgSubZiBLLgwMitSb/rpht/70o9M+JenNwPK2D8pdpEn2JquIylogKIVipvdywHmdY1bSasDiTauH5idUUCSxUqnMfVTBtcrQkPSxSZ627U/MMWcm5+3Acan3W8A/gTdk2BmEmnjxMnbbH1SMQLnf9mOSHgJelenewun7K4jy1X8qT+m0+Ezzkpn0psH1FCitZD8IiqqTS9oEOIbRm3pwAhEof4Yo3e/wQGbW8XXEZ7gasG/X8ZArPjSjN/AmDP1bUqPVdc0983P/A9ycqi+6y8QbtyhIWhbYh1gYNfBLQgvhb5m+LSRpOWAnoue4FbZXamtjUNi+ss+2Xw3Dl7mMYiKJlUpl7qNmvitDQ9J7+mxejBCreZLtxeewS5OiGEWF7ftn97uzsVO0D7pUGbuk99v+XPp5R9undD33adsfzvCtSBa9dCZ4LsikFy1jHwQaP3+4o06+nzPnD0u6ilBIPsNjwotD7x3tIGkV4G7HiLYXEz3R37V975D9uhF4MfRVTW9UZaK5ZH7uRK0KTVsUUhXTCcB3iGkHIkYj7km0UDQW6ZK0I6GufantdyjUyg9r2ioyiPNxZXQYRPtEpVKZO6jBd2UkSD2K+xGB98nAF1pkHooiaT/gWCJD/U3i5uyDts/LtFekD7p0GXt3EN8b0PcL8BvYXZqxLPpiwBK2/5LrW5PnJrE30j3VpcvYk82nAJ8GnmZ7a0lrApvYPibTzaJo9KceTAc2IEqxzyXKsVe3/YohuoWk3wEz6B98D7UseVBImgY8i1gg+K3t/2TauRJ4u+0beravBxyV02pTikGdjyujwyi3T1QqlcFRy84rQ0WhBvtuYHdCTXx92/8arlez8EbbR0h6GbAssBcRjGcF38BWtt+f+qDvBnYELgSaipCVLmPXBD/3ezy5oa6sDbBFJ2tj+8Ek1NM0a1N0pjmwtu1Z5tDaPlXSpzPshTOFWgAGUMYOkd07lrFS2F8R6s6Ngm8NTp38D5JeAFih4L0v0QowKsxwKDu/Bjjc9pGSbpjtqwaM7RWH7cOcQtJCxALSG4kZ3wsAz5B0LHCg7f81NLlkb+ANYHt6WhDO8bGUyGSx8/H8TGpN2LFToZIWg0+0/bKhOhYUa5+oVCpzDzX4rgwNSYcBryHG5Kxt+99DdmkiOjc6rwCOtX2jMhuXE0X6oG2fDpxesIzdE/zc7/Hs2IXIyAN8CDil67mX0zz4/iYhcNWPbzW0BYPrqT6VqIzo5ofEXO1h82TbJ0v6EEAKJB/LsHNtSackLZyCpr2JqQdPJxalziN6cUeF/0naFXg9Y4tdC0/y+5XyHEacB1bymLL7ksDn09d+k7y2H5K0dO+Cb1oUXiDTx1KLqyXPx/MzT+5uDbH9r9TnPwr8JH1VKpX5iBp8V4bJe4D/Ah8BDiwgPDQorpN0HrAS8KGUEZnRwt6ZirmoDwPvkLQMsQKey6sl3Ur7TMu6ku4n3v9F08+kx9Ma2iqatRlAJrhoJr2rBWCplBntsCTN37tB8WASmTPMVCpuXO7Y21er9urkf5R0OiHctodHtxdqL2KB4FO275K0Es0Dqko7tgFW695HbN+vUKS/nebB95eA8yS9F+iocz8P+Gx6LodSIpMlz8fzMzMkrWD7/wAkPZMRWbywfZykRYEVbN8xbH8qlcqcofZ8VyqzQdICwHrAnbbvTQHM023f1MJm6z7oLltFxnmVZNT7FUv3VEt6FfHeb0f0And4gChxvLypj8luMSV7SesDRxJq1rcQiww72r4x07eZ6uS2s9XJ0/H0WqJaYlWiUuAE21fn+FWZd5H0K9urNX1uNja3Ad7PeLXzw2yfmeljsVGNlfZIejlRXdeZ6/1C4K22zx2eV4GkbYmKjcfZXilpDRxie7vhelapVAZJDb4rlSmQspmbETdnl9o+LcPGQNRrJd1q+zmSvgmcavucYQtVpXLmB0lZG6AzCknANNvzZLluwRaAjr0iSvbpdYsAjxFaAQLuABaw/d9M34qrk0t6GlGmuwuhr3Ci7dbjmtqguWQmr0ZUjb0kkn4M/Mj2d3u27wHsNCpBS8/i6uOJ3vKsxdVKeyQ9GdiYOO9dYfueIbsExLkc2By4qOscerPttYfrWaVSGSS17LxSmQ2SvkYo63bmGb9N0ha2m/ajlu6D7lC6jL01thcchN2SmeABUaQFYEBl7FekQP7Wrr9zPbP2qE8Z23/oKanN6SHvtvcnSccA/yKEGN9MgVnJLZlbZvKeCmwg6VlERcIZxBitoaqxF2Yf4EeS3kiMBjOwIbHA9+phOiZpc9s/7z5ee46NH815ryqKcXLTbZ+VFmk+LOkIZ45ELMyjtu/r2U9qRqxSmcepwXelMnteBKzV6TOUdBxwc4adgajX2v6gpM8ylml5CHhVrr0RZ5QFzWAElewlPZUQMVtU0nMZ29eWBB7f0K9uiqmTK0ZHbQvsCmxKLFx8iPyJAsWw/ef0431EWTzAr0ZwPFBHjf3VjJAae0ls/xHYSNLmxOKUgLNtXzBcz4AoZ/4544/XDqYG38Pi60T//LrESM5vA98lruvD5hZJuwELSlqVOIdmtShVKpW5hxp8Vyqz5w5gBWK0DcDyQE6/d1H1WpUf5zWyDErQbACZ9FFUsn8Z8AbgGcAXu7Y/QMY+osLq5JJOALYALiEytbs5c27zIEgLC0cTfbx3EQHfMyWdBuxt+5EhutdNR419T+ZxNXbbPycC3VHicQC29xq2I5VxPGrbSZfjy7aPkbTnsJ1KvIuo7Pkvce47lxhTV6lU5mFq8F2pTICkM4mgeCngNklXp8cbkbc6XVq9dlBl7KNI6ZnmHUpn0kdOyT6pkx8naQfbp7bwpUNpdfJzCaG2B9q7NhA+QgSxy3eNt1oC+Crw0fQ1ClQ19kwkPYEYIbciXfdFbjZveV47584rPKAYr7gH8EJJCzLkRalU6bM30c52M7CJ7UeH6VOlUplzVMG1SmUCJE1Wlmbbl8wxZ/og6YYukZaZP/d7PK9QStCsK5P+OaIUscOSwPtsP6eF7ZFVspf0SuL/nrnYY/uQhjbmK3VySbcAz7f9UM/2xYEr2wjMDYq0Dy7fZiLD/ISky4EriUBo5hhJ94zVm42NG4EXM0ELke1/tvOykkNqu9kNuMb2LyStALy4V7RvDvt0EvA/4BfA1sDvbO8/LH8qlcqcpWa+K5UJsH1xv+1JwGU3okx2mBQtY59LKCJoRuFM+gBbAErNDEbSN4ge75cA3yIC6MYBs+1/AEcBR3Wpkx8haSTUyQfAjN7AG8D2vyWNzHEm6SJi1N1CwHTg75Iutt1vnn1lPNMKvE9rECJw/Q5QAyu3tF/JIC18drfbrEBUrw0t+AbW7CiaJ4HJeXLhslKp9KdmviuVKaCYv7kbsBPR93mq7a8M2af5bpzXADLBpTLpA5lrroIzgyXdZHudru+LE2Obtsrxrcvu4sBrCHXy5Ww/pY29UWM2Gc3sfa80nWoXSW8mst4HdT7rYfs26kg6APg3cBbRfws0y1bPq9VG8wKjdv0ueY2oVCpzHzXzXalMgKTViNLaXYF/ACcRC1YvGapjiUGN8xpximWCE6Uy6XODkv3D6ftDKWP9D2ClHEODUCdXzEN+D7CC7bck9d/VbZ+Va7MQSzF5RnNUWEjSckSAMa9VHwyaR4DDiPet85nWbPVczIhfvzv6LzBeA0ZES9uSw3OtUqkMmhp8VyoTczvRk7Wt7d/AzAxJZXiUFjQrNRpsblCyPysJSx0GXJ/8+maGb4NSJz+WCHI3SY/vJkQEhxp8215xmH+/AYcQ4nWX2r5G0srAr4fs09zCu4Fn2b6nhY0jSjlTKcLIXr/n04XzSqWSqGXnlcoEpIBsF+AFRGbvROBbtrOyhZUyFBY0u9X2cyR9kyhFPEfSjU1LiUu3AAyqjL3LxiLJr8azqtOYnh+VVieXdK3tDXqEBBt/FpVKUySdAezSr7e/MndSr9+VSmVUqZnvSmUCbJ8GnJYCvO2J/uKnSPo6cJrt7BLbSjMGKGhWJJM+gExG0TL2pFC+GyEKBXAbkbVuTBMF6IY8ImlRUqWApFXo6r+t9KdzbEg6kj5VFg3HZc2vPAZMl3Qh43u+63s3l1Kv35VKZVSpme9KpQGSnkiUJu9se/Nh+zO/MMhMcMlMeilK/r+Sng38nChJvoEI3p8LbAlsbvv2os5nImkroud2TaJ3fFPgDbYvGqZfo46kbW2fmSoSZmGAiyXzDKXeuzRDel/bXyriWKUo9fpdqVRGgRp8VyqVkaf0TPPuTLqkHTuZ9PT407ZzM+lFKFnGLumHwMm2T+7ZvgPRr71DGa/bkzL0GxP/55Ute3CLkjLxd9v+r6QXA+sA37V97zD9qowWki6y/eJh+1GpVCqV0aQG35VKZeQpnfkedE/1KCHpDturN31uCnaLqpOnvtsfAGfYfjDHxiCRNB3YAFiRqCI4g/h/XzFEtzrv24TY3m5O+TK3Iuku+pfsN1Y7l/QpQiH/JGIBrWPr+jY+ViqVSmXeoPZ8VyqVuYHOaJbusSykx9My7A1kNNiIMlkg2ybILa1O/gVgZ+BQSVcTwctZhZTUSzDD9qNJyOlw20dKumHYThHv/x+IhYurmPf23znBBl0/TyNKk5+YaesF6fshXdsM1DLnSqVSqdTgu1KpjD4DEDQrOhpsxFlW0rv7bBewTAu7q9jeWdKuALYfVouh67YvBi5OfbObA28Bvg2Myszb/6X/dU9ixjmMzZ0fJk8l+vd3JUT1fgL8wPatQ/VqLsL2P3o2HS7pUuBjGbZGYY50pVKpVEaUGnxXKpX5kdKZ9FHmm8ASEzz3rRZ2i6uTJ3vbEhnw9YFREgvbC9gb+JTtuyStRPN58MWx/RgxSumcNEJuV+AiSYfYPnK43s0dSOpuM1mAyIRPdMzMztZTgE8DT7O9taQ1gU1sH9Pe00qlUqnM7dSe70qlUqk0prQ6uaSTgI2IQPJk4CLbM8p4W5akkL+87ZuG7QvMnNv+SiLwXpHoR/+27T8O06+5hTRirMOjwO+Az9u+I8PW2URLxoG215W0EHCD7bWLOFupVCqVuZoafFcqlUoli5Lq5JJeDpyfMrkjh6SLgO2IirHpwN+Bi233K+mfY0g6DlgLOBs40fYtw/RnfkfSNbY37JnQMN32ekN2rVKpVCojQC07r1QqlUpjSqmTS9rc9s+BxwOv6m0bt/2jVo6WYynb90t6M3Cs7YMkjULm+3WEcN5qwL5d758A2x6VnvmRRdITgNcTVQMz74ts75th7sG0KNVpx9gYuK+9l5VKpVKZF6jBd6VSqVRyKKVO/iLg54yJmHVjYFSC74UkLQfsRJTbjwS2Fxi2D/MAPwWuBG4G2rY6vJso+19F0mWEqOGOLW1WKpVKZR6hlp1XKpXKfEDqC96BWbN7h0z0mina7VYnf3luplXSSrbvmt22YSFpR+CjwKW23yFpZeAw2zsM2bVKSyRdb3v92f/mlGwtAjwGrE5UH9wBLGC7lRhhpVKpVOYNavBdqVQq8wGSziHKX68jggMAbH+hhc1edfKzbL8r09YsAZCk62w/L9e/SmUqSDoA+Dcxo35mkGz7nxm2+u3HxYL7SqVSqczd1LLzSqVSmT94hu2XlzLWo07+VTLVySWtATwHWErSa7qeWpIRGPsm6f22PyfpSPrMgM/sC66MFo8AhxHtBJ3P2MDKUzUg6anA04nRhc8lst4Q+/Hjy7laqVQqlbmZGnxXKpXK/MHlkta2fXMhe8cCuxVQJ18d2AZ4AuP7vh8gStmHzW3p+7VD9aIySN4NPKuNWj/wMuANwDOAL3ZtfwD4cAu7lUqlUpmHqGXnlUqlMg8j6WYii7cQsCpwJ1Fa21HDXqehvc1t/7wnSz2TXHVySZvYviLntZVKG5Jy/y62HypgawfbpxZwq1KpVCrzIDXzXalUKvM22xS2Nyh18hsk7UOUoM8sN7f9xkx7RUiB2YTY3m5O+VIZGI8B0yVdyPie7ym3FEjaw/b3gBUlzTL73fYX+7ysUqlUKvMZNfiuVCqVeRjbv4eZ84Zvtf1AerwEsCbw+4b2Dko/HtJPnbyFq8cDtxPlu4cAuzNW8j1MNgH+QMw0v4qxXt7KvMOP01cbFkvfF29pp1KpVCrzMLXsvFKpVOYDJN0ArO900pe0AHBtrgpzaXVySTfYfq6km2yvI2lh4Fzbm+fYK0UapbYlsCuwDvAT4Ae2bx2mX5VKpVKpVOY+aua7UqlU5g/krtVW2zMkNb4GDFCd/H/p+72S1gL+QswkHypJUO4c4Jw0w3lX4CJJh9g+crjeVdog6WTbO3XpIoyjqR5CsrkycASwcbJ5BXCA7Tvb+lupVCqVuZ8afFcqlcr8wZ2S9gW+nh6/gxBfa8qg1MmPlrQ08FHgDKJ892Mt7BUjBd2vJALvFYEvk9/bXhkd9kvfS+oinECM3nt1erwL0bKwUcG/UalUKpW5lFp2XqlUKvMBkpYlgsZOGffPgP1t/y3T3nyhTi7pOGAt4GzgRNu3DNmlyggj6SrbG/Vsu9L2xsPyqVKpVCqjQw2+K5VKpdIYSdOAN9FSnbyfMnQ3w1aJljQDeLDjTvdTxKi2Jee8V5WSpPaJzwLLEp9r9mcr6VDgXuBEYn/ZGViEyIZj+59lvK5UKpXK3EgtO69UKpX5AEnPAI4ENiWCgkuB/WzfnWmylDr5Epl/f45ge4Fh+1AZOJ8DtrVdQl1/5/T9bT3b30gcdysX+BuVSqVSmUupme9KpVKZD5B0PtGPenzatAewu+0tM+2NpDp5pdIUSZfZ3nTYflQqlUpl3qdmviuVSmX+YBnbx3Y9/o6k/VvYK6pOLmk1QgzuKbbXkrQOsJ3tT7bwsVKZCtdKOomY9f3fzkbbjUX1JL2+33bb3832rlKpVCrzDDX4rlQqlfmDeyTtQSgvQyh3/6OFvdLq5N8E3gccBWD7JkknADX4rgyaJYGHgK26tpk8RfsNu36eBrwUuB6owXelUqlUatl5pVKpzA9IWgH4CrBJ2nQZ0fP9++F5NYaka2xv2ClnT9um215vyK5VKtlIWgo43vZ2w/alUqlUKsOnZr4rlUplPsD2/wGtA4ABqpPfI2kVkqK4pNcCf860VanMFknvt/05SUcyXskeANv7FvgzDwGrFrBTqVQqlXmAGnxXKpXKfICklYEjgI2JQOMK4ADbdzY0NSh18n2Ao4E1JP0RuItQUK9UBkVH3fzaUgYlnclYIL8gsCZwcin7lUqlUpm7qWXnlUqlMh8g6Upi1nCn53sX4F22NxqeV7MiaTFgAeBhYGfb3x+yS5XKlJH0IsaC70eB39v+4xBdqlQqlcoIUYPvSqVSmQ+QdFVvoC3pStsbZ9orok4uaUki6/104HTgZ+nxe4Ebbb8qx79KZXZIOmOy55v0aUt6gAi61WuGUFD/LXCg7Qua+lmpVCqVeYcafFcqlcp8gKRDgXuBE4mAYGdgESIbju1/NrR3MUmdvEsg7RbbazW0czrwL6IM/qXA0sDjCDG46U1sVSpNkPR34A9ENchV9ATOti8u9HcWBNYCvt/0+KhUKpXKvEUNviuVSmU+QNJdkzxt2ys3tFdEnVzSzbbXTj8vCNwDrGD7gSZ2KpWmpP1tS2Ls3jrAT4Af2L51QH/vbbaPGoTtSqVSqcwdVMG1SqVSmQ+wvVJhk6XUyf/X+cH2Y5LuqoF3ZU5g+zHgHOAcSYsQQfhFkg6xfeQA/l4NvCuVSmU+Z4FhO1CpVCqVwSHp/V0/79jz3KdbmN4HOIoxdfL9gb0z7Kwr6f709QCwTudnSfe38K9SmS2SFpH0GuB7xD79ZeBHw/WqUqlUKvMqtey8UqlU5mEkXW97/d6f+z3OtF/VyStzJZKOI3qxzwZOtH3LkF2qVCqVyjxOzXxXKpXKvI0m+Lnf49kbk5aU9CFJX5G0JfAQsCfwG2CnfDcrlTnO64DVgP2Ay7srMGrVRaVSqVQGQe35rlQqlXkbT/Bzv8dT4XjG1MnfAryfUCffvqqTV+YmbNcERKVSqVTmKLXsvFKpVOZhJD0GPEhkuRclMtWkx9NsL9zQXlUnr1QqlUqlUsmgZr4rlUplHsb2goVNVnXySqVSqVQqlQxq5rtSqVQqU6Yrkw7js+ki5oUvOSzfKpVKpVKpVEaZGnxXKpVKpVKpVCqVSqUyYKrYSKVSqVQqlUqlUqlUKgOmBt+VSqVSqVQqlUqlUqkMmBp8VyqVSqVSqVQqlUqlMmBq8F2pVCqVSqVSqVQqlcqAqcF3pVKpVCqVSqVSqVQqA6YG35VKpVKpVCqVSqVSqQyY/w+bw/x1xLDXOgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1152x864 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(16, 12))\n",
+    "# define the mask to set the values in the upper triangle to True\n",
+    "mask = np.triu(np.ones_like(df.corr(), dtype=np.bool))\n",
+    "heatmap = sns.heatmap(round(df.corr(),1), mask=mask, vmin=-1, vmax=1, annot=True, cmap='BrBG')\n",
+    "heatmap.set_title('Correlation Heatmap', fontdict={'fontsize':18}, pad=16);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "085dbcfd-09bd-4fa1-a644-06b8f99a66d3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Neo Reference ID', 'Name', 'Absolute Magnitude', 'Est Dia in KM(min)',\n",
+       "       'Est Dia in KM(max)', 'Est Dia in M(min)', 'Est Dia in M(max)',\n",
+       "       'Est Dia in Miles(min)', 'Est Dia in Miles(max)',\n",
+       "       'Est Dia in Feet(min)', 'Est Dia in Feet(max)', 'Close Approach Date',\n",
+       "       'Epoch Date Close Approach', 'Relative Velocity km per sec',\n",
+       "       'Relative Velocity km per hr', 'Miles per hour',\n",
+       "       'Miss Dist.(Astronomical)', 'Miss Dist.(lunar)',\n",
+       "       'Miss Dist.(kilometers)', 'Miss Dist.(miles)', 'Orbiting Body',\n",
+       "       'Orbit ID', 'Orbit Determination Date', 'Orbit Uncertainity',\n",
+       "       'Minimum Orbit Intersection', 'Jupiter Tisserand Invariant',\n",
+       "       'Epoch Osculation', 'Eccentricity', 'Semi Major Axis', 'Inclination',\n",
+       "       'Asc Node Longitude', 'Orbital Period', 'Perihelion Distance',\n",
+       "       'Perihelion Arg', 'Aphelion Dist', 'Perihelion Time', 'Mean Anomaly',\n",
+       "       'Mean Motion', 'Equinox', 'Hazardous'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "92bbffdb-0d97-4fc3-892b-fdbf898688c6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "drop_cols= ['Est Dia in M(min)', 'Est Dia in M(max)','Est Dia in Miles(min)', 'Est Dia in Miles(max)','Est Dia in Feet(min)', 'Est Dia in Feet(max)','Relative Velocity km per hr', 'Miles per hour','Miss Dist.(lunar)','Miss Dist.(miles)','Miss Dist.(Astronomical)']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "3da91844-5259-48f7-8a3f-9c1af5c6eb76",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop(labels=drop_cols, axis=1, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "8019a099-71ee-415f-8279-9d97245d6df9",
+   "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>Neo Reference ID</th>\n",
+       "      <th>Name</th>\n",
+       "      <th>Absolute Magnitude</th>\n",
+       "      <th>Est Dia in KM(min)</th>\n",
+       "      <th>Est Dia in KM(max)</th>\n",
+       "      <th>Close Approach Date</th>\n",
+       "      <th>Epoch Date Close Approach</th>\n",
+       "      <th>Relative Velocity km per sec</th>\n",
+       "      <th>Miss Dist.(kilometers)</th>\n",
+       "      <th>Orbiting Body</th>\n",
+       "      <th>Orbit ID</th>\n",
+       "      <th>Orbit Determination Date</th>\n",
+       "      <th>Orbit Uncertainity</th>\n",
+       "      <th>Minimum Orbit Intersection</th>\n",
+       "      <th>Jupiter Tisserand Invariant</th>\n",
+       "      <th>Epoch Osculation</th>\n",
+       "      <th>Eccentricity</th>\n",
+       "      <th>Semi Major Axis</th>\n",
+       "      <th>Inclination</th>\n",
+       "      <th>Asc Node Longitude</th>\n",
+       "      <th>Orbital Period</th>\n",
+       "      <th>Perihelion Distance</th>\n",
+       "      <th>Perihelion Arg</th>\n",
+       "      <th>Aphelion Dist</th>\n",
+       "      <th>Perihelion Time</th>\n",
+       "      <th>Mean Anomaly</th>\n",
+       "      <th>Mean Motion</th>\n",
+       "      <th>Equinox</th>\n",
+       "      <th>Hazardous</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3703080</td>\n",
+       "      <td>3703080</td>\n",
+       "      <td>21.6</td>\n",
+       "      <td>0.127220</td>\n",
+       "      <td>0.284472</td>\n",
+       "      <td>1995-01-01</td>\n",
+       "      <td>788947200000</td>\n",
