diff --git a/ISLR/.ipynb_checkpoints/ch2-8-checkpoint.ipynb b/ISLR/.ipynb_checkpoints/ch2-8-checkpoint.ipynb
new file mode 100644
index 0000000..a24b3cd
--- /dev/null
+++ b/ISLR/.ipynb_checkpoints/ch2-8-checkpoint.ipynb
@@ -0,0 +1,842 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
+    "sns.set(style=\"whitegrid\")\n",
+    "tips = sns.load_dataset(\"tips\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Private', 'Apps', 'Accept', 'Enroll', 'Top10perc', 'Top25perc',\n",
+       "       'F.Undergrad', 'P.Undergrad', 'Outstate', 'Room.Board', 'Books',\n",
+       "       'Personal', 'PhD', 'Terminal', 'S.F.Ratio', 'perc.alumni', 'Expend',\n",
+       "       'Grad.Rate'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "college = pd.read_csv(\"./../datasets/College.csv\")\n",
+    "college.set_index(\"Unnamed: 0\", inplace=True)\n",
+    "college.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "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>Apps</th>\n",
+       "      <th>Accept</th>\n",
+       "      <th>Enroll</th>\n",
+       "      <th>Top10perc</th>\n",
+       "      <th>Top25perc</th>\n",
+       "      <th>F.Undergrad</th>\n",
+       "      <th>P.Undergrad</th>\n",
+       "      <th>Outstate</th>\n",
+       "      <th>Room.Board</th>\n",
+       "      <th>Books</th>\n",
+       "      <th>Personal</th>\n",
+       "      <th>PhD</th>\n",
+       "      <th>Terminal</th>\n",
+       "      <th>S.F.Ratio</th>\n",
+       "      <th>perc.alumni</th>\n",
+       "      <th>Expend</th>\n",
+       "      <th>Grad.Rate</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.000000</td>\n",
+       "      <td>777.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>3001.638353</td>\n",
+       "      <td>2018.804376</td>\n",
+       "      <td>779.972973</td>\n",
+       "      <td>27.558559</td>\n",
+       "      <td>55.796654</td>\n",
+       "      <td>3699.907336</td>\n",
+       "      <td>855.298584</td>\n",
+       "      <td>10440.669241</td>\n",
+       "      <td>4357.526384</td>\n",
+       "      <td>549.380952</td>\n",
+       "      <td>1340.642214</td>\n",
+       "      <td>72.660232</td>\n",
+       "      <td>79.702703</td>\n",
+       "      <td>14.089704</td>\n",
+       "      <td>22.743887</td>\n",
+       "      <td>9660.171171</td>\n",
+       "      <td>65.46332</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>3870.201484</td>\n",
+       "      <td>2451.113971</td>\n",
+       "      <td>929.176190</td>\n",
+       "      <td>17.640364</td>\n",
+       "      <td>19.804778</td>\n",
+       "      <td>4850.420531</td>\n",
+       "      <td>1522.431887</td>\n",
+       "      <td>4023.016484</td>\n",
+       "      <td>1096.696416</td>\n",
+       "      <td>165.105360</td>\n",
+       "      <td>677.071454</td>\n",
+       "      <td>16.328155</td>\n",
+       "      <td>14.722359</td>\n",
+       "      <td>3.958349</td>\n",
+       "      <td>12.391801</td>\n",
+       "      <td>5221.768440</td>\n",
+       "      <td>17.17771</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>81.000000</td>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>139.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2340.000000</td>\n",
+       "      <td>1780.000000</td>\n",
+       "      <td>96.000000</td>\n",
+       "      <td>250.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3186.000000</td>\n",
+       "      <td>10.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>776.000000</td>\n",
+       "      <td>604.000000</td>\n",
+       "      <td>242.000000</td>\n",
+       "      <td>15.000000</td>\n",
+       "      <td>41.000000</td>\n",
+       "      <td>992.000000</td>\n",
+       "      <td>95.000000</td>\n",
+       "      <td>7320.000000</td>\n",
+       "      <td>3597.000000</td>\n",
+       "      <td>470.000000</td>\n",
+       "      <td>850.000000</td>\n",
+       "      <td>62.000000</td>\n",
+       "      <td>71.000000</td>\n",
+       "      <td>11.500000</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>6751.000000</td>\n",
+       "      <td>53.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>1558.000000</td>\n",
+       "      <td>1110.000000</td>\n",
+       "      <td>434.000000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>54.000000</td>\n",
+       "      <td>1707.000000</td>\n",
+       "      <td>353.000000</td>\n",
+       "      <td>9990.000000</td>\n",
+       "      <td>4200.000000</td>\n",
+       "      <td>500.000000</td>\n",
+       "      <td>1200.000000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>82.000000</td>\n",
+       "      <td>13.600000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>8377.000000</td>\n",
+       "      <td>65.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>3624.000000</td>\n",
+       "      <td>2424.000000</td>\n",
+       "      <td>902.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>69.000000</td>\n",
+       "      <td>4005.000000</td>\n",
+       "      <td>967.000000</td>\n",
+       "      <td>12925.000000</td>\n",
+       "      <td>5050.000000</td>\n",
+       "      <td>600.000000</td>\n",
+       "      <td>1700.000000</td>\n",
+       "      <td>85.000000</td>\n",
+       "      <td>92.000000</td>\n",
+       "      <td>16.500000</td>\n",
+       "      <td>31.000000</td>\n",
+       "      <td>10830.000000</td>\n",
+       "      <td>78.00000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>48094.000000</td>\n",
+       "      <td>26330.000000</td>\n",
+       "      <td>6392.000000</td>\n",
+       "      <td>96.000000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>31643.000000</td>\n",
+       "      <td>21836.000000</td>\n",
+       "      <td>21700.000000</td>\n",
+       "      <td>8124.000000</td>\n",
+       "      <td>2340.000000</td>\n",
+       "      <td>6800.000000</td>\n",
+       "      <td>103.000000</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>39.800000</td>\n",
+       "      <td>64.000000</td>\n",
+       "      <td>56233.000000</td>\n",
+       "      <td>118.00000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               Apps        Accept       Enroll   Top10perc   Top25perc  \\\n",
+       "count    777.000000    777.000000   777.000000  777.000000  777.000000   \n",
+       "mean    3001.638353   2018.804376   779.972973   27.558559   55.796654   \n",
+       "std     3870.201484   2451.113971   929.176190   17.640364   19.804778   \n",
+       "min       81.000000     72.000000    35.000000    1.000000    9.000000   \n",
+       "25%      776.000000    604.000000   242.000000   15.000000   41.000000   \n",
+       "50%     1558.000000   1110.000000   434.000000   23.000000   54.000000   \n",
+       "75%     3624.000000   2424.000000   902.000000   35.000000   69.000000   \n",
+       "max    48094.000000  26330.000000  6392.000000   96.000000  100.000000   \n",
+       "\n",
+       "        F.Undergrad   P.Undergrad      Outstate   Room.Board        Books  \\\n",
+       "count    777.000000    777.000000    777.000000   777.000000   777.000000   \n",
+       "mean    3699.907336    855.298584  10440.669241  4357.526384   549.380952   \n",
+       "std     4850.420531   1522.431887   4023.016484  1096.696416   165.105360   \n",
+       "min      139.000000      1.000000   2340.000000  1780.000000    96.000000   \n",
+       "25%      992.000000     95.000000   7320.000000  3597.000000   470.000000   \n",
+       "50%     1707.000000    353.000000   9990.000000  4200.000000   500.000000   \n",
+       "75%     4005.000000    967.000000  12925.000000  5050.000000   600.000000   \n",
+       "max    31643.000000  21836.000000  21700.000000  8124.000000  2340.000000   \n",
+       "\n",
+       "          Personal         PhD    Terminal   S.F.Ratio  perc.alumni  \\\n",
+       "count   777.000000  777.000000  777.000000  777.000000   777.000000   \n",
+       "mean   1340.642214   72.660232   79.702703   14.089704    22.743887   \n",
+       "std     677.071454   16.328155   14.722359    3.958349    12.391801   \n",
+       "min     250.000000    8.000000   24.000000    2.500000     0.000000   \n",
+       "25%     850.000000   62.000000   71.000000   11.500000    13.000000   \n",
+       "50%    1200.000000   75.000000   82.000000   13.600000    21.000000   \n",
+       "75%    1700.000000   85.000000   92.000000   16.500000    31.000000   \n",
+       "max    6800.000000  103.000000  100.000000   39.800000    64.000000   \n",
+       "\n",
+       "             Expend  Grad.Rate  \n",
+       "count    777.000000  777.00000  \n",
+       "mean    9660.171171   65.46332  \n",
+       "std     5221.768440   17.17771  \n",
+       "min     3186.000000   10.00000  \n",
+       "25%     6751.000000   53.00000  \n",
+       "50%     8377.000000   65.00000  \n",
+       "75%    10830.000000   78.00000  \n",
+       "max    56233.000000  118.00000  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "college.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>Private</th>\n",
+       "      <th>Apps</th>\n",
+       "      <th>Accept</th>\n",
+       "      <th>Enroll</th>\n",
+       "      <th>Top10perc</th>\n",
+       "      <th>Top25perc</th>\n",
+       "      <th>F.Undergrad</th>\n",
+       "      <th>P.Undergrad</th>\n",
+       "      <th>Outstate</th>\n",
+       "      <th>Room.Board</th>\n",
+       "      <th>Books</th>\n",
+       "      <th>Personal</th>\n",
+       "      <th>PhD</th>\n",
+       "      <th>Terminal</th>\n",
+       "      <th>S.F.Ratio</th>\n",
+       "      <th>perc.alumni</th>\n",
+       "      <th>Expend</th>\n",
+       "      <th>Grad.Rate</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Abilene Christian University</th>\n",
+       "      <td>Yes</td>\n",
+       "      <td>1660</td>\n",
+       "      <td>1232</td>\n",
+       "      <td>721</td>\n",
+       "      <td>23</td>\n",
+       "      <td>52</td>\n",
+       "      <td>2885</td>\n",
+       "      <td>537</td>\n",
+       "      <td>7440</td>\n",
+       "      <td>3300</td>\n",
+       "      <td>450</td>\n",
+       "      <td>2200</td>\n",
+       "      <td>70</td>\n",
+       "      <td>78</td>\n",
+       "      <td>18.1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7041</td>\n",
+       "      <td>60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Adelphi University</th>\n",
+       "      <td>Yes</td>\n",
+       "      <td>2186</td>\n",
+       "      <td>1924</td>\n",
+       "      <td>512</td>\n",
+       "      <td>16</td>\n",
+       "      <td>29</td>\n",
+       "      <td>2683</td>\n",
+       "      <td>1227</td>\n",
+       "      <td>12280</td>\n",
+       "      <td>6450</td>\n",
+       "      <td>750</td>\n",
+       "      <td>1500</td>\n",
+       "      <td>29</td>\n",
+       "      <td>30</td>\n",
+       "      <td>12.2</td>\n",
+       "      <td>16</td>\n",
+       "      <td>10527</td>\n",
+       "      <td>56</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Adrian College</th>\n",
+       "      <td>Yes</td>\n",
+       "      <td>1428</td>\n",
+       "      <td>1097</td>\n",
+       "      <td>336</td>\n",
+       "      <td>22</td>\n",
+       "      <td>50</td>\n",
+       "      <td>1036</td>\n",
+       "      <td>99</td>\n",
+       "      <td>11250</td>\n",
+       "      <td>3750</td>\n",
+       "      <td>400</td>\n",
+       "      <td>1165</td>\n",
+       "      <td>53</td>\n",
+       "      <td>66</td>\n",
+       "      <td>12.9</td>\n",
+       "      <td>30</td>\n",
+       "      <td>8735</td>\n",
+       "      <td>54</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Agnes Scott College</th>\n",
+       "      <td>Yes</td>\n",
+       "      <td>417</td>\n",
+       "      <td>349</td>\n",
+       "      <td>137</td>\n",
+       "      <td>60</td>\n",
+       "      <td>89</td>\n",
+       "      <td>510</td>\n",
+       "      <td>63</td>\n",
+       "      <td>12960</td>\n",
+       "      <td>5450</td>\n",
+       "      <td>450</td>\n",
+       "      <td>875</td>\n",
+       "      <td>92</td>\n",
+       "      <td>97</td>\n",
+       "      <td>7.7</td>\n",
+       "      <td>37</td>\n",
+       "      <td>19016</td>\n",
+       "      <td>59</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Alaska Pacific University</th>\n",
+       "      <td>Yes</td>\n",
+       "      <td>193</td>\n",
+       "      <td>146</td>\n",
+       "      <td>55</td>\n",
+       "      <td>16</td>\n",
+       "      <td>44</td>\n",
+       "      <td>249</td>\n",
+       "      <td>869</td>\n",
+       "      <td>7560</td>\n",
+       "      <td>4120</td>\n",
+       "      <td>800</td>\n",
+       "      <td>1500</td>\n",
+       "      <td>76</td>\n",
+       "      <td>72</td>\n",
+       "      <td>11.9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>10922</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             Private  Apps  Accept  Enroll  Top10perc  \\\n",
+       "Unnamed: 0                                                              \n",
+       "Abilene Christian University     Yes  1660    1232     721         23   \n",
+       "Adelphi University               Yes  2186    1924     512         16   \n",
+       "Adrian College                   Yes  1428    1097     336         22   \n",
+       "Agnes Scott College              Yes   417     349     137         60   \n",
+       "Alaska Pacific University        Yes   193     146      55         16   \n",
+       "\n",
+       "                              Top25perc  F.Undergrad  P.Undergrad  Outstate  \\\n",
+       "Unnamed: 0                                                                    \n",
+       "Abilene Christian University         52         2885          537      7440   \n",
+       "Adelphi University                   29         2683         1227     12280   \n",
+       "Adrian College                       50         1036           99     11250   \n",
+       "Agnes Scott College                  89          510           63     12960   \n",
+       "Alaska Pacific University            44          249          869      7560   \n",
+       "\n",
+       "                              Room.Board  Books  Personal  PhD  Terminal  \\\n",
+       "Unnamed: 0                                                                 \n",
+       "Abilene Christian University        3300    450      2200   70        78   \n",
+       "Adelphi University                  6450    750      1500   29        30   \n",
+       "Adrian College                      3750    400      1165   53        66   \n",
+       "Agnes Scott College                 5450    450       875   92        97   \n",
+       "Alaska Pacific University           4120    800      1500   76        72   \n",
+       "\n",
+       "                              S.F.Ratio  perc.alumni  Expend  Grad.Rate  \n",
+       "Unnamed: 0                                                               \n",
+       "Abilene Christian University       18.1           12    7041         60  \n",
+       "Adelphi University                 12.2           16   10527         56  \n",
+       "Adrian College                     12.9           30    8735         54  \n",
+       "Agnes Scott College                 7.7           37   19016         59  \n",
+       "Alaska Pacific University          11.9            2   10922         15  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "college.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.violinplot(x=\"Private\", y=\"Outstate\", data=college)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.boxplot(x=\"Private\", y=\"Outstate\", data=college)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sep =pd.cut(college.Top10perc, pd.interval_range(start=0, end=100, periods=2), labels=[\"Not elite\", \"Elite\"])\n",
+    "college[\"Elite\"] = sep "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.violinplot(x=\"Elite\", y=\"Outstate\", data=college)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Index(['Private', 'Apps', 'Accept', 'Enroll', 'Top10perc', 'Top25perc',\n",
+    "#        'F.Undergrad', 'P.Undergrad', 'Outstate', 'Room.Board', 'Books',\n",
+    "#        'Personal', 'PhD', 'Terminal', 'S.F.Ratio', 'perc.alumni', 'Expend',\n",
+    "#        'Grad.Rate'],\n",
+    "#       dtype='object')\n",
+    "ax = sns.distplot(college.Apps)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff45d0085e0>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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dacjuKSFE/JHQiBLdexkANW0GWBR0CQ0hRByS0IgSfaAPiy0Fi6Kg2FJk95QQIi5JaESJ7r2MYk8FwGJLRpOzp4QQcUhCI0r0gb5QaCj2FPTLMtMQQsQfCY0o0b19KPYUACxWe+gYhxBCxBMJjSjRB67unlKSbOg+CQ0hRPwxFRqNjY2Ul5dTXFxMeXk5TU1NQ/pomkZVVRVFRUWsXLky7E5/423r7OzkscceY/Xq1dx7771s3bqVQCA+b5mq+waw2K6daQzEeERCCHH9TIVGZWUlGzZs4Pe//z0bNmygoqJiSJ99+/bR3NzM/v37+e1vf8szzzzD+fPnJ9T27LPPUlBQwL59+3j11Vf585//zP79+yer9qgy/F6UJBsAliQb6AH0gCxaKISIL2OGRmdnJw0NDZSWlgJQWlpKQ0MDHo8nrF9NTQ3r169HURQcDgdFRUXU1tZOqM1isdDX14eu6/h8Pvx+Pzk5OZP6BkSFYWAEvFis14QGwV1WQggRT8YMDbfbTU5ODqqqAqCqKtnZ2bjd7iH9cnNzQ8+dTietra0Tavubv/kbGhsbueuuu0JfS5YsGW+tsaP5geBuqeC/V0LjytIiQggRL5JiPYDR1NbWsmDBAp5//nn6+vrYuHEjtbW1lJSUmH6N+vr6CI7QHIsW3A3l0wx6e3vpuHiJZKDhvXfQprfGdnDjUFdXF+shTIpEqQMSp5ZEqQMSq5ZrjRkaTqeTtrY2NE1DVVU0TaO9vR2n0zmkX0tLC4sWLQLCZxDjbXvhhRf4x3/8RxRFISMjgxUrVvDmm29eV2gUFhZit9tN94+Edw/9BwAp6ZmkpqeD8wYuNddxy41zSJ2/OKZju151dXXxOdv7lESpAxKnlkSpA+K7Fq/XO+of22PunsrKysLlclFdXQ1AdXU1LpcLh8MR1q+kpIQ9e/ag6zoej4cDBw5QXFw8oba8vDwOHToEgM/n44033uDmm28ex9sQWxbZPSWESBCmdk9t3bqVLVu2sHPnTjIzM9m+fTsAGzduZPPmzSxcuJCysjKOHz/OqlWrANi0aRP5+fkA42773ve+R2VlJatXr0bTND7/+c/zwAMPTGL5UXJl95QldPZUMDzkQLgQIt6YCo2CgoKw6ycG7dq1K/RYVVWqqqqG3X68bXPmzOG5554zM8QpzXLl1NrQTGPw7Cm5KlwIEWfkivAoGNw9pYRCwwpYZPeUECLuSGhEweDZU6HrNCyW4Eq3vZdiOSwhhLhuEhpRENo9lXT1LC7FlozW3x2rIQkhxLhIaETDp3ZPAVisyRh+b6xGJIQQ4yKhEQUWzQcWC6hXzztQbHZ0X38MRyWEENdPQiMKLAEfFqsdi8Vy9XvWZAyfrHQrhIgvEhpRYNH8YbumIHhMQ5fQEELEGQmNKLAEfGEHwSE405DQEELEGwmNaND8oQv7Bik2u+yeEkLEHQmNKLBovtA1GqHvWe0YAS+GrsVoVEIIcf0kNKLAogVCS4cMUqzJALKLSggRVyQ0okH3h271OshiC4aGIetPCSHiiIRGFFg0/5X1pq4KzTS8cq2GECJ+SGhEgWWYA+EW25Xl0X0y0xBCxA8JjWgY5piGRWYaQog4JKERBRbNN/RAuG0wNGSmIYSIHxIaEWZoASyGPsxM48ruKQkNIUQcMRUajY2NlJeXU1xcTHl5OU1NTUP6aJpGVVUVRUVFrFy5MuxOf+NtA6ipqWH16tWUlpayevVqOjo6xllqbBhXlkVXrCPNNGT3lBAifpi63WtlZSUbNmygrKyMvXv3UlFRwe7du8P67Nu3j+bmZvbv309XVxdr1qxh2bJl5OXljbvt5MmT/PznP+f5559n1qxZ9PT0YLPZRhjl1KRfWf5cZhpCiEQw5kyjs7OThoYGSktLASgtLaWhoQGPxxPWr6amhvXr16MoCg6Hg6KiImprayfU9qtf/YpHHnmEWbNmAZCRkYHdHn4W0lRnjBQaFiW4/pSEhhAijowZGm63m5ycHFRVBUBVVbKzs3G73UP65ebmhp47nU5aW1sn1PbRRx9x7tw5vv71r7N27Vp27tyJYRjjrTUmRgoNAMWeIrunhBBxxdTuqVjRNI3Tp0/z3HPP4fP5ePTRR8nNzWXNmjWmX6O+vj6CIxyb2vUJmUBXbx/pvb0AtDQ3kzstF82ShKftE87V1cV0jNerLs7GO5JEqQMSp5ZEqQMSq5ZrjRkaTqeTtrY2NE1DVVU0TaO9vR2n0zmkX0tLC4sWLQLCZxDjbcvNzaWkpASbzYbNZuOee+7hxIkT1xUahYWFMd2l1d9kw30UHLNysKWnAzB3zhzs6en0p2WQkmzj1iVLYja+61VXV8eSOBrvSBKlDkicWhKlDojvWrxe76h/bI+5eyorKwuXy0V1dTUA1dXVuFwuHA5HWL+SkhL27NmDrut4PB4OHDhAcXHxhNpKS0s5cuQIhmHg9/s5evQot9566/jeiRgx/MGzp4bdPWVLlt1TQoi4Ymr31NatW9myZQs7d+4kMzOT7du3A7Bx40Y2b97MwoULKSsr4/jx46xatQqATZs2kZ+fDzDutvvvv5/6+nruu+8+FEXhrrvu4qtf/eoklh95eiB4TOPTCxYCWGwpaL1d0R6SEEKMm6nQKCgoGHL9BMCuXbtCj1VVpaqqatjtx9umKApPPvkkTz75pJlhTkmhA+HW4WYaKXL2lBAirsgV4RGm+0Y5e8omp9wKIeKLhEaEGYGRQ8NiS8EI+DC0QLSHJYQQ4yKhEWGjXqchS4kIIeKMhEaE6X4vhqJiUYa+1YotJdhH7qkhhIgTEhoRZvi9GOrw62VZ7FdCY0BCQwgRHyQ0Iszwe0Ed/iS10EzD2xfNIQkhxLhJaERYcPeUddg2xZ4a7DMgoSGEiA8SGhEW3D0loSGESAwSGhEW3D01emhoA73RHJIQQoybhEaE6X7fiDMNkpIAC1rPxaiOSQghxmtKL42eCAz/AIY6/Cq7ms8LSVYGerpo91w9gyolOYmM1Pi6Q6EQ4i+DhEaE6X4vRnI6voCGHtAB6LnswxLQMQyDgMWK1t3NR6fbQ9v81YJsCQ0hxJQku6cizPD7QLXiDxj09fvo6/fR3NpDX78PwwBDsWLxyxXhQoj4IKERYcHdUyNP6HTVBv6BKI5ICCHGT0IjwnS/b8TrNEBmGkKI+CKhEUGGFgA9AEkjh4au2sAnoSGEiA8SGhE0uMLtWDMNZKYhhIgTpkKjsbGR8vJyiouLKS8vp6mpaUgfTdOoqqqiqKiIlStXht3pb7xtg86ePcvixYtDt5mNF/qV+4OPeJ0GwZmGRQ9g0XzRGpYQQoybqVNuKysr2bBhA2VlZezdu5eKigp2794d1mffvn00Nzezf/9+urq6WLNmDcuWLSMvL2/cbRAMlcrKSoqKiia/+ggbvAHTSFeEA6FrOFR/H4ERVsMVQoipYsyZRmdnJw0NDZSWlgJQWlpKQ0MDHo8nrF9NTQ3r169HURQcDgdFRUXU1tZOqA3gF7/4BXfffTfz5s2brJqjRvcFz4oaa6YBwdAQQoipbszQcLvd5OTkoKoqAKqqkp2djdvtHtIvNzc39NzpdNLa2jqhtlOnTnHkyBG+8Y1vjLO82DICZnZPXZlp+CQ0hBBT35S9Itzv9/ODH/yAH/3oR6HAGo/6+vpJHNX1SepsIgNATaK3txfNG9xd1enxkOv1Yk9S8PT24wAutjbR2he8/atzmsa5xq6YjXssdXV1sR7CpEiUOiBxakmUOiCxarnWmKHhdDppa2tD0zRUVUXTNNrb23E6nUP6tbS0sGjRIiB8BjGetgsXLtDc3Mxjjz0GQHd3N4Zh0Nvby1NPPWW6wMLCQuz24dd+irS+Mzptb4Oh2khPT2eA4DIiWQ4HdrsdRVXJzMqBi5CTmYI9fy4AztnZZDsKYjLmsdTV1bFkyZJYD2PCEqUOSJxaEqUOiO9avF7vqH9sj7l7KisrC5fLRXV1NQDV1dW4XC4cDkdYv5KSEvbs2YOu63g8Hg4cOEBxcfG423Jzc3nzzTc5ePAgBw8e5OGHH+aBBx64rsCINcM/eExj5APchmLFsCiye0oIERdM7Z7aunUrW7ZsYefOnWRmZoZOfd24cSObN29m4cKFlJWVcfz4cVatWgXApk2byM/PBxh3W7wLHQgf5eI+LBawpcqBcCFEXDAVGgUFBcNeP7Fr167QY1VVqaqqGnb78bZd6/HHHzcz1CllMDQY41RaQ0JDCBEn5IrwCDJMnHILgC0N1S937xNCTH0SGhGk+wewqFZQRj77K6DDhQEret+lKI5MCCHGR0IjggzfABZb8ojt75/v43+dSOZUp4Lq7ab+bGcURyeEENdvyl6nkQh03wDKCKHxuzcu8Pv3PEyzw003O0lpOcUb7zRiIXjnPiGEmIpkphFBuq9/2JmGp9/C/vc8fPHWaTy2eICc2bMAuDVH4fV3zvPHEy3RHqoQQpgioRFBht+LYh0aGnVtSSgKfG35bKwqGCmZANxzWwY3zErjxd+fortPVr0VQkw9EhoRNNzuqQG/zon2JJYUZDAjLXhWlZEcDA27v4fln8nD59P4t9c/jPp4hRBiLBIaETTcgfA3Tl/Cq1lYUTjj6jevhEaSr5usacl87vbZVB85S1ePN5rDFUKIMUloRJDuH0CxpYSeG4bBwZNdONM05udcEyZJdnTVhurtBuAry+fj82u8LLMNIcQUI6ERQYZvAMs1xzTeP3+Z1i4fS50BLBbL1Y4WCwH7NKwDFwGYnZXG3Uvyee2PjVzsHoj2sIUQYkQSGhH06WMa/3nyIhkpKq4sbUhff0oW1oGrN7YqX3kLAU3ndwc/iMpYhRDCDAmNCDEMHcN/9ZhGT3+Ak8193HXrNJKGedf9yVlY+zvAMADInZnOiiX51B79mEu9cmxDCDE1SGhEiOEP/qIfnGmcaLyEYcAdN6YP29+XkoUaGEAJ9Ie+t+7LN+Hza7z2x8bID1gIIUyQ0IgQ3Rv85T94ncZ7H3WRmaIyN3vodRuZKSqZWVkAWPuvLiWSn5PB52+fTfWRRga8gSiMWgghRiehESG69zIASnIamm5wovESC+emo1x7APwKRfehpgZPu7X2d4S1rfvyTfRc9nHg7ebID1oIIcYgoREh+kDw/hhKchrNF7xc9mosmps2Yv/0mdkYWJipXwj7/m03ZuGa5+CVP3yEpukRHbMQQoxFQiNCQjMNeypnPhkgSbVwW/7IoaEqoFnTSLr0yZC2tXffRJvnMn864Y7YeIUQwgxTodHY2Eh5eTnFxcWUl5fT1NQ0pI+maVRVVVFUVMTKlSvD7vQ33rYdO3Zw//33s3r1atatW8fhw4cnUGp0XTvTOPPJAK78DJKto7/dAfs0LN2tBDSdds/l0NeNuZk4s9L43X99gHHl7CohhIgFU0ujV1ZWsmHDBsrKyti7dy8VFRXs3r07rM++fftobm5m//79dHV1sWbNGpYtW0ZeXt642xYtWsQjjzxCSkoKp06d4sEHH+TIkSMkJ498j4qpYnCm0d5r0NkT4P7PTR9zm4B9GvbO9xnov8yZTy6HtZUsm8dz1X/maH0ryxY6IzJmIYQYy5gzjc7OThoaGigtLQWgtLSUhoYGPB5PWL+amhrWr1+Poig4HA6Kioqora2dUNvy5ctJSQkuw7FgwQIMw6Crq2vyqo+gwZlG3dkeAO4oMBcaFgzwnB/StmzhbG6Ylc6Lte+j6TLbEELExpgzDbfbTU5ODqoavGWpqqpkZ2fjdrtxOBxh/XJzc0PPnU4nra2tE2q71iuvvMKcOXOYPXv2dRVYX19/Xf0nS/LHZ0m2KBx4+2Oyp1tJVv14vcFrNzo9HnK9XuxJSugxQJtXYTrgPVfPx5fnhr2ec5rGslts/O6PHnb/2xEWzUuNdkkhdXV1MfvZkylR6oDEqSVR6oDEquVacXHnvrfeeouf/vSn/PKXv7zubQsLC7Hb7REY1eg62uvoSU7jnNvPslvTSU9PZ4Dg2U9ZDgd2ux1FVUOPAabPdGJ4Z2K/+DFzb/5S2Os5Z2ez8Nb51DW+zhtnvDy05oskqdE/j6Guro4lS5ZE/edOtkSpAxKnlkSpA+K7Fq/XO+of22P+1nE6nbS1tT0d4zUAABOgSURBVKFpwfWSNE2jvb0dp9M5pF9Ly9U7zrnd7tCsYLxtAO+++y7f/e532bFjB/Pnzx9ruFOG7r2Mz2JH0w0W5Jk/BqNn3QhtZ0APX58qoOl0dPVT+sX5uDv6+LfXP6TnstyoSQgRXWOGRlZWFi6Xi+rqagCqq6txuVxhu6YASkpK2LNnD7qu4/F4OHDgAMXFxRNqO3HiBN/+9rf52c9+xu233z6phUeaNtBHTyCJ6el2bsiymd5Oz1kAvsukdn0EwA3TLNwwzYLXr/HO6XY0XSfHkcrL//WhrIArhIg6U/s3tm7dygsvvEBxcTEvvPACVVVVAGzcuJGTJ08CUFZWRl5eHqtWreKBBx5g06ZN5OfnT6itqqqKgYEBKioqKCsro6ysjNOnT0/6mxAJ2kAfnn4Ln70tZ9irwEeSPvc2sCaTc/FdAKyGD6txdUZhsVj44qJcevv9vPRfcr8NIUR0mTqmUVBQEHb9xKBdu3aFHquqGgqTTxtv20svvWRmeFNSf083fZqVLxQ6YWDoBXsjURUD+9yFGI3voubfBwzdteWcmcaim2Zy8Ng5Vn5uDoUFMydx5EIIMTK5IjxCApd7GMDOopuv/xd6SuHdoAVwNB0Aggsapuvd3DDt6ozlC4WzmTk9hZ/99j0GfLKYoRAiOiQ0IkDXNaz+PtJmZJFsu/4T1NTMWeg3foHp5/+Ipf0DFN1HzwfvhO2msiapfPP+23B39vHCv5+azOELIcSIJDQioKnJjWIxyLnh+q4puZZ2+7340rJJevvX6L2eYfvcOs/Bvcvm8erhj/jTiZZh+wghxGSS0IiAkyfPAjBvft74XyTJRsvCRwAd7x9fHHIK7qBHvnI7t8yZwf98sY73G4cPFyGEmCwSGhHwwYfBe19kZk3sALU/dSaBJV/D6GqF5veG7ZNsS+IHj3yemdNTeOqXRznf3jOhnymEEKOR0JhkrZ19dHcEb6Skpo293tRYjNm3os5fCi0NWLqHLq8CMC3dztaNy1AUC1t3HaW1s2/CP1cIIYYjoTHJat9oYpoSvOhuMkIDwLaoGJKsqCerYYSl0Z0z06j4H1+gr9/P//3TQ/z5bOew/YQQYiIkNCaRz6/xH281syBbBYuCkjLyTZeuh8WeCvmLUS58SFrn+6Hvf/q+G9PT7VQ9toyMVCvff/ZPHDwmt4gVQkwuCY1J9McTLXT3+bhppoKaNg2LZRLf3pxbMNJnMuvDV0EPXpcxuLTItV/T0+38v5u/xG03OvjnX7/L0/+nju4+WaNKCDE5JDQm0b//qYncmWlk0oua7hh7g+uhqAQKS7FdvsC8tv8a0jy4RlVA07k8EGDTVxez+q4bOfTuJ3zrxwfY/+bHctc/IcSESWhMkrOfXOL9Jg/33nkjgYutWLMmdne9zBSVeZl+Mq9Z1d2YfSta3mKsp/aT2hm+BtfgGlWDs48TH3YwZ3YmX11xMyn2JJ751/fYsuOIHOsQQkyIhMYkqflTI7YkhRV3zCbQ3YF1xsRCQ9F9XHz/GArh12doi9diZGSTe+J/Ybz7Cnlqx5BwudbM6Sn89y/fzIMlt+Lu6GPLjiNU/X9H+fPZTpl5CCGuW1zchGmq6+7z8Yd3zvOlO/JI9l0EQ8fqmPz7eGemqGBPpvuux/C+/QoZ771KKq8SsGWgL14JuUuH3U5RLCz/zA3cuTCX/zzWzL+/0cSWHW3My81kzZcK+OLi3HEtdyKE+MsjvykmyDAMfr7nPQKazpr/VoDfE9xtFInQUPQrB7RtqbgXPkyGI0DgzJ8wzhzC9/bLJGXXY9zzt6H+N0yzYDV8pKXYUbV+TjT2MTsrjQdLbuV0cxcfNF/kX37zLs++fILP3jabLy7O5Y5bZpGabJ30sQshEoOExgTtf7OZN066+Wbp7cx1ZtLVFFwGPRKhMSgzRWUeftKmTefi/GVcHEgiL92H770aeHUrGXPvZSAjD1vvJ/g+OIqenoKWmcWNM2/H5yjgk0sqhfOzeKjkVtov9nPovU9442QLh9/7BMUCc52Z3HZjFvNvmMYNs9LJnZXG9HQ7luu4L4gQIjFJaEzA+fYedu09yeKbZ7LmvxUA0P9xPdasXNSUjIj93ODxjnfJ+sJdwW9YLFhv/gKXM+ZiPf5vOBteDPVNsqjogRkMfPI+Vv11VOdtJN343wkkT0fTDXIcqaxfcTPr7i7gg3NdnP3kEh+dv8TBY8289serx1PsNpWZ01Kwq37++OG7zJqRSvaMFHIcqdwwK53pGRIqQvwlkNAYp35vgP/5Yh22JIVv//VfoSgWDM3PQPP7ZCy6OypjsKmQaYeLV54bM/KgbCvnTrxLkreLmVnT8LS1ceMdS0hWND7+j9+S0X6GGy/8hLabyhiYs4ozzV1hr7nq83NJulNB1w06uwdo6+yj1XOZzkv9dF4aoK2zh7caWrnUG37th92mMtuRSu6sdObOziR3VhrZM1KZNSOFrMxkVFXOuRAiEZgKjcbGRrZs2UJXVxfTp09n+/btzJs3L6yPpmn88Ic/5PDhw1gsFh577DHWr18fsbZYeudUOzt+9x4Xuvp58uHPkTUtBYD+pnoM/wAp8xZGZyABX9jZVZkpKlb6cMy7iU8uGWRl+qH9AgAWazKXs1zM+nwxl4++zOxTv0XpPk6e6yucN3JCr+H1a5z4sCPsxzgyk1m20Mnpjy/ycbOPuXPmomk6s2ak8N6ZDrp6vVzq9dLV4+WDc10crXeHrXZisUB6ipWMVBsZaTZS7Emk2JNQFQu2JJVku0qKPYnUZCuOTDuzZqQyLd3OtHQbmak2CRwhphBToVFZWcmGDRsoKytj7969VFRUsHv37rA++/bto7m5mf3799PV1cWaNWtYtmwZeXl5EWmLtgFfgA+au9j/1se8XneeG2al86O/uYvb52cBYGh+Lv7hN6gZWaTc9FdRHx9w5WZNJ8mauxBQYZgzapX0LFJW/l/0NfwJ6/u/J6XlJ+TOvJ3eWYX4kx0YSSlkuFtI8vUwzeZHUVQCqVkYHfOxBGyh11FVhVkzUpk7K5mCTC9J3n5UXw8FM1V0VC5qKXT5bXR47Vzw2ugPGAx4NXou++j3BrjYPUBvv5/efj9+v4Y+wtm/g4GTmWYjM81ORqqN9FQr6alW0pKtpCYHAyjZloTdpmK3qtisKqpiQVUtYfdnNwzQdB1NN2hq85L0wQV03cAAFEvw/uuKYsGqKiQlKdiSFOy2JGxWBbs1+NoSYOIv3Zih0dnZSUNDA8899xwApaWlPPXUU3g8HhyOq1c919TUsH79ehRFweFwUFRURG1tLY8++mhE2sYyeA2Cz3f9S2h09/n4z7eb6bnso68/gKe7n+bWHjTdQFEsPLjqJu6/60asSSperxdv61kuvv5/8HVdIGvlN/FrBmjesNf0BwIEdD34JCmJgK7j17TQ409/P6DrYW2aRb3a70rfkfrpgQGmWa1g6Fwc9mf56NRSKCj7f7j456PYzp9kVtO/B7c/Bdmfej+sgFYP84G5JEG7HcUCgbf8zNfC39/e4K1EsAM5V74MLCip07CkOVBmTceSnA5JyWgWlY5LAwyk38DljHy8Pp0bZqYx4NPo8/rpvRz88voDDPi04POBfjq6eujrD+Cd6G1uj7553ZtYFAs2VUFVLSQpCooaDBqLxRJ20dOnM9ACYLGgWEBVLaiKQpJqISlJxapasCapJKnKla8rgacE+1ksYMHCYP59+vKajo5u/uw+GWy3BH+WoliC/1qCY7MowZ+NhVCQBnsMju1TAzau1mBceWQYwf9f6QYYunHlcbB18PvD/aES/JnBUA6NafA9u2ZMra09nOs+fc14hj9GNhUOnYV/Bkbon+BbYNDa2sPHl05hYATfNz34r25c874ZI64/GvzMLVc/v+C/wf/+LFx5Lwf/uwhtFPof7FYLX1iYS4r9+o9ADP7OHOk6rjFf0e12k5OTg6qqAKiqSnZ2Nm63Oyw03G43ubm5oedOp5PW1taItY3F7/cDcObMGVP9P+3qrb0VIO3K16ABTp96P3yDwjUAdPuA+vohr9fcdiH02JY/n7ae/lEfD3me4aT7U20fd/aM0m/017flz+dcbwDmLg1+xUiSA9KBdLohGfD1kgqk2mGWHZgx2FMhGEUjXMWYUK797Tv8zbfCODOB+F9fbE5mBtAb62FMimAtsb1FwUcfdE9oe7/fT3Jy8pDvJ+yB8LS0NG655RasVquc1SOEECYZhoHf7yctbfhVuscMDafTSVtbG5qmoaoqmqbR3t6O0+kc0q+lpYVFixYB4bOESLSNRVEUMjIid9qrEEIkquFmGIPGPKqXlZWFy+WiuroagOrqalwuV9iuKYCSkhL27NmDrut4PB4OHDhAcXFxxNqEEEJEn6ndU1u3bmXLli3s3LmTzMxMtm/fDsDGjRvZvHkzCxcupKysjOPHj7Nq1SoANm3aRH5+PkBE2oQQQkSfxZClToUQQpgkJ50LIYQwTUJDCCGEaRIaQgghTJPQEEIIYZqERgQ1NjZSXl5OcXEx5eXlNDU1xXpIQ6xYsYKSkhLKysooKyvj8OHDALz33nt85Stfobi4mEceeYTOzqv3Fh9v22Tavn07K1asYMGCBWFX/Y/2nkeiLVJ1jPS5wNT9bC5evMjGjRspLi5m9erV/O3f/i0ejydiY45UPaPVsWDBAlavXh36XE6fPh3a7uDBg5SUlLBy5Ur+7u/+jv7+/gm3TUmGiJiHHnrIeOWVVwzDMIxXXnnFeOihh2I8oqG+/OUvG6dPnw77nqZpRlFRkfH2228bhmEYO3bsMLZs2TKhtsn29ttvGy0tLUPGP9p7Hom2SNUx3OdiGFP7s7l48aJx9OjR0PMf//jHxpNPPhmRMUeynpHqMAzDuOWWW4ze3t4h2/T29hp33nmn0djYaBiGYXzve98znnnmmQm1TVUSGhHS0dFhLFmyxAgEAoZhGEYgEDCWLFlidHZ2xnhk4Yb75XT8+HHj/vvvDz3v7Ow0PvOZz0yoLVKuHf9o73kk2iJVx3DPB8XTZ1NbW2s8/PDDERlzNOsZrMMwRg6Nmpoa47HHHgs9P3HihHHfffdNqG2qSti1p2LN7EKPU8F3vvMdDMNgyZIlPPHEE0OWa3E4HOi6TldX17jbpk+fHvE6RnvPDcOY9LZIf46f/lwyMzPj5rPRdZ1f//rXrFixIiJjjlY919Yx6KGHHkLTNL70pS/x+OOPY7PZhownNzcXt9sNDF3+yGzbVCXHNP7Cvfjii7z66qu89NJLGIbBP/zDP8R6SIL4/1yeeuopUlNTefDBB2M9lAn5dB2vv/46L7/8Mi+++CIffvghO3bsiPEIo09CI0KuXegRGHGhx1gbHI/NZmPDhg288847oYUiB3k8HhRFYfr06eNui1YtI73nkWiLdC0Q/rkMfn+qfzbbt2/n448/5l/+5V9QFCUiY45GPZ+uA65+Lunp6axfv37Ez6WlpSXUd7xtU5WERoSYXegxli5fvkxPT/CeHIZhUFNTg8vlorCwkIGBAY4dOwbAb37zG0pKSgDG3RYNo73nkWiLlJE+Fxj/+x+tz+bpp5+mvr6eHTt2YLPZIjbmSNczXB2XLl1iYGAAgEAgwO9///vQ57J8+XJOnjwZOrPuN7/5Dffee++E2qYqWXsqgj766CO2bNlCd3d3aKHH+fPnx3pYIefOnePxxx9H0zR0XaegoIDvf//7ZGdn884771BZWYnX6+WGG27gJz/5CTNnBu9MNd62yfTDH/6Q/fv309HRwYwZM5g+fTqvvfbaqO95JNoiUcezzz474ucC43//I/3ZfPDBB5SWljJv3rzQ0tp5eXns2LEjImOOVD0j1fHoo49SUVGBxWIhEAhwxx138L3vfS9034kDBw7wk5/8BF3Xcblc/PjHPyY1NXVCbVORhIYQQgjTZPeUEEII0yQ0hBBCmCahIYQQwjQJDSGEEKZJaAghhDBNQkOIKe6ZZ57hO9/5DgDnz59nwYIFBAKBGI9K/KWStaeEGKcVK1bQ0dERWpcKYO3atVRUVMRwVEJEloSGEBPw7LPPcuedd457eyO40nRomQohpjr5L1WISfbyyy/z13/912zfvp3PfvazrFixgj/84Q+h9oceeoh//ud/5mtf+xqLFy/m3LlztLW18a1vfYvPfe5zrFy5kn/913+NYQVCjExmGkJEwIkTJ1i7di1Hjx7lt7/9LX//93/P4cOHsVgsAOzdu5ddu3Zx4403YhgG3/jGN7j55ps5fPgwZ8+e5Zvf/Cb5+fksW7YsxpUIEU5mGkJMwKZNm1i6dGnoa3CGkJubywMPPICqqqxdu5YLFy7Q0dER2m7t2rXcfPPNJCUl0dHRwTvvvMN3vvMd7HY7LpeL9evXs3fv3liVJcSIZKYhxATs2LFjyDGNl19+OWzhvJSUFCC4eu2ga5e/bm9vZ9q0aaSnp4e+l5ubS319faSGLcS4yUxDiBgY3E0FkJ2dzaVLl+jt7Q19b/AuhEJMNRIaQsSY0+nkjjvu4Omnn8br9XLq1Cl+97vf8ZWvfCXWQxNiCNk9JcQEfOtb3wq7TuPOO+/knnvuue7Xefrpp6msrGT58uVkZmby+OOPT+hUXiEiRe6nIYQQwjTZPSWEEMI0CQ0hhBCmSWgIIYQwTUJDCCGEaRIaQgghTJPQEEIIYZqEhhBCCNMkNIQQQpgmoSGEEMK0/x/vK4TiflTMpQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Index(['Private', 'Apps', 'Accept', 'Enroll', 'Top10perc', 'Top25perc',\n",
+    "#        'F.Undergrad', 'P.Undergrad', 'Outstate', 'Room.Board', 'Books',\n",
+    "#        'Personal', 'PhD', 'Terminal', 'S.F.Ratio', 'perc.alumni', 'Expend',\n",
+    "#        'Grad.Rate'],\n",
+    "sns.distplot(college.Accept)\n",
+    "sns.distplot(college.Enroll)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college.Top10perc)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college[\"F.Undergrad\"])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college[\"P.Undergrad\"])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college.Books)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college.Expend)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college.Terminal)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college.PhD)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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f2myuQvRHTiWJCaOwpIGOrh4WxAWpHWXE6LRabpgbSmuHmewiGfQmRoYUBjEh9FguHi2EBng59OjmqxHi78X0CF+OnKyj8bxciBbDJ6eSxIRQVNJIe2cPK6517KOFHot1SNc9Ll3HWDzLREnVefbmVpJ6QxQajWa0IooJQAqDGPcsXx0tmPw9CQlwzAnyLrma6x4AHm4GFsUH82luJcXlzcRMcc7bcIVjkFNJYtw7XtpEa4eZBXFB4/qT9IwoPwJ83fksv4ruUb4jSoxvUhjEuKYoCgVn6vGb7EZY4Pi6tnA5rUbDjXPDaO/s4eCxGrXjCCcmhUGMa3VNHdQ3dxIf5TeujxYuCTJ6MDPKj/zT9dQ3d6gdRzgpKQxiXCssaUCv006oc+6L4oNxNejYm1shI6LFVZHCIMatbrOFk2XNTAv3wcUwcQZ+ubnoWTzLRHVDO8e/GpAnxFBIYRDj1smyJnosVmZG+akdZczFRRoJMnrwRUG1XIgWQyaFQYxLiqJwrKQBfx83An3d1Y4z5jQaDdfPDqG9s4ec4zIiWgyNFAYxLp376qLzzKkT46Jzf4L9PImZ4kte8TnOt3WpHUc4ESkMYlwqPNuIXqdh2gS66NyfxbNMaDQaDuRXqx1FOBEpDGLcsVgVTlc0MzVkMq4T6KJzf7zcDcyLDeR0ZQsN53vUjiOchBQGMe5U1l2gs9vCNeGyPgHA3NgAvNwNFJV3yO2rwi5SGMS4U1zRjIteS0TQJLWjOAS9TsuCGUE0t1nIKz6ndhzhBKQwiHHFYrFyprKFqNDJ6HTy8r5keoQRT1ctf//0NFarHDWIK5N3jhhXymov0G22ymmky2i1GmLC3Kioa2XfkUq14wgHZ1dhKCkpISMjg+TkZDIyMjh79myfNhaLhY0bN5KUlMQtt9zCtm3berft37+fb33rW8THx7N582ab/V588UUWL15MamoqqampbNy4cXjPSExoxeXNuLnoCAuU00iXCzEaCAv04s8fHMdisaodRzgwu9ZjWL9+PatXryY1NZX33nuPdevW8eabb9q02bFjB2VlZezatYvm5mbS0tJYvHgxYWFhhIeHs2nTJnbu3El3d3ef/tPS0njiiSdG5hmJCavLbKGk6jwxU3zQaSfm2IUr0Wg0pN0QzUt/y+Oj7HJWLIxQO5JwUIMeMTQ0NFBYWEhKSgoAKSkpFBYW0tjYaNMuKyuL9PR0tFotRqORpKQkdu7cCUBERARxcXHo9bIukBg9+afq6bFYmSankQY0JyaAa8J9+NtHxVjkWoMYwKCFobq6mqCgIHS6i/eD63Q6AgMDqa6u7tMuJCSk93uTyURNjX1zwr///vvcdttt3HvvveTm5g4lvxC9sotqcXfVj7s1nUeSRqMhfdk0qhvaOJBfpXYc4aBU/wi/atUqHnzwQQwGA5999hkPP/wwWVlZ+PraP2K1oKBg1PLl5OSMWt+jZSJm7rEo5J86R7CPnvLyMrv2CfUzUFpWavfPuLz9YPsOtf+RyDSY6ppqDF1N+E3S82ZmHu491U4xZchEfE2radDCYDKZqK2txWKxoNPpsFgs1NXVYTKZ+rSrqqoiISEB6HsEMZCAgIDer5csWYLJZKK4uJhrr73W7icRHx+Pq6ur3e3tlZOTQ2Ji4oj3O5omaubsolq6zZXMigklwuRt1z5eXl5ETLH/PPvX25eWlQ6671D7H26mwZSWlWIKNhFojOb/s5Ty0rYj6CZNYW5s4JAyjrWJ+poeTV1dXVf8QD3oqSQ/Pz/i4uLIzMwEIDMzk7i4OIxGo027lStXsm3bNqxWK42NjezevZvk5ORBA9bW1vZ+XVRURGVlJVOnTh10PyG+7stjNbgadON++c6Rsmx+GEZvV975pFjtKMIB2XUqacOGDaxdu5YtW7bg7e3de8vpmjVreOyxx5g1axapqank5eWxYsUKAB555BHCw8MByM7O5j/+4z9obW1FURTef/99Nm3axNKlS3nuuec4duwYWq0Wg8HAs88+a3MUIcRgrFaFg8eqiY/2Qy+D2q6ox2KlrrEdgOXzp7Dt42IOFlQTGTK53/bubnomebiMZUThAOwqDNHR0TbjEi557bXXer/W6XQDjkGYP38+e/fu7Xfb5eMahBiqUxXNNJ7v4t9ukg8Ug+kyW8g/VQ+AzyRXXAxa/vzhCVYuiuy3/bzYQCkME5B8vBJO74uCarRaDQnXSGEYCheDjplT/ThT2cKF9r7ji8TEJYVBOL0vj9Uwc6ofXu4GtaM4nfhof1Cg4HSD2lGEA5HCIJxadX0bZTUXWBgfrHYUp+Tt6cLUkMkcK2mgR6bJEF+RwiCc2pfHLg60XDhTCsPVSrjGn65uCyfLmtSOIhyEFAbh1A4eqyXS5E2wn6faUZxWSIAnfpPdyD9VLwv5CEAKg3BirR1mjpU0sGBGkNpRnJpGoyHhGn8aWjqpqm9TO45wAFIYhNPKPVGH1aqwIE5OIw3XtHBfXF105BfXqx1FOAApDMJpZRfVMsnDhZgI++fVEv0z6LXMiDRSUtVCq9y6OuFJYRBOyWJVyC6qJXF6oKy9MELio/1QgGNn5NbViU4Kg3BKxeVNnG/rZn6cXF8YKd6erkSavDlW0ojFKreuTmRSGIRTyi6sRauBedMde2ZQZxMf5UdHVw9nKlvUjiJUJIVBOKVDRbVMjzTKPD4jbErwJLw9XTh6Sk4nTWRSGITTaWjp4Exli5xGGgUajYb4aD+qG9qob+5QO45QiRQG4XSyiy6u4XHtDLlNdTTERRrRaTUUyEXoCUsKg3A6hwprCfB1Z0rwJLWjjEtuLnqmTfHhRGkTbR1mteMIFUhhEE6l22whr/gc8+OCnGKtYmeVEO1Pj8XK/vwqtaMIFUhhEE6l4HQDnd0WFsj1hVEV4OuByd+Tj7PLsVhl/qSJRgqDcCqHimpwMehImCaL8oy2hGv8qW/uILuwRu0oYoxJYRBOQ1EUDhXWknCNP64Gndpxxr2okMn4TnJlx/4zakcRY0wKg3AaFXWt1Da2c63MpjomtFoNNyeGk1dcT2nNebXjiDEkhUE4jUOFF29TTZTrC2PmhrmhGPRa3t9fonYUMYakMAinkV10cVGeQF8PtaNMGJM8XLhpXhgfZZfT0tqldhwxRqQwCKcgi/KoJ+3GaLrNFt7/TI4aJgopDMIpXFqUR6bBGHtTgr1ZODOYzP1n6OjqUTuOGANSGITDutDeTV1jO3WN7ew/UomnuwHjJLfexy7/12W2qB153Pr28mlcaDez68tStaOIMaBXO4AQA+no7OHwV0cKh0/UMSV4EkeKzw3YPlZWchs10yOMxEf7sX3PKb553VQMevlMOZ7J/13h8Goa2ujstjA1ZLLaUSa0by+bRn1LJ58erlA7ihhlUhiEwztTdR6tVsOUIJk0T03zYgOZGuLNO58UyzQZ45wUBuHQFEWhpKqF8EAvXGS0s6o0Gg3py2OoqGtlb64cNYxndhWGkpISMjIySE5OJiMjg7Nnz/ZpY7FY2LhxI0lJSdxyyy1s27atd9v+/fv51re+RXx8PJs3b7Z7PyEaz3dyvq1bTiM5iCUJIUSFTmbrzuOYe2Rd6PHKrsKwfv16Vq9ezQcffMDq1atZt25dnzY7duygrKyMXbt28fbbb/Piiy9SUXHxU0V4eDibNm3ivvvuG9J+QpypvDgVQ2SIt8pJBFycJuOeb86grrGdD744q3YcMUoGLQwNDQ0UFhaSkpICQEpKCoWFhTQ2Ntq0y8rKIj09Ha1Wi9FoJCkpiZ07dwIQERFBXFwcen3fm6CutJ8QJVUtBPt54OlmUDuK+Mrc2ABmRfvz9ocnZVzDODVoYaiuriYoKAid7uL5XZ1OR2BgINXV1X3ahYSE9H5vMpmoqRl8ut6r3U+Mfw0tHZxr7pDTSA5Go9HwnVvjaG7t4h/7TqsdR4yCcTGOoaCgYNT6zsnJGbW+R8t4yZxdcnHAmiutlJYNvjB9qJ+B0jL7B2ANt/1g+w61/5HINJjW1tYhtTdNtlBe0tzvtulhbmzbfYJg9xa83Eb3xoDx8pp2FoMWBpPJRG1tLRaLBZ1Oh8Vioa6uDpPJ1KddVVUVCQkJQN8jgSv1fzX7fV18fDyurq5D2sceOTk5JCYmjni/o2k8ZX77wD58J7kyMzbKrn68vLyImBJh988dTvvSstJB9x1q/8PNNJjSstIh928KDiTQGN3vtsCwCzz2m0/ILdfzo1Xz7O5zqMbTa9pRdHV1XfED9aCnkvz8/IiLiyMzMxOAzMxM4uLiMBqNNu1WrlzJtm3bsFqtNDY2snv3bpKTkwcNeLX7ifGtpbWLE6VNchrJgYUHTSLtxmv46FA5x840qB1HjCC77krasGEDW7duJTk5ma1bt7Jx40YA1qxZw9GjRwFITU0lLCyMFStWcMcdd/DII48QHh4OQHZ2NjfccANvvPEGb731FjfccAP79u0bdD8xce3Pq8KqKMRM8VE7iriCjKQYAnzdefXdfCwWuX11vLDrGkN0dHS/4wtee+213q91Ol1vwbjc/Pnz2bt3b7/brrSfmLj25lYQEuCJ32R3taOIK3Bz1bMmNZ5f/PEQO/aXkHZj/6edhHORkc/C4dQ1tVNY0sjCGcFqRxF2WBRvInF6IH/+oIhzTYPfJCAcnxQG4XD25VYCcO1MKQzOQKPR8OC3ErAq8NK2IyiKzKPk7MbF7apifNmbW0nMFB8CfT2oqGtVO46wQ7CfJ9+7dQav/v0o73xczA1zw+zaz91NzyQPl1FOJ4ZKCoNwKOW1FzhT1cKa1Hi1o4gh+sZ1U9lzuII/7zqBVQFvz8H/4M+LDZTC4IDkVJJwKHtzK9Fq4Po5oWpHEUOk1Wr4XspMAD7JKZdTSk5MCoNwGIqisDe3gvhof4zebmrHEVfB38edJQkhVNS1cvS0jG1wVlIYhMM4dqaBqvo2bk607/y0cEwzphqJCJ7EgfwqGs93qh1HXAUpDMJh/PPzs3i66eU0kpPTaDTcPD8cg17L7oNlWKwy8M3ZSGEQDqH5QhcH8qtYtmAKbi5yT4Sz83QzcHNiOOeaOzhUWKt2HDFEUhiEQ/joUBk9FoWVi4Y26ZxwXFGhk4mLNHL4eB3V9W1qxxFDIIVBqM6qKOz84izx0X5MCZaV2saT62eH4OXhwkfZZZh7LGrHEXaSY3ahujPVXdQ0tHP3N+LUjiIu02OxUtfYbnf7LrPtH38Xg47l88PZvvc0nxfUcINcP3IKUhiE6rJPtTLZy4XFs0yDNxZjqstsIf9Uvd3tYyN8+zwWGuhFwjX+5J+qJypkMmGBXiMZUYwCOZUkVFXb2M6Jyk6SFkzBoB/dVcCEehbFm5js5cLH2eV0m+WUkqOTwiBU9bePi9FqIOV6+1ZpE87JoNeyfP4ULrR388UxWdPd0UlhEKqpb+5g98Ey5kR54u8j6y6MdyZ/T+Kj/Sg4Vc+5JvuvW4ixJ4VBqObdPaewKgrXz5ikdhQxRhbNNOHmqmfP4UqsMpeSw5LCIFTRdKGTDz4/y82JYfh6yT0QE4Wri44ls0MuLsYk60Q7LCkMQhXb95ymx2IlfXmM2lHEGIsJ9yE0wIsvCmpoae1SO47ohxQGMeZaWrvIOlDC9XNCCQ2QWxcnGo1Gw41zQzH3WNn+6Wm144h+SGEQY+5PHxynu8fKqlti1Y4iVOLr7UZ8tB/786oor72gdhxxGSkMYkyVVp/ng8/P8s3rIgkPkovOE9n8uCBcDFr+3z+L1I4iLiNX/cSYOd/WxZZ38nBz1XPLgim9Uy3o3X36nXbh8ukVxPji7qpn5eJItn96muNnG5keaVQ7kviKFAYxZr44WkNhSSPXzw7hZHlz7+OlZRVEtPQd9dzf9ApifFlxbQR7Dlfwx/cL+eXDS9BoNGpHEsipJDFGzD1W/vrRSXwnuRIf7a92HOEgXF10rF4Ry7EzDRwqknUbHIUUBjEm3t1TTG1jO0sSQtBp5VOh+JdbFkZg8vPkLx8cR5FBbw5BTiWJUVdRd4G3dp1kflwQESZZb0H8S4/FSmNLJysWTuH/ZhXxSXZ5nyPKy69BubvpmeThMtZRJxQpDGJUWa0KL23L6z1lcLqyRe1IwoFcmtbb3U2Pl7uBtzSrXscAABedSURBVHaf5Fs9tmtEX34Nal5soBSGUSanksSo+vBgKcfONPC9lJlM9nJVO45wUDqtljkxAVTXt1F1rlXtOBOeFAYxahrPd/LGjmPER/uxYuEUteMIBzdjqh/urnpyjtepHWXCs6swlJSUkJGRQXJyMhkZGZw9e7ZPG4vFwsaNG0lKSuKWW25h27Ztdm178cUXWbx4MampqaSmprJx48bhPyuhOkVR2PK3PMw9Vh5NnyO3IYpBGfRaZk/zp6z2wpCWExUjz65rDOvXr2f16tWkpqby3nvvsW7dOt58802bNjt27KCsrIxdu3bR3NxMWloaixcvJiws7IrbANLS0njiiSdG/tkJ1Xx6uIIvj9Vw720zZT4kYbdZ0f7knjjH4RN1rFwcqXacCWvQI4aGhgYKCwtJSUkBICUlhcLCQhobG23aZWVlkZ6ejlarxWg0kpSUxM6dOwfdJsafpvOd/O7vR4mN8OX2G6LVjiOciItBx4ypRs5UtnC+rVvtOBPWoEcM1dXVBAUFodNdvCtAp9MRGBhIdXU1RqPRpl1ISEjv9yaTiZqamkG3Abz//vvs37+fgIAAfvCDHzB37twhPYmCgoIhtR+KnJycUet7tKiZWVEU3trXQEeXmaR4F47kHu7dpnf3obSsot/9SstK+zwW6mfo9/GBjHX7wfYdav8jkWkwra2tDv07BTB6WEED+w+fYWbExZX9vt7GNNlCeUkzjs4Z/3ZcovrtqqtWreLBBx/EYDDw2Wef8fDDD5OVlYWvr/3TIcTHx+PqOvJ3vOTk5JCYmDji/Y4mtTPvOVzBiYpKvpcyk5U3X2Ozra6xvd+pL0rLSomYEtHncS8vr34fH8hYth8o83D6H26mwZSWlTr07/TryhpKOVt9nqRF06iurrBpYwoOJNDo2Eeiar8PB9PV1XXFD9SDnkoymUzU1tZisVyc0MxisVBXV4fJZOrTrqqqqvf76upqgoODB90WEBCAwWAAYMmSJZhMJoqLi+19fsKBNJ7v5Hfv5hMb4UvqjY79xhWObfa0AMw9VorONg7eWIy4QQuDn58fcXFxZGZmApCZmUlcXJzNaSSAlStXsm3bNqxWK42NjezevZvk5ORBt9XW/mt+lKKiIiorK5k6deqIPUExNhRF4eVteXSbLfxo1VyZ9kIMS5DRA5OfJ3nF9TJNhgrsOpW0YcMG1q5dy5YtW/D29mbz5s0ArFmzhscee4xZs2aRmppKXl4eK1asAOCRRx4hPDwc4IrbnnvuOY4dO4ZWq8VgMPDss88SEBAw4k9UjLwL7d10dPYAcCC/ioOFNWQkxeCi18k02mLYZsf4s/PzUmqa9EQO7YycGCa7CkN0dLTN2INLXnvttd6vdTrdgGMQrrTtUpERzqejs4fDJ+po7TDzl13HMfl5YpzsxuET/Q9Qkmm0xVBMDZmMt6cLZ2q6WKR2mAlGRj6LYVEUhU+yy7FaFZYtCEcrA9nECNFqNMyK9qep1UJdkwx4G0tSGMSwHDvTQFntBa6bFYKPzIUkRljcVCM6LeQX16sdZUKRwiCuWl1TO5/lVxMe6EV8tJ/accQ45GrQER7gQnF5M20dZrXjTBhSGMRVsVgV/vCPY2i1sGx+uMyFJEZNZJArVkWh4EyD2lEmDCkM4qr8fc8pTlU0c8OcULxkbnwxirzcdEQET+LYmQZ6LNbBdxDDJoVBDNnJsia2/rOIxOmBxEyRO43E6Js9LYCOrh6Kyx1/KozxQAqDGJL2TjO/3pqNcbIb93xzhpxCEmMiLNALo7cbecXnZMDbGJDCIOx2cY2FfOqaOvjJnYl4uhvUjiQmCI1Gw+xp/jS0dHKsRKbJGG1SGITdPjpUxqe5FaxeEcuMqXIXkhhbsVN88XDT88EXZ9WOMu5JYRB2OVHayJZ38km4xp9vL49RO46YgHQ6LbOvCaCwpJFTFXKtYTRJYRCDamjp4Bd/PIjR243/c/d8mSBPqGZmlB9uLjr+vueU2lHGNSkM4oq6zBY2vXGQjq4enrx3IZNldLNQkauLjhvnhbE/r4paWRd61EhhEAOyWKz8z58Pc6qimR+vTiTC5K12JCFIWjAFDbD9UzlqGC1SGES/LBYrz/3lMJ/lV3HvbTNZGG8afCchxoDR242bEsPY9UUpDS0dascZl6QwiD4sVoXfvpXL3txK7rl1Bmk3XjP4TkKMoVW3xGJVFN768KTaUcYlKQzCRmd3D8/9KYc9hyu4+xtxfHvZNLUjCdFHsJ8nyYsi+fDLUqrqW9WOM+5IYRC9ahraeOLF/ezLq+S7t87gjiS5LVU4rjuSYtDptPxp53G1o4w7UhgEADnHa/mP335KbVM76+5bxL/LkYJwcEZvN25fGsXe3EpKqlrUjjOu2LW0p3A+X1+P+Uqaznfy149OcrCwlojgSfzX9xZi8vccg4RCDN+/33wN//z8LG9mFbH+flkAdKRIYRinLq3HPJBus4Wjp+vJOV6H1apw+9IovnPrDFwNujFMKcTweHm4cMfyGN7IPMb+vEqunx2qdqRxQQrDBNPaYSa/+BzHzjTQ3WMl0uTN9bNDWDonlJYLXUPqq8tsGaWUQtgv9YYo9uVV8uq7+cyK9pdBmCNACsME0GOxUlJ1nhOljZTVXgAFosN8mBsTQKDRA7j4Rz7/1NDW1Y2NkLUYhPp0Oi0/ypjLj/5nD7//+1F+evd8tSM5PSkM41S32cKZqhZOV7RwtrqFbrMVT3cDc2MCmTHVKJ+qxLgSYfJm1S2xbN15nOvnhLB4VojakZyaFIZx5EJ7N3klbewqOEhOUR1dZguuLjqiQicTE+5LaKAXWllYR4xT/75sGgeOVvPy3/KYGjKZYD+5ieJqSWFwchV1Fzh4rJZDRTUUljRitSoYvd1YPMuEt6cLIQFeMhuqmBD0Oi0/uTOR//PiPtb9/nOefXQpPpPkyPhqSGFwMt1mCwVnGsguqiW7qJbq+jYAIk3efHvZNCbrmklJWkR9c8cV70oSYjwKD5rEuvsW8fPfHWDj/37OpoeW4OEmKw0OlRQGB2e1KpTWnCev+By5J85RcLqe7h4rLnotCdMCuH1pFNfOCO69iJyTk4NWjhDEBBY31cgT35nPpjcOsumNg/zsu9fiJcvQDokUBpUMNADNYrVSXtvKqYpmTpY1caK0idYOMwDhQV6sXBzJ3NhA4qP9cHOR/31C9OfaGcH8MGMOL7x9hB/+5hN+cud84qYa1Y7lNOQvi0o6OnvIOV7LhXYz55rbqWtsp7axg7qmdsw9VgC8PAyEBXoRGujFykWRTI+UF7YQ9lo2fwqhAV78emsOa7fsZ1VSDGk3XYO7q/zZG4xdv6GSkhLWrl1Lc3MzPj4+bN68mcjISJs2FouFZ555hn379qHRaHjggQdIT08f1rbxpLW9m/LaVspqz1NWc4GTZU2UVJ3vHSSm1Wjw93FjeoQvJn9Pgv08meTh0ru/0dtNrehCOK3YCCMv/PgmXnknnz/vOsF7e0+TdG0E31wSSYi/l9rxHJZdhWH9+vWsXr2a1NRU3nvvPdatW8ebb75p02bHjh2UlZWxa9cumpubSUtLY/HixYSFhV31NmdhsSqcb+ui6XwXTRc6qW/uoK7p4qf/mvo2Ks+1caG9u7e9q4uOED9PosMmE+Djjr+POwE+7uh0A89p2GOxUmfHUoZ6dx/qGttlVLIQX/FwM/DjOxO5dclUduw/Q+b+M7y39zSBvu7ERhiZFu6D/2R3vD1d8PZyoavbQrfZgkajwWpV6LFYsVismC3KV/+1YrUqKIqC1QouLjq83A1otRr0Og0uBh1Vjd0E1l7A3VWPm6sedxfdFd/fjmbQwtDQ0EBhYSFvvPEGACkpKTz99NM0NjZiNP7r1EZWVhbp6elotVqMRiNJSUns3LmT+++//6q3DUZRFAC6u7sHadlXW4eZz/Kr6LFYv+oLrIqCYlWwKgoWq0Jt3XkKqvIxW6yYeyz09Ch0mS10dlno7DbT3mmhrbOb9q4eUGz712g1+E5yJWCyBzHzggn09cTk50FIgCd+k91pOt9JwZmGrz8bYOA/5u0dnZypHHwGycqqSkJbICp0Mtor9Hc5S495SO2vZp+B2rvoNf0+PlL9j0b7gTIPp//hZhqMi17j0L/TgVz+u+4xd9PVNfQ5vaaaPHksfRZ3r5zGocJaTle2UFLVzNHimiH3ZY+/7vvU5nuDToubqw43Fz2uLjpcXfS4GrS46HUYDDoMeg16nbb3n1Z78UyCTqtFo9Wg1YBGo+HSUCQXg5YlCaFXdWrs0t/MS39DLzdoj9XV1QQFBaHTXfwfodPpCAwMpLq62qYwVFdXExLyr9GGJpOJmpqaYW0bjNl88aLsyZNXt4pTyCDjX2IDvAHz1x7RcPFXpgeGcn+0FbgA3ReorYTayouP+rlccScbLeea7WrvF+kJNNvdfqj9D2efgdpfyjxa/Y9G+4EyD6f/4WYajF+kJy3nSh32dzqQy3/X1RXNVFfY/zP6E+IJITFalsY42rQu1q/+2ed08fDWojCbzbi59T1N7dRXYTw9PYmJicFgMKCREb1CCGEXRVEwm814evb/6XjQwmAymaitrcVisaDT6bBYLNTV1WEymfq0q6qqIiEhAbA9ErjabYPRarVMmjTJrrZCCCH+pb8jhUsGvRri5+dHXFwcmZmZAGRmZhIXF2dzGglg5cqVbNu2DavVSmNjI7t37yY5OXlY24QQQow9jTLQ1YevOX36NGvXruX8+fN4e3uzefNmoqKiWLNmDY899hizZs3CYrHw1FNP8dlnnwGwZs0aMjIyAK56mxBCiLFnV2EQQggxcTjPjbVCCCHGhBQGIYQQNqQwCCGEsCGFQQghhA0pDAMoKSkhIyOD5ORkMjIyOHv2rNqRbDQ1NbFmzRqSk5O57bbbePTRR2lsbATgyJEj3H777SQnJ3PvvffS0NAwSG9j76WXXiI2NrZ31LojZ+7q6mL9+vWsWLGC2267jSeffBJw7NfIJ598QlpaGqmpqdx+++3s2rULcKzMmzdvZtmyZTavg8Eyqp2/v8xXei+CY7+2B6SIft19993K9u3bFUVRlO3btyt33323yolsNTU1KV988UXv97/61a+Un/3sZ4rFYlGSkpKUQ4cOKYqiKC+//LKydu1atWL2q6CgQLnvvvuUm2++WTlx4oTDZ3766aeVTZs2KVarVVEURTl37pyiKI77GrFarcr8+fOVEydOKIqiKEVFRcqcOXMUi8XiUJkPHTqkVFVV9b4OLrlSRrXz95d5oPeioigO/9oeiBSGftTX1yuJiYlKT0+PoiiK0tPToyQmJioNDQ0qJxvYzp07lXvuuUfJy8tTbr311t7HGxoalDlz5qiYzFZXV5dyxx13KOXl5b1vLkfO3NraqiQmJiqtra02jzvya8RqtSrXXnutkp2drSiKohw8eFBZsWKFw2b++h/ZK2V0pPyXF7Ovu/ReVBTFoV/bV+LUcyWNFnsnDnQUVquVv/zlLyxbtqzPlCJGoxGr1dq7lobann/+eW6//XabadUdOXN5eTk+Pj689NJLfPnll3h6evLDH/4QNzc3h32NaDQafvvb3/Lwww/j4eFBW1sbv//9753idX2ljIqiOHz+r78XwbFf21ci1xjGgaeffhoPDw/uuusutaNcUW5uLgUFBaxevVrtKHazWCyUl5czY8YM3n33XX7yk5/wgx/8gPb2wdfGUEtPTw+/+93v2LJlC5988gmvvPIKP/rRjxw683jhLO/FwcgRQz/snTjQEWzevJnS0lJeffVVtFpt76SElzQ2NqLVah3i08mhQ4c4ffo0y5cvB6Cmpob77ruPu+++22Ezm0wm9Ho9KSkpAMyePRtfX1/c3Nwc9jVSVFREXV0diYmJACQmJuLu7o6rq6vDZr7kSu89RVEcOv/l70XAod+PVyJHDP2wd+JAtT333HMUFBTw8ssv4+JycVL7+Ph4Ojs7yc7OBuCtt95i5cqVasbs9cADD7B//34+/vhjPv74Y4KDg/nDH/7A/fff77CZjUYjCxcu7J3Lq6SkhIaGBiIjIx32NRIcHExNTQ1nzpwBLs511tDQQEREhMNmvuRK7z1Hfl/2914Ex34/XonMlTSAgSYOdBTFxcWkpKQQGRnZO31uWFgYL7/8MocPH2b9+vV0dXURGhrKr3/9a/z9/VVO3NeyZct49dVXiYmJcejM5eXl/Od//ifNzc3o9Xp+9KMfceONNzr0a+Qf//gHr732Wu86JY899hhJSUkOlfmZZ55h165d1NfX4+vri4+PD++///4VM6qdv7/Mv/3tbwd8LwIO/doeiBQGIYQQNuRUkhBCCBtSGIQQQtiQwiCEEMKGFAYhhBA2pDAIIYSwIYVBiBG0bNkyDhw4oHYMIYZFCoOYUN5//33S09OZM2cOixcvJj09nT/96U+MxV3bd999N7NmzWLu3LksXLiQRx99lLq6Orv3j42NpbS0dBQTCnGRFAYxYbz++uts2rSJ++67j/3793PgwAE2btzI4cOHMZvNfdpbLJYRz7Bu3Tpyc3P58MMPaW9vZ/PmzSP+M4QYLikMYkK4cOECL7zwAuvXr2flypV4eXmh0WiYMWMGv/nNb3BxcWHt2rWsX7+eNWvWMGfOHL788kv27NlDWloa8+bN48Ybb+TFF1+06Xf79u3cfPPNLFy4kFdeecXuPN7e3ixfvpzjx4/3Ppafn09GRgbz58/n+uuv56mnnqK7uxuAO++8E4DU1FTmzp1LVlYWcHFBntTUVObPn8+qVats+hPiqqk45bcQY+bTTz9V4uLiFLPZPGCbJ554Qpk3b56SnZ2tWCwWpbOzU/niiy+U48ePKxaLRSkqKlIWL16sfPjhh4qiKEpxcbEyZ84c5eDBg0pXV5fyi1/8QomLi1M+++yzfvu/6667lL/+9a+KoihKY2Ojcs899ygPPvhg7/ajR48qubm5itlsVsrLy5WVK1cqb7zxRu/2mJgY5ezZs73fHzt2TFm0aJFy5MgRpaenR3n33XeVm2++Wenq6hrOr0oIRY4YxITQ1NSEr68vev2/JhRetWoV8+fPJyEhgUOHDgGwfPlyEhMT0Wq1uLq6snDhQmJjY9FqtUyfPp1bb72VgwcPArBz505uuukmFixYgIuLCz/84Q97Z9UcyDPPPENiYiKLFi2iqampd5lQuDjh2pw5c9Dr9YSFhZGRkdGbqz9vv/02GRkZzJ49G51Ox7/9279hMBg4cuTIcH5VQsi022Ji8PHxoampiZ6ent7i8NZbbwFwww03YLVaAfpM4ZyXl8d///d/U1xcjNlspru7u3d2zLq6OoKDg3vbenh4DDqd8s9//nPS09M5ceIEDz74IDU1Nb0LuZSUlPCrX/2KgoICOjo6sFgszJw5c8C+qqqq2L59O1u3bu19zGw2D+mCthD9kSMGMSHMnTsXFxcXPvrooyHt9+Mf/5jly5fz6aefkpOTw6pVq3rvYAoMDKSmpqa3bUdHB83NzXb1Gxsby0MPPcRTTz3V29+GDRuIiorigw8+4PDhwzz++ONXvFvKZDLx4IMPkp2d3fsvLy+vd+0IIa6WFAYxIXh7e/PII4+wceNGdu7cSWtrK1arlaKiIjo6Ogbcr62tjcmTJ+Pq6kp+fn7vWgAAycnJ7Nmzh+zsbLq7u3nhhRd6jzzskZaWRn19fW+xamtrw9PTE09PT06fPs1f/vIXm/b+/v6Ul5f3fp+ens5bb71FXl4eiqLQ3t7Onj17aG1ttTuDEP2RwiAmjDVr1rB27Vr+93//lyVLlnDdddexbt06fvKTnzB37tx+91m/fj0vvPACc+fO5eWXX+Yb3/hG77Zp06b17r906VK8vb1tTi394x//4NZbbx0wj4uLC9/5znfYsmULAE888QSZmZnMmzePJ598km9+85s27R999FHWrl3L/PnzycrKYtasWTz99NM89dRTLFiwgBUrVvDuu+8O51ckBCDrMQghhLiMHDEIIYSwIYVBCCGEDSkMQgghbEhhEEIIYUMKgxBCCBtSGIQQQtiQwiCEEMKGFAYhhBA2pDAIIYSw8f8DUjpID/GB9bAAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college[\"Grad.Rate\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.1"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/ISLR/.ipynb_checkpoints/ch2-9-checkpoint.ipynb b/ISLR/.ipynb_checkpoints/ch2-9-checkpoint.ipynb
new file mode 100644
index 0000000..43e8f6b
--- /dev/null
+++ b/ISLR/.ipynb_checkpoints/ch2-9-checkpoint.ipynb
@@ -0,0 +1,840 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
+    "sns.set(style=\"whitegrid\")\n",
+    "tips = sns.load_dataset(\"tips\")\n",
+    "plt.rcParams[\"figure.figsize\"] = (15,15)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "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>Unnamed: 0</th>\n",
+       "      <th>mpg</th>\n",
+       "      <th>cylinders</th>\n",
+       "      <th>displacement</th>\n",
+       "      <th>horsepower</th>\n",
+       "      <th>weight</th>\n",
+       "      <th>acceleration</th>\n",
+       "      <th>year</th>\n",
+       "      <th>origin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>392.000000</td>\n",
+       "      <td>392.000000</td>\n",
+       "      <td>392.000000</td>\n",
+       "      <td>392.000000</td>\n",
+       "      <td>392.000000</td>\n",
+       "      <td>392.000000</td>\n",
+       "      <td>392.000000</td>\n",
+       "      <td>392.000000</td>\n",
+       "      <td>392.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>198.520408</td>\n",
+       "      <td>23.445918</td>\n",
+       "      <td>5.471939</td>\n",
+       "      <td>194.411990</td>\n",
+       "      <td>104.469388</td>\n",
+       "      <td>2977.584184</td>\n",
+       "      <td>15.541327</td>\n",
+       "      <td>75.979592</td>\n",
+       "      <td>1.576531</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>114.438067</td>\n",
+       "      <td>7.805007</td>\n",
+       "      <td>1.705783</td>\n",
+       "      <td>104.644004</td>\n",
+       "      <td>38.491160</td>\n",
+       "      <td>849.402560</td>\n",
+       "      <td>2.758864</td>\n",
+       "      <td>3.683737</td>\n",
+       "      <td>0.805518</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>68.000000</td>\n",
+       "      <td>46.000000</td>\n",
+       "      <td>1613.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>99.750000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>105.000000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>2225.250000</td>\n",
+       "      <td>13.775000</td>\n",
+       "      <td>73.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>198.500000</td>\n",
+       "      <td>22.750000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>151.000000</td>\n",
+       "      <td>93.500000</td>\n",
+       "      <td>2803.500000</td>\n",
+       "      <td>15.500000</td>\n",
+       "      <td>76.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>296.250000</td>\n",
+       "      <td>29.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>275.750000</td>\n",
+       "      <td>126.000000</td>\n",
+       "      <td>3614.750000</td>\n",
+       "      <td>17.025000</td>\n",
+       "      <td>79.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>397.000000</td>\n",
+       "      <td>46.600000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>455.000000</td>\n",
+       "      <td>230.000000</td>\n",
+       "      <td>5140.000000</td>\n",
+       "      <td>24.800000</td>\n",
+       "      <td>82.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Unnamed: 0         mpg   cylinders  displacement  horsepower  \\\n",
+       "count  392.000000  392.000000  392.000000    392.000000  392.000000   \n",
+       "mean   198.520408   23.445918    5.471939    194.411990  104.469388   \n",
+       "std    114.438067    7.805007    1.705783    104.644004   38.491160   \n",
+       "min      1.000000    9.000000    3.000000     68.000000   46.000000   \n",
+       "25%     99.750000   17.000000    4.000000    105.000000   75.000000   \n",
+       "50%    198.500000   22.750000    4.000000    151.000000   93.500000   \n",
+       "75%    296.250000   29.000000    8.000000    275.750000  126.000000   \n",
+       "max    397.000000   46.600000    8.000000    455.000000  230.000000   \n",
+       "\n",
+       "            weight  acceleration        year      origin  \n",
+       "count   392.000000    392.000000  392.000000  392.000000  \n",
+       "mean   2977.584184     15.541327   75.979592    1.576531  \n",
+       "std     849.402560      2.758864    3.683737    0.805518  \n",
+       "min    1613.000000      8.000000   70.000000    1.000000  \n",
+       "25%    2225.250000     13.775000   73.000000    1.000000  \n",
+       "50%    2803.500000     15.500000   76.000000    1.000000  \n",
+       "75%    3614.750000     17.025000   79.000000    2.000000  \n",
+       "max    5140.000000     24.800000   82.000000    3.000000  "
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "auto = pd.read_csv(\"./../datasets/Auto.csv\")\n",
+    "# auto.set_index(\"name\", inplace=True)\n",
+    "auto.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "auto.drop(range(10,66), inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "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>Unnamed: 0</th>\n",
+       "      <th>mpg</th>\n",
+       "      <th>cylinders</th>\n",
+       "      <th>displacement</th>\n",
+       "      <th>horsepower</th>\n",
+       "      <th>weight</th>\n",
+       "      <th>acceleration</th>\n",
+       "      <th>year</th>\n",
+       "      <th>origin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>336.000000</td>\n",
+       "      <td>336.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>225.089286</td>\n",
+       "      <td>24.041071</td>\n",
+       "      <td>5.407738</td>\n",
+       "      <td>189.672619</td>\n",
+       "      <td>102.261905</td>\n",
+       "      <td>2959.779762</td>\n",
+       "      <td>15.656845</td>\n",
+       "      <td>76.836310</td>\n",
+       "      <td>1.601190</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>101.406281</td>\n",
+       "      <td>7.889493</td>\n",
+       "      <td>1.686770</td>\n",
+       "      <td>101.903056</td>\n",
+       "      <td>36.666913</td>\n",
+       "      <td>824.796492</td>\n",
+       "      <td>2.697807</td>\n",
+       "      <td>3.256221</td>\n",
+       "      <td>0.818735</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>68.000000</td>\n",
+       "      <td>46.000000</td>\n",
+       "      <td>1649.000000</td>\n",
+       "      <td>8.500000</td>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>142.750000</td>\n",
+       "      <td>17.675000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>100.250000</td>\n",
+       "      <td>75.000000</td>\n",
+       "      <td>2219.750000</td>\n",
+       "      <td>14.000000</td>\n",
+       "      <td>74.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>226.500000</td>\n",
+       "      <td>23.100000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>145.500000</td>\n",
+       "      <td>92.000000</td>\n",
+       "      <td>2803.500000</td>\n",
+       "      <td>15.500000</td>\n",
+       "      <td>77.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>310.250000</td>\n",
+       "      <td>30.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>258.500000</td>\n",
+       "      <td>120.000000</td>\n",
+       "      <td>3571.000000</td>\n",
+       "      <td>17.200000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>397.000000</td>\n",
+       "      <td>46.600000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>455.000000</td>\n",
+       "      <td>230.000000</td>\n",
+       "      <td>4997.000000</td>\n",
+       "      <td>24.800000</td>\n",
+       "      <td>82.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Unnamed: 0         mpg   cylinders  displacement  horsepower  \\\n",
+       "count  336.000000  336.000000  336.000000    336.000000  336.000000   \n",
+       "mean   225.089286   24.041071    5.407738    189.672619  102.261905   \n",
+       "std    101.406281    7.889493    1.686770    101.903056   36.666913   \n",
+       "min      1.000000   11.000000    3.000000     68.000000   46.000000   \n",
+       "25%    142.750000   17.675000    4.000000    100.250000   75.000000   \n",
+       "50%    226.500000   23.100000    4.000000    145.500000   92.000000   \n",
+       "75%    310.250000   30.000000    6.000000    258.500000  120.000000   \n",
+       "max    397.000000   46.600000    8.000000    455.000000  230.000000   \n",
+       "\n",
+       "            weight  acceleration        year      origin  \n",
+       "count   336.000000    336.000000  336.000000  336.000000  \n",
+       "mean   2959.779762     15.656845   76.836310    1.601190  \n",
+       "std     824.796492      2.697807    3.256221    0.818735  \n",
+       "min    1649.000000      8.500000   70.000000    1.000000  \n",
+       "25%    2219.750000     14.000000   74.000000    1.000000  \n",
+       "50%    2803.500000     15.500000   77.000000    1.000000  \n",
+       "75%    3571.000000     17.200000   80.000000    2.000000  \n",
+       "max    4997.000000     24.800000   82.000000    3.000000  "
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "auto.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       ".list-inline {list-style: none; margin:0; padding: 0}\n",
+       ".list-inline>li {display: inline-block}\n",
+       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
+       "</style>\n",
+       "<ol class=list-inline><li>1613</li><li>5140</li></ol>\n"
+      ],
+      "text/latex": [
+       "\\begin{enumerate*}\n",
+       "\\item 1613\n",
+       "\\item 5140\n",
+       "\\end{enumerate*}\n"
+      ],
+      "text/markdown": [
+       "1. 1613\n",
+       "2. 5140\n",
+       "\n",
+       "\n"
+      ],
+      "text/plain": [
+       "[1] 1613 5140"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "range(Auto[,5])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 81 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "axes = pd.plotting.scatter_matrix(auto, alpha=1)\n",
+    "# axes = pd.plotting.scatter_matrix(auto.iloc[:,1:5], alpha=1)\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "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>Unnamed: 0</th>\n",
+       "      <th>mpg</th>\n",
+       "      <th>cylinders</th>\n",
+       "      <th>displacement</th>\n",
+       "      <th>horsepower</th>\n",
+       "      <th>weight</th>\n",
+       "      <th>acceleration</th>\n",
+       "      <th>year</th>\n",
+       "      <th>origin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.622918</td>\n",
+       "      <td>-0.407201</td>\n",
+       "      <td>-0.434889</td>\n",
+       "      <td>-0.468482</td>\n",
+       "      <td>-0.396190</td>\n",
+       "      <td>0.305413</td>\n",
+       "      <td>0.995918</td>\n",
+       "      <td>0.205620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mpg</th>\n",
+       "      <td>0.622918</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.763358</td>\n",
+       "      <td>-0.795919</td>\n",
+       "      <td>-0.772484</td>\n",
+       "      <td>-0.835404</td>\n",
+       "      <td>0.397465</td>\n",
+       "      <td>0.618078</td>\n",
+       "      <td>0.546191</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cylinders</th>\n",
+       "      <td>-0.407201</td>\n",
+       "      <td>-0.763358</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.947652</td>\n",
+       "      <td>0.834880</td>\n",
+       "      <td>0.892985</td>\n",
+       "      <td>-0.466391</td>\n",
+       "      <td>-0.389445</td>\n",
+       "      <td>-0.556291</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>displacement</th>\n",
+       "      <td>-0.434889</td>\n",
+       "      <td>-0.795919</td>\n",
+       "      <td>0.947652</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.898653</td>\n",
+       "      <td>0.939702</td>\n",
+       "      <td>-0.499334</td>\n",
+       "      <td>-0.414558</td>\n",
+       "      <td>-0.608198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>horsepower</th>\n",
+       "      <td>-0.468482</td>\n",
+       "      <td>-0.772484</td>\n",
+       "      <td>0.834880</td>\n",
+       "      <td>0.898653</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.865636</td>\n",
+       "      <td>-0.686725</td>\n",
+       "      <td>-0.459743</td>\n",
+       "      <td>-0.451026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>weight</th>\n",
+       "      <td>-0.396190</td>\n",
+       "      <td>-0.835404</td>\n",
+       "      <td>0.892985</td>\n",
+       "      <td>0.939702</td>\n",
+       "      <td>0.865636</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.378763</td>\n",
+       "      <td>-0.381168</td>\n",
+       "      <td>-0.585219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>acceleration</th>\n",
+       "      <td>0.305413</td>\n",
+       "      <td>0.397465</td>\n",
+       "      <td>-0.466391</td>\n",
+       "      <td>-0.499334</td>\n",
+       "      <td>-0.686725</td>\n",
+       "      <td>-0.378763</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.307771</td>\n",
+       "      <td>0.189902</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>year</th>\n",
+       "      <td>0.995918</td>\n",
+       "      <td>0.618078</td>\n",
+       "      <td>-0.389445</td>\n",
+       "      <td>-0.414558</td>\n",
+       "      <td>-0.459743</td>\n",
+       "      <td>-0.381168</td>\n",
+       "      <td>0.307771</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.182583</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>origin</th>\n",
+       "      <td>0.205620</td>\n",
+       "      <td>0.546191</td>\n",
+       "      <td>-0.556291</td>\n",
+       "      <td>-0.608198</td>\n",
+       "      <td>-0.451026</td>\n",
+       "      <td>-0.585219</td>\n",
+       "      <td>0.189902</td>\n",
+       "      <td>0.182583</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Unnamed: 0       mpg  cylinders  displacement  horsepower  \\\n",
+       "Unnamed: 0      1.000000  0.622918  -0.407201     -0.434889   -0.468482   \n",
+       "mpg             0.622918  1.000000  -0.763358     -0.795919   -0.772484   \n",
+       "cylinders      -0.407201 -0.763358   1.000000      0.947652    0.834880   \n",
+       "displacement   -0.434889 -0.795919   0.947652      1.000000    0.898653   \n",
+       "horsepower     -0.468482 -0.772484   0.834880      0.898653    1.000000   \n",
+       "weight         -0.396190 -0.835404   0.892985      0.939702    0.865636   \n",
+       "acceleration    0.305413  0.397465  -0.466391     -0.499334   -0.686725   \n",
+       "year            0.995918  0.618078  -0.389445     -0.414558   -0.459743   \n",
+       "origin          0.205620  0.546191  -0.556291     -0.608198   -0.451026   \n",
+       "\n",
+       "                weight  acceleration      year    origin  \n",
+       "Unnamed: 0   -0.396190      0.305413  0.995918  0.205620  \n",
+       "mpg          -0.835404      0.397465  0.618078  0.546191  \n",
+       "cylinders     0.892985     -0.466391 -0.389445 -0.556291  \n",
+       "displacement  0.939702     -0.499334 -0.414558 -0.608198  \n",
+       "horsepower    0.865636     -0.686725 -0.459743 -0.451026  \n",
+       "weight        1.000000     -0.378763 -0.381168 -0.585219  \n",
+       "acceleration -0.378763      1.000000  0.307771  0.189902  \n",
+       "year         -0.381168      0.307771  1.000000  0.182583  \n",
+       "origin       -0.585219      0.189902  0.182583  1.000000  "
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "auto.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = sns.violinplot(x=\"Private\", y=\"Outstate\", data=college)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.boxplot(x=\"Private\", y=\"Outstate\", data=college)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sep =pd.cut(college.Top10perc, pd.interval_range(start=0, end=100, periods=2), labels=[\"Not elite\", \"Elite\"])\n",
+    "college[\"Elite\"] = sep "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.violinplot(x=\"Elite\", y=\"Outstate\", data=college)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Index(['Private', 'Apps', 'Accept', 'Enroll', 'Top10perc', 'Top25perc',\n",
+    "#        'F.Undergrad', 'P.Undergrad', 'Outstate', 'Room.Board', 'Books',\n",
+    "#        'Personal', 'PhD', 'Terminal', 'S.F.Ratio', 'perc.alumni', 'Expend',\n",
+    "#        'Grad.Rate'],\n",
+    "#       dtype='object')\n",
+    "ax = sns.distplot(college.Apps)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f62cedb3130>"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Index(['Private', 'Apps', 'Accept', 'Enroll', 'Top10perc', 'Top25perc',\n",
+    "#        'F.Undergrad', 'P.Undergrad', 'Outstate', 'Room.Board', 'Books',\n",
+    "#        'Personal', 'PhD', 'Terminal', 'S.F.Ratio', 'perc.alumni', 'Expend',\n",
+    "#        'Grad.Rate'],\n",
+    "sns.distplot(college.Accept)\n",
+    "sns.distplot(college.Enroll)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college.Top10perc)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college[\"F.Undergrad\"])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college[\"P.Undergrad\"])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college.Books)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = sns.distplot(college.Expend)\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/ISLR/.ipynb_checkpoints/ch2-9R-checkpoint.ipynb b/ISLR/.ipynb_checkpoints/ch2-9R-checkpoint.ipynb
new file mode 100644
index 0000000..4015a3d
--- /dev/null
+++ b/ISLR/.ipynb_checkpoints/ch2-9R-checkpoint.ipynb
@@ -0,0 +1,593 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "library(ISLR)\n",
+    "library(repr)\n",
+    "options(repr.plot.width=16, repr.plot.height=16)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<caption>A data.frame: 6 × 9</caption>\n",
+       "<thead>\n",
+       "\t<tr><th></th><th scope=col>mpg</th><th scope=col>cylinders</th><th scope=col>displacement</th><th scope=col>horsepower</th><th scope=col>weight</th><th scope=col>acceleration</th><th scope=col>year</th><th scope=col>origin</th><th scope=col>name</th></tr>\n",
+       "\t<tr><th></th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>1</th><td>18</td><td>8</td><td>307</td><td>130</td><td>3504</td><td>12.0</td><td>70</td><td>1</td><td>chevrolet chevelle malibu</td></tr>\n",
+       "\t<tr><th scope=row>2</th><td>15</td><td>8</td><td>350</td><td>165</td><td>3693</td><td>11.5</td><td>70</td><td>1</td><td>buick skylark 320        </td></tr>\n",
+       "\t<tr><th scope=row>3</th><td>18</td><td>8</td><td>318</td><td>150</td><td>3436</td><td>11.0</td><td>70</td><td>1</td><td>plymouth satellite       </td></tr>\n",
+       "\t<tr><th scope=row>4</th><td>16</td><td>8</td><td>304</td><td>150</td><td>3433</td><td>12.0</td><td>70</td><td>1</td><td>amc rebel sst            </td></tr>\n",
+       "\t<tr><th scope=row>5</th><td>17</td><td>8</td><td>302</td><td>140</td><td>3449</td><td>10.5</td><td>70</td><td>1</td><td>ford torino              </td></tr>\n",
+       "\t<tr><th scope=row>6</th><td>15</td><td>8</td><td>429</td><td>198</td><td>4341</td><td>10.0</td><td>70</td><td>1</td><td>ford galaxie 500         </td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A data.frame: 6 × 9\n",
+       "\\begin{tabular}{r|lllllllll}\n",
+       "  & mpg & cylinders & displacement & horsepower & weight & acceleration & year & origin & name\\\\\n",
+       "  & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <fct>\\\\\n",
+       "\\hline\n",
+       "\t1 & 18 & 8 & 307 & 130 & 3504 & 12.0 & 70 & 1 & chevrolet chevelle malibu\\\\\n",
+       "\t2 & 15 & 8 & 350 & 165 & 3693 & 11.5 & 70 & 1 & buick skylark 320        \\\\\n",
+       "\t3 & 18 & 8 & 318 & 150 & 3436 & 11.0 & 70 & 1 & plymouth satellite       \\\\\n",
+       "\t4 & 16 & 8 & 304 & 150 & 3433 & 12.0 & 70 & 1 & amc rebel sst            \\\\\n",
+       "\t5 & 17 & 8 & 302 & 140 & 3449 & 10.5 & 70 & 1 & ford torino              \\\\\n",
+       "\t6 & 15 & 8 & 429 & 198 & 4341 & 10.0 & 70 & 1 & ford galaxie 500         \\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "A data.frame: 6 × 9\n",
+       "\n",
+       "| <!--/--> | mpg &lt;dbl&gt; | cylinders &lt;dbl&gt; | displacement &lt;dbl&gt; | horsepower &lt;dbl&gt; | weight &lt;dbl&gt; | acceleration &lt;dbl&gt; | year &lt;dbl&gt; | origin &lt;dbl&gt; | name &lt;fct&gt; |\n",
+       "|---|---|---|---|---|---|---|---|---|---|\n",
+       "| 1 | 18 | 8 | 307 | 130 | 3504 | 12.0 | 70 | 1 | chevrolet chevelle malibu |\n",
+       "| 2 | 15 | 8 | 350 | 165 | 3693 | 11.5 | 70 | 1 | buick skylark 320         |\n",
+       "| 3 | 18 | 8 | 318 | 150 | 3436 | 11.0 | 70 | 1 | plymouth satellite        |\n",
+       "| 4 | 16 | 8 | 304 | 150 | 3433 | 12.0 | 70 | 1 | amc rebel sst             |\n",
+       "| 5 | 17 | 8 | 302 | 140 | 3449 | 10.5 | 70 | 1 | ford torino               |\n",
+       "| 6 | 15 | 8 | 429 | 198 | 4341 | 10.0 | 70 | 1 | ford galaxie 500          |\n",
+       "\n"
+      ],
+      "text/plain": [
+       "  mpg cylinders displacement horsepower weight acceleration year origin\n",
+       "1 18  8         307          130        3504   12.0         70   1     \n",
+       "2 15  8         350          165        3693   11.5         70   1     \n",
+       "3 18  8         318          150        3436   11.0         70   1     \n",
+       "4 16  8         304          150        3433   12.0         70   1     \n",
+       "5 17  8         302          140        3449   10.5         70   1     \n",
+       "6 15  8         429          198        4341   10.0         70   1     \n",
+       "  name                     \n",
+       "1 chevrolet chevelle malibu\n",
+       "2 buick skylark 320        \n",
+       "3 plymouth satellite       \n",
+       "4 amc rebel sst            \n",
+       "5 ford torino              \n",
+       "6 ford galaxie 500         "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# rownames(Auto) = Auto[ ,9]\n",
+    "\n",
+    "head(Auto)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<table width=\"100%\" summary=\"page for Auto {ISLR}\"><tr><td>Auto {ISLR}</td><td style=\"text-align: right;\">R Documentation</td></tr></table>\n",
+       "\n",
+       "<h2>\n",
+       "Auto Data Set\n",
+       "</h2>\n",
+       "\n",
+       "<h3>Description</h3>\n",
+       "\n",
+       "<p>Gas mileage, horsepower, and other information for 392 vehicles.</p>\n",
+       "\n",
+       "\n",
+       "<h3>Usage</h3>\n",
+       "\n",
+       "<pre>Auto</pre>\n",
+       "\n",
+       "\n",
+       "<h3>Format</h3>\n",
+       "\n",
+       "<p>A data frame with 392 observations on the following 9 variables.\n",
+       "</p>\n",
+       "\n",
+       "<dl>\n",
+       "<dt><code>mpg</code></dt><dd><p>miles per gallon</p>\n",
+       "</dd>\n",
+       "<dt><code>cylinders</code></dt><dd><p>Number of cylinders between 4 and 8</p>\n",
+       "</dd>\n",
+       "<dt><code>displacement</code></dt><dd><p>Engine displacement (cu. inches)</p>\n",
+       "</dd>\n",
+       "<dt><code>horsepower</code></dt><dd><p>Engine horsepower</p>\n",
+       "</dd>\n",
+       "<dt><code>weight</code></dt><dd><p>Vehicle weight (lbs.)</p>\n",
+       "</dd>\n",
+       "<dt><code>acceleration</code></dt><dd><p>Time to accelerate from 0 to 60 mph (sec.)</p>\n",
+       "</dd>\n",
+       "<dt><code>year</code></dt><dd><p>Model year (modulo 100)</p>\n",
+       "</dd>\n",
+       "<dt><code>origin</code></dt><dd><p>Origin of car (1. American, 2. European, 3. Japanese)</p>\n",
+       "</dd>\n",
+       "<dt><code>name</code></dt><dd><p>Vehicle name</p>\n",
+       "</dd></dl>\n",
+       "\n",
+       "<p>The orginal data contained 408 observations but 16 observations with\n",
+       "missing values were removed.</p>\n",
+       "\n",
+       "\n",
+       "<h3>Source</h3>\n",
+       "\n",
+       "<p>This dataset was taken from the StatLib library which is maintained at Carnegie Mellon University. The dataset was used in the 1983 American Statistical Association Exposition.\n",
+       "</p>\n",
+       "\n",
+       "\n",
+       "<h3>References</h3>\n",
+       "\n",
+       "<p>James, G., Witten, D., Hastie, T., and Tibshirani, R. (2013)\n",
+       "<em>An Introduction to Statistical Learning with applications in R</em>,\n",
+       "<a href=\"www.StatLearning.com\">www.StatLearning.com</a>,\n",
+       "Springer-Verlag, New York\n",
+       "</p>\n",
+       "\n",
+       "\n",
+       "<h3>Examples</h3>\n",
+       "\n",
+       "<pre>\n",
+       "pairs(Auto)\n",
+       "attach(Auto)\n",
+       "hist(mpg)\n",
+       "</pre>\n",
+       "\n",
+       "<hr /><div style=\"text-align: center;\">[Package <em>ISLR</em> version 1.2 ]</div>"
+      ],
+      "text/latex": [
+       "\\inputencoding{utf8}\n",
+       "\\HeaderA{Auto}{Auto Data Set}{Auto}\n",
+       "\\keyword{datasets}{Auto}\n",
+       "%\n",
+       "\\begin{Description}\\relax\n",
+       "Gas mileage, horsepower, and other information for 392 vehicles.\n",
+       "\\end{Description}\n",
+       "%\n",
+       "\\begin{Usage}\n",
+       "\\begin{verbatim}\n",
+       "Auto\n",
+       "\\end{verbatim}\n",
+       "\\end{Usage}\n",
+       "%\n",
+       "\\begin{Format}\n",
+       "A data frame with 392 observations on the following 9 variables.\n",
+       "\\begin{description}\n",
+       "\n",
+       "\\item[\\code{mpg}] miles per gallon\n",
+       "\\item[\\code{cylinders}] Number of cylinders between 4 and 8\n",
+       "\\item[\\code{displacement}] Engine displacement (cu. inches)\n",
+       "\\item[\\code{horsepower}] Engine horsepower\n",
+       "\\item[\\code{weight}] Vehicle weight (lbs.)\n",
+       "\\item[\\code{acceleration}] Time to accelerate from 0 to 60 mph (sec.)\n",
+       "\\item[\\code{year}] Model year (modulo 100)\n",
+       "\\item[\\code{origin}] Origin of car (1. American, 2. European, 3. Japanese)\n",
+       "\\item[\\code{name}] Vehicle name\n",
+       "\\end{description}\n",
+       "\n",
+       "\n",
+       "The orginal data contained 408 observations but 16 observations with\n",
+       "missing values were removed.\n",
+       "\\end{Format}\n",
+       "%\n",
+       "\\begin{Source}\\relax\n",
+       "This dataset was taken from the StatLib library which is maintained at Carnegie Mellon University. The dataset was used in the 1983 American Statistical Association Exposition.\n",
+       "\\end{Source}\n",
+       "%\n",
+       "\\begin{References}\\relax\n",
+       "James, G., Witten, D., Hastie, T., and Tibshirani, R. (2013)\n",
+       "\\emph{An Introduction to Statistical Learning with applications in R},\n",
+       "\\url{www.StatLearning.com},\n",
+       "Springer-Verlag, New York\n",
+       "\\end{References}\n",
+       "%\n",
+       "\\begin{Examples}\n",
+       "\\begin{ExampleCode}\n",
+       "pairs(Auto)\n",
+       "attach(Auto)\n",
+       "hist(mpg)\n",
+       "\\end{ExampleCode}\n",
+       "\\end{Examples}"
+      ],
+      "text/plain": [
+       "Auto                   package:ISLR                    R Documentation\n",
+       "\n",
+       "_\bA_\bu_\bt_\bo _\bD_\ba_\bt_\ba _\bS_\be_\bt\n",
+       "\n",
+       "_\bD_\be_\bs_\bc_\br_\bi_\bp_\bt_\bi_\bo_\bn:\n",
+       "\n",
+       "     Gas mileage, horsepower, and other information for 392 vehicles.\n",
+       "\n",
+       "_\bU_\bs_\ba_\bg_\be:\n",
+       "\n",
+       "     Auto\n",
+       "     \n",
+       "_\bF_\bo_\br_\bm_\ba_\bt:\n",
+       "\n",
+       "     A data frame with 392 observations on the following 9 variables.\n",
+       "\n",
+       "     ‘mpg’ miles per gallon\n",
+       "\n",
+       "     ‘cylinders’ Number of cylinders between 4 and 8\n",
+       "\n",
+       "     ‘displacement’ Engine displacement (cu. inches)\n",
+       "\n",
+       "     ‘horsepower’ Engine horsepower\n",
+       "\n",
+       "     ‘weight’ Vehicle weight (lbs.)\n",
+       "\n",
+       "     ‘acceleration’ Time to accelerate from 0 to 60 mph (sec.)\n",
+       "\n",
+       "     ‘year’ Model year (modulo 100)\n",
+       "\n",
+       "     ‘origin’ Origin of car (1. American, 2. European, 3. Japanese)\n",
+       "\n",
+       "     ‘name’ Vehicle name\n",
+       "\n",
+       "     The orginal data contained 408 observations but 16 observations\n",
+       "     with missing values were removed.\n",
+       "\n",
+       "_\bS_\bo_\bu_\br_\bc_\be:\n",
+       "\n",
+       "     This dataset was taken from the StatLib library which is\n",
+       "     maintained at Carnegie Mellon University. The dataset was used in\n",
+       "     the 1983 American Statistical Association Exposition.\n",
+       "\n",
+       "_\bR_\be_\bf_\be_\br_\be_\bn_\bc_\be_\bs:\n",
+       "\n",
+       "     James, G., Witten, D., Hastie, T., and Tibshirani, R. (2013) _An\n",
+       "     Introduction to Statistical Learning with applications in R_,\n",
+       "     <URL: www.StatLearning.com>, Springer-Verlag, New York\n",
+       "\n",
+       "_\bE_\bx_\ba_\bm_\bp_\bl_\be_\bs:\n",
+       "\n",
+       "     pairs(Auto)\n",
+       "     attach(Auto)\n",
+       "     hist(mpg)\n",
+       "     "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "?Auto"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "      mpg          cylinders      displacement     horsepower        weight    \n",
+       " Min.   : 9.00   Min.   :3.000   Min.   : 68.0   Min.   : 46.0   Min.   :1613  \n",
+       " 1st Qu.:17.00   1st Qu.:4.000   1st Qu.:105.0   1st Qu.: 75.0   1st Qu.:2225  \n",
+       " Median :22.75   Median :4.000   Median :151.0   Median : 93.5   Median :2804  \n",
+       " Mean   :23.45   Mean   :5.472   Mean   :194.4   Mean   :104.5   Mean   :2978  \n",
+       " 3rd Qu.:29.00   3rd Qu.:8.000   3rd Qu.:275.8   3rd Qu.:126.0   3rd Qu.:3615  \n",
+       " Max.   :46.60   Max.   :8.000   Max.   :455.0   Max.   :230.0   Max.   :5140  \n",
+       "                                                                               \n",
+       "  acceleration        year           origin                      name    \n",
+       " Min.   : 8.00   Min.   :70.00   Min.   :1.000   amc matador       :  5  \n",
+       " 1st Qu.:13.78   1st Qu.:73.00   1st Qu.:1.000   ford pinto        :  5  \n",
+       " Median :15.50   Median :76.00   Median :1.000   toyota corolla    :  5  \n",
+       " Mean   :15.54   Mean   :75.98   Mean   :1.577   amc gremlin       :  4  \n",
+       " 3rd Qu.:17.02   3rd Qu.:79.00   3rd Qu.:2.000   amc hornet        :  4  \n",
+       " Max.   :24.80   Max.   :82.00   Max.   :3.000   chevrolet chevette:  4  \n",
+       "                                                 (Other)           :365  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "summary(Auto)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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OExgOfmpLP3o8MGrl0CbEAAAy5EDeCg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\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EzeN8+zYdJVQzC0W0JQs2/8suY4pvws\nJXG8FgLci6uiMhkKvaquLu4eTB9VhxQ0FPCc0ob1t+4eoA+Kl8PKm6xALI2vFK/eY1ZtTfPq\nkk1656QVYAaUjAIa2+p432h+Ii8653tpOqd5dOlCrt8n4ctM58wzWCPACZeFaNY6dgYXmg+c\nM29OaskV9fDal2HdQ6Ae27a4xl96kTl7Vv7klqUkfOx803TOHNgjBDWZVClXB8n7oADLHEcW\n4MvcJkJu+5jlTHm5J0BDwQQq/+AUEl+9VdYs44VWbITziA3zt5fvlmljyu55G4Vnz2u36YQ8\nLy4Mhu0JByihm/e8uwK4CaZasyMj+DeAT/W57Zoz8PJ9BWjG2KABLakAc4ZBxwu2Ol4bOoX7\nlWqfyYxm8oVLIEAUm2cdhRjBCgGergemE38ZloXuBfjfw8jr0FgngLq3Mqwq8n4KSagfoQOm\n6zNTBYyuwScpodlE2jaTJ/qFhDyOGGk6p6xBAZY5jizAZDpbu41rjUTTGcl2bt7Ng+VjqfHy\nHl3puNDAW1nz9G9B08px6nIdgvP/m+2hNiortg+IpM3pqy79Lv3Vxp3zdfKIWObyqYkqPC/u\n264yZ+GAdXb0yr/99lo3Sxx/ZIOkAhwjuPVnbHa8GoKbbq9vbXW8kwpVgxjG47mtjicBlgvw\nMv2K279GtCMkkQWGf3P0vZc5x25u1o0/Y8pnuK8OOhWPK+CiX317Z7jJIR9Dn1T5XHqeXMVV\nbudbXE6/hTWgAMschxZg8vuw3l+b5eK9FTX1vG5wgnhjXI/Zhnbo8QIKJtAwj2l3Ra2Xnm8h\nX9P/UFkB6jGZDzBBD8p6Ql/nf/1duTAhnsC0UnwTNCFgoqLB4uXFOPWo6k5BQ2jzIHFWQaVW\nVTgtXkzC9DBN2Z9I/JJeIzOGXjhV18W/nzXugRI01FnE3Egrds2EpAKsEizZYJOtjjesVAIh\ne5lrtjre8Krr+gzd4fKjrY4nAZYLcPnxZI4zQOxT0oH/LbgdocueDwtU8ItqqpgjdaD08dGF\njLrGZJiinjzZiw0ImcIv7WZNdfkv8eev6UuaXy08lcycGtlrybtuBI0CLHccW4DNpuxMmuq3\nZlj5WKMfNMydo0avB5X9tn2qdB47yq9etKLlhFIwJ+P+MyF6QnNFWbrYy3/xtr5KGgTpfSH8\nYJWBcHuletxYFVPmx6/CmvCaPMqztaoS20m3OHXnod7zfxrMZX0e3XBvsXlVVHUrgsTcAFrp\n7Zrc90FLbQWt4DW4n62Odz+w1KSBTh/a6nCkTR+aFl9gswOKj+UC7Lt+GRQbDorCR0DRrJ5C\nUXVU8/x+AIwHnR82BipMqALOW5cGx3l+l36v6S4zfhotOM36R7BizIn/SoeNG+HTxP4WhjIA\nBVjmoACbRacmfHIUrmVYOZi5SchTZUt+sRkNhLQdKtWcdRuoZ6vCnhn396Dxf8fCPf6hT+ci\nkQ7N+WR+gf94FXdfr10XOYUM843yIa8GQrkpT1Xf559NBsbOC3oyKrbm/MSXNCAh6V0zS6VG\nRA+tVHsqZ4XkJTtTS93RpS3fMzMSC7A7q2bAtMGaudwbHFN/le0e9ONKJvECo9llswOKj+UC\nXLV/QH7yg2oOFGICX5FToJ4J9QACKvYK4XyIM/+OGecM5etPgQw6m+K2nE+DvflkgybB+IHf\n8nxs1ZrzTOZCCAqw7EEBNotTmi4/Lg7OFG6wqhtN89HJRZGfE+oaaB8ha4DGg+3DZszK0lbb\nbVhDyD6Wjo0tpr2/j0Kqfbs2uuR/492YGUOVxfrCPzEhTi2DysEN5k/yredRiIycNMKr1XGg\nsZDWBJDMNHArNnmYu4s1RrdTXaZtG6783oo9MyF1C9iFA+BELCJX/O3T8PtVRWIt9NhkVywX\n4B0cW3W2x6jXoNMViN3wDaNaS23jdEzpNixHmJGEFFdDgYYqyGB/bHBUORk+3DbTfawt6+/o\noADLHBRg8/hfVafQ0Zmc/Paio1nJ2gb8Yl1q1XwabhFyGaj1Zoxrxqwu9HG0jHb83hR81A+o\nT9deaeXh2/UfkrRAqSqzuUtF17UefykO3XZh9vmtIBPKrtaHPCPknHI7c5DP+3HWCRXv6fkK\nHQBrPC8lL4rUlf7OdD6TSO0LGhgGwkUsInecbeQW0Oeh6Xx5ByusoLcpFeGzEzdBPsXVtp5e\nELsSugOsJJfl9AAAIABJREFU5jyLKz2Itg4hYc5Q2ckTMvQDJGrptN75gWV1hebJ6f0kz4MC\nLHNQgK3nIptv0y+FhVBp36kWXd9XQlDVIPWsg53g/YxZe0HngzNVgveOuiX2XV+o+iHD5kle\n629NhUq9YiqVTSS1i4Z38Oyn6+NbTJjLVGJ+68hdN77QZnXvUJ0dfeVILdUSUU7OTCQWYCZK\nCTBYxCIcDWvmAQ+DNr8v0Hp/Ax7L52vh+HCo6MooqFusgaQt0+sPL/C+/lsZxc8Z9umXb+ut\nNW55No6VbEEBljnvtgD/9X6rXM0mvPnlZ2/sjn+fv+ZB5s1rdQCqhcLiYndgWgsZrofxOtGU\n7J77TfoJj00YgAKCa4H7rRlw/zzjgZJGqUFZzxegHp+lxLSu1KiUGzyIPhyT/dc+6aQAl0xW\nXZRescEAVZztanQr/TxggDzs6GJDm26H7F0Hi7DKE1Y7/mIOvkj68x+KmeRzqCn8LAydG1+b\nX9B7ADTIaARNXndlgPvYCntB67ncr/li07lkDgqwzHmnBXgMw2qgoPV3/QptaCQ7nC4ltVQW\n8/PckyXHX2mPmaSraVMO7+2Lf11LU9zL/0i6nK/33n+z+Pxq1l64+Mv/kZQd6tlJiVO0F8iV\nQs5RzoW/51ak/DfE/S4hL68Ym6y8Xbn+xt99fB9bdW42QlIBLm540OfduSXRoOZsZ6QtBda5\noozfZ4jC9RP9tR9yoeu8dKCoL5hNvd67wGnntZstIzIaUX3NAAOK4zaosbnMVSg0EJh3rxXb\ngAIsc95lAb7KVEoka5nOVu+v+ZSQX9U0ANEc73MkcaBfDpFe7+09k07pR4VeJ/91KphC4o/+\n9sRo/jt7zmdd+YWTWuM+Y/+jppUekUeVG36q06v8fsm+zBlqJ2WQzfw4WYWkAuxuaAHb9Y0j\nJ0bCQpLcBP6wdz0swCoBPjlxyil6sT//3yHqcHk1jb0QcylgUurmD1kXNiLjjHXCqa5cma/I\n4rZSPB4qSrwm2xSNpCvRLqAAy5x3WYAnCxdnsSBr91+en6bN+/NJnVF88pI9mF3WlOFKDsq/\nDYMTTXuM78DF/xUAztmIlVRSHwUH1f7JtPZrd5ZxDwZOp6KOOnZqE+/99GuOvnP/2brHztHf\nJRVgxuCIY5iIReSKIvloyvaxdz0swAoBTi5Nf4QiV8k6T5YJ2smv+Z0ZeoiQiWlmgjc2/56p\n5XkNRjQBDkC6q/VLoD1OMR4mM8obFGCZ8y4L8DDBaWEFb2v3X1iUpp2oKVQMfbtPzH6G5xLn\nn5Ju1ChnmFKa+K9hWtITZp9/98fxi7kDGTO/vkCmeO9Nvli+Lnma3ivQMeXs//5xUf/1ch5Q\nvx8H37gMihfsau8l308kjzPFc3tkOo4weWkb99HGkdgIq3i7oQAdRSwiV4QVoqkqzlS+PIQF\nApxoGEM50IxRb/naiSt7QjX99cX33e4Q8j/2DL91bqnsi/kDykWdJHWhvy3qbBazgN4qdSRs\nc9sFFGCZ8y4L8B8wkpCbyhrW7n+U+x/fjPWmEjO0GC+GKzTZun2sTuP7XhMCJT3vowbfipUS\nCJnt+p07HbttPCB91uuFAFhP2kI+wpQCRdW3rvs/rkbIbo1feQWfYQVJ6VFGWHu3tRLCfpjm\nBgxw7sDWu/b2UDsLA9vwRs4nca6aAsqI1ylqj3jA3UUsIle0VZwmZAHYYnqXVJgtwE97qsB/\nRXxB6o2sBDUShPcrrXHiv/Qjp4P4DxZyvNEYZiuJ17I+tqq3Sa5CD0Lua8pIVqB9QAGWOe+y\nAJM6EFCY1d43nTEbBqrb9fCsRi2mnoSH9m7ELso2ZxQNqRSvoE3duAKb/pqjdI/oU4ddtziK\nbuyXIXSSv3rspnrQml86Dk2OHGwYmjZG3J1v2q0JdNEELYwCpkE5nWBPm1Q5euepj1n9B1x7\nN86t9v6qRdMawae1g07srVQqx0bwk/wNDh7p5JG70G45ILUA007oKiIWkSteuigi80FZe1fD\nEswW4FaFfjwzQxkEsYtoPIwOXQB86iryrfpSpTjnqmvFsODurszBSXd3UHgqYBgrnVFUW/At\nzCmvS1aefUABljnvtACTOYVDmuXGZGdzj7ilBvvjFzPb9s1BW9rR59gm9ikhj5mhpfxqtY+Z\n1GbAcfI/7gIhryMmp8t5BDbwqZOWT1or+Jvnte+aN5sW5HtOzvACczSxdLiH33BD0/YkQwMv\nOZWrPZA0Yf+Ae0/1HQsHNhOazR/SJsejtAjBh+r5lZyX2Vp6nS+v18nFchlZJnukngdM/4qL\nWETueNkhNHKsvSthEaYF+PHg8JBOt+7BYX65P/AtygCAxg31/HXKMuFDzukV1eHQv9Ba5/ls\nYK0cCvJy1gb/OlzKn25p0XwNskRqetdAAZY577YAS8Z5ff1FHzmNJdRhtMvEtd3Y1IHn5v4T\n55UJTf8OsEAYm6oLLT8bwEbTFVXGvdn0IrL43KlqgLkV/ceGFkxd+R31Kp2sKBr2Jd+gv8H8\nTlzd5q1u4E7f7BsLHinCU228jqk7rpnqMSRTxSYKQYo79LDt6b5F6hawkpdgtYhFOBomBTgx\nJmrJ8or5dzC0o2U+8Ju/o54nQcG/CrEtvTTVPAMZchBe13RJNVrMhvVcz886sz/nkAOxAhRg\nmYMCbBvOt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+      "text/plain": [
+       "plot without title"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 960,
+       "width": 960
+      },
+      "text/plain": {
+       "height": 960,
+       "width": 960
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "pairs(Auto[,1:4])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "      mpg          cylinders      displacement     horsepower        weight    \n",
+       " Min.   :11.00   Min.   :3.000   Min.   : 68.0   Min.   : 46.0   Min.   :1649  \n",
+       " 1st Qu.:17.68   1st Qu.:4.000   1st Qu.:100.2   1st Qu.: 75.0   1st Qu.:2220  \n",
+       " Median :23.10   Median :4.000   Median :145.5   Median : 92.0   Median :2804  \n",
+       " Mean   :24.05   Mean   :5.408   Mean   :189.4   Mean   :102.1   Mean   :2959  \n",
+       " 3rd Qu.:30.00   3rd Qu.:6.000   3rd Qu.:258.5   3rd Qu.:120.0   3rd Qu.:3571  \n",
+       " Max.   :46.60   Max.   :8.000   Max.   :455.0   Max.   :230.0   Max.   :4997  \n",
+       "                                                                               \n",
+       "  acceleration        year           origin     \n",
+       " Min.   : 8.50   Min.   :70.00   Min.   :1.000  \n",
+       " 1st Qu.:14.00   1st Qu.:74.00   1st Qu.:1.000  \n",
+       " Median :15.50   Median :77.00   Median :1.000  \n",
+       " Mean   :15.67   Mean   :76.84   Mean   :1.601  \n",
+       " 3rd Qu.:17.20   3rd Qu.:80.00   3rd Qu.:2.000  \n",
+       " Max.   :24.80   Max.   :82.00   Max.   :3.000  \n",
+       "                                                \n",
+       "                        name    \n",
+       " ford pinto               :  5  \n",
+       " toyota corolla           :  5  \n",
+       " amc matador              :  4  \n",
+       " chevrolet chevette       :  4  \n",
+       " amc hornet               :  3  \n",
+       " chevrolet caprice classic:  3  \n",
+       " (Other)                  :312  "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "auto2 = Auto[-c(10:65),] \n",
+    "summary(auto2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<caption>A matrix: 8 × 8 of type dbl</caption>\n",
+       "<thead>\n",
+       "\t<tr><th></th><th scope=col>mpg</th><th scope=col>cylinders</th><th scope=col>displacement</th><th scope=col>horsepower</th><th scope=col>weight</th><th scope=col>acceleration</th><th scope=col>year</th><th scope=col>origin</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>mpg</th><td> 1.0000000</td><td>-0.7776175</td><td>-0.8051269</td><td>-0.7784268</td><td>-0.8322442</td><td> 0.4233285</td><td> 0.5805410</td><td> 0.5652088</td></tr>\n",
+       "\t<tr><th scope=row>cylinders</th><td>-0.7776175</td><td> 1.0000000</td><td> 0.9508233</td><td> 0.8429834</td><td> 0.8975273</td><td>-0.5046834</td><td>-0.3456474</td><td>-0.5689316</td></tr>\n",
+       "\t<tr><th scope=row>displacement</th><td>-0.8051269</td><td> 0.9508233</td><td> 1.0000000</td><td> 0.8972570</td><td> 0.9329944</td><td>-0.5438005</td><td>-0.3698552</td><td>-0.6145351</td></tr>\n",
+       "\t<tr><th scope=row>horsepower</th><td>-0.7784268</td><td> 0.8429834</td><td> 0.8972570</td><td> 1.0000000</td><td> 0.8645377</td><td>-0.6891955</td><td>-0.4163615</td><td>-0.4551715</td></tr>\n",
+       "\t<tr><th scope=row>weight</th><td>-0.8322442</td><td> 0.8975273</td><td> 0.9329944</td><td> 0.8645377</td><td> 1.0000000</td><td>-0.4168392</td><td>-0.3091199</td><td>-0.5850054</td></tr>\n",
+       "\t<tr><th scope=row>acceleration</th><td> 0.4233285</td><td>-0.5046834</td><td>-0.5438005</td><td>-0.6891955</td><td>-0.4168392</td><td> 1.0000000</td><td> 0.2903161</td><td> 0.2127458</td></tr>\n",
+       "\t<tr><th scope=row>year</th><td> 0.5805410</td><td>-0.3456474</td><td>-0.3698552</td><td>-0.4163615</td><td>-0.3091199</td><td> 0.2903161</td><td> 1.0000000</td><td> 0.1815277</td></tr>\n",
+       "\t<tr><th scope=row>origin</th><td> 0.5652088</td><td>-0.5689316</td><td>-0.6145351</td><td>-0.4551715</td><td>-0.5850054</td><td> 0.2127458</td><td> 0.1815277</td><td> 1.0000000</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A matrix: 8 × 8 of type dbl\n",
+       "\\begin{tabular}{r|llllllll}\n",
+       "  & mpg & cylinders & displacement & horsepower & weight & acceleration & year & origin\\\\\n",
+       "\\hline\n",
+       "\tmpg &  1.0000000 & -0.7776175 & -0.8051269 & -0.7784268 & -0.8322442 &  0.4233285 &  0.5805410 &  0.5652088\\\\\n",
+       "\tcylinders & -0.7776175 &  1.0000000 &  0.9508233 &  0.8429834 &  0.8975273 & -0.5046834 & -0.3456474 & -0.5689316\\\\\n",
+       "\tdisplacement & -0.8051269 &  0.9508233 &  1.0000000 &  0.8972570 &  0.9329944 & -0.5438005 & -0.3698552 & -0.6145351\\\\\n",
+       "\thorsepower & -0.7784268 &  0.8429834 &  0.8972570 &  1.0000000 &  0.8645377 & -0.6891955 & -0.4163615 & -0.4551715\\\\\n",
+       "\tweight & -0.8322442 &  0.8975273 &  0.9329944 &  0.8645377 &  1.0000000 & -0.4168392 & -0.3091199 & -0.5850054\\\\\n",
+       "\tacceleration &  0.4233285 & -0.5046834 & -0.5438005 & -0.6891955 & -0.4168392 &  1.0000000 &  0.2903161 &  0.2127458\\\\\n",
+       "\tyear &  0.5805410 & -0.3456474 & -0.3698552 & -0.4163615 & -0.3091199 &  0.2903161 &  1.0000000 &  0.1815277\\\\\n",
+       "\torigin &  0.5652088 & -0.5689316 & -0.6145351 & -0.4551715 & -0.5850054 &  0.2127458 &  0.1815277 &  1.0000000\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "A matrix: 8 × 8 of type dbl\n",
+       "\n",
+       "| <!--/--> | mpg | cylinders | displacement | horsepower | weight | acceleration | year | origin |\n",
+       "|---|---|---|---|---|---|---|---|---|\n",
+       "| mpg |  1.0000000 | -0.7776175 | -0.8051269 | -0.7784268 | -0.8322442 |  0.4233285 |  0.5805410 |  0.5652088 |\n",
+       "| cylinders | -0.7776175 |  1.0000000 |  0.9508233 |  0.8429834 |  0.8975273 | -0.5046834 | -0.3456474 | -0.5689316 |\n",
+       "| displacement | -0.8051269 |  0.9508233 |  1.0000000 |  0.8972570 |  0.9329944 | -0.5438005 | -0.3698552 | -0.6145351 |\n",
+       "| horsepower | -0.7784268 |  0.8429834 |  0.8972570 |  1.0000000 |  0.8645377 | -0.6891955 | -0.4163615 | -0.4551715 |\n",
+       "| weight | -0.8322442 |  0.8975273 |  0.9329944 |  0.8645377 |  1.0000000 | -0.4168392 | -0.3091199 | -0.5850054 |\n",
+       "| acceleration |  0.4233285 | -0.5046834 | -0.5438005 | -0.6891955 | -0.4168392 |  1.0000000 |  0.2903161 |  0.2127458 |\n",
+       "| year |  0.5805410 | -0.3456474 | -0.3698552 | -0.4163615 | -0.3091199 |  0.2903161 |  1.0000000 |  0.1815277 |\n",
+       "| origin |  0.5652088 | -0.5689316 | -0.6145351 | -0.4551715 | -0.5850054 |  0.2127458 |  0.1815277 |  1.0000000 |\n",
+       "\n"
+      ],
+      "text/plain": [
+       "             mpg        cylinders  displacement horsepower weight    \n",
+       "mpg           1.0000000 -0.7776175 -0.8051269   -0.7784268 -0.8322442\n",
+       "cylinders    -0.7776175  1.0000000  0.9508233    0.8429834  0.8975273\n",
+       "displacement -0.8051269  0.9508233  1.0000000    0.8972570  0.9329944\n",
+       "horsepower   -0.7784268  0.8429834  0.8972570    1.0000000  0.8645377\n",
+       "weight       -0.8322442  0.8975273  0.9329944    0.8645377  1.0000000\n",
+       "acceleration  0.4233285 -0.5046834 -0.5438005   -0.6891955 -0.4168392\n",
+       "year          0.5805410 -0.3456474 -0.3698552   -0.4163615 -0.3091199\n",
+       "origin        0.5652088 -0.5689316 -0.6145351   -0.4551715 -0.5850054\n",
+       "             acceleration year       origin    \n",
+       "mpg           0.4233285    0.5805410  0.5652088\n",
+       "cylinders    -0.5046834   -0.3456474 -0.5689316\n",
+       "displacement -0.5438005   -0.3698552 -0.6145351\n",
+       "horsepower   -0.6891955   -0.4163615 -0.4551715\n",
+       "weight       -0.4168392   -0.3091199 -0.5850054\n",
+       "acceleration  1.0000000    0.2903161  0.2127458\n",
+       "year          0.2903161    1.0000000  0.1815277\n",
+       "origin        0.2127458    0.1815277  1.0000000"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cor(Auto[-c(9)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<caption>A matrix: 8 × 8 of type dbl</caption>\n",
+       "<thead>\n",
+       "\t<tr><th></th><th scope=col>mpg</th><th scope=col>cylinders</th><th scope=col>displacement</th><th scope=col>horsepower</th><th scope=col>weight</th><th scope=col>acceleration</th><th scope=col>year</th><th scope=col>origin</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>mpg</th><td>   60.918142</td><td> -10.3529281</td><td> -657.58521</td><td> -233.85793</td><td> -5517.4407</td><td>   9.1155144</td><td>  16.6914766</td><td>   3.5535101</td></tr>\n",
+       "\t<tr><th scope=row>cylinders</th><td>  -10.352928</td><td>   2.9096965</td><td>  169.72195</td><td>   55.34824</td><td>  1300.4244</td><td>  -2.3750522</td><td>  -2.1719296</td><td>  -0.7817344</td></tr>\n",
+       "\t<tr><th scope=row>displacement</th><td> -657.585207</td><td> 169.7219486</td><td>10950.36755</td><td> 3614.03374</td><td> 82929.1001</td><td>-156.9944354</td><td>-142.5721332</td><td> -51.8007921</td></tr>\n",
+       "\t<tr><th scope=row>horsepower</th><td> -233.857926</td><td>  55.3482436</td><td> 3614.03374</td><td> 1481.56939</td><td> 28265.6202</td><td> -73.1869670</td><td> -59.0364320</td><td> -14.1127407</td></tr>\n",
+       "\t<tr><th scope=row>weight</th><td>-5517.440704</td><td>1300.4243632</td><td>82929.10014</td><td>28265.62023</td><td>721484.7090</td><td>-976.8152526</td><td>-967.2284566</td><td>-400.2660499</td></tr>\n",
+       "\t<tr><th scope=row>acceleration</th><td>    9.115514</td><td>  -2.3750522</td><td> -156.99444</td><td>  -73.18697</td><td>  -976.8153</td><td>   7.6113312</td><td>   2.9504619</td><td>   0.4727882</td></tr>\n",
+       "\t<tr><th scope=row>year</th><td>   16.691477</td><td>  -2.1719296</td><td> -142.57213</td><td>  -59.03643</td><td>  -967.2285</td><td>   2.9504619</td><td>  13.5699149</td><td>   0.5386502</td></tr>\n",
+       "\t<tr><th scope=row>origin</th><td>    3.553510</td><td>  -0.7817344</td><td>  -51.80079</td><td>  -14.11274</td><td>  -400.2660</td><td>   0.4727882</td><td>   0.5386502</td><td>   0.6488595</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A matrix: 8 × 8 of type dbl\n",
+       "\\begin{tabular}{r|llllllll}\n",
+       "  & mpg & cylinders & displacement & horsepower & weight & acceleration & year & origin\\\\\n",
+       "\\hline\n",
+       "\tmpg &    60.918142 &  -10.3529281 &  -657.58521 &  -233.85793 &  -5517.4407 &    9.1155144 &   16.6914766 &    3.5535101\\\\\n",
+       "\tcylinders &   -10.352928 &    2.9096965 &   169.72195 &    55.34824 &   1300.4244 &   -2.3750522 &   -2.1719296 &   -0.7817344\\\\\n",
+       "\tdisplacement &  -657.585207 &  169.7219486 & 10950.36755 &  3614.03374 &  82929.1001 & -156.9944354 & -142.5721332 &  -51.8007921\\\\\n",
+       "\thorsepower &  -233.857926 &   55.3482436 &  3614.03374 &  1481.56939 &  28265.6202 &  -73.1869670 &  -59.0364320 &  -14.1127407\\\\\n",
+       "\tweight & -5517.440704 & 1300.4243632 & 82929.10014 & 28265.62023 & 721484.7090 & -976.8152526 & -967.2284566 & -400.2660499\\\\\n",
+       "\tacceleration &     9.115514 &   -2.3750522 &  -156.99444 &   -73.18697 &   -976.8153 &    7.6113312 &    2.9504619 &    0.4727882\\\\\n",
+       "\tyear &    16.691477 &   -2.1719296 &  -142.57213 &   -59.03643 &   -967.2285 &    2.9504619 &   13.5699149 &    0.5386502\\\\\n",
+       "\torigin &     3.553510 &   -0.7817344 &   -51.80079 &   -14.11274 &   -400.2660 &    0.4727882 &    0.5386502 &    0.6488595\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "A matrix: 8 × 8 of type dbl\n",
+       "\n",
+       "| <!--/--> | mpg | cylinders | displacement | horsepower | weight | acceleration | year | origin |\n",
+       "|---|---|---|---|---|---|---|---|---|\n",
+       "| mpg |    60.918142 |  -10.3529281 |  -657.58521 |  -233.85793 |  -5517.4407 |    9.1155144 |   16.6914766 |    3.5535101 |\n",
+       "| cylinders |   -10.352928 |    2.9096965 |   169.72195 |    55.34824 |   1300.4244 |   -2.3750522 |   -2.1719296 |   -0.7817344 |\n",
+       "| displacement |  -657.585207 |  169.7219486 | 10950.36755 |  3614.03374 |  82929.1001 | -156.9944354 | -142.5721332 |  -51.8007921 |\n",
+       "| horsepower |  -233.857926 |   55.3482436 |  3614.03374 |  1481.56939 |  28265.6202 |  -73.1869670 |  -59.0364320 |  -14.1127407 |\n",
+       "| weight | -5517.440704 | 1300.4243632 | 82929.10014 | 28265.62023 | 721484.7090 | -976.8152526 | -967.2284566 | -400.2660499 |\n",
+       "| acceleration |     9.115514 |   -2.3750522 |  -156.99444 |   -73.18697 |   -976.8153 |    7.6113312 |    2.9504619 |    0.4727882 |\n",
+       "| year |    16.691477 |   -2.1719296 |  -142.57213 |   -59.03643 |   -967.2285 |    2.9504619 |   13.5699149 |    0.5386502 |\n",
+       "| origin |     3.553510 |   -0.7817344 |   -51.80079 |   -14.11274 |   -400.2660 |    0.4727882 |    0.5386502 |    0.6488595 |\n",
+       "\n"
+      ],
+      "text/plain": [
+       "             mpg          cylinders    displacement horsepower  weight     \n",
+       "mpg             60.918142  -10.3529281  -657.58521   -233.85793  -5517.4407\n",
+       "cylinders      -10.352928    2.9096965   169.72195     55.34824   1300.4244\n",
+       "displacement  -657.585207  169.7219486 10950.36755   3614.03374  82929.1001\n",
+       "horsepower    -233.857926   55.3482436  3614.03374   1481.56939  28265.6202\n",
+       "weight       -5517.440704 1300.4243632 82929.10014  28265.62023 721484.7090\n",
+       "acceleration     9.115514   -2.3750522  -156.99444    -73.18697   -976.8153\n",
+       "year            16.691477   -2.1719296  -142.57213    -59.03643   -967.2285\n",
+       "origin           3.553510   -0.7817344   -51.80079    -14.11274   -400.2660\n",
+       "             acceleration year         origin      \n",
+       "mpg             9.1155144   16.6914766    3.5535101\n",
+       "cylinders      -2.3750522   -2.1719296   -0.7817344\n",
+       "displacement -156.9944354 -142.5721332  -51.8007921\n",
+       "horsepower    -73.1869670  -59.0364320  -14.1127407\n",
+       "weight       -976.8152526 -967.2284566 -400.2660499\n",
+       "acceleration    7.6113312    2.9504619    0.4727882\n",
+       "year            2.9504619   13.5699149    0.5386502\n",
+       "origin          0.4727882    0.5386502    0.6488595"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cov(Auto[-c(9)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "R",
+   "language": "R",
+   "name": "ir"
+  },
+  "language_info": {
+   "codemirror_mode": "r",
+   "file_extension": ".r",
+   "mimetype": "text/x-r-source",
+   "name": "R",
+   "pygments_lexer": "r",
+   "version": "3.6.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/ISLR/Concepts.emmx b/ISLR/Concepts.emmx
new file mode 100644
index 0000000..e9db1c1
Binary files /dev/null and b/ISLR/Concepts.emmx differ
diff --git a/islr-ch3.md b/ISLR/islr-ch3.md
similarity index 87%
rename from islr-ch3.md
rename to ISLR/islr-ch3.md
index 2aedc48..044d5d0 100644
--- a/islr-ch3.md
+++ b/ISLR/islr-ch3.md
@@ -38,14 +38,14 @@ To go futher with our mean analogy, how do we compute how far the sample mean is
 $$SE(\hat{\mu})^2 = {\sigma^2 \over n}$$
 
 similarly,
-![](./ISLR/pics/ch3-1.png)
+![](./pics/ch3-1.png)
 $\sigma^2$ is generally not known, but we can use an estimate called **residual standard error**  which is calculated as follows:
 $$RSE = \sqrt{RSS/(n-2)}$$
 
 Standard errors can be used to compute **confidence intervals**.
 For linear regression, the 95 % confidence interval for β1
 approximately takes the form
-![](./ISLR/pics/ch3-2.png)
+![](./pics/ch3-2.png)
 the factor of 2 in front of the SE(β̂1 ) term will vary slightly depending on the number of observations n in the linear regression. To be precise, rather than the number 2, it should contain the 97.5 % quantile of a t-distribution with n−2 degrees of freedom. 
 We can also use this for hypothesis testing. To test the null hypothesis, we need to determine whether β̂1 , our estimate for β1 , is sufficiently far from zero that we can be confident that β1 is non-zero. How far depends on SE(β̂1). small SE allows for small numbers, and in contrast, if SE is large, we need a large b1 to tell us that b1 = 0. 
 We're actually computing the t statistic,
@@ -59,7 +59,7 @@ Once we've rejected the null hypotheses, we would likely want to know to what ex
 ### RSE
 Recall that because of the irreducable error, we won't be able to perfectly predict Y anyway. RSE is an estimate of the std of $\epsilon$.  Roughly speaking, it is the average amount that the response
 will deviate from the true regression line. It is computed using the formula
-![](ISLR/pics/ch3-3.png)
+![](pics/ch3-3.png)
 In table 3.2, we have an RSE of 3.26.  Another way to think about this is that even if the model were correct and the true values of the unknown coefficients β0 and β1 were known exactly, any prediction of sales on the basis of TV
 advertising would still be off by about 3.260 units on average.
 It depends on the context wether this is acceptable. In the advertising data set, the mean value of sales over all markets is approximately 1 units, and so the percentage error is
@@ -69,7 +69,7 @@ The RSE is considered a measure of the lack of fit of the model to the data. As
 ### R^2 statistic
 The RSE provides an absolute measure of lack of fit of the model to the data. But since it is measured in the units of Y , it is not always clear what constitutes a good RSE. The $R^2$ statistic provides an alternative measure of fit. It takes the form of a proportion—the proportion of variance explained—and so it always takes on a value between 0 and 1, and is independent of the scale of Y .
 