+       "      <td>6.115834</td>\n",
+       "      <td>62753692.0</td>\n",
+       "      <td>Earth</td>\n",
+       "      <td>17</td>\n",
+       "      <td>2017-04-06 08:36:37</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.025282</td>\n",
+       "      <td>4.634</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.425549</td>\n",
+       "      <td>1.407011</td>\n",
+       "      <td>6.025981</td>\n",
+       "      <td>314.373913</td>\n",
+       "      <td>609.599786</td>\n",
+       "      <td>0.808259</td>\n",
+       "      <td>57.257470</td>\n",
+       "      <td>2.005764</td>\n",
+       "      <td>2.458162e+06</td>\n",
+       "      <td>264.837533</td>\n",
+       "      <td>0.590551</td>\n",
+       "      <td>J2000</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3723955</td>\n",
+       "      <td>3723955</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>0.146068</td>\n",
+       "      <td>0.326618</td>\n",
+       "      <td>1995-01-01</td>\n",
+       "      <td>788947200000</td>\n",
+       "      <td>18.113985</td>\n",
+       "      <td>57298148.0</td>\n",
+       "      <td>Earth</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2017-04-06 08:32:49</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.186935</td>\n",
+       "      <td>5.457</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.351674</td>\n",
+       "      <td>1.107776</td>\n",
+       "      <td>28.412996</td>\n",
+       "      <td>136.717242</td>\n",
+       "      <td>425.869294</td>\n",
+       "      <td>0.718200</td>\n",
+       "      <td>313.091975</td>\n",
+       "      <td>1.497352</td>\n",
+       "      <td>2.457795e+06</td>\n",
+       "      <td>173.741112</td>\n",
+       "      <td>0.845330</td>\n",
+       "      <td>J2000</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2446862</td>\n",
+       "      <td>2446862</td>\n",
+       "      <td>20.3</td>\n",
+       "      <td>0.231502</td>\n",
+       "      <td>0.517654</td>\n",
+       "      <td>1995-01-08</td>\n",
+       "      <td>789552000000</td>\n",
+       "      <td>7.590711</td>\n",
+       "      <td>7622911.5</td>\n",
+       "      <td>Earth</td>\n",
+       "      <td>22</td>\n",
+       "      <td>2017-04-06 09:20:19</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.043058</td>\n",
+       "      <td>4.557</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.348248</td>\n",
+       "      <td>1.458824</td>\n",
+       "      <td>4.237961</td>\n",
+       "      <td>259.475979</td>\n",
+       "      <td>643.580228</td>\n",
+       "      <td>0.950791</td>\n",
+       "      <td>248.415038</td>\n",
+       "      <td>1.966857</td>\n",
+       "      <td>2.458120e+06</td>\n",
+       "      <td>292.893654</td>\n",
+       "      <td>0.559371</td>\n",
+       "      <td>J2000</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3092506</td>\n",
+       "      <td>3092506</td>\n",
+       "      <td>27.4</td>\n",
+       "      <td>0.008801</td>\n",
+       "      <td>0.019681</td>\n",
+       "      <td>1995-01-15</td>\n",
+       "      <td>790156800000</td>\n",
+       "      <td>11.173874</td>\n",
+       "      <td>42683616.0</td>\n",
+       "      <td>Earth</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2017-04-06 09:15:49</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.005512</td>\n",
+       "      <td>5.093</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.216578</td>\n",
+       "      <td>1.255903</td>\n",
+       "      <td>7.905894</td>\n",
+       "      <td>57.173266</td>\n",
+       "      <td>514.082140</td>\n",
+       "      <td>0.983902</td>\n",
+       "      <td>18.707701</td>\n",
+       "      <td>1.527904</td>\n",
+       "      <td>2.457902e+06</td>\n",
+       "      <td>68.741007</td>\n",
+       "      <td>0.700277</td>\n",
+       "      <td>J2000</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3514799</td>\n",
+       "      <td>3514799</td>\n",
+       "      <td>21.6</td>\n",
+       "      <td>0.127220</td>\n",
+       "      <td>0.284472</td>\n",
+       "      <td>1995-01-15</td>\n",
+       "      <td>790156800000</td>\n",
+       "      <td>9.840831</td>\n",
+       "      <td>61010824.0</td>\n",
+       "      <td>Earth</td>\n",
+       "      <td>25</td>\n",
+       "      <td>2017-04-06 08:57:58</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.034798</td>\n",
+       "      <td>5.154</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.210448</td>\n",
+       "      <td>1.225615</td>\n",
+       "      <td>16.793382</td>\n",
+       "      <td>84.629307</td>\n",
+       "      <td>495.597821</td>\n",
+       "      <td>0.967687</td>\n",
+       "      <td>158.263596</td>\n",
+       "      <td>1.483543</td>\n",
+       "      <td>2.457814e+06</td>\n",
+       "      <td>135.142133</td>\n",
+       "      <td>0.726395</td>\n",
+       "      <td>J2000</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Neo Reference ID     Name  Absolute Magnitude  Est Dia in KM(min)  \\\n",
+       "0           3703080  3703080                21.6            0.127220   \n",
+       "1           3723955  3723955                21.3            0.146068   \n",
+       "2           2446862  2446862                20.3            0.231502   \n",
+       "3           3092506  3092506                27.4            0.008801   \n",
+       "4           3514799  3514799                21.6            0.127220   \n",
+       "\n",
+       "   Est Dia in KM(max) Close Approach Date  Epoch Date Close Approach  \\\n",
+       "0            0.284472          1995-01-01               788947200000   \n",
+       "1            0.326618          1995-01-01               788947200000   \n",
+       "2            0.517654          1995-01-08               789552000000   \n",
+       "3            0.019681          1995-01-15               790156800000   \n",
+       "4            0.284472          1995-01-15               790156800000   \n",
+       "\n",
+       "   Relative Velocity km per sec  Miss Dist.(kilometers) Orbiting Body  \\\n",
+       "0                      6.115834              62753692.0         Earth   \n",
+       "1                     18.113985              57298148.0         Earth   \n",
+       "2                      7.590711               7622911.5         Earth   \n",
+       "3                     11.173874              42683616.0         Earth   \n",
+       "4                      9.840831              61010824.0         Earth   \n",
+       "\n",
+       "   Orbit ID Orbit Determination Date  Orbit Uncertainity  \\\n",
+       "0        17      2017-04-06 08:36:37                   5   \n",
+       "1        21      2017-04-06 08:32:49                   3   \n",
+       "2        22      2017-04-06 09:20:19                   0   \n",
+       "3         7      2017-04-06 09:15:49                   6   \n",
+       "4        25      2017-04-06 08:57:58                   1   \n",
+       "\n",
+       "   Minimum Orbit Intersection  Jupiter Tisserand Invariant  Epoch Osculation  \\\n",
+       "0                    0.025282                        4.634         2458000.5   \n",
+       "1                    0.186935                        5.457         2458000.5   \n",
+       "2                    0.043058                        4.557         2458000.5   \n",
+       "3                    0.005512                        5.093         2458000.5   \n",
+       "4                    0.034798                        5.154         2458000.5   \n",
+       "\n",
+       "   Eccentricity  Semi Major Axis  Inclination  Asc Node Longitude  \\\n",
+       "0      0.425549         1.407011     6.025981          314.373913   \n",
+       "1      0.351674         1.107776    28.412996          136.717242   \n",
+       "2      0.348248         1.458824     4.237961          259.475979   \n",
+       "3      0.216578         1.255903     7.905894           57.173266   \n",
+       "4      0.210448         1.225615    16.793382           84.629307   \n",
+       "\n",
+       "   Orbital Period  Perihelion Distance  Perihelion Arg  Aphelion Dist  \\\n",
+       "0      609.599786             0.808259       57.257470       2.005764   \n",
+       "1      425.869294             0.718200      313.091975       1.497352   \n",
+       "2      643.580228             0.950791      248.415038       1.966857   \n",
+       "3      514.082140             0.983902       18.707701       1.527904   \n",
+       "4      495.597821             0.967687      158.263596       1.483543   \n",
+       "\n",
+       "   Perihelion Time  Mean Anomaly  Mean Motion Equinox  Hazardous  \n",
+       "0     2.458162e+06    264.837533     0.590551   J2000       True  \n",
+       "1     2.457795e+06    173.741112     0.845330   J2000      False  \n",
+       "2     2.458120e+06    292.893654     0.559371   J2000       True  \n",
+       "3     2.457902e+06     68.741007     0.700277   J2000      False  \n",
+       "4     2.457814e+06    135.142133     0.726395   J2000       True  "
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "c26e45ad-04c7-4886-a603-b9d8d96b1de6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(4687, 29)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "6ab4e017-7e81-4aac-8e3c-1aa98dcfe6fc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Neo Reference ID                3692\n",
+       "Name                            3692\n",
+       "Absolute Magnitude               269\n",
+       "Est Dia in KM(min)               269\n",
+       "Est Dia in KM(max)               269\n",
+       "Close Approach Date              777\n",
+       "Epoch Date Close Approach        777\n",
+       "Relative Velocity km per sec    4687\n",
+       "Miss Dist.(kilometers)          4661\n",
+       "Orbiting Body                      1\n",
+       "Orbit ID                         188\n",
+       "Orbit Determination Date        2680\n",
+       "Orbit Uncertainity                10\n",
+       "Minimum Orbit Intersection      3678\n",
+       "Jupiter Tisserand Invariant     2495\n",
+       "Epoch Osculation                 429\n",
+       "Eccentricity                    3692\n",
+       "Semi Major Axis                 3692\n",
+       "Inclination                     3692\n",
+       "Asc Node Longitude              3692\n",
+       "Orbital Period                  3692\n",
+       "Perihelion Distance             3692\n",
+       "Perihelion Arg                  3692\n",
+       "Aphelion Dist                   3692\n",
+       "Perihelion Time                 3692\n",
+       "Mean Anomaly                    3692\n",
+       "Mean Motion                     3692\n",
+       "Equinox                            1\n",
+       "Hazardous                          2\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.nunique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "901eeaaa-9504-447f-9833-0a0464cb58c5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2458000.5    4048\n",
+       "2457600.5      64\n",
+       "2457800.5      55\n",
+       "2455707.5       5\n",
+       "2457431.5       4\n",
+       "             ... \n",
+       "2454806.5       1\n",
+       "2454791.5       1\n",
+       "2454765.5       1\n",
+       "2454768.5       1\n",
+       "2457637.5       1\n",
+       "Name: Epoch Osculation, Length: 429, dtype: int64"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['Epoch Osculation'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "9ba34995-162c-453a-897e-c5f907bcdb8b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    " df.drop(['Equinox','Orbiting Body', 'Neo Reference ID','Name','Close Approach Date', 'Orbit Determination Date'], axis=1, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "30f9661c-224c-4908-879b-322d4e3bb83a",
+   "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>Absolute_Magnitude</th>\n",
+       "      <th>Est_Dia_in_KM(min)</th>\n",
+       "      <th>Est_Dia_in_KM(max)</th>\n",
+       "      <th>Epoch_Date_Close_Approach</th>\n",
+       "      <th>Relative_Velocity_km_per_sec</th>\n",
+       "      <th>Miss_Dist.(kilometers)</th>\n",
+       "      <th>Orbit_ID</th>\n",
+       "      <th>Orbit_Uncertainity</th>\n",
+       "      <th>Minimum_Orbit_Intersection</th>\n",
+       "      <th>Jupiter_Tisserand_Invariant</th>\n",
+       "      <th>Epoch_Osculation</th>\n",
+       "      <th>Eccentricity</th>\n",
+       "      <th>Semi_Major_Axis</th>\n",
+       "      <th>Inclination</th>\n",
+       "      <th>Asc_Node_Longitude</th>\n",
+       "      <th>Orbital_Period</th>\n",
+       "      <th>Perihelion_Distance</th>\n",
+       "      <th>Perihelion_Arg</th>\n",
+       "      <th>Aphelion_Dist</th>\n",
+       "      <th>Perihelion_Time</th>\n",
+       "      <th>Mean_Anomaly</th>\n",
+       "      <th>Mean_Motion</th>\n",
+       "      <th>Hazardous</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>21.6</td>\n",
+       "      <td>0.127220</td>\n",
+       "      <td>0.284472</td>\n",
+       "      <td>788947200000</td>\n",
+       "      <td>6.115834</td>\n",
+       "      <td>62753692.0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.025282</td>\n",
+       "      <td>4.634</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.425549</td>\n",
+       "      <td>1.407011</td>\n",
+       "      <td>6.025981</td>\n",
+       "      <td>314.373913</td>\n",
+       "      <td>609.599786</td>\n",
+       "      <td>0.808259</td>\n",
+       "      <td>57.257470</td>\n",
+       "      <td>2.005764</td>\n",
+       "      <td>2.458162e+06</td>\n",
+       "      <td>264.837533</td>\n",
+       "      <td>0.590551</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>21.3</td>\n",
+       "      <td>0.146068</td>\n",
+       "      <td>0.326618</td>\n",
+       "      <td>788947200000</td>\n",
+       "      <td>18.113985</td>\n",
+       "      <td>57298148.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.186935</td>\n",
+       "      <td>5.457</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.351674</td>\n",
+       "      <td>1.107776</td>\n",
+       "      <td>28.412996</td>\n",
+       "      <td>136.717242</td>\n",
+       "      <td>425.869294</td>\n",
+       "      <td>0.718200</td>\n",
+       "      <td>313.091975</td>\n",
+       "      <td>1.497352</td>\n",
+       "      <td>2.457795e+06</td>\n",
+       "      <td>173.741112</td>\n",
+       "      <td>0.845330</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20.3</td>\n",
+       "      <td>0.231502</td>\n",
+       "      <td>0.517654</td>\n",
+       "      <td>789552000000</td>\n",
+       "      <td>7.590711</td>\n",
+       "      <td>7622911.5</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.043058</td>\n",
+       "      <td>4.557</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.348248</td>\n",
+       "      <td>1.458824</td>\n",
+       "      <td>4.237961</td>\n",
+       "      <td>259.475979</td>\n",
+       "      <td>643.580228</td>\n",
+       "      <td>0.950791</td>\n",
+       "      <td>248.415038</td>\n",
+       "      <td>1.966857</td>\n",
+       "      <td>2.458120e+06</td>\n",
+       "      <td>292.893654</td>\n",
+       "      <td>0.559371</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>27.4</td>\n",
+       "      <td>0.008801</td>\n",
+       "      <td>0.019681</td>\n",
+       "      <td>790156800000</td>\n",
+       "      <td>11.173874</td>\n",
+       "      <td>42683616.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.005512</td>\n",
+       "      <td>5.093</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.216578</td>\n",
+       "      <td>1.255903</td>\n",
+       "      <td>7.905894</td>\n",
+       "      <td>57.173266</td>\n",
+       "      <td>514.082140</td>\n",
+       "      <td>0.983902</td>\n",
+       "      <td>18.707701</td>\n",
+       "      <td>1.527904</td>\n",
+       "      <td>2.457902e+06</td>\n",
+       "      <td>68.741007</td>\n",
+       "      <td>0.700277</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>21.6</td>\n",
+       "      <td>0.127220</td>\n",
+       "      <td>0.284472</td>\n",
+       "      <td>790156800000</td>\n",
+       "      <td>9.840831</td>\n",
+       "      <td>61010824.0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.034798</td>\n",
+       "      <td>5.154</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.210448</td>\n",
+       "      <td>1.225615</td>\n",
+       "      <td>16.793382</td>\n",
+       "      <td>84.629307</td>\n",
+       "      <td>495.597821</td>\n",
+       "      <td>0.967687</td>\n",
+       "      <td>158.263596</td>\n",
+       "      <td>1.483543</td>\n",
+       "      <td>2.457814e+06</td>\n",
+       "      <td>135.142133</td>\n",
+       "      <td>0.726395</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Absolute_Magnitude  Est_Dia_in_KM(min)  Est_Dia_in_KM(max)  \\\n",
+       "0                21.6            0.127220            0.284472   \n",
+       "1                21.3            0.146068            0.326618   \n",
+       "2                20.3            0.231502            0.517654   \n",
+       "3                27.4            0.008801            0.019681   \n",
+       "4                21.6            0.127220            0.284472   \n",
+       "\n",
+       "   Epoch_Date_Close_Approach  Relative_Velocity_km_per_sec  \\\n",
+       "0               788947200000                      6.115834   \n",
+       "1               788947200000                     18.113985   \n",
+       "2               789552000000                      7.590711   \n",
+       "3               790156800000                     11.173874   \n",
+       "4               790156800000                      9.840831   \n",
+       "\n",
+       "   Miss_Dist.(kilometers)  Orbit_ID  Orbit_Uncertainity  \\\n",
+       "0              62753692.0        17                   5   \n",
+       "1              57298148.0        21                   3   \n",
+       "2               7622911.5        22                   0   \n",
+       "3              42683616.0         7                   6   \n",
+       "4              61010824.0        25                   1   \n",
+       "\n",
+       "   Minimum_Orbit_Intersection  Jupiter_Tisserand_Invariant  Epoch_Osculation  \\\n",
+       "0                    0.025282                        4.634         2458000.5   \n",
+       "1                    0.186935                        5.457         2458000.5   \n",
+       "2                    0.043058                        4.557         2458000.5   \n",
+       "3                    0.005512                        5.093         2458000.5   \n",
+       "4                    0.034798                        5.154         2458000.5   \n",
+       "\n",
+       "   Eccentricity  Semi_Major_Axis  Inclination  Asc_Node_Longitude  \\\n",
+       "0      0.425549         1.407011     6.025981          314.373913   \n",
+       "1      0.351674         1.107776    28.412996          136.717242   \n",
+       "2      0.348248         1.458824     4.237961          259.475979   \n",
+       "3      0.216578         1.255903     7.905894           57.173266   \n",
+       "4      0.210448         1.225615    16.793382           84.629307   \n",
+       "\n",
+       "   Orbital_Period  Perihelion_Distance  Perihelion_Arg  Aphelion_Dist  \\\n",
+       "0      609.599786             0.808259       57.257470       2.005764   \n",
+       "1      425.869294             0.718200      313.091975       1.497352   \n",
+       "2      643.580228             0.950791      248.415038       1.966857   \n",
+       "3      514.082140             0.983902       18.707701       1.527904   \n",
+       "4      495.597821             0.967687      158.263596       1.483543   \n",
+       "\n",
+       "   Perihelion_Time  Mean_Anomaly  Mean_Motion  Hazardous  \n",
+       "0     2.458162e+06    264.837533     0.590551       True  \n",
+       "1     2.457795e+06    173.741112     0.845330      False  \n",
+       "2     2.458120e+06    292.893654     0.559371       True  \n",
+       "3     2.457902e+06     68.741007     0.700277      False  \n",
+       "4     2.457814e+06    135.142133     0.726395       True  "
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns=df.columns.str.replace(' ', '_')\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "6f8ae934-2dbb-4b0b-837f-a8e348e07f6c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import LabelBinarizer \n",
+    "encoder = LabelBinarizer()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "782ed43d-8333-4b36-b205-b163f7379c65",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"Hazardous\"] = encoder.fit_transform(df[\"Hazardous\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "f2e42e76-832b-448b-be79-99ac9a3d866a",
+   "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>Absolute_Magnitude</th>\n",
+       "      <th>Est_Dia_in_KM(min)</th>\n",
+       "      <th>Est_Dia_in_KM(max)</th>\n",
+       "      <th>Epoch_Date_Close_Approach</th>\n",
+       "      <th>Relative_Velocity_km_per_sec</th>\n",
+       "      <th>Miss_Dist.(kilometers)</th>\n",
+       "      <th>Orbit_ID</th>\n",
+       "      <th>Orbit_Uncertainity</th>\n",
+       "      <th>Minimum_Orbit_Intersection</th>\n",
+       "      <th>Jupiter_Tisserand_Invariant</th>\n",
+       "      <th>Epoch_Osculation</th>\n",
+       "      <th>Eccentricity</th>\n",
+       "      <th>Semi_Major_Axis</th>\n",
+       "      <th>Inclination</th>\n",
+       "      <th>Asc_Node_Longitude</th>\n",
+       "      <th>Orbital_Period</th>\n",
+       "      <th>Perihelion_Distance</th>\n",
+       "      <th>Perihelion_Arg</th>\n",
+       "      <th>Aphelion_Dist</th>\n",
+       "      <th>Perihelion_Time</th>\n",
+       "      <th>Mean_Anomaly</th>\n",
+       "      <th>Mean_Motion</th>\n",
+       "      <th>Hazardous</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>21.6</td>\n",
+       "      <td>0.127220</td>\n",
+       "      <td>0.284472</td>\n",
+       "      <td>788947200000</td>\n",
+       "      <td>6.115834</td>\n",
+       "      <td>62753692.0</td>\n",
+       "      <td>17</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0.025282</td>\n",
+       "      <td>4.634</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.425549</td>\n",
+       "      <td>1.407011</td>\n",
+       "      <td>6.025981</td>\n",
+       "      <td>314.373913</td>\n",
+       "      <td>609.599786</td>\n",
+       "      <td>0.808259</td>\n",
+       "      <td>57.257470</td>\n",
+       "      <td>2.005764</td>\n",
+       "      <td>2.458162e+06</td>\n",
+       "      <td>264.837533</td>\n",
+       "      <td>0.590551</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>21.3</td>\n",
+       "      <td>0.146068</td>\n",
+       "      <td>0.326618</td>\n",
+       "      <td>788947200000</td>\n",
+       "      <td>18.113985</td>\n",
+       "      <td>57298148.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.186935</td>\n",
+       "      <td>5.457</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.351674</td>\n",
+       "      <td>1.107776</td>\n",
+       "      <td>28.412996</td>\n",
+       "      <td>136.717242</td>\n",
+       "      <td>425.869294</td>\n",
+       "      <td>0.718200</td>\n",
+       "      <td>313.091975</td>\n",
+       "      <td>1.497352</td>\n",
+       "      <td>2.457795e+06</td>\n",
+       "      <td>173.741112</td>\n",
+       "      <td>0.845330</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20.3</td>\n",
+       "      <td>0.231502</td>\n",
+       "      <td>0.517654</td>\n",
+       "      <td>789552000000</td>\n",
+       "      <td>7.590711</td>\n",
+       "      <td>7622911.5</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.043058</td>\n",
+       "      <td>4.557</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.348248</td>\n",
+       "      <td>1.458824</td>\n",
+       "      <td>4.237961</td>\n",
+       "      <td>259.475979</td>\n",
+       "      <td>643.580228</td>\n",
+       "      <td>0.950791</td>\n",
+       "      <td>248.415038</td>\n",
+       "      <td>1.966857</td>\n",
+       "      <td>2.458120e+06</td>\n",
+       "      <td>292.893654</td>\n",
+       "      <td>0.559371</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>27.4</td>\n",
+       "      <td>0.008801</td>\n",
+       "      <td>0.019681</td>\n",
+       "      <td>790156800000</td>\n",
+       "      <td>11.173874</td>\n",