-![](ISLR/pics/ch3-4.png)
+![](pics/ch3-4.png)
 
 TTS is the total variance in Y. TSS - RSS is the ammount of variability that can be explained with the regression. $R^2$ is the proportion of the variability of Y that can be explained with X. Higher is better. If it's low, regression did not explain much of the variability, and may be due the fact that the real world problem isnt linear at all or that the inherent error $\sigma^2$ is high. 
 The pro is that it's way more interpretable than RSE. How close to 1 is acceptable depends on the context. In physics, a number that's not extremely close to 1 might indicate a serious problem with the experiment, but in biology, sociology, etc, a value of 0.1 might be realistic. Also, correlation(r) is another good measure. In simple linear regression, $R^2 = r^2$ 
@@ -101,15 +101,15 @@ To answer this, we test the null hypothesis:
 H0 : every $X_i$ is zero.
 We do this with the **F-statistic**
 
-![](ISLR/pics/ch3-5.png)
-![](ISLR/pics/ch3-6.png)
+![](pics/ch3-5.png)
+![](pics/ch3-6.png)
 Hence, when there is no relationship between the response and predictors,
 one would expect the F-statistic to take on a value close to 1, and a lot greater than 1 otherwise.
 
 The larger the number of datapoints n, the smaller F has to be to reject the null hypothesis. Every good software package provides a way to calculate the **p-value** associated with the F-statistic using this distribution. Based on this p-value, we can determine whether or not to reject H0 . 
 
 Sometimes we only want to see wether a subset q of the coefficients is zero. We just create a model with only those subset of predictors, and do the same analysis as above, but this time, 
-![](ISLR/pics/ch3-7.png)
+![](pics/ch3-7.png)
 
 **if p > n, we can't fit the linear regression model with least squares, so we don't use the F statistic, or most concepts discussed in this chapter. When p is large, some of the approaches discussed in the next section, such as *forward selection*, can be used. This *high-dimensional* setting  will be discussed later.**
 
@@ -117,7 +117,7 @@ Sometimes we only want to see wether a subset q of the coefficients is zero. We
 
 *Variable selection*, the practice of determining which predictors are associated with the response, in order to fit a single model involving only those predictors is extensively discussed in Ch6, but we'll go a bit in it here.
 
-![](ISLR/pics/ch3-8.png)
+![](pics/ch3-8.png)
 Unfortunately, we need to fit and test $2^p$ models, which might be very impractical, so we need an automated and efficient approach.
 There are 3 classical approaches available:
 * Forward selection. We start with a model with no predictors. We then test simple regression models for all p, selecting the one with the lowest RSS. We then test all models with 2 variables containing the previous one, again selecting the one with the lowest RSS. We keep this up untill some stopping rule says we stop (e.g. we only want 5 vars). 
@@ -183,7 +183,7 @@ However, it is sometimes the case that an interaction term has a very small p-va
 Here we present a very simple way to directly extend the linear model to accommodate non-linear relationships, using polynomial regression. We'll present more complex methods later. 
 
 Take the example of miles per gallon with horsepower as predictor
-![](ISLR/pics/ch3-9.png)
+![](pics/ch3-9.png)
 We clearly see a relationship, but we also see it's nonlinear. 
 Now, the model looks like 
 $$
@@ -215,8 +215,8 @@ If we spot a nonlinear problems, we can include nonlinear transformations such a
 
 ### 2. Correlation of Error Terms
 we made the assumption that $\epsilon_0, \ldots, \epsilon_n$ are not correlated. The standard errors calculated are certainly based on that assumption. But if there is correlation, the estimated standard errors  will underestimate the true standard errors. Confidence and prediction intervals will be smaller than they should be. p-values will be lower. We may falsely conclude that a predictor is statistically significant. 
-![](ISLR/pics/ch3-10.png)
-![](ISLR/pics/ch3-11.png)
+![](pics/ch3-10.png)
+![](pics/ch3-11.png)
 There are many different methods to take into account the correlation of error terms in time series data. But it can certainly happen outside of time series data. 
 **In general, the assumption of uncorrelated errors is extremely important for linear regression as well as for other statistical methods, and good experimental design is crucial in order to mitigate the risk of such correlations.**
 
@@ -239,7 +239,7 @@ Another important assumption is that the errors have a constant variance. The st
 
 One can identify non-constant variances in
 the errors, or **heteroscedasticity**, from the presence of a funnel shape in the residual plot.  When faced with this problem, one possible solution is to transform the response Y using a concave function such as log Y or sqrt(Y). If instead the error decreases, we could maybe use Y^2. Such a transformation results in a greater amount of shrinkage of the larger responses, leading to a reduction in heteroscedasticity. 
-![](ISLR/pics/ch3-12.png)
+![](pics/ch3-12.png)
 
 
 
@@ -254,7 +254,7 @@ each of these raw observations is uncorrelated with variance σ 2 , then their a
 if Yi is far from predicted Yi. They arise from various causes, such as incorrect recording of data. 
 It is typical for an outlier that does not have an unusual
 predictor value to have little effect on the least squares fit. However, even if an outlier does not have much effect on the least squares fit, it can cause other problems. For instance, in this example, the RSE is 1.09 when the outlier is included in the regression, but it is only 0.77 when the outlier is removed. Since the RSE is used to compute all confidence intervals and p-values, such a dramatic increase caused by a single data point can have implications for the interpretation of the fit. Similarly, inclusion of the outlier causes the R2 to decline from 0.892 to 0.805.
-![](ISLR/pics/ch3-13.png)
+![](pics/ch3-13.png)
 Residual plots can be used to identify outliers. But in practice, it can be difficult to decide how large a residual needs to be before we consider the point to be an outlier. To address this problem, instead of plotting the residuals, we can plot the **studentized residuals**, computed by dividing each residual ei by its estimated error. Observations whose studentized residuals are greater than 3 in absolute value are possible outliers.
 
 If we believe that an outlier has occurred due to an error in data collection or recording, then one solution is to simply remove the observation. However, care should be taken, since an outlier may instead indicate a deficiency with the model, such as a missing predictor.
@@ -263,7 +263,7 @@ If we believe that an outlier has occurred due to an error in data collection or
 ### 5. High Leverage Points
 
 This is kinda the reverse of an outlier. Instead of having a unusual Y for an X, observations with **high leverage** have an unusual X. 
-![](ISLR/pics/ch3-14.png)
+![](pics/ch3-14.png)
 
 High leverage observations tend to have a sizable impact on the estimated regression line. It is cause for concern if the least squares line is heavily affected by just a couple of observations, because any problems with these points may invalidate the entire fit. 
 
@@ -275,7 +275,7 @@ statistic.
 
 
 
-![](ISLR/pics/ch3-15.png)
+![](pics/ch3-15.png)
 
 There is a simple extension of hi to the case of multiple predictors, though we do not provide the formula here. The leverage statistic hi is always between 1/n and 1, and the average leverage for all the observations is always equal to (p + 1)/n. So if a given observation has a leverage statistic that greatly exceeds (p+ 1)/n, then we may suspect that the corresponding point has high leverage.
 
@@ -288,7 +288,7 @@ This refers to when 2 or more variables are closely related/dependent.  The pres
 The left-hand panel of Figure 3.15 is a contour plot of the RSS (3.22)
 associated with different possible coefficient estimates for the regression of balance on limit and age . 
 
-![](ISLR/pics/ch3-16.png)
+![](pics/ch3-16.png)
 
 **Blah blagh GO READ THE TEXT AGAIN**
 This results in a great deal of uncertainty in the
@@ -304,7 +304,7 @@ has a particularly high correlation. We call this situation **multicollinearity*
 
 A better way to assess multicollinearity is to compute the **variance inflation factor** (VIF). The VIF is  the ratio of the variance of β̂j when fitting the full model divided by the variance of β̂j if fit on its own. The smallest possible value for VIF is 1, which indicates the complete absence of collinearity. Typically in practice there is a small amount of collinearity among the predictors. Good rule of thumb: **VIF > 5 or 10 = BAD!!**
 
-![](ISLR/pics/ch3-17.png)
+![](pics/ch3-17.png)
 
 When faced with the problem of collinearity, there are two simple solu-
 tions. The first is to drop one of the problematic variables from the regression. This isn't a huge loss, because colinearity indicates that one of them is redundant in the presence of the other variable(s).
@@ -332,6 +332,84 @@ there is effectively a reduction in sample size.
 As a general rule, parametric methods will tend to outperform non-parametric approaches when there is a small number of observations per predictor.
 
 
+# Excercises
+
+1. Describe the null hypotheses to which the p-values given in Table 3.4
+correspond. Explain what conclusions you can draw based on these
+p-values. Your explanation should be phrased in terms of sales, TV,
+radio, and newspaper, rather than in terms of the coefficients of the
+linear model.
+
+**The p-values of Intercept, radio and TV are extremely close to 0, and we can reject the null hypotheses of these. Furthermore, these also have a high T-value, further strengthening this.
+This is in opposition to newspaper, with low t-values and high p-values, meaning that there isn't a strong correlation between newspaper and sales.**
+
+
+2.Carefully explain the differences between the KNN classifier and KNN
+regression methods.
+
+KNN classifier returns a category, regression returns a number.
+classifier returns the category, and the probability samecategory/neighbours.
+regression returns the mean of all the neighbours nearby.
+
+Suppose we have a data set with five predictors, X1 = GPA, X2 = IQ,
+X3 = Gender (1 for Female and 0 for Male), X4 = Interaction between
+GPA and IQ, and X5 = Interaction between GPA and Gender. The
+response is starting salary after graduation (in thousands of dollars).
+Suppose we use least squares to fit the model, and get β̂0 = 50, β̂1 =
+20, β̂2 = 0.07, β̂3 = 35, β̂4 = 0.01, β̂5 = −10.
+
+
+For a fixed value of IQ and GPA, males earn more on average
+than females.
+
+**False.  As long as GPA < 3.5, females earn more**
+
+For a fixed value of IQ and GPA, females earn more on
+average than males.
+**false, for a gpa > 3.5, male earns more**
+
+iii. For a fixed value of IQ and GPA, males earn more on average
+than females provided that the GPA is high enough.
+**True**
+
+Predict the salary of a female with IQ of 110 and a GPA of 4.0.
+**200 + 7.7 + 35 + 4.4 -40 = 207.1 x thousand**
+
+True or false: Since the coefficient for the GPA/IQ interaction
+term is very small, there is very little evidence of an interaction
+effect. Justify your answer.
+
+False. **You have to look at the p values, the R values and the t value for that**
+
+4. I collect a set of data (n = 100 observations) containing a single
+predictor and a quantitative response. I then fit a linear regression
+model to the data, as well as a separate cubic regression, i.e. Y =
+β0 + β1 X + β2 X 2 + β3 X 3 + .
+
+(a) Suppose that the true relationship between X and Y is linear,
+i.e. Y = β0 + β1 X + elipson. Consider the training residual sum of
+squares (RSS) for the linear regression, and also the training
+RSS for the cubic regression. Would we expect one to be lower
+than the other, would we expect them to be the same, or is there
+not enough information to tell? Justify your answer.
+
+**cubic expression would either be the same or larger. The same, because the model can compute the betas > 1 to be zero. Or larger, if it finds patterns that aren't there**
+
+(b) Answer (a) using test rather than training RSS.
+**We would find low t values for the betas > 1.**
+
+(c) Suppose that the true relationship between X and Y is not linear,
+but we don’t know how far it is from linear. Consider the training
+RSS for the linear regression, and also the training RSS for the
+cubic regression. Would we expect one to be lower than the
+other, would we expect them to be the same, or is there not
+enough information to tell? Justify your answer.
+
+**I expect the RSS to be lower for cubic regression, because it'll be able to model it better**
+
+
+
+
 
 
 