+       "      <td>42683616.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.005512</td>\n",
+       "      <td>5.093</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.216578</td>\n",
+       "      <td>1.255903</td>\n",
+       "      <td>7.905894</td>\n",
+       "      <td>57.173266</td>\n",
+       "      <td>514.082140</td>\n",
+       "      <td>0.983902</td>\n",
+       "      <td>18.707701</td>\n",
+       "      <td>1.527904</td>\n",
+       "      <td>2.457902e+06</td>\n",
+       "      <td>68.741007</td>\n",
+       "      <td>0.700277</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>21.6</td>\n",
+       "      <td>0.127220</td>\n",
+       "      <td>0.284472</td>\n",
+       "      <td>790156800000</td>\n",
+       "      <td>9.840831</td>\n",
+       "      <td>61010824.0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.034798</td>\n",
+       "      <td>5.154</td>\n",
+       "      <td>2458000.5</td>\n",
+       "      <td>0.210448</td>\n",
+       "      <td>1.225615</td>\n",
+       "      <td>16.793382</td>\n",
+       "      <td>84.629307</td>\n",
+       "      <td>495.597821</td>\n",
+       "      <td>0.967687</td>\n",
+       "      <td>158.263596</td>\n",
+       "      <td>1.483543</td>\n",
+       "      <td>2.457814e+06</td>\n",
+       "      <td>135.142133</td>\n",
+       "      <td>0.726395</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Absolute_Magnitude  Est_Dia_in_KM(min)  Est_Dia_in_KM(max)  \\\n",
+       "0                21.6            0.127220            0.284472   \n",
+       "1                21.3            0.146068            0.326618   \n",
+       "2                20.3            0.231502            0.517654   \n",
+       "3                27.4            0.008801            0.019681   \n",
+       "4                21.6            0.127220            0.284472   \n",
+       "\n",
+       "   Epoch_Date_Close_Approach  Relative_Velocity_km_per_sec  \\\n",
+       "0               788947200000                      6.115834   \n",
+       "1               788947200000                     18.113985   \n",
+       "2               789552000000                      7.590711   \n",
+       "3               790156800000                     11.173874   \n",
+       "4               790156800000                      9.840831   \n",
+       "\n",
+       "   Miss_Dist.(kilometers)  Orbit_ID  Orbit_Uncertainity  \\\n",
+       "0              62753692.0        17                   5   \n",
+       "1              57298148.0        21                   3   \n",
+       "2               7622911.5        22                   0   \n",
+       "3              42683616.0         7                   6   \n",
+       "4              61010824.0        25                   1   \n",
+       "\n",
+       "   Minimum_Orbit_Intersection  Jupiter_Tisserand_Invariant  Epoch_Osculation  \\\n",
+       "0                    0.025282                        4.634         2458000.5   \n",
+       "1                    0.186935                        5.457         2458000.5   \n",
+       "2                    0.043058                        4.557         2458000.5   \n",
+       "3                    0.005512                        5.093         2458000.5   \n",
+       "4                    0.034798                        5.154         2458000.5   \n",
+       "\n",
+       "   Eccentricity  Semi_Major_Axis  Inclination  Asc_Node_Longitude  \\\n",
+       "0      0.425549         1.407011     6.025981          314.373913   \n",
+       "1      0.351674         1.107776    28.412996          136.717242   \n",
+       "2      0.348248         1.458824     4.237961          259.475979   \n",
+       "3      0.216578         1.255903     7.905894           57.173266   \n",
+       "4      0.210448         1.225615    16.793382           84.629307   \n",
+       "\n",
+       "   Orbital_Period  Perihelion_Distance  Perihelion_Arg  Aphelion_Dist  \\\n",
+       "0      609.599786             0.808259       57.257470       2.005764   \n",
+       "1      425.869294             0.718200      313.091975       1.497352   \n",
+       "2      643.580228             0.950791      248.415038       1.966857   \n",
+       "3      514.082140             0.983902       18.707701       1.527904   \n",
+       "4      495.597821             0.967687      158.263596       1.483543   \n",
+       "\n",
+       "   Perihelion_Time  Mean_Anomaly  Mean_Motion  Hazardous  \n",
+       "0     2.458162e+06    264.837533     0.590551          1  \n",
+       "1     2.457795e+06    173.741112     0.845330          0  \n",
+       "2     2.458120e+06    292.893654     0.559371          1  \n",
+       "3     2.457902e+06     68.741007     0.700277          0  \n",
+       "4     2.457814e+06    135.142133     0.726395          1  "
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "7225696c-4e9c-4515-8b96-b5020d1495d2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x864 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(8, 12))\n",
+    "heatmap = sns.heatmap(df.corr()[['Hazardous']].sort_values(by='Hazardous', ascending=False), vmin=-1, vmax=1, annot=True, cmap='BrBG')\n",
+    "heatmap.set_title('Features Correlating with Hazardous', fontdict={'fontsize':18}, pad=16);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "62dc03ce-039f-443d-8124-99f8014ad054",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    3932\n",
+       "1     755\n",
+       "Name: Hazardous, dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.Hazardous.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "1256b978-1ffd-43b8-95a7-85cdfc3f0036",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = df.drop(\"Hazardous\", axis=1)\n",
+    "y = df.Hazardous"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "aa11107c-f55e-405f-9bcc-2faee7ee6dae",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import RobustScaler"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "622b2562-70ff-4adf-8e9d-01e380a54ff7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scaler = RobustScaler()\n",
+    "X_columns = X.columns\n",
+    "X = scaler.fit_transform(X)\n",
+    "X = pd.DataFrame(X, columns=X_columns)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "3a4af449-63c8-4c94-8203-7e50b599b848",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "fe55df2d-6f61-4989-8e33-ac7b2f22f4d5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(X,y, stratify=y, test_size= 0.2, random_state=123)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "02b3cc55-d176-4907-a4cf-c8bad2bceff2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\compat.py:36: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  from pandas import MultiIndex, Int64Index\n"
+     ]
+    }
+   ],
+   "source": [
+    "from xgboost import XGBClassifier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "3f98008f-6892-4487-81ef-059b066596e2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:23:16] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    }
+   ],
+   "source": [
+    "xgb = XGBClassifier(use_label_encoder=False)\n",
+    "xgb_pred_train = xgb.fit(X_train, y_train).predict(X_train)\n",
+    "xgb_pred_test = xgb.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "51880d85-2fd6-4bfd-ad4f-b2bd6376d844",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "xgb_prob_pred = xgb.predict_proba(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "fe53a81a-8556-44c1-8b6b-283533e6d6f0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0,\n",
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+       "       0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+       "       0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0,\n",
+       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
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+       "       1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0,\n",
+       "       1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0,\n",
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+       "       0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0,\n",
+       "       0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,\n",
+       "       1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+       "       0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0,\n",
+       "       0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0,\n",
+       "       0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1,\n",
+       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1,\n",
+       "       1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0,\n",
+       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0,\n",
+       "       0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1,\n",
+       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0,\n",
+       "       1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+       "       1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0])"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xgb_pred_test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "7241e255-2910-4084-9abd-76e49551b47d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[1.4343858e-03, 9.9856561e-01],\n",
+       "       [9.9948531e-01, 5.1471218e-04],\n",
+       "       [9.9994934e-01, 5.0655926e-05],\n",
+       "       ...,\n",
+       "       [9.9977016e-01, 2.2985051e-04],\n",
+       "       [9.9977130e-01, 2.2869369e-04],\n",
+       "       [9.9992698e-01, 7.3028925e-05]], dtype=float32)"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xgb_prob_pred"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "6fd219a1-ffc6-4a72-94c8-48e7075f0752",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import classification_report"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "927c246c-1f9c-4eaf-a1ea-d370f199d35a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00      3145\n",
+      "           1       1.00      1.00      1.00       604\n",
+      "\n",
+      "    accuracy                           1.00      3749\n",
+      "   macro avg       1.00      1.00      1.00      3749\n",
+      "weighted avg       1.00      1.00      1.00      3749\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(xgb_pred_train, y_train))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "56288015-027d-46a4-9952-c50fb1250fa7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00       785\n",
+      "           1       1.00      0.99      0.99       153\n",
+      "\n",
+      "    accuracy                           1.00       938\n",
+      "   macro avg       1.00      0.99      1.00       938\n",