diff --git a/ISLR/notebooks/.ipynb_checkpoints/3.6.2.R-checkpoint.ipynb b/ISLR/notebooks/.ipynb_checkpoints/3.6.2.R-checkpoint.ipynb
new file mode 100644
index 0000000..d4685d8
--- /dev/null
+++ b/ISLR/notebooks/.ipynb_checkpoints/3.6.2.R-checkpoint.ipynb
@@ -0,0 +1,338 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "library(MASS)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<table width=\"100%\" summary=\"page for Boston {MASS}\"><tr><td>Boston {MASS}</td><td style=\"text-align: right;\">R Documentation</td></tr></table>\n",
+       "\n",
+       "<h2>\n",
+       "Housing Values in Suburbs of Boston\n",
+       "</h2>\n",
+       "\n",
+       "<h3>Description</h3>\n",
+       "\n",
+       "<p>The <code>Boston</code> data frame has 506 rows and 14 columns.\n",
+       "</p>\n",
+       "\n",
+       "\n",
+       "<h3>Usage</h3>\n",
+       "\n",
+       "<pre>\n",
+       "Boston\n",
+       "</pre>\n",
+       "\n",
+       "\n",
+       "<h3>Format</h3>\n",
+       "\n",
+       "<p>This data frame contains the following columns:\n",
+       "</p>\n",
+       "\n",
+       "<dl>\n",
+       "<dt><code>crim</code></dt><dd>\n",
+       "<p>per capita crime rate by town.\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>zn</code></dt><dd>\n",
+       "<p>proportion of residential land zoned for lots over 25,000 sq.ft.\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>indus</code></dt><dd>\n",
+       "<p>proportion of non-retail business acres per town.\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>chas</code></dt><dd>\n",
+       "<p>Charles River dummy variable (= 1 if tract bounds river; 0 otherwise).\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>nox</code></dt><dd>\n",
+       "<p>nitrogen oxides concentration (parts per 10 million).\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>rm</code></dt><dd>\n",
+       "<p>average number of rooms per dwelling.\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>age</code></dt><dd>\n",
+       "<p>proportion of owner-occupied units built prior to 1940.\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>dis</code></dt><dd>\n",
+       "<p>weighted mean of distances to five Boston employment centres.\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>rad</code></dt><dd>\n",
+       "<p>index of accessibility to radial highways.\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>tax</code></dt><dd>\n",
+       "<p>full-value property-tax rate per \\$10,000.\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>ptratio</code></dt><dd>\n",
+       "<p>pupil-teacher ratio by town.\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>black</code></dt><dd>\n",
+       "<p><i>1000(Bk - 0.63)^2</i> where <i>Bk</i> is the proportion of blacks\n",
+       "by town.\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>lstat</code></dt><dd>\n",
+       "<p>lower status of the population (percent).\n",
+       "</p>\n",
+       "</dd>\n",
+       "<dt><code>medv</code></dt><dd>\n",
+       "<p>median value of owner-occupied homes in \\$1000s.\n",
+       "</p>\n",
+       "</dd>\n",
+       "</dl>\n",
+       "\n",
+       "\n",
+       "\n",
+       "<h3>Source</h3>\n",
+       "\n",
+       "<p>Harrison, D. and Rubinfeld, D.L. (1978)\n",
+       "Hedonic prices and the demand for clean air.\n",
+       "<em>J. Environ. Economics and Management</em>\n",
+       "<b>5</b>, 81&ndash;102.\n",
+       "</p>\n",
+       "<p>Belsley D.A., Kuh, E.  and Welsch, R.E. (1980)\n",
+       "<em>Regression Diagnostics. Identifying Influential Data and Sources\n",
+       "of Collinearity.</em>\n",
+       "New York: Wiley.\n",
+       "</p>\n",
+       "\n",
+       "<hr /><div style=\"text-align: center;\">[Package <em>MASS</em> version 7.3-51.5 ]</div>"
+      ],
+      "text/latex": [
+       "\\inputencoding{utf8}\n",
+       "\\HeaderA{Boston}{Housing Values in Suburbs of Boston}{Boston}\n",
+       "\\keyword{datasets}{Boston}\n",
+       "%\n",
+       "\\begin{Description}\\relax\n",
+       "The \\code{Boston} data frame has 506 rows and 14 columns.\n",
+       "\\end{Description}\n",
+       "%\n",
+       "\\begin{Usage}\n",
+       "\\begin{verbatim}\n",
+       "Boston\n",
+       "\\end{verbatim}\n",
+       "\\end{Usage}\n",
+       "%\n",
+       "\\begin{Format}\n",
+       "This data frame contains the following columns:\n",
+       "\\begin{description}\n",
+       "\n",
+       "\\item[\\code{crim}] \n",
+       "per capita crime rate by town.\n",
+       "\n",
+       "\\item[\\code{zn}] \n",
+       "proportion of residential land zoned for lots over 25,000 sq.ft.\n",
+       "\n",
+       "\\item[\\code{indus}] \n",
+       "proportion of non-retail business acres per town.\n",
+       "\n",
+       "\\item[\\code{chas}] \n",
+       "Charles River dummy variable (= 1 if tract bounds river; 0 otherwise).\n",
+       "\n",
+       "\\item[\\code{nox}] \n",
+       "nitrogen oxides concentration (parts per 10 million).\n",
+       "\n",
+       "\\item[\\code{rm}] \n",
+       "average number of rooms per dwelling.\n",
+       "\n",
+       "\\item[\\code{age}] \n",
+       "proportion of owner-occupied units built prior to 1940.\n",
+       "\n",
+       "\\item[\\code{dis}] \n",
+       "weighted mean of distances to five Boston employment centres.\n",
+       "\n",
+       "\\item[\\code{rad}] \n",
+       "index of accessibility to radial highways.\n",
+       "\n",
+       "\\item[\\code{tax}] \n",
+       "full-value property-tax rate per \\bsl{}\\$10,000.\n",
+       "\n",
+       "\\item[\\code{ptratio}] \n",
+       "pupil-teacher ratio by town.\n",
+       "\n",
+       "\\item[\\code{black}] \n",
+       "\\eqn{1000(Bk - 0.63)^2}{} where \\eqn{Bk}{} is the proportion of blacks\n",
+       "by town.\n",
+       "\n",
+       "\\item[\\code{lstat}] \n",
+       "lower status of the population (percent).\n",
+       "\n",
+       "\\item[\\code{medv}] \n",
+       "median value of owner-occupied homes in \\bsl{}\\$1000s.\n",
+       "\n",
+       "\n",
+       "\\end{description}\n",
+       "\n",
+       "\\end{Format}\n",
+       "%\n",
+       "\\begin{Source}\\relax\n",
+       "Harrison, D. and Rubinfeld, D.L. (1978)\n",
+       "Hedonic prices and the demand for clean air.\n",
+       "\\emph{J. Environ. Economics and Management}\n",
+       "\\bold{5}, 81--102.\n",
+       "\n",
+       "Belsley D.A., Kuh, E.  and Welsch, R.E. (1980)\n",
+       "\\emph{Regression Diagnostics. Identifying Influential Data and Sources\n",
+       "of Collinearity.}\n",
+       "New York: Wiley.\n",
+       "\\end{Source}"
+      ],
+      "text/plain": [
+       "Boston                  package:MASS                   R Documentation\n",
+       "\n",
+       "_\bH_\bo_\bu_\bs_\bi_\bn_\bg _\bV_\ba_\bl_\bu_\be_\bs _\bi_\bn _\bS_\bu_\bb_\bu_\br_\bb_\bs _\bo_\bf _\bB_\bo_\bs_\bt_\bo_\bn\n",
+       "\n",
+       "_\bD_\be_\bs_\bc_\br_\bi_\bp_\bt_\bi_\bo_\bn:\n",
+       "\n",
+       "     The ‘Boston’ data frame has 506 rows and 14 columns.\n",
+       "\n",
+       "_\bU_\bs_\ba_\bg_\be:\n",
+       "\n",
+       "     Boston\n",
+       "     \n",
+       "_\bF_\bo_\br_\bm_\ba_\bt:\n",
+       "\n",
+       "     This data frame contains the following columns:\n",
+       "\n",
+       "     ‘crim’ per capita crime rate by town.\n",
+       "\n",
+       "     ‘zn’ proportion of residential land zoned for lots over 25,000\n",
+       "          sq.ft.\n",
+       "\n",
+       "     ‘indus’ proportion of non-retail business acres per town.\n",
+       "\n",
+       "     ‘chas’ Charles River dummy variable (= 1 if tract bounds river; 0\n",
+       "          otherwise).\n",
+       "\n",
+       "     ‘nox’ nitrogen oxides concentration (parts per 10 million).\n",
+       "\n",
+       "     ‘rm’ average number of rooms per dwelling.\n",
+       "\n",
+       "     ‘age’ proportion of owner-occupied units built prior to 1940.\n",
+       "\n",
+       "     ‘dis’ weighted mean of distances to five Boston employment\n",
+       "          centres.\n",
+       "\n",
+       "     ‘rad’ index of accessibility to radial highways.\n",
+       "\n",
+       "     ‘tax’ full-value property-tax rate per \\$10,000.\n",
+       "\n",
+       "     ‘ptratio’ pupil-teacher ratio by town.\n",
+       "\n",
+       "     ‘black’ 1000(Bk - 0.63)^2 where Bk is the proportion of blacks by\n",
+       "          town.\n",
+       "\n",
+       "     ‘lstat’ lower status of the population (percent).\n",
+       "\n",
+       "     ‘medv’ median value of owner-occupied homes in \\$1000s.\n",
+       "\n",
+       "_\bS_\bo_\bu_\br_\bc_\be:\n",
+       "\n",
+       "     Harrison, D. and Rubinfeld, D.L. (1978) Hedonic prices and the\n",
+       "     demand for clean air.  _J. Environ. Economics and Management_ *5*,\n",
+       "     81-102.\n",
+       "\n",
+       "     Belsley D.A., Kuh, E.  and Welsch, R.E. (1980) _Regression\n",
+       "     Diagnostics. Identifying Influential Data and Sources of\n",
+       "     Collinearity._ New York: Wiley.\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "?Boston"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\n",
+       "Call:\n",
+       "lm(formula = medv ~ lstat, data = Boston)\n",
+       "\n",
+       "Residuals:\n",
+       "    Min      1Q  Median      3Q     Max \n",
+       "-15.168  -3.990  -1.318   2.034  24.500 \n",
+       "\n",
+       "Coefficients:\n",
+       "            Estimate Std. Error t value Pr(>|t|)    \n",
+       "(Intercept) 34.55384    0.56263   61.41   <2e-16 ***\n",
+       "lstat       -0.95005    0.03873  -24.53   <2e-16 ***\n",
+       "---\n",
+       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
+       "\n",
+       "Residual standard error: 6.216 on 504 degrees of freedom\n",
+       "Multiple R-squared:  0.5441,\tAdjusted R-squared:  0.5432 \n",
+       "F-statistic: 601.6 on 1 and 504 DF,  p-value: < 2.2e-16\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "lm.fit = lm(medv~lstat, data=Boston)\n",
+    "summary(lm.fit)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "R",
+   "language": "R",
+   "name": "ir"
+  },
+  "language_info": {
+   "codemirror_mode": "r",
+   "file_extension": ".r",
+   "mimetype": "text/x-r-source",
+   "name": "R",
+   "pygments_lexer": "r",
+   "version": "3.6.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/ISLR/notebooks/.ipynb_checkpoints/3.6.2.python-checkpoint.ipynb b/ISLR/notebooks/.ipynb_checkpoints/3.6.2.python-checkpoint.ipynb
new file mode 100644
index 0000000..aecfd6a
--- /dev/null
+++ b/ISLR/notebooks/.ipynb_checkpoints/3.6.2.python-checkpoint.ipynb
@@ -0,0 +1,443 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import seaborn as sns\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from matplotlib import pyplot as plt\n",
+    "from sklearn import linear_model\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from sklearn import metrics\n",
+    "\n",
+    "sns.set()\n",
+    "sns.set(style=\"whitegrid\")\n",
+    "tips = sns.load_dataset(\"tips\")\n",
+    "plt.rcParams[\"figure.figsize\"] = (8,5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "def precision_stats(model, y, X):\n",
+    "    pred_y = model.predict(X)\n",
+    "    coefficients = model.coef_\n",
+    "    intercept = model.intercept_\n",
+    "    MSE = metrics.mean_squared_error(y,pred_y)\n",
+    "    # these 3 are all the saem\n",
+    "    score = model.score(X,y)\n",
+    "    explained_var = metrics.explained_variance_score(y, pred_y)\n",
+    "    R2 = metrics.r2_score(y, pred_y)\n",
+    "    # residuals\n",
+    "    res = y - pred_y \n",
+    "    print(\"Residuals info\", res.describe())\n",
+    "    \n",
+    "    print(\"coefficients:\", coefficients)\n",
+    "    print(\"intercept\", intercept)\n",
+    "    \n",
+    "    print(\"MSE\", MSE)\n",
+    "    print(\"explained variance\", explained_var)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "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>Unnamed: 0</th>\n",
+       "      <th>crim</th>\n",
+       "      <th>zn</th>\n",
+       "      <th>indus</th>\n",
+       "      <th>chas</th>\n",
+       "      <th>nox</th>\n",
+       "      <th>rm</th>\n",
+       "      <th>age</th>\n",
+       "      <th>dis</th>\n",
+       "      <th>rad</th>\n",
+       "      <th>tax</th>\n",
+       "      <th>ptratio</th>\n",
+       "      <th>black</th>\n",
+       "      <th>lstat</th>\n",
+       "      <th>medv</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.00632</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.538</td>\n",
+       "      <td>6.575</td>\n",
+       "      <td>65.2</td>\n",
+       "      <td>4.0900</td>\n",
+       "      <td>1</td>\n",
+       "      <td>296</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>4.98</td>\n",
+       "      <td>24.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.02731</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>6.421</td>\n",
+       "      <td>78.9</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2</td>\n",
+       "      <td>242</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>9.14</td>\n",
+       "      <td>21.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.02729</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>7.185</td>\n",
+       "      <td>61.1</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2</td>\n",
+       "      <td>242</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>392.83</td>\n",
+       "      <td>4.03</td>\n",
+       "      <td>34.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>0.03237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>6.998</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3</td>\n",
+       "      <td>222</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>394.63</td>\n",
+       "      <td>2.94</td>\n",
+       "      <td>33.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>0.06905</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>7.147</td>\n",
+       "      <td>54.2</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3</td>\n",
+       "      <td>222</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>5.33</td>\n",
+       "      <td>36.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0     crim    zn  indus  chas    nox     rm   age     dis  rad  \\\n",
+       "0           1  0.00632  18.0   2.31     0  0.538  6.575  65.2  4.0900    1   \n",
+       "1           2  0.02731   0.0   7.07     0  0.469  6.421  78.9  4.9671    2   \n",
+       "2           3  0.02729   0.0   7.07     0  0.469  7.185  61.1  4.9671    2   \n",
+       "3           4  0.03237   0.0   2.18     0  0.458  6.998  45.8  6.0622    3   \n",
+       "4           5  0.06905   0.0   2.18     0  0.458  7.147  54.2  6.0622    3   \n",
+       "\n",
+       "   tax  ptratio   black  lstat  medv  \n",
+       "0  296     15.3  396.90   4.98  24.0  \n",
+       "1  242     17.8  396.90   9.14  21.6  \n",
+       "2  242     17.8  392.83   4.03  34.7  \n",
+       "3  222     18.7  394.63   2.94  33.4  \n",
+       "4  222     18.7  396.90   5.33  36.2  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Boston = pd.read_csv(\"../../datasets/Boston.csv\")\n",
+    "Boston.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Residuals info count    5.060000e+02\n",
+      "mean    -4.437382e-15\n",
+      "std      6.209603e+00\n",
+      "min     -1.516745e+01\n",
+      "25%     -3.989612e+00\n",
+      "50%     -1.318186e+00\n",
+      "75%      2.033701e+00\n",
+      "max      2.450013e+01\n",
+      "Name: medv, dtype: float64\n",
+      "coefficients: [-0.95004935]\n",
+      "intercept 34.5538408793831\n",
+      "MSE 38.48296722989415\n",
+      "explained variance 0.5441462975864798\n"
+     ]
+    }
+   ],
+   "source": [
+    "# "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:                   medv   R-squared:                       0.544\n",
+      "Model:                            OLS   Adj. R-squared:                  0.543\n",
+      "Method:                 Least Squares   F-statistic:                     601.6\n",
+      "Date:                Sat, 28 Mar 2020   Prob (F-statistic):           5.08e-88\n",
+      "Time:                        09:39:54   Log-Likelihood:                -1641.5\n",
+      "No. Observations:                 506   AIC:                             3287.\n",
+      "Df Residuals:                     504   BIC:                             3295.\n",
+      "Df Model:                           1                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==============================================================================\n",
+      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "------------------------------------------------------------------------------\n",
+      "Intercept     34.5538      0.563     61.415      0.000      33.448      35.659\n",
+      "lstat         -0.9500      0.039    -24.528      0.000      -1.026      -0.874\n",
+      "==============================================================================\n",
+      "Omnibus:                      137.043   Durbin-Watson:                   0.892\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              291.373\n",
+      "Skew:                           1.453   Prob(JB):                     5.36e-64\n",
+      "Kurtosis:                       5.319   Cond. No.                         29.7\n",
+      "==============================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
+     ]
+    }
+   ],
+   "source": [
+    "results = smf.ols('medv ~ lstat', data=Boston).fit()\n",
+    "print(results.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "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>0</th>\n",
+       "      <th>1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Intercept</th>\n",
+       "      <td>33.448457</td>\n",
+       "      <td>35.659225</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>lstat</th>\n",
+       "      <td>-1.026148</td>\n",
+       "      <td>-0.873951</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   0          1\n",
+       "Intercept  33.448457  35.659225\n",
+       "lstat      -1.026148  -0.873951"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results.conf_int()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f18fc4f2130>"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "residu = results.predict(Boston[\"lstat\"]) - Boston[\"medv\"]\n",
+    "sns.scatterplot(\"lstat\" ,\"medv\",data=Boston)\n",
+    "sns.lineplot(Boston[\"lstat\"], results.predict(Boston[\"lstat\"]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f18fc475340>"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.scatterplot(residu, Boston[\"lstat\"])\n",
+    "# sns.lineplot(Boston[\"lstat\"], 0)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/ISLR/notebooks/.ipynb_checkpoints/ch2-9-checkpoint.ipynb b/ISLR/notebooks/.ipynb_checkpoints/ch2-9-checkpoint.ipynb
new file mode 100644
index 0000000..2ca5afe
--- /dev/null
+++ b/ISLR/notebooks/.ipynb_checkpoints/ch2-9-checkpoint.ipynb
@@ -0,0 +1,518 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
+    "sns.set(style=\"whitegrid\")\n",
+    "tips = sns.load_dataset(\"tips\")\n",
+    "plt.rcParams[\"figure.figsize\"] = (15,15)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "       Unnamed: 0         mpg   cylinders  displacement  horsepower  \\\ncount  392.000000  392.000000  392.000000    392.000000  392.000000   \nmean   198.520408   23.445918    5.471939    194.411990  104.469388   \nstd    114.438067    7.805007    1.705783    104.644004   38.491160   \nmin      1.000000    9.000000    3.000000     68.000000   46.000000   \n25%     99.750000   17.000000    4.000000    105.000000   75.000000   \n50%    198.500000   22.750000    4.000000    151.000000   93.500000   \n75%    296.250000   29.000000    8.000000    275.750000  126.000000   \nmax    397.000000   46.600000    8.000000    455.000000  230.000000   \n\n            weight  acceleration        year      origin  \ncount   392.000000    392.000000  392.000000  392.000000  \nmean   2977.584184     15.541327   75.979592    1.576531  \nstd     849.402560      2.758864    3.683737    0.805518  \nmin    1613.000000      8.000000   70.000000    1.000000  \n25%    2225.250000     13.775000   73.000000    1.000000  \n50%    2803.500000     15.500000   76.000000    1.000000  \n75%    3614.750000     17.025000   79.000000    2.000000  \nmax    5140.000000     24.800000   82.000000    3.000000  ",
+      "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>Unnamed: 0</th>\n      <th>mpg</th>\n      <th>cylinders</th>\n      <th>displacement</th>\n      <th>horsepower</th>\n      <th>weight</th>\n      <th>acceleration</th>\n      <th>year</th>\n      <th>origin</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>392.000000</td>\n      <td>392.000000</td>\n      <td>392.000000</td>\n      <td>392.000000</td>\n      <td>392.000000</td>\n      <td>392.000000</td>\n      <td>392.000000</td>\n      <td>392.000000</td>\n      <td>392.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>198.520408</td>\n      <td>23.445918</td>\n      <td>5.471939</td>\n      <td>194.411990</td>\n      <td>104.469388</td>\n      <td>2977.584184</td>\n      <td>15.541327</td>\n      <td>75.979592</td>\n      <td>1.576531</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>114.438067</td>\n      <td>7.805007</td>\n      <td>1.705783</td>\n      <td>104.644004</td>\n      <td>38.491160</td>\n      <td>849.402560</td>\n      <td>2.758864</td>\n      <td>3.683737</td>\n      <td>0.805518</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1.000000</td>\n      <td>9.000000</td>\n      <td>3.000000</td>\n      <td>68.000000</td>\n      <td>46.000000</td>\n      <td>1613.000000</td>\n      <td>8.000000</td>\n      <td>70.000000</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>99.750000</td>\n      <td>17.000000</td>\n      <td>4.000000</td>\n      <td>105.000000</td>\n      <td>75.000000</td>\n      <td>2225.250000</td>\n      <td>13.775000</td>\n      <td>73.000000</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>198.500000</td>\n      <td>22.750000</td>\n      <td>4.000000</td>\n      <td>151.000000</td>\n      <td>93.500000</td>\n      <td>2803.500000</td>\n      <td>15.500000</td>\n      <td>76.000000</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>296.250000</td>\n      <td>29.000000</td>\n      <td>8.000000</td>\n      <td>275.750000</td>\n      <td>126.000000</td>\n      <td>3614.750000</td>\n      <td>17.025000</td>\n      <td>79.000000</td>\n      <td>2.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>397.000000</td>\n      <td>46.600000</td>\n      <td>8.000000</td>\n      <td>455.000000</td>\n      <td>230.000000</td>\n      <td>5140.000000</td>\n      <td>24.800000</td>\n      <td>82.000000</td>\n      <td>3.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+     },
+     "metadata": {},
+     "execution_count": 4
+    }
+   ],
+   "source": [
+    "auto = pd.read_csv(\"./../../datasets/Auto.csv\")\n",
+    "# auto.set_index(\"name\", inplace=True)\n",
+    "auto.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "auto.drop(range(10,66), inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": "       Unnamed: 0         mpg   cylinders  displacement  horsepower  \\\ncount  336.000000  336.000000  336.000000    336.000000  336.000000   \nmean   225.089286   24.041071    5.407738    189.672619  102.261905   \nstd    101.406281    7.889493    1.686770    101.903056   36.666913   \nmin      1.000000   11.000000    3.000000     68.000000   46.000000   \n25%    142.750000   17.675000    4.000000    100.250000   75.000000   \n50%    226.500000   23.100000    4.000000    145.500000   92.000000   \n75%    310.250000   30.000000    6.000000    258.500000  120.000000   \nmax    397.000000   46.600000    8.000000    455.000000  230.000000   \n\n            weight  acceleration        year      origin  \ncount   336.000000    336.000000  336.000000  336.000000  \nmean   2959.779762     15.656845   76.836310    1.601190  \nstd     824.796492      2.697807    3.256221    0.818735  \nmin    1649.000000      8.500000   70.000000    1.000000  \n25%    2219.750000     14.000000   74.000000    1.000000  \n50%    2803.500000     15.500000   77.000000    1.000000  \n75%    3571.000000     17.200000   80.000000    2.000000  \nmax    4997.000000     24.800000   82.000000    3.000000  ",
+      "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>Unnamed: 0</th>\n      <th>mpg</th>\n      <th>cylinders</th>\n      <th>displacement</th>\n      <th>horsepower</th>\n      <th>weight</th>\n      <th>acceleration</th>\n      <th>year</th>\n      <th>origin</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>336.000000</td>\n      <td>336.000000</td>\n      <td>336.000000</td>\n      <td>336.000000</td>\n      <td>336.000000</td>\n      <td>336.000000</td>\n      <td>336.000000</td>\n      <td>336.000000</td>\n      <td>336.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>225.089286</td>\n      <td>24.041071</td>\n      <td>5.407738</td>\n      <td>189.672619</td>\n      <td>102.261905</td>\n      <td>2959.779762</td>\n      <td>15.656845</td>\n      <td>76.836310</td>\n      <td>1.601190</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>101.406281</td>\n      <td>7.889493</td>\n      <td>1.686770</td>\n      <td>101.903056</td>\n      <td>36.666913</td>\n      <td>824.796492</td>\n      <td>2.697807</td>\n      <td>3.256221</td>\n      <td>0.818735</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>1.000000</td>\n      <td>11.000000</td>\n      <td>3.000000</td>\n      <td>68.000000</td>\n      <td>46.000000</td>\n      <td>1649.000000</td>\n      <td>8.500000</td>\n      <td>70.000000</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>142.750000</td>\n      <td>17.675000</td>\n      <td>4.000000</td>\n      <td>100.250000</td>\n      <td>75.000000</td>\n      <td>2219.750000</td>\n      <td>14.000000</td>\n      <td>74.000000</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>226.500000</td>\n      <td>23.100000</td>\n      <td>4.000000</td>\n      <td>145.500000</td>\n      <td>92.000000</td>\n      <td>2803.500000</td>\n      <td>15.500000</td>\n      <td>77.000000</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>310.250000</td>\n      <td>30.000000</td>\n      <td>6.000000</td>\n      <td>258.500000</td>\n      <td>120.000000</td>\n      <td>3571.000000</td>\n      <td>17.200000</td>\n      <td>80.000000</td>\n      <td>2.000000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>397.000000</td>\n      <td>46.600000</td>\n      <td>8.000000</td>\n      <td>455.000000</td>\n      <td>230.000000</td>\n      <td>4997.000000</td>\n      <td>24.800000</td>\n      <td>82.000000</td>\n      <td>3.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+     },
+     "metadata": {},
+     "execution_count": 6
+    }
+   ],
+   "source": [
+    "auto.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "error",
+     "ename": "SyntaxError",
+     "evalue": "invalid syntax (<ipython-input-7-7f6145cc913f>, line 1)",
+     "traceback": [
+      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-7-7f6145cc913f>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    range(Auto[,5])\u001b[0m\n\u001b[0m               ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
+     ]
+    }
+   ],
+   "source": [
+    "range(Auto[,5])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
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ZkVdXGi2RQeNr8s7pdFJW14WHmwpfr6BTfThHTXVTL2Gj+OnHxl1EQmIM4eftxqwJriHsb64q4NP15UQGe/L83WehUMhdBlif/FjG5xvKWZQdzU39IdDNHXre/KaQqGAvrlkmdMw35zaQX94OwAXz4pmaGkxanL/YEVwwNZKNe+vRuinJThMMtKx2h/g5RrON1VurXY7NU3tmXsayE/jgOhIyEgL5/OkLgKPPTR+vaN0U9OhHfk/VHy4hk4HWTcnW/Ebe+qaQxnY94YEeJET5kF/Wzo3nZZAeF+Cy7TXLUrlqaYrLNXY4spJHfmALaQxS2sFoaOs2imKFjJGDpgdEDoPJyp7iFuRDzvndRS3sK2llYmIgk0cw0/N0V/PSvQuxO5xH1LYSR8aE+EAqG4QBpcMJL32SP0yskMtlTE8PEQdxVY09eLipCPZ3Z2dhM2u2V+PvrSUrKRAvDzUymYx/fbiPHQXNXL88jagQL57/MBeAR2/JITXWX2rTcYJcLhP7HOFBnmLaCEBUiCft3UbeXl1McpQvN56XjsFko7imk4ggDxra9Oj0Fs7JiefTH8sI9NVS3dSL0wmtXUY++bGM1Vur0JuECStPdxVXLEo+456NEicGh/PERVi0j3Kmf6zw7dZqXv4sH4BHfj1rxGfueCAkwB1MusOud2aOdI6S45miMdr1jhejOfbjlTYy1jCZbXyxsQJ/bzeWHmRKY7M72FfSSkyo9yEN+QZEhvrWPrp05mGmYivXFGOxOfh8Qzl6o4XWTiMqlZxdhS0ATEoOIiM+QMzbByF89tKFSS77qW/po6PXhFIvp73HiJ+3G7MnRvD1JiE8OzLYk5pmHSqlnKXTY9hb2srlB+3jTME5RkID7XYH//vqADLglxdOGDOddofDid5kxesERtGkxQbQ3FEP4FJFAKCwuotpacFcsiCJ5Gg/7n9pi5gq1tiup7Fd6CR/tbGSRdnRw/Z98O9Y16KjvdvIpOQgl87vxn311LbouHBewgn9rgdzMn7fk014oAdnz4zhQEU7/t5u7K8QImZiw7ypbhIGwMtmCffQb7dWszW/adg+7A4nRdWdwzpPfQYL7m4q5HLZmLlGTleykoP4clOl+H+gr5bQAA/BeyktmEsWJBIb5iM+79furOX5D/ehVsp59q75PPv+XjGq77tt1YAQHVNaK0RMffFTBUumx4jPs+LqTtEbo6fPTElNF5kJAYeNjurpM/PVpkriI3yYPYLPjdlqx+l04qaWuqonij/fMJ2V35ewOa8BH0/BgPuOZ34EhLSgC+YlcNmfVrkY7bZ2GTGZrbz7yDlsy29kZ2EzzR0Giqo78dSqxBQ8gM25jby/poRfnp/BwmlRuLupsNjsvPhxHn1GK3dcnkWAj5QaJjFIXlkrX26s5JIFSWTGu05myE+gYGGyjK9U9j6jRXytN1kPsebYIzLIk/o2IYU0IcKXqoqWw24jPQWOgOOdojGafR0vRnvspyMf/FDCp+vLASFnemhH+qVP8vhhZy1e7ipevX+xmCLx6Y9lrN1Vy/lz41meE8cvzk3nXx/tw9tdjVolp65FR0lNFzkTw3jxkzwsQ4SI73cIRpzxEYLrvrubUvTD8PIYHNyEBgwXSKqahNlNm91BXYuOpCg/MuID+N2Vk2jqMHDRvARKarsI9tMSHTq6qjmnK+7asVG++J8r9/LTPsGETme08ofDVFw5GTgcTh74zxYKKju4fFESVy5KOPxGR8HdV09lRkYYQX5uJEf7s3FfPf9cuRebXehUtHQYmJAg+K7EhHpRVteNu0ZJdKgXbd1GOntNLOj3lGjtNJBf3sa0tNBh+Zj1rTp+9+wGrDYH156TypWLBUPbivpunnlXMAZctamShdnR/PqiE5+W43Q6+curW8kra+ei+QkjOuiPR2QyGXdcPkn8f0teI0F+bkSHevP5+nLkCplo0hsTOnK99PQ4/2H+Be+vKWbl9yWkRPsR4ONGU4eeO6+YhAwZda06zBY7FQ09XL4w6bSo5HKqyU4P5Y/XTKWgop3EaF+mp4cdMsd5wHvHYnNQ39pHbJg3BZUdLuuU1naTHudPUXUnC6dFsXh6NIVVHbR1G8kta0OplHPhvATu/bdQlSIzIYCHbppBr94yok/Sa18d4PsdNRhMNmQyePGehUSFDJ5TFfXdPPCfLTidTh67dbaLmaPE4dm2vwk3tWKYcNjTZ2bl9yWEBnhw0fwEFAo5156TxrXnpInr/PVXM9lR0Mzi7Che/iwfuVwmChYDkVcfri2jplnH9gPNaDUK/nPfIpQKOa9+ns/G3EYAFk6L5MfdgqD98boy/vvlAdJi/VkyPZoNe4XlX2+q5IbzMpCQGODBl7cBglfKweOSQOn5IHLx/ET0RiueWtWIgu9Y5o4rJvGvj/aRMyEMj1H25SXBQuK0Rzuk/rj2oFrkrV1Crm+f0YreZMPTXY3T6eTtbwtxOOGdb4tYnhOHSimntdNIa6eR1748wO6iFvQmG9sPNLG3pFXc38CD2GpzEB7owW2XTiTQR0ugr5Y+o5X3+vPAM+MDyC9rw02tJDbMm/L6btRKOefPiae104C7ViWWLwVYPH0wMmRa2vBa62cKWo0co1kQhyYmjI2cvZ2Fg6VsdxwYPuN8KtAZLOKAY2t+0wkTLABmZw0+KOdNjqSwqoNvtlQDYLHZ+efKvfzuysk8fttstuY18uqX+RTXCJEY86dEcNH8BJxOJ/e9sIn2HhOJUb788675Lp/R1WsWZ3NbO43ico1agaK/M6032fh6UyUXzks44WUV9SYbeWVC1NX2A02njWBxMANt29NnJresjcKqTj5eW4aPpxpPrRpvDxW9+sGZnZwJodx/wwzx/635jfToLaJRccmQCJwPvi9hb0kbtiEpb129Jh68aXB7iaNn/pRIlxKlQxlaicrucJKVHERbt5FAXy0zM0OZmhZMSU0Xn28oZ0+x8HyLCfHi8dtmI0PwRgDImRjOP1fuBSC3tI3YMG+xolVzh4Hbn/6R9h4TYYEeWKx2/nD1VCYkBtLRY+SLnyrE41HI5cOiO/PK2jH0pxXklbVJgsURsGZ7NS98nAcI4sPQPsM7q4tYs70GgPgIbyYmBuF0OmnrMrI5r5GpqcFkJgSSmRBITXOvuG5ksCfzJ0fQ3WcW7+9t3UIIvdFsp1dvIS7ch5svmogTsNkc9BmsJEX50tQueHUBFFV3sih70Ph4INpqw546XvuqgKykIO6+esoRl2qXODO4akka32yuwQlkxvuf6sM5pazdWcvnGyqQyQTPoYlJY6NPPBr+9r9tGM12PvmxnLMmj05skQQLidOeyxYmE+Lvgb+3htQY1xvcbZdm8cm6MjLiA8RBjkwmIzs9lB0FzUzPEMr5+XhqUCrk2OwO/LzdxNCxPqOVa5el8d22apbPjmV5Thw/9Jc6Lazq4L7rswGobe7lQEUHbf2mVRUN3RjNdnYUuIZBeXuosdoc3HPd1GE5xxKIYgUIs4KJUae+Exvo7UZdfw5w0BgJbfXx1HDR/AR2FDRz1dLh5XWPNwaTlZ2FzazdUUtef/qUh1ZJS6eRls46stNCmDMpgrpWHQbT0LBLoVPqcCLmPOsNw0MbJyQGcuN56TR1GLh6SLngyGAvnrxjDp+uK2N7QTOJkT74e7uduC/aj6dWxaULEgUxaMnpZzDY2mmguLaLWZlhqJRyPlxbSmFVJyCE6bd2GWntMnLNslS83VWU1HahVin51YWDwk1uaSt/f2sXAHMnhWO22smMD2BfaRudPUZSY/3Z2Z8yNyA6BUpVQ447Vpsdm92Jtt/48N8f7WPtzlqSY/x44rbZvPCxUJbZ31vDHZctEPyZFHKykoLo1plFwaK2VYfN7nBJzxgakiyXy/D3duP+G6azKbeBtDh/XuwfNDf1p3+t3lbNhMRAfD01pET7UVLbRXZ6CFctSRkmMs6fEsH2A004nE4WTJUq+xwJfUPuoX0Gi8t7A9eYUiEjr6yd51buo0tnxs9LQ1u34EHxzt+WoZDLCPF3JybUi5pmHUumx7B0RjRajRJPrZqP1pVSWd/N5OQgZk4IIy5ciCj19dJw73XZ/Pb/1lPV2ItMBu88vIz9Fe28/W0R09JCUMgH/acGovG+3FRJd5+Zn/bVMyExgLOmRp3UtGmJ8YGPp4YPHl9OZ6+JyGCv41rt5fw5J796zbGwdpcgJjqdsG537bgSLIzmwX5gQ1svo6lxIgkWEiKnq4eFQi7jrJ+ZaYoI8uR3V00etvyBG6bTozfj229MFRHkyXN3z6e108DU1BCykoLIK2vj3NlxhAZ4uFQfmJMVzua8RhZOE/Lya5p7uevZn7DZHaTFCoKJm1rJvtJW1Co5FuvgILxXL3QuHvnfDmQyyE4L4YEbZ7jkfLd2GpDLhRmo1Fj/YU7/Zwq9fWOjLNljt83m7uc3IpMJr8cKv7wgU5z5PxEl3Kw2OzsLmvluWzXFNV3D8z+HCG4h/elPMzPD+HZLFVa7g/gIH+68Qkg/UMhl/PVXM9l+oOlny45esmBkr5bUGH/+fNMMunVmvNxV4uzvieaG8zJOu1Bmm83Og69spaBSECe8PdRcuiCJhlZXQyx3NyVuagXzJkcQHujJ8hFO+6GCa3SoN/deJ4i3Vpsdk8WOl7uaYD93qhp7mDUhjG6d+YyOHjvebM5rZP3uWg5UdmC22Ln/hmw83FRiymJxdRcVDT1imdnOXjMP/287zw6JbnIOyRf38dSI5bcHWJ4Th8lso6ldz/nzEogK8SIqxItpaSE4HE5qGnspq++mW2ems9ckRg0qFHKeunMuOr3lZ1NVAny0PH3n3OP6m5wpXDAvHpvdgUatZN5k177PlYuTSYz0pbXLwH8+zReXD5Qo1Zus1Db3Ehfug5tayXN3n8W2/CY+XFvCG6sKmJwcxIyMULGEbWZCID6eGvZXtIvpfwAxod5UNfYS7OeOu5uSOVkRzMkS2r+pvY8ZGaFYrHbOmxMPCIbjlfXdKORyXvg4j12FLVK0lcSIuLupRlU97Eipbjq88eNYIiLQk7I64f49IBiOR+SjNOSVBAsJkTPZ5+Jg5HIZfl6uM7Uxod7E9PtGTEsL+dnO9X3XZ/NHu0McOHX2mMSw59gwb35zWRY2u4Pi6k6+21bFprxGHP2ahZtaIQ78nE7YWdjCvz/ax++unIxMJmP11ipe+jRfjPbw1Kp4/aGlbNxXT2ungavPTj1pA7ZTzVDfkFOJv4+WN/9y9qk+jJPKZ+vLWPl9MSbLyG0gl8Ezv53Lqs1VTE4JJqk/EiYlxo8PHj8XmWx4RZWM+ADRuO9oGG91yMca2w808ern+2nrHky56dVbeGNVgYtZ8fSMEP58w4wR23AoU1KCuffaaXT3mVk2xNNCpVSg6h/4HiptQeLwOBxO/vNZHh09Jm6/LIuuXjP7K9pJi/Xjqbd3uaz77Pt7efSWHJdlbV0Gbrl4An/+zxYcTug4yCV//pRIzBY7De19XL4weViYvlIh54rFI0dwyeUybrlkovj/wZVhFHKZdM2eIFRKBVcuEdrFeZBJoUwmY1paiItHiUalYN6kCL7fWYvD4eTbrdXcflmW+P4/P9grpuTtK21j2awYFmdH06UzYbHaeLI/kurG89L5cqNgonrfdVM5e2YMMWHe4vUOQiWhx17fgUop5+k754r+XhfMTWDBlEiue3gNAC2dg6V5JSROBqW1naf6EI6IlFh/NvT7p0WHjF9PO38fN3Tth1/vqASLiooKvvzyS8rKytDr9Xh4eJCUlMSFF15IQsKJy5WWkDgVfLyulD3FraxYkuJSOvFARTt7iluZPTGMTp2Z5Chf3NRK3DRKF9FgckowcWHeVDX1olULD26lQk5aXEC/qZgwY/nLCzJJiPDhD89vdHHkXrerjoXTopiYGCRWKxkQQEwWO+t31/Kfz/YDUFjdyd9/M+eE/yZjAbtjbAgWOoOFFz4Wyvvdefkk0bj1dGVrXgNvrCo85Do3XzSBqBBvbrt0sNP70id5rNlRw/lz4vnVhZl09BjZcaCJlk4jsyaGkRrjz/7ydt5bU8zklCDRWFPixPPh2hLeXV38s+8vnx3LxMRAvD3UoolfdVMv97+4GblcxpuLjY0AACAASURBVNN3ziUswINvtlRhtdm5YF4CSoWcuZMjXPZjdzh55fN8mtr0/PriCS4mixJHzmfry/lumxAW/NwHeymp6cJoto9oiGow2fByV3PN2Sm8/30JPh5qUmMCCPLTsmBqFOt21xEe6IHT6URvtOKhVYmCVGevic5eE//9cj86g5XbL8s64vQdqTLMyaOr18SLn+TR0WOkqrGXrOQg/vLLmS5tkBEfwGO35LCrqBmNSsGsCeHsLGpBp7cwZYhRp8lsw02tcKlw9vQ7e5iaEsye4laXylCbchvEc6WqUUfmkIiLAQqrOrA7nNgtdkpru1xmhr08NNxz7TR2FjZz/tz44/2zSEgcEne38TWHf+7sOHw8NLhrlUxJHZ8lTUEwWA4eRSbvEbfOqlWrePjhh1m4cCHZ2dl4eXnR19dHcXExV111FX/7299Yvnz50RyzhMSYo7PXxNvfFgHw3y/388I9CwHhIf7X/27HYrXz1aZKLFY7crkMpULOwzfPdAmNNJltVPWXBNyY28CN/WH6CrmMiYlCakmQr5bF2dHI5TKev/ssWrsM5Je18cXGSjRqBcF+Qkj9FYuThXxTbw3+3m5MSQmmcUgN9fYhs6Njie4+M+522XEtAakdI6XufthRI5Z3TI3x5+KzEg+zxfiltdNAWX33sOXhgR40d+hZnhNHblkr1U29OBxOGtv7KK3tYtaEcL7bVo0TWLW5kmuWpXLXsz/R3Z/W8932at5/dDmvf32A8voeCio7WDg1Wpx9kzixDKQFjMSi7Che/DgPXy9hMDHAa18dEMsXPvfBXtJi/Pm830hRLpdx0fxE+gwWzFa7WLYwv6yN1VurAfhobSl/uObUV9QZzxgsg14FCrlcTMPxcFcxJyucmuZeQvzc2V3cSmqMP0F+Wq5amsp5c+Lp1pl55t3daFQKmjqEZ8iByg7+8e5uNuY2MiEhkGuWpfLCJ4IPxdb8JnHQ+uXGitPWaPZ04OvNlewoGDSD3lvcSluXYVi1liB/LV9vqsThhIY2Pf/78xIq6rtp7jBgsdr5fkcNr36xnwAfLbohvhh2h5OK/soyOoOVRdOiSIzyxdNdzXMr9xIT6k1s+MgzvufOjqO8rhutm9LFWHyA2VnhLkbOEqcfOw408cIneaTH+fOn67MPGal3MunSWQ6/0hhCJpOhVMpRjsOo6oFqQwBpcQF0jCId54h7/M8++yyvvPIKU6cO72js2bOHe+65RxIsJE4bvNzVBPi40dFjoqGtj8a2PsKDPJHLZWhUCixWuxjt4HA4sTjs7ClqcREszFY74UEetHYaxXzNAQbCNWuadbz4aR7n5sSRV9bGvMkRrPy+BBBU3wFDsrhwH5683TWCYmoqFFZ1UtfSy2+vGO7HcTiGOsafKO759yZMFiFNIOY4lWNVKsfGTXpoDfnT2TRw/e5aXvysEF8vDTMyQjFb7CiVckxmG/OnRGIw2dhR0ER9q576Vj0Lp0XxyP+291fTGew8y2SCiNerH/TVcFMreXNVAbUtQl3uiCBPfDxP70iVscR156RhtztRKmSYLXbsDieTkoNwOqGhrY+yOkGk2lnQLKZwWKw2cfvi6i6KqwdnWrUaJfWtOv74/EaMFjt/un4asyaEExXihZe7Gp3BQnrcoR3enU4n//owl93FLfxieZpLpSQJgcsXJtPUpsdktrF4RjQmi40gXy03nJfhcl+y9z+j1u6qxctdTc7EcL7YWEFRtRACPXtiOB09Rmx2J5v6S1Lur2ino3dQALfaHLiphWdear8Xk83u4Mm3dlFW183tl2cxPT30ZH31M56uXhOPvLYdo9nG/TdMF5+rdruDTf1h4jKZcG+dkhosTnrA4DNfpVCgUMhx2BxoNUr0RisPvbINi9XOu98V4aVV4XQKEyH335DN5xvKxet89sRwvtpUKXym0yn2bXIyQ1m/t569Ja0jlloM8NHyyEGpSRJnFn9/axd2h5Ot+U3sKWlhWurYuG+MtyCwzzaU8cbXQrTrwdWAxjoqpQyLrb9U8onysOjq6iIjY2SjsfT0dLq6ukZ8T0JiPKJSypmeFsLq7TXY7E4q6nsID/JErVLw9J1zOFDRgbeHik25jTS09iFXyFzyvQE+XV8uRkH0HGQUmZ0eIqZ5rNtZy+bcBgwmG9v2N4kmWCazHYcTtuU3UNOk44J58cMiFe67fhqjxWy1k1/WRmKUL/tK2njh41wSInx49NYcFwf444nT4cRotlNW23XcBItjzX/eXdRCYVUH582JP6bKEgOlcUGIQDhdKezvqHbrzFx8ViKRwZ5c+9fvAGFmFhBD0aNCPPH3dsNoFga1vX1mrluexvc7ajhnVhzvrC4iKtSbQB83kqJ8mT8lktue+hEAT3cVz/1+/mlpADwWsNsdbDvQRFKkLyH9M66RwV48eNMM/u/9PWzpjxbaV9oGCBVRlAoZ7m4qUmIGq/LcccVkHnhpC1arXazwsmxmDFnJQczJiuCnvfXi8v0VHcyaEE6gr5ZX7l+EzmAhPPDQZsGdvSbW7hIMIr/4qUISLEZAq1GKlaiueOAbjGYbMhn87srhwvWHa0tFEfxvN88iKymIz9eXo1DImZQcSFldF61dxqFeuQT7unPbJRPYsLeeC+clkhEfgNlqFwX0qsYecSb/1c/3Ex3iNWwWH4SQ39e/LiAh0pcbz0sfMzOq45kdBc2U1wtRDut314kGwDqDleb+51BYgAev3L/YZbs9xS08+dYuQgM8+PtvZvPUHXOoauxl3uSI/vLRgodWW5cRi1Uoz54a68/MjDDiw3348IdSkqN9mZkZxpb8Rrp6TUxLHRwofbW5ire+EQZRD988k6mpPz+I6jNa+WpjBZHBnsPMQQ/mQEU7764uYkJiENcsSz3kuiaLjf3l7SRF+Uk+KWOQoSnP+4pbhwkWsyeGsf1A00mLtPHz1qA3G/nj1eMr4m9LXqP4etv+xnElWAyIFQDN7X2jEiOOeHSSk5PDAw88wF133UV0dLS4vLa2lueff56cHEk5lTi9uHhBEg3teny9NEzPHLyxRgZ7ERksDNByJgqhjQaTlZXfl+DlruayhUnI5TLCAgdnNjbsreemIaG0S2fEUFTdydb8Js6aGimmFjgcTh64YTrrdtUxa0IYtc29PPX2bgDaug3cddWUQx5zcXUnL32aR0yYN3ddOdnFU+Opt3exq7AFXy8NPX1mnE4orumipqmXlP6yr7uLhHKDE+J9j/p3G0p6nD8yhYrZWcNDQI8W3QjlL0dLe7eRR1/fgcPhpKqxl7/+auZR7ys7PVSshT2eHhhHyvlz4mnuNBMT5k1arD9vrCoYtk5ogAf3XDcNT62KivoeMUQ9IcKHyxclc/miZLbmN4rbhgd60KUz09plZP7kSH7aV8/i7GjcNGMj3ed05N4XNlFa241cLuONB5fgP2QmfkBMlMsGq3z0Ga2sfPQcAHoNFnF2NirYi3ceXobd7uCLnypwOJ1cfFaiGJ46IzOUeZMi6O4zk50Wwgsf5zI5OZjZWeGjSg3z9XJjcnIQuWVtUlnLUSE0mNMJ7T0mUTjoM1q569kNLiaGDqeTpEhf7r9hOk+8uZMXP8knZ2IYvl4astNCsdjs4kA1Ndaf5bNdIwO/3lRJY1sfF81PJD7Ch8qGHlo6Dfzfe3t45rfzhh3Zu98Vk1/eTn55O3MnhYsmvBJHz6TkIPy93TBZbMycECYu9/XScO05qewsaGbF0uED+w176zFZ7FQ39VJU3UlPn5ny+m4mJQURFujBvddO44VP8tAbrSRH+/KXXw4+G0MDPFyqqr16/2JMFjveHoPXc1fvoHGr46Da7CU1nbz0ST5RIV7ctWIyb64qYM12wYMlLNDjZ8+Lti4jD72yFZvdSUFVJ/OnRIh9r5F46u3d7C5qIdjfnVf/tOiMMSIflziHL/rTL6af1EM4Z1YstS1G0o7B9PtU0NjWJ74+VFrnWEQmQ6w05OvpRt8o/E6PuFf4xBNPiD4VKpUKDw8P9Ho9NpuNpUuX8sQTTxzpLiUkxjRhgR48PspylZ+uL+eL/jzu8CAP5mRFsCQ7mvfXlNCtMzMxMYj2biNvrirE21PN5twGunRmbr1kIufOjmN5Thf7SlqJi/AmwEfLry4UxI2Gtj4Uchl2h5MteY109pj4800zfrZO+Sc/llHV2EtVYy/LZsa6VF9o7hA6rgNiBQgh+PERgvnVptwGnn5HEEfuu3YSxyPJ4e6rp6LRHN+ZDr3h6PMNlQoh78/isKM9xsFxbJg37/5tGcAwF/3TiehQL7HMoMFkFc/zAXImhjFvUgR3PbsBhULOlJRBg9oAXy355W3UNOnITAjA3U2J0WzjQGUHOr2FDXvr+fDxc7lrxeRxmY85nqhvFTo5DoeTmmadi2Bx2cIk/Lw0PPfBPnGZh1aJu5uKW59cS1OHgcz4AO5aMUWcZVco5Fy6MIlvNlfy67+vRaNS8OcbpxMZ7MU91wmRX3/810ZKarr4YWctb8WfPapZT4VcxiO35GCzO6RzYhTceF4mr399gKykQJfw/5qmXhexYkJCAB5aJbc/8yOtXYMpH3a7EAW3dX8jf7xmKl9tqqS0rpubzs/ATa2kz2hl3a5aVAo5r34hmDybrXaeun0Ov3hkDQaT7WeFxvQ4f3YXteDv7UaI//AIDIkjJzTAgzf/shSHc7ih6ZWLU37WtHjJ9GhyS9oIDXDHx1PDI6/tAIRqZgunRfHCJ7nojYLRZnSoJwWVHahVchIjfYdFxqhVCtT9qbFvfF3Qn/4nzPomRfmSfVCK0Gcbyqls7KGysYezZ8aIz165XHbIiLri6k5sdqGzotUoXdKdRqK535Ols8eI1eaQBIsxjM506n0j3l9TQrdeKLc9VJAb6ww9rxXy8XWODy1e5GR0BvpH3FP38fHh2WefxWg0Ul1dLVYJiY2NRas9ffO3JU4fdhY288w7uwkP8uSJ22bjoR1dPec122tYv6eO8+fEi6FqdruDrzZVolTIOXd2HIE+QmqBDMQ0g89/qqBbJ6SCLJwWycrvS/hpX73LvgsqOzh3dhzJ0X5szmvk0dd24u+t4cV7F+GpVRER5MmTt8/hlc/3U17fzb7SNoqrOl2qlgwlOz2EnYXNBPu5E32QY/zvV0zm602VpMT4sXZXHWqlnD/9IlssPaYbIgT0Ga1ox2hE5YB3yNHg66Xh6TvmUF7fPaLx15FQ29zLQ69sBWQ8dmvOGVH5QKtR4u6mxNAf8q9UyNma30RHtwmb3YnNbmdPUau4vhN46JVtOBxO4sK9+c2lWRyoaGf9HuE68PPS9He6j0zwMZis/PnlrdS16PjD1VOZNWSmUWJkfnFuOm+uKiQu3JtJI9w/hvrvuLsp+d+fl9LTZ6apX+g8UNnBrU+u46k75pAc7Yfd4eTx17eza0h7b9hbz7XL0sT/A320lNCFl7sKjfrIUn0ksWJ0nJMTyzk5sS7LnE4nkcGeBPtpRXGioLKDe/+9WVwnMtiTtFh/PLQqMb3jrW+K2FkovI4K9uK8OXE89tp2Cqo6UchlKBUybHYnvXoLX26s4PFbc9hb0kpeeTv//iiX2y6d6NJuly9KZmZmGP7ebnhoVTzzzm625Dey4uyfH1hLHB6ZTIbiCDXyiYlBvNMvsHf2mtBqFBjNdgJ83PhqUyV6o3BPN1nsfPpjBZ+tr8DphIvPSuSm8zOobe6ludPA1JRgccD04+46Vm2p6j8m4XO6dWaqGnuw2hw8/N/tuLspWZ4Tx7b9TQT5aokO9SI11p8gXy1b8hr5aG0pt1+Whbvb8P7Y1LRgJicH0dJp4PdXTznsJMPvV0xh1eZKZmaGSdF6YxyZY4QQi1NEW/f4Sum9aF4Cb/UXBVhx9vi9j1Y29BIyCvngqK9krVZLWlra4VeUkBhjrN9dh8lip7Khh9LaLrFM36GwO5y89GkeDoeThtY+UbD4ZmsVr38thLd7aJVkJgSKkRAFlR2kxwW45Os5QRQQVAoZbholDiecOzsWp9NJc4eB8n6Du85eM129Jjz7BZXUWH8uPiuBf7y7ByewvaCJLfmNZMQHiEZ4A5w9M5aZmWE4nE52FTaTFhtAWKAws5UU5cfd/bl6584eXjps6YwY9P3u//MmRVBUNDZDzY61I5IQ6UtC5LGnvOwoaKazVxCkdhY0nxGChUwmY1F2FF9vqhI7vABt3UampASjVskxW+3sK2lDJhMGRQOSelVjL8++v0dMOXBTK8TIjSOlor5HvF7W76mTBItRsDwnjuU5ccOWd/Wa+GhtKeHBHoQHuNPYYWD2xDD+8spW/L01eLmrxDQsm91BTVMvydF+rNtV6yJWyGCY+eLvr57C3MkRJEX6HnNEk8ThMVvtrFxTzOa8Rlo6DVw0L549xa20dhkwWwWhNy7cB41Kzq8uzCQlxp/y+m7W7qxFoZAxLS2YXUWCYBEZ7Ml73xVTUDUYs/uXX86krK6Ld1YXs6OgGb3JhsFkJb+snXzayU4PYWam67U4cF/UG61szBVMIb/fUSsJFicBq81Oe7dJ7AMM4O/txj9/fxa1zToUchlyuZzCyg6hX+JwYLY6xJnQivpuPt9Qxuv9Jn8Lp0Xx+xVCampksGBE7nQ6uXRBEl9tqqCt28gjr+1g7qQIdAYLOoOFXr2Zdx5ehlajFCMqdAYrhdWdUA2ZCYGcMyt22PG7u6mOyKgzOXqwjyNxaujsNaFWyg9b5l0mGzuC9P5+P7nxgsE8aHzd1Ws+xJpjj6EpIRkJgbQ3noAqIRIS452lM2LIL28nIshTdDs/HAq5jJRoP4qqO0kb4m4/tLTmO6uLuO6cdFGg+G5bNWV13axYmoK7mxJvDw1TU0OYmhpCaowf63bVsXpbNSCEaf+0r4HVW6uJCvFkWloI6XH+wwa/iVG+Ysrful21GM12vtteTVqcv0sYMICPp4aHXtlKbmkbPp5qXn9w6aiMDJUKOZcvSgbAbB67N0GTyXb4lU4CsWHe4qxSTNjpL1YMkFcqPNwHxAoQOimvP7RUDFEuqurAz9uN0AAPHvrlTN5cVUBNsw6FQoaj33TJ4QQ/LyEa6YMfSvhobSnxET48c+fcw5rzJUX7kpkQQE2TbpjZrcSR8caqAjHiZYAdBS306oWIq/lTIvlpr/D+tLQQUSR1OyhiIiXGl+Ro11x0jUoxrGLAN5sref3rAsICPXj+7rOksO3jyDebK/l0fbn4/6a8Rjp6Br0FJiYG8sdrpuI3xGw4MdKXdx85Ryg353Ty1eZK6lv6eOnTPHw8B8PsciaGMTklGHc3Je9+V4zTCVq1gphQL9Zsr8HdTXlIY2UPrYol06PZnNfI+XOGC2cSo2NnQTNrd9WyZHr0sNSLATbsree1L/djdzjRGawsz4nltkuzXNaJCPKkrK6b/3tvDwD3XDeVeZMiuf7h1ZitwrWfHudPXIQ3G/urjwDUNg8OMDITAnnhjwuw2R3EhfuwMbeB1k4DWo2Cs6ZE8sVP5TidQpTqgDnoACkxfkJJeLmMhP60VInxzYdrS3l3tTDz//htOUxMHDkSGEChHDtptGMo2GNUDI0OH29V1ZQKGdb+PqDJPLq+vCRYSJxxTE4J5r1Hzjmibbp1Zi5ZkIi/jxsJ4YMP1SUzYjhQ2c6Pu+tp7zbR1K7ngnnxfLWxktYuI61dRixWOw/fPMtlf6EBHuwpFowt3dQK0mL9+XyD0MGsa+lDrZKzs6CZaWkhxA35vLAAD0L83WnpNIiGVu5uqp+dtRxI7zCYbNjsjtOq8kLAGCkh+u3WKlEp/nZrNdPSxkaJrq5eExUNPUxMDDz8ykfBz51zv37iB+6+egoZ8YGkxQ16pwyIcD/ursNDq+LZ9/cCIBuSzPjJujKsNgclNV2U1naJJrA/h5tayd9/M+eQ69jsDnJL24gL9z5s7vOZzMBvo1TI8HJX06Uzi1VeZDLwGtI5WpwdLd5L5k2OZPXWarFSzOFm1AZ4b00xFpuDmmYd2w40Mec4GvKe6Rxc9Sg+3JuuXtNgVJNGQZ/R6iJYwKAXQk+fhfr+EsPNHQZaOgZDpctqhYimlBh/Hr0lh44ewTBXoZCTFuePh5vKReCw2hzYHQ6XClS/vXIyN12QSXF1J3qjddRpmRKD/OO93RjNdvLL2/ngseUjrvPlT+V09w2meO4tbh1xvcKqDvH1W98UkRLtz4zMcL7bVs2ExEBqmnoprOok1N8dH081bmold61wzfUfOrnyxG2z2VvcQnZ6KIG+WqJDvKhp1uGuVXHZ/auICvHi8VtzcHdTMS0thP/evxiFQjbq+3NpbRcyGUdl3mqy2MZdvv94Y+WaYvH1cyv38vpDZ7u8r1RAfzEaFk6LRuLoqKgfjH6ubur9WeFyLOLvraWl04BMBsG+HvR1HH4bSbCQkPgZevUW/vHubsxWO62dBtp7TExLC+Gvv5rJlrxGcsvauHBePJctTGZXYQs6g5WP15Vw3fJ0l/2MlCJQWNUh5hTPmhBGdKg3N5yXwUdrS6lq7KGivheA974r5r7rs+noMRIa4IFMJhNn8y1WB3+8egopsf4/67r/x2umsnpbNVNTQ0bMDR3P6I7BdBOE2afCyg4uWZA4Yim+0TItNYTd/SHx2WOkSojVZueWJ9dhNNtIjvbjiVtnHNf9641WSmpdS1hHBHrQ0K6ntcvIP97dwxt/OZuCyg569RZmZoYik8moaOjhjVWFqFVysRJFxBC39+hQL8rqulEq5OwsbGZrfhMrlqYcU/rPvz/K5cfddfh6anjl/kXH7Tp4f00xW/IbuXJx8mFL8o0HrjsnjdQYP5RKOQ//dzsgDDZBCN0sr+9m/pQImjsM1DT3IJfLxBScuHBvUbDwcBudYJEQ6UtuaRvy/ug1gPK6bl74JJeIIE/uumoKKqU0sDhS7HYHKTH+/PnG6Tz+xk4Aqptdw213FrTQ1K7npXsXjbgPH08N1y5L5eN1ZZitdlRKOZb+c2H+1MFzPSvJdeb04FK1je193PvvTRjNdh6+eaaLP8qDL2+hor6HxChfbr80i++2V5MzIZwpqT+fotnY1sezK/fi46HhD9dMOe2eaUdCVIgXpbXdRB8iBXH+lCgqGnpEQX0kU2iTxeYSKdraaeCtbwq497psVixNwdNdzS8eFspXq9UK/vvnJcP28cVP5fyws5bz58SzbFYsIf7unDMk7ezx22azv6Kddbvq2N0ppL2W13czMTEIk8XG6m3VqFUKrliUdNhIq+0HmsTz+q+/mnlElbn2lbTy6Os78NCqePK2o68MJnFohqZB9+iHR+m+dO9i/vNpLlPTQsmIPzETKmcC9iE+bgdX5BnrDEx4OZ1gNI+u4p8kWEicUeSXt1HbrCMrMQhkI4sJA2zaV8++0jZg0EiquUNPl87E0+/uFlz2m3p5+s65XL88jRc/ycfugJXfl/DADdMpr+siPT6AKSN4ZExICCTE353OXpMYPj0zM4yspEBWPLhaXC8lxo97X9hEeV03586O49ZLJvKbS7P4YmMFsyeGM/8w5f4ig724+cIJR/ozjQsCD0qBORJaOg08+/4enE5o6tDz6BHkxx7MuXPiSYsLQAbEjZGQ1rYuozg7XtnQfdz376FVkRHnL5rw+Xm70dCuF98P8NFSUNnBn14UzP1uvjCTC+YlsKeoBYvVjsVq55IFCbi7qVgyfTCV45k755Jf3k5zh56XPs0HBK+SFUuPPs+9qf+4evRmCio7mJoacszVXPRGoXwxwNvfFtFntBIa4DHitT5ekMtlzMgMw2pzEOSrpb3biIdWSV+/CV9DWx8VDT1iBAzALRdP4Lw58UQOuY+ONi3qkV/PIq+sjagQL3Fm9bMN5VTU91BR38OS6dFMSj7879nUrmdHQTPTM0KGDZjPRB58eSsHKjvQqBVoNQocDjhvdjw2u4N3vysSB68a9aG7f1cuSeH8ufGU13fz38/3U92sw8dDxTVnDy+V+XMcqOigp3+Gf3dhi4tg0dx/XTa363n63d00tetZv7uOR2/NITrUW/RuGsqqLVXiuffmqkJuu3TiYdPGTlceu3U2ZXVdh4wyuGh+AmEB7jzz7h7MVjuB/VGJBpOVN1YV4nA4yS1ro7XTQHSIJ3UtfTiBTbmNtHVt5G+/noVaKeexW3PYXdQyojDrdDrFfb31TSHLRvCg8PHUMCcrAje1kpKaLqJDvUjuP+6vN1XyyY9lAAT7aVmUfegZ9+Yh0T4D1UBGy66iFqw2B906M6V13XifmafOSUU2wjg6LNCDR24ZXeU9iZ+nuXPw/B/a/xoPJEf7UtPUS6CfFl8vDU2j2OaYBItbb72Vl19+2WXZr3/9a1599dVj2a2ExFHhcDh54s2d7Clu4abzM4kJ9eKTH8tw0yj51YWZFFV18H/v78XpHBQg/nR9NjkH5VYPkB4vlF+02RxctiiJxjY958+NR6NS4OGmQmew4N9fFWTWhHD+91UBZosdh93B5JSgQxoAKhVy2rqNOBxOvt5UyXlzBPPLwqpOUZ2emBjI2TNjebvfBTi3XzyZnBI8KqPQ0x2dfnSq7EhoNUrcNUr0Jtuw8OmjIX6MCBUDeGgHb+12+4lR3gcMGO0OJ51D8uNXnJ3CZQuS2DMk/HjAB2HJjBj2lbShdVNy6YJkvD1cZ+MVCjmTU4LZX94umjIda/vcflkWH68rJbe0jUde28HSGTHcecWkEdc1mW2olHIUCjkdPUZWb60mIz5g2PWm1SjxclejM1jo0pn4z6f5yGTwz7vmHxcj11NJR4+Rtm4h+ivIz50+oxDtpVYp0KiVtHcPlsIcMDxdMj2a5g4DdruD8+cMN/IdCZlMNkyQkA35q1YpsNsd2BxOvtpYgUatIDzQk4376tm4r4HLFiVx7bI0HnplKy2dBr7aVEF6bAAWm53bL8tySUs4kyjoD+83W4SY64XTorhkQSIAi7KjOGlbbgAAIABJREFUaGzvo76lb5gp5ki4u6mYmBgkRleYrQ4cDieKUZammJkZxvo9deiNVpbMcB2I3nd9Nj/urmNRdhQfri2lqV2PXC7jvhc2E+zvzov3LBhSrlPG15sqsdsdyOUyHA4nq7dVEx7kwYa99TS09nHvddNGDIkur+/mzVUFJEX58Ytz04e9P17RapSH9AYAISLlibd24XA4iQrx4tZLhMmLb7dW8922apd1/bzdaO0yYuo/b4prusgtbSNnYvghDaplMhlTU4PZVdhy2GiHaWkhvP+oazru0Pv7wSlKI7FsVgzt3UZkMo7Yt+jsmTHsL2/H20PNpKQgKstHEYcucUw4neNr5n884a4ZFHU9teMr/qC8rgcnwuTaQBXFw3FM33DKlCnDlk2dKjnzSpwaOntNYlm2z38qp21Ijfnt+5sYetscuIeW1nbR0WOkpKaLSclBLO6f7TWabXi5q3njIaHO+cGzPc/eNY+K+h6mpQsPaB9PDc/+bh5rtteQnR7ikq87EiqVglB/dxrb9S5lR5Oj/YgI8qSl08B5c+Lx9lBz7Tmp7DjQzJWLk4/2pzlt8PVU091nQS6D1Ngjz18dwNtDzbO/n09VYy/T048tjcNqs/P8B/sA+N0YCWMvqBx0uz5R3YX5UyJ4Z7WQq5oU5YPdCQunRnH+XGHAOjMzlJsvzKRXb+GyhUmAYPD2wI3T8fXSoDmEn8qExECevnMuRpPtsOLc6m3V1Db3khDhQ1igJxnxAS7vx4R588sLMrn+b2uAwUH2wWzKbeAf7+5GLpdxxaJkiqo72VfahlIh4/UHl7p0pk0Wm5iSZLEOpk04ToPOWaCvloz4AAqrOjhrShR6UxWtnQYy4gK46YIMtu5v5IsNFWjUSm66IBMQPHJSon3RqJWHTd9ZtbmSxnY9Vy5OHiYqDMyWO4H7XtgsVKxIDRHv60NZs72Ga5eliQKvwWQTy0XHhXmz4ggiAU4npqQEi2KhSiFnTtagIB/go/1/9s4zMKoybcPXtMxkkkx67z1AEiD0XgUERREb6oq7rmIvn313WXXtrru2de26VmzYFelFegmEkt57TyaZZPrM9+NMTjKkEAJigFx/CDPnTGbm5Jzzvvf7PPeNr6crKbF9T3SP5+Hl49iwt5SJKcHdSvZrGtt7PZ81bi6ix0xuaRPbMyoYEePLVxvzCPJ1475rhfFifLg3B3NrHS2RLdQ2tpNZ1MDzHx3Abrcza0w4PzliM8cmBbDf8fm+31Yoimub9pf1KFh8tCaLjLx6MvLqmToy5KwXFE8Gq80uDnbKalq57fnNTBkZwqy0MCeXfhDMozPynFMSPvkli2FRPk7Xvja9mc/W5+DtoWTJzDgkEgm3XT6SdoOF8IDOCqfD+XUYTNZuiUHHM2dcBH6errgoZE6G5r2hchEWoAZCZJCGV++fBQxuQ/FzCftQFctvxoJJURwtbEAq4axrS505JoyiKi0psX5npsLi5ptv7vbYihUrTuUlhxhiwPhoVEwdGcKB7FriwrycBAu703ZKRiUEUF7byve/FohOtVsPVpBZ1IjeZOFYQQNNrUZuu3xkjzFbQb5u3XwPIoI03HRp9/aLPUeraNaZmDsuXBzsGYwWbrs8FbtdwoiYzpu0h9qF1x+ajdVmF3Psr5o7lFXfwaiEALaklxPk64b0FI2zQvzcT0sJ+fMf7Wf3UWFCZbZYeeSG0+sXMRBclb99b/eVcxOZnBrC4fx6UuP82J9Vy+jEzomQRCJh8fRYp30++SWbz9bnEBbgzov3zuhT2EvqYrhpMFp46v29VDa0cd81aQx3mHnmljbx368ynPZ75rYpJMc698V6a1TcdGkyB7JruXJOz8Lf7iNV2Oxgs9pZtS6H8SOEgbZcJu02SVO6yMX4YoCr5iYQG+Y5IBO4wYZcJuXZ26eKAsCyuQmYLDbmjI9AqZBx8dRYLp4qHNdP12bz4/ZC2vRm0dDx3mVpzB7bc6vascIG3vzmCAANzXpkMikJEd5cOkN4vWsWJGIwWSivbaWirg2rVYiH7oqbSo7NbuciR8LE4zdNZOeRKkL83Hjps4NYbXbiI87+4zBQHv3zRDKLGvHRKGluNYqmzc2tRrYeLCcl1u+kK8KiQzx7vLetWpfDp2uzCfV3Y0pqKOv3lrBoSjRXXeB8v9q0v4wXVwkmuzGhnhRWaB2vqyE51g83VwVTR4bi5+nKqvU5jE4IoLiyVYzX7tgeoFlnRCqRCOKgxM6wKB/Ka3VOrWVdSYr0IT27Fh+NigCfgbcRno2EB3rwwHVjef7j/aI4setwJQ9eN5aX/28m+7JqWL0pj+QYP+ZPjGTNzmKxmgagtEbHuj0lTsfzs/U5fLu1ABAEaJsdnv1wH64uMv51zwxC/d3Zml7GC58Ix/va+UlcfYKWvpEJJyegDfH7s2FvCXVNeq6YmyCOVXtCypBi8VsxIy0MhVyKu1rhNF46GxBav+wkx/r1OyHspAQLm8124o3glCcSQwwxEKRSCQ9dP452g5lHXtuOTApSiQSz1Y7GzYVQf3cmpwYzfXQYPhoVd76wWRQrQHDHX7+31Ok1M/LquHBSFHa7Hb3RctImXxm5dTzpMIjS6oxcOTcBs8XKvS9tpaq+jXkTIhl13M1aIpEg72fJ7flGxwpqZX0bdU1tBPkOXHCob9YLfibx/b9g9kR2caP4c1ZxUx9bnjlS4wNQKaQYzDbiwnqPGDwVzBYbT763h4q6NtxcFbTpzazerOTDR+cjkUgwma28+sUh2g1mbrhoODWNejEZp7xWR6PWQIi/OwaThXtfFM6H2y8fyQU9lPkeLWzgUJ7QErVmZ7EoWGjcXFDIpaI5JAheC8cLFgCLp8WyeFpst8c7uHhaDPuzamg3ClUd9y5LY9uhChIjvLu3rkglPHv7VD7fkMO0UaHnpNP56s15fLEhV/x/blkT91ztXFX55cZcLMe1HHW0/7QbzLgq5VisNg7n1xMT4onGzQW5TILFaientIkGrYFfD1UwOtGfyCANnm5K4sK9iAv15ItNQmKM3mjGR6Ni2qgQtDoTF02NdkqPiQjSEOGI0RwR44vFaifwPJuYdkUikTAixpdnP9jHjsOVRAVreOW+mfzz4/0czq/HVSnng0fnd0v5sVptmK22E1YH6o0W/vtVBg0tBrQ6YZW6oq6Nr7fkYbHa+XJTHlddkCi0VO0SztVP1mb1+FqPvr2LB64bK7anJEX58LgjUatBq2fn4UpsdjsrlqTw97d20tJmZsGkKDRuSnYeruTCyVHitaA3ls1LZEpqMD6erj36YpzrTB0Vit0OX2/Jo65ZT3igB4fy6khLDCA6xFMUcMtqOo1ZIwLdKXWkxHy2XhClrrtwGFfMSXDarkFroLxOh81mp81gIa+smVB/d9H7C4RKixMJFkOcXXyzNZ/3vj8GwJ7Mal66d2av26pUZ1erwtnEBz8d46tNQrrgw8vHMiX17Ena+venBziQXYtSIePth2f2a5+T+ksaPnx4vwyOsrJ6vjkNMcSZILukicJKoe/a6qitGBblw9/+5LzyPX10KMVVLeL/JyQHsyOjEgClQkZ0iIZJycG8/Fk6u45W06Y3M3d8BHdf5Rzn1Rdd3ZI7HH1Lq1tFI8DeytOH6JmuJazthv5lN/eErt3EXf/aQmu7ifkTI7njip49DfqDxtGmAoMnC1smlfDZU4to1hnx9XT9Tcpf2w1mKuqEv+OOfnmr1UZds54AbzXPf7RfLOXPK2umqdWIl7swIU2N9WPt7hJ2Ha3CRSGlvFYYHH/8S3aPgkVChDchfm7UNumZ0qXEPcjXjRfvmcGb3xzmSEEDaqWc6aMGdtNOivLhs6cW0thiwNtDhVQq6bG6quv2j/55Uq/Pn+10dSAH4RhWN7QR6KMWxwExoV7kljbhppLj6aFkYnIwM0aH8tg7uziQVcuYpABclXK2Z1SidJFx95Wj+Pc9M6htbOeNbw6Lr93imPh+8FMma3YVA/DPO6fy085ithwop7HFQFKUzwmjT4diazvJKxfuLaXVLZgsNiyO42mz28WWpgCHcXFTq4H7X95GY4uBB/8wjkAfNRW1OialBjutnpbXtvKfLzOcql7UKjnzJkTSpjezfm8pM9OE0uRXPj9Eek4tMqmEtKQAahv1qFVyHr1xAhv2lfLRmmxMZhsb95X26Kfh6+nKC3dPF////sr5tBsseHkIbUR9eUQdT4egdb4ybXQo00aH8uhbu0jPqSWraDfvrZwn+kc0aPXsPlopVld0NWTtECQ//DmLscMCiQ/3FluOrDY7i6fFUFzZgtli5cuNuZTXtnL5nHh2HK7EYrGdt61Z5zLfbskXf+4ardnB/AkRrN0jLP6dTabvUUH9M4weLHy3rVD8+d3vjp5VgkWFY8xnMlsxWftXDHFSgsXGjRvFn7ds2cLatWtZsWIFISEhVFZW8vbbbzNv3ryTeckhhjjtJEV6MyzKh7KaVgxGCxabHZPZSrvB7FQhccWcBCwWG5863P47xAqAWWPDuf3ykax4ZgOVXdx3t2dU9ChYNLcaefTtXVQ3tDFtZAi3XT4KqWOgdt81aRRXtaB0kfHlxlw+/DkLtUpObJjXSTmuD+GM7hRiTXV6s+hBUHWK7sqzx0Twv58yhZ8H0Uq70WylQWvAy+PUTUV7wtNdyYolKezLrCEtKYC9mdUUVWi58cn13HxpCplFnZOadkdiSbPOyOhEfxZNjebGJ9d3e82IXgYMGjcX3nh4jlOrVAeRwRqeWDGZY0UNRARqcD2FqEOJRCJOeu12OwXlWoL83M7LldnL5yRQ1dBGu8GCRCK0cNz09AYnga+jVN9mt/Pmw3MBuOOfmyhxxGgeyK4lOkSYLBpNVv75yQE+emwB0SGe5Jc389n6XLw9lESHCr4CShfBB0EqEdqaLpwUxaHcOnw0KiEC0WihtKaVmFDPPsuQh4Dbl47ku20FTB0ZglIh44HrxvLRGuHe8+Crv1Ld0E5YgDtGs5ULxkeIMdubD5Sx35GmEOzrxs1LUkQzxVc+P0RWl4oyEITjWWPCiQn15NalqSjkwjHsOJZyuZTbl46kYoaOqGChymbx9FjSc+ooqWrpt3Gii0KGSy++N+W1rbgoZKIAM0TPdBwTmVSIR//fj8fIKm4kq6jRqW022NeNu64azffbCpyqTuua9KTG+/LFBqEl59ut+Vw8LYanb5vCLc9upKJOR2l1KxdPjeHzJxdht9tPqXpxiMGJwdz3YtEdV45m7vgI1K4KIgLPHrGwocVw4o0GET6eKmocqTmxoWeXN0+9Vrjf2AFdW//G8iclWISGdqo3//vf/1i9ejUajfDHGB0dTXJyMkuXLuWaa645mZcdYojTilql4Pk7pwGQV9bEf1cf5mBuHVf/7WfkMgn3XTOG1nYzeqOFRVNjaGkzUd3Yxv4sYdXg4qnRYr+ut0blJFh0rB4dz55jVeLgfe2eUsaPCBZ74KeOCuWtb4/Q2m7GzTHxaTdYuGZeYjeDwCH6T5th4CkhQb5u3H75SI4VNfTqadBf5k+MZPOBMoAeqwN+D8wWK9c/thaj2UpUsIYX7hx4bGtfXDQ1houmxjhNUkFopera1jR/QgTf/yqY5h3Or8fbQ+XUy+7toeTaBUnM7COmt7dWKavNzuG8er7anMeoBH+uOO54VtbpqNfqT+iovz+rhuc+3IerUs6D141lx5FKftxeRIC3K689MPuEZpLnGt9syWfnYcEK64kVk1j55i6gM60IYOywAHYfrWZMUqdxbUe1TAcrlqTywif7qW824KF2QSaTYjBZuHbBMKaODMXXy5V2g5n8siauWzCM8EAPQvzciAwWxhYfPbYAgJySRh78z3ZsNjtjkoSkJLlMysLJUb1WfpotNt785jCNLQZuuSz1vJrQpiUFkJbUaVir1RnZfKDMqUqt41jllDQ5qiDamZwazK4jwnGvamjjX58cYNWTC4HORAe1Sk6wnxsF5VqC/dwI9hP8nDrECoB7rh7N6AR/jhU28OenN3DR1GjxHFS5yLl2QRKvfZXBqnU5BPu5ERYgiJUWq5BE0ps4cTw7Mip57qN9yGVSnr9zGnHngalmbmkT/3h3N24qBU/dOkWMK+2NY4UNfL+tgOr6NhRyKSaLjbe+OcL2Los0XUmK8iY80IO7rhrN7LHhrN9bSqCPmtgwT256eoNoLtzVjHPMsAAq6nQkRXrjrnZxREcL56XJbEUqlQyJjOcIkn4siCdFnX1jW51+4GPK34MX757BP97bjburgoeXj/u9385J0bWVtLFFT3+uDAMegbW2tqLX60XBAsBgMNDa2trHXkMMcWaJD/cWIxftdjBb7Dz74X7xea3OyOIZsTz65k7cVHImJgdzw0UjxAHwyj9NID2nlthQDW6uLr1G5Y2M90etlNNutCCTSQj07RwY2+2drSFebkrCAtyJDNIw7AS9t0N0RypBNPcbEd3dp+BkWDApqsfM+JPl2Q/3iZP15z/cxz9W/DbiwMlQWt2C0Sy0aZR0aXv6rei4+SjkUmJCPLlybgIHsmv5dG02aUkBXDozjl92l2Ay25icEoxCLuVfd0+nsk5HSXUrI2J8+4wvNVtsvLQqnaqGNu64YpRoGqjTm/k/hx8MCGLIjLQwcWJaWa/jzhc2Y7LY+MOFw7iyj6SdzfvLMJisGExW/vHebiIdZeS1TXq0babzTrDo2hIil0lZvmg4OzIquHx253eYEutHea2OlFhfMnLrMFttJER4i6vwY5ICCPF3Y+WfJvD+j5mMTvDj3he3UNek5/7rxjB1ZCjNrUbuemEzbQYLi6fH9FpCvDW9HJvj5D9a2CCWpatVcmb1InTtPVbN2t0lAAR453PLZamn/sWcpVhtdlGsiArWIJdJ0OnN1DbpmZkW5iQW2mzw/o/HaG41Eh7YWfV07zVpTB0VQlyYF0G+bjS1GHBXK5yEiiP59bzz3VESIr25bWkqb393FIvVxk87irjRkSqzfk8Jr3xxSNznozVZPLJ8PFX1bTz46q/oTRYe/fNEUnrwojme/PJmx73dRklVy3khWPx6qAKtzoRWZ+JgTm2fQrneaOHvb+3C5LgfdNDYYkAuk2Kx2vDzcqWpRY9EIkEqlfDWt0eprGtjxWWp1GsNuCrlDpO8zphKhVzKzLRQiiq1HMmv5w8XDuOymXF4uSu7xNHCkYJ6Hn9nN64ucp6/c5oobg0xxGDjbAv58nBz4Z93Tj/xhoOQyCB3Sqp1SKUQF+ZNYUHtCfcZ8AhsyZIl/PGPf2T58uUEBQVRXV3NRx99xJIlSwb6kkMM8Ztw/cJhvPz5wR4vRj/tKOLbrfl0jM0r6nROKzturgqmHdcT//22AlZvzmPWmHBuuGgEIKzYf/rkQrKLGvD2VDmlTyjkUp5YMZkD2bXMGhPWLV1kiP5z7YJhfLY+m1EJAWh6EY/ONJld+rmPFtb3seWZI8TfXYyt60sIOF2svHEC2w5WMGFEkCgmJER4s3RWnHg+vfHQXDbsK+WXXUW0tpu5d1mak2FiX2Tk1bHtUAUgJFN0+NEcya/r1tKTVdQoChYNzQaxL/tErT9zxkewPaMCmx1clXJuvCSZVetyGBnnd16aOC6bn4TGTYm/lyvJsX4kx/qJ8bQdvPfDMaw2O69/fUR87E8XDyc6RMOwKB/e+OYIN/xjHcG+airq2sjIq+uSVlDF1JGhaNuMtDn8aPo6RrPHRrBpfxlWm52po0LZ4ChV72slPjLYA1elDIPJSmLk+ZscAsL5+MjycVTVt7FwSjSuSjl2ux2L1eYkOADMHhvOxOQg8kqbSXB8b5V1Op76315cFDJWOs6/jhX22sZ2PlqTRVigO0fy6yms1FJYqSXM3w21Uo7WYkKCkPZjtdl57atDTr8vMkhDfnkzmUUNNDv8TPZl1vRLsFg8PYaqhjbce7hXn6vMSAtj28EK3FwVTlU0PSGRCGOQDsHCz0tFVLAnyxcNx0UupbXdRGKkD1arjfJaHXe8sBmAjfvLyMirp6xWEOOLKrU8d8c0Vt44kUff2oXZYuPTtTno9Eex24WY4dcenC3+3h2HKzGaLBRVtmA0WTGarBwpqMdgsuDtoRK9SIY4+7APFcoMcYq8/H+zOJhbR1yYF679tH4bsGDxwAMPEBERwc8//0xtbS3+/v5ce+21XHnllQN9ySGG+E2YMy6CtKQAvt6cz5GCeuodK6YABpPzqsPoxL5v/gBfbsqjudXI6s35XLtgGAq5cPWWSSWM6GWAlRDhTcIpRO21tpvILW1iRIxvry7uVqsN60mU0p6NbNhXitliZ19mDVqdsdeKlzOJvasSNkgkepWLHF9PV+qb9SRG/nYrjnqjhYLyZrw8lCzrwQm+69+iv7crB7JraGwxsiW9nKsuSBDLwE9EcWWnsVd+eadRbU9VD8Yu/bUpccIk+0B2DWknOLc7ytA91Ar+9qcJGExW8Zw6H7Db7RwpqCfAW02QrxtKhYzLZsVhNAvfQ0+96Ha6fzffbyukXmtg84Ey9Ebh+trYYnT8DkFEaNQauWCCsGIbGaThliUp5JQ29ZkmYLPbsdrs2Ox2hkd7MzrBH4Vc1qf5YliAB28+Mhe90XJaIowHK7VN7VTW6UiN83eU4jtjMFlQyGVMTg1xelwikXQTKzpQqxROcZObDpRR6qgk23m4koumxojPfbQmiy3pQoLTwslRZOTV4+up4h1HkgAIx89stSGXSnBRyNEbO8/Tyjod9764FRBia/28XLlgfASfrs0mq6iRPywc1uv909tDxcPXn13l0KdKXJgXHzw6v89tGrR6/vr6DlrbzYwfHkh2SSMLJkZx8bSYHo+5TCYlMljDrUtTWbu7hMIKrShWAFQ3tGOz2ZFKIDnGl6OFDcSHe5OeI6yM1jd3xsjvPlrFsx/sA+DKOfFEBHngoXahvlnPq18cwt1VwX8emDVkknuW0p+WkCGG6As7Qvuf1WaDfjWEnIJgIZVKWbZsGcuWLRvoSwwxxBnD20MllqNu2FvCy58f6raNUiHlkumxNLUKKQG9MWN0GN9tK2BKaogoVpwKOSWNvPH1YaKCPbnjylFO5ZQgTCTufGEzDVoDiZHevHBX9xKw2sZ27n9lG20GC3+/cQIj43vu17fa7Ow+UkWgj5q48DNXOtvSZsLVJj1l88IGbeegSDlIhJmoYA35FULbRVSI5+/8bgQKypvFAeTOI9X832m8TB/Or+Ptb4/Q0mam0WFSJZNKmJQazIWTovr0ipg+OpTc0iYSI7wJ9Ol/pVGIf+dkM6BLtUNqnD8XjI9ga3oZJkdE8ah4Z2Eiv7yZosoW/r0qnZQ4v15X9rq2hDTrTHy6NpuckiYy8uqZNir0nKmMMpqt7D5ShcVq4/tfC0mM8ObWpamsWpfDqnU5qFxkPHfnNPH72LivFE83F164e3q3CUZ0iCcF5VokCOaKc8ZFkFXUQL3WgASYnBJMS7uJZp2B8hphglpSJUyCdh2pYlSCcKwWTY1h0Qne95b0clFgfu+HTFY9sbBfn9fbQ4X32WX+flJodUZue34TRpPVKcXqw58z2XKgnNGJ/mzcV0aAt5oX7p7eLaK3v4wfHsT32wpRyKXdorjDAoTz01UpY+mseK66IJHc0iaeckR6J0Z6c9XcBDzULny/rUAUKwJ91IxK8KeyrtP3pM1g4V83jMdqtbHKYYht+8nOU7dOGdD7Pl85lFsnpjhtPiCISWv3lDBrbDjeHp33zk37y8gra+KymfH4e7uycHI0w6J8uOffW0WvCoAJI4J474djfLetALVKzsv3ziQ6VMPT/9tLVnEjN148QtzW0qWdbOvBCmoa2/nDhcMocgjPOr2ZZz7Yx2M3TerXmCA9W0ibGZnQtw/REKcPs8VKU4vR6X4rcuKwyCHOEHszq1Er5T1GuQ9mbn1uI9UN7Ugk8MHKOf3aZ8CChd1u58svv+Snn36isbGRH374gX379lFXV8fChf0bSAwxxO/BtNFhfL4hl2qHuy4Ipn83XpLMNX9fg81mJzpEw4olqT2aYv75kmSuXzjspCoZDEaLY+KkJTbMyyk7/suNeeSXa8kv1zJ3fES332kwCWkP0HsM6tHCeppahVXMvceqexUsPvkliy835iGTSnj1/llO/cm/Jfe/sg2DGf5557RTipgzmTsHQplF9aQlBZ2Ot3dK/OVPE7jrhc1IgEf+OP73fjsATh4qrsrTK+x8vCaL4ipnryKrzc72Q5Xsz6zh86cWIZVKaG038cS7e2hpM/Hw8nFEBWtYPC2W+RMi+WJjHv/58hA3XDS8T3Gwg8mpIdxyWSolVS38qcvAWCaVcNdVo5k3IZJP1wqtQscPsFwcq4lymQRZD6adHcwZH0F6Ti2hAe4kRXqTGOlNTkkTQb7qc6p8+T9fHmLLgXKkEsHpv7BCy4JJUVQ6JjcGk5XP1+Ww02G8CFCvNZBV3MjklBA2HyhDrZIzKSWEp2+dQl5pM3HhXqhcZMhkUqrq2/hiYy51Te1MHSnEKR4rbODz9Tn4e7uyzhF3l3eSkc6zxoTx844irDa70/XzfCe3rEmMFd6fWQOA0WThy415AKzfW4rdLhhodlQn1Ta2M2dcxAkF97W7S/h0bTaTU4KZmBKMyWzFZrORU9LEx79kM3FEEDPHhHPVBYkkx/rh7+Uqnn8Tk4O5d1kaLW0mFk2JFn9X1/vmny4eweTUEPLLmnnps3Qq6nSkJQYS5KPGaLbi59VRJXZ+t/MMhPhwb5QKGWarDW8PJQ1aA7WN7dzwj3U8snwcsaFerNlZxJebhL+Tgzl1vP7QbCQSCdEhnsSGacgr0+LuquChP4wlNd6fJ97bAwim4TK5BIlEwl//OKHb7546MhT9lRbqtXo+XSuITtszKnjwD2MpKG+mqqGdnJImdmRUMH9iVJ+fY8uBMv71aToAf/3j+B4jcIc4vZjMFq7ZYR0aAAAgAElEQVT+2xrMFhvDonxEE/sOZFIpYO1557MYV5fBsQjWXz75JYvP1ucC8PD145wi3wc7HfMvux2yihrozwhrwILFyy+/zM6dO1m+fDmPPvooAEFBQTzzzDNDgsUQgxqlQsYbD8+lsEJLYYUWH42SccOD+O/qDNHUraiyhZc/P8hbj8x12tfs6IdvbDGwYV8pvp4qhkf5io72PWG323nwP79SVCmswksl8PZfLhAHdmOSAthzrBp3VwV/e2MHk1NCuP+6MaLxp1IhQ+PmQkubifBeYh/HDw8iOdaXljZTnzFxWp3QCmO12dG1nzlHZJvNTrvBSm5p0ykJFl1RuwyOqMkdGVXo9MKK4a6MKhZPj/2d3xF4qJX8667p7DpaxeJpMSfe4SSICNSQVdzU43MGk1UsSd+XWS2aL67fU8JNl6bQ1GLgne+Oin4ULnIptzsiMk/EoinRvT6XFOXTq9npvdekse1gOYkR3nioe19dTksMENMQAP68OJm54yII9FH32oZ1NqJt7WjPEK51IX5uBPmqWb5oODKZhKZWAwUVnS04rko5CRFexIZ68frXh/llVzEAY4cFkpFXxyXTY3FXu7DjcAVTR4YSE+pJZmEDlfVtHC1oYNyIQEbE+PKPFZP5YkOu+LpNJxkhFx/uzWdPLaSyro3IXq6D5yOxoV7IZRIsVjvJsYKQ07V9p2ORXCGX0qY388+P92O3C54Ek1NCSInz67GNBGD1pjwaWwz8uKMIF4UMq01oy3nr2yO0GyzsOlLFuOFBuLkqehT3Z4/tboY6f2Ikrko5Lgopk1KEAXZcuBf/eWC203ZqmZRX759FfbOeqD7ur0P0TF5Zk2i8PCE5CF9PVz76OQsQzIk/+SWb4i6GzBV1Og7m1ImeGCv/NJGdhyupbdLzxPt78PNyFYVCV6UcT3clb35zmOqGdm66NLlby1VcuBeRwRoaW4ykZ9dw+ex4wgI8uO3ykTz+zh5cFFKSonxO+DmadZ2Rh1rdwKPMh+g/G/aWimPd42OMAWaPDePbbULql7/nuSPmx4efXcLoJkflFMC6PSVnlWDRFVeVAlvfFmPAKQgW33zzDd988w0+Pj489thjAISFhVFWVjbQlxxiiFOmrKaVLellaHUmRicGMCW15xNYJpUQH+5FfJe2iMVTY9i4t1Q06Qv1d74B55c189c3diCVSPD1VInJEBIJPH/HtG433/yyZl5bnUGIn9opqcFmh+KqFlGwuHByNBOTg3nwP7+i05vZdqiCFZeliqW7UqmEV+6bSWZhI6N7MdhyV7vwzG1TT/j9LF80HDdXBSF+bgyLPvFg4XSRGOGDRNa9h/pUaNINjszsUH83OlIVQ/wHT598QYWWzMIGJqUEERl4+toZbl2aSpvBTE1TO5fPimfjvlL2OlZ2AUwWGy5yKcmxfvhoVLQZzExIFiphXvniEPuzOrf9ZXcJAT7qblGkpxN3VwULJ/cudvRGx0pjb5RUtbB6cx6TU0P6terX1GIgI6+O0YkBv6v3yh1XjOLbbQWMiPYlKcobjZsLCrkMtUrB1RckcvMzG5y2D/V34/GbJnGLo4Szg47j+NOOQlZvzsNuhzW7iln1xEJCA9yprG8jwEctVrgAzB0fwVeb8tAbLQMS9lQuctHUFQQB+cuNuUiAy+cknLBioLapHW8PZa++DSCIq7uOVhHofWbb5gaKj0bFK/fNorS6lfEjgjBbbLzoWJHuitliI6e0SRQw1u0p4eedxSyZGedUtdSV6WmhfL4+l7SkAC6eFs2aXcXojRbaHSap/l6uKE9yVVIikTCjl3jw43F3VZxUG6HJbKWlzSTGfBpNFl7+/CBqlYKbL0055/yddHozVqtNvJ4YjBb2HKsmPsKLlFg/fDRK2gwWpqaGEh/uRUF5M1qdiYunxpDuSNmRSyVYbB0xpZ3XJW+NinEjgrjxyfUAVNa1iYsceqOFnRlC7DOAxs2Fe5elifseLajnr6/vwGaHB64bw+2XjxSfG5UQwAePzkcuk6BWnfjYLpoShd5gRiaTMndc77HXQ5w+Oip6e+PGS1KxWO3UNLVz/7Vjz9C7+u3JLGo48UaDiIRwT2obhXvyyISzqyVEKhXSqEC4zrf8loKF1WrFzU0YBHesBLe1taFWn39u6kMMDlraTNzxz81i3+W63SW8//d5Tn3XqzflkV3SRGSwB7PGhBPq747JbKW0upXIYA1fPnMRWp2RkuqWbmXHB3JqxIGau7rzRmu3Q3VDWzfB4qvNeeSXNZNf1swl02PZdURYrXB3VXQTC7w1KhZNieHjX7KYlBzcrc/Y19OVaaNP3QFd4+bS6+D0t+SBP4xBqTy9k7T+DHbOBCmxfkQ7VgA7Vjh/b+q1ev67OgOAB17dzhdP9m3QdjLIZFIe6mJy56qUOwkWLo5JY4C3mvdWzsNms4sTSfFfmQSzIwp1+6HKUxIsjuTXU1bTSlSohshADW6OCc63W/PJL9NyzYLE0264aLPZeeDVbeiNVrakl/PRYwtOKELc/s9NtLab8dGoTmiY91sS4KPm5kt7jg718lAS4KOmtrGd5BhfFHIpV89LxGyxUdekd9o2Nc6PnNIm4sO9OZwvpOPYHROfB64dwytfHEKrM/LzjkLmT4yipKaVED83Pn9qYY/JFANh7e5i0edA467sswrnw58z+XJjHlHBGv59z3QUchkHsmv471cZxIV78cB1Y5HLpHy6LpvP1+cik0p4+b6ZYrztYCY80ENs70vPruXXDKGCyctdiclipd1gwV2tYPHUGBIjvMkubuT7XwsBnPwjjue6BcO4Yk6C6BdksXSWgV93YRIXTopG3oMZa3+w2ewUVmoJ8XMjPaeWHRmCkaerUs6xwgamjw49KWFPb7Rw74tbqajT4e6qIC7cC6vVxpECYRKiUbtw/aLhA3qvgwm73c6rXxxiX2Y17QYLNrudlTdOJC0xgH+vSmfXkSrcXRW8+7cLeG/lfKfr7yPLO1sWV944gW3p5WzYV0qt49zee6zaSaSVy6Ri9Q4Ixt5jkgKID/dmdFIArkrBPDXJ0bKTkVtHZUMbEjrjxzt8NPLLmvl6Sz5piQHMHR/R78+rkMtYNj9pwN/XECdPT2bKx7PispEn3OZsw3KWGWz7e3XOt937G7UxSAjxc6e8Vrj3aNyVtPQjYG/AgsWMGTN45pln+Mtf/gIIF9GXX36ZWbNmDfQlhxhiwOiNFl5ale5kEmVHqGRYtS6HTfvLSI7x5WBuHSC4WK/bXcIHj87n72/t4lhhA2mJATx+8yS8NSoxrq0rM9PC2Xm4CplUwp1XjuRgTh25Zc0E+ah7jFNLSwxg5+FKfDUqLp8dz58vSaa4qgU/TxXuPZSmXzojlktn/P7tBIOZqGAPiqtaUSqkJPdh7ngm+dsbOyh0tPusfGMn/+zBFPVMU9tlJdz2G9+Eh0X74OXuQrPOxMIpzu1IMqnEyUT27qtGMzLen/hwL9btKSE9p5als+MG/LvLalr52xs7xMFxkK+aV++fRWlVK+86Egoq6lq5fuFwIoM1fUa8VtTpeOe7owQ6JvTNOiO/7CpmRLRvN7M3vdEiJmBA39GaINwfWx2rkyfbCnEmcVXKefW+mdQ0tnerLrnv2jGs2VlEZlEjShcZNy9JITJIQ32znsff2Y1Ob+K+a8YAsC+rhu0ZlQAcKWhgc3o5uaXNBPkKFRc1Te38Zfn4PiMZv96cz8GcWq6el9it3cDqMAwtq+n0UvE+gc/IQUeaQXFVC40tRgJ91Hy3tYDaJj21TXoKK7QkRHj/bm1zp4uoEA0+GiVNrUb+ePFwxo8IdmqrCHDcrwJ91OSVN3PNvL4ng13Nja+Zn8TqLfmMSQrgqrm9J7r0h9e+ymDdnhKCfdVUOa5Xh/PrMVus6I1W9mVWd2vzstvtGM1WpxatplYDxZUtmCxWKhzii05v5lBunZN/T0+JQmcjdc161jsifTs4kl9PWmIAzY52L73RQmubCbVK0c3Ee29mNQXlWhZNiWbZ/CRKqltFwSK7uIkn3t3DiiUpBPio8dGoeO6OaXzySxbF1a2Mjvdnx+FKTGYbVfU69EYLwX5q5k2MoqhSy8q3dmK3w+JpMVw2Mw69ycIl04WWxP98dYiCci3bD1UwdljgOeULdM5hH4oBORsYlRjAD9uLUCqkomh4tvDgH8by1aY8Rif44+WupPzEuwxcsHjkkUd46KGHGDNmDBaLhdGjRzNlyhSee+65gb7kEEMMmM0HytjXpdQcIDpEwwsfH0CnFwadB3PrUCllGBwTDYvVht0OuaVCP37Hv70R6KPm5f+bCQjl4DWN7cwdF8HYYYE9bj9vQiTjhgXiqpKjkEmpbWwnMshDrEg6nh2HK/l8fQ6TkoO7rSjklzVT29TOxOTgXvuNzwemjw6jsi6H1Di/bgOx34uOyEbh58ExGXVX/7aD8wPZwoS0oLyZK+Yk8N7KebS0mcRqpromPV4eLuzPqiEjr57F02II8XfHzVUhroKfSsxvBxarzWktqLqhndY2My3tnb3O5bU6/v7WLrw8lLz58JxeK3M+W5cjtjmUVLfgIpeRnlOLXCbhvb/NcxIx3VwVXH1BApv2l3HZzDhcTzAZkkgkjEr051BOHRMGoWmc1Wpj19EqQv3diQ7xFMWKsppWXv3iED4aFfdek8a0UaG0tJlo05vxcFSB+Xm58ur9nQsVNpudzKJGJCAem47qjK4tJe//eKxXwaJBq+f9HwXBSac38eK9M52e/99PmXy7tQCAeeMjmDEmrM90GoDrLhzGR2uyGBXvT6CjHW/aqFAy8uqIDNYQ4ahQuH7hMFyVcoJ91T36MgxW0rNrkcslpMb5Mzk1hMP59Xh5qJzaKgxGC+1GCz4aFYunx7Jhbwk/bi9k6ez4PsW8Di6fk8Dlp6l9K69MuN9WdfmbsFptWB2r+War86TJYrXx19d3kFnUyA2LhrN0djxGs5V7X9xKg9YgfkYJIJFKcFXKaXPc+9MS/bly7m/XdnYm8dWoSI715WhBA+GB7nh7qLhwchQA9ywbzffbCjlaUM+fn97ANfMSncYSFXU6nnpvDzY7lNe28sB1Y3no+rFs2l9GXbOeT37JBsDPS8X8iVGs3V3MxORgHr9ZEI5WvrETg8nKkYJ6sZKuur4dg9EijqdAEPtuulSo5Kyqb2NfZg0tDiFQIgFpH+bHQ/z+SCTnVuvUuUpaYgD3XD0Kd7XLafOGO1M0aA2U1+jw9+p/tPGAR7Xu7u689tpr1NfXU1lZSXBwMP7+g2PFc4hzm/LaVp77cB9RwZ7cd62wohcT6olcJhXjtEYl+HPrZamseHaj077P3TGN4kotVfVt4uT/rqtGs3FvKQsmRfX7Pfz703QKK7Ws21PKJ/9Y0OskyFujwm6388h/d3CssIH5EyO544pRvPZVBvszq7l+0XBmjRH6Mj/8KZPK+jaKKlu4aFqMaBBYUtXC/a9sw2qzs2xeItecx+WRHzpMw/Zl1VJSpSUy+PePEX3w+jE8/J/tAE6tEr8nZvNvt0KycV8pL312UPz/Bz9l0thi4Jst+cwZF4FMKmHVuhxC/NyobmzHZrNTXNXCs7ef2GPlZIkO8eSR5eNJz66hok7H2GGB+Hu74unuQmKkN0WVWnw0Kirr29DqjLQbLL2eq7FhnmxJF3T+YwUNjBDbeyQ9ioRLZ8UzITm4T5+Lrjxx82SMZuugiePtSocAoJBL+e+DswnydSOvrIm/vbFTbIObNiqUKSNDKKrQ8tg7u1HIJTx3x7Run39HRiU/7RB620fE+DJhRBAxoZ58tSkPfy9XcXXY0733ElYPtYuYEBEd2v37rejSxlDXrGfNzmJMZluv4jHAmKRAxiQ5P3/BhEhmpIWhkEtFIdlD/fu0zZ0KXZMUbr98pOgt8NHPWXyxIRetzsiKJSm8uCqdplYjd105mphQTzHeu1ln5IHrzmwv+k2XpvDFhlzSEgPYl1lNTmkTNy5OJsTfncN5dVwwIZKmFgMf/JyJv5eaOePCySwSDAB/PVTB0tnxGIwWUSTuuPe7qxW889e5HMyp47mP9qOQSbl+4dnfCtKBTCblmdumdruWmB2tP0tnxYnn368ZFU6ChUwqXMtsViEd6O1vj7B80XDmjIvg6f/tEbfzcHPh+Y/2U1GnY8PeUj57aiEKuYx5EyPJKW3C20NJZb3Q6jF2eCBurgriw715ePk4Kut0XDRVqKrYe6yaJ9/fg90OapXwXu12sFnPrtL7c5Gt6WWsWpfLhZMiuWSGc5Vjf1pChvj9+WVXMa99JbT+PnnL5F7TAQcjr6/OECobK7XMG9c/b7tTXoZTqVQEBgZis9moqRFWpwIDex80DDHEqfLQf7bT0maiuKqVhEgvLp4aS1KkD289MpfiKi21je0E+am5819bkMskhPq7o20zMX1UKDEhntitdtJz6mh3ZMHPTAtjZj9NwDroKGd0VytOaPRmNFs5Vij00R7IrqVBqxed9ldvyhMFi7SkACq3F5EY6e00qWptN2F11Lx3lHwOgVhi/3sT4uchTtqCfU+fueWpoFb/dv4ex/8NpiUF8Pn6XFrbTXy5MZcEh9N2ZX0bKhcZBpMVr1560SvqdGw5UM6EEUEUV2nZkl7ORVNjTiq6blJKMJNSnLd3Uch4wdGaU1Sp5atNeYyM9xfN+Hqiq9HY/ImRFFUKSRkWq0102+/AarNzwz/W0mawEBPiycv3zezXex2MYgV0HlOzxSauSq/ZWSyKFa5KuWhAeaSgHovVhsUqOMhHh3hSWKHFZrcTF+aFp0enEDEjLYwLHULwyHh/fj1YQX2zHo27kj9e1DmJ/PiXLPJKm7l+4TBiw7wwWWy0tgnvqbEHA7gJI4LY5/BNySpuxGCykp5Ty+dPLTqpz709o4JXPj9IXJg3j9008aw1ZWzWdZ6TVpudyCAPSqpb8fd2ZZcjnvaHXwvFarBDuXWkxPnhIpdisthOqTxfb7Tw4/ZCgv3cmDqyd5+lBq2esppWUuL8kUklpMT6kRIrGMUtmek8YeqobPnvVxls3CcYuW/aVyI+HxmswWK1YbPZUSqEa8z0UaFEh3qSGueHWuXClJGhvBHqiUwq4bUvM8gsbuS2pSN7TC45Gzn+WrLyjZ0cK2pELpMwZWQIOSVNXD47XnzeYLIQ5OvG07dO5esteew+Wk15rY7QAHcWTo4mp6SzwnT1pjzRE8VVJUcqFcY400aFMm1UKJ/+ks3nG3KQSiUsndX5O443Of9pR5FYdeHprmJskhdjhgUM+O+trklPZZ2uz2SbIfrHC58IAuc73x9j0dQYJy+aIN8hL8KzgaqGTqfKeq2+jy0HHwZT55jK0s/1tQELFjt37mTlypVUVlaK8WgglL5mZWWdcP+MjAyeeeYZJBIJKSkp/OUvf+Gdd95h48aNhISE8Oyzz6JQKHp8bIjzm66Th9a2zkmrv7cr/t7ChGTlGzswObYL8nNzikx78LVfMZlt/HqwnKkjQ6lpaueOK0adVHTaQ9ePZX9WDUmRPmxNL6eoqoXLZ8XjrVGRX9ZMXXM7E0YIFRwqFznXLxzG9kOVLJ0dh5eHitQ4Pw7n15OWFIjZYkUhl7FiSSqXzYzHW6N0andIjvXj1qWpVNW3nTNlrQNFKZdidFzdBksE1X++PER+uTC5fW11Bg8PgiqL39In4eJpMehNFmQSCanx/oyI8UVvsLAlvZyJycEsnBzF/37KRK1UcKSgHqlEgh0b9764hSUz48gqbmREjC9TR4by5Ht7KK/V8f2vBRhMVmw2O2U1rSclWJyI6BDPfq0em7pcV+ZNjOSNrw8Dwqrk8bGmDc3ttDkm8yXVLZzt/GnxCDTuLkQHa4gNE4SJSSnBbEkvx12lIG2YP+v3lhDm7860UaFkFTfiopAxfVQoB7JrePyd3djtsPJPExg/Iojn7phKu8FCcqwvz36wj8YWAxdPi+H5j/cDQo97R/tQUaWWzx1Z8kjg8ZsmYbPZRV8Scw+jmaYehFuZ9OTNH9fuLkFvFErci6taTkub0u/BoinRtOktyOUSFkyMZN6ECJpbjTRoDeSWNtHaZmLh5Chsdqis17FkZiyBPmr+dc8MKmp1THSk+HSlrKaVn3cUMTopgPHDuz/fwYc/ZfKjY0U/4G61+B02aPX8+9N0XBQyVixJ4f5XtqHVmVgwKcopNaIvQgMEs1wJUNvceU3bfqiCPUeruHFxsjjw1RnM4sp+ByF+7pRUtYjeVWt3F58zgsXx5JY1A2Cx2gnwVov3IZvNzmNv7+Jgbh0XTYkGCaIJsUQixBoD3HDRCN74+jDtBgt2Oxgd36tWZ+LNrw9z61IhGWLXkUo+35iLzQ5uKoW4f0/MGhPGwdxa3FQKHvrDWPHaMhC0OiN3/WszOr2ZS6bH8udLkgf8WkM4o9eb8eiyqDB7bCTvfHcMvdHa47VhiMFBXpc29uIKLZxFgS1qpZyWNqFNTKno3717wILFX//6V2677TYWLlyISnXi3sfjCQkJ4YMPPkCpVHLfffexd+9e9uzZw6pVq3jrrbfYsGED48eP7/bYhRdeONC3PMQ5QkK4l+j8PSKm52jOKaNCOZQn2M7Ghnry/Ef7SYjwIsBbLQ6AbXbYdkhwU/9mS75TLNeJUKsUTB8dRlGltrOsttXIlXMSuO+Vbdgc7RuLp8Xw5Pt70eqMPPiHseJK/FO3TuF/Px5jtcNY7l93T8dFIRMFl+MZSCzjuYixy+SlsKKJYdG/f5RToE/nMQvo5fidabqmYqhcBubi3xsuChnXzEvi4de28+m6HOaMDedXx3mkazcxKiGAlxICeOPrwxwpqMdmt7PzcDUAr68+jE5v5ucdRSRG+IiRly4KGWH+7uSWNZ82IWp/Vg1ZxY1IJVDbpOf6hcOcEoOOZ/mi4fh5uRLi7058uLdoVmq12dHpTU7JPQE+bsRHeJFf1syccyBqz9tDxU2XOCeHjBsexN1Xj+aFjw+wcV+nJVZipDcPXz9OrFaprGsTV1Er6nQcK2zgpx1FTBkZwr7MGnYcFsw3fTRKJBKhJLy8tlUUav28XPHRKGlsMYrVORo3Fx6/eRJH8+uZN9HZyBWE62FJVQsuChnbDgrvTW88+Yqr+RMjySlpJC7M+6QE68FGg9bAnmNVyGVS5o6LwNfTlc/W57JuTwnDo314+y9zqapv42BOLVabnV1HqogN8yIqWNPr535xVTp5Zc38sruYjx5b0KNRNIDCsdIvkeBUbbh2d4mYHtOgbRfNTCtqe08lKaluQa2Usz+rhvBADy6ZHkt8uBdrdhazJb0cTzcX4sO92Z9dg8lio7HFwNJZcRRXtXBtL62SoQHupCUGkFnUwPyJUSf8Ls9Wbrokmbe+PYLFaqeqXofdbkcikdDabhIFm3V7SzCZbUgl8NhNE/HRqMQxyawx4aQlBvDzzmISI735eE3nwuOaXcVMGRnCJ79kk1XcKMZ4G4wWlv9jLfdcncbsseFUN7TxydpsYkI8WTIzjpljwpmcGuLUctVfGrR6DCarGC/frDOKfmQVfSTbDHHyHH9o5DIpXzx90aBtYfytUCvPrs/aEWkKUNrFgPpsoGtVoLGfLcwDFiyMRiOXXXYZMtnADnBXvwuFQkFeXh7jxwuRS5MnT+aHH35ArVZ3e2xIsBhi2fwk6j4/SHigB8OiejZFWzAxilHx/kglEh57ZzdlNa3ipApAo1Zw4ZRovtqYh9Vmx8ejf6JbfnkzMqlEvMmrVUJLiNlRVtvSbhInOvXNel754pDYDrJudwkrLksVX6tjMFdc1cKHP2dSWt3KdRcOO2tX+c401kFiZJ3l6KsGyCru27j1TOHloWLRlGj2HKvudSB/KhhMFrKKhc+96UCZOGEtqNCK21x1QQJGkxVPdxd2HK6kuqGdAB81ugotKqUclVLGyhsnsOtIFWlJAfh5uQrxpCcxcTQYLfz9rV2UVLdw37VjxJXgvLImHn9nt9O2Egncc3XvoqRapXCKV106O573fjhGapxfj60+/757Rr/f52DEbrfz/o/HKK1u5Y8XjyAySMORgnr8vVwJcnze/Zk13fbLKWni5mc28Pwd04gL92LexEiqG9qw2excOCmK21/YTG1jOzsPVxLg7SqYIEqE9pBRCf689tVh0nPq+PDnLG5cnIyH2oXXHphNXbPeyQ+ja8vA8WjcXES/mLAAd37eUcQCh/HgyTB1ZGifbQxnAxarjec+2k+RI6loe0Yl7q4KdjhSWjKLGrFYbLS2m8XWwoZ+VGB1lO2rVQrkfbQ9/uHCJEL93Qjycet2/L6U5WKx2imqbGV4tA9+Xq69Vgl+u7WAd78/6hSj+dStk0mN82dYlA+Xzogl2M+NdoOFp/63F5vNzswx4aKBam/IZVIev3nSCT/v2c6Fk6NZs6uYosoWdh+tpq5ZT4C3Gk93JRdNjWb30Wp8NEpyS5txVcpJjPBmb2YNB3PquGhqNC4KGZ7uSpbNE9JfooI1/PfLDPZkVhPi58aHP2WKVRx2O1w5J54vNuYBgqCxYU8JeeXNGExWthwoJyXWj7hwrwG1WZVWt/B/L2/DZLZy3zVjmJEWRmSQhpsuTSazsJHRif60G8yDJtr8XOV8EiuAbq2fg52IYA01DkPrhIieF28HK9YuA/j+LjYMWLC44YYbeOedd7j55ptPWjntSnZ2No2NjWg0GrFPzsPDg5aWFlpaWnB3d3d6bIghUmL9ePsvF5xwu45Bd6i/m1P8HcDY4UEkRHh3GcB19n/VNLTx/a8FHC1oICnKh1suS6W6oZ23vjnM/uxaJBJ47KZJpCUGEOij5t9dymplMqlj+zbySps45pjMKuTSbmXu1y0Yxgc/ZxIT6sl32woBoZzz6dumDPzLOY/w7MUX4UxT16VUua6pvY8tzyy3XJbKLQ6BzGg8vd4nrko5IX5uVNZ3rq4DTrIDFq4AACAASURBVH2w3h4q7r56NCDEIba2m/BQu7DnaDUxYZ54qF3wUAstJh3E9VEyvGZnEZWOtqgOQ9q8smZROHlp1UGSY325d1mamErRlY6Vuv5yLkxm++KDnzL5ZouQtCGVSogP8+LTdTmoXGS89sBsAnzUTqWasaEakEgoKNditth4/8dj3HDRcOLDvbnqgkT+/ekBnnx/D4HertQ2tqNxcxETIGamhWG22JzO2a6tHu5ql15X8E/EFXMSnISm8419mdXkOyaSCrkUuUwimuK6uSrQGyzc+a8tvHDXNLzclTTrjE4rc73xwHVj2XusmsRI724tUV1RyGXMnxiF3W7n2635NGoNVDe209xq5O6rR/PyZwexWO2kxPlx3YJh6I0Wth0sJzHSx0ls6EjpsnQxZMzIqyM1zh+JRCK2E6hVCl685+wWC38rpo0KpaiyhRExvvh2SX1ZsSSVFUtSMZqt7DlaRVyYF7llzby4SvAxyC1r4vJZ8aJPDYCLXMo9y0ZjNFvxULvwwKu/AiCTSbj98pHMTAunplFPVUMbeaWNTgsIMqkEb83A788lVa1iS0puWRMzHB5ji6bE8M2WAnYcruT11Yd56f9mntWVUYMFO0N+IDB4FsH6S9eKUW+Pgd0/fy+8NCpxnObppkTXcOJ9BixYzJs3jxtvvJE333wTb2/nFeGNGzf2spczzc3NPPHEE7z00kscO3aM6mqhbFin06HRaPDw8Oj22Mlw9OjRk9r+RIwZM+a0vt65zun+/ntjf1YNr399mMQIb0Yn+LM/q4YQPzemjAolLsyL+64dww/bCjha2IjVZmN4lC+LZ8QCQjJATUO72Ndqsdq45blNouN4YWUL8yZE8u73xzhSIFRE2O1QVaeDRCGS7/iy2o7Yxpuf3iA+dtPiZEYmODv4piUFkJYUQLtByIyvb9aTEDHwHs/zDZPZ8nu/BQC6en8NJh+w+17aSkGFlounxnDdgvgT73AStBssokt8V/RGC1abvVvkrItCJt5cp40+eRHgWGED/10teEoYTFaxBz7Ax1VMB2ptN7HrSBUTkysdkxzhXB0V789VFySQ3MtqfVd+3F7I/qwarl84jAAfN7aml5MY6d2jkLLlQBkfrsliTFJgv3vyBxNdK4MCvNWUO8qsDSYrDVoDAT5qfL06J5Q3L0kl2M+N11cfZu+xag7n1/PsB/t492/z2JJexoHsWkCorBGiL208/rYQoVhQoWXzgXI81C7cc/VoGrQGLpra2eb2w6+F5JY1seyCREL6EJYMJgsVtTqigjXIHOJYTWM773x3hNzSJhZMihZXiM8XIoI0uCpl6I1WVixJdWpRC/JRU1ChpaaxnaziRnR6oS2juh+ChatSLk4U+8OeY9W8+/0xp8fCAz144a7pPPHeHj5fn4taKedoYQP7MmvwdHfh3b/NE1dxl81LpN1gxtXREuKqlDN/QlSPvyuvrIlvtxYwdligaFrdwbvfHWXDvlLSEgO479ox55U54xVzErh4WgwqFzmt7Saeen8vtY3tjB0WwJ8WJ6NykTN9dBjbDpazdneniemOjEp2HanipXtnEB3iSU5JI395fScgVLn4erry8PXj2LS/jDHDAkiKFFZz779OGBM/+OqvonAMsHxR3+13J2JiSjDzJ0ai1RlZ0iXBwmyx0uAwF7Ta7KRn1w4JFqcByVAqyFlJeEDnvTLAZ3AYvveX8cOD+GlHEcG+brj10yR+wILFXXfdxdixY1mwYMGAPCwsFgsPPPAADz30EP7+/qSkpPDpp59y0003sXPnTkaOHNnjYydDcnIySuXgWIU9H0lOTj4josW3W/OpbWyntrHdqe3jxx1FvLdyHm9/e4TNB8qJCPLglftmOU2mXrp3ptNrtevNolgBQupDsJ+bGMEnl0kZHu1Ddmkjwyt9+Wx9Dm4qBd4eSr7dVsicceHcsiQVq83GLUtTeeHj/QT7uTNnfESv71+tUvDq/bOobWwnpocIvyE6CfZzpapej0wGMaGDQ9xRdll9VPaxEnkmyS9rEst3v91WcNoFCzdXBYunxfDroQpiQjVo3JT8eqgCm83OtvRyZo4JI6e0CXdXBWEBHuJ+Ta0GftlVwvAon24CXl+4qxXIpBKsNrtT4khtk148XyWAWiUnIcKbNoNZrPxQu8r7JVZU1ul485sjAGQXN5Ic68eeY9UoXWS8+9cLulX0rN6cT12TkPhz1dyEPhNIBiOXz4nnta8yiAj04KZLkmnQGpBKJUT8P3vnGdhWebbhS9OSLO+9t+MMx3biDGfvBEjYZe9dymgpI7RQCrSFQksp62NTVhiFNISVQMggO3ESJ4733ntbkrW/H0c+luIRZxEbfP2yZelI1jh63/t5nvsO8mB8jLAhuWxxAv5eKnw8VUyIEcbvpo0PIjOvAavNTlO7gXe/zmHmpBBUSpmYMpIS78/2w7WicWaXXtgo63vMpI8PcnkuK+o7eX2d8Lx36808dsvMAR+v3W7noZd2UFrTwZyUUHEk5NFXd4lu6Z98X/CLEyzCArS8unoJOoNZTHZ49OYZdHabCA1w5/mPDxHkqyEtMZD7r0nn/W9yqW/Vc/NfvmdirNBB6Nxab7ZYkUmlmMxWvtpZRrCfZlidRl7ufR4lKqUMk9kqjGVKJWICz4H8RjGdS2cwY7bYRMEiIsiDP986vNGNlz49TGltBzuyapiaFCT6y/ywv5J1PwpdQz9m1XDxwvhTMnocjfR2w+zLqRfHUb/dXUFxdQfP/XY++h4z/1xzEJvNjr+3ilB/LUeKm7HZ7GzPquFQQSPbD9WIJsQ5JS0kRfkS4u/O1Sv6xgvNFiH9LDbMm7/cMYub//K9OJeeeorxigq5lLt+lTrg/3bbhcl88G0+3h5K5qb+fDvgxhjjeCTF+KJSynBTykadcHf7RcksnR5JiL87MskZ9rCorq5m3bp14hjHibJhwways7N59tlnAbjvvvtIT0/nyiuvJDQ0lOuvvx6lUtnvsjHGOJY5KWEcKW4mKtiTjm6j6CBvsdqxWu1iq2lVQxcGowWtenA1z1PrxpyUUDLzG1g2PYpLFyVgtdm594o0MpJDULvJeOKtfQDsPdqAwdgX+2cyW9mwu5yD+Q20dBh56Lp01jx57rD+h4++yye3tIUbV01kcvzoyVL+qalrdlRXrFBY0ca46LM/t/fk7Rn87vltIIEnb5t1th8OAMqfQDi59cJkVmRE8+KnWRwuqhFbuZ/76CDvb8ijqc2ARAKTYv149OaZqN3kvPBJFpl5DchlEt56ZBm+nsMTu6OCPfnHPfNobNO7jFZNiPZl8bQIh/9LEklRvuLm63dXplFc3cElC+MHO6wLHu5KJIAd0Bst4oLd6ohPPJY5qaGU13UyKc4Pn1OIhTxbTEkKIn18EGW1HZTUdJAY6cPvr3LtIpTJpCyd0Wd6abbYeOmzw+LzYbfDZ5uL+XZ3BefOimbt1hK+2iFUTaJDPEmK8kEqlXDF0nHszaknNTFAFCua2w38b2sxYYFa3NUKdAbzkGM7JotNjJotcHJHN1n65o5/iRsYo9nKG+uyae3s4e7LUgkP9HBJ9Xj94SXiz7Mnh/LsB5lYrXYa2/Q0HtCTEOEjjmXtPFLLPz7IJNBHQ3K8v1iFt1xto6C8jekTg0lzdBY6U17bQXldJ3+9fRYGk5VJcX4YTVZ8PFXY7XbOnRVNQWUbVy4bh5fWja93ljElKXDI7+KhCA1wp7S2A18vNWonozzTMYkyQ3lv/NyZFOcvfq4AWjt7WLethPauHvy9VDS2GYgL8+aey1J54dMslHIp/3V4UjhzpLiJSxb1F7yf/eAAu7PrCPBW86/fzsPfWyUKFmu3lfQ7l5wuVs6J7ZcGM0Z/9hyt419rDhIS4M5z984fstPIPtZgMSp5be0RekxWekxWPv6ugLsu6y/yjVQO5DfywYY80hIDuWJJ3LBuc9Kr2sWLF7Nnzx5mzTq5BfrKlStZuXKly2VpaWncdtttLpfddttt/S4bYwxnVmREs2BqOG4KGe3dRo4UNVHVIGR1e3u4cdtFk1m7pYjx0X4YTRbKajrYsLuceWlhzDjGV8Jqs5NX3kqPI+ruyx2lYIffXTWFhVMj2OEwMgMwmi2CM7pMytzUULYcqGZyvL/YGr09q4aObiOhAdpBzeNAMJha7/CwWLOxYEywGCZN7d2M4+wLFh7uStLHByFBgod2ZMwRRgZ5sGxGJHtz6rjhvIln7H4+3VTo0grcS+9sot0O2SUtPP7mHp7+zRwxRUAqkSAdwPuoo9tIp84kVoqdiY/wdpmxBmFD/dsrptClN/Hu17kcLWnh6hXjkUklLEqPZNEJxHx5aJT85tIUvt5Vxqo5sUwdH8SG3eVMjPHDZwBh5fIl47hgbhwqt5HRVXOiFFa0iRvST74v5NGbZ/S7jtVqY8uBKnw91UxJCkQhlxIT6klJdYfL9XQGM2sdfhgA72/Io8coCAl3XJRM2rjAfhvdV9ceYW9OPRKJkJpkc/gcDIabQsavL0lhR1YNF87vW+D8+dYMdhyuIX18kNiq/ksiM69B/F764sdSfnNpCpl5DXTqjMyfEtFvPGt8lC9HHZV3qUTi0tW383AtFqud2madaKApkcAH3+bT0Krnq51l/PnWGUxN6hNEGlv13PvcNmx2O15aJe//eQUSiUQUDsvrOtEZLKycHSN2Ot3hZD59Mtx31VSWzogiNtQLhbxPsFg2I4rapm725tSzcGoYUcGjq+p4Ogny1fDBn5fz9HuZVNZ3sXR6JG+tFzpez58bi1IhIzrUk293lwufQ6fbatUKMZHjYEETPSZLPx+TijrBU66p3cCLTtHeAAkRv6yulpHIU+/uw2aDkuoOPt1UwBXLBjffVip/WeaagxEVdGI+V2eb0tq+z9yhgv4G2SOZDzbkUVLdQUl1B0unhQ7rNie90jKZTPz6178mPT0dPz/XpIZnnnnmZA87xhgnRe+XqY+HivlTXGdap4wLxGC08Pf39rN2SxFqNzkdOhN7jtbx8V/PA+ziosdqtdHlyAaub9GLyvOHG/J54ZNDxIR6iVXYcZE+3HvFFNwUQjTf3Zel0WMUHMwbWvRYbXZe+u9hpBJ44f6Fgy6eAn00hAVoqWnqJm3cmFgxXNxVI6Oq/c6XOfywvwoQWqFvP8XF+Oni7svSuBvB9PJ0m2720ttyDLD6hmlgg7e+PEq33oTB2Ff51hvM7MutJzxQy7IZUWQkh4gpBL00tuq557mt6Axm7rxkMuecQJTv55uLxM13TIjXSflkACzPiGZ5RrT4+1XHSVgZrWIFQHiQlgAfNU1thkHPO5/+UMSajfkA3HbhJFbNjePWCyaxN6eehlY9s5JDeefLHJfUCYVcKooV4GpK60xvp4VSISMsQDusbptzMqI5x+n1gf4eQr804sO98dAo0fWYSU0IIKuwUUzIae8ycvFC1+r4wzdMY/XLOzEYzdx/9VQmxvat386bHUNRVRsB3mpKa4Q0icXTIsh1+px/vrnYRbDQ9ZixOb4oO7pNvLbuCHdc1De++8pnh8mvaOPHrGrSxgWekrdBLwq5lCkDdHrIpBJuPn8SN58/6ZTv4+eAXC7jkZsEITK3rO81bOkwsPNIHSCI2yCsafw83WjpFOJDL1ucyA+ZlcxNDUOllIsRl59uKiSntIWwAHfRxyivvBWVUobFauPOSyaz1OE9YrfbOVraQpCPhsDjpLmMcXqxOTUbHSps7CdYzJ8SxvZDNSTH+Y+YUdazjXyUpaLYnTo/LbbR5Riqcayd3JQyPDRK6oZxm5N+lyYkJJCQcHrnoscYYzhYbXb25dQR4q8d9kK1qLINu11oGQ30VdKhMxHgo+HXf/+Blg4Dq6+bxoxJISgVMv544wz25NShkElYv70MgKZ2PTabkErQi1Qi7dfCrHKT8+TtQtfRc2sOAGCzuzriH4vKTc4Lv19AR7eJAJ/RNQd/NpHKRka7b68JGEBzR/90irNFbXM3hwqaWJQewZl6pjqcsrQzc+q5clkSbz+yjE83FfL+t3ni3645Zzx/eXuvKABuO1jNu48tx92pJby6sVtsX86vaDshwcK5pVUxQBt4j9GC0WwdMlnGZrOzN6eeYD+NSzzjzxUPjZJXHlyEzmAedBPZ7fCeAKGbZn9uA4cKm5BKJayaE8ParcVcvDCOLQeqxQprVLCHS7V13bYi0sYFkOKYa+8xWTAYLdxxcTIpCf5EhXj2Eyvsdjv7curx81YPmRwzhlBJf/OPS8QRjH259eLfjs23r27s4rW1R8TUrP25DUyM7etqmRjrxxt/WMrGPeW89N/DAHy1owy1Uup0jG7xZ5vNztvHGG0WV/W99u1dRjE5yMvdbSyG8gzS0W3kSFGz2Fl6LPqePpPq3lFWALWqb5M2bWIwG/dUEBfmxeVLE7n23PEArH55OzmlrUybEMR+R9Sxs7mrSinntdULsNrsLufYDzfm88n3hajd5Lzy4KJR5/Pzc8E2wMzH/Venc//VJ9CC+AugxuncNhoI9nOnpkkQDcdH+x3n2iOLXo81o8kqpokdj5MWLO66666TvekYY5wS73+Ty+dbipHLpLz84EJC/QXRYHd2LSazjbmpoVTUdxHkqxEXSIunRbA9qxaNSs7jt86kvK6LupZuXl0rmL29/20eb32ZQ2SQBw9em86UpECe/SBTvE+FXIbRZEUiAW+tG21dRpKiffo/OCfsTmvFgWbgnVEqZGNixQkiHyFiuK9X32brdFQPTwcGo4U7/74Zq83O/7YW8/L9887I/UwdH8TubEEb37S/itZOI4/flsFlSxKRSGDNxnwykkMJC3BHIpFgdyycjGYrxdXt4iYWICUxgJVzYqhv0XP50uHHVK7dUsS2g9Xi771JCN16Ey0dPVQ2dPHip1kYTRbuvyZ9UJ+DNRvz+WRTIXKZhBd+v3DAsZSfGyqlfMjIyqtWJLH1YDWdOhOdOhOHCpsA4Xy2fnspdruQ0vHxX86ltKYDq83GkaJmF8HCahPmqT0dHiG/e34bFqudSxcmcP3KCQPe76ebCvlgQz4yqWQsunAYaFQK8btu+oRg7r08lU6dySUyGOBfHx2ksFJYKEok9Bux6mXKuCCCfTVimojB1Pdl5rwh7eg2klXU5LhcSaCPhtbOHh59dRcP3zCNP/zfTlEcMZotNLbqiTqB1zKrsJGCilYqG7qZHO/P8pnRVDV04emuHDGx1iOFR17dRXldJ5HBHrz8wKJ+f+/U9YnLHu5Kbr1wEnKZlNTEAN5Yd5QgXw2pCQEcyG8kLFArCk09Rgs5pcLYX2ZuA/7eaprbDUQEedLQKgj0wf7uA8YS924ADUYL+3Lq+H5/FTMnBXP5kl+WMe7ZRmL/5STlnAo9JuvxrzSCuHp5Es98cACpBC5dNMqivZ1ENOUwi4+n1AdkMpkoKyujra1NXIgCZGQMz+l5jDFOhj5TTRub9lVSVNVOUqQPH28qBODrnaXklbfh6+lGVLAn+RVtTI73o7FNWHwdKWlhwZRwdh42i8fs0Blp7zJR16wjr7yVlIQALpgbx87Dtdjsdu76VQpdOjNJ0T6E+LnT0Ko/rvu4n7ewkZXLJC6V5DFOHg+1gi5HFT42bGjB6KdiT3a908+1pzyffTpo7+rB6hDJmtvPXNfHQ9dNI7u4ib++s48ek1VM0wEhYu9Xi/u+RP96xyze/zaP3LJWfDzcSDrGMFUmlXD7RSf23OWXt/LOV7kul0UGe9KpM3HXs5vFc0UvhwoaBxUsWh1jDRarnS69ibbOHr7bW8GEGL8BvRX25dTz0XcFzE0N7dd2PxgmsxXlKGo7dVcpeOMPS6hq6OKv7+ylrcuEr6cb89LCKa/vJKugiTRH2kuvF8Lf3xOEXolEGJvr0ptp7zJyzz+3onGTi+asX+4oGVSw6H0trDa7SxePMyXV7RwuamJ3dh3+3mquWDruuJvh0fb8nyxLpkcNeHnvJl+rVvCXX88ibpCkpQAfNW/8cSmbM6v4fEsRlY4CwDmzopmX2hd16uOpYkVGNPtz67lmxXjyylv5bm8FTW0GDhU20eY0KmQwWsktbx22YFFY2cafXt8trmt/PFRDTWMX/9tWigR45ObpTJ8QMuQxjqWkup32LiOFVe1MTQokMdIHg9HCq2uPYDJbufPSFDwG2HiPZHrf021dwnPt/Jw741wzkcukTIr1RyqV4OupIjnOjwAfDet+LKGpzcC2thp+tSiRqBBPlAoZajc5BqOFAB81/75vAfWtery1Sn73/I90dBtZnB4x4H0G+wlRiyqljP98nYfBaKG4qp15qWGE+A/uF9DeZeTR13bR3m3kjzdO/0V605xWJGOumj9H5qaFExvujVI++gqekxMC2J8rxFd7e7rRMgwLjpMWLDIzM/ntb3+LyWSiu7sbrVaLTqcjODiYH3744WQPO8YYx+XGlRPRqhUE+7vz5rpsbHbBQK6XfMfPrZ1GWjuF6k+VQ+mXSiDIR6gQTB0fxLzUMOpbdWRMCuH9DfkE+2qIcyy8E6N8+ODxFf3aHIEBqwnHcu0544mP8CbEz31I9/sxhs+bjyxl075Kpo4PQj1C/AOsznOE1pGxMLA6PQ7rcbp7TgWZVEJqYiDP/XY+pTUdZCQPvoGYFOfP3++aS2ObHm+t22nZOPp6qlApZS6VEY1KTn2Lrp9Y4a1144L5g7tRX3/eBNQqOWEBWibE+PHYG7s5mN+IXCbl7UeX4uPR10ljtdp46t39WKw2iqvbWTA14rgeDM+tOcCWA9WckxHNnZeeWET32aS+RcfT72XirlZy7TkTyJgcilatwGqz09xuIOCYNu9Qf0HQDfFz55m75yKRSLjnn1sAxEhLAMUQr/8154xHqZAR6KNx6cLpZdeRWp56d3/fBRVt5Ja18u5jywc95totxbzzVQ4TY/34yx2zxAryL4n7r57KvtwGkqJ8xM3kUCxKj2BResSQn9nfXJoCCO9nL62SzZlVeHu4kRDuTWKkD8XV7XhoFAT6akhxEv669SbWfFdAj9HCVcuT+o0LGM1Wl1EvL62SbEel3w5s2ld1QoLF7uw6/vaffeLv/9tazAePr+D7vRVszhQ8iAxGy7CjVUcCvaN3KQn+PHz9dLYdqmZ+WvjAV3Z6Mpva9Nz73FakEshIDhH9LC6YF0tuWQuxYV4E+wvvD6lUwpO3z+KbXWVcsTQRrUZJvGP98/rDS9D3DD5SVtMkrLt6TFbc1X3f17uO1LH9cA3LZ0QNOPp3qLCRcoep5w/7KscEi1NkZKxKxjgTjNa9xYPXpLMnp57ECO9hr+VPesX/1FNPccstt3DDDTcwbdo09u3bx0svvYRaPbpUnjFGH94ebtx6YTI2m53v9lRQXteJc7qu8yInMdKb8roukqJ8qW3SYbPDR98XcKigiSlJgTzutDhZOTcWhVzm4qreK0x0G8z8eKiapChfsZLYbTDz2tojaNUKbrlgErJjFsAymbRffn1bVw9/e2cfJrONh65PF8dZxhgeH20s4MsdpWzPquHZe87MmMOJonTyTHAbIdXbHqeN4emmrlnH0+/uR6mQ8ocbp+PjoSIiyIOIIA/0PWbe+TIHhULGwvQwsotaiAjycEmICPQ5feZrbkoZGpWcHpMVCTB1fCAh/lo27C4TryOTwpXLk1g1J3bIGXovrRu3XpAs/q5wfJ6l0v6JJkazFYtVaJOXyyTHjWe02+1sO1QDwLZD1aNCsHj5s8McLGhEQl+XTnZpM4umRQKCWBV0jJHe0ZJm0YjPZhf8DiKCPMQFiVIuxUurpLXTyF2XDh7B5qFRDmmc2LsRcuZ4EZY/ZgljQzmlLTS3G4a1YR/NFFe389yaA/h5qXn4+mni2MiCKcKGtqKuEz9vNVq1gsZWPR9uzCcm1JNZyaHsz2sgfXyQ+PoO9zM7bUIwH//1XORSCYeLmjlYICRmjY/2paCijV8/s5kHr0lndkoo73+bxze7ygHYm1PPe48td/kOTY7z5/dXTaGhVU90iCfxEd7UNev48xt7sNvtXLRgeFF4vVQ3drn8LpdJkEhwSQCqbR5dM+w/HhLe04eLmvndlRruvGTw80pChA9KhQyT2YqXVvifbXZXEXH6hGACfdQkRvlSWt3B1zvLyEgO5pkPDmCz2dmdXcenfztPvL7aTT7kZuPq5UkYTVaiQjxZkRHFhxvymT05lOc/PojBaOWN+qMDChbOI7RG8+hq0/+pKK/t4IEXtyOVSnjh9wsI8h38fDbWYPHzpLqxi7++sw+Nm5w/3TJzVI3JldS0s/7HEqZPDOaiedHDus1JCxbl5eVcd911LpfddtttLF68mJtvvvlkDzvGGMNGKpXw7N1zqWrs4nBhE+9+I5j8TY7zo7imgwkxfvzp5hlIJBI+3JAv3i7fEcOYVdCI1WYXBYqhZrn/8MoOymo7kUolvPvYcry1brz06SGxMuHjpeKyxYlYbXbe/vIoDS16brlgUr9F8a7DtWIHyNc7yvBwVzJxkJbzMfqz7kchOjG/oo3SmnZiB2lp/ilxFilGSjxYfKQPcWFelNV2cN7s6NN67C+3l4pxWqtf2kF9i464cG/+ftccvt5Zxlc7BbHgf1uLxds8e8/cM1Ilq2zoorVT6KSYmRzCH26YDuDS7aBWKU5qZvq3V6Sx+UAV46N9+y0ENCoF9101hR/2VXLJooTjdotIJBIuW5zId3vLWTX3xDZaZwqbzU5OWQuh/u5ihfRwYRP5Fa2kOyJdARcxZktmNXllrby6ekm/uEyAf645KIob9S06HnppO+/9eYW4AbHY7PzrdwtOeWF13uwYGtsMSKWQHOtPU5uemclDR6NdND+et7/MIW1cQD+hZbRR29SNFcOQhqTf7CyjqqGbqoZuvtpRyn9/KEIikfDgNekUVLbx8fcF+HmpeP5383nnq5y+aNRtJTR39BDsp+GNrvhgIAAAIABJREFUPyw94cfWez6MCvHA28ONjm4j/l4q9jpGew4VNjI7JRRP9773gL7HjMVmR3bMx2jBVNdRAz8vNZ89vfKEHxMI75mmNgMWm43wAC1TxwehkMuYkxLK9qwQcstauHr5+JM69tni4oXxvPt1HtMmBB3XPykqxJPXH16MvsdCTWM327NqkEhgflo4bZ09BPm5s2FPBduzalDKpSgUMnQGM9sO9fkDGYwW2jp7qGrsYmKs/4DngGPv8/HbhKJQS4eBiCAPvLRupCYGsju7jtTEgdOJQv21SCRC8WkkfMePRB59bZfYWfjIq7uG/KymJvVP1BmjPwMkrY9oXvnssGiC/OmmQm69MPk4txg5PPHWXvQ9Foqq2pk5cXjpiCctWHh4eNDd3Y2npycBAQEUFxfj7e2NXj88t88xxjgddOpNFFe1c+7sGMICtZjMNuZP6d8SefHCeMwWK+5qBV7uSr7cUcai9P4Z9YNR73CxtdnsNLYK7bH1Ts62jY6fDxc2sf7HUkAw0vT3VhMRqGXpDGGm2DkGMTOvgdpmHXKZlHceXTags/cYg1PX1DUiFjNP3jGL3/5rK0gkPHHbyGknXn1dOocKmxyL/tNTpWrpMLBxb4X4e281vaiqnYsf+or0QRZGpjNUJZsQ7cui9Agq6zu5dFGfj0RGciiXL0nkaEkzv7tqyrCPl1/eSn2rjtmTQ9FqlJw/hLiwcGoEC6cOPLs9EFevSOLqFUPHpP6UvPNVDuu2leChUfB/Dy3GbLHx2Bu7sdrsFFW1ieZ60ycGER6o5b1vBNG3vkXPjU9s5NYLJ5FX3sbCqeEkRAh+MqH+7i6eKRarDbvdzr1XpLF+eylpiQGnJFZYbXbau3rw81I7RhEc6QjFzWhUQy9n5k8JH/C7YTTy2Jt7aOuy8OA16QNG+FbUdbIvp89bZ29Og7i5eXXtYSSO772Wjh6ue3wj0ycEAaB2k2FxiEvGUzSg8/NSiyMDWo2S9m4Tze0GzncYgV65bBxqNxn5FW0snxl1WrvT7HY7+/Ma8PVQicaiGpViwM4mux1uvygZHw8V0mGuB0YKi9IjWZQeOezr+3mp8fOCXdmCOGW3w39/KKKmqZvyui7iwoXuUYvNjsUpVcTPS0VLRw9xYV7c8fcf0PdYWDAlnN9fPXXY9/3cmoMcKW5GqZDxziNLuWnVRAIG6dwZH+PL07+ZQ6fOxIyJwQNe55dOR3dfglNTW3+fqtXXpfOvjw8S4ufO5UtGzvfOSGZCzOgaPXLuNCyr6xjimiMP56QincE0xDX7OGnBYunSpWzbto1Vq1ZxySWXcN111yGXy1m+fPAZ0jHGOB00tRn4cGMeYf5aPtiQh80O736dy8d/FVoVdY7xjXFO4xtqNzkrMqJRKmT4eqpYNjP6hO7zsiWJvP9NLvER3qLZpnNUlMkifPhCA9xFg6rGVj3bs4Q28KgQTxIjfcQ2chCqriB0iow2ZXckcLwW8J+KAB8N//rdAiRIRozxkcFo4danBC+h/3ydy3t/WnJajtvS0TOk+HCwoJFn756LvsfM+u1ldHT3cO7sGCbHD09BP1FkMim3XDCJ9i5jv1SPa845sWrpF9tKeHP9UUCIe5w9OZS3v8whJSGAu36VIn5ee9lxuIY92fWsmhvDuFE4Y13pSG/o0ptp7zbioVEilUqw2uxYbX1jIOV1Xdxz+RQ++q5QjGdu6zLy/EeHMFls7D5Syzt/Er73H71pBjllLXi6K9lztJ5pjip2WICWczKiT3kM48EXf6Swsp2FU8O57yphs3TH0z/QbTDjrlbw8V/OPaXjjxbsDlGh6pgxh14+21JEh65vETg1KZCiKiHa28PdjeLqvnhuux1sNvjL7bMI8tNgMFrYcbiW2ZOH7lgZDs4jA6uvn+byN6lUMqBZbW1zN2o3uYtnzHDo1JnYcbiGibF+ZOY28J+vc5FKJfzz3nliJ8oH3+ax5UAVFy+I57w5gnDy9Hv72Z1dR1SwBwkRPly9or+fxs+BboOZp/6zj45uI7++JIVxkT7IZBIMTsLE3JRQpo0PZlyUD0+8uUe8PNTPnZaOHnw83CipETZGmXnDcMlzolcMkkmF8/bxzgUTYkZXTONPjfOUx0A+VbNTwpidMrDB9BgDU9+iO9sP4YQwO8VWO3+ORwNuCik9jvQpjZuCga2CXTlpweKPf/yj+PPNN99MSkoKOp2OuXPnnuwhxxhjWLz3TS5bnWIMAXROH9b7nt9GbbMOiQTe+/MKvLVu7DpSy9/f249cLuMf98wlJtTrhO7z0kUJYgX3cGET+ZWtzE8Lp6w2F6kEljsEkGA/d15dvZhOnYktmVUUVLa5pIQI1eAujGYrFy+IZ/32UqZNCBpVs2dnE4VMgtlhKDk5IegsPxqBb3eV8crnRwC461cp4nvhbHK0uEn8WX8av8jcFDIykkPYnV2HTCbhmhVJJMcF8Ngbu9AZLGg1SjH9Y0qS8PqYLX0CR3uXkY17yxkf7XtaRIy2zh7u/ucWOrpN3Hz+JC50MtX8cEM+BRWttHcbaW7v4YFrprp4aRzLVztLxZ/Lazupa9bR0Krnu70VXLIo3sVvxmC08I8PDmC12SmtbeeVBxef8v/yU3PL+ZP4SFXAuCgfooKF5Ia/3Tmbosp2Jsf7Ud3YRX2LnrTEAGRSCY/fmsE3u8ocJopK2ruNNLUZ8HQ6d6nc5Ex1vO7RIV688UU267aV4KaUsTmzilB/d7QaBXXN+uO+Hsei7zGLkZzbs2pEwaLbkRqkM5gHve3PjSXTI+ky2Dh/Xt/7vaXDQG2zjokxfqTEB7D1QDUaNzk3rprAiowYLpgXR21zN5X1XTz/8SEAEiK8ae82smpuLCmO9nyzxcrVy5PYuKecwkqh++FYse5Mse1gNf/48AAAFy2I46ZVkziQ38D6H0uZkxIqdioOxDPv7+dwUTPu6j6fDptTyozFauMTR5LYx98XioLFAcfGu6K+i4r6Lqw2m/je+jmRmVvPkeJmAD7amE9BpTCamuAUbRsa4CEaJ6tVcvQ9FiRAdmkLAIVVfUKXu1rOE2/toaFFz4PXpovpL0VVbfzl7X14aBQ8efss0SPk/qunsu1gNRNi/YaVmlbT1I3OYCYxcmSkgY1kxgpep4eWjoETqUYqU5ICRW+sQc12Ryh/vGEGL39+mOkTggkN0NJ6JlNCjiU9Pf10HWqMMYakV5l3U8pQKWV0dJsYH+3D55uLMFls1DlUUrsdCspbmDEplMLKNmx2oTU9t6yF6sZuJsX6uRhuDYfmdoPYNj0x1g+VUorKTeEyP+rrqcLXU8V1544nPtybEP++lBCj2UZDqx6j2cqHG/P58VANu7NreXX1khGTejGScS4kmC3WEfGcfeHw1QBYt7VkRAgW8U6L0NPV5ZxX1spjb+7DbofIIC3+3hpWZMSgVSt4bfUSDuQ3MtnJi8VqtfHoa7vJLmnmxpUTuXhhPC98eoj9uQ3IZRLeemTZcZM1jkdts05sjd2dXcv4aB/GRflSXN3Ox98XuFx30/7KITfIsWFe4pjXlcvH0diqp6iqnXGRPgR4u7YuK+VS/LzVNLbqCfEbnca5EUEePHit6/d2UpQvUcGe3PH0Jlo7jWjVCibHB2AyW3ny7b0YjBbCA7XUNHUjl0q5ceWEQVvSd2fX8q3DVNHTXTAv7h0hAti0b+jX41gUchlymQSL1TW1Se0mw2C0onYbGf4xPwVXLB2Hm1vfc9CpM3H3P7bSpTdxwbw4gv00RId4cN7sWFZkRAPgrlaQEOFDQoQPXlo3FDKpKFL08sz7mWzPqiE1IYCsIkH0VMilLJ42+NhBdkkz2Bm2D9M3u8poajNw6aKEfhvXo6XN4s+b9ldy06pJvPLZYRrbDGQVNjJvSvigoyO9Iyxms5VLFsajkEvx81KJAppcJmXGxGD25tQzJ6Wve+TGVRP5akcp9S16rDb7kHGbo5kJMX74eLihM5gJD9Jy2CFeBPtpKKpqRy6TEh7Y97//5Y5ZrNtWwoIp4eSXt7L5QDWL0sP5dFMRIAiE+3OFXcbf3t3Ha6uFLr5tB2to7eyhtbOHA/mNLJkuvHeKqtrZcrCaLr15SO8VgNKaDn7/721YrHbuviyVZUMIVWMwFgPyC+X+a9KZkhSEVq1g+igbnfp8azH1LXq+31fJ5YuH5+t10qv9qqoqnn/+efLy8vr5VmzduvVkDzvGGC4UVLTx/f4a5qaFMX2C8IG8avk4JsX6EeirIcTfHX2Pmd3ZdWLVyN9bRXN7D3KZhEmOKu6qubFUN3bjrlbww/4qiqraCfLV4KVV0tRmYPX1047bglhe14lcJhHbptu7jPSYbPSYjGQXN/drcZTJpP3mi7cdrGavY7bY30vYrLV2GunWm0fE5nuk49z6WNXQxcTYs9+Z4my06aYaGWMqPp5qLpgbw87sOm49//QYMdW3dIuCUWVDN5UN3Ww7WM15s2Pw0rqxKN3Vz6G5o0fYzCAkY1y8MF70jJFKhDGolg4De3PqSU0MGDIxZ+/ROt5cf5SJsX7cc1ma2F48IcaXC+bFcSC/gdyyVh54cTtP/2aOS1SQQi5FLpMe12/i3svTiAn1IsxfK6b7rMiIRu0m71dhlsmkXL4kga0Hqrl44cgw0Txd6Axm0ci022Dm3W9y+cc9c8XXzmC0iF07bkp5P++db3eV8dmWYrzc+zajKqWM6BB/kuP82XmklroWHQuPeb8UVrZRWtPB/CnhA54LFXIpT905h/15DS7vtXceXU5WYSOpiSduLFffouOj7wpIiPBmpaPiPhrp6DbSpReEu8r6Tr7cXoLNDu9/mycKFs6kj+/fnWax2sQRxt7qOwhpMDqDmeYOg9iJU1nfSU5pC0qFTPzeXX3dNGY7hIDNmVV8uDGfmRODXYzgDhc28X+ObjSj2cptx5jEXbZ4HPtzG2jp6MHPU0VVQxfxEd40thmIDPZ0SWQ6lvuvSef7vRWkJgYQ4KMZMGXmkZtmoO8xu6QFrZwTy8o5sdQ2d9PUZnARXUcija161nyXT3SIl0tH2fEI9NVw92WptHUZWTAlHA+NErlMyq8WJ3JORgs+nm6EB/aN1SVE+PDANenY7XZe/V82ze0GDuQ1in+39XWjYzT2ddHNTQ1lc2YVHhoFaeP6BLF3v86lvK6T4qp2VmREDWkSWtesEyPCqxoGHnv6JfDcmgNUNXSx+vrpQxoFj3VY/HKZEON7WiLif2ryyoTwA4PRMux0ppPeId1///1ERETw0EMPjUWZjnHGeH1dNhUNenZl1/Hfv53n8HuQuFSGNCqFSwzWshlRpI8PIsRfi7tjYeLnpeaRm2YAcM2fvgWgqd1AQ6sgtr3036wh27rfWJfN+u2lBPlq+POtGZTXdZAY4cPzHx8aUt20WG3IHI8ZICnKB5VShsVq47IliRwubiYl3n/EeB+MdJQKKSbH3F6v0d/ZRqfva0Xv1o2MOcIuvYkvtgtpHa9/kc1rSQtO+ZizU8MordfT3GbgYEEjCrmUpKiBX4PCyjY++6GvwyHO4SVz7+VpJMdVMS7KBx8PFfc+t5XSmg58Pd34z5+WD9p6/vkWQY2vb9FzycIE0a9CIpFwywWTcFPK+HRTIXY7tHUaSYz0EceHlkyLHFaMqEal4IqlfWkim/ZV8sYX2aQkBPDQddNcDHoNRguvfHYEq83Oy58dHnUjIXa7HavNjlzWfwPo763m9ouSef/bPPQ9FlITAlDIZTx60wy2HaomIzmE19dli+NBvdQ0dbMjq4Yvd5TS0W2isbXvmMF+7vz117NpajOwfnsJRpOVd7/OJdTfndAALS0dBla/vAOzxUZOWQu/H6QlPynaVxw56uWzzUV8vbOUc2fFcMPKiSf0PLz5xVH25tSzObOKSXH+RDva2kcbEUEe3HLBJPLLW7lsSSJvr88hq6iJlATXDoqWDgN1zTomxvr1+6zJZVIuWRjP5swqLloQh7eHivzyVprbDdz17GaaO3q4fGkily5K4MGXdqAzmF2MTls6+4z/Pt1USGOrnvXbS7lsSaLYEaPVKJBKhE65TfsqOVLU5DI2EOCj5unfzOHWv22ivK6LV9ce4fHbMiit6SAiyGPI0ZQgX82wfGsGizYO9deOipjxf645QG5ZK1BFfLgXk+KGJ7BkFzfzxFt7Acgrb2Xz/kqQSEiO9x+wO2ZvTh2ffF/IginhtHcJAmZ7d9+kubtaIUaiLkzva0cfF+XLmifP6Xe81MQAyus6iQn1xEvrhtliQzGIADVzUjCXLIynvdvoYqb8S2LNxjy2HBBGn+/55xY++et5Ln/31ipo7xbWHiEBP++I5jEG5vt9FbzwSRYSCTx799xR5aWl1SgwdghCp6+XCl3rcW7AKQgWRUVFfPTRR0ilI6OiOMbPk0BfDRUNeoJ8NUM6eBucHM2rGrrZn9tAamIA1507od91rY7qq7PIYTLZ6Og2onaTD6hW9npmNLTq8db2pQfcdlEyGpV8QA+KnYdr+ceHmYT4u/PM3fPQqhXEhXvz9qPLsFrteHu4DZhBPsbgmJxMhiobOokPP/uixZzUUNZuEcZCBnLsPxs4O/x3dg/Pgfl4/PODAxwqauX2iydzz+VpyGQSPDRCq3+33kRWURMTY4T55N7NZy+9MahajdJl7r7HseA1mqzY7CAb5CM+a3IoeeWtxId7DVhpumRhPBaLDQ93JRnJIYLZ3m/nU1nfxayTNA/8ZlcZ+h4Lu7PraGjVuWxmFHIpHu5K2ruMw/af+WZXGd/vq+S8WTFim/TZoNtg5sEXf6SuWcf9V6eLVXFnVs6JZfnMKFo6egj2c8dqs/PvTw5R26yjtbNnQIHmkVd30dxuQKkQ1gTp4wMJ8NbQ2tnD765MAyC/opUuh8BXXtfJhxvyeeDadMwWG1aHIfFw0inMFiufbylGLpOyfnspJrOV9dtLT1iw6O2K06jkeDnGVk43JrOVFz7JornDwK8vPrHHdyLMSw3jy+2l3P/vH3no+mn85lcpBDqlMHR0G7n7H1vo0pu5aEE8S6dHUt3YxfQJwcgcwtUNKydy2ZJEbHYoqGjlG8dITy/55a3YbHbxs93baZMU5cM5Tp0cc1JC+WRTIZPj/cVzBCDEH989l0+/L2R/XgMV9V0uYwMgxOh6aJR06U2E+Lsjl0mH9DEwW2ys3VIkmHguiBf/l/U/lrDlYDUXzIsTPS1GOmaLjZf+m0V9i447L00RO1qc6RUPwDUpYjC2HKiirFYQCnrJLWsRuuXsdjbsLh+wu/SZ9zIxWWwUVbXz6E3T2Z/XyKL0cF5fd5TiqnbOnxfHhBhfGtv0ZBwnUhjg5vMncd7sGPy8VLz2v2w27C5n6fRI7rk8rd91ZTLpCX+Wf270ehPAwD5Uq6+fwcOv7EAKPHj12Ej+6cBdPbo6Fd78QjAJt9vhxU+zeOmBRWf5EQ2fsAAtLR09yKQSpMNsETppwWLatGnk5uYyaVL/trvRiMlsHZVtNT937rksleKabsYNUsntxeJk7Jdd3ER7t4miqnaWz4wmyFdDt8HM+9/kotUo8fFwo1tvxtNdSafDST3EX8O1j23Az0vF6uunUVrTQUZyqNju7OPhJl63t0KzYXc5L392GIkE/vbr2f0qHduzarBY7VQ1dFNS1S52hTgv4H4pfLghH4VSyVXLxokLylPF6pS4cjaZOTGEddtKkAAzJoyMOUJno0uL7fQ8TyU1HdjssHZLMeceI7Q9/uYe8ivaCPbTcNXyJJcEHYCYkD6T24r6TgK81S7vg3lp4UNGDF84P45lMyJRKeUDCpcalYIbV7kucGNCvU7YXNeZpTOiKKvtZHKCP0HHxO9ZLDa6HS34nbrjbxrsdjtvrMvGYrXz5vqjZ1WwKKlqp6pBaMHcnlUzoGABgmdE74a+uqFL9PeorO9r0f7vD4Vs2FNBcqyvmCoikUi457JUFk+LcClofLghn4+/L0CrUWDosWC12cXEpWA/dx65aQYFlW2snH380YyvdpTx4QYhZjU1MYCjJc0Djj4cj5tWTWRKUiBhAdoT9jMaLpl5DWw7JAje3+0pZ8oZeunzylvFjsE92XXiCGUv3+4qE8Wikup2vtlVhtFkdSRoReGhURLgreaVz49gtdq41knsT44TOjKuO3cCGpWCx2+dyZYDVWzOrMJqs3P+3DgU8r710zXnjOfihfEDjlMlRfly2dJE8ita0WqULmMDIIia/75vAZUNnaQmHN+Y95tdZXzgeC94uruxfGYUVquNN9cfxW6Ht9YfHTWCxeGiJjZnVgHCefZ3V/aPZL7u3PH8c81BwgO1TB0kRrqX8rpOnltzEIC5qWFMmxBER7eRiCAttU2Cn8xgowZmp+/XSXH+TJ8odFPdeclk8spaWTI9Eo1KMaSYlF3SzMv/zSIqxJP7r04XzydbDwj/45YD1QMKFmO4rmkHYmKsH589tRKJBJfP3hgnj3ORZTTgvAY2H+f9MtI4b3YM1Y3dpI0LGPae6KQFi7CwMG655RaWLl2Kv7/rRu3ee+892cOeNZQKGat+/8WQ1/nynxf8RI9mjF7UbnJx3nbnkRrqm/WcNyeG0poO/L3VYgUp3CnSMD7Cm8y8RiKDPfBxCA4fbcwXq0Vujgpgp85EmL87LV091LXosCPM3T/62m4MRgubM6t49p55ANx31VQ+3VRISoK/GHnW2im0R9rtfT87c+7saAoq24gM8iBplOU7n262HKiiXWclIsjjtC0elYqR4flxqLBJnOfNKmrq17J+NvDSuomt1ycaDzgYvp4q2nVCckZBRavYfmi12sQOiqY2g7hADvBRi/nwvX9/58sc1m4tJshXw8PXTxNNGMvrOo97/4O1coOQFvL6umw8NEpuvXDSaVnAnZMR7VI1dkYmk6J2k9OlF+bh88tb8fFUDbr4l0gkTE4I4GB+IykJZ3dGPinGl7TEAKoauzl3dvRxr//jISG5QS6TkBIbwOVOYzNrNuZjsdr5obXPx8posvLCp1kYTFZqGrvo0Jm47cJkMvME755uvZl/3jsPuUwqxk4DTJsQzLRhCn6eTt0Qq+bE8uTts4a8vt1ux2y2UlDZTkSQhyhE640WSqrbwT74xu1UiQ3zwkOjQGcwkxTlC/bm49/oJEhNDGBirB/N7YZ+4k1jm5413wkjWp7uSi6YF8eTbwvjAQajhf9tLTn2cBiMFv5ww3Q6dSaWTIsQBcaWDgNf7SjD28ONVx5chMVq7xcpDEN/XpOifFnz5OARtAE+6mGPSTq/F3p/lsmkTIr1J7ukmZRj0oia2w38sL+SlMQA4fVAEHCUCtmA/4fVZkcCQ3Z4ni6iQzzx0gqFlMG8NIYTV5lf3sqhwkbSxgUil0mxWG3oDGYOFggeFM4VTefNQkl1Ox9syGdCjC++Hm60dBqRShBHN9q7jKx+eScms5W88lYeus41qvZYvthWQk2TjpomHe/55PLd3gqmJgXh46mirlmHn9fZ96AauRzfSXOsyHp6sVhGl3vpvNRQvt8viOEr544uD6bn1hzEaLbyw/4qzp8zPFPdk17xGwwGFi5ciMViob6+/mQPM8YYQ7L7aB3rt1eQEO7NN7vLAcE9vLpRyGp/6YGFBPpomD4hmCdvz8BksTF9QjD1LTp8PVXiCb2mqc/UJTxQS0lNJ+OifCioEMzF1Mo+pdJiFZTKHpOVvLJWTBYrKQkB/XLkz5kVzaHCRrRqxYCZ9ZPjA3jn0WWn8+kY1Ugl9KtUnwq9r9PZxnm0yHaauhlOFZPZJhpkdnafnqiuWckhlNYV46aUuYggtc06cVTHXS2nUydUca9ensSG3eXkV7SJn4+8cmFQsaFVj1olZ+WcGI6WtLh4RwyE2WJlf24DMaFehPj3n9f937YSdhyuBQQTqgVTIzBbrOgMln6mkKcDm92OyVGNaWzV8cCL21EpZbx4/8J+5ru96BwdGb2dGWeD5nYDG/ZWc+7sGGZOCjn+DYD8ijbsdjBb7CydHsXE2L728VmTQ/nRqXXZmaPFTew+2mswrObK5Um893UuaeMCTzmqcPG0SDzdlSjkUhrbDNz3/DaWz4waMKGnrbOHB17cTlObAZvdjp+XilcfWozKTc6rnx9h26FqpFIJ//fQojPiYRDs584bf1hKj8mCViXl6NEzI1hoVArBcBbIKW3hjS+yWTQ1grhwb9xVwphFp87EjInBTJ8YjJ+XipYOQWiXSPp8aoN8Nfh7q1k6PVIU5535fEsxO48In7VJcX4E+mg4WNDIlHGBWK02OnWmM9atMhALp0bgoVEilUqY4pQ688TtGTS1GfoJUc+8n0leeSufbS7ivT+v4EB+A39/LxOpVMJTd852GY8oqW7nkVd3IZNJOH9uHHuO1rF0eiSLpp7cmNnx8PdW8/rDS9D3WAZ87odDt97MQy9tx2aH7/ZUIJcLgoWPhxtSqQSbzU5yvD/Vjd1IpRKmju97zt7+Mocjxc1k5jWw+rp0DhU2kZEcQrfeTG5ZAxHBHmJVt2cYo1sZySHsz60nxN+dA/mN6HssbM+qEU1127oGPxd+ub2Ujm4jlyxK+EUakkskY+P2PzW20aVXcN3KSVQ36dGo5JyTMbrGy507uPTDjCQ/6bPAU089dbI3HWOMYfPJdwVUN/dQ5JT/3dvNYDBaaG43iF0WvS7xFfWdfL65iNTEADFyrzeRA2DV3DhmTgrBbrfz8Cs7aWjVcdXyJHYeqSUiyIPZk0M5kN9AsK87D760HYD7rprSL2Vg454K8ssFwWP30ToxWWCM/jx4bTpad/UptegDuKvk6BzznCPFIK2qsa9FvrpheG7HZ5rKhr6OBctp+ha+YH4cidEBBPu5E+i0CZA5GU94ad24dFEiSrmURekRLJwaQY/JIlZbb1w5kfe/zSM5zo9Qfy23XzR5WPf90n8PszmzCneVnNf/sNSlqppb1kKjo8KFCLOjAAAgAElEQVQvkQiLfp3BzG1PbaJTZ+LKZeO4annS6XgKRCQIJoVGrKKbfY/JSkOrfkDBwmazUVApnMOOFLec1sdyIrz3dS67cppYv72Utx9ZOqRTfy8Xzo+jrlmHt9aNmcmuHRAPXJPOlHEBPP9xFgBXLktk68Ea6pp15Jb3uWhJZRJaOnp44Jp0ok6TsWVvN8avHv6KHpOVivquAQWLXKdRCYCWjh7qW3Uo5DLxvSuBYc/RngzuagXuagVG4+kRD4fCZrPzxFt70PdY2HO0nrf+uBR3tYJ/37eA8rpO0hyjiRcvjOedL3OYHB/ARQvieGPdUbw93HjgmvQhRb5eA12lQobJbOX+F37EbgcvdwUe7m5UN3bzq8UJpCYG0NxuYH5aODKZlOySZr7bW8H8tPABU0qOR+8o2UCdGwMdTy6TDihu9nZKSKUSJECVY8TJZrNT3djtIlhk5jXQ7VhMf/J9ASaLjbLajjMmWIAgPA3VnQJQ3diFt4cKrbr/9br0RnHj1aEz9fmNGC28cN8CuvQmckpbxP/rQH4jYQFCZ0lcuDdHipvx9VSRmhjI7JQw7HY7Vz7yDboeC8F+GjzdlbR1GQkbxOixd/zWQ6PkyuVJzJocilIh4+udpbzzZQ5Tk4KYnRLKxj0Vg8aV7sup5/V12YAgDg/kRfZzx24fZbvnMX5yNu4uF4tAu7PrmJs6evYgly9O4KPvC4kN9SQ23Ju83IELH86ckmzZ1dVFWVkZOp3O5fKMjIxTOewYY4iMj/GjurmG8dG+lFa3Y7LYiAz2IL+8DZlUgqHHzCebClgwJUKspLz838Pklbey9WA1KQkB+HmpOZDfF8e19WC1mCv/4v0Lxcud22gnxvqxaV+F+HtvJcoZD6fFwi/Rl+JESIz0wc3t1CvdCZE+ZBU24aVVjpi5zUMFTeLPBwoah7jmT8e4iL6c+9NkGYJEIiFtXP+ZaXeVArWbDIPRSly4NxctiHe6jWtr+PgYX/525+wTvu9ekVJvtGAwWkTBorqxiz+8slOMu7Xbhe6N5g6D6C3xza6ykxIs2rp62LSvkvHRvv38aZQKGX+9Yxbf7a1AKpXw1Y4ylHIpIYN0V0ilUoL9NNS36IkM7t923ovVauPtL3No7jBw6wXJlFS38+9PsogN82T1tac+661xnLNUStmw24kDfTQ8dsvMQf/e21EDrrPUXU7pORt2lWMwWtCo5Lz9yDLcB9honSyJkT4cKW4mMVJ4z5vMVgoq2ogN88JdrSA1QRiVqG/RERagJW1cAH/8v1106kzccN4Ebr1wEjGhXoN2xgyHPUfr2LC7nMXpkaLx7hc/lrBmYz6zkkO594qfbk5fKpWgVSvQ91jw1PQ9z/7eapeq/flz40TzaICXHxyeYdviaZHEh3ujUSkorGwTOzM6dGY6HO+FHVm1fLa5CLsd6pr1XL0iiX98kElrp5HdjsSvoRI/juU/X+Xw+RZhlOzF+xcet+J+pLiJgoo2ls2IwkvrRn5FK74eKgJ9Nfz+6insPFxHcpwfKjc5q+bF0dRuQKWUUd3YxV/e3stNqyYSGqBlXlo42w7V0NSmF2fEJw/DV+NM8rf/7GN3dh1SCbzxx6UuxqoWq40Qfy0ZycFkFTZx9fIk2rtNFFa1ccN5EwgNEER+O4KgI5VKiAvzZt22YgJ8NNy4cgJzU0MJ8nUXP6M9JqtYJGho1Yuv9+bMKm65oH9k9totReL4bWSwB/PShBHQY99vQ8VMazUKsevH8wyZ4Y50xpJKxzgeHk6fDQ/N6ftO/Sm4asV4rlohpDoNV8g/acFi7dq1PPHEE2g0GlSqvuq1RCLhhx9+ONnDjjGGC7deMIlfLRlPaU0HT7+3H4BCxxiH1WbnyXf2YbXa2Xm4lgVTwjFZbAT6qskrBy93N3FhkxjpQ3N2HUA/k6/BWDg1gqY2A0azlZVz+rdbnTcnFj9vNe4qxYCxYGOcflZfN429OXVMiPEbMfOb46N9OOgQLSaMEK+S7JK+Kv6Z9ib10rrxj3vmUVLTcdKJHMfjzktSWLu1mIkxvi4t3iazTRQrpBIJnu5KJsb6IZdJkUklWG12kocZ+2ez2cnMbyDIR0NUiCfPvJ/J0ZIWZDIJ/3l0eb+q8xc/lrDlQDVujvehyWKjpqnbpfvEmfExvtS36JkU29+R/9vd5Xy/t4JxUT58tUOIo/XSutHUZqBLb+JwUbOL2eXJcuPKiSQnBJMQ4X3aRNYFU8PJzGvAZrezKD2C1MQANu6pwNfDjY++LwRwCFoWl9frRDlY0IiHRiHGGesMZqRSCXnlwns931Fpeurd/WTmNRARpOXlBxbhru4blQAh3rFTlwcIRrIPXju0w359i44XP83CW+vGPVekia+3My98coguvZns4mZRsPhqRyn6Hgub9ldy8wWTBqyGnyn+ftdcjhQ3MTXpxDsZhkNvl4yfl4orliby1Y4ydAYzaeMCae4wMC81TDTC7DEJm90gX3daO40E+mhOSKzILWsR4x0bWvW0dfagDtAK4yd6EyXVHfh4uIkGri0dBh57fTcWq52CijYmxPjxzlc5uCllnDsrhnXbikmJD2CVY+Zbq1Zwz+VpHC1p5uFXdgLgppDxwLXphPi785tLJ7P6ZeHyuDAv/nTTDCyW4bUwnwky8xoAoX39zXXZtHT2kD4+mNbOHjbsLmfZjChWzIwh0MedxEgfHn9rLzqDmc2ZVWLsa3KcP+88ugyJRIgFXrdN8DB55q65jD/mO0ztJmdcpA8FlW1MGRcoFn8GE/iCfIXLpVLJoOfC4zEhxo+n7pxDR7fRJTr5l8WYZDHG0Jw7KwZfTxUalZzJ8WdXSP0pOGnB4l//+hf//ve/mT9//ul8PGOM4YJUKiHE352iqjbxMuf1rtXRjl1Z38U7X+UCgov2Y7dEEBPqKVZ3779mKp9vKUarUQzLhR4E464rj1OZ7Z0Db+3sYW9OPWmJAWhUCroNphEzsvBzwmyxUdesGzDu7Wzxp1syeOOLI0iBmy8Y3ojDmabb8NP6JBhNVuqadRhNlgE3dKeKsHFI6Xd5bJgXD12XTmV9F8tmROKlVYkGca+uXkxtk47UxOF9ka/ZmM8nm4QN9m8uTREFAqvVTltXj4tgYbPZRc8Mo9nKpDg/IoM8Bq2+2u12th0UWh63Hqzm15e4/i+v/y8bi9VGdUMXbkoZRpOVuDBvJsf7c6SoiZgwL8KDPChqH+jow8dNKWNR+uCVzeHS2KZHLpPi66nCx0PFyjmx2O12/LzU+HmpRVFh+qQQOruNhAd5sGF3OSnxASdVMf16Zxmvrj2CVAJP/2YuNrudP72+G5lUgtlhlNY7mlPZILxutU06LFZbv06sibF+THCIRysyjm/29cW2Eo4UC74TMyYFixVjZ+LCvMkqahI3zQDLZkTx4YZ8MpJDflKxAoRuit5xSBDa9Hdk1RAf7oVCLiM8yGPIVJ7hIpVKuHrFeK5YloTRafQL+kx3e2OM/3zrTHJKW4ZlSrx+ewlfbi9l8bQI1m0tQddjQSGXcumiBEIDtFisNh58cbs4KiqVwJSkQC5ekEBYoNYhiNiRSiXieJzRZGXn4RrsdsEcub2rx2UkKthP6CrQGczEhTuNLjqJKza7HZlMiqV/yuRPRnK8HwfzBYE8r7xV6KCobBcF/N70FovVxoH8BnSO0Y9d2bWiYAGI5zPncduGNh3uajn+x4zePHvPXHQ9FrRqBV9uL+FgQSO3nD9wQuDymVGEB2rRqOSnNAI6cQBh9+dGaU0Hu7NrOW92DN79zLHHRkLGOD7D9aIaaegMZrZn1ZAU7UvI/7N334FRl/cDx9+3c0kue+9FIATC3hsBAQW3Vq27ra27tbb9WWvdbZ2ttlqtuypq3RMRlKGMMBIgAbI32bnM2+P3xyWXhAQyyLhLntc/kOTu8uSeu+99v5/n83w+Af3Lvh50wMJqtbJ48eK+bzjKRLvSsSElLhAfL0dvdqVCitHUfdm4a+FDf42qx55WhVzWZ2E/q9WGTCYlv7yRgyeqSUsK5rn3MzCabdx/07xeL5ILyhtRq+T87c0DFJ5swk+jolVnwmK1c+36FC47J/ks/mrhVDc9ugWT2ca73+by3qPr+9zrOxJkUgm/vKjnxfRo8vQYuSJljS1G7v7HTuzAZzsLePfR8wDHyugjr+5DqZDxyM0Lu3XyGUqLp0VCL09/WKDXgNL8u2YwfLm7iElxAaRnV6FSygg+pQCetsXg3BsukcBfbjnzZ6FEIuHSlRPYsrfEubLbVdqEIA6dqGH6xBB+ceFUWvVm4tpXsRelRSCRSEak/sGpmttMlFY1kxIX4OwSceB4NQ+/ug+5VMJjtyzm2/RivtlbCsCUhECC/NREhnjz8fZ8lkyP5LbLpgOc1T70+iZHtxmbHRpaDJRWNmMy9170784rpvPFD0UsnhbR67axEyUNHCtyZGNsTS/tc2VqSlIQX+0uQq2Sk9QlINHV/T+bR2FFE3FdLtAuOyeZS1dOGFA2wXB56u2DHDhe7ewcND05mN9cOZOXPjmKr7eKa9dPZuv+Evy9PYiP9OHBl/cik0p44OcL+vUekkkleHoonJ+hQLeACTi2hvW3C8w73+TQpjez6ZscR00ag4WYMI1za1dji7HbhbbNDgeO15Bf1sR/H1zLo79cRE6pllVzotEbrZgtNsKDvAj1V/Pm1yeYPSmUgFMKgwb5qXnhdytpaDZ0CzzFhvkQEuBJTYOOZb0Eq0bagz9fSF6ZlmA/T255vDObed2CWHYcqmDV3Bi+2VtCi87Urb5Q02mKL3t22V6z92glT719iBB/Nc/9doXz87W4spn0Y1XMSA7hja+OYzRZUSlPEOLvSVV9GzdtnNIt881DKUOlPPN5d9fXynikN1q48+ntgKOF7Yd/29Dt595qJdXanluRBaGrvLJG1CoZUSHDc341XH799x1U1rUhkcBrfzynX/cZ9Fntz3/+c1544QVuueWWbr3WXU1/2pWCaFnq6oL9O6tnv7PlOFvTy5BKHBclJ+vaWDQtnDXz4jBbbMxN7XlSZDBZ+Oj7fLzVCjYsSehxEvnj4ZM8+fZBwoMc+8zNFhsazwLnPuxdmRXEru0esNh+qJyn3j6ITCpxtk/V6c3Olb5v95WKgMUQ6+hGAXC0oJZ5qcNX/MydTZvQWWtCox7e4MWPh08614LaDBasNjsyqYT/fn28/f1j5qFX9vLSvauHdRxn62cXTiGrsI4WnZnVc2JYMTuKTVtymJMShvcp2yd8vVV4esjRGSzOwEJfrlmXwjVdVji7uv/GeVRrdYQGeCGTSrrVGhitC16T2cqvn9lOjVbPillR/HRdCs+9l0ldsx6bzY7JZufLHwud6foAWYWO7Rkdz803e0u4aeOUHjUHtu0vpay6hYtXTOhXxsWlKydgttjw9lQyKdaf5Gh/MvNqUcplSCR2MnLrmD3J8ZpPSwo+YxCio3uUyWx1pq+fyaK0CF790xpUClmP10EHhVzmbPPblSsEK8BxcQSd2YmZubU89c5BDuc5Mke0zQZ2t2+ZXD4ziqp6R5HSLftK+gw0GYwW3tmSw/cHymgzmPndNbPPetVvUVoEW/aVMH9qOD+/YCqH87pvbwnyU3PR8iRnB4rjRQ206s2EBjoumlPiA0iJD6BVZ0LjpeCen3Zu+1k9L+60v9ffx6NHhxNvtYJ//XYFTW2mYWt9O1AdGUznL05g05YcUuICuGHDFGdNidVzYzhR0kBSlB93PLUdq83OjOTu9YeOFtQhk0qQyztfo2U1jqLRNVo99U0GRxDKZufe53+kVW/m+wNlzkBtTYOOH9uzzDw95Nz1k5kAfLIjn1c+y3YEcn+1iNRetuQ9/+Fhvt7t2L5y++XTh/jZcQ/Hizq3bXZ0nOrqZxdOdW5RSo0/u65KQv+4W/zspY+P8vkPhQD85sqZrBiC7MmRUlXvqH1pt0Pxyf6ljg76TPb111+nrq6Ol19+GT+/7qsO27dvH+zDCsJpdVRa9/VyBAek0s4TseY2M0fy6zBZrKQlBeFxygnyx9sL2NTeh16llGFvX2XqWD3amVmOxWqjrEuXB53BTJCfGrPFyoJeTsBKqxypplabnXWL4tEbLCRG+fLkWwex2uzOvcwC7M+uwtNTzcxJPYs2Dpqoon1aXbdNDVUJC4vVyq70UqJCvLundUs6f1mQn9qZat7xgQSdK+SuLLuw3hmg3LynmKMF9ezNqmT7wXJeund1t7R+uUzKv/9wDnlljaT1s36N2WLjZF0rUcHePVYWZTKpy20h0xks1DY65q2kqoUvfygiM8+Rip4Q4et4HcT6OwMWEtrbYwLTJgSzN6uS2SmhPYIVuaVa/v5uBuDI4Ljjit4LUr7w4WEycmq57vzJLEqL4KaNU7jv3z/y1tfHWbcwjr/dtgSAnz/2LdB5sdWXsEAvnr17OTUNutNuFzpZ14rGU+ms89Gfbiqu7DdXzWTznmKKTjZx4LijBoGkfY+8XCZBZ+zc46BSda6M12j7ft9+8H0eH2/Pd369K7PirAMWt18+nRs2pDrfcx1Fskurmvnw+3ymTQjixg2p3Lghlfe35rL/mKOuw9TE7h0+Hn1tH54eCp68YylBfurTvv/64qGS9zincAVXnTuJjUsT8VTJnd1PAI6XNLDnSCWxYT688PtzqKxzbI3LyKmhuc1Ec5uRlz7JAjq7vgCsnBXNwRM1pMQHEN0lI66jDklzm4k/3TiPY0X1zJ0cxv0v7UFvtJDQ5TE62hzb7bAjo7zXgMX3B8oAR+HO8RqwMJ8mQ6zDlMQg/nnPcqrqdMxz07R/d+Nu7XO37u9sDPDe1ly3CljEhftQdLIZmVRCYkwABbnVfd5n0LPzxBNPDPaugtBv1Vode7NKmJoUxKufZVHVoENncFxUWKzQ1OrYq19W3eLcZ+znreqR2dC1gu6H3+VTWd9GoK9He+EpCesXxpNboiU6VENDk4GS6hYWTI3g99fOOe3YLlyWREOzAS+1gouWJTn3zqfEBdDUaur2IT7evfjJURrbrDz0iwW9dproL6Vcgql9z3rahOEpKDcWdF29adMPzYbr/23L58PtRcikEv71u5VEtlecXzMvlsKKJrTNRn59ZefF56o5MbzbXnRxdj9TwUfTrszOtlplNa0Y27sCtOnNGIyWHnUI/vrGfnJKtJw7P7ZHTYrePPCfPRzJr2Pu5DD+dNO8bj8rqWpmX1YVC9PCXSa100+j4tZLp3PwRDWXrpxAY6uRT3YWoFLI+M3VM4kN88Fut5OZV8fh3Fo2LElg1dwYzBYbz72fid3uCE5YrDbkXS4Q1Sq5syDq6TIWarQ6Z6eB97/NZVFaBAaTxZkRsD+7Ctqf8+r2bIDqBh3PvZ+JyWIlMtibT7bns7jLlpSuIoO9na/fU23eU8y/PjiMxlPBP36zgmD/nsEKq83Oln0lKGQSzpkT4zKZFKcT4u/JtesnY7XZ+e9Xx6hvMnDjhlT2ZFXywodHyMytZen0CBZPjyI2XMMPmSfRG8zMn9L3+7Zr8VZfbyXrunTbOhu91f14/sMjZBfW8/3BMtKSggnyU1Pd0BkY3bKvhOvOSwUcRVotVjvNbSZyShr4x3slZBfWI5U65v+c2TFcsnICJ4obOFpQxzlzYnpsE3FFOoOZzXuKiQnzYXZKaI/nSdti4O+bHAHB48UNvP3QOsKDvPjxcAV/ffMAAIFd/k5T+3FOKoEZE0O4ZOWEbo9ns9mdWaNSiYTZKaHOLbcv/H5lj3OdDYvjeXpTBjKZ5LSvhUtWTuDLH4o4tx81ZMasfsTMYsN8iQ0T55EjpXWIzpVGimNhoAqAc+aM/na1gQj2U1N0shmFXIq9n4W4Bx2wmDt37mDvKgj99uy7meSUNaNWyZ3ZFF0XR5bOiESpkJEY6cO/Pz6K3U6vaZvnLYon0NcDL7WCf75/GHC067LbHauC0yYE89r95wKOldBara7XHu5d+XgpnWmQXXUUnhN60hvP7gPh9T+vZcveEuZMDnO7aPhIsg1D9omhfe6sNnu3+gEKuYzbL++5Sn712hSSov1obDayZr7rn5huXJLIgePV2O2O7K0bz08lI7eWqYlB3bZoANRqdc46CN/sLekzYGG32523P9YlmNTh/hd309Bs5Nv0Ev7jQltnzp0fy7ld5u7V+1ajkMuc2zgkEgn3Xt/zXKDjfW40WR31hbpsZ48O1fD47Us4WdfGkmm9b+kK8PFgUqw/J0q0LExzrC56KOVcde4kdmWWc8mKzouqiGAvKmrb8PVWsmWfY8Wpry0pZ9IxPy06M2XVLb0GLDbvLuLfHx8FHK//ZTPd42RRJpVw/fmpzq+7bseJi/B1dmR4+d5VGEzWHq/73mxckkCwnxqNl7LfHXkGKzTAk+zCeny8lM46Pdeun0xGbi21Wj3LZ3auMK5fGEdOSQM+XirmTA5zZvXYbFBW3crrXx4jbUIQf/z3bkxmK5m5tTz6q4G3XB5pL3+axbfppUgljrbsMafU1rJ02V5g7vL/rellzv8bzBbkMgkSiYS7rphBdYOeYH91r4ssCrmUa9alsP1QGRctS+r2s97OdVbMjiFtQjBKhey0nYh+snpinzXFxjqpzLWDnILr++MN89iyrwSNp4IFU91re7TB5DiHtFhtWG39ywMe8Bn/Pffc02M1QS6XExERwdq1a0lKSjrNPQVh4DrKoygUUoL9NNRoHWm8e7OqkEklXLM+xdmHPDkmALPF1qMtFzhOrDve0H+8cS7bD5Yzf0pYtzTKDgq51NmvXBgaF69IwkOlOuu2lxpPZY8VIKGniTGde17lQ3RidMWqZLy91cSG+fS7+vu8VPdJZZ2eHMzL966msKKJtAlBeHooWDSt921dAb5qZxC1PxkREomEWy9NY+v+sl5XHTs+U6UuvlLf30DsH66bw9b0UmanhPZa9Do5xp/kmNPvy5bLpPzttiXoTslsuXLNRK5c0/1C58k7l3GsqB6pRMIjr+7DZrczOyWUHw6fZHFaxIADm5evSkbbYiQ80Itpp9kyIunyudHbZ4i7WJQWwS8vTkNnMHPhskTn9709lXj3s1yDRCIZtnbGp7rtsuksmR5JXHhnBzBfbxWv/HE1bXpzt4ydqBANT93Z2cXulkun8caXx2huc2RlBvh44OetomP6XP2916Hr6623zJ5gf0+uWDWBPVlVXNel/sgFyxI4cMKRdn3u/DiuXDMRqUSCUiEjuY948uWrkrl8Vf/rcYkFm75Nju3cvuTGh5AxJTTA/V63a+a5/mJQb+78yQw27ylmamJQv1usDzhgERvb88kxm80UFRVxxRVX8NRTT7F8+fKBPqwg9OqOy6eTfryeOZNDiQ7VYLfbkUgk5Jc1EuDr0S2FMym69wrup4oN8+G68wZfsV4YuPUL41Gp+te6SDh7Gi8Vj92yiB8PV3DZyqEp/OqpVvDTtb0XjRwrQgI8CelHYT2ZVMLr96+hpLL5jBfeXa2aG8uqub2fXDzyy4WkZ1c7V7jdXWSw91kfY6VSSb/agXqrFcxt33L0wu/PwWK1ER2q4bdX2we1VSMqRMPDNy88423Wzo9DKZcil8tYMt19axVJJBLOWxQ/2sPoN4Vc2qMDGDj+jtNtL+qwZl4sa+bFYrPZyC9vIizQCx8vJY/+ahHZhfWsmOUe+79v2jiFmFANMWGabnUmuvrpusn8dF3399/05BBHYMdgPqt2o8LQ8FIr+esti9h1uIKLV4iF3tH08wumkl/RwlVrJ432UMaNjm2KQL87oA04YHHbbbed9me7d+/mySefFAELYcgE+3ty8YrOC4KOE9D+BicEYbyamhjkTNEejZaYY52nh4KU+MC+b9gPUSEal6ld4c66buMbzroSUqnktMEnwbVJpdJuQca+sn1cjVolZ+PSxL5v2Iv+BGOFkZOaGNRrUVJhZM2bEsbSWeJ47uqGtInLggULKCsr6/uGgiAIgiAIgiAIgiAIZzCkAYuamho0GrFKJAiCIAiCIAiCIAjC2RnwlpDeMijMZjMVFRW88MILrFu3bkgGJgiCIAiCIAiCIAjC+DXggMXq1auRSCTYu7TNk8lkhIeHs379em699dYhHaAgCIIgCIIgCIIgCOPPgAMWJ06cGI5xCIIgCIIgCIIgCIIgOA1pDQtBEARBEARBEARBEIShIAIWgiAIgiAIgiAIgiC4HBGwEARBEARBEARBEATB5YiAhTBmGEwW9EbLaA9DEFyCzWanqdU42sMY94xmKzqDebSHIQxAq96M2WIb7WEIXdjtjuNZ14Lv7kwcn8cGcaxwfxarjVa9+Ix2dQMuuikIruSB/+zhaH4dS6ZHsCerCovVxkO/WEhqQuBoD00QRo3VZueqP32FzmAhJc6fh38xb7SHNC6VVbfwu+d2YTJbeeDnC5iaFNTr7SxWG5V1bYQHevLxjgLqmwxcde4ksgpqefHjLJJj/Pn1FVNHePTj066MCp585yABPh48fddS/DUe1Gh1eCjl+Hgpe71PVkEd2/aXsWxmJDYb6E0WTGYr732bw8K0CK5dP3mE/4qx58m3DrIzs4Kl0yO555rZ/brPnqMn2X6oHH+NBwE+KrbtL2Pl7GiuWD1xmEfbt0dfS+dwgZb5U8O4as0kCsobWTwtEg+V47S8scXIY6/vw2S2ce/1cwkJ8BzlEQun+mBbLu9uK0QqlfDyH1cR7CfmyB396vHv0LZY2Lg0gZ9fID5nXZVbBCwee+wxsrKymDx5Mvfdd99oD0dwEfVNeg6eqAFg24Fy5/ff35aDYruMtKQgjhbUcayogZsvmkqLzozGU8HSGVGjNWRBGBFZBXXoDI5so+PF2lEejXs4nFfLo6+lI5dJ+NON84gI9mbb/lJS4gJJiQ/ocfs2vZmSqmaSY/yRy3pPVswurHeu3GTk1pw2YPHgf/aSmVfLxBh/ckod86LjXUEAACAASURBVCWTStiSXoLBaGVvViXFS2OH6C91HzabHalU4vz6hQ8PsyuzgstXJXPhsiQAvvyxiC9+KOS8RfGcvzihx2NUN+ho05tJiPTt1+9MP16FzWanrlFPQXkTemM9T751AA+VnKfuXEpUiKbHff723wM0thjZmVmByWwFwMdLSXObif9ty+PiFRPwVisG8xSMWVX1bdz1zA6MJgt3XD6DFbOju/381Hnbm13V7d++6Axm/vbmAay27hkZb20+waUrJyA7zXt2pJRUNQOQnlVFRk4tRpOVjJxaZzDmw+/znMfuFz48TGlNKxpPBX+4dg57syqJCfNh2oRgckoaiAnVkFVYz5Z9JayeG8uCqeGj9neNJ5v3lQCO49Sz72bw8C8XjfKIhMGwtx8jPt9ZKAIWLszlAxbZ2dnodDreeecd/vznP3PkyBHS0tJGe1iCC/D06P0EMKdYS5vBwr4uJzYvf5aFttmRfmk0W1k9d/yd/Avjh7ZZN9pDcDuf7Mh3bin7w/M/kBIXQHZhA0q5lFfuW4OfRuW8rdVq4+5/7KSitpVF0yL4w7Vzen3MhWkR/HC4Ar3Rwpp5pz/mZBXWA46LGJlUgtVmJ9hfjbz9Yl0igfAgbwobh+qvdW1Wm52HXt5LZm4NN22cwsaliRhMFr7aXQzAJzsKnAGLFz86gh146eOjPQIWJZXN/ObvOzBZbNx++fQzzkGHjUsSKD7ZTHiQF2lJQbz2RTY2O+gMFgormnoNWIT4q2lsMeLjqaCuyRGwiArx5lhRA2lJQXh5uPyp1oj7y+v7aWsP5j296RDvb8vlr7cuxtdbRXFlM3e3z9udV0xn1dxYrlmXwuY9RaxdEN+vx1cqZHirFTS1mbp9f3ZK6KgHKwA8PeQ0tlkJ8fekplEPQFuXrWOKLmOs1uqpadBR0wB/fzeD7MJ6pBKYmxrG3qwqQgM8qW/SY7HaOXSihk+e2Djif8+41CUWVtXQNnrjEIbE2NhsNna5/KdoZmYmCxcuBGDhwoVkZmaKgIUAgFol5/+um82WfaVEhWj4dGcBAMH+nrRVNhPo60Gwn5q8skbUSjlaHAGLooqm0Ry2IAy7sECv0R6C21k2M5oDxx0ZWzabIyUbej+JMZqtVNa1AlB88vTHEx8vJY/0Y9XtV5ek8e2+EtYviicu3IfGFiMzJoYwNTGIremlLJ0Riec4uuitb9JzKKc9e25/GRuXJuKhlLNkeiQ/HK5g1ZwY523lcilmi63Xi9CK2lZM7fvLi84wT11NiPbnud+ucH594bIkymta8dOomD+l95XrB3+xkKyCOlLiAtiRUY7BaOWi5YnoDBY0nkokEkmv9xvPQgM8KewyJ+U1rZwobmDelHAqarrOmyMT4cJliVy4LLHfjy+XSXnmN8t54q391DTouGbdZGanhJ52W89Ie+SXiyg42UpaUhBZBfUcK6pnw5LOgNslKydQVtOCyWJl/cJ4nn7nEN5qBYE+Hs7blNc4jkE12s4Atc0mLrtGQ2I/M7gEQRgclz8DamlpITrakSqo0WjIy8vr932zsrKYNWvWcA1N6ENWVtaw/46FaZEsTIvEaLZiMlsxmq3ctHEKFTWtRIZ44+OlxGazU3iykftf3INaJeeyVcnDPi5BGE2T4oKIDtVQVt3Cmnkxfd9BYPnMKMKDvHj8zQPIZfDrK2eSXVhPSlxgt+wKcGR33X75dPYcrRrQRdTprJkX2+vqf2KUH4lRfgAYjeOnQF+wn5plM6I4lFPT7SLud9fM5rdXz+q2TeSpO5fy1e5i1i3o+fzNSw3jgqWJaFsMXHbO4I77oQGePHzzwjPexlutcAYzNi7pfD34essG9TvHg99fN4d3Nh+nTW9mb3YVIf6ezi1T86eEsXFpAo0tRi5dOWHQvyPYT83jty0dqiEPKR8vpfM1Mzc1jLmpYd1+7qVW8McbOmsPbXp4PVKpBJ3BzIQYP2LCfPBUyfnguzxmTQqhWqvjqx+LWLewfxkowtm78fxUnnnvCF5qBXdcMXO0hyMMUke20+2XTR/toQhn4PIBC41GQ2urI4rc2tqKj49Pn/fpqCKdnJyM0WjEz6vvk4b+3G6objNefl9ycjK5ubmDqurdcR+TydTHLTvdtGFSx71JiPAC7M6T/OhgT16775xu4xP61vH8D7Yy+2DmURgaz9zZubJ/NvM4nuYwLtST5+/pvMCJC3NkqvR2vFgyLYwl08JO+/OhNt7m8PbLpjj/f6bnNyLQg5+1H/t7u901azsveEf7uC+Op91dfo4juHPD+R2f3TbnHF27tjPANNrzdqrRfC/KJLBufme9j3uu7rzIunKVY5uUqz1frmgo5nB2ShD/e2xt+3dt4nkfBUMxj0/evgil0pF5JeZw5PV3DiV2F+8RlZ2dzXvvvcdDDz3EAw88wMUXX9znlpCWlhZyc3NHaIRCX5KTk9Foeu77PRMxh65lMHMIYh5djXgvuj8xh+5PHE/HBvFedH9iDscGMY/ur685dPmABcAjjzzCsWPHSElJ4U9/+lOft7fZbLS1taFQKMTe0VFkt9sxm814eXkhlQ6syJWYQ9dwNnMIYh5dhXgvuj8xh+5PHE/HBvFedH9iDscGMY/ur79z6BYBC0EQBEEQBEEQBEEQxpfR7+0kCIIgCIIgCIIgCIJwChGwEARBEARBEARBEATB5YiAhSAIgiAIgiAIgiAILkcELARBEARBEARBEARBcDkiYCEIgiAIgiAIgiAIgssRAQtBEARBEARBEARBEFyOCFgIgiAIgiAIgiAIguByRMBCEARBEARBEARBEASXIwIWgiAIgiAIgiAIgiC4HBGwEARBEARBEARBEATB5YiAhSAIgiAIgiAIgiAILkcELARBEARBEARBEARBcDkiYCEIgiAIgiAIgiAIgsuRj/YAhoPNZqOtrQ2FQoFEIhnt4Yxbdrsds9mMl5cXUunAYmNiDl3D2cwhiHl0FeK96P7EHLo/cTwdG8R70f2JORwbxDy6v/7O4ZgMWLS1tZGbmzvawxDaJScno9FoBnQfMYeuZTBzCGIeXY14L7o/MYfuTxxPxwbxXnR/Yg7HBjGP7q+vORyTAQuFQgE4/nilUjnKo3EPFquNN748RkOTkWvWTyIs0OusH9NkMpGbm+ucj4EQc+gazmYOYejn8XBuLV/+WMT0icGsXxh/1o83XgzHezGrsJ7PdhQwJSmIjUsShmysQu9G8nj6yfZ8jhU3cNHyJFLiAgb8+4TejdbxVNts4LUvslGrFNywIRUPpWxQv19wEOc2p/fJjnyOFTVw0bIkUuJd99gh5nD05JZq+fC7PCbE+HHpyuSzeiwxj+7pWFE9n+woIDU+kHULovs1h2MyYNGR2qNUKlGpVKM8GvdwOLuKr/eWA+CjUXPHFTOG7LEHk2ol5tC1DDZdbqjn8dUvc6iobeVQXgOr5iWg8RQfMgMxlO/FN7/KpfBkE4fyGlg5J45AX/WQjVM4veE+nlY36HhrSz4ALfpcnr5r2cAHKZzRSB9PN+/LZ3dWLQCpiSGsnhc7qN8vdCfObbqradDx1jeOY0ezPpdn3ODYIeZw5L29JZ/swgYO5jawdGYc0aEDzzY7lZhH9/LG17kUlDdxKLeBJdMjgb7nUBTdFACIi/BB46lEIoEpiUGjPRxB6FVakuO1mRjli6fH4FYphaExtX0u4sJ98PESH/Zjhb9GRXSoN9D5fhPc25TEIGRSCWqVjAkx/qM9HGGM8ut67BDnkcJpdHyuhAd5EewnFjrGo7SkYABiwjT4ePfvXH5MZlgIAxfi78l/7l2FzmAh2F8cQATX9KtL0rhweSLBfmpkUlEkaTT97IIprF8UR5CvGoVcxL7HCqVCxjO/Xk5Dk4HwoLPfGiiMvtkpobxy32oUchk+XiIrTRgeHceO+iY9EUHeoz0cwUVdde4kVs6Oxk+jwkMpLkPHoxs3pLJ2QawjM9dm6dd9xCtFcPJSK/BSu++qtclsRak4897c/txGcF0SiUScCLkQMRdjk0ohE8GKMUZs2RJGgkohE58LQp+Gok6e4N46jhNGowhYCINQ36Tnra9PEBHsxWXnnF0xnJGmVMjYcPenZ7zN509dMEKjEYZDbqmWz3YWMjc1lKUzokZ7OONeY4uR/359nCA/NT9ZnSxag40h2/aXkplby8UrkoiP8B3t4Qh9KK5s5sPv8pg2IYhVc0WNCqF3Dc0G3vr6OGGBXly+yr3O8YSxoay6hfe35ZIaH8jaBXGjPRxhFBSdbOKj7/OZnhzM4rTQft1HBCwEp8KKJv7v+R/QGRzRrpS4gAHXs2jRmZDLpKhV4qUlDL2/vJ5OXZOBHRnlzJwUircbZwSNBU++fYDDeXUAhAd6snxW9CiPSOjL3qxKXv40iymJgVyzNgUfbyUKefesM22zgX+8l4HdDpV1bTx559JRGq3QX89/cJjjxQ3syChnxsQQZ0aF2WLjibcOUHSyievWT2bRtAgRWBzH3t58gm/TSwGYGOPPtOTgUR5R33QGM4+9nk5Ds5F7fjpr0AFUbYsBb7Wix/FOGFmO41Ez2w+WMzUxiMiQgWXkmC1WWnVm/H08hmmE7qG8poXHXt+Pl1rBfTfMxdfbfWqJ/euDw+SUaNmRUc6UhBX9uo/YeCw4fbW7yBmskMukA04hPXSihmsf2MyND2+hvKZlOIYojHPaFqPz/3q9eRRHIgAUnWx2/v+pdw7xv22ip7mr++j7fKobdGzbX8b1D2/h9ie3ozN0fy+pVXL8NY6Tn/BgkbrrDiLa58nXW9VtwSC3VMueo5VU1ev4238P8MRbB0driIIL6NjqpZRLCfRzjwu+g8drOJxXR1l1C1/vLh7UY3zxQyHXPvANtz7+PW3i3GFUNXY5j2vRGc9wy570Rgu3P7mdax/8ho+35w/10NzK25tPUFbdwoniBr4a5PtitES0H4f8vFWo+1nHRCyDC05zJ4fy7b5S5HIJf7px7oD3MGfk1mCx2mnVmzlRrCV4Wv/SfAShv1RKmTOophC1SEbdgqnhfLO3xPn1/mPVbreVbLxJSwrieHEDSoUUk9lGRW0rVfU6EiI7Vy09VHKe+fVyik42MW2C66/ACnDbZdNZOj2K2HBNtw5KceE+RIV4U17TCsCB49Xd7rc1vZSy6hYuXpHkVit0wuBcunICyTF+BPqqiQx2j1oTKfEBBPh40KIzMTc1rM/bl1Q1s2VvCXMmhzI9OQSAgydqAKisb6O8poW4MBGIHS1r5sfw3rd5BPt5kBDpN6D7VtW3UVHbeSxbv2A8Z3Xanf+Tuln6wR1XzGDZzCjiI3xRKfuX8ScCFm4up6SBlz/NIinKj19cNPWsUj2tNrDZ7ZjMdrIKGpiePLCAw/qF8eSUaPFSK1iYFg7YBj0WQeiNUi5F1/F/hZsdocegw3m1zv/HhGm4cs3EURyN0B+Hchwn7iazjehQb1ITgoiP8OlxuwAfDwLGecqtO5HLpMycFOL8+tOdBWw/VM5FyxL55z0r+WRHPt8fKGP9onjnbfLKtPzjvQwAmtqM3PWTmSM+bmHkdbQUdAfaFgP//F8miZG+3HLpNIL60QbzybcOUlzZzOY9xbzzyHpUChmXrpxAQ5OBxChfJkT7Yzabhn/wY5TRbOXZ9zLQNhu57fJpAy6yml/WBEB9k4HGFiMhAZ79vm9cuA/rFsRxoqSBK1aP78URT1VnxydvD/e6nJfLpMya5LjGNBr7l2XjXn+h0MO73+ZyokTLiRItK2ZHk3wWPda7tjvTDKL1WXiQF4/fvsT5dX9fhILQX3qjtcv/Ld1WEoWRp23ufI8/9IsFohOBG6hu0Dn/f8fl05kUFziKoxGGg9li5ZXPsrDb4ZXPslk6I4pLVkzgkhUTut3O00OBXCbBYrXj4yWyKwTXs2VfiTM7YveRk2xcmtjnfTSejvNXT7XC2f48NSGQf9y9fNjGOZ7sP1bFzowKAD7dUcCvLpk2oPt3XF+olDJUyoFlykokEm65tPP3jefrjJrGzs/yqgb9KI5kZIiAhZtLSwriwPFqQvzVzj1Bg5WaEMhfbllEi87E/CnhQzRCQRg6S2ZEsjW9lNhwDX4asfo72sR8uJ8182L54Ls8QvzVxIWL7h9jkUIuY3J8INmF9UybcPrC2ZHB3jxx+1JO1rWyKC1iBEcoCP0zOT4QuUyKVCphUlxAv+5z7/VzSD9W5byvMLQSI/3wUivQG8xMTRpYYX5wbF+bNTGEhEhfsQ3tLFywNJEjebXI5VJWzYkZ7eEMOxGwcHMXLU9iUVoEPl5KPIagM8dAu4IIwki684oZXLEqmUBftXPlRBg9Yj7cz3XnTebc+bH4+3igEnVgxqxHfrmQWq2e0D7SrZOi/UiKHtg+ckEYKVMTg3jtT2uQSOj3xa23p5KVs8f+BdxoCQ/y4uU/rsZosgwqq1KlkImOYkNgdkoor99/LnK51JlVNJaJ0OMYEBLgOahghcVq4+VPs3hm0yGaWsdvWpXgPo4V1fPq59nszCgf7aEI7cICvcgqqOOx19P58fDJ0R6O0A9hgV4DDlY0t5l4ZtMh/vPpUcwWUZ/I1cllUsKDvJC2BxK1LQaeeucgr32ejdVm7+PewniiM5j55/8yef6DwxiMltEeTg9+GpVYiXcx3mrFoLeAFlc285c30vlsZ8EQj2p8adGZeOOrY7y7JWdcfCaLDItx7IfDJ/m0/YDhr1Fx/fmpozwiQTizf31wmNKqFvZlVTJvSjjealHDwhX8/d1DNDQb2X+smvlTw0W2xRj0yY58vjtQBkBSlB8rxAqZW/nftjy2H3QEeifF+bNgqtgCIjhs3lPi7PYUFerNxiV914kQhMH6zydHOZJfx+4jlcxOCSXCTbrVuJpPdhSwbb/jMzkxynfMZxWJDItxLDLYC7nMcWERG+7DdwfKuPGRLbzw4eFRHpkg9K5jVdhDJcdjgMWahKH18qdZ3PDwFr7ZW0xMmKPLRHSotwhWuDm73c6z72Vw4yNb+OFwhfP7MaEaAOQyidu0QxQcyqpbnNlPcpmE8AFW9RfGtpgwDRIJSCUQHaIZtt9ztKCOXzy2lYdf2YfJbO37DsKY1NHhTSGX4j0OtjIMl9gwx3tVJnW/z+RdGRXc+MgWnns/E7u9fxl/Lplh8frrr/PNN9+wadMmHnvsMbKyspg8eTL33XffaA9tTJkQ7c+/7lmJzmghKcqPWx7fRq1Wz1e7i/nJ6on4i5Z2gotp1ZsB0BkstOnNIk10lLTpzc7srPe35fH871aSW6olMVIUcXR31Q06vk0vBeDD7/NZPC0SgOWzookO1aBWycWKmJvZml5KQ7MBgKvOnURceM82tsL4NTsllOfuXoFEgjP4PBw+31VIZX0blfVtnChpcKv2qsLQ0Rkc247MFhuNLYZuHQqF/ls6I4qoEA0qpcztAhYffJdHrVbPln0lXLIsrl/3cbkMC5PJxPHjxwHIzs5Gp9PxzjvvYDabOXLkyCiPbuyJCPYmKcpRcGtJ+4lpWlIQPuJCUHBBS6c7XqPTk4PHRZEhV+XpIWfmpBAAlkyLQKWQMTUxSLSZHQOC/NRMinW0x14yrfu2gcQoPxGscENzU8NQKWX4eatYNE1sBRF6ig33GdZgBcDCtAikUgmRwV4kRIjg9ni1eFokEomj4G9Y4Nl1NxzvEiJ93S5YAbB4uuNzaHJ8AH6a/l1vulyGxf/+9z8uvPBCnn32WTIzM1m4cCEACxcuJDMzk7S0tFEeoetp0ZnIKdGSmhCI+iw6hVx57iQuWp40JN1GBGE4XL4qmYRIXybHBzqLyQkjTyKR8JsrZ5JdWM+slNDRHo4whOQyKY/fvgSjyYqHSk5WQR2+3iqiQ4cvVVwYXharjafuWEpUiDcy0eZRGEENzQaKTjaRlhTM8plRzJ8ShlIuE5/fbq60qpnmNtOgOgtuWJLA6rkxqJQyJBLxOhiPLlyWRFSINxOi/fr9meRSV6Zms5n09HSuvvpqnn32WVpaWoiOdhT20mg05OXlDejxsrKyhmOYLuefX1RR12whNkTJDatChvSx955oobrJzNoZfqiU4kRHGF0PvrKHI3n1aLwUvHH/WhRy8ZocaRarjc92FvD+tlza9BamJwfz8M0LR3tYwllo1Zn4fFchseE+LEyL4ESxFn8fFfvTS3npk6PIZRKevmsZ8WJV1KXYbHa+2l2E1Wbn/MUJtOpMlFQ1Mzk+EHn7SeB73+bw1uYTKOVSnrtnBRGifoUwSHa7nezCesKDvDBbbHybXsrMiSGkJgT2enuD0cJdT29H22Jk+cwo7r56Fh5Kl7rsEAahsKKJ3/x9B1abnV9eNJXzFicM+DHOtDB6rKier3YXs2FxPBNjA85mqP1S16inSdfK5PjeX8fC0Hv8rf3sPVqFl1rBS79f3q/7uNSR49NPP2XDhg3OrzUaDa2trQC0trbi4zOwdLUpU6agUo3trQ1Wm53m978AoNUoZdasWUP22HuOnmTzIUdVca1OznO/XTGg+xuNxnETNBJGRlZ+PQAtbWYamvSEinTCEffFD0W89sUx59dH8+swmq0DbpMpuI6XP8ti2/4yJBLYuCSRT3cWoFLKWJzmSNu0WO3UavUiYOFivjtQyosfH3V+/enOAmq1epbNiOK3P3WcC1TWtwFgsthoaDKIgIUwaK99cYyPt+fjrVYQ7OdBUWULn+4s4K0H1/YaiNAbLTS2GgGorGsb6eEKw6RGq3O2Rj5ZP/Tzeu/zP2K12fnxcAUfP75xyB//VH9+aQ/VjSauXZ/CZeckD/vvE+BIXh3gqIdW16Tv131cKmBRVFTEiRMn2LRpE/n5+Wi1WnJycli/fj27d+/m4osvHu0huhyZVMLvr53DzowKzl0QO6SP3bVVe4vONKSPLQiDIZNJsbX3m1aIC+RRoTqlO4vNZkdnMIuAhRvrmDupREKtVgeA0WRlTmoYcrmUAB8PZoutPy5Hpeg8hZNKJNQ1Ok78yqpbnN+/Zl0KEiREhngPKn1bEDp0vK5a9WZCAz0BUMqlSE+T1u/v48FdP5lBRk4tF69IGrFxCsNr7uQwfrJ6ItoWA1esmjjkj29rv/iw2vrXPeJsGds71pR2OW4Kwys+wpfswnoUcin+Gg+01X3fx6UCFvfcc4/z/1deeSW33XYbjzzyCFdddRUpKSmifsVpzE0NY25q2IDvZ7XZ+dub+zmSV8vPLpjKqrnde/guSotgw5IEThQ3cPPFPZ97q83Om18e48Dxamq1OjTeKh742Xyx11kYNpFBXhRXteChkBHgIl1sdAYzr36eDcBNG6ecVR0Zd7B2fixeHnLqGvV8tL2AplYjv/3HTl78wyo+/D6PopPNXLM+xWUKQdlsdt786hi1jXpu3JBKoK96tIfkcm7aOAWZTMLW9DLyyhsJ9PVAIZPy4kdHuHb95B6fDR32HK1k2/5S1syLHdRnkHB2lsyIRCaTYLXZWTI9ErVKxoHjNaRNCOLi33+OzWbnouWJ3PmTGXy1u4hHX9vHZeckkxzjP+RjsdvtvL35BBW1rVx/fiqhAZ5D/juE4aEzmHnls2xa9SYsFhtTk4K4cFn3AMPR/DrMFivJMf4smR7B8plRPL0pA6kEGluNhPj3Pt8rZ8dQWtXC7//5A+ctiue68yaPxJ8kDCOpVMLVaycN+v7bD5Xz7w8PMzkhkD9eP7dHDYNbL5vOVz8WsXFp71tNfnr/VzTrzFy0LJGr1kwY9Dg6BPh6oDcZmDtZfIaNlCBfx+4HLw8FHsr+LXa57Jn1pk2bAEQr02FU3dDGnqOVAHy1u6jXk9KbNqTyt/8e4JFX9nHzxVOdLe4ADhyr4qPt+c6v9Q06nn0vgyfuWDr8gx8kk9mKsh8rwf29nTCyiqscEXCD2crRvFqmThj9tmjf7C3hm70lAESHarhgaeIoj2h4SSQSls6IoqFJ79waUqPV8/yHh53tMG12O/deP3c0h+l08EQ1H37vOE55eii49dJpozwi16NUyKhrNKA3WtAbLd1+9u+Pj5w2YPH0OwcxmKxkF9az6ZH1IzFU4RQL0zq7fqyaG8uqubHc/Y+dmNsz0T74Lp/Ne0qcLaHrmww8fdeyIR/H0YI63tuaC4BCLuU3Vw3d9lRheG3eU8yWfSXOr9OPVTM7JZSokM7Fp+f+l0llXRtSqYRHf7mQ48UNZOTUAHDr498RHarhzz+b32ur8c92FWK22PhsV6EIWAh8vbuINoOF/ceqqaht7dGdplaro65JT02Drsd93/gym6Y2x7Hso+0FQxKwaGgyYDRbeePLYyyZHtn3HYSztiPjJOAIdh7Nr6U/V1suG7AQhldJZTN/fTMdtYccg9FCsL+aWq0eP40ShbzzpVNe0+oManzxQ1G3gEVEsDdymQSLtTNtKyHSb+T+iEFQKmRsuPvTPm/3+VMXjMBohLMR4Oca9Wliw3zoKHg+nrKLik42dfs6OcaPPUcradWbiQt3nIDUaHUE+Hg4CwCOhvAgL5QKGSaz1TkuoadzZkezN6sS+ylZuGazle8OlLFydnSP+8SG+5BToiW2/Xlt1Zmw2uy9XrQII2fWpBByS7XOr1v1ZmRSRyaG/dQJ7qK5zYRUAt6DaBkdGuCFWiVDbxTvM3ej8eo+337eKvw03TMY48J9qKxrw0MpY+uBUmZNDMVDKcNgsmIwWckra+RQTg0rZjmOE616M1arDV9vFefOj+Xr3cWsne/YttzUakQmk+KtFm2wx6KSqmb+9uZ+vNVK/njD3B6fB7NTQjhW1EBksFevbbI//D4fi9XGR9vzufLc7pkcU5OC+eA7xwLEUG9DjQpxjazQ/iqrbuEvb+zHy0POfTfOc6vPXamks+yAj0ZFW33f9xEBi3Hq2/RSyms6i+XsPlLJ7iOVRIdqeObXy5wHApPF5nxhJUV1L7i2/VA5FqudkABP1s6LISpEw/ypo5d1SAAAIABJREFU4SP6dwjjl9lkG+0hADBzUgjP/XYFEolk3AQsbDY7f3ljf4/v//OeFdQ26pkUG8BLnxzl812FJMf48fjtS5GNUhu7qBANL/xuJU1tRiZED30q/Fgxb0o4914/l7++sb/b3mGbHd7fmtNrwOKRmxdSUNFEYpQvhRVN/OFfuzBb7Dz4i/mkJY1+9tN4tWZeLJ/tyKfNaHV+r2NfeHlN7/u0swrquP+lPcikEv5yy2KSoge2+BAa4Mm/7jkHbYthWLacCMNH22zs9rWHSob8lOP1PT+dzb3P/8CJEi0vfnSUf94TxL9+t5KDx6t57YtsNJ5K0pIcNVKKK5v53XO7MFtsPPCz+dx8URo3X+TYVpyRU8NDr+xFIZfxxO1LnMFOYezYml5KWbWjYcL+Y1Wsmtu9vt6WfY5MzIraNsprWnsEOAN8VNRo9fhpel6AT4r1x89bRWOrkctWDk026x9vmEt5rb7HOF2d43l2HM/3ZlVx7nz3GX/X8iRKmZT+lG4VPQHHqXmpYaiUMufeoY6aSWXVLfzz/UxO1jkONvnljc4X1qlbJA61pwPWNOhYOjOaBWkRoqeyMGLa9Ja+b3QGuzIrePHjI1T3knY4UDFhPuMmWAFgMFkwmrsHjOQyKYG+aia1tyE7eNxRRSm3tJE67dk/x2cjJMBTBCv6Yf6UcJ6+s+eWvqTTPHceKjmpCYF4KOUcL25Ab7Risdo4mt+P5RJh2BRWNHULVgAsmxnV/m/PwBNAVmE9ZosNg8nKsaKBzd/+Y1X8+6MjGEwWEaxwQ7MmheClVjiDylX1OqpPOWYr5FImtM+tp4ccHy8lIf6erFsYz6ZHzuOV+9Y46wM5jgUWLFYbRwrquj3O0YI6LFY7eqOFjJwaXvksi817iof9bxRGztz264sAHxVTewlc6wyd524GY8/zOG2LI4DW1Grs8bPqBp2z88yRgoYhGW98hK/bBSsApicHI5NK8FDKmJLovi1Zuy6en4nIsHATFbWtbN5TzKxJIUxPDnF+X9ts4MGX93Kyro1lMyO59dLp/Xq8qUlBbHp4PRKJo5hSQ7OBj3fkU1rZwvZD5dQ26vnrrYtZMj2S/ceqMJqsrFsQ3+0xFk+LoKyqGbsdNm05QVpSEGXVrVy0PAkfr4GnlApCX1QKqfNCOTVp8BXvaxp0PPHWAex2qKhp5aGbFw7VEMc8s8XK5z8UMiM5mKKTTbQZLMhlUl79PJttB0oxmWysXRjH7JRQPttVCMCW9FLmTA7lx8MnWTYjasCrt8Lwamo18urnWRwramBKQhBzJoey/5gj4KSUS0mI9OGZTYeoa9Tzy4vTiA7VYLHa+Hh7PhLAjqPuz8xJIVgsNrda6XF3NpuN25/cTkVtK7NTQvm/6+cyY2Iwk+MDKD7ZjEopY+OSBOIifGkzmGlpM/Hc+xksnxnN1PZj6Nb0UppajKQmBOChlLN8Vu9Bjd606s089no6FqudnFItzwxDfQxh8HYcKqfoZBMXLkvqsWJtt9t5+p1D7M2qZFJcAJesSOKNL48R7O/Jt/tKWD0vltgu9QUWTg3nwPFqkmP88GtPPzcYLXy0PR8fLyXnL3YUSex63hgR5MUrn2Vx3qJ4wgK9WLsgjhPFWtQqOQUVTWw/VA5AXISPM9gtjL79x6o4kl/H+YsTehTQbWo1cufT29EZLPzhujnMnBjS7edTEx3XF1KppNfMypAAT5rbHJ0H/Xspnn7Txils2VvCuoVxPX4WF+6DWiVHb7QQGz40Wzj+7/kfKavR8durZzFvivtkiR/Nr8Vqs2M1Wckr1bpMofP+iA/XUFTZglQqYd6UMLKy6vq8jwhYuIkn3zpAfnkTX/5YxFsPrsXTw7H379v0UgoqHHvJN+8p4YKlid0KJZ2q6GQTL358lJhQDb+8OA2pVMKM9oPN/Cnh/OzRb2nVm50fbN5qBfffNL/H45gtNt755gSm9ovHbfvL2La/DIDGFiN3/mTG0P3xgtCu66r+lr1FrJkff4Zbn54ju8jxoddb2qFwep/vKuKtr08AMCUxkKyCemeBv6z2FY/c9zKZndJ5EtOqM/PQy3tp0ZnZlVnB6/efO/IDF07rlc+y+P6g48Khqr6UaRM6V2tMFhuvfX7M+fWfXtxNbLgPDU0Giiubuz3OzRdNdV60CCPjh8Mnne349mVX8ey7GRRXNlFU6VhMmJwQyOp5sVz7wOZuabg7MirY9PA6Csqb+Md7GQCsXRA34KK0CrkUL7WCplaT8yJWcA0llc08+fZBAGob9dzz09ndfl5Q3ugMGGTm1jJ7UiiP376UK//0FUaTlUM5NTz/u3Oct39vay6VdW1U1rVx4bIkkqL8+N93ebzfXmw12E/NvCnhzvPGplYj1z/0DRarnbyyRv5662JC/D157JZFALz5leO4IpdJ0AyiboowPLQtBh59LR2rzU5BeZNzvjq8vzWX+iYDAK98msXM363s9vMarY7n3s9E46nkjsun43FK57SYUA35ZY2oVfJeO0Sctyie8xb1fm73+hfZzsLQn+8q5rp1g+9W0qFWq8NgsvLEWwf54K/nn/XjjZQ9WVXO/+8+WjmgQPNo6yigb7PZye5nRp8IWLgJb7XjYK5WybsVsEtNCHQW0woN8CTI78wt+979NofswnqyC+tZOiOyW192L7WCp+5aSl5pI/OmONr7mC02cku1xIX74NWlQJJUKsHLQ47JbOr2PZvNjrenKKQkDL8A38G3NfX1VvH0XUsprGhivhtF1F1B1/d3YpQfxwrrObVdulQqISbUhwPHHdvGVs2N5lBONS06syi05oK6Fln08VKycGoER/LqkcukmK3dt/5YrTYOnajp/XHE3I64EH+1M8sFYEdGebcaJN5qBXKZFA+lDF2XbSKeKjlSiQS1h7zzs3sQ86dSyHjyjqXklGiZMzn0LP8aYSiplDLkMikWq63XuTWau28b8tMoned2RpPVed4Jju3C8RE+ZObWEhboSUSQF9D9PX9qsVaFXIpKKcei7/24f/XaFBKj/AgL8HSr1eGxTiGXoVLK0BksvZ7Pz58S5sye7Low0eGLH4rIzK0FHNuNzpnTvcvUrZdOY/akUOIjfXotFGkwWpy1kTyU3S9Tu17jjPcN6HHhPpTXOLbvT3CzrFWVwlGwFyDIV01tP3aFiICFm/j9dXPYe7SSyQkB3WpJpCYE8uYDa9E264kI9u7W4aM3UxOD2H2kkgAfVa+ZGBFB3gRoPPjjCz9SUtVCbJiG3NJGQvzVPHHHUgLa07dkUglP3LGMLfuKOJpfz5p5scSE+XCyro0l0yJ6PK4gDAWlDNqPcUxJPLuiflEhmjNmIwm9WzMvlne35FDbqKeippXX7z+Xf7yXwcETNUQEeRIX7sul5yQTF+5DZl4tJZXN5JZo+csti8nMrWHWJHFR42puOD+VhmYDPx4+iclsJcjPk9fvX4NKKedQTg3+GhUlVc3UavUkRfnx5NsHkcul/HTtJNQqOW9+eQyb3U58pG/fv0wYMhW1rdz34h7sOC4i1i2I55Md+WTk1jI1MZBVc2NYmBaBh1LOk3cuY/eRkyjlUtoMFmanhCCTSYkN8+Fvty2mul7H4mkRHDhezeP/3U94kDeP/WpRt4WK0wkL9CIs0Gv4/2BhQMICvXjijiWUVbd06/DWIS7cl0AfFfXNRuZNCWVirD/3/GMnzW0m1syLdbYgPZxby/0v7cYO/PrKGSyaFukszH7hskRC/D3x8VKSmtB9H72nh4Inbl9CTomWhWk9FwZkUgmL0sT5oqvxViucQchFvZzPT00K5vX719CiMxEX3vOYnxofwKc7JagU0l63f+7MKOf5D48wOT6AB36+oEcXsXtf+JG8skZS4gJ4/PYl3X62YUkiuWVaDufW8uivhmYrr1IuBaxu13L3ouVJpGdXoVTKnDWK3MWcyaHsyjyJxlOBn0ZFbT/uIwIWbsJbrWDV3Jhef+bjpex3zYjzFycwZ3IYmbk1PPt+BhsWJzBjYgg1DTokEgnB/moKKprILW0EoKQ9badGq+fmv2zlxf87hwAfR4QzNMCTa9aldnt8UXBLGE6mLgtCtQ06osNEhfGRZrbYaGh2pIMWVzbj7+PBtesn461WsPtoJSfrdAT6eXDB0iQK27erbUkv5bzFCW5Z2Go8UMilyNoLJhtMVh5+dR+pCYH86pI09hytJNDXg+vPT0UmlVBV38aTdy4h2M8TX28VH32fT7PODMC+rKpue96F4VVZ14ax/aDo661i5qQQpk0IoqpBR1igFzKphL1ZlTS1GlkyPZK6JgN5ZVoKypv4dGcBz/x6GVEhGibFBjjrB3x/sAy90UphRRM5JVpmTuq5giq4j6QoP5Kiel999VIreOEPq2hqNWI0W7n5r985u8lU1rXh46WkTW8mI6/WmUVXWNHEytmd56ISiaTXi9oO0aGacVWQeqzoa94CfdXOIqunmhQXwLzUMDSeSiKCembOfJteitli43BeHSdrW4k55TMjr8xx/XGipPeimndf1bm1yWjsWZhzoCztL+66xtEtDj5QPx4+icliw2SxkZFT61a1ozqK3bfozOgM5n7dRwQsxpnDubV8uqvAWVAtt1TL3VfN4oGX9yKVwKO/WkRStB9TE4MormziwmWJvL81D6PZ0Wv7693FXL02hRPFDRRXNrN8VhRH8+to05tZOiMK6Si1LnRVJrO1R3eVs7md0MlqdY22puONQi7l11fOZPOeYkxmG7/5+w7yyxuxd9kW8vXuEqYlBbMoLYKM3JrT7kcVXMc161No1Zud3Z+yC+u566ntzpO5hAhf1B5y/vJ6OnKZlL/dvgRfbxULpobz8Y58sNt7XUUVhs/MiSFcsiKJGq2en6yeCIBMJiUiyIu/vrGf7MJ6mtqL26UfqyY9u3PPs8FkZf+xaqJCNFhtdnYcKsPP24PVc2PIzK0lMtibSXFiAWIsePa9DPZmVXL12pQex2K1So5aJef1L7KdwQpwBDNadSbueHo7tVq9s7391v1lXHdeKjqDmR8OnyQtKajbha3NZmdHRjkaTyWzU0Q23Xj00idH2XO0EoDYMA0bl3ZvP9qxPUipkOJ/hhpidnvv39+aXkpmXi03bUjFU3X21xwdr/vPfyjihg1TzvrxRkrHcycBgv0Gv0V6NKQlBVFQ3kRUsDf+Gg8q+nEfEbBwI616M2aLFX+N44VpMlvRthh7VPA9k2fePeQsltPhWFE9NpsdG44Axme7Cqmsa+WOK2Ywf0o472/Lc942t1RLRW0r//f8D1isdvYcrXSe4Da1mbhg6dD0RR5t/QkgGM1WZ1rk6SgVMjbc/Wmfv+/zpy4Y0PgEKKxsIS7SvfbtjRXLZkbxyY588subev25xWrjkdfSeeDn8/nDdXN6vY3ZYqWheWDHL2H4hAV68eAvFvCfT47w2a4ioHPlCWBHRhm1jQZsdkchzvyyRrzVCnJKtTS2t6HLzK0V26xGkFQq4frzU3t8f8+Rk+xuv2Do0FuA963Nx1k+K4qt6aW8+dVxAP5yyyLefmgdZouN+ia9s8C34J6aWo18m14KwGc7C3oELL78sYjcUi2Lp0fw8Y4C58Xb3qxKZkwMplarB3BmWNjtdsDOI6/u40SJFo2n4v/ZO+/wtsq7Dd+alrz3inc8YjuJs/feIcwQVhgfUKBlJMxSKNBSArRAKaOFQoGEssuGJBAI2dvZjp3hvfeSLcva+v440rFkKYkDDsRB93Vx4Ug60pHOOe953994Ht7+03xxvrRqTQFfbikB4KEbxjDZQyuKl3Mfnd5IWW2nW5tPXzhR0Sb+faSk2S1gUdciCBYYTVbaOg0E+PVdrLewsk0UCT5e3sorD7jbcP9YThYgOVdxBKNtIFa9DhQ+21iMDaho6OR4uVd087yiqqGTB17eisFo4dGbxzM8NZz7XtxCRX0nV8xO44YL+tZ7FR8VQItGj1wmiGx1dBlZs6NM9OFOTwjhra8LAPh6aykThsaQFhdMfqlwQh040cSOwzWiqJfe6OSnbHT3Ux6o9CXQsPr5S/r0Gi9nhwCvuOsvhtVqo9E+kT0VeqPF4+Mms4X7XtxKeV0Hl89M9bjo8vLLcN3CLDbsq6Kr23U8P3CiCZsNVEoZk4bHsiOvllc+PUxqXE8P8xtf5ZMYE8iwwT/ectjLT8NgsrByTY+rS4Cvgq5uMwdPuAulmi02LBaby3VqMFmwWKw8+M+tFFdruGhqCrddOuxn2Xcv/Y+fWoGfWkFXt4mAXq3DFfUdvPZ5HgCdOiNvPDyHb3aW8dmmYhRyKUNTwpg8PIYdeULwKyJEzUM3jKW8roMTlcKiVG+0YHVa6R0v7ynjzy9t8QYsBiA6vZHr/vwdJrOVjMQQ/r78zIIC6QnBYsn/iHR3rbHemhW9kUiE4IGnim2D0zrD4U7WXwy0OeXFU1OobuzEV6VgyoiBdZ05x4Y0WiN9UUDyBizOASrrO3jhwwMEB6h48PoxNLd3848PDxDkp+TB68fgq1JwoqINnV64UPOKm4mL9Bf1JXYX1JOeEMLYrGiPnsfOPHLTOE5UtJEaF8xbX+ezPrcSrc7E/AlJTBwWg8FkIS0+mOKqdqbY+xL/fMsEVqzcQ16x4JMb7K/ijzeOo7RGw4VTUth1pJaubhMXTfXa2Xn5+VCrzp3hyxGs661ofT5iMlvZfrhG9FH3hFQi4eJpyeQVNaGQSxmXFe3yfFunQbTEPFjYxI0ImbtOnanPejxefhq6biO3/XUDXXoTt1w8lEV2O1K1j5x/PTCTJ97aQ1ltj22pVCLBYrORlRzKPVeP5LIHVwNQ29zFpOEx7MyrEyzKSlsYNjgcm83GF5tL6OgycOWc9B+VqbdabXTpTV7Lw1PQ3qnnrr9vottg5oGlo0mKDRIXC4F+CmaMihMrZmRSCTabDatNsJK895pRhAeruXJOOiqljJAAH0YPiUKjNYjVU1sOVOOrknPVnHSPot4Wi5Vuo8XrEPMLYDBZsFptqH1Oft/R6c10dQs94lqd0elxE298mS+2eqiVcj7dVMSkYTFMGBZDkJ8PMeF+LtnvGxZmkZ4QwtfbSsRs9IzRcXy2sYgvNpcQHODDtQuGUFzdjlIh47LpqR736VBhIyofuaib4qX/KSht4d+fHSZ5UBD3XD3KbW2wblc5X24pYdaYeK6ck+7yXFltpxgMKK91ta52UFzVTrvW4LHtx1nbwkfhfm7On5DEa5/nkZ4QTEy4+1LVX62gU2fyGEAYlhrB1XPTOVLSwu2Lh3vctx+LZIC1tOuNFlo79OiNFsxmKwzQ22RspB+axtNXWZz/s+sBwJodZfbJgYZ9Rxs4Wt5CsV10JvdoAzNGxTFpeAy5R+vp6jaxaHIyUaG+LJmVxt5j9dQ0anlqVW6fMpUqpZycNCHiedmMVGqatIQHq0VrIh+FjHnjEymqaufjDYVkp4QRFebLkZJm8T2+3FLMq3+YLdpBzp+Q1P8/ihcvp8Fwkuz9z01xVTt//PcOAJ6+Y/JJBc7OF177PI/v91SgkEux2WyYLcLM1denxzYxIdqfIyUtlFRr+H5PBe/9ZaGL20BkiC9XzE7j4IlGrluYCcCTK3PJPVrPgolJ3Lkk5+f/Yr8y/vLWHrGk9IPvTogBC4DwYF9eum8GhZVtrFpzlPqWLrGVcFxWNBKJhFsuGcoPeyu5cHIy44fGYDRZMVuszBsvCH/tKahn1RqhWk8ikZyxArvFYuXhV3dwrLyVq+amc92CzP742ucdn20qRqMVjuO7647x6oOzWTxjMF9vK6Ojy8SJinaGDQ5HpZQxZcQgXvjwAADjs6MJC1JztKwFbbeJWWPixYVGkL8PS+dlsD63kqb2bv63vhB/tZJLp7uWduv0Jh54eSvVjVp+t3g4F0zyatX8XFQ3dvLgP7dhMFl5/NYJJ61qCvRTcu2CIezJr+PKORni4/uONXC4SNDmH5sVRVF1O3XNXWzcV8VHT14gZsEvnT6YqoZOQgNVokbNzNHxbD8kJKpyUiP4+/v7AUFIr7K+k/89tQi5TOoxQ75+TwUvf3wIiQRW/HaSOB/10r98urGIivpOKuo7WTQ52S049N66Y2i0Rt5bd4zLZ6Yic6p6yE4JIyMxhPLaDq6cnd77rSmqauOBl7ZitcFvLh7qNi5cOCWFkmoN/r4Kj4KsjiqJbr3FzRIdBCFGQBzXenOt072gP0Q3I0LUGMzd/OaigVXp+d3uctEgYeeROvHeO9CoadTSF1Njb8DiLFFR34HeYCYjMRSN1kBJjYZhg8M8ZijGZEaxfk8F/mol6YkhqFVy1u2qQO0jw2q1YrHa8FUp+OON41y2+79FWUwaHsN9L24FcNOmOBlmixW5TEp8VAB3Lslh474q9h1r4Jsd5fipFaJia4tGz30vbsFisyGTSsSFibFXGZbeYOZoeStyqYRugxl/X3d7Ky9e+huHxe4vzcHCRroN9uqnoqbzOmBRVquhqkGo7DKZrWQmhXLMXgKsM1jEbF15XSdJMYLyt7+vEoVcSle3iROVbaTFBVNc3c5FU1LEVjazxUruUUEQcPeROm/A4mdAIe+ZoGYmC+KKLZpuqho6iQn34/H/7KK6qYvwIJXLvWXtzjIWTUnhwikpDEkMRSqVEOCr5M+3TBBfU1HfQYfWIJb2hgT2vUfZQbvWIJ5bu4/UeQMWJ2HK8EF8tVXIeCfHBmG12rhm/hC+3lYKCO2kOoOZ2HA/iqraCA30oV1rpKapi4de2S6+T2igijf+OEfUIrhm/hAGxwWzYuUeANFJwlm3qaZJS1WDFhCOkTdg8fORX9IiLuzW7SpnaEoYEonnDPHVczNEUVYQjqXRZCXQT4FOb2bBxCQ+21hEXXMXfioFj762Az+VgphwPyJDfHng2tGEB/dkzYsq28Vr8+/v7ycq1JeGVh0S4LNNReQeree5ZVNdqqpMZiv5Jc3UNAnni8126r77qoZOtDoTmcneKoyTsWlfFQq51GM7wLjsaPYfbyAmzI94D7pCo4dEsXFfFTlpES7BCgenagNp6zSIgYYWjXtraFSoLyt+NwmpBI/n5Mc/FAJQ1dhJaXU7mclntl7ILagnt6CO2y7tnwqLmaPjKa7WMmqAWa6PzIjk622lqJQysgbwdWK1SQTl0NPQ7wGL6dOnezxBlUolUVFRzJs3j2uuuQa5/PyNlRwvb+UPr2zHarWx7MocPlpfSFNbN5OGx/Dw/41ze/24rGje/ctClHIpSoWMqFBfXn9oNve+uIUXPjzIsfI27lySg81mc/tt0+JDuGNJDpV1HVwxxz0SCojbmcxWHnt9J8fKWoQIaI2w+OjoMiKX9QQkFs8YzNGyVgwmi1twAmBwnKvv8pOr9nC4qNnlsVsuGcqC8QPLF9jLwOJ4aRPJse4e4D83M0fHi647A80L+0woKG3h8bf2YrNBQnQAlfWd4qTVgXO2JDTQh6k5mWQPDkOpkPH7l7dRWqsh0E9JR5eR0EAfXn9oDiofOXKZlGsXDGHjvioum35+CPee6yy/ciQfrT9BbIQ/S2alCY4Az2+mo8uIhJ4e0+ZegfDaJkEwbXd+HU+tykUigcdvncioDKFKz/n+d83cdNLs7YpnSliQmounprDvWANXOS22vLiSkRTCa3+Yxb0vbGHrwRo6dSYOFTaKJfs6ezC1trmL2u1lzB4Tz4zRcTz2+i6X92m3ByScxabHZUfz+G0T+Mf7B/h0YxHldR0ugamUQcHMGB1HcVU7l89MO/tf1ovIpOGxbNhbyYnKNrYerGFQhD9L5w857XYWi5W7n99MS4egZfa3O6eQkRhKVnIYB483sruglq0Ha122+XD9CV77w2yC/IXAY0Obq/1joJ+Sp343iVc/O8yBE01U1ndSWq0BiaCbFuTvw0sfHWTLwWrkMgnJg4KYNDSaaSM93y+Lq9t54KWtWKw27lySw4KJST/uRzqPWbU6n883C+KmDa1dXD7Ldf6/cGISk4fHovaRuwSnHTS3C4GGUyU6Pa05AMZmRnHThVm0aPQex+adebU88+4+FDIJL9w7w80e1ZHgAaht0Z5RwOJoWYsYRN2VX8/KR2b1eduT8fEPhbR3Wahs6OCFe2f85Pf7ufBRyJDLJMhl0tPqgpzLNLVqCezDKdDvUYPrr7+er7/+muuvv56YmBjq6up4//33WbBgAUFBQaxatYq6ujoefPDB/v7oc4a6li5RabmqQUuLfWBwTPQ80bv/02qziT3iFXUd3P7MBlo0eh65aZxbCd3CUwzmO/Jq+cf7+0mMCeTOJTkU2MUzv99T4SK0pZBLsViFycqsMQnMm5DEpxuKCA30YfvhWmLC/WjvFCpFjpe3oTeaxX79Gg/fyxFF9+LlbNGu65t389kmPFjNs8um/tK7cdZpbNOJi6CT6RE4FroSCcRF+vPuumPIZRJevn8mtc3CmODop27rNNBtMKOy91/3zgJ6ObtEhvqy/KqR4r87dEbxnnMqsXRHwLrWKVNa16QFe8DC+f5ntfGjghUObr10GLd6BR9Pi8WK2I5V0stiuDf+vkpS44IJ8FWIGfqE6ACunpshaoVYrTbW51YgkUjYfaROPC9639dlUgn3Lx19Fr6Rl9MR6KfkNxcP5ff/3Ab0fc5lMFlo7RQWqWaLjeMVbWQkhmI2W3n/u+M0tgmVEhKpRLyOtToTHV1GMWAxZ2wC+cXNbD0kmBHGhPtxpKSFuEh/apq6SBkUxLe7y9l6UHh+cFyQeE6aLTbKajTcdsnQk2quNbTqRGF371zSM+V2DTuA0pPoTJxKD8oxfte3dGGx2lyOhcVq44m3dnO4sIlbLxnq0i4IQnDz+z0VtHUamDAsxq0d6ZMNhVitNgxWG19uLmaZ030GICLEV9TZyfYQrHAkNYI9WJ6W1fV81y59/84BDaZzo824r6zdWUa3wUK3wcL2wzUsmeU5aX1BgDTlAAAgAElEQVSuY7T0zZ6l3wMWX3zxBStXriQqqqe0Ztq0adx8882sXbuW8ePHc9NNN53XAYuQAB+iw3wJC1Jzxex0qhqEaLOPUsY73xzl+oWZJy3dcxAd5scdS3IoKGkhLT6IN+3OHVsP1vSp50+jNbBpfxW78+sxmq0UVbWjM5iZNmIQR0qaSY0LZu+xBqJCfblkWgrvf3cCm81CWJCaRHsp991XC4PM9fay7fte3AJAW6eeLQeq2XaoBpPZSmpcEGlxQRhMFprau9HpzV6rQi9nnawkb9vRz8mUnFiqm/QcKmqkuKrN42tswOKZqdQ0avlhbxUgTFB359fx4PVj2Ly/muzBYRSUtjAyPZKQc6St59dIeV0H7317jPSEEK6ck05suD93XD6cvOIWDhc1iovZ3rR26NHqjJTUaAgLUiGVSgh0EuabOmIQFXUddOnNXDrDs+iel5/Gu98eQ9Nl4dZLhxHopyQ+KoDfXTaM4xVtDEsN562vj6DTu06+Jw6LYVxWNNNHxVFY2cal01Opa+lCJpVw46Is/J2ETdfnVvCvTw4DoFT0ZO4iQ9T865ND3HLJ0F+FwPC5zpCkUG5clEVlQyfXLjh9dQUIwebfXDyUD9YdJyhAybisKNbuKKO5XScGB6aPHMTS+UPYcrCa4moN/moFL350AJtNKPc3mCxcMy+DhOgA6lq6SE8IEa0mp44YxIPXj2H585vEzyyp1rBkVhr1zVp0BgsKuZT1eypJTwjxaB8/YWgMV8xOQ6M1coUHDQUvQiX0weONIIHLZ5x5VeJ9S0ezblc5U0cOcgscNbXpOHBccBVav7fSLWCRX9wiJiq3HKh2C1hMHxVHcbUGiQRmjol3++zE6AAaWnVIJXhskzeZhbHL7KHCe9GkZN788ghmi40J2T8+GO6MWiWnQ2fhsgF2v7J6EgAZgKTHBYPR3cWqN/1+x2lqasLPz1X1Va1W09go7ExycjIdHZ6jgYWFhfzpT39CKpWSmJjI008/zV//+lfy8/PJysri0Ucf7e/dPSu8/sUR6lt0NLTqOFTYyH77hd+mNXCioo2RGZF9sn1bODGJhROT0OqMbDlYQ4umm9ljey7+XUdqyS2oZ/roeEb0CmI8//5+DhY2IZdLCfBVkhwbSHpCiMvnVjV0Eh6sxkch46P1Qk+Z0kPpmIMbLsjkb+/sE7+js6XQA9eOZvqoOO56biMtGj3/XXuUGSNi+vBrefHy46ht1pKTHvlL7wa1zVqeeHM3AH++ZaJH1evzAYVcxtQRsXy1tUR8zEchE7MSjuqKzzcVu22bGBPA2KxoxmZFU1TVxicbiqhu1DI2K0rM2nn5eVm1uoADJxrZU1DP+OxoEmMCWTgpmbT4EMKCffhqS6n4WoVcgsksTI6a2/W8/PFBdh2pF59/5bPDTB0p9FHLZVKvTe1ZZsuBatq7LESH+YkL1UVTUlg0RZjEvmIPNjhQyiVcNCWFYanhbN5fxQsfHcRqtTFt5CB+f90Yt/d3TqgYTVZS44KJDFGz80gdh4uaGRwXfMrKTmE7CytW7qGsVsPyq0a6OQV56R8un3XmrTiXTBvMlJxYdh2p47NNxXy3uwKA+Ch/urrNLJqcQmyEP9fMG4LZYmXJQ2vEiociuyC8Tm/mmrkZBAeoUCl7Fp3bDtVwx+XDuWNJDm99lU9FfQdp8SHsP9EgVgGZzFY27q8i91g9T/1uMimDXFs7ZVKJqG/kxTOvfJonVMLZ4KWPD/PSfTPOaPthqeEMS/W8DokM8SUtPpjSGg1TPYhmOgcxbR4WzZdOT2XSsFiUCpnHKgm5fZ0hlXpeb4xMj2RPQT0jM9yTs6u3lYjt67vz64GfrnfVrTdjtcEbXx5h7riBI1zpbPHqKbgzUDCYLPQlxd3vTS8zZ87k9ttvZ+fOnZSUlLBz506WLVvGzJkzATh48CBxcZ771pKTk/noo4/44IMPAMjLy0On0/HBBx9gMpnIy8vr7909KzgG39hwf5KiA/FxGsz9VHKiQ89sQePvq+SZu6bwtzunkmUvnzpU2MjTb+/lh71V/Om1naJFoAPHIkIK/Ofh2Tx1+2QXsSwQegvVPnKkUglP3zGZmy7M5pGbxlHX3IXZIpz8LZputPYS7s4uE13dwn/Oiv8KuVTsUXN89+gwP1Q+7pHTH4txgJVqeTn7JEa5C0n9Euw4XEtNUxc1TV3szKs9/QYDmMgQX5eg5vihPYuQ3tMWx5onNNCHURlRWCxW6pq72LC3iub2bkprNBw4cfqoupezQ3KsUEkX7O9DaJBQ6dLeaeAPr2x3CVZIgOfvnu6ShXMOVgCknANaMr8mZFIJEknPMXRGKpUQHe46/TOabXy/p4Lco3U8/8EBMTPnWITabDbqmrvEJMTccQksmCBM3BVyKXddkcPMMfFIJMJnJ0affuwtqdZwqLAJjdbItzvLaWzVoXfqXffy81Df0uVx/vT4G7t5/YsjbN5fLT62dN4Q3np0rovQpVwmJcHpeEvtA3t4kIrH/rOTf31yiLJaDZlJwjaxEX6iZelzy6fx8dMX8tTtk0kdJIhRB/n3VPJodSY27a86o+8y0Mr2zxZpTlpy2f0suNjQ2kVRVTsWq40vne4FDpyrq0KCPFdJRob6egxWACy7YgRXzk7n8VvHu1igOsg9Wo/FahO1wZxxnGdw6paXXwN1LT1aMhUNnad45bmHr6rnHEpLCOnTNv1eYfHEE0/wz3/+kz/96U80NjYSERHBwoULufPOOwGIj4/n9ddf97itQqFw+XvXrl1MmjQJgEmTJnHo0CGGD+9f392zwX3XjOKiqSkkRAXgq1Lw2h9m06kzYrHaCA1UnbG7gcVi5ff/3EZJtYYLpyTz28uGu4hh2nCNrh043sjx8lbkMgl3LMlxKfU8GYeLmqht1vL22qPsOFxLkL+SBROT+OSHQlQ+cjISQ6hp7CIsSEW3wcw9V43ET61ALhPKgSPtLSB3Xz2KCyYnEx8ZgFzafxE/pULGRfd/dcrXrH7+kn77PC/nPoF+50Y7wfjsaFbbFfnH9VOJ4rlKSKCKNx+dy5YD1STHBtGpM6LpNHC4uEd0d3hqGHnFLUSGqFl+1UgGDwpGLpNyxzMbqGrUkuS0yOru5x5UL33nxguzmTQ8lqhQX1G7oEXT7XFx46tScOcVObzyyWFxkSuVCvoVMqmUK+ek8c43RzGZrVy7YIi3XeAs8+TvJmFFRkJ0z7VUUNrC+twKpo2M46V7Z3Dvi5upbuzRl2rRdPPkW7nivzOTQkU3nntf3EJJtYbwYBVvPjIPmVTCnVeM4MIpKah85ESF+qL2kTNhaAzpCcFi4uRUCFWdwZTVdhDgq+A3T60nIkTNy/fN6NOcxMtP5+01BXy2qZiE6ABeuGe6S/uFo+xeLpNw7fxs9hyt55l395GdEsbiGams21WODRsLJybzzF1TKa1uZ8O+KtbnVgpvYHcAAiFB9tc7JlNU3S7M/TwIAN55xQjmTUgkLjKA4qp2XvzoAAajxc328o0vj7Arv46l8zKY45Tt/uC743z4/QkGRfjx4r0zRO2jXyu/v34sQweXoVRImT22f6sCOroMTn+7W4tGhvrio5BhNFmIi+yLIaUrr38pBMpWb5fzzp/nux1LH4Ucs8XkUSw0NT6EZ+6awoHjDVy3MKtfbE0dnK5V/1wjLFBFpV3LJDZsYLXhj8+OZtP+aoL8lQT4etZE602/X/E+Pj488MADPPDAAx6fj4g4tf7Chg0beOGFF0hMTCQyMhJ/f+FiCAgIoKio6Iz2JT8//4xe398ca3Z/TNMAZX3YVmew8sn2FgwmKxeMCaGkWgPAniNVjEkwIQN85OBIWLTUFaNpFC62DYc1WG1gtdjIP17C5xsKsNlgyZRQgnzdD3l1s4E3vxf8uBUy4T00WqMgnGMTSv8OnhCeT4tVsfSCKNBV02UP7mmAql5f6riH7+7FS3+y93gdcX3I9J1tEqIDeefxBb/0bvxshASouHR6Kp06I9f9eZ1bH6VDAbyhtZvwYDV+agUl1e1UNQr90ZV1PZmAsrqBlRU430jvldlYvd09m2YDHnhpC7deOoyPn17Eirf2cKioCas9Hm22WPludwXbDwvVRSEBPiz2OkacVSJCfPHx6cleNrbpeOS1HVgsNnYcruX9JxaIPeYBvgousruCOa5UP7WCJ26biMpHjtVqE+cXze16uvUmMaDg0LMCeO3zPA4WNrHrSB2Thw86beubykfO83dPx2az8cRbgqp/U1s3tc1dpCd4AxZng515tbzzzVFGZkTy28uGi4HkyvpO2joNLtpij9w0ni0HqxmfHU1afAhfbhVa+QpKWzhR0SZW2R4qbObjpy8ge3A4b39zVNw+t6Ceu68aSWuHnoumpiCTSRmSePJMv0wqEZ8fkR7B23+a7+ZC0dFlFO14P95Q5BKwOFwkzEFrmrpoau92c574NbLwJ9gIf7urnC83FzNrTLyb04fZKWYt81AoXVDWIla65ObXM2OUu07FqXCIsXYbzOzIq2X22ASX5x1imifTUcpKDutT0PRMGWgVYBqnwFJT+8ndXs5FHPMFjdZITePJDSmcOSshyl27drF27VoaGxuJjIxk0aJFTJw4sU/bzp49m9mzZ7NixQpkMhlarTDJ1Wq1BAa6lz+eiqFDh7rc1M8m7Z0GPttURFJMoMvFd6S4mV35dcwdl+BiwVhe18H3eypE/+pZY+JJjRNK5j7+4QTrdlXQ1C6cjG2mQK5dEEpuQT1Xz81gdHY03+wsIyfdRLNGz8zRcYwf1yMWkzi4m07TQVRKGVHRwfxw6DgALcYQZk3tETCy2Wx0G8wM6jLyzqZNGE0WRmdGc7CwEYPRQkyYP6GBKgJ8FVQ2dFLbpGXRtEzGjEmgub2bL7eUkJEQIvYu98ZgMPziQSMv5y9ZKacXn/25cGSrPAlInS/sP9ZAQYWGS6YNJjLEl2NlLciclOQdXL8wi/fWHWPY4HBiw4WAc6CfDzKp4GaQGhdETLg/LR3dXOrBwlSnN6H2kQ+4bMdAYv2eCgqr2gEbwwaHi/aCkSHCgsbZ1hSgXWtk1ZqjFJS2EBLoQ2y4H74qGbXNOvzVCiYMjRYnIJFnILjcbTDjo5AhPYlbgJe+sWFvFRZ7X7cNuO/FraiVcsKCVMSE+xEcqKL6YE/p/6AIP1ZvL2XxzDRhIZkUyvHyVtITgvH3VVJY2cbmA9VMGzGIhGihUtRxXP3UCpeW0NMhkUi4em46nTojqXHBpMUH9+t3/zWj05tcHJs+Wn/C3p5YxuIZadywMJP31h0jJy3CJVhhMlvZkVdLaY2Gbr2JLQeqGZURRXl9B9NHDmLN9jLRxSE0SMWa7WVs2l/FxGExFFdpMFusdBssKBVSrpxz5qKYzufXEKcSf3+1ghHpERwqbGLqCNd55XULMnl7bQGZSWHszKtFIpFw+cxUZAPYzvF0fLe7nLrmLi6flSZWwTkwmS18urEYuUwiXsfOlNVqePl/B0mND+bOJSPc3nvV6gK6DWbeW3ecJbPSXH7H7JQwBkX6Ud+sY9HkFLdtpU735pON3QaTBalE4rFKIixQRZPdPTHLQztLekIIhZVtHp8D2HawhhOVbVw6fTAB6v47/qMzo07/onMI59/eWUdmIOB8DikUfTuG/R6wWLlyJW+88QaLFy8mMzOTuro67r//fm655RZuvvnmU25rNBpRKoWL0t/fX7DU2r2bCy64gJ07d7J48eL+3t1+463V+WIvYHJsECmDgjBbrDzx1m70Rgv7jzXw+sNzxNc/++5eqhp67Jr25Nfx1qPzOFrWwrvfHhcfV8iljBoSyfDUCNHy73BhE//+TNDzuGhqCpdOd1W2DQ9Ws+K3QitNcXW7XQTP5uIuYrXaeOz1neQVN3PV3HReum86Da06RqZHojOYKShpJislzMXmzGiyiKVbr32ex56CeiQSGBwfJC5MvHj5uaiobSOjj71vZ5OS6nYe+fcOAJ6+Y4qbgNj5wmtf5NGmtVDdqOXh/xvL397Z5yK86yAnLYKRGa5iqBEhanyUcnR6M80aPc/fMx3oCfQ4+GRDIe98c4zMpFCevmPygPYWP1cprGzj5Y8Pif/+bncFqXHBdpG9DIYkhhIerKKstoO/v79ffF1zezff7CwX/y2TSrBYbej0ZvRGC88um4rFYmVoHwSlAb7dWca/P88jKSaQZ5dN9baR/ARGpkfwyQ8nMFlsGIwWKuxlwuY2HVWNWnKPNjB9VJxYdVFY2U5hZTvB/j7MHZ/Ic8umuix+n1y5h7ZOA9/uLMNssbFgYhK/uTibcdnRJEYHnnHveEZiKH9fPq1/v/SvnOc/2M/m/dXMHhvPPVePAmDi0BjKajvISAghJNCHiBC121gM8M3OMt5fd9zt8adun8Tw1AhmjIrnSEkz2GxkJIXwmyd/AIRKDUeAWi6TnLKi4lQ4zq/N+6v5YMVC8XGpVMITt01Eb7Sg7tUmMCw1nOfvns6a7aW8/sURAAL8lKcVfx2oHC1rEZ16tN0m7rrCNeiwdkc5H3wnHEPHdezMirf20NTeTXG1hlHpkUwc7tp641xNYLGB83K3rUNPXbMOq9VGcXW7274NHRxGcIAPWp2RaaPcNQnzipv4y5u78fVR8NzyqUSHuVZjvfqHWXy6sYiR6ZHEeFg7PH/3NLdgnIPaZi3Pvb8Pm03QNPn9te7BmB9LcZX7dz2XKXeys92dX88dS37BnTlDAvwUGNqF+Z+6j/f+fp8hrFq1iv/+97+kp/dEXS+55BJuuumm0wYstm7dyttvvw1AYmIiK1as4Omnn2bp0qVkZmb+4voVZrNVVLftjeMGLpdJRTERqUSCv1qB3mhxu8ELNnBapBIJVpuNQD8lNpvNVcxSJuH1h2cTEeyasfL3VSCVCB73QaeZOKTGBfPO4/PBhkufWFVjJ3n2csEfciu5dv4Q4iKFEjt/tYLxQ10dPqRSCSofOYWVbfirFWIgQ6mQuU00rVabN2Pm5axzrrhxHDjRSJdeuPkfPNF43gYshP5nC0F+SmRSKf5qBW2drv2jjqC5o9TXeSwI8vdBpzej8pFRUafhP1/mk1fczE0XZrN4phB0dWTpj5W30qrRn1G23kvf8FXJkcskotK6UiET7w0SiYRRQ4QFTkJ0IOtzKzhcJNwnfH1koso/CI5S3Ubh30aTmRVv7cJihad+N4nU+NMHErcfrsVmg7LaDmoatQyO82befyxDkkJZ8dvJPPzqdpfKGKHP3IpUKmSjNZ0GDtlL68FVtM6xOLBabQT5+9DWaRDPkR9yK1i3q5zJObE8dMPYM96/xlYdLRq9i5ijl5/G9kPCWLn9cK0YsLhm/hAWTUnBT61wy7g74yngJJVKCPBVYrXaCA7wYeqIQVitNrcKOh+lDL3RwsRhsUSG+vZpvtf7NYF+Sto6DS696xarjaOlLcRHBZxUrLH3vp8PoosnW1c4jqHFfj325nS/g59aIVYxBHn4PR3HUSJxdwdUKmSofeR0dZsI8nPfNjLEl5WPzsVktnoMKny7sxyjyYrRZGBnXq1bi6BKKWfpvCEnPW90ehPF1e2kx4e46VuolHKUChkGD+uqn0r3AGsJUfnI0drbZiKC3cVLz2XS4kNobq/DVyXvsx7NWUlpJCa6Rvri4+P7VN47Z84c5syZ4/LYuWBlajRZWPb3TdQ2dxEV6su/fj/TbZF+04XZDEkIZVCkvxhNlEolPLtsGivX5LPjcC1PrtzDIzeNQyKR8OhN49h7rIHYcD8Kq9r5cksJVz/6DY/dPJ6/3jmZHYdrMRgt3PLkemaO6YmgAwyOC+bZZVNp1uiZOPT01qGeMlc1jT3VHRqtgev+vI654xIoqmrn8llpjPIQlf9+TwX//PgQUqkECTYiQ9U8eN0YUUTUZrPx9Nu55BbUc93CTC6eMnDsgbwMPMICzw07zBmj4tl1pA6JBLG0/nzk0ZvGU96gY9KwGBRyKc8tn8Zrnx9m37Eepw9fHxmL//A1NoRgrcFkITxIbXc5msL/1p/gm53l3P2PLaJ447vfHsPfV8G88YksmZXG22uPMjI9goiQgXUDHijERQbw3PJpVDV0gk1wdjqZEPQTt03knW+OER3mxwffHUdnsKCQSzGZrXQbLQxNCaW4RsN/viwQt/n9v7bz3LKpYosjwJGSZj76/gSjh0SJwanFM1NpbNORkRBKktdl5CeTPTiMZ5dPpVWj50RFK7XNXTx4/VhyC+oJDVLx5tf55NmDT6lxwcwYFcc/PjxAoJ+Sv905hbAgNbkFgvBiVIiaO5bksOtILQdPNImBix2Ha2nvNPDxhkJqmrTcdukwBkWcurqyvqWLZX/fhN5o4YYLMrli9pm3EHhxZ+n8DNbtKueCXjoGfVnEzRwdT4CvkromLdsP13CsvI0gfyV5xc3c+8IWhiSFkpUcymcbi5g0rCczL5dJ0NuDlInRAdz53EYaWnU8dMNYxngop7dYbax4azcHC5v4zUXZXDxNaAG855qR/Pk/u2nXGjhe3sqQpFBe/fQw3++pIDRQxWsPzXarsHAwbWQc/molEgkeq0cGClarlZtWrKe1Q8+I9AixKtpBYnQgzy2fSkOrjonD3K1Fk2MD8VXJkUmlHvU8nls+lf+uPUr2SfQeosP8KK/rIDTAfez3Uyt4/u5pFFW2MeEkawyFXHbSFlhnR8LewRCAd745yicbiogMUfPaQ3Pc2kYee30nhZXtZCaF8uyyqS7POb+fxYOl6k/BodsyULh4agoffHcCgCWzB5ZulMUugiWRSE5aCNCbfg9YLFu2jD/+8Y8sW7aM6Oho6urqePXVV1m+fDlWa8/JcDL/3XOR6kYttc1CKWVDq46Kug4yepXCyWVSj1oOESFqymo6sNlgT0E9HV1Ggvx98PdVMnO0IFRT36Kj0d4vuP1wLb9bPJyhKeEsfexbrDbYuK+KZVeOdImYZySGkuH2aQJWq4231x6lrlnLby4e6lKOZbPZ2LS/mm6DiaEpYVTUd9CpM9HRZeSzTYLoUotGz2sPzXZ73yq7bY4j4t7Y2u1SEt7RZbT7IgtVG96AhZezyZodFdx22S+flY0IUfMPe4vD+UxMuB9Jg3rGvahQX2qbXMWSuvSODLxNVBevadKSV9xMRX0HhwqF7K7zRMNssfLKp4eZPSaeqSMGufUue+l/UuOCXQIKJ0MqlXLjhdk0t+t45VOhPNl5zO/Sm9EbXNt6zGYrz7yzl6vnZoh6Tm9+lU9pjYa84mamjxpEWJCa0UOieOOPc/vxW3lxlOhPcir/npwTS2ObTgxWAFTWd9DQpkOnN6PTm8krbmbm6Hg2H6jGaLJQ1ailub2bwkr3EulN+6tEV6SPvj/B/deOPuU+NbV3i4vcqgFmvXcuc8Xs9J8U/BmRHsHGvZUcLW8DoK3DwLc7y7FYbRSUtlDTqMVqg+15tVw0NYXth2qQy6Ri1v773AoaW4W/txyo9hiwaNF0s/+4END+YW+lGLAoq+kQ7w878moZkhQqnhutHXq0OtNJAxaAWAU2kGlo1dHaIQglHin2rFKfFh9C2kmq1Xbn16OzV3buO9bAxb0ChyqlnN9edvKq9Io6oZ2gpUOP0WhG2SuxOSjC/6TBSLPFyltf5dPaqee2S4e5WZNeNDWF/ccb8VXJmeohibN2h6DS39jWzaHCRsZmubqrOc4FT+PFgROCxh4Ia6o7Fmef9DueKY7A7EDBcW0B5BY0eAxsnascsO97V7eJ8lpNn7bp96jBn/70J9auXcuCBQsYMWIECxcuZPXq1Tz22GNkZ2eTlZVFdnb/nWA/BwnRAaTaPY8jQ9RnXPJ98bQUAnwVzB4b77G0a2RGJKnxwQT4Kgn0U4oBgUunD8ZfreDiqYNPWd7Xm0NFTXyxuZjd+fU8884+l+e2HKjmhQ8P8NrnR+jQGfn78mkkRAcQHeZLrL3EPiMxhLJaDTc/+T13PreRFo1wU1oyK41ZY+KZNCwGtVJGWFCPcA4I3s2RIWrUPnLxxuTFy9mit3aLl5+fi6em4K+W4xie/FRy1D4yZDKJSybkwPEG/re+UAz8qn1kpMQG4hjVUuOCzmvxtIGKzWbj+Q/2c+dzmwj2FzK3zv7pNY2deLoz1bfoePGjg7z8v4OAcE8BQezxfCjjHmj4KGQkO9kJp8QFkZUUikIutVdMCsyfkIhKKUMqkfDZxiK6ul1V+qUSQZnecW07jmtZrYavt5Wg0bq2iLV26Hn98zx8VXJGD4nkuoWZZ+9Lejkj9uTXs83eggfCsXUkziRAUkwAcpkEmVRCTZOWlY/N4zcXZyOTSpBKJFw8NYWs5FBCApSEBanIPSokqyxWGz/kVrInv46IYDWjh0Tio5AxZ1yPGP2YrChSYoOIDPUVE3e/WzycycNjuePy4Wetuq6oqo0bn/iO5c9v8mjX+XMSE+4vfs9RGWcuID51RCwx4X7ERwWctAriVGSlCMHN+Eh/t2DF6di8v5o1O8rYmVfHG18ecXt+w95K2rUGapu7OHii0e35YXadI6VCRqYHHZQR6ZHIpBJGevhdxmVHo7DPFcZm9m/gaqB1ss+1X1MSYMGkgZUgdp7veVoXe6LfKyw2bNjQ32/5iyOXSVk0OYWX/neQxrZudubVMd2D0MzJuGBSslvZnjOBfkqunpPOk6ty+fD7EwT6KblwSgpXzkln+qi4PnvUOgh16lerb3HNgDrHDyvrO7n/pa1MGh7LsitHoDeYqWvpIjE6kHe+OUpTmxCM2J1fz6LJyQT5+3DvNaNYtaaA7iMWuo0W/vHBAXwUMiYMjeGhf+3AZLEikcCUnIET6fMyMNmRV8dlM375oEV9SxcrVgq2fY/dPN5NYOqXoqqhk/zSFqbkxHK2BKQXTUlh0vBYfvPk91gtNrr0ZlLjgiiu1mBxGm169yh2GyyU2gWj/NRy/nrHFECoJkTS52QAACAASURBVFu1uoARGRHcd82oc9oppLqxkyMlLUwaFtPnG+5AQ6M1imLSweF+vPuXhXy9tYQ3vhLcn4xm94xUeJCKZo2QOVyfW8mtlw7j+oWZBPopGZsZJZYR7zpSx78/O0x6QggP/d9Yr8DqWeQfHx6grLYDtY+MAF8lx8vbaGrNF6tlth2qZcboeHLSIpDLpEJFhP3QBvopxcWd1QafbSwW3zc2wh+9wcxDr2xHpzezJ7+ep26fLD6/71iDKACaGB0outD0lV1H6rDZbC4VI176zqb9Vaz8uoAR6RHce80opFIJdc1dhAT6EBflj1Ihw2iykJMWzuGiZqz2kngbcMipIufA8UaqGjpFnRmrzcbRslaeuWuqKJT82aZinvzdJEqqNaxaI7SIPfx/Yzlqt8Dce7QBpVxGZnIoidGBvHT/DJd9TRkUxEP/d+b6KGf2e1TTotHTotGTX9pC4C94ezGYLGKFhK5XlVpfiIsM4D8Pzzn9C0+CQ/ugU2d0s5c9HZ26nsBkR5e79WhBWYv4d35JCzNGu9qePnrzeMrrOoiw2573Zk9+HVab8P/ebD1Qjcl+nm49VMtdS4b1eb9PRz93mJx1ttjtYW3Alv01ZCQMHI0gi1P7TZeub8HDfg9YBAYG8s4773Ds2DF0Op3LcytXruzvj/vZcFaz761s3y/v73TwHJOI1dtK+c+XRwgNVPHy/TP6PClOig1iwtBoco82uNkGzhgVR0FJCz/srUQmk6DtNvH9ngoOnGjgziUjxLI+Z//1qvqesqz9xxvsriNO+262YkO4iQHYbI62kXN3seFl4BMd6rnv/udm26EaKu3XyI7DtVw+65fvJdQbzTz4z21ou03sPFzLozedumz7p2C12VxaPHo7hyTHBnLzRdl0681s2Fflvq8Gi13QE77aUkK7VlCPv35B5jkrumkyW3jwn9vp1BnZcqCav9055ZfepbNCkL9StJhrbu+mpknLoikpKORS/vPlEY8ltOmJIYz2VfJDbiVTcgah9pHzlzd3s+9YA6u3lbLqsXn4qhSs2V5KW6eBPQX1VNR1eEU3zyJm+zVpttgwitenjYyEEMrqOpg1tmdBMX9CIl9uKSE23I+qRi3aU0wmV63Ox2C0iNd872t/ZHokUaG+6PRmJp9hEmPbwRqefU+oEL33mlHMGhN/mi289Obrrfbx9EA11y4Ywvd7KvhkQxGDIvx56f4ZvPaH2ej0JpDAY6/txAZMHzmIdbvKMZh6jmV4sIq4SH9e+PCAONZr7dU3ZrPr3NV5frz9cI04RpRUazhU2ISvSi6OAT83U3MGsWlfFQF+SjKTQqipaDn9RmcJm9UmLtrOxpridDTaE5IdOhM2W49gdl+YMTqeb3aWo9EaWTrfvTk9Ntyf0hohITEo0r2tZHd+Hf/58gjZyWFiIM0Zx13F5OH+0m3q+a1stgEWYehnEqICxHaihOiB5dQYGeJLbXMXEiA0SE1X2+m36feAxd13343FYmHu3Ln4+JwfWafjFa18va2U5NhA5o1PZNaYBMwWK//44ABltRpuvDCLr7aU0m0w8fvrx6DTm3nxwwNEhPiSkxrO22uPgg0kUpg3PpHbL89x+4zIEF9CA30I8FUyf4JQ2nOkRDgRWzv0VDdqXQIWmw9U88G644zLjuaWS4a6vd8jN433GDWVSCTcdeUI7rwih483FPKe3UK1uV3Pl1uKxYCFs2e32Ul7xFlFNyEqgAunpjBt5CC+2FxCkJ8SpVLG1XMzCAlUYTC4lod68dKfRIaeGwP02KxovtxSAuCxj/eXwGFDDP2vfF3f0sWz7+5DqZDx0A1jkWATMxNymRSpBMKCVPZZh2B7mXu0gXuuGcX2w9UYTMKLJQgvsdlsrPw6n5svHsrMMfGUrdYwPDVceI9zFIvVhtF8dn7fs8nBwkZWrTnBsNRw7lySc8qs2muf57F5f5U4aTSardz+zAbkUsFhRK2SY7a4f/ddR+q4aEoKXzx7kfj+jt/IaLKKC5iZo+PIL20hLS6YOA+icV5+PK98eogfciuJi/Dn7/dM576lo/h+dwXpCSH874dC9HoTLR0GWjoM+KvktGq6uf2ZDUglEowmC7ddOpQ19j7z3lnH7JQwslPC6Oo2ib3oY7OiSIsLZrZT2T8I+j5vPvLjdEp0TtfVQLrGziVmjo6ntEbD0MHhRASrRWe4miYtv39pKyofOcNSw/hsYzH+vgpe+f0sgvx9mDYyjqffzqVFo8dXJePff5iNQi5zCUw72hiWzE5D5SPHT6Xgu93lLlaL2w/Xct/S0dQ1adl3vIHOSiMms/W0Yok6vYm//ncvGq2B+68dTWJ04Clf31cyk0P58MkLADAYDNT0y7v+OFQ+csZnR7P/eCNTctx1m7Q6I3c8uxFtt4k7Lh/OnHGuJf//W3+c99YJgovLr8xh7vikM/p8R4LRarXZF/6u94JXPzvMocImblyU5VbhFBKgOqX+kEPDwk+t8Bio/GJzMU1t3Wxuq+aK2Wkk9D6+pzg9Lpqcwmc/FNHeZeDaeSdT8vt10K3vqW5RKgZWheLwtHBqm7uICPElyN8H91SWO/0esDh06BC7d+9GqTx/+lS/3lpKtd1VIy7SH6lUwvGyVrYdEoa79749TrldwGb9nkraOvVU1HdSUd/JsbKWnsHZAt/sLOeWS4a6qeuu3lZKa4eB1g4DR8taGZMZxVVz0tFoDSRGBxIfFcCq1QVEhqhZNCWFD787Tl1LF19tLWHJrDSPNlAnm4zWNmmpauhkycw0LpqczMOv7qS8TuMidpeeEIKfWkFXt4naph5HkfT4EOZPSCQ8WM3lM1PF7/H+umMYzVaUCpkotObFy9lk7Y4Sll/14ysH6lu6KKvtYExmlJtK9ZmQFBPIw/83FgmulUm/JL4qBY/fOpGDhY3M6+XP/lP5YW8lRXa/8h2Ha1zKP80WK2V17kJZH3x3jMnDY5mcM4iN+6rxVyu4b+loVqzcjdUGX2wp4eJpKUSGqHnv8QUE+vtQWNlGt8FMTtqZ9/eebVRKOX+5dSL7jjWIfaQDgW92lFHb3EVtcxeLZ6YSG+456NfYphMXoyAosxvNVmy2nqyXTm9m4rAYYsP9+GpriRiIsNng622l+ChkXDk3HZVSzn3XjGLd7nKGp4aLGhZzxiWSHh9CfavO2w7Sj1itNtbtqgCgvL6TI8XNjMmM4pr5Q+yOEK0ur9fqzXy0vtClp//D9YUsmpzM++uOi4/NGZfALRdn88XmEtQ+chZOTGLv0XpaOvQMGxz+k9rzdHoThwqbyEwOJcTuWjBnXAIGoxmrzcaCCQOrP/tc4EhxMxmJIXz+zEViv/gNF2TyzjfHkMukFJQK47bjfNBojazeVsp1CzNJTwihxd7WpdNbeO3zPJbOH8IlUwezM08o09+T38DlM9NRyGVcNiOVAycaRdF1Bzab0Jp4/cJMZo9NYN3ucnJSIwjwdV0fHCluRqmQimL2uUcbRIHmdbvKTykeOVDp1BnFkv5vd5W7XT9rdpSJtuEffn/CPWDxQ5H495tf5Z9xwOJUeg31LV18u7McgP+uPXrGLVlZyWE8fMNY/HzlHtvApo4YxLHyVtLigz3a0wf5+9CuNXh0MCmv66DNrpWTV9LCpdNP3m5/vrPJ3q4J8O/PjjBrzMAZJzfsrQSEuUZxdR/KKzgLAYvRo0dTWlrKkCFD+vutfzHGZ0ezI6+WiGA1yXb7tcToQAZF+FHb3MWUnFhaNHoMJgujhkSi1RnZtK8Kf7WCnPQIth3qETZKTwgWF/lWq41DRU1EBKtRKWX20hiVqN4+OC6YZ+4SLH1e/yKPNduFCWRcZIBL31dxdTtjMqPYd6yBvOJmLpiUdNI++hZNN3f/YzN6o4ULpyTz28uG8+J90zGarS5WRGaLVczQOiYyeqOZ+1/eSnungUnDY1yCLkMHh3PgRCOThp25+I8XLz+GaSN+vIVoR5eRe17YQle3iTljE7j76pE/+r12Hanl6bf3AvDITeN+lADW2WBYajjDUgVxq/6sdhqVEcmXW0pQyKRkJIXQbTSLY5wEUCplSCVgMFrE7KzDSaLG7iqi7TaRFBOISimn22BGKoGHX91BfYuOrORQrpyTzuNv7AZg+ZUjmNvPQZf+wJFpHkiMyojiYFEbqfHBp/RtDw1UkZEQwolKYSIxPjuK/ccbXXqtpRK4YlYaKYOCWLO91K095JONRSgUMq6Zl0FkqC83XJAFCNnd5rZuosJ8uefFLZjMVi6dPpjfXOxeKejlzJFKJaTFB1NU1Y5KKXNxgxmSGEpooA+tHa7jga+PHK3OiFIhQ2+0MHFoDOnxwah95GJ1Q1uHnhUrc8WFbniwmhsXZfPse/tYuboAg9HMlXMy3Mq7+8JTq3LJK24mMtSXNx6eg1QqiD16xbt/HBv3VfHChweQSGDFbZPISReCvkF+Pty4KAuFXMqjr+1EIpG4VK8MjgviSHEzWcmhYgUcwIa9VWi0Rh68fgyRIWoa27oZPSSSdbvKCPBTMnn4IAYPEkQ0m9uEVnCrTcj6jrJbjzqPAZ72FWDFbycyIj2SrKRQggN86Oo2MTYz2m2b8wE/lYLhqeHkFTd7nDdPHh7Lh9+fwGq1MT7b/flhg8M4cEII6kzwsL3ZbOXzLcVkJoYwLNU96D9haAyb9lczPDXcTfDauQ3MWVjfmW93ltHaYWDxzFQ3R5d1u8p55dPDSCTw1zumuN0nL5ySwtzxiSjlUo+J1Y4uYXxq17rPW2LD/YiL9Ke6Ucv4fp5rDbQm9hCnsTw7eeDoV4Bw/rdrhfMsIsSXKndDKjf6PWDxt7/9jVtvvZWcnBzCwlxP0rvuuqu/P+5nYfqoOMZmRaFUyMRMkJ9aKJ/TGy34qRVcNiMVq9WGykeOttuEn1pJh86ISiln1aNz8fGRoTdYCHeaJP537VE+31yMVNJTdtmpMxLgp8Ritbk4gzgqKKRSCQF+SiYOi6Goqh2pBIL9fdBoDTy5cg8Wq42iqjZRxK432m6TaDHWbB+IJBKJS7AChAziIzeNI7egnoV2wVCD0SIGL5qdBrEDxxs5WCgoAU/0Biy8/EyofoKSZLfBLPTu4nou/xj2HWsQ/95/rOGcCVicLbKSw3jv8QVIpRKee28fu/PrCQ304cZFmUwfFY/RZOWHvZW8/kWPeniAPateVNkTSa+s72DF7yaxbmcZU0YMEoM+ze3d/HftUfF1DuV6Lz+dhZOSmDM+GbVK4dF5ynHfkcukPLtsKm0deu57aSvbDtfhXBQok0qwWG28tbqAmaPjXPrdnXE4iziobdKy/O+bMJqtJEYHiJoHdc1dnjb38iN5/u5pNLbpCAtSu1SvhAerWTipp3LCsSgdNzSapfOG4KOQ0m20kF/Swp/tAUMQWrycLfRA0DdxVJYCvP/dCfRGCzdeeOYucA6B77YOPRar7UcFPbz00NQujJk2GzTbXd6Kqtp44OVtWK027liSw7t/WYBEImFnXi1HipsZmxnFs+/uw2yxMTkn1q0qP9BPycrV+aL2weptpWjs88HrFmi5am4Grz80G6PJgkQiwWq1IpNK3QSXe+N8/21uF6o6IkN9WfnoXKH1zMP2vefHAxGpVMKK305Cpzfh7+tekR4fFcD/nroArc5IeLB7lcK88UliwGLGKHd9lz+8sk20JX7hnmmk9rJHzS0Q5i0Fpe6Wqs7t555cnfYda+DVz/IAQX+j9zXvOKY2G7TaK3V603vN4YxSKayXPJ07BpNFtIOtc6r+/jUikzlfAwPreogJ96dd2ypU+vRRiqTfAxYvvPAC9fX1xMXFodX2nEznstp7X/AkECSTSfFTC5MBpdPFp+s20WmPUNa36Ai3l0QF9Bpz6uwOHs7tfEaT4GG/O7+OK+ekc90CwQbsilnpJEQFEBakJjk2kPfXHQNg/oQkUuOD6eo2oVLK6NKb8TuFmFFidCB3XZFDcbWGK2YL4oCV9R3syKtj0rAYl5L20UOiGD2kpyc/yN+H+5eOYvOBaq6c0+P/3dDahUP7prcriRcvZwtP0fe+EhXqyz1Xj+JoWQuLZ/40pxFnr3JPAlPnI46JRH2LMDFu7TDwwkeHOFTUwr3XjBIXIA6G2jMsEokEx2Dxr08O0aLRc/W8DEYPieKRG8ex/XAN8yYk8uKHB+2vhwum/HpLPs8GnibHADvzavn7+/sZFOHPM3dNwVelwEcpE68zhy6cr49c1O+ob+kSq2ecmTc+kQlDoxmb5ZodbenQi6KPWifLzFlj4jhe0UpGQsiAnyucC0gkEqJC3assn3tvH1sP9nTupyeGcOn0wUwcGiNmWQPkMhpaXe/jvY9IWnywkAlPDqOsVsPGfUJp8v7jjaQMCmLayDOrfnvgutGs21XOpOGxP6k9z4vAJVMH09VtRqWUMcPuaNfY1m0XQ4djpS2MGRJFRIiamaPjmTk6ntyj9WKVlHPVxVVz0skrbmbjvioXu9Eup/75GvvCUS6TnnF716JJSeQVNaFUypgxqqctWSGXofCwQvnbf/ey80gtV83J4NoFA7uSWyqVnHQ8BiFxqDqJ5ajzXLveQ1C/2SlQUNOkdQtYOI6fxSroEznbkIcGqhg8KIiSGg0XTEpye29/tQLHrdyTy8fimanojRYCfD1rWGi0BtbtKicjMYQR6e7WpH+4fgxrd5Rx0ZQUt+c6uoyiu0rdr3y9YXPKExjNA0vn584lOfz3m6NMyI755TQs1q5dy3fffUdkZP/6457r6PQm/vnxQQor28lKDuP2xcM5UdnGkllpNLbp+Mubu+k2mHlg6Wiy7JP3zKRQ9h9vIMBXiZ9KgUZrYMqIWNbuKAeEMjxHwEIqlTBxmHDha7QGco8K0dHDRUKE1U+t4Lnl0zhR0cak4UKGt6Kug293lTNnbAKp8T1loXPHJQKV5Jc0M2tMAn9+YzfN7d2s21XOf/88/5Tfc2deHXuPNlDT2Mm4rBhqm7u4YVEmi2ekYrZaT2nf6sVLf+Ip63AmzBoT3y/K82FBaqe/zx2hyKKqNg4XNTNzdBz+qrOzCFg4KYmPvj+BttuEyWxl0/4qll81kllj4/l+TznabjMyqdCP/u63x4gK9aW+RYfVZhMnVF9sLmbp/CGMGhLJqCHCfePea0ayZkcZE4fGEBKgwmq1sWpNAXXNXdxyydAzso7VaA38kFtJVnIYmQOsbPLnZPOBakxmK+V1HRRXtzM8NQJ/XyX3Lx0l2FPWdVDZ0Mn00XH4yKVsOVTD/PEJbpPlQD8lBaXN/JBbwbDUCJ783STxuezk/2fvPAOjKvO3fU3PJJNeSW8ECIQO0psIKihrF+uuuuva/vZddddVX3XVte6qq6661rX3hoL0EkgIIZCEkN57MilTMv39cGZOZjIDSQA1YK4POuSUTObMec7z/Mp9hzMxJYxWrZHfrZ7I3pIWEmMCefGTA/TozVywNP2YMvSjHJ32LiMvf3aAPUWCxoBMKiExJpC//HY2oUHCmLWnsIkWrYHgABU5Rc2EBfnRZ7Zy1txkdEYLOwoa0BuFSXFVYzd6o4Un390rah1IJEJ/+ZPv5iGTSpjvQ0jQnfrWXnYXNjNnUgwZiaFkJIYedf9Rho6fSs4153jeRzPHR5MeH0xzp4HN++rZur+B2Zkx3HHZdNQqObMmRDMtI5LSOi1JYwIJ8leyp6iJlk6DqHNhMFoIUCtQKWRce+5EoYrOAavmp7C/tJV3vy9h/uTYYemZbMito8ApBpp9sJmF0478vTGarOw8ILQffrOjkstWjjtlA5xWq527nt9GR3cfd10+w0vLafr4KD788TBSiYQZ47xbPlbNS+bd70vQqBUs9lGBoZBLxQo32YCPsK3LSEVDNwC7DjZx8XJPccvxyWGsWZRGc4eecxd6t22pFDJiIwPQqBU+q6We/2g/e4qakUklvPaXMzwqzwE+3FBKSY0Wo8nG9PGeQuYJ0YHMyoymsr6bs+Yme537eDjZvkpXrBzPcx/tB+Cmi04unZcn3s6lrlVHXkkrcyYNTafshAcsEhISkMtP+GlHPBtyatlRIIgRtWrryUwV7HoAnvpfnmh7+K+P8nn5HsE7+d11glBlR3cfv1mczm8Wp/GXl3aK53RFxgcSrFGx4rQkdhc2scbNtjQhOpAEp9q6xWrjdmd/8A+7q/nw0VViFci67Gpe/kwo5xIi4sJdKndGWOtbe3nw1d04HLBkRhxzs2LFPtjqJmEQa2o38MU2wRlBrZJz1xU/nW3irwGzxeZRpXOs+4xU7vznNuzIePj6uR4L/OOhoKzNK2vwS7BlX7/w0dZ99Sw8Dm2NE4XRZOUvL+3EaLKx91ALD113/P72B8vbefr9ApLGBPHg7+fgp5SL1pQAGn8Fy2clIpNKWL+nBp1zcWOzw78+yKesvtvneeVumZ0evZkteXVMSAnjzsv6x5SCsjbRiSVArRDH1qHw7Pv7yCtpRSmX8t/7VwzZHvrXxtnzkjlc00lCdKDH4nHRtHiy0iK46qEfAPghuxqJRGgJ+XBjGTabw6OtsUdvFlsHC8rauOKBdfzt2jlkJIZysLydoiph8ZNd1MSfrphJdVMPb34jtAC5txiMcuL4ZFOZGKwAiAkP4F93LhX/XVLTySNv5ADgVgQFQK/RwvrdNR7n+83iNB57K4eCsv5ycvdjdh5oGjRgcf8r2bR3GVm3q4rX/7riWP6sUXzgcDh46t08sgsbWTI9gf+7RNBn2lPURLnbGGy3O9hd2MTG3FpWL0ilsLKDfKfQ5eebK8TvwZZ99Zw5N4mdBU0EBShoaNOjN1rQGS3iff7drmp2FzZh6LNyuEbLkhnxonjqYCjcVsty+dFXjGqVnKy0cA5WdKAzWticV8eymSeP6PFw+HJbORXO6/X8R/u93Hb++3URRmd123+/LuKeq2d7bP96RxUOB/QaLPyYU8vyAeLQcqkEC74bCaJC/Vk0LY79pW2cu9C7yuHHnBrxefzku3v56zWneWz/fGuF2NapVsm9Ku06e4Ugp93hwOGjH6DK6TRT1eg9Z6hp6iHXmbD9ZmcVU8eeuCTEIOY1I4533ESRn//wAI87NQ9PBuqcRhZ2u4NdBfVEDmG4OOGRhTVr1nDjjTdyxRVXeGlYzJ0790T/up8Nm81OU4eemPAAseRN6+yjCg3yIzU2WJy0yaQSUtxaK8YnhbDVuagZ67bAig7zFy+aymlJMzYhhAPl7YQF+XHBsrFHfD+3XDyVWy6eesTt3TqzGD0daCFlH/Dvh6+fx56iZmY7B5VdB4SoOsBHP5bx9fZK3rh/JQFqBTddNJUvt1YwMTWcDzccRt9nZWxiCKMcH0qFjHPu/PKo+3z99Jqf6d2ceLp1Jrr0NvaVtJ4wAcWMpJHxvRsT3l/pMZzM/0+NawFxorzKt+XXozNaKKrsoKyui6y0CNLjQ6hr0REfpeH5u5aKY+PYeM9rk5UeSYvWKE5wVQoZJqeor8PuYNeBRuZNjuWZ9/LIK2lFpZTx5v0rxHLZ2EgNfk4doLEJI+O6W6w2WjoNxEVqToks39SMKN564Eyf2wL8lWJGLjjQj9BAFZUN3eKzRC6Tiq0eA+nWmfliawV2h8ND9d31/EweE8TVqzIprdVyxZnjae7QC1WHPkqNRzk20gfcjwsGlGm7f3tdw4XE+Z8xYf4E+cvpMfSXHDe2C4tWF0kxgcRFBbC7sBm7HWZn/nT2zm1aIyqlzGdv/ShCq+Q2p4PdhpxaZmXGMDdrDEkxQSgVMswWG3FRGhpadUglkBIbTGungT63NhA/pQw/PzldPSYUcinXnTuJNYvS2Ly3no82lhLgJ2fXgUZxTEiNCyb7QKPP99PcoScoQOmzrRrgrHkpqP3kqBRysYr4aCyZkcDBio5B9zsZMFtstGp9P0MmpPSvn1Ljgr2OzUwJE51UstIivLYnxQTS5Uwm+HpmZqVHklPcTFpCiJfoplQq4e4rZh7xfbtX1bVph68xJXX+rQ4HGPu8WxlUSmF+4EvnIjzYTxQOPtFzgZNNFiU1IZiOIuE56qu15mQhMkwDBm93uYGc8IDF//73PwCeeeYZj59LJBI2btx4on/dz8bf38wlp7iZ6eOieOgPcymq7HCqLAsL/qz0CF65dznNHQbGRAQQHda/iFm9II20+BAMRqtY8vzVtgoxWAHw708PoO018dvVE1kwNY7oMH80xzFhK6vrF7ebnB7pkZnPPSRkWlJig8Re0zVuatxzJsXw7c4qevQmrDYHNnu/JkpWWoQ4OC6ZEU9Xr0l0ThlllCOhUStQq/2YNu7EDaqRISNDL8LdLWek2DMq5VLCg/xoaNcTHX58rTMu5k2JJbuojaSYIHEBdOul0zlnYSpxkRqPv72s3lPyeWZmNOcvTecvL+2gplmHxWrjspXj+HhjGfo+K0++m8cnj8Vgs/V7w7vHVdfvqRFFi5cP0zb59rXT2Zhby4Tk8BNWXWG3O/jT89spr+/mjNmJYhbzVEUpl/L6X87gk01lfLOzCoPRTGK0htoWHRq1wun0IuGM2YnkFDeLVTdymQS1Sk5VY7doDe4iOaY/qH+hMzi/Lruaf39SQIhGxXN3LD5h1Vi/dpbPTiQjMQS7Q0i+pA0IYIxLCmPxtDi2FzSSmRLGoaoOHA6ICFbz1neHvM6360ATD18/l7e/K6ayoVu0cU+NC+auy2eIlZ5H4+Hr57K7sHlYQt27DjTyxNu5qJRynr510ZB+z6+NEI2K5DGBVDvtpW12IZCYNCaIV+45HaPJSkJ0II3tOqQSCUWVHdz77x1o1ApmTYgm91ALgf4Knr5tMXmHWpk5IYr7X8nmUHUni6bF8cxti/nT89s8qms+3VSG0WxD46/gkuUZYnXFV9sqePXLQsKCVPzrzqU+x1+pVDKsKokzZicilQhriqUzjr+l85fCZnfwpxe2U1Hfzco5Sdx8kWcCMjrMwh2AzwAAIABJREFUH38/OYY+KzPGe8+b1q4Yz4TkMGQyqc+AhXu1WkdPn5fl+j1Xz6KqsZvEmOHfQ8lu5/I1/4+NCEAiEcb/qDDv+ceZc5KpaugmMzWc2EjveZyr6tuXno3GX8nzdy2jVWsgPT7khDqgnWykxQaT6xRPjY8eGfPhoTI+KYSSmi4UMqnganW4adBjTnjAYtOmTSf6lCOCQqeS7sEK4f+Hazqx2uzO11ompoYTEx5wxAzrhGTPapN8p7qvO/sOt7J0RgIvfLwflULGfb+dfcwTbKESRILV5mDOpBi25deTPCaIxJggipzR6SMJZCbGBPHWAyvp6DayIaeWrLQIMXjSrTPx/vrDRIf5c96S9CGX/Y1y/JzMbSPP3bEElerEluKX13UQc4IW48eDewXDiapmOF70fVYanM4L5UPxixoC0zKi+Pix1R4/k0klHlVjLgrLPTNgeYdayUqLoKVTEOO0OwSLxYmp4ewvbSM2MgCZTMrtl01n/Z4aJqWGe2RQC53jbnuXkfZuI/FRnpOsnKImnv0gn9BAP/5x8wIPIbNgjYrzlx65Wu1YMJqsYnl14SmS7RuM0CA/VEoZdrsDk90hBtzNFptYxbe3pEXM6gFYbQ7++9cV/PvTAupbdUQE+5GVHkFTu96nZWWhs5e9S2eivkU3GrA4gSTGBB11+11XzOSuK+CjH0vF73TrERyUwoJUjE8O48y5KTzv7KEGoYQ7KEDJA68K7R53rJ3uFRxxUd3UQ2ObTpxHDYWiyg7sDuH+q2joHg1Y+EAikfDc7Uv4blc1fkoZC9xac9y1AmIjhAXOhxtKxdaBVme2vK2rj169meWzE1m/p0bUsCisaOfuK2YSF6mhprk/I+oKUOqNFtHpA6DQaYHb2WOioU13QgLGEomE5bNHns31cDGarGLLx8Fyb6eOmuZeUVyysKKDlXOSvfY5Wla9R9dvTbp1X51oL+ti/e5qPt9awbKZCVy2cnjipa4EhdVmZ1yS9/O/pEaLwwEWq4Pyui6SBow9y2cnerWouHPFmRP4ZmeVz3YUEHSSfooKq5OtJWTf4X7npr3FLR73+kjH4kxOWWx29AbLIHsL/PrEJo6BHfsbCPJXopTLWLtSEJ9ZPjuJYmcvrsVq442vi7jkjIwjlr0N5LfnZFLd3I3JbMNmc2Cx2Tl3QSrPvJcnDmI7DzQeVcTSZrPzyeYyLBY7Fy/P8FiopsQG8+Ldy+g1mPlhdw0bcmrxU8r4z33L+eP5k/lhT82ggjXhwWouPcNTbOfd70v4PrsaEMrUXEJA7V1GPt1cRkZi6Ekd9R7JnOptI0NBJhU0EQBmTxy8fPTnoNStmqnsBAUHjpegACVXnT2BnKJmLhlwD/+UmC02PvqxlJS4IEwWK41tepDAlLFCBig+SkN5fTcSYHdRM7ddOp36ll7SnKWdYUF+XmMOwFVnZ/LWt8VMSgv3Clb8sLuGV784gMliR2ewsDG3ljWL09mYW0tFQzcXLE0/4QvfALWCa86ZyM4DjVx0lNa9U4k+kxVDn5W4yACSY4PJTAlj674GbDa7KNDW0d1HZIiati4jEgmEalS88/0hVs1PRt9nITE6iE82lQHwyH/38OgN80XLboCLz8igs7ePuEgNk9K9s4aj/DTsLmzi/R9KyEqP4IKl6WzdV4/FZmfe5DHkFrdgs9lRq+QoFYLrREJUIA/8J1tsHZUAAf4K1ixKpaiyg31OC9Rvd1bxf5dMY0teHYdrtJy/dCx9Ziufbi5j0946HA6obe7lqVsXDel9rlmURm1LL8EBqlEL9aMgk0k55wiLvYHMnBDF5rxapFIp6QkhqFVyJiSHsbOgke+zq/l6RxUgZL1XL0hl+/4GxiWFce7iVD7eWEZnV7/zj8MBX26rwGazExmq5pLlGfTozSSPCWJ80qjgsTsatYKpGZEUV3Uwf7L3XGZKegQTksNo1Ro4a+7wAzRLZsSzOa8emVTCLRdN8dr+1neHMJqsvL/+MJcsz/BqC9l1oJED5e2cuyhVDG65ENYXS+kxmH1e1wBV/1rEfXwfKq9/XYTeaOGNb4o43UdFpWs8OW9pOsH+Jy5Bd7K1hFx+5ngeem03Mqn0pHPMWTAllrqWXtLiggkL9qNxCDYhowGLQdD29PGPd/eKfZ2ufqugACV/veY0coqbefj1PeL+vztnaArnSTFBvHH/SvrMVi67fx0Wq5131hXT3Nmf0fBV5uXO5rw63l3n9FOXwuUrJ3hsj43UkH2wkfxSYfJgstjoM9k447SkY9YRiHRG6OUyCaFuA9Ernx9gd2EzUEV6fMho5mMUD0prtAQEqH32Yg4H92RcSXUHk8f+8n17VQ39pZeVDb6FJX8JLjo9g4tOF+yHT3TZZH1rL61aI9MyIj16b7/ZUcmHP5YCkJUaRkObHhzw9zdz+Pix1WjUQlbEAXy3swqFTMp1ayYN+vsmpobzj1u8BaXK6rS88PF+j5/ZHVDT3MNzHwjWqB3dRu4dIEh2IjhvSfqw1PBPdj7bUs63O4XFy+VnTmDh1DikEongFOBEKpXQ5szKOxzQ2Wviq22V7CxopKO7j9ziFlHrqballzv+uZXzl6Sz2mlflxQTxGM3Lvj5/7hfMVabncffysVmd1DZ2IOfSk5ti5A9t1rsXL0qk7HxIYQG+VFc1YFcJuXBV7PpdcuKOQCdwUJds44zZicREexHl87EaRNjaGzT8fR7+wCob9OhM1o8qr4GOgQcjagwfx6+ft7gO44CCBUvOqNFnEtWNXajM1jIcgsGvvhJATa70DqyMbeOGy+YjN3u4GXnfS2VSrDbHVhtDr7fVU1btxGHA1q1Bl699wze/q6YjzeWieeLClPzjXOcuOeqWTx+0+j97IuObqOoQfHltgquWpXpsb2kRitWtmzKqyczdXgBXHcNu/o2g0cbB3ha19oc4L7s1/b08dhbuQBUNHTx5C3eAcX80ja0PX0kxQShVnkuJd3ljHzZXg9GZIgavdHic2xobNPxzPv7nN9BI3+64shafsPlZKuw+GhDGXY72O12Pt1cxh/P9w5MjVQ+3FCK2WLnULWW+tbB9StgNGAxKEqFDJVCRp9ZuOlCgzyjhSEalTgBG7jtaNjsgrK6XCYl0F9JZ08fYUFqMWARFKAYdNHv3jv/xZYKr4BF9oFG/u4cdECwtRoTcXyigBedPpa0+GDCg9UeJaYhztYQlVKGv9/o12oUT/7x7l56DDYeu2kBmSnhgx8wBIICRoYoX5BGicH58A/SnPpCcE3tem59egtmq53LVoxjrVs5qXs2pc/SP1Gx2e20dhpYPjsBjb+cnQVNOIDQQBU2m90ruzNUNGqlhz0bCGJjAX4KUWButG3t+LHZHQQ7v9sSSf91dv9s508ew5LpcTz65l6v4wP9lXR09+GnkGE0938v2rRGXvn8IOnxIYxPHs3A/hJIJRL8VHJRRDMqtH+RsO9wK19uryQiRM1VZ03gmff3eR2fMiaIupZerHYHQRolIRoV/7lvOTabAz+VHG1PnzhHKqnuZGKaMP4H+iu44YIpnDYxxuucoxw/JTWd/Pn57dgdcPNFU0iJDebu57djtzu48YLJYotBgFrhEXxSyqXUtfW3C7uLtAcHqtD1WTD0WcWElSsoHhSgYvmsBLbk1fHKF4Ue44QvzGYrSuWvd66oVslEJxY/H59DUIASmVRwYzqWKgWXXbFSLvU5J/dTCusaqVSCcoBWhM5NUNfl2OHO3kMtotOg1Wb3sqIOCXQ+K8AjsTlUHr1hPkWV7UzykbRVq+Timmw4a66hMEIkyIZMS2f/fdrY7rvFf6Ti0tYBT6e4o/HrHS2GSIBawdIZCazLrmZCcpiXOFCfWRAbszscfLujimUzEwftrdpf2sojb+QQolHx5C0Leer/FnGouoOZE6KpqO9id1EzFy4dPHPnnq12Tdj3lbRSWqdFKZfyhtMqzoVsoNnyMSCRSJgx3lsB/A+/yWLq2EgSYwJH+45H8YndGRHPPHKX07BQq0ZGwGJiajjNHUJp9KQTFIwZyWh7+0uA3dXCAZbNTCQk0A+lXMr6PTWU1QkVJ0kxQdzy9GaxJzc1NpgLl43lm52VvP1dMX84bzKr5h/9i7GjoIGmdj2rF6SKGZ0xEQE8fesi/vryTnr0wiQrISqQiBA1z9y2iPoWHadNGl0QHQ8Hytt4+PU9BAUouWPtdGLCA5iQIgQXYiMDiI0IoLFdj8ZfyZysODISyymt7SLQX8HZ85IZlxRGVloEL35awJa8ep+/wzIMHYNRTixSqYT7r53NA6/sxu6w89+visRt3U5XH21PH40dOq9jl81I4NZLp3G4ppMn3tnLdzurWLerGrVKzvXnZ7FkegKhQX6MidDQ0KbDYrVzy0VTKaroICMpdES5Kp1qtGmNYsa4pdOAxl8pBh8O12h5Z90hZFIpD18/h/fXl1JSo6Wzp4/nPtzvEbQCUCqkXHvOJBZNi6Nbb2ZnQQMms4361l7iowK56uz+6oDVC9OIidCgUSuOGIS86clN1Db3Eh+l4aU/n/7TfAAjHLVKwfikUA5Va1k2y7uNWu42X7cfw/iYHh+CVCJUJQX6e69J/nXnEr7aXskZPvRATJb+6gtfbRI9+v6KzTof2fHOHmG7A2jv9q2DczSCApRHdIwJDfLjmdsWU9Pcw2kTx2C3DU3/YKi/92QiIkRNe7egGRMTdnKNpX5KORarcO1kQ3RZG1EBi4KCAh577DEkEglZWVncd999vPbaa2zcuJHY2Fgef/xxFIqff5Hi8i8/VN3pZbWz60ATVudDoLnTwOGaTi/P4YHsKGjEZBYs8YqqOlgwJY7IUMGtIys9kqz0yCMeuz2/gR/2VLPytGQWTotjzaI0coqaOXteMjc+sVEUQgsP7s98pScE09xuYN/hVnKLmwd9f8eCQi5l/pSRoSkwyshj2cwEFEolC6eeOFGgbp2Z6OOID/QazDS16xmbEHJctpR7i5vF17lur09VMlPCueaciTS06Vi7wltvwiXutWlvndvPIkWRSoDKxm7UfjJRB2hLXt1RAxaHqjt54m0hc1/fouP2y6YDgsjb317JFoMV0L/4TYoJ8hL7GmX47DrQRJ/ZRp/ZiEQqEYMVAA/8J1sU3Nu0t46bL5pKq7NKUG+00tljYv2eGtbtqiL3UKvHeeMjNQQHqpiUGj5o++MoPy3Vjb2izbDF2r9YSR4TRESImtmZMUwfH4Whz4pKIWNiajitWiOT0yOQSiUYTTY6nBNnHA50RgvPvLePnKJmrDYHv//NJLblNzA7M4aqhm6efn8fdrsDpVzK+OQwHvnjvFPCGngkMW9yLJeeMQ6dwcz5S8fir5Jz2YpxdOvNqFVysaqioLyDe387m2sfWS8e26o1cvrMBNR+cvaXttLYpsdksaLxV1LV2MM7zlbkL7ZWMG1cFGaLjcvOHC/qGUxKC+flzw7wxbYKbjh/spfYZq1TsHOgc9CvCZ3RwqFqQf9qT2Ez157r2Rq5Nb9BFDPekt/AVauG1m7uYvv+BuwO4TOuaerxCh6NidBw/XmTfR6bHh/KuMQQqpp6uPB0b42mcjcXMF9tsFlp4Xy+RYpSIWPcT6BdkhAdKFagH0PHyRHR9poH32kEMTYhlJIa4Tt0srk1hgerxTFIMUSjgBEVsIiNjeWtt95CpVJx5513kpOTw549e3j//ff5z3/+w48//shZZ531s7+v85em8/HGUhZNi/fyBZ4zKYZNe2sxW+zERWrYuq+e77OrOX/pWCam+l5NrTgtid2FgoVLZ08fdrsD6YAw5p7CJjp7TSjlUiQSWDojAYlEwvMf52M02Sit1bJwWhzXrZnEdWsm8buH19PupugtDBShHK7RUtPYK07iv8+uPq6Ahc1m55E3ciisaOeGCyYPy45qlF8vl60cf0JcQtLjgyiv78FPJSPjOB6Ehj4Ltzy1mY7uPtYsShuSjsKRcF8sd+tPXLT/eHA4HPztlWwOVrRzyRkZnL/4BJW1OBmo3VBS3cnhWi2nz0xwTmq78VPKCA/2IzrMX1ysqlUy5HIZU8dGMnlsFLMyozlY0e5TdMyd3KJ+y6t9h1vE1xv31tKl89TnqG7u9bBKczgcfLOjErvdwdnzU31apYFQnfbku3uJi9Tw/66fO2QB5VOd5bMS2XuohZBAlZe9Xp9be4fFaufie78FidOa1uFgQ07tEc8bEqTy0Ksoquygor6L02clEuDD0rusTsvDr+8hQK3gkT/OG63kO066dSY259UzMTWMOZNiWL+nBr3RjEIuo9cppjdjfBRSqYQ5k2KQyaT8fk0WINgMv/RpAQDXrZlEZX03UqkECcL9ZncIpe7b9zcCYDCaadEayS1uJiE6UMz0m612DpS3k1vcTI/ewiufHyArLYI5k2JQqxQsnHbyqN6PNLp1JnYeaKTXYGbpzAQyEkMxWewY+iysnJPApr2C0KZLvPS2tdN557tD1Db3MCUjkhsvmMzW/Hq+cYpu/vfrYlLigvluZ7X4O8xWu5jQM/RZuezM8TS16eg1mtmYKwSsNWoFN180Vfy+uQKUhZXtTPgVt4EF+is5c24yuw82cd4Sb8ekM+ck8cH6w9jsDs7wUYHhcDjYtLcOuUzK4unxXtsXT4ujoKyN6DB/0uK9F7PFVR18urmMlXOSmT1gTdCqNXC4VghK7Cls5uLTPRMTeYf6n8Edbq4wLn7MrcVitWOx2sk+2MRvFnv/fUfj9a8K+W5XNecsSPFqNxmlH/fEdFTYyfU8vGzFOF75/CDTxkURolHhu/bSkxEVsIiM7K8sUCgUlJWVMXu2IJY2b948vv76618kYLFmURprfFiwAXy+pQKjyYZSIaWutVcUq8oraeWdh870WYqlN1rodloOvfpFITKJhFUL+hWdD1a088gbOR7HWG0OVpyWxNiEUA6Ut3tYCW7eW+cRrAC4Y+00vt9dw+EarUe5bVTo8dlANrbr2escrL7PrhkNWIzys1LpFLjsM9lo7TT49PgeCl29JjEj6J4tOBYcR3j9S9LUrmN/mSDo9cGG0hMesHCns6eP+17aicVqp7iqg7sun8G9/96J3mhhXFIod142g2sf3QCAyWzno7/3W6O2aY30mWx8srmMcxeleQVuXWzLbxBfuy+SfWnyFJa3Mc/NQeAf7+xlR4GwcOro6eOac3wHpzbm1qIzWjhcq6WkRutlA/drJT0hhNf+cobPbX1uwm0ARrPV534u3F1+9Ib+bFab1shfX96J1ebgcI2Wu6+c6XXstvwGtL0mtL0m9pW0HrNw9CgCT/0vj/2lbfgpZbz5t5X8844lHtv3l7Zy/yvZAPTozaJWQZ/JysufHRCFyN/4ugir7egjX4GbzfHA74xUAsmxQfzj7Tz6zDZyD7WQ65xjyOWSI5aGj3J08g+3Uuecj27Nr+dgeRufbhbEMcvqusSy/ZLqTqJC/clKi/AQNn7i7Vxx3HTxz/fz0ToDxC5dEhf+fnIefDUbh0PQEXLR6mwbHPh98xWU/LVx04VTuOlC30KJ3++uESssvt1ZzdoBGnU/7K7hxU+EoKFUIvEK7r2//jAWq536Vh2FFR1MG/A8++vLu7BY7eQWt/DFP85BKu0P5AcFKIkJ96e5w+DTtnywaiidmyaK0TT8JM43O6qw2ux8u7NqNGBxFH7YUyO+/m5Xlc92/ZHKC58U0KM382NuLRcsSR7SMSMqYOGipKSEzs5OgoKCxJsoMDCQnh5v8ZejUVhY+FO8PQ+0XUI5lM1mFx/gIGSX8vP3E+DnXepS1ugZkayuqSVP3W+NWNnsHbGsqqomT97OuTNUzEmPIipYQV5eHgDZ+Z4LrtAAGXv2FTNpjJKGeD9K6vvPZzF28tm6XSRFeWa7u/RW/FVSL/GdgdjsDtLHqKhuNZMR4xDfwyij/NzYHcfe9x4bqeG3qzIprOzg8mF6kA9EIZdgsTrE1yMBdxFL+08sfe1wOHA4Bz+bzYHD0f87bXYHdodDFBfLSAzxONY1IRvsPfqrFaAVgrKRbv3VkSHeAau4KE8Ltpqm/udGWa0WvdHic7K8bFYCuYea0fgrCQ/yY1t+Pa9/VcjksZHcfun0IwZTftVIOGKUTi6TeCxkY8L9mZc1hs+2VACIOijg+g4Jr5s69Byq6vRoPQFYODWO73ZVY7Xa6ejuI/tgI3KZ9Cdpcfw14LrnhGoI74toc7sn3V876O9rD/RXCv3ubtdZKpEI19PH71QpZSTHBlPpFPIbnxzCZSsmEOSvEiyPG7oI8leKbUafbS7n5c8O8sfzs0YDF8NkakYkcZEadEYztU29rNtVJW6zO3xf2z6Tle37G0iLD+FwrZaBKBVSXKPgjPHRTEgJ493vS5AAE5JDyXe6XrhXIkeEqNH29GF2tRzZ7JTWaZmWMRoQPhruz0Rfj0fP+9N7LuR5jb23i/e8A+x2cItX4KeU89ztS2jq0JPmw9ltXtYYPt5UDkBkiLeodYCbyOdABxEXLZ0GQgJVXlXrAGfPS2ZddjVnzfvpEi2nAlGhapqcYpux4ZpB9h5ZuD9zBol3i4y4gEVXVxcPP/wwzz33HEVFRTQ3C+VmOp2OoKDh9SNPmjTpuMrQ61p6+cc7ewlQK7jvt7N9CrKkjO3jpU8LOFyjReOvoLlDj0QiIThARVxSBmnxwgRd29PH39/MwWy1c+/Vs4iJ05Jb1IyfSk5+WRtmqYRbL5mGVCphBhAT20BHj5Ht+xspq9NS1GDnuounU1Daxtc/HmBsQgh3XDYNmUxKt72W7JJ88T1p9TY+2dnJ3VfM4MnbT+OFj/ezYU8N6Qkh/LCvC4kEnrltMenO9/bZ5nLe+KaIqDB//nnHEjSDRL5nzxra52cymX6WoNEoI58HX83GIZEf8T4aKnFRGupadCgVUmKOc4C+YNlYLljm3Z85XIL8lXQ4s1XBI0S0yWzpn6CcqGV2aY2WFz4tJDEmkD9dOVN0KQoPVvPQH+ZSUq1l5ZwklAoZj94wj293VrF5bx2///uPnD4rgbhIDWfOTfY45/zJY/h6u5F5WbFHDQjcc9Us/vzCDvR9Fo8KCT+lxGvN3DOgReSmi6by4scFNLbrKKzs5Kn/5fHAdXO8fseM8dHEhAdQ1djDg6/tJjRQRWePiS159axdMc7Li34UGBsfQmldl8c1iA5TCwtOh0PMwoYH+dHcYeDLbZUoFcLM2GSxUVTZwcTUcKLC/Hnw93N4f/1hiqs6ueffO/jXnUs8NEgSYwLFRc8X28rRG4VM/X2/nS2WtY8ydO68fAZPv5tHUXUHN/5jE3+/cT7xUf2Z8Rnjo7nz8hn06EweCwe1Ss6jN8wnp6iZ3EMt1Db3IJVAsEZFt87E2fOTuWDpWDbk1mDss7JhT63oOmCx2IgOVRPoLzhTlFR38cQ7e5mWEcmOgkYkEsRgxWkTo9lTJFRafLmtcjRgMUzCg9W8fM/ptGkNXPPIBvHnapWM2y6ZRnVTDzKZlCVu7QQvflLAln31KBUyUmKDaNMa0ajlaNRKWrQGxkRouOmiqZRUa1kyPZ5nP9gnLqxzD7WSnhBCa6eB1QtSeHtdCXqjhd2FTfyYU4tKKZyzqrGHh17dzQt3L/X4vg2Gze7gmffyKK3V8sfzJ59U2eQj8dqXhWQfbGTtivEsn+1Zrbx6YSofbyzFanOwZlGq17HTxkUSGaJGJpN42NS6WDgllo83laNWyXy6bWQkhlJc1UlclMbLpcHhcPDGN0Xkl7bxu9WZLJjiWb3h0t4A6NJ76z6EuLlH+XLpen/9Yd77oYS4yACeu30JfgOCGr//TRa//02W13GjeLJqXgoHytuRSSWsnHNyVRxOHx/F1n0NhGiURIX40d44+DEjysTFarVy99138+c//5nIyEiysrLIzRVsOXft2sWUKT+vx+z6PTVUN/VQVNnBnsImn/uEBflR1diDttdEXYsOi9WB2WKnrcvIuuxqcb/tBQ2U1GipbOhm0946lkyP5+4rZ1LX0ktLp4FNe+s8vGjjozU0tukprdXicAjWQjVNPXy6uYymDj3b9jeIInYzJkT77MvWOxX5b75oKl88eS7jEoXSLodD6G90UeAsHW/tNNB8klnjjHJyUN+qO+p9NFTqWgSRLrPFTklVxyB7/zy4ghUA7d2mo+z586FS9I8H0hM0ym/IraWxXc/uwmZR6MnF5PRILl6eIYqrjU0Ipa6lV8wM7TrQxEWnZ3i1yH2fXYO+z8oPe2qwHUUJPTZSwzsPncmnj69m5oT+iepnmyu9MrkVjcK4+K8P87nlqc2oFFKeuGWBWMaqNx65RNU1ZhpNVhZPi0MiEVxgjtZK160z8eoXB/l2R+UR9zlVcWXK3a9Be1cfZosds9UhXn9dn/CZ2+zC89FssdPe1cfX2/s/s6kZUaKQmt3uwGT2VFPzU8rFwERaXH+lTnmdlhc/KaCocmSMBycLYUF+HKruxGZzoO018aMPvZEl0+M5d1Ga1/xiXFIYYyI0VDX2YLMLQSltr4n7rz2N68+bTESImrVnjOeacyaJASoQ9vt2V7WHjabJbKOpQ5h3uBd6FFV1MC4xFKkEjx59q83Oez+U8O66Q1isJ1Bx7xTFpTHhwmiysW1/A2fNS2HFaUke5f16531qtdoodY7xOqOV5k4DDofQ6my22Ll4eQa1Lb0UVvTfc+kJIZTXddGjN7P3UCtv3L+CrLRweg0WHAitfJ3ONkyb3eHR2jcUqhu72ZbfQHOHgc+3lB/LRzGi6DWY+XJbBa1aIx/9WOq1/budVWKFmnvpv4ut+xpo6zLS3GFgZ4H3am+98342mmw+3ZkOOQWv61t1mAe08rV0Gvhhdw2tnQbe+6HE69iY8P7noS+tJ5WbTavchzuha83R0KanrWv4LiKjCHyyuQyHQ5AM+Ghj2S/9doZF9kFhLdClM1PhQ7jVFyMqYPH9999z8OAaV9t6AAAgAElEQVRBnnzySa688kpqa2uZOXMma9eupaSkhOXLlw/rfDXN3bz3Qwkdx2CrAzA7MwalQoZGrUA+wKA3v7SVZ9/LY++hFrEE2eU3rFLKUMilxEdpKHYuqqaOjSTAT45SLmViahh7Cpvo6DYyyelJnh4f4mHx9Y939noEPDT+CmIjA9D49w8O5XXCAyVYo+LFu5dy3pI0j5L01DH90WuTxUaRc4ACxIcRwNoV4xiXGMrq+Sk+xXlGGeV4kcukaNQKn5H+4RDm9BaXSiWkxoUMsvfPg8rtnlMpRkbbQIC6PzBwosQjp42LRCIRdHCGokjtbpc2a4LvbNgCp7PQ3KwxyGRSapp72FfS6rNEHbx7ZzNTvEXb1ixKZ3dhExtyaqlu6uEvL+/i001l3HXFdC5Yms4dToeRgfQazGSlhZORGMrVqyYQEx5AZIia2MgAr/HfnXfWHeKr7ZW8/PnBX8Wi+WBFO+V1Qhui6/q5LosEmJbh7XK1fGYCMeH+XgvfOVlCO4er/ebcRalcsjyDOy6bTmigH3sKm6hu6ubuf23j/72+m9jIAH67KpMHfz+Hq1dlct2aSazLrub77Goe+e+en+pPPiVo7TSQU9QsWqADzMoU7kupVDKs1pqC0jZCApUEus1H1Co5Da16dhU0YLbYqGnqIf9wK3MmeVa/nDYphqtXZRIe7EdokIr5k2OodgYZ3VtSdQYrfzx/Mu8/sgqZVMKd/9zKg69m8/X2St5ff5gPfyxl3a7qY/koTmrsdgfZBxt56dMCvthaLo6VOoOZ3YVN9Lppw1Q1dvPK5wcBiA7zJ0AtRy6VeIksfrSxlOwDjfzxvMkkxwSiUsrFUv5gjed1fuS/e/j7mznERvoTHeaPXCbh7itmcMWZExgTHoBMKmHuZOGazx+Qme/Wm5EAN14wWazwPRKVDd0UOFtMQKiuTIkNQiJhUJHmnwu73c5HG0qPKRGjUSuYmCo8v1zjoDsLJseK1ZFzJnk/P2eMj0KpkOGvkjHFx5g7fZzwM6lUwswJ3u037hWNMrnsiNtMFu9EwnS36paJKd4aF71utqe+AlOXnzmejMQQfrM4TQxSjzJ8XNVREmDZTG/h1ZGMS3DXTykjcYhubiOqJWT16tWsXr3a42fTpk3jD3/4wzGd7+HXc+jS2/hiawXvPHSmz16po5GVHsGDv5/DX1/ayTPv76PPYuOsuckUlLXxN6cY1Sa3yGVmajj/d/FUVAoZOcXN/P1NoTrknqtmkZkahsMh9O2+8HEBzR0GgjVK+pyePJPTw1EqZFisdmx2O83OjINCJuHle5YTEaJG6nzQ7DogDI7ugoNjIjRcc84kdhQ00ubs9X74jRzefUgQKc0pavawHwoN6i/TGp8cxlO3Lhry52I0WSl2Zj80PkRFRxllIFabHUOfjc6ePp9CiUNlbEIIe4qaCfKXIxkh4VaTtX9xbbKMDNnNhrZ+3Qb3bObx0Nyux+GALp0JvdEyaOtYSmz/Q2iSj5JVgOvPn8yVZ0/A309BXUsvtz2zFavNzpVnTeDi5RmDvqc+i/dkqKFVh8nS/zcb+qx8urmclXOSuPmiqUc811vfFovK9qW1WtQqOUaTUNK+al6K2N43EFfJq1wmOel83IfLxtxanvsgH4kEHr1hPn88X8imf7JJyO44wGfGbF12tc8+7PpWHQ1tOp76Xx4Oh5DZu++3szGarFzz8Hp0RguxEQE0Oiv/couFFoHocH/OW5KOBHj7u2IA0ZZzID/srqazx8R5i9O8So9/LeiMFm57diu9BjOnz0rgtkuFoN29v51Nr96MSilDOcT50Tc7Knnl84NIpRKeuGk+uSWtfLShFKPJymtfCS2g0zIiOVjRjtXmQKUUzhusUfL8XUsJDfSjvL6Lt74VrtvW/P7ssLuuiVQKHT1G3l9/mBw3u+gIN3eYMKdKvs1mRyKRiAsti9V+RDegk523vyvm0839FQYRIWoWTInj/ld2UV7fTWpsMP+8cwkWq50AtQKlQobZYmNMuD/7ywQBzPq2XlGE8YFXs9lXIrg4ZSaHUd3cX+l7y8VTWD4rkfP//I34M5vdQfbBJvJLWvng76uwWG34OTPqL91zOkaTBY0zYL5sZgKBagWPv52LxaXzJkEMaByJ0lotdz+/HbvdwR/Pn8yq+SmiroLJYjuiLsLPzTPv5bO7WAiqPPSHucMSarbaHLR0OK+HD3vXb3f1Vw9+n13LH37jWWHe0mnAbLFhRnDqGGjhnX9YeF92u4PKhh4iBug9KRUyjCYrMqkE2YB2zAA/hdi25arMdqekpj/5WdHgrS3oqpg60t+WlRbB07cu9vq5C73RQklNJxOSw0bduo6C6z5wgNiie7LgqsZVyqUcIT/lxci4639i+kxWTGbbsAMWIJT7uiZaLrVjV0BgIK2dBvHm6urtjzC2dBpIjAnE4FTH7nH2fPXozeKFauk0cte/tlFWq+XqVZliKZgDCSqlDJvdwT0v7uBQtTBQXLgs3WdGZEJSGG1aQVG/V2/GYrWhkMs81J4vWJLu1Us+HB5+fQ8HK9pJjAnkxbuXHfN5Rvl1YXfg5WYzXFqc92CvwYrZYj/pBumfi6N0VxwzHc52F7PFRrfORPQgDi3tbnZnrrHTF64xU9vbh9X5xlu1R97fnaoGb4eX8rouosO935t75tEXDW2eEyv3FhX3svaBrF0xjvT4YKLC/E/5bJHrOjocwnPw9a8Kqaj3LOds8tFW6B6s0Kjl6Jz6E62dBvyUMhRyYVHlCvh8vqVc1D2w2u3IpBIUcqmYrXvz6yJe+LgAuUyCXCrBDD4XqHklLbzwsaCkb7bYuHpV5vF9ACcpxj4rOqPw/W/t9ByDA4cZZHONwXa7A22vmQ4fY3qr1iDOYVy6I0q5TAzu+fvJj6bXCggVWo++keMxmZVKhPL4s+clM39KLJPTIymu6uDBV7NRqxQ8cfMC9h5q4T9fHGR8UhiP3jD/lAtctA6Yf7rumRbndW3u1PPAf7LZd7iVS1eMIzLEj6Z2PQVl7eIxr35eiL9KwemzEj3ms+09/a8VcinTMqIxW+0eAo8u+iw2qhu7PQK52/Pree6DfBJjAnn8pgX4+ymYNTGGdx46k3v/vUNw+XKAZBBlpY5uo6iN4f7skEolIyZYAdDZ2/+Mq2vpHVbAwmK1iXotvp6PlW6BAKvV+4He5vaM9PW8NPT1t3nUNPcwe6LnesF1X9rsDmx2h0fQQiGTYHUmYny5fPT1ebZ0DSR5TLD4fUuJG572IMBfXt5JRX0345JCeer/hp5M/bXhPhYI34fwX+7NDBPXuKMzWjAN4i7mYuTc+T8BS2ck8ENOPdFh/uLNOVzmZcVy2crx9OhNokDfkhnx5BQ3caC8g4yEECxWO2o/OVed3T8ZWj47kbYuI1abg1ULUlApZNx80RQOlnfQ0qmnW29m7Ypx6I0Wqpt6WDgljr++sguAnOIWJqaGU1TZgdVm53CNlvgojRisAET9ioFcumIc2/YLAQu7A554ey9SqUQs4QVYMPX4yulcE/vmdr3XQDfKKL5YPisRhVLJgqlxg+98FG67dBrf7KhiVmb0iLFF81fJMDgrpdzVsX9JXIKEJ5ILT08HqYykmCAyfGRdBjI3a4zX2OkLh8PBW98WU9nQzZpFaZgtNi4bonPL0hmJfLerv79XAlx51gRatAbgkMe+DT4yPe4MrBiJDg8QbQFlPlpCSmu15Je2snR6AqdN+nWIPq5ZnIauz4JaJWfxtDhe/uwAIGRJkmODGZcUypa8OjFTnhijQSqRctrEGL7aXklMuJqqRuEzDQ1UOVsD1Dx96yJqmnpIGhPIg69mewQ252fFcsGysfSZrFz39x8BaHGbqK2an0Kf2crSGQn8mFOD2Wpn5ZxkZFIJ/qr+a+o/Qu7NX4LIUDW3XTqNwooOzl+aflznumR5BlarnZBAFXMmxZCVHkFLp4HWTgOhQX6EBfqxduU41mVXs2N/g1jhNS6pf8yIjdBw29ppPPt+vse5QzQqYiMDmD4uCrVKLgYrxiaEIJNJKHGK/W3dVy9WYL277hBGkw2jycaB8na27qvH4YBD1Z20dOoJ0ahYl11NWnzISWtV3NFt5OXPDhDor+TKs8aL3+XF0+PJcrZZ3nP1TDbtrWPWhGgef3svAJtya70CHCAEirblN3D6rETuvXoWj7+VS2Somunjo9iwu4bYCA12HLz5TRE3XDiFy1aOY3NeHTKp1CNj3qo1eAQstuY3YLM7nJprvaLTj7+fgtXzU3n3+0NMTo8Us6tHYvq4KNLjg+k1WFg2M+G4PrufkkuWj+XJ/xUQpFFyzgJvYcyj4e+n4E9XziS3uIVVC7zdMJ64eSEX3fsNJouNWy7y1u87e34K2l4TCrmU02clem2/ctUE3viqmKAApWhJ7I6Hy4jVhsxNd+JwXZdoUe0e6HIRGtyfEPB1LS1u6y2Lj5aSwWhs03v8fxTfLJkez+a8OtQquVdAaqRz80VT+HxLBVMyhPGgbgjHnNJP8PT4ED7fVk1VYw+fby3n92uGrzorlUpYu2Kcx8/kMin3/fa0ox6nkMs8AhgAK+ck09xhYGu+0EZiszlY7RzkbHYHC6bEUlzVybkLUwkN9OOp9/KIClGzr6SF7QUNKGQSLM6sxdlHsPtJiA7k6lWZfLKpjJhwfy/BJYDXviri8ZsWDO0D8MFdl8/g+93VLJ4WPxqsGGVIXLpi3HE59rhIiw/h1kunnYB3dOKIi9RQ5gwgxkWODCeJoZZ3D4fQQL+jtlQMxNfY6Yuyui6xxLm9u48HrptDSODQvivjk8P43epMPt5Uhs4p7may2kiJDea0iTGU1XWhN5gxWe3UNPfS2mnwaKVzZ2DW7+LTx/LGN0VMTo8kJsyzjclksXHfv3distjYlFvHK/cOT1/pZMXfT+HxHP3TlTPZnFfH8lmJYol5TJg/H28qY/G0eK5b0+/ocsVZE/hgfQlVjYcBoUoj3Fne32sw06Uzkb2hiTxnebqLA+VtXHPuJJo7+rOICpmUmIgAFHIpFy4bS0SImu35Dfzzw/2A0IJ27sI0JqSE8egN89D2mFjoI1hq6LOwIaeW1Nhgn0r7pxLLZiaybKb3wma4aPyVXH/+5P5/qxU8dqP3fKKqoVsMVoQH+3HuwjSP7eOT+vVnVAopAWqlh32pyWKjVWvE7nAwKTWMx97aK+6v77Py1Lt5XHPuRA46hR+VCimzM2Pw95PT+sVBJqVFEBuh4en38tiW34BEAs/etoi0+MGDrSONL7ZWsLtQmMtlpUf4HIcnp0fSozejM1o4Y3Yiew+1cNHpGeQUN1NWqyUxJojDNZ2iJsF8Z1tGQnQgL/5pGQfL27nvpZ0ABGlUHCgXFqpp8SGsXTGetSvGk1PczAsf7UcigfioQJIHaBmdsyCV6sZuUuKCSU/w3PbNjirBdWlfPb87Z6KoR+WLnKIWMSm3fk/NiHWMyC1upc9so6/TSEFZmzgGDpV5k2OZdxQ9jo8fW33EbX5KOdeeO+mI2wvLO7A7HHTpTJTWar2SDOMSQzlcq2VMhD9KpedSMMrNqtTfR0XLmLD+tixfc55yt8rHioYunwGVo/Hnq4Tg2/JhHvdrY31Orfhc3HWgkeVuumEjncSYIHEubzINTaz+lA5YxEdrUCqkWKx2n31Yx4Ohz0JHd59YAmyz2alv0xEbEYBCLrRw7DrYQHigH5mp/ROhyBDhRlfIJB493jKphLsun+E8hwaFXMrrfzmDt74tFvuDQzQqunQmUuOC0KjlaHv7fFoGXbhsLBcuG0t5XRd3/WsbNrsDlUIqPqgMfcfX056VHnHKT+5GGWWoRIaqxYBFZKh6kL1/HjTqk2dojw7zx08po89so66ll0f+u4fn71o65OPPXzqWti4j3+yoYkx4AMEaFQq5lCvPGs+h6k7K67v5YXcNMeH+BGmOXP4+eWwE2U7xtPT4EJbMSMBfrWBsfIiX5arFYhM1Exrb9eiGoOnRozOzNb+O5TMTUKtPDa2LmROiPVxbAM5dlMa5i4TFaU1TDzqjhcyUMOpaeslM6S9ZdQnOtXQauP/lXdjsDtIThGytRi3HX62ktdOA0WzjtS8L+TG338Vi9sRo7rl6NgC1LT18sL7G496TuVnjTE7vF6Srbe4hKtRf1LJ4+bMDbM6rRyqBV+5d7iF8fSLp1pkwmqyEak6e+/J4GZcURkmNlugwf164aykKuSCq65rfbMytRamQYrbYWTU/ld+dMxEQStWbOvQkRAVy3ZpJ2OwO/vSvbeJ5Xa0khZUdvPBxAXGRGhradCydkUC33kRKbDD3XDWL6DB/6lp7MTirzRwOeGddCX+7dg51rb2MCQ8QA7t9JiutWsOQxd9+Snr0ZvRGi4fWU0ZiKBKJkAhLiQ0W329CdCB1Lb1Ehfmzv7SNJ5yVFdecM5H/u0RYDMzKjOaPj2/kQHk74UF+mCx9RIf5MzE1nI5uI+HBagrK2tC6tTdEBKvFZFRLp57H3sph7YrxzM6M4a0HVnLVgz9woLyd//fabu6/9jTR8nn6+Cje+NtKiqs6aGzTkzQmiIY2HcEaFeOSQqls7CYuMsBDxNMXSWMCUSmFNrGhVPP9UqQ52x38/eSi+P6JpKldR0ungakZvgMhOUXNyGQwY7x3dn1cUih7ipoJ9Ff4bN+sdArdNrcbsNvtSN3GzJAgNVGhalq1RhZO8w70pieEIpNKsNkdTEz1bkNwtYOBkJgdLjPGR/8itrUnW/q1TdtfgdIzSMvrqcAp/fSsa+nFbLHjp5QNqkg8HAx9Fm55ajOtWiOXnJHBFWdO4PG3c9ld2MzE1HAev2kB//f0Zmqd4kUXLhvL1asyKShr4yVnCa3F5qCywbP/77G3ctlT1MyktHAxY+Gulp88JpDzlkzj8bf3ct9Lu5DLJDx7+xKSx/h+yKYnhBCgVtCjN3sog1+4bHAxu1FGGWVouFt8Hh5g9/lLYTGfGKHNn4M2rdFDSdxXv/Rg/OE3WZwxO4mYcH9UChnldVpuf26bxz6rncJtR8LqplmRkRjM7c9uoby+G5lUwlsPrPQofVUMqGCxWm3A0SfhVz70PXa7g/9+Xczn/zhnGH/dyUlOcTMPvy44d6TEBlHV2ENsRABqlQyjycaUsUIgweFwiFoGsREB3H7pNDHo9MLH+9m+v5Ev2yo8NKhcAYmDFe3c928hKyyVwJ+umInJYvNZRv7qlwf5alslcZEB/PPOpagUMqqbhD5xuwN0BstP0gLc1K7ntme3YDRZuf3SKQSdbLPiY+S6NZM4fVaCGCB65L97xPnN1WdnijZ8UqlE1NSy2x38+YXtlNd3s3RGPHdcNoNn3suj1NnSKpV46qE4HA6euW0RzR0Gvt1Zyc1Pbha3DdwXhMqz5z7Yx+a8etLig3nm1sVYbHZue3YLDW161ixK86gK+rlp1Rq49ekt6IwWbr5oCivnJAOwcGocaXHBqJQyggKU3PLUFhradCSPCaS6qZeE6EDkbm5VLv2Hbp2J25/dIo6vUWH+PPD7ObR2GLjpyc1IpRKmjI1g7yGhqumqsyegUStYPjuJy88cT3Onnr+8JLQq640WHvnjfOH8znlpY5uO6x/b6PFe3/i6kM+2VABw+swENu6tIyRQxb/uWMKZc5OdbkFHrwBMjAniP/cux2iyjpiqRV9InOOQRAJSyYm9sUtrtdz5T+EZtnh6PHddPsNj+/Mf5bN+jxDEvXBZOlevmuixfaMzwNtrsNDkDBq543reOQC73dP+3GSx0dEjBLAOubkLumhs14nPaXeBTRfzJo8RRf4HBrRHMiNDMn3odPX2ByncNcNOVU4tNaIBlNULD7k+s42qJm8l22Olvcso9gW6buZi5/9Lqjux2x00ugm4HShv89jXhbsmhbCfUIJXWNEham5ceXYmZ89LYeHUWM5bks4/P9yP0SneabU5RGvTI+Gq4kgaE8SiqXEE+is4XOM9AI0yyijHRp/J3ZFiZAQKCipOnns8PNhPrE7ISgvn/muO3m7nC4lEQmpcsCjgmeN0k3CnfBCvb3cLvb2HWqlxBpxtdgc1zZ7PD5VChsJNiHOwGIvNZhMXEdafQhF1BLLPrbXDpR/S2K7H6NR7cT0zI0PUZKaEEaBWMHfSGBJjggjWqPD3U5DlrI5QyKXc5NbHvaOggasf+oFn3ssTf2Z3wMJpcSyfnehVEQOI7ZENbXq6nNlkj0m885CS6k7+8NiPPPBqNn1DFAM7GtVN3Rj6rDgcUFHvLRJ7KpMSGyxqDbmu96GqTsKD/ZDLhA/cbneIgSOTxUaF8z4tHjC3AkQbeBDs4xOiA3ny3TwefyuXXQf6hcXB+56c4mylcJ2vsqEbk8VGd6+JBmevvMuG/peitrlXFJstHjBfjI3UEB6spltnFnXEapqEMaqupZcmtzlnQ5sOh8NBc4cerXNREx+l4Y7LpvPhhlKeeHcvNrsDi9Xu0YJlttg4a14KCrmUqDB/UmODCXHeIy4XColEwqM3zGfZzATxM3Z/r655LAgBRRBE6Js69B5j9GCEBfmN6GAFIGrD6Y1WUe/oRLG/rP95VFLt/Tx3/5zzDrV6bW9xE9fdW+L9PFS4BbgGxlrqmrrFyghXJYY7Y5xVUgBJMd5C07MzYwgNVBEXqWFckrf1+CgnhjNmCy0zUgks9lEJc6pxSldYJEUHiqVnO/Y3kB4fMqiy/UC+2FpBm9bApSvGEeiv5MttFbR0GlizKJWKhm6uPHsCAIumxrFtfwMx4f689uVBUuOCqWzoRqWUc/15Qr9neLCfGPX395N7eS/HRgSID+vy+i4yU8KRSSXccIFw/KNv7qGzxzOKNljlyP3XzqG0VktaXDC3PbOVXoOFr7ZXin/PKKOMcnzceNFUnnp3HwC3XjJ0jYefksjQ4Y1zvyShQX68cPdSWjuNokjb8XLJ8rF89GMpNruDoAAlSrmMswZxRlo4NY69zsm7UiHD309Ot06Y7EeEeLb66IwWDzEx+xEiFja7g483lmJ0C2T5WkwfLG9na349y2YmeLRNjATatAYefTOHEI2Kv117mkfp8NG4fOU4tuXXYzLbuOzM8eQWtzB9XBR5JS20dhrF61HV2EOhU4fgh901ojDvzoJGKhu6+fOVM0lPCCEmPIBevYlXvyzC7kB8FsqkgiuOL90Th8PB51vK6ewxeZT7ugoXr16Vid1eRHp8iPgs/XxrOU3tepra9RRWdDAhOYwPNhwmRKPi/KXpSIaZSZ05IYYzZifS0d3HmXOSaGmoHNbxJzNfb6+ksV3HpWeM44bzJ/PtripCA1V8vKmMqRkRFFZ0khgdKGZh1So5v1+TxY6CBsaEB3DPizsI+f/s3XdA1Of9wPH3bfbeICAiuOLee2uGMdNMs5smrYnZaVazdzPb5tfspmmaJmmzmmE07r0XqCCKsvc+jtu/Pw4OzgMBlRPw8/pH777r4fvcd32+z/N5/HSYLVaGJoehN5gJ8NViMltpMFlZtzvfua2Wh5VK6QhgZhdUO5unTxsRy7drs0iNDyY00IvJw2Lx1qnx1qm5fv4AdmeWct38jiX7PRPSjpazOa2EeeMT6N/H0e1hREo48yckUlSu57IZyXz+yyFMFpsjB1RjCyOFwpF/oKhC7zw/9Yn058pZ/XnnP3tpMFlZsS2H/UfKuGXBYIanhJNbVMtvLhlCjd7ExhMCO03HQmSID1q1ive/2881c1Lx89Hi56Pl7QemU1CqZ2Bi87k5MTqAuxcNp7BMT2mVweXceuflw3jmwy14adXcc80IPv8lg8SYAPy8Nfzlqz2MTI0g0E/H6p25LklDXctk57+rs6iuM3L1nNRuk2D7REP6hbJiez4+XmqG9g9vf4ETbEsvYtuBIi6c1Je+J+QDuWRaMv9enoHZYuOCSYluyy65Yhh/fG8zCoWi1bxe4wZFsnF/IQoFreaSUilVQOsB2bKa5pwCrQ05mRgdwDsPzaS23uT87ba0akculbVGKmuNbEsv7FG5FXqS6aP6EB8VgE6r6vbBvTOhVwcs/rnsILX1jrc5G/YW0GCy8uRt4zu8/J7MEj5sHFfcarMzcWg0H3zn+Hz+hERnt43iinp+3JSN3e7of5iZ44i6JvcJ4o17msca/ut/9jgj0vUNFj796RBjBzVnl794ahJv/ns34UHerXbzCDghwBDsryM24uTD6Ok0KucFYcqIWL78NZORqRHt9rcWQnTMR98fcP7/ve/SmTgs7iyWxqG86sy+7elqoYHezgSMZ8IPG7KdTVabhpFeuT33pMGAlgmKjWYrhhbDwtXUGZ39tB2fXQPHwW0kCV23O4/Plh0CHDd5xwprnG9FWnr+463oGyxsSy/iH0/Nb+/P86iX/rHdOXTppz8f6vDQoGlHK5xJF2v1Jl76/WTSj5bz6c+O0Vt+3Z7DoKRQ4iL9SIoJ5FhhtXMEq8raBl75dDs2uyMPxit3TQHg4qnJpB2tYPP+Qud2mhqsVNUaqa4zurSa2H6wmI9/cByfg/uGUFRez8DEEGcAKjkuiOfvnORS7pbDAVqsNr5amcm3ax1N3GMj/BjfyRFhNGqlM5+A0WikOL+dBXqJ9KPlvPftfgBMZht3LRqOn4+GP7632WW+zNwqDh4rd+YaWTAliYhgb577eJvLfBv2FjgfnppiE4OTQsgtrqNGb3JpUTFrTB90GhWHW4yO9sPGbI4WOFpyLLlyOPPGNz9EXTUnlavmtJ8g+Ez665d7KK0xs+9wGe896kjaq1Ip+f0VjpZEK7Ye51/LHQlq/bw1zpGWPvpfOhk5jpa1SqUCm81OXoljSM1Fs1P4x0+O46uovJ5XPt3hDNis2JrD3VeNICHa39kyo0lKfBBXzkrh+cZ9rkDh7BoT7O/Vaq60A8cqnK2Ef92ew4DGgEZKfDD/fPp853zP3+m4/3zg7XVkHK9kxdcFGqcAACAASURBVLYc/Bq7Km/cW8Dnz13gtu4taUV88qPjuFUpFdx00WC3ebqDfy47hNVmp7bezEffp3UqOWh9g5kXP9mGxWon43ilW96mT35Id3bl/mJFJpdNdx1p62hBjeM3b7eTlVfl0r0ccOZjstvh4x8PcNvFrmWbOiKWX7YcZ8ygSLdRsJJa5NfTtjEscFSob5s5f8YOiuLnzcfw0akZ0kpASpw5SbGB7c/US/TqgIWft5aK2uZmUaGBbWclbk2gn86ZWCYkQOfyueUNqrdOjY9Ojb7BNVoZGuCFocGEQqnES+uI5Ne1GG7wxPL4eGmw2x1j6+49XMaE81xvjMYPiXb2WfvdFUOZPz6xU297Fp8/kCtn9ncmHBNCnL7QQJ3zbW9nzzFdJSH6zOXs6YlaS4DWXt20HD2kf1wQWXlVzq5/wQGuwZSAE/oDmy22Voc+bZkJf+HUJCYPi231/BsS6IW+oY7QQC9sNjtWm93Z5FZvMHW4GXVXCG3xN8SGdzwpZXCAztmisCkYFeinRa1SYLHand95adW8ed80TBab8y2yTqPCz0dLjd5ESGO9Waw2lApHcup3v9nP8q3H3bb56P9t5K8Pzmwug39zGcafF8NTt09Ap1Gd9Lo5KDGEPZmlqJSODPglFY4s7EoFJx3ZwGS2otU4Em7b7XbUKqXzu3NRgG/LunbstyB/nfMhu4lKqXDrXx/cyn7WqlXORLe+3hr++uBMQgK9WLUjxzk86kOLR7EtvYjlW3Pc9nt4sI8zYHHiucDQYEarUbV6DHeVAH8dpTVm5+/bbLG65HYIaVHGluVt+g1q1UoGJYWwJ7OMAF8tOq2KK2elMH1UH259bjl2u2vyw9BAbzQqJa/eNYVN+wp589+OffbIjaMZ1j+CvJJaZ900ba/l7/fE33Kgr/uxfDJN5fb30RDs5+VybLvP637u6I4cI2g4WiPEdTLppkbtyEdSUWNs9drUcn2+rZz/W56LWttHapWyeXjpVl5sNnVhyWtluO/QQG98vRzPNJ0N0IIjMf/nz56PUqHw6DElerde/eT6xC3jeOrD7c7+iWMHdW6c2r4xgfxm4RA++D6NX7YcZ+ehEudbu69WHWZQ31CGpYQT4KvljXunk5VXCSgI9tNRXW8i7Ugpix77GYAbLxjIOw/N4rmPt5KZU0VMmC/3XeuaRKfl2POlVfWcaMygKF5eMhmL1eaS+bwzJFghxJn1+j3TefHvjuSCj7Qz3LGnhAf1nC4hXWH0wCh+d/lQdmWUcsX0flQbzIxuJ+u42dIcTG4wNT88KBTge8KoK37eWgJ8tc7WG/VGS6vn1mH9w3n17ik0GC1tZnoHePF3k0k7Uk6fKD9+88IKqmqNPHrzWP67Oov9WWX4emv420PT2ly+Kz168zj+vSKDyGAfZrSSzLItAxJC+NPSqdTqzYwc4Pjb4yL8eePe6ZRU1LskY1MoFC5JNX28NLx+zzSy8qoYPTCS/VllPP3hFmyN/e4vn5HMrRcPZsPeApdEt6WVzddQgP59gnlt6TSq9cYOZ52/em4q/foEER7kTZ9If/pE+hMb4Uegr845ismJ3vnPXn7efIzxQ6I4dLwSo8nKxKHRrNyey+iBkfzx1nGd7krS0/WJ9Of1e6ZRWmVwHnt9YwJ5455pjQFeO3nFdQxLCXfmR2iyakcuAMlxgSyc2g+1SklSbCCHc6swW6wM6RdGSKAXOw8V8+cvHUPZBvlrGZoczrLNjkCWyWx1jigCuOSh2ZNZ6vz9vfD3bWzeX4hapeDVu6a2WcdnWkyYD0fy6+gT6c8Db68jM6eS2y85zznUfUSwD77eGixWGzEtmnvfdNFgBieFEhPmy4a9BezJLGscecVx/IQHefPyksl8tfIw2xtz+UwcGs3EYTFc/of/YbPDxVOS8NIoUaqU7Mks5cVPdqBSKnjwulF46dSMHhjJ339I57+rsxg/JAqVUsnGfQUuSUnjowKc9TumA4kV77t2JDsPldA/LggvnZr9WWUuOUlaSm3l3NEd9Yn05Wih4/kiqZOJ/dUqBbER/lTUGFttUd1yfYnR7sGQwrLmZJfFle7PC7ctGMw73+wn0Ffr7GbXUmnj80Z5dQNWm905Kgw4zr9v3jedI/nVHarb1rSXWFWIzurVT6/BAV4uY7ev2pHL2MGdC1pkF9ZgsdopqWxOtAmON2pb0goZluIIHESH+boMQwWOIdOarNiewxWzUpw3LQVlemr0RgJ8m7t5zBufQEVNA3Y7zG/MuHyi7ta/WQjRfQIVTb5Zk3W2i3DWnT+xL+dP7Nvh+dfvbu7bvf9IWXMWdTtsTStk1hjXfrhNzZqh7RwW4Hhwb0+gn45Jw2LYuLfAeZ3ZvL+Q9KOO3A56g9klkbOnXX2KzeVb69+cGB3Q5shWLUWG+DhzTm1JK8TYYiSZNbvy+Psf5zmbjTd57Kaxbuvp7AOoQqFwe7nRXrBjza48wNEnvemnsCXN0cVox8Fi9A2Wc7IbZt+YQLe++Umxgc5mzKMHtr5c0/48ml/NtJFxzvummBP6aW/aV+hsRVBVayLjeCWXTU92JiRseVS2vBdcsyvX+eDd1BXMYrWz/WCxxwIW+7Mcx/amfQXO88i63fnOgMWezFL0jQk4tx8odg7vqVIqnG+9N33qGMb04LEKqmobnG/aByaG8vjNIXy5MpPaehPXzRvAxz+kO3+b63bn02C2gdnGhr2O857VZie7oJrFFzi6fDXVQdPvGGDt7jyXUVRaq9+2eGnVTBoa4/w8aVjMSeZu/dzR3RzMbu5y9OOGo6Se8BLyZOoMZvY3/k437St06/by44bmXDf7styTbq7Y1jzM87KN2Vx4wrVuW2M+pmq9iZyiWmeXnSYPXT+a5VuPM3lYrEuwosnJunwIcTb0+rY6s8Y43giplAoWze7fztyu1u3J42B2BRq1koQof5fxhlVKBYH+Wn7Zcsx5Yj/RvHGOvsoKHAnIAC6Z1o/QQC9GpISzJa2Iqtrm5DYatYobLhjEjRcOcja925tZyl+/3MOdL6905tMQQoiTuffa0We7CD3O/BaJzQYlBDMwwXHDrFYpmNJKXhKd1nGOjg335d1v9vHZsoMnXf+2A0U89f5m9mS6Z3RvMiI1nPgofwJ8tcwa3YeZo+JQKhxdExI68JDfW5jMVl7553bufWMNxwtrmD02nthwXwJ8tXhpVcwZG88bn+9yeTOvBCpqG/hq5WG+WplJ9gnZ7avrjHy9+jCHjlXw+fJDPP/xVudoIS0ZzVa+X3+E7QeK3Ka1Zd74BLx1KmaM6kNKfBB9Iv1ZOCWJkAAdF03qe04GKwDySmr576rDnQ62XTmzPyEBOi6dkcyPG7NZtSOXr1dn8dmyg/y8OZsVW4/z6c8H0KgV+PtoHK2gvFQoVTA8NYIRqeEolQp0GiVqlSOPSHSYDyql494tNtzPGQxcMLkvCoWjG1JucQ3/XXWYBuPpjw7TnrnjEwgJ0HHlrBSmjYgjNNCLhdP6OadPHBpNclwg8VH+zBjVfP6prGnguY+28tXKTC6bkUxIgBdzxyWw81AJd7z0K8s2Z5OZU8m3a7OYOy6B/JI6bn1uBUaTBY1KgVIBl07vh6+3Gn8fDQun9kOhAC+timkj4/h6dRZpR8q4orEOFk7tx6wxffDWqV3yfojmkRlUSgXXz28j+tYGfx8t8ZH+KBSOXCwnarm+UYPcW5lcMzfF+f8bL3LPKzR3XAK+3hoGJAS75bcAyMitZGt6IXsPt309EqI76dUtLADuWjSCuxa5Z9Btz7HCGl79tHnItKYh7ppYbXY+W5bh/KzTKJlwnmvEeOUORyAjPMSHqSMcgZPJw2IZmhzOzc/8wu7MUvYfKePp30xotQyFZXqeeG+TM9FUXkkdKfFBTBl+9pP6iZ6tI32rm4bWFT3P+9/sPdtF6HGWbWrOibD3SDneOsfxYbHaKa6sp09kcz/g3OJqshv7w+eX6skv1bMlrYiYcD9mjGq928RzH23Fbne8Of321YtbnSe7oIacxmvNzkMlLL16JEuvHgk4EjaeK979dp+zxctDf1nPF89fyF8enMn1Ty6jwWTlfxuOoje4PlTagNf/tcv5+Zs1WXz61HxnH+rXP9/FrkMlqFVKZ+uZwjI9f2mR8wLg058O8t06R5LN1++Z2qE3vVvTizAYrezOLOWTJ+c5v79mnudGneiOnvjbJsqqG1i25RjvPzqnw8tdPrM/l8/sz99/SOfdb/Z3aBl9g5UXPt7O1y8v4JnbJ/LFigz+2ZjwFmwUljW1sLBzILuCx/5vIx8+PoeIYB/sdkegav2eAtbvKaCksp47Lx/W1qbOiEWzUlh8QdtJGkMDvXnj3ulu3z/yzkbyS+vYml7EE7eOc/7eFtz/HQB//c8+vLQqGkxWftyY7WyxtXpnc7bX1TtzncfPpn2OZKYNJit/+3of+4+Uo1Yp+OCxOVw0OQmrzc7iJ5dhMFrYmlbU6Qfz3uyquancsGDoKS2bW1xLTmMeiV+35zrP801e/GS78/+b9hZyoqaEnIDbuRAcrb30BjOZuVWUVNa7jSLxwbeOF6BfrznC4vMHoFb3+sdB0cPJL/QMaW3onw5NPOkk94kn3Y4QHaTVqJw3OG3532sLMXrgTZM488xWW/sziQ47WZcPF6d5fra3OMGf06f69v74Duyctq+VXbCP7W7/ES3IfUs3Y2/1v66zuEyQCuxpnM8PHTj4LBaQeIXo7uQn2obE6ADGDo5k58FiggO8+d3lQzGarHzwfRrl1Q0oFBAf6UdeiR5lK1muAZ797QS2pBW5jfYR4Kvl+TsnkX60nFlj3Ie4axIT5sezt09k/Z580rPLGD0wiqkjpHWFEOLkfnfFCH7enNP+jMLpjXum8fSHW/DSqpg3PpHU+GA+/iGdsYOj3Lpj9IkMxFunwmC0EhXiTWJMIAnRASdNSjlleCyb9xe6NO9u8vkvh1i25TgLpiTx6E1jKKtqYP6EBHZnlPCXr/aQFBvIPVed2pu8nui3lw7FYLRQUKrn3mscbx7VKiUv/m4SOw+VMHFoNP9enoFWoyI82Jvv1h1hweS+RIX6UVZlION4JQePVfDxDwe4dl4qz3+8jeKKei6a3Jepw+PYc7iEI3nVTB0ewy3PLad/nyAevH40apWSxRcMJCLYm6gwX/r3CeZofjWvfLqDIH8dj988Fr8ThhcHeOr28WzaV8i4FjmyftlyjM+XZzBxaAy3d2K4w97kmd9OZGu6+z1QR107bwAhgV74eWupqm2gvsFCaKAXKqWS4go93jo14SE+7M4ooazawFWzm3OtXD6zP37eGry9NNTVm1CqFKzensvRxq5CowdGEhrozYWTk9BqVBSW1VFnsBAV6suCyY58AEXlep77eBt5xbXY7Haunz+QRbNTWi2rp1w7P5W3/r2biGAfqmqN3PTML4weGMldi4bz39WHuXRaP/6zKgtjhWMI39hwE5m5lUweFsO+w2UYjFZ+f9VwftpwDK1GwW0XD2H5thwign0YkhTK8q3H6R8f7Bz6V6VU8MLvJrPjYDGT28k7ITquT6Q/8VF+5BbXMbOVVnn3XTuS372yCoChye656+aNT0SpVKJRK5g20v2acvsl55EQ5cgXdGLrCoDbLhnCFysymDMmHi8veRQECPWX/dCdSe20wWK1sS3dkWHZYrExZlAUdQYz5dWOPq92OxwvcvTLtNrs/GfVYZccF+DIiH7FTPfhhAAGJIa4JcFpzbCUcGdiTyGE6IjVO3PPdhF6nIgQH5chMQGeaqO7XnFFPQajo8tUaVUD7z8296TrttvtbNhbgM3m+PfEbopf/JqJ1Wbny18z+fKFC53ff7/+qDPh8/GpiafwV/VMWo2KhxaPcfu+ZZK/lqNstXxQBbjlueXU6E18t+4I/eICnUkYTWYbA/uGMLCv49r7x3c3UVppoLTSwNH8alLig9FpVFw8tTmXwPKtx8kvrSO/tI4dh0qY3srDQUyYH1fMdM2R9Z9VhymvbuB/649y7bwB52Qei6ZRVk6VVqPi4in92p1vWisvctQqJRc2JrAEMBgtvPt1c/eSLWlFVNcZCfTTMX9CYqvrXbsrj+OFzaOLfLfuyFkPWKzblY/JbCOvpI4vf82gvLqBX7Yc55q5qcwdl8CxwmqKG4fi3bivgG9ecXQ/W70zl1+2OILYa3fmcd+1zV0QWu7jy2a453rraKJc0XG19SZyGp8hDmS7J9VsmbQ/7Yj7dKVScdKcIj5eGi6dntzm9IVT+rGwA8fWuaS8VloUd2e9PunmqVKrlM4hl6Y2Jtbx9VK7DMXWclSQmY1vzSpqGti4r4D6BrMHSyuEEM3GDWx+06tuJQO4OD3hQV74Nz6A9otrP0u+QqFgQmNm/9beNjd9d+K0KcNjUCoVJEYHuI2QIBxq9CY27iuguq45x8fUxmH8xg6KYlj/cCKCvdGolW77d9LQGBRAXIQv8W08WI8fEoVWoyIs0IshLV5K7M8q42ArDxrOMjQ+RI8eGImvvMHslKJyPZv3F7j00z9d3jq1y+gvI1LC8ffRUlJZz6Z9BRhbydk0amAkPi2GK06MDnD5nZ0NTSOEhAV5M32k48380OQwgvy9AIgL93cGx1qOKjckKYzQQC+0GhXjh0Sz/0gZB7LLPVx60cTPW8N5jc8YE4e6XxMubxEA7Rtz6kE/0XHhQV5nuwjiJOQq2ob1u/NJO+I4mY9IdWToVSgUPHnbeOeFbelrawBI7hPIlBFx2Gx2Hnx7HSWVBoYmh/H8nZPOStmFEOe2BnOLNwUKCVicaTY7aLUqMJjx83bvItCanGLHm9oTEzi3/C6nqMbl+5mj45kyPBa1SonJZDrNUvdOj/9tI9kFNSRGB/DnB2YAcNNFg7lm3gB0jYmF3390DlabHY3a9R3NscIa7EBZVQP6BjNeOvdbouEpEfz7uQtQKRUoG4N/a3bl8dpnjqTcT/1mfKvDni4+39F9QNdOcmPhqrbexD1vrEVvMDNrTB/uOSEZ4el44tZxGM1WFDhabzQYLdz/5jqq6oxMHBrNIze6DoubHBfEZ8+ej91m4/6317Mvq4xH3tnAG0snn7EyddaPm7IBKKsyMCI1gkWzU1wSaKvVSj5/7gJq6k0EtOi+FB7szUePz8Vqs7NlfyGv/NMxJOqTt413eREnPMNitZNfqgdavyZYW+Sh8vE691pnnQ2SqaV7kxYWbSirNjT/v8rgMk2nUaFVK6mocXQPqah2RNytNhuVjcOUnriMEJ4gI3sIcNz0N7FKAs4zzmyxOd+0trxWnExTd8LyVq4N5Y3rKKt2H2ZTo1ahkKBTm8qqGhr/db9ON1EqFW7BCmiuuwaTlTpD260iNWqlM1gBrnXYtP3WSLCi8wwNFmcL1a64j9JpVM4HfKPZSk3jubK8jXpUq5RoNGrnvV15K8eoJ1XXNrfwKKmob3O0r4BWcq00HQcnu78VnmG2WKnRt/28UFSud/6/vObs/ubOFfqTXAPE2dcrW1g0ZVo/nTdSs8fEYGhoQKVUMHVYZKtDyj16w0i2HShi0tAY5/RHbxjJrowSpo2MPaeGoWtN0/63n0KK8NbqMMj35Dd/RqPxjMxzJtfl6e3ZbRYW//Hndrf3wWNzOrS906nDlsvJ22HPigrxYsaIaA4dr2DBlKQzfiye65TAI4tHsudwKdNHxXXoXP/IDSPZll7ExKHRbvM/euNItjYmaG5rXVKHrXtk8Qg2pxUyfkjb+64tN1+YSmSwjsToAKKCdR1efu64WBqMDWhUKqYMjejwcnI+bV+gr4r7rhnG4ZxK5k1I7NL7KC8NPHzdcNKzy5k9Jv6k23rouuFs3l/I2MFRZ/VY/MPi4Xz4fTpxkf5MPK/jv72WOnJ/29ud7fOpSgEPLx7B/qwyZozq41YHc8fGcfh4GaVVBn6z8Lxzso464kzUY0off/LLDNx5+TDZz2dBR+tQYT/VK2c3VltbS2Zm5tkuhmiUkpKCv3/n+uBJHXYvp1KHIPXY3cix2PNJHfZ8cj7tHeRY7PmkDnsHqceer7067JUBC5vNhl6vR6PRSFPas8hut2M2m/H19UWp7FzvI6nD7uF06hCkHrsLORZ7PqnDnk/Op72DHIs9n9Rh7yD12PN1tA57ZcBCCCGEEEIIIYQQPZsk3RRCCCGEEEIIIUS3IwELIYQQQgghhBBCdDsSsBBCCCGEEEIIIUS3IwELIYQQQgghhBBCdDsSsBBCCCGEEEIIIUS3IwELIYQQQgghhBBCdDsSsBBCCCGEEEIIIUS3IwELIYQQQgghhBBCdDsSsBBCCCGEEEIIIUS3IwELIYQQQgghhBBCdDsSsBBCCCGEEEIIIUS3IwELIYQQQgghhBBCdDsSsBBCCCGEEEIIIUS3IwELIYQQQgghhBBCdDvqs12A9hgMBpYuXYrBYMDPz4+33noLrVZ70mVsNht6vR6NRoNCofBQScWJ7HY7ZrMZX19flMrOxcakDruH06lDkHrsLuRY7PmkDns+OZ/2DnIs9nxSh72D1GPP19E6VNjtdrsHy9Vpy5cvJzMzkyVLlvB///d/9O/fn9mzZ590mdraWjIzMz1UQtGelJQU/P39O7WM1GH3cip1CFKP3Y0ciz2f1GHPJ+fT3kGOxZ5P6rB3kHrs+dqrw27fwiI+Pp69e/cCUFNTQ1BQULvLaDQaAD5aXkKNwer8fvyQaG5bOKRD2913uJS3v9zT4XKqVUosVpvLtramF9IUDjp/QgL9+wS7rXPMoCh+e+l5GM1W7vrTamw2xwL3XTOSxJhAnv5gC+XVhja3++Rt48kvreWD79IBiIvwI6+kDgCdRsXr905Dp1Fx92urqW+wuCyrVCp4/OZxxEd1/CAvKK3jxU+2YzLbWHr1cAb1DW1zXpPJRGZmprM+OqNpmX+uKaOs2oxCAV0ZWgvw1fLSkslo1Srnd7nFtbz0jx1YLVaiwnzJK6ljxqg+XDd/gMuyf/3PXnZnlDBqYCR3Xja06wp5FpxOHUJzPaakpLTbMkp0nTNxLPbUOrz/rbVU15mcn8+fmMjlM/q7zXfb8yvaXMeNF6QyZUS883NeWQ1PvbvVfVvXjWRgYvM5Mb+0jpc+2Y7ZYnO5Pnzw2ByX5e54aSUWqw21UoHFbgc7zB2fwI4DRVTUGAF47rfjKCvK6ZZ1eLyohlc+3YHNaufea0eSEh/sMv3r1Yf5adMxIkJ8KKmod5QlPoiHFo/BYLTw3EdbKa6op29MANkFNW7rVygUnMq7lb4xARSV12MwWlqdrlErMVsc9fLYzWPoGxPEa//cycHjFQDce81IMo9X8OOmYwA8eP0oUhNCyMyp5I1/7UKpUvLw4tH85T97qKhuwNdbg81mx2yxEeyvo7TKgFajQqdRUtdg4Y5LBqGzVpwz59OmayM47jeevHU8eoOZ1/61E6vNtT51GhVGc+P9mgLwwKu0N++dygNvr8didd3YTRcOYvLwWA7nVvL6Z7swtzh2h/cP5/ZLBp32+fRfa8spqTIRHuyDRq2goFTP/AkJbN5fSI3exMxRfVi5IxeAaSNi2bC3AJ1WRb3R4pF900SnVaFSKqhvsBAR7MMLv5vkNs9bX+xmf1bZSe+xX/j7No7mV6NVq3jjPsd96ak4kl/Fa5/tQgE8cP0o+sYEntJ6zsQ1seUzxtghkdy+sOP3fzW1Ru57e53z84nXhAfeXktVranN6a9+uoOMnEoARg+I4I7Lh7lMv/Ollc7f7R2XnsfoQVEu01te705c99G8Sl74ZEeb0z/75RCrG3+bAb5aXr9nmsv0O15cicXm2HZcuC9P3T6Rzmg6b4weGMkd7dxTn+l6PPFvFV2vo3XY7QMWCQkJ7NmzhwsvvJCQkBAefPDBdpdpatpTY7BSpW8OWKzbU8D4fh3b7nebyl2WbZ/rvGt259Ngar6qLN+aw8EjhW7r3LivkEn9FZRUm6mobb6p+m5NOiP7+XGkoO6kW/1hzX5yy0zO9VZlV7uUaeO2fQT7qikoN7a6/IqN6YxL9evIHwjAziw9hRWOdf2y8RA2ffsXi1NpatW0TFm1uZP1cGqq9Aaq6qz0ifRxfpeRk09xpeNvLat17NdNaSXcstD1wrBxXzEmi40N+4q55xpdl5f1bDjV5nJNy2m1WnS63rlvepLTORZ7ah3mFBtc7u83p5Vy7Xz3m+qTnWc+XZ7F7PHNQY5vVmW3Ov+anUUMT41xfs7MLXSeL1s6cT+W1Zjd5tm0v4S8knrn54ycGkK13bMODx2vobjScXOdfqya8/q73hxvTi+lSm+lSl/r/G5vVhU6nY7cUgMZuY7v07KrnQGEM2H34cp25miuwxXbC7lrUSS7sypoMDm+X72rgGOFtc663pRWytCUaNKOVlHaWGeHcmo4WqAHXH9D5bXmxiB783fp2VWMjD93zqfr9xa7BOoy8mqprGmgvLa1AFLXX+dPtD+7mrIa97JsP1TOrHFJpB+rdtZzkw37i1myaDhwesdiSZXjvq26vtb5MmbjvhJySxwvqNbtLXb+njbsK2ncZ60H3rpUi990dX2t2+/ObrezcX8JNpudDfuK+f2iUa2uZv/RqsZj20pJpZHkPsGtztee9OxqSqoc55oDx2oY0DfilNbT5HTqsOUzxuodRdy1aEyH17FpS47L+eLE/XqsyPVF5YnTdx2ucJ4rN6WVsPRa1+ktf7ffrDvGpBEJLtNbbrusqp7YyOb6+G7Dycv26458apueOfQG9+tZbfO2q/Q1nT5XNZ03Nu4vZmkH76nPVD32hPNqb9VeHXb7gMU333zDjBkzuO222/jwww/5/vvvueSSSzq0rJ+32uWg++2lwxg1Kv4kSzSL66tvfOvluJL4+2jQapSUVzfffKpVYLE6Xgb0jQngeFEtKpUCrVrFbQsH88WKDArLDSgUcPfVo4mL9OOOl1ZhtthQqxSo8R5X8wAAIABJREFUlEpuXjCEUaMSsdvt/LBzFTlFdeg0KpZcM5mQAC+Olu9mzc5crK1E1H281Ny+aDLl1QbueWMtZouNhdP6sW5nPpV1DaQmBDN/xjgUCgWj9pvZebDEuaxWrSQixIfrLh5PoF/HD9DUQWYKa3dS32DmpktGEhXq2+a8RqORtLS0Dq+7Nf1iA9mZWUFUiDdFFW23NOkMfx8NRrMNs9lK0/Ex4bxo+kS6tjSZMiKObQeKMZqt9I8LYndmCVfOSnFb300XDeaXLcc4f2LfM1I+IcSZM2lYDBv2FqAAosN83VpINfH3VlNraP2B4JM/nu/y+YHFY1m75zvnZ4UCtGoVt1zsGgiZPCyGLWmFGIwWDmQ73torW7kmJ0b5c6yolr4xAVTXmRzn1wsHsW5PPut35+Pvq2XisBgyDlZ14i/3nGkj49h+0HGTOWes+zX2unkD+OeyQwxJCmXFthxMFiuLZjsCQEkxgcwbn8DhnCpGDYzg+3VH0WlV1OgdDyURwV74emvJLa51exN+Ip1GhR073lo1CgXMH5/I0YJqDhyrwGazU99gIdBXi06rpqqugfhIf7LyqlGpFPymse4WzU7h058PolGr+M3CoWTmVvDyP3bgrVNz9RzH+X/OuAT2HSlDo1IydUQsGTmVbNpXwLDkMOxAg8lKVKgP63bn0z8uiEB/HeXVBmaPiaei+NiZ2/Hd3C0LBvPFrxnoDWaiw3yZMiwGg9HKjoPFHMmvdrYojQzxJjTQm9JKAw0mC1qNivLqBud62mpwoVKC9RTjWyEBOqaNiOP7dUc4nOt4IaHVKIkI9ubymckAzB4Tz56MUg7nVmK22Ajy13FZK62zTsWgpBC2Hyxn+sg4dBoVaUfLueGCgazakUtRRT1XzerP21/uwWqzc/ulQ/h27VH8fbQUlNWSV+IIkDW1PNVqlKhVSrdWtB2h1SgxmR07UadRYjTbUCkVKBRgsdoZ1DcEL52a/VllTB8Z57a8QqHg5osG8eu2HBZMSWpzOwun9uO7dUfoGxNwysEKgFlj4tmTWYpSoWDGaPfyeFKQn5YqveO+9Lk7JnRq2YXT+vPB9wcA0KjdLwp3LBzA37471ObyN104kPcbW1b//ophbtOT4wLJynP8rp+41b1sLY+plsEKgD/cOJYF9zuub94695Ywj9wwhkf/bxMA04bHuE3vHx/I4RzHtm+5aGCbf0NbblnguKe+YJLcU4tm3T6HxWeffYZWq+XKK6/k66+/Rq/Xs3jx4pMu0/SgPGTIEImWnUWnUw9Sh93D6daD1GP3IMdizyd12PPJ+bR3kGOx55M67B2kHnu+jtZDt29hsWDBAu69916+//571Go1b7zxxtkukhDiLDOZrWjb6QPbkXmEEEIIIYQQ3Ve3D1gEBATw4Ycfnu1iCCG6Ea1G5Wyy2Jb/vbbQQ6URQgghhBBCdIXODwQuhBBCCCGEEEII0cUkYCGEEEIIIYQQQohuRwIWQgghhBBCCCGE6HYkYCGEEEIIIYQQQohuRwIWQgghhBBCCCGE6HYkYCGEEEIIIYQQQohuRwIWQgghhBBCCCGE6HYkYCGEEEIIIYQQQohuRwIWQgghhBBCCCGE6HYkYCGEEEIIIYQQQohuRwIWQgghhBBCCCGE6HYkYCGEEEIIIYQQQohuRwIWQgghhBBCCCGE6HYkYCGEEEIIIYQQQohuRwIWQgghhBBCCCGE6HYkYCGEEEIIIYQQQohuRwIWQgghhBBCCCGE6HY8ErDYsmULubm5AJSUlPDwww/zyCOPUFpa6onNCyGEEEIIIYQQoofxSMDi6aefRqVSAfDyyy9jsVhQKBQ88cQTnti8EEIIIYQQQgghehi1JzZSXFxMTEwMFouFDRs2sGrVKjQaDVOmTPHE5oUQQgghhBBCCNHDeCRg4efnR1lZGYcPH6Zfv374+vpiMpmwWCye2LwQQgghhBBCCCF6GI8ELK6//nquuOIKzGYzjz76KAC7du0iKSnJE5sXQgghhBBCCCFED+ORgMVtt93GnDlzUKlUxMfHAxAZGclzzz3nic0LIYQQQgghhBCih+nygIXVamXEiBHs2LEDrVbr/L5v375dvWkhhBBCCCGEEEL0UF0+SohKpSIxMZHKysqu3pQQQgghhBBCCCF6CY90CVmwYAF33HEHN9xwA1FRUS7TJkyY4IkiCCGEEEIIIYQQogfxSMDi888/B+DPf/6zy/cKhYKVK1d6oghCCCGEEEIIIYToQTwSsFi1apUnNiOEEEIIIYQQQoheostzWDQxm83s2LGDn376CYD6+nrq6+s9tXkhhBBCCCGEEEL0IB5pYZGRkcGdd96JVquluLiYCy64gO3bt/PNN9/w5ptvtrv8t99+yzfffIPNZuNPf/oTkZGRHii1EEIIIYQQQgghzhaPBCyeeuop7r77bi655BLGjBkDwJgxY3j88cfbXba4uJht27bxySefdHUxO8xut/PcR1vZnVlKYlQAA5NCwW6nf58g9AYzX608jEoJVjv0jQ7g8VvGoVAoePajraQfLcNbq6Km3ky/2EBCg3yoqm3gwsl9mTo8jn/8dIAfN2bjrVNhMFoZMyiSqloj0aG+/O6KYXz+yyG+X3+UgX1DePzmcSzbfAyTxcaI1HCeen8zFdVGFEoYkBDCYzeP5X/rj7J6Zw519RbiIv15+jfj8fV2DC+7dlceP2w8ysxRfSivaSA5LojxQ6KprjPyw4ZsQgN1lFQaGNY/nGH9wwF44187Wb83H18vDUuvHsnogZHYbHbe+HwXB49VcPWcFGaPTfB4nVgsFm57YSUWq40rZ/Xnkx8O4KVTkxQTQHlNA6WVBoxmGwAaFZitoNMowW7DaHGsQ61SkBofjL7BTH5pHYF+OlLjg/Hz0aJSKigs1xPkp2PsoCi2phfh76vl0mnJhAZ68ePGbKw2Owsm90WlcjRc2pZeRGZuJRdNSiLIXwfAlrRCsvKqWDA5iUA/x3fZBdWs35PPpKEx9IsL6vDffOhYBdsOFDFrTDyx4X5ncG8K0XVMZisP/2U9DSYrYwZGsm5PPjHhvhSW6qnRm7BjZ9SACPpEBjB6YCSD+oZyNL+ae95YA8DjN49h7OAY5/oW3P+dy/r/99pCl++9tUqsdgUzR8dxy4IheOs8ctnrNWrqTfzp0x0E+emIjfTnSG4VMeG+KBRwNK+avVllBPpqqdKb0KgUjEwNY3NaCWqVAovVDkBqfCAZOdWO66LjNExSTAAllfUEB3gRHebLoWOVDEsOIyzYm+S4IKaOiGPHwSL+uzqLMQOjuGxG8imV/9dtx6moMXLx1CS8tFL3J2Oz2flpUzZmi42LpyRxtKCazfsLmTYyjrp6M1+tzCQ2wo+ySgPp2RUM7htC2pFSauotKJWgUirADhqNEpVSidlixW4HpVKB1WbHW6tm1IAIth0oxmC0YLXZG6+7QRSWG4iL8CWvuI5qvYmhyWFMGxlL+tFyjuRVE+Cr48LJfVmx7Tg6jYp7rh6JVqM627vsrMnKreTTnw8SF+HPTRcNRqNubjBd32Dh1X/uQKmA+Ch/hiaHExLoxbtf76POYCYu0h+VAlLiQxiZGs6T729GqVAwcWgMW9MLHfc8CgVVtUa0GiXHimqx2yEyxIfKGgMmix0vrWPfG81WwoK8uHJmfz5bloHFZiPQR02NwUqAj5aRAyI4cLQCL52KwnI9IQFeTBkey/6sMqLDfLllwWA0avd6fPDtdVTrTbzwu0mEBXp7bL92J5c99D1mq52li4Yxe1yiy7SKyjpufXEVCoWCfzwxDz8/rcv0Nz/fycodeUDzNbGlO15cQX5ZPQG+Gj575gK36fe8vobjRTXccMFALp3e32160/X1d5edx/mTklym5RRVc/dra1GrlfznxYvcls0uqOZvX+9jeEo418wd4Db9/jfXkplbxaC+Iby8ZIrb9Fc+3c7BYxXcf80o+vfxd5veWbc9v4IqvRVofV91V2VVepa+vhadVs1Hj88928XplH/8mM5/VmcRE+bLW/e613FrPHL1zsrKYuFCx49AoVAA4OPjg9FobHfZ9evXY7PZuPHGG0lOTubRRx9FpTq7F6kfNhxl24FiAA7nVXE4r6rNecurG/jkp4ME+enYcdCxjMHoODAycqogx7HswewKAnx0fLXyMOC44ACs3ZUPwN7DZfj7aPhqVRYAOw6W8NpnO1m/twAA3TKl84HcboMD2RU8+d4WslqULeN4JS9+soPn7phIfYOZ1z7biR04dMwx5KxCAf/38Cw+/yWDtbvznMt9u/YI/3hyHnuzyli10/F9VZ2JZz/ayjcvL+DrNYdZs8vx/Vtf7GFQUigxYZ59gF76+lrKqxsA+OC7dADM9Wb2ZpW7zWt27H7n/mpisdpJz65wfi6raqCsqtBt+dU7m/fN8cIaZoyK471v9wOgUSm4cHIShWV6nv94KzY75BXX8Ycbx5BfWscLf9+G3Q4FpXoeWjwagGc+2EJZdQMrtuXw6VPzO/T3mi02/vjeJgxGK9sPFPPnB2Z0aDkhzrZnPthCVl41AHkldQDOY7fJlrRitqQV87/1R/nsmfO594012B3Pvjz70XbnTcU1j//otv4F939HiH/zzZvB5DjOl20+jpdWza0XDznjf1Nv9vxHWznQ4rzYmopax7XcaLOzOa0EwBmsAMjIcdS3tcUp92hBDQB1hjpyix2/g6brGUCgn5ZnP9qGzWYn7Ug5SbEBDE+J6FTZd2WU8NYXewBoMFm44YJBnVr+XLNmVy7vfuO4limV8MWKTGrrzazbnUd5jRGLxcbOQyXO+Tftb74+2myOgAeA2WoFrG7rN5lNznuIJo7rruMepKKm+TywO7OU3ZmlLvPuPVxK06/Kx0vDkiuHn/Lf2tM99rdN1DdY2JVRSnCAF1fMbH6ofPWfO5z3m9sOFPPt2iP4emmo1psAyG489tbsyne+HAP47+qsxjXoW91mcUVzN+4GU3P9llY28M5/9zs/6w2O+9e6ejMFG7Jd1lFZY+RI4/kfIMhfx1WzU13m+dNnOzh03PGbePDtdXz8xLx29kbv85vnl2NuPIe+9eVet4DFbS+tbjzH2rn1xeV88bxrYKApWAFw41M/88lT57tMzy9z1GWN3kxZZT1hwT7Ny249zpF8Rx199L8DbgGLhQ80vyR45+v9bgGLu19bi9Vmx2qycsNTy/jHCfe1f3x3M1V1Rg5kVzAyJZLUxGCX6Zm5jueW1q47a3flsn6P4zrxx/c38/kzPetB/Uy6+7W11NabQW/mnjfX8OY90892kTqs6Vk2v1TP2p25hOraX8YjAYvY2FjS0tI477zznN/t27eP+Pj4dpctLy/HbDbzySef8Oqrr7Jy5Urmzu3YDzQtLe2Uy3wyJYWtn8zbUl1RjLn+5EEWhQKOZx8+6TyV5a4X73p9y0CJnROZTe45QoyGWnbu3InJYkOhwPkQAKBUwKGD6dTW1Loso1TY2bdvL3mlrgEmBXZ2795FabHr/AcPpFPo69k3WV46jce2pVQosDXuOJ1WhVeLN7a6xjd4GrUSlUqJzWJD1/gmQqNyvHWyWG3OtxMtl2n5XftlAK3GcaOh68RyQpxtPt4dPzdoNSoUCgVKJdjcn3/w1qqoa7w5bqJROh5mKmpNbvPLG/bOOxvnF6XCUVcqpcL5EHwqdadr8QZe6r59LfeRt06DTqOiFjM6rRqNyoTFcpKFPUChVGBv/D34eJ3b9anTqJwvtrxPOEZP3DcatdLlWGhJrVLSWnDJU1o7Lv28mwPO52orGh9vDWBoc7paqcDc+P/WWqi05Otz8vtjnxMeFv1PaK1xIpVSgc3q/szRpPG9tGPdrRynLVsD6XSdS6Xo3eJeX6VUnGTO3s9R745fga8Hn4HONF9vDdjan88jZ/ylS5fy29/+lquvvhqz2cy7777Lv//9b5599tl2l/Xz83N2Ixk/fnynghBDhgxBp+tA2KaTRo0Crd8Blm/NYURqOCnxwdjtkBgdgMls5fPlh9BqVJgtNlITgrltoSNQo/VJY9P+AkL8vSgs1zNqQCQhgd6UVNZz4cS+DEgMISAsh89/ySA8yJuSKgPnj0+goLyeuAg/LpmWzKg9efzj50OMHxLFLQuGsC29CKPZytB+obzwyXayC6pRKh1N++64dCgb9uTz6/YcKmoaSEkI5q4rRzhPFi9GlPPTpmPMHtOH4goDfWMCSIkPZvIEK2t25hER7EVRhYFBiSEkRAcAoPE7zLdrjxAa6MXdV42gb0wgo0ZBSHgGezJKuW7+AIb0CwPAaDR2WdDoRK8tncpDf15Pg8nC7QsH8/I/dxLkq2NIUhgllXqOF9VSXOk4+YcGaqmqMREa5I0dG2WVRpRKCPDVMnZQNHUGE+nZ5cSG+XFevzC8vTQolVBUrifQT8eI1Ah2HirB30fDzNHx+HlrUN+sxGq1M2mYo6l6WJA3L/1+MtkFNUwbGQtARIgPLy9x/Q7g2d9OZMfBIkYN6HhuFpVKyStLprD3cCnjz4s+g3tSiK71hxvG8qfPdlLfYGbKsBh+3HSMlPggsvNrKKmsx2K1MXd8AmGB3pyXHIZGreSDx+by+1dWYbJYeefhmc51ffTH+Vz28PeYLc03T1+/6mh90dScNinaj2q9hcumJ3Ph5L4e/3t7usdvGc/73+4jPMibiBAfjhXUEBPuh9Vqo7Bcz4ptOSRG+ZNdUIOvj4YLJiXy2c+H8NU53ujagevmJfOv5VkE+GqoqzdjtcH8sX1IP1ZBVKgfCdEBbD9QxOThMQT66oiPCiA1IYQ/LZ3K9+uOMG5wFAMSQzpd9sFJoTz72wlU1hqZOiLuzO+cXmbi0Bgev3ksZquNycNiGZocxu6MEsYOjqK+wcJPG7OJi/SjosbA9gMljB0UxfYDhRwvqsXHW4NWpcRmB19vNSqVEkODBbsd1Gowm+34+WiYPTqeZVuPUas3UVdvxs9Hy6ThMRzOqSS5TzDZBdXkFtcyd0w8owdHcTinksycKgL9dMwZl8DaXbl4adVcO8+9Kfm55E93T+W/qw/TJ9KfCya5ntfuv3Ykgb46NGoF0WF+pCYEE+Cr5fPlGdTqjSREBaJQQN/YQIb1C+Xpj7ai1aiYOjyWDXsLCPb3QqWE4koDAb4atqcXYzRZGZYaQV5xDRU1DYQFeaNAQVWdkZQ+gVwzbyDvf5eG0WQhNsyPosp6QgO8GD84gj1ZFQT6ajmcV0VMmC+Th8WyL6uU2HA/Ljzh7TzAHZcNpcFkoazSwGO3jvfULu1W3rpvBjc+9TPVehNv3T/NbfqXL17EdU/+jFqp4JMn3VvmLr1qGG99sRedRsk7D812mz55aDQb9hXSPz4QHx8fl2ljB0czfVQsOw+W8OD1o9yW/fqVi1n44HfYbPC3B2e5Tf/0j/P5zUu/4uul4W9/cN/2a0un8vEP6YxIjSAxOtBt+txxfVi1PY95491fao8dHMU1c1PZdaiYB1op2+mICz2jq+tyHz42i3vfXIefj5bn75x0tovTKQ8vHsWb/97NeclhjB4URVpaWbvLKOx2e9thsjPowIEDfPnllxQUFBAVFcWiRYsYMqT9prkHDx7kyy+/5Mknn+S9994jOjqaBQsWnHSZpgflrgpYiI45nXqQOuweTrceurIeT8xdcKKe1Bexq8mx2PNJHfZ83fl8KjpOjsWeT+qwd5B67Pk6Wg8ea1M3aNAgnnrqqU4vN3DgQLy8vFi8eDHBwcHcdNNNZ7xsQgghhBBCCCGE6F66LGDx1ltvdWi+pUuXtjvPww8/fLrFEUIIIYQQQgghRA/SZQGLoqIi5/+NRiPLly9nyJAhxMbGUlBQwP79+zucPFMIIYQQQgghhBDnli4LWLz44ovO/99777289tprzJvXPDTR8uXLWbZsWVdtXgghhBBCCCGEED1Y58aTOUXr1q1j9mzXTLEzZ85k7dq1nti8EEIIIYQQQgghehiPBCwSEhL47LPPXL77/PPPiY93H7JGCCGEEEIIIYQQwiOjhDz33HMsWbKEDz74gMjISIqLi1Gr1fz5z3/2xOaFEEIIIYQQQgjRw3gkYDFo0CB++eUX9uzZQ2lpKeHh4QwfPhyNRuOJzQshhBBCCCGEEKKH8UjAAkCj0TBmzBhsNpvzO5vNhlLpkV4pQgghhBBCCCGE6EE8ErBIT0/nmWeeISMjA6PRCIDdbkehUHDw4EFPFEEIIYQQQgghhBA9iEcCFn/4wx+YMWMGL7zwAl5eXp7YpBBCCCGEEEIIIXowjwQs8vPzuffee1EoFJ7YnBBC9HomsxWtRnXa8wghhBBCCNFdeSRgMWfOHDZs2MCUKVM8sTkhhOj1tBoVC+7/7qTz/O+1hR4qjRBCCCGEEGeeRwIWRqORJUuWMGrUKMLCwlymvfLKK54owjkrK7eKQD8d4cHezu8qaxsoqagnNSHEbf4avYn8kjpSE4JRKs+NFjHHi2rQqJTEhPt1eJnaehN5xXWkJASj8tB+qqhpoKzKQEp8sEe2J8TpKirXYzBaiAn340heFUmxgXhpO3bZKSzTYzJbSYgO6OJSita0do6rbzBzrLCG/n2C0ag7ljDbarWRmVNFn0g//Hy0XVlk4UH5pXXYbHb6RPpTZzCTU1RDanwwKlXnE6mbLTYO51aSGB2Aj5eMHtfdHM2vxs9bQ0SIzxlf9+HcSuobLIQHexMT1vF7MHF2lVTUU2cwkxQb2Or0Y4U1eGlVRIX6uk2z2+1kHK8kOsyXQD9dVxe1V/tubRb+vjpmju5ztovS5TwSsEhOTiY5OdkTmxItfL/+CO9/m4a3TsVb980gOsyX6jojS15dTY3exKLZKSw+f6Bz/gaThXveWENppYF54xNYcuXws1h6z9iSVsgLf9+GUqHg+TsnMTgptN1ljGYr97y+hpJKA3PHJXDXoq7fT+XVBn7/6mr0BjPXzx/AVXNSu3ybQpyOo/nVPPD2OswWG3ERfuSV1DEgIZhX757a7rKZOZU8/Jf1WKx2Hr5hNJOHxXqgxKJJa+c4u93Og39eT05RLeOHRPHYzeM6tK63v9zDqh25RIX68M5DM9GopYtST7f/SBmP/20T2O08cuMYPvrhAIVleqaPiuP+a0d1en0v/2M7W9OLSIwO4O37p0v34W7kly3H+ctXe9BqVLxxz1Tio85cAPnr1Yf5+IcDACgV8NLvpzCwr/uLNNG9HC+q4b431mKy2Lh70XDmjEtwmb52Vx5/+mwnapWSV++aQnKfIJfpH3yfxvfrjhISoOOdh2bh6y1BylPx1Pub2XmoBICC0jqub/E81xt5JGCxZMkST2xGnCA7vwYAg9FKYbme6DBfyqsbqNGbAMcDRUt19WZKKw0AHCuo8Wxhz5JjhTXY7WC128kpru1QwKKu3kRJ437KLqhuZ+4zo7TSgN5gbtzmuVE3omfLLa7FbHEMY11cUQ9AdmHHfru5xbVYrHbHMgU1ErDwsNbOcWaLjbySOgCOduIc1LR8cUU99Q0WAv0kYNHT5RTWYLM5js/DeVUUleuBU79vONr4G8kprsVitUlQqxtpOn5NZiv5pfozGrBoeS9js0NOcY0ELHqA/JI6TI3X9qOt3AM3/WYsVhu5JbVuAYum80RFjZHqOqMELE7RsRb3U2lHy85iSTyjywIW27dvZ8yYMQBs3ry5zfkmTJjQVUU4510zNxWD0UJUqA/D+4cDkBQbyPXnDyArt8qldQVAWJA3t19yHnsyS7lqTsrZKLLHXTSpL4VlerQaVYebVIUGenPHpeexK6OURbP7d3EJHQYkhnDN3FSOFdZwwwW9O4oqeodJw2I4dLyCGr2JkakRbNxXwKwx8R1aduqIWDJzKqk3Wrh4SlIXl1ScqLVznFajYulVw9mwt6BTdXLHZUP576osRg+KlOa/vcSsMfFkF9Zgsdq4bHp/woN82H6gmMtmnFpL2ruuHM7/NhxlyvBYCVZ0M1fO6k+N3kRIgBdjB0ed0XVfN38A9Q1miivqGZAYwvRRvb9Ze28wbnAUF09NorLGyJWz3J8VLp2eTFlVA/4+mlZfNtx68RD+9cshBieFdqortnD1h8WjeeK9zajVSh65cfTZLk6X67KAxdNPP80PP/wAwGOPPdbqPAqFgpUrV3ZVEc55ESE+/OHGMW7fXzW77e4EC6YkseAcekDw89Fy7zUjO73chZOTuHCyZ/fTtfMGeHR7onNk1A5XapWS31461Pm5o8EKAI1axZ2XD+uKYokOau0cN3N0PDNHd7weAQb1DWXQre23XBM9h5dO7dJldP6EROZPSDzl9Y1IjWBEasQZKJk400IDvXlocdc8DEWF+vLEreO7ZN2i66hUSn6z8Lw2pwf66Xjg+ra7hiXFBvL4LR3rUijaNqBvKF+9eNHZLobHdFnAoilYAbBq1aqu2owQQnQLMmqHEEIIIYQQZ1bn0zkLIYQQQgghhBBCdLEua2Exbdq0DmV6XrNmTVcVQQghhBBCCCGEED1UlwUsXn311a5atRBCCCGEEEIIIXq5LgtYjB071vn/yspKgoODu2pTQgghhBBCCCGE6GU8ksNixowZ3HnnnSxbtgyTyeSJTQohhBBCCCGEEKIH80jAYtWqVUyYMOH/2bvv+DiKs4Hjv72q3qsluUnucjcYd4zpYDAlBDCQkEAgJIE3tFQIhEAKEAKkEAgJgYReYprpNrZxw0WWmyzLltV71/W73feP051P1ZLV5ef7+YBPW2d3dmdnn53d4bnnnmPx4sXcd9997NixYyBWLYQQQgghhBBCiGFoQAIWMTEx3HDDDbz11lu8+uqrxMTEcO+997JixQqefPJJSkpKBiIZQgghhBBCCCGEGCYGvFvT6upqqqursVgsjB49moqKCi677DKeffbZgU6KEEIIIYQQQgghhqh+++hmoMOHD7NmzRo++OADgoODWbVqFWu4JsBXAAAgAElEQVTWrCEpKQmA2267jUsuuYTvfe97A5EcIYQQQgghhBBCDHEDErC47rrruOiii3jyySeZMWNGu/Gpqal861vfGoikCCGEEEIIIYQQYhgYkFdCLrzwQi6++OJWwYpdu3bx8MMP+/++4447BiIpQgghhBBCCCGEGAYGJGCxdu1aMjMzWw3LzMzk/fff7/YyXnjhBa655pq+TpoQQgghhBBCCCGGoAEJWCiKgqqqrYZ5PJ52wzrjdDo5ePBgfyRNCCGEEEIIIYQQQ9CAfMNi3rx5PPnkk9xzzz3odDpUVeXpp59m3rx53Zr/jTfeYNWqVTz11FP9nNL2ahvsfPvXH6O1/K0o8Jd7lpMQE8pDz2/lwNEaXB6t1TwK+KePDDPR0Oz0jwsy6XnpgfN59n97+XR7YYfrNBp0uNydB3Pu++58fvuvbbSdxGjQYTLquWDBGN78Iq/dfFPHRVNabaG+ydluXF9Ljg3hqTuX9Pt6uutIcT2/+dd2woKNWGwuqupthAYbsdldqBqMS44gv6xxsJN5QooCWuvDDbNRh6Io2J0egs0GHv7+QhqanTzxyi7Cgo3UN9k5Y/oofnzNHPbkVvHwv7Zhd3kIDTJisbtAgynjYvjNrQsxGvSUVVt44LktAPzixrmDsJViKPrjf3eyeX9VvyzbaNDx9u9X9suyxXGb95byp1ezUduUIRNHR5FbWN8v69TrFBQF3B6N2Iggmm0OHK7jCYgINfHcz88hJGhAqiMjwv3Pbqa6wcWNK6fx+H934m5TBxlMKfFhPHb7Emob7fzqua3UN9lRNVBVDZ0CP7pqFmefPmawkzki2J1ufv2PbRRWNPLja+ZQ02Dnn+/tZ86kBG66ZBp3PvklNQ2OwU5ml35y/Tz+9cEB3G4Vu9NNWLCRRosTl1tF0zSuO38yH28tpLrBhkdtXW48fsdSkmJD2y3zf18e4dVPclg0M4UfXTULgK37yvjTK7twulVS48O47zvdu//oTyvvWuP//d7jl7Ya99bnh3jhwxwAjHqFt/9wSavxV//ifSx2DwAJ0Wae/+X5rcZfctca/33IPatns3TO6G6vu7iqke//bl2n43/2lw3sO1rX6fhv/uIDrHY3AHMmx/HgzYs6Xfdd187izLljOh3fdtlvfH6QFz/M9f/95iOtt/tk3PTwp9RbPB2ubygL3E8wfNP+rQtjGBcVcsJ5BqSFxS9+8Qs2b97M4sWLufLKK1myZAmbN2/mvvvuO+G8LpeL7du3s2DBggFIaXtf7i4isCqgafDh5mMcKa5nz+HqdsEKoNX0gcEKALvTw/78GtbtKup0nV0FKwBe+uBAu2CFbz6LzcWHX+V3ON+B/LoBCVYAlNVYabK6BmRd3bF+VzHV9TaOlTVSVW8DwGJz+SvuwyFYAe2DFQAOl4rd6S1sbQ4363cW89GWYzRanJRWW7A6PHyxo4iGZgefbCvA5vSgadBsc6Fp3uP1QH4tR0saAPgqu5TSagul1RZ2HawcuI0TQ9qBY7X9tmyXW6W52d5vyxde63YUtQtWAP0WrADwqJr/hrqm0d4qWAHQaHHy9YGyflv/SFRaZaGyzsZrnx4aUsEKgJKqZrLzqtmYVUp1vQ23R0NtOehUzXszKfrG4cJ69h6ppqHZycdbC3h/01EsNhcbs0r4cnfJkA9WALzz5REqa63UNtqx2t1U1tmwOz14VA1Vg3c35lNRZ20VrABvubE5u+Ny472NR7DY3XyyrQCr3VsP/WjLMSx2Ny63Sn5ZI/uO1vT3pnXplY8PdDn+pY8O+X93dJ/hC1YAVNa1z+fAOZ56fU+X69p7pKLV37/6+5Yupw8MVnTEF6wA2JVT3eW0j7+c1eX4tgKDFWJkWPNlQ7emG5BHGklJSbzzzjtkZ2dTVlZGcnIyM2bMQKc7cbxkzZo1rFx5ck/e9u3bd1LzBYpQ3O2GpYRZaKg8SkqskZKarm/KTQZwBixCrwN7fSETk80cKOq4gt7RU/RAc8bpOFbefrhO8f6bOTqI7Yct7cYnRhlosHiwu/q/ghMerKPg6CEURen3dXXHopmj+Gx7ISHBRhxONw3NTsxGPQ6Xt9AfFRdCabV1kFN5cgw6BRQFt0fFYNCxaOYo6poc7D5USXioidpGO2dkJhMRauLMual8tbcUj0fDbNLjaAl0jBsVwZjkCADmT0vi3Q3eSuXMCXHUVjQP2raJoWP8qEh2He6foIVepxAWFtQvyxbHLZoxit2H21c2RyeGUdhP57nS8j9Ng/AQI1a7C09AwD3YbGDu5MR+WfdIFRMZhEdzcemSdJ5+Yw9qVxWGARYXGcS08bEkxYbywVdHaW55cOFL4fkLxg5a2kaa9NRI0lMjKapoZvncNKrrbTz/7j5mT0pg0cxRvPH5IZqs7euwQ8kFC8dSXmPBo2rYHG7CQ0w0Njv8ZcbZp4/mk60FNNmcrerFwWY9p03tuNw4d/4YXv7kEItmjCIkyAjAWfPS2HO4ClWFhOhgpoyNpqRg8IIWq5aO4+VPDnc6/rJl43lznbce1tGtktmow+HyFqQRoV3fyn135bQux09Pb70f71o9m5/8ufOgxdikUI6Vt7/H6ChtU8ZGdbnub10wocvxbV20MI0PNnf+wFcMP4syI7s1naJpQ+hK14FHH32UnBxvs6js7Gxuv/12rr/++i7ncTgc7Nu3j8zMTMxmc5+kw+12oygKer2+1XBN0wjchZqmodfr/d/n0Ol0eDwe/zQGw/GCRVW9Td4Cv/Gh1+tRFAW3243BYMDtdrca5vvtS5NvHb71+panaRoejwdFUVr9B97vh/jS5XtFx/cv4J/Wl2bfv75hBoMBTdP86ffR6/X+der1+l7lQ3/koW/fgHcf+PLS91tVVf82qqrq39e++Ww2G0FBQSiKgtPpxGAwYLVaCQsLQ1VV/zFiMBiw2+0EBQXhcDgICgrC7XajqioGg8GfBlVVcTqdGI3GVseMb5/6Anq+/PUtKzBfPR6P/5jypd+3/MBjITBw1DY/fb/7Ix/6Ix992jaHa2swmscNdJq6u76+OhdNJlOr8spms9HU1ERSUhJHjx5l3LhxWK1WTCYTAFarFUVRiIiIQNM07HY7LpeL8PBwAOx2O0ajsVW5KDrWl3noK/N91wBf+R9YBjqdThwOhz9/jEYjTU1NhIaG4vF4MJvN/rKo7cMHj8eD2+1ulU5N0/zTBX6/qjsPLkaKvixPfeci0O5675vW4/H4rxk6nc5/jdI0DaPR6M9vvV6Py+XCaDT6lwf4l+n721fHCKxrBNYfOjoWfMvzTT9UHmL0xlCu27S93gee04HnfOD45uZmIiMj8Xg8/rqLL61Go9F/7PjqpKqqEhQUhKqquFwuDAaD/5gAb93Ud3z50tS2jgXecz+wjtL2X9+x1XZboPM6S0f7JHCYb96hkoc2m43g4OBOx1ssFkJD27/20h3Nzc2EhYV1Or6hoYHIyM5vFhsbG4mIiOh0fF1dHdHR0Se17oqKChITOw9UV1dXExcX1+n4kpISUlJS+iwft23bxtKlS3s0/1Cwc+dO5s4dnq9ub9iwgaVLl3Y7D4d8LfGee+7x/77mmmtOGKzoL51VqDu7AAcWsm2DHB1N0/Yi71tf4HrbpqGjNAUW5p2l2Zce3/jAG+Pu6ih401mahorAfApMu++3b/vbVrp88wVeVHw3ZL4CWafT+YcFTuu78He0X/R6fatldnac+NLgW1bgdIHLbZt/nV3YA/8eCZVHMXB8x4vvWAsNDfVXpsaPH+8f5hNYGVIUheDg4FbHfFcVNdE/AsvutuVHYBliMBgICWn9XmlUlPdpme/GtrPy3mAwtBsXWNacSkGK/tK2HG+7vwPPLd84X751pKOK4omuSYHTnGhaudb0n66u6YH1GmifT3q93l9O6/X6VuV34PnfUT7r9fpWf/vW4asLdbSurtLf9t+25URP66jdGTbYTnQNPNlgBdBlwADoMlgBdBmsADoNVnRn3V0FK4AugxUAKSkpXY7vqeEYrACGbbACer7Ph1Wt4ZVXXhnsJAghhBBCCCGEEGIADKuAhRBCCCGEEEIIIU4NErAQQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5ErAQQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5ErAQQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5ErAQQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5ErAQQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5ErAQQgghhBBCCCHEkGMY7AQMZc02Fy9+eICwYCOrz5uMXt9xfOeLHUXsPlTJZWdmMD4lckDTmJVbyWfbi1g+L5W5kxP7ZJl2p5uXPjyIoihcf+EUzEZ9nyx3MDXbXLz4wQHCQozMmBDPZ9sKWTo7hdOnJfmn8agar3ycQ4PFyQ0XTiE8xARAQ7ODl9YeJCrczLXnTkanUwZrM4QYNDsPlfOnV/cSGxnMitNGU1LZzOrzJxMXFTzYSRODzOX28OKHB3F7VG64cCoFZY28t/EoblUlItTcqjx94/NcSqssXHfBZGIj5dgZKJ9sK2DvkWquPGsCY5IiAHB7VP6z9iA2h5v5mcl88XURC2Yks2jGqHbzW+0uXvrwIEajnusvmILRIM+7hqr1u4rZebCCS5emk5EWBYDN6eG233+GzeHmN7csJCMtepBTKTbuLmHb/nIuWTqeiaPb58cbn+dSVm1h9fkDX1Z+tr2QPYeruOKsCYxNjujTZRdVNPH657lMGxfL+QvG9umyxfDwj3f38t7GfJJjQ3jyx0u6NY8ELLrwzvo81m4+BsDopAjOnJPabpqGZgdPvroLVYPiqmae+L9lA5rGP7y0kyark+0Hynn9kYv6ZJkfbTnGuxuPApAUG8LFi8f3yXIH0zvr81i75RgAazcfo9nmYsveUl7/7cXoWwIQW/eW8dpnuQCEmA3cuHIaAG9+cZiPtxYAkJ4SyYLp7StzQox0z//vADaHh+LKZv79wQEAPKrKndfOHeSUicH22fZC/vflEQDiIoP5dHsBJVUW//hgs4HvrJzG3iPVvPjhQQA0NP7v6jmDkt5TTWWdladfzwKgqs7G736wGIANu0t4a10eABuzSmiyuvgqu4R5D1/U7kHF+5vyef+rfABS4sM474wxA7gForuarE6eeHknqgaF5U08edeZADz60tdU19sB+PXz23jxgfMHMZXCanfx2Ms7UVWN/LIG/nLPWa3G780LKCs1uOPq2QOWtpoGG0+9vhtNg4paK3/4UfduKLvr2Xf2knW4ivU7i5k5IZ7kuNA+Xb4Y+tZ86b3HLKmysH1/OSHdmEdC5F1IjvWeRDqdQlJMx7vTbNITFR4EwKhBOOl86+zLE9633YoCSbEjoyAJzMuEGG+kOjE2xB+sAEiMOf534P70/dbrFBKiu3NaiY44XZ4+mUYMjtCQ4/Ftg957noyKDxus5IghJCk2FKWlKE2OCyU5rvVx4btOxUYGYWp5Mj8qTo6dgRIaZCQyzNvCJbCekhgTgu8S6HuCGx8VgqGD1qS+66BOgeQ4uQ4OVWajnpgIb500Of54Xk8MaFERHy0tmwabyagnLrLze4dWZWX8wNbDQ4KMRIaZgb69t/DxLTM8xER4iLHPly+GvsCW6indPL5HZAsLTdMAcDqdvVrOkpmJJMecQZDZQGpCKA6Ho900CvDoDxdQVNHE5LExHU7Tn35541yOFNczPiWqz9Y9a0IMj/1oAYqiMCYp4qSX69v/vvzoib7KQ5/AvIyLCiavqI7xoyJbbVtaQjB/vGMRFpuLiaOj/eNWzB1FWnwwYcFGRsUHD3geD6be5GHgfE6nE5MJrr9/bZfT/+MX5+BwuLu17KjQrl9V6k4+udwejIYTv/LU3en6Ik090d319cW5+OubTuONL44yaUwMY1MiqW2wM2UQyrxT1VAqT9uaOjaSx360EFXVGDcqkunpUeQW1GFqeUrvK09jw4088X+LqWuyM3nMqXfs9GV52hMGHTz2o4WUVFqYMvb4tS0jJYzHb1+E0+UhNTGcw4V1jEmOwO1y0rYUPn1KHH/4wRkYDXrSEsNPubwLNJTPRYDf/3ABReVNTA7I68uWjSUiRKG6zs43z510SucfDI08/N1tCygsb2TSmOh2+REbMXhlpQ7vfU3b8qKvfPuiScyfFk9KXChGvdar5Q+FfBQ994+fn8k/3t7H4tkpxEeZqas8cR4q2sleOYewpqYmcnNzBzsZosXEiRMJDw/v0TySh0PLyeQhSD4ONXIuDn+Sh8OflKcjg5yLw5/k4cgg+Tj8nSgPR2TAQlVVLBYLRqMRRZEPJA4WTdNwuVyEhoai0/Xs7SPJw6GhN3kIko9DhZyLw5/k4fAn5enIIOfi8Cd5ODJIPg5/3c3DERmwEEIIIYQQQgghxPAmH90UQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5ErAQQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5ErAQQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5ErAQQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5ErAQQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5ErAQQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5ErAQQgghhBBCCCHEkCMBCyGEEEIIIYQQQgw5hsFOQH9QVRWLxYLRaERRlMFOzilL0zRcLhehoaHodD2LjUkeDg29yUOQfBwq5Fwc/iQPhz8pT0cGOReHP8nDkUHycfjrbh6OyICFxWIhNzd3sJMhWkycOJHw8PAezSN5OLScTB6C5ONQI+fi8Cd5OPxJeToyyLk4/EkejgySj8PfifJwRAYsjEYj4N34x1/Zw5HiegBWnz+J5XNH93r5j/xrO0dLGwgNNvLHO5ai18ubNR1xOp3k5ub686MnAvPQZDJRUNbIQ//aBhpcsHAsVyyfgMvt4bY/rEPTNEKDDTx55/K+3oRTXm/yENrnoxgYdU027nlqEwB6ncLTdy3ts3NRDI6+LE9F/zhW1sDv/r0Dj6pi0OtwuVUAnrrzTEKCjVKeDoK/vZ3NzoMVGA3e/IgINfH4HUu7/US1otbKfX/fjKpqLJ2dwg0XTu3Tc9HmcPPAc1uoabBz3hlj+MaKiQDszKngb29lA3D9BVNYNicVgJfWHuTLXcUoOoWHbllIUkxIj9Mg+qY8/fKAg92HawG445uzmZ4R12fpKyxv4tf/3AoanHvGGK5qOS5Ea32Rj//8pJJGm4eocDOP3b60r5MoTqC7eTgiAxa+C5HJZOJwcSONFg8AzXYNs9nc6+XXWzzUWzw43ApGkwmjQd/rZY5kJ9PUKjAPzWYzHk1PfbM3Hy0Obz463Q7qmt0ANNvVPslb0bGTbS7XNh/FwHDUOqhvKfcUBf/NTV+ci2JwSR4OXcfKbVQ3ugDQ61Q8qgaAzmBstd+lPB04e/LqWspCb3noVt2YTGZ0um7mgeKtZ2ha+zpkX5yL1Y0ujpRaANiX38B1Lct3uhV/GW53419vs12l3uLBuxi9HAe91Js8LK2x+/OorNbOvD7MC02x+uu81j66dxnJepOPjTbvPZ3T45T9PIhOlIcjMmAR6I5vzuaf7x1g7KgILluW0SfL/Om3TmPdziLmTk6QYMUAmTIuhnuvm0d5rYWVi8cDEB5q5orlGWzMKuHqcyYNcgqFGDrGJEewaEYyWblVrD5vymAnR4hTwrLZKRzIr8HudHPmnFTe3XCUM+emEhkmleDB8v0rZrDmyyNMz4hDVTVOn5rU/WAFMDopgl/eOJ/8sgYuWjS+z9OXEh/G6vMns/9IDdddMNk/fNmcVOxOD063h4sWjvMPv+nS6STHhTI2KYIxyRF9nh7RfbdcNp3HX8kmKTakz4+NiaOj+ekNp1Fa3czFi/v+uBPHjU4Kx1Nm4effPm2wkyK6MOIDFuEhZlRNw+H04FY19L2ML2iaxlvrDrPrUCWpCWFMGhPTNwkVJ7RkdgoA+45U89RrWaQlhpMUF4qq4X+SJYTwKqmyYHN4OFbeAKT0yTKdLg8m44kL0e5OJ8RI8OA/trIrp5LM9Fge/v4i//AF00cNYqrEc2v2sjm7jGvPncQ588d0Oa3T5eH3L+6gqKKJO66ezbTxsf5xp09L4vRpSX2atrfXHeaTr0u5cnmG94HLOa3HK4rC+QvGtpvvaEk9n20vZGxyBHMmJ2I0yCvJg8XlVtE0b93T6fYQZOq7Wyq7082n2wsoq7YwPT2OyWPlXqO/1DXasdrdFJQ1kZkeP9jJEZ0Y8QGL9zcdpazaQlm1hf1HapgzOaFXy6uqt/Hx1gIA3vziMEtnp/ZFMkUPvLfpKGU1FspqLP5hr3+e2+HFXYhTUVFFE8fKGgH4YkcR37t0ap8s12TUs/KuNSec7r3HL+2T9QkxHOw4WAFAdl71IKdE+DRbnby74SjgrR+cKGBx8Fgt2w+UA/DexqOtAhb94cPNx6i3eHjts1wu6sET9Hc3HKW8xkp5jZXcwrp+T6fo3Oc7iiittlBabWH/0RrmTk7ss2XvP1rDzpxKwFvnlYBF/2myuvCoGm9+cbhH56IYWCM+NDtjQhw6RSEpNoSMtKgezZtbWOf/YKePQacwOtH7FdMls/rmqaXonN3pYWdOBc1WJyVVzew9Us3C6aPQ6RRS4kOZNdEbDV0yM4WjJQ3kFtYNcoqFGHzJsaEEm70tHNJTIwc5NUIMbx9sOsq2fWWthuUW1nG0pAHwNusHSIgOHvC0iY6FBhuZ3VI/mDQ62v8kvK26Rju7cioZnRjOqLhQ9DqFhTOSW01TWWtl96FK1D5syTlrQkvdpYt6ZEd1moUzktEp3jI+JT6MXTmV1DXa+yxdovvmTk5Ap1OIiwomI7Vn9xcA9U0OduZU4HR52o3LSI0iLioYnU5hobTU6le+TycsnCH7eSgb0S0s7E4P//0oB1XTmDwmmojQ7n9Ve3N2Kb/999coCjx48wJmT0rA41G558+bqKy1Mndygv9rzqL/PPXabrYfrCYpNoSaBjsut8qNF0/ltYcvxGTQo9Mp2Bxucgvr+L8n1qNpcO/18ySYJE5pFrsDm8NbCTpa0jjIqRFi+Hr0PzvYsLsEgDuvncPyuWl8taeU373orR889L2FPPPTFdQ12omOCBrk1AofRVG47cqZ/ODRL/hydwmj4sO49rzJraaxO9383xNfUttoZ+nsFP72kxW4PCrmgNfZ6prs3P74Oix2N5cuTeemSzP7JH0/vGoWt12lJ9jccTV8T24V9z27GU2Dn9wwj8UzvXWa4spmVM3bE9TTr2ex/UA5MRFBPPvzs1ulW/S/ilorqqrR0GTHYnP16Fs1bo/KXU9+SWWdjTMyk/jFjfNbjbfYXDQ02VFVjdLq5r5Ougjgi2Vu21/OzaumD25iRKdGdAsLu9NNfbMDgPIaa4/mLav2vm6gaVDe8uqB061SU28DoLKuZ8sTJ6ei1rufq+ts/i7iSqstBJkM/g9nBZsNlNdY/YWOL++EOFXVNjr9v33njRCi50qrjt8sHCv1tqjw3UBoGv5XEyVYMfTUNTpwurzlX0f1AofTQ32Tt3VCabUFnU5pd9Pf2OzEYnd3uoze6CxYAVBea+mwTuP7bXeqlLUch/VNduwOd5+mTZxYRct9hcujUdPQs1YuTpeH6objx15bNQ12XB7vAVBaJXXagdBgcQx2EkQXRnQLi6gwM3d8czZZuVVcvrxnPYRctGgc1Q02DHodZ58+GvBeXO6+bi5b95azcsm4EyxB9IXvrZrOJ9tLWDJ7FMfKGqmosbK6zVMSgLPmpVJS1YzL5WHlEnkHTZzaxo2KZNbEeA4eq+XK5RMGOzlCDFt3XzeP3/xzGxGhJq6/wPstmIsXj6e2wY7RqGfFaWmDnELRmSnjYrjx4qkUVjR12FtSZJiZO66ew66cyk7riGOSI7jlsunkFtZx9bkD1xvZWfPSKKmy4HJ5WvUScePF0zAZ9YwbFcH09DjeWX+EuVMSpCeaQbDqzHQcboVR8aFMz4jr0bwhQUbuvnYu2/aXc8nS9nXW6Rlx3HDhFEqrLK16jxF9LyEmBIfbyt2r5w12UkQXehWwOP3009m+fXu74QsWLGDLli29WXSfWXHaaFacNrrH8wWZDdxy2Yx2wxfPTPE3zRP9b9KYaGZM9H6de/605E6nMxr0fGfltIFKlhBD3kO3LPT/djjkyYEQJyMlPoy//WRFq2HBZgO3XN6+fiCGnstPELA9a14aZ83rOug0GN1KdlanSYgJ4cfXzPH/ffd1cwcyWSJAdHgQd1w9+6TnXzI7xd/7XUfktfOB8cj3F2E2S8BvqOvVKyEul6vDYaoqTZCFEEIIIYQQQghx8k6qhcW1116Loig4nU5Wr17dalx5eTmzZ3c/4vjCCy/w8ccf88orr/DII4+wb98+pk6dyi9/+UuADocJIYQQQgghhBBiZDupgMU3vvENNE1j7969XHnllf7hiqIQGxvLGWec0a3lOJ1ODh48CMD+/fuxWq28/PLL/OpXvyI7Oxu9Xt9u2IwZA9cMs9nmYv3OIiaNiWZCWjQADc0ONuwuYdr4WDQ0Xv8sl+Vz00hPiWLLvlLmTU5kVEsXZ21pmsaXu0vQ65Re9WKxfX8563cWcfGS8UwdN7L74K5tsPP1oWLmTU6kotZKZZ2V+VOTeO7dfUxMi+bSZemtpj9SXM+G3SXsOFjOklmpA/rOqRBDyR1/XEd+SSNXnT2Bb5yVfuIZhBiG9h6p5r2NR1m5eBzTM+I7nGZnTgXFld4PFE4bH+vvgtDucPP5jiLGjYrwX0utdid/e2svY5PDueKsvmmSvTOngup6O0tmJPTJ8kTnXG6Vz78uRK9TaLI6cXs0po2PJTrczKY9JXhUjfnTkhmfcry757yieg4eq2X53FTCQo73JhdYZ5s0OoOtKjIAACAASURBVJqt+8s4bUoSMeH99/m33Ycqqai1suK00RgNHTeCPlJcz4H8WuZMimfXoSqmjY8lJMjAhqxiXC6VIJOB3MI6rrtgCmmJ4e3m922XQa/IK86DqKCskT15VSyZlUJ0ePuP9j743BYKK5v4/Q8WERcV2qNl251uvthRxJikCKaN7/l9wrqdRWzdW8a3L55KclzH9zQjxf/9cR2lNQ4e/v4CMtOljB6qTqrUveyyywCYOXMm6eknXxF+4403WLVqFU899RRZWVksXOh953rhwoVkZWWh1+vbDRvIgMVTr+1my94yTEY9//zlOUSGmXn8vzvZnVtFsNmAx6PidKtszi4jNSGM4spm3orI49+/Oq/D5X22vZCnXs/y/qHR5btrnSksb+Shf24D4Ku9Zbz4q/NG9MeWnnp9N/vyG3gt9BBNVheaBi+FHqTB4mTD7hKSYkOYn+n9toXF5uJnf93k787xvx/nMG9KAhktwSYhThVbskv83Zm+9tlhCViIEeu+ZzbjUTW27y/nf49e0m78wfxaHnhuq//vIJOef953LuEhJp55J5vPvy7CoFd45qdnkxgTwi+f2cLhonoA4qKCWTandx/VDFx/Q9ME0mN6tThxAv/96CBvrctrNUyvUwgPMVLf7O096Z31R3jh/nMJCTLSZHXy079uwuH0kJVbxX3fPd69ZGCdLTrcTF2Tg3fWH+GZe5f1S9rziur51XNb/L3Tffvi9t+waLa5+OlfNmF3eogINdFocRJsNhARavL3quaTnVfNK7+5sN0yPt1eyNMt26Vdj3QDPwgcLg8/+csmLDYXm7PL+N0PFrca//d3stmRUwnArb9bx5u/u7hHy//Hmn18vLUAvU7hbz9ZQXJc9wMeZdXN/PHlXQDsz6/hPw9e0KN1DzfNNjeqBj/76xbee/zSwU6O6ESvwsTp6els2rSJgwcPYrW2LijvuOOOLud1uVxs376d1atX89RTT9HU1ERamrdiEB4ezuHDhzEYDO2G9cS+ffsAUFUNp1sjyNSzT3ZUVdcB4PZ42J21h/BgPbX13m7NXG43gZ/qaLZ4uzu1OZzs2LEDRVHaLS/v6PHu0XLzjhCilvcoPQBldce7K9RUzZ+ukcrXJZnbrfq7+PKomn+8w+U5/tvpxu3RWs1vd3gQ4lRjd8pxL04NWsuFQdW0Dse7PK3PBbdHQ225hvi6/FVVDY9HbTUMWl9fTlbg+l1uOS97o8nqJDygBURHOurGWdU0fxeRAB6P6j8GvHnv/e1skz/OgGW5PcfrIn1B0zSarc5WLTrcnuP1nM66o1ZVzV8H8h2zHo/a4bEVWFcK5HIFHpPyzbnesNpdmIx6DPqe3V9orcqc9nkX2E1tZ2VbV5wteaxqmv/Y7a7AerTayTEkxEDrVcDi17/+NWvXrmX+/PkEBwf3aN41a9awcuVK/9/h4eE0N3tv6Jubm4mIiECv17cb1hOZmZloip57n95IfmkjN6/K5JIl3X/SOH6CnY+2FjB1bAwzJ3qbmo5Jt/HptgJmTIjH7VF57dNDLJuTytRxsWzMKmH+tCTSW5qbtjVrtkZaWj56vY7z5o9Bp2sf1OgOc3gBX+4qZuXS8V32nDHYHA6HP2h0sn501Sw276tk/rQkSqstVNRaWZCZxDPv7CU9JZKls1MBb8uTn/x5EwowZ1ICBeWNnD4ticwedjUlxEiwbE4aT76WhUfVGJ3Qs6akQgwnP73hNN7deLTT7qxnZMRz1+q5FFc0oqEwa0K8v1XirZfPYHRiOONTIv2vcl60aCx/eTObYLOB06f2/vrqW39NvY1z56eQm3Ow18s8FT3+352s31XMmXNSuWt15z1jXH/BFKIjgtA0DYvNhcujMjMjnrioYL7YUYjbo7F45ih/oCAyzMyD3zuD/UdqOG/B2FbLOn/BWDRNQ6/XMWVsNJuzy1gwvW/qXE+/kcWGrAouWjSOW1t6nJk8NoZ7r59HeY2l055JIkJNPPi9BezLq2belER2HKxgxoR4woKNfLq9AKdbxahXyC9t5FsXdtxz2vkLx6EBer2O5XNT+2R7TkVfHyjn0Zf3EBcVzB/vWNqj1s5BZgMP3bKQ3YcqOauDngzvuHoO+WWNVNZaefj7CztYQte+t2o6KQlhjEuO7PC1oK6kJYZz0yWZbNtfxncuOXV637vwjDGDnQTRhV4FLN5//33WrFlDcnLPC/D8/HxycnJ45ZVXyMvLo66ujkOHDnHhhReyefNmLr/8cvR6Pa+99lqrYT1VVm0hv9TbNHrL3rIeBSyiI4K4ps03EOKigrnmvON9Is+ccPyd2WvP67qvZL1O6ZPusc6ZP4Zz5p8aJ1ZyXKh/vwYGggK7bARv08dmm7fXmgmjo3jwewsGLpFCDDFNVufxp3DayQVGhRgOFswYxYIZo7qc5sw5Hd+UhYeY+OY5ra/x+4/WAmBzuMkrrmfelMRep9G3fule+ORtzi71/9tVwCLIbODKszruynR8yvQOh8/IiGdGB98/aVtnG5vs/e5FX+Rj9uFqwLs9twZ0kdud1zOmp8cxPd37MGbC6OOvvN50acfb11Zf1UVPdVm51aiqRmWtlbzieuZO7llZMXlsDJPHdv6O2J9+fOZJpy0sxMQ3zz75b7hduiy93TfiRrpGW/ueL8XQ0atuTaOjowkP71nkzueee+7h+eef5/nnnycjI4Mf/vCHmEwmrr32WvR6PTNmzGDatGnthvXUmKQIzpqXxqi4UK44QX/cYvhaNHOU92NqaVGc3UG0WohTSWSYmUuXppMcG8rV50hf7kJ018ol40lLDOf0qUnMkBZ6Q8bq86eQFBvC6vO7fjA0XFy8eBxJsSGtHoCJ4WXFaamkJYYzf1qSP4Akhp/ZE+NJSwzj0qWnVoBmuOlVC4sbb7yRu+++m1tuuYW4uNYnq+/bE93xyiuvAHTYbWlvuzLV6RR+fM2cXi1DDH3R4UHtPlokxKnspkszuenSTECe7ArRXRNHR/PXe88a7GSINi5fnsHlyzMGOxl9ZtWyDL557qnT3H4kGp8SJWXFCPCDb8zCbB65nReMFL0KWDzwwAMArF+/vtVwRVH83ZUKIYQ4tThdHkzGrj8G3J1phBBCCCHEqa1XAYucnJy+SocQQogRwmTUs/KuNV1OI92HCSGEEEKIE+nVNyx8ysrKyMrK6otFCSGEEEIIIYQQQvSuhUVpaSl33nknOTk5KIrC7t27+eijj9i4cSMPP/xwX6VxyNmZU8HvX9xBTEQQzVYnQWYDj3x/EQkxIYOdtC5V19v4+d++wmp38aubzmBCWvSJZxqC/rP2IK99lovZpOfvP11BbGT3utS1O9zc9/fN5Jc1cuc1c1h4gi/LCzFceTwervrFhzhdKmmJYTxxh3zfRYxMz7+7j/c3HeXCheO4eVXnvSSs3ZzPc2v2MT09jgaLg9KqZu6+bh6nT00awNSKk/HptgL+9nY209Pj+M4l03jgua2oqsZDtyxgdFLPurtv60hxPQ88txWzST8s6nFb9pby+Mu7GJscwW9uWUiQufNqfEOzg5sf+Qybw82qM9P57srMAUyp6I2qOiu3/v5znC6V1edP5upzTr7Hj4GWW1jHA89tJTzEyCO3Lep2HX2w3PTIp9Q3e1g6axT3XH/aYCdHdKJXLSzuv/9+zjzzTHbt2oXB4C00Fy1axObNm/skcUPVuh3F2BxuSqqaabA4qai1sjOnYrCTdUK7DlVSVm2hodnJpqzSwU7OSfv060IAHE4PG7NKuj3fkZIGcgrqcDg9fP51UX8lT4hBd6iwHqdLBaCoonmQUyNE//lw8zHcHo21W451Od3H2wpwuVV2HarkSHEDNoeHL+Q6MCx8EpB3n39dRHW9jdpGO1v3lfd62V9ll1Lf7KCi1sqOYVCP+/zrIhxOD4cK6jhS0tDltJuzy7A53ACs2yHH+nDy+Y4i/zX8k20Fg5yantmYVUKT1UlptYXdhyoHOzkn5u0Bnq37e1+eiP7TqxYWe/fu5dlnn0Wn06EoCgDh4eE0NTX1SeJ6a3duJdsPVHPx4vGMT4ns8fx/fXMPe/OqufGSaZw+NYn/fnSQdTuLsDrcGPQKo+LCqG6woaBQ3+zg6dezmDg6ikMFdZy/YCx2p5v1O4tZPi/N3+XRX97MYmNWKadNTeTOa+b49xtATYONP7y0A4B7r5/nj0r++Y0s9h+t4buXTGPelCQ+2XaMf39wkKSYEB68ZSFhwcYTbktRRRMvvLcfAINeoaSqmb1HqnvcFZNH1Xj900NYHW6uPW8ywV1E9/tCXlE9n+8sZfGsFN7fdJTKWiuRoUZqG+wAVNZZ+favP0ZVNawON26Pil5RMJl0OF0qep2OZXNSuenSTDLSoshMjyW/tJFz55+461O3R+XVTw/hdKlce94kgkwdb2t2XlW7fBZiME0aHTXYSRDCr6C8kTVfHmH2pASWzErpdLq6RjuvfHqI1PgwLmnTxdxLaw/y1Z4SRieFc6S4kdpGG5qmobZUNnUK3PTwJ2iagkdViQwzs/q8SRSUN1HbaGf2xHiOlTYyNjmCJquTukYHMRFmrv7FB6QmhPHYHcv6cxeIHvhiRyHvbjiKy6Mya0I858wfTUF5E5PHRlPfZMdk0OFyq2zKLuGLHYVU1FqJiQhi8awUjpU2UFplYdakBFafN4lfPLOZooomgs0GJqRFUV5twaNqnDE9mVsum8HMCfG8sz4PTYOs3EoWZCYTHRE02LugU2dkJrMzp5K4qCC+2FHIX9/awxXLM4iNDOaf7+0nKTaU+ZlJ7M6ppLjyeF3canfzjZ+9j6pp/OyG09h3tIbKOisH82tpsDhJjA5m2dw0GpodXHveZMJDTN1OU1ZuJRt2l3D26aOZOi62w2l8ZcCcyQksntl5GTCcNFqcvPl+DslxYaxa1vMuMV94/wBb9pay+vzJLJ2d2mrcslkp/Pcj73cCkzto9eNweXj5oxwMBh3XnDsJg7718+dNWSX85c09JMeF8uiPlqBvM/6x/+5g055SMsfH8ptbF7Vb/v1/38yhwjquu2AKKxeP79F2hQQdrysnx4f1aF44Xqc+a14amQNYp/YFiMTQ1Ku7zdjYWAoKChg3bpx/WF5eHsnJyb1OWF945q1saprc5BbW8ed7etb10IH8Gv8Tm0df2sEjty3i1U9zW02zcOYoXv3kEAAvf+z999PtBWga7D9aQ6PFSbPNxdZ95bz80AXkFtbx0RZvpHT9zmKuPmcSKQEn85e7ijmQXwvAup3FXHnWBLLzqvh4q3eeP7y0k1ceuoC/vLEHVfMWllv3lnL26WNOuD3vbjhCk80FgNujsW1/OQeP1fLfX1/Qo/2ycXcxL7dsc4jZ0O99iP/9nWzyy62s21mM29O+MHlvY367YR40nG7ftCofbTlGcmwIly+fwG9v637T+HU7initJc/DQ4x8Y8XEDqf77Qtft8pnIQbbnU+sH+wkCOH39OtZHCqo4/MdRUxPjyMqvOMu5P794QF/67eMtCj/zY/V7uL1z7xlcUmVpcN5HS6Vilqb/++aBjsP/2u7P6ARGxGER9U4WtqA1jLs/a/y0TRvi6T3Nh5h5ZKe33SIvlVZa+WJV3b7/y4sb+KmSzN5/ZGLeOH9/by1Ls8/Lr+k8fh8dTbeDhj30ZZjRIaaKCz33rRb7W72HK72j39/Uz7nnD6agrJG3B7vAbFlbznBZiM/vmZOf21er+0+VInbo1JeY6W8xtva9E+v7sZs1GN3ejha0sDm7PYtaF1uFVfL79+/tAO709NqfHGVxX+DrNMp3Hxp569XBdI0jUde2I7N4WFnTiX//tV5HU739GtZHCo8XgZEhg3/biTfXneYDze3lFepkT26ua5psPHWusOAN//aBiwefmGb/3f2kZp283+wKZ+313uP94ToYM47Y2yr8c/+by/NNheHi+r5cncxZ81r/ZDuy13e1sl7Dldjc7hbPXw8VFjH7twqAF784ECPAxaB5+Ff3sjir/eu6NH8j7zwNRabi+0HyvnPg1KnFl69eiXkO9/5DrfeeitvvfUWbreb999/nx//+MfcfPPNfZW+XgkP9UaI46N7/k5idECFKizESESoGV1Aa4jIMBOZ42P9UU2TwfuvuaWbvrioYOKiglvW7/03ItSEXuddRlSYmfio1u91zciIJ9hsINisZ+YEb8EXExDpDw8xotMp/oJer1M6jWa3NXdKov93SxL86euJ2KhgfLvBt139KSby+L7rSFxU956ExEf1/BgI3D9t86qj6QZifwjRHStOl++ziKHDV0ZGhJgIMnXela2vnDYadEQF3NAEmw3+a2JCD8rZyDCz/3rlC5KEBhkx6BX/enxGxYd2e7mi/wQHGdq13Dx+je36Oh5QRWN8SiRnZCah0ykdT4v3+JieEddqfV1d64cC374IfKIeZDYQHX68LhTSsj2dbXtndT/f5D3ZB4qi+FsDd6eeFBFi8teThztf/dSg13UahO1MsNno39+BLRJ8Jo05/o05fQf5GLivO/pGxJiWb7soQEZq+xaX+pYyUIF251tyTIj/2EmM7XndeVTc8bJ05oT4Hs/v27aTuUcRI5eiab5nDSfns88+47XXXqO0tJSkpCSuueYazj777L5K30lxOBzs27ePlDEZ5JdZmD0xocsPE3XmwNEaduZUsGpZBuGhJvJLG/hqTwkLpo8iLTEck1FPQVkjVfU2UuJDKShvYnxKJEeK65k5IR63R2P/0Woy0+P8zeuKKpo4WlLPwhkprSpLPvaW9w0D07s3r4qsw9VctiyDsBAjdU129uRWMWtiPFHh3W+6WFTRyIH8WmZPSuBIcX2rdPVEbmEddqebGRldF0S+fMjMzMRs7llh7pt3fMZkcgobmDoulv1HayisaOLiBWO5588bmZoeyw+umEWT1YlOp/DWF7nUNjqYOSGeWRPiyS9rpLzGwtjkiJNuVnaooBanW+3yVY9Gi7NdPo8UvcnDvphfnLybHlpLRb2Ta86ewBVnpff6XPTNe6LuSsHbZal0a9q3+qI8Hazz0OnyPn3NSI3qMrCraRo7cypJiA5u9zFFVdVosjqJCDXRaHHy1zezMBn1XHbmBIoqGslIjWb/0WpsTg9nZCZzpLiOyWNjqW9y0NDsIDM9lh0HK0lPicTudFNRa2XqmGj+/FY2cycndKulYm9Jedo95TUWtu4rQ1U1Jo2JYdr44w9msnIrCQ0yotMrVNbaiI0MYtOeEsKCjcydnEh1vY0Jo6OJDDOj1ylYbE7WbjmG2WQgKtxEYVkTDqeHBTOSmTLWu1y7001heSONFhdzJiV0eqPvM5jnokfV2JlTwai4UBqanWTnVXP2aaMJMuv5ZFsBo+JCmZAWzeGiejLTY1m3s5Dsw9XcfNlMsg9XUl1n5ZrzprDvSDUGvY7kuFCy86pIig3DoFeoa3IwZ1JCj9LU0OzgQH4N0zPiO31F2eHysKsbZcBA6Ys8nDZtGvvyG4iPDvYHCHoir7iOTVllrFo2vsO6/JOv7uJQYR1P/ngpRmP7/brvSDUGg47JY2LajfOoGpv2lDAuOaLDD9NW1Vl5a30eF5wxhjHJ7V+ZL6+2sD+/hqWzUzAaeh5geunDA8RFBXPBwnEnnriNntSp+yIf//xeGdVNHp6+dxljE+V12oHW3TzsdcBiKDpVLupD3XCuYAsvqWCPDH15LkrAYnBIeTr8SXk6Msi5OPxJHo4Mko/DX3fzoddfTNyxYwcHDhzAarW2Gn7rrbf2dtFCCCGEEEIIIYQ4RfUqYPHQQw+xdu1a5s2b1yoqEtjzhRBCCCGEEEIIIURP9Spg8d577/Hee++RmJh44okHic3hJsik71UQxeHyYNAp6PU6PB4Vm9ON0aDv8MNBNocbs1HvfwfS7nBjCvgbvF88Dwnq+D2/tuNUVcPp8qDoFPQ6BbdHxWjQt/sIj8ej4vKo/q4326bDN41b1UbEB48amh0EBxkxGXQUVzaRmhCO1e5G0zzodHrsDjeRYSZ0Ou93Qqx2F3qdgtOl+j/GarW7CDYbJMAmRqTGxkbeXHeM71w6Y7CTIkSvBF6DaxpsxEYG43J7AAWjQcd7G/JYuTRjsJMpesDp8vjrMx19zwu89Z8GiwODTsFs8l6rjS1dmoLmf7e+0eLAbNTjUTUMegVNU1A1rcNu1612b18ZndXBhoP6JjshwSb/x97b0jQNm8NNSJARVdWwO1zYnB4iw8w4nB5cbg8mow7QERJk8NanTHpMLfXHwPNNdM3ecj/Q0YcxTyQwnzpic3poanaQ0EG3pkCrMrDDtHVw/xHIV3fuLG12p6fDcwjA6XRjd6tEdPKNCafLg06ntOtudSgqKW8mK6+AyzvpCVAMDb0KWCQlJWEyDd2PDL678Sgvrs1lenocD9268KQKlB0HK3j4X9uJCjdz/3dP58F/bKOmwY5Br3D/d89gdsDHiT74Kp+/v5PNuFGR/OFHS/hiRxF/e2sPY5Mj+MMPlxBkNvDIC9vZsreMixeN45bLW99I/OXNPXy05RhLZqVw7/XzsDnc3PPUBgrLm9DrFcxGPTaHh+S4EB67fSlhLQVFfZODu57aQG2DjXuvP43qehvPrdlLekokv//hEkxGPTUNNu5+cgMNFic///bpzJsydINMJ/LM29l88FU+Br2CqmqoGoQGG7DY3K2mCzYbePGB83j9s1ze+Pywf/iKeWlEhZt5a10ecyYn8MBNZ0jQQowoxVWNfP936wB4Z0M+bz5y/iCnSIiTs+tQJb/55zbCQ0y43B6arC5S48OoafReh5us3hvQZ9fsl++iDBPZeVU88NxWXG6VsGAjj92xtFUX7+C9af7ho19QXuN93VivUwgNNnL7VbN44tXdaJrGw99fxM6cCv6zNsc/n06noKkaGnDzpZlcsvR4V7UP/2sbW/eVAzB3cgIP3Lyg/ze2j/35jd18vLUQg17h2Z+d3a7nFFXVuO/vm8nOq+bKsyawZW+pvytgnYK/m1+fhdOT2Ly3HJ1O4ck7l1FZZ+O3L3xNdISZx25f2qqnOtHazpwK/vCfLOKjg3ns9qU96qpV0zTuf3YLWblVfGPFBG64cGqr8Tn5Ndzz500AnDY1kfu/e0ar8bmFdfzymc0Y9Aq//cHidh/9/Gx7IU+/vpuUhHAeu31Ju6DItfd9SJPVhdGg4+3fr2w1zu1R+flfv+LgsVq+ddFUrjxrQrt13/PUBlQNVp8/mavPmdRq/N68ah74x1ZCggw8+qMlJMUO7R6YfvX8FuotHv714UG5hgxhvQp9Pfzww9x3332sXbuWr7/+utV/Q8HXB7wXpr1HqmlodpzUMrbuK8PtUamut7Fhdyk1DXYA3B6N7fvLW0371Z5SNA2OljRQWtXMV3tK0DTIL22kuKoZj0dly94yADbuKWm3ro1ZJS3LKUHTNIoqmigob0JrWZ/F7kbVNEqqLBwpafDPl1tYR2WtFbdHY+u+Mja1rDevuIGyGu+F6uCxWqob7LjcKlv3lZ3UvhgqtrSk3+3R/BfftsEK8LYyOVxYx6as1n2Sb9lXxsY93mG7ciqx2tvPK8Rw9tzbewc7CUL0ie37y3G5VWob7f7gRHFVMzaH2/+3GF62769oaSUBzTYX2Yer2k1TVm3xByvA2+tBo8XJ5zuKsNhcWO1uduVUsmFX67qU2hKsANi05/i13+1R/cEKgJ05lf7WFsPJtv0VgLf+s61NHRSgweIgO68agA27i/3BCmgfrADvfgDvftu4u4Ste7113qo6GznHavthC0aOnTmVeFSN8horecX1PZq32eYiK9d73LetowJ8uOWY/3f24eoO1+0rA/fktj9/vsouRdW8PRMWlje1G+8rO11uFZvN2Wpcdb2Ngy15v6mDe5X1O4v9x9KG3e3Hbz9QjtPlob7Jwb4j7dMuxMnoVcBi//79bNiwgQceeIC7777b/98999zTV+nrlenpcYSFGDl/wZiTjhJnjo8lKszMtPGxrFwyjhkT4jAZ9STFhnDegrGtpr3szHQSY0JYNjuV0UkRXHZmBkmxISydlcK45Aj0eh3fPHsi8dHBfPPsSe3WdfU5k4iPDubqcyahKArpKZEsmjmK2MggEqKDGTcqgqSYEOZPS2LquOPdGM3IiGPO5ARS4sO4aNE4rlg+gcSYEJbPTSWtpbnXnEkJzJwQR1piGBe0Sfdws2ppOjoFwoKNRIZ6o8ajk8IJNuvRKWA26lEUSIkPY9r4WK46ewIxEd4uzvQ6hW+smMhVK7z5sGpZOqGddMMlxHD14C2LBjsJQvTKZ9sLeeifW5k5IZ60xHBmZMSRnhqBTqdw2tRExqdEMmlM9GAnU5yEc+ePZlR8KEEmPRmpkVhsbv8DJp/RieHMnZyAonhbBkRHmJkyNoarz5nIxNFRZKRGcuacVK4+dxJ6vffaHhFqJDLMRHiIidioIC5ffvw1IYNex1VnTyQsxEhYsJHLzswYlq+FXLE8A71OISbCzFnzRvuHl1Y38876PGx2NxcvGkdCdDBXnzuZhTOSMegVFAUiQ43odd7figJGg47Llmdg0CtEhJhYuWQ8Fy4cR2pCGLMmxjNrYtdd15/qls1OJTLMxIS0KDLT43o0b3iIiWVzUgkLNnLhovZdf95w0VQMem/L34sXtx+/fG6qtwwcHc2imaPajV+1NJ3k2FAWzkgmI619V53jkr0tMuKigggObt1SPjEmhHPnjyEhOpgrlk9oN+/ly9MJCzZi0CtcfU771yjOOX00Y5LCmTY+lvmZyZ3sgaHnJBrhiwHUq1dCnnjiCZ555hkWLlzYV+npU59sK6DZ6mHP4SrcHrXH71JZbU7+9OouPCpEh5u9T+NtLr514ZRWzQx9TpuaxGlTk/x/pyaEkxAdQmW9ldJqC2mJ4Vx3wRSuu2AKdY12snIrmZ4eh17vfSdzY1Yx1fU2DhXWoWkaSP5YOwAAIABJREFUer2On95wGh6PStbhKt5el0dRRRNL57TuFznIbODOa+ZwtKQBo17hz29m4XarXLIk3f/u2l/f2sPeI9WsWpZBeurw7me4vMaCqnkj1NPGxWArqmf2pHhKKi0UVzURZDRgd7o5IzOJn7U0awvsvDc63Myrnx7C6fKweFYKe3KrSE0MIzZy8PsGF6IvVNc1D3YShOi2l9YeJLewjm9fNJX01ChKq5p58rXdAGQdquKt368kp6CWx/+z0/saoKqRX9qAoigkxgRTUWtjdGLH72KLwWO1u9hzuApFgRkZ8f4AweikCJbOSuW1Tw9RVNnMvz88AMAtl2WycEYKB4/V8uFX+UxPj+X6C6YwKj6MXz6zmZyCWu7445dMHhNNUJCBLfvKGJ8Sidmgx+pwExZi4sIF43jhgwMoioF31uehaRoLpntv6K6/YArXXzClXRoPFdQxaUz0kA5gHCqoJSTIyKplGaxalkFuYR2bs0tYt7OYeVMSefPzXBqtLl77LIf4qFCq6mzsOFhOSWUzqgYKMD8zme+szOSvb+5hQ1YJLrdKWkI4v7l1EdERZhqtLg7m13DblTP57Qvbue7+j7hyxQTOmpfGxqwSzp0/pkevPYx0X2WX0NDspKHZSUF5IxPTuh9Adbg8fLWnBLdH45Otx1i1rPU9RXR4EEtmpVBS1cy588e0mz8kyBt80uuVDr8zMWNCHD+6ahaJsSEd3vskxoaQX9ZIXET7eq+qQUWthZoGe4et0w16PUFmPU632mG92eZwU1Vnw2p343R5utwPQnRXrwIWwcHBzJs3r6/S0m/Kqq08+85ebrtyZo/m25VbhcfbapH8ssb/Z++8w6Oq0j/+mT7pvSekEQgQekd6ExDQ1bVg7+u6rrp2UX+2XV3bqqtrW1xRVyyoLCIiIL3XhBRI771nkkwvvz9uMskwAyQkQAL38zw8TG4599x7bjnnPe/7ffnndyn2UIuEKD+GdPJyOJmGZj1/fG2L3e3xwx+O8cr9UwHhYX747e3UawzMGR/FwzeMoby2hexiwaXsSGY1WcUNJEYL5b+/+hi/HSq2l/3dbzkMjPRj8nDBcmmxWHnsnzuprNMSFeJJg0Z4wfz9i0OseGYeeqOZHW1uk2u257Js3mDUpxDS6Q9sO1Jq/51RILitrd2R77TdD9tyXe7/675Cu6vpB6tTyC/X4OOp5KOn5uIpeluIXAR8uDr1QldBRKRLFJQ38d1v2QB8ITnBi/dO5s2vjtjXG81WNh8o4p/fpdiXtbux22w2qup1ABRXObs9i1xYnvloL7klQr9mcLQfbz443b5u3e48bIDB2DGg+XhNOt9uzsFssQqhIrm1rNqUxS0Lh5Bd3GDfLrNI+N0e+tBOeU0rK9cfx2yxomk1crygnuMF9Tx0/WjmThiAK577eC/ZxY0MHuDHmw9Nd7nNhea3g0W8+20KMqmE1/88jdLqFt7++qh9fefr0Kqz0KrTALA31TH8d9OBYjKLGhxCBDbuLyQ1tw65TILFasNmA7lMgtkizPJ8vSmL737LwmIV+o+rXl50Lk+1X9E5VONQRmW3DBaNzQb7NS6tcZ5g2Ha42N7Xfe3LQ7z7yCyH9a98doCctmfrH6uO8uydEx3Wf7nhBKu35OCulvPhk3OcvMzbw6MyixswGs12wVWAkioNx9rObdXGTBZPjXPYd/WWbGobhfD4d785yifL5zmsX7UxE63BjNZgZsPeAm5e6KjP0VdxFTIl0nfoUUjIgw8+yCuvvEJNTQ1Wq9XhX18gKT7A/tts6X6dBkb60q7FKEGYmW+nou70M5iNzQa7sQLA26PD5UqrN9HQLBgVSquFciKCPO2iU+5qOaH+HSI1ZS5eZp2XGUwWqhuETlvnj7/OIGgzqJVyfDyF49ts0NoP4zY7Y+3hWyXIz42oEE8CfNR2FeymFiMtWuMZ9hQR6R94e/Vfg6TIpUWQr5u9M90e4tF5Vk+C62+goEAv+vD2ZcqqO9qttNqxDYd3cqEP9FET1eYh09hiIDbcx76u3TsyPKijT9Tuut15gqH9t8VidcqekVd2an2B9nq5GjT2FdrrKOgltFJa7WiciwjytHvTShD6kJ3prCleWae19wcBTGbhApstNvu1NltsbVlEIDLYwz5x1yrqfTkQ6NvhXRDVTQ8vd1UnL2ml8/da2Smbn0LmnNnP0MlzQW90bpf2e0arN1Ov0Tut75yEQCZ3LN+jk6eRq5BpayeXZVeC9Z2NI36iaKtIL9GjXu3y5csB+Pbbb+3LbDYbEomEEydO9KxmvcCfrxuNh3smeoOZ267ovoUvNMCDF+6ezE+78pg+OoLRg4L56MdUgvzcmT468rT7xob7cMuiIWzaX0RMmDeP3DjWvi7Ax40//X4Ux3Jq7Oq7cpmUj56aQ1GlBn9vNV6dUgX98ZoRfL8lh6Fx/pTXtGKyWFk0Jca+3l2t4JFlY9ifXsGV0+NpajGw/Wgpl0/qcCN76d4pfL81h1GDgvp96MNflo3mnW+S8fNWMzw+gL2pFVw7N4Gy6la0ehNjE4PZmVzG+KGhSCWQklODRCJB02ok2M+NWxcNtX9oiio1fLc5m2HxAX1eyVhEpKs8tGwCvx1eC4CHqv+nMRa5ePF0V/KvJ2ZT16gjui2u+unbx/P0B3swm608eP0oxiaGUlnXyr60Cqw2mJwUwvI7BNX8+kY9q7dlc80s5zBNkQvL4zeP5futOUgkEq6d4xgL/8wdE1m1MZOC8iZuXjgEmw1W/5ZN0sBA5k0YQG5JI9uOlCCRSFgyNY6rZgzk8/UZ1DbquHPJMFr1Qsr6737LIcBHzbghIfy0K59xQ0KYPS6Ko5lVfPhjKt4eSm5fPOw0dRzHlkPFzBnv2gOjL3D1rASatSa83BVcNiKcMYOD0bQacVfLmT4qgohgL1Jza1m/O59Fl8UwMiGYsppmdiWX06IzcfvioeSVNrJxfxEzx0QyKNqPT9ak4uelZumMeL7emEWwnxuNLQaSs2q4fOIArp6VQFFlMxHBnqz69QQ7k8u4aoaYOrgzf/r9SFasyyQy2POMY4KT8fJQ8eB1o9h9rMwpywbA9NGR5Jc1UVrdwn1XO6cmf/bOiSz/YA9ymYSnbh3vtP6OxcNQKWTEhvsw0EUY+PN3T2LN9lzmTRjglEExyM+dB651HKM4lL0kidzSRppajE6eHQB3Lk1CKpXi5a5gwaSY012GPsXwOFETqS8jsdlsZz1dXVbmrA7bTkRExNkW22MMBgPp6ekkJSWhUonxdheKnrSD2IZ9g562g9iOfYPefBaXPLr2jPuse+vKM24npg/rHuL7tP8jvk8vDsRnsf8jtuHFgdiO/Z+utkOPPCzajRJWq5Xa2lqCg4N7UpyIiIiIiIiIiIiIiIiIiIgI0EMNC41Gw6OPPsqIESOYP38+AFu2bOHtt9/ulcqJiIiIiIiIiIiIiIiIiIhcmvTIYPH888/j6enJ1q1bUSgEYZbRo0ezYcOGXqmciIiIiIiIiIiIiIiIiIjIpUmPQkL27dvHrl27UCgUdqVYf39/6urqeqVyIr1PuyiqiHgtRC5+xHtcpL8h3rOXNmL7X1jE6y/SG/S3+6i/1fdSpEceFl5eXjQ0NDgsKy8vJygoqEeVEjk3HM2s5rrl67n/9S0OaeMuNarqtdz5103c+NwGh9zuIiIXCzabjb/+5wBXPf4T32/NudDVERHpEgfSK/j90+v585vbaNX17/TbIt1n3a58rnpiHc9/sg9LD9OXi3SfTQeK+N0T63jqX7sxmS1n3kFExAWZhfUse24Dd/1tMzUNugtdnTPywr/38fun13MgveJCV0XkNPTIYHHttdfy4IMPsn//fqxWK8nJyTz55JPccMMNvVW/ixKdwczfPjvAE+/tory267m/W7RGdiaXUtfk/AI4fKKK4wWn92zZkVyK3mihpKqFX/YUkJZX2+26u8JqtfGv74/x8NvbycjvW941pdXN7Eopc/j4pmRXU9Ogo0Vn4tWVB7n/9S0UVmhOW05Ng46dyaVo9X2nE716SzZ/fnMb24+WXuiqXNI0NOt57qO9PPfRXhqb+4YhUNNq5EBGJVYbrN2Re6GrI3KRsn53Pn9+cxsb9hWSlldLclb1abc3W6w88d5Obn1+A9klzsbi7UdLMZosFFZoRGNyP8NssfLWV0d45J0d5Jc12ZdXN2h5+oPdvLhiPy1tRqijWdXsTytnZ3Kpw+TJb4eKsVptHM2qpraxawOdyrpWdiWXoTeYe/eELjL0Xeh3bj1cgsVqIyO/jtzSJnYml56yHUxmK2/89zCPvruDgvIml9ucfPxdyWVU1rX26DwAjmXXkJpb0+NyLmYyC+v5y9vbee+7FKxnYfyrqBWeK4PJteEqu7iBgxmVuEo0uSe1nFadiep6LcdyTv9N6C42m40PfzjGQ//Y3mtjmNLqFowmC99uzuqV8kTODT0KCbnnnntQqVS89NJLmM1mli9fzvXXX89tt93WW/Xrt2Tk1/Hed8kMCPXm8ZvHoZB32IZe++IQRzKFh3j97gLuuWq40/7ZxQ28881Rgv3ceeq28aiVcl769AAnCusJ9nNjxTPz7O5LG/cX8v7qYwDctXQYG/YWEhvhw2M3jUUu6zju/InRpGRXo1LIWLUpCzZl8fzdkxg3JKRH55pf1sSv+woB+HZzFi/9YUqPyjsbGpr1vLryEEazhXkTBrBmex5DY/3Zn16JzmBGpZDi66VGIZdy55JhxIR5U1XfSm2THprgs3UZvHjvZJdlmy1WHvvnTuo1ekYlBPHyfef//E5GbzTzxS8nAPh8/XFmjuleDnCR3uOjH1JJyRE6Tx+vSeVJFznRzzeNzR2dzMYW4wWsyfnBaLKgVMh6vI1I91jxUwZmi5UVa9MwmqwAzJ0wgNTcWmaOieSWhUMctv964wlOFAqGiGc+2MPqVxdjsdp4e9VRsksamD8xmvT8OiKCPBkS43/ez0fk7EnLrbUbz3/YmsPjt4xDbzDzzId7qKzTArArpQyVQsbbXx+17xca4M6/l88DYMnUOD744RhSqYRDxys4dEKYXHjkxjEMjPR1OqbeYObRd3eiaTUycVgoz9458Tycaf9kf3oF+9MrAfh5dwH3uuh3LpwSQ1ZRAzKphPe/S6a4qoVAHzUrnp2PTOroLn8sp4adyWUA/Lg9l0dvHEtqbg3vfpNMi85EXLgPz9wxAU93JQDLP9xDTkkjSrmUr15aiFp1dsOP3cfKeO2Lw0KZt09g8vCwsyqnv1NVr+Xvnx9ELpOy/PYJ+HmrHdav+Cmd3NImckubmD0uimFxAQ7r1+/O58cdecwZF8WNlyc6rGvVmXjknR206ExMHRnu1KdJzanhmY/2AnDVjHjuWprksL7zuMPDTdHjc+1MYYWGX/YWAvDNpiz+785xvVZ2TumZDW8iF44eGSwkEgm33XabaKBwwdqdeZTVtFJW00pmYT3DBwYC0Kw12o0VACMTXIfPrN9TQElVCyVVLaTm1DJhWCgNzXoAmlqNWK02ZDLhA9LQaVZ32+FSymtbKa9t5arp8SR26vQNiwvg8+cX8OO2XD77OUPYV6Pv8bmGBXoQFuBBRV0rYxJ7Zvw4W/YcK+dEYT0A9U3ZNDQbqKrX0v6JNZisVNULnaYdR8t477FZfPK/NNbtygcgIsjjlGWbLVaatcKgr70NLjRqpZyk+ADS8+oYmyimE76QpGR3PM9Hs6ouYE06sFgvrVhMpULGkkfXnnabdW9deZ5qc+kwNjGYAxmVRIV4kdfW2dtzrBydwcx3v2Vz/dxBDkainOKODmH7zF1BeRM7koWB7rHsGr58YcF5PAOR3iImzBt/bzUNzXpGDxa+ScdyauzGCplUwpAYf45mOr4jaxs7vqlTRoTx7rfJAHy9KRtNq/Dd/WVPAQ9eP9rpmEaz1R461Fe82/oqg6L98HRToDOYGXWKfueAEC/MFitmC1TWC0ZvTasRq9WKTOpo7I0N98bPS0VTi4HRg4T2XrM9j+q2EID0/Dr2p1cyd8IAAIormwGhzSrrW4kJ8zmr82jQdLRzX+mPXQi2Hi4ht+2duyuljKXT4x3W6/QdHkcGo7P30debs2hqMfLN5iyunzsIWScjg9FksXsTN7h4ro528qQ7luPs6dLZYNHboV0h/u5EBHlQVtMq9n0vMXpksPjkk0+YNGkSI0aMsC9LTU3lwIED3HPPPT2uXF/FZLby8NvbKa5sJizAg38+NhO1UriUNpuNVz8/xL40IRbKXSUnNtwbk9nCrS9stLtEAkxKCmHCsFCHsj/44Rgb9xXaO3lymYSEAcLMwiPLxvLXz/ajaTVxywu/8uZD0wkP9OSq6fEYTRbcVHJ8PFT86/sUIoI9GRDq5bL+i6fGotWbUMilzB4X1ePr4eGm4P3HZ9GsNRLg49bj8s4Gg6njhdw5bOP+34/k601Z1HcyzOxILiXAR8UtC4cglUhQq2Tc1MnC/NaqI+xKLmPZ/MFcP28waqWcZ+6YwIGMShZOjjkv59MV/vqHKdRrDAT6qs+8scg5w2ix2n+bzdbTbHn+iIvw4bKRYaRk1XLzwsQz7yAicgrW787nozVpyGUSHl42hk/WpOGmkvPK/Zex/PYJZBTU8eaXh3BTyZgxJhKpVMIvewpRyKVc89TPAHh7KNG0Guk8SRsdInyfIoM8iQnzpqhSw5QRl+Zs6cWAj6eKuAgfkrP0aA0mWnQmvvjlBBJAIpUwJjGYh97aZp9okQA2hAmBq59ch8lsRSoBpUKK0WRFAgT4qGnQ6NlyqBizxcr00ZG8/uUhwgI9eeWPl+HtoeSp28aTnFXN4qlxF/Ds+z7hgZ58+uw8TGYrPp4q+/KU7Gpe/fwQwX7uPH/3JGLDvSms0LBkaixag5lJSWF88H0qWw4X09n7/+bLB9OiNWK1QW2bkWLK8DCOnKjChtC+Dc06fv/0z8SEehMb7kNmUT1qpYxNB4r4ZU8hC6fE8IffjeBkCsqbeOSdHZgtNv54zQgWTYm1r1swOVp4l0glzJ8Yfa4u1wWnql7L/a9twWi2ctOCRG6YN9hhvVzW8TJVq5w9B3WdjBTtXi6d0RsFg7FUInEwVgB4uCtRq+Ro9WbcXZS96LJYNuwtRG+0cN3cQU7rr541EJPZgpe7kinDw89wpt3DXa3gvcdmoWkVxhsGg2iovFTokcHiiy++4Oabb3ZYFh8fz/33339RGyzKalrs1uKKulYKyjQMiRU8GRqbDXZjBYDWYMZNJaegQuNgrABwVzu+RGw2Gxv3F2G1dbxMzBYbCrnwwlDIpWhahTKatSYOHa/iyumeqFVybl001F7OtNERKBUyJxe+dpQKGTef5KrbU5QK2QUzVgDsPFpm/20wdQwa3VQyVC7cwLceLuWOJUncfaWjK5vOYGb7EWG279f9RVzf9pEYmxjC2AvkPXIqZDIpQX4X7pqLCJjNHb04o7nvCMU9desE+2/xoy5ytmzYVwgI36Ift+WiaTWiaTVyNLOaBZNjyClupL5ZmAkP8nXnurmDiA7x5sMfU+1ltM+Ud55sa22bAVSr5Lz7yEz0RjPu6t51HxY5fzQ06zl8QvCe2LS/iIggT4qrhH7SlKRQUnJqsdrA2vaO7PymNLUZeq027KFFTa1G/nbfFN5adYR6jYFtR0oxmqzoDBbyy5rIKmpgTGIwk5LCmJQkGrq6gqvna9uRUrR6M4UVGvJKG3nnL47Posls5flP9jntt25PASaL0IobDxRx3bxBzJsYTV5ZE+v3FGADdh+rwGC0kFXcQGiAOyD0bTftL8JitfHrviKXBotf9xZibit7w95CB4OFQi7jpgUXvxF+25ESjG3PxaYDRU4Gi+SsDs+Gw8ermD8xxmF9bSexy3W78nj0JsfQCUPbGMNitaHTGXFz6xiPZBXVo217Px/LddaJCPZz56uXF2K2WO2TtZ1xU8m5ffGwrpzmWaGQX9jxhsiFoUeimyaTCbnc8WZVKBQYjRd3zHRksCfxkYI7W1SIF3GRHa5tvl4qpo+OQC6TopBLWTQlBplMSnSoNz6ewgtBKpXg7aFk7vgBDuVKJBIWT41FrZTi22YBH9zmxgcQHeZFYrQfEgn4eamYeJJ3RjtuKvkpjRUXK52tvCFtg3iFXMqEpHCumBrr4KIGMH+i47Vvx00lZ/7EaNxUMhZfFutyGxGRzgT4dMxWBfqqTrOliEj/Y8m0OCQSUMqlXD93EIE+aqJCPBk/VDDgTh4eRligByH+7nYPicnDwwjxd7eX4eclPBdyGaiVMiQI8fLtSKUS0VjRz/H3VjNtVARuKjlXXBbLkBh/Bkf74e2hZMHkGJZMjUOtlOLWNsCJj/BBpRC+y6pOHqVRIZ54uikYFhfAoGg/Fk+Nw00lY/7EaC6fFI2Xu5LEaD8SY/wu2LleTMwdPwAfTyUJUb4Miw90ehYVcikLp8Qgl0mQSkEiEZ7Xq2cOtD/LV3R6lueMj8LfW010qBdXTo/Dy11BUnwAS6bF4aaSM21URNtvGUumufaKWTwtDqVcikQCS6Zdmv2wueOjXF7fdq6cHodUKkEmlbDkpHAQEMYO7bgy8LS/n73cFQ7GCoAh0f74t2liTB0Z4bJ+cpnUpbGiP3NpjZr6HxKbK4nXLnLnnXcyffp0br/9dvuyL774gq1bt7Jy5cpeqN7ZYTAYSE9PJykpCZVKHEBcKHrSDmIb9g162g5iO/YNevNZPJNWBAh6EedbU+Ji17AQ36f9H/F9enEgPov9H7ENLw7Eduz/dLUdemQee/rpp7njjjv46aefiIqKoqSkhJqaGj777LOeFNsv2JdWzi97CwnydaOmUcfvZgxkTGIwFouVf69Np65Jx71XjXBy2TdbrPy0K4/swgaaWo3I5VIsVhujEoK4bu4gmloMfPRjKmqlnD9cPdzJgllUqWFvagVTRoQRHeptX17XpGPNtlwOHq9EqZAzbVQ4i6fG4eGmYGdyKau35BAd6sUD1446a3VmELJT/LKngBB/Dy4b2RGbVlDexOfrjzNogJ+T4vCFJCW7mqziBkwmK+t25+PrqWL80BB+2SvEWIcFeFBZ14qbSk7CAD+C/dyo0+gpqWxGozUyZXg4913t7LIoItLOd5vT+fLXPABuWRDPdfOSzrCHiMjFRUF5Iw+/vRNs8NIfJjEyIZj6Rj13vbIJi9XGVdPj2ZdewcShoVTWt5KRX8+AUC8SonwZkxjCmMHnTjxtx9FSGpr1LJoSK2aJ6QVqG3V8vCaVitpWAnzdqGvSUVWnJSLYkweuHcmx7FpSc2tRyKXce9VwDh2v4otfMpBKpQwI9eIvy8bQ2Gzgp115FJRrSIjy5abLE9meXMrgAX6MGnT6e2Hr4RJatEYWTol1yL4mcnpKq5vZfaycicNCiQ13FLxs0Zn46IdUGlsMVNa1MizWn8RYIatEq87E91uy0erNTB0VzhO3CBkjKutaefOrIzRo9AT5uTN1ZDgHMyqZmBTGnPFRfPxjGnqjmfuuHmHXzNDqTfyyt5CoYE8mniGMZ/uREhpbjFxxWYw9LPpSwmwWstPVNel57OaxTgL9zVojH/2Qilwu5b6rR+B2Ur/+132FfLwmFV8vFZ89d7lT+QczKlm3O59ZYyOZPc7Z4zg9r5aM/DrmT4x2ykBitli5+2+b0epNvHr/FOIjHTM6VTdo+eunB/BwV/DSvZO73X5FFRr2pVdw2YhwokKctfi+3pRFZlE9ty4cQmRQz0ND7v7bZhpbLYT7q/n4GedrJdI36JHBIiEhgY0bN7J9+3YqKiqYP38+M2fOxMPj1BkXLhbe+y6FZm2HJkVlXSv/Xj6Pg8erWL+nABCExu65qsPoYDBZWLMtl682ZjqVl5Zby2Ujw9l2uITdx8oBQYX5ZOXfFz7ZR22Tno37Clj5fIea+ptfHSE9r87+d9GvGirrtFwzeyBv/vcINoR0QMPiA10KR7boTLgpZU7iOyfz3w2ZrN0pDM5ef2AqQ9o+aivXH+doZjVHMquZPDzM6YN4Iahp0PHCv/c7qBRr9WbW7hQyg5jMVvLa8sW36s3UdtIeaWf9ngIunxTdJ85HpG/Sbqxo/y0aLEQuFWw2Gy06Ey+uOIC17T372ueHeevh6fzts4P2OPQ1O4RnZG1bViaA4wX1HC+oZ93uAj5+ag6hAb3fbziWXcObXx0BoEVr6nXtpkuRH7fn2tNjFrVpeQHklTbx+pdHqKhttS/zclewM6WsTZfCwvGCej7/5Tj708oxCyH0lFa3kJ5XS02jHplUwpsPTkUmlxIR6GU3MLVojbipFRzJrLKnRD2V4J+Ia17+9ADlta38vDufL19YgETS4QC/cV+hPVMPCIKPW4+UOpWxK6Wch5dZKShr5K2vjlDRlgGmukFHTkkDRpOV5OwazBYrvx0qBiAy2ItFU2JQyKWsWJvOlsMlSCTw7iMzT9mvOppZzVurhHbW6U0s60OTYOeLtTtz7f3T975LYcUz8xzWb9hbyM4UQbstIcrXSXT2wx+OCYKojXpWrE3j7isd09i+vzqFhmYDqTk1zBgd6dD3b2ox8NzHezFbbGTk1/HSH6Y47PvCJ/uoaxKE7J/6115Wv7rYYf0/Vh2loEIDwOfrjzsdG9rGHKcIX3/u4z00NBvZfKCIT5+d77CuqELDqrYxlNVq49nbxzrtf7aU11+6WWf6Az0OQPLw8OCKK67ojbr0G0qqmu2CNAq5FJPZSkKUEC8WFeKJWilDb7Sw/WgpO5PL+Ot9U1Ar5Tz5r90u0wsBBPqoUSmkbD5YbF/2n3UZhAZ6MGFoh1ZFeyq4xlYjujZBT8DlQy+TSZCetLzRRRqoX/YW8NGPqUQGe/Hmg9NOG0vcWZn4iw0nePX+qQAkRPpyNLMaPy8Vgb59QwxHKhViLXuSVkkqlfSZ8xERERHpS7zx3yPsSimza1SAMJDc3BUHAAAgAElEQVS899UtXRbIkrbFxJ8LpJ2+V2cyxot0jYGRvqdcF+jj5mCw2HK4BD8vNfWmjn5HfaPObqywL2tLVWnDxl/e2QUI3+/3H5vNwYxKVq4/TnykDzfO7xi4du6LiJyZ9uwsMqnUwVgBQlYpqVRiNzqeCokErn16HVYXybCUcpldMPV4Xh1ymRSr1UpNg5ZbX9zoWA6nf+Zl4nNLVEiHB7WPh3OWD6Wi47qc7F1xMr5ezm72OoMwFpG4yBJisdjs/eaqBq3TvpJObWd1oSrQuTg3tXPd/rcjl09/yiAu3IfXH5zmJIyv1QsviM6Twu0E+Kjx91ZRrzGQEHXqd5HIxUePDBZms5lVq1Zx6NAhGhoa6CyH8dVXX/W4cn2VtLxa+8O8cEoMM8dEEtdmKY4M9uKjp+awblc+P2zLBSAluwY3tdyeL7zdoAGCl4JCISPU353S6haH9JsWq43Dx6scDBaRwV6cKKzHYrFRVtNi7zw8fvM4/vD3LfZjSCRw15JhuKkV3L54KJ/9fBwQZjNOZn9aBTabYIgpq2mxG19ccdOCRNbvKUBvtJCRX4fFakMmlXDzwiFMGRFOoK8bXi5SKF0IAnzc+Nt9l/Gfn9PJLGzo0j7zxkex+VAJAGqllNcemNZnzkdERESkL9GeEaulU8fS1Jbm90wJfr3dFVw/fzDxEb4E+7mfYeuzY3h8IM/dOZGGZj1zxrsWWhbpHrPHRZEQ5YvRbGkblNooKGsiOtyb6FBvfjtYTHFlM+t252OzwcBIbw4e7+jX1GmcMxZZrDaunB5HSnaN3WvDahXc0velC/dYXmkTEcGeLL99As1ao9ie3eSFuyezN63CLpbbmdGDg/noyTnoDWa2HS2hRWuyT55NHBrCgeNC9he3tlSX7cSEeVFYIbSXSiGlpS0xRU5ZIx8/PQez2cobbR5OnXnsprEOIc0nMzIhiGfvmEBji5G546PO+pz7M52NNmGBnk7rdYYOq1+rznlg7+GmsA/4XfVhO2cJMRrNKDuFnxvNFnsKW1dZ9qKCvUjJFrKUBLmY0IsJ9yE1V/D4DvFz9pxr/27klzdRVdfKgJPuBYu1PWuQszHE013J+4/PprpeS3ykr5gB7RKiR6bLV199lW+//ZZx48aRkZHB/PnzqaurY9KkSb1Vvz7JZSPCSYoPYGCUL0umxpEQ5edgoQzwcePK6fEMjfVn8AA/Zo2LYtqoCEH1eoAvty4aSligB1dOj2dIbAADI33xdBdUmqePjiA80INBA3yJDfdm0UmZKm66PJGIIE9mjY10cKfz8VRx15JheLsr8XRTcMvCIbi1eUosmRbH5OFhRIV4sdSFKvM1sxKICPJk5thI4iJOb7FUyGXcvngYYQEe3LQg0cGzIy7CB28XluALyZBYf+6/ZiQBPh0xeO0zM94eSsYPCcFDLbilDYz04U/Xjea6uYMIC/Dg3qtGnPF6iIgMiem4R5JixftF5NLhloWJhAV4cO3cBPv3bnJSKDKphJjwjk5oQpQvMqmQAcLPS4VCLuWOJcNYOi2eYXEB57SOE4aFcvmkGKdMUSJnT1SIF/ERvkSHehMb7sPs8QOIj/BFLpOyYHIMty4awrghIcSEebPs8iHMGBOJSikjxN+dmxcm4u2hRCGX4ukmx00lZ/qoCO5YPIw/XTvS3qcQss6Ec92cQYQHenD5pGjCAz2YPDyM+ROjL7lMaD0l2N+dq2bEExHkPPgFCAv0IDbChzuXJHHTgkSGxPiTGO3HH38/khvnDyYswIPbFg3B31uYrVcqpDx/92QWTI4hPNCDO5cOw99bhVwm5YZ5gwj2cyc8yJNbFg5BqZCiVsoI8nVjybQ4po2OPGN9JyaFcfmk6EvWw2J4fCCTkkIZEOrF0unO/fY546IYPMCPobH+TBvtnMnj+nmDkcskBPm5MWuM8/WeOioCmVTCiIGBDsYKgNAADxZNiSEs0INl8wc77XvN7IF4uytRyqXctmio0/qFk2OIi/BhZEIgk4Y7a5VcO2cQEUEezJswwKVGxS0LhxAW4MHNC1yH8Hm5K4k/jafX2aJSXJr3Wn+hR1lCpk2bxrfffkt4eDjjxo3j8OHD5OXl8fzzz/Pf//63N+vZLUTl176BqN7b/xFV7S8OxCwhYpYQ8Tm88Ijv04sD8Vns/4hteHEgtmP/p6vt0CNzkl6vJyxMsJ6p1Wp0Oh3x8fEcP378jPseO3aMG264gWXLlvHKK68AsGLFCpYtW8ajjz6KyWQ65TIREREREREREREREREREZGLmx4ZLOLj40lLSwMgKSmJ9957jw8++ICQEOcYuZMJDw/n888/5+uvv6auro6DBw9y4MABvv76awYPHsxvv/1GXV2d07JLgdLqZrT67htncksaycivpbS62WG5yWyluFKDxXKmqOKuoTOYKalqPvOGfRybzUZJVTO7Uko5dLyC4jZV41NRUtWM3uBaNFXk0uabTZl8s8k5+49I/8Jospx5o25sd7HS/k1pajXw8+58yqo01DUJAewWq43iSg2mk5UVRS5qSqo0HD5RSVGFhkPHK2nRGmlqMVBd7yzaJ9J/0OpNp+5TWgUtNa3eZO9PtQvDF1Y0kdVF7TCR809P39OZBXXsastS4orqBi2NzWenL2G29O6Y5UwcSK/g/dUp5+VYImdPj0Q3ly9fjkwmCLI89dRTvPDCC7S2tvLyyy+fcd+goI6cwgqFgpycHCZMmADAlClTWLduHe7u7k7LFi5c2JMq9xo6g5kVa9MBuPvKJLtKb05JA99uzmb04GCuOEl/oit89Wsm32zOItjfnfcenXnajB2d+XFbLp/9nGH/+4Z5g7lpgaCo/eKKfRzLqWXC0FCeu2tit+vUGZ3BzENvbaeirpVr5yRwq4v4tf7Cx2vS7Clo27l5QSLXzxNi9gwmC5/+lI7RZMFNJefn3QVEBHnw7qOzXAoRiVya/PG13yitFpTxdx8r5/3HZ1/gGomcLUqFrMshL5cyz328l4z8OiRAe0ypXCbhpXunsGJtGvnlGnw9VXz54oLTFSPSzzFbrPxnXQaZhfXklDQ6rJNIhOxlVquNJ28dz5QR4ReoliJni1Zv4sG3tlNVryUiyIM//G4ExVXNfLs5i2atiehQL4oqmwnwUTMiIZBth0uJDffmqunxvP1NMgA3Xj6YZfMvvbSkPcVms/HlhhNU1LZyx+JhBPs7ChO36kysWJuOXC7lrqXDUCu7N5x747+H2XOsnKGx/rz2wLRu7fvbwSLe/VYY4G8+WMRL9zqmPd2XVsHfPz+IUiHjzQenEx12aoFVV7y0Yj/J2TWMGxLC83efe03Ef69Np7HVwpbDxax5bek5P57I2dEjg8WIESPsv2NiYli5cmW3y