+      "weighted avg       1.00      1.00      1.00       938\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(xgb_pred_test, y_test))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "266a613e-d4da-4444-9b58-4ea9b271ac94",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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PAjYDlgH3Dms/PEEbLWEby6+AJw8rewrwy67zB9rvZTx6r0ZKSEMnET1glLmGx9/plKwDfAEYqKr/SvJRYJ1RxhgplrF8HZgHfBeYX1W/6qGPJEmSpOXkSl7HxcB6Sd4Mj7yg5B/pbDEcaR/hTkme057Fmwt8b1j9PcCG48x5GzAryf9pcz4b2BZYME6/i4B3Dp0keTJwNbBLkue2svWSPH+U/t2xDSV0v2zP8C3Pmz0fc81VdT9wIZ3tnScvx7iSJEmSJsAkD6iqAvYB3pDkNuBW4H7g70bpchWdl6ssBu4Azh423q/obJ1cPNqLV6rqAeAvgJPbFsszgf+vqu4eJ9xPAE9uY98A7FFVv6Dz1szTkiykk/RtMUr/U4Dj25wPAF8CFgHnANeOM/dYTgfen+T6JJu3slPprDpeNHo3SZIkSVMpnfxGmnpJDgc2qqoPj9d2VmbVIRyyXPPNq3nL1V+SJElaVSSZX1UDI9X5TJ6mRZKz6bx59OXjtZUkSZI0dUzyplmSrYGvDCt+oKpeNBPxrChVtc9MxyBJkiStjtyuqZXCwMBADQ4OznQYkiRJ0iphrO2avnhFkiRJkvqISZ4kSZIk9RGTPEmSJEnqI754RSuFJfOXcGSOnHR/vz5BkiRJ6nAlT5IkSZL6iEmeJEmSJPURkzxJkiRJ6iMmeZIkSZLUR0zyVoAk+ySpJFv00PZ3Exz7wCTHteNDk7x5snGOMPbuSe5Ocn2SW5JcnuQ1XfVjztf6v2Sq4pEkSZI0Pt+uuWIcAHwP2B/46HRNUlXHT8OwV1TVawCSzAHOSXJfVV3cw3y7A78DrpyGuCRJkiSNwJW8aZZkA2AX4C/pJHlDK1yXJzk7yU1Jjk+yRlefTya5IcnVSZ7eyjZN8vUk17afXUaY66NJDm/Hc1r/hW2eJ7fyS5N8Ksk1SW5Nsluv11JVC4CPAe8cYb7D2rUsTHJ6ktnAocB7kiyYyDySJEmSJs8kb/rtDVxQVbcCv06yfSvfCXgfsDWwOfD6Vr4+cHVVbQtcDrytlR8LHFNVOwL7AieOM++XgQ9U1TbAIqD7i+TWqqqdgHcPK+/FdcBI206PALZr8x1aVXcCx7eY51TVFcM7JDk4yWCSwaUsnWAYkiRJkkZikjf9DgBOb8ent3OAa6rq9qpaBpwG7NrKHwTOa8fzgdnteE/guCQLgHOBJyXZcKQJk2wEbFxVl7WifwVe2tXkrBHG71VGKV8InJrkL4CHehmoqk6oqoGqGliP9SYYhiRJkqSR+EzeNEryVODlwFZJClgTKOD89rvb0Pnvq2roeBmP3qM1gJ2r6r5hc0wmtAdGGL9X2wE3j1D+ajqJ5GuBDyfZcjKBSZIkSVo+ruRNr/2AL1fVs6tqdlVtBtxBZ9VupyTPac/izaXzYpaxXER7Fg4eeQnKiKrqbuA3Xc/BvQm4bLT2vUqyDfBh4PPDytcANquqS4C/ATYGNgDuAUZcbZQkSZI0PUzyptcBwNnDyr4O/DlwFXAUsJhO4je83XCHAQPtxSY30XmpyVjeAhydZCEwh84LUyZjt6GvUKCT3B1WVRcPa7Mm8G9JFgHX03kO7y7gm8A+vnhFkiRJWnHy6M5ArShJdgcOH/pqAsGszKpDOGTS/efVRN8fI0mSJK26ksyvqoGR6lzJkyRJkqQ+4otXZkBVXQpcOsNhPCLJnwCfGlZ8R1XtMxPxSJIkSZo8t2tqpTAwMFCDg4MzHYYkSZK0SnC7piRJkiStJkzyJEmSJKmPmORJkiRJUh/xxStaKSyZv4Qjc+SE+/nVCZIkSdJjuZInSZIkSX3EJE+SJEmS+ohJniRJkiT1EZM8SZIkSeoj05bkJfndJPsdmuTN7fjAJLOmIJYPJlnQfpZ1HR+W5MQkL1zeOaZDktlJFo9Rv3uS81ZAHOcn2XiSffdeWT9fSZIkqR+tdG/XrKrju04PBBYDS3rtn2Stqnpo2JifBD7Z6n9XVXOWP9KJx7GqSRIgVbXXcgyzN3AecNOUBCVJkiRpTNO6XXP4SlOS45Ic2I7vTPKpJNe0n+e28o8mOTzJfsAAcGpbdVs3yQ5JLksyP8mFSZ7R+lya5O+TXAb89QRjvDTJQJI1k5ySZHGSRUne0+oPS3JTkoVJTm9l6yc5Kcm1Sa5P8rpWfmCSM5J8E7goyQZJLk5yXRtzqN3sJDcn+VKSG5NclGTdVrdDkhuSXAW8YwLX8dEW06VJbk9yWCv/VJK3D2v3vh5i+wJwHbBZu1ebtPpz2ud/Y5KDu8b9XZJPttivTvL0JC8BXgsc3e7h5hO5N5IkSZImbqafyfttVe0EHAf8c3dFVZ0JDAJvbCtvDwGfA/arqh2Ak2irc83GVfWyqvrHScYyB3hmVW1VVVsDJ7fyI4Dtqmob4NBW9kHgu1W1I7AHnSRm/Va3M/CWqno5cD+wT1Vt39r9Y1sdA3ge8Pmq2hK4C9i3lZ8MHFZVO0/iGrYA/gTYCZiXZG3gdGBuV5s/A84YJ7YXAF+uqu2q6sfD5nhr+/wHgMOSPLWVrw9cXVXbApcDb6uqK4FzgfdX1Zyq+lH3QEkOTjKYZHApSydxuZIkSZKGm+ntmqd1/T5mnLYvALYCvtNykTWBn3XVf3U5Y7kd+KMknwO+BVzUyhfSWU08Bzinlb0SeG2Sw9v5OsCz2vF3qurX7TjA3yd5KfAw8Ezg6a3ujqpa0I7nA7OTbEQnWb2slX8FeNUEruFbVfUA8ECSnwNPr6rrkzwtnWcbNwV+U1U/aQngaLH9uKquHmWOw5Ls0443o5Os/gp4kM62zKHrecV4wVbVCcAJALMyqyZwnZIkSZJGMd1J3kM8drVwnWH1NcrxSALcOMYK170TjO2xgVT9Jsm2dFbC3kFnxeutwKuBl9LZdvjhJFu2WPatqlseE2DyomFxvJFOYrVDVf0+yZ08+hk80NVuGbBuG3d5kp3hYw7d3zOB/YA/oLOyN15sI36WSXYH9gR2rqqlSS7t6vP7qhqKvXtuSZIkSSvQdG/X/DHwwiRPbKtUfzysfm7X76tG6H8PsGE7vgXYNMnOAEnWbgnXlGjPnK1RVV8HPgxsn2QNYLOqugT4G2BjYAPgQuBdQ9sbk2w3yrAbAT9vSdQewLPHiqGq7gLuTrJrK3rj8l3VI04H9qeT6J05mdi6+vymJXhbAC/uoU/3PZQkSZI0zaZltSXJWsADVfVfSb5GZ8vjbcD1w5o+MckP6CSbB4ww1CnA8Unuo/Os237AZ1vCuBad5/hunKKwnwmc3BI7gL+lsyX039p8AY6pqruSfLzNvbAlencCrxlhzFOBbyYZBBYAP+whjoOAk5IspZNMLrequjHJhsB/V9XQFtfJxHYBcGiShXSS7tG2dHY7HfhSexHMfsOfy5MkSZI0tfLoDrspHLSz7fFL7aUqo7W5Exioql9OeQBa5czKrDqEQybcb17Nm4ZoJEmSpJVbkvlVNTBS3ZRv10xyKJ0XqXxoqseWJEmSJI1tyrdrti8zP76HdrOnem6AJB8E3jCs+Iz2heirpCR/AnxqWPEdVbXPSO0lSZIkrb6mZbumNFEDAwM1ODg402FIkiRJq4QVul1TkiRJkjRzTPIkSZIkqY+Y5EmSJElSH5mW78mTJmrJ/CUcmSMn1MevT5AkSZIez5U8SZIkSeojJnmSJEmS1EdM8iRJkiSpj5jkSZIkSVIfWWWTvCSV5Ctd52sl+UWS89r5a5McMUVzLUuyIMmNSW5I8t4ka7S6gSSfHaPv7CR/Pkb9ukkuS7Jmkt2H4h/W5pFrSfLRJIdPxXWNEdPfTeFY70xy0FSNJ0mSJGlsq2ySB9wLbJVk3Xb+CuC/hyqr6tyqOmqK5rqvquZU1ZZtnr2AeW2ewao6bIy+s4FRkzzgrcBZVbVstAZTfC29mHCSl2TNUapOAsb6fCRJkiRNoVU5yQP4NvDqdnwAcNpQRZIDkxzXjt+QZHFbhbu8lW2Z5Jq2QrcwyfN6mbCqfg4cDLwzHY+sviV5WRtvQZLrk2wIHAXs1sreM8KQbwS+MbwwyY5tjD/qvpZhbeYkubrFf3aSJ7fyS5Mck+TyJDe3sc5KcluST3T1/4uuz+D/tdXEo4B1W9mpo7Vr5b9L8rEkPwB2TnJUkptaPJ9pn9dS4M4kO/Xy+UqSJElaPqt6knc6sH+SdYBtgB+M0u4jwJ9U1bbAa1vZocCxVTUHGAB+2uukVXU7nc/uacOqDgfe0cbcDbgPOAK4oq0EHtPdOMkTgD+qqjuHlb8EOB54XZtrNF8GPlBV2wCLaKuLzYNV9dI2zjeAdwBbAQcmeWqS/wPMBXZp8S4D3lhVR/DoyuUbR2vX5lgfWFxVLwJuAvYBtmzxPJJMAoPt83iMJAcnGUwyuJSlY1ymJEmSpF6t0l+GXlULk8yms4p3/hhNvw+ckuRrwFmt7Crgg0n+kM52ydsmOH1Gmeef2grYWVX102SkZo/YBLhrWNn/AU4AXllVS0adPNkI2LiqLmtF/wqc0dXk3PZ7EXBjVf2s9bsd2AzYFdgBuLbFuC7w8xGm+uMx2i0Dvt6OfwvcD5yY5FtA97OFPwe2GD5wVZ3QrpVZmVWjXaskSZKk3q3qK3nQSWY+Q9dWzeGq6lDgQ3SSmwVJnlpV/05nVe8+4MIkL+91wiR/RCfBeUxS1J6b+//oJEJXJ3lcYjPMfcA6w8p+RidZ2q7XeEbxQPv9cNfx0PladJLUf20rdnOq6gVV9dERxhmr3f1DzxJW1UPATnSSvr2BC7rGWIfOtUqSJEmaZv2Q5J0EfKyqFo3WIMnmVfWDqvoI8Etgs5ao3V5Vn6WTKG7Ty2RJNqWzBfK4qqphdZtX1aKq+hSdLYpbAPcAG440VlX9BlizbTcdched5wz/Psnuo8VRVXcDv0kytA3yTcBlo7UfwcXAfkme1mJ/SpJnt7rfJ1m7h3aPSLIBsFFVnQ+8G5jTVf18YPEEYpMkSZI0Sav0dk2AqvopcOw4zY5uL1YJnaTlBjrPyv1Fkt8D/wN8bIz+6yZZAKwNPAR8BfinEdq9O8kedFb5bqLzYpiHgYeS3ACcAnwVOLGq9mp9LqKzdfI/uq7pf5P8X+DbSd46RlxvAY5Psh5wO9DzVxVU1U1JPgRclM7XQfyeznN7P6azhXJhkuvac3mjteu2IfCNlrAG6H7JzC7Akb3GJkmSJGnyMmwxSitYku2A91bVm2Y6lunQ6/XNyqw6hEMmNPa8mjd+I0mSJKkPJZlfVQMj1fXDds1VWlVdD1wyxvfMreo2AT4800FIkiRJqwtX8pokT6WzlXO4P66qX63oeFY3AwMDNTg4ONNhSJIkSauEsVbyVvln8qZKS+TmzHQckiRJkrQ83K4pSZIkSX3EJE+SJEmS+ojbNbVSWDJ/CUem929Z8M2akiRJ0shcyZMkSZKkPmKSJ0mSJEl9xCRPkiRJkvqISZ4kSZIk9RGTvJVckt9Nst/uSc5rx69NcsQkx9k4ydu7zmclOXMyY0mSJEmafiZ5q4GqOreqjppk942BR5K8qlpSVftNSWCSJEmSppxJ3iqircxdmuTMJD9McmqStLodk1yZ5IYk1yTZcFjfA5Mc145PSfLZ1v72JPu18g2SXJzkuiSLkryudT8K2DzJgiRHJ5mdZHHrs06Sk1v765Ps0TXfWUkuSHJbkk+vqM9JkiRJWt35PXmrlu2ALYElwPeBXZJcA3wVmFtV1yZ5EnDfOOM8A9gV2AI4FzgTuB/Yp6p+m2QT4Ook5wJHAFtV1RyAJLO7xnkHQFVtnWQL4KIkz291c1q8DwC3JPlcVf1XdxBJDgYOBtiIjSb4UUiSJEkaiUnequWaqvopQJIFwGzgbuBnVXUtQFX9ttWPNc45VfUwcFOSp7eyAH+f5KXAw8AzgaePNkCzK/C5Nu8Pk/wYGEryLq6qu1ssNwHPBh6T5FXVCcAJALMyq8aZS5IkSVIPTPJWLQ90HS+jc/8CTDRB6h5nKBt8I7ApsENV/T7JncA644wzViY5UqySJEmSppnP5K36fgjMSrIjQJINk0wmodoI+HlL8Pags/IGcA+w4Sh9LqeTHNK2aT4LuGUSc0uSJEmaIiZ5q7iqehCYC3wuyQ3Adxh/BW4kpwIDSQbpJG4/bOP/Cvh+ksVJjh7W5wvAmkkW0Xku8MCqegBJkiRJMyZVPgqlmTcrs+oQDum5/byaN43RSJIkSSu3JPOramCkOlfyJEmSJKmPmORJkiRJUh/xjYdaKczaYRbzBt2CKUmSJC0vV/IkSZIkqY+Y5EmSJElSHzHJkyRJkqQ+4jN5Wiksmb+EI3PkmG382gRJkiRpfK7kSZIkSVIfMcmTJEmSpD5ikidJkiRJfcQkT5IkSZL6iEmeJEmSJPURk7xJSrIsyYIki5OckWS9CfSdleTMdnxgkuMmOPelSQba8flJNp5Q8KOP+/l2TTclua8dL0iy31TOI0mSJGn6+BUKk3dfVc0BSHIqcCjwT+N1SrJWVS0B9puKIKpqr6kYp431DoAks4Hzhq6vOXOq5pEkSZI0fVzJmxpXAM9Nsn6Sk5Jcm+T6JK+DR1brzkjyTeCiJLOTLO7qPyvJBUluS/LpocIkr0xyVZLrWv8Nhk+c5M4km7Tj97aVxcVJ3t3KZie5OcmXktyY5KIk6070AofmaeP9MMmJbZ5Tk+yZ5Pst/p1a+xE/i2FjHpxkMMngUpZONCRJkiRJIzDJW05J1gJeBSwCPgh8t6p2BPYAjk6yfmu6M/CWqnr5CMPMAeYCWwNzk2zWErcPAXtW1fbAIPDeMeLYATgIeBHwYuBtSbZr1c8DPl9VWwJ3AftO/ooBeC5wLLANsAXw58CuwOHA37U2Y30WAFTVCVU1UFUD69HzbldJkiRJY3C75uStm2RBO74C+BfgSuC1SQ5v5esAz2rH36mqX48y1sVVdTdAkpuAZwMbAy8Evp8E4AnAVWPEsytwdlXd28Y5C9gNOBe4o6qGYp0PzO71IkdxR1UtavPc2OKvJIu6xn4lI38WNy/n3JIkSZLGYJI3efcNe2aNdLKxfavqlmHlLwLuHWOsB7qOl9G5L6GTGB7QYzyZwPgT3q45xngPd50/zKP/TY34WUiSJEmaXm7XnFoXAu9qyR5d2yUn42pglyTPbWOtl+T5Y7S/HNi7tVsf2IfOCuNMmcrPQpIkSVKPTPKm1seBtYGF7cUqH5/sQFX1C+BA4LQkC+kkfVuM0f464BTgGuAHwIlVdf1k558CU/ZZSJIkSepdqmqmY5CYlVl1CIeM2WZezVtB0UiSJEkrtyTzq2pgpDpX8iRJkiSpj/jildVUks8DuwwrPraqTp6JeGbtMIt5g67USZIkScvLJG81VVXvmOkYJEmSJE09t2tKkiRJUh8xyZMkSZKkPuJ2Ta0UlsxfwpE5csw2vl1TkiRJGp8reZIkSZLUR0zyJEmSJKmPmORJkiRJUh8xyZMkSZKkPjKpJC/JsiQLun6OmKqAksxOsngC7U9JckeSG5LcmuTLSZ7ZQ793J1lvkjGuneSoJLclWZzkmiSvanV3JtlkMuNOMIa1kvwyyT9M91yTsaI+B0mSJEmPNdmVvPuqak7Xz1FTGtXEvb+qtgVeAFwPXJLkCeP0eTcwqSQP+DjwDGCrqtoK+L/AhpMca7JeCdwC/FmSTMWASXzbqiRJkrSKm9Ltmm315lNtZeuaJM9t5c9OcnGShe33s1r505Oc3VbhbkjykjbUmkm+lOTGJBclWbeX+avjGOB/gKGVtS8mGWxjHdnKDgNm0UkGL2llr0xyVZLrkpyRZINRrnE94G3Au6rqgTbv/1bV10Zo+9620rc4ybtb2fpJvtWud3GSua18hySXJZmf5MIkzxjncg8AjgV+Ary4a87R7sEpSY5PckVb8XxNKz+wXe83gYuSPCXJOe1eXZ1km9ZupyRXJrm+/X5BK18zyWeSLGp93tUV47va57koyRbjXI8kSZKkKTDZJG/dYds153bV/baqdgKOA/65lR0HfLmqtgFOBT7byj8LXNZW4bYHbmzlzwM+X1VbAncB+04wvuuAoaTig1U1AGwDvCzJNlX1WWAJsEdV7dG2FX4I2LOqtgcGgfeOMvZzgZ9U1W/HCiDJDsBBwIvoJGFvS7Id8KfAkqratq0CXpBkbeBzwH5VtQNwEvDJMcZeF/hj4DzgNDoJX7eR7gHAbOBlwKuB45Os08p3Bt5SVS8HjgSub/fq74AvtzY/BF5aVdsBHwH+vpUfDDwH2K7r/g75Zfs8vwgcPsJ1HNwS8MGlLB3tciVJkiRNwGS3591XVXNGqTut6/cx7Xhn4PXt+CvAp9vxy4E3A1TVMuDuJE8G7qiqBa3NfDrJyUR0b1/8syQH07nWZwAvBBYOa//iVv79tvPxCcBVE5xzuF2Bs6vqXoAkZwG7ARcAn0nyKeC8qroiyVbAVsB32vxrAj8bY+zXAJdU1dIkXwc+nOQ97TOEke8BwNeq6mHgtiS382gi/J2q+nVX3PsCVNV3kzw1yUbAk4B/TfI8oIC1W/s9geOr6qHWZ2gcgLPa7/k8ev8fUVUnACcAzMqsGuN6JUmSJPVoOp7BqlGOR2szkge6jpcBPW3X7LIdcHGS59BZQdqxqn6T5BRgnRHah06iM3xFbCT/CTwryYZVdc8Y7UZ8Tq6qbm2rfHsB/5DkIuBs4Maq2rmH+aGzcrdLkjvb+VOBPYD/GJqme8pRjrvP7x0n7qLzHOIlVbVPktnApV3tR7ufQ/dxGdPz35okSZKkYabjKxTmdv0eWg27Eti/Hb8R+F47vhj4K3jk2a4nLc/E6TiMzordBXRWn+6ls0L4dNpzes09PPqylKvpJE1Dz6+tl+T5I81RVUuBfwE+m/ZylyTPSPIXw5peDuzdxlof2Ae4IsksYGlV/RvwGTrbVG8BNk2ycxtv7SRbjnKNT6Kz2vasqppdVbOBd/DYLZsj3QOANyRZI8nmwB+1eYe7nM49IsnudLZc/hbYCPjv1ubArvYXAYemvbQlyVNGiluSJEnSijHZ1ZV1kyzoOr+gqoa+RuGJSX5AJ4EcSjwOA05K8n7gF3SeVQP4a+CEJH9JZ7Xnrxh7m+Jojk7yYTpvy7yazrN2DwI3JLmezrN+twPf7+pzAvDtJD9rz+UdCJyW5Imt/kPAraPM9yHgE8BNSe6nk0h+pLtBVV3XVg6vaUUnVtX1Sf6kxfsw8Hvgr6rqwST70UkcN6JzX/6ZR59R7PZ64LtDL31pvgF8uiv2ke4BdJK6y4CnA4dW1f15/Is5PwqcnGQhsBR4Syv/NJ3tmu8FvtvV/kTg+cDCJL8HvkTnWUBJkiRJMyBVU/coVNs+OFBVv5yyQTUho92DlnCeV1VnzkRc45mVWXUIh4zZZl7NW0HRSJIkSSu3JPPbCyYfZzq2a0qSJEmSZsiUvgyjPR82LZJ8HthlWPGxVXXyNM55Np2vB+j2gaq6cLrmHDb/hK95tHtQVQdOXWSSJEmSVlZTul1TmqyBgYEaHByc6TAkSZKkVYLbNSVJkiRpNWGSJ0mSJEl9xCRPkiRJkvrIlL54RZqsJfOXcGSOHLXer0+QJEmSeuNKniRJkiT1EZM8SZIkSeojJnmSJEmS1EdM8lYSSZYlWdD1c8QKmHNOkr3GqB9I8tlxxjg/ycbt5+1TH6UkSZKkifDFKyuP+6pqzgqecw4wAJw/vCLJWlU1CIz5DeVVtVdrPxt4O/CFKY9SkiRJUs9cyVvJJdkxyZVJbkhyTZINk6yZ5DNJFiVZmORdre0OSS5LMj/JhUme0covTfKp1v/WJLsleQLwMWBuWzmcm+SjSU5IchHw5SS7JzmvjbFBkpO75ty3ld+ZZBPgKGDzNtbRSb6S5HVd13Fqkteu4I9PkiRJWu24krfyWDfJgq7zfwDOBr4KzK2qa5M8CbgPOBh4DrBdVT2U5ClJ1gY+B7yuqn6RZC7wSeCtbby1qmqntj1zXlXtmeQjwEBVvRMgyUeBHYBdq+q+JLt3xfNh4O6q2rq1ffKw+I8AthpajUzyMuA9wDeSbAS8BHjL8n1EkiRJksZjkrfyeNx2zSRbAz+rqmsBquq3rXxP4PiqeqiV/zrJVsBWwHeSAKwJ/KxruLPa7/nA7DHiOLeq7huhfE9g/6GTqvrNWBdTVZcl+XySpwGvB74+FG/X9R1MJ2FlIzYaazhJkiRJPTLJW7kFqB7LA9xYVTuPMtYD7fcyxr7v904wlrF8BXgjneTwrcMrq+oE4ASAWZk10bElSZIkjcBn8lZuPwRmJdkRoD2PtxZwEXBoOybJU4BbgE2T7NzK1k6y5Tjj3wNs2GMsFwHvHDoZYbvmSGOdArwboKpu7HEeSZIkScvBJG/lse6wr1A4qqoeBOYCn0tyA/AdYB3gROAnwMJW/uet7X7Ap1rZAjrPwY3lEuCFQy9eGaftJ4AnJ1ncxt+ju7KqfgV8v9Uf3cr+F7gZOLnnT0GSJEnSckmVu+Q0PZKsBywCtq+qu8dqOyuz6hAOGbV+Xs2b4ugkSZKkVVeS+VU1MFKdK3maFu3lMD8EPjdegidJkiRp6vjiFU2LqvoP4FkzHYckSZK0unElT5IkSZL6iCt5WinM2mEW8wZ97k6SJElaXq7kSZIkSVIfMcmTJEmSpD5ikidJkiRJfcRn8rRSWDJ/CUfmyBHr/I48SZIkqXeu5EmSJElSHzHJkyRJkqQ+YpInSZIkSX3EJE+SJEmS+ohJ3jRIsizJgiSLk5yRZL0J9J2V5Mx2fGCS4yY496VJBtrx+Uk2nlDw44+/VpJfJvmHqRxXkiRJ0tQwyZse91XVnKraCngQOLSXTknWqqolVbXfVARRVXtV1V1TMVaXVwK3AH+WJCM1SLLmFM8pSZIkqUcmedPvCuC5SdZPclKSa5Ncn+R18Mhq3RlJvglclGR2ksVd/WcluSDJbUk+PVSY5JVJrkpyXeu/wfCJk9yZZJN2/N62srg4ybtb2ewkNyf5UpIbk1yUZN1xrucA4FjgJ8CLh831kSTfA96QZK8kP0zyvSSfTXLepD49SZIkSRNikjeNkqwFvApYBHwQ+G5V7QjsARydZP3WdGfgLVX18hGGmQPMBbYG5ibZrCVuHwL2rKrtgUHgvWPEsQNwEPAiOonZ25Js16qfB3y+qrYE7gL2HWOcdYE/Bs4DTqOT8HW7v6p2Bc4B/h/wqna+6SjjHZxkMMngUpaONq0kSZKkCTDJmx7rJllAJ/n6CfAvdLY5HtHKLwXWAZ7V2n+nqn49ylgXV9XdVXU/cBPwbDqJ2guB77fx3tLKR7MrcHZV3VtVvwPOAnZrdXdU1YJ2PB+YPcY4rwEuqaqlwNeBfYZtzfxq+70FcHtV3dHOTxtpsKo6oaoGqmpgPXp+bFGSJEnSGNaa6QD61H1VNae7oD2/tm9V3TKs/EXAvWOM9UDX8TI69yx0EsPhK2mjGfHZuVHGH2u75gHALknubOdPpbMq+R/tfOg6xppPkiRJ0jRyJW/FuRB419DLSrq2S07G1XSSree2sdZL8vwx2l8O7N3arQ/sQ+dZwZ4leRKdFcFnVdXsqpoNvIPHb9kE+CHwR0lmt/O5E5lLkiRJ0uSZ5K04HwfWBha2F6t8fLIDVdUvgAOB05IspJP0bTFG++uAU4BrgB8AJ1bV9ROc9vV0ninsXvn7BvDaJE8cNt99wNuBC9qLWP4XuHuC80mSJEmahFTVTMegPpRkg6r6XVu5/DxwW1UdM1r7WZlVh3DIiHXzat40RSlJkiStmpLMr6qBkepcydN0eVt7KcyNwEZ03rYpSZIkaZr54hU9TpLPA7sMKz62qk7udYy2ajfqyp0kSZKk6eF2Ta0UBgYGanBwcKbDkCRJklYJbteUJEmSpNWESZ4kSZIk9RGTPEmSJEnqI754RSuFJfOXcGSOfEyZX50gSZIkTZwreZIkSZLUR0zyJEmSJKmPmORJkiRJUh8xyZMkSZKkPtK3SV6SfZJUki2maLwDkzycZJuussVJZk9wjOMmOfeE+01g/IEkn23Huyd5ySTGOCXJflMfnSRJkqSJ6NskDzgA+B6w/xSO+VPgg1M43kqhqgar6rB2ujsw4SRPkiRJ0sqhL5O8JBsAuwB/SUvykjwjyeVJFrQVuN1a+Z8muS7JDUkuHmfo84Atk7xghDkPSLKojf2prvKDktya5LIW01D5pkm+nuTa9rPL8DF7uM73tvkWJ3l3K5ud5OYkX0pyY5KLkqzb6nZMsjDJVUmOTrK4le+e5Ly2Knko8J72Oe02fIUuye/a7yQ5LslNSb4FPK2rzQ5JLksyP8mFSZ4x0WuTJEmSNDl9meQBewMXVNWtwK+TbA/8OXBhVc0BtgUWJNkU+BKwb1VtC7xhnHEfBj4N/F13YZJZwKeAlwNzgB2T7N2SmyPpJHevAF7Y1e1Y4Jiq2hHYFzhxIheYZAfgIOBFwIuBtyXZrlU/D/h8VW0J3NXGBzgZOLSqdgaWDR+zqu4Ejm9xzamqK8YIYR/gBcDWwNtoq39J1gY+B+xXVTsAJwGfHOUaDk4ymGRwKUt7vXRJkiRJY+jXL0M/APjndnx6O/8mcFJLQs6pqgVJdgcur6o7AKrq1z2M/e/AB5M8p6tsR+DSqvoFQJJTgZe2uu7yrwLPb+V7Ai9MMjTGk5JsWFX39HiNuwJnV9W9beyzgN2Ac4E7qmpBazcfmJ1kY2DDqrqy6zpe0+NcI3kpcFpVLQOWJPluK38BsBXwnXZtawI/G2mAqjoBOAFgVmbVcsQiSZIkqem7JC/JU+msqG2VpOgkGQX8DZ3E5NXAV5IcTWeVa0LJRVU9lOQfgQ90TztWl1HK1wB2rqr7JjJ/j3M+0HW8DFh3nPZjeYi24ptO1vaErrqRri3AjW21UJIkSdIK1o/bNfcDvlxVz66q2VW1GXAHnQTv51X1JeBfgO2Bq4CXDa3KJXlKj3OcQmclbtN2/oM2ziZJ1qSzcnhZK989yVPbCmL3dtCLgHcOnSSZM8HrvBzYO8l6Sdans31y1O2VVfUb4J4kL25Fo72Q5h5gw67zO4Ed2vHrgLW75t8/yZptW+oerfwWYNMkO0Nn+2aSLSd0ZZIkSZImrR+TvAOAs4eVfZ1OYrYgyfV0nlE7tm2jPBg4K8kNwFd7maCqHgQ+S3vZSFX9DPhb4BLgBuC6qvpGK/8onWTyP4DruoY5DBhoL0K5ic4LT8ZyYJKfDv0AP2/XdA2dZPLEqrp+nDH+EjghyVV0VtzuHqHNN4F9hl68QueZxZcluYbO83/3tnZnA7cBi4Av0klqhz6b/YBPtc90Ab6tU5IkSVphUuWjUKuLJBtU1dDbMY8AnlFVfz3DYQGdZ/IO4ZDHlM2reTMUjSRJkrRySzK/qgZGquu7Z/I0plcn+Vs69/3HwIEzG44kSZKkqeZK3jBJDgKGr259v6re0c9zz7SBgYEaHByc6TAkSZKkVYIreRNQVSfT+T651WpuSZIkSf2hH1+8IkmSJEmrLZM8SZIkSeojbtfUSmHJ/CUcmSMfOffNmpIkSdLkuJInSZIkSX3EJE+SJEmS+ohJniRJkiT1EZM8SZIkSeojJnmSJEmS1EdWmyQvybIkC5IsTnJGkvUm0HdWkjPb8YFJjpvg3JcmGWjH5yfZeELBjz32KUnuSHJDkluTfDnJM7vqx5wvybsn8llIkiRJWrmtNkkecF9VzamqrYAHgUN76ZRkrapaUlX7TUUQVbVXVd01FWN1eX9VbQu8ALgeuCTJE3qc792ASZ4kSZLUJ1anJK/bFcBzk6yf5KQk1ya5Psnr4JHVujOSfBO4KMnsJIu7+s9KckGS25J8eqgwySuTXJXkutZ/g+ETJ7kzySbt+L1tZXFxkne3stlJbk7ypSQ3Jrkoybq9XFR1HAP8D/Cq7vnatX6rrfgtTjI3yWHALDpJ4SWt/ReTDLa5H/niujbOke3aFiXZopVvkOTkVrYwyb4T+CwObnMNLmVpL5coSZIkaRyrXZKXZC06CdAi4IPAd6tqR2AP4Ogk67emOwNvqaqXjzDMHGAusDUwN8lmLXH7ELBnVW0PDALvHSOOHYCDgBcBLwbelmS7Vv084PNVtSVwF7DvBC/zOmCLYWV/Ciypqm3bauYFVfVZYAmwR1Xt0dp9sKoGgG2AlyXZpmuMX7Zr+yJweCv7MHB3VW1dVdsA3+31s6iqE6pqoKoG1nMxUZIkSZoSa810ACvQukkWtOMrgH8BrgRem2QoYVkHeFY7/k5V/XqUsS6uqrsBktwEPBvYGHgh8P0kAE8Arhojnl2Bs6vq3jbOWcBuwLnAHVU1FOt8YHavF9lkhLJFwGeSfAo4r6quGKXvnyU5mM5/G8+gc00LW91ZXTG9vh3vCew/1LmqfpPkNUzss5AkSZI0RVanJO++qprTXZBOBrJvVd0yrPxFwL1jjPVA1/EyOp9j6CSGB/QYz0iJ2Gjj97Rds8t2wMXdBVV1a1s93Av4hyQXVdXHHhNQ8hw6K3Q7tmTtFDqJ7/C4hq556Dpq2PwT/SwkSZIkTZHVbrvmMBcC72rJHl3bJSfjamCXJM9tY62X5PljtL8c2Lu1Wx/Yh84K46Sl4zA6K3AXDKubBSytqn8DPgNs36ruATZsx0+ik9zeneTptOf6xnER8M6ueZ7MxD8LSZIkSVNkdU/yPg6sDSxsL1b5+GQHqqpfAAcCpyVZSCfRGf5cXHf764BTgGuAHwAnVtX1k5z+6CQ3ALcCO9J5xu7BYW22Bq5pW1Y/CHyilZ8AfDvJJVV1A523c94InAR8v4e5PwE8ub3M5YY294Q+C0mSJElTJ1XDd9pJK96szKpDOOSR83k1bwajkSRJklZuSea3FyY+zuq+kidJkiRJfWV1evHKKi3J54FdhhUfW1Unz0Q8U23WDrOYN+jqnSRJkrS8TPJWEVX1jpmOQZIkSdLKz+2akiRJktRHTPIkSZIkqY+4XVMrhSXzl3Bkjnzk3LdrSpIkSZPjSp4kSZIk9RGTPEmSJEnqIyZ5kiRJktRHTPIkSZIkqY+Y5EmSJElSHzHJ6zNJ/jDJN5LcluRHSY5N8oQR2u2e5LxRxjg/ycbt5+3jzDc7yeKuMe9Ocn2SW5JcnuQ1U3NlkiRJknphktdHkgQ4Czinqp4HPB/YAPjksHZjfnVGVe1VVXcBGwNjJnkjuKKqtquqFwCHAccl+eMJjiFJkiRpkkzy+svLgfur6mSAqloGvAd4a5K3JzkjyTeBi1r7JyU5O8lNSY5PsgZAkjuTbAIcBWyeZEGSoycaTFUtAD4GvHOk+iQHJxlMMriUpRMdXpIkSdII/DL0/rIlML+7oKp+m+QndO71zsA2VfXrJLsDOwEvBH4MXAC8Hjizq/sRwFZVNWc5YroOeP9IFVV1AnACwKzMquWYQ5IkSVLjSl5/CTBSsjRU/p2q+nVX+TVVdXtb8TsN2HWaYpIkSZK0gpjk9ZcbgYHugiRPAjYDlgH3Dms/PCGcjtW07YCbp2FcSZIkSSMwyesvFwPrJXkzQJI1gX8EToERH3rbKclz2rN4c4HvDau/B9hwssEk2Qb4MPD5yY4hSZIkaWJM8vpIVRWwD/CGJLcBtwL3A383Sper6LxcZTFwB3D2sPF+BXw/yeIJvHhlt6GvUKCT3B1WVRdP/GokSZIkTUY6eYE0s2ZlVh3CIY+cz6t5MxiNJEmStHJLMr+qBkaqcyVPkiRJkvqIX6GgniTZGvjKsOIHqupFUzH+rB1mMW/Q1TtJkiRpeZnkqSdVtQiYM9NxSJIkSRqb2zUlSZIkqY+Y5EmSJElSH3G7plYKS+Yv4cgc+ci5b9eUJEmSJseVPEmSJEnqIyZ5kiRJktRHTPIkSZIkqY+Y5EmSJElSHzHJ61GSDya5McnCJAuSLPeXgCe5coy62Ukqyce7yjZJ8vskx40z7muTHLG88XWN940kV/XY9mNJ9pyquSVJkiRNjG/X7EGSnYHXANtX1QNJNgGesLzjVtVLxmlye5v3w+38DcCNPYx7LnBur3EkWauqHhqlbmNge+B3SZ5TVXeMM/dHep1XkiRJ0tRzJa83zwB+WVUPAFTVL6tqSZIdklyWZH6SC5M8AyDJpUmOSXJ5kpuT7JjkrCS3JfnE0KBJfjfOvPcBNycZaOdzga919f+/SX6Q5Pok/5Hk6a38wKHVviTPTnJxW4G8OMmzWvkpSf4pySXAp8aIYV/gm8DpwP5dc38jyZvb8SFJTu0ad792fFSSm9rcnxnnWiVJkiRNAZO83lwEbJbk1iRfSPKyJGsDnwP2q6odgJOAT3b1ebCqXgocD3wDeAewFXBgkqdOYO7Tgf2T/CGwDFjSVfc94MVVtV1r9zcj9D8O+HJVbQOcCny2q+75wJ5V9b4x5j8AOK39HNBVfjDwkSS7Ae8D3tXdKclTgH2ALdvcn2CYJAcnGUwyuJSlY4QgSZIkqVdu1+xBVf0uyQ7AbsAewFfpJC1bAd9JArAm8LOubkPbJRcBN1bVzwCS3A5sBvyqx+kvAD4O/G+bt9sfAl9tK4hPAEbaSrkz8Pp2/BXg0111Z1TVstEmbiuDzwW+V1WV5KEkW1XV4qr63yQfAS4B9qmqXw/r/lvgfuDEJN8Czhs+flWdAJwAMCuzarQ4JEmSJPXOlbweVdWyqrq0quYB76SzjfHGqprTfrauqld2dXmg/X6463jovOfkuqoeBObTWS37+rDqzwHHVdXWwCHAOr0M2XV87zht5wJPBu5Icicwm64tm8DWdJLVWSPE/RCwU4t5bzrJqiRJkqRpZpLXgyQvSPK8rqI5wM3Apu2lLCRZO8mW0xTCPwIfqKrhq38bAf/djt8ySt8reTQxeyOdLZ69OgD406qaXVWzgR2GxkqyE/AqYDvg8CTP6e6YZANgo6o6H3g3nc9MkiRJ0jRzu2ZvNgA+1940+RDwn3SeSTsB+GySjeh8lv9MD2+/nKiqunGUcT8KnJHkv4Grge5Ea2jF7jDgpCTvB34BHNTLnElmA89q4w7FcUeS37avjzgBOKi9gOZ9bY6Xdw2xIfCNJOsAAd7Ty7ySJEmSlk+qfBSq37Sk60lta+kqYVZm1SEc8sj5vFUndEmSJGmFSzK/qgZGqnMlr88kORQ4kEdftiJJkiRpNWKSN8OSbE3nrZfdHqiqF01mvKo6ns7XNkwkhoOAvx5W/P2qesdkYpAkSZI0c9yuqZXCwMBADQ4OznQYkiRJ0iphrO2avl1TkiRJkvqISZ4kSZIk9RGTPEmSJEnqIyZ5Wiksmb+EI3MkR+bImQ5FkiRJWqWZ5EmSJElSHzHJkyRJkqQ+YpInSZIkSX3EJE+SJEmS+si4SV6SZUkWJFmc5JtJNh6n/UeTHD5Om72TvLDr/GNJ9uw56vHn/4dhZXOS3DxOnzFjHqXfrCRnds2x18QjhiSnJNlvMn0lSZIkqVsvK3n3VdWcqtoK+DXwjimYd2/gkSSvqj5SVf8xBeMCnAbMHVa2P/DvUzT+I6pqSVUNJWdzgEkleSubJGvOdAySJEmSJmei2zWvAp4JkGTzJBckmZ/kiiRbDG+c5G1Jrk1yQ5KvJ1kvyUuA1wJHtxXCzYdWspK8KsnXuvrvnuSb7fiVSa5Kcl2SM5JsMFKAVXULcFeSF3UV/xlweo8xz0lydZKFSc5O8uRW/twk/9Gu5bo21uy2wvkE4GPA3HZNc5PclmTT1neNJP+ZZJPxPuAkH2+fxxpJ7kzy9+26B5Nsn+TCJD9KcugYY+ye5PIW/01Jjk+yxlifY5vrI0m+B7xhlHEPa+MtTHJ6K1s/yUntPl+f5HWtfM0kn0myqLV/13jXLkmSJGn59ZzktdWdPwbObUUnAO+qqh2Aw4EvjNDtrKrasaq2BW4G/rKqrmxjvL+tEP6oq/13gBcnWb+dzwW+2pKjDwF7VtX2wCDw3jHCPY3O6h1JXgz8qqpu6zHmLwMfqKptgEXAvFZ+KvD5di0vAX421KGqHgQ+Any1XdNXgX8D3tia7AncUFW/HCNmknwaeBpwUFU93Ir/q6p2Bq4ATgH2A15MJ6kcy07A+4Ctgc2B1/fwOd5fVbtW1emjjHkEsF37bIaSzA8C362qHYE96CTv6wMHA8/pan/qCNd7cEteB5eydJzLkSRJktSLtXpos26SBcBsYD7wnbb68xLgjCRD7Z44Qt+tknwC2BjYALhwrImq6qEkFwD/tz3r9mrgb4CX0dne+f023xPorCqO5nTgyiTvo5PsndZLzEk2Ajauqsta0b+29hsCz6yqs1uc97f2Y13OScA3gH8G3gqcPFZj4MPAD6rq4GHlQ0n1ImCDqroHuCfJ/Uk2rqq7Rhnvmqq6vcV5GrArcD9jf45fHSfGhcCpSc4BzmllrwRe2/VM4zrAs+gktsdX1UMAVfXr4YNV1Ql0Em9mZVaNM7ckSZKkHvSS5N1XVXNaAnQenWfyTgHuqqo54/Q9Bdi7qm5IciCwew/zfbXN8Wvg2qq6J52M5DtVdUAP/amq/0pyJ53kcF9gZzqrlr3EPJIxs7kxYvjfJC8HXsSjq3qjuRbYIclThiVED7TfD3cdD52Pdf+GJ01F5zrG+hzvHSfGVwMvpbPd9sNJtmxj7tu2yT6i3TMTN0mSJGkF63m7ZlXdDRxGZ5vjfcAdSd4Anb/QJ9l2hG4bAj9LsjaPTXLuaXUjuRTYHngbj64sXQ3skuS5bb71kjx/nJBPA44BflRVP62q344Xc7vG3yTZrRW9Cbis9f1pkr1b3ycmWW/YfCNd04l0tm1+raqWjRPvBcBRwLfayuHy2inJc9qzeHOB7zG5z5HWdg1gs6q6hM7q6sY8ujr7rpbUkWS71uUi4NAka7Xyp0zBNUmSJEkax4RevFJV1wM30NkC+UbgL5PcANwIvG6ELh8GfkDnWbsfdpWfDry/vahj82FzLKOzYviq9puq+gVwIJ1tlwvpJCuPe2nKMGcAW7a5hvQS81voPFe2kM4bM4eefXsTcFgrvxL4g2H9LgFeOPTilVZ2Lp1EaLytmgBU1RnAl4Bzk6zbS58xXEUnaVwM3AGcPcnPcciawL8lWQRcDxzTtop+HFgbWJhkcTuHToL7k1Z+A/Dny3k9kiRJknqQKnfUTZckA3SSod3GbTy18+4OHF5Vr1mR8y6PWZlVh3AIAPNq3jitJUmSpNVbkvlVNTBSXS/P5GkSkhwB/BXjP4snSZIkSVNmlU7ykpxN5zX93T5QVWO+xXNFqKqj6GyXfESSD/L476A7o6o+OZk5kmwNfGVY8QNV9SI6zzZOSpLPA7sMKz62qnradipJkiRp5rhdUyuFgYGBGhwcnOkwJEmSpFXCWNs1J/TiFUmSJEnSys0kT5IkSZL6iEmeJEmSJPURkzytFJbMX8KROXKmw5AkSZJWeSZ5kiRJktRHTPIkSZIkqY+Y5EmSJElSHzHJkyRJkqQ+YpK3nJJUkq90na+V5BdJzluBMWya5PdJDllRc44Sx6VJRvxCRkmSJEkrhkne8rsX2CrJuu38FcB/r+AY3gBcDRywgueVJEmStJIxyZsa3wZe3Y4PAE4bqkiyfpKTklyb5Pokr2vls5NckeS69vOSVr57WxE7M8kPk5yaJOPMfwDwPuAPkzyza+7fJflkkhuSXJ3k6a382UkuTrKw/X5WKz8lyReTXJLk9iQva7HfnOSUrnG/mGQwyY3J47/3IMlfJjmm6/xtSf5pQp+oJEmSpEkxyZsapwP7J1kH2Ab4QVfdB4HvVtWOwB7A0UnWB34OvKKqtgfmAp/t6rMd8G7ghcAfAbuMNnGSzYA/qKprgK+1sYasD1xdVdsClwNva+XHAV+uqm2AU4fN/WTg5cB7gG8CxwBbAlsnmTN0TVU10K71ZUm2GeHzeG2Stdv5QcDJI8R+cEsWB5eydLRLlCRJkjQBJnlToKoWArPprKidP6z6lcARSRYAlwLrAM8C1ga+lGQRcAadhG7INVX106p6GFjQxh7N/nSSO+gkV91bNh8Ehp4NnN81zs7Av7fjrwC7dvX5ZlUVsAj436pa1OK4sav/nyW5DrieTgLYHTtVdS/wXeA1SbYA1q6qRcMDr6oTqmqgqgbWY70xLlGSJElSr9aa6QD6yLnAZ4Ddgad2lQfYt6pu6W6c5KPA/wLb0km27++qfqDreBlj36cDgKcneWM7n5XkeVV1G/D7lrCNN051HQ/N/fCwOB4G1kryHOBwYMeq+k3bxrnOCGOeCPwd8ENGWMWTJEmSND1cyZs6JwEfG2HF6kLgXUPP1SXZrpVvBPysrZK9CVhzohMmeQGwflU9s6pmV9Vs4B/orO6N5cquNm8EvjeBaZ9E52Uzd7dn/F41UqOq+gGwGfDndD2jKEmSJGl6meRNkba98tgRqj5OZ2vmwiSL2znAF4C3JLkaeD6dxGmiDgDOHlb2dcZ/y+ZhwEFJFtJJMP+61wmr6gY62zRvpJPYfn+M5l8Dvl9Vv+l1fEmSJEnLJ4/u5pOmVvuuwGOq6uLx2s7KrDqEQ5hX81ZAZJIkSdKqLcn89jLEx3ElT1MuycZJbgXu6yXBkyRJkjR1fPHKKiLJ2cBzhhV/oKounIl4xlJVd9HZgipJkiRpBXO7plYKAwMDNTg4ONNhSJIkSasEt2tKkiRJ0mrCJE+SJEmS+ohJniRJkiT1EZM8SZIkSeojJnmSJEmS1EdM8iRJkiSpj5jkSZIkSVIfMcmTJEmSpD7S90lekmVJFnT9HDFG272TvHCc8U5JckeSG5LcmuTLSZ7ZVX9+ko0nEedk+52SZL92/JQk1yc5KMnsJJXk411tN0ny+yTHdZW9O8mbJzrvBOJ7QpLLk6w1XXNIkiRJelTfJ3nAfVU1p+vnqDHa7g2MmeQ176+qbYEXANcDlyR5AkBV7VVVd000yMn2G5JkI+BC4ISqOrkV3w68pqvZG4Abu/qsBbwV+PfJzjueqnoQuBiYO11zSJIkSXrU6pDkjSjJUUluSrIwyWeSvAR4LXB0W/HbfLwxquMY4H+AV7Vx70yySTs+J8n8JDcmOXiceO5sK22zk9yc5Eut30VJ1h0nlA2AbwP/XlVf7Cq/D7g5yUA7nwt8rav+5cB1VfVQi+HSJMe0lbebk+yY5KwktyX5RFesj7uuJM9u7TZJskaSK5K8snU5B3jjONcgSZIkaQqsDlvo1k2yoOv8H4DvAPsAW1RVJdm4qu5Kci5wXlWdOcE5rgO2AL4xrPytVfXrlqRdm+TrVfWrHsZ7HnBAVb0tydeAfYF/G6P9PwEntoRzuNOB/ZP8D7AMWALManW7APOHtX+wql6a5K/b9ewA/Br4UZJjWvwjXdePk3wKOB74AXBTVV3UxlwM7Dg8sJYgHgzwrGc9a8wPRJIkSVJvVoeVvOHbNb8K/Ba4HzgxyeuBpcs5R0YpPyzJDcDVwGZ0krde3FFVC9rxfGD2OO2/C7wuydNGqLsAeAVwAPDVYXXPAH4xrOzc9nsRcGNV/ayqHqCz9XOzVjfidVXVicCGwKHA4UMDVtUy4MEkG3ZPVFUnVNVAVQ1suumm41yiJEmSpF6sDkne47TtiTsBX6fzHN4FyznkdsDN3QVJdgf2BHZuz+9dD6zT43gPdB0vY/wV19OBLwLnj5BIPUgnUXwfnevtdt8IMQ3N/fCwOB4G1hrrupKsB/xha7/BsHGfSCexliRJkjSNVoftmo+TZANgvao6P8nVwH+2qnvorET1Ok6Ad9FZERueKG4E/KaqlibZAnjx8kc+uqr65yTPAM5Ostew6n8ELquqX3VCfsTNwHMnONVY1/Up4FTgx8CXaC99SfJU4BdV9fsJziVJkiRpglaHlbx1h32FwlF0ErnzkiwELgPe09qeDry/fQ3BWC9eObptV7yVzrNme7QVs24X0Fn5Wgh8nM7WxmlVVR8A/gv4Cl33tqpurKp/HaHLt4GXTnCaEa8rycvofBafqqpT6WzPPKj12QM4f4LzSJIkSZqEVNVMx6AZlORs4G+q6rZpnOMs4G+r6pbR2gwMDNTg4OB0hSBJkiT1lSTzq2pgpLrVYSVPYzuCznbTadG+P/CcsRI8SZIkSVNntXwmrxdJPk/nKwa6Hdv1ReOTHfcHdF5C0u1NVbVoJuJpyde0JWBtG+uXp2t8SZIkSY9lkjeKqnrHNI37okn2m5Z4JEmSJPUXt2tKkiRJUh8xyZMkSZKkPmKSJ0mSJEl9xCRPkiRJkvqISZ4kSZIk9RGTPEmSJEnqIyZ5kiRJktRHTPIkSZIkqY+sNklekmVJFnT9HDFG272TvHCc8U5JckeSG5LcmuTLSZ7ZVX9+ko0nEedk+52SZL92/JQk1yc5KMnsJJXk411tN0ny+yTHdZW9O8mbJzjnlT20OT3J8yYyriRJkqTJW22SPOC+qprT9XPUGG33BsZM8pr3V9W2wAuA64FLkjwBoKr2qqq7JhrkZPsNSbIRcCFwQlWd3IpvB17T1ewNwI1dfdYC3gr8+wRjfUkPzb4I/M1ExpUkSZI0eatTkjeiJEcluSnJwiSfSfIS4LXA0W3Fb/PxxqiOY4D/AV7Vxr0zySbt+Jwk85PcmOTgceK5s620zU5yc5IvtX4XJVl3nFA2AL4N/HtVfbGr/D7g5iQD7Xwu8LWu+pcD11XVQy2GS5Mck+TyFsOOSc5KcluST3TF+rv2e/fW58wkP0xyapK0ZlcAe7ZEcvi1HpxkMMngL37xi3EuTZIkSVIvVqckb91h2zXnJnkKsA+wZVVtA3yiqq4EzqWzSjenqn40gTmuA7YYofytVbUDMAAcluSpPY73PODzVbUlcBew7zjt/wn4Xks4hzsd2D/JHwLLgCVddbsA84e1f7CqXgocD3wDeAewFXDgKPFvB7ybzgroH7UxqaqHgf8Eth3eoapOqKqBqhrYdNNNx7k0SZIkSb1YnZK84ds1vwr8FrgfODHJ64GlyzlHRik/LMkNwNXAZnSSt17cUVUL2vF8YPY47b8LvC7J00aouwB4BXAA8NVhdc8Ahi+lndt+LwJurKqfVdUDdLZ+bjbC+NdU1U9bUrdgWKw/B2aNE7skSZKkKbA6JXmP07Yn7gR8nc5zeBcs55DbATd3FyTZHdgT2Lk9v3c9sE6P4z3QdbwMeNyWx2FOp/MM3PlJNuyuqKoH6SSK76Nzvd3uGyGmobkfHhbHw6PEMVas67Q5JEmSJE2z8ZKGvpZkA2C9qjo/ydV0thUC3ANsOHrPx40T4F10VsSGJ4obAb+pqqVJtgBevPyRj66q/jnJM4Czk+w1rPofgcuq6lePPjIHdBLT505jWM+n60UvkiRJkqbP6rSSN/yZvKPoJHLnJVkIXAa8p7U9HXh/+xqCsV68cnTbhnkrsCOwR1sx63YBsFab4+N0tmxOq6r6APBfwFfousdVdWNV/esIXb4NvHQ6YknydDpbZX82HeNLkiRJeqxU1UzHoJVAkrOBv6mq26Z43PcAv62qfxmr3cDAQA0ODk7l1JIkSVLfSjK/qgZGqludVvI0tiPobDedancBI60eSpIkSZoGq/Uzeb1I8nna1wF0Obbri8YnO+4PgCcOK35TVS2aiXiq6hbgluUZY5RxlysuSZIkSRNjkjeOqnrHNI37okn2m5Z4JEmSJPUHt2tKkiRJUh8xyZMkSZKkPmKSJ0mSJEl9xCRPkiRJkvqISZ4kSZIk9RGTPEmSJEnqIyZ5kiRJktRHTPIkSZIkqY+Y5K0gSSrJV7rO10ryiyTnraD5L03ykyTpKjsnye/G6Tc7yZ93nQ8k+ex0xipJkiRp8kzyVpx7ga2SrNvOXwH89wqO4S5gF4AkGwPP6KHPbOCRJK+qBqvqsGmITZIkSdIUMMlbsb4NvLodHwCcNlSRZP0kJyW5Nsn1SV7XymcnuSLJde3nJa1897Y6d2aSHyY5tXuVbhSnA/u349cDZ3XNnyRHJ1mcZFGSua3qKGC3JAuSvKfNe17r85S2GrgwydVJtmnlH23XcmmS25OMmBQmOTjJYJLBX/ziFxP4GCVJkiSNxiRvxTod2D/JOsA2wA+66j4IfLeqdgT2AI5Osj7wc+AVVbU9MBfo3iq5HfBu4IXAH9FW6cZwMfDSJGvSSfa+2lX3emAOsC2wZ5v/GcARwBVVNaeqjhk23pHA9VW1DfB3wJe76rYA/gTYCZiXZO3hwVTVCVU1UFUDm2666TihS5IkSerFWjMdwOqkqhYmmU1nFe/8YdWvBF6b5PB2vg7wLGAJcFySOcAy4Pldfa6pqp8CJFlAZ2vl98YIYVmrnwusW1V3di3+7QqcVlXLgP9NchmwI/DbMcbbFdi3Xdt3kzw1yUat7ltV9QDwQJKfA08HfjrGWJIkSZKmgEneincu8Blgd+CpXeUB9q2qW7obJ/ko8L90VtjWAO7vqn6g63gZvd3P04GzgY8OKx9vq+dIRupT7fdkYpMkSZK0nNyuueKdBHysqhYNK78QeNfQc3VJtmvlGwE/q6qHgTcBay7n/FcA/0DX84DN5cDcJGsm2RR4KXANcA+w4ShjXQ68scW7O/DLqhpr5U+SJEnSNHN1ZQVr2yuPHaHq48A/Awtboncn8BrgC8DXk7wBuITOWzqXZ/6is5I43NnAzsANdFbj/qaq/ifJr4CHktwAnAJc39Xno8DJSRYCS4G3LE9skiRJkpZfOn/nl2bWwMBADQ4OznQYkiRJ0iohyfyqGhipzu2akiRJktRH3K7ZZ5KcDTxnWPEHqurCmYhHkiRJ0oplktdnqmqfmY5BkiRJ0sxxu6YkSZIk9RGTPEmSJEnqIyZ5kiRJktRHTPIkSZIkqY+Y5EmSJElSHzHJkyRJkqQ+YpInSZIkSX3EJE+SJEmS+ohJniRJkiT1EZM8SZIkSeojJnmSJEmS1EdM8iRJkiSpj5jkSZIkSVIfMcmTJEmSpD5ikidJkiRJfcQkT5IkSZL6iEmeJEmSJPURkzxJkiRJ6iOpqpmOQSLJPcAtMx2HerIJ8MuZDkLj8j6tGrxPqw7v1arB+7Rq8D5NjWdX1aYjVay1oiORRnFLVQ3MdBAaX5JB79XKz/u0avA+rTq8V6sG79Oqwfs0/dyuKUmSJEl9xCRPkiRJkvqISZ5WFifMdADqmfdq1eB9WjV4n1Yd3qtVg/dp1eB9mma+eEWSJEmS+ogreZIkSZLUR0zytEIl+dMktyT5zyRHjFCfJJ9t9QuTbD8Tca7uerhPWyS5KskDSQ6fiRjV0cO9emP7s7QwyZVJtp2JOFd3Pdyn17V7tCDJYJJdZyLO1d1496mr3Y5JliXZb0XGp0f18Gdq9yR3tz9TC5J8ZCbiXN318meq3asFSW5MctmKjrFfuV1TK0ySNYFbgVcAPwWuBQ6oqpu62uwFvAvYC3gRcGxVvWgGwl1t9XifngY8G9gb+E1VfWYGQl3t9XivXgLcXFW/SfIq4KP+mVqxerxPGwD3VlUl2Qb4WlVtMSMBr6Z6uU9d7b4D3A+cVFVnruhYV3c9/pnaHTi8ql4zEzGq5/u0MXAl8KdV9ZMkT6uqn89EvP3GlTytSDsB/1lVt1fVg8DpwOuGtXkd8OXquBrYOMkzVnSgq7lx71NV/byqrgV+PxMB6hG93Ksrq+o37fRq4A9XcIzq7T79rh79V9f1Af8FdsXr5f+joPMPkV8H/IvozOn1Xmlm9XKf/hw4q6p+Ap2/X6zgGPuWSZ5WpGcC/9V1/tNWNtE2ml7eg1XHRO/VXwLfntaINJKe7lOSfZL8EPgW8NYVFJseNe59SvJMYB/g+BUYlx6v1//t2znJDUm+nWTLFROauvRyn54PPDnJpUnmJ3nzCouuz6010wFotZIRyob/a3UvbTS9vAerjp7vVZI96CR5Puu14vV0n6rqbODsJC8FPg7sOd2B6TF6uU//DHygqpYlIzXXCtLLvboOeHZV/a49CnIO8LzpDkyP0ct9WgvYAfhjYF3gqiRXV9Wt0x1cvzPJ04r0U2CzrvM/BJZMoo2ml/dg1dHTvWrPeJ0IvKqqfrWCYtOjJvRnqqouT7J5kk2q6pfTHp2G9HKfBoDTW4K3CbBXkoeq6pwVEqGGjHuvquq3XcfnJ/mCf6ZWuF7/3vfLqroXuDfJ5cC2dJ7l03Jwu6ZWpGuB5yV5TpInAPsD5w5rcy7w5vaWzRcDd1fVz1Z0oKu5Xu6TVg7j3qskzwLOAt7kv4zOmF7u03PTMof2VuEnACbkK9a496mqnlNVs6tqNnAm8HYTvBnRy5+pP+j6M7UTnb/z+mdqxerl7xPfAHZLslaS9ei8dO/mFRxnX3IlTytMVT2U5J3AhcCadN5KdmOSQ1v98cD5dN6s+Z/AUuCgmYp3ddXLfUryB8Ag8CTg4STvBl7Y/S+nmn49/pn6CPBU4Avt7zsPVdXATMW8OurxPu1L5x+4fg/cB8ztehGLVoAe75NWAj3eq/2Av0ryEJ0/U/v7Z2rF6uU+VdXNSS4AFgIPAydW1eKZi7p/+BUKkiRJktRH3K4pSZIkSX3EJE+SJEmS+ohJniRJkiT1EZM8SZIkSeojJnmSJEmS1EdM8iRJkiSpj5jkSZIkSVIfMcmTJEmSpD7y/wPzyCom5lOXHgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Importance=pd.DataFrame({\n",
+    "    \"Features\":xgb.feature_importances_\n",
+    "},index=X_train.columns)\n",
+    "data=Importance.sort_values(by=\"Features\",axis=0,ascending=True)\n",
+    "fig = plt.figure(figsize=(10,6))\n",
+    "ax = fig.add_axes([0,0,1,1])\n",
+    "\n",
+    "ax.barh(data.index[-20:],data.Features[-20:],color=\"purple\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "ee4ed395-4448-4de9-a692-9b550c027039",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from skopt import BayesSearchCV\n",
+    "from skopt.space import Real, Categorical ,Integer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "de6e85c5-9b93-4948-b25a-46a8078fbb0d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model = XGBClassifier(random_state=123)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "d185f8f8-d9bf-495d-b63e-98389172e738",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Setting the search space \n",
+    "search_spaces = {'learning_rate' : Real(0.01, 1.0, 'uniform'),\n",
+    "                 'max_depth' : Integer(2,12), \n",
+    "                 'subsample' : Real(0.1, 1.0, 'uniform'), \n",
+    "                 'colsample_bytree' :Real(0.1, 1.0, 'uniform'), #subsample ratio of columns by tree\n",
+    "                 'reg_lambda' : Real(1e-9, 100., 'uniform'), # L2 regularization\n",
+    "                 'ref_alpha' : Real(1e-9, 100., 'uniform'),  # L1 regularization\n",
+    "                 'n_estimators' : Integer(50,5000)\n",
+    "                }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "eb3c02fe-97b5-448f-a3a0-b42e5d0cb640",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Wrapping Everything up into the Bayesian optimizer \n",
+    "\n",
+    "opt = BayesSearchCV(estimator=model,\n",
+    "                    search_spaces=search_spaces, \n",
+    "                    scoring=\"accuracy\",\n",
+    "                    n_iter=11, # max number of trials\n",
+    "                    n_points=1, # number of hyperparameter sets evaluated at the same time\n",
+    "                    n_jobs=1, # number of jobs\n",
+    "                    return_train_score=False, \n",
+    "                    refit=False, \n",
+    "                    optimizer_kwargs= {'base_estimator': 'GP'}, # optimizer parameters: we use Guassian Process\n",
+    "                    random_state =123)                           # random state for replicability\n",
+    "                    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "0892c27e-2266-4197-afb9-f6775da6d809",
+   "metadata": {
+    "scrolled": true,
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:51:56] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:51:56] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:00] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:00] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:03] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:03] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:06] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:06] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:09] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:09] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:12] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:12] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:12] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:12] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:13] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:13] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:13] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:13] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:14] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:14] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:15] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:15] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:16] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:16] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:16] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:16] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:17] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:17] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:17] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:17] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:18] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:18] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:22] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:22] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:25] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:25] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:28] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:28] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:32] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:32] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:35] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:35] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:38] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:38] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:41] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:41] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:44] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:44] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:47] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:47] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:50] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:50] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:51] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:51] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:52] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:52] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:54] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:54] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:55] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:55] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:57] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:57] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:58] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:58] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:52:59] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:52:59] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:00] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:00] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:00] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:00] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:01] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:01] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:07] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:07] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:12] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:12] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:20] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:20] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:27] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:27] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:33] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:33] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:35] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:35] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:37] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:37] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:39] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:39] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:40] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:40] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:43] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:43] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:45] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:45] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:47] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:47] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:49] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:49] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:53] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:53] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:56] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:56] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:57] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:57] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:53:58] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:53:58] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:54:00] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:54:00] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[14:54:01] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[14:54:01] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    }
+   ],
+   "source": [
+    "_=opt.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "15d5969f-c108-433b-ba47-60d335c53f33",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "OrderedDict([('colsample_bytree', 0.606353426143548), ('learning_rate', 0.36056343563755416), ('max_depth', 6), ('n_estimators', 3210), ('ref_alpha', 59.89935817684392), ('reg_lambda', 36.270889423953335), ('subsample', 0.3668457253360634)])\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(opt.best_params_)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "8524fafd-a156-4adb-8ea3-7be6688d3954",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "boosted_xgb = XGBClassifier(colsample_bytree=0.606353426143548, random_state=123, learning_rate=0.36056343563755416, max_depth=6,\n",
+    "             n_estimators=3210, ref_alpha=59.89935817684392, reg_lambda=36.270889423953335, subsample=0.3668457253360634)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "8a037f70-cc38-4961-95de-3279e5d7b3c6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[15:01:29] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[15:01:29] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_pred_train_boosted = boosted_xgb.fit(X_train, y_train).predict(X_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "96831860-b1cf-467b-b02a-7ffa5d33a129",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00      3144\n",
+      "           1       1.00      1.00      1.00       605\n",
+      "\n",
+      "    accuracy                           1.00      3749\n",
+      "   macro avg       1.00      1.00      1.00      3749\n",
+      "weighted avg       1.00      1.00      1.00      3749\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(y_pred_train_boosted, y_train))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "44ff3227-07f3-46d7-b2ed-576786384648",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:1224: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
+      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
+      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\xgboost\\data.py:262: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
+      "  elif isinstance(data.columns, (pd.Int64Index, pd.RangeIndex)):\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[15:04:46] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:576: \n",
+      "Parameters: { \"ref_alpha\" } might not be used.\n",
+      "\n",
+      "  This could be a false alarm, with some parameters getting used by language bindings but\n",
+      "  then being mistakenly passed down to XGBoost core, or some parameter actually being used\n",
+      "  but getting flagged wrongly here. Please open an issue if you find any such cases.\n",
+      "\n",
+      "\n",