8jMzKS+vh5vb2+kUsHhw8vLC41Gg0ajwdPT02FZd0hPT+92fbrK3hPNbEoWciRLTI1MThSEY/69sZqyOiMHMipxs1bj4969S7z/mKC8W12vZceeIwT7ds1gseNwzUnlFJIYJAyi0vNqATiWU8WRI86Kzd2hVmOiok4o90BqEcNCdD0q70Jy5ESV07L0/Dqub/u97XAJG/YWAthFO8tqWmlsNhDif25U7UX6H2XVHWn8iiv7v+eRiMjpsFhtnCisBzqMFQBmi43Monryy4XvdGOLgaYWHT6eYlroi5Xdx8pZtyvf5TqbTbgnAI4X1IsGi35IXZOeqjYPmbKaVt5edYSGFqN9fVlNq327jDwhK0RBuYaDxyvt26Rk14gGi7MgNaeW1VtyAMGQ/pdlYxzW/7K3gN8OCZlcYsK8uz1BmpEvtFdmUQMWi7Vb4qZ7Usvtv082VAKcKKzHahNSXOeWNnbbYNFet/b/zxdm81lLOoqcB7ptsNi3b1+Xtps8efIZt2lsbOTll1/mnXfeISMjg8pK4SXX0tKCt7c3Xl5eTsu6w7kUUpF4VPNbinAtpowbypjBwQDszUuhrK6IQF83pkwc222rp0dAPSvXH2dIjD8L53TdeyE4UsMzH+5FZzQTFezFvVcNJzHGH4A/mQPZfLCYRVNiGDu25ymiavQnSM+v49ZFQxgae2qF93Yhlb7KDfMH807bLIBUgl3Rup2oEC+kUgk2m40Fk2JIyalh5MBA0Vgh4sCkYSHsyxCMX5OGh55haxGR/o1MKuG+q0ew7XAJmlYD5TWteHsoGRLrz/yJ0Xy/NQet3oxUKsHLXRQyu5iJDPZELpNgttjw81LRqjOhVslo1ZmxWG24KWUkxvi7zHIg0veJCvHi2jkJ/LQrH4PRQnS4D5JKDfUaA35eKpZMi+NoVjUDI30ZMTCQ77fmMHFYGDPGRJBV3IjJbOG+q0ec+UAiToQEuOOmkqEzWIhxMeCPDvVGIgGJRMIAF5k2zsQffjecn3bmM2tcVLczsTx8wyjufmULJpPVZfsunRZHcaUGL3cll43svqHyj9eMZNOBIhZOien2vj3Bx6NrE8QiF4ZuGyyeeeaZM24jkUjYsmXLabcxm808/vjjPPnkkwQFBTF8+HBWrVrFPffcw969exk5cqTLZX2FMYnBdtfvzml57v/9SGaPiyIqxKvbxgqAxBh//v6nqd3eLyrEmy9ecO1+O29iNPMmRtv/1hnMNLUYCA1wzo/cFW5e6DrVUH9jzvgBDB8YSFOLgYQoP6f1w+IC+OCJ2ZjNVqLDvLmhU3ong8lCXZOOcBf5sUX6B3qjmQaNgbDAs3sO2ll+5yT7jNKEoaLBQuTixWS2UtOg5fKJ0SycHONym8+em8fWw6VMSgq1e02KXJwMjPTlgyfmoDeaHdKsWyxWMosaiA71wtP9zKnOrVYblXWtBPm5o5CL90xf4tZFQ/n97AQKyjUMGuCLVm+mrKaFxGh/pFIJ184ZZN92fKfv32fPze/yMeo1emRSCT6eooGzndAAD/71+BwamvUMGuDcP50wLJT3HpuFTCohMrj7BoupIyOYOtI5HWpX8PF0Y/Uri0+5PtDXjT9fNwqFXHZW46C5EwYwd8KAs6rb2fDMHRMordExd0L0mTfuY9Q16VDIZXh7nPk929/p9p20devWXjnwr7/+SlpaGm+88QYAjzzyCOPGjWPZsmWEh4dz2223oVQqnZb1JVzlD5ZJJec8r3xPaNEaefAf26lp0HH7FUO5ZnZCj8s0mCx8ti4Di9XGHYuHdll3oy8Q7OdOsN+pPSZc5Sz/345cvt6UhVZv5qoZ8dy1NOlcVlHkHKA3mHnwH9upqG3l+nmDTpnvu6tlHW4LLxoRH4ha1aNIOxGRPonNZmP5B7vJLGpg9rgoJxfldtzVShZPdT2jbrPZ+HpTFuU1rdx6xZDTvntF+gdhgR6s3pLN91tyuGlhIuGBnshk0m71g9755ijbjpQyJMaf1//cvXh6kXOPu1rBsLgASqqa+XpTFglRvqf1ru0OR7OqeWnFfuRyKa/9aSrxkb69Uu7FQJCfG0F+pw6piw7tntf5+eJAegWvfH4IlULGGw9O6/V6/m9HHllF9dx4eSLBvj0fqKfl1VFUqWXEwCAnrZC+zOETVbz8nwOoFFJe//N0l544FxM97llbLBZSUlKorq4mJCSEkSNH2oU4T8fixYtZvNjRQjd69Gjuvfdeh2X33nuv0zKRs6eyTktNg6A7kZpX2ysGi98OFtvFK0P83fl9L5TZVymvaeHTnzrETdPa9EFE+he1TToqaoX427TcnrXhr/sL7VonEUGeXDk9vqfVuyQwmiwozyBe25VtRM4PRrMwaw6QepbPTFpeLV9vygJAJpOc0ugh0n/IKWngi19OAGCyWFl++4Rul9F+P2UW1WMyW1DIxWe+L/KfdRkcPlHFrpQyRg8O7pUB0vGCOixWGxajheziBtFgcRGQUVCP1WpDZzCTW9LYqwaL4koNn/4khJpr9WaW39bzb8hPO/NobLUgkcKjN47tcXnni/S82rbrbCGnuEE0WJyOzMxM/vSnP2EwGAgNDaWyshKVSsX777/PkCEXR9jAuaaspoWK2lbGDA5GKpWc8+PFR/qwZFocuSWNSIBrn/6ZKSPC+Msy54f0aGY1qzZlMm5ICDfMG+xcWBuRwZ5IJYIAW1Rw3w2RSM2twV2tYGA3P4hfb8riSGYVN85PZNAAX3w8lTS1GPH1VHHboqG0aI28800yFquNh64fja+XCpvNxqc/ZZBd3MCdS4eRGO1/js5K5GyIDPbimlkDSc+vc9AtOStsHUJNknP/CF80dCUjx6WejaMvoVLIuGtpErtSSrl65umN0jqDmWM5NQwe4Ieft9q+PMBbjUwqwWK1Udek47rl6wkP9OCdR2ae49qLnA0b9haw5VAJi6fGUlWvZe3OPAJ93Xj2jon2mcgAHzc81HJa9WZkUgkms7XbYR13X5nEmu25zBgdKRorusimA0Vs2l/EgsnRTq7sdU06/vldCnqDGaPZytjE4NN6ER7NqibAW31GccSoEC8On6jCy12Bn1fvhG8smhJLTkkjKoWMGWMie6VMEUEcOTmrmvBAD8JdeAqfSxJjfJFJJchkEobFdb/vu3F/EZsPFLFgcoxTaIivlxovdyXNWqNLL/ee0NxqPPNGfYjFU+PIL2vCXa1g6qizC+/pT/Q4relNN93EHXfcgUQiiBOuXLmSZ555hh9//LG36njRUl2v5aF/bMdgtHDNrIHcvniY0zYGk4VvNmWhlEu5bu6gbovjnIxEIuHeq4ajaTVy0/9tAGDr4VLuWjrcHgNV26hj9ZZsDmRUUtekJ6uogfkTo/H3VrM3tZyjWdUsnRbHgDar6ciEIP756CysNptDHOuFxGiy8M3mLGRSKdfPG8SWQyW8vzoFqQReuX9ql91V65p0rNqYCcDK9Rn889FZ/PPRWWzcV0idRk+grxtbDpdwIEPQMNh0oIjr5g6ioFzD2p15gJCq9uU/TDnVIcjIr2PbkRJmjIlkeHxgz05cpMu4et7Ohh+25XT83pLN0mmih4XIxclVM+K5asaZ7+9XVx4kObuGYD83Plk+D1mbMb66QYfFKhj4MvLrMFts5JU18Y+vDqNWK/j97ASHMBFX3xuR84PVauPjNWlYrDbK1rTQojMB0Kw1sW53PnctTcJosvD+dyn4+6gxW3TsPlaOQi7lkW7OUp4pnr60upm1O/MZmRB41nH3Fxsf/XAMk8VGXlkjU0dGOIQirtuVz9HMavvfuSWNzJsQ7VIwfPWWbL745QRymYR3Hpl52tnwOxYPZcLQEOo1Or7ccIJ5EwYwuIeTMf7eal6858wi/SLdY+XPGfxvRx5qpYwPn5xDoK9jaEl2cQObDhQxdWQ4owYF9+qxV2/JFbxmrDZWb8nhz9eNdlhfWdfKj9tyGRrrz0wXiQA+/PEYFouNggqNk8HC20PJe4/NpLy2lWGxAZhMvWdkSMmuOfNGfQgPNwWx4T64q+X9zhP18IlK/rMugzGDg7llwaAz70APDRaFhYXcdtttSNqmFSUSCbfeeivvvfdeT4q9ZGhqNWAwWgDsYRon8/OufL7fKgyIAn3dHMQzu8LmA0Wk59dx3ZxBRHTyfvBQy/H2UKJpNeLtocRD3XErrFib7pC2KCbMGy93YdvXvjyM1WqjoLyJtx6aYd+mu2mLzjWf/pTOL21u+uW1LQT6CC9rq00wQnQVbw8VMWHeFFZoGD5QMCZIJPDN5iysNiGN5V1Lh6GUS7HaYEis8PEO8Xcn2N+d6notIwae3gjx988P0dhiYM+xcr7+66KzOFuRC4nOYLX/1hosF7AmIiJ9g+q271m9xoDZYkUmFTpTA0K97B5qAT5qquqF7bYdLQOgtkHHxKQwwgM9iA7ztn9v0vPq+OipORfmZC5RpFIJSfEBHMupZcTAQEprWiiubEYCdoP/qo2ZHDopPXhNo9CmrToTO5JLGTTAz6VXY0Z+HaXVzcwaG3XGzvb7q4+RkV/Hpv2FDI0NwL+T186lSkSwF4UVGswWG//bmefgBdvYYnDYNirE057F5eQ2ae97mi02GjR6J4NFdnEDuaWNzBwTibtawZDYAG54Zj16o4WjWdX859mui2uKnD/a21VvtNCsNToZLF774hDVDTq2Hy3l279dYTcqd5VvNmdRXa/lvt8NR3mSsOaYQUHktqU7He9CiPzDH1I5mlXNr/sLSYzxd04A0Oa0arW6TjMa4ONGgE/vp8t2V/cv/bEft2bz4/ZcQBBp7U8eSq9/eQSdwUxJVQuzxoR1aZ8etc6MGTPYunUr8+bNsy/btm0bM2fO7EmxlwwJUX7c97vhFFRoThly4e+jdvm7Kxw8Xsk/v0sBBBGcb/52hX2dTCblP8/O43hBPUNj/R08N9qPo1LKeOHuSQwa4IdCLsVileLlrmjrbPb+y6K3KKzQsGFfof3vncllTBkRxtJpcXi4KbisGzM0CrmUtx6aTm2jzu5Wp1LI8Gwz4AT4qBkc7c+nz87HZrPZ3Z893BS8/9isLmVj8fdW09hi6Hb7ivQNvD0U1DQKhgovMS2WiAiP3DiGX/YWMDkpDFWnwWiAjxsfPzWX1rbZ+vte24LJbLWnxqxp1Nk94d54cDoKuRSD0UJZTQvHC+p6TehPpGu8cM9kquq1hAZ4YLVayS/XEOCtItBXmKnvPGMfE+ZNQpQvv5s5EIB3v01mX1oFKqWMT5+Z55ABoqSqmeUf7mmb/NCcMfWlv/27qkSt7F8zieeKO5cM4/8+2QcIoVadGR4fyJZDJQA8fMNopo6KQKmQ8eZXR5za5KYFiSCBED93p5n2eo2ep/+1G6PZSkZeHY/fMg6ZVIKfl5qKulan44r0He5amoSnu4K4CB+Xns8BPm5UN+jw81J121jx8+58vvpV8DyubtDy1/suc1h/y6KhTB4ehpta4VK4vv15dlfJcXMhUh4R5ElxVTMDQs5PKMuCydGcKNTwyE39R78C4OCJDi+q5KzqfmWw8FDL0RnMSBDGS41d2KdHBguLxcJf/vIXkpKS7BoW6enpzJkzhyeeeMK+3euvv96Tw/R5tHoTa3fkEeTnTnZJA2XVLdx39YguxVddcQo19XYigjyJCfMmJsyLsYkhXa6TyWxhzbZc+99miw2bzWb3hgFQKeWMHtzxgfrfjlz2pVVwzawEhscHkl3cwJcbTnDN7AQmDA1FrZTzj4dmkFPayNhExw/b1sPF/LpPiDmbPc7Zxet8YjJbOssKAGCx2LjnquEA7EopY92ufGaOiSS/vImqOi23XjGEgxlVRIV4Mn10x0O/L62cNdvzmDE6wm6wcFcr+MfDM/hsXTrJ2dUs/2A3/3f3JNRKObVtHW4vDyUPXDuqS6ljX75vCmm5tSTFi53xM7H8g92k5dXh46nkvy8uvNDVASA23IeaRj0AceGiYNilgCgY6kxto5bH/7kLs8XGy/dN5uEbOsTQftyaw9ebBbHN8CBPHr95LJHBXrz7yEzKalqICPLkyw0nyCysBwRPOKlEwpxxUXZPOZPJ6nRMkd7FarXx8558zGYbV0yNZcX/0jh4vIpgPzceXjYGvcHMG/9Np7pBh05v4vbFw7ht0RA2HihkcLQff7xmpH3wYzAJRlyLxeo0U2rutMxoOrNX2sM3jOaykeEMjPTtV1nIziWjBwfzxoPT0BvMToaGOeMHEOjjhkopIzFG8Po0mixktYnmms1Wft6dj5e7ks0HiiiubmFIjD9XzohH3jZ5tS+tgu9+y8JkEZ47Q6d2WjA5ms0Hirn8FKmNRXqOxWrj+Y/3Ulmv5YlbxrlMbXo6gvzceODaUadcP3/SADStRuZN7H760PbwMIAWrcnlNgOjTl3f2eOiyCquJyk+0GUq2wWTo1m/p/CU99fKnzPILGrgjsVDiQntWVp6gE0HiqlvNrNmew53LR3e4/LOFz6eSpe/+wOXT47m283ZRId64eelpqwL+/TIYDFo0CAGDeqIPRk4cCBTp07tSZH9ki83nODn3QUOy77dnM1jN/fcWvflLycorNBQWKHhmtmD7Cqwh09Uceh4JYsui3UZc7g/vZL0/DoA/DyVPHPnRAdjBQixi3tSy5FKJJgtVgrKNQA0taTzj4dn8MrKgwDUrUljQptbV3BbqIPRZOG/G06gUEj5/exBfPBDKoY2lecBoV7dFrbsTRKi/Hjy1nGUVbcQGeJJUUUzi6bE2td/vCaVphYjmUX1dsNG9X+1lLdljQgP8rTX/5M1adQ26TlRWE9KTg3V9ToGRfty84Ih7EmtAISUSH95ezsms41AXzcy2q57XZOOx28eh5/X6WchvD2UXDYynKJKDas2ZjJ+aCjjhnTdOHUpkZYnXNumFiPHcqoZmdC7sZdnQ3lNc8fv2ubTbClysSAKhgqG4X+tPkZRVTPBAWr2plTa132yJo1X7u/oC3y1MROjWRj45Jc18dWvmTx563iiQryICvGiqELDvjThfRoa4M5tVwxlYJQvUaFeBPq6EeCjZuSgoPN7gpcg24+W8O//CQr8qbnVHMkUYrrrNXoe/sd2bNgwGDsMRx+vSSUhyo/KOh2VdUVU17cybkgoS6fH89D1o9mwt5Chsf4OwqsgGHmfvm08xVXNp0yB2xmlQsZlI8J78UwvDk4n5t35eTl0vJKfduZTrxEM61EhnnyzOdth+4z8OpKzqu0u/J/8L43atvCe4QMDKK1u4addeRw5Uc3RLGFm9/OfjzNleBjf/ZaNxWrDaLIwYmAguaVNeLkr+N3MgU79zpMxmCx891s2KoWMa2YndHu2/2Ll5935HGvLnvPWqiN8/NTcXi3/8/UnaGw28MUvJ7hqeryTPt7e1HJSc2tZOj2O8EBHT4fITuHlUaHOXhANGj1/W3kQTzcFz94xEflJIrz/XptGSVULJVUtLJka5zS5+591xzFbrHy2LsOh7w5QUN7ED22TsR+vSeXVP/Zc/6TdePq/Hfn9ymDx1K0TePOrw3i6KbhjSdKFrk63+H5LbpuGlYaC8tBJICQAACAASURBVKYu7dMjg8UDDzzQk90vGtpdmiSAu5uCVp3prJRxXTE0LoCUnBohH3NbDJpWb+Jvnx3EbLFyJLOaOxYP47KRjh/z4E65m93UCidhpKNZ1fZUZO1IEELHvD2U7E+vsC+Xd3qRlVY1szetghadiTVtsVMB3m4MjfEnObsGi9XG618c5pPlvfty7S6dhbkuO8nbdFhcAHtTKxgY6UtlXSvNWhNBfm6U17YilUpoajawYV8hU4aHMTQugJ3Jgu1vf7rQIc8vbyI23IcQP3eqGrQAlFYLxo6qeq39OGm5dfxnXQaP3jiW8poWjuXWMmpgEFZsLt3k/vHVUfLLm9h0oJivXlogziSdgdzihj5hsEgY4E9pjdDuCaeZVRAR6U8UVWjILKpn6sgIPNyEd1F1gxalXIavl4pf9hay5bDgdp5b4rhvYowfG/YVMnJgIOFBnoQHeVJYobGvHxLj+D3StBrwclfQrDUxe2yU/f2tUsi4dk7XBLlEek5n9+yjWY4CdHqjsyeE2WLjRJtXDEBydi3J2bVEhngxZnAwV82Ip6nFgMFkYefRUqLDvO0zxVNGhHNqKWqR3kKrN/HKyoOYLTYhi5VN0OYCR+O6VCJxELZNigtg+9FSBkZ6k5YrTBS0G7PaGRrnz/dbc+wDSIAN+wrtE0Eh/h5OfdN2GpsNGM0Wdhwt5bvfBONJoK+a2eNcz/jrDGZ2JpeREOVLXETfEHc/l0R1CodwJZbaU4bFBrAntZzEaD8nY0WDRs/fvziEzQZ5ZY288efpDus7e1W0aM1OZb/25WG7N8/K9RncfaWjEaC0uuPeq2nQORksLG1ePa68r6raJhYBSqpaTnuOFztuKhljBwfj6d7/xgoh/m4UV7UgbQtHy68/8z49Mljs37+fiIgIoqKiqKmp4c0330QqlfLII48QFHTpzIbcdHkikcGeBPu5ExPmTbPWRFhgz92UAJbNH8y0UeH4e6vtA1iFXIqnu4LGZgNV9Vr+/sUhHrh2FJdP6hDkHBDqjae7ghatiQGhzqEpjc0GJBKHjIz4eavw8VRxorCB0rYbyWqD6aOED05ZTQv3v7EVmw0U8g4ruK+XijuXDOOht3dgtdrwcOvbwjVP3DKesupmwgI90RvNtOpMBPi4seNoKaEBHrz2hSCCue1wCa/+aSpThofx2peHHa6Vv7eaD56czYnCev71fQoVtcKAVdp2Tds39fVUYbFYefL93TS2GOyx2rcuGkKAjxsr1qYzMiGQx28eh6+3CsrB013R7bRwlyKR5ym+8Uxo9R0fb53e+eMtItLfaNWZePy9XegMZvalVXDD/MHUNel5/YtDKBUyHr1pLKeaB1UppPy0qwCD0YKnm5wvX1zIe4/NYldyGWU1zQyM8nPwIKtp0PH8v/djMluZPDyMZZcnnp+TFHFi8vBwnrtzIlq9mU9/SqexxYC7SuYkJtw+uQHY+wl0+tvHQ0lTi4EH39pGvcZAZLAnpdUtyGVSPnpqzjkZgIm4Ri6T4umupLHZwPD4QCKDPe1hVpOHhxLo48a63QVYbTaaW432tvnLsjFcOyeBEH83rntmA1arzZ6SGGBUQiBP3DKe9XvyHY6nVrbFpkuEvqErCis0PP7PnRhNFhZd1jGD3qI10aI14unu7N7+/ncp7EwpQ6WUsWL5vFOWfSaKKjS4qeT4ePTtcL0xg0P4v7smUVyp4couZGbqLo/fMo4b2/rBJ2M0Wzu8j+udRerjInzs4wdXovKdU966etZlUikmhHeKK02a9tfJyaHdAIGdJmP7m0hmb/Ov74+xcX8RAK06s8Oz1NepaRK8vaw20BpchxWdTI9a+8UXX+TTTz8F4O9//zsAKpWK5557jo8++qgnRfcbMvLrePk/B/D1VPLq/VPxdFfippLzfx/vJS2vjvuuHuFgSGhnf3oFr648iM0Gf7xmJBqtga83ZjF1ZIQ9lGRfWjlvrTpKdKiXg6iNQi7jnqVJvP3NUcwW4Ylu1Zt46dP9JGdVc/fSJK6YGsfbD88gu7gBnd7M1U+uIzHanxfvncTXm7JYvSUHDzc5M8dGcvh4NTUNWq6fO4j1bR8ys9XKaw9Mo6HZwMRhgovgul159heI2WIjxN+dBo0em83GvrQKu1uVVm+2W0j7IjJpx0yCQq7Ey13JgfQKPl6TSkSQh/3hySys53dP/AQIM4LHCzpMgH/7TAiXGZEQSFVdh1eF1Sa8rBuaDSRE+XL7FUOx2mzojcJAtr29MvLraGo10qz9f/bOO7Ct6vrjH215771HPJI4e+8dQiBA2QVKmWVDoUCBX8suUKC0UKCl0BYopOxVCASy944Tx4lHbMd7b1vW/v3xJFmy5JHESezkfv6y39KV7nv3nXvuOd9jYHN2Jb84v5OHr5vE7sM1ZCQEi1r0A8Dfa2g4dWqdKvzU9FLtRyAYTpjMFowmyaDcn1/HHqcSiV0GM8/+ayf2SO+eE1a9k9aETm+W3gsKmD3es9ix0Wx2vC/k/YSPC04N1Q0dPPbmFvRGM0/eMp2IEDkdXVK5QE+Vj5znEc59f83SDCZkhJMSG8iRY400tkrVKsprpZVQk9kyIM0KweChVil4+Z45HDnWSHObnn981R0lkXesmbCx3RPKP7y7k06dkVsuzuLf/8ulrdOA1Wb0jUkNZWJmOO99e5jQQC9uuHAkVzzyPww20dwAHzVXLEpnUmYEb35+gL1HavhifQGP/2MbCZF+PHvbTEfp1X9+neOI2NGoFDx5y3RWbSvmH1/l8OXGo7zx4AKXMq0AnXrJhjKaLBhNJ2ZfrttTxp8+3ItKKeePdw7tUqrtOiP/WXWYqoZ2EqL83dKES6pa+d3ft6JUyHn29hluaRtvf3WQrzYW4aVR8I9HF7tpRTzy+mYOlzQSHebjlm6iVModTklPDoWwIC9CA71o7TCQGuse7ZIQ5cfmbOlvTw6RiGBvjlVLURZB/r07njzVCHEeP6yePBrnELudKjRtOVAxrBwWen334l7tAO3mk7L4a2pqiI6OxmQysXnzZp566imeeOIJ9u3bdzKXHVZs2l9Bh85IRV2HI9+surGTffl1mMwWftx5zON5q7aWYLGtxH++voAfth/DbLGyYV+5Y8V27e4ymy5EM0fLXTVUswvrHZPf+RNjmTY6kl25NZjMVlbvKOWbzUd5+YM91DZ1smFfBUaThYNH6ymvbedouZQv1KEzMSoplJrGTixW+HRtIXddNpbLFozgvqsm8PZXObz28T6ef2+XJLjkZExmJgRT09iJwWRh3Z4yJo3sHkwr6zvYXzC86hmv2V1Kl8HM0YpW5tvqQluxRUtYcfxmPTlQUE/PyktNbZKRVtes4+HXN/Pax/uJDvXBS6NgdEoIo1NCuPa8TNLjJZ2M8CAvwoO88NaqmDM+lvAeHmmjycKfPtzDQ69t4phTWPW5zifrivs/6DTwxC3TCfLTEOSv4fGbp53p5ggEJ02Ar4bf3zSNFbOTHSuqPbHbir3sRiaDmy4a3a/waHSoL4/8cgpXLkrrt1qEYPDQ6U384d87eeT1zTz65hZqm3S0tBv48Icj3P/njRhNxzcZuH55JlctSXekfKTHBzG+h+7IqOSQAYmRCwaG2WLl1Y/28ZtXN1JY7q6zv/tIDdf8fhUPvraJiGBvvtx41LFPhrRSrpDLuHzhCGaPi6auSUdHl4lvtxTT3K7HbLFisUrPeH5pE2t2lWG2WKlp7GTV1mMOXRqT2UpDqx4vrZLwYG/25dViscKuw7XdNmxFtw2VW9zgaMOFs5OZkBHebTc16WjtNLh9l7uvGMflC0fwfzdMISzoxKrUFdnaYDRZqHJKLRiK5B1rpKiyBZ3ezLo9ZW77tx2sorlNT32zjt25NW7719rS9XR6s0MfyBm7wHFlXQcGg2tkqNFodjgLPEX75hQ2UNekQ28w8+POUrf9Ow91t2f7wUq3/XKnS/blfPLkvq6s604Daelwv0/OJQKdhDZDh3DlRk9k2ip+qZRyN8mC3jgph4Wvry/19fXs2rWLlJQUfHykNAiT6dwJi54/MZZgfw3J0QGOl3NkiA9TR0Xio1W6CcbYuXB29/amNj0XzkrGS6Nk8ZR4R+rHgklxqJVyQgO1xPVI61gwKY4gPw2psQHccnEWkbZcQW+tknFpYbz1RQ5HjjXx7reHqW/uxEerYlJmBHERftxw4SimjIzk2mUZTBsdRUaCZGDUNev4fvsxrl8+koKyZvJKm2jrNLLtYBU7D1VzxcI0Zo2N5oKZSdKymo2slFB0etc+35ztPkgNRd79NpdrH1/lyLcDKZx1VHII3lolcrlUj97XqztHTG1Lh5HJYHJmhMcBfURcIDGhvuQda2LdnnKKKlvR6c2UVrfx3B2zSI0LJL9UMjBqm3SO2vWeyC6oY92ecg6XNPLZuoLB+urDnp558MeD1WrltY/3c9vzP7Ert7r/E/og2F/Le0+cx3uPn+co1yUQDHfGp4dzy8VZzJsgRUbIkFIBvTXKAYXiWq3Q3NrFC+/t4qrHvuWNT7N7PXba6CiuXZZ5wmHeguNn28FKth2sIqdImnzYyS6sc4uCUPSYOchlrhOZlJgALpmb6nKM3mAmNsKP5Gh/YsN8mZgRzr1Xjh/8L3IOk1vcwI87S8k71sQna/Ld9r/zVQ6tHQYaW7v46yfZjn6ODvPh0RumsPtwDV9sOIrFYqWgrNvhceHsZJdJJUiRVfXNOny9VIxPC+PSBamO1XdvrZKkaH/G26qVXDhbsmdnZEXh560mKyWU1LhuIfYVc1Lw0ii5ZF4qIbaJ1q0XZzEpM4KbLxpNeJB7GkGwv5ZfnD/SIQp6IvxsXiqzxkZz/oxEJmScef2rvshMDCYjIYgAXzVLprhHac8aG014sDcxYT5MHR3ltt95LE3wkBaeYouMCA/yRq12Hc/Dg7yZMSYKb62SFXPc01GcdWvszidnrluWiVolx89bxZWL0z18u+4Bpa/0Z08u03pbKgGAdegGcp8WrliYhkwmRY1fsXh4aT3ZixMYTRYO5Nf2c7TESaWEXHvttVx22WUYjUYeffRRAPbu3Utycv+qz2cL6QnBvPv4eS7bFHIZ/3fj1D7Pm5QZSWKUPyVVrQT7a7lkXqqjfrmdxlY9BpOF+uYu1u0u52KnPLZRySG894Tr5/72F5MBKUfviw2FjhWwqoZOHr95miOkLDHKn9/d1N2+X189gTtfXIvJbMXfR/LYZaWE8vn6AiwW6WU0Ii6QYH8tD9s+45M1+eQWNRAV6sPcCbEYjBYCfDW0tOuRAeNGDH0Nk+z8Oj5d6+4ACA/24brzR7pse/69XWzJrsRHq+Tt/1vi4sAA6Tf/9SsbMJotyIDbLx1DUUULh4ob8NYq6bRpGziXphqfHk5BWTPxkX59TnSTov0J9JN+23FCKd/ByJNwWJTXtrN6hxT99MmagpMyggSCs5kHrpnEA9dMctv+yBubybFV7UmLCyC/TFq9tOv0ADS3dzmc16u2lXD1knS3ihGCM8OIuCB8tEq6DGZktkphkcHexEb4svtwtwGZEOnHa7+Zz+WPfoveYEYmg6uXZvDB90cAuOa8DK7yMCn5ZnMR32yS9A3uvmIcS6a6T7oEJ0d8hB8hAVoaWrrcSpsCTMwId6TjjEoO4Vh1K1YrLJueRKCfxqFD4O+jJtBXQ3VDJ6EBWuaOj+X7bSUuabAAydEBPHdnd/WfT567wGO7bloxmptW9F614Bfnj+QXPWystPigUx6hGORkw+r1+lP6WSeLt1bFi/fM6XV/XIQf7zy2uNf9Y1PDKKtpR6WUO5xCztijE+yRNM7VWeRyGY9cP6XXaxucFqUtHpwG49PD+ez5C3s9PzHKn+LKVrw0Co/i8gG+alraDR7t4lnjYvjgB6lEdlTY4GgF2rHPf4YLX24swmoFs9XK5+uOcvcVvZexHWo4aygG+mvoONWim7feeiuLFy9GoVAQHy8p+0ZERPDMM8+czGWHHP/44gBr95QRFeLDw9dPcROR2ZtXyxfrCxkRF0hRRSuxYT5UNXYSHuTFzRdloZDLaGrrorymnZHJIY6B4alfTWfP4VpaOvTc98p6Lp0/gtnjuvN8w13C3qw8888dhAV6cfNFox2qvnuP1FJQ3sSy6UmOhy0hyp8X757Nf3/MY8/hWry0SsICpQffarU60k/Om56IQi4jOsyXp341g31HahmZHMzK1UdoaTeQlRLGRXOSbdEGKsxmKa0kKTqAyxemMXdCLN5aFYXlzSRGBfD2o4soqW6ltrGD6VnRWMwDE1I5HRhNFr7bWoyvl4q2TgOfrytkyqgIh4iUWiVnxexkjlW38eEPR3jn64NcuSiN2HA/9EYzvzgvg8aWTuaMi6WwrIn1e8qpqGtHbzSTGhvIbT8bwwt3zWLlj3lkJgZhNltZOi2RSZkReGmU7M2rxWqVvOIWi5VDR+uJC/flz/fPIy7cF6VC7vbS2JFTxf82FzNvYixP3zqdzdkVNLR00dKu91i7+lwjLTHkhM+NCPYmKsSHqoYOxg4D55pAcLrJOVpPTlEDi6fEExLgxZ4jNazdXUZsmA/r9pTj561iwcRoth2spLiqlfAgL365fCQxEX489fZ22jv16Jz0DyJCvPH31fCvb3LYcqAKfx8VKqWCiekRw251aLjibIfEhvuSmSRpMy2dmkBeaSNYrTS1dqFVyVEq5MwZH4PRYuWh1zbipZGTHO3PdcsyOXi0AbVSjsVqpbmti9+/tZVj1W1ctSiNZbaoUvsquUwGYYFeHm0gwckR4Kvhbw8vpF1nJDTQfVKaHBPApQtSWTAxThJi91LR0NLF0mnxrN1dziVzU4mL8OWL9YWEB3tx4wUjWb2zlHv/tJ4J6WEUlDZhtDkfFXKYPymWj3/KJ+doPdcuy8TPW0VjaxejkkMprW7FZLYSF+HHd1uL8dYqkQE/7SwjOEDD/VdPQGnT5urQGckvayIh0p+1u8uICfNhelb/ZWsbWnRU1XcwKjmk33Kpw4Gn3tnO/oI6fr4kncsWuI6BFouV+/+ygfomHY/dOIXMHvZOW6eBl/6zB6VCxm+uneRS4Qdg+awkdh2uITMxyC3NGKQUgromHcF+Go/P4xufZrM/v5abVmQxdbTrgs4Vi9JZt7sco8nCzStGuZ3rbG8vnOxe9WXmmGh25daQFh/o0ZZ9/aGFrNl5jEUenJyx4X48fvNUNu2v4O7Lx2MexHnGshnDy6ka4t/tYMk4iQW8M8Gzt83gd3/fytRRUSRFB5LTWN7vOSctsZqUlNTn/8Od9XvK+HqzlCtfUN7CQ69t4t3Hl7oc87fPD1BV38H+fEm3Yc+R7n0T0sMZlRzCXS+uo7XDwNJpCdx1ueQFa27T848vDzhErf74/m5GJQUTbPOGTh4ZSVyEL2U17Xy2rpBmW47f+IxwpoyMpKaxkyff2Y7FYqW4stURYQHw6doCxypJZ5eJ91cd4f9unMq6PWW8bgvNlclwpKy8+P5uKYdwrev399YqHavPtzz3E3VNOrw0St57YinhQd48/+4uthyoJDLEm1cfmM8T/9hOh85IkN8h/v7wvJP67QeTLzcUupVx/WF7KX/+9TzqmjspLGvio59coy3+/W338XYBosMlzW7VVYorW4kN9+W97w5jtljZlVsDHOGmFaO42BYmay/TV1nXzn2vbHCk0IQEaHnilmn87m/bMJotPPOrGY7Qydc/zaapTc+BwjqUCrkjX/T9VYeJDffjj3fPdov0OJd44b2t/N+Ns0/o3LZOA7W2krRFFQOrAS0QnCu0dhj4/VvbMJos5BytZ874WF77eL/LMVUNOKIqwEptk46XPtyDUqFwpBRs2l+JQi7jqsVpXLEonfV7y/h8vZRHX2NbUcktbiQzOZisFHe1ecHg0dll5O6X1tHSbmByZjjB/lqHjfDFhqPuJxgtfLfNVYOrua2JZ/610xExCPDtlhLH3298doAOnZHLbAsaoYFeqJRyYsJ8ue2FNTS36Vk2I5E7Lh17Sr7juYhWo3QTqATYmVvNKyslPTkvjZK6Zh0f2cqHNrfrHYJ9apUcg9FCaU07uw93a4+V9NDLMlvg/e8O09wurcw3tnY5hBMnpoexL79Oqio3PsZRCt6Zzi4TT9wynSPHGnn4tc1YrFZHKWOAV349l9TYQLfz7LS067n7pfW0dRq4eG5KnxEcw4HiymabrQjvfnvYzWHx728PObTTnnx7O/99ZrnL/re+OMjePOn5fe+7XH51iav+z31/Wo/eaKGmsZPRKaEsnZbost+e8iPvme+FpNm2alsJAH9auYePnnX97F251Q579NutxcwY6yqo/MX6Qt5fJdnPft5qpoxydXg89+4uzBYre/Pq2HqgkhljXJ1Vd7ywhtYOA19uOOoWSV5U3syTb+8A4GBhA28+NNet/SfKRz8WcO15I/s/cIiw+UB3OvOrH+1j8RTPJYGHIo++uRWArQerWDqtf2clnIDDYtmyZaxatQqAuXPn9urlXL9+/fFeekjSM7+qzYMYUFpckEcBHy+NkthwP7Lz62m1hV9lO4lR7j5c46bA/ebnB3nshu5QLHvOYafO6HRNSXVXLpNJCu2A0inhsLPLyPYcz3n5CqfjlLYoDbPZ4hA86t4nhfXaUxh0epOjLTq9iZf+s5u2DiPN7dJ5tY2dtHUY6LC1s6lNT7tu6ERYKBWe8+T+++Nhapu6XMRrPOGcS+dJmLigrNlNnK6kqrvWtMlsob5Zx968Whe9j8bWLnbmVjt+x5251TS06PD2UpEWH8SOQ9VEhfpQUdd9f1mtUFbTxtGyZsaewyki5fWd/R/UC3KZDLktukapHP4rNQLBYCK35cUakcbOogp3QT9PWCxgsLi+08wWKy0dBuRyWa/jsNKD0SwYXCrq2mmxTTZ3HXbNGe7phO+Lzn5KN9snsSClIYBUhcS+4FJW0+bxPMHg4vysKeVyFxuxoaVbs8R0HBU3gvw1yGQymtr01DtdI7+s2SG+29rhOdWiwaY9sCOnGovtZrPbiHJZ7zaaneZ2vcP+Phvuod7EjO0onOZWZrP7sfVOumcNTroOdgxO1ZpKKt0XZfKOSWN6ZV2HW3Svv0/3QpinRbHsgvrua1e594XLveehXy1O371V536/2OdLPeclAAePdn92Y6v79xYMP37aXsrCrP6jxo/bYfH00087/n7xxReP9/Rhx8yxMZw3vY7N+ysI8pdCXnsyd0IMNY0dHLEJNwb6qXn2tpn4easJ8te6qDcnx3SXAJo9LoYv1hc6PMwghWw685trJrJmdyklVW1U1Xcwa1y0o3xRWJAXf7h9FoXlzSycHOc4x1ur4oJZSazZVYbFYiUlNoBfXz3B1tZY5DIZJouFeRNiAVAopHSIb7cUEx7kxfKZyUwaGUFJZQvj06W8SC+NkvT4QArKmqUyoDYVYJVCTnJMAAmRvoQGerF4Sjzr95YzIT18SOWDrZiTgp+3Ch8vFZ1dJj7+KZ+RycH8tFNSUp6eFcXc8bG06/Q0turp0BkZkxrMT7uklQKFXFphcMZevhQkBe2eeGul8Eer1cqjb2zhcEkjo5K7w7b8fVTMnxhHdn4dkSHeqJRyOruMPGMrmfrkrdO5anE6sRG+fPD9EY6UNBIb4cu+vDriIvzISBpeIWCDzSWzTjyMPMhfy3N3zCSvtIkFk4aPV1ogOB34ektlunOO1qNQyNF1nbjzOTLEm0W2sOA542Opaexk0/4KgnzUKFQKJmVGuIU7CwafLg/lSQE0KhkRwT6U1khaB1q1AqvVgt7oeULlrVVywwWjUKvkaNVK2jqNbN5fTm5xI/ERfm7aBCAJkd92SRYHixo86l0IBp8J6eE8dsMU2joMLJgcL2mr3TCFlg4Dm/Z1h1+nJwZRcKwZU48JtFYtp8sgGT1P3DKV/6w6QmF5C77eKn42L5W1u7urQ9xw4SiKK1sxGM1EBHuzP1+aVGYmBpNf2oTZYsXXW5r4zp8Yy+odx2jtMGC1wuxx0SydmkhilH+f3ych0p+bVowiv7SZq5cM/3soNTaIrJQQDpc0uunXAfg62c9+3u5OgzGpIeTYhAvHpLpHp0WHdS90zRwb67bfR6ukpcPg0Vkc6KchIsiLmiYdU0e563vdeOEo9hyuwWi2cOMF7ikhF82V7G1fb7VHcdMrFo3go58KCPJTs3hyotv+iRnh7MurZZIHbTHnFJL+nD7Hy3DOVAvwGV7R1vaodYA7Lx/LkSNH+jocOAGHxZYtW9iyZUu/x02Z0rtgy3DjzsvGcedlnsVMDhU18NQ7UniSPbTu8oVpxEd2D74zx0QT7K+lsbWLQ0cbsFisyOUyIkN8ePneuTzzrx2UVbdhBab3UPudOjqKjMRgrn38ewCOlLhOjDOTgsn0MHGdMy6W6oZOxqeHsWK2q8rvrHHRPPXODv75dQ7XnT+SJVMTCAvyxmyxUtXQSWyELz/uOMZn6woJD/Li4V9M5rl/73So8xqdvL1Gs4WiihaKKloIC/LmnivHc49NCXwoiRop5DIWOSktL5wcT2NrF/vy6mhq0zN7bAyzx8dgMlu4/skfaO0wUFzVzuiUEAxGM9cty2TjvgrGpIZiMls5XNKIt1bJl7ZQWnt4nP0eAClVBEBvNDtUle3bAOZPiOOrjUWO/1PjAvh6U/f/z7yzg8VT47lkXirfbinGaLIwKTOCf/9ecj79tPMYm7MrWTEnhQnpQ1vx+lTQoT+5klbpCcEDLqckEJwrPPn2dgrKmrjxwlGU17Xzw3bPpblBWj0z9fTk2piYHsYTt85w2375wjQuXyg0K041n64t4FBRA9ecl0FqbCDr97qXRgTQG60OZwVI1SD8vFXMGhvJmt2u50SGeHPfVRMckRN2lk7rP/d7+axkls86dwTZhwLTbPbkqm0l7Mip4tL5I5g6OorIYG8OFEol2fNKmjyWswWWPgAAIABJREFUJrY7K2QyScDxX6ZcANo7jXy+vtD1WL2JWy/OAnCIsQIsmRrvWMyxr6rHR/pzx6Vjef69XQDEhfsNOFL04rnuE/vhzB/umNXrvpSY7vSY6DBft/3+ThN3P2/3xcE7Lx/Hm59lkxwdSGZikNv+uAg/WooaiAzxcdOwaGzVU2OLqD58zH0xLjTQiyXTEmhq1TMu3b3vympa+XB1Hl4aJWNHhOCtdW3flgNSmdWmNgM1DR1u38+eXrTnsHu51sJy9/YMFoPs/zjlTB4Zzq5cKVrusoUjznBrjg/nn3r34Vp8B+AsOm6HRXV1d6qBXq9n9erVjB49mpiYGCorKzl48CBLliw53ssOC3R6E2qVwuXh1juV/zp/RhKXLRjhJiKj05vw8ZLEiYxmC1arFXtZn6hQH65anM4f398NwHdbJZFFrVqJjy0UK8BXw9WL09mRW801SzMc1zUYzbTrDPh6qZHJQKXsrnf/ty8OUFTRwu7DNUwdFUWQnwa1Stq/81C1I3/xb58fYGJmOEaT2eW69miR2iYd736b61JKKD7Ch7rmLrcwNOfSaMOBYH8tbz2yCL3R7BjwrVaroy60xWLlOacXyri0cAxGSSV90ZR4lzJi40aEkV1QR0ZisKPmdZCfFp3ehFwu4+dL0th8oAq1Uk6hLS8xNNBVAbmwzDVsz2i28N3WEpc2rdlVypWL09Ebzbz28X4sViirbe9TLbqzy4iXRnlWiFQ5U3BsYGHqAoFgYOw+XON4N7z52YFew7QzEoLQ6U00tnbR1imNTb5eKmRYadNJKQOjU8/ddLXTjcVipctgcijuF5Q18e630gSzs8vINedlsHpHaV+XcKGt08jMMdFoNQryS5vx81axaEqCiyi4YHjQ3mngzc+ysVqhtqmTNx5ayJgRYdx71XheWbmv30ma1QotHUbu//lEvtxQyLo97uJ4ucUNLJuRhAxYPjMRK1b8vNUsnByPVqMkt7iRC52cVTPGRHHTitF06IxcMt/VCWG1WtHpTR6rR9j3d3aZHPbxcKav7+pcOjo23L0sqXMKl6dIg6yUUN54aGGvn11sSxOpqGvHbLY4hPxBEiX/2bwUdufWcN2yTLdzdxyq5n82bb8gPw2/+pmrfsZrH+93pKz885tch26fnZb27sXM+pYuN4eF3bnl6XtpVSctvXjW4Dxn2JpdxcVzh5fTwk5ZTTuZAyjUd9w9/9xzzzn+/vWvf83LL7/M0qXdIpSrV6/m+++/P97LDmma27q45+X1NLXpUSnlvP7gfMKDffjrx/vJKarH11uFrsvEqq0lTBsd5eKw+L+/bSG7oJ6QAC2Xzk9lxphoFAo56/eU8dm6QmaPi+GSeSnEhPlSUddObZOOh/+6iZpGHf4+avQGM4unxrP9YJUkdiSTHAq/+csGip1yx3y8VDx3x0ySogM4VNTgEEwK8FVz78vrsWLl2dtmUlbbxisr9zrOM5os/PLJ1XhpFESH+rBseiL78utoau0iOSaA9PggNmd3CygpFDIe/eVUAv003Pb8T1TadAR8vJRcOn8ED722CV9vFb+5ZqJb7fahhtFk5s//3Ud1Qwd3XzGOpOgAVEoFT/1qOrsP17BgUpzL8QVlTTz25lbkchnP3TGTQqe65VsOVGA0WR3OCoCiimauePRbj58tl8t455tcp/89l4dSKeWOesXQ7ZVUK+XER0plcVOc0ox68t53uXyypoCxI0J56tYZyG3ONqPJzJ9X7qOqoYO7Lh/nkqo0XJgyVkyIBILjIedoPe+uyicrNZRpo6N4+8sc0hKCuOPSMWzYW87LH3a/G7oMZsBzGsGRHqtuCrmMdp0RGeClUTB7bKxLGW7BqaNLb+L+v2ygrKad2HBfYsN82X6oe2Ept7iRx2wCZ73h76OmtcNASkwAAb4aYsJ9mZgZwWQP4eCCocvOQ9W8v+owE9LDueFCKVRfq1ESHSrZlylOopZ1TZ0uYdm9IZPBL5/6oc9jth6s5uBTqwErLe1SmoFCLuPbzcVU21bQ0+MD+cO/dzIxI5xfXjDK4/hgsVj5/VtbyS6oJzrUB38fNfddPYEYpwntk29vZ8+R2uMW3swtbuDvXxwkJSbAbQJ9JrBYrFzxmFQqOD7Sj9cfXOCy399H7dCWsXoQmAkL9JKWPWUQHuhe/vNwcSN///IAydEB3Hn5OLcoig6bFo0n7Zp2ncEhjvzMP3fw+QuuJUobnRYrC8rdF45CnMqRxkW4R4do1QpHKnxipPv+vpg5LpqP1kgC+T7ac9t50eakF9PUOrwWjJ1ZMTeFgrzD/R7Xt8pNP2zcuJFFixa5bFuwYAEbNmw4mcsOOezVGkCa4H+9qYj8Y038tKuU6oZO2juNmC1W9EYzu3K7DQWjyewQp2lo6SLQV+MQsXz321xKqlp5f9VhDhU3onIS/qtplG681g4DeqOZ/20upr6lC5PZwo6cavbm1bo4K0AqE7Vml7SCsudIjcNDmRYXREeXkc4uE/vya9l2sMoxQCVFd6et6PRmKus7KCxvZtXWEirrO/D1UqHTm1w0NiKDvQny1yKTyXjwukmO7QajhX9+k8PhkkZ25daw9UD3xH2osj+/jk37Kygoa3akdgBkJARz7XmZDq0QO+v2lKPTm+jQGdmwt9zFOWE0uY/6zkKZPbH08BzLZTLUSvfHcd74GJdw3YZmHd9sOsq//neIZdMTGJcWxlVLeg+v3pJdCUgiSXbBqvK6Nr7dXMRG23d/9aN95B0bQBHkIcbr/z14ppsgEAwrvt5YRHFlK19vLOLtr3Ioqmzh+20lHCpqYMuByhO+rn0lzIr0LgkO0PYroicYHCrq2imzvSPKa9tdnBUDxS5yV9PYyZO3TufWi7Mczm3B8OGD749QUtXK5+sLHRGvSoWcP903h5fumc19V47HZLawZlcpn60r7NdZAQMTY7VYrLS06x2iriazFb3RQlVDB1ake/Q/trZ9tq7QRfTTmXad0WEzV9ZLunD/21xEfbOOY9WtHKtuZc8RKQR+c3bv45XFYqW0utVRrQjgkzUFFFW08OPOUgrKTl1awUDJLWlAb5DaV1rtLly58oc8x2+/Zpd7OtdXm4qwIvWPcyqxnf/+mMfR8oF9X53ONb32H19221ZGD6Ksu51SNcpr3dvuXEbVx0P0SF1zt8PDOS16IJTXdtvVPe3ocw3nrqluGr4CpH/6cPeAjjspiyIhIYEPPvjAZdvKlSuJjz+7ROyiQnwcf8uAeeNjiYvwJcLpodSqFSRF+7PYqW6wSqlgjlMI5T//d4gK28M9MTPCsf13f9vqUNpNiQkg2N/VW5oc7c/4tDDiIvw4f0YiqbGBqDyEL6zaVkJLu55Fk+NJjglgZFIwEzLCUchleGuUTB0dRUu7HplM8oA66ynIZJKw5AanclQ6vYmMBNfct58v7Q4Pe+XDfY6/jSYLe/PqUMhl+HipyPCQMzfUSI4JIMhPg1yGQ1y0N975OodvNhWhUshRKmR8tq4QHychpIggqc8So7qdHMcTYWIyWx06GHbkchmXL0xj2YxEl21vfZnDF+uP8ubnB9mfX8ev/7TRZrS6vziuWJRGRLA3F81JIcBXw6qtxdz+/Fre+SbXITB0tKKFh/+6mZrG7qoblXXtVNa1u11vKLFwYlT/BwkEZwhnY/lkjhlMRqd0aw84l/N9/ZNsx6T1eJAhvZ+cUSpkjBkhSpSeLvYccc/zPhH8vFVnhZjhuczETMmOSYkNINCvO9LXW6siPSEYhULOB98f4c//3YeuFxHWgaKQywZU3cdHqyQm3MeRQpwaF+iWNm3H30fNRXNSCA30QquW0q8DfTXc/Oxq7npxHXe/uI4pIyMID/bmqsW9L9T85aN93PniOh7+6ybHpHaiTfwxMsTbY4rF6SYlujuqtWc1QoDzZyY6/h7nQeMj2Kl/nR0EdpyF4Jv6qabh4+PaHz93WgTz5LdMj++O1PH3oJ/hXE3RU3SIMxnxvc8VPN1dNfXddqnOMLjvz+HsYx/O7uUIDxFCnjipeJpnnnmGu+66i7fffpuIiAhqampQKpW89tprJ3PZIcf1F4xiRHwgCrmcsSPCHLlzbzy0gA6dEYvVSoCvxuOK0oPXTWJHbjV6gxmrFfJKm4kJ9+Ouy8dRVd/OgcIGl+MvX5jGH/+zy/G/TAbnzUhicmYEj7yxmd/9fSuP3zyND58+n8r6dv72+QEO24Q4jSYLJrOF6DBf/nL/PEAK5zJbrHTqTRSVN5NbLK2k96xGYrVCz8pJR8ubqWvqnsTK5TJmj+uul6s3upc3e+KW6aTFB+KtVQ0p0U1PhAR48daji+jSm11e7p7ILZb6yegkMJcY5c/UUZEE+WmZMz6GhpYuiipbeNomwiqXyzH3EKSbPymWdbvdc0A9kRYXSEigF7esGM16W3SHJyxWK3f8cS0WixWtWsFTt86gqa2Llz/cS0KkH6/9Zj5etjrth4oanc7rvobZYnVMnvbn1/L4P7YD8MRN3VE0Q439TqW1BGcnBqPZob0z3FCrFFz4wFd9HvPZ8xcM6FqD5dhYMSeF//xQ4Ja3bjCZXcrk9cfL984mLb5bsLauqROzxYq/jxqzxepRBE5wamj3UGp9oIxKDna8E8aOCGPFHJHGM5z5xfkjWT4zqVd7FKQUosHAYrEik8uQy/oWKwzy11JeK00yZUBhWTOXPPQNoYFaXrhztttk++aLRnPzRaPR6U0YjGa+317iqNBmRUpxMZnMfPhDHqOSQzw6H+z22tGKFvRGM14aJRfMSmbmmGh8vFSoVYozbp96aVW8+dv5bM2u5oJZSW770xOC+c+T59HcpifBQwUV55KftR7045z19Uqr25ie1XtbTCYLKqf3bGiQL6NSgzlU2Mitl4xxOz7PKWKjxYOj+0Bht222/WAVi6cm9vrZmw5UMHm058UnT7fVYDspnAkN9Dpl1z7VDOdYE0kj0aff407KYTFy5Eh++OEHsrOzqa2tJSwsjHHjxqFSDX8xHGcUchmzx7mXBVKrFB6N6bKaNlZtK2FSZgTBfhoMtgdMIZdhcBK3vPHC0bz4nz3ouoyMSg5hXHo4Wo3CRcvAaoW1u0pp69BT3SA5DzZnV5KeEExyTCCjUkIdDgutWkFIgOsDN29iLHvzaomP9GNiZoRD1b2/SCoZMGdCLOudBJbS4wNdhBuf/tUMXv14PxazlZqmTuaOj/HoCR7KaNVKtGrpMejSm/jzf/fR3K7n3ivHExXa/QD98oJRfPD9EcaOCMNktpBbLJVnc64JHRroRZCfhqXTEqhp7KS1XU+RLYpFo1IQ6Kfh6iUZFJQ2U93QgcnJQzR2RCiHihpctslkcOVj3xIW5M3CyXEUlDZhsVop6CHOGeynodH28uoymNmcXUFNYycGo5mCsmaKKlocqu5XLk6jtKaV5jY9581IJK+kibqmTi5flEZchPTiL6lqdaxKlNe2E93/ONIvL76/B5lCwa+vntCrmNbxkpYgSiGe7Qxk0g/wzcsXnYbWDD7H8/30gzTRWDEnha83HkUulznGm4vnJrPyh/w+z5PLZWhUClbMTnZxVgCEBbmv8HnCZLbw2sf7qaxr547LxpIUPfy0c4YSDc06frSV5h6IHgHAiLhAYsJ8adcZueOyMXy+tpDSmrZ+y402tOh4ZeVe1CoF9189AV/hlBqS9LQB7djtm4ZWHdOzotiRI6W0Jkb5o1YrMJos1DR00q7rTgFWKmQkRvsTEeTN1gNVLveXFbDa7AS5XIZCDpHBPpTZnBPhQV7MGR/Lp2sLXM6xU9/cxd68Ws6bnuixvV4aJV4aJedNSyT/WBMlVa1EhfoSGqClsVWyd3YeqvHosLjloiw+W1fAzDHRjsUakJwnQ4nYMH+uWNR7OdcAX02v0SgJUb4Ox8CIuEC3/b+6JIu/f3GQYH8tl/dTQaJnFERdUyeHCiVH5mfrClg+09WhMjkzkr1H6gA86p9pnOZFWk3f9l5qrHvb++K680ey9WAV1Q0d3HGpuzPlZLBX+BsuJEb5OaLzL5k7fCswKeUDC205acUSlUrFpElDdxX2TPDSB3soqpByg1OiAxyDtNli5fVPskmODiAtPoiU2ED+9ltXFd/OLiOZicFU1LURHepLWU0b589M4rN13YP+tNHdQljfbOrWXvBk/M0aG8OMrGhHPupjN0zhf5uLCA30YvP+CkbEB6FWKYiP8KWgrJmcow1Myozgkesns+dIrYvD4sYLXestR4X6ulTRGO5sP1TtyOP+ZnORo0wXSIrLz9/p+l1Xrs7jox8lIz800ItZY2NQKOQOQae9R2p56YM9xEf68fhNU/HSqvjTh7u7Vxtk3fmh2QX1KOQyNCo5ESE+xIT5YjJbMJmtVNV3OBSZJ42MQKtuR6mQ89tfTiYrOZTK+g5uf2ENIBkY8ybG0tymJ7e4gcSoAFKdXmZxEX68+sD8Pn+HJVMTHKKts8fFcLSg//rI/ZFX2khzh5mtBypdysueDBMyIvo/SCAQuHDTitHctGI09/1pPUdtaSGfrztKm9NExRN/vHs26X2E7w6EA4X1rLWVyvx0bQEPXitshxPhxff30NBuJNbmeIDuyWBCpB/HPOTEy2RSasBD100i0inNtafCf298v+2YQ19gw95yUaJ0mOFs31w4O5kvX1zhsXJYTWMn//rmEPvza+noMnGsqo2SylbH/aWQy5DLZVgsVod2zf/dMJnJI6VV8q83HmVffh1XL0knLNCLz9YW9OpIG4hoYoCvht/dNM3xf0VdO9sOViOTwfQszyvzU0ZFMuUsF4zdtK9bw2P1jmNupaKXTktk6bTEXs8fOyKU7IJ6m8PKtR+anap4NLe5R6LEhnenPidFuc87brtkDE//awcalYLrLxjptn/5jES+3VpCgK+a5TOPfxx58+HuedNgRMoE+mlo79Jx/XL3tg5lupyiTY5VD+0U7r7ISAoG+o/wPLclVvvBbLGydlcpPl4qZoyJ7vW4wvJmDhU1MG9CLAG+Gnxt2gYywNSj9INSIXMpV9QTb62KP9492237ut1lHKtqI9BXw4i4bqMxLS6Ig0el8LfwXla5nMWzJmVGMMmmn9GbUrLVamXD3nIq67vFbUYnh5CROHxXtJ37MjUukK0HqpiUGe7inU+LC8THJjQ6JrU7B9tstvDTrlKC/LQuL0F/H7XHv+1MyAjnw6eXuWxrdRIwjQj2wlurwmiyUFbTjtli5aV75zg8zrnFDZTVtBHsr+VwSSNWK6TGBPK408vb/tleGiU6vYmZY2Ic98eHT59/Ij8V3loV9101ARicl4EduVzmEJ0dDIL8htZqiUAwnHAOI3YtaefF9NERfLmxBJDyq3uqxHti475yTGYr8yfG0tjaxab9lSjkMtQqBYsmx6FQyEmM8ifIT0Nzu57xwywabyhhdwCHeEhlPG96Iu99l+uiUfDKfXOxWK0cKWnEt0c5yC0HKtF1GRk7IpwtByoZnx5GQqT7qu/olBCUayUNp4zEYLf9gqFDUUULB4/WM3d8rCPdNS0uEJVSjslkYWRiUK9lziOCvfnt9ZP57eubOVTUIN0vMhlNrV2olXIMJgtmixUfrZKOLhOBfhrGpXUvHqyYk+JILersMuLjpaJdZyTQV3ruVUq5Q8jR1Euor9ls4d3vDtPSrueGC0a5pOzGhPny1qOLPJ433CiubOFAYT1zxsV4jP7Ym1dLdUMHiybHu0VzO6f8aNTHnzb5zG0ze90XGeztWFCL8DCvcNZbU3jQMRmXHs5nz/f+zrju/JFEh/uSFh/k8u6x4+etpq3T0G+q9mDx0j1z0GhOz2cNJr7earBF3ocNUAdiKBIZ4gMm4bA4Kb7eeJR/fnMIgMdvnuaY6DvToTPy6Bub0enN/PObQ6THBzFrXDQHCuoxmCykxgVS3dBJZ5eRi+amMGdc7AkJ/jz8i8nszK0mMzHYZeB65raZfLq2gIbWLq5c1LsI0fGwZlcpf/loPwBXLU4jOSaAab3kmA0XvtogVdYAKVSxtknHZ+s0vPf4UseLOzrMl3ceW4zBZHaZDH+ytoAPvpeiDP5w+0yybM6M5TOTCA3Q4uOlYnSKu8jcrtxqXvpgD3Hhfjz1q+l4a1XccMEoDhbWYzZb0aiUFFVIkQwLJsWRmRjsEh43MimEfzy6GJAElGqbOpmR5e448/dR8/K9czha3sz0PhxrZxqLxcona/J54JoTX1V1zpdNihn6wq4CwVCjs8vI7/++DZ1ecp6GBGh56Z7ZfPRTPpmJwWQmhnDjM6sB8NYo+csDc/u95qZ9Fbz4nz2AVB1r9Y5j5Jd2l7tr7dBz+cI0gv21/P2RRXR2GXsNXRf0j4+Xkk4DXDwvleWzkqlu7OCNTw8A8PZXOdz/8wms31tOQ0sXF8xKIjTQi5ueWY3BZOHg0Xoeu2EqIJXBfP5dSTMrLNCLumYdft4q3nviPDcNhLEjwvj375egkMtEOsgQRqc38dvXN6PTm9h5qJpnb5cmptsPVjkcBat3lDLLQ5qzM4/dMIVduTWMTglBhoyDR+sZmxrKU//cQVFFCxfPTSU82JuRScEeRSNBWvx4+d455JU2MW5EGPsL6kiM8uevH++nsKKFgrIm5k+McztvW04VX6wvBCT75njKlw4X9EYzj7y+mY4uE1sPVPLCXa4LlTlH63n8rW2AVNHu0V9Ocdk/eWQkq7aVADB1kKNJAv20vPrAfLILalnqQX9icmYEN1wwksZWPVf2k0rmidc+3s+WA5WolHLefmyxW6GBvz44n/35dYxPF07tvrjz0rE8+NeNqJUKrlqScaabc8Io5QNzuAmHRR+YnAQTe4on2rECZlsesMVi5XBJI/MnxqGQyzBbrIxKDuXWi8dgNJlPKnffx0vlcWCXy2VcMUiOCjvOOgoRwT5M9zBJHm6YnSJd7N/PbLZitUqhsnZ8vFT44NpPZqffw9TjPpjahyNnza4yOrtM5JU2UVDazNg0aeVq5dPnY7FYefvrHI5VSxEUt/1sjEuuZU/S4oP6jE6Ii/BzaFAMZTyVyDoe1CqFIwyuZ18IBH0xnAU8B5OC0mbybAryU0dF8sgvp6CQy/iVTVxNpzcR7K+lsbWL2eNjiAzx7etygGskocncHSruvM2OPTddcOK8dM8clEo1Wtvv2Nph4F/f5KLTmzBbrOzPr+P3TpF4Ta1dDkevc184vxftfWa2WHstZdlbPr1g6GC1WrFYu/vSjsHsbgP1hZ+3mgWTum1O+99/um8uOr3JLVKnN6LDfIkOk8YQuw1bWtOGxWJl1dZj3Hqxe0pSdKivQ28tfhjYNSeC1do9Tpo99IdzFadj1a1u+ydmhLNqWwkyJGfiYJMY5U+iB7FPAJlMxs/m962L0Rf2ccdqtXosTRrsr3W59wSe2bS/ApPJislkYs+RWpZOG5x069OBs+aSVqPEMADtaGE19MEl81LRqBX4eql6nZj6eql4+rYZfLe1mJ2HakiK9mf+pFiyUkPoMpgdK+a9eaCHIkumJmC1WpHLZWfNoOHclxkJwWzcX8GUkZEDqjV/xaIR+HipCPTT9Fv+1JlFU+LZn19LbIQfaU7lYe2TptsvHcvcCbHEhfud9QZ8bLgvsXIFv71+Sv8H98FVS9L54PsjTM6MdPPKCwR9MRCBy+Eq3nk8pCUEkZ4QRHlNG+dNT0TRYwz00ij5y/3zKKttY2TSwNIA502IxWCUqlSdNz2RiRnhrN9bDljx0qg436k0s+DkUSkVaJzeGf4+al68ZzbP/nMnbZ0G5vd4bwf5a3nq1unkljS4rJhOz4rmvqvG09llYkJGOJv2VzAxI3xY2SsCV7y1Kp6+dQYHCutYODnesf2qxek0tXTR2NbFr68ef8LXV8hlA3ZW9MbymUl8s7mYZb0IbibHBPD6g/Np1xkHNY10KKFVK3nmthnsz69ze15Bsh//t6WYhhYdN14wym3/1NFRvPrAPBRyGfEeUriGMnddPo4RccdIjw8a1pU5zjSzx8ewfm8ZXhqVo2zvcOHxW6by6n/3M3lUJGkJQeTkVPR7zlk5S7Ir3hoG4rLph6VTpLC5vnL5U6J9ufuyLLjMJtJoNRMWoO73vKHMgolSVIXReOK/of33768OsycGsw/t2PsS4JI5icDA+2fZtP7vg55kJQfy7u/tuZZm9B7qnqfF+h33dU8nJ9OHzuc9ev1E1Gr1SX/PC2bEc8GMeJe2CfpnMJ/FQJ/+oxT0en2/xw3WMefK5w1WH6rVap791VSXa/fESy2NTSajgYHWJpk3XgpLNhkNBPkqHWMsgMVsQm8enConw5nBGk89jX2RQRpee6A7rLxnv6bF+ZEW5/6+mTWmO9X1eN+L5ypDzbbpSXK0D8m28l7OfXnjhfawcesZ7eOrF6dy9eJUoPd7LcRfRYi/6pS1cyj0YWKkD4mR7v0EoJDBa/f3/jwDRIdoe903lNGq4KLZUjTAybZ9KPTjmSIuzIu3ftstoj+c7oPRSUG89YjU9oH2ocx6om/OIUxbWxv5+X2XaBOcPtLS0vDzO76wPtGHQ4sT6UMQ/TjUEM/i8Ef04fBHjKdnB+JZHP6IPjw7EP04/OmvD89Kh4XFYqGjowOVStWrErLg1GO1WjEajfj4+CAfYJ1dO6IPhwYn04cg+nGoIJ7F4Y/ow+GPGE/PDsSzOPwRfXh2IPpx+DPQPjwrHRYCgUAgEAgEAoFAIBAIhjdCWUkgEAgEAoFAIBAIBALBkEM4LAQCgUAgEAgEAoFAIBAMOYTDQiAQCAQCgUAgEAgEAsGQQzgsBAKBQCAQCAQCgUAgEAw5hMNCIBAIBAKBQCAQCAQCwZBDOCwEAoFAIBAIBAKBQCAQDDmEw0IgEAgEAoFAIBAIBALBkEM4LAQCgUAgEAgEAoFAIBAMOYTDQiAQCAQCgUAgEAgEAsGQQzgsBAKBQCAQCAQCgUAgEAx72gW4AAAgAElEQVQ5hMNCIBAIBAKBQCAQCAQCwZBDOCwEAoFAIBAIBAKBQCAQDDmEw0IgEAgEAoFAIBAIBALBkEN5phtwKrBYLHR0dKBSqZDJZGe6OecsVqsVo9GIj48Pcvnx+cZEHw4NTqYPQfTjUEE8i8Mf0YfDHzGenh2IZ3H4I/rw7ED04/BnoH14VjosOjo6yM/PP9PNENhIS0vDz8/vuM4RfTi0OJE+BNGPQw3xLA5/RB8Of8R4enYgnsXhj+jDswPRj8Of/vrwrHRYqFQqQPryarX6tHzmnsM1rNldxswxUcwcG3NaPnOoYzAYyM/Pd/TH8XAyfZhf2sTXG4vITApm+cyk4/5sQTcn04dwZp5FgcSPO4+xP6+e82cmMiLW74w8i4Juth6sZPP+SuZPjGXyyMjjPv9MjaeCwUOMp6ePjfsq2J5TxaIpcUxIjxjUa5+qZ9FssbJy9RHqmnX8fEkGEcHeg9JegTtDfTw1W6x8tDqPmqZOrl6aQaS4FzwyGP14pEZJaU0HVy/JICrUZ7CbKOiHgfbhWemwsIf2qNVqNBrNafnMN744REu7gT15DcyblIRcLsKL7JxIqNXJ9OG/v8sjv7SZ7bl1zBoXT7gY6E+aEw2XOxPPogBaOwz8/cvDAFQ2dvHKvTOB0/8sCiSsViuvfpyDyWwht6SFleMTTvhaog+HP2I8PbWYzRb++lkOFouVgvI23nsi/pR8zmA/i3uO1PDlxmMAaNQafn31hJNvpKBPhup4ui+vls83lgCgUqt54OcTT8nnnC2cTD9+v72M5g4zSpWaB6+dNNhNEwyQ/vrwnBDdPFbdSmF586Bdz2A0k51fR1unwbEtIyEYgLT4IOGsOEVUN3RwuLjRZVtbp4Hs/DoMRrNjm70vokJ9CPATRp3g3MNHq3SsFIyICzzDrRHIZDIyEoMAyEgMHvB5FouFbzYdJa+k6VQ1TSA461Ao5I5xz/68dRlMZOfX0a4zHvf16pp05Bytx2q1Dmo7exIX7oePl7TKmJEYzLGqVo72sF2tVis5R+upbeo8pW0RDIzc4gaqGzoG/bqx4X54a6U15czjeGcIjh+tRvqd7XMHwdDkrIywcCbnaD2PvbkFixUe/sUkZg1Cusbz7+1iV24N0aE+vPnwQuRyGb+9fjJlNW3EhvsOQqsFPamoa+eel9ZhMFm4acUoLp6bitli5Td/2UhlfQdTRkbyu5umAnDzRaNZMjWBsCAvNCrFGW65QHD60RstDiMqO78WGHVmGyTgqVunU17bTlzEwPNsH359M0dszoo/3TPzVDVNIDjr+MPtM6moayfe9rw9+6+d7M+vIz7Sj9cfXDDg6zS06LjrpbV0dpm4YlEa1y3LPFVNJjzYm7//diHtOiMNLTrueXkdFis8cv1kZoyJBuCDH47w0Y/5eGuVvP7gAkIDvU5ZewR98/3WEt7+3xE0agWvPTB/UNMJTGYLJrMFgM4u06BdV+BOl176fXfmVnPh7OQz3BpBb5z1ERaV9R1YbE7x8tr2Qbmm/To1jZ0YTNLKvlIhJyk6AJVSTJBPBbWNnRhM0uBdViP9/kaTmZpGaZWhrLbNcaxMJiMhyh9v7YnlCQsEw53WDj32xcDWzuNfURQMPiqlgqToAJSKgb92axt1jr8r6gbn/TWYOEe2DcZxAsFgoVZJz5vC9ryV10g2QmVdB2bbRHAgNLZ2OSaM5U52xqkiwFdDTJgvlXWebVf7351dJhpbu055ewS9U9kg9YXeYKaueXAjXuqaOzEYpfv0dNx3AqiqH/xIGcHgcdZHWGjUCoL8NEQEe3PhrMHxnN175Xi+2VzEzKxotOqz/iccEoxLC+PqJelUN3Tw86XpAGjVSuaMj2X34WoWTY47wy0UCIYOkSE+jIgLpLiyhWXTE890cwQnyPyJsXy18SgxYb5Mz4oiJ6fhTDfJBbVKwYUPfNXvcd+8fNFpaI1A4M6W7Eq+2FDI1NGRNLcbmDMuxuHEGAgj4oL45fKRFFe2cu2yjFPSxne/zeVQUQPXLx/JqOQQABZMiqOspg2DycIFs7rFw3+5fCRKuZzEaH/S4oNOSXsEA2N6VhRbD9YREqBlVFLIoF47KyWUny/NoLK+nWvPO3VRPQII8FXToddzzXmn5vkWDA5n/Wz73W9zaWrT09SmR6EYHG2JUckhjpeK4PQgk8n4+VLXwaRLb2LdnjIAfthRyhWL0s9E0wSCIUdrh4GCMin3eV9+Lb9YlnaGWyQ4Eb7fVoLJbKWiTqz8CAQnwttfHaS+pYv80iY+fe4C1CeQJnrpghGnoGUS5bVtfLq2AID3vsvlhbtmA5Iz8JaLs9yOjwzx4TfXCgHGocCW7Cqa2/U0t+vJLqxnQnr4oF1bJpNx9RJh054OWtoNGE0WdufWMH+iWPwcqpz1KSGjbY6FpGj/QdMzaGjRsftwDUbTwMMKBYOH1WplX14tDS06UmICABiZKFYaBAI7PlolMbZ82rQE8WwMJ3bkVPHlhkIARqeEApCVIhzkAsHx0tTWRVSYNA6mxwf166yorGtnX17tKRfXBEkwfFduNT5alUP7IMv2vPeFxWJlb16tCF8fAtiFXX29VSREDlybaKCU17aRnV836NcVuOJlE90cmSxEN4cyZ32ERXSoJIJZUdtOVX0H0WEnJ4qp05u475UNNLfpmTs+Vni6zwB20Sm1SoG/t6RT0doh8vQFAjt6o4kqm+jm3iNCdHO4sDm7ghfe2w3AoaIGHrl+MlUNHUSG+GA2iTFOIBgoJrOFB/6ykbomHVmpoTx5y/Q+j69u6ODul9djMJq5anH6KQ8P/8O/d1FQ3saY1FBevX8eja1dA7JP3191mE/XFqBVK3j9oQWEB4my7WeKNp1UKVBvMNNlGFydnoq6du55eT1Gk4Vrl2VwpYggPmXobKKbW7IrWT5TiG4OVc76CAu7KKPBZKFhEASKuvQmWtr1AKeklJGgf2oabH1qNNPUJvVpTaPoC4HATlunySHY1iFEN4cNx6paHX9XN3SiUMiJDfc7LqFOgUAg2QeNLZJ90NymR6Xs+xlqatU7xGGrT4M9YW9bdWMnWo1ywItpdruzy2CmuU1/yton6J/6JkkU2WiyOPpzsGhs6XJEcVfXixK2p4O6Zl3/BwnOGGd9hMV152cil8uIDvUZULhdfwT5a7nvqgnsz6/lZ/NPXV6joHeuXz4SlVJOXIQfEcHebMup4oKZSf2fKBCcI9hFhnfmVgshqWHE1UvSyS1upKmti4eum3SmmyMQDFu8tSp+c+1EdhyqZsUAShVmJgVz44WjKKtpOy1j5u2XZrH5YO1xiyLfcOEotGqlEN0cAlw8LxWDWU5UqA9ZqSc/v3AmKzWU65ePpKq+Q7zDTzFZqSEcrezgwWtExPxQ5qx3WAT7a7n7inHHfV5Di45XVu5FIZdz/88nEOCrcexbMCmOBZOEMMvpYEt2BV9uOsaCSfFcPDcFgNBAL+65crzjGHt9coFA0I2PlwpvrRKtWpRaHur8b3MRq3ccY/nMJJ69feaZbo5AcFYwa2wMs8bG9HnMe9/lsudwLdecl8El81JPU8tgXFo4U7OO345sbtNTUt2KTAZmixWFfHDE5AXHT6Cv5oTmF3ZWrs5j28FKrlyUzsyx7nbsZadQ7FXQjY9Wja+XAZlMPEtDGRFn2gs/7iwlu6CevXm1bNhbfqabc87y8ZoCiitb+dc3OVgsp14ISyA4G2hp1/PfH/Mormzlve8On+nmCPrhna9zKK5s5Z/fHDrTTXFgD48XCM5WGlp0fLKmgKLKFt5fNTzGyY9/yqewrJkfd5ZypKTxTDdHcIK0dxr48IcjFFe28u53uWe6Oec023OqyC9t5rN1hWe6KYI+OOsjLE6UrJRQ1Eo5crmMkYNcX1kwcLJSQqmoL2dcWjhysZIgEAwIX281afGB5Jc2MyFj8EqtCU4NE9Ij2JlbPahl8U4WtUrBhQ981ecx37x80WlqjUAw+AT4akiJDeBoeQsTh8k4OSEjnB2HqgkP8iIuYvArUwhOD95aFRkJQRw51sTEITTun4sE+mlo6exkQnrYmW6KoA/OmMMiOzub5557DplMRlZWFo8++ihvv/02a9asITo6mueffx6VSuVx2+lgVHII/358KTKZDF+v0/OZAnduWjGKyxdnEhLgdaabIhAMGxRyGS/cNZumVj1hQV7o9UKcbSjz6A1TaGjRESrGOYHgtKFUyHnx7jk0t0nj5HDg/BlJTBsdhY+XCk0/ZVoFQxe5XMZzd85yvKMFZ45nb5+J2SInyF97ppsi6IMTTgkxm81cd911GAyGEzo/Ojqad999l5UrV9LQ0MDOnTvZsWMHK1euJD09nZ9++omGhga3bacTP2+1cFacYWQyGeFB3iJPUyA4TpQKuTCEhgkKuTTOiSgygeD0olIOv3Ey2F8rnBVnAeIdPTTQqBTCWTEMOGGHhUKhoLy8HIvFckLnh4WFodFIQpYqlYqCggKmTJkCwIwZM9i/fz85OTlu246Xf3x5kNtfWMP2nKoTamdP3l91mNueX8O6PWWDcj3BwDAYzfzh3zu59+X1HC1vdtvf0q7nsTe38OCrG6ltFCWgBIIH/rKBSx76mre+OHimmyLoh6fe2c4lD33N8+/u/H/2zjs8qjL745+p6b2HdJLQCSGFlkhVQBALWFB2bYsNde2997bq6rru2v2puGJDURAFpJdQEgiQENJ7r5Nk6r2/PyaZZEgCaZDC/TyPj2FuO1Pue8973nO+Z6BNkZAYNhiMAq99cYC73viT9Lze6T0Igsjb/zvEqte3cCSzop8t7Born6amc59m15Fibn91Mx//fPSc2SXRRl5JPXf/409e/jwJg7F/NX8MRhMvf57E3f/4k8yCjj6vRP/x4DvbueLhdWxKyhtoUyROQ59KQlatWsUzzzzDXXfdha+vr5XCqlzevVhIeno61dXVODs7W45xcnKivr6e+vp6HB0drV7rCbuTUvh5RykAn6xNRqUr7tHxp9KsF1izyXyOT38+jDPlfTqfRPdJOVnBnlRz0OnnHdncu3yy1fYdKUUcyawEzIKpUhsoifOZgrIGMvLNTs6GPTlcf3HkAFskcTr2Hy8DYNeR/gmsS0hIwPGcKnakFAGwdmsWj1zv3uNzZBfVsXm/eYHqu80nmRh+burctye3+TSbkvK5dn5Hn+brjekUlmsoLNdw2cyRUunsOeb3ffnkFNeTU1xP6pSqftWLOpJZye6W58HabVk8sEJquXm2qGnQYTAKfLXxBPPigwfaHIku6FPA4oknngDgp5/ahLlEUUQmk5GWdmbF5draWp5//nnefvttjh07RmmpObig0WhwdnbGycmpw2s9IT5mIuEHtWQW1DI7LoyYmL5NYkVRZELyblKzKkmcHExMzIQ+nW+4o9PpOHq0fyL/4QGueLjYUtOgI3aMT4ft40d64mCrxGASmRQpCedInN/4eDhgZ6OkWWckbITLQJsjcQbcnW2prtfi424/0KZISAwbQvyc8Xa3p7KmqVO/oTv4ezkQ4O1IYbmG+HG+/Wxh14wf6WHxaaIiOvdp4sf5klfawKhgN1wdbc6ZbRJmJoR78sf+Qtxd7Agd0bP5yZkIG+GCp6sd1fVaYsf27rcr0T1kLaWYQ0V493ylTwGLzZs39/pYo9HIgw8+yMMPP4yXlxcTJkxg9erVrFy5kt27dxMVFdXpaz1BqZDzxl2JaJoNuPTDYC6TyXjhtunUN+pxdZIeDucSd2dbPnxsHjq9CUd7dYftIX7OfPbUfARRxN5W0h2ROL9RK+V8+dxCyqoaCfRxkkQ3BzmfPnkhBWUaAn0cB9oUCYlhg4ujDf95eC5avRGnTvyG7mBvq+LdB2bTpDXi7NC7c/SGUH+XM/o0f714LJdeMBJHe7Wk8zUATB3vy1fPLcRGrUCl7F9NETcnWz54dG6XPq9E//HOfTNp1oOfp/T8Hcz0KWAxYsQIAARBoLKyEm/v7kenfvvtN1JTU3n99dcBuO+++4iNjWX58uX4+/tz/fXXo1arO7zWU2QyGZ+sO0ZabjW3XDahR1H2vUdL+OTnY0wI9+TOK6OQyWTI5bIBD1bsSS3h03XWdp0PqJTmh8LxnCre+SaFIF8nHlwRi0opp6ZBy8uf7ae4QoNapeDGS8aROGnEQJssITFg3PTcRuoa9USFe/LkTbEDbc55SZ1Gx8uf76dZZ8RWreBEXg1xY314/MYpVvvJ5XKC/fp3hU5CYjjxw58n+XV3Loumh3DF7IhuHXMks4J/f3eYUH8Xgnyc2HyggCUXhLEkcWSPrq1UyPs9WLF2WyZ/7C9m6exwFk4P7XQfW5szu+jtF+N2Hi7i81+PY6tWotUbuW7BGGZNDug3myWsyS6q5d3vjuLn4cjDf41F3UMh1I9/Psqe1BKunT+KObFBHba3+rznGlEUef/7IyRnlHPD4nHMmOh/zm04l9z71nYq6w0snR3ODYvHDbQ5El3Qp4BFfX09zz77LBs3bkSpVJKSksLmzZs5cuQI995772mPXbx4MYsXL7Z6LTo6mltuucXqtVtuuaXDaz0hr7SeLQfM9Yff/3myRwGL7zafpKSqkZKqRpbODsffa3BE377bkjEo7TpX/LQ9i6IKDUUVGtJyq5gY7sWuw8Wk5baJaq3ZlCEFLCTOW47nVFHXaO7gdLilDlri3LM7tYRj2VVWr+09WjpA1khIDF2++i0dvVHgq9/Sux2w+HFrFkUVjRRVNCIDRGD1xhM9DlicDX7ZmUNto4mvfz/RZcCip6zZlEFpVVO7f5+QAhZnkc37Cyko01BQpiE1q5KY0d2fXzQ06Vm7LQuA//2e0WnAYqAoq25iw55cAL7dnDHsAxZGk7l5xLqd2VLAYhDT6y4hAE8//TSOjo5s2bIFlcqcshYdHc2GDRv6xbj+wM/TgVB/Z2QymD6hZzfd9Il+AEQEug6q1kOt72Ow2XWumDreD7lc1vLdmuvzJ4abNSxak02mD/MBVkLidISPcLW0yPRwkdp1DRQTRnrgZK/GRq3ApWWF1s/TYYCtkpAYekyPMj/Te/JsnzbBD7kMArwdiRtnnkwOlsnXxAhPoH99ldb3Zm+r7PdzS3RkUqSnuSW1uz3hAa49OtbBVsXE8NbfgN/ZMK/XeLraMSrYDej5vGkoMzbUY6BNkDgNfcqw2LNnDzt27EClUlnKEtzd3amqqjrDkecOW7WSt+6dhU5v7LG2wRWzI5g/NQQ7G6XF+R8MLJ0TwYJpg8+uc8XsmECmjPPFRqVAoTDH3IJ8nfni2QUYTSKCIOJgJ+lYSJy/qNUKfnhlEYXlGoL9XCQNiwEiwNuJz5++CJMgYqtWUlbdJAlrSkj0gvuvjeHWyyfi2INn+0VTgkmI8sdGrUQhl6FpNvTo+LPJXVdO4vZlin615+oLR7E4IQxbtQKt3iT5QWeZuLG+fP3CCNRKucUX7S5yuVkTr0lrHHTfk1Ih57U7E2nWDT7bzgb/un8WDTqRAG+ngTZF4jT0KWDh5ORETU2NlXZFcXExXl6Dq0uDQi7rtRDjYL1ZB6td54rOvk9zvd8AGCMhMQhRKBQE+0kdQgYalVJB62glBSskJHpPbyb37X2FwRKsALO+muNZEAhv9Q0d7PqUQC3RTey6oTPSFTKZbND68nL54LWtv7G1VeHiIjVSGOz0aXp35ZVXcvfdd3PPPfcgCALJycm8+eabXHPNNf1l36BGqzPy4mdJlFY1cu/yyYwN9eDjn4+yPbmIK+dGsDghrM/X0BlMvPRZEkXlGu65JprIIDde/nw/+WUN3HN1NBNaUsqGKxv35vH91hxmTh5BTlE9pdWN3H9tDKNDuu6nvj25kA9/OorBKODjbseTN03F0/X8K52ROL+5/KF1GE0Cfh72vHv/BQNtzrDjuqc2UN+oJyLQlTfvmXnG/VdvTGfj3jwuSQxj2Zzu1eBLSJxvCILIW18f4mhWJX+7bEKPSzjSc6v5x+qD+Lo78PiN8ahUCt786iDHc6q45fKJaJr0fPlbOlPG+3LH0p51nhsMJJ8o46XP9mMSRFYti2JunFn7oE6j44VP9tGoNRDs60xabjUrFoxhXvzg0UaQ6D51Gh23v7qZJq2RlZeOZ1E/zCfas3ZbFj9uzWRuXCB/vXis1TZRFPnnN8mkZFRw4+JxzBzmOih/e/EPahtNTJ/gy6M3TDnzARIDQp9CsCtXrmThwoU899xzGI1GHnvsMebOndurbh5DkaPZVaRkVFBa1cT6Xblo9UbWbsuiul7Ld1tO9ss1jmdXcSi9nLLqJn7dlUNabjUH0soor27il13Z/XKNwcz63dlU12v5cWsWKSfNn3WrGFBX/Lg1k9oGHY3NBrKL6tl5uOic2CohMVhIOl5qEZIqaSfCJtE/5BTXUd8ianqyoPaM+4uiyDebMqiu1/Lt5oyzbZ6ExJClqELD1kOFVNZpWbs1s8fH/7o7h9KqJlJOVpCaVUlheQPbU4qorNPy0/Ysvv/zJNX1WjbszqVOM/RK5X74Mwut3oTBKPDNpraxZN+xUtLzaigo07DzcDFVdVp+2No/fqjEuWfDnlwamgyYBJHve3EfnIlvN2dY5iqmFl+hlbLqJjbvL6CqTsuP2/r/2oMVSRB7cNOngIVMJuP6669n/fr1pKSksGHDBm644YZh22bzeE4VG/fm0dhsYFNSHiZBwM/TAaVCzowof2zVSqaO9wVgZnT/RCTDA10Z4eWIUiEjIWoEIwNcCfRxRCE3/3u4M2WcWYxo6nhf/DzMn3XsaC/e+voQv+7sPGBzQctnL5fLcLRTET2q++12JSSGAxPD2jKv+pKyKtE5QS1jMICbkw2bkvJIzeq6G4tMJmNmtHm87q9ng4TEcMTXw55RwW7IZG3P8iatgQ17csks7Dw4WFrVyPrdOVTUNJMw0R+lQo6fhwORQW4t/3dFJoPESSMs99/kUd442fdvq9JzQeKktoyTObGBlr8nhnvi7myDrVpBeIC5FHBmdADpudVs3JuHzmA657ZK9J7ESSNolaibNr7/RTlbu8fMmOjfQX/D09WOcWFmAcrz6XkltRYf3PTJk121ahXx8fFMmTKF0aNH95dNg5LC8gYe/fcuBEFk/e4csovqkMvgrXtnEujjZOmV/PiNU9AbTD3ux9wVTvZq3n94DkaTYLnGew9a/3s4c+380Vy3cDxqlQJBEDEJAvf/czs5xeZ2tV7u9sSP9bU65vJZ4SyaEWqZUPRUDElCYqijM7Y5p4rzUJj3bCOIZiX+hiYDcrmMf36TglwGb983y9K56FTuuzaGO6+c1G/PBgmJ4YhKqeCNuy+w8qPe+SaFXUeKUasUfPz4hbg6WdebP/7+LsprmvnFJ4d/PzSHNS9djFIhtyye/ePvM63Ot3ROxJC9DzOL6gCQARe0a93u6+HAJ0/ORxRFlAo5eoOJqjott7+6GZMgkllYy6plQ68E5nwlp6gOQTT/nZZb3e/nX3nZBK5fNLbT+0CpkPPKqoR+ncsMBc7HJgZDiT4FLGbPns3+/fv5/PPP0Wg0TJ48mfj4eGJjY5k4cWJ/2TgoMBgFhJbRQ98SqRZE0Bs7Bg76+waXyWRW1zj138Od1s9TLpchlyvQG9rS15q1htMeIyFxPmJsl+JpPCXdU6LvmAQRvdH8uRpa/i+Ibc+GrpDGJQmJ7tH+XmnNDjCZBExCx/FMqzdv1+mNAJ36R+3PN5TvQ13Le0WGZQxqxRycNk+61CoFBqMJQTT7rdqWz0ZiaNCka/Ntz1Z2zJnug6F8n/SGMz2/JQaWPgUsli1bxrJlywAoKipizZo1vPfeezQ1NZGWltYvBg4WQv1deOT6OPJL6pkbF8iWg4WoFHLe/OoQNmoFz6yciofL6YUdiys0PPfxXuRyOc/8bSrevVSM//CnVP48UMDS2REsPQ/F266aF8m7a5JxdbJhSrtUOVEUefPrQ+xNLQEgfqwv918XI0VNJc47PFzsUCnlGIwCnq62A23OsMNWrSQq3IuUjHKiIjw5kFaOh4stQb5dp5R+/utxNu7N5ZLEkSy/aNQ5tFZCYmhz11WTWL8rhzGh7p36Wc/eMo2dKUWcLKxlxdMbuO2Kid0umc0pqeOhd3agNwjcvGQcSy4Y2d/m9ysrLx2Pj7s9ni62PPvRHqrqtMSN9eGJG6d0KMf283Qg1M+Z4spG4sb4DJDFEr0hcVIAX/12gvpGfa+eF/uPl/LOmhTC/F144qb4Hi1yCoLIP1YfJPlEBX+7dBxzYs8P4dawLrIjJQYHfcqVz8rK4n//+x/3338/1113Hbt27eLqq6/m/fff7y/7BhUzJvqzfP5ovN0duObCUdQ06CipaiS3pJ6kY2cWa9mRUkRRRSMFZQ3sbplU9xSjSeDn7dk0NBlYuz2rV+cYqhw6Uc6GPbnsSS3GaBKprNWSkV9j2V5Vp2XrwUK0ehNavYntKUWU10iCgxLnH8dzqiwr/4XljQNszfBD02wg6XgpeqPA/uNlNOuMFJZrOJ5T1en+oijyw5+ZNDQZ+PEsCKhJSAxn3J1tWbFwDDGjO590hwe4MjsmkCMnK6nT6PllZ063z/3b7ly0enMmwo/brH0qURTZerCAHcmDR7jb0V7NtfNHI4hQWatFFCHpWBnV9VrLPjnFdfy8I4uUjAqyi+vR6k38ebBwAK2W6CnHc6qortdiNAnsPlLc4+PX786ltkHHoRPlZBXW9ejY8pomticX0dCk5+cdw1/cv5U9R3s3L5M4N/QpYLFo0SI++eQTpk2bxq+//sp3333HQw89xKxZs/rJvL5RUNbAT9uzqGk3kPcnuSVtg0CI/5nFWuLH+eLsoMbNyYaY0b0TglQq5MyaHIBMBnPbCS61JzWzkl92ZqPVDZ8UwJMFNTzz4R7+/d1hAFRKOSF+zoQHuFr2OZZdRYifE61JkZMivPBqaVzNxN0AACAASURBVGeadLyU3/bkSunxEv1Oq1O79dDgcQiDfRwtf6uUw1/Dpb5Rz8/bs6wCmGcTB1slURFeAESP8kKtlBPo48SoILdO9zeX8Zm/BynjS0LCTEpGOb/uyuk0FTvpWCkb9+Z26GDQFf5eDowL80AhlzE7pnPfqDNmxQRadH7mxVkf90dSPv9YfYjXvjzA9uTBM74DTIr0wr5FUDnEzxk3J3MmXbPOyMP/2smHa4/yw5+ZhAe4oFTImTzKi7Xbsiiq0Ayk2cMKg9HE+t05HDpR3u/nVrd7brcvg+4us2MCUCrkhAe4ENJDMUkvVzsmRXghl1kLu7an9f4cTj61m6PNmXeSGDD6VBLy2muvceDAAT755BM++ugj4uLiLP/5+fW/qm2P7fvyACVVOnYdLua1uxL7/fyt6vsKuQxPlzOXd4T6u/DlswsA+tRJ5f7rYrh3+eROHd+iCg1P/Hc3giCSW1LPnVdO6vV1BhMmk0hLKSY+7g589/Jiq/e/63Axb3x1EIDbrpjAwmmhlu3Hsqt4/uN9ANTUa1k+f3gLxEqcW7YcKODt/yUD5lTKrh7w5xK9UbT8fT4ELN76+hAH0sqwUSv49MmLzrr6v8EoWDoW1Dbo+faU8agz7GyU6AwmHO1UZ9U2CYmhQE5xHU99sAdRNJfLrrxsgmXbkcwKnv/E/MyubdBx9YVnTolXKRW8sioBQRB7FBQcE+LOj69dgih2DCYOZi0g35YuKCknKyirbkSrN2Jvq0IURUwtemuCKPLWvbMQBJE739hCQZmGH7dm8vnT8wfY+uHBj1uzWLMlG5kM3rpnJiPbLaD1FRt12/SsdeGtJ1wQHUBC1IheBcgVCjnP3za9y3spNavScn9W1+uGTYljk07SsBjM9ClgsWTJEpYsWQJARUUFX375Jc8+++yg0bBoFcnsTKSpP7jzykmEB+QSGeSGl1v3BpT+avna1SAkCCJiy8zeZBI73WcoMjrEnYf/GktZVROLEkI7vP/237HplEHWyukQhs9nIjE4MLa7z7q7Gni2sbVRWjQs/D0dBtqcs07r5y4IomXcP5uIgNAy5hhNQrecwuduncbe1BISJg3/dtQSEmfCJLQtQpwaDGjvuxh76Mf0ZoImk8nozDWbPzUEURBRKOQ9yto4V5gsPi6WjhL2tiqev3Uah09WMi/OrD0gl8ssn6lJEBBFsd980fOZ1t+tKLZ9F/1FZJAbj1wfR0llI4tmhPbqHH3N5utynjEIfZ7+wNVx6LU5Pp/oU8Di+PHjJCUlkZSUxMGDB7GxsWHWrFnEx8f3l3194v5rJ3M4q7bXK57//v6wWdxyTgTXdBLhd3G06Vbk/1wS6OPEkzdNIbeknoun926QG4xomg388GcmpVVNhAe6WtKxW0mcNAKd3oTeYGLBKe87KsKLB1fEUF2vHVaficTg4ML4IARRRAbMjRsc4lS2agXjwzxIzaok7pS2v8ORe5dP5vd9eYwL88DlHKR12qgUjAvzJCWjnOhIrzMfgDnDrquWpxIS5xvhAa48dkM8xRUaLj5lQhY9ypv7r4uhtkHHohkh/XbNd75JZkdKEddcOKpbguUKuYxFCWH9dv3+5v7rJrMpKZ8J4Z5WmVtjQz0YG+phte8910Tz0mf7MQkCGfk1jAp2P9fmDjuWzo7AxckeP09ztktPeXP1QfaklnDdgjFcNrOj2OuMif79YWa/ExXpxQPXxVDTMDx8ahdHGxqamwfdfE7Cmj4FLO68807i4uKYM2cOjzzyCEFBg8NZbyVshCtjwnqnjGw0CWzYnQvArztzLAGL4zlVvPhpEu7Otrxw2/Rz4hz3lLixvsNuknI8p4qTBeYU7DWbMnj5syQCfZx47tbp2NkokclkXDgluMvjL4gOOFemSpxnyOUyFk4LGWgzrKjT6EjOqABg/a4cls4a+k7F6XBztj2nzoam2cCBtDIAftqezXULxkjaFBISPWTahK5Lh2dN7p9ndvKJcl774gA+HvYW8cFfduUMiw5rHi52px33dAYTT3+wh5ziOubGBVGr0QGw9VChFLDoB2zUCq6Y3bvfUUOT3iKEun5XToeARZPWwBP/2U1JZSMP/iWWyaN6p3t3tpjZT/fnYKBOo8MkiGzYnTOs3tdwo0/FzVu2bOHVV19l2bJlgy5Y0VeUCjnRo7yRy2XMbSfEtPVgIfWNenJL6jlysnIALew5Gfk1fLflpJWa9FBhbIg7Yf4u2Nsq0RtNNGqNpOfVnFZkTxRFNu/PZ+Pe3HOSJi4hMRgZbLXXwwFHO5VFFE1nMA3JMVVC4nxg4548NM0GsgrrmBjugVIhI8jHkdSsoeW/9YbswjqOZVfRpDWSX9qAu7MttmoF0yd0vnK/60gx63ZkYzBKtfxnG0c7FdGRXsjlMhIndfw+0nKrOVlQi6bZwOb9+QNgYe8xmgR+3ZXDtkEkRN4dJF9pcNOnDAuA77//np9++omysjJ8fHy49NJLWbp06RmPKysr47bbbiMzM5Pk5GRKS0u56qqrGDlyJCqVik8++QSAjz76iM2bN+Pv788rr7yCSnVuBMtyS+pJyShHFKFJ29ZtY+bkAHYeLsLN2ZaJEZ7nxJb+oElr4PH3d6HVmziUXs5Ld8wYaJN6hKO9mn/ePwuAZz7cY3ndVt11b+ntyUUWMUSTIA6L1DUJie7QPkCnN0oP4f6mvklv+VzlMhnuzrYDbJGEhERnNDTrLX/fvGQC//vjBHtSSziSWcVHj8/Dw6XngoZDhbAAF8aGupNTXMfoEDcOnzRn3R3PqWJCuLX/mppVySuf7wfMK84rFo455/aeT+gMJtLzahAEkSOZHYNno4PdCQ9woaSykbmxQ2tBeO22LD7/9TgA9rbKIZPxXdOgG2gTJE5DnwIW77//PmvXruWmm27C39+f4uJiPvroI8rLy7n99ttPe6yrqyufffYZd955p+W16dOn88Ybb1j+XVVVxb59+/j666/54IMP2LRpEwsXLuyLyd1G1sU/xoV5sPr5i8/KNQvKGnjyv7sBeP7W6QT6OJ2V6wx1rSVvd3NHFrkMbNVKth4q5N01KUQGufLcLdNQKTsGMYb4W5aQ6BFD/R4f7Az/visSEkOT3/fl8Z8fjjA+zIOn/jbVEkxUyGXY2/Z5jW7IUFXXzGP/3kVDk4Hnbp1Oc7uFt84coq58XomzR+tzujMBVAc7FW/dO+usXfvLDWl8/+dJ5sQGcddVZ6+b4JASdx1Cpp6P9Gn0/vbbb/niiy8YMaJN9TwhIYEVK1acMWBhY2ODjY21/sO+ffu49tprueiii7jhhhs4evSoRcBz+vTprFu3rkcBiy9/S2ft9lxs1Qr+++i8Hq2CBfs589CKWN777jAbdudy4HgZkUFu7DpSDJjr1mNHe3MwvZzLZo7khsXj2HIgn399e5hRwW48d8s0nv5gD6lZVQA88tdYZkSN4J1vktm8P5+lcyL468Vjra757+8OU1VnTi3ee7QEb3d7nvzPbk4W1KBUyHFztuXlO2bg4mjD+t05ONqpuy0oam+r4oEVMfzzf8lkF9WRkV/TK5Ggc833f55kzeZs5sa1DaqZLVoWggh3vvGnZd+jWVVc8fAvuDraUKvRoZDDncsmIpfLCfBxZPkTv6IzCMiA+66LGbSCRhISfaWurs7yt0HKsOgW1bVarn9+IwD+ng4UVzZatr33QCJBfm013472alRKGQajiCCKXPXYr/h7OfDSHQldti1d9doW8ssaCA905a17Zp7dNyMhMYhJz6vmif/sRqc3IZfBP/4+k/DAtpaQn/1yjLXbsoge5UVyRgUmk8jihFCCfJ35z/eHEUTzZO+xG+KxUSl4+fP9eLvZserKKP793WFMgkhyRgV/fWYDV8yKYNoEPy6eHsrrXx4gI9/sP4wNc7dkVzRpDTz2/i4KyzU8tCKW+HEdV4Q//vko63Zkc9HUYG5ePHCt0T9dd5QftmZhq1awdHYE32w6QcxoH8prmsgprifY14mGJj3V9W2rxQ++swMZYKdWYBREquu0XHL/TwCMCnLlRMtncsPisdiqFFw0NYSvN6bzzaYMEqNHcP+1MQPxVgc9P+/I4v82nEStlPPvh+fi07KY1h3USnnL4poRpaLjTHlnSiGvfnEQAG83Oz5+4iKr7Wu3ZfLxz8cAuOeaScyNs9Zw23m4iDe/OkhYgCsv3DYdW7X1dO+bTRmAOcB3x9KJKBTWYfijWZUcy6niovhg3HqYQTg2xB0btQI7GyUhfs49OnYgKa9uHmgTJE5DnwIWzc3NuLtbC/e4urqi1fa8ntfb25uNGzeiVqu54447mDp1KvX19Tg6OgLg5OREfX19j86554i5fkqrN/Hthn3Ehjv26Pi8wmY0zQYAKmqbqaht+zELgkjScbPo2q87s5jgp+XHzRUYjAJHs6r4fWuSJVgB8M3GVFT6Ev5IKgLg+y0nGe3VhKKdUFtGftv+zrIqfttSRVpuNQBGk4mSykbW/r6fhmYTmw+bP4vSojxGBXQvpfFIViMNTeb38/3vh7gouv96Rp8tticXYhJE/kjKY9WyKORyGZmFtac9plVYytzqS2T+lGA+/vkomua2FYYt+wukgIXEsOX11akDbcKQ46cdmZa/2wcrAN763xGr1S5NswGDsa3sRmcwkVNcz4m8amJGdxR6FgSB/LIGoC3gKiFxvrIzpRid3qyTIIjw295c7gxsW+X9bW8eJkHkQFq55bVNSfkE+DhZ2neKIvy6Kwd3Z1uadUbyShvYsDvXqr1kQ5ORz9enAebs2NZgBcCRk5U0aQ3UNuh48N0d1DeaS0e2HCzoNGCxscWm3/fmDWjAYsvBNr92/e4cjCaRfcdKLdvzShs6PU4Emls+8837Cyyvn2j3mRxMK+OlOxIA2LjP/H63Hixk1bKoDhNeCdh52LyAqTcK/HmwoNNugl1RVt1EXYuvejynusP2z35Js/xdXtNxIr1uR47l77VbszoELL7dfBKDSeREXg0ZeTVMjOi6m5Veb8TOrq2lZ51Gx1Mf7MFgFDiWVcVzt07v9vsC2HO0BJ3ehE5vIiWjnHnxXQviS0h0lz6NQImJiTzwwAPcf//9+Pv7U1RUxNtvv01CQkKPz6VWq1GrzTfMrFmzOHnyJE5OTpSWmgdijUaDs3PPInUzY4JYszkbRzsV1yya2uOOHqPGGtiZvp2iCg3+ng6EjnBhZ4p5gFIq5Eyb4MuBtHIuvWAkCid3RvgJlNeXMybEnfmzp3AgZx8H0suRyWDFoknEj/PF4acyGpuNCCL4B48iwLut7GNppQNrt2Vx4ZQg5s+ZgMFo4kDOPtJyqxABR3sVJ8tkuDk7AuaARWRkBDFj2hxkQRDZsCcXmQwWTA2xUq4PCW8mJW8PTc0GrloQw8iAsxuw0Ol0HD16tE/nmBsXzLdbspkXH2R5L6OC3UjP7VpsUyGXWZyW+DF+lFU30awz4myvQmcUUCrkeLvb8dP2LBbNCEWpkBK8JYYXd185lgfeOzDQZgwpLp8dzg9bswDwdLGlsq4t8P7IX6xbdZ+aReForyLAy5ExIZ0r78vlckYGuJBVWMfYUEmdX+L8ZtbkAP5IyqNJa0Qhh8WntA5dkhjG2m1ZTB7lxYG0cvRGE4tnhCICOUW1CII51dzVQY2LgxqlQo6TvRK1UoG7sw0NTQYMRgEXRzV1GnMgQqmQ4+dhT0lVEzIZzIsLwt5WxR9J+ZZghY1KwUVdTK4uSQxj3Y5s5k8d2MnX/KnBfPNHBg62Ki6bFc43f5wgdrQP+WUN5JbUE+TjSH2TORATHeHF0ZyqDll29rZKdAZz8MLLzY6KlgnxRe06rV2SEMY3mzK4IHqEFKzogjmTA8kpScdWreDC+J7pTPh5OuLrYU9pVRPxYzsGuW9fOoFnPtpn3tejY+bGFXPC+c/3RwC4qpNAiSi2Be46K8tofcbZ2yqtghWt+7ce3/o7OZWtBwuortexOCEUtcq6DHtmdAA7Uopwsld3GsCXkOgNfRqFnnrqKZ577jmWLFmC0WhEqVRy8cUX88QTT/T4XBqNxpJNcejQIf7yl78QEBDA6tWrWblyJbt37yYqKqpH57xqbiR/uXhCj21pxdFOxfsPz7X8+/mPzYOHUiGzEmuqqmvm5hf+wCSITBnnyxM3TQHg6ZXTrM6XU1xHY8sqv7ebHX6e1hkf184fzbXz2yL3KqWCZ1ZO5bqnNtCoNVJdp6O6zhyRXX7RKEL8nIkdYz0Y/JFkrt802ym3egB5uNjxzv2zrbI6BjtLEsO4cp61+JOmJUsEICrCk8yCWoJ8nS3ZKCZBxM/DgQdWxODhZsf9/9xGRn4ttmoFXz6zgEMnynm5RVzKZBJ63ZZKQmKwUtX5IpvEaXB1tLUEO6vqtERHmtPRlQo5ahvroGZxpcbq36ufW3jGWt23z2I9soTEUCI80JVQfxeOZVehUCjwdLXOEj3VFwLzqu+Nz/+OSYAJIz04kVfD1uQiy/aaBj0b9+VhZ6Pg6xcuxqZlErUjpQi9wUST1kBJVRMA9y6fzOwYcznt1PF+/LYnF6NJ4Kmbp3apHfaXhWP4S4sQpU43cOJ8KxaMYcWCNp/oilnhANz4/O8ANDQZLELxlfVaq2CFWilHbxSsxAWvnhuJIIp4udlb+ZNL50QMi9avZ5MF00O4dHbv22l/+NiFXW5r/x3ZdBIwWjQ9lEWnEZJvH1R3sOt4fOs55TIZgiBaLW7WaXQYTeaARX5px8z2lIxy/rH6EACNWoPlvmglPNCVT564CJlsiGlYSAxq+hSwcHR05LXXXuOVV16hpqYGNzc35PLurVYbDAZWrlxJeno6N998M3FxcWzZsgW1Wk1MTIwlOBEbG8vy5cvx9/fn+uuv77GNoigiiPRpkm4yCSgUcpRK8znkMpnVzS2XySyOrlJp/f4NBhNKpRyZTIZSIUcuM6dAxo317dSm1mtZkMk61JYBzIjyJ9jXOuPEJIio2l1fdYot//vjBKs3phM/1pfHb4wfsgNJ+4yISxLCiB3jw2frj1sCFmCub23V6FC0/CYVCjlyuczqOzr1+5KQGA6oVdLvujeYx0QRZFhWjRQKGfJTxspTh25BhE7KkCUkJLpA1fIcV8hlHe6n9rT6RHK52c8yYF7MUShkYOy4v0IuRxQEQIFJEEmI8kcmk7Fxb27btds9933c7fnXA7M79bMGEyZBRH6aCWDr56lUylEqZOgNHX3AEH9nsgrrrMpm3vv+MGNDPXj+DGn/er0RtZRp0QGTIPbL/OJU2mctdKZxAWA0CsjldDrv8vN0JDWrCoVchp1NR12l1t+GeX5iva399Tqzrb0PfupvDMxdaJ79aC8OdipeWZWAt1v3tT0kJLqiz6NPbm4uGzZsoLy8HG9vbxYuXEhISMgZj1OpVHz22WdWr7XvGNLKLbfcwi233NIr22rqtTz+3200NOl58uapTBjZ8zak327O4IsNacSM9uG+5ZOZMNKTyCA33JzaRGjcnG15eVUCGfk1lqi9Vm/kvre3UVCmwd5WyZv3zCTQx4kXbptBYXkDc+Ks08cMRhOPv7+bE/k13H7FRBZMCwHMD/NXViWQnFGOl4sdOw4XMWtyoFWwok6j4563tlJdp+WOZVFMGefLvmOlrN2WRUKUv6Vrxub9+Ygi7DtWiqbZgJO9dRrYUOGyWSP559fJuDqq+T0pnxc+TeLqeZHMnxrMxr15gLkG/dH3dmAwCpYaTZNJ4Ps/T3LpBSNJiPJn5+FiDhwvpb5Rz5gQdyl1TWLYEOTTM70eCfj7m1stfdjD/J0tKbEyGdic0j7Z18MRZwe1JZW8pl7bYZVYQkICsovq2HWkmIQof0L9XSyv37M8mkfe20lZVRNbDxUyZZwvG/bkMjbEg8mjva18ojuWTmT+1BBeXpVAWk41s2ICKKnQsPlAAet35wLm+1QUzeVZVz++niBfZ0qrNDg72PDqnYlcNCUYG5UCpVJOQlSbUPx73x3mtz25LJwWwh3LepbFe644lt02AXztzkRcndSs25GNg52K+VNDAHju1mkkHS8lfqwvzTojR7Oq0OqNlFZqaNKZ0/rHhrjT2GykuFKDQm5eWRdE8/lLqxq7zC656YXfqahpJjLIlX/8XRIMbiUlo5xXv0zB18OeV+9M7JFPLYoiL36aRNLxUq6dP7qD/sUF0QFU1jSTU1LP7Us7ZopvO1TAG18dQiaDp26eQuwYa92VlZeNZ2SAC8G+zvh5OnQ4flSwG7kl9UQGunYIgvl5OnLf8snsPVrCDYvHdjjW3rYtAGLqRNR7T2oJTVojTVojR05WDBkNiyGUfH5e0qeQ8rp167j88ss5ceIEdnZ2ZGRkcPnll7Nu3br+sq9PpOfXUF7TTLPOxO6W7h49ZcuBAkQRDqSVodUb0elNZBXWWtWHgXk1f3FCGA4taVj5pQ0UlJnThpu0Rg6mmwU6J4R7snB6qCVdsZXiykbScqsRBJGthwqttgX6OLEkcSTTJvrz0F/iOghCHc2qpLJWiyCa1bUPpJmvlV1UZxGPS82qpLK2GZkMZkaPGLLBCoCkY6WIQI1GT1KL2NQfSfmsWhbF7JgAS/bL0exqK0Eprd7E6o0n+L/1aWS0CN8lZ1TyzR8ZPP/xPqrqJIVgieHBhj25A23CkCO7qK2zSlZRPYczKwHQ6kyk53YURZsw0gMANycbXJ16po8kIXG+8MyHe1izKYNnPtxr9XqT1khpVRMisPVgIe+sSeGbPzJ47uO9VNU1U1TR5hP92SI0GR7gyiWJYbz33WHuf2cHMllbq9JWl6y0qglBhNySerR6gfKaZlKzKpHJZMyKCbQKVoB5IQdg84ECBiu7U4tp1hmprG3mSGYFP27N4tNfjvOvbw+zJ9Xs2/p6OLAkcSS+Hg6E+rvg7WbH/61PswQrAH7fl09RhQZRBKPJHKywVSsI8nHiRF7numBNWqNF4+KkJBhsRdLxMgxGgYIyDRn5XeuqdYam2cC+Y6WIolkEvjM8XO3w93Kks36bG/eaf7eiCL+3LNS1x1at5OLpoYwL8+j03HtSSyzvwWTqGHSYHRvIozfEdyhdB3j/u8OWv3/Ymtlhe5CvEzLMmRohfi4dtg9WBPHM+0gMHH0KWLz99tt88MEHvP322zz00EO89dZbfPjhh7z11lv9ZV+fmBDmSWSQKz7u9syN65kgTiuXzQzHxVHNhfFBbD1UyGe/Huff3x9h95GS0x4XNsKFieGeyOUyfNztmTb+9B0pArydmDHRH1cnGy45RYDqTIwf6WFJSfN0tbc8wO1tlBZRzz2pJRhNIqIIEyN6nmkymLh4WigeLrZMDPe0SsWTyWTcd20M91wTjW27FVH5KWFTvcHE5TNH4uKoxrdFzEihkFtKRyQkhjrTJwYMtAlDjvZpsCNHODN9gnnMdnFUMz6s45hZVGEOBtc06KhtGLiadgmJwUxrdpLtKVlK/l6OJES1+DyJYZZFHHNJg5xAb0emT/TD1cmGi6eH8P2Wk/y6Mxut3siulu4Mm/fnW/QaXB1tcLJXMTHcE1cnG6IjvfB2syMyyPW02ZNLZ0fg7KBm6ezws/H2+4W5sUH4etgTEehK7Bgfq4yvzvQNzK8rOrymUsmJG+uDi6MaDxdbQvycSZg0gvyyBv75TTLHsqto1hn53x8n2JRknhDb2yoZOcIFmQwpC/UUZkUH4Nnii44L7Tww0BVO9moWTAvBxVHN5bNGdth+Iq+aN746yOqN6Xz+6/EO26+cG4FSIUOllLN0dmSPbV86O7zl2uE9LoeaPNrb8rdPJ4KgOcV1iJiDYrkldR22S0j0hj6VhDQ2NjJp0iSr16KiomhqauqTUf2Fo72qz+lr86cGW1Sh1+3Itrze2cOgPUqFnBdvn9Ht6yjkMh65Pq5XNro42vLuA7M5kllJQpQ/zTojB9PLmTLOl4KyBrYeLEDdrs4sp/jM7WH1BhOqFu2NwUZUpBefPTUfo0ng+mc3Ut+ot+p/PTsmkNoGLd9tycTVyYan/zYVD2dbrn5iPTq9ieM5Vdx9dTSLE8Jo0hrYdqiQiCC3AV0l1RlMHbJuJIYGJpPA2m1ZyGRw6czwQSFq6+nWVp6gGgLiCrsOF5NdXMeCqcF4DVC968JpoazbaR7j710ew0c/mzscaZoMNDTpO/Siv/SCkXy+/jgxo73xcOlZn3oJieGCKIoYjEKHTgGtvHjbDPanlRF3SieEXYeLGOHlyB3Lolq6CXgTHelFRJCbpaPbo9ebu/N8v+Ukn7VM2pwc1Cy5IIzth4oIG+HMoRMVyGTw+E3xjA7ueQee6xaM5roFA9emtDuEjXCxEmi8JCEMFwc1djZKJoZ3vgA1KdKbp/82lYYmPceyq9h3rJTr5o+2lBu38sUGc/tMmczcJWX1xnTWbjN3S/Jys0OnNzF5tDdP/W0q7s7SONeeyGA3Pn1qfq+PX7UsilVdlCGpVQqL5p2dTcepWvQob358bUmvr33F7IheC84vnz+a7JI6KmuaebYT7ROTqV2qQhdzCL3B1OWYMVB4uw2tsk6D0cTabVnY2yi5eEbooJyvnY6eznv6FLC48cYbefPNN7nnnnuwsbFBq9XyzjvvcOONN/bltP2GSRD75abQ6ozY2ihZnBCKi6Mae1tVh+4cZxut3oiNyiwiJYodhW4CfZws9YcujjYsmmFWD37kvZ2UVTdhp1ZYajxdz9DedVNSPu+uSSbI15nX7krsdLAcaOqb9Nirlbx2VyJHTlYwbYI/RpOAKJqju5+sMzs30yb44eygNqeO2ijR6U3Ytau/s7dVsfA0SsvngnfXpPD7vjzmxAZy7/LJA2qLRM9ZvTGdNZtPAub02RWnKGYPBHY2SuxtlTRpjYzqhRN/LskvrefVL/YjirBmUwaXJIZxy2W97+7UW268ZBz+nva4udji5WZvGfdUSnmnK1Dz4oOY18NW6HqJZQAAIABJREFUdhISwwmtzsjD/9pJbkkdd145iQundKxV93a3t/gjrWQX1fH6lwcBqKxr5o6lUdiolV0+i+1s23wQlVLOyksnsPLSCZgEkW2HCvFwtiXEt2Pbe4PRZBZFH+SCmj1FLpcRGezGw//aiU5v5JmV0xgb6mHxVVtp9VNnxwRy55XW5zAYBWQyuPaiUfh7OuDlZkfoCBd2HDZ3XpHJQNOk57UvDiCIkFfSwJM3Tzln73GooDeYzIL6vVyoOPU7ayXU34UXb59BaVUTs2LOTsZkV9cGcyBSZzB12tL2UHo5e1PN5dg//pnJ9YusdS7MZSxmPDsJ5v+6M5v/rk0lItCVV1YlWHT2BoyWr27qeL+BtaOH/Lg1yxJwdHWyZUbU6TP5BxOtQehxYR48dWNMt47p00x09erVVFZW8sUXX+Ds7Ex9fT2iKOLl5cXXX39t2W/r1q19uUyvefz9XeSWNvHIX2OZ0osfoiCIPPPhHpIzKrh6XiQrFo7hguj+GTgOpJWRmlnJohmheLuffkXxhz9P8ukvxwnzd6a8thlBEHnhtulEBLqd8Tqt5SGtk/nwABeWzT19+tjOw0WWGtC80vperVqcTd5dk8zv+/KRy2V88Og8Fk4PpaCsgVWvb8FgFFi1bCLyFkGpfcdK2bg3j8ggV+obddjZKLnt8nM/GTod25MLW/5fJAUshiDFVW0ZZSVVjQNoSRuCUbSkSh/Lrhpga06PeSVJhqmlCH17cuGABCz+830Kvye11RKvujKKmNHeRAa54ewwdDV/JCTOFgXlDWQXm1O+d6QUdQhYZOTXsCOliJmTAwgPcLW8bqNWWDqrNTTqufrx9bi72PLG3YkWQXOTSeCn7dmIosi8uEC+3phOrUbP618e4MXbEhgT6o5CLmNObCDPf7yPpP+WcvmscG66ZBxg1vZ69qO92Nooef2uRHw9OgoPDmWOnKy0lKIlHSvlhz8z2XeslNgxPjz9t6kd9s8prmPLgQJmRPmjkMt44j+7UchlvLwqgblxQVTVNbPiqQ1omg042qswGgTeWZOCXCFHMAoWX1KijYPpZbz+VQperva8fneiJTOoO4iiyDMf7uXQiXKumhfZoTUowPiRnozvWC3SLeo0OtZuyyLM34XE6BEdtv/3xyP8sjOHGRP9O2R3G00Cj7+/i+M51dywaGyH9rbtFzE7+12M8HZAJjMHF306md9sTylCFCEjv5aSykaCOgk2nlNaEkJ2pBSycgB8j97S/rO3G2L35/aWltTHsqu6XVLbp3f4+uuv9+Xws05lbTNGk8Du1JJeBSw0zQaSMyoA8w3WXyuntQ06XvhkHyZB5GRBLS/dcfrSkR0p5i82u10px4G08m4FLJ5ZOY3dR4r574+pAGQW1tHQqD9t+cOSxJEUlDUwMsDVyskYLGxrESUVBJF1O7L426UTOHyywqLYX1Cu4ZU7EkjNquCLDemAeWAEaNYZyS9tGFSrzlfNi+TXXTkdUjUlhgY3LhrLyfwaZNBhpWGg2HygTYRrsOtI+Xo48NpdiXz9+wmyi+q4YoBqyTcfsBY73pFcyIu3JwyILRISQ4EwfxdmTPQno6CGJRd0nFk99/Fe6jR6ticX8fnTbanzI7wceeXOBIrKNaRkVGA0CZRXN5GRV2Px1Tbtz+fTX44BUF2vpVZjfr4bjCL700oZE2p+hmt1RpKOm1d7dyQXWgIWScfL0OpNaPUmjmRWDruAxdTxfmzan0+zzsjcuCDueG0LgEV0/VRe+DSJ8uom/kjKZ0limCWgnZJRQbCvM2m51WiaDYC5DA4Ag7n8JNTfmcRJHSe95zsH08sxmkRKqhrJLKztkcaHptnAoRPlAOxILuo0YNEXPlibapkUBvk5WXUWhLYJ4+7U4g6tVStrmzmeYxaa3nG4qEPAYkyoOy/cNp3aBl2nv4tvfs9AFEFvEPhpexa3XWFd9nLZzHDKa1IZF+ph0dkbDNQ06AfahB6xaEYoLo42ONiqmDzK+8wHDCKumB3OZ78cI3qUN+4utpQUnvmYPgUs4uPj+3L4WWdsqDu5pU1cPD2kV8c7O6hZnBDK3qOlXDmnd7VenaFUyrFRK2jSGnGwO/NXcMXsCD795Rijgtwoq27CaBKY3Y0UMUEQ2Z5cRLPOiK+HPaVVTchl8O2WDABmRgcQGdQx6DF5tDcfP3FRz9/YOSIyyI3ULPOq8QUtkePpE/3ZerAQncHEnNhA/D0diQx242B6ORn5tZZ2hSF+zsSO8WHttiyatQaWzonosmRIEETWbstCbzSxdHb4WUtbu3JuJFeeIetFYvDi7mJr0bnxGCQ1vjNjg/jgp2MDbUa3KalsJMjHibuvnmTVMro/OZBWRkpGBYtmhHba5s3DxZbymrZOQddcdPq69sMZFexPK2P+1OAu2wFKSAxnFAp5l9pb5dVNGFtaHrZ2T2vP6GB3Rge7E+jjREZ+Dd7u9vh6OPDxz0eZEO5pdUzoCGeiR3mRmlmJjUphVRZva6Pk8lnh7Egu5Mp5bc/RC+ODOJhehoOtiimndFYbDrg62fDG3RdY/u3iqKZOo8epi2wwR1sV5Zj9GndnG8L8XVAoZCS0pJFPHuVNgLcjReUaAnwcUSnNn/Nls0bifQZdobScanYeKWJ2TOCgXOQ6W8yJCSQ1uxY/T4cuu3F0hZO9mksSw9iTWsKyuf03v2il9f5RKuSd6gRcPS+SH7dmMicuqEPJlI+7PRfGB5GcUcHSWZ3bVliuoaZei85g6lA2Hh7oSnpL15kJIztqrEyb4Me0CYOv/EKtHFoaEHqjQGFZA3a2KqJHeQ0pDYuZkwOYOdk8j9XpzkGGhV6v57333uOXX36htraWgwcPsnPnTnJzc1mxYkVfTt0v3HdtDDY2fRNSvPXyidx6+cRu7280CegNJqs+xafiaKfi9bsSycivYfrEM9ccJU4a0avo9s7DRXzcIhy3/KJIjudUc/hkJT9vNwvL7Ugu4v+eWdDj8w40z906nR0pZsGu1oCLu7Mtb/z9Aqv9KmubSc+tRhDNolUrLx3P+JGe7Ehu+1xkchlLEsM6/b62HiqwrPColYoBW/mVGNxs3JvH/6031xE62g28JgqAXm+0/K1WDe767bScKt74qqWevbaZB/8S2+/XqG/U8+Kn+zCaRDLya3jtrsQO+7z/0Bw+/vkYYQEuzJ8actrzaXVGnvt4L3qjwJHMCt65f3a/2ywhMVgRBJEmnRHHTgIRrby7JoVGrRGZDO67NrrL/SKD3Pjvo/MAePTfOzmaVcW6Hdl89tR8nrp5CqII8eN8mRcXzBcb0lizKYM1m04SGehmyca46ZJxlsyKVgJ9nHjvwTn98G6HBv+8bxaH0sutOji055mVU3ns/V0Ulmt4/4dUPnniQjxc2kQG7W1V+Ho4UFiuoahcwwePXdhpOv+piKLIsx/vpbHZwJ7UEj4ZxItd/U14oCsftPx2e8Mtl004bfljd+YTXbHy0vGMDnYnyMep0+yiJReM7DQrCswd9+6+uut79kBaGf/54YjFxhsWW997uSVt2eDp+TXMiBoa2TmergMj+N1b1m7NZPXvJwDzgstQy4LSNBuw74FGYp882ZdeeomMjAzeeOMNS2QnIiLCSr/ifKJOo+O2Vzaz/MkNFl2CrgjydWZefHCHgaix2dChJ7JWZ0RnMNFdWs/haN8WaXdztuvQdqn99p7Q0KRHGMCGxUqFnNkxgZ1mhwiCiKbJnNYliqIlKyLEz5nRIe40ac31ma38tD2La5/cwK4jxR3O5dTu83GyV2E0CTRpDf39diSGOI3Nbb8JTfPg+H2o1UpL53Zb1eCrbTQYzffSv78/zEP/2mlZMT1T96XeYDQJGI1t4mFOXYx7arWSW66Y2C3nSqGQW8burs4nITEcEQSRJ/6zm+VPrOf/1pvFrZu0BksWYyutz1lbtRIf944TJqNJsBo7oe1eslUrUCnlxI31Jb4lO0LTpLcKkCgUsgH1QwYbHi52XDgl2CoI0R69UaCs2qy3pJDLOvVlnFq+M5VKcdpAtyiKNLT4WTKZzPK9ONlJY2F/UafRcWvLfKK1LLwnqJQK5sQGEh7YdcZLSaUGQRC63N4VjvYqyzO7s+efc7vXepN12v73dS5pPzcYCrTPpnIaYrZ/s+kEy59Yz4Pvbu8w5+2KPnmymzZt4vfff8fe3h653Dy4+fj4UFbWeQ3dcCerqM7yQNh7tLTHAp1/7Mvj3W9T8Pd04B9/n4mDnYq0nGqe/GA3SoWcV1clEOx3enGajXvzeO+7FPw9HfnH3y/ghdum06wzMnW8HyZBJMDHCbVSjqbZQHQvap4+/vkoa7dlMTHckxdumz6oUpBMJoFH3ttJel4NF8YHsSOlCLkM/rJwNLMmB3Lry5uorNPywLUxvHDbdI5kVrBmk7m7w76jJcw4Jdslbqwvz986Db1BYFSwG7e+spnK2mbuXT6ZWZPPjmqzxNAjNbPC6u/BUN7jaKsi0NeJ/NIGEqMHl3J0ZW0z9/9zG/WNekuqqihCmL8zfyTlo1DIu2z11lPqNDrue3sblXVablw8FmcHdZdK4DqDiQff2U5OcT03LxnPZTO7VjtTKeW8fncix7KrhmW6uYREVzQ06UnNqgRg95FiQv1ceGP1QTxdbPnH32da9LH+fnU0cWN9iQh07TCp0TTpue/t7ZRVN3L31dHMjTN327l3+WSmji8mItDNqiTkmz9O8OVv6UQEuvDQX2LZf7yUZz/ax7gwD168fcagaCU92EnLqcLQUqJjMArc8dqfLJwewh1L28bam5eMJzWzkso6LTtSiliS2PkY+OKnSew7Vsr8qcHceeUkXlmVwOGTFT3ScJA4PZmFtZRb5hMl/b56fsdrmyko0+DqZMMXPcy0dne2xdFWRaPOSKCPY4ftD/81lv9bn4abky2XnuY52hVvfHmQ7SlFzI4J4L5ru9dBoj8I8Xc5Z9fqDwK9nVDKZahUigFrB99bft2ZA5j1BSvrtN06pk8ZFiqVCpPJeuW/uroaV9fzp4atPePDPJgyzpdAH0eWXBDW4+P3Hi1FFKGoopG8UnNK1aET5ej0JhqbDRYn4fTnKGk5h4aCsgaiIrwsDrpCLiNx0gimjPdjblxQr3pq70ktAeBIZqVFtGmwUNOgs9TN7W8R3GrWm1CrlOSXNVBeY+6wknS8lKgIL66aN4q4sT4E+TpxSWLn39ekSG/ix/mSXVRHeXWT+fhjpZgEkTpN9+quJIY3JVZdQppOs+e5o6FJT35pAwApGWceN84lJ/JqqK7XYTSJBPs54+thzzXzIi2iwntbxpj+IKuwznLfZxbUMSc2qMv02tLKRnJabTh6Zht8PRyYGxfU60w1CYmhiIujDZfNHImfhwNXXziK3anFCIJIeU0z2UV1lv1sbZTMiQ3sVN8lp6SekqpGBBH2HSu1vG5no2RObFCHY/a03I8nC+qIDHIjs9Ason0su4r6Ruk53BlNWgPadqWBcWN9mRThZdVZ4NSxtrpea5k87DtaSmeYWnwoaPMHPV3tmBsXdFoxd4meMWGkZ8t8woklXfinfaGwXAOYmwC0LyHtDidya2hoNiAIIgfSyztsl8vl3LB4XK+CFQC7W35X3XkO9yeHOnkvg5mD6WUYBZFmnXHQd4M7lfbagUpF9wLOfcqwWLBgAQ8//DCPPvooAOXl5bz00kssWrSoL6cdsqhVCp64qed9qgvKGvhlZzaRQa6UVGkI9XNhVEu5w7z4IA6dKEOlVJDQjVTlK2aHU1rVSNgIFyICXdmeXMjGvXl4utrx14vHWKUL/rIrmw27crl4RgiLZpx5QDSZBEsa2Ohgt06FtAYST1c7LkkM40BaGZddMJItBwtQyGXMjB6Bg52KqeN9Ka5stAQnbFQKnrq5rf2XKIr883/J5BSbe8pHtCs5GT/Sg2kT/Ciq0DDCy5Ebnt1IrUbH8otGcdW8SL7dfBKTIHD1vEhLGcqfBwvIyKvhitkReLl1nqYp0TP2HCnmy9/SmT7Rj+sW9K+qdm+ZGxfI6o3mOsJ58YEDbI2Z1knFvmOlLL9o1IDYIAgCz3+yj/pGPY/dEG8ZeyaP9iZ2jA+Vtc3cdsVEQltWNbYfLqK4opFmnYFP1x3lxkvGd/taxRUaftqexcQIL6tMqfb37ZmCyIE+TlwYH8TxnCqW9aPIsgToDaYuxY37e5+e7CdxelIzK9lxuIixIe5sTS5EhowVC8fgaK8iYZI/nq52JB0rRSYzL9iMH9m58GBeST2/7s4hbowPcWN9GR3szowof/JL60+bydTK1fMi+eyX40SP8sbH3Z5rLhzFl7+lM2Wc71kT6R3sHMuuYltyIbMnB1o6prRyNKuSpz/Yg1IhJ2aMNzOiRjB9gp9Zkd/Zhv1pZeiNAitOeYYG+zozNy6QtJxq3J1t+XBtKkajwJhQd2bFmJ9tCrmM6+aPZvOBgm59dxK9o7fziVaq6pr5/s9MwvzN5eenkjhpBLv+n73zDoyyvv/46/bIXS57kk0gEDbI3g4EFXfrrrO2WqtitdZfW1ttba2j4m61rVXbilYRtyKC7E0ISQjZe6/L7f3747l7cscdEIRKkLz/Su6ee3J57p7veH/en/d7fwuFufEolce3FZxSkEh6kg6zxcniqeFrntYuMz9/YTMalZznVixCeZytnulJOupb+0lLCFdv/C8g8Su05g8xNeqxMHNcKh9vqUUul3LWmNNL3TQqI4b2HisGnZIYnYrBUFMnRFjce++9PPnkkyxfvhybzcaSJUu48sorufPOO0/ktEMOdqcbt9t7zEqa1191j9GrjqtV4tlV+yiv70UqlfD6w0tCspyT47Q8dfeCQZ9rfF4CL/38bADae6w88eYe8TmHy8ODNwiO3habi7+8J0SdvvzeARZOyTgmAdFndtDmryDbHOGMrNHsQKtWoJCfOpO/YBOjZXNCzQ/vvmoKcqkElVJGb78dg06FNEhKumFPE+t2NwLw21e38+YjS8XnFHIZD904nbZuC7c99qX4+I7SNuKi1fz7cyE+Va9VcvH8PJo6TDz9770AdPbZTmjiGcYAnvz3HpwuLw1rTSyZmTUkTJI+21on/vzJlnq+f87R0yW+LdyyfBy3LBc2/YN1YT6Z+OfHZew+KFQsHn99t2h0qVHJefjWmSHHuj1eWrssADhcXt7bUM2iaRlkpw5Oovns20WU1nTz6bY6/vnrJcT61WNKhXDfDgZS6dGNxobxzaFUyLjovjVHPebDpy4+KecZ7LmGcXT4fD4e/fsObA43n2+rI2AXUdtipNtfhS+t6cbpbzOYUpB0RJLo6f/spabZyNodDfzrkfPRqhXiWmQwmDU+jVnjBzYT8yePOO6W2+8afv+PHZisLrYVt/LGb0Ml/fsqOnG6vTjdXjYVtbCluJWfXDFRNBG/8ux8blg2EMFtsjpxe7yoFDLuuWoKH2+u4eXVB8TnP91ex6jMWNIShQ3k988dzffPPTVE+HcJHq+PfrNDnK8Oh9MlxPJGHyH55Wh4dU0Jm/cL3mx5I2LEwkAA9183jfu/YTZCWW0PzX6FxtYDrRRkhxJm//fSVnr7HfTi4A+v7+ThW2cd1/kD527pMkd8PuCBFbxXOhH4/IPbZ1vruenCwRdKTjVe/+QgdqcHnB7eXldxXAERpxrN/vWe0eykb5Bq9RMiLJRKJQ899BAPPfQQPT09xMbGDilPg5OBli4zP1u5CZvDxf/dNINpR2Gx/vj6LrYdELwQHvzBWfSZHGjV8rBJ3GiyU99hJjVOS2KsVhysdBpFyLHdRhsxOpUYOeTz+WjvsaKQS8VqpdPloanDRIJBg0IhQ62U0dNvJ1avRq2UoVLKcDiFtp2oICm0Qi5FLpPi9niRy6RHJBl6+u0YopTIZMLfvGRBHttL2sJimP77VQX//Pgg6Yk6nr5n/jdyNT5RWO0uvD7hOvb024mOUuJ0eWnvsVDfZuKZ/+xFpZAycoSB4uoepo1J5s4rJ+Jxe1EqZciCZElGi5M//2cv91w1WSCiLIIBkEIuRa2UYXd60KrlXHXuaILbZ2P9kkitWiEed6TJ6EyC1ebCiyws/up44fYMmKwpTyExFoz4GDU9JmHATYgZOpJYm81JWX0PUwtOvseCw+XB7nAfdcEQ2MgAmG1HN9CSy6Rcd/4Y/vV5uWik5/Z48Xh9x+xPN1udovTZ54Nuo53YaDVWu5OOXhtxBg37ytspyI6LaP43jGEMIxwSiYQYvQqbw41SIcXu9EeUqhUiYVFW2yMe/866SmZPSEOnUaJUSEWTWxgw4dNphYJGS5cFlVyCRColLlqNy+3FbHUSG63GbHNR39pHfkYcXp8Ph9MTMs7YHG7cHq/oi+HxeDFanN+oxfV0RoxejcnqitiGce70TPYd6qC9x0q/xYlWJSchRhP0WhVmmwupBPaUd/DEm7vx+QSz01/84KywaFSVQopGLafbaMNodhClVmDQqVAfYT43WZ3IZVJxvjdbnchkUlq7LIxIjBpURd/ucOMK+py/a/B6fTz04mbKantYPj+X2y4OTQvpNdm55+kN9PY7WHHNFFHhEozAZxhpvR1Ydyrk0ojFSJ/PJ+4VpBHm2D6zneLKrojEoEGnQiIR5tvYCN+/aJ2Szj4hIjw1QkLJsXD9+QV8tLWGiyN4qNgcblY88zVNHWZuWV7I0pknT9Ua6ToMZVjsA+sqx3G29ZxqXHXuaP7xUSlTC5KIN2hobTz2a05o91BVVUVMTAwJCQmoVCqee+45pFIpt9xyCxrNd0MCX17XK7rV7qvoOCphsbNUELVsKW7h35+X89baQyTGaHj6ngXihLunvJ3fvLJdfM1PvzeJFVdPYdfEdvIzY8QB/q/vH+DDTTUU5sZz/7VTidYpee7tItbvEdJHbrt4HOfOyOIHv/1cVDtEaRSMzY5j18F2ZhSm8MubZ7ByxUK+3tvER5tr+HJnPYW58SyeloFSIeOZexfw+fZ6zp+VFbEy8s+Py/jvV5XkZ8Twp7vmIZdJyc+I4YON1fzjw1LG5yUQb9BQ3dTHG/5Yx+ZOMy1dlm89i7u2xcjPn9+Mx+Nl3qR01u1uJDNZT0uXJcS93OrwUFwtLLJ2H2znpke+OOI5v9rdiMfrpaXTQmWj0DObnRJNjF5FW7eVyxaNFLOkH/vxHDxeL5NGCUamcdFqnr5nAQ1tJtHl/EzGvc9sxOGGJ346jxFJ4T3Ng0WwK3yvyUm07tQvUutaBiK8altMp/CdDMDm9HDVrz7F64MYnZJXHzp58X59Jgf3PvM13UYbdwcZ5h2O1m6L+LP5CI7fgUVTjF7N984ZRb/FyZqN1WjVcu7980bG5cXz2I/nHJEIb2o3ceeT60O+F+X13Rh0Sm577Es8h6UI3H3VJM45K1weO4xhDCMc4/Piae2y4AkiihvaTcwoTAnxngCw2t08/3YRpbU9RGuVPHXPfJJiteyv7KSkpguVQsqKa6bw1tpDotk1wKUL8thd3k5ju5lLFuSxZmM1Pp+w0dKo5ZitLu6/bipzJ6bT3GnmZys3Yne6+eXNM5iUn8j9z22isrGPyxeNDItX/C7jsR/Pobiqk4n5iWHPdfbaqG3px+3xIgFuuqgwZDNW02zknx9/jkwqqHJ9/o/X7vTw8CvbyUjWo5BJcPk/d7vTy2P/2Cl6hIFQGPrzvQvCIjP3lLfzu7/vQKOS88RP59PeY+XRv+3A6/Ph9fpQKWW8+dvzQwitw9HWbWHFMxux2l08dNN0po/97q2hrHaXSPjtKmsPIyyKK7vo6RcKIR9vqQ0jLEpruvn1X7chk0r4451zyU0PVVBsLRaSRVxuL529VpIOM2V85q29fLW7icmjE3nkh7NDnuvqs3DTo4KS+IV39rPqsdA2f5fbK35nInm53bB0LA+/IrQkXTD3+P031myqpqffwfsba7h4wciQ5+pa+0X/jU+21p1UwmKopLwNFoFCKkB7j+0UvpPjR3VTH61dFspqe8ISpo6EEypRrlixgv5+YbH++OOPs2vXLoqKivj1r399IqcdUpg5LoVpY5IZnRnLBbNzIh5jNDt4+b3ikIE7YH7Z0WujoX1gE7O7LDRBZeuBVtQqOfMmp4e8PnBcaU03Nz76BXc9uZ5dQa/dWdZGW7clpDXDYnOx359YsPtgOz6fj/REHQXZcZisgvpgT/nAObJSo/nhpePJTImcPLL7oHBsZWOfOCjtKe/A64OefodosFVa0y3KRfNGGMg9BU67ZTXd2BxunG4veysEGXpDu+moN4J6EH11u8vaRbICoK6tX2yL2XdoIB1i/MgEkawIICNZz5yJaae0RWaowOP1Yra5OBhUkfsmCN63yofIdXUFLeZd7uOPCPtfoL65T7wn+8wnNx6svrWfrj4bPt/AGBEJ+qCqjloZWXH1ixc3c+MjX/DQi5sBRGPhgKFvSXV3xPazAPYc6giLNlQrFeyv7AojKwC2FIXHFw9jGMMQ4PZ4efPTg7z2USl2p5sD1YKRW/AYB2CxOplRmIJWLUenGdh4NnWa8Xp99JkdVPnnzf2Vnbg9PhwuL23d1jCiY2dZG43twgZkR2mbuBFyub30m4UI9YAZXnldD2abC7fHR1FFJ0aLU5yfjzYWfRcRo1cxf/KIiCq3ospOce3jAxraTGzdPzD27TnYjtPlwebwkJaoIztVT3SUUjTkbGw3cfjoWR1kqArC5q6ioZfDUVQhfN4mq4vyuh72VwjvJTBOO5wemtqPTuyX1wuFQo/Xx75Dp5cR4mCh0yr5/jmjyEjWc30EPy6NamB9GqmgeKC6y/8ZuimJYMjfYxwgEj7fXh/2/Cb/XLjvUGdYrOT2koF7yRph/t1aPPBd2lUWft/t86/B3R7vN1rzBYiarr7wTXhw3K7mfxCDfjpBE0T66YaYp+Cx8PkO4TtZ0zzQYngsnNCKv7m5mdzcXHw+H2v5NWrnAAAgAElEQVTXrmXlypU8++yzbN68+UROO6SgVSt4+NaZPHn3fLF/z+Px8uZnB/nbByXYHG7e/Kycj7fU0txpITs1msmjErl+6RhidCoyknXk+ZnPL3bUY7Q4UMiFXZdSIeWGZaEDVVFFByvf2sfCqSPITNGTHCewos2dFi6al4NaKUPpzyfPTo1mTHYccpmEaK2CuGgVaQk69FoF1y4ZzTvrKvnL6mJyU6OZPymdvBEGLl0YylYGY9uBVp5dtU8kIq5ZUkBWip7LF40UW1AumpdDbLSKtIQoRmcJppQLpoxgUn4i4/Li+dXNM06JrGre5BFMHpVIYW48F87JQadRMHlUIpnJemRSCdFRCpRyaYgbrd3pQaeRhznUymUS0hKiSInXsnR2Dlkpegw6JUmxGi6al8Oy2dlkp0Zz1blCfGVxVScr39rHgeourHYXr7x/gLfWHhrOiA9C3ogYpo1JZvaEEzM1mjJKqCbFG9SkJ347hkzHgkY18P2JUg8NSWFBTryYKV6YG3eMo48PhXnxzJ8sjCeXLTryeHLjhYUYdErUShk/vjy8t7Kjx0ppjbCYKavtwePxcq1/zJlakERmip5rlhQctb1s6cwsMRoVQCaTcM70TBZOGSEShf7EbeQyyUmtwG4vEcbLQGLBMIZxumPdrgZWfVnBu+ur+GRLLdefP4asFD156QbSEqJQKWTIZRJUKjlxBjUvP3g2U0YPqE4XThnBqMwYZo1PpbHdxMvvFTN7fCpjc+KYMjqJeRPTWDozG6kEJAhrIJlUyrjcOHQaBRNGJoiFhOxUPemJUcTqVSybnQ3AmOw4EmM0JMVqWDo7m7hoNZcvGklWin7ImDAPBSyZkUVBVizRUUryRxhYNiebq84bTYxOhVopY8LIAVVGS6cZjxfOm5HJL35wFtmp0SydnR2igFArZSTFakI2RVFqOet2NYpJIQEsnZ1NQVasWOjrMtpIjtMSH61GgrARP1gXTnQEY0ZhCjMKUxidFcsFcyIXCr8LuG7pGF58YDHzJocb6h8rRWHepHTiDWqSY7UhRtMBTMwXDHAlwO2XhceES4/Svn/h3FyxRTpvRHhB87KFuWIr9JJZ4QrLZbNzxO/A7AnhMeItXWaee7uIdbsaIv79sTlxSCSCwutw5KYZOH+WsAa/5eLTx2/if4E7rpiIRiUnOkrJzctPr2uh+rZTQlQqFWazmerqalJTU4mLi8Ptdg/K4K29vZ0f/ehHVFVVsW/fPuRyOY899hglJSWMHTuWX/7ylwARHzvV2LC3iVVrKwChJzMhRpCly2US7r9uKpkp0Xy6rY4+s4M+s4PPt9czbUwyz71dFHKes8/KDDHC8fl8PPbaLmwON7F6Fa//5nx2lLbyxicHGZsTz9XnFfDR5lpMVher1h7i4vl5opHdime+prKxT2QmG9rNbNgrtI/Uthj5453zjvo/We0uHn99Fx6vj8rGPp772SJmjU8VWx4CaGo3i2Y6H2+u5eolBRh0Kh790ewjnPnbQXSUkkduF97Dgy9sxmxzsb+yk7//6jziDRpuevRz+i2C3CveoKLbzz6fMz2L97+uFs/jtwuhpctCeqKOLcUttHZZUMil/ONX54kJIMH4w2u7MNtc7ChtY+nsbD7YVANAeqLupGdnn674xQ/OQqU6cX+HQMWv22ins9d6QtnTX+5soKy2m8sX558Q+WFzDBBTFvvQIKnMNhc2v0rBZvcc4+jjg1wm5f7rph3zuHiDhjd/KxjX7ilv54//3MX5s7JEJVJwvB4IRPD0wpTjaqHaWNSMwzXw/3k8QkWuvq1fVLvIpFLWPHHRoM85GNgcbh5/fRduj49DDb28cP/Ja7kZxjBOFYJ9DhJiNMybnB6ymbr/2Y2U1/eyx694KK3p5q4rJ9HSbSEtIYrrl45FIZeyt7yDh1/ZBoDL7eHxnwysPz7bUS+qv5wub4gCNbgSPDorTvy9tLaHkRmx/PerSrE3vrffQVqCjhsvLDyjWkEGg6Q4LU/8dH7Y4wFzzk1FzWwsEloGdvor5I3tJibmJ/LczxYBAjm0am0FzZ1m7E4PzZ0WYvUDfhIWu5u9hzoorurk348uE9uZ0xJ04t9+4s3dbNwn/J3MFD3d/XZsDg9/ff8AozJjGJ0VmUzXqORnvFF5b/9A1TmSSnJHSZtYmd51sJ3zZ2WHPN/YIbRk+oB95e3MPWwtqpBLcLj8vg2HkRfdRptoRKlShG8TX1lTKt7Db62tYPm80MJFakJUxO9fAC+/W8y+ik7W+tvUD28rqm/tx+cjZGwIQCKRcOcVAwTMqTAUHyrISzcwf1I6UVpFyNh9OuD2S8fz+icHmTJ68B4WJ6SwuPDCC7nhhhv4+c9/zmWXXQZAWVkZI0Yc2705JiaG1157jUmTJgFQWlqK1Wrl3//+Ny6Xi+Li4oiPDQUkBEWDxujUzJ+UzsO3zODP9y4kMyWafrMDW5ABSmKsBp1WIQ7ogbEhWqukzzRws0kkEuINAvkRZ1Cz62Abf3pjD61dFhZMGYFEIiHRn4oQHx365Tw8NjMtcWAAKK3pYX9lJ0eDQi4TzZsSYzUYzQ76LaGDpNvjRSKRiO9/qEV1mqxOjGYHif4bN0ozcM2D41xHZcYSGJ4/2lwTco7f3jZLNCtKjNWI54rWqbA7Im/8Atch+HipJPR7Mtj3/l2F0eI4Of2BQROrWvXN5YBt3RZWrtrH2p0NvPTu/hN6S6ogiaJaOTTaVFQKqSgVPpn3aVefDftRWjQOR3uPlX6zg0de3c6W4hYe+dsO8TmdVil+hjKp5Lij1QCSIxh6JcZqyEgeIKBO1Og1EhRyKTH+OMXE02yhMIxhREKghfSPd8zhsTvmiGZ7/ZaBuelwgrihzcTug+3ctnwcN15QKKqa4gxqsQL71e5GDtb10N5toa3bQlwEkz6VX1URbKQcKAQBKPwG4YF7TS6TRjSbHIYAl9tLe4/1iM/Pm5TOH+6Yw69umhHSsurx+mjtNuNweZhakBwWlRjJdyJKLafXJGyce/vtVDX20muyY7a5xM9LqZCFeCgoZJKTlvDwXUV+Zqz484wIJH7wvB5pjg++P5Liwgs7Ur/0UC6VhBlba1Ry0agzMUISm1w28J2RfIMaTWAc0ajkERWUgc336bYJ/7bx0rvFfL6jnvfWV7F6Q+WxXzCEcNbYFH502QS+f+7gI+RPaCX30EMPsXnzZuRyOTNnCjF1EomEX/ziF8d8rUqlCqm4FhUVMXu2UCGfPXs2RUVFyGSysMcmTDj1sS2jsmJRKmQ4XR7+sroYl9vLeTOyuOt7k2juNHHH418NeDqkG5g7UWA2V65YSGOHiQSDmoN1vbz2USnvrq/ilzdNJy1RR5RGLvZrN7abePTVHWIfYWlNN4W58cwYn0JNixGTzYnF5hIHlRXXTMVi28H+yk4yU/Rcde5ojGankNErkx7TQVshl/LU3fOpbOxDrZRx86NfgETCYz+ezeisOHw+Hw+9uIWDdT1MH5vMJQtGMn5kwv/k+n4TVDf18eALm3F7fKTEC4OczeEW2zImj0rkkN8wqqSqGx+CIiY4dSInTc+E/EQMUUo6e23E6lX86LIJrPqygvc3VPPDP3zJU/fMD8uG/v2P51BS3c24vHj0WiWpCVFEaRSDNh6tauzjwRc34/H4eOSHs4bUdT1ZuP/ZTdhd8MRd847omTIYyKUQoNE8JyAciNIo0GkUmG2uMDOq40WwIeTRZJbfJhRyGU/fI9zPk0cngffEHaTX72nkhXdLiTeoWbli4TEXnH95r5iPttSSlhgljoeHL4xeemAxH22uY9HUbxZRGMnfYuPeJmYFSWR1mpPf5yqXCePlofpeJo8KN70bxjBONzz3dhFrdzYwJjuOx38yF4CKhl4eemkLXq8wN91z1WSSYjW8u75KfN2qLytY9aWgOL3tknEsn5dHdmo0S2Zm8+m2OtweH7/7+w6xABLY64zKiqGivg+dRsFvfziTmuZ+CnPj+OXLW+npd7BqbQX3Xj2ZTftaeOm9Yr7e18Qf75xLfmYsSbGaIdMSONTg8Xi5/7mNVDcZWT4vl9suGR/xuHF5wjrjhfsX88nWWhraTKIhfIJBjdHiDPMA6zLa+eOdc9la3IxGLWfV2kqMFhe3/2Ed583IYu3OetGDJEot5/G75jEuL4GUeC1JsVq+3NWAXCZhTHZ4VX0YoWjvGTCt3l/RwTVLQuPSS2u6xZ8P1fcytSCUXJo/eQTVTUaioxSkJoRf60CYgNPtxePximmEIOwH9FolJquLeEP4PD93Ujpf+5Uz0wvDWz6OhUBhVq9VRkx7i4tWU99mOuOSf44XpiAzc5P19DIMvW/l11Q09KGQS/n7/y0a1Gu+MWHh8XhYsmQJn3zyCUrlgExs/PjIg+OxYDKZyMgQ3F71ej2VlZXI5fKwx44HJSUl3+i9BGB3elm334haKSUrScX+WisTs7VEawWyAgZM9naWNLEnz8PeKjPB1gXVzUZ27tpNcZ2V2jYHc8fqkdkUNDQIMjuAR/62Ha8PRqerRYmX0yWcN1orIyFaTpK6j6827WD9zgFJ/H8+3EpXvxu3BxZPjKauWegHb2gz8dp7myivsZAap2BCloaOpgo6mo79PyuADXv7xUjCLzYVY+7S43R7OVgnnP9QfRdOo4I9e0KNfMw2DxIJRKm/fSOc8roe8Xq2dgmVBbfHR32bicLceHaUDRh9mfyVfvdhRmIdPUL1uKpJ8PDYsr+FuGg1e8rb8fp8mG0uHv/nLlbetwifz0drt4XEGA16rZLpY5P51+flWO1ublg2ZtCxrq1dFg5Ud4nRsyU13d9JwsLr9WG1eyiv6zkhwsIWpHI5keYLvVbJMysWUt/az5SCpGO/4CgIfO9ASKEZKog3aERlkeM4VBFHQkCl1W2009RhPiZhsW63oPFr6bRQmBtHd5+d7587Cp/PxytrBP+fGy8Yy40XjhVf8866Ctq6rVx3fsGg4oDX7ohgJra/JeQzaev+37hnx0Wrw1rmhjGM0wnvrKtg3a5G8jMMYmvAwboefvjHL5FJJOijlOLctLW4hdhoVQhJmJGsEw0zAf71WTkT8xPJSonm++eOoqXLjNvjC9lcBfbAvf72VbPNxbOriqhvMzF3YprY1how6qxrFebjstoenG7vUZPahiFsXKr9a5h9FQPKWq/Xxz8/LqPXZOemCwuxOd2kxkfxxY66kLZYEIiJAGL1Knr9SmCX20thbjyFufH854vykNfsPdQhkhUgtIxUN/WxeJrgcfC3D0p4/+tqctKiWTQ1crLUmYZX1xxge0kb1ywZLV6nADbtHTC2rA5KIgtgV9CadmtxSxih8bFfPdxvcVHV2Mvk0aH3TfBndThh0d5jpaVLIEzW7mzgpotC/RGCIzSd7uNfWxRXdYl/p7PPRkZyaHJciX+8KKnuDnstCJG3fWbHGU96zZ2Yzp7yDiQSmDXu9FqLBMySXW4vrZ1HVoMF4xsTFjKZDJlMhsPhCCEsvin0ej1mszDxmc1moqOjkclkYY8dD8aNG3dCffNvfHqQXZXCoLG7yobN4aaq1cnbj13AlootlNQI8Xn6KCXLZucwdWoO+sQe1hVvw+70EGdQc8n8PHLz03j0LSE+s7HHw8+vPwujswa5zIjb4xMJjl6rhKWzsqlq7EOplNHcaWb+pHRuvXgcG/Y28cx/9iKXDgwqPQ4tWw4K7y8rM5Xs9Fga2kwsm5PDvz4bmEw6+tzceuW8I2ZmH468UQ56HXuRSiTccMlkcWNyo6WSzfubuXxxPlMnhvbDFVd18syq7UilEv5wxxxGZcbicDhOmDQaLBZMGcHeQ5043R7yRsTw0aYactKiKcyNp6KhF/MR2EedRoHF5kKhkJKWqOOVNQPv1+X2hlSSAGpa+imr62LD7mY+3VbHyIwYnvzpfL7e18w76wRCrb61n8fuOHIUYwCB2Nj0xCimFSTj9npZMvM7Hrl4ggqEYJJif3k7C48QqTkYJMdpRVPbE4FSDoH5W60YGgqL/wW8QSuco/nq9vTbaeowhWxsGlr7cbi8rFxVxFtrK0S5skIu5Y7LhX7U/ZWdvO6PRwa463uTxJ93lrXx53/vRa9V8Ic754pEzD1XT+Wq//tYPE4igQdvmIbN4Wa1fxGuVStY+dY+rltaENIaNoxhnMkoqugQ77fmzgHSQSKBNj/pT6fQwuFwefhwcy0fbq5lwsgEVEoZDqeH5g4LaoUUu7/AYrW7eendYm5ZXsj7G6pRK+V099tJT4yix+QAn4/k+Ci0KjnL5+Wy+utqMpP1rN0pmO+V1/WwfF4ua3c2kJmsZ/6kdOx2N+98VcGEkYkhRm3DiIwYvYprlhSws7SVq4M2sR9tqeG9DcJ6ZmdZOxabi9x0A7Utxsjn0anoMztIiNHg9vowWZykJ0bx0eYaiio6mVowoCzTqOTcefkEXnyvmG6jHb1WTpRGSVltDzPHpaJVK9jpT4epbemn3+I448firj4razYKpMLz7+wPIyxuvXQcG/Y14vHCpQvzwl4/Li+Br/xFgaljwosunb0DRP3+yq4wwmJ6YTK7yzrIzzCEtWP29Q+0J1vs4YREcHJe+TEMVCPh2vML+MeHpRTmxoeRFQC3XTKeL7bXsTRCMqPV7uLupzfQ1m3l+qVjuHjed3zNfBQE7l2fT0gwLMg+uQbr/0sEE2a7DrYxGKHOCbWE3HDDDdxzzz3cfvvtpKSkhGzQAsqIwWLSpEmsWrWKZcuWsXXrVi677DJkMlnYY98mUuOFzYxUIkiYmjrMpPoZvemFKeyvEnKSzVYXf3mvGL1WyYebarDY3Ugkgvw93qDBanehVEhxurz09jv40xu76ekPj3EZkx3HbZeMQyGX8fw7RZTWdPPBphqmjUnmQFUXPh+4PF5y0w0kGDTMm5TO5v0t+HxQ3WRkf6XAWh6eTqHTKgYVrdnSaSbOoCZGr+K3t83C5fbQ3mMlOkqJRCLh8sX5XL54oN/IYnNhsjpJiY+ipLpbkA96BHnaqKD+u28DOq2SX90yYNJ04wUDVduVq/aFDN7BCPgqOF1eKhv7qGzsQyIRbiapVBIxGtHt9rLXH7VV1djHi+/sC8nILqnp5sudDZw74+gDabE/gra508Jvbps1aLa4rduCXqsU24FOF0glkJEUPjl9U/RZhkbudJDnIw730DDd/F8gN9XA1gOdqJSysMWm3eGmp99OY7uJ37+2M2QyAnC6PTj91ya4t1qvVbD7YBtjcxKIN6hRyKW43F5S4kOJpCfe2I3d6cFsc/Hc20X85rZZAGwuGpCNJcZq+PsvzwOEfvwL5uRQXNVFY7uJL/1u5HdfNfnkXIxhDOM0h+0IajC1UhbynMnqCBnjDtb1MGV0EjtK29Cq5eIcGpg3U+K1PPd2EbURqsIA43Liuf0yobV3jr/wkZGsZ2NRM5ctHMm8SekhbQy7DrZjsrrYUtxCe4/1pJDM33Vcfd5orj5vdMhj1qCNp8X/mdU0RyYrALEdJHhz2tpl4S+rD/gf7xXH6yvPzmfa2BTydzXQ2duK0ezCaHbR0mkhIUbDVeeGvheZdGh4PZ1KaNVKpBLw+iAqgiK36FCnqEbaX9HFtUtCn3cG3ZSR/NWCp+CWznDzyuomI16fj5qWfjxeX0i7pj5qoAgdiSQsC4oqjbSXORbG5yXws2unHrHl47zpmYzPixf3W8Fo77HS1i2sIYqrOs9owsIX9CmfzqUyzyD7u0+IsHj00UcB2LJlS8jjEomEgwcPRnqJCJfLxW233UZ5eTm33HILK1asQKlUcs011zBmzBjRqyLSY98WzpmeJUaZPvGvPQBM8zOZKUE9YYH2iXfXV4qV/BidSmwL0KoVqJUysc0jMUZDT78dnUaBXCqhz9/b+fW+Zlq6LPziB2eJhjkKuZSEGA2XLRpJa7eFpFgtP7lykkhA/PmeBbg8Xqob+9hT3oFMKhhuBgZCgPuvnUqvyYFMJiHWbxTXbbT5CQcXURo5//iwlL2HOklLiGLlfQtRymU88Pxmqhr7OHd6Jj/9fuhCv9to464n12Oyurjjiomi5FOvVbAgQkTTqURqfBQNbQMDdlaKjvo2Mwadgn6LK2xzFfhdIZfi8cthE2M1dPbaUCllrHxrHx29A4P0FzsbSYzVMmtcCttKhCrCs28X0WdycOU5QvRpR68VlUIWIqO/YdlY3vjkIBNHJZISH4XP56Opw0xynDZi7jbAJ1treendYmJ0Kp69b+GgZPNDAT++fAK6KA1jck4eA5yVMjiPkP814qIHWrkSDEPn83C4PHT0WBmRdHJ6vS9ekEdinJ6sVEOIiZfN4eanT66nrcdKYqwm7H6SSSVcv3Qsr35QGvL4hLx43v+6mre/rESrlrPq9xfw7H0L6TbamZgf6gth0Kmw+4mOrKCWouDqjEwqKDGmjxXI8x9dNoGWLjN3PbEep9s7bOA1jDMadoebLqONEX7S2GaPrDp0ub3Igsh612FryVEZMdx/3VQ+3lLL658OrPMunZ/HiBQdUwtSeP6dIxMWqQlROF0emjvNSKUSRiTquHThyCNGrqcmRHGguguDThkSqzmMwcPh8jBtTBIHKjsxWpxMGpXIut2NR1SeAiElUJlUaOWRSiV4/a20LrcXhUwgLEwWJ0azXfx8AkQGCOuvzl4bmSl6WrosxEWrwwyzu/psIevTY6HbaEMikZzWHgcqpYz0RB2NHWYmR2hLtQe1XZht4SkhwcaXh3tDAeg1ckw24RznRlDuuv2fj0QS/vqs1GgumpvD3kOd3HZxeALPrPGpIpGVdYQW30+31RBv0DJ9bLhh6JufHWTV2goSYtS8+MDZYcbYj/xtB3sPdTB9bEpIIRIIGQMsJ8PI/TRGRtLAtU87jT19CnLiwNV1zONOiLAoLy8/9kFHgEKh4LXXXgt5bOLE8KzgUx1lOjYnntoWI13+Cn2gt2r62BR+8YOzkMukPP7GLpwur9g3WJAVy4M/OCvkJsxNj6GoopPEGDWP3TGbA9Xd5KYZ+GhLLW9/WSESDJWNfdz62JfIZVLuvGIiY7Jj8fl8pCXo+MMdc8XztfdYeXXNATJTorl2SQEFWXE0d5r5cHMtf11dwu9/PIeaZiOTRiXS1Wfnlt+vRSaV8PhP5mK2uvjNK9uIIB6gpctCT78duUxKlX9AOlAd+kWyOdy8/N4B0eTlq10N4uLEZHXx8uoDPHD9sWMPvy08cP003llXwVtrK1DIpSLBZDQPDHYKuZRf3zIDtUpOeV0vqzdU0tPvQKdRcNG8bN5bL0j3HE4PHc5wNvCddZU43d4QI8/XPz0oVKNjNPzp9V2olDKeunuBuMmamJ/IxLsHNmbPv7OfL3bUk5mk55EfzyZGp6K5w0RqQhR2pweLzcUBf+9fn9lBY4fptCEsXn6vGJsTnvjpfLJTv7mHRTBKarqZXHDq+5lT4rUiYTFUeio9Hi8/W7mRutZ+zp+Vza0XFRz7RcfAut0NvLz6IDF6P1kWRH62+ckEoyk86cbj9TF1TDJvr6sMSR4qDupPtdrdOJ1uRiTpxQ1VMF68fxGvriklNloVInNOTYgSzVPbum08+rcdXLF4JD+4oBCrXSAjF0wZwdqdDWwqauKKs/OHZeXDOONgd7i440/r6eyzce70TG66qJCX3htIXctKiaa+TZjD3R4fy2Zn8dn2erze8HOV1vaw4pmNLJyagcc/1+k0Ct7zt2CpFAfEY688O58Ne5rEKFIQNmo/f36T6BU1tSBJVExFwh2XT2DOhDSyUvWnnapwKMDj8XL/sxupbelHJpXg8/nISTMcnawA7EFMlUohw+rwoFUrxDE8zqCmvlUoBK3+upr3N1bj80GMTokxKIazrtXIU//eg1Iu4/vnjOLs6RmolXL6TA6cbo9gMP+3HchkUh6/cy4jM45ciLDaXWwvaeW5t4uQSCT87kezGZsTfyKX55TB5nDT2CG0YpXXhns1BLdUWiO0Zcwan8qGvU1IIGIU+KUL83n904NEqeWMzgy/RgESxOkKN90ESE/U0dJlITY6nOifMyGNf39Rjtvt47JF4UTjfSs3UtEgtIpctjAvzAPjHb9Jb1efnf0VHcwcnxby/AG/+jigQg7GLr/XDnBEUvRMQfD1KavtZnze6el/J5UMTnF1UvLeWlpaaG9vJyUlhdTU08v4YzAw21yi8dCh+l7Karspr+vlHx+Viq0ewSjMjQ+TTP/fTdMpq+khPzMGpUIuOvruqxBaC7w+wdwoKzWaoopOnF4PPuDVNaUUVXYybUwyD98qJLF4PF7u/fMGTFYX20vaGJ0Vy6T8RNbtEvrZTFYnTreX5fOFvreX3i3G6/Xh9QrmVzaHJyJZAZAUq0GrUvDTp9aLv9+6fGCwsTnc3PCbT7E7B/7n8vpe4g0qHEa/cWT10SNUv20oFTLqWoWBzeX2iqacwXC5vazeUMXY3HgWTh7Bax8J1WCzzcVbX1Qe0+AxQIIcbuRZUtNNYqwGr0+Q4FY3GyP27AGU1ghkREOHidsf+5Ix2XEUVXaSn2GgrduKyerimvNGMy4vnowkPYW5p8/g5PMJ5pRVjX0njbDo7LMc+6BvAeX1Az2cAWPaUw2L3S1+5wPfqxPFoXqBwOwzOWjptIiERbCc1en2kp8REyIjBvjzf/aGxSQHY+7EtKPGmhotLjYXN2OyuogzqFkyMxuA5g5zWFzu9pI2LluUz11PrqfbaBcdyZs7LfSZHMOS8mGccXjpvQMiabB2ZwNuj1c0ppVKJSyfn8tzbxchlUBSrJZPtoab2Qajod1Ev9kutoEE34OOoPVQv8WJ0RJKYq7ZWB1i1BlsyBkJMpn0hI2Rz2RYHW5xYxdQzQRXpjOTdTS0m5FJJeSPMHCooQ8foWuZgJm0JajS39wx8BnCgCCjzxw6zn+wqQafT1B5rPqygq0HWlk6M4tXP0mBdmsAACAASURBVCzF5/MxZ0IaHq8Pj9dDZWPvEQkLs83FXU+up0skv3xUNPSetoSFRiUnSi3HYnej04b7AB6qH1hL9EWIvJ89IY2n75mPXCYlJ80Q9vxXe4T9gMXupqqxlylhxR0JR7Iub+ky87K/9ae2xcg/Hz4/5Pnd5e24/S2ea3c0iBHIAdQ2D8z/m/a3hBEWwfuP0pruMMIiJUFHY7vpCOkmA9ciUsv2mYSSoGLyvkMdfP+c0Uc5euhisA1iJ0RYdHR0sGLFCoqKioiJiaGvr4+JEyfy9NNPk5x86iufJwtPvLlbdEn2eH1UNPSJk2wwWREXreLWi8eJMabBUCvlESfduRPTqGwQbu5ek4Orzk1FLpOiVspYMDmdV98XBo2yIAbW6nCHRNgkx2np6bdj9TOycpmEWJ2KL3bUs6e8nY7egQ16QVYcyfFaKhp6qWnuw2p3iwsXmVTCL2+eQUuXWfx/DTolo7MGZPw9/fYQsiKAbqMDvVaByerC7RXkbEOlp6q33x7SEhKQNx6OvYc62Xuok8+21oUMhD6Ea9zdZ8N92AAplRKxCgVCL/DiaRkkxWppaDUhV0iZNCqRv6wuxunycvNFhXT12UiK06JRybll+TheeGc/3f12HC4PhxqFjXBVk1FcDLT1WEWlzcZ9TWze38JF83KHPLM6Li8eqUzB3Ilpxz54kLAOETlgUqya1i5hEZUUNzTaDqKjlNx4wVh2lLbxPX9b0oli+bxcuowuslL0jAkyd6oOWpxIJYSRFSB4vZwzNYMv/YuoYEgl8PMbzjrq365v7RPHvK/3NomExdiceEZlxtDYbsLm8CCVSnjoxum0dVtE1UtctBoJgs/NYLx8hjGM7xrqDqtEtnRZiI5S0m9x4vX6eM9vLu31Iaql4GhbGvhwc21Y+1cwpBIJly0aSUp8FP/5olxcKynlMm5ZPo5PttTi9fmIjlLy7leVIf5Ywxg8TFYnRrMjojINoKndxEVzc6hs7EOhkKKQyfjRZRO4xuJEJpPwwcYaGtrNeLw+FkzNoLwhfPwOIHjddHhxBkClkBKjV9HeM6CoCXzuARVxY7uJ1z4pE73WDFFKzhqbjFIhY8GUI8dbd/ZaRbLCEKVkbG48Z5+A6fapRmePVTS0rGoKv+apCQMSf+0RDPPzM47sFWfQqWjyk0rHq0wKtIsAuCL4cqkVwe8n/PmC7DgO+BWUSyJ4uQW3nE3ID48Fb/GbAB9OigH0mI7fM+O7imDiMXjcPt3gG+Ru8YQIi9/85jcUFBTw17/+Fa1Wi9Vq5emnn+bhhx/m5ZdfPpFTDynoNUoxgisjScc50zOZMDIBm8MtmMaVt+N0eekzO5k2JtR8dNO+Zjbtb+aC2TlMHDVwY3b0WPnnx2WkxEcxYWSCGPPz0eYa/nTXPJFx/fHlE1m7s56ls7IH3o9Wyc0XFfL+11XE6NW43F4a2wc25G6Pj7+sPkBZXXfIgkIpl4ousgG1BsBrH5VyqKGXmy4sJCfNgM/nY+LIBPZXdVHZaOSmR7/guZ8tZESSnvREHXIpBI1nZKXqqW81iRsKk8XJ+xuquXTBwHs+lXj7ywoxomlcrtDiE8n5GIRJNRDpJZdLidGpcLo8olFgcpyGGL0an89HQVYcS2dn8/PnN0esHscb1Pz+HztRKWSkJmipazXx6KvbqfBv6Bra+imv7yU1Popnf7aQKI2CrLRoonVKMpOjmTomkc+21TN5dBJvr63A5RkwI3S6PDz97714vD5qW4y88tC5J/26nUzcc9WUE0rsiYQJeUOj6tZjHPjsu43hlZBThWCTXIfjxN9XRrKex+6YE/b4tDEposeLJFByPQw+iEhWAIOKAN56oFX8uSJoQX2ovlf8fd6kdLEVzefzccmCPKqbjMwcn8Ir75fQZbTz1heHuOOK8NbDMw1Ol+eIPjnD+G7BbHMRE60izqwmPTGKXpOD9m4LsTqVOG8Fp4QEI/hOVimlJMVoaeky4/GGVjcDbVnB8Pp8uNxerliczxWL83nzs4OUVHdzw7IxjM2J55IFefzu7zvYUdpGZWMfE0clMnLE0PAlOl3Q22/nrqfWYzQ7ufXicVw8PzRN4vn/FvH5NkEtc+35BSHmlwEfoivPzqfLaCM5TsvSWdl0G+1sLW4R10yDgVIuRS6TYHV46OixERetEuNpA1g2O4eaFiPTxiSzqaiZ2pZ+otRyrjxn1KASQ3LSDFy+aKS4Vv22jd1PNjTqge2XXBZOpBdkDyhHctPDFRRWu4u/fVCKXCbh5uXjwlodL12QR1O7ibREXcRrJQ/yaDscmSnRTBqVSEVDL9eeH95OuqNsYD4OtHYFIyNZLxIWkXxGbr90Aq99XEpWSjRnRfC4CIwtTnd4NVA9PG+JSEvSiW1ZU0eHEz9DGUtnZ/P5tjqS4rRMHJVISUn7MV9zQoTFnj17WLlyJQqF31xSq+WBBx5g3rx5J3LaIYff/Xg2T7yxB6/Xy0+unIROo0CXbhAX74+9tpNtB1pDzBKbOkyoFXKe/s8e3B4fVU19ooM9wL8+L2djUTMAv/3hTDp6Befbxg4z9z+3iSUzs7hkwUjOmZ7JOdMzsTnc1DQbyU6NRiqVMHdiOn//sJSefgd/ea+YH102IUQ5kJ2qp93PSAeUD/n+QauoogO9Vkmef3Fw44WhpjoSf/56AG6Pl7rWfkYk6WnpNDMqKy7EJfj2Sybw6N+3hziLv7+xmuVzhwb7nZEiVB4Ucik/umwCr6w5wP7KLqL8kabBOHdGFtmp0Wze30JWip5PttYBQrXI6/ORPyKG0dnxlNV2c+6MLGRSaYg5EkB6YhRKuUyU8TlcHur8g0pz18DCMKB8ae22YDQ7ef6d/TS2m5BK4A93zCVKo2DR1Ey2HWjB5f9gA+7IcpmUlPgomjvNR2wx+a6jrWdotIQkx2lo8EucU+PPzHaDQAqPx+tDpZCGyMIBJuUnsK8icmvKYJJux+UmsHanQHjERQ8QXwkxGjQqOTaHO+Q+kEgk3OJvZWtsN6H0e9ecqffK4VAqZFx035qjHvPhUxd/S+9mGCcTLreHxnZhXlDIpXy4qYa95ULr6UXzcnjj04N4veHS/QCCDbuD4XB6/UaZUgqyY7DYnDS2m9FrlZw/K0uM9Q5Ar1US4zeZNpodLJg8guvOHxNyTGaKnh2lbURpFMSfJn5MQwktXRbRL+JgbU8YYVEW1G5TWt0NEeoa0VFKbl0+jhFJOurbTKQnRtHWfXxza1ZqNBqVnOKqLvRRSu67Ziq/+us2UUWhVcu54ux84g0adpS0Utfaj1wm5Zc3zxDJCp/PR11rP8lx2iOS2IevVU9nGHQqrjpnFF8XNXPzhWPDnk9LiBLjg6eMDi/OfLylli92CGRUZko0F8wJjQD9clcDRosTo6WH6iZjWKuNL7iwcNgk3NVno6hCaO1ev6cx7Nzj8xLYWSpsMNMSw9s2RmfF8cnWOiQI343DsXR2NktnZ4c9Phi4BxcocUYg2CzVHUk2PoRxx+UTxUj7wRbUToiwMBgMVFdXU1AwwMDV1NQQHX1yetSHCmL1aibmJ/DmZ+U89NIWnvvZopC0h/uvm8rBuh5y0wzIpBI+317P8+8UoVHJSIrV0tJlCYvnyfQvnFUKKVFqhbgRBWjqMPO3D0pJjtMyozAVr8/HfSu/prHdLCZ2uD0eMSc7NSGKvBExvPjA2bR2m1Ep5IzNiefqJU4a2kzkpEZT02pkVEYsL727X9yE33/dVLH3rK3bglQiEVn3W5YXcrC2G6PVxbSCJGYUpvL13ia/eZKUyxfmsedQJ1NGJzF+ZAIvPLCYV94vYXtJKz6fIFU6Umzat41ls3MYOSIGm91FlEbBL2+eQUVDr3BdWvqxOdwkxWqwOTyMzYlDIpFw4dxcSmu6+XRbHT4fJMaqae+xsbm4lc3FArvc2N5PU4cFCUL7R6C1prlTmOz1GuH2kkmFmKg+kxONSo7F79w8eXQSHT02JuYnkBynJStFT2O7ieS4KFq6hAhdjUrOG34n9vhoNd/3y/ulUglP3j2fmuY+CrJOn+zlk4lJo4dGG8y5M7L4mz8B45zpZ27EVgAZydFhEleX20uMXrgHAlg0dQR1rf3cctGxF6HBFbixuQOVp8RYDS/cv5jOPmtYL3O/xUm30UZOmoEXHliM0ewIaW8bxjC+i/j1X7dRUt3N2Jw4Hv/JPDL9hL1UIuH1Tw6GCKA0KjmJsRoMUUpqW/pRKKT09jvQqGTERauZMzGddbsaxPYqrw+8Hi+Lpo5g6axsSmu6SUvUiVXUAGkxd2Iat148DoNORVefkChmtrn44SXjuWhervj3r186hqkFyaTEa4mNVlPf2k+MXhWyvhrGkTEmO47l83NpaDNx9ZLw/vU7Lp/IU//ai1wu4ebloeOs2+OltLabp/+1h55+B8lxmpBWDoAxOXH0GO2iwvSsMcnsOihsVIPFdDPHpfD1XiFiut/iRKdV8vzPFuF0eVizsZquPpvfT0hDRWMfPp/w91u6LIzzt7O+uqaEDzbVCLG4P1vkX0O6j9jqcrrD4/GyraSV1i4L20rawnwcUhOieOH+xfT220VldDBcQeoDbwSGMSslmu0lQvRwfIT0suB29sNjTRUKqdgOZomQUHLJgpHotQpauyxctzScbKltEVQXPgQ1eSSFR02zkaQ4bcTkH61KMHnVacK3qOfOyOKDTYIJfqT/60xCaFRxZNX4dwknRFjceuut3HjjjVxxxRWkpaXR3NzM6tWrufvuu0/W+xsSsNhc7D0kVCh6TQ46eq0hE6pCLmPCyAE5TsAsx+bwcO6MZD7cWEN5XQ+1LUbRHGfJrGxWb6jCaHGytbhFZFIDkEokPPbaLpbMzOL6pWNEk6pDDb20dJm55+mvRRfhXWXtdPXZSEvUhUTbGHQqxo8U3mfg/QWbAm4tbmFsTjx7D7Xzwn+LkUrgdz+aQ2FuPAkxWl47zGinoqHXb57kJXdEDDcGGekkxmj56fcmsc0v3Y7RqdBph46jd2evjcff2IVCJuVPd80Tr8fh8YkgxL81dpiQMNBrl56op73HRly0Go/Xi9HsFM07fcCE/ASqm4ziwg7A7B9MBEdsYdDv6rMjl0mYPDqJGy8oFONrAe67dirL5uSw/UArK57ZSIJBzR9/Mlf87DVqecjnq9MoQr53keDx+qhtNpKWGDUo6f3phKrGPqYXfvMI3dUbqiit6ebq80aLaqNvguCFw+nGcp8MVDX2hvwujWATUdvSz1u/v4AVz3wtelykJ+lZcc3UiOd0uT28uqYEq93NrRePIzleK5KCh5u2JsZqSIwNlRQbzQ5+8uR6+kwOrllSwNXnjR4yCS7DGMb/Eof8JsBltT18vLmGC+bm8ux9Cymv6+HFd4tDjrU53DS0mbhh2RgeuX02lz/4EQAqhZwHbziL37+2M2ROA5g/OZ1FUzOQSCTiZhNg7sR0Vm+oxu3xMrUgmXiDBqPZwe6D7WK7yKH6Xi4KEuBKJBIKc+PZd6iDX/1lG43tJvRaBc/9bNGg2gTOdEilEm67ePwRnx+Xl8A/fn1exOf++M9d7ChtE38/nKy4YekYzpuZyT1Pfw3A+bOyuHTBSJGw0GkE5W5CjIbLF+Wzv7JLVBq++dlB7rh8Ihv2NLJ+j0BkPP9OEc/et4gL5+TQ0NaPRCIhPyMGs9XJK2tK2FMunLet28rB2h5+/9pOHE4P9107lYVH8bY4XWFzeqj3e6uV10c2606O0x7RJLo9SGHaHkFtGlB7y2VSpBFiT4NxeKxpV59NbAc7/HsRwNlnHbk4s79ywHh/76F25k4KXae99lEp766vIt6g5sUHFoetTV1+f5RIpprBYpChFCN/KtAfZGgcULl+l3FChMX3vvc9MjMz+fDDD6moqCApKYmnnnqKWbOOHFF1usHudHP30xto77GSGKNhwZQREY1urHYXr64pwevzcfH8PA7W9eB0eeg3O/Eh9GI9+MJmXvz52cRHq9myvxmjv3+0utnIlYvzefOzclRKKbctH8/z/90PwMZ9zYzPS+C2i8cJBnpnj6Kp3RwSeWS2uWjpMpMQMzDBl9f18Pa6CqaMTuLCuQMVjUsW5PHn/+wDoLPPzu1/+FLsE/MCL/x3PytXLEAhD+0T6+i18vW+ppDrYne42V/VybpdjSTHablu6RhSE6Jo7bIwIX9oVL8DqGwUyBan20t9W/8RN6g+n48Hnt9EbUs/eekG0VhKIZcQpZGTmxZNeqKONZtqQgbTtIQoLpidy5ufHxRNVAMTusXu5uL5uXy5qwGLzY3bI6S1/G3NAZBK2F/RyezxaSyalsH2A63ide4y2nG6vNx6cSGr11ejUsho77EeV8rBs6v28dXuRjKSdTx336Kw6KrTGWkJ37zy0tJl5u8fCqoIi90VEhl8vAhdOJy+xkffBGs2VvPGJ2Uhj1U09IkWSoE7ZHqhIGkNbp9atfYQMwtTIkpGN+5rFpVgSXFarl86hhceWEyfyTGo3uXOXht9fuPgQLzaMIZxJmD5vFze9Zto7j7YzrI5OURHKXnbHyUYCR9uqkGnUfCTKyby2fY6qpr6uOupDSHHxEWruWZJAUtmRt6o5KYbePGBxVjtLvJGxNBncvCTJ7/CaHZSkB1LlFoRUQUA8Nw7ReKC22R10dJlGSYs/ocw21zs8xfhDodcKkGrlrNpfzP/XV+B1S4U0rbsbyEnzcCIJB1Ot4fMZD0N7SZGJOpo9pu4BtqJdpW1c3PZF0QFVcgT/J9nbLSaq88r4P5nN7K9pJU549PYXNwCwIgkHYunZWC2usQCXmVj73eSsNAoZcToVfSZHCFr9wC8Xh+vf1JGa7eFmy4sDCPcg1UVkdoqA6RBv8VJe481TLV0NMN4Z1CkrS+CJ5XH4/W3pNu59eJxYfdqbrpBTKaJtF/6fHsdAN1GOy2dZkYedoxSIcXl9kb09ojVq8UCb/pJVt8MlaCAwSJwbwI0dpiOcuTQw62//5z2HoEM/+9j5x/jaAEnRFg4nU7q6+uRy+UYDAacTierV69m9erV/OlPfzqRUw8ZBG52gNhoFT+4IFz+VN/Wz5b9Lazd2SAcpx9w5zXozKJ0zmp385u/buPXt87k7aB+z2uXFDAmJ57Jo5OI1atJjNVgc3r458dl2Bxu/vyfPbz7+HIxptTj8Yq+FABLZ2Uz7rCIy7+sLqaqyciusnZmT0gTJZtTC5LRa5WYrE5idMowU5vGdhObippZNDWDqqY+UuKj0GuV3PvnDfRbBvweKhv6+GhzbUgO8oSRCTx993zq20yMzorF4/52UxwOVHfhcnsj9vstn59HS5cFnUYRMcUFBImaVi2n3h8H2W91snhaBg6Xh91lbThcXnaXd7C7PHyib+20csvyJKqa+0TCwhE06M8oTCE/I4Yn/7UXEL4LG/Y1i89/vLWWj7fWir8nGNScNzObjGQ9FQ29dPfb6e6388Qbu3ny7vmDviaBzVpTh0ByRYrPOl3x1Z4GFk77Zj4phiiVaAwWKRLseJAQM0AgnWmM/2sflUVUlRy+xOn2G5NKg1ZWLj95GImwyEjWI5dJcHt8oqIiKVZLUuzgyLqRGTEsmZlFeX0vNywbc+wXDOOUY9gI9OTghmVjsdrdfLmrgd3lHfzjozL6LQ7RTDoSek0OXnq3mD/dNZfLFubzx9d3ic8FvLH0WgXnTj/6eBscQ9jRaxX9FQxRKn5584yw42tbjERHKclNM9DZa0OtkrFkRhbjck/PqMqhDp/PR2VjHzvL2iIaGgLkZcRwqL6Xfmvo+s1kFYpyAUVhh7/y3tFjw7Jqn6jsyU6Npq61Hx9gtrmRSmDOxLQQNV15XY/49z1eLxKJMDfc9b1JjM2Jx+X2smDyCHpNdi5dMPJkX4YhAZvTg9Hvc9bdF35vHqjqEolHtVLOvVdPCXl+98GBdejGfc3csjxUaRNMNEQiNDRKIVI10iY9wTAwz0YyzdxR2ia2ZcToVdx+6YSQ5yeNSmLdrkbkMmlEwiK4faG62RhGWASeN1nD9xDNHSaRzAqO9TwZiESQnC6I1BY0lBEgKwD+8cEBzso9Nl10QoTFgw8+SHl5OYsWLSIx8fRyKB0skmK13HRhIfsrO7n6vPDqwFe7G/jzf/YJsiuJ0PU1KiOOeIOabqOd0VmxOFxuGtoEAqOutZ/bHlvL5FFJdPRYUSulfLGjnpEZMWLl0Ov1MXKEAYVMgtsDPp8Eo9mBy+3F4XSTmRLNtDHJrN/TRGpCFNcvG0NFYy956QZRGZGTZqCqyUicQc1zbxeRm27g+qVjWLergdQELXqrAokEzp6WQUevlZYuM91GBxKJsFn4+4elvP91NfEGNS/cvyhs4Fg4NUM0/AGBEU1P1KHTKin0LzY832JL1adb63jxXUGV8v1zRnHd0tBNSly0mof+n73zDGyrOv/wo23Je+8VjziJR/Zw9gASEiCEhr1KgUJKgRZaRv9ltKWlFGgpLbsUKKuUVaBAQhYJSXASZzqO49iJ996WLGv/P8i+tiJ5ZdrOeb7E0R260tE995z3vO/vd/P0Po//eNNR/vlFPt5aFTdePI59RxtYOT+JKV3e1T95aiNlXYKYapUzNT0kwIuGrgdNTn4NP/vLZrS97Kcigr0pq2lHIYePNxfz0ysnujjCeKI7uJWZEsKkLleZ3gFuR58mc85aQaPZSnxEzwTwjssz+WjTUWakR46qYAXAxJSTH9R6a1X89b6FVDcYGBt/amrjjl7LFCPsmXFKlNe2YRtkCUx36VVjW89DanZmJLMyPNvcpsYF8sIvF2O22DwGNAa+tnbW5ZTicMArnxzkDz85+QwawdlBCIGePPoOMy9/chClQs7FsxM4XNIoTSxz8qrJHoSdtAP4xfPf8eBN00iJDZBKt7r7tPLadsxWG17qwQ0b/X00UtCxsl5PS7vJpQTyf98d46VPDqLVKHn23nmsWphMQqTfqCtdPJscPt7Ev9cfYfLYMGmBC5xlzeV17WzKLefLbSX49lGu6+etpk3vOnlWKmTEhvlyvLqNEH8vqhs73KzhbTY7cpnzN3TZ/CQ27iqTXCLsDuc4s3ew+q2urDyFXMadV2Rx3bJxqJRyorqsPKvq9ezIq8ZssXGwuIGFU2JPx9dDU1snr3x6ED9vNTctOz123yeLj1bFjy/PJCevmisWulv6KntZcHd0uk/c4yN8OdQlfp/mYQzT2+Wl04OeXPdQRaGQuZWE+HqrCPH3oqG1k0keFgAjgnVSNk2Yh+yQhEhfdBolXmo5UaHuiwzeWiX6rqDEOA/6HP3Rn5XyqWLrK+VkmNLdvwJuZbEjibEJgUDfdsrdnFLAYuvWrWzYsGHUiWyeyMyMCA4da2T7wWrGxge62JYWd1n6WG12br0snSlpYcSE+TIhKZiqBj1j4wKx2x38d0sxb/4vH7sDbDYHV1+QSkenhfzjTazfVU5FnZ4/3e1cOX/ho/2s/b4nGGB3OPg2t4I3v8rHZnPwy+uncs9Vk7g4O5GYcF9+/dI2iipamZIWxmO3OctxLp07hilpYWzcXc7O/Fp2H64lMcqPf37Rk75d1WBALpdhtzuIj/DlposnkBIXQEyYr5Qu39jaSUOLkauXjOXbPeXYHLBizhgmjAnmjlUZvPzJQWx2p4BPcUWri8bC2STvWE8QoLeDyWDptmYyGC2MjQ/iikWuD7Pnfr6ADbvLCAvU8sgr3wMQGqBFp1FR1mUpW1TuPMfiabFMSg1l854KymrasdmdqbmvfnqQx2+fxabccv76731u1+DnrZZs5jburmDj7gquW5rGvInR0gBh8tgwvvjuGNv2V7JgSiwXzUwAnCtV9z23BYvVzn3XTmZB1wM+KzXUxU53NNF8ihai/j6nR9ytsLzH1uto+flRfmA021jz1KZ+91k0NYaS6nbJjg6c+jDdhAXpUCn7XtHovVo7VIoqWqSBzUhLlRQIhsqX20vY3CV6uLewzkV3oqrBwIcnOHicyMTUUMkVoLS6jWfvnc8tv1tHfbMRhwMykoKZPzl20MEKgOoGvTSYrqjT89nWYm68uCdDtfuZazRZqW3qkBYHBCfPK586M2tzC+qYnRVFsL8Wq83Ofc99S2W9s2wD3FeuU2L9ae+wUNPYQZsBwgK1dJis6DssRAR789htM8k5VMvY+ADuefZbToxTF1W0olLKufbCsYyLD2R3fi2p8QGYzDbqm4089loOF82M567VEwEkW3mb3UGgnxeBJ6zil9W2S2UJRRUtpy1g8cnmIrbtd5afpCcEcK5VjaQ4gYfFZUsvO4zeC2HdPHnXXN7++jAalYLVi92DL83tPeOjnLxqMpJds7C7BRutNofH7DZp8cVDhOBAUYO0PbegjstPCLg8/MI2OkxWOkzwm9dzeHKNq3OkRt0TsOididzN4mmxbN1bycIp7qVAgb1cwrzUpzcjb6QtOHX3rwBNLSNXwyIk0Btz6xkOWERGRmI2e7bGGk28+/URdubXQD5MHRfmInS4amEyja2dBPhqWD47EaVCzr7COj7aVMTM9EhwwLtrC0iI9CMqzIe6pg6mjYtgbHwQWSmh0uS6dzS0uNLV11jnpZSCFc7tLcydFI3eaOHJN3dyrGv/7uO2H6jiybd2oZDLmNTLm7fTZCUkQEtDrx92dxpReZ2eOROjefrt3ezIq0ajUjAuIYi0hCAefnE7bQYzKbEBPHvvfOnYzXsqXR5cr312kDkTo1wCOmeL2y5Lp6iiBavVzk+vzBry8dcvTcNssREb7itliPRGqZRz0cwEDEYLQX5eNLV1YjLbpWBFVIg3dc0d2OwOpo2PYHZmFG/+77DLOb7bX8XhkiY3ETOAxCg/LFa7FLDopriihdS4QOl7/mzLMTq6Jn15x5p444t8Lp03hqgQH2lFrbiyVQpYDERJdRtvfHGIpJgAblg2slLna05RL+KD9YUcHQGQJQAAIABJREFUOtbIdUvTTsnTfc0VmTz84jYA7lyVOcDeI5+C4408+MJ3A+6XEhuISqmgzWCmRW8i2F/L0lkJfPGds/TpaFkLdc0dgy7zGAoLp8Sy7vtSyuvapUGyQDBa6a1rZPYwAeiP7MxI1lyRxVtfHqbTbJU0r35+zWQ+3HiUaePCWd5LB8sTn289xs78GlYvTpHGR5nJoSyYEsO3eypwOJwTG5lMJj1nrrogFUOnhfAgHZNS3VdxBUMnKSaAoopWwoN0UkZlp8kqjS+1GiVxEb4cq2x1cRgwW+0uTnUyWc+qe0Wdnjv+uBGjyYpG1XeA2WK18+aXh3n76wKPYon7j9bzyMvbmTIunFULkli/q5xp48L4zT++JzrUhx+umCCJQ87KiGT57ERa9CYp+6CwrJl3vi5gwphgrlxyctkR3dplaqWcqFBvWutPb0nBUNAbLbz48QEcDqhrNvLSg4tdtmcmh3L5gmSqG/Rce1Ga2/FF5c18urkYmdzpyhMZ4rpYGOirkcaakwcKBnqwNW3qyob87kAVd105yWV7aU1PKXj3GLg3vfugtnb3OaKpl5aVp4yq7pKhwyXuC0C9tVe6RV4FIy/Y0pvC0iYSBqF7P+SAxY4dO6S/V65cyZo1a7jxxhsJDnad5I0m4c2UuAC+3VuBt1ZFZLBrpxDsr+XBm6a5vPbiRweoajCwr7CexCg/jle1sbewRzW329P42ovSUChkHCxq4NK5Pel7P16Zwb/XF2Kx2rDZHMyYEME/ujIeIkO8WdlV0/f3D/e7BB8umeM87/Gqti7bKIfLikibwcKNF4/jsy3F1DQapAint1ZFaqw/v/nH99IqS6fZhslso7bJIE2ij5a3cPh4I+O67AOrG1yViZvaTBwsbhjQueJMEODrxcsPLjnp46NCfTzW2J6It9apYF7bZOD9dUc41mXfNH9yDIunxUlBD4CfXjmRP761S1pNADwGK8D5gPjZ1ZP5zes50msKOVy5OJUx0f7ovJR0dFqlYEU3eqOF978p5K8/X8DcrCgcwKoFyZTVtPGPzw+RGOnHTcvH9xlEeuvLfHIL6sgtqGNWeiTJsQEYjBapvObWS4ZvEMNoPvmao8p6vWQXa7LYePIUSgZCA3W8+rAHg/tRhtFk5W8f5bHjYLXbCltvVEo56WOC0aiVUqZYeJCOH12azo8vzyQq1IdXPjlI3rFGPtx4VPLiPt2IMhDB+UCbwcyr/z0o/d9T3bcngv29uGTOGK5YlMLG3WXUNhlY3iXQCU6Hid4uIH3RqjfxyqfO929u6+Rvv1gEOB0s7rt2CjcsHcef399DXnEjxypbpedMRLB3v2WagqGz5oosLpwRT1SoD5quFXMfnZo7r8hi56EaVi1IZv2uMvK6yjX8fdQYjFZKq9slG0twikerlD1jhm6Rd5PFteNXKeVEBOkID/amoLQJfYfFY7ACwGq1s7ewnr2F9ei8lMxMj6TTYmVXfi27qGXa+HAyk0P54rtj7DhYjVolRyGXS1oMr39+iEPHGtlzxJk9En0S2bwLJseQGOWHVqPEX6egtX7gY84UWrWCmDAfymv1pMS6z9bkchm39GP5/Yc3d0nZCU/8c6d033Xz2x9n88KH+0mODWBymntA8MrFKfxv23FmZ0WhPiHTUd+rD7FY3B/2dlv/s+OLZiZIGhc/vMRd90/fS8Niy95yrrnQdZxZWe+cW3gKhhytGHgl/mTxZKM6nOktnKrTjtyS731H6kiYMbCA6pBb51e/+pXba88++6zL/2UyGRs2bBjqqYctl81LIjM5hABfDYG+A4vq+XmrpYh2d8TYR6dC32HBR6siKrQnEe2qJWO5aomrNkZaQhCP3jpT+r/N7qChtZOGViO3XppOgK8Gs8XGiU5FXl1pY5fMHUNNkwEvtZLrl6bhpVZidzhYOiueO57c4JIqBs4yiL2F7pHmxGhfvttX7fLa3/6zn7//0tkx3rU6iz++tVsST5LBST1ERhp+3mr8vNUsmhrHrvxalEo5MyZEuLl3TBobxtu/WcYT/8xxEUjyRHyEH5PHhRMa4EV9ly6GzQ5vfpnPo7fOcnGFOREvtYJ7nt2M3eHgoZumEejnxYsfH2BPQR17CuqYmR7p0ccbnFoBu/JrCfDRSDVw63JK2dIlCDo21o/oYdqkp+LBHeirkbKNPA0WBO5sO1DJ5tyKAffzUitYOiuBqFAf1CoFFqvN5TuelBoqWZSmiu9eIDglmts6JXHLwRIf4cv4xGAum5+E3e7g+Q/2YbU5KKlu61NXpi+8tSpiwnyoqNN7FNgLC9KRlRJKXnGjy3NGcPqRy2UeswWXzUpg2awEwDkJ3Li7HG8vJfdePYnHX3Mukvh6q7BYHdJYw2LtmZR26xX0ZlxCIInR/tQ1GbloZjwLJsfw9teHXTI10pOC8VIrSY4JoLm9Uwpgd3Ra2bi7nLkTnb81H62KqBAf9B1mXvn0oEsVQniwjtsuyyA1LpBDxxoJCdAS6HvypZzdGl8m06mVlJ4qCoWcp++eR2W9njHRQ38OemtV0OWs4+/jPlmNDfftN2h/w8XjueFi92ACQEKUHxqVApPF5lHja0paOBu7xgKeBHIPl/SUZeccqmXa+Mg+r8M8xIWnFbPHsH5nOQA6D6Uyp0JvMdCRQFK0P0e7SpJnZw6t3x5O+PsOLtgy5NbeuHHjkC9mNDAUJ4HbL8/kgee3YrXb+cGiFI6UNlNY1szCKTHMTI9yEZ7yhN5o4XhlK2kJzpRqhVzGrZelu+yz/UAVdV2dVXSoN5EhPkwbFwE4J9T39VJkvvuqnnSu1LhAcg7VEOCrpqXdjLeXCkOnBW8vJZ1mGza7QxJ+PF7V5lZfFh7cMym32ZGCFSmxATxww5RRb0VWUt2GXAZxEX7MzorixQcXo1EpPNpSgVN1OCMpxC1gcd1FY3l33REcDqdwzq9umY5CLuOx22dx75+/laLa+482kFtQy5ornHZzQX5e7MqvdTmXw+GQVjVKqtuZlQFj4wLZcbAaP2+1S5udyNUXjGXGhAiC/bXSylpSjL+UDhof6Yu1fXhqAExIHJpYU290Xl2ZMo2GPi1uBa7EhfuhVMiwO2B+VgSb9lZ73K+9w8JLHx/grceW8spDizGarMT0sh+LCfPl5YeWYDBapGwkgUBwcnhplMybGM2WfT2uU+FBuj4tltVKOaU17ZTWtDNpbBizMiJJjgmgoLTZY8BhIJQKOc/cM4+qegNjoj2Pkzw9ZwTnhuWzE0lPCsbPW02grxc3XjyOTbnllHtIr0+JCeC2lemEBGp56q3dFJT2pOjPTI+UNNF2H65FqZDz+zXZ/PGt3TS2drJ4aiz3djlbGE1Wvt5RglajwNglAKlUyLh8QTJXLhlLgI+GAF8NNpudmDBfymvbkctlOBwO6Td5yyUTmD8pGh+dmuKKnvHxSEbnpTqpew5g9eJUnvrXbgCuWOQu2jkQJouNwtJmkmL83coy2gxmaezvabFsdlYUe7q0cm5dmeG2fXxikCTaOzHFPeO6OxgCMHOIAVJFLyePUynl9cRIq6pYOT+ZP72di1zm1P0YqSyaGoejo3bA/UZW/ssIISU2gFceXoLZYsNHp+aPbzk7lfYOM0tnJfZ7rN3u4Bd/3UJFnZ4ZEyKkMgWL1c7hkkYSo/zx1alJiPKXVi/Dg3TsPlxLcUULLz6w2Bl57YMHb5pGSXUbMWE+HKts5ck3d2HohBnpkdx48TiOlDbz/Af70BstVNYbCA/UUdvsHPjIZXB3r1q2+AhftBolRpOV5bMTCQ8epkvxp4ld+TX89vUcZMBvbs8mKzV0UBklJ2a0BPl5sXzOGHbk1XCsshWrzYHBaMVHqyYu3I/Xf3Uhb3xxiA27nVHkZ97Zja+3hvpmI4HjvPjTT+fyzDu5koaD0wIsmnajhYuzEwDnA2zKuHACfQcWljwxGJeZHMrLDznLawK8FeTlVQ3m6znr+PueWnDMR6vCRwQrBk1qXCAvP7gEm93OPc9u7nffhCjnKlZfAcwgPy+PdmkCgWDwVNS1c/czmyX9InCWo184I14qeeumW2C7e5FBq1ESH+EMGP7uztmU17a7OEwNBZ2XiuQBsqVO1T5acPro3c6rF6eSGhvII6/ukDTNustDWjvMjEsMZl9hnWRbCs6g14TEYClTDpzC8w0tnbzwy0VUN/QEr1r1Jh56YRvlvdL7779uMhPGhLgt9Cik4JceP281JovNJdidGOXPmqc2UlnvOj4+H6lq6AkwVdUbmOxuYtgvT7yew97CehIi/Xj+/oUu2/x9NIQF6qhr7mBsvPvCUHmdni17K7FY7ezKr5HE37u59bIMpqSF46tTuVmWgjPj3NTq/N3I5UMLOoUEaF1cGE8nIy2YWlrjvKfsDmeZs6e2GglYrQ4G8ysQAYszRHdHbLXZiYvwpaymnbRB/JgsNrtUTlJW09PBP/NuLtv2VxERrOPFBxaTEOnHqw8vodNs5fkPnI4Tze0m2jvM/QYslAo5yV2TtBB/rTSZrm4wEOyvJTtTi0opZ+33paSPCZa0MwAeu32mS3ZIVKgPLz+0GIPR4vJQGa2U17bjcDgf5GW17YN237hiYQotehP+3hoWTo0hPNApiJWeFMyxylYignUuKX0BvhruvWYy7UYzOw/V0mm202l2ZtMcLmkiLSGI+66fwuOv7kBvtGK1OdhbWE+bwcw7awskTYCEk7CD7Ka7vOVcp032h2IEe2aPVMKCdLz634PSKtmJyHAGRbNHcHqiQDBS2H6gyiVYAc5sht7IgOS4AG5fmcEDz2/F7oAgPw1/+fkCqcRVo1JI4wLB+UdWaiivPLSENoMJnZeKo+UtfLevkkvmOsVWy2v1LqvPZqudf31dQKfZRrCfF+nJwQT4eJGdEYlCIZeyFjvNVu59djMNvbS7okN9yM6M6jM7QqtR9pn1aLbaqG50Hx+fj6TEBiKXy5DLZCSdRElJ92S3ok6Pze5wsTa12x2SS4nJQ8lGdYNe6ndK+2gHT3ao3QT5eUl6bt5eQ5uG+mhV/O0Xi2hoMZIQ6Xdax6ietD6GM93zTBnOsdlIxWK1i4DFcECpkPPM3fOobjQMavVCo1Lws2sms/1AlfSwAKTodF1TB51mGz5aubRCefvKDN7/5gjpY0KICB68UVNYkI47VmVyoKieK3vZIk0bH8G08RGS/RM47TQnpborDQf6eg1K12M0sHRWgmQFe8GMuEEfF+CrcSnR6ea2yzK4YHo8YYFaj3ZxP16ZiZcqH7lcJlnWdfttp8UH8fs1c3j/myPER/jx3rojwOh/iPcWBosNFyt254LS6h6F8LBALXaHsyxNq1GyYHKsCFYIRgSerPxOZp9ziSe7Q38fDQsmx1Db1IHFauOaC8dKDgL3XTeF7/ZXsXx24nnz3BYMjvAgnbRQER3qw4LJPZaSF0yPo7yunXaDGYvNzviEIL7ZWQZAc3sna67I8uj20NFppbHLbcJbq+K6i8ayZHr8SZdyeKmV/OzqSWw/WO0yPj4fmTw2jFceWoJCLuuzJLk/7r16El/tKGHepGiXYAU4de26FzPL69xLhaZPiGTVgmSa2jtZvXjo5Sh3XzWJ99cdYXxiEFEespTVSjlmq71P21IfrQqffhZmh8olc8dQWtPB9UuHr8i8J7pNFxw454aMoFuiO0sGICk2gMrSgR17hlXAoqKigiuvvJKkpCRUKhWvv/46r732Ghs2bCAqKoonn3wSler0/UjPFk1tnXR0WiUBzhOpaTTwwof7CfTz4q7VWYT4e9HQYmRdTilj4wJRqxT8dPVEPvm2iBkTItxuVJ2XihWzx5Ce5C5+MxDLZydKriUnMjPD2Sm16E38cEXfasW9OVLa1GWddfKr+8MVnZdqyBaJB4sbCA3QugSSSqrbuoQIA0mI9MPhcLDmqQ3UNRv50SXpLOsq6wgL0vGLG6bicDgID9ZR09DBzSt6RJISo/x56Canyrq/t5qDxY1cdcHg7b6qGww0thoHpQQ/XMhIDuZAUSO+3io3kVPB2eGaC8dyvKoNH52K+ROj+Py7EqobDNx+eSZTxw1gnyYQnAUGE2hQqxRcct9/+93n82cuO52XddqorNNjdXRwwYx4Sqrb2LrPmZ49dVw4S6bHoVEp+OGK8RSWt1DT2IEDCPDR4KNTc+/VkzxOLgWCvvDSKKXMzcZWI+W17fzkB1l8tvUYM9Mj2bCrjPfWHSE0UMtjt82SgmFBfl785AdZ7DlSx+pFqVLZUGFZMxq14qRKkBZMiSU23LdP57O+cDgcHCxuICLY+4xYaZ8L2g1mFArPAYviihZe+yyPMdH+3Hpputv31dzWSUWdnvpeToPdhARoWfODLPYV1rF6sfuYUtG1aNdusJxU4DMh0s/NXbE3D9w4jfW7yrhwRrzH7Q0tRirr9GQkn56xa3ZGJOPG2EbcmHLl/CRKqlrRaVXMnRgz8AHDiBkTIvhqewmhQVoCfb2oHPiQ4RWwAMjOzubpp58GoLGxkZycHN577z1eeeUV1q9fz7Jly87xFQ6N0po2fvbnb7FY7dy2Mt3FvrSbT78tlmxPk6L9+cfnh7DbHRwtb2FqWjjzJ8eQlhDEQwnuFmD1zUZ++vRGjCYbV18wluuWuvs1nywKuYwf9mOrdCIbdpXxl/f3IpfLeOquOSREDD7bYzTy/jdHeOfrArzUCv72i0WEB+k4WNTA/720DbsDfnnDVOZOjOapt3dLglevf5EnBSy6kclkA0Z+l88Zw/I5gw+vVtXr+enTmzBb7dy8fPxJiTadCw4UOe3Y2g0W8ksaGZ8w9CCd4ORpbDXyq5e2Y7M5aDOYee+bo4BTKPh3r+ewLDvhjNmUCgSDZSQHIwbDY6/toFlv4xfXT8FHq5JKtCrrDWhUChwOB/f/dSuV9c7nilopJzzYm/LadsYlBPHUT+eey8sXjFD0Rgv3PLuZVr2ZpbMSePjm6TgcDlb+4jPsDqfg8lfbS7j2op5x6EUzE1w0DjbvqeCZd3KRy2X8Yc1sxicO7Rm+M7+G33XZvz9660ympA0uSP7m//L5aFMR3l5KXnhgMd6aoQU8hhs7Dlbx+zd2IZPBb7s01Xrz7toj5BU3klfcyLyJ0W76Bs//x+kM9Ppnh7h0zhi3EtvezjIncryqlZ//5VusNgd3XpHJxdn9a/MNlekTIpg+IcLjtla9ibuf2UR7h4VL547hxmWDX6Tri0df/Z66FjPXL0tzc20czuw+XMvO/FrkchkXz0pk3CkI0Z9tvtxeAkBdk5GDR+sZzN047IrAc3JyuPbaa3njjTfIy8tj+nTnJD07O5t9+/ad46vrm+KKFh7421Ze/Gi/JFwEzoBCd61XpYfUKoAJicHIZKDzUuKjU0nHK+SyPlW3u2lo6eg1WPF8/qGwYVcZm3PLT+rY7ve32x1UN3pWKD+fOFLqtHbqNNuo6xIurWowSPZgVV3fl8ncowcQOYSSnpMlt6CWr3aUSOJrvS2oRhJDtcMSnBofbizk0Vd2YOvHg72vPk4gGM2YLZ41XYa6z2Dptn2srNO71Irb7XZ+9aJT4LCmydDz3lY71V3aWBUn3KPVDQb2H63H4RhpGvmCs42+wyxZ6Hb39TKZjMRe49S+LNS7qeo1TuwuKxmIwrJmtu2v5NCxRqrq9U4tMYdTbNITJouN3IJaWvU9+gbd41NDp5WW9uGrzdWNzWbnr//ey0MvfEdZTZvb9squz+5wuApwdjOhy240yM9LKgnrTXfGtwycSr1DoKaxA2vXOOBknvlms5UPNhRSWNY88M4n0GYw095hAaDiNMx5oKdvHmnjl6NlTicWu91BWa37b2Q40/snp9EMrkRsWGVYhIWFsXbtWtRqNWvWrEGv1xMc7LzpfH19aWsbWoPk5eWdicuUaNJbaW63khih4YOtjRRUdJJ/vIkIbwNxoV3ilA4H89N9ae2wMT7cRG5urtt5dMA9l0agVsrQyepZlOlHdZOZ+Rl+1FUUUlfR9zWs2+v8wcplMDbM7PH8g2XtnhZ2FDhv2N0HjrIwc2gaAWMC7UxO8karlqGz1ZCXN7BNzUgn/3gjWo1yQAX07sHgoqkxVNS1Y7LYpBrM21dmoFLK8daqXFxYzgT/Xn+Et78qAECtkmO22Mk5VMP+wvpBi4gOF8KDzu8MnrPN1ztKaTHYCPb3QqGQkRwdwI68amnyNC4hkNtOsF8WCM4HBpvRYfJgEXgyXDgjnnajnUvnJeGtVfHSg4v5bl8Vb399mMp6A//ZeBStRom+w2lZbrLYsdrsxIb5uNgQ1jZ18NNnNmEyO7Uueq+MCwQnEhHszZorMsk71siVS3pWtv/003kcKWsiLFBLWGD/z+XL5iXxwfpCbHYH3+aWc89Vnsc8pdVttHeYae8w8/s3dkmv33rpBFbMTkQul3HhTM8lA398axe78msJD9LxcpfOwy2XpOOldgp6jon2H9aC4gD7ixqkgM5/NhzlvutcddCWz06kvrkDpVLO4mnummqrFiYzMyOCAB+NxxKwR26ZySffFrFkWpybhsVAhAZqkcmcwZLAk3D7uvcvWyivbedtDvPKw0uGpL0XG+7Ljy/PoKCkmasvPPXsCoDLFyRTWjvyNCy2HegppPhuX4WbW8tw5v7rpvDyJwfJSgklNS5oUG6EwypgoVarUaudbgkLFizAx8eH2lrnpFev1+PnN7R6t/T0dDSa/i0dT5aGFiN/fGoDRpONKxYmM3dqMgUVeQT5ebFozhQXK8mpU4d27inu+ox98vWBHECP3QGZGRNOyTrs8z07AGfAwizzYcpQLqSLObN6/jaZTGc8aHQuWb+zjOf+vRe5DJ78yVy3dKxp4yPYfbiOAF8NsV0uKiqlgh9d6jqpiwj2lrQozjTdq2yAi7p8daOBLEZWwKLdaCHyXF/EeURogI4WQzsXTI+XSs96T9IOlzTzxbbjQ9Z5EQgEQ+PKJakuY5voUB/mT47m02+LMHRa2F9Yh75rFVKtVmDodAZK4iL9mNwrI6OptVPK8Ov9bBAI+mJZdiLLTigBUCnlpI8ZnJ6At1bFlLRwdubXkJHiecxRVN7C/X/dgs3uYFa6a2lAXYuRH6/K7Pc9ujMvGlqMWCw2FBolkSHebpP+4Yxa1ZMAb/SQTarVKLlzgPLLKA+ZFd1kpYae9CJVQ4tRWqhobu/sf2cPNHcJsTpwBk2HErAAWDFnDCvmOP8+HYGn5bMTz9hc8UzS0dnzu2hoHd4BuBOZNymGeZOcuhuDbcNhFbDQ6/X4+DhvsD179nDDDTfwxRdfcNttt7F9+3aysoZPbXRLu0kqxahp7ODmFROYPj4CP2/1WRW0+tGl6ei8VCTF+J+yz/k9V03isdd2IJfJuGv18Pmuhys1XfZadgfUNne4BSwuzk6UvKiHi8jZDcvG0aY309Bq5LJ5SRRVtKBSKlg8LfZcX9qg8PdW0WpwDsSj+3kYC04/j902E4PJQWRIz+DiqiWpfPJtEWaLM/jVfU8IBKOB4e4S0puIYG9efXgJBqOFNX/aBDi1Kx64YRpHy5s5XtXGdSdkUIxLDOKHK8ZTVtvOdReNrNVFwcjl4ZunUdPUQUQfIod1zR3YumpnQwJ1rJiTyNHyFuLCfV0c7fri3msm8cXW48zKiMTLg5POSMDRy63YV6vue8dzwPTxEVx9wVia2zsH1R4n8vNrJ/PyJwcZlxBEVh9BK8HALJgcw9fflwKwcp67PuJoY1jdybm5uTz33HOo1WqmTJlCVlYWU6dO5ZprriEqKoqbbrppUOfpTr83m81n7Fpjw7TcsXIcZbXtXDY3CZPJRKCPErCf1VSzQB8la1Y5hTFP9X11GhlP/SRb+v+pnq/7+z+Z2tiz0YanyvLsOExmEzqNkulpwR6/rwBvBWf7N9EfPl5yHrihJwVzTqZTsMpus2KyuUfxT6UNex93utrx17dMZf3OcrJSQlDKh8/3Otw5HfeiDBtBvmqX73z1ojGsXjSGLXsrKSxrZvnsRNEmZ4jT3Z86+6a+MZlMp2Wf03mus/1+DruVGx75asD3e+1XFwzq/c50f6pSQICPkgevn8jO/FrmTowmOdqH5Oie4O6J9+fy7Lg+twk8M9rHNmeDED8VVqsFq4cqqUkpQdxwUQptHWZWLUjE+wRnvIF+p4kR3vx0dXq/+w73NkyN9eVHK9KobTKwckHSsLs3f7CwJ8tmqNeWmRTI3++fd1LHnshwb8czybUXpqBVy9BqFMzNCh92v5HBMtg2lDlGodJSe3s7hYWF5/oyBF2kpqbi6+s7pGNEGw4vTqYNQbTjcEPciyMf0YYjH9Gfjg7EvTjyEW04OhDtOPIZqA1HZcDCbrdjMBhQqVRD9moWnD4cDgcWiwVvb2/k8qEZ0og2HB6cShuCaMfhgrgXRz6iDUc+oj8dHYh7ceQj2nB0INpx5DPYNhyVAQuBQCAQCAQCgUAgEAgEI5uhh/gFAoFAIBAIBAKBQCAQCM4wImAhEAgEAoFAIBAIBAKBYNghAhYCgUAgEAgEAoFAIBAIhh0iYCEQCAQCgUAgEAgEAoFg2CECFgKBQCAQCAQCgUAgEAiGHSJgIRAIBAKBQCAQCAQCgWDYIQIWAoFAIBAIBAKBQCAQCIYdImAhEAgEAoFAIBAIBAKBYNghAhYCgUAgEAgEAoFAIBAIhh0iYCEQCAQCgUAgEAgEAoFg2CECFgKBQCAQCAQCgUAgEAiGHSJgIRAIBAKBQCAQCAQCgWDYIQIWAoFAIBAIBAKBQCAQCIYdImAhEAgEAoFAIBAIBAKBYNihPBtvUlFRwZVXXklSUhIqlYrXX3+d1157jQ0bNhAVFcWTTz6JSqUa9GsDYbfbMRgMqFQqZDLZWfiEAk84HA4sFgve3t7I5UOLjYk2HB6cShuCaMfhgrgXRz6iDUc+oj8dHYh7ceQj2nB0INpx5DPYNjwrAQvSITJ4AAAgAElEQVSA7Oxsnn76aQAaGxvJycnhvffe45VXXmH9+vVMnz59UK8tW7ZswPcyGAwUFhae6Y8kGCSpqan4+voO6RjRhsOLk2lDEO043BD34shHtOHIR/SnowNxL458RBuODkQ7jnwGasOzFrDIycnh2muv5cILLyQxMZHp06cDzkDG559/jk6nG9RrgwlYdGdhpKamolarz9Anghc+2s+egjrmZEVx84oJZ+x9Ripms5nCwsJBZcWcSPcxeZUy1u+uYlJqKD9ZPfF0X6JgAE6lDeHs3YsCV+x2B396J5ejZc1cnJ3Aitnxp3wvijY8NV78+AC5h2vJzozklkvSh3z86ehPR2MbvvbfPL7Pq2b6hAhuX5lxri+nX0R/OjoY6ffiscoWnnlnD3K5jF/eMJXY8KEHz0Y6w70N2wxmnvhnDk3tJm6/NJ1pEyLOyPuMdE5HO37yfRtl9R386JJ0ZqaL7/lsM9g2PCsBi7CwMNauXYtarWbNmjXo9XqCg4MB8PX1pa2tjba2Nnx8fAZ8bTB0p/acicjZhv2t7DtmQAa0G+04gPW7Kpia4Djt7zVaOJlUq+5jdhyqp8VgY/O+GvYXb8JgtHLP1ROZOzHmdF+moB9ONl2u+zi1Wo1GozmdlyToh1a9iV2HGwD47LsyVi1MAU7tXhRtePI4HA4276nGZnfw7d4a7vzBFJftn2wuYl1OKStmJ7J8zhjp9YLSJl7+5CBjovy59ZI0QLThiWzcU43ZYmPznmp+etXU037+8tp2nn1vDwE+Gn5x/RR0XoMbGH+3v5IP1heSnRnF1ReMddkm+tPRwbm4FwvLmnnx4wMkRvoxaWwY760rYEpaOD+6dPBB0P3FLdS2mAHIL2klOS5kyNcxWhiu/enRI40UVxkA+GxbGXMmx5+R9xktnEo7ltYaaDHY+Oy7UuZPEd/zuWKgNjwrAQu1Wi1FIRcsWICPjw+1tbUA6PV6/Pz88PX1paamZsDXhkJ6evpp7Uz0RguPvfuly2tajZJZGZFMmTL5tL3PaMFkMpGXl3dK51g5P4mPN5cQEuDFweJGAN74Il8ELASCfmg3mKW/DUbLObwSATgfxBfMiGPLnkqWTI9z2/7Wl/lYbQ7e+uqwS8Dig/WFFJW3UFTewuKpkWfzkkcMNyxL48ttJSydldDnPp9tKaahtZMrl6Tiox3aStz/th2nqLwFgF35tcyfPLhnz1v/O0x1o4HjVW1cMmcM3kN8X4HAE737hANF9dQ2GSmv1bNyfhLB/loAdh6qIbeglhVzxnjMnlg0NZbd+bUoFDLmTow+2x9BMAhKqlqlv6vq9efwSs4fqhsN5/oSBP1wVlxC9Pqem23Pnj3Ex8eza9cuALZv305WVhYZGRmDeu1c4u2lJCOpJxLto1VhNFnZlFtOjfihnxEWTonllYeXMG9SzyBR63XWKpkEghGJt64nTVWtUpzDKxF0s3VvJR0mK1v3VbltmzbemYY6/YS038ljwwAIC9IRGeR95i9yBLJyfjKvPLyEVQuTPW7fU1DHq//N45PNRby3rmDI55+SFoZSIcPfR83Y+MBBHzc5zdl24xKC0GrEM0tweuj+XYUFapmR7gxijo0PJMDHuTinN1r4w5s7+XJ7CX9+b4/Hc4QF6nj6nnn88a65BPp5nZ0LFwyJsCCd9Levtyj/Ohv46URQeThzVp6iubm5PPfcc6jVaqZMmUJWVhZTp07lmmuuISoqiptuugm1Wj2o184lMpmM392RTZvBjMVq5+2vD7NxdzleaqUYkJxh0hKCUMhl2OwOZmeKFQGBoD+8vZT4+6hp1ZvJSD5/032HEwG+GgydVgL93LP+HrppGq16M/4+rgPTFXPGkJ0Z5Vydt1vP1qWOKvx81MhlYHdAoO/QJ2fTxkfwr8eXoVLK0Qwh+HfHqkyuWJhCkJ8GufzcKNCbLbZBBSwHu5/g3HNxdiIz0yPx1qrQqBSsXpSKr7caRddvTKWU461V0ao3E+AryoZGKmPje415s6LO9eWMarr75+xM8T0PZ87KLHv+/PnMnz/f5bXbb7+d22+//aReO5fI5TLpIXDX6iymjQ8nIdIPfx/xYDiTJET68fQ982hoMTJ9vBDFEQj6Q61S8Mw98yksbWbq+HDAdq4v6bznDz+Zw8GiBrJSQt22yWSyPicXQV0roCaTCFicDMkxAfzp7nm0tJuYNj78pM4x1DKSbkIDtSd13OlCrVJwyX3/HXC/z5+57CxcjeB0EdQrK+LEfkPj1vcLRiKx4b48c8886pqNzBCCm2eUX98yg/pWM9MniLLL4YxICzgFVEoFc7LEav/ZIjkmgOSYgHN9GQLBiCA8SEd4V1qpySQCFueaQF8vl9I2wdkjNW7wpRwCwUind98vGLkkxQSQJMa8Z5zYcF+S48Si83DnrGhYjCYcDgfPvpvLDY9+zcbdZef6cs5L9hfWc/Nv1vLrl7djsoiJmEDgiec/2Mf1j37F2u9LzvWlCAaJ3mjhl89v5Ue/W8eR0qZzfTmCQfLv9Ue4/tGveOvL/HN9KYJRzp6COm56fC2PvroDsxj/jFo6TVZ+9eI2fvjbdeQVN5zryxnVPPtOLj/8zVoOFNWf60sR9IMIWAyR+hYjm3IraNGb+PTb4n73fevLfK75vy95+6vD0mtGk5VOkdp7Sry7roDG1k72FdZzsI8OplVvwmYXVrOC85NWvYl1OaW06s3866uhCw0KBuZv/9nHNf/3JZ9t7f850I3D4aBVb8Lh6Ltf2l9Yz+GSJuqajXyzUwTEB8PbXx3mmv/7clDBgjP1XPhoYxGtejMfbyo67ecWCHrz5fbjNLV1sqegjqPlLaf8mz50rJGbHl/LL5/fKhylhhGHjjdyoKiBhhYjX+0ocdteUdfO7X9Yz5qnNlLX1OHxHO0dZqw2+5m90FFAfkkTDa2dvLf2yLm+FEE/iIBFP7TqTbR3mF1eC/bXkpUSgkwG2RmRPPtuLi98uN9jpPvTb4vRGy18tNk5iCkobeK6R77iql/9j+fe33tWPsNIx253UNNowNar0zX2Cvh8u6eSO/+4gS17K6TX3v/mCNc/+jX3P/ctFqvorAXnH9Zev/v2DtM5vJKRxaFjjYNyfNIbLaz9vhS90cI7Xxfw5Ju7ePN/+f0GI/7w5i6uf/Rrj8r9tq5+blxCIBHBOjRqhRAA84C+w8z+wnrpebv2+1I+2FCI3mgZcAHhb//Zx/WPfs1tT3xzWp4LvccHi6fGAk5XK4HgTDJvUjQKuYz4SD9yDlVz/aNf8+DftrqMkXrz3roj/P6NnRRXtPCnt3fz65e2U9trgrsup5Smtk4OlzT1uZKvN1rYX1gvMlpPM1ab3aUtepMSG4CvToVMhos7YTdb91VR3WCgvLad7/Oq3ba/9b98rv31V1z/yFfoT5jHCDxT1SDsY4czQsOiD/KKG3jklR3I5TL+sGY2KbHOGliFXMbv7piNzWbn/W8K2ZTrnCgnxwZw4Yx4l3OkJwWz90g9VqudA0X1HD7eJA2U1u8qY/XiFKJCfc7uBxth/OOzQ6zdWcHE1FB+++NsALTqnp/t5j3O7/+5f++V6sNzujrvoopWGluNRAQLO0DB+UVlL992u4jZDYr/bCjkrS8Po1Er+Nv9C/vtN3y0KnReSjo6rXR0Wtl2wGlVOjEllKxUd1FNh8PBzkM1ANK/vfnd6znsPlzL7MwoXn34Amx2h6T6L3Bitzu4/69bqKw3MHVcOI/eOpOXPzlAd4xoyfS4fo/f3PWsrm8xUlTewrjEoJO+loNFzvGBUiHjDz+Zw49XZXLrZekoFGINSHBmaTeYsdkdGIwWduXXAlBQ2kyL3kSwv6vIa2FZM++udWbY1Td3UFTRCsBnW4q5bWUGAPMnxbDtQBWhAVrSEtzvCYfDwS+f30J5rZ5JqaH8pmscJjg1bHYHD/xtK4VlLVycncCdV2S5bD9e2UZ7hzPj5XBJE0tnJbhs12l6XH28PYgCr9tZCoCh08r2g1VcOCPBbR+BK83tYnFnOCOern1w6FgjFqsdk9nG4ePutcQKhZzEKD9kMlAqZMSF+7rt0zsqWlmnZ/G0OIL9nerOEcE6gvyF//VAHDrmjPgfOFqPvSvtsVv5Wqvu+fkq5D1/X33BWGLCfFgxJ1EEKwTnJb7ewk98qFTUOYM8JrON+mbjgPt3T5ADu1T6tRol4cGehe5kMhk3Xjye6FAfblg2zm37vkJnadvewjoAEazwgNVmp6bRuRpZUdcOIFn2Th8fwZoTBvwnMr4rQKHVKEiM8jula8krbsBqs9PZa3wgghWCs8Herr6iocXI/MkxRIf6sHJ+kluwApwuNb4657MgLT4InZcSuQwmjAmW9pmcFsYHTyznxQcWe3S7s9kdVDc4s84q6sUK9OnC2GmhsKwF6GnT3oQH69BqnItziVH+btsttp5sPk+ZL92GABqVgmnjhfvFYFAqxHN3OCMyLPrgwhnxHDrWiEIhZ0EfaZ7ZmVE8f/9C1EoFkSHuE+PlsxOpbzaiUspZPC0OtUrBG49cRHWDgUA/DV5q8fUPxJUXpPLfraUsmhoreSWvXpzKxNRQgv21HCisZ9PeClYvSpGOmZEeyYx00UELzl8SowKYMjaMvGMNXH3B2HN9OSOC65eOw+5wEB3qI02E++O2yzJYnp1ISICWspp2Av00HicN3axamMyqhcket916WTrf7Czl4uzEk77+0Y5apeC+66aw7UAVK2Y7v6dHbplBbVMH4YMITD922ywKy5qJDvPBS3Nqz94LZ8aTX9KESilnwRTh/CI4e1y5JJWWdhMJUX6sXpzab/8e6OvF33+xiPoWI6lxgVy7NA2T2UZIgGs/Je8nQKpUyLn/+qls3VfJctE/nTZ8dGquX5bG9weruXJJqtv2iGBvXnxgEc1tJpJj3Z1CLs5OoK6pA6VSzpJp7tlld6zKZOX8JPx9NFLgQ+CZiGBvTFYDv7xh2rm+FEE/iF9xHwT6ebFwaizlte397lfb1EFNg4GLZiWgUSlctum8VKz5geuqT3ltO3uO1DErI1IELAZBdkYUC6c6H5I5edXUNnWQnRnFjoPVxIb7snBqLAumugaU2jvMbNpdTlpCkLCzE5y3JEb7UVGvJ9ZD9pfAndBALfddO0X6f3uHmU255aTFe+5HvtpxnM25FVy3NI3MZPcykKGwfHYiy2eLycBAzJ0YzdyJPVbiCoUcuVzGF98dY2paOLsO12C22Ll8QRIqpevzWC6XuaW8G4wW1uWUMibK32MpT18E+2ulEkWB4GySGhfI0/fM63efwrJmDhY1sHBqLEF+XgT6ObN5t+ytpE1v4vIFyVLQzmK1s35XGWGBWqakhXs83+zMKGYLTZ3TTlpcEPoOC3ERnjO+iitbqWkwEBPu4zZf8DS/6E2nyUru4VriIv08amAIeogK1dFutBEZIqyAhzNixtwHReUtPPuuUxytvtnIfdc5B7J1zR2syyklKyUUL7WC3/4jB4Da5g5uuyzD5Rw2m53dh2uJjfAlKsQHu93Bwy9so0VvYv3OMp6/f+HZ/VAjmCOlTfzunzsB+HpHCeVd6dt+3mpMZhuTxoZJUeRn393D7sO1aNQKXv+/C/HzVp+ryxYIzgnV9e18uNEp9vvEGzv5zxNLz/EVjTy6+xG1Us7rv77QJV26zWDihQ8PAPD4azl89OSKAc93rLKV7QeqmDspmvg+BqiCofPA376jqa2Td9cW0NHpFGSWAQlRfqTGBXpMc+/mpU8OsDm3ArlcxksPLPaYKSkQjARKqtv4bl8lU8aF8cjLO+g029hdUMsf1swBnNo5L33s7LNsdgfXd5Wmvbu2gA83HgXgmXvmiUWes4TRZOXx13ZgsTnYX1TPX3/uOh8oKm+R5hcV9XqPJW95xQ0oFXKP2iOvfHqQb3aWoZDLeOGBRUSFCL28vthTUE+LwcZ9f9nC+08sP9eXI+iD8yJgsXVvJSaLzaWsYCA0vfQR9nXVFYNzEHvoWCOfbCrikdtmSq/LcD/vK58e5MvtJWg1Cl5+cAk6LxV6o1Ot19Ap7KOGQl2vmvK65h5V5affzkVvtDA2PhClQo7FapNW1ux2R7+q/QLBaKXV0KMKLm6Bk+NYpVOgzmy1ozdaXCa+vfsVi3Vwyvn/99I22jssbNhdzj9/feGgjjGarKzfWUZCpB+psSJTppu6pg6e+tdulEo5TW2dAFKwAuDbvRW89VU74UE6Xn5oyaA0QWRdu9jsDnYcrCIsUHdKk7emtk627K0gKyXUYw26QDAQW/ZWYLbYBzV2ffzVHTS0drIup4Tu3sney+70cEmj9Pf2A1XsO1qPUiF30V+z2cTDYihYrDbW7z5OZLA3k9PChnSs3e6QdCgaPGgmlda0Sn8XeNDR27q3kqfe3g3Ao7fOZOo41+yYhlbnOW12B1aLUN4eDIZezxDB8GPUByy2H6iSbmqT2cryOWMGdVxUiA8ymXOw36o3095hxlenRq10BjKUSjkpMQE88qMZVDcauGhmgts5GlqcAymjyYbeaKGiTo+1q4OKHoI7SHNbJ83tJsZEn7+Dnm7hKACVUo6pqwPWd/mGF5W3SF7kl81LYlJqKGFBOjo6rf2usAkEo5E2g7AxO1XCArXSZPjEcj+LtWdgP1iZru4Jdat+8Erkr3atksnlMp7/+dxBHzfaWb+rjCNlzW6vP37bLMxWG298cQiAxlYjVpsdhVzhti/Anasy8fdWMz4xWBJofm9tAf9eX4hcLuOvP19AfOTJZcM8+eYuDpc04a1V8dajF6FWeb4GgcAT3+2v5E9v5wLOifGyAfQjVF2/L7lcjkLmHB8pewnB2noFLwydVilLdfq4cH64YgJhQdpTcs45H/lkczEfbDyGTAZ/vnc+STHuWhN9YbX1BLrNHgIKY6J7zuVJU6m+pSfI0djqHvDovVDRYXafiFusdo5VthAf4XfKmj4Cwdlg1P9Ku1XFwbXDHgiFQk5CpB/Hq9qQyZB8329aMYHGd3KJCvVGpVQwbXxEn+e4/fIMgvy9SI0NIDbclwBfDZHB3tQ2GVgweXBCXXXNHdz99CYMnVZ+dOkEVs73LNo2GNbvLGN3QS2rFiSPuLS/ialh3HjxOGqbOqhrMrC30OkeopCDzQ4BvhqMJitWm4PszEhnut2r3wMwbXw49103BZ2XcE4QnB/ERojV+FPlnqsn8em3xWQkhbiJ1AX4aqSA9mAnohqVgg6T1aMFnc1mp6apg4hgb5dsgO7Ak8MhssV6Myk1jI83F6FUyLlyUQo78qpZmp3A7oJaKmrbUSkVpMQFsHpRiluwqTcfby7iv1uOsXlPBRPGBOPvo5G+c7vdIQXEG1qMaNQKfHX9lxc6HA7W5ZRiNNmw2uzSeUTLCfpj75E6CkqaWJqdQKCvU2+id7aDdRCZD7dems4Tb+ykqbVTyhYymiy8/vkhjle2cuPycRRVtNJuMHPNRWP587t7UMhlTEoLIzHKH7vdwVtf5tPY2snNK8ZL1yHom253DocD7EPsn9UqJQq5DJvdQUiA+3cdF+HHjPQIqhsMXDAj3m378jmJtBlMKBVOUf8TmZMVxf6j9USFeBMb5j4e+P0bO9l9uJbkGH/+/LMFQ7r2gWgzmHnji0N4a1XctHy8S+BsOKMUMeVhzagOWFhtNv71VT7gTPe80MNN3x+/+uEMPttaTPqYYEn9/ZucUspq2ymrbWfnoRpmZ/UtRBQepOMnvURxfHVqXnhgESazzeOg1RM1jQYpTamo3Jki9s3OUv7+4X50GiV/vW+h22DaE616E3/9YC8OB1TXG3juvgWDev/hxOrFTiXl372e0/Ni14NZLnNGjK02O0+/k0tDi1EaJO7Mr+V/245LxwsEo526Lhs6wckTE+bLXasnetzWqjdJK1idZhsNrUZC+nEIAVi5IIlvdpZJDhe9efy179lbWM+MCRH8YHEKzW2dzEyPpLjSaXun0yiJCPamofrUPtNoYVxiEG8/tpSKej2//cf3gIy6pg4+33pM2kcuo08RwW6KK5zP1Fa9mYYWI/4+Gi6aFc/+o/WEB+kYlxDEtv1VPPWvXXhplDx773yP2ZGtehN7jtRhMlv5e5e2yerFKcyYEMGksWH9Bk0E5ydNrZ0UlNcxJtqfx1/7HpvdwdGKFh75kbPUODJEh0Ihw2F3EB06sLaK3miWSkASuoQWxyUG8ce3nBnGmm8U/P7O2dL+kx8LAxkcPt7ElQ//Dx+tSlq112mU/HhV5un+yKOOyl42ry3tg8+cA6cN9iO3ziT3cC1LZyW4bT9wtJ6cvBoAPtp01EUQGpwB8JtXTOjz/BfNTGB2VjRatcKj5fKxrmfL8ao2bHaHS6DcZndw1582UlmnZ+WCJG65JH1In+2TzUV8s7MMgKRo/z6dFocbg6zuFJwjRnXAolVvliLTDodz8p8whFrS8CAdKbGBvP75IfKKG7ltZQZp8YF8uf04XmolCb283OubjezIq2JqWjhR/ZR7KBVylNrBRxszkkK4YmEyFXV6ls2O52d/3ix1MO0dFr7dU8EVvSw9+0KrURISoKW+2TjiXQPCgpwTA6VCLq1iNbebpLauP6EeUCZzTj4EgvMFo1k8eYfKVzuO8/LHB/HRqXjxgcX9rqYHnFBmZrH0/307HA7+s+EoFqudDzYcZdVC1z77YLGzvnz/0Xp25ddgd8CNF49Do3I+onWDDHCPFhwOB89/sI89R+q4ecUEKSPxrS/z2bK3ktWLU7hoZgJ7j9TR1OacKDS1diKXQXciZVJMwIDZLzcvH49MBikxAVI692dbjlHVYKCqwcD+o/XkHWvA7nCW9BRXtHgMWDzy8g6OVbUS5NezUhrk58WKrhLU3IJaGlo6mZs5tDp3wejlD2/u5HhNBymxAdJKu1qlYO+ROmqbOjBbrFKWxZHSZiYPEHybOzGaf3x2iDaDmeNVbTx660yUCjmBvhqa201uwozdZQCb91RgNFkxmnrKBk50pHjn6wI25ZZzxcLkAUtTzidqGnoCFkfKmvvNuPbE3iN15ByqISnG321cHhPmi1ajwGiyMdaDrelg8OnnuXHX6ol8se04CybHuGn8FJQ0UdFVMvT51mNDDljEhjv7SIVc1u98SCAYCqM6YBHsryU+0pfSaqc1qdE09EH8B+uPUNPYwWdbj/GDxSksmBKLzkuFxWp3Gbg8/toOSmva+cjvKG88chEymQyL1cbT7+RSXqvn7isnelTyHQiZTCZFUf+7pZiiih4hHoVcRnZm5KDOo1Yp+PO98ympbmPCmOAhX8dworHVWVfeHayA7uCFa/vKZfDEnbPReanOa/0PwfmHRjUyUjCHE/9ZfxSb3UGr3sxr/83jrtUT2XukjoQoP8ICXe3OFAo5t1w6nn99WcDUtHBJ/6AvZDKZlJFhtbrXK9+xKpNvdpYyPjGYTzY73V3aDGZ+c/ssdubXuAmqjXbqW4zSCt0nm4pYMDmGTrOV/2xwuhm8t+6IcwUxM4pPNhdhMFpRKeU8f/9CTBY7KqWcqEE4fsRH+kkr2t0kxfizcXc5Wo2SqFAfLpuXREWtngBfDTPTPT9vW7p0ScwWGw/fPJ1Os5X5k5xBlsPHm3isqzyxtS2FpJH9+BWcJrozZw1GC3/4yRyOlrcQH+HLwy9uw+GAS+aOYVZGJBarnaXZCQOeT6VUMCsjkrXflxIepMNHp0ajUvDCA4tpbuvsc6FqyfQ4dh6qQatRShkW7UYz63JK+XDjUWZnRkkuIu+uOyICFr1IjQuioivtbWLK0Kyt2zvMfPptMQDvrytk0dQ4t+2dXXOWWg+inL2Fhx+4ceqQS3imjY/oM8Ci0/ZMDU+mnGPR1Dhiw33RapRisVBw2hjVAQuA3985h482HiUq1PukBIWyM6L4d20h6UnB+HlrKCxr5ok3dmK3O7jj8gxJxNPcNQjtLcaWf6yJ7QecndmnW4p5cICAxbtrC1iXU0pStL9HzYVJqaH4aFV0dFoI9PPi7qsmEjkEqyJ/Hw1ZQ+xUhyMz0yP5Pq+GkAAv6pqcHXmn2YZGrUAuc/pTN7Z24sAZpS6rbePx175nZnqER3FUgWC0EThAeYLAnfSkEDbllgOQf6yR5z/Yy6bcCnx1al59eIlbGV9aXDBZKaFkpoQgkw0svamQO1NOVUr3fS+aGc9FM50li2GBWhpbO/nBohS8tSppld5kGlrK8Ugm2M+L9KRg8oobmTcpGnCu+sZH+FJa005K14pjVKgPeqMFhwM+/+444xKDmTsxetDvc7CogZc+OUByTAB3XzUJhVzGpXOTyEgKwd9HI2VM/PaO7H7P86sfTmdTbjlzJ0YzPtE1ImHpFUi32ETmk8DJ3VdN5PtD9VwwPZ4x0f6kxgVSUNIkBTZlwMM3T/d47KufHmTPkTpuvHg8szJ6gmhrrsjiwhnxRIX6IJfJePGj/eQdayTIT8PtKzM9Bi0KSprQGy0YTRYC/TQYOizMyojk+Q/20djayYcbjzIlLZzcglqyMwa3QHa+cNPy8QT4eRMZ4k16krswZn94e6nITA7hQFGDx4XHqnq9VNacf7zRbfuG3eWS8PDWvZVcOi9pSO//3roCvvjuOHMyo7jzB66WqbFhTs29lnaTy+9rKKTEjiydPHAucgqGL6M+YOHnreaHl/Rd5zUQ1y8bx+ULktF5KZHJZDS2GqU6wd5Wm7++ZQZb91UyY0KENHhNjPYnPEhHfXMH0wdIFauoa+e9dUcAZwbB2u9LuXyBq8BmXMT/s3eWgVFe+du+RpOJK3GDYCG4a4GihcpSL3Xbtlunstt22+7Wdrfdty5L9b8VKlujAlSAYoEAISQQd/fJJJNxeT88yZOZzMQoEmCuLwzjkuc859zn97vvAB6+Zhp/XZ9Gs8bAj7vKmDL67Np5A1g0NY6Z44Tv84pHfxQHdaPJyl9vnMH/25ABCG1AHURC4j4AACAASURBVAYzb/wvi+pGLQfz6pk3MWbA/iEePJyuNLe67sh46Js/XTqR7RmV2O3Q0KrH3hkl164TUqJ6jhuvfZFJRX07B3LrmTshmuCA3ne47PbuCDtrPwlzqweYZHUmI5NJee6OeZjMVrGtw2S2UlkvVEuW1LS5fdxLGzJ6FSyMZivpR+tIjg0iqrP64otfC6ioa6eirp3V85LESfZgY0hHxQf3amQ9ITmcdWun0tyqZ9nMGArycgf13B7OTMYkhDBxlPNicExiCA9dM4265o5ex4EGtVDxC/DBd0dRKqSiV4tUKhH/DrcfrOTHPWUAVNS18+9PDvKSG3PFrhZaqw3uuXwyE5LDUcilzE6N4vvdpUweFc4TN8+kw2Dps8XgbMRXpTjm9YVUKuHp2+agM7g3Yg707247dNeGNnl0OF9tK0QmlbhNEemPT7YI640f08q46aLxYgIiCCbDXZ4c5XXux9ozkUHkMng4BZzxgsXxwHEwmTkuiqtXjKFVa+TSJd0mjnER/ly1fIzT437aV05STAAPXTOt31SOnuVcCVGuSnhDi45Ne0tFd/rKhvZj+ThnBF3VJ49cP53/bsqlsl5LoJ+Sf310EKND/77dbmdEbCDVjVqiw/zwVnrMzzyc+YQHeyosBoum3UigrxetWiMjYgLR6rqjYXs6wJstQqoHgFIu7VcElUgkzBwXSVp2LbNSB9fnfDbj6EGhkEsJCfCmSWMg2N+LN748jEIuRSaViP5FfbX+vbQhg12Ha/BTKXj3saX4eCuYmRrFoYJGYsL9BhU1Pli6PDjOpioZD8dGfxVCIQHejIoPoqCilZrmDp58ey93XjpJrNDqIj4yAJlMIvpgdHlUfPNbEXnlarDbCfD14pLFI0ECEcE+Tia1f1wzgSuXj8HfR4FEIvGIFScAiUTS67lj/IgwbrpgHDWNHVy5fLTL7XHD/JkzPgq5THpMPhESEDf7ZD0qC7yVcnGd0RXHfTbQ08vDw9DCI1j0w9GSZg7lN7BkRjxHS5opq23j4kUjCfJ3Nl2z2uzoDWb8Oo3aSms0/N8PQkKJ1Wp36ZPtia9KwRVLR/HdzlLmT452Wznx3x9z2ZNVJ/6/rxgli9V22kQJDZbaJi0vbjhEUnQAt188kVnjoymoUNNhMPP4f9Kc7quUy7j/yimcNyeRpOhAt27JHjycaXjcrgfPx1vyRC+C4dEBHClpEW+T9Wj5sFptWDtLJUICvQcUbfqX66aj0ZoI9Os7GtODwOHCRrKLm1gxK5GwIBVmi43mNsG/qKq+nfxyoRx6RkoEBRVqZqREcssfxvf6fOrOHUOd0cJPe8tpaTdy8aJk5k+KwcdbfsaeLz2cWchlUv511wJ+2lvGG18KiTSt7QaX+w2PCeT1Bxfz5NtptLQZuGrZGEprNLy78ajT/eIj/bnj4okujwehQtnDicNxfeHOB0mpkKKQS9yOTT/uKWXrwSoAhscGscpN+lRfrF0xmq+2FbFoWrzLvLi5TS+2Jmm0JjePFjYDbTb7GTWnlnoEiyGNR7DoA73RwmNv7cFitfHV9iLMnT4VrVqjU8SQ0WzloVd2UlKj4YbV41izKJmQAG/8fZS060wkRAb09hJOrF0xlrUrxrpc36zRk1Pago+38HPJZRLmTYzhwl561jbtKeWtr7IYFR/Ms3fMRdEZLmwwWcgsaGRUfLCTm/npxhPr06ht1pFb1kJlfTsl1RqWzUpgy95yp/uFBXpTUdfGK59ncriwkekpEfz1xpkD6jf34OF0Rirz1DZ20dpuFA0t+zIcTojsrmrbsq+CAB9h50sCePVwzbfb7Vg760e7RI7+kEgkLkL32Uj60TpqmrSsmJ3okkbQRVuHiSff3ovFaiO3tIVnbp+LXCbFWym45lsdanetNjtmi40AP69enw/g7ssm8e2OYsKDVLz7nbBoa+8wcc8Vk4/vB/Tg4QQjk0pYNiux03vCwoXnjECjNZJV1MSEZMF/BYTjqK5ZqAT7dkcxD1091SlJB2B/Th3TUyKJCPFx91LHjZY2A7/ur2B8chhjEgbvJ3emYTBaeOTN3dhsdrYeqOS9vy5zuj39aC1vfpkNQFltO884RNICJEQGIJEI55X4Y0j+WzV3ONHh/qS6OScK1chyDCYL44a7/lbNGj0PvboTTYeJx26YwaRRrulHWUWN+HgrSI49toSTU4HZjSG2h6HDSRUsPvjgA7Zs2cKGDRt49tlnOXLkCCkpKTz22GMAA77uZCGobcLIbrbYxIE+/WgdDWqd6Bzf0KKjpEZI79h7pJY1i5IJ9PPitQcXUd+sY0zisZvP2Gx2Hnx1J41qvZjl7qWQce+VU3otX9qeUYXNDnnlamqaOkTB5J//PcCB3HrCAr1Z/8hSFPLTUxl1THvpigP8flep02AzfkQoN184nnUv/yaWC+/PqUerN/cZV+jBw5lAQefuswd48dMMMvIaUMilvP/XZeJkvic9S6h1nSXUdqCsVsMk/+5JWYe+u0zWYLRiMFrEmEAPvVNU2cpT7+0DBA+oWy9yXxEhlUpQyCVYrEJbSF5ZC397J00c+w0ObX+H8huw2YUF2XWrUnp97ehwP26/eCJVDe18vCUPi9Xu2UH2cNoik0q49NzutuQHX9lJWW0b8ZH+vP7gYgDUbd2VFxqtkTad2aVPPyO/kZuf+Zm4CH/+eee8EzY/+vfHB8kqasJLKeODx5ef9S0mWoNZ9MPTuBG9a5o6xMu1zR0ut88YF8mr6xYhlUp6TYDpi7+9s5e8cjURIT688+hSp9tMZivWToPgrvOhIzklLaKH356sWhfBYsveMl774jBSCTz3p3kuRsQePBwLJ23FajKZyM0VzKaOHj2KTqfjk08+wWw2k5WVNeDrTiZeChm3XzwRhVxKVJivGAGkM1g4lN8g3i92mB/LZyUQE+7LZQ6+FiEB3oxNCvldO/pWmx1NZylr166STCalr2e8cMEIQgK8mDsx2ilSqFEtKO3qdiPm07hm3J3iK5dJnIQhk9nWWXotfFMKuZSVsxM9YoWHs4KYME+UWBfSzvG3v3F424FKcXJ26bkjWThV8B0I9vdiXI8Jl5+P82TbaD59x9OTibAj2H25N/xUCv5553xuWzOBdVdNYWdmNVq9+17qMYkhSKUSls1McHt7T2KH+fP8XQt46OppXHuea0WjBw+nI+rOthBHkWLmuEhGxAai8pJz84WpJEUHMnNcJIF+SrwUUqdNr8r6dnJKXNMojhfiOAx9zl/PFkIDvJk0KhyJBC7qYbAPOLWIRPZS/ZIQFXBMYgVAS+e6QqM1OlWsgXCulEiF5aG7lo/Jo8MZmxhCZKiP23G3S8yw2aG51bVdyYOHY+GkbQl98cUXXHTRRbzyyitkZmYyZ44QEzZnzhwyMzORyWQDum7ChAkn6y0DsGxmAktnxCORSPjz6zvF60c4mHtJJBLuvHTS736tggo167/JJik6kNvXTEAqlaA3WrjpwlTKatqYlhJBVb2WqWOH9dlrNWdCNHMmRDtd16E3k9jpfL58VqJLZOrpRFeLC8Ds1CgyCxu5Yulo1ixK5tkP0jlSIkThfb+rlAWTY4iP9GP5rCT8VAo0WiPqdiOJUQNr0/Hg4XQkMbr771t+lvvM3nvFZLYeqGRsUkiv1RUAS2bEs/dILVKphJSkEKaOiWD13OFEhvqi6OFRIZFKkEkFZ/2uccVux9Py0Q8jYoN4/KZZ1DZ1sKzTJNBut7P+m2wKK1q56YJUMX48KTpQTOs4Z0osWw8IkbMXLRzBviN1FFa2CrdNjmHF7AQxOWogJMcFkRx3+pQqe/DQH49cP4PtB6s4p9PgFYRd+uIqofp3/TfZhAf78NiNM/ni1wL2ZNVw7vR4DubVk1PSQmyEH+MGGc05GNatncrWA5Wkjgj1JLUhrBue+uMc7Ha7WzG9qwUchAjU482iqbF8v6uEeROjXaq1A3yVPHv7HHJKW1g8Lc7lsX4+Sv511/xen3vl7ATSsgWD41mnURRu7DBXHxEPQ4cBCxabNm1i5cqVLtdv3ryZFStW9PlYs9lMeno6a9eu5ZVXXqG9vZ24OOEg8Pf3p7CwELlcPqDrBsORI0cGdf/+sJsF1VAuk1BdXoim4dhWAmX1BpRyCdGhzpPbDb81kV9tIL9cTbRfB6H+ct74sZ4Og41F4wOQ6S0kBEBTtYam6sG95i+ZGnblCKki67/JpramiikjfE5LP4eGzkoRgNXzk3jkBiGrvFmjJy27FoD/bS0UTdZWzU1CpZShbjdw1wvb0GhNXHveWKdyyt7QGYQSyrO9fNFD3+SVCwaNQ6U3t8ohQeg0LqYaMGaLjcOFjSRFBxAa2J2QYrHaCPTzcomIdkdIoDemzrayL7cVcSi/kY07S4gI8eG1BxY5tXw49oFr9Wb+9Pw2fFUKXlm3UGwV9OBMlxF0ZKgPcplEjNErqdbw/a5SADb8lMe6tVPx9pKLLZAgGAMaTFYsVhu/ZVRxwfwRomDx/vc5GExWfFUKPn36vJP/wTx4GAKkJIW6lN53GMzi5aZWA399aw/vPLqU//4oVDt36EtY/8iS3/3aNpsddbuBkABvlzll13Ef5O/FmkX9j8NdlNW20a4zMf4EiihDgd7m4H4qpZjUEXUMKSA2m52D+fXEDfN3a+j55dYiLFYbW/ZWcPuaiS6VFKMTQhh9jPOZt785QmW9FoCNO4q5ePHIY3qek01Nk67/O3k4ZQxYsHj00UfdChaPP/54v4LFt99+y/nnny/+39/fH61W+GPWarUEBAQgk8kGdN1gSE1Nxcvr2He89EYLz36QTqNax/1XTeWJ2yaw7WAVo+KDxLz2wbJxRzEf/CoIKTesTmHNou4DuUZXQn51NmFBKs6dP42GFh0dBmEBXtUqpcUaRkVdO+fPG86wQRok1elL2JWTLf7/u3Q1LUYVf7522jF9joFgNBqPu2gEOLnsd5UZqtsMPPt+Okq5FJPFJooVAD/sLuVoSTNLZ8SLjsddk92+KK3R8PBru7BabTx56+wz/sTp4djYuKOYt78V/s7/+IfxrJ43/BS/I5DJzq6yilc+P8T2g1UE+Xnxn7+ci1Qi4eHXd1FW28Y9l09i8bT4fp8jNFCFXC7BYrEjl0rIrxB8QOpbdGg6TE6ChUwqxcdbQYfeLE4qO/Rmahq1HsHCDV9tK+SDH3IYkxBCUaUas9XO1SvGcPnS0USG+hIR4kN9iw5flYJrntxMaIA3T9wyixaNkfHJYShkUoL8lDRpDIQFqlg8LY7MgkaUCinbOp3yO/Tmft6FBw9nB0+9u5fs4iaX3XGL1YbKS87o+GDyK9RMHBXudLvVZudwYSNxw/wHFY399Pv72J9Tz8Ipsaxb221Iv+NQFS9uyCB2mOCPMdDK3sJKNQ+8shObzc7tF0/gvDmDS8A4XXj7m2z2ZNdy1bLRLO3RWjE8JpCn/jiHumad2yqH/njqvX0cyK1HIoE3H15MTLhz64gEhzYQN6JJek4d2UVNrJqb5Fbw6IuuyO+el4c6tp4GLx6GFP0KFpWVQhmm3W4XLzveplT27wlQWlpKXl4eGzZsoKioCLVaTX5+Pueddx579uxhzZo1yGQyPvvss36vOxY+2ZJHblkL1543dlBCw+HCRjILGgHYtKeMe66YPOjooJ7klnVH5aXn1DsJFufPH86s1Cj8fRR4e8kJ8FVy2ZJR/JJeQWFlK4WfZQJQVtPGU7fNGdTrpgwPZc6EaFra9OSXq7Hb4WBu/e/6LKeKYH8h4UQmlRAWJJxUt2dUUdApQnSlszhSVtvGe98dYeGUWNo6jKxdMabf18kpaRazy7MKmzyChQe3dI0RAIcKGoeEYGE+yzwV6jud8DUdRvRGC80aAyXVQin0bxnVAxIsPt6ci8UiTFgOFzbxjz/N5b3vc5gyepiLg77eaBEXyMH+3gyPCSQ63JcJyc4LAIPJwptfZqE3Wrjj4olnbcvItoNV2O3O57+u9AJflYLXHlxEW4eJD77PwW6HJo2Bh17did5oZc6EKK49L4XHbpxJXYuOKaOH8eOeUnZn1Ti9xvEqFqxp0vL2N0eICvPlpgtSezW39uDh97DjUDXbD9Vy4YIRzBhEO1N/VDW0k54jzO1+Tq/g0nNHsutwDRLgpgvGIZVKeO5P82jW6F3Gtf98ncWmPWX4eMlYs3gkoQHenDs9vs9KXLvdzsE8wdPtQI855Y5D1Visdspq2yitaeszpcmRRrVeXDx2je1DkfoWHe//cIioMF9uviB1ULGY7ToTG3eWAPDFr4UuggXAxJHhTDzG4oSiKmE+bLdDXpnaRbCIDvejvK6d4AAvlzFO3S5sAFptdoqrNDx7h3NCSX+MjAsSz7+O7fMePPwe+hUsli5dikQiwW63s3Sps5NsWFgYd911V78v8uCDD4qXr7zySu68806efvpprrrqKsaOHSv6UiiVygFdNxjK69rY8FM+IAysT9828ANvdEIww4JVtLQZme3Qh3W4oJHnPz5AVKgvf7t19qD8IG66IJXc0hYMJgvXrHRdNPdUtRdNjeWb7UVO1/kP0tncYrXx8Gu7xMX3wimxlNZoWHmaqtaVDULVjdVmp765g8hQX3QOpY+JUQGU12kwWWwYjI4LNwnbM6qYPT5qQFGz8yfHkp5Tj9FsHbChm4ezj9Xzh4sTtvN/p6B5vLDZTr94rnc3HmHrgUrWLEwedAnpny6dyFfbipg4MozQQBUBvl7MHBdJUVUr588fmIDkuENvB3Zn1ZJfrqa13ciahclOFRa+KgVXLRvN7qwaZo6LYsu+MrQ6EwaTxel88FtGtei9EB/hz9Urz06Txz8sHMEH3+cwdUwEscN8qWnSiaKxxWrjhY8OUlCh5g8Lk6lt0hLs783+zsXPgdx60rJr8VLI+Pc9C1B5yfFTdZ8DJyaHcbioiUVTB7YLqTdaePLtNCrrtTywdipTxjg73H/2c4G48Jo2NoIpo10j+zx4+L18uCkHtdZKTaN2UIJFek4dL23IIDEqkCdumeXUOgWCmaNMKsFqsxMaqOLa81K49jzn9ByFXOp217y2M5lCZ7Ty0aY88folM5znP+99d5Rf91fwh4XJXLJ4JDesTuGX9AqXsXbV3CSKq1pJjA5kVPzAPWNmpUZx5bLRtGqNXHLu0G0n+G5niThWzEiJcBvv2Rt+KgWTR4VzqKCR+ZNjXG7XGcw8sT6N2uYOHlw7zaUapj+uX5XCm19mERHiw4LJsS63N7YKLe6adhNWm91JtFDIZXgrZXQYLC4G0wPBscLZcW7u4fhSXtvGM++n46OS88RNswgO8D7Vb+mE0q9gkZcnDFpXX301H3300e9+wQ0bNgC4jSgd6HWDISxQRVigN00aA6PiB9fGEewvxH9arTaUChlWq423vz1CWnYNGq0JjdZEblkLU8dEuDx2U1oZ32wvYtG0OK5YOrr7/QSpuHjxSP7vxxy+31VKSlJon+r1bxnVYl/1pJFhLJoWz5xjMLGx2btLnVTecl7rjL06HVE6xLFKOgfZcSNCkfwsLDSGxwRSVqtxEitiw32pahROxo67fH0R4Kvkb7fOPn5v3MMZyZ6sGvH42pNdw6QhsMCRK06vlhCL1cY3vxUD8PVvRQMWLAxGC4+vT6Oiro37105lRmeSk1QqQeUtx8dbjlIxsDCs61alsPdIHXqjhQBfpVg5U9+io1VrJLJHbOmVy8dw5fIxPP/RgV7PB8NjAlDIpVittrPG5PGzX/L5/JdC5k6IEr6XDiPrrprKf5903zpaVtPGvqN1AGTkNfDifQtp15m49snNWKx2fL0VqNuNGExWymvbiY8MYMmMeAL8lChkUlrbjXQYLUxMHlgFXEG5mpxS4Rzw075yF8FiVHwwWw9U4qtSEHsMveNnKiazFWU/48pA7uNBID7CH7W2lVEJg5uX/rS3nHadmeziJooqW12qFlTeCv6wMJm07FpuWN17zK+63YBUInEyIv7jH8bz1Lv7nCI1e2K12fm6cxPt4825/JZRxd2XT+Kic1z9KSaPHsb7jy8HhNbc978/ytQxw3j4mul9ViNIpRKuWt5/FeypZkSMsPHlq1IQPcixQiKR8Pc/zuk1EvtoSQt5nfHk3+4sdhEsGtQ6/vXhAeQyKQ9fO02sPO7Cx1uOTCbB31fpNP/vwt55nc1uF8owHLJb/FQKnr97AYWVamaPj3Z5bH84iv8tbadPSsjpZum39UClGHmbnlPP8lln9sbqgD0sjodYcSrwVSl49cHFNKp1ouP4YJBJJcikwgn4UEEjP+wuFa+Pj/Tv1ZTm4825aLQmPt6cx6WLRzoZ2mzcUYzRZGXX4RpuuchISB+q2MxxkXzzWxEGk5W8CjW3/mGC28Ft445i6lt0XL50tEu2vFwm5albZ/Hip5kE+XlxyaLfp1gXVKjRGyyDVnyPF11VKI4tITWNHWJH3o5DlbTrhAFT5SVnxexEqurbRMFi3oRoSqo1bEorY+a4SKaNdRWcBkNbh4nsYqFlpOd37+HMp7y2rftyXXsf9zx5hAcOvP94KCCXSVk4JZbtGVUDat/oorCyVRQgf0mvEAWL4qpWtnd6G7z33VEWT4tj+axEl91IR4L9vbnpglQq6ttYNjOBh1/tToUyuWmxadYI7XVzJ0STfrSOqDBfl/PByLhg1v9lCWaLjaiws8OB/MfdpZjMVtFbAuC7ncVMGjWM5LggKuraqWnSir9HXKQ/o+KDKK7SiAkHfioF165KoUmtZ/G0ODb8lE+QvxdKpZTXvshkxexE8be+8MFvsdng5c8OsXh6/387I+ODGBEbSFWDlkVTXXceV81NYkJyGP4+yrO2hccdSoWM89d92+d9vvv3hSfp3Zz+PHzddBrUpkEnli2aFsehgkYSo/zdlttrtEb+t1UwqP9wUy4zU6NIP1rHnuwaEqMCWDQ1joq6dh5fnya0h9wxV9zMix3mz99unc36r7MxmCwsnBLLuT2OKZlUwsKpsWw/WCW2e2zcWcK6q6a6vBdHvtspzHv3ZNXS0mYQ526nM4umxTMuOZIAX2WfCVR94W4+D2B2cMs2mFwjnX/dX0l+p6Cx81A1FywY4XT7pj1l6AwWjpY0U1qtYUyi87kpNFBFVYOWID8vt9GlcRH+vUam2u12vt5ejLrdwBVLR7ukvqy7agqPvLEbXx+FS3XPQNBojRwpaRbH4ZOFG11nSDN7fBRb9pbh7SVn0ilaj51MBixYVFZW8tJLL5Gbm4tO59xTtn379uP9vo4LlfXtZJdUcs6U2GMSK3oSF+GPr7ecDoOF29ZMYMXsxF7vOys1ii17y5meEuE0GBhMFpo7FUd/HwXB/UyIkuOCWDYzgY07SzAYrRRVtboMIocLG0XTP7PVxh0XT3R5nu93lVHb1IFWZz6mEq8usouaePSt3djtcPdlk9z23Z1ousQIq81Oc6uB6DA/tA6eFWFBPqjbTSTHBvLPO+fz455Svt4ulOyHB3lzybkjO3dl2/klvYINT63s9aQxEB59czdltW0Mjw7k5XULf9dn83D6MTwmUNwJOR7jzPGgSTN0+357Y93aqdx7xWS3k6feSI4LYkxCMOV17SxxmFjHDvMjdpgfVQ1aiqs0FFdpqG/RccuF43t9rg0/5fPpz/nIZVLOm5OE0UGkULcbiXeo2rZYbdzz/7aj0ZoYPyKUL55b3evzngkT88Gwck4Sn/9SwIxxkRwtbkarN1Ne186mtHL8VAq0nbtv9c06brlofGerxzlOZclf/FrIh5tykcskLJuVwGM3zsRssXL5oz9ittg4UtzEW3/uTDewO/3jwt4jtajbDCydmYBcJpilvnTfwj4/Q28TdQ8ejhdKuYwRsYOvupo7IZq5nbH1re1GNu8tI3V4mFjB5atSEBfhR2W9ljGJIegMZp77v3QsVuEI2ZxWzqKpsVisNrAKCVeO1ceRob48fvOsPt/Duqumct15Y3nw1V20tBlE8bAvmjXdO+32021l2Atmi5WswkYiw3zdVlr/HpLjgsTxcu4E15aRyaPD+WpbITKphPFuqsus1u7v2FvpKtRrO+fRbR1GrFbboM67+3Pref/7o+L/b7og1en2A3kN1LXokKiFTYWBepd08eibuymva2dEbGC/Y/XZzJjEED556jwkkt7TZs4kBrxKe+CBB4iLi+Phhx9GpTo9JmD/+vAAtS1G0rJr+8wMHii/7q9A5SXnvLlJvYoVuw/XsDurhlVzk7hm5Vi3O+5ymRSzxUZMuF+vf2SlNRpKa9qYPymGCxaMoLyujQBfLycvjS6C/Ly6exZ7qdbo6lfr0JswmqyD8t1wpFmjF1XIps7nPJHklrXwU3o1CybHMCtV+OyXLxmFus1AXIQ/B3LreOnTDKLCusvxIkJ8ePKW2fiqFMikEvGzgzCwWm12QgK8qahrx0+l4EhJE9PGHrvpVdf30HgSvg8PQ49kh0ln8jFMQE8EcunpWZY9mEkTCBVU9145hfpmHZNHd+8w+HgreP7u+RzMreeFjzOEK/uZI3cdxxarjbTsWlKSQskqakIhl7osLDr0ZjFxqEus8iBwxdLRYhtkQbkaTYeRz34pAJz7mXv+HI491E2art/CTmubkYRIkEqlBPp50dSqJySgew4yc1wU6Tl1TBvr2oqVXdTEM++nA8Li7soeZeY1TVo2bMknOS6IC3vsUHrwMBSpa+7g4y15JEUFsPVAJeV17cikEj55aiU+3grkMin/vucc6po7SIgMwGqz4e+jFH0FWtr0LJ0ZT25ZC3KZlMUD9H6x2+3UNesIC1KhkEsJC/Jh/V+WYDJbxR32yvp2Glv1TB4V7jK3dWwBMVtPP48ld3y1rZgvtpUgkcCL955zTAJUbwT6eeHno8BitREW5DqvH5MQwn+fXIFEAt5K16VceIgKioUIboWbysKrV47h818KWTYzftDn3SA/LzHa1dOQtgAAIABJREFUOzTQ9b01d55L7XZo0Qy+JaSp8zEnY43hyOm45B+M0evpzoAFi8LCQjZs2IBUOrg/7FNJV9/W8YiqsdrsfPpzPna7oFC7K3Myma288PEBLFY7OaXNBPl7ERniw4PXTBcnY95KOc/ePpfMwkYWTnEtRwWhnPm+F3/DDny0OZd3HlkqmoWW1mj4vx9yGBkXLJqWJUQF8P/uPYcmjZ64YX58ta2I6SkRTrtEd102iW93FDMuKZSAYyxdA8GIsq5Fh85g4aKFA8/UPlbe+Tab8no9+47U8sVzq5FKJSRFC5UTeqOFyx75AQCDqXs3NMBXyd/f3cukkeFcvXIsVy4dDXbBbO21/2Wi1VkIC/Ri3sRo0rJr+ds7+7j2vLFceu6oY3qPj1w/g+0ZVW7Liz2c+ZTXacTLFQ6XPZx46po7uP0fv2IHzp0ex71XTAFAqzNx9//bTqNaT3SYLza7nYVTYzGYLG4ndwCLp8Xxy/4KQDB6/Puts9mfW8+ImED8epS8Op5RzpTdwuNNTmkzD7+2C4DV85Lw91EybngIH27KxWYDhdz9RMtotnLl0tHIpBIiQnzE1kOZVMILd88nt6yFyQ7mdgfzG7Da7GTkN7o8l+O53+rmd3r326Ok59SxPaOKCclhQ6ZC6mTj8Z44ffjghxx2H65hO4J5Jgjz0yaNgfjOjSiVl1z8W5ZKhQqmrQcqqGnqYPHUOEICVDx5i3t/LoPJgpdC5iI4vPp5Jj+nVzAiNpAbVqeQOiIchVwqvoeqhnbufH4rNjuEBXkzNjGUuy+bhEIh45f0ci5cMIIDufXMSo0kOuzM8IbpWmPY7bj1ifg9fLezWExSevubI8wc57xZqW438I//249cJuEv1890OUfdetF4EiIDSIwKIMaNv8aHP+ai6TDx+a8FXO7gs9fFV9uKyCxo4MplYxib5NxOMio+mOtWpVDfomPVXFdT6zWLktEZLfj7KJg7cfAeGI92zqmPJc719+A5kw9tBixYTJ8+nZycHFJTU/u/8xDhgbVTOVysZvHUgfdE94ZMKmH2+Cj2ZNUyr5cDUC6TMizYh5qmDgwmq1iKPHxrAZct6R4QkuOC+jRga9YYxAOnUa1Hb7SICvYHP+SQkdfAwbwG5kyIEk9KCVEBhAR48+fXd1Ld2MG3O4r5vyeWi88ZF+HP9LER/OO/B/hoSx4v3D3fxaRnoN/DFW4GtxNFZIgf5fV6IsN8XZRElZecqWOGcTCvgcXT4kiIDMBksYoxsPnlapbOTCAixIcRsUG8uCFDfGyTxsiuw92xeF3GNcfC+OQwtyV5Hs4ONu0pFy//sKeMGy/ove3gZOHol9BzInMm8d3OEnGs/C2jShQsapo6aFTrxcsAf3tnLxqtiatXjuHyJa5j2KiEYBKj/SmraWfOhCiUCplYet0Tf5WCkABvWtoMpJ5lccc1jVoUcplLolVP9jjEjm7PqEKrM3OkqImuAJtNe8q4YbXzfGLX4Wpe+Oggw0J8+Pc9C1z6l72VcqaNjXASneZNjGbrgUq3E+OJo8J56OppqNsNrJyT6HJ7dLhwnPh6y89qvwqPP8XpQ9fiU+Ul55zJMWzeW87waPeLUoPJgtVqJzxY5XZR2pMfdpXwn2+yGREjbAo5iliHi5oAKK7S8Nhbaaycncgdl3S3Hx/IrccmVt8a2JlZzbSxw2htN4ntA4/fNJPpA2gfAaGaV2+0EDts6LZnrVmYTKC/D1FhvoyMG5x5an+MdzivjHFjzPrut0dE8+APN+Vw+xrnVnCfTvPV3mjrbKM2mW0ugmWDWif+Zh0GM/++5xynx2YXNfH+9zmAUG3Rs3KtuErDT/vK8fGSs2hqnNtEmr7wzKk9uKNPweLll18WL8fExHDzzTezdOlSwsKc/5DuueeeE/PufidJ0YGMSTp+jv1/uW4GOoO513YKqVTCC/csoLCylc17y0jLqgWEAWEwTBoVhrdSjsFkYXhMoJOhzai4YDLyGgj29xJ7o+12O4+9tZsjxc34eMvF63qyJ7sWi9VGQ4uO/LIWZh2D++/J5u7LJ1FUo+014eXJW2a7/CYNLToKK1uJi/ATPUL2Zte4fXxEiA/1LTryylowmq19mvL1xG63nxV9Y2cyx+M3DPRX0qgWShiDfkf10vFEb3I1iTwd6e/3iQz1ES8r5TJx4jUsWIVSIcVktqGQCy14XS0cOw9VuxUs0rJqqKhtJyxIxYJJfVdLyWRSXlm3kOJqDamD7M89nUnLruXZD9JRyKX86875fQrv506P5/tdpVhtdny85Gh1ZgwOviDufCJ2H67BarNT29RBUWUrkx0Sdw7lN/DUe/vwVsp4/u4F4gLtviun8Mc/jO/1vOwuMrCLG1aPY9rYCKLCfI9JwPfg4WRz9YoxTBwZRkSILxEhPtxw/jhUXnKXcbKmScsDL+9Eb7Tw1xtnuqThuGPn4Rrsdiiq0lDb1EGCgyHojeePY8NP+aLJdFVnvHwXcyfE8OGmXHG+q/KSkxwbxP6cevE+NpudRrUePx8FKgffsJ7jfHldG+te3oHRZGXd2qm9ViOfaryUsj5Fgd/D6IQQ3nz4XBpaOpjixh/D26t7rqrqpWqwL6LDfKlu7CDQT+lSXRXgqyQy1Ie6Zp1bIcYx+aOyx98BCNG7RpMVo8nKkeKmQQsWHgbO2bQO6fOvvK6uzun/ixYtwmKxuFw/VKlr7qBN135clbr+vB/8fZRMGT2MccNDeUN5GJlUMuCIvi46DBbRFbin8KAzmPH2khHo5yWYJnXe/0hxMwBGk4WrV4xhlhuvi1Vzk8gra6ZVa+KfHx7knsutLBxg/+KpwkspY0o/MZE9f5PrV49j2awEQgNVKBUyDhc0UlTVXaqvlEswWYTvteswr6zX0tCiG5DZmtVm5+/v7iWzoJGbLhjHBfM9vc+nG2aLjSfWp5FT2sztF09g+azEY36ukbGBomAxMm5olJQ7+gHIeym9H8o0tOj4yxu70Bks/O3W2b0KlufPH0FuaQuZBY20683c/9JvvHjfOdSr9eLEOTLUhydvns0XWws5kFvPJb2Mx/tzhB3CplY9OzOrOL+f4zrQz6vfselM46NNuYBw/JTWaHoVLLR6M+9uPELsMD+uX5XCb5nVNBysIizQm/jIAOqaO7jrsskujzt//nCKqzXEhPsRGerDwbx6JiQLpecZ+Q2YLTbMFhu5pc1OO8rH6skklUqYOPLMd1f3cOYgkUiYkOzs1wOCr05uWQtjE0PwVSnILW2hvXMXPSO/YUCCxZqFyTSqdaQkhRLbYy40d0I00WG+vPDRQUCIQHUkPFjFO48uRaM14e+jQCGXEeCrJCbcD28vOVUN7bzyeSZtHSZCArx5+f6FBPl7UVTZyuPr0/BSSHnuT/OIDPWlorYdY6foXlipHrKCBUBWUSNhgapBx5oOhC7zaHfceH4qZrMduVx6TBGwOoOwxtDqzE6GxyBUsgX4KmnWGAgNcN2E0WiNbi93MSImEIlEqDo/nr4eJxq57PSaKxVUqHlifRo+3nKeu2Mew0J8+n/QaUyfgsVzzz13st7HCeHJt/fS1GbmhtXjWLPoxPstOOKlkHHflVOcrrPZ7BjNVidl2R3B/t7cfGEqB3LruWxJt69CaY2GjTtLACirbROjjPxUCgJ9lWg6TFhtsGxmAsFuzDdHxQezbu001r28AxAyfI9FsDBbrBRXa0iMDPhd6RonEsceyTe/ynIyxOwSK0Boz1EoZKSOCO31xNCT5lY9GXlC6siv6ZUeweI0pK65g+xiocT11/2Vv0uwKK3t3mEoqx0asaY+3nJUXnL0RgvhQaffSexQQSMNnS0de7JqehUsAG65aDyPvLmb9s40CnWbkaqG7t9B3WZkWIgPf7rENT3JkYsWjiC/Qk19i4713xwhLMjHrcnx2YrBZKGiXvhevRQyFkyJxWi2UlqjYXh0oNMu3b4jtRwuFI6vzMImcVe2SWMQDdW+3FboEoWYkhTK+r8swWC0cOtzv6BuN7JwSizr1k5l5exEcktb8FUpTovqQA8eTiZ//c8eCitbxWSFWalRTBlTjVZnctsO5Y4Z4yKZMc59y4bOYOaDH3LEMaBJo3eqwABh7tqzUkkmk7JqbhJ3vbCNtg5BQGlpM1DZ0E6QvxdpR2pp15loBw7mNbBqbhKzxkexYnYiGq2RNSfBK+1Y+WF3Ke//kI9SLuXVBxadENGiN3y8Fdx31ZQ+76M3WlAqZE5iRBd/umQi3+8q5ZwpsS6355Q0U1DRCsBnvxZyaY+KRMeqb3dVpcXVGux2QdgurmodtDdQb+eVE43tNPOC3X24Bq3ejFZv5lBBI8tnnfzUxpPJoGJN3aFUKgkPDx+SZpxdFQhf/FrA3InRRJxC9clgtHD/yzuorG/nhtUprFnUd9XFhQtGuLiWhwaq8FXJ6dBbUMilTpUj91wxmY+25JEQ4c/XvxVR16zjhtXjnHrZAZKiA5gyZhhFla2snJN0TJ/lmffTOZjXQHJcEC/ee07/DzhJ5JW3YLbYGBUfTPqROkbEBbIlrVx0nHckMSoAH285N56fireXjP05degMFpc8aUe6Sq+EkvEYMvIbWD3v2L5DD6eW6DBfZqVGcrSkmfPm/r7fMDrMh9pOn4SY8KFR+mg029AbhR2UFjd//0Od6SkRJEYFoDNaOKeP3bVmjZ47/rUVnUEYE8cND2VYiA8jDN0TpNBA7wGVTSrlMqwO7vVlNW20aPSMTgjps/XhbOBQfgMBvkpWzk5kR2Y1l507Ci+FjIde3UluWQsTksN45va54v1TkkIJ9FPSoTcTEaIiMSqA0po2gv2VGM02dAYLI/vYedMbLbR27tx1HVvR4X7MmxTDrsxqDhc0kjoiFKlUQn2zju92lbBqbpKLsGW12fnwxxzU7UauX53iafvwcFrS0KLj1S8y8fdR8sc/jGdPVg1xEf5O/jk1TYJwXtso/OurUvC3TmNNs8XG1gOV7Dtay8IpscwepOD39Hv72He0zumYffaDdB69fiZxkX7UNHaQOiLM7cK4i9njoyirbUPlJWfuhGhSkoRWugWTY9hxqAqlQsbMTrFEIZeyfFYC7R0mQgOHbiphSZWwqDdZbDSo9SdVsOiPLWllvP6/w0SE+vDy/QtdqtBmpkYxM9W9IB8X6Y9cJsFitZMQ6Vp1PHtCNJ9syUOrN3P+fNf508Ipsew6XE2AjxdTxw4+7vWvb+1xe1450ZxunRULp8ayK6sGHy8501OOb6zuUGTAgsXSpUvFCV/PyZ9UKmXx4sU88cQTLv4WpxLBj8CKVm/mvY1H+Mv1M07o6+mNFrYfrGREbJDLxKm6UUtlpzK94af8fgULdwT4KhmTEMLBvAYmjQx3Ui2np0SyKa2MbQerxOu0OhMXnZPMD7tLWTQtjoVTYlHIZVy/KoW//mcP67/OIiHKf1COzUVVrRwqENzYy2o0LqVkp4qM/AaeWJ8GQHJsIEVVGjHqtSdTx4STU6rGbLFSWd/OPz/cj85gIcDnKB8/tRIQRK6f0yu4cP5wVs0bzr8+PMDurBquWjaay5eO5sFrpp3Uz+fh+CKTSXn0hpnH5bm62rEAsjqNyU41La068XJzm2vJ5lDjo825lFRruH5VCvGRgoHwqw8s6vdxeWUtYmmr2WIjs6CRumatU0VVTVMHFz6wkZThoTxz25xeI9w+2ZIn7v4r5FJyy5s5lN+IQi7l/b8uI3CI+JOcbL7bWcL6b7KRSuD5uxc4Ge2V1AitdkWVrVz/9y1YrXb+/sfZJEUH8tiNM/nz67tY/80RvJXCLpm63UTq8FCa2wyMSex2nv/053zyy9Vce95YkqIDCQ7w5t4rJpOWXYveaOE/X2dxzcqxvLvxCABvfHkYncGCXCbBZLZis8P2jEq+fd7ZGDL9aC1fbisChAXcrRedekNcDx4Gy3e7SsjsnHep2wwcKWlGIoE3Hz5XbI3yUynp0Fvw7WFUa7XZefi1nRRWCovrAzn1fPFcVK9xiJ/9kk9emZprVo4lMSqA+1/+jeLOltpGjZ4Fk2LYkVmNyWzjibfTxHnW8lkJ3HnppF4/w1XLx3DB/OH4eCucXjshMoC3H1nqdN+CCjUPvrIDm11oPVk9rzuJoryujb++tQeJBJ6+be6A2nhPFIWdggXAkeImJo06vu1lWUWN1DXrWDQ1TkxjGShfbC3EDtQ168gqbHLbJt4b3koZkaG+VDVondqPuvj0pzyxAvLfHx/k7UeXOd1uttowGK3IZWas1sFnbxRWClHheeUtg37s78HdemEoExLgzej4YHy85We0uXoXAz4CnnrqKVavXs2WLVvIyspi8+bNXHjhhTzxxBNs3LgRi8XC3//+9xP5XgeNl6L7452M3p43/neYN77M4s+v76K5x65mYnTggAYci9VGZX27006fI9mdi6PDDgsji9XGxp3F5Jepne5rMFl59fNMMvIbeGlDBrsyq7Ha7KRl16LRmmjSGDiQW8/eI7Vc88Rm/vbOXsyWvmuivttZIkbFXTB/+JAQK0CYmHZR3bnTYLXZ8VK6lpOV1rShN1qwWO18sbVAXPC06UxYrDZMZgsfbsqltqmDjzbn0aE3szOzGpvNzk/pFSfnA3k4bTA6mOoaTEOjprBOfeypNyebggo1n/1cwP6cev77Y+6gHuvv43qSrmnscMqGN1ts2IGjJc1OQkZPHHttu0pZuy5rOoa+6HOiaOr8zmx2IcHKkfuumMK0sRFMGTOMZo2BVq2Rn/YJqTnNrQZxsuo4ETxS0kxtUwdfbisEhFbHjzfncSC3ng9+yBHvt3haPKGBKg4XNvH9rlIyCxpFt/zQQG8sVhsGk1VMJnBXzhsV5oe8U6CKP4ULGw8efg/jhgvVRCovOY2dYrTdDtUOhoddng8Go7PhcofeLIoVALHD/F3EirrmDtp1Jsrr2vhok3AsvvVVFv/+5KAoVgBcsXQ0N5w/jpTEEFGE7Dq2e5pwdlFao+HmZ37mnn9vx2yx9SqUONKs0TskjjiP2elH61C3G2lpMzoZep4KHOf0x7s9urRGw1/f2sOrn2eK3kGDocuUHyA0yLWyzGqzU1nf7nbO39JmFH/PzIIGl9vTj3b7GHYJF450tSrUNevcPn5nZjVrH9/Esx+ku13riKeL00s/OOl8u6OYnZnVbNlbzo5D1af67ZxwBnyEvfrqq/z88894eQm7TAkJCTzxxBMsX76cHTt28I9//INly5b18ywnl3Vrp/Hal9nERwZw0wUnPo7V2OmAbrHaeHFDBlctHyOWvcmkEv5262y2HahkUR++EU+sTyOrqImZ4yJ57EbXHeBbLkxl894yVjj03G/cUSxGDHUhAe69YgrvfXeEg3lCTv0/PzzAZUtGsXBKLNsOVqKQS5k1LorXvsikVWvkQG49pTWaPvvFZ6RE8ltGFcH+Xlx0ztDpLUyM6q42mZ0axY5DNVisNq5YOoq5E2Kob+7gyXf3YrXaCfBV0tK56+y4Ow6QkVvPp78U0OV1Ois1Cl+VgmUzE9h9uJrz57lmTns4u/FSSEXRwtuNQHYqSI7pPoaHiKbYK8OCfQjwVdLWYRq0QZe76pFhIT4E+nmJ6SCO9JUCdNmSUVTWt5GR38jquUlkFTdxpLgZmVSCv0rZ6+POdC5dMgqL1UaQvxezUp372+dOjGbuxGg+3uwwoe4cO6elRJAcG4hWZ6ZVa8Tc43m7BKHQQBVB/l60thtJ7vH7J8cK47qXUkZchD/P3jGPRrUOhVzGK58fQiGXklPSTIfBgq/KdTqTGBXA6w8tQqsz93le8+BhKDMrNYr3HluKUiHjra+yqG8RFieObc6PXD+D7RmVLi10Ab5K1q4YQ1pWDbPGR3PhAuc5zC/p5bz8WSZ+KgXP3D6XYH8v1O1Gapq05JZ173D7eMtZNTeJr7cXkdN5vZ+PAoVcSnJsENesHOv2vW87WEV9iyCy7M+tZ9nM/vvsZ6VGce15Y2nVGrnk3FFOt82dEM3P6RVIJRLmTDi1HkOPXD+D5z/OJC4ioFcz52Olq3IMutcWjmj1Zt75Nhu5TMrNF6Y6RT0DPLB2Kp//UkBSTKDbpI/nPzrA7sM1pCSF8M875zvdFhHiwyWLR5JZ0MA1K1NcHhsX4Ud1o7Ap4m5T0HEj08fNzv/3u0po6zCRll1LdaOW+EhnL5S5E6LZmVnNHDdR1R66GREbhEQCMqmUhKgzX5AfsGBhs9moqqpixIhuX4WamhpsndsaKpUKq3VoRenFDPPj/9278IQ8t9lipa1Hf92fLplIVKgPX20v5nBhExptllNZ8/gRYU7Zyj2x2+3klAoL6CMlzW7vs2J2IitmJzpd5+gf4ustx2K185frphEf6c+jN8xk64EKXvviMACt7UbiIvydSvAWTo0ju7iJ4TGBxLvpV3Nk7sRoJo9eiUIuG3SJ2onEMU0lIsSXF+6Zj9VqFyepUWG+vP/YMlq1RupbdDz/4QF8VApa250XPL4+Coo6J9Jhgd7cc4XgZH/XZZO467Leyx09nL34+Sgxdu48+w2Rha2PtwIvpQyjyUrycc6HP94E+XvxxkOLaWrVD1qwCAt03jlKSQohMtSXnYeqRbFCJgWrDcF8rJd2kC7Wre1u9Vqm0bM5rZxxw0PcmhifLfipFNzSTyvFwqlxbNlbjsVqZ2nngiT9aJ2YzuROyOuaYAf4KnntgUU0tupdBIslMxIYGR+Mn0ohnmu7+sSf+uMcQNiJ3H24hrm9TG4H0/LowcNQpevv//Y1E4gd5k9ilL+T6eXYpBDGJoW4fewVS0dzxVLXKGeAoyWC+KDVm2nS6HntwcU0tOh4/X+ZYhQ0wLXnCQtXx1QIrU6QIQN8lU4tyhqtEYVcio+3gjnjo/hpbxkqbwWTBpjII5FIuLSHUNFFdLgf6/+yZEDPc6IJDVTx4n0LT8hzj04I4d4rJ1NV3+72u9i0p5Rf9wvegknRgazq4cUVFqRyat/rydHOzbq8shasVpvLufG6VSlct8pVrAA4Z0oce48I1S2zUl3HXYW8e7y3uWmzWDwtjrxyNWMTQ4hyMz4/ePVUblszgQDfoTGfGqrMnRDN6w8uxkshO+MTQmAQgsV1113Hddddx8UXX0xkZCR1dXV89dVXXHvttQDs2LGDSZPOjgWdwWjhvpd+o6pBy7XnjRUHk0A/L65eOZY92bXUNetIiu4+meiNFt76KguzxdbrgSiRSLhtzUR+3V8hGgFu+CmfzWllrJ6X1OsAfv784fip5Ki8FcxKjcJut4tlsAq5lLGJIUSH+XaeBFxV4MWd/hZSqQSt3sxvGVWMGx7qVFLmyLFGyJ1I4iMDkEkl2OxCmduGn/JJig7g3/csEAfP4ABvggO82djZ1jIyNpCEqED2ZNXgq1Kwet5whgX7cvGiZI6WtBzXfO1GtZ6c0mamjo04K3rNThTf7yrh4815zEiJ4L4eCQOnijkTovhuZykA8ycOjVQJby85/7pzPtnFTSyYHHNK3kNhpZoXPjpIWJCKR2+Y4TRuFFSoUbcZmDEuEolEQqCf1zF5RKSOCGPK6GGU1WrERa3VZmdUfPfCNzEqgMXT4hmTGDKoCVBooIq1KwYfF3emUNvUQWGlmhnjIl127xxpVOv5x3/3YzRZGBUfTFVDO+9/d5TYiO6J6ORR4bS0G5meEkFru4mKujbuv3IKRZWtYkVMb79/Qo/dt54kRQcO2oXeg4fTFT8fJVcucy8+HAuXnDuSxlYdw4J9mDJ6GHKZlABfJbdcOJ4DefWcMyWW3NJmdh+uJTxYJSbXSaUSvt9Vgt5odTr+DuTW8/R7e5FIJKQkhfLA1VP55KnzBtQK0hd6g5nH/pNGY6uOuy6dxPQU92kmZwrqNgP//SFH3GRcPC3e6faEqAAkEmHd4G6jsby2jfe/P8rwmEBRbHJkyphh7DhUxYTksH6F/J7MmxiD4gYpTRq924S1RVNj+GV/Bb7ecqa5Md1cPC0Ob6WcEbHuW+UlEskpESviI04vcbuyvp3H16eh8pLz3B1zz3ifrQELFrfccgujR49m8+bNHD16lPDwcJ555hkWLFgAwJIlS1iyZGioniea+had2N+Vkd/gJCQo5DJevPccKurbGe1Qgrr1QCVbDwhqaEKkP74qBRqtiYsWDCe/spX4CH+C/L04mFePut1AkJ9wsH7+Sz4Wq53PfynoVbCQSSUsmSHsauWWthDk74VMJiEsUEVbh4n7X/pNLFk/lN/gNh2k62Ty9Hv7OFrSTFigN+88tsyptKu2qYOXPztEkL8X914xuc9J7Mlm3PBQ3nhoMWarjZc+PQQIXhXNGgORoUJyg8FoQW+08Gt6BXZgf24DFfXt1LcIPXh+KgW3/fNXTGYrfj4K0aV+sHy9vYjfDlXxh3OSOWdKLFabnQdf3UGzxsD4EWE8e8fJcz0+03h341EsVhtbD1Zx9cqxhAefelV5V2Z37+BvmdXceOHQMPZrbtNTXtuGbmwEPsqTL5JtTiunpqmDmqYOMgsamTMhmga1juc+2C9WMV23KuV3ldJmFTWRkS/0yLa0Gamo1zJpVJhTi1igvzdKhYx9R+uIHebXp+CqbjOg8pIP2bjmk4XOYGbdy7/RrjMzZ0IUf7mu27C6qVXPS59m4KWQc99VU9iZWU1ZjRBbmlnYREFlKzqDhczCRvExSqWcF+4WWhx/SS/HWynjm9+K+WZHMcH+Xrz+0GL8ffqfoGq0RuQyaZ9pTh48nA0cy7Hw/a4SNFoTFy9KFse4mHA/nr7NeU6yI6OK5z8+KN7+5lfZ2Gx2Khva+eDx5Vy/ehwAk0cNo6CiheExgaIB++HCRgRbAjtZRU38sLuUq1e4bxdx5FB+A//9MYdJo4a53dn/10cHKagQfNq+3FZ4xgsWpTVtYutyRl6ji2AxIyWS1x5YhEwmFY1XHXl3YzaHCpo4mNfArNQi/e/NAAAgAElEQVQol5a4PVk1WKx2MvIb3VZY9Ed4sAq5XCpujjryzrdHaWrV04QwH75ymbPw/9oXh9l6oBKVl5y3H1nistDetKeULfvKWTk76aRGdVY1nj7eXwCvf5Eperxs+Cmf29ZMOMXv6MQyqFnZggULRIHibCY+0p/Vc5PIKWtxq3T7+ShF74ouhkcHIpdJsNnsmK02/vN1NgD7c+oortbg76PkgbVTSMsWzCM//bmAT38uICxIRV2zrs9ovy6+3FrIBz/kIJEIhkwLJsVw0cIRolghkQg9T2W1bXz4Yy6jEoK4vEe+cleLRFuHCZvNhkzaXdq1cWcxRztbVWalRrFwAO/pRNGo1uPno0DlsLDoKhVeu3wMH/6Yy8RR4USG+pKWXcuGn/Koa+7AYLIidUgP6RIrVF5y2jqMmDp7BbU6M5//UsDKHu03vWEyW3n72yNodSZ2Ha4B4L3vjgqChdVGe2f+uLrd0NfTeOgHq4OznqUXY9qTjcnBJ8Hkptf0VKDVmfj7O/sAYYx555HFJ/09zB4fxbaDlQT7ezG2MxHi6+1FolgBuLRkDZZ2ncnluqp6LUumJ7B8VgKFlWq0OhOv/09oiTOYLNzSi6D0S3oFr3QKsi/fv/CsbgMxmW10dJoRl1Zr+Ns7e7lk8UjGDQ9lc1oZhwsF0+cdh6qYMmYYH27KwdJpsNmlcft6K+gwmJ2uyytr4eXPMgFEY1R1u5FmjcFFsGjW6FF5yUWB6UBuPc+8vw8vhYzn715wStMBPHg4lRzMq+fp95yPBavNTqNaR3iwj1sz9H1HasV5p81u79VzAmBbRnfa3K7DNQyPDqCoSsNIh3jn6kYtT6zfg7nzuF8+K4FlMxPILmrC30eBVm9GIpEwJsF9m0pPPtyUS1GVhqIqDctnJYgbTV04+hFNHXNsEY7qNgNvf3uEAF8l16w4vp4Tx5vxyWGcMzmW2mYtaxa5r/bt6f3gSHF1m3i5qVXnIliYf8f8aX9OHX9/V5hfrJidwJ8uca6ut9kdntuNcWbXZqDBZMFgstKzPu7tb49gtth4d2P2SRUs3LWvDGXaOrrnPxrtmb+26FOwePPNN7n99tsBePnll3u93z333HN839UQRyKR8MdBKlljk0K4/6qpfLIlj8KK7jSPLjOidp2JYH9v4iL8qW5ox2azi4ZHM8dF9ttD3NAiZNEDomFkRn4Dq+Ylcc7kGNRaI5cvGcWo+GCeWJ9GRn4D6Tl1zBwXRaJDH+RD10xjy94yZqVGOfWhAWKZtUQC3n2Y151oNu0p5Y0vswgJ8Obl+xcS5O+FRmvkhY8OYrJYWbd2Ki+vWwhAVUM7b3x52GlhJJO7xp2qvGTIpBJWzklkb3Yt6nYj8ycNvJR+x6EqNqeVAULvYFOrXoy4UipkPHrjTNKya6hr1nHTMz9zx8UTjvmkezajlMtEAyrfIdKa5Dg5HOwuxYlCq++2OGzX9bQ7PDlMGxvBZ8+sQiaV8Mv+Cgoq1LQ4pCf5eMlZPV8wgCuva6OqQcuscZFuv0Orzc76r7Ooa9Zx6x/GiztKk0YNIyrMl9qm7p2RrlQQq9VOh94ijrFAn7v4m9JKsSMsoIVWmlMnyJ5qgvy9+PO109ifU8/P6RXUNuvILmoiPFiFVCpBJhWqCcckhJAYFcCs1ChRqNV3phR0GMwE+Slo1wmVbVqdCZW3HKlUEO4njxpGq9bI6IRg8Rxks9nZd7SOiro2Pt6Sh7+PkpfuW0h4sIqsoiYsVjsWq4X88haPYHEaYzJbUfYzhxjIfc5WDhe6HgvPfZDOvqN1TE+J4PGbZrk8xs9h7LO7i9Rx4NJOw0W7XZjvLZ2ZwJ8uCSbRoc25Sa0XxQr4/+ydd3hUZfqG7+kpk957o6QBofciICiKYsGuq+u6tnUtuz/d4rq6rnXXtrq2XZW1d7Ei0nsgAQIJpPfeyyTTy++PM3Myw0wgQcQEcl+Xl3PNmRZmzne+7/2e93kEefqHG4oprxd8azJTglHIZKTEurdrfbqphA82lODjJeex2+YQH+lP1rgwSmu7iI/0I9hDsfiuK7L4YmsZ4+ODOGfawMb1x+PzrWXssCsiMxID+Pn1mQOjkEv5/XUn3/ZqdirwOCeZOfgxDTrOyR+HnZR0DoRik3B/WJB7a/kdl01i7bYy0hNDXIxjHYQHeVPf2kdY4HD+hn5+gvxV1NrV/me9h0VTU5PH22c7vVoj/3hvPwajhfuumUK4kyzdZLZysKSF5OgANw+IjftqqGvpdYl/CvZXMS0tgvTkEJJiAnjp9+dgNFvYfbhBLFjsPdLEut1VrFqYwkB8tqVUjJxzeGdkjQ3jgZd2AsJg78hTTo4J4EBxC4F+Kpf4P8ex2y/zbNQjt6stbDahGDKUXOdTiWN3r6NHT22zhkA/FTvz6kUJ8oa9NVx7XirdvQbue347OoOwUyiVSvBWyrju/DSyCxrp6NaLJ3tHj4HX1hbw4d9XcMdlk9AZzC7qjRMRH+mPXCbFYrVy04XpjIsPchmIp4wPR+2t4HcvbAfgy23lowWLk0Aul2Cwr7+HSy3cOWd8uKg+nH+7/uqfz7hKIZdS26zhxY+FXXXnyavWYKawsh2pBO57fjtGk4WV85P5tYfi7MHiZr7bXQXARxuKuc/uX+KtlJGaEIRUCkajlSB/FTetzKC8rouNOUIEsVwmwWKxsXxWAlcM0FYHuHjL+Hid3S0hALMnRDMtLZLdhxvo05sxmCzitetXF2WyZHqcuAi6c/Uk6lt7sVhsNLb34jgNfn3JRJ5+Zz/ZBU0crdzEuTPiefo382ju0DJ3YrRbceq99UV8vLFEVAn29BmpbOwmLMibFXMSKanpRO2tYM7EUff4kYxSIWPl77487mO+fubi0/RpRh4XzE1yOxcO2ec/h0rcF5AgtM1OGhvKodI2vttdxaXnjHUpYjiTnhzCx49fyGNv7SXnaDM5R5t59Q9LkMukPPfBfgrK27n9solcd34qOUeb8fNRcv35aeSXt5FztBm1t5yCcmH+6qkl5P0fijCZbRhNFjbsq+HmizK5YUU6581KJMhf5bZZBkJyxY+VvCfHCNcfhVxKVKgv3a1tP+r1fkpMZivPf3iAhrY+7lqdJX52ZworO5DJJB4TkJw9Q0xmd+WnTCrFbLEgkSBUpYaA82aRp+8qPSmEb3dVoZBLSfTgLxQR7MOtlwz8XTqUzy2d2gEfMwrUNGnE20crO4/zyDOD487KHnnkEfH2E0888ZN/mJHCjrx6DhQJFcb12dUu0rp/fXSQrQfqCFAref2PS136paenR3CguIXoUF9mZkZSUN7OdeenMWV8uPiY1i4d/3w3Fy+lnF+vyuT1tQWA5yqlM2mJwazbU4VSLmNmRiSXLBrjkpXc2dMvF/rFBenMnhBFRLDPoPqGHaQnBxMa6E23Ru/m5n46Wb1kLB09euIi/EhPDrF/thB87Akpk8YKSSw6gxm9UShWhAR40d6tp09vxksp4++3zWXfkSYefXOv+Loh/l5ioaK0tpPXvshnfHwQv1mddULDqHHxQbzywGKMJsuAMr34CD+Sov2pbuxh3hDUG6P0k54YQk5hM4F+qmGzqHRedCmGicIiQK3iuvNSyT7SxNUDuMOfLhytWzqDmfHxQayYk8hrn+ej9lGSkRxCn84kttI4j1POONzQQfAAcnC0qoMt+wX5stpbQbyPHyazldhwNdGhvjS09XHD+WnMy4o94Rh644UZ6AyHiQlTM3lc+HEfe7agkEu5Y/Uknn1vP0qFDIvVhq+XgpmZkah9lDS197HvaBMxoWrR08hLKcdkNiGXSYgM8RUVFT19Rj7bUsaF85IZP4BM3PH922xC4T0xyl/8LiJDfHnyznmn5w8fZZRhTESwj9u5cMuqCazbU8V5x5HQO9S3wtzIgvo4m7IKuVTctfXxkuPrpaC4poPNucJ4+9Tbubx8/xLmZ8UQqFaxv7CF9dlVnD87kYVTYnnotd2YrTYXLzcHWWPDySlsRiqRMDOj34vip94lPmdqHMnRAXir5AT4yuj2XNsZFuSXtbH9oKAG+XxLmZvaYuehep56OxeJBB7+1WympLpes5bPSuCzLWX4qOQekzyC/VU0tmtReys8thAdD+d2SU/m/Asmx5IQ5Y+XUu5RQXEi5k2KZuuBugGTn34qFLJhngF/DNGharp6hcJgSszxzanPBIY04y8vL+f777+nvb2dhx56iIqKCoxGI6mpx3dSLykp4aGHHkIqlZKQkMDjjz/OE088QUFBAenp6Tz44IMAPP7444O67+cmLUlYHBtNFtKPiZESWzz6jOiNFpeCxYXzkpmfFYPNJvRyL5wS61KsAPhhbzVF1UKlbPbEKP5x13wsVhsZya6eGMeyaGoc4cE+PPjKbj7cUEJDax/3XTuV1i4dOoOZi49RZ5xMJn1IgDcv/d853PPsVl78JI/mTu1x+yB/KlJiA3n6Ltfc6KToANY8tByr1SaaUEWG+HLfNVMpqupgXFwQ//r4ACqlXJwsq46Rm9Y0a/jLa7v5528X8MnGUmqaNNQ0abhgbtKg4haP7bk8Fi+VnBfuW4TRbHV771EGx/03TONgcSvj4gM9VvZ/DpxNrmXD6IJ35bnjudJerDAYfpxXxI8hyE9o3apt1jA1NRyZTMo5U+OQSqXCRCkI7r4yi/L67gENOJ1VaTmFzVy2WFBKxEf4ERbkTWunjl6dif1FLew90sjiafE8d+8i2rt1g24dSIoOcBtXRoEFWbFMGReOXC58X1KJRCzS/fmVXbR06lwe7+tUSEyMCuC5exby6eYSduQ1MCY2gOwCIUVr9ZKxbmZrv7ggHW8vObFhao/m0KOMMopnls0UPCSOx29WZ7F2WxkTxoR6XGi2dGj5YmsZqYnBLJwSy62rJjAtNYI4uym8s2eQ3mjhdy9so1NjIDTAC4VcSmO7ltrmXq49L5XX/7QUs8XmccH6l5tn0t6tw99XiVJxejceHFGwP+c1cTAkRfsT5KeiS2NwK0aA8F2BUITypES4aEEKvToTY+MCPSZuOPyFNFrTkE03Y8P7TT49KT/gxOlOx8MRnevs0XA6GCYC2UHzyK9n88JHB/HzVfDrVWe24SbAoH+h69at49prr6W5uZm1a9cC0NfXx5NPPnnC5yYlJfHhhx/y/vvvA3D48GG0Wi3vv/8+JpOJw4cPc+TIkUHdNxxIjPLnmuWpWKw2Xvs836Vf/DerJ7Fkehz3Xj3FYx9egFrFZ1tK+XxrGf/9soC9RxrpdboI+HrJkQBymZSMpGBSE4NPWKxwEBrojcVeQjdZrMikQpb16iXjKKvtEtUGx3Kkop2XPsmjoPzE8rjOHj1N7cLg6Hi8yWzlkf9mc91f14mmoT8H3iq5m2P2oimx3HbpRIL8hYmxhH6pXGZKCEF+rhPm4upOSmo6mZ4htGvEhquJCvVlb0EjNz26njuf3kxxdcdJf0aJRHLKihWvfHaIa/7yHWu3lZ2S1xsJNLb1sb+ombLarhM/+DRhtjq3hAyXRpXhRVSoLzOc/CkUchnZ+Y38+9ND1DZrWDojgVsvEeKencdTB1OdJmytTgvkALWKVx9Y4jKBig71Ras3ce9zW7nj6c18vqWU+1/cwU1/W8/Ryvaf8K88c1H7KPFSylHIZchkUj7ZVMJtT26i4xhFjAS4bkUai6fF8dsrJiOTSkiOCeD+66ez5qFl/PKiTF77Ip8vt5fz9neFbu8ToFZxy8UTRosVo4zyExAV6svtl01i3iRXhWevzoTJbOHlzw7xza5Knnl/P03tfchkUmZkRBIVKmzGhAf7EOzfP2dymCe2desJ8hPmuyEBXvj5KNEbLWj1nv2TJBIJoYE+KBVy9EYza745wgc/FGMZaSvGnxKJfa4q6TctdmbF3CRWLUzh8sVjWTI93u34f9bmsz67mpc+OURVY4/b8ZgwP/v/fYfsveU8z5EM0E5SUd9NQ1uvx2NN7X28/Okhtu6v9XjcYe5fUO5+vTZbrPz9zb1c99d17DrcMKTPfSJstpE1f/NSyXnghunccdmJVeBnAoMubf7rX/9izZo1pKamsm7dOgBSU1MpKio64XMVCoXL7T179jBnzhwA5syZQ15eHjKZbFD3TZx4+qtIn24u5eONJSycEsudlwv+DodKW7HZoLG9j7pmDal2F/z4SH/uuWrKcV8vUN2/eH7188O0dek5f04it10ykX1Hm7Hh6IUf2g9wb0ET8yZFExXiy0q7mR0Iu2CltV1kpoTwxB3uktrH1+yjp8/I7sMNvPmXZbR36z3GJAHEhvuxeslYCsrbxWznqsZucgubAfh8aykzMyKH3cmzPrsaixX69GZ2H25g9ZJx/OvjPDo1BqQS8PFW0Gs3J1TIpFwwJ4mFk2OpbuyhuLqTDzYU09alB/Q8viaHNx8812WQt1htNLb1EhHs6zFX+lSg1Zvo6TMSGeKL3mgWe/q/3FbOqoWeXaTPNP76+h46NQbWZ1fz0WMrjhtReSL0BjMdPXoxXeZkMRgtTrc9FwXPRgrK2/jbG3sIUKt47p5FLv3SnRo9T72dgw0hL/7pu+bTqdFz3/Pb6ejR8/trpjJ7YpQYmeasXpIfM7YoFTISovypa+nF10tOXIRwu8FuxLntYD0VdiO4jftq3BKcRvGMwWShrUvndi2wWG28s64QT3M7G2AyWfH1VvDsBwfYmFPN326di0wqISTAG63ejFwmwWyxuRWLRxn5jBpljjx2HWrg6XdyCPL3EtOcvJQyscVr1+EGiqo6uGBuEmaLVYza9PdR0GOfM0UE+9DRIxSS27v17C9q5rG39mGx2vjDDdPdpP1vf3eUb3ZWsmJOIlabjS+2lgOC2aKnxfeZyvMfHmBPfiPXnpfKRfNdVdCV9T2iL11uYQuLproajXop5dx8UeaAr+1QKQi4D9aOYkJ9a9+QFRaTx4ezeGosbd16Vs5zLy5v2V/Ls+8fQC6T8PRd8xkb56rofuWzwxwobmHdnipSE4Pd1Mm3XTqRH/ZWc/6cRLfXrmnSsNfe7v7drkqmjT911/ORVa4QikJ/enkn3io5/7x7ASEBx297HekMumDR0dHB+PGCvNhRUZNIJANW145l06ZNPPfccyQkJBAeHo5aLUyC/Pz8KC0tRS6XExcXd8L7hkJBQcGQHu8Ji9XG++sbMJltfL+niqlxJhRyCb0aoWIZpJahaa1gf3vloF8zwd/GVQtCaOsxsTFPeJ11u6s4WtbA+BhvjgDhAXIaaoopLbGy86iG2FAlk5MHbjkoqtPx4XahGjk/w4+y4n6JWGWDMFkvr+tk//79bs/1VtjoAbwUNm5/Yj1tPWZmjvNl+ZRAt8JDY6eR8qo+suK90HdWsX9/FY0dRqQSsNqgqKqTP7+0gcvnDq9FgXOlv6G1lxc/zqPIbmpqtSEWKwBeW3uYIxUdzM+KER2l50yIoryuW3ytSx/4mtsvm8R59tjTf76by85DDQMWhU5En8503Dz17l4Dv31mCx09Bm5ZlclF81OYnxXDrkP1LJlx9lzgO53SXjq69SddsNAbzPz22a00tvVx5dJxXPcjWpuc+z+lQzSvOpN58eM8dAYrOoOOx9fs43H7eWGz2fhud6U4Oahu6uFAcQtWq03MFP9oUzFPv5vL7AlR/OnGGS5xwDqju4HY8pkJ7C1oQC6TotWbSYkNZMn0OMrrurl62XjWfHOU9m7dqHfMIDGZLdz73DZqmzWsWpjiMjGWSSVMS4sg52izx+f26ozsPiyMm4fL2rnsD1/x6K1zmZASyu7DjSjkMixWM4dKW1k6I57IEF827qumpKaLyxePdeljt9ls6AzmH1WYPFMZjsWBwZhpwqih5qnCZLZitdmGpNrs7jXw4Q/FRIb6cvGCFL7aUY7VJhQapowPY87EaBKj/Gnr0vH62nx2HqrHZoO128qZMi4MCaBQSFm1KIW3vxM2LJs7tMjt7ZAZySF09OjFJLaaph63gsXXOyrQGy18sbUcq1Pl05Mq+UxFozWK3kyfby5zK1gkRvuJ3k9jPCStnIjqph6X24lRrq8xPiGYfUeaGBsXOGSFRW5hM5vt3lFrt5Vz44UZLscdZpBmi436ll63goXz9dzTjCkyxJf4SH8igt3XPGpvQYVuQ7jWnM088b+99OnN9OnNvPLZIR78pXs60HAl52gT//2ygKlp4fzi/MH5rA26YJGRkcGXX37JqlWrxPu+/fbbQSselixZwpIlS3j00UeRyWT09grVvd7eXvz9/Qd931DIzMxEpfpxuzjbDtRhMguTr7gIP2bNnAbAU599A0Bnr4X45DQi7BVCg8nCc+8foKNHz11XZA3YP+0f3skfXtrhcl9Lt5WXHljELy4x4uslRyaT8rc3stlf1sf+sj7OXzRlQOWDd3A7H24XEkHGpcQzdWr/jvudllA+3VzKwimxTJ3q7jfybKqR/LI2IkN8uOe5bQDsLemjoVvKP38732WyeN1f19HdaySvUsuHf1+Bt0rOl9vLsdr6Y44aOq1MnToVg8FwSopGpwJn6fLWA3WYLTYXmZ1MKkEmkxAbpuZIhVDIyC7ob29xVk3o7QumN78+QniwD1PGh4vStaMV7VistiGZGD33wQE259aycHLsgDFWdS294s5GQXk7F81P4f7rp2G9duqwU7OcLto1OmJPMtqwrVsnRmHmD6IV6ng4YlaF26OSVgfOrR2OYl9Hj543vixgu70QCKDVm3nsrX1ir7OXUkZPrzAR2ZPfiFZvwkvZPyH3lBDxyaYSzBbo7jPyw94qrj0vzUXpNiszCqvVdtaeK0Olu9dIbbMw6fR0fvzllzPp6TOKRVRnKup70Gj7lUYWC7z3fSHXLE/l3e/720CKqjv56+t78FLKqWjo/308+MuZwvOsNv78yi6OVLRzzbLxXL38+F5ZZxujSRtnN/Wtvdz/4g4MJgsP/2oWmSmh4rH2bh3/+igPlVLGPVdNdpnDvbOukPXZ1YDgk+DsQdPYrhWVs7c+sVFUqTk4YE8gMZqs+Pu4zq3NFht3XDaR5bMSMVusVDX0oDdaXNS+DpbNSuDbnZVEBPuI7/HrVROYPP7sMTt2vhKZPcTMFtd0igl3uUXNrFrkqqJt79YJKga5lN9dM9XNp8JZ+dmtcV/YV9nH3JomzZDnrGofhZjk5Mm4/4K5SRwsaUHtrfC4SaDV918f+jy0DT3y32wMJgs78ur5+PELXI4V13SJmx0tHTq3555NdDpde6ucEkNGAg4FVsOOShZlRZ74CQzBw+LBBx/k+eef57rrrkOr1XLzzTfzwgsv8Mc//vGEzzUa+08WtVqNRCIhOzsbgN27d5OVlUVWVtag7jvdxISrRVny5Yv7B4xUJ5dzR/78u+sKueHh79lljyT9akfFgK9bVtclZliHBXqjVEi5YqlgJOfvqxQrnqF2iY+3Sn7cVIT0pBCevHMef7pxOhcvECq1uYXNvPFVAdsP1lPf2seHG0pEU1AHJrOFp97O4fkPD1Df2svVy8aLpmm1zRpqmvtPgs4ePd32hQQ2Gy9+nMc9z20lOsSXxCh/AtVKkqL9+dXF7rGEPzcLJ/cPmo4YSifrAaalR/DZkyt54XfnMD9LWBCZnHKsy+2DO0CUvTilM5j575f53Pi39dhsNpJjArj10olDdlzebe/DO14/XlpiMBfMTSIjOYSrnFIfzuYFWFLU0HcdHMSG+3H54rGkJQaLE7STxfl3ZB1hPZA/JTes6FetzLB7wtz/4g6XYoXj5xuoVogLZIPJwuol4whQK7lgbhI+Xgr25PcnHp1vVzU546y8OXaME9/rLD5XhkpooDfXLBtPakIQN17gfn5IJBIC1CruvHwSkSH9igilQsrB4mYx9cVBZ4+BQLWKYzfyGtr6qGjoFr8b55jtLo1e7GU+1b3Ko4wy0skva6Onz4jBaBFbch2s213FgeIW9uQ3su1gvcsxh9mmXCYhUK1ijlM8/Wyn244rmfKYFleZVEJYoDfnTIvjtksmkBzdv5GYW9jModJW1nx7lB/2VhOgVnqMTr3l4gms/cdF/OnGGWSmhLB8VgIr5p5dvjVeKrnoDeJcbHJgdCo4aDz4Om3YV8PhsjYOFLWw9YC7F4Tz5qanVD9H+0Cwv9eQ56ypCcFcvCCFOROjPLZtbMqpobyum0OlbW6/TQCLU4HGk0rfsQnkyXdvVkakuBaaPTHK7fjZxFwnL5rVi0dWW7jFaeLc2TM4A9xBKyyMRiPr1q1jy5YtLFq0iKioKBYtWoSv7/GTEQC2b9/OmjVrAEhISODRRx/l8ccf55prriEtLU1UaSiVykHddzoZExvIy/cvRqs3uSRF3LQyg9KXdwGIDr6fbi4VvwSpVELW2LABX3fRlFgKytsxmizcuXqSaFh0LL++RKg6J0T6eXzMlv21GE1Wzp0R72LO2dNn5O9vZmOx9icXyKQSUbbnoLpJw+EyYQdtfXYVf75pJhlJIfz7s0OkxAQw1ulv9vNVEh/hR02zhqxx4WK7xJYDdaxamMKLH+cRHuzDjIzBVctOJ6uXjmdqWiReKhl3PLVZ/J6mpUWQX9ZGa6eOTo1gHOVs6qdUSJEAdc395kEP/nIGT7+TS3WTBl8vBbX2Y1csHceKOUkYTBb7v/Xg6oFXL0vl292Vx40jk0olPzqD/EyjuLqD6eknd8GyWm10avR09OhdTG9PhlkZEewpEC7KczKH32//58JZldTSqePmv/9Aa5frjojVBqGBXjx621wefHU3rZ06kmMCWDk/2WVnbn5WDEXVHYyLDyI6zP2aMyszkk83C+azC6eMtn2cCq5ennpCVcPzH+a5JAcYnRRGkSE+tHZqsViFlruvd1Tw7D0L2X2ogY82Ce2dDj+Ly84ZQ3SYmvAgH2w2GxKJ4HlxwdwkcgubWb1k3E/zR44yyghl9oQoth6oQ6c3c+4x6SDpySHIZQtkqRMAACAASURBVMIcZFxc/xyusa2PqanhpMQEEBbkQ3ykP9efn0ZXr4F9R5r423/38tjtc4iP9BcXi0azVdxNd5yvrV06apo1XDAvGZ3RQkXDUQD2HW3mYEkrVqsNi1Vo/Tu2XcCZhCj/k2qhPROQy6Q8e/cCqps0jE9wT+2TSvuvn14eWn4yk0NQyqVIpRKPvkx3XzWFN74qICk6gLQk9xjph341i0OlrW5Jhw6Kqjo4WtnOkunxbmlOuw7Vs3ab4Dvio5Jz9zG+fSonRaSntjVvldPS00OtZNKYUA6VtTHFQ7x4ZWO3qNAorDx5A/wzAedCk84wstS9mckhFFS0o5RLyRwTQlFhywmfM+iCxW233YZOp2Pq1KnMmDGDxMREfHwGl6+7dOlSli5d6nKfp4jSwd53unFUQZ1Jig7g3UfO47vdlbz2RT6XnjOG2ROiRLXF6sVjj5sh7OOl4P7rp53wveUyqUvV25kdefU8+/4BAMxmCxfMS3Z6Xv8P2WKxMXlcGNedn+ZmypIQ6ceksaEUV3fQ3Wvkyj9/x+olY3n9j67fl+OzPHfvQtq6dfioFNz73FY6evRMSwtnS24dFquNkpouXvv8ML+9cvIJ/7bTSXu3jve+L8LXW87yWQl8t7uK6WnhHChuwWK1UVHfzc68eoqqO8VYWalEwnt/O5+qhh7uf3EHNiDIT0VUqC/P3iP8O5jMVh5+fQ8mi5WNOTU0tfexfm8NPl5y/nHX/BNGnQJces4YLj1nZFVHhwNpCZ4vtIOhvrVX7B/9bEsZMzNPvlLf7lQdbh9kpfhsIDEqALlMgsVio6S2E7PZs/qkrUvPvc9u471Hz6elQ+vxnFk5P5nlsxIG7Nl3jj8TzHFHOR34eMnFgoWPlwyrVSgGhgZ509Dah1wmQaWU0qM18n12NRUNPS5jnc1mI2tsKCvnJ3PXP7fQ3Wt08cwYLdKevQzGo2M4+nicLgLUKp680/Nif8r4cN54cBkyqURcbFbUd/O7F7Zjtli5+8rJTE+PRG8w86vHNtBtHz/1RguPvrmXhZNjWTw1js+2CEVgh3BwweRYNufWEhPmS7R9XnzJojEE+6v4cns5FfU9eKvkzM+KYcO+Gi6Y694OMko/ah/lgCmAznGwnmJJM1NCeeuh5UilEtQe/M+SYwJ47Pa5A7+3t4K5HtorQbie/vmVXRjNVg6VtfHILbNdjpfV9yuOS2rcE9sump+Cv68KPx8FUzy0+aTEBFLb3IuPl5yIIPd15CO/nk1zh1ZstXfG4pRQ4miZOVXI5SNLhemsLO3pG1lzz8Z2oRXMaLYOOr520AWLrVu3UltbS05ODjk5Obz77rt0dXUxdepUXnvttZP7xCMco9nKf74swGaDti4dd185WSxYeMpFPpVkFzTy6ueHBjzu46Vg4pgwDtp7Dvt0JsbFu1dxFXIZf79tLhqtkWv+IqS/7DzUIMrkj+37VipkRIcKUrPfXzcNi9XKxDFh+HgpyC9vw2K1sWFfDVcsHUeQ+vTmax+Pr3dUsO+oICu/56rJ3LJqAofL2sixV/UUcilJ0QG8vrbfcyPYX0Vzu5Zdhxv49apM5AoZKoWMnKPNWKw2PtpQzOwJ0bz10HKue2gdlQ09VDYIRkdGk4UjFe2DKliMcnLUt/Yx3vfkPGoign0YExtAWV33cQuLg6FP59SP6UG6ebZS1dgtxp9Fhaipbdbg4yV36V91oDWYsVqsRIepsVo9FzaOtzAxOrVvmUej8U4bCyfH8LFdLWG1wuJp8Vy/Io2/vLYbEPrazZZ+aXNJTScJkf5MHBPK0coOzBYreaVtFFZ2iO2G1R4i+EY5+xj16PhxHJvCU9/aK46NDkPGutZesVgBQvtHU7uWjzaWcOslrq29SrmUlfOSuOnCDGqae/jgh2IWT4sjKTqAxdPimZkRRXZBI+lJIXT3Gjh/TiIJkUPznRuln/yyfu+gygHGRE+FjFOBzWYTfyudPe4bAKFOG5/ObXwOpFIJi6fFud3vwLE+0urNtHXpiI90LbjIZFIiQ3w9tnEqnOYBau9T+/fbRtjUwcdJqeLs8zUScC426QzuRuqeGNKKMi4uDrPZjMlkwmg0snPnTtrbz95ce5VCRnJMAOV13aQlBpOZEsKV546jobWP6847cepAZ4+e/UUtJET5ERboQ+AgY94MJsF3wrEY8FbJ6dObefmzQxwsbuEXF6TjpZSLxQoJsHSme7uB3mDmQHEL4+KD2J3fQEKkH316E1fY5bdfbC1jzTdHyBofzkM3z3KRH+08VM9Tb+cilcCjt81hVmYUlywaw6ebS5FJJazdVs5NFwzO+fV0MD4hCKkE5HLhO5PLpEweF8bqJWNpbOvjhhXp+Hor8PNRoNGaSEsK5vfXTuXPr+yiqV0YXB0LXEBMRaluKuaiBcmY7YsshVxKTJgatY9CbI3p1Zl47/tC/H1VLJ8Zz5Nv52I0W3jg+uke1TtnIo/8Nxskcv5443SPJk0ng0x28tVwpULGM3cvRG/88QkEK+cl8eoX+QBcOP/M78M1miw8/U4u9a29/PaKyR7lpgB1zRqkUgkSCdxx2UT2FDTyzU7Pvj5SKcjkMj7fUsqab4+SlhjM43fMG3Rv7ayMKLYdqEOpkJGZ7N4PPMqppam9j6feycVksohjod5o4bvdlaQlBjF/UjSBvkoOl7VhslgJVKvE3aB7n9uK3mhhzoQo9hQ0khjpz9S0CH65MoOi6g6uGTXXHGWUH0VpbScPvbYHpULGlUvHMjUtkoljQglQK9EbLcxIF+YmSdEBzJsUzeGyNlbMTcRqhY83lhBkV0w4YzRbeenTQzx790Iee2sfWr2Z7IJG/vOncwHw9VawZHo8G/dV88JHeUilEp7+zTzGH6OEbGjt5al3cvFWyfnjL6a7tRuMIjA/K4b31xdhNFtZdhJJcCazlW93VjAmLtCjR8bxaOvSit5c9S29bsddbE0GuETnlbTg661wSwgBoSW+sqGHxCg/YsPdjdP//ekh1mdXccGcJG49RmXnrexftlo8mJX+GCwDbJYMV1bOTyansBkvpYyFUwYuEA1HZk+IZFNOHcF+KmLC1HR6Dh1zYdAFi3vuuYe8vDzCw8OZMWMGF110EY888ogYT3o2IpVKeOo382ls6yMuwg+JRMKCrBjkcqlLNNtAPPT6HqrslVOZVMKtl070aCh3LMIOpCPYR6hUvb++SDzZPtlYym2XThT7Dq8/P018XavVxvrsKkEJsVeQ6Dr6EkEYSJbaB8dNOTVYbXCgqIUujd6lnaS+VRjErDZobNMycYwQZ7Upt4bOHgPf7qrkskXDZ/E2e0I0r/1xKSqFjCB7dJZEInExXNy6vxaNPd40JSaA7l6DWKwAxGIF9BstpiYEUVjZIe6sm81WYsPVtHRo+XhjMVedm8qnm0r4ZqcQe9vapaXQHqe6PruKhCh/xsYFehy0zyRqmzV09VnIzm9067c9WWoauxnj4WI4WKRSySmJS3S0EAEUVXWxYs6PfslhzdHKdjEH/asd5R4LFv9Zm+9iOlzb3MNX2wc2IQ7280IqgY83lWKzwdHKDuqaNSREDW6Hbu6kaF6PXYpKKRvQD2iUU4PZYuWVzw5RVitIgR2+Rg5e/eKwqDq6YUUa87Ni+M/aAvYdbUIhl4opS/uLW7DZoL6tF63exCWLRtviRhnlVLAnv1FIadKZeOXzfPx8ijl3RpyoYvrvV/nMz4oha2wYD9wwXXzeG18JClOt3uTRCK9Xa+KzLaWiIbmnVoT6VkHqbbXaaO7QuhUsNuyrocLeUrAnv1GMhh/FlfBgH565ZyGNbb3MnjB0Fej9L24X56zP37vQxYPvRBiM/YUAT0binU6pI84KUwdfbi/nv18Kv6Un75zn1vayMacWncFMYVUnLZ3ubaAb99Vgs8HGnBq3goVzXGuXZmS1QZxqOjR6dAYzBqOZPp0RGJxNw3Bgc44Qi9uhMVBUNTgvkkEXLI4ePYpUKiU1NVX872wuVjhQKWQk2ifV2QWNPL5mH1KJhMfvmOvRCMdBW1d/rCIIlb1XPz/MvEnRJ9yB9lbJ+fttc8jOb6SxvY+9R5qYPTGK9i49hVUdzJkURVpSMI/fPpeuXoNLn9qW/bW8/Nlhl9czO/WEORdakqMDaGjrY1ZGJMH+XjR3aPlmZwVpicE0tWuJixD8LxZPE/oan/vggPjczOQQjxezn5MTtWekJ4UQ5KeiV2dienqkWFgYCD8fBXdfNZkN+2rE+2z0p8aU1HbRpzMz1m56JZVKmDwunOz8RowmK9sO1tG2RY+Pl5w3/nwuvt4Kj47JZwIKuYwAtWzIlf7jMVxq4REh/YU858SEM5XkmECiQnxp7tR69Nfp6TOyOdfVtfyjDSUDvp5UAo/dPheJRIK/r1Is/vn5DG38GG2/+unQG818saUMf18lvTojB4rt6j0J+KsV4LQ74jyBPVrZzuWLx/K7a6ew+3AjcpmEZ+y+Sxb7osdoEiIQg8aPFppGGeVUsGhKLDvzGujQ6DEYLfTpjGicWj8qG3qoqO/hfxTy8C2ziA33IyLYh405QtypwdhvtBnkp6JPb8JosmI2W3n7OyGaODrUl0ljw3jugwPcsKLfH+2yc8ag0RqRSiSU1HSRV9JKXUsvN12YTlpSCNPSIvh6ZwUqhYwJY0bVcAPR1N7H/S/uQGcwc/NFmaxamDKk51c7xVzmlbYMqWAxLiGI2HA1dS29Ht93yfR4vtpRjlZv5qpz3Q2Rv9rRr85Zu63MrWDR6tQy39NndLt2Z40LZX9hi8fggqSY/nS4APVP0xIzUnjHfi5abfDhhhL+dOOMn/kTDYH+PXe8vWRo3IU8bgy6YPHDDz/Q0tJCbm4uOTk5vP766xgMBqZNm8Zjjz12kp/4zKK8rgubDSw2GzVNmuMWLN5ZVyhG93gpZeiNFlQK2aAl0BnJIWQkh7A5t5YAtYorzx1HWKA3OkO/xN3T4lApd+9zcrzjNctTxWjV/PI2thwQKmDVTRokEgn3Pb+Nnj6j6A4MsGRaHAq5jC6Na5+bn69iRMQIGkwWDEYL/r5KwoK8WTk/mS6NgdSEIBcpXIBaKe5OKOVSsWf+9qc2ozhOa0Jdi4abL8okJlyN2ltJckwAszIjuf/FHWL1W28wc/tTm7BY4dFbZw/pwjJSeP6+hXh7ebkkR/xYfmy6x6niiiXjqKwXqv6Xj7BoqZPB31fJKw8sxmi2urp92/loQ7Gwu+eEwWTh5pUZfLypRFQxObDa4F8f5fHkb+Zx71WT+e9XR5iRHkHwMQbBo/x8fLa5jA83FAOuDvA2GxSUD1zYLazq5KoHv+Ohm2exdEY8h0pbxWN+vgo6NUYkEoiPPLMVZqOMcqqpb+1lb0ETsyZEir5iDuIj/Xn1D0t465sj5JW0smphCuHBPmzIcY+/fOa9/UIbbGIQvVqh2CiVSvjXfQupa+klLSmEu5/ZitFkQOcUMxkR7COacsqkEtFoXe2j5Ders/j9v7ZT7KQ+fPTNvbz/6AoykkN468FlvPn1Ed7+7ii3XTJRVL2O0k9zu1bs869s6D7Bo93x9ZLTZZ+zOkecDga5TMq1y1PZX9zC0hnuitiwIG/efvg8zGYrXh7mADGhvrR0CIlgY+Lc57MLJsfy5fZygvyUxIa7f7Zcu7dc9pEmt2Ml1f3XG8d7nK04b26H+I+s1iqZVCr6pMikg1sXDMnDIjw8nKSkJFpaWmhqamLv3r1s37596J/0DKRXZ2JLrrDAT08M5pxpcW6Glc4EOw3QGUnBBAd6c6S8na92VHDVuYL3Q2unjg9+KCIhyp+LF7hXOetbe0VVQ5fGwF9unikWK3YdaqCxvY8L5ia5LCrmT45BKpWgNZh45bPDmMxWosN8eejmWS4mN86Fk/YeQXbkycn1cFkbly0ey/5jImkaWvvcHjvcaO/Wcd/z2+nS6LnvmqkoFTJx90CpkIlZzyCoLwxGC1njQimp6eJIZbsomTQ5KVQUMikmJ9O/wqpOXv38ML+7dqr4nn97Y6/YUqOQS5mfFSPuSL+/voibL8okeogXmOGOSiE7pcUKAKlkeJgMbT9Yz76jwhbzzkMNLJ429H7TkYZMJsV7gNjeinr3yVVUqC/R4WqMpn5zJblUInq/HKlsx2Kx8uHGEkpqOqlq7GHF3KRT5ncyysmj0RrJK+0f3w32lg6nDRI3/H2VxIT5UlglLFh2Hqonwx616EBm//1IJRIX5/dRRhksg00JORPTRB58dTdtXTrW7akUfSSc2ZPfKG4ulVR3YrHauGVVBrsPN+HnqyA7X1gMOgrIjnMV4O4rJpEQFUBClLCb/cSdc3l3XZFoXK6QSbliyVgKytswWWzEhKmx2VsHHCpR32MUts6dBTmFTWzMEZSpUSG+x40+PVuJi1DjpZKhN1hIivbcGnnsv7kzQf5eYsEi0EOb5P++OcK6PVXMnhDlFkva0aPnH+/m2lu++zym0ezMq6ejx8CF85Lczq2M5FAOlgimoSkx7gWLmy/KYMGUGKJDfIfcltvrpOAzn2IPi5FGSEB/kWKkbfDIZBLMjungIC//Q4o1PXDgAL6+vkyfPp3FixfzwAMPkJiYOPRPOsLQGwUn24hg3wEXXfUtGprtMicvLzmP/CebI5Xt3HrJBFbMcfdyWD4rgU83C+7qB0vbCPBV0qkx8N73RVy8IAVvlZw13xxhe149AGmJwW4pHz4qOd4qGTqDhSCn6lpxdQdPvp0DQE1TD/ddM9XleXMnRaMzmHn5UyFlpL61j9fX5nOguIVLFo7hppUZpCeFcP7sRA4Ut3Djhel4q+QsnR7Pjrx6xsYFUlAhmK3mlwuDUkmtcLFTyCXMzozm4iHK134OKuq76bA7IB8obmHyuH75mUSCSy+83mDmYEkrLZ1a6uzKC2elBUCwn4oODz11zq0/2fmN4oLOSykktAT5qyir66KpvY99R5sprOpkzUPLzrgJ1qnGaB2cs/BPjbNP00AJF2cTntyqxyUE8egbe13uk0gB++njmG/ZHP9+NhseWmdH+Rn4eGMJRU6LGQcXL0zhy23lHucaPX1GevqMeKtkqH2UomO8v69K9EzyVikAYfwd/apHORkGkyQCZ2aaiGOxOtA1J9BPJbZ1bN5fy3d7qvD1VgwqyaqwuovF0/t31nv6jBwsbhG9Kx69bTb+viocdcaG1l5u/Nt6TGYrf7t1DgG+Km5dNYHnPjggejw5p44kRPqjlAubO5524M8WjCYL9a29JEb5uxUdqho16O3pCWW17psAFfXdPPjqbuQyCU/cOc9NReGya+3hJ/LZ1jK7T0Qtt182yWW+qVLI8PUWDOiPTZsBwVDT0drXpzdx/fmuIQPOypry+i6mpUW4HP9hbzUvf3aYtMRgHr11jtu6KjUhkKLqLjI8+GOpFP2PlZ6hLdSDxTlxTTNMFMeDxeY0bnmr5LiH47oz6ILFsmXL+POf/0xc3MhyIv2xGE0W7nl2m7gjfu6MeFH65kxEsC+Lp8ZR0dDNOVPjeOa9/QBszq1lxZwk9hY0UlDRzoXzkokI9iEyxJeFk2PYdrAeq9VGRLAPnRoDmSkh4oQ/wt4Pr1LKPCaIBPl78czdC6lp0jAzM1K8X+a087n1QB2rFo4h2anvC4QfyNyJ0Ww7KBRE9hcJO2ibcmu4fkUaT7+TQ0F5O3MmRjPHbvhz91WTufsq4W+/4eHv6dQYMJmtNLb1ceflk1i/t5rlsxJZNCUWAINheBviZI0LY+6kaJrb+5iQEsKzdrVKkJ+KTzaVMjMjAi+VDIvFJmYG1zm1ifipVcSFqzlc1obVanP5d7/v6ilsO1jH/qIWims6Ka3tZGxcEJPHh4uFDr3RQnefgfEJQfz7/xZz73NbKavrxmA0Y7Ha+G53JWu3lrN4epyouhmlHz/V8CjonDsjHoPRgkQi9Hae7VyxdDx5pa0u3jhFle5tA47NEW+VnJsvykQmk3LvNVPYuK+GjOSQnyyybZSh4ckb5JJFYwj2U4rzYGfjZmd0Bgv/++tiUeWn9lHwj7vm09atJz0xmB/21TA2NpCIQZhUjzLKKP08eusc9uQ3evQRAqFt+Om75tPepefZ94X5qEM46+ejIECtcpnPONJ+QNg9n50ZRWyEms82l7JxX424OTMrM5KM5FA++KFILJbsKWgUlRqfbi5lz+EGVEoZD/1qFrlHm0mI8mfR1P61Q0psIK/+YSkGk/mMNxwfCLPFyvUPf49WbyYlJoDn71vkcnzCmFDmToymvrWXSxa5bwDuzm8UF6k5R5uIWejajuriIedhXR+gVtGlMaBSytw2x3y9FTxz90LK6rrEtDtnWjv7WzE8taukxAaSUyioTuM8fL9fbi/HarVxpKKdhlaNqORxcOOFmWw7WMfiqe7rzbFOG7eRZ/l1Iz05RPSTmpAysAXBcMR5s7eqoZvBNLQMumBx6aWXnsxnGvF0aQxisQIE08pjCxbbD9bxzHv7CfL34tl7FqJSyIiP9KO1U8fKecl09Oh5/H85WK02Kuq7eez2uQDctDKDtm49VqsViURCdJgvv7ooU6y0Xn9+GpkpoUSG+BAe5PnEjIvwIy7CdUAYExvInAlR7M5vxGYTzHuOLVgA3HH5JKLD1IQGelPTpGFTTg0XL0ihuLqTPXa54PrsajJTQsUihIPJ48PZnFuLUi5FqZCyaGqcywVpJKCQy/iD3SH7hQ8Piju6jvi9IxUdYoVb51TJnDw+jLLaLm66II22Lj2ZySHojRZRMRPsr+KjjSWkxAr/5jKpBC97FFN0mJqHfz2bf76bS1SomkwnM6L/u24a67OrmZIajrdKzvvri+juNfL++iJWLx4rFkT0BjOKIfidnKnI5MPD1LW0tou3vzsKwLj4IDcl1NlEbmEzr31xmDkTo9mT34DJLJxUzgZgAFPGh7N8dgL//uSQfTdeOOeC/LxYvcTdxGuUn48L5iYRH+nHY2/upc8+DrZ2askv7/ejcBQrJowJpa65x8VF3miyiOPZBz8UMyY2gKfvWoBCLuXyxWNP7x8zyihnCJ7mfseSmhAMCUKh8EBRC0umx9HSqcNktvLM+/tRyqVEh6mpauxxUQr26ky8/NkhOjV6jKb+hcWY2EDOm53Iu+sKmZcVzTc7K+nTmbjsnDFsPVCP0WTBSynDahOKlS0d2gHbPcKCRpaE/VTT1qUTd8gdaYHO9OqMFFd30NGjp7ZZ4+ZtZjb3K0wtFvfWiKuWjadToyc5JsBjtOjF85P5fGsZ50zzPG+PCvUlKtSzkbXaqVXTU7H58iVjkcskqH2UzJnonnDirJ60eaimPPbWXjRaE3vyG3nn4fNc39tbIW76jU/0HKl+sgy3oIATsdOuwAfYsr+O6emei5fDHaVS5hBbHpcheVicjYQH+3DNsvFsyKlBpzdz4bxkt8fsOtSA1Qbt3XrK67o4VNpGjX2CHhLghVIuxUspQ6s34+e0axgS4M2Td85j24E6/mlXZGzYVyMOTBKJhCnjw0/qc99x+SS8VXJMFivpyZ4rbz5eCjHz/outZfTqhAFi3qRol3aHIA852XdcPokJKSEkxwS6xJ2OVJxlkstmxFPTrOHcmQl8t7sSncGETu8wSJVy//XTUXsr+HhjCe+sEzwvrlner4Do6DEABlLiArj36ilEh/m6TCwmpITyv7+6DsIgFDNuWtl/cZ89IZrv91QxIz1SLFZsO1DHsx8cICLYh2fuXjBievzXfHMEuULJLy5IRz6A98FQiY8aHjszh8vaxKjGgvK2M7Zg0dqp5YON+cRH+nHlUs+Kn8+3lNHUrqWpXUt4kDct9p0YHy85VqswEQ4P8uaPv5hOW7dO9MXJOdo8WqgYxkQG+/LknfNY8+1ROnv0YhKSM3KZhPLaTsxWGwqZBJPFhlQCb359hF+uzCDH3v9eVie04o2qKkYZ5adh474acgubuWRRCuMTgpk0NoxJ9sSF+Eh/PtxQLHrRTBwTitZgxtdLQWObBr090rKn1yAWK5QKKdedl0rWuDDufW47FquN8vpu3vvb+eJ7XrZYGL9bO3V0agz4eXterIKwwG5s7yMqxNdFmXo2ERniS2pCEKV1XZw3y93YsrK+h7ZuYRWXW9jitiHY3t2/wnO0NjuTkRzCS/+3eMD3X7u9HI3WxFfbK/jlhRlD+h5mZERy3uwE2rv0HtW/KoWMK4+jCg7yE9Q9MpmEkAB3f41AP9WA7SghAd7847cLqKjvYv7kWLC6x6qeLFbbyPLEiAj2oapRWGvGhI4s3ztfL7m4AZIY7U91RfMJnjFasBgUi6bG8cO+GmQyiZv8buehenbnNwLCwD9pbJjYvyWRCO0cah8lK+cn892uKsID3Rf3aUnBBPsLJ+iMdHf51ckQoBbiOfceaaK0potXHlh83AFp12FhAlpa28X67GqxWBEV4kN2QSPNnVqqG3u4bPFYfLzkPPjqbirqu7nnqsmieqOuRUNzh5Yp48NHXDynI45SIZdS26yhqLqTlNhAnr93Ea+vzefrHRWA0PrjqMLqDP1FjrgIP576zTzaOnX8b10hHd065k6IFi/Y/3w3l8KqTn55UYZLzOyxFFd38Mh/s/H2UvDEHXO5YUUaam8FNU3CxWt3fgNWq43Gtj4q6rqZNM499mk4svNQA119FpJjAjjnFClxlKfYxPNkWTwtjv1FzUiQjDiV0VD4fGs52+0tZJPGhJHqtLtRWtvJxn01hDqZQLU4yUb9fJQsn5nAhxtLaOnUcfezW3n+3oWsmJNIQUU7V3qIRhvl52P34Qbyy9q4aEEK5fVd/OOdXLxUcp65ewH5ZW1iNHagn5Iuu5pCKpGgtSvShJ5kG1ab0Bbp76vk6mWprPn2KJPHhY0WK0Y5rQzGdPNMMebs6TPyr48FxWhFQxfB/l7EhPlx5+WTRFP1pdPjyStpRSaVsHrJOG5ZNYHqixmR1wAAIABJREFUxh5+888t4uvERfhRUttFoFrJ+IRg1nxbyIXdevvcbmDXmfZuHSXVnah9FPRqTaK61JnH1uwj52gzU1LDeeSW2S7HcgubyS1s5vw5iSREejabPBOw2WyEBHhTUtvlcdMvOkwwwbdabQT5u29MJTglK8WdxL/T3InRfLdbMN0catGopqmHjftqMVus7D7cwPkefPqOR7ndx81isVFc3cG0NNd1z/S0SLo01Uw/xvsCwGS28NIneeJrzJ90atZM4LFzZlizauEYDpa04qWUcc70kTX31Br6C031LYMLaRgtWJyA2mYNO/PqaesSJt+78xtc2iu25PbHRHmphF6wq5eNJzLEl7Agb1GK9UN2NRqtkS+2lXP9ijQUTvGi4UE+vPHgMswWq8fB/WRx9Cc2d2qFCMLjDEqXnTOWN74qID7CD7lMKpo1NbZr+WZXpfi47QfruWVVpliU2ZRby4LJsTS19wnRV2YrVy4dx3XHmPAMJ0xmCxX13SRE+ouRTC3279dktlJo/9u+31PFbZdOdJHF6ZxOMueebZ3eTPqkEEgSTE1NTnFPuYXNolfICx8edClYlNR08tY3R0hNCOYXF6Sz67DQC6rRmsgraWXZzARqmzXc/ew2zBYry2clEBPmS2y4H+nJJyeH69OZyClsJj0xmPDTuHCQSSVDjtc6HjlHm9x6H38Ogv29eOIOdxftMw3HeeCllBFqL7xq9Sb2HW3mf98coa1bP+AFXyKV8tY3R8VpbkNbH50aA7dfNumn/+CjuGA0WcguaCQ5JsBj/3hHj56n3s7BahNaeRKi/LDaBIOvv7+5j1+uTOf/rpvKut1VovkyCD2pjqWMyey6UxUf4ceMjEiP/dCjjPJTMxhzzjPFmNNbJSMsyIeWDi09vUYa27QcqehAKoHVS8ehM5hJiPR3S35oau9fNMSEqWnrFuZEXb1G9trjJbfurxPbD0prO/n7m3u564osApxUuDsPNdCrM9GrE+YwS2e4+zoVlAvjRkFZm8v9Wr2Jx97ah9lipbCygxd+t+ik/g3EOU5S8IDt1D83vTqTuFH4w95qN4VhdkGT6BGy90gzN180weW4czqd0Th0A/LbL5vELy5IH3JKB0BTu1aMpHT2QRksaQnB7C9uQS6TMi7efR77+VYhLvfjTaVcvyLd5djRyg5KawWLxne/LzqlBYs+/fAwch8smSmh/O7aqai9FW7RxsMd57YgrdHEYLTiowWL47Ajr55/vJuLTCohPMgbmw0WZMW4PGbxtDgx0tCx4yuTScVB2mazsTOvgfEJQWQXNDEzI9KlWOFALpMeVypvsVjZnldPaKA3E1JCT/jZG1p7mZUZSW1LLwuyYlyiTT0xe0IU/r5K/vjyTnIKm7n0nDFgs/H51nIUcilWqw2L1UZXr4G9R5rIGhdGeV03589OBASvD4cqw5EYMlz5w793UlLTRWSIjxgHdtW54+nuNRATrmZLbh1Gk0VclK2cl0yf1kRhdQdXLhUuKj19RiQI0YxeKjkTxoSyv6gZrd7MrMxIrE5no7OsLcxJYWOx2nj50zzK63soKG9n4ZRYFk2JZeeheny9FKKzcqdGL14cAF79w9If9fc/+XYOeSWtBPmpeOPBZac8bnQgJBIGjPk9GVJPcf/iKMfHEUkplUjEVI+n3snlQFGL+L3K5VJxsapSyLBYrZgtNmakhfNFc7+PxRVLx51x0b0jhZc+yWPL/jq8VXL+86elLosNEBZ33l5CmkCgn4qLF6RQVtdNUVUH9a29vPjxIe65ejLRYWqXgkV4kDfhQd4UVPQbrPr5KPjrr2YxPmH0XB1llJ+Clk4trZ06Muytvwq5jOfuWUhVYzff7qpk92FBAdzQ1sftT27CaLZy3zVTRKWjY27Z3N7H3IlRqJRybrwwnQ/WF7FuTzUTxoQQH+HP1v21nDc7ga93VKAzWOi2FzIiNpZwy6r+xfSiqbHsOtyAn4+C+Ag1/3g3l8Qof5cF+W2XTmDd7iqWzXRthVDIpah9FHRpDB6N5gfLE//bx6HSNoL9hTnOqWpDPZU4p/ypvd2XaxNS+sfMsbHuGzNTU8P5dHMJMqn0pJW2xytWVDf2UFTdyfysaLfHzciIZMHkGNq79Vx2Ej5E/mrh75VJ+9NuBkug0/XqVBtzn6658Kli3Z5KXv5UUDv+/bY5YtvXSMCxKQ7Cd6p192V3Y7RgcRzK67qw2YSddKvVRnuPnsNlbcQ7ya8UcsH80GK1setwI306k0v+9Fc7KvjvlwUA/OWXM4+7w9TY1ofaR+HRl+CjjSV88EMxEgk8c/cCwgJ92HawjgkpoW6GmmaLlftf2kF3r5H0pGAWHmOY6QmL1caOvDrxB1Rc3cGRig4igr155NezaenU8fhb+9AbLWSmhIqFCgepicFcvngMn28p52BxK1/vqGDZjBj3NxoGOKqzTe1anvzfPlo6ddx1RZa4S375OWMpKG93+a6uWubaj/fU2zkctu8O9OpMbD9YxzvrigDBuEdnMPN/101j7qRoUmIDeeKOuRTXdLLSyQPl5U8PUV4vmC1JJKD2lhMa6MObDy5zea+JY8K46cIMmtr7RM+RH0OX3VS0V2fCbLGetkHabLFR09TDmNhTE2NmMo2sfsORjsM4U2sw09yhJSTAW/wtWZ3iSB2EB3lTa999WZ9dTWSoL41tfSRE+rnFoI1y+nB8ZwajWexjd0btreDZexZQXtvNjMxIDhS1UFzdIU4wunoNPPyfbBfDTAmCgqqktsslbUCjNZ1SVdUoo4zST0unlt/8YzM6g4Vrz0sV/QT8fZVMHBMm+GV9e5ROjYFxcYHinKW8rlssWHywoZiPNpSIr/m7a6awt6CJvBLBVLeqoYdHb53LbZdOBGDB5Fh25tXz6eZSzBYbX+2owGK1ctulk+jVGvH1UvDWX5ax61ADr36RT2ltF9sP1iOTStiyv46pqeHceGEGi6e5Ky8UchnP/HYBRdUdblGYQ8Exxmm0whxnOBYstHozOnsLnbO6xUF3b3/LcZ/O3aehpqnH7jFipb6ld8jtMxarjfoWDVGhvm6bqL1aI797YTsGk4U9+Q08fEzbTnF1h9geuimnZsj+U4VVwurUYLLS3Wt0K5qnJQVTWNnBxDHum7OBfiq8lDL0RoubEemPxUs5/H4nx2NvQZN4O6+kdUQVLJzrVBYPCWOeGC1YHIdVC8fQ0qnDYrWx2y7d2pPf6GK8+d73RVjsszObDTbsq2aVU7yQpq/fLf3FT/J4JHC2WGCwWm3klbYSHerLviNN/OfLAvx8FLxw3zluDsoON2GbDfQGC0+/k0t+eRs+XnLWPLTcRUFhtdrE1gVPZjye+Gp7Od/uqgKEloZ2e4tEc4cOqxXGxgXxnz8tRWswu0iPunsNPPbWPnp1Ri6clywqC2qbNW7vMVxIiPSnqrEHf18lu+y7D2u3lXPv1VMAwQzJU5Sfg4qGbhraXGVwW/fXibd77Qae2UcaiY/0I0CtIjMllMyUULR6E1/vqCA+0o9SJyWKzSZcXLX6Hp58OxdfLzn3XjOFiCAfZDKpoHg5Rfz+2qms21PF9PSIEypvThXT0yORyRXMzzp1Razi2g4mp578pGaUoXHJwhR6dVbiI/1Is6tbfntFFs+8v5/aZuF8cJap1jpJRRVyqTgWCaa0o/xc3Lk6i7XbyshIDvHYEmax2vD3UTJ/cgxldV08/+EBPG2CbdxXLd62IbQPHotUKjkjfAFGGWU40t6lFxe9tU3ucy6JRCKmdJjMVmqaNXT3GZkzMYrbn9qETCpx2/DanFvLwZL+BCCN1oTJZEFmnytIgEA/LzKSQjhkL4DkFrbQ3q3jt89spafPyHmzEvg+u3988FbJ2bCvhrqWXqoae1g5P3lAs/bwYJ8f3ar6++umiYblp7LN+pTiJDb1NEYWVfdvOZfWdbkdb2jrL3I0d7iPvc7rC0/z2afezmFPfiOpiUH8464FLsc6NQYMJuF3VVLjrph2bo12RKsOhV5tfzFGSAhzbU187LY5lNZ2eTQw7+zRiybnlfXukao/BuMI2wRzDgvQ6Yf+PQwXymo6iRtEd/cwPZOHB4F+Ku6/fhoms5W//D975xkYVZX+4Wd6yqT3RgpJCIHQOwQpKoKIIiLq2lZXXfsquq7urrura1l1XSx/+9qwu/YCIr0K0kJLJaT3nswk0/8fJpkkzIQkMElm4DxfxJl775zMmXvuOe9539+vRUdVnZZlc7unP00cGUp+Fx9i80m/933ZncqnDc06Nu4ttj0g3vvhGF9uzsNDKbOlRTVrDWQV1hES0H1h95uLUvD2kBMS4ElaYjAfrLW6U+gNJrIL6xiX3OkmolTIiAn14XhpI7WNbbRo9d1siAA+XZ9NSVUL1y0cSWiAFyVVnQ+7OROi8VTJeef7o4xOCCazoI6XPjuIVAJhQd48eftMW7nE2l0FtmhpSWUzV56fTHW91i4jwZV49p50sgvqCfRT8edXd9LYomN8H91YKmo1/OH5zXYT+Da9gZhQNdFhPhgMZqoatPirVdzxzEZ8vZW8uHIOai8lj/93N0fya5FI4PpFqZwos9phRgR5cTivhs825NDYYh14bntqA1Ehav511yze/u4o5TUa7rxiLLERZyZEFRvha9stGSxuW5qGSnX6KZ6O8HEzCyp3JzzIm7/cNLXba5/8nG0LVvREWKAX/7xtOoUVzWzcV2yXBiwYXMICvbhtqeP732A08eBL2zhe0siNF6dy7EStLVh+Mg3t45SHUobBaKKjai3Yz4NpaRGcKG3i6gXJImAhEAwQI+MDuXZhCkUVzVx/Uq1/VzbtK2b30QouO284KbGBfLwu26Y90HXzRamQcjC3utu5SoWUXzMrmDY6koYWHXc9twmLpbtA4bK5iRRXNttcn452KRW7eGY8l89N5McdJyipyiMxxt9uR93ZxA3BHKe/+HgpuXBqLLuPVjh02hjRZbF+clAJrNk1HVQ32Acs3v/xGF9sysNTJePVh+bbBYj2tOuSZBXUYzKZuwlv+norkUnBZIaoUPsMObm081hHZb7NWj3vfHcUHy8l1y8aaSfqGR2mJqugHgk4DKbc+cxGymu1RIeoefVP87u9Z+riv9sRVHEWXf8ud6CwrDOQ1aG9547EhPtCq/1v+GREwKIPfPRTFkfza5EA+7OtysYdXL8olYtnxvPrsUoOZFchkVpvKJlUgsFoJr/EGsyQSsBDJbe5jKzdVcAP7WKWbSel5W7ZX8y2g6Wkj4uivqmNCSmhGIxmvD0VNjXdB6+dxDOr95JZUMff3vyFl1bOsZWqmM0WDO2zR5lUAic5dhzNr+WD9vKFNp2RCSNCWbe7CIAlsxMYkxhMfbOOVffNAeCx//5iva7FWray51gFi9pVgY+e6Hww+fuouLKL3aFO55o7qR5Kua3m741HzqdNZ+q1XrK2sZVvt+Zz+HiNLVjRMaCDVaynukFHea2GaWkRKBUyWyCnSaNn3e5Cft5dRHVDp3PClNQwokPV5BY38M2W47zZXjrUldLqFjbtLWZju7jrp+tz+ON1k/r191bUagjy83S7+rzeKK/pv9iTwLlUONhVP5mkGH/Cg9WEB6uZOto9fcLPBSpqNbz25SGOtz+ztmWU2p5fp6JNb+LK+UkcL21kQkooF89MsD53BALBgNOTxXQHLa0GVn28H7PFuqn08oPzmDoqnI9/ymoXyO0i3njSDnOHbtEzq/fhoTzI3AnRtvlP1z2b2eOj8FApWDgjjkO51bbsukvSE7j5Eqtl5o2LR3FJegJ+atUZlWhs3lfMzsPlXJKe0Cc9N1fFYDSx/WApWp2RdXsKWTgjrtv7E0eGsXhmHAXlzdx31Xi787uWnnup7DdvOjI0WnUmahvb7AIWXRf+JwcsZFIJUqkUk9mMykHAWSrrHN8VDvryq815/LzHuqaIj/Jjzkll6aH+XmRRj0IucTgv7cjWK6m2n+N11XMzmZybEaE3upfoZquhS0arC2e1O6KrhoVSIUPfeurjQQQs+kRH1NgCfLM1n7kTY7rVTuUUNbD1QAmHj9ey83A5KoWMRTPiUcil3HHFWNbuKkQhl3Dh1FibMNKnP2fbooM3XZJKbWMb327Lx2KBPccqsVisLghGkwX/DUr0RjPaNiO7j1bwRHuGw7BwHzIL6jCbLd2CHj/sOEFRe3rgktkJ/PW1HZgt8MiNUwgL9Orme/zLkQp+6VIH1aIxcNezm6huaOWaC0dw9YIULjtvOHuPVWLBKrg3oT0bwWKxcKyLwFpKXCCP/3c3ai8Fd1zhWur/rTojn/6cjdpLyeVzEm1RYQ+lvE8pg6s+OWCr6QTw8pAzMSWMbQetdXwRQd4cL23E30fF9oPW8iGVsnOg/+in7G7Xu3fFeKJC1Bw+XouPlwJD+0DZ9SYGq91q1/6qbWjl12MVfLk5j5gQNUazhYumxzlMnTtR1sg3W4+z4ddiEmP8ee6e2baFhMls4Y2vDlFRq+XWpWl2deYdNZUBaucMEV9sykWpVHX77s8U88npTIIBpVGj45s1OQwL92HBtDg0rQaGhftQUN50yvO2Z5RxQXaVbdwQuAa5xfW8+/0xRsQGcP2iVFb/mMm+rCrAuqtaUNZ4CvPCToJ8PfhsQy5gDZZfNC0OmVRkVQgEroBKISO43TUEJLz7/VGuPD8Zfx8V9c2n3lQymizQXubXpjfx869FtvcUcikjhgUwNS2Cj37Kxtdbye+XjuHJd/dQWm2dP4S2l7R2EOTnyYmyRgJ8PE5LVLNNb+Q/nxzAbLZQUNbEG4/0XYA8v7SRt787wvAof357yah+f7azadLobdaOhQ6eodmFdXzfXqa9ek0W954UtFg2J4m9xyqQyaQsSU+wO18q6fzezeZTj+TSk4IODS06m3h2voOyC12XkhBHv6HyLuUqmlb7UoV9WdbMc73RQmWtxi7jpkMXUC6znyt2DXZ1lEM5C0MftRRcEaWbbUh2Xee0aHTCJcRZ3HBxKjlF9RSUNyGRgKnLQqmxRce/3v+1W7TSo8tCdcG0OD5dn0N1fSuZBfUkRPmTEOXHjLGRfLs1n0kjw1g6x1pmckn6cHQGI0++8yul1S3IZVKMJhNGk9kmStLVLu7yOYnoDSbShgcT4OOBxWJBIpF0i0BW1bWS175LtvVACcvnJxPk52m3MO6wo9u4r9OmtUMBfkxiCM/dO5vtB0uZMzHGlsK1PaOsW0rWr8cq2HPMGvwYmxTMzDTX0Rf4anMeX2yyWiWFBXr1W0uhsstOskQCD98wmZS4QCJDvFF7KtDqjJTVtOCvVlHTYK3Vl0kldt+zVCrhoesmMWNMJF9tzuPt744CcMW8RHR6E99tP9Htc4dH+9Om73w46AwmXv/qMJV1Wps12NH8Wl5/+Hy0bQYMRjN+ahWfb8jh/R8z6YgN5BU3oGk12FSVM3Kq+XFnAQDPf7iPZ++ZbQskZORW8+gbuwD4x+8m9+t76ok1Owto0JgIC/AifbxzdCwaWhynqgsGhs/X57J2t1WrJT7Cj0ff3NWthrInJBLwdSAkLBga6pra+GHHCfZmVpJf2sihvBrSx0UxLMIHDlqP6Wst76SRoaQND+ad762lbQdyqvlx54luOk4CgWDoUMilPH/vbH7YcYKP12VTWNGEVCrhsdtm8Pa3Rzhe2mjblOs8R4LRZOmm4t/QoiPQV0VVvXV+YzCauWh6HCfKGvl2Wz5g3WA51MWq1MdLgdFkpqFZR7C/J19uyuOd74+i9lTw8oNze9SxcMT6PYXUNrYRFuhFeY2GYeH2lsyn4oO1mWTk1pCRW8PMsZHEhg2t3amfWoVKIUVnMBPmQLOjqMuOeZ4DDYvPNuTY+uKrLce54eLuJUFzJ0ZzNL+GqFC1w+9KpZChM5iQSqwbkV3x8VIilVpL3KMdlIR0ZA+DdW55MtX1ndvlhQ60VTRdygwzC+pIPslF6tl70tl2oJTZDgwDupbZN2pcM4t7sFDIJLYgi7cbl0hX1bcS3YdK90EJWGRkZPDUU08hkUhIS0vjkUce4a233mLDhg1ERkby9NNPo1Ao+vzaYOPrrWTWuEgKypuwWOBofp3NO1ilkOHtqaBJoyc5xp/L5yYxc2xkj9cqq2khIcqPWy5N45oLU/Dy6OyCjkHrH7dOJ6uglrgIX3YeKmfKqHAOHa/hyPFabrl0NGAVW7lv1Ra0bUYycmt48bODzJ0Yzf3XTGRJegIymQRPpZzEGH/2ZlqzIzp2OBVyKcvmJvG/jbm2z1apZLR1iVZGh6q5btFI9mdV8cS7u5FJJay4YES3WrrQLsKgkcHejIwL4tut+SgUMuIj+6CgMoh0WItKJJxWZL9rP/3jluk2zZBrL7K6Hfzm0TW06kzklTTaVPKXpCcwMj6IVR/vp1mrJzzIm+hQNa06I/mljWSe6Bz0y2u0tsoduUzCyLhAJBIJN10yCp3eZIs4T0sLp7RKQ2Wd1hYMCQ3woqy6hZUvbKVVZ+TPv51ic0IxW6w1iHMnRnezgIoOU9seWDnFDWw5UGJTDc8vbbRF5Isqmolyksi/RAL+vs6rXXVk9SUYOPzarcgUcikKueSUwYrhUX6MTQpBLpcyOTWMxBjnqnkLTp+XPjvI3sxKWw16kJ8HIQFerDh/BJFBap77aF+vO3JLZiWw/VAZezOrKKnqrnDv7+PRw1kCgWAo8FOrmDAilE9+zsZisc6B4iJ8eey2GXy2PtvmcAYQ4u/B32+Zzj3/3oypPWLR0KJDLpMwKiGYqnaBcblMQlmNhqz2xasEyC9tsgkyqj3ljEsO5ZYn11PT0Mry+Um2nfeWVgMVtdo+Byz2Z1fxwqfWaOqls4czMj6QpH46RIyMC+TXY5UE+qraN92Gdje9VWdE1x4YNjoobUiJDbQFDSal2m/+dX3+OnoWXzA1llnjolAqZA5L9J6+exafrstm8awEu6xXlUKGQi5Dpzfh4UCYfVJqmC2rzlHm5MUz48kuqkcmlbCgF80qicS+bR+uzWJfVhVl1S385eZp3d5LS+gsA3K2jpm7VTKqvZS2DJewgJ6NAlwdq8aivVPOyQxKwCIyMpL33nsPlUrFypUr2bNnD7t37+bjjz/mjTfeYP369UyZMqVPry1cuHAwmmzHtFERfL/tBBIJ3eyWPFRy/n3vbHKLGpicGubw5v7DivG88NkBIoK8u/nRO4qI1Ta2cv+qLTRp9Ny1fCxXL0gh80Qdb39r3YkfHuXHNQtS2HqwxCaG1qG+35HOa00RG2675up/XITF0t1jeHJqGIeP1xAe6EV+WRPJw/zJKay31R7eu2I8KbHWEo+O3bZ3vz9GgI8H8yZZF7bVDa34eSsJ8vPg77dOx9dLyesPn49KISPA18OlNCwWzognJMALbw8FI+MDez/hJH57ySg+WJPJ2OQQhwKdF0wZxleb85g7KYal5yVS09hKRY2Gv72xCz+1ktf+dD5vfn3YVoKjkEu61Y4eyquxBVJMJguH27MnsgvrSR8XxQv3z6G6oRUPpYxvt56wPcgkErh7xTiOHK+1uZMczK3muoUjMRjNxEf6ct3CkXYPhdAAL65dOJL/fmvVzeiaFXTh1FibkGz6uCjy87I4U+5dMR5vL8/T+u57wsuNI8ruyOVzk0iIDiIyRI3B1HMq5p+un8S0tEihY+CidNzrUpkEk8mCRNIpoLflQEmPwYqZYyIpKG/k6gUpzB4XxdpfCgBoadUT4KPCYDRz4+JUu3plgUAw9KTEBfLM3ek0a/RMTu20bF8+P5nh0f4UVTYTHuht01m77fI0Pt+Qi4+XgvzSJowmC5u6uKFdPDOej37qnBtYgIy8zrJZtaeSO5/daFtM7zpczuzxUfjkKggL9CYl1r6MtSe66ii06gw898E+JBJ44vcz+zynWD4/mamjwgn080TtqRjy+anaU8H0tAh2Hynngin2i/qYMB+ev/c8qupbmToq3O79W5emkV/aiFwu5fqLHQuunsoF7osNufxypIJmrcHODjO7uM5meZ2RW2N3bkcWMUBLm32wZExSMGOTgvHxVhIdZp/dEROmtol1O8q47VjL7D5WafdecmwgI+P8yS9t4q7l43r8+04HB7ETl2bRjHg+bL8HL5ltXxbkLsgclP44YlACFiEhnTeDQqEgNzeXKVOmADBjxgy+++47vLy8+vTaUAUsYiN8ef/vCxxGA09lg6k3GHnuw33UN+uoqmvlnuc28dIDc20uGydTWNGptPzJz9a0/oumxXW5nnUQ6eq5bNXVlLDoJNEegL2Zlbzw6QHiInz5y01TqarTsnl/Cb8cKaeoopnsdmXZ4spm/vn7GVZxHl8PUtptC+dMjLKVeUD3kpR3vjtKo0ZPo0bPDX//ibBAL56/7zx8XDT9+0x8vccmhTj0OC6v0aBUWAWlrl+UaotUx0b48q/3fwWgsUXPFxtzbDsR0F3oCqwpmFEh3kQGe5FVWG9zCjEYzVgsFn45Uk55rYaKWk03GymLBd77/hh3XTmOnYfCadLouXhmPJHBav72u+6RaYCC8iZe/SKDqBA1dywbQ7C/BwqZtJsYorengpXXTAScJ5yalhjsdJcQoxvXG7ojMqmEGWMi+WJjLu/+cKzH4345UsHwaP9TWgMLho75k2LILW5A26anWWukpqGNyjqrMO/eTPsJYgfV9VpmjIlk1tgoJBIJD1w7kU37SlgwLZaJKWG2kkSBQOCapMTaL+4lEgkTU8IYMSyAv72xi5c/P0hMmBqD0cxVFyTjqZKz6uP96E+aswyPss/hDgv0oqxaQ4CPqpvtJljnMh1aXs3aBm5/ZgP/+cN5eHueer5Y39zG5xtyGDEsgPmTY2huNdgyErKL6vq1CTIs/Mwc1pyJRCLhkRunYDZbetT1Gh7t300vryvfbz9h+47X7ynsdxlex1h/NL/WTnQz1L+zREWpsNcv5+MPAAAgAElEQVRGiA7zsWX4+njZbxx9vSXPFuiYPDKMeZOGdXtf3aXPtW1GAvpR3ZNTVE9mgTWD+PWvD/H6Q3P7fnIvqFzVArcHtG2d83OjG2u6NTXr8XGVkpAOsrKyqKurw9fXF2m7fYyPjw9NTU00NTWhVqt7fa0/HDli77rgLExmC9/urqei3sDFk/0ZFtK5GDtcoGXr0SZGRnui1Zm7idK0tBrYvHM/8WHWtNnKBgPZJa2MivUiyEeOyWxhTJwnJ6p01LQ7SuzMKOCyaQHszdOQfbyUrTs0ZBa32uqXzBbAYuGXjEJSQrqr9n+ypYaGZh0Hm6v5Yf1uvtldR12ziZOFfaVSqK3Ix89LjrEZ9u2ziivlF3a/XqCsin37ajCaLFR1qVOzABV1Wn7a/Kvtbzvb+WHHCV778hASCTx1xyyboGoH542PYs/RCnzVStbssnqSy+VSjEb7gaWuSccvRyoIC/SyBSv8vJXMnRjNodwaPlhrjaIGOChn2XqwlNuXjbGznHTE/zbkcuxEHcdO1JE+LopZY52jJzEUHDlezcWzhvd+oMCpfLk575Tvb95fgt5o4uEbpgxSiwR95XBeDU+vPmBnByeRSPhwbVY3LaaTySluIKe4gbLqFlLiAlmSPpzpaZHdriEQCFwfs9nCl5vzKKpoIibMh5ZWA5pWAzntpaRH28XUc4rs9Qk66Kq3NSo+EL3RzM5D5fh4KfnTDZP5y2s70RtMnDchmgPZVVTWdZ9Lltdoeff7Y9zpYJe8VWfk2Q/20tiiIyU20LbjPnt8FAumxpJTWI9UKmH+5GF257obPQUrDEYTz3+0n/JaDXctH0fiSYGL3UfLbf/edbjcLmChaTWwdlcBcZG+TEzp32adrIu9p4+DgNL73x+16Zv8uKOA6xZ2z/Coa+zMwGjW2GdgaNuzMiTQ70zMA1mdQfXaRudsqA2P8uN4WQuP/Na95izfbS+w/fu/3xwhfax7ZjceK6olanTvG5qDFrBoaGjg8ccfZ9WqVRw9epSKCuuufUtLC76+vvj4+PTptf4wevRop+/qdpB5oo6ME9sAOFIqY+lFE23vvb5uPdWNRqobm0nqUrudGO3H6OHBLFs4ColEgsVi4bq/r6WxRU92uZnX2v2Gv9u/k2ZtKxJAIpWwZM5IPJQyvv5lPyVAYGAgWw/aP0jmThnOxIlJ3V7Tykp5/qP9DAv3Ye6sCby/cR1gjYw+evMUHn97DxYLJMcEMi/dfsFr8qiAHbsBq67F5MlWEUaz2YL62ypbGUIHF8+faktD0+l0Axo0Gmo2titmWyyw4dciu4DFqk8OojeaqWloI8Tfk+qGVoJ8Pewe3B3IpJJu7w2P9kcikbBxb6cyd3iwt0NVZq3O2F4HdmrGJAWz5UAJ/j4qYiNcZ7fhdPDwdK9o+NlCX9SoT3adEbgG323LtwUr1J4KWloNhAV6ERbo1U3ctyckEthxqJwdh8pZs6uAp++cRYDQrBAI3Ir/fnvEJpTZFYVMiuEUVpEdWlrennJyixttry2bl8RH66zZE216I2GBXrz3twVYLBYUchlX/+VHh9fraQ6y+2gFv7aXAwT5eSCXSZFKJaTEBeKnVvVpc8bdOZxXy/YMq+Pc15uP88C1E7u937Xcw9tB6ccbXx9m495ipBL4vz/OIzq0exqDQi6lTW9CLpPaBZs7yszBmuFyMvOnDGNvexBpTJK9tWzXTGyLxD4IHuCjorCiuUcVEaVCit5g7laqbHvPwWtnitpLiZeHoptAvjvQNcv45LWYOxHs60FfNGUGZcZvNBp58MEHeeihhwgJCSEtLY2PPvqIW265hZ07dzJ27Ng+v+YqxISpCQ/yorJOy6TUMBqadXyxKZe4CF+mpIbzzdbjpMYHcv2iVD5el8XYpBCWz0+2u07HQNEloGlT7FUqZbz95wvwVavIK25odw0xExvhizSj1CbsOH9yDAqZlBgH6W7p46KYOSYSqVRCWXWLbQfNbAEPpYIHfjORQ3k1LJ3TGZ1tbNHhoZKjUsjIK2kgMsiLMUkh3LY0rbONUgkvrpzL+z8eo7JOQ0WdliXpw09ZM3e2cel5w3nug33IZBIWz4q3e79rny6ZHc+UURG06ow8+OI2TCYzHZuZPl4KVt03h7e/PcKOw+UE+Kq4JD2By2Yn0tiiY2N73WiQnwdP/H4Gm/aVEBnsTV5JA99tO8GMMRG89c0RdAYT964YT6BvzwuIC6fGMi45BLWnAi8PaypfQ7MOb085Crl7WRGmp7lnNNld2ZdZydHCRq66cAQvf57R43GP3TadcQ7KpwRDz5ikYPbn1hHgo2LGmAjmTx5GTKgPHio5v108Ci8PBd6eCnZklFFa3dLtXC8POUvSE/jk5xwAyqo17DxUzsUz7cc+gUDgupRUtTh8/f5rJrBlfwlIJHipZBRVNmOxWOeR08dE0NCi442vDhPs78meo9bNxIdvmMzk1HCiQtSs2VXAxJRQ29yig0d+O4U3vz7MibImkmL8GJUQTGFFk13WQAcpsQH4eivRthm4YEosty8bi1QisbO/PJuJj/LF21OOptXIqAT7spcr5yfzz7f3IJHAFefbry1smQsSiZ0LCECgrwfNWgNqT4WddkNIl5J1R8Kos8ZGkfTnABpb2mwGBF2paujMvi4qt3cJuXP5OD76KYsxicEOS0evnJ/MjztPcEm6fQbtFfOS2by/hPJqDbctHWP3/umQkVtNg8bEJ+uyeey2GU655mDgqZLZrF3DAt2rBLfjtw2wbG4y+cezez1nUFaXa9eu5fDhwzz77LMA3H///UyaNImrr76ayMhIbrjhBpRKZZ9ecxXUXkpe+eM8tG1G/NQq/v3RPja3LyyfuyedphYdepOZyBBv/vn7mQ6vIZFIePL2mezNrGTGmM7U2vuvmcCmfcVYLLAvu4rzxkcTEuDJlfOTiI30ZUZaJGMSg6lpbGVGWmSPKWUddLwfGaJmyqgw9hytJNjfg/goP9I8g5k9vnPht3FvEf/5+AAAs8dFsvWgNcLr4dGA/KQFbUiAJyt/0z3qey4xe3w0E1LCkEslDsVWxyUFsy3Dmrb3wZpsfvqliCdvn8mHjy3EbLbwwdpMNu0tZnJqOKGBXjx43SSWFNUzLNwXdbugpI+XkrFJwWTk1pAQ6QdIuLBddXn08GAuOy+RNTtP8PWW4wD8uPOEzbmkJ0IDOusTv9+ez+tfHSYiyJv/3HeeW1kjObICEwwcr355iAaNCX8fJbdcNpqvNud1E98Ca73q+GR7UVqBa7B4VgKxkQH8463d/LCjAJ3ezL1XjUdnMLH7aAWhAZ68/2Nmt9IQL5UMCxLuWDaW8yZEo1LI+HhdNiqlnDGJ9rtrAoE7ojeYUCp6D9rrDT0LDg81LVo9Ww6Ukhof2KNT2+b9JRzIqUImlRDg64HJbKa+ScflcxOZNS6KWeOieOGTA2w9UMKVFySz4vwRtnNf++IQx0saOV7SyCM3TiEqxNumCxEZoubmJaPtPu9EWSNFFc08cftMjEYzvt5Kfvv4OuqbdeQVN/LR4/a6dEF+nkwbHU5Ds46EKL9zMourvEZjW9AdL220e39kXCDT0yKQyyUO+/qWy9KIi/QlLsKXSAcZj3cvH8f/NuWyYFqsXYZFkL8n9101ni0HS7lzmeOgQEdmniMun5PIcx/uQy6Tculs+6DDu98fZcehcnYdLmdaWkQ3TQuAT9fnYDCa+Wx9DlfMS7I7/+UH5tn+7Uzx1Fad697bjpg4MpTtB61rjAvcrDxqamoEG/cVE+ij6nPWzKAELBYvXszixYu7vTZ+/HhuvfXWbq/deuutfXrNVVDIZfiprV90h2WkXCblaH4tm/ZbgxcRQd52/shdiQnzIdDXg09+zsZfreLyuYko5NZr/HLEGsFu1urZdbicI8dr8fZUMDElzCaK2azV86/391JU0cSFU2O5duGpF6t/vWkabXojCrljq6N9mVW2f287WEZsuA+FFc1iYtoD6lMs8EO62AzpDCZKqlo4kFNtc1nJLW5A02Zk495iLGYLeaWN3H55WrdrSqUSbrw4lftWbeXXzEoeeWU7z94zu9vnJA0LQKWUYTKZGRXfvSylNzqEl8prNZRWt5A8rO/K3UNNSVULUWHuXdbiTsjblZwbmvW8+bXjUq+GFtdxBhI4JjzIG7lMgtFkIbuwjrue3Uh0qJodh8odHt+qN2GxwM97CjlvQjRXzE9myezhSKUS5CeLIQkEbopSIeOSld/0etx3/74Una738qmh4N8f7WdvZiWeKhlv/3WBw/nJ/qxKLBYwWSzcecVYMgtqyS5sYPY4q55Vm97I+vZy1x93FHQLWESFqjmQU42Xh5y0xGDb9Q9kV/H+j8eICfPhzuXjbK4eLa0GHnp5G606E3szK21C4L7eVjvGrlbrXfnlcDnrdlvbEL45j1suTXN43NmMt6cCqVSC2Wxx+D39uLOAHYesG4ojYwO5eFZ3lwhtm4Gyag0qhZwxDvQ4n/94P2U1Go7k1/LRYwu7BS2atXpe/fIQbXoTr391hL/e3L0ER9tm5IEXt9CsNfCXG6cyIq77vHH2+GimjY7o8RlxINvqJtOmN3HkeC3Tuoi+A4xJDGZfVtWgrTuUchlgYkKKe2WGHs6ttf17x6EyLpvTP+HVoWTLAesaua5ZR3Fl3/Qpz538/QHmt4tHMWJYAFEhaixY68OMJnOPKW9d+XR9jm2HPCbMh2MnOoMVAHqDGUMXv+autnNrdxWQkVttu868yTFEBp+6ftzjFEq4S+cmcuh4DU0tOhbOiMfLQ4bZYunT3yHozvWLRiKVSPjfJqtfta+3kvHJnQNiUrQ/2YX1+KuVtgDX0+/t5cP2HYfaxlY+XJvV6TkIZLW7unQlMdqfP1w1nuzCeuL6qUuxfH4ydU1tJEb7u10fu7Mqsjty/aJUVn16iFPoMpJX3IDJbBGWpi5MdKgPz949m417i/luu7WOvby2Zw/0Dr2lDntroE870QKBYHDpyP4wmiw92hNfdl4ixZXNhAd54+ut5LP11vnJ+2sy+cct0/FQyrlgyjC27C9h0cw423VXr8lkd3sZiLbNSFZ7oGP8iBAef3s3BqOZvJJGhoX72nbFzWaLrc6+a2bK47+fwYHsasYlO14gDgv3QamQoTeY3G5e4ixiw3159u50quq13cSNO0iI8rM5BMY5yLB485sj7GjXwEge5m+XhdGhl9aiNWA0WVDIO5/ZPfVbBx+vy7LZkr78v4O89IC9U8epnhELZ8Tx5eY8gv08mZhin5E5aWQo5TUaJjl4byDQG61/Y2lVz89BVyQ82IvGdlfJ/s79h5quWZxNLQb6MqMQAQsnIZdJu5VWvPan+ej0JmIceBCfTJCfNd1NKgF/H5WtZkwCXDwrnktnD2fW2EjW/1rE+OTQbjoRXUU9/X1UZ5w6lxjtz+q/XwTAvqxK/v7mLwA8/9E+po4OP2WwQ9AdmUzKDYtTiQr1prFFzyXpCd0G8VuXpjFvcgwWC6x8YSsA6i4WUavXZLLh12LrtdrFrgJ97Ws4axtbee6DfZjMFkqqWhzamfbEqIQgXlzpPFuowSQiSJSEDCYzxkQyMiGUNTtO8GV7gFUqoVsAIyHaTwQr3IDEGH/0RpMtYKGUy7oFJC6YMoyf9xTh5SHnruXjKKxo4sIpsUPVXIFA0Afuu3oCa38pYExicI/ZCwlRfvznvjmAdSc90FdFXZOOEV2yK+9ZMZ57Voy3/f/Puwttm2oAgb4qVq/JIr+0ka+35OHjpaCuyZpd1zGfBesmzd9vmcahvBoumhZnez3Ax8OWaeqI2AhfXntoPq06g0tZkQ42ycMCesx6nTQyjFcfmo9UKnGoA9HRD0qFzK7kAqwBkfyyRoL8VChOEtL2U6v4+++mcTi/hoXT4+zOHZMYbPs9jIjtf1bujYtHcePiUT2+//pX1gzOV748xEUzBl4jydtTToPGRHKsewXHHrt1Js99uBe1p8Kh2467IO3j/odYfQ4QXXUCeuPS2cOJClHjr1aRGONP8rAAIkOs0e+kGOtgEB7k7VCbYFxyKG8+cj6lVVarOWeKXiq7aFZ4eSrcTpTRVTi/h4m+RCKx9e/jt03nQHYVKy5Isb0f0f4QUipkPH3XTMqqWph+UuocWC2oZDIpJrPJoWf22USHswFASKBwohhswoO8CesSKBoW7sOohCCiQtSkxgf1KUArcA1S44P4681TyTxRR7NWz0+/WK2XFXIpKy4YwdI5iai9FAT4eJCO+9ofCwTnCsH+nr1qWHXFx0vJ/z04j+qG1h41LwDCgryRSKyOaL9bMor5k4fx+NtW9zi5TMqzd89m075ihoX72GUDjEkMYUxi/1PtQwI8AXvBR0EnjrQpOrhp8ShGJwQTHapu/y6788QdM8nIqSbVgaAnwNjkEMb2kAEzOTWcF+6fQ11TK5NGhp9e409BR8niYJUc/vP3M9HoLMS6WXDMy0POozf3fYPSlQjwUdkcD6NDfSgtrOzlDBGwGBS+3JRLdUMrV1+Y0mPUe9LI7j7J/fFNDg/ydhhhPVPSEoN55MbJHM2v5fK5SWLn1AkYTWY++TkbvcHMNReOsIl1jksOZdxJYoUrLhhBSlwgIf6eRIaoSYp2HMn291Hx9J0zySlqYM6Es9s544FrJ/LWN0c4b0I0Pn2wcRUMDKPiA0mI8uP6RakOBWcFrk9lnZY9RysYMSyA2RNGkBDlh8FgZsqocCFoKxCcI6i9lL1aok8aGcbzfzgPc3sW57s/HOO3i0eRV9JAWmIwoYFerLhgxCmvIXAuOoOJj3/KQi6TctWFI+wW9zKZlOlp9htcHag9Fcwca19q0lcSovxIiOo5yHUm/Pve2azdVThoDlQ+XkqCA84dBxpX4KHrJ/Hy5xlMHx1BgI8HpX04R8w0B5j9WVW88/0x2/87y4ZnsJieFumwfk5wemzeV8yn7baAPl4Kh1a3XRnbR3vIpJgAW7bG2cx7PxyjpKqFT9Zlc8msBLdyNTkbyCtp4NUvDwMQ6OcpghVuzOtfHeLXY5X89EshKXGBLBqE1FuBQOCeJEb7U1mn5YEXt2KxQEWtpkcHPMHA88P2E3yxKQ+wZqMs6FJy4+4kRPlzxxXuVZ4h6B/v/ZBJSVULX2zK5aJpfdtoPbvzx12AAF+VLTOhq7ex4Nykq6d1sPg99JuO78xPrTrry19cEV9vpU2HRfx+3ZuO/vNUybtp5wgEAoEjvDzkeHlYxwox/g8tXdcTXeeVAoE70PH7VXsp+yzifVZuj1ks7eq2ev0QtwQigzx47u4ZNLboGT08yKmewa5Ox/ff0R/9wZX60JmkxvnxzJ3TMBgtjIgNcPnfw5n0YdfznNWPf7hyDEdP1BAf6YfZZERnck17OVfDWfein5eS5++ZQWWdltHDg13+93s24ezx9MaFyUxMDiQiRI2XUiL6chBw9njq733qiZ5Op+v1mL4e56xj3PnzOo47V+c2Shk8d9d0SqpbSHPz8d/d+3BKajBP3jYVmUzC8Gh/t+6LM8Hd+/Fc5fbLU5k1NozYcB9kEqvgd299KLGc7pPThWlubiYnJ2eomyFoJzk5GR+f/onxiT50LU6nD0H0o6sh7kX3R/Sh+yPG07MDcS+6P6IPzw5EP7o/vfXhWRmwMJvNaDQaFAoFEokQihwqLBYLBoMBb29vpNL+pe+LPnQNzqQPQfSjqyDuRfdH9KH7I8bTswNxL7o/og/PDkQ/uj997cOzMmAhEAgEAoFAIBAIBAKBwL0RqnUCgUAgEAgEAoFAIBAIXA4RsBAIBAKBQCAQCAQCgUDgcoiAhUAgEAgEAoFAIBAIBAKXQwQsBAKBQCAQCAQCgUAgELgcImAhEAgEAoFAIBAIBAKBwOUQAQuBQCAQCAQCgUAgEAgELocIWAgEAoFAIBAIBAKBQCBwOUTAQiAQCAQCgUAgEAgEAoHLIQIWAoFAIBAIBAKBQCAQCFwOEbAQCAQCgUAgEAgEAoFA4HKIgIVAIBAIBAKBQCAQCAQCl0MELAQCgUAgEAgEAoFAIBC4HCJgIRAIBAKBQCAQCAQCgcDlkA91A7qSkZHBU089hUQiIS0tjUceeYSJEyeSmpoKwEsvvYS/v/8Qt1IgEAgEAoFAIBAIBALBQONSAYvIyEjee+89VCoVK1euJDs7m+TkZFavXt2v65jNZjQaDQqFAolEMkCtFfSGxWLBYDDg7e2NVNq/ZB7Rh67BmfQhiH50FcS96P6IPnR/xHh6diDuRfdH9OHZgehH96evfehSAYuQkBDbvxUKBTKZjPz8fK655homTJjAypUr+/Sj0mg05OTkDGRTBf0gOTkZHx+ffp0j+tC1OJ0+BNGProa4F90f0YfujxhPzw7Evej+iD48OxD96P701ocuFbDoICsri7q6OhITE/npp5/w8/Pjb3/7Gxs3bmT+/Pm9nq9QKAahle7LugMNHCtqRSaFG88PxcdT5rRrl9fpUMilBPt29sHp9EfHOcnJySiVSqe1b6A4cryWVZ/sB+A3C0Ywd9KwIW5R71TVa2lo1pE8LKDHY/R6PTk5Oad9Tzm7H59dvZfsono8PeT8+97ZKOXO++2ezZxJP/alD+ub26io0ZIcG4BM2nNQedPeIj78KRuAP1w1gdHDg/rdnnMVZ/eh2Wwhu6ie8EAvAnw9HJ6nM5h48MWtaNuMpMYHcv81E0//DxAM6XjaqjOSX9pIQpQfnqrBmfodza/lPx9bn4vXLBjBPDd4LvaFgR5PBQOP6MOBY/2eQj752RoIWHnNREbGBzr1+vVNbVTUaRkxLACj0XDO9uPGvUV81DGfunoCoxPccz7V13vR5QIWDQ0NPP7446xatQrAplkxf/58MjMz+xSw6MjCGD16NCqVauAa66b8dHgPDZoWpBJITkklMljtlOtu+LWI19ceQCqV8Mxds4gL9+bIkSOnlWrVcY5SqXSLPtTqLTRoTAA0t1lcvs1l1S384T/b0RvN3HhxKsvmJZ3y+NNNl3N2Px4paETTaqJBY8Jikbn89+xqDMS92NJqYOWLO2nS6Fk4I447lo3t8VpNrZ33SavB9e8TV8RZffjmN4f5dms+ak8Fr/1pPn5q+74wWQxUNxowGM3UNhlFfzmJoRhPH3plF8dLGhkZF8gzd6ef1uf3l1Y9tvu9qdV81v1+zoW5zdmO6EPnM5DP+cYWHfe/uINmrYEl6QlcvzAZODf7MSOvwfY955U0M3Fk5BC36MzorQ9dKmBhNBp58MEHeeihhwgJCUGr1aJSqZDJZOzfv58RI0YMdRPPCm5fNoboUDVJMf5OC1YAlFa3ANadu/JaLXHh3k67tqsza2wkjS1paNuMXHbe8KFuTq9U17eiN5qBzn5zB/zUSjStBiQSkMqEyZEr0KzR06TRA1Baderf0tI51nvDy0POzDHu/XB1dzr6qqXVQGOLzmHAwstDwd9+N40D2VUsmBY3yC0UOJOy9nG+pJd71JnMGBPB75emoXGT56JAIDhzls1NRCoFHy8l09Oc+5xv0uhp1hoAKHGjuetAEBHcucYKCfAcwpYMDi4VsFi7di2HDx/m2WefBeD+++/nsccew8vLi+joaO65554hbuHZQYCPB9cvSnX6dS+fk0iTRo+3h4L0sZEYjQanf4arIpFIWDwrYaib0WfGJAVzzYIUKmo1/OailKFuTp+5/+oJfLM1nympYag9RemXKxAR7M3ty8Zw9HgtKy5IPuWxCrmMK88/9TGCweGWy9Lw/imLEbEBDAv37fG4sUkhjE0K6fF9gXvw4LWT2Li3mAumxg7aZ0okEi52o+fi2Y7eYEKp6L2Msq/HCQSOUCpkrDh/YDaYY8J8uPWyNLIK67j6wnN7E3vZvCSatXq8PBTMHh891M0ZcFwqYLF48WIWL17c7bWvvvpqiFoj6C9qLyV3LR9n+3+jcQgbIzglEonELQf7EbGB/PE659ZDCs6cRTPiWTQjfqibIegHUSFqHrx20lA3QzBITE4NZ3Jq+FA3QzCEKBUyLln5Ta/HfffvSwehNQLB6XFJegKXpFsDoTqdbohbM3SoPRXd1lxnOyKnWtCNqjothRVNQ90MwQBiMpnJKqxD2+Z+GTDu3PazEdEf7ofFYiGnqN5WxiM4t6lvaiOvpGGomyEQCM4RxDPIeRRVNFFRqxnqZgwKLpVhIRhaTpQ1svKFrRiMZlZeM4E5E2OGukmCAeD5j/az9WAp0aFqXn5gLjI30oJY9ckBNu8vISrEm5cfnIfcjdp+NiL6w/1469sjfLs1nyA/D1754zy8PERp1blKTUMrdz23CU2roU/iywKBQHCmvP3dUb7ecpxAX+szyFuU954W2zNKeWb1XmRSKc/cPYukmJ4d/84GxOxSYKOoohlDuxDj8dLGIW6NYKA4XmrdTSutbkFnMA1xa/pHR9vLajS06UTN0VAj+sP9OF5iHdtrG9toaDl302kFUFmnRdNqzY7KF898gUAwCHQ8g+qaxDPoTMgvbcRiAaPJTFFF81A3Z8ARGRYCGzPGRHJxQR1NGj2Xz00c6uYIBog7rhjLV5uPM210hNvtrt6+bCxfbspj6qhw1F7u55t9tiH6w/343aWj+einLEYnBDnVJUrgfqTGB7J8fhLFlc1uJb4sGFj6IrophDkFp8vNS0bx4U9ZjIoPIipEPINOl0tnD6eyTms1OhgXNdTNGXBEwEJgQyGX8vvLxwx1MwQDzJjEEMYkuqfqf9rwYNKGBw91MwTtiP5wPxKj/Xn05mlD3QyBCyCRSAbEMUzg3vRFnFMIcwpOl+HiGeQU/NSqc0o4W5SECAQCgUAgEAgEAoFAIHA5RMBCIBAIBAKBQCAQCAQCgcsxYCUhtbW1aLXabq/FxAjXCYFAIBAIBAKBQCAQCAS94/SAxdatW/nzn/9MTU0NFovF9rpEIiEzM9PZHycQCEXgxSUAACAASURBVAQCgUAgEAgEAoHgLMTpAYvHHnuMO+64g6VLl+Lh4eHsy5/1GE1m/vPRfk6UN/KHqyaQPMz5vrq1ja2s+vgAcrmU+6+ZgI9Q9++VzzfksD2jjLkTo5mYEkZMmE+v5xwvaeDVLw4RHabm7uXjkMlEBdaZsj2jhPd/zGLm2EhuEGJxp+Tjddn8cqScqy8cwfikQKdf/7P1Oew4VMaV85OZlBpGblE9CVF+Luc8sz+rivfXHGNcUgg3Lh411M1xGY7m1/LWt0dIGRbArUvTkEgkZBXWEeznSbC/Z7+u1azV8/xH+zEazdx3zQQCfcWz3xUorGji/z7PICzQi3tWjEdvMHGirJERsQEo5EPr8LBmVwFrdxWwcHocF02PG9K2CATnGut2F/K/jblcMGUYy+cnO/XalXVaVn2yHx8vJfddPQFPlWv7Ozz08jaKq1u5d8V4Zo+PHurmCHrA6SuopqYmrrrqKhGsOE0O5lSz9WApxZUtPPnuHkxmC1V1WsxmS+8n95F1vxRyMLeavZmVbN5X4rTrugvm9u/UZDL36Xhtm4H3f8wkv7SR/357lLue3UhGTnWv532+MZfsono2/FrMkfzaM222AHjx04OU12j434Zc6prahro5Lktji46Pfsoiv7SR93445vTra9sMrF5jvSfe+f4oT7y9m4df2cGf/m97t+Pqm9rQthmc/vn9YfXaTI6XNPLFpjwqajVD2hZX4uN1WeQVN/D9jhOcKGvis/U5PPjiNu58diPV9a39utbaXQXszazkYG4163YXDkyDBf3my015ZBbUsXl/CQeyK/njy9t4+JUdPPnur4PeFoPR1O139dbXh8kvbeStb48MelsEgnOdV/5nnUu9/2Nmn+fCfeX77fkcOV7LrsPl7Mgoc+q1B4Laxjb0BjP/97+MoW5Kv2ls0aFpHdo51mDh9IDFsmXL+OKLL5x92XOGqNBOT2KjycyT7+zh5id+5l+rnTfBGD08GIVciodSxsj47juv+aWNvPnNYQ7n1Tjt81yN/3y8n5uf+Jm/v/VLn473VMkZGdf5PZktUFTZ3Ot545Ot1qGBvh5oWg28+c1hCsubTq/RA0TXsi13wGDofLBKJJIhbIlro/ZSkhjjD8D4EaFOv76HUk5KrDX7a1xyCIUV1t91cWULpvbg6raDpdz42E/c8uR6quq66xn9uPME7/94bFCCGR33YWy4j9j5b8dstjA+2fq7iAjyJjzIyzY2aduMVDdo2XOsgre+OdJrkCenqJ6P12UDIJdJGJUQNLCNF/SZcckhSCTgr1YRFepDaVULAEUVg/scKq9t4YZ//MRN/1xn+610jEsd96dAIBg8uk39nDyXGpMYjEwqwdtDzohY+yzx6vpW3vrmMDsPuVYww92yzXcfKee6v63lur+vpaC8caibM+A4PU8nIyOD1atX8+abbxIcHNztvQ8//NDZH3fWERHkzV3Lx7LjUBlXzEvib29YF9UHsquc9hlpicG889cLkUklqLvcoBm51fz19Z1YLLB2VyGf/HMRCvnZV8awv/27PJRbjclsQSY99WAtkUh48o6ZlFQ18+3WfGQyKRdMGdbr5yyYFsekkWEo5VJufPxn9AYTB7KreeWP85zyd5wpx0saePSNXchlUp66cyaRwereTxpizF2esjq9EVANXWNcGJlUwjN3pVPf1EZooBc6nc6p15dKJTx15yxW/5jJ11vySI4NIDHan7mTYmz3U0ZuNWYLNGn0HC9tIDTQC7Def69+cQgAg9HMzUtGO7VtJ3P9olQumh5HgI9qyNPgXYG1uwp47ctDpMYH8cbD5xPo54FKIeO6RSMxWSzEhvkQFaLmhn/8hMlsIa+kgafvnNXj9Y7m12IwWgOJl89NJG14cI/HCgaXuRNjGBEbwL/e38vdz21i0Yx4quq1XDIrYVDb8fqXh2nWWoOTvxy2lqk9fOMUahpaCeln+ZFAIDhzPD0UnTvzFgvgvKDF5NRw3n10AQq5FG9P+xLRf7z1C4UVTXyzNZ/X/jSfqJChnXteODWWnOIm7rpy/JC2o798uDYLC9Z51P825PLAtZOGukkDitMDFsuXL2f58uXOvuw5xYJpcSyYFgfA75aMYt3uIhbNjHN47IH2yf/waD8e+M3EPusk+KntF3rbDpbaoq5KuRRpLwt5d+WmS0bx7db8bour3pDLpMRF+HHPiv4NaEF+nphMZtSecuoMJny9hzaCm1VQx6pP9hMZoiYuwpcmjR6AfZlVRKa7fsACicS2NdDXvjtXUciltiDBQCCXSdm4rxizBbIK6vngHxd1G1cunT2coopmgv09mZgSZntd7amwdeNg3Q+hAQP3Pbgb32w9jsls4fDxGvQGEyqFNYgTHuTNn66fDFhLfjxUcjSthl77aN6kGA7mVmM2W1g8c3AXwoKeWb0mk837ipmeFkl+qXX3rbJOy19vnjrobekYhyTA0jnDAev4HTaA45NAIOiZWy8bzTdb8pk7Kbrf+mraNgNPvruHuiYdD147kfhIP7tj/H163kxqaG7r9u+hDlhceX4yKpX7bX51XaMpFGf/ZozTAxZLly519iXPaS6elcDFp9gN+XrrccprNZTXalg6J/GMRDrPnzKMX49WoFTIeOS3U87aBeH8ycOYP7n3DAlnIZNJeebu2Rw5XsOUUeGD9rmO+G5bPqXVGkqrNUwdFUFEsDcKuZSpo4e2XX1F7SGnqX2nTnkODNCujuUU2joxYT48c3e63evJwwJ4+s5Z1DfpmJ4WMZDNEzigL3pIXh4KnrsnnZyieqanRZ7yWD+1in/cMt1ZzRM4AYPRxGfrcwDYsr+YcUkhFJQ3sXBG3JC055ZL00iNC2RYuC8JUfaLG4FAMLjMmzSMeZNObx68L7OKjFxr2fianQXcccXYfp1/0yWjefWrDEYMCyAl1vmC4OcK8ZG+HG8PRseE9m4E4O4MiHTrF198wTfffENlZSVhYWFceumlLFu2bCA+akgxmcy06U0OU570BhMms8VOHbdZq0cmlSCXSU+54DKbLWjbDN1KNhwxc0wkB7OriAnz6ZNzxalIiQ3kvb9fdEbXGEp0BhMWswWPLt+5yWyhVWdE7amgVWdEJpU4daHb12uGBXoRFmj/cGjR6vH0UAxacGj6mAh2HCojJMCTaaPDWTAtdlA+11lcNCOez9bnMDYx2KXqDTs0GgYyo8EV0BlMWCwWPJTWe2zB9DhrfyQF90tTJDXe+ToHJ99Ler2RRo2eEJFd0Y35k2NYvSaLxBh/IoK9HR5jMlvwV6tsE1ptmwGFXIpCLqNNZ0R6BuOo0WRGbzC5nJuMu9P1WSeXSZmYEsq+rCrSx0dz62VpQ9o2hVzKnIkxdq9bf1cyW+mpptWASilDfoodX4PRhNFkP7cSCM42ehsr2/RGJBKJLUvuZKrrtfh5K1EqHd8rzVp9e8Zj/+afI+MDCfT1oFmrP63NrnmTY5g32X48GCq0bQaqGnTEhPkOdVP6xfzJw9h2sAyVUsa0NPfYdOxKi1bfr3mA00f8V199la+//pqbbrqJyMhIysrKeOutt6iqquL222939scNGZpWAytf2EJZjYa7lo/jwqmdC7+y6hYefGkbbTojj/5uGmOTrKJS//5oH5v3lSCVgLenkufuSSfSQSqUyWTm4Vd2kFlQx4oLkrn2opE9tuPCqbGkj4tCpZCdtSUcfaGwoomHXt6O0WTmsVunkxofhM5g4oEXttp2ljbsKcJDJefZux1/7/0lI7eax9765bSv+fmGHN7/MZPEGH+euSt9UPRCZo2NYlJKGAqFzC0zaA7mWPVHcosbMJstLvGb/2RdNh/+lAXAby5K4aoLRgxxiwaG4spm/vL6bkxmC//8/QxGxAZy3cKRLElP4K+v7eQ3j67hpktGsXRO4qC37dP12XywJovkYf48fWc6TRodv3viZ4wmC+dNiOaB30wc9Da5Ij/uPMHqNdkkRPnx9B0zHQYdDEYzD728jdziBq5fNJL4SD+eeGcPai8Ft1w6mhc+OYBKKeeZu2cR3c9dncYWHfev2kJNYxsrr5kgLOScRJvOyIMvbaOgvIlbL0vjUF41+7KqmDcxZsiDFT2xPaOUZz/YR6CvB8/fO5uDudWs+ng/oYFe/Pve8xyWIpXXaHjwpa1o24w8evNUxiU7X1BYIHAFGpp1rHzBOlY+cM1E0sdHdXs/q7COv762E5lUwtN3pRMX0X2x/fxH+9m0rxi5TMIbD59vF7j/v/9lsHZXAVNHhfOXm/pXJhbs78nbf7kAg8ls27xwZ+7592YaNCbGJoXwz9/PGOrm9BmLBcxmM2azFDfTz+eTn7P5cG0WI4YF8Ngtk/t0jtNXSJ9//jlvv/02K1asID09nRUrVvDWW2/x2WefOfujhpTCiiZKqzVYLLD7SEW3947k19Kk0aM3mtmf1SmWuetwOWB1mWjW6jnag9VlQ4uOzII6wCpQ1RueKvmAL9xyi+vZuLcIg9E0oJ9zuhzOq0HTakCntwpbAlTUaChoV77fc7QCvdFMk0bPsRPOsRjdl1Vlu2ZPfdnB0fxaNu8vsTkoAOxs79u84gZqG/tnI3gmeKjkbhmsAOt3BaDVGams1/Zy9OCwcV+x7d9b9hef4kj3JrOgDk2bkTa9iYNdbH2bNHpOtN9nWw8MjU1yx9iaU9RAXVMbB7KrMJqs95ozBYvdnY7vIr+0kdoebIFrG1vJbb/PtmeUsTezEqPJTEOzji37S9Abzad8fp2K4yWNVNW3YjZb2H20ovcTBH2ivLbzWffLkXLbd/trZmWfzq+q07JudyH1g2gVvedoBWazhZqGVvJKGth9pAKzBSpqtZwoc6x4f+xELY0tegxGM/uyxH0tOHs5XtpwyrHyQHY1bXoTmjYjh3Kr7d7fn229940mi01oviu7DlsdOvYcqzgtW1OZTDpgwYqahlbW7S4c1Hkx4LS1wWCxL6sSg8lCS6vhtJ7HQ0nHnC27qJ6Glr6Jwjv919ba2kpgYPeaJH9/f9raBu9BOBgkDwtg9rgo8ssabSJSHUxPi2DL/hI0bQYu7JJyf+1FKXy7NR+zxUJUiJppPdRvB/l5siQ9gV8zK1nhAru1FbUa/vjSNowmC9mF9dy+rH/1aoPBrLFRbM8ow2A0cX67g0dMmA/nTx5GZkEtS+cksmZXAd4eCqaNdk7d/IJpsRzKq8bbQ3HKWvy8kgYefmU7FguUVrXwm4tSAFhxfjLvfHeUsUkhQnysjwT4elDb2IZUKiHYRdTlf7dkNE+8sxtgwB0vhpKpo8LZfqgSk8nC3Emd6ZzRoWp8vJQ0a/VU1Q/uBKODFecn8873xxifbL2XAsZF8fG6HOqaWlk+P2lI2uSKXDwznsp6PWOSQogIclwO4u0hRyaTYDJZUMilLJwRx7ETtfirVfzmohTqmtrw8lD0qm3hiNHDg5g2OpyyGg2Xzh7e+wmCPhEb7su8STFkF9axbF4SY5KC2bCnmEtn900E9U+vbKe6vpX4SF9eXDl3gFtr5ZL0BPJLGwkP8mZMUgg+XkqKKpuICfPpsWRs6ugIxiWV0KTVu105o0DQH9KGB9vGyiUO7uP5k2LYl1mJTCaxy74AWD4/mXe/P0qArwdzJ9hnsl2zIIWvNx9n3uSYfotuDjSPvLqD8hoNMWFqXvnj/EH73PhI9yoJuXBqLBm51e3PY/fSA1txfjLv/nCMCSNCCfLzpLwPe31OD1ikp6fzwAMPsHLlSiIjIyktLWXVqlXMmtWzLZo7IpdJefA6xxYyPl5Knrh9pt3rl52XyGXn9S1d+pbL0rjFRVI5dXqTbbfy12OVSKWHuHnJ6FPWmQ42/j4qO+s9qVTCvVd1unp0OK84i6gQNavum2P3+sa9xWw7WMol6QlMGBFKq85oS9fStBlsx00bHeG04Mm5QkdEX4K1dAoXEN6cMiqcb567dKibMeD4qVX86y57EU2JRILaU0GzVo/JZD5lqU5ji443vz6Cl4ec31062ml6MtPTIrstoJVKOf/9ywVOufbZxLjkUF5/+NS1w0aTBdrHKw+ljNjw7ovYx26bwRtfH+b9H49xy2VpPdZPO0KpkPHn3w6+S8XZjlQq4b6rJ9j+f8KIUFac37fNDovFgrbNCICm/b/OxGKxsHpNJiVVLdx0ySjC2wNlSTEBvPxgp8V3Slxgr4sTtaeCx90oZVsgOF16GytDA7147t7ZPb5/6ezhpwwKL5oRz6IZ8WfUxoGisX3Hvb7JuXbsveHI7cSV8fZUEBXig5enHA/l0M+F+8OMMZHMGGOds+l0Q5Rh8eijj/LYY4+xZMkSTCYTcrmchQsX8pe//KXXczMyMnjqqaeQSCSkpaXxyCOP8NZbb7FhwwYiI/+fvbMOj7NK+/A9lkzctdFGmjapu3uxQoEixVkWWxZdnGU/WKC7OMsiizsUKQVaqtTdkrSRxt11IpNx+f54Z97MdKYCDW1Tcl8XdJJXxnLOec4jvyea559/HoViQKirLzCZLU4Oh6N/diQ+yp9Hrh/HD9tKKanp4OedFQxLDGH6KFev7rmO4+fk7jMzmsy8/k02FouVqsYuPnpyAcOTQrn3qlE0qTRcfgbq+88lLDbPj8ViPaluByfieH/3A5w8T/xpApsP1jBleNRxy9NW7ihnm61sJDUuiFljY475+VssVqwMtK893QT5K3nylonklbVy4VRXg3bl9jK2ZgrfYUpsoOgIHvi++icSiYSnb5vE7pwGZo89NU0Rs9mCVCpxEvHLLWvlu00lAHh6yHjwWvd6MgNz8QADnDu4mwscOd54N5mEEhVzH9h4J8OfF2VQ1ahh8ez+ZZ//tL1MtKeGxAWd1u6HZ4I+d1j4+vry4osv8vzzz6NSqQgKCkIqPblFKDo6mk8//RRPT08efPBB9u/fz759+1i2bBnvvfceGzdu5IILLujrl/yHQqc38djbO6mo7+Leq0Yxd3ycKL6zYGI891w1yu1100cPwmg289qybDzk0lPuSNIfeeXLTLZm1XLxtESqGrvJLWvlTwudRQblMilxEX5UNnQx2MFbO3/iQPpqX2CPyHt4yPA8BY+y0WTm7//bTVFVO7dfNoKL3GzMBjh5EqL8ueXi9BOeZ0+5lMskrN5Vzn+/zXYZQyCUoT365k60ehP/vG0yQxMHWp+dTsYNjWDc0AiX3//rk/1i7alMKiHOpqpe09TN42/vxGQWBFmTYwJP6+sd4NRIiw8+5faCWYXNLP1kP8H+nrx4z3SC/JQARAb74K2Uo9GZnNZERz75OZ/vt5QydUQ0j910cgJsAwwwwNlJfnkb//xgD95KBS/ePd2le9ra3RW8syKH1Lgg/nXXVBRyZ1suKSaQgsr207aOrNlVQUmtmpTYQDHq3x9wzG70VvZ/8dMT0SfvsLa2lpgYwTNfU+NciKLR9ArjxcYePxU1LCxMfKxQKCgpKWHChAkATJkyhVWrVg04LE6R6qZuymoFQattWbXMHR/H5oPCd7b5YDVmi4Xsohb+dHE6s46qe5szLo7E6AB8lIpzvn3j0ZgtVrZmCZ7MLZm1qLVCacfWzFqnzZZEIuGFu6dR1dBNcmzfTbZGk5l/fXKAqkbB0fRHVUc3GISUZb3BjEZnIsD3tzkt6lt6RGHbVTvKBxwWvwNdPQae+2gfXT16Hr1xPInRAUwbOYjYh/1Q9xh47O1dgOsYAjhc0kq7TQBwX37DgMPiNGO1WvnvN4fIKmrmTwuHMWtsLDqDSXRWBPh68NI9M8S2qFlFzXSqDYBQNjjgsPhj8dbyw2w+WIPBaKaxTUNBRbto+IcHe/P2I3NQdemPuSZusQkX78qpx2A092nr8QEGGOD0sjevAa3ejFZvJqe0hXkTnAN2K3eUY7FCYZWKumY1CUc5Mp+5YzIVdV0Mjjk9JRoNrT2YzBZ2HKrrVw6LxjaN28fnKn3isLj44ovJzs4GYP78+UgkEqxH9ViRSCQUFBSc1P0KCwtpb2/H399fzM7w8/Ojq6vrV72uvLy8X3X+HwGzxcqQGCX1bUaGRlnIzMxkapoP+0vUpMd5semAYDh8tSYHP6urwninxoTOYMVsseLvJcPX649hWMikEhbPTmbTwRounZFEdVM32UXNLJrpWiOo1ZtQesrctintVOtpUWl/tTOjqErFQZvi+887K/6wDotLZybz+boCJqVHEeDr+ZvvYz3OT7+F+lY1ANGhp94u91ygpqmbgwWNolNo4/5qUZMnPtKfqoZOpgyPoqCy3e0YmpAeQcreQDQ6o5PA5wCnh5YOLRsPVAPww9YyZo2NRekhZ/aYGDKLmrlqXqrorABIiQkkNtwXJBJmjvnjlQqey5TWdBAW5HXM+VbVrWPdnkpAWCfTEoLFVu4d3XpaO7UkxwQSEnBskeTFs1P4bnMJM0fHDDgrBhignzN3fBz78xvx8/Zg/LDI45/spmREIpEglQpaZe7oVOtpVmlIiQ069RcLpMQFUVLTfdZqehybftbL9BTpE4eF3VkBgrPhVOjo6ODZZ5/lP//5D/n5+TQ2Cu181Go1/v6/TsE1IyMDT8/fvqmxk1/exppdFUwZGc3Uo7xvnWo9n60pQC6ToNGZSIwO4PJj1EHVt6pZtqGIlJhALulDhXSjyR5tPrn3OuGojMuxtpJSs9nC39/ZTX55GxdMS2XsWOF9aPUmLBYrbZ1a/vWf7RiMQmtTXy8Fbz0yh2B/pdP9VF06/H09MRkNp81pZDSZ+WxNAQajmZsuGoa38tdpnRRUtvHqV1lEh/nyz9smuz3n5oXp3Lzw+GnvjW093PvKVrR6E9eeN4TGNg0x4b5cOTeVTrWeu1/aQodaz2Wzkrjl4t6OEp1qPd5KuUtqnJ3E6ADiIv2oa1YzJi3iDxuFWrO7ArXGyPbsGv565cjfXPM8KMyHIfFBFFerWDjt5JT0j8W+/AaWfrQfgH/8eeKJF+h+ytbMGnLLO7l6fip+3h4oPeVodUaCjhr/Ow/X8eLnB5FKJcilEixWKxPThc+kqrGLN789RGGVCg+5lJfvm+FW6CrIT8mr9888pdf70/YySms7uHZBmtPmegD4blMxtc1qLpmeRFykn4tzNdDHg7T4YAqr2hmZEsqdz28CrNS19KCQSxmWGEKP1ohUKmHNrgo+WX0EiQSevm3ygNPuDGGxWFm2oYi2Ti03XDgUpYec1g4NsREntpuMJgufrTmC3mjmZof184t1BXzzSzEBvh689fAc5DIpUqkEL89e0zHAx5PRqWFkF7cQF+nHw9ePxcdLgapbx21LN6I3ml3Wu6O5ZEZSn9pEAwzQH9iWVcv+/EYumTGYIW5Ksp58ZxfNKg2PXD+O5F+5OW9s6+Gr9YUMHhRw0mL/vwadwYTJZMHX28PlWEKUP+8+Pu+Y1y6cNph3f8ghNTaIQWGua/P/vbubIxXtjEgOdWlg0K0xcPdLm+lQG7hiTgpL5p36vFFao6JDbWZPbgPDk0NP+X6nCx+Hzz4kUHmcM89OKhs6iT5GtzJ39HnRy3PPPedWYHPp0qX8/e9/P+61JpOJhx9+mEcffZSwsDCGDx/OV199xW233cbu3bsZOfLMtNN8bVkWTe0adufWM+FfFzltKpdvLmHDvirx561ZtWQkhZAa5zq5fLQyn335jWzNrGV4cmifKNJ2aww88No2mlUa7r5yFAtOQStBJpPy/F+nYTSZxfdY1djFo2/swGiycMWcFNFZAaDWGmlq0zg5LD5elc+KraUMTQjm6VtPXy3q5oM1/LitDIDgAOVJK6TbefmLTJpVWhrbNKzZXfGbPa31LT1o9ULZwuYDNTS2C2lawxJD8PKUi/2Gf9xWxoRhkWQkhbJ+byVvLT9MRLA3r90/0+0C4OOl4M2HZvPL/ire+u4wyzcX89r9M08py6A/UtXYDYDBZCW3vIXRKa519ieDQi7j5XtnOP2t/1Y27K0W/dzr91adsw6LL9YV0tFjpri6nYY2DZ4KGXqjmYunD+Z2h45G5XWdWK1gNvd6/+1j4p0VORRWqQAwmCzUNHX/LsrcFfWdfPCT4CzV6kw8ectAZwo7+eVtfLZGyHbcfLCGmHBfXr1/prgJNZrMPPzmTsrrOrl6XioHC5uoa1GL1xtNFvbk1vPjtnLkMgkGk7AmWK1QUdfJmCF/zOyvM01mYRNf/1IEgNliYXt2PSazhZEpoTx3p2vXMke2ZDqsn/5KltjaqdvLRzvVBvbmNfDeD7nI5VJeuHs6CVGCI0QqlXDl3FSyi1uoqO/i87UF3L9kDLtz6tHb7IUdh+qP67AYYIA/GhqdkVeXZWGxWKlo6OLtR+Y4Hf9xWymHS1oBePGLg7z3+K/revXRqnz25DawJbOWjKTQPi3Ta2rX8ODr21BrjDx+03gm/spudxdNTWTBxLhj2l6FlYKNkF/R5nKsoUVNh638cHdufZ84LOwFAev2VHD7ZWdHd8aTYdehOvHx2l2VzBh1aqLJp5PH3tpJfnkbngoZHzwx58QXAH0uybxixQq3v1+5cuUJr123bh25ubm89NJL3HDDDVRXVzNu3DiuueYaCgsLmTfv2B6735NBYULEKDzI2yWiG207Zk9d8vKUuWQcHH2uj1JOoF/fbDSrGrpoatdgtcKb3x3i35/uP6nuCev3VrL4sZ/55wd7RSXeldvLWPzoKl75Mkss6TlS0U6PzoTBZEFvNLNwWiKjU8MZnRrGlXNTXGrL9x8RMmIKKtvROLTw/L2JCvXBLk5v/76ORYtKy+3/3sgNT6+jtLYDgAgHTY74yN/ei3lUahiXzkxi8vAoJmQIG1elh4zQQC8GDwoQheysVnj+swNc8+QaNh2oxmoVatDsG3J3SCQSsopasFiF91DZcOwSqb15DVz1xM88/N/t6PR936rubMBsPPV0uFN1VgAMTw4RH4/oR975X4uvlxB11Rsttn+Fzcj6vZVO5y2aDr6eWgAAIABJREFUkcT0UYPwcIja+3oL19rHpkIuZcHEOKdWpKfC2j2VLH50Fc9+uA+zxUqgryc+NhGqE80HfzRCApROgrW1zWoaWnvEnxvbtZTXCRvVNbsriAnvFVgeEh/E+ZMTkCDBYBQy+wJtTlM/bwXnT05w+5yrd5az+NFVLP14X5909xnAlfDgXvtEKpFgMgvj9HBJK++sOMwNT63jjn9vpLVD63Kt0/rpkCFz80XDGD8sgmsXDKG1Q4fBZEGjM5Ff1up0fWigl5jxZx9vo4eEix2Dpow4/oZm88EaFj/2M/94dzdGW4eAAQY4l/FQCHYhQEy46xpldwgCYivgX4N9HHor5QT10X7DTrZNs8hssfKLrXTQkeJqFdc/tZY7n99IW6frfLPpQDVLnlzL/727W5ynnLDNRTI35SIKh8xiu03SV8j7wB48nYxI6bU3+5P2BkCBzRmlN5qpaTw5uYc+y7BYvnw5AGazWXxsp6amhsDAE3v3Fi5cyMKFC51+N3r0aG6//fa+epm/icdvHs+RinZSYgNdWvQE+HgQGuhFxuBg5k+MJyLYh7yyVr7+pYjJw6O56aJhfLwqn335DSyZP4Tn7pzC95tLuOXZDYxMCePpY5QfuGP93kq+21SM2SJssB+9cRxDE4KZNSaGXTn1GE0Wduc0oOrWHbdeFGDd3ioMRjMHC5pobtcQFerDur2VGEwWduXU09GtJ8hfybSR0UKkxGDmgimJeCvlvPDZATQ6E/MnuGZzXHd+Gl+tL2JieiR+bjIFfi/iI/0ZHBOI0Wgm1ZY6Z7FYeWv5YY5UtHH5rGRW766grVMQ8uvoFjIdXvr8IB4KGfctGU1+WRuDYwJIHxxyzOdxx4/bSlm3p5ILpiSyaEYSf76kN5I0KT2KsCAv0SHy54vTKaxsx2A0iyJ1bZ06EqL8SYj2Jy3++Gl/l89KpqGlh5hw3+O+zo37q9HqzRRWqSir6/zV76k/8FsW8d8DR8dRRUPnGXwlzvztP9uoqO/k/MkJ3Hzhr8s4csdTt02isV1PW6eON77Nxm5nGE0W3vzuEPnlbfz5kgzGDY3gkRvGsSO7jk9WH2FMWhjpg4WF9S+LRzJtZDSxEX4nnKNOBpPZwqtfZbEvrwGDycL+I420qDSEBXkzIiWM0poODhQ0snJHORPTI/u0A8Fna46wO6eeq+YNYU4/0tmIDPHhzYdmsze3gY0HqhkSH0xClD9WqzBfZhb2ahd1a4xMHRFFemIIoYFKMXuoRaUlt6wVhVzK9een8eZ3h4USIb2JXTn1LN9UjBXw9fbgoevG8v2WUgwmC3vzGrnxn+vR6IzctXgk8yac223YTifxkf68+fBsOrr15JS2IJMijtFNB2rQGcx0qPVkFjZz3qR4duXU8/maAsYODee2RcN5/cHZGIxmp+zQ+Ch//u/PkwBobtdwuKQFT4WMaUe1NI8KFf6mWju1DE8Sxnp0qC/vPDrX6XfH4ou1QjnnoeIW6lvUxEf509Cq5sHXt6MzmAnw9WD80Ej+sniEiw32wU95HCxo4oYLhjJ1ZP8y2gf44yKXSXn1vhmU1XUyPMnVPhuWGMKwhGAa23q44YKhLscLKtt46r09SCQSXrx7OvFRzoG2ID9PZFIJ3p5y/H7Dxv6el7dQ29zNohnJ3LxwmNMxxxJChZuy3B2H6uhUG+hUG8guanYR3dywT9h/ZNvGe9xRQcJxQyPIKmxi3DDXDNr4SH/OmxRPYWU7N14wzOX4qSCX9a+W3A9cM5b0wSH4+3gy6VdmuZxpHOMWkpNMnegzh8VPP/0EgNFoFB+DEBUODQ3lhRde6KunOu0oPeTHTHP95pdiWju0bM2q48YL0wkL8uIf7+6mobWH5ZtLmD8hjhVbSwH4+pdiXr53OtnFLQBkFjaj6tK51IAfiy/WFYob7dYOLTuy67hkRhIPXjeWtPggPl59hHFp4ag1Rvx9PN2KPtq5cHIC7zXlEhbkzf++P8z8iXHMGx/HVxuKmDAsUswA8fP24Nk7pojXrd9bJaaprd9b6aLpMG3kIKaNFIwZvV5/Uu+rL9h5qI7SGiFb4pf91Vx3fho1zd1iuc6X6wtFZwWAh1yCQiGj3hZZXLWjnAeuGfObnvvzNQUYTBY+X1vAoqPqcI+uhztc2ip2GJFJJZgtVppVWt5/YupJbcBT44J4/cFZgODF/nJdIRlJIVw5N9XpvAUT48krayUhOoCk06S0fLrp1hrO9EsAILe01e3jM0ltUzcltvGwbk9lnzgsgvyURIYG8OW6QhyDIh5yKev3CuPs243FYhbR9NGDmD7aeWMjk0r6VDC2oLKdHba0SKlUwoRhEYQFeVNW2yF2tLCzK6eexraePnF09WiNfLepBIBlGwr7lcMCBKfFpbOSudShO8uBI43i9+i42f16Q7E459gJC/LihbunA/DD1lIxM+znneVsyawVO7zQpmHt7kosDiLcnbayuK82FA44LPqYQWG+RIX48NhbO51+nxIbRF1LN95KBeOGCuPv6w1F1LWoqWtRc/msZKeIrjvCg7158Z7pxzweFerjohXj7neArZtIDzHhfhjNFlpsWR8KuRQfbwXNKg3fbCymWyOsla0dOtbuqWTRzCSnjKn2Lh0/bRdKWZZtKBxwWAzQrwjw9Tzm3iKvrI0jNtHqn7aV89D1Y52Of7G2EK1eyHL8cl0BT/zJuezx203FmC1WWjt1bMmq5bxJCSf9uvLL28RAzM87y10cFuOGRhAb4UtHt56Lp7tqgM0YPYhtWbX4enswJs3V6TAqNYzCynYign3EzHNHsgqbMZmtZBc1uxyTSiXcfeUo8ee+3GfY55v+xIKJCWf6JZwynWodJ7ML7jOHxeeffw7Aa6+9xgMPPNBXtz3rmZgRSXl9JykxgQT5C5v8SRlR/LC1lIykEMKDvEkfHEJ+eRuTMiLxVioIC/SipUNLkJ+nU2ru8Sir7cBHqaCjW49UAl6ecnEznF3UTHl9F8/dOYXlm0q4++UtbsVqHJk/MZ4RKWHcuvQXapq6yS5uITRAySf/WOBWQ8FO+uBgfL2EnuqtHVoX8ce9eQ0cLGjioqmJRIecPhGYjKRQfJRyTBYro1LD0BlMRAR5kRDlT2VDF+OHRbBxfzUmW129wWTF00NCkJ8nnT0GcZN1NCazBauV4zp/JmZEseNQHUF+Sg4VN1PV2E1jWw9L5g9x0ZjISArBx0uB0WRh+shoNh2sITkm4ITR5pXby2g46p4frszjSEU7WUXNTBkeze7cerp6DFyzYAgT0iP5eulFv+Yj7HdEBJ0drXVjwn1pVgkGd2yE3wnOPj1EhvjgrRTG6eBBfeuwGpYYjETSW/epN1pQyKUYTRYmZUSh1ZtYtqEImVSCzmAiyM+Tqxw0ZXQGE54KmUuk9Lcgk/beIzHKn7/bjLaYcF8GhflS36JGbnttEcHefZLVAUKa7YjkUHJKW5mY3r8iG+5o69Ty3g+54s8LJsZTVtdJcXUHcrmEFVtKuGxWMhKJhP35DezNa+T8yQmkxgWRFBMgOl9XbC1l/NAI9h/RIZdJkEgkjE0Lx8tTzte/FBEb7ktNs6CHcbaM33MBvdHM1xuKkMkkLJk/hJhwX2ptn7NCLiHQz5PJw6OcNhcTMyKpbOgiJTZQLOtxx/JNxWw6WMPc8XFcMSfllF+rxWLl0Td3UFrbydzxsdy/ZIwo2jkpI4o7n9+E0WjmqnnOTvjBgwIIC/RCbzSjsIl/Bvh4kBYfRGGVqt9FGAcY4HgMHhRASICS9i4d491kGkwfNYgcW4BkxhhX7YLRqeFszapFKuFX6wolRgegkEkxmi0kRLnaNN0aA41tGowmCzVNaoYlOmeIpMQG8dnT5x/z/r/sq8ZihYa2HiobOkmOcc4snpQRyc7D9cdcW9/4NpuCynb+esUokgf1Xcnnb9RwP2PYbS1vpZwr56Y62UNnO3abASAq1BdVk6teydH0ueimo7PCarU6tTe1tyg9l7j2vDTUGgOrdlbw3Ef7eOrWSdxycTqLZyfj5+2BVCph6V+motYYCPD1RNWtA4lQouWpkLHkyTXcefmI44o8tnfpePD17ZgtViQS+OjJ+fh4CSr9ZouVpZ/sR28wk13cjFYn6BUcqWjHarUed1MQ4ONBeLA3zTZhyNZOHY3tGpKP47CICffjmvPSeP/HPLZl15ESFyRmFfRojTz/6QHMFisl1R28ePfJl7ucKvFR/nzy1HlYLFbW7anksbd2MjQhmJfvnY7eaMHfx4M/LUznhqfXYbDV4HdrjPzztkmkxge7rYWraermsbd2YjRZeOaOyaS5UXEGePj6sRypaKOxrYdnPtwn1uCazFb+eoWzUGx8pD8fPjmfZz7Yy6aDNVwxJ4XrLxh63Ikmt7SV920Cgo73TI4N5EhFO2FBXhTXqEQhPYVcyo0X9m2q3NlIdVMXwX20AT0V7FGOox+fSeRyKZ//8wKa23qIifDr0yhEaW0HR3WtJiLYm9pmNcU1KnRbTfxgyyqz09Cq4b4lo/lpexkf/JTHkLgg/v3XqaesIVJm06ABREFbEDL77Omdty/KYERqOBHB3n22oEskEp69Ywrdtnm9v/PRqnxRINjLU87V84dQWtvJ0o/3UVzdQXF1B7ERfngqZDxr64iTXdzC8KQQtmTWivexWiE1Poh7rx6Nh0KG1WrFW6kQs30clyN7/fYAp87qnRUs3yxk/IQFenHLxek8+9E+pBIJVquQor3jUB2DB/WWPF5//lAa2zRsy6rl9W+y+du1zhFci8XKY2/tFFsTf7r6CJOHR52yJozOYKLUJuZ5pFy499O3TaZbY+DAkSYxY8posvDVs+ejN1jwUMjwUcrZm9fIS18cJDzIm5fvm4G/jwfP3z1dtK8GGOBcQSIRbDmpVILcTcDs/MkJTEyPRCKBQD/X4KCHwqZnI5WIWjIni1prwGhLsbMLXDqycX+1aOeu3lXOeZN+ndi/Y8bd0bYEwCM3jOPOyw34+7juRbKKmtmwT9DN+Pen+/nwJAUbTwZ3chpnMz9uLRVtragQH2a6cVydrXgopKK9rJCdnB3Y5x6EpqYm/vrXvzJx4kSGDRtGenq6+N+5yr4jQs1vZmEzGpvDIMDXU5wkZFKJuJgWV6loUWmxAo02scydh+qPe/+CynbRE+Uhl+Hv64nFamVLZg0tqt4uHR5yKZfMGMywxGDucqj1bO/S8eHKPHbnOD+P0lPO63+bxd+uHUPG4BAun5V8XCXhTQequf6ptU6p1k1tGlFB3kMhJcBXmGCCA05/ix2lhxxvpUI0eAoq21F168VJz1up4K7FI3Gcu5tVWlZuL+X7zSViuY2dwyUtdPUY0OpNHCxowh378xvJL28j3BYtDPD1FDdKIcf4DHR6E0cqBENt7Z7KE26iAv167xnk58mOQ3WU1nZw6yUZvPbATP774GyiQnpF0/oqiny2c7aIiQ5x0B0Z4qY70JnCQy4l5nfI+Dh6oxkd6k2LLcNk1+F6t6LDdrVv+9gsqlbRZNsgnywb91fz4co8DA6ifBdMTiQhyh8fpZzZY2LJLxeep6apm6rGbqzAnrxGokN9+jz6IHWY1/s7obY5Qy4THOwhAV7sza13Mib/+80hln68T/xZIZeyPbvW6T7RoT5MGxlNVlEzao1RbI9p/96rm9TMHhvDyJRQlwj6AL+dUIeWdiEBXowfFsk7j83l2vOGiFmFUglOYt+VDV3sPix8Lzvc2CDdGoPorABhA+WtPHaMS9WlY0tmjRCUsZFf3sbevAasVivF1Sp2Ha5H6SHntkUZDEsM5tZLBb0n+1iaNiqaWWNiGDc0gounD8bP25PQQC/8fTyQyaTszqnHbLHS0NYjloDKzqFx2J9w7BjXF+cN4ExpbQeNbRrMZquL7W4nyF/p1lkBsC9PEMA3ma0cOOLefj0WPdre0gi1xtVhYW9TDhwzO/nzNUf4eWe522OP3jCepEEBXDoziRQ37Vq/XFfIX17YzNcbilyOBfv3jvXTqZN3NhJis8UkkjOz5zoVjKbeeeFk54g+z7B46qmnUCqVfPLJJ1x//fV8+eWXvPHGG8ycObOvn+q00anWsye3gdFDwkXxxI5uPQ2tPaQlBHHV3BS+3lDElJHR+DhE6ouq2gkN9HLaQI5ICWNUahhNtlrquhY1l846flue0alhZAwOob5VzT1XjkYhl7H04/1kFjbj7+PBK/fN4Mv1hWzNrGXZhiJevneGk3DWfa9soUNt4MdtZTx16ySnCcZHKae4WoXBZBZTKlXdOhpbNaQlBDllaPy0vcwmpNPG3VeM4Mft5azaWc7mg9V8+OQCfLwUvHLfTIqrVbYUtDOzUF0yI5n3fshhRHKoU/cPgLnj41Brjfy4tRQPhYy3lh8Wj20+WM1bj8ylR2uksqGLCemRbM2sRW80u61RX72rgndW5AAwOMafK+ekMG9iHHqDmbZOHWPT3KfhhQR44aOU06Mz0aM10tGtFw1JtdbI3twGhsQHieUFsRF+vHr/TFo7tOSVtfHi5weRyyS88dBs0cGUlhDMy/fNQK0xMvoP0lYwPurs0OZwjPKXOjw+V5k9NpaQACVanYnth+rYnt3bWisuwtfWKcLKzkN1HC4VHAgTbCmtY4aEU1bbQXSoL75eHuSXt5GWEHxCZ8KenHpe/yYbELRb7PoJcrmUNx6azcodZbz/Yx7Lt5Tw77umkpYQzLihEZTVdTBrTAzF1Sq3raYHELjxomEMSwwmOsxXnHccA1/Dk0LILRO+S6kUIoN9eOrWSTz8xg66egxIbOfXt/bwzAf7qG/tISRAyb/umopOb2bxnBQ+XX2EsWnhXDU3lQ61/qwpnzoXmDE6hiA/JXKZVOzcFR3qy17bpkUqgYdvGIveYCa3rBWdwcTznxzAaLai9JBxxZwUoezUS0FkiA+NbT30aI0snJrIz7sqACESajJZhDEbH4TZYuX1b7Jp69Rx95UjWfrxfmqb1cRH+vHmw3PIL28TtTQWz07mh21lWCxWrpiTwk0XDeOSGa52j9JDzp2Xj6CyoQt/H1cnxEXTEimp6SA6zId0N0KFA5w+PBQyLn7wpxOet+qVRafh1fRPmto1HDjSyLwJcSg9nLdj6YNDyEgKobG1h4VTXXUiAKoau5BJJU6dnOxcNiuJz9cWEuDrwayxvy7yHhrohUwmwWy2utWYkEol4pzvLjv5+U/3sytHCGyazVYWzXQe6waTGb3RjN7gPuj0/ZZSTGYLK7aWcs15aU7H/H2EAJ7JbCWlD1u1Qv8rCVkwMZ7mdg2Bfh4nFDY+23DMZtEd4+/gaPrcYZGdnc2WLVvw9vZGIpGQlpbG0qVLWbJkCVdddVVfP93vjk5v4vZ/b0SjMyGTSXjvsXl4K+Xc88oWOrr1LJqRxK2LMlwEbb7dWMznawvwUcp58+E5YlTSy1PuJGJ5PFTdOrxsWQP//us0p2NdPYLXU6Mz4evtQZDNy2q19h6zY8/6EK5zziIor+vk552CQfLKV5kkxwSSW9ZKV4+BS2cKHS9UXTq8POXMGRfHx6vyGJoYwgcr89EZBIeEVm/CYDTj46UgNNBLfK/6M5Qe/+3GImHjn9dAp1pPoJ+SFpWWIH9P5DIpi2YksWhGEo+8sUMU3QTo7DFisVh5+I3t1DSpmZQRycv3zTjm8+SUtoiPy2u7KK/tIrOwmdcfnEVi9PE304vnpPD52gLGpkWgM5qwWj2wWKzc9cImVN16JBKcHE+J0QEkRgew27YImMxWp+8VcOup/i3o9CY+WpUPwHXnnXrN8u9FU2sXUaFnvmVlna1WHBDrxs91RiSHUVytElP97XSoDWzPruWt5TlIHZyddqHL7CJBTKu6qZv7Xt1Ke5eO+RPiuPfq0cd9PlHEESHyezSOc15XjwG1xkhRVTvdGiOvf5OF2QK3XJzOZQ4ikwP0IpNKmOigAfDT9jK2HKwRf+5xaFFtscBD148lOsxXLPl0dG7YM9W6ewzc9cJmzBYr9y8Zzcf/WEBjWw93v7wZrd488H30MUcLPAOobSJycrmUn7aVU1ilcjlnbFoEwf5K7n9tGwq5lIeuG8vLX2ZiNFm456pRXD0/lW83FjMpPYon/reLxjYNs8bGMGV4lOis/HFbmdj1qtM2Fh1tjca2HrGd7YZ9Vdx0kfuSRbPFykP/3U5ts5rJw6N44uYJTseHJYbw3hNnpr39AAP0JQaDiTv+vRGzxcr3W0r5+B8LnI53dOspq+1AqzdTVN0uOiLt7M9v5LmP9yGRSHjuzikuG9bFc1JZPOfYWWxWq5WWDi0hAV4uAQOTySJm17nT2evWGMU5v9NNyYjj71rdtDV96YuDdKoN1DarmTch3iWYMHdcLBv2VbkNFFY2dIlZY/uPNPJXMlzO+a30t5KQ937IZZUti0XpIXfpxtJfkJ5km5A+d1hIpVLkcuG2/v7+tLe34+vrS1PTr0tJOltQa43ixtBsttLUriHI31M0yiqP0cbQrrDbozPRrNKcsF5XrTWyYksJkSE+zBsfy3+/PcTmAzX4+3ry+t9milkaqi4dP24rY8boGNISghkzJBxfLwVL5qcil0kI8lM6ZVBYrVb+79ZJfLr6CKlxQcwc4zwBRIX6EBniTWObhqZ2jVOadmVDF5sP1vCfr7MI8vPktQdmcfH0wVTUd/LAa9vE886bnHDSnU5OB/Y+8xYrNLVp+eaXYn7eVUFafBAv3D1dfF8LpyWKk3ZMuC83XjgMg8lMXYvgxKiod/5uLRaLkw5LqJsUrOqmbswW6wkjxlfMSeHy2Sk888Feblu6kVljY/jL5SNQ2f6urFaobe52mchvXjgMPx8PYsJ9f7eI8bq9VazdUwlAbLgX0WdH91AX2rvPDkXnoAAP2m3fW6j/HydF8X8rcmhwcPgB6A1mce5zrFO1i5KOSg2nsEpFVIg3DW3CXOPYFvZYXDRtMIVVKupa1Dx8lFr6m98doqy2g/MnxzMozI/Jw6Mor+sUFb/tRsie3IaBDfJJ0KLS8oFNM6cXCdNGRrHzsOAw/WJtITcvHMY/bpnE/1YcpqK+9zsMDlCiaVYT4OcplgoVVrUzd3wcTe0asW716Pl1gL7nsZvG8+Z3hyip6XBxVkSFeBPsr+TPizL40VYHbTRZKKhsF+vTKxu6uP3S4VyzII0erZHrn1or/L6+i+vPH4qftwc9WgMjk8OYNz6Obdm1zBwtRHMnpkeyZP4Qfthayu6cBlGYV6MzHlNfy2g0i07fnJJWLBbrr66/H2CA/kBnj0Es9e5wKKOy09TmOFe6rpFVjV1YrYKNX93Y/asj7E+8vYu88jZiwn3536NznY4F+Su5Yk4yBwuauXaBa4excUMjuO1SIZh5dIc6gEdvHMe/PjmAn4+CPy10dU46BttUXa7vvUOtx4p7Z8hAiVEvjhm9BZXt/dZhYZWcnKeozx0WI0eOZNu2bcyfP59p06Zx//33o1QqycjoOy/Y6SQ00ItrFgxh/d4qxqaFk5EUgkQi4ZaL0ymobOcaN4MZ4IYLhmKxWImL9HNR0D0as9nCvz7eJ6bcvvHtIfFYp1pPWV2n6LD434oc9uQ2IJHA/x6dKwpgeSsVTkKLFouVZz/aR1ZRM7dcnM6r97svyfFWKnjjodnsOlzPG98dwmy2MiE9AplUynXnpbF8cwlWK7R36amo72RsWgTJMYFcPS+V9fsq6e4xklXYTFun9qzRTvjL4hF88vMRhiUGMyQhiFeWZQJQWKVCozPyr0/209SuwdNDht6WJTIpI0p0ANx39WhWbi+jsqGLR97YwcPXj+Vvr2+no1tP0qAAXrlvBjKZ1EkwcOG0RFpUWmaOjjmus6KhtYfH395Jj9bIjRcO41Cx0LbpQH4jQ+KCuOnCoazeVUFKXBDTR7mm8QX4enLLxb+vHkxshK8ojhcd6gPa7t/1+X4rKXF9mw74W+lwcJy0u1lgz1XiIvzEOnI7BpOZS6YPprVDi6eHzJZ9IuFym6PguvPTmD8hDj8fDx58fZugMD7YvZitI2qNgYr6ThrbNdS19IiZNVsya8RWnGV1nUQEezNtZDRJMYHccMFQDhxpFDdq7gS8/ujklbVS1djN3PGxYkqyr7eCAF9Psf2oBLjhgjS8POU0tGmoqOskq6iZrKJmBkf7U1nfRUSwFy0qLTKZRIys250VAGU2kcURyYJ2RV2LmuvOH3p63+w5zMGCJto6dcwdH4tcJqW2uZu//28XFovr3/2gMB88FTLK67toaNNwqKiZK+ak0Kk2EOjnyQ3np2G1Wimq6iA2XBhnMqkEfx8P/nrFSA4caWLx7BTyy1vR6IwkxQQyMSOSbo2BzIJmNh+oxsfbA7XGwOWzktHbNhjpiSF4esiYNTbmmGLgBpNF7EDUozOyPbuWWWP7V8vgAQY4GcKCvJk3PpbMwma3ej4jUkK5cm4KDa09XHdUWQTAhVMSqW/pQS6XMne86xjR6U1sOlhDQpS/KLTrSJ5N76m2WY1Wb8LLs3c7qOrW8f3mUswWK8s2FDM8OczpWlW3jtU7K+hQ6xkzJMIluyvQT3ncFsjjhkawJ7cBD7mUdDeOlixbO9OsItdAtz1Iq9Yamf0HnxvuWzKap9/fg9JDzp8v6V86kTKZBJNJcNgpPRS45uG40ucOixdffBGLRfCWPPHEE3z00Uf09PRw00039fVTnTauPS+Na4+aMC6blcxlx7kmKtSHx24af1L3X765RHRWHE1chB+jU3snC7vIjEImxVNxbGXV9i6dKBT5y74qokJ9iIvwIzLEh+WbS1i7p5KLpiRy+exkPOQyPvn5CGazlahQb/5xyyTxPpfPTqaqsQsfpcLJ8XL9BUPR6k2s3FFOU7uGzIImJqRHUVjVzojkUFFs7UwwZ1wcc8bFiT/fdOEwIaV1eBS+3h74eStoagdvTzlGoxmLVTDSe6+PZc3ucsxfUNiLAAAgAElEQVQWKwWV7Tz8xg4xo6asrpOWDi2RIT6EOWTNjEoJwwoMTTj+5iurUDAsAd77MZdFMwaTVdRCTVM37/6Qy7DEYD7+v/Ncrqtq7KKtQ8foIWFIJBIMRjPZRc0kxQT2udr+2LQI3nhwNlYgKtiTPFsd9NlGR7eBWPd6T6cXJ8VrN5LXZ4j3f8xlb34j15+fxpSMvtc1ufeqUWQXNYtZQSCMo0A/JX+7dixfrCtg3R7BmdDY1kOgnydGk4XKhi58vRTUNNkiqcWtJ3yuwioVVY2C42xbVq2YRebYjtFqhcY2DYdLWpg7Po6r5qVy+exkXv8mm4aWHq4739XoOxU+WpXPrpx6rpmf2i8jGzWNXTz+9i5A2PA+deskrFYrRyraePym8fzn6ywa2zRYgarGbpZvKkGtNSKXSbDYUnLLbZG/1g4dFitYTFbGDQ2lsa2H8CBv9uULc4e95bdEIuGGC47tqCisbOc/X2cTE+7LIzeMc2qZPYB7soua+OcHewEoq1Fx15WjOFjQRHuXMC7TEoIwmMwkRPkxKjWcBRPj2XGonteWZQEIJaX+Sh5yyFxKiPLnp+3lFFa1461UiOrz501KEMtfv1hXIHQEq+lgx6E6yus7aWgTMq40esH8bGzTMGPUIJpUGm5dlEF8lP9x34tCLsVDLhOdHEe3WK9q7OLlLzLx9/Hg8ZsnuK2fH2CA/sJ9S8Yc85hEIjlutzcfLwX3LTl2KeX7P+WxYV8VMqmE/z06l6jQY6fKSqzOEW6FXIanh8xWcu46xvJK28Ry6h2H6lwcFjVN3Tzz4V58vRQ8c8cUF3FMu7/SYrViNJrhqHF83XlDWLO7koXTXbU7apvVqG2ioMfKcP+jMCjMl/efmH+mX8Zvwu6sAGeR1+PRpw4Ls9nM0qVLefbZZwFQKpXcddddffkU5yRGB9X7CemR7M/v3SBeMSfZKZJ/x2XDyUgKISHK32WjunZPBZ+tLiAh2p9n75jCzNExHCxsws/bg2c/3IePUs67j8/jy3WFmMwWvtpQyOWzhcinyZY3LTuq9Wywv5JmlZYebRcfrszj7itH0aM10qzSMG3kIH7eWY7FCrtzGli+uZSGth4ykkL4913Omhtnkqkjo5k6Mlr8+albJ/PdpmKKq1XMHB1Da6eWwyUtxEf4M330IBrbesSIIEBbpw4fpRyNzkRGcojYEeTCqYkEByjx8VLw5bpCjlS0MyjMh3ceO3aN7YT0KL5cXyimq08bOYjxQyN58t3dgDDRH01NUzf3v7oNk9nC9RekcfW8IbzyVSa7cxoI8vPkvSfmuQg2nSp2w7Iv22H2NfZ0yjPNjRcN47VlgiDkzRedHV7uTrWelTuE2sZvfin+XRwWJotVjMLb8fbsNTxMDvOavUXaW8sPselADT5KOXKZFJPZgsJNy7ajGZYYTEpsII1tPcyf2OuMHJkSxpghYZTWdKDRm1B6yJ1SY+UyKQ8e1a6xL1BrjWI7sa9/Ke6XDgvHdFJ7ecayDUUs21CEQi7l/mtG89a3h9DozXy2ugCFXLAyB4X5EuSvpLhaRWKUP6W1HeiNvd/14Gh/nrh5AkaTmcfe2klnj4E7Lh1+Uq9p5Y5y6lrU1LWoyS9v+8MICJ8K9o5TIHTfASFjcN2eKowmwbGtN1po79KxN6+JI+XtPHzDOHy9FcilUsa4EYc2mnvnVkf7xJELpyZSUNGG0Wzl9a+zsSJ0EfFUSPFUyNEbTSyYFI/RZOGbX4rJKmp2clhUNXTxwco8EqL8ueXidCQSCV6ecl5/cBard5YzIiXUpQPB+r1VYgnZgSONf/gI6wADHAt7Fwar1Sra945IJULZNIBC4Ww/+nopePneGRRXq5gyItrl2tT4IBRyYf0ePMhVr+29H3NptJV8rthS6qJZY7bNL1areztuS2YtzSot2zJruGzmUWWckt7z7c/RVwwUn50ZtHoTJxOa6NNdjkwmY9euXcdM9+vPrN9bSVGViivnph7XUwmwI7uObzcJwo9Xz0vl/MmJLue0d+n4fO0Rqhq6aW7vITzIi4umJnL57BSyipp57qN9KORS9uU3kRIXJKoAeyhkjB8agZdSwVfrC+nuMXDdBUPx9VLw4cp89AYzeWVtZBY2iRGTp9/fAwh6GmqtkWkjo9maVctU20QklUp49s4pHMhvZIYtklLXomb5phKiQrxE71eLSotGZ+TeV7bQrNKycGoi9vzNioZOOroN4nmnG6PJwrINhRiMFmaOHsTq3RWMTAlza9DUtaj5ZX81Wr3Jqa63uvEQ00cPoqNbL4r6SGz/u+HCoZTUdDAiOYxf9lWRV9bGNecNYfJw4TN8TSVsWFs7dXy3qZhmlZZrzxsiiqGCEGX+dmMxSxYMwWi0IJdJWbG1lE61ngBfDzrVBhbNSEKnFwRe7Y4qVbdOXHDsn61dE0DVrRcM+9RwtHqTU5eacx0P+dkRfbXXfwOs2FpyVqQw+3l7MCI5lJzSVidnXV+hM5jYnlXL0bZGa6eWV788yJCEEFLjgvD3VhAd7kuGLSXV7gjs0ZnEKIvsJKS51Roj9a1C54LaZjUjbCmqBZXtZBX1it+qtUZyy1qZGxzHi58fpKyug3uuHEVBZTstHVquOy+tT1og+ijljEoN41BxiziP9jcmpEcRElBAe6eOK+akoNEZRQ0jo8mC1WJlxphY1u2pxGK1Eh3qhxUr156XxqSMKHbnNrBuTyX+Ph60dPTWIa/fV0364FC+WFdAcbXgFFm2oYg/LxqOt6f8uJoEkzIi2ZVTT3iQF0l9rAB/rjJnfCyrdpSjNZi52laiGhniwwPXjObbjcXst7U0NNicSs0qDXqjmRB/Jf9ZlsW3G4UoqGM2y/SR0SzfXIzFYiUqzJvXv84mfXAI8yb0OgunjohmXVIoh4pbRAE+mVSCxSq0bJ88PIphiSHc8e+N1Lf2kFvWyqwxMWw8UE2LSktrh5ZDxS0cKm5hyvBoUVRwUJgvt182Qnyeoqp21uyuZMrwKMYPjWDdnkp8vRQnLLUdYICznV059ezPb+Ti6YPFjm8nS3O7hr+9vg2ZVMobD87G39c5i2HwIH+2ZgmZGO46Mk1Ij2RvXiND4oPcrsEl1Sqyi5pJjg0kPtI5M+rnneWiI/PnneW2zmC9OK6xwW7arl45N4XWDi0jkkPdZgjX2HRs7FmVjrR39q41+j7Wszg7QmAnj0Zn5JPVR/DxknP9eUNPypY6W3AsyY+N8KW++sQ6l31eEnLTTTfxxhtvcM8996BQnBubp9rmbt78Tmh/qerW89Stk455brfGwEtfHhSzxN/+Pof5E+Jd/pA+X1PAxgO9Kuz0GPn45yPojRauWTCE//xtJn99cQu7curp1hhY+pep/LKvitW7Kiir62RYYrAYWfFSyrnxwmHEhvtSWtuJVCJx6lJx5+Uj+G5TCWnxQQwK8+XB68Zy5+UjnDa3yTGBThPmO9/ncKhE2AhIJRJGpoYybmg4y9YXipvlioYubrskgw9X5Ynpp2GBXk6ppaeLLZk1fLepBIA9ufU0q7RsPljDiORQF22Nl784iFYviP44DhoPW6Q3LSGY2y7NYPWuCupbesAqfF89OhObHL6zklqVmE3xyPXj2LCvikHhPny6ugAQPNt3XzlKPP/9H/PYf0TInnnr4dm8/X0O+eW9pUBP3jKBXYcbuPb/1uLlKeele6YTHebLiOQwbrk4nYa2Hq5dIKS137V4JA++vg2rFd79IRcfpZzS2k7+tDBdzJo51ymvVzHMTW3m6aa6qbczSE3T2dElRCoVlMO1ehPeSkWfZsoUVLTzj/d2i+PGU9Gbwm02W9mSVceWrN5Wp12VKnbl1DNt5CAnUd8l84fQ2qHl0pnHb+sMUNuiFh2nRVUqLpwiOIGjQ31EZ5+d9i4du3Pq2XFIeA1LP94vppBKJRLuvHwEp4pEIuGZ2yej0fVfJ6GPl4IPn1yAwWhmd0491zy5hmCHuXLDvmocE+4qbJHtj1bls/lgjdgy82haO7Q8/9kBp84te/Ma2XighqEJwfz7rqnHNKxmjI5h/LBIPOTSfmV8nSkq6jt5/K2dWKyw9M4pZNiyiw4Xt/DC5wfETD6A2HBfQag7LZxrnlzjlDnx6Js7uHXRcLHW/Z0VuTS3C+v80o/2060xsvFANRlJIWLHHxD0opZvKmHX4Xo0epPT8xVVCfaJo8BedlEzn60R1scQm2i1TCYhPPjYZY2vfJVFQ2sP27Pr+PZfF/LVsxcgl0mRD/x9DNCP0eiMvPT5QcwWK2W1Hbz58Jxfdf1T7+8W171/friHV+5z1qn7aNURrFaho8e7P+Rwx2XO696hYsG+L6lWuQjFN7VreO1rIQiXV97GJ0eVKY9MCeXHbWWAoE1zNHctHoGPUo6fjycXTnMN2H6xrpCyuk7K6jq5cGqi05wCvaW1FjfZF45BQEfdjT8i767IZXOmsCfx9/Lgstlnb1e/o7HbjwCF1SqOXywo0Ocz/hdffMGHH37ImDFjmDlzJrNmzRL/66/4enngoxQGRnjQ8fUCPBQyAhw8nV4ecreGV3iwt9vrd+fUA4JX0s9WO1ZcreLmZ9bz328PUVbXKf7OPr/YSxSev3s6yTEBeHnKyCps5r5Xt3LTP9ezJ7eBQWE+KORSzLZI/YmMbMfXZ7Fa8fZU8N6Pefy4vZzBg/yJCfdl0czBeHrIxGwEgEnDo0iLP7GIXl8THuQlRmztHlsJ8Pjbu6hvVbMju468MqFW3v7ewoO8+L8/TxTv0aE2sOuw8PlfMj2J89ykeft49U6QjobY0MRg7lsymonpUaIhFWF7npzSFnYcqiMsSJhovZVy/Lw9XP6WPl19hC2ZNRhNFrp6DKIoEgiaKXctHkmgn+C5ThoUIH7vgb4elNoi17tz60/6M+vvGAxnh1q0t1Lu9vGZRiKR/C5aMplFTU6LjVQq4URJdfaxYP/7BZg7Po6IEG8efmMH767I4d0VOVz999V8s7HI5frU2ECC/IS2xCMc6mWD/JVcPT8VD0XvHDsozNdpAxToJ/Rth965si+QSCT91llhRyYV0vD35DZgsQrOBrsRGBboRWmNa41wp9ogalMci+CjukbZld0LKtvZl9/I1swacS0ymiw89f4erv3HGnbl1OPl6X7NHMCVwyUt9OhMaPUm8iuE9ULVpePpD/aIzgP72ExLCGJoQjBFVSqXMo/S2k7+7709aGzta2MjettF2zcIft4K9uc3suTvq3nhswNYLFaiQ3259+rRLh2rJBJBeM9osjAyRRivAT4eDAr3xf7VOjo5j9cpKMI2Zs0WCy9/mYmHXDbgrBig36OQywiyrYcRwb++FZvjJj82zDWDwjEDNSXWNXvDPv4sVpx0uACaVb3dvzq6XYMdUaG+yGxrauIg162ml6ecEclhDB8c4laE3m4P+Hop3K6h9pfjrupX7aB3cLaUBZ8pGtp6A2QN7X1bHnM6UXW6dopxR59b1y+99FJf3/KME+jnydO3T+bt5YeF+tpmNa9+nUV1QxejbIKYHd167lsymobWHjwVMjxtBrSXUs5VT/xMgK8nT94yUUytWjI/FS9POSu3l+KtVBDo50lzu5ar5wtqwb7eHrxw93T+t+IwuaVt6Bw2CN6ecq6al8rw5BDyy9uZMiKanNIWsCJuXN//KVdMAf1oVb54bWVDFzcv7K2z71Tr+ecHe5FKJTx+03gxG+Evi0eQGO3Hml2VGEwWpoyIYnduvdAxpFNPh1rPO9/ncPeVoxiRHEqzSsOM0YO49rwzo/w+KjWcV+6bgdFkISU2iP9+k83WrFoaWnt4d0WOmDYuk8KL90yno9tAUkwAH67Mx0MuxWAz4H7aXkptSzc7D9WzeE4KPl4KerRGenQmrlkwhHFDw3n+s4O0dWiZPiqaR9/cgdJDRlSoL7mlQsprWnwQTe0awoO8uPP5jWKbVF8vBedPjqemUc0Lnx/kvqtH06LSklfehlwmFTcKUgkMTQxh8vAo8f2ptUbKajpISwxGozNS09TNC/dMp6ymg+FJIbz2dTYlNSquctNi6lxl1JCzQXHTuX2n9RxfQM0WKzWNajwVUlG3QG8wuc2lDPLzxGA0462Ui0bPaw/M5N0VOUwbGc2KLYL4r9UKP++qEK9btaOcy2clc6SincGDAvDz9mD1rgpR3PNQsSCqCbA/r573fhBacEokMGV4NFNGRGOxWBmeFEJFfRd3XD6cID8lqi4do1IHNBHs5Ja18sGPeaTGB7FoRhK1zWqC/ZVcsyCVw6Wt5Ja2OhmHMqnQIjYyxBu11kh7p87JYJRIEJz1VqhvVTN5eBRjh4SjNZhYtqFInGOf//QAVnrXoqqGLrIKBVX4dbsr+22JzenkP19noVKbuWVhOkMTgtEbTESH+tLRraOgsl0ouzFbiQr14aKpCXSqjazaUcYv+2ucnIuDwnyQSiXUNKkxmsy8/nUW9a0aFs1I4r6rR2M0m5k5OoZPfs4nt6yNZRuK6NGZ2Hm4nj9drBWznm6/bDh78xqorO9kT14jRpOF8rpO/vTMev55x2RmjIlhcHQAoYFezJ0Qz4a9VfRojSg9ZOgMZp77aD8PLBlNwiB/3vjmEIF+njx47ViUnnKe+NME7n1lC41tGnbnNNCs0rhEZAcYoL+hkEuZNnIQu3PrmTbKdc7rUhu45bkNGExmbrhgqEv70NGpYRwsEObNMWlhLtf//c8T+NdH+4gJ92PmGNcyVUdx26NJiOrN0I5zcF7a+WR1vqhD8emaApey91U7y3n/R2Fdfu7OKYxMcX59E9Oj2J/fyLDEELfCufZOQe6qBzOSQhmeFEJpbQd/6YNsyf6Mo7MnoB93QRuZEkZHc9UJz+tzh8WECRP6+pZnBbmlrWIv5M/WHKHYpn3gmBa7akc5xdUqmtp7NRz0Ns+RVq/hp21l3Hu1oOorkUg4XNJiq/3Vcc9VoxjikJlgtVr577eHKLQZHyEBSi6amsiyDUVo9Ca6egx8tb6IzMJmvtlYRI/WRICPB8MSgymobBedFTKZRJxYQKgdd+Q/X2dRYmtNuGJLKbfZxNGa2zV8tOqIGInZk9vAYzeOp1tjEEsv2rv0PPPhPuZPiCO3rJXvNpWQEhvEpIwozgQpsb1RnivmpHC4pAWpVCL2dQfB4H7n+xxefWAWB440imnjdsamRfDF2kJA+J4vmT6YbzcWEx7kxbINRazeWU6XLXK1YV91ryPJ5hD5bG2BeK//rch1Ur9Va438sq9aNPI3Hazm/26dxOaDNSTFBBAZ7MPOw3UMTwolwNdTTIezWq088sZ2aprUjEoJpaqxG1W3nvkT4rhybiqltR3syxMipMcSSDsXWbOrjLuvOv3lR0fTo+0dU91a03HO7P8UVbWLWTwKuRSjyeI2CgJCt53vt5TSozPx5fpCxg+L5NOfj7Als5bMwmankoF5NgfElswaFkyM54XPDrIvv5HoUB/efnSukxCxY4u2HYcbxMcSJGJnpuyiZrHz0pvfHuaDv893qcP9o/PNL0WU13dSXt/JBZMTmDU2hi/XFVLwXptT1tzRaPVGtzpFViuijhEIa8ZD143FQyF0oRLPs/27LbuOmxemExfpR/rgEIqrVW7b8w3gSl5ZGx09ZvbmN/D3P03gLy9s5sXPD+LlKUerNzFmSBjldZ00tPbwwU/5eHnKxLXKMZgaEuDF364dw83PbMBqhd25wjj7dM0RPn/6fNq7dLzw2UGxzSAIjqvRQyKoaujm2Y/2YrU6l1Y60tlj4IctpTx0/TiH6yXi6xgSH8ThklZMZgsvfZlJQpS/mG2x83Ad8ybE4+Up59KZyXzwUy6jUsMJ68MsqQEGOFOoNQZ+3C6UVfw/e+cd2FZ5tfGf9vLee8Qjjnf23oMsRgirQCFsyl4tFFroRymFMlugtNACpYyyV4Assvdy4iS2YzveW7a8ZMva3x9XupYihSTgQAJ5/gA7V7qSdXXPe95znvM876467KO39trnB8WCwntryn0KFm98OZhrvvThfqYdVZT4fEMVAxYHlQ3dVNR3+jCfgwOUtHWa0GkUPow2m4e9sMkfk9UjzfTXpOnzGA3z5wDx4gdFdPaa2VLcxOE63/f2bQyLZr1RXNvfXXWYwoyJvg/6maDNg1VR50fv40xBUXkrqScg4TLkvDqLxcJzzz3H7NmzGT1a2Exs3ryZt956a6hf6geDze4gJzUcpUKGWiljUkGcqGwfqFUQoFUgk0oozIxidJb/rq8EYe7L6lHRLHRRJWPCtcRHeVO6XvpwP2U1wgyoTCrh1QfnMjorWkwK6lp7RUcJ94apu8/C3b8YxaM3TkQuk6JVy3n2zmlcsziHyQVxLJ2VztULBxkQTqdTtKcDvMREWw39XpvfzfubePrtPSRGB/LQNeNEKhsItFSnUwgylfWDyvOnEnYP1WO7HwXk5Ngg3vzDfN54+BwfF4KKhm4+XlfBsPhg8e8Ymx3Nb345hkvmZJKbJmyIRmdFc9nc4Xz4xGJCXLTYHo9ArFXLRaq5GykeKujBOqH6qfMYE/AUnNOpFWhUchZNTiUrOYyQQBWLpwyjp8/CNX9cxbWPreLpt3bz1dYaml0WUvVtvWKnefP+Jm788xre/LpMDOz1bWdu0DpZRH4HGuWpQKB28Pq6r/npggHL0BZQEqMDxZEqf8rjMLghWb65moRIoTvjjou1LcJmxLNYERak4s7LRnLnZSP55C/nctXCbDG2tRj6sVrtjMuNcb1+ADNGJ4jPvdTDv35kViR2uwfN1YWTEeayDPHndTrDfU3iI3XEhGs54nINOVaxwuVWjtXmRCGXHncMaFhcMDKpkPCmuyjJnh0zs+uzVipkPHHrFD56YvEJCdYO9Xf6TIRaJUchl1KQHslnG4/Q2y/cT25tps5eM90e95jJ7P8emJgXS3iwRhyzco/yjM6KYvuBZq754yqKygeLFREhal773TweuX4CTe1GcWPhzkvcI5PJMYP5zNhs4d51Op3Y7Q6uWpjNJXMyufPSkdx3xRjmegh5SiSDIyz/+apUdCFaNDmVj588l0eun+CXYn4s2B3OE7Ka9pdDnMVZnEpo1QpGpAgb9aPdcABmjh1c5zL9jHRkJQ826Eb5cVMa43L/iQ7TiqL9nuhy3Vv9JqvPaIW+yyTe2/5GQjydhTKTQ32OXzgrg8vmDefGC3K9mMJueI6rqJUnJ55eVjM4Kv1to2Q/B3iul7M94uiZBq3yxPLmIWdYPP7447S2tvL0009zww03AJCRkcGf//xnrrzyyqF+uVOOD74p582vSpHLpCgVUh66Zhz56ZFsK25iS3EzAxY7T9wymehwHcEBKrKSQ1m7p57uXjOXzs3ko3WVyKQSpo+M5+m39wJ7WToznb4BKyu21SKVwl2XjfKhRRVXtos/335xITKphJTYIK47L4fy2k66jGbaOk2EBCiZPymFhlYjuWkRxITriAnX8eYfzsFud7B5fxOJ0QE+QoydvQPc/8Jm2rtNZKeEkZMWzuIpg57HhZmRXDZ3OB+vrxDZGlabg7IaAxfOzPASuYuLCBCFOLNSfIPXUGOLq3gSH6kjOkzLzpJWLp2TyZUL/I+j3HnpKP75SbGo/wHw+vISlm+uRqWUIZNKiI8KYGphPICoHSKRwLJHV2KxObh5SR5qpYySGgMSIDMplBuXCFTz4go9m/Y3Mi47humjBPrs6p11NLcL1U+z1cH15+Wyr1xPcKBSFO482sLU0DPAym01fLapStgM2oUu5IaiRq6Yn0VNUw+LJqfS0NZLUbmebQeE7nJ7Zz/nTR2G2WrnXI9r+FNHRrzvInwyKKnucHV1k3x8wk8GAVolvf3CRkHnx7P8x4DN5mDZH1fSbbRQmBnJ75YNDRMlUKvkrksLefDlrUePvYpYMCmF5ZurhUKBy4LM6XByz/MbqKjvIjZcx+LJKfznq1IsNodXodTtMHXHpSP5YlMVE/NiUasEzRcJwliVp/VyWLCaxOhA6lt72VPaxgW/Wc7vlo3z8o7XnaCuyBvLS/hoXQVymeBb/1OnnS+Zkc70UQkEahUo5LJjundIJPDXe6bzt/f2UdnQTUFGJNefn8uW/U289OF+r8fKZBLUChl9Azb0Xf1c8JvlAES69HoSowOobREYb0e7gJyIu9iyR1fS0T1AVkooT90+7aT/5p8Knrp9KjK5gqrGbpHxGBuhY87YJKqaurlwRjoPvrzFi/WQOywMkHCwqoPM5GDu/cUY4lwFxYtnZ3C41oBU4uTZu6axZmcdf3pjp/jc0EAlnb0W5DIpVz+6irnjkshKCSU1LkhkngJcMns400fFEx6sobHNiEYlIyxYI+YbHT0DPHTNOH7pWqvf+rqU1TvrSIkNIjE6kMvmZvL68hJ2l7bS1Wumoc0oOg6crPvcgSPtPPqv7QTqlPzltql+3QgAXvxgHyu31zJ/Ygq3XlRwUq9xFmfx3eGkSS/Ewpom3413VKgWqVQoFLsLG54ozIwUmQYFmb4jIV9trQGE5qO+s48AjXe8VchkYm4vLOaD91dafDABGgVGk9Wv7fG8CSnsLm2jo9vEHReP9DleWd/FZxuOoFPLGZ8T66PZ97vrxvPmV6Xkp4d7jZ+cCGQexY6TqF3+JJGTGo5cJkGlkJHkxwnmTEFKXBCmruM3W4e8YLFmzRpWrVqFVqtF6koso6OjaW09vmXJ6Yi1u4XNpc3uwGZ3UFzZTn56pGgVZrU5KD7SzkUuSlNJtUGky2490CwKM270GD1Yu7teFCFzOAQ/8Zyj3A6uWZzN+99UkBYfTHjIoIDZBdPT6TaaufKRFYAgFFle28mvrxzDI69u59+fHyQiRMMj109gxbYaUcl39phE7vrFKPE8pdUGmjuErn1okJrdpa0UHW7joWvGExGiQSKRkJ0axq6SQK+NflJ0IDc+vgaFXCp2LqeOjEPf1U9GYpvOAeQAACAASURBVCgjfwBdgY37GrDZHdS29Iq2R2v31IsFC7PVzuNv7KSxzcjdvxhFzrBwv91AfdcgrfnT9Ucoqerg1osL2eaixa7YWiPSlxv0RnLSwilyKSsH6ZQ88so2JubFctOSfKYUxlNWY6C4sp0JubF8trFKPLfN7sBud/DIDRP4eG2F+O9KhZQt+5uEcZBwHU/8ZxelLlYNCJ1qt3rz5Pw4LpsrWNblpUewYFIqn6yvZOO+RpbOTGdKQfz3/2DPMJTXdTNqxHf7uw09Azz08lZsdgcl1QYeXPbdR9nchSmAJv3pIXzU3NEnFhXdYrNDBbd7EIBSIcFi9dAxAJZMT6O+tReZVCpSyT/eUCmOpjV39LG7rE3UNKio6+JPr++gqrGbWy8uZNTwKHKGhXvFxLW76nECpS7HkRku++UjDd0+hb+P1pdz3Xl54u8BmhMrRm0sagAEhsHGfY0/Cz0YT3HMGBdjSS6TMqUglvUupxenE2qbe0V9pA17G2jUG6n1092y25302YU1z9Mxwr0m1rYYCQlQ0TdgZVphPFuLm0iKCfTbAQSobOjiqf/uJjxYw+2XFNDhGrEs97Cj/jlCo5KjUikJ0imRSiU4HE5mj0nkEhfjyGqz+4xoHKwyiIzC8tpu9F0msWCx7UAzZqsDc7eZIw3drN5ZBwj386SCODGGtHQI8W31zjrxMZ74eH0Fi12uAPFRAewv19Ni6Kez1yzmG1v2N7G1uIlVO2rFomdNcw9P3jYFrVrBFfOz6DNZSY4N8rtRO1FsLW5iwGJnwGLiwJF2vxbnMJjjrd1df7ZgcRY/GFoN/SILqqS6w+f4hqJGkdW2bm8Dv1yY7XV85fbB++/LzdU+OhKe6+LH6yq594oxXseXLc7mo3UVzBmb5DMSUtXYLeoX7S713but2VUrOt4997+9/OlXk72Obz/YjMksiAEXV+qZc5SAfZO+j6rGbjRKOQ6H81utro9GYtSgpkbkMYqQPxf8/aN92OxObHYb//26lF9fOeb4TzoNMWA+MYbbkI+EKBQKkZbrhsFgICTkzPRUv2B6OkFaJYFaBfGRAWKivGhyClKphCCdkikF8bQZ+tl5qJkBq5WslFCiwrRcPCuDmDANESFqphYMiupcODOd86elIZUKKvOzxyah7zRR1zKYAE7Mi+OyOZms3F7LQy9vZdWOWmqae+joNhEcoCLGoyvZZbSwcnst5XWC+ndzex9rd9d7CXV+s7veyyKoICOS7NQwIkPU2OwOqpt6qGzoZrPLJWPVjloefmUbRxq7yU0LJ1Cr4KJZGWzc10hzRx9mq50AjYKJebGs2VlHo76P/RV6Hvz7Zt5eUXbKrgfAwomphAerKcyMZO64JHQaOedPHbRGPFTVwd6yNloN/XzpEvNbOisDmVSoRA5PEr6LsRHeVd/yui4e+vsW8XcnQgU3PjKAqQVxyCRSYiN0pMQGUV7XSUf3AMs3V7NmZy1vrSjl1y9s4pFXtlFaYyArJRStWo5EInSFh6eEou80MX20ID4WHxlAq0Gw/7vz2fX0maw+1FW7w8l15+XwzJ3T/PpoL5mRznN3Tf9ZFisAMpK+O5tH+KyPbZ11MlB4LPZHjx/9WEiMDhTV9SfnD62mzIxRiUSEqAkLUjEu+6hzS6CioYtli7LFWAl46egAFJXriQhWI5FARlII2w+20NZp4otNVfhDnoczyO6SQT2LzORQRh7VXZo2MpFh8SGMzY4mLEjFJXMyKK/r9BKQ9Ifzp6UhQdgMzjuD6ZXfFVctyuaBq8byzJ3TuPnCApF6r1LISEsIZtaYROQyoYh6uLbzmCNB6YlCx+xYyWSX0YzV5uCdlWX8+T+7uOf5DXT2+FcJX7m9lqb2Pg4caedIYzcpsUFIJDAuJ0Z8jMVqp7yuU2wC/JyQGhfMU7dP5cFlY71m3N3dVQCNarAj6ckk21jUQFF5G0caupg7LpmwIDVpCcF8tvEIVpsDqQQumZPJA1eNZenMDIJ0CoKOM/LWbbSIRfd1e+r53T+3cv+Lm8EJ2alhRIVqmJgXw8rttV4MrUWTU0VHo/SEEP5y+1RuvajgpDYyRyMnNZzIEDXDk0KPOaoLsHRmBsEBSpb+TOzAz+L0QGxEAInRAUgkMLnAV3Rz/oRkVEohnzh/mq/19y/mDd7vV873ZRe7R5slwNWLfI+v3llLS0c/q3b4ih06PVW0/aRHn60/Iv7s6WbnxqwxicSG68hIDGHMiBif45+sr6C9y8SGogYaTnKM2dNpTPc9mLE/BTR5NMvKPJqdZwLcLokSIDXuxPTFhpxhMX/+fO6//35++9vfAtDW1sbjjz/OokWLhvqlfhCcMyGZcyb42lted16e2MUrr+vk1y9sEjc+afHB/PuhubR3mWjvNmOzO/hyqxAUEqMDuWC6sDD+4pwsQJjrvvnJb7BY7UzOj0OllPGLecMxeCRx//i4GKvNgUYl4/m7Z3DTBXk89voO1EoZM0cn8O/PB51AFHIpY7Oj0aoVrNhWAwjd+j+9voOlszLITg1Hp1Hw5G1T+dPrO7yEQzu6TTidg1Q1gHPGJ4uzUjsONrNpXxMRIWr+cttUJBIJ9/1tIyAkop29ZkqqDcwem0howKmxeCzIjOSNh8/B4XC6Nvs2ymoNnI8Q1DMSQ4iP1NFq6EejkvPM23u4ZE4mnz51HgBXPvI1gOgz70ZCVACNLoFOt1jpORNTuGVpAbc/vY6a5h6kUgkPXj2WZ9/dKz7vr+/t89qovr2iDLvDyc1L8lg0ZRjr9zbwwEtbUMgkPHv3DP567wwAbv3LWkCwRy2p7uD+q8aybk89fSYrH6+vJD0hhIWTUlEqZGLHLOBnHqA90aDvYfSI77YZDw/W8OhNkzhc2+k1Q/1dkJ8Rzp4ygXUwMjPiOI/+YTBgESj54D+h+D5obu/D0D2AVCrh8FGdbqcTnvjP7hM6zx9unMh/vyplx6EWlAopNruTKX4SN4ALpqexpbgJfWc/kz0KdCqFjMLMSKqauuk2WlAqpMwZl4RCLuXh6yYAQuz8cks1UWFaXvr1TNRK/3Fpzrgk3v/mMD19Vv7+YTEPXvPTFJA+FmRSCZML4ujtt9BlHHQAMVvt3P3cRmx2O3aHkGAEB6oYlx3Nqh2+XfbK+m4kQHu3iazkUMqOwYZoFwWp7fQNWAk9ygp1zc46GtuMyGUSQoPUjEgJ44X7Zvqc5//+tZ3iynZy08L58y1Tvt+HcAZCsBQNxel00tVrJjhA6SVSe+25uew93Ma2A83UubquUqmETfsaxes3MjMSQ88AfSaryJxUKGRc7spRlsxIR9917IKiGzHhWnHUx+BhVbdqew3tXSbOnTrMp0A8tSCOm09A7f/jdZXUtvRwxTlZx7SFF19vRy0vvL8PtVLGozdNIuhbFPSvmJ/FFfOzjvv6Z3EWQ42//2b2MY8dqurAbBGKwmt21vkULdzMIID1exsYf5RWxOPHiYUVdYJmUVunSWTyuhEXGSDmwEkxvs2y3LRw6l25sr8ipkYlRy6XIJVK0Kp8NSrauwZjg78mj1wmwWZ3ovRzzJPx3XoGW3kOBWweOoNu/aIzBe713wnou31FvP1hyHeUd999N08//TTnnXceJpOJc845h4svvphbb731uM9tbW3l5ptvprKykqKiIlpaWrjkkktIS0tDoVDw2muvDfXbHRLUNvd4LcJu4cPmjj6fLlRDWy9Wm8PrJq1v7RW7Q1uKBYbDgMXGfVeM4aN1lV4CmCaznQa9kXHZMXzw+GJkUglvrSj1eo3UuCBRdffK+Vm85dpA7yxp5eCRDuZNSGZKQRzDk8N8RDIPVLbz7Dt7Wb+3gbhIHbNGJzJ15GCndHxuLO8/vhCZVMojr25jX7meiXmxFGZG0meysnl/E/GROqEK6jy1HS+LzS6yUiobBv+OQK2Sl++fTV1rD7c9tR4QiilXzM9ix8EWkSrvKTR0wwW5hAWqefK/wmbLbncSG67llqUCRbTFRWd1OJy8+OF+cdRnEMK53IEWhE4zwNb9ArXaandSXKEXhTlz0sLFBLK1o5+x2TFcPDuT9XsbuHhWBhfOzECpkNHZM8A9z2/A0Gvm3stHMc3jevyc0dL+/RarvLQI8tK+f4FB3zm4+Lb6cU/4MdDQ2isKT3Z0+4pmfR8caezG4QSH3ek1VvVt8LRBdUOChIp6YTNrszn432ML0aj9d3CDA1T884HZ2OwOFB4zrGU1Bl73cKCw2hwuu8TBpc0d49oM/fT0WY5ZsDD0DNDTJ7Awth9qps3Qz4rtNeQOi/A7x/tTxLo99Tz/7l50R43ReAqXOoE3Hj6Hx1/fcczzOF3/cRcr0hNCOH96Gs+8vcf/44/q4nX2DPC394twOoUGwIS8WHaXtvltHrhdrn4owefTFc//r4i1u+uZkBtDoMcmoqS6w4e953A4vYQ43WK4ntf58nnDvRgOnkUQQBxF8cQtS/NFPa7FU4dhNFkZMNtE2+J/f36Ii2dniI+/9txslszI4Hg4VNXO68uFpozFauf+q8Z+6+Pd+cCAxU5Dm/GYI0dncRanKzydedz5pyc8dS9Ka0++u+5551osNq+11zRgF1mR/lhOatXgGhqkVfkcf/K/u6hvFQoary0v8SlIdnoIeda19hIb4W2d+uhNk1i7u445Y33jfXpCCFKJIKztr5jyc4LnNew/DoP0dIPn2tFjNHMiXLohL1golUoefPBBHnzwQQwGA6GhoScslhQSEsIbb7zBbbfdJv7bpEmTePrpp4f6bZ40zFY7G/Y2kBwT6GU/2qg3MmCxMaUgjuLKdqQSCdeelwNA7rBwZo5KYHdZKxLXDXbFOUISsHZ3PeFBavIzIrDZHCTHBIp6DCAIWSrkgsjna18ccrlwOEmJDRLpje6ix3lT02hsM7KnrA2z1c6Rhm4eeGkz/3fjROaMS+KjdRVictJvtvHphiN8vbWa9x5fzK0XF/L5xiO0dPTR3NHPkcZu6lqFQNik7yM5NshHlVvh8m/e59JzKKnu4Mr5I5g2Mp4r5mcREaxBrZRjPoYy+feF1SZci7jIAG65qJCtxU2cP927+iyRSAgN1BCoVdDbbyU8WM1vXtiE0wlalRwnQmEnJFBFsE7FnLFJfLK+0isJi48KZOehFsxWO1cuyOKtr8tISwhGLpPS1WtGIZditzvQqITRD6vNhs3uZGRmJD19FpGi68mK0HosChNzY/naRd2tahKqxodrDWJSv/dwG3UtveSlR4jVyJ0lrVisdmIjAggNVLG/Qs/EvDgvmtzPBflpp8cmcnhyqFh4yvoeYypDCc8OpEI+tMpUbuHXfeV60e3DrbfiiZBApWhzOWtMEkE6JWt316PvMhGkUxAerOa2iwtZvrma6aPij1mscEMikXgVK0DQYFArBy0b1Uq51z3WP2Cl32xFJpUwPieGPWVtTC2I88tUignXEaRT0tNnISZMxwsf7GNfuZ5P1lfy2u/m+TAAforYVdKKw4noOqGUS0mLD6bfbBPXJ61azr8/PyDqOHlCIZcIuhhO4Xq1GvpxAvPGJzGtMJ6KOkGDxGK1o1TI6OgeQKdR8OIH+6hu6uaWCwuwORyEB2sI1ArXwmK1i2OG4cFqH0X9Oy8dyaodtcz5GY7xeGKHq6Cws6SVKxcMZ4vL8nd/RTtP3zGVutZeOnvMPp24YJ2SWy8uZMW2Gqw2O83t/ei7TKzb08D8iSlo1Qo6ewaICFaLHc2Fk1PITgnjYJWBts5+cG0ectMihdwmWE1BRiRXL8qm22jm62012B1ONCo5504ZRpPeyMEjHby7qpz4yEBxxKfPZGXTvkayUsK8HLf2lA1u3loN/Tidzm/NKy+elUlXr5nwYDVj/TgwnMVZnA6ob+3lYFUHk/JiRXFZN266IJ+txU2YzHZuujDP57m/XTaWh/6xFQnwyPXjfY4b+y28+tlBcoaFMW98yre+D6XCe12NDNVw3Xk5FJXr+YVLO80TIzMj+cQ1FjLCj9C+vnOwmdTcbvQ57rnVlkt9WRTf1kzqNloGXcC+3zTvGQ/PRlBs5JklEi6TgrufHxGipaPl2x8PQ1SwqK+vP+axvr7BymBi4rdblqlUKlQq75t2x44dXH755cybN49ly5Z9r/f5ffDqpwdYub0WuUzCPx6YQ3SYFpvdwW9e2ERPn4URKWG8/egCr+dIJBLuuWI0vf0Wrv3jKgYsdoorO+gz2XjLlYBdMD1NFMZUyKXoNHKuXZwrWvelxgWjUsjYcagFhVyCxWbnty9t5tdXjhGV10MCVfx22TgMPQM89toOKuq7OFTVwd8/3E/R4TbkUikpsVpqmgcLImarg2seXckvF4zg0Zsmcccz68RjBemR7HYlCGt21gmMhY/2Ex8VwJyxSeRnRKJy0UXX7amnvcvESx/up6i8jd9efepp1G8sL+HzTVVIpRJevG8m50xIptto5qGXt2Cx2vn1lWOICtPicDiJjwygb8CGxWITu3g2uwOLTRBbvGlJHounDOPVzw7wuUso85al+USFaekfsPHH14QuYkiAkgGLnfLaTiblxxERIgR0t37Eim01vPrZASxWhyjM+c2uOq5amM2FM9M50tiNVCphVJYwb//vzw+y7UCT6HVttTsor+tEpZQjQYjDbpG7PWVtTMyLpbVDSAz/+t4+URujt9/KN7vrefqOn59ivuM0Wa1qPbRnak4TL+wBj2KhzTa0n1OQTsmvrxzD//1ruyjIdXSxAhCLFSAwx565cxoKuZQV26rJS49Eq5YzNjtGtD38LogK0/LCfTN58O+b0XcNYDLb2F+uZ4KLHltaYxA7PTsOtbD1QDM7Djbzhxt8vdv/9l6RWIC57eICsSssl0l9RMkA/vt1KVv2N3Hp3MxjCvqdaTh/2jCKDreJeh8Wm4OKhm4kEqcYq2RSCV9sEj6bQK2CnGHh4lih1eak1eDLuukfsCGVSpg7Ppnlm6twOGHJ9CRGDo/CZnPwqCvOvvl1Kfouk5dIct/AYOdIo/JNWSYXxDG5IM7vGvBzwlULR/DFpirmjkvyokor5BIiQ7U8cesUrnl0lc/zxufGUpARydsrSqlq9IhlzT3c/vQ6YsJ1tHb2C+sPkBQdwFdbavhqSw1P3DrFSxz33VWHeWdlGRIJ/OX2qWQlhxEcoOKl38xky/5m5oxLIjRIzaLJw9hSLBRUVu+sFQsWz727lx2HWtCoZLz2+3NEtoanw0dFfRdfba1h0WRvkUFPRIZqWLY4m2fe3sO9f9uI2WJneHIod1wy8nvpYpzOcBcBz+LMgMVq5/4XN9Hbb2VTUSOP3+ItXNnYbqR/wIbDCQ2tvpv+lo5+oZGJoGWQGuetE/ibFzdR32pk7e56YsN15KV7az25XUDkMonfe6KupZe6ll6v0XQ3mtsH93X+WJY2j16l1eo7quBJ+DL7Of7+mnK+2lrNuVOGsXSWNwMrUKsQGRZyP+vyzwlhgWqaXbHen87d6QzP4YP2rv4fjmExd+5cJBLJt/pdSyQSSktLj3ncH6Kioli5ciVKpZJbbrmFCRMmkJV14rOGBw8ePKnX+zY0Ngtz4Da7k6J9xUQGK7DanZjMQjJl6Oplzx7/dNdekx2L6w5u1RuQ2geDT21Ds/iz1eagq9eCytbC3r0eHQW9wXXcSVmNQLH972fbmZ7nK1QyKkVGbbMEucx7xq3XD12os9fMCx/sY/XWMhyukRMJMDFdQmuHktZOK6nhVl77ZDe1LQPUtvSytbiZjDg1V8yIIC3USUmQk+Z24bn7DrfyzBvrmOHnfQ0l3B0ih8MpjtJs2tcoWsGu3lnHFfOz2FjUIFKSgzxsDvMzIthd2uZ1rib9YADee1iP2WJjWNyg3VKXa4zEaneyoUgY8Vi+uVosWMwck8ibX5VisQ5u0tznjosIwDRgo7mjj7+9t4/bLykUi1Qx4Vom5sby6cYjrN/TwANXjeXmC/N5+eNi8Tzjc2NEF4sXP9gHCAG/zzWWcizBOoDiSj0fra1kfG4MCycdO8E7E3HoSDuTC3788RidhyVxgObU6LacLFoNgzHmVJV1rjsvx6+CuD8E6xTc8cx68Z5Yt6eBS+cOJz4y4DjPPD5iwnU4PZa7nr5BuumIlDAyEkNo1BvFWDFg8c/88tTjqG3p4a7LRjI6K4rMpFCfGXijycr7a8oBeGdl2U+mYBGgVfqIk7rHGgO1CqLCtF705Jxh4VyzOIeqph66jWYfZwo3Dla1s3RWBmaLTeyObSlu4pyJKUSFashPj6CivpO4yAD0XSavhLbPZOXey0cRHKDycdPyxGY/a8DPCQsnpYox/s2vBsekWg0mBsw2Hnxps09hMS0+mPYuE2t21nkVK9xo6zSJluX+8PryQ9x3xWjRAnjAdX87nXh9F+IjA7lkzmBCnZEYwoiUMGpbepjr4SDgjg9Wm+Cs5caCiSk0thn53KWhYbYcf157xbZayusGx4Qa2owsnjyM9MQzUwD+eFAqZJx772ff+pgvnjn/B3o3Z3E8OBxOsTtu8vN9NlvtYqz0p0/g+ZwBP8fd+heAnxFmgX0Iwp7GZnOg8Ch21TQNOgW9+ME+JuV7a0sVlQ/uTw7X+WoU2TwqFu4xS09EhWpodhVAjy60gNAMAPjPVyU+BQu7wyl+Lp7F7J8jZB7SAlLZmVuI7TaaCTmB1HlIsuuyslPjCqFUKlEqhURxxowZVFRUnFTBIjc314excbJwOJx8tK6CgEArSTFydGo5WyscJMYouXxeFo9FprK7tJXZY5N8ku+DR9pZs6uOrh47MWGCu8TkgjiKDrexYGI4mUkhmK129D3V9JosdBstDIsLYm+9gtljkhiRKoyehMf1cMfT63ACEonAxKg1SHh3s5GcYQJt6tK5mWjVCkaPhosW2Lj4wS+93kt0mIYAjZIjjd0kRgXQ2WvGaLLidEJpwwALJqYwPl9JRmIIE3JjmefSNjNb7YTvrqf8w/3iufosMkaPHs22A83sqxI271IJ9JsdrD/Qw4XzRpEaF4zZbB7SopEbF85Mp6a5h5S4IHaWtPD023uYPSYRnVqO1e5Eo5Zxy1++YVhcMFq1HLvDyeKpqbS4RDgfvHoca3bV0T9g47xpwwAYnRUlbr62HxSKSOX1XYzJimLAancp0XcxNjsafaeJmuYectPCufu59QRolUxxidUBRIaoCQ1SM3NUAv/8uJjYCJ0ogFjf1sv7a8qJDtPSauhn2sgEIkM0YoLeqDcyd3wSb68so6fPQnCAkrsvG8Vjr+2gxdDHHZeMZMv+Jowmqzi6YvsWl4t/fFxMfauRovI2phXG/6REO2Ojv/9mdyiQkRhC0WG96+fvbsM3lBieMkin9Cd6NRSIjQggQCPHaDr+5mHRlFT+8fFgLAgLUrF8UxXjc2NYt6eBGaMSGDk8is83HaGlo59L52T6UGS/DaOGR4oCgu4u4+odtVQ2dPHgsnFEhGjYX65nf6We+RNS/J5jwaQUXvviEGqljKmFCRyu7eSzjVUUZkRy4xJvSq5OLScuUkeTvs/LGvRMh+cmMVCnoNcj2XQ4nRxp6PZ6/JgR0USGapk5OgFDt4lvdtXjLxwFapX87b0iRo+I5tI5mby3ppy2ThNvLD/EQ9eMF23x+kxWPt94hJgIHe+tPkyjvo9zJqQwLieGd1cdprKhi6UzM8SOoNVm54EXN1Pd1M3E3FhxDSg8yjnmpw6n04nF5kDl+u5rlHJCAlV09ZopzIikb8BKg957Dl4qHRSws9nthAaq6DKaGZESRkm170x8UnQgmUmhXD5/OC9/uJ9dpW0cru3knZVldPaaaTX0k54QzHnThpEaG0xBhv9rUNvSw/LN1SyZkc7Eo4QC77psFF9vqyYvLcLr/pdIJFx/fi5xkQGYLTbOdbmCGfstvLv6MBHBGpbMGHT5WL+nnobWXnGc1e5iW8ZF6jjS0MXX22qYkBvrNV705ZZqGtp6uWROJqGBP517+ixOT6hVcibnx7K7tJVZY3wbL1nJQrFd32Vi9ljfcbdxOTG8/XUZUqmEsdm+Y0+Xzk7npY+LCdapGJ/rK06eMyycA0c6SIwO8CpWAGjUg1tDh59GtMrj8TI/Ix2pccFis3C0H5eQ4AC1WLDwd373iKm/c1d7iG56Oiv+HGH1KAxZrSdmDXo6IlinghOQWjtl7cDm5mZaW1spLCz8zucwGo0EBAibkr179/LLX/5yqN7eCWPbwWbe/MqXGVJUrkchk7JscQ7Zqf67Po+/sdPLi765vU/UmYgK1TBvQjJ3P7dBPB4XoaXF0E9VUw+7Slr4zyPzAUiJDeKeK0azu6SVBZNSWL65SrQfPezqIHy5pZpn7pxGcmwQSoUMpVyCxUUFf+G+mcRHBtDRM8C/Pj3ArtJWQgKU4GqcSBD0Nr7ZU8/7a8q5dG4mV5yTxaP/3sHu0lYunp3BH66fwONv7MQJXLlAsEhK9NgwupNUCYIDw6nEB99UUFHfJYqtAby9sox3/7iQ0hoDf3xtB1abg/pWI0/cNpnU2GAe/fcOOlw6EK8vL/HZgJwzIYX2LhOdPQOs3dMACMmzezTmqoUj+P21EwgJVGG3O+jtt/CrJ9eK3cgAjQK5TIrN7kDfNYC+a4An39otOpH8cuEIapt7MPZbRcu5/7thAqOyorHa7DTqjfT2W/h6WzX/W32Y+68aS0JUABHBGu54Zh1NLgreI69uozAzks37m1DIpVhtDkYkH3uTnJ4QQn2rkfjIAC+hpJ8CDJ2+QlQ/BjbubRR/3lDUcFp0dg8d0Ys/958iLRmZVIJKeWIFiw+/qeC683KpbuomLSGYVz89yPIt1Xy5tRqnU2CDPXbzJF79VChqWKx2brv4xNeOggyhYKGUS0mODaK2uYe/vS+wkTp7zTy4bBwFmZEUfMtG1u1bP2AR7scn39xN34CV+tZeZo1JID1xcFbXbLGLrKySagPdRvNJ41FnGwAAIABJREFUFVhOV0SGaokIUdPeNYCxzyomjuOyo300K6RSCVnJYazeWct7q8uPec6k6ACKK9rp6Blg9c467rx08Lq2H0Un1mkUonvWtJEJGPstBAeoePOrEpGVJpNJsdkcTBsZz66SVspd68DG/U188PgiHE6nl47JTx0DFhsPvLSZ6sZufrW0gK0HmsQC6vRRCdzzi1E+nzOAwyO/7emz8u/fzcVssbNmV73fgsVlczOZOjKB3n4Lew8PxpdGvVFkMjS395GXFsEN5/vO3Lvx/Lt7qWzoZvWOWt76v/leRfTIUA1XLcz2+zyJROIzBvLuqsMi6yImXMvEvDhaDf08++5enE6Ij9TR6LpPZ49JRKtW8Mw7e6lv7eWbXfW8+9gC1Eo5ZTUG/uFiNZrMNu66bNQx3/9ZnMVQoKNb0IkBeP2LEs6d4q3DtnxzlZjjPvvOXv7xgLejyKP/2k6/i1nx6L+28/Sd072O//Ozgzgcwvr38foKLjxK3NY9NtZm8HUJ8WQc+2NnJHmMH4QH+a57+ekRYsHCba/qCbddq1wm8ctKDdIp6XQ5Hh2NRg8Hw6OFvH9u6PBwYjq6mXAmodds5UR4+UO+g2lqauKee+6hrKwMiURCUVERK1asYNOmTfzpT3/61udarVZuuOEGysrKuO666xg7dixr165FqVQyevRoCgoKhvrtHhdhgWpxdvdoHG9jHhak9ipYBGgVaNUKWg39oqiYQibB6lLjjQ7TIZFI6R8w0m208Ow7e7j7F6OQSCTMGJXAjFFCFdZTPdgNs9XO3sNtJMcGYbbaUSkVWGwWtGo50WFaFHIpT7+1W6Q9G3rM3HXZSBIiA9FqhG7MUy6xx41FjSyZni4yDjYUNXLgSDsW19iIm0mQEBVITJhQZHEjITrgWy3EhgLujqZCLiSuTgSxPZvdwWOv7xQdVQCiQrRo1QqvGdjYCN/ZZoVcKD6ZLHaxYOHWkgBhhtYtbClzzbR7UqezU8OYNiqep/+7R/yc3CrLEgmMHRHNkunpPPGfXYAgZhfnYuRIpVL0nSaKytvExWFXSQvjcwrpNprFYgUI1L/7rhjNkhnpRIZq0HeaGBY/OLpyNO68bBTnTh1GfGTAT27eTyI5Pf6e5NhA8R5IPk1UqwO0P0xxKkCj8Fo0PREZokbvsi8LC9Kwv0JPVWM36QnBoritZ1zVaeSiy87JFj2njUwgNS4YtVJOZKiGjm4TKqUMs8VOePCJdUvDXI+Ty6QEByjRaeQi5TRQ552UyeVSr3XBM+acydCo5Lxw70yeeWcvu0tbsTuc6DRyGtt8tVkcDicHqzqO+/nOHZfMu6sPi7+HBqnE6zxy+LGFc2VSiVgECvdgsfxv1WFMZhsbixpE2003fmpF2RNBY5tRTFY37Wv0sjHWKGVIpRICtAp0ahl9A/6Ll4WZkSjkMhRy2TGv5+6yNqaOTKCirkscLZHLJIwaHuU1enG870N4sIbKhm4CdUqfzu7JYzCAbCxqZGJeHBqVHK1KTt+AjchQjViwcGt+hQepqW/tJSRAicK1JgbplGLD4VQ3XM7iLAA0KoW4hvjT5on20OAJ9SOqHh6sEfWZYiJ8BRfVSrk4ohwffmw2qkwm8RHWjwgZvIf92Y5arIP3nb+VzzMGFZXrfXSq3Oulze6k22ghOMA7ZrhdRPzlFpnJg40D3WkygvtjQadRiK6HceFnrmaTVikDy/EfN+RX++GHH2bGjBm88847jB8vKNdOnjyZJ5988rjPVSgUvPHGG17/5ukY8mNgS3EjCrmUqFAtl83NRCaTYjLbCAtS09LRz93Pb2Bibgy7S1vp7DHT028hNTaIh64dz/CkUKw2BxPzBNqXRiUnJECFXCbllwtGEB2m5YIZ6WzY28CY7GiuXphNaY2BFz/YR3vXAOv2NHDl/BE4nE5eeH8fgVold102kl8uGEFYkJqtxU3izG5SdKCop3CoqkMsKuSlRYjBUOqhZJaZGMK0kfFeqvuLp6Sy/UAzF83KQKdRcN7UYWwpbuKimem8/FGx6xyCu4Ubf713Bh98U8Gw+CA6ugdEO9WhwtYDzXy+uZbZYxJZPEUY30iKCUSpkBISoGJsdjRb9jexdFYGT7+9R6RIyWUSphTEERkq3MT3XTGapJhAQgKUomKy1ebgxQ/20dLRx3lT0/hs4xESowN5+LrxfL2thmsWZ2Pst2Gx2XE4nNzz/AYKMyO5amE2gVols8cksm6v4PYye2wS//78kFisCA9WEx2moaN7AKdTCMBfbqlmZ0kLcpmUR66fwKZ9jXyzu54ZoxJEO1utWk5ooEqkrQcHqFg0OZVVO2px4mTZwmxkMimZLjeK41FXZVIJGYmnh3PFUKNw+HcXaxxK3H7JSKqe2wASTooVcCqRGDVYxDqVdapj+aArFVK6jWZkUglatZwlM9N58k3BMnhPWRu3XVyAWiHnza9KaDH0ExehJT0hlGfvmo6+y/SdlP09RafCgzU8d9d0GtqMjPNDl/WHSbmxrN/bQF+/hX9+Usyk/Di+2FRFXKTOK3kEoagREaxB32VCLpOe0Eb5q63VrN5Zx6JJqae1o0WAVsllczNp1BsxDdjoMprp88OiSYgKYFJeLKFBap64dQqb9jWyaketV/HmF/MyuGBGOjqtglc/PYhMKuH1Lw6RFBPEnDGJLHLF9M7eAdoM/WQmDbqKvfV1KXsPt3Hl/BEsmjKM2IgAdpY08/W2WkDQV/hmVz2RIcJ1SIg6PUbEfmikxAYxpSCOw3WdnD89DZvdITIk3IJ2WrWCv947i9c+P8jWA4O6WdNGxjGlIJ5xOcKabuy3sH5PAxmJIVQ1douFCZVCyqEj7eyv0JOTFk5hZiQ1TT38amm+IEIdrKG5o4+0hBDG53x7XL7vitHsKWsjIynEi1ruD/Wtvbz04X4iQzXccUmhmK/Y7Q7K67qYmBfL5y4B2G0Hmrn+T6uZMy6JZ++eTk1TD2OzY6io78Rqc5AUHcgjr2xDJpVw56WFjBweJYrpxkUG8Pzd02np6DumCPCanbV8ubWGueOSmD06zu9jzsIXJyIG+nMUDNWq5aQnhHCksZuprtzdExlJg/adGQm+Og/XnpvDvX/diEQCV5zjy+q8/JwsXvm0mGCdktF+1lO3wHT/gA273eElLB0WpEGplGKxOChI92UlRns0/fzpUMVH6sQY5KkF58YF09PRdx0gJzXcr+Wwu1noTx83Pz2S687LYfvBZh66ZmhF/s80PV6bx1prOoZ+1OmK0AAFnUahIZQQGUhLo/44zzgFBYsDBw7wyiuvIJVKxcQjMDCQ3t7TQz3/ZNDbb+Ezl3NEQ5sRhVwmis84nU6W/OYL7A4nNU3d2OyDFcdD1QY+XlfBKpdoze6yVi/LUoDlW6rIGRbOR+sqcTicbCpqIiRAzTsry1DKpUgQaM7hwWpeX14iFiZy08KZOz6ZRZNTOdIw2NW4/dJCsYMwPDmU2AgdHV0m5o0fFLS6etEIHnhpCyCwBI62CLxpST5LZqTz5peldHSZuOGCPG64QKB2ltd1sWZXHRPz4vjHJ8VMzI1lxmiBYnn1omx2lrTw2heHkEgkPHbzpGNaEp0s3l99mIb2Aaoaulg4KRWpVMJ/vizBYnXQ1mniyy01ALy3utyL8WCzO1m/t5ErF2QTHaalvcvE0hnpXkF5X3mbKEza3iWIi5XWGJgxKoGHr5vg9T7ueX6DOIYyZkQ02anhBAeocDhA3zXA1uImJhfEsaGogbBANU/ePoXHX985+H5sdrqNZtd7c6BVy8VRo3dXHmZ4UigVDV0sW5zDgokpXq9984X5Pj7WQ4UmvZG3VpSRnhDMhTMzjv+E0wgtHb3k+1lMf2h8tbVGVMpesa2WS+dm/sjvCNbuqhV/tp+i5n9n74CPgKVGJcdis2PxoGr29ls5eKSDYfHB1LX0YLba+dt7+1AqpOLj3B2W1LhgUv0kON8FidGBJ6Wc/d6actEJYV95OwePdGB3OKlvNXKgUu+lst5nsorXPDhAKboZHAtOp5NXPz2Aze7kX58fPK0LFgDDk8NYOjNdFD/zh8vmDhetXnOGhfOno9htMFg4mzsuma+2VFPZ0C3G6cNRgZwrldBtNHPj42sYsNg5Z3wyt11SiL7TxHsuUdP/fFXCqKwoctLCeeTVbYBQkDaZbewsGfRCa2jzZ5/304dMJuX+q8ZS1djN+2vKvRT8O7oGB4Ojw7RMH5XgVbDYWNTERbMyxQ7ruj0N4mcaHaYRHV/MVgetnSb+8t/dvP3oAv540yTxHPpOEwerOoiN0DGlIO64NvZqlZzJBSe24f9kfSWHXN3aKflx4iz+X98rYt2eBmLDdeSmhYv3aquhn7dXlLFgYoqYq7lHdv+3+rDITh09ItqHSZEcG0Ry7LGJya9+dpD+ARs1Td1nCxYngbNioP7R0tEnjnys2F7DzUu9c7xn/rtHHLX+bHMV156f63X8X58dFOPt68tLRGF2N95dVeYaCbGwdk+dj7WpW4TaHyxWu+gu5k8QdHRWNFGhGrr7LH7F3D1H8vyFg7gIHZlJoWQmhfp1KCkcHknRYT2jsnwZeD19Fj5aW0mX0cyH31Ry+bx0n8d8V3yLHNxpiT6PcZ261jNrj61WKcFoRSLxFq7/Ngx57y08PJza2lqvf6usrCQ21lf05XSHVq0gOkxY1BRyqRf1XiKRkJ8ubMqPTrBlUgmjhkeLtmqjMqPRquVIJILSOghVQqlUQp5rvqsgI4LqJoHWabE5ePL2qdx35WiX/akTqVSCUi7llU8OcPMT39BtNHP1omwumJ7GrRflezEbVmyrobm9j8hQgfr43urDWKx20hJCxC5Ufob/gsJbX5eyoaiBd1Yd5oCrSAJw52Uj+fQv51LT3MPW4mae+1+RqDIMUNPUg9Mp0ITrhtDa0Z1s5KVHIJUKTjRupXiJBNGrPWdYOAq5d+BLigmkvNbAnc+u55o/ruKBlzaLQpVOp5PUuGBxRi7XdS3DglTER/nS6+I9PI6/3FKN0+kkNy0cmVSCQi6lpNpAWnww7/1pEa88OIfQQDWzXEJJYUEqMpJCufnCfM6bNox7Lx9FWkIIapcYosPp5DdXjeHjJxb7FCtONV774hCb9jXy+vISrwLYmYC0+GM7BvyQ6OodpC12GY/t2PJDIivp1CjhOzwG3wM1Ci+66NjsaF68byYfPr6IOI/7RSIRKOd/vWcGf79/FtVNglCWxeoQ2V8hgSreWH6Irt4TUF76jvg2FyvAO76DVyIVEeq9udGo5Ax3sZzGnAAbRCKRkO8SISw4Ruw9nWDoGeClD/eLdFMQuuwgdMyWLcpmaqF3V9AtdOk531zdPDhX6xZhdH+u+RkROJ1ODla1i4WvrQeaePOrEorKW8XYXuh6nkohQ+v6vmg9ROHcl0l+lEr68a73Tw3/+LiYLcVNIp0aYM5478LYxLxYbr4wn+xU4bsbE671Yg9lpYSiUsqQy6QsnJTqw85yeGT07s/37ZWlrN/bwLurDouNFYC2zn5e++IQOw+18F2Rnx7hypuUXnmWO4a0GPp8xvDUShk6tW8vLic1HLlMikohY3jyybMO3d/f/GOIiZ7FWZwMwoI1qJRCDhjnh6Uwa9yg81R0qO+Y0jgPJtCEXF9W0IgUYU8glUj8NhC9CgVHVRUCtAoiXKNdyX6K/harnW6jBbPF7pX/uJGfIexvtGo5GX5ceV759ABb9jfxyqcHaGr3LTSX1Rhc//d1IOnsHaDL1fxz75l+rkj0YBVOyT+z9tgtBqGw7nRCZeOJ7T2GnGFx7bXXcvPNN3PjjTdis9lYvnw5//znP7nhhhuG+qVOKfoHrFzz6Er6zXYUcgnP3TVdtO5y45HrJ9Bi6Offnx9EKoElM9LZdqCZju4BTBYbl87O4OWPizlcZ+Dl38wCiYQtxU3869MDvPbFIf71+UHsNgdp8cFsO9BMdmo4E3NjSY0PZkRKGM+9u1dkADx640S+3FLNjkMttHeZqG3pIT89EofTycsfH6C6qYdfLRU0Pja6bDcb9f288aVgb2a1OwgJUHH7pYWEBap9/hY33B1JtVImMjbckMmkJMUE0qg3Eh2q9aJzLpqcSlO7EblMyuyxQ2fxd/35uVw0ZwQalYzbnlpLW2c/509PQy6TEB8ZII6+9JutPHvXDG5/eh0gzKv+9qqx3PrUWrFqWlbbyXWPrWJcTgwrttcyMTdG1IyIDw/g2Tun85e3dnHLX9bx+2vHe1noxXvQ1g7XdnLh/cu59aJ8Hr1xIg/9Yyurd9ZhtTm494rR4uMWTExhTFY0Oo1crDh7ipE9euMk3l5RyrjsGKJCf5z5s8ToQHYcakGnUZxSt4Pr/7Sarj47v1s2jvF53z2wuimSAOHBp4fIofs7KPx8ethsSf3MnX5ffLi2nP+tqUIplxIboaPF0M+MUQms3lmHQi7lmsU5YpH2xftmsae0lVc+PUDfgBWNUsZ9f91IeX2nl25FZnIoxeV6trm6vvouE7++csxJvzdjv4X1exvISgkj/Sj6bLfRzG//voX2LhMPLhtLYaZ/3YQLZ6ZTWmOgy2jmmsU5/MHVzQdoae8j1mMOWCqVUN8qbJq2HWjilqUFfjtFnnj42vG0dZrEz+h0hlYtJyxITUf3APGRATTqjZitDm67uJB545N8uuhNeiMlVe0EapVcuXA4T725F6vdQWnNoHjjssU5jBkRzcOvbMPhcLKrpIWXPyomLSFYZNv09lv54JsKAC6ckcaSGWnMGiNsus1Wuygy5+7+wWA8mJwfxzV/XIXVZmdyfhwrttcypSCOmaMT6ewZYNaYRC+G3U8NCVEBlNYYCAtS8eDVYwkKUBEbIXxn7XYHf/jXdg4eaeemJfk8eds0Wg39WKx2bn9mPaYBG3+4YQKZSaG89rt5OBxOHnt9B3aHUAgqyIhkT1kbRpOVSx78kqyUUIor2vnlghEkutZGlVLmtY698P4+9pXr+WxDJRqVAp1GzuO3TPEqkOyv0NPc3sfssYk+jE8Qco6bluQxY1SiVxfuV0vz+WhtJWOzo70YJSCI5pqtDuRHnS8vPYLQQBX6LhP3/nUj+ekR/OGGieg7+3no5S3Y7E4evWniMRle9181ljZDP1GhGmy20yPOn8WZC5nEid01wmyx+rIYslMjRK2fmWN8c+r8jAgCtArkUilZKb6j2O5xTYfT6cUAdyNAq6Cr1+LT6ANo7xoQ7Yx3lLRw81Jv/cCV22sxuxgaH62rZPoo7/c3Oiua687NIUinJCnGl7WUFB1IcWU7IQEqgnS+eVxCVCAV9V1+GZLJMUEsW5RNWa2BK+aP8Dn+c0JuWgT1LmZhZvLp0cA7UXjmgZGhOtqP7Z4tYsgLFhdddBEhISG89957xMbG8umnn3LnnXcyZ86coX6pU4rDtQZRXd9qc1Je1+lDF5TJpKiVMna51NM37WsUb/L1exro6TNjszspqTZg6DWTnhDChr0NOJzedCy3tdiBI+28/vt5okCkm2YslQob8EvnZtLRbSIpJogcF/Ng1fZaHA4nK7fXMiE3lugwLbXNQiLtFmUE2H6gmdqWXpRyKf955BzqW3vRd5qQSAQRS/ffdvHsTHKGhRMerPGZ2wb49ZWjKak2MCw+2Cv502kUp0RZWyqVEBuhY2dJizhWs2ZnHTa702vM5lCVgZTYIJbOTGdPWRu/XDCCpnYjMpkUhwdNub17gLW763E4nGwpHqTGrtpZS2SYhhYXJXzz/kavgsWOg4OPdS8Ea3bVc9dlI0WxLn+08KOLPp4YkRLGYzdPFn8fsNjYX64nOlxLa0c/eekRp1zt/qqFIxidFUVMuE6kd59KfLS+4nsVLDwpe4buAUJOA/s59xgBQGv76eFcUl4/9J2Hra77xWJziPeeyWzjqTumEqxTERuho0lvpKm9j1HDo+g3D45NrNhe6+XXrlJKuWVpAf/85ACeqdSJUgOPxrPv7mVXSStqpYzXfj+PQA/ngZJqg+gAsrGo8ZgFize/KmVPWRsSidCVCtQq6OwVilHRRxV4