+      "[15:04:46] WARNING: D:\\bld\\xgboost-split_1645118015404\\work\\src\\learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_pred_test_boosted = boosted_xgb.fit(X_train, y_train).predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "5f2de278-03d7-4431-9b97-d49cf8530d67",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00       786\n",
+      "           1       0.99      0.98      0.98       152\n",
+      "\n",
+      "    accuracy                           0.99       938\n",
+      "   macro avg       0.99      0.99      0.99       938\n",
+      "weighted avg       0.99      0.99      0.99       938\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(classification_report(y_pred_test_boosted, y_test))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "83c5dc99-267e-4a6f-a2d0-506b950c301d",
+   "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": "3.9.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/mlfromscratch/examples/nasa.csv b/mlfromscratch/examples/nasa.csv
new file mode 100644
index 00000000..6c57853c
--- /dev/null
+++ b/mlfromscratch/examples/nasa.csv
@@ -0,0 +1,4688 @@
+Neo Reference ID,Name,Absolute Magnitude,Est Dia in KM(min),Est Dia in KM(max),Est Dia in M(min),Est Dia in M(max),Est Dia in Miles(min),Est Dia in Miles(max),Est Dia in Feet(min),Est Dia in Feet(max),Close Approach Date,Epoch Date Close Approach,Relative Velocity km per sec,Relative Velocity km per hr,Miles per hour,Miss Dist.(Astronomical),Miss Dist.(lunar),Miss Dist.(kilometers),Miss Dist.(miles),Orbiting Body,Orbit ID,Orbit Determination Date,Orbit Uncertainity,Minimum Orbit Intersection,Jupiter Tisserand Invariant,Epoch Osculation,Eccentricity,Semi Major Axis,Inclination,Asc Node Longitude,Orbital Period,Perihelion Distance,Perihelion Arg,Aphelion Dist,Perihelion Time,Mean Anomaly,Mean Motion,Equinox,Hazardous
+3703080,3703080,21.6,0.1272198785,0.2844722965,127.2198785394,284.4722965033,0.0790507431,0.1767628354,417.3880663071,933.3080892598,1995-01-01,788947200000,6.1158343887,22017.003799315,13680.5099440799,0.4194825299,163.1787109375,62753692,38993336,Earth,17,2017-04-06 08:36:37,5,.0252819,4.634,2458000.5,.4255490832802685,1.407011302712976,6.025981287138329,314.3739134134077,609.599786407648,.808258932678493,57.25746987539545,2.005763672747459,2458161.641720486318,264.8375332988031,.5905513880204395,J2000,True
+3723955,3723955,21.3,0.1460679643,0.3266178974,146.0679642714,326.6178974458,0.090762397,0.2029508896,479.2256199,1071.581062656,1995-01-01,788947200000,18.1139850263,65210.3460948409,40519.1731054305,0.3830144627,148.9926300049,57298148,35603420,Earth,21,2017-04-06 08:32:49,3,.186935,5.457,2458000.5,.3516743045868617,1.10777595443772,28.41299637199041,136.7172416568082,425.8692942066788,.7181996160227876,313.0919748302692,1.497352292852652,2457794.969431284686,173.7411119891742,.8453297875598617,J2000,False
+2446862,2446862,20.3,0.2315021222,0.5176544822,231.5021222103,517.6544821978,0.1438487052,0.3216554833,759.5214226325,1698.3415313737,1995-01-08,789552000000,7.5907111617,27326.5601819679,16979.6617975122,0.0509560159,19.8218898773,7622911.5,4736657.5,Earth,22,2017-04-06 09:20:19,0,.0430579,4.557,2458000.5,.3482482617619956,1.458823814474811,4.237961002947924,259.4759789450263,643.580228077368,.950790956866954,248.4150381128607,1.966856672082667,2458120.467548905740,292.8936537794408,.5593708201314143,J2000,True
+3092506,3092506,27.4,0.0088014652,0.0196806745,8.801465209,19.6806745089,0.0054689752,0.0122290004,28.8761991163,64.5691441559,1995-01-15,790156800000,11.1738744976,40225.948191338,24994.8398636678,0.2853223297,110.9903869629,42683616,26522368,Earth,7,2017-04-06 09:15:49,6,.0055118,5.093,2458000.5,.2165783078378784,1.255902889613577,7.905894348125122,57.17326613388248,514.0821403654488,.9839015669723666,18.70770087172089,1.527904212254787,2457902.337433852940,68.74100661777578,.7002771964497434,J2000,False
+3514799,3514799,21.6,0.1272198785,0.2844722965,127.2198785394,284.4722965033,0.0790507431,0.1767628354,417.3880663071,933.3080892598,1995-01-15,790156800000,9.8408310539,35426.9917941048,22012.9549845092,0.4078321707,158.6467132568,61010824,37910368,Earth,25,2017-04-06 08:57:58,1,.034798,5.154,2458000.5,.2104479432284866,1.225614736618327,16.79338165999116,84.62930679460825,495.597820944911,.9676866361064762,158.2635960713293,1.483542837130177,2457814.455148689195,135.1421326756292,.7263954456329549,J2000,True
+3671135,3671135,19.6,0.3195618867,0.7145621017,319.5618867213,714.5621017269,0.1985664891,0.4440081677,1048.4314204307,2344.3639258298,1995-01-15,790156800000,10.8088439585,38911.83825064,24178.3030507935,0.3927847844,152.7932739258,58759768,36511628,Earth,40,2017-06-04 06:16:52,1,.272213,4.724,2458000.5,.5634410734978924,1.323532179970776,17.92775064011703,178.9719507770034,556.1605558442809,.5777997876790363,198.1459691510273,2.069264572262516,2458009.402634514719,354.2373683433312,.6472950953048102,J2000,False
+2495323,2495323,19.6,0.3195618867,0.7145621017,319.5618867213,714.5621017269,0.1985664891,0.4440081677,1048.4314204307,2344.3639258298,1995-01-15,790156800000,10.8088415879,38911.829716462,24178.2977479872,0.392783196,152.7926635742,58759532,36511480,Earth,43,2017-06-28 06:19:25,1,.272213,4.724,2458000.5,.5634411100746358,1.323532161963902,17.92774837902645,178.9719525667907,556.1605444942963,.5777997314074783,198.1459598526758,2.069264592520325,2458009.402591357977,354.237396160877,.6472951085146458,J2000,False
+2153315,2153315,19.2,0.3841978911,0.8590926012,384.1978910643,859.0926012318,0.2387294278,0.5338152287,1260.4918089193,2818.5453698252,1995-01-22,790761600000,24.4218839949,87918.7823817199,54629.3123082415,0.1291791611,50.2506942749,19324928,12007954,Earth,22,2017-04-06 09:27:05,0,.0987582,4.921,2458000.5,.4497627959965093,1.237474536298783,34.69512745281478,112.5629844130883,502.8087578997973,.6809045288785588,288.3746511156045,1.794044543719008,2458242.439098669562,186.7769322776995,.7159779823718642,J2000,False
+2162463,2162463,17.8,0.7320739893,1.6369672047,732.0739893473,1636.96720474,0.4548895468,1.017163949,2401.8176272101,5370.6274839991,1995-01-22,790761600000,17.373783837,62545.6218132504,38863.4170650166,0.3582829267,139.3720550537,53598364,33304478,Earth,100,2017-05-15 06:18:21,0,.109354,5.386,2458000.5,.2381790104348694,1.145550849266033,22.21521029077527,80.21113209162255,447.8370128477652,.8727046815850249,353.4223941040977,1.418397016947041,2458221.636404156485,182.2364315309588,.803863882779104,J2000,False
+2306383,2306383,21.5,0.1332155667,0.2978790628,133.2155666981,297.8790627982,0.0827762899,0.1850934111,437.0589598459,977.2935443908,1995-01-22,790761600000,12.8996097219,46438.5949989635,28855.1369869948,0.1518057418,59.0524330139,22709816,14111226,Earth,30,2017-04-06 09:24:01,0,.0169065,6.623,2458000.5,.551388806833007,.8761253667964827,2.059576978010798,2.613682368506762,299.5351607368495,.3930396461624395,253.7659371965322,1.359211087430526,2457900.770282182252,119.8613823033982,1.201862242530755,J2000,True
+3444370,3444370,22.4,0.0880146521,0.1968067451,88.0146520901,196.8067450894,0.0546897524,0.122290004,288.7619911632,645.6914415591,1995-01-22,790761600000,22.4213663146,80716.918732587,50154.3543091455,0.2010399884,78.2045516968,30075154,18687834,Earth,12,2017-04-06 09:01:38,6,.000317965,7.033,2458000.5,.4758194774081156,.8138767249034949,23.18568668072357,117.1112240445536,268.18616502096,.4266183269852852,220.9403707579688,1.201135122821705,2457996.360392773260,5.556806412851552,1.342351123786957,J2000,False
+3448992,3448992,25.8,0.0183888672,0.0411187571,18.388867207,41.1187571041,0.0114263088,0.0255500032,60.3309310875,134.9040630575,1995-01-22,790761600000,17.2746114639,62188.6012700346,38641.5783835946,0.4310155871,167.6650543213,64479012,40065400,Earth,23,2017-04-06 09:01:10,4,.00186378,5.122,2458000.5,.2048406780030454,1.240789317594743,13.7442332087249,161.933518574421,504.8303955012963,.9866251925196996,13.92021256207252,1.494953442669786,2457935.033370717737,46.68495944704712,.7131107857372974,J2000,False
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+3314405,3314405,20.0,0.2658,0.5943468684,265.8,594.3468684194,0.1651604118,0.369309908,872.047272,1949.9569797852,1995-02-15,792835200000,3.0890039286,11120.4141428446,6909.7928878136,0.2388244997,92.9027328491,35727636,22200124,Earth,27,2017-05-18 06:19:30,0,.240288,3.788,2458000.5,.3775493600967308,1.958154259500409,5.660561156228656,112.1644170272148,1000.849506520639,1.218854371855342,34.30691815167334,2.697454147145476,2457771.553383359465,82.35082442826075,.3596944372301356,J2000,False
+3426410,3426410,21.0,0.1677084622,0.3750075218,167.7084621628,375.0075217981,0.1042091748,0.2330187988,550.2246310023,1230.3396778159,1995-02-15,792835200000,20.0192419349,72069.2709657714,44781.0422842595,0.4780869949,185.9758453369,71520800,44440964,Earth,16,2017-04-06 09:03:02,1,.0984179,6.469,2458000.5,.4527922930841961,.907864592986423,8.278695740027688,114.3798292883882,315.9585012447702,.4967905021181501,7.392326563703367,1.318938683854696,2457968.757085862307,36.16756328615697,1.139390136937988,J2000,False
+3666785,3666785,22.3,0.0921626549,0.2060819612,92.1626548503,206.0819612321,0.057267201,0.1280533543,302.370924539,676.1219416887,1995-02-15,792835200000,8.5263208443,30694.755039371,19072.527096547,0.4612592433,179.4298400879,69003400,42876724,Earth,29,2017-04-06 08:41:50,3,.0259126,5.372,2458000.5,.2597323195329087,1.16651991571092,5.035044225594919,28.8520216092119,460.1894557939667,.8635369922219897,271.6146744029957,1.46950283919985,2457770.912607255688,179.6031185576674,.7822865028032653,J2000,False
+3702321,3702321,22.7,0.0766575574,0.1714115092,76.6575573531,171.4115092306,0.0476327831,0.1065101409,251.5011804664,562.3737359442,1995-02-15,792835200000,7.9195240447,28510.2865608238,17715.1833355297,0.1072710745,41.7284469604,16047525,9971469,Earth,13,2017-04-06 08:36:50,4,.0525422,6.519,2458000.5,.1514158524079464,.9137303163513598,5.860414922890069,177.8573023304907,319.0255591799234,.7753770616300362,90.64125634459157,1.052083571072684,2458138.755972242143,203.9869515937405,1.12843623227369,J2000,False
+3719196,3719196,26.1,0.0160160338,0.0358129403,16.0160337979,35.8129403019,0.0099518989,0.0222531225,52.5460443254,117.4965270602,1995-02-15,792835200000,4.6554785934,16759.7229360863,10413.840065481,0.2554883015,99.3849487305,38220508,23749122,Earth,8,2017-04-06 08:33:47,5,.018587,6.360,2458000.5,.1714328826365063,.9391389588534731,11.94779476707688,229.0663217594457,332.4246440437997,.7781396599409749,227.5499749797063,1.100138257765971,2458042.506078219217,314.5094251287649,1.082952201198919,J2000,False
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+3738546,3738546,25.9,0.0175612318,0.0392681082,17.561231848,39.2681081809,0.0109120402,0.0244000636,57.6155918963,128.8323800441,2015-12-22,1450771200000,3.3252891234,11971.0408442107,7438.3392401152,0.0227621694,8.8544845581,3405172.25,2115876,Earth,14,2017-08-10 06:19:31,5,.0211616,5.663,2458000.5,.1187134267775355,1.094233551467998,4.695938898404352,258.9103792303021,418.0839228851705,.9643333368782793,237.316767931189,1.224133766057717,2457840.452811089046,137.8120153732108,.8610711397741939,J2000,False
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+3740046,3740046,24.9,0.0278326768,0.0622357573,27.8326768072,62.2357573367,0.0172944182,0.0386714948,91.3145593761,204.1855621004,2016-01-08,1452240000000,6.4133998662,23088.2395182901,14346.1341606842,0.1124568284,43.7457046509,16823302,10453515,Earth,6,2017-04-06 08:29:09,7,.110058,4.833,2458000.5,.2013250081568474,1.349090663194801,11.80241547911885,114.4657323754539,572.3479502382622,1.077484974422781,332.38407780226,1.620696351966821,2457945.478550458998,34.6078322225404,.6289880130611736,J2000,False
+3740344,3740344,25.3,0.0231502122,0.0517654482,23.150212221,51.7654482198,0.0143848705,0.0321655483,75.9521422633,169.8341531374,2016-01-08,1452240000000,19.9756483644,71912.3341117594,44683.5278262763,0.0165859042,6.4519171715,2481216,1541756.25,Earth,4,2017-04-06 08:29:04,9,.00811303,3.505,2457403.5,.6849597739124197,1.999340778226058,1.941875340854919,310.7595254659212,1032.591778062755,.6298727707984562,72.72599329293178,3.36880878565366,2457350.704615792125,18.406439716664,.3486372907940403,J2000,False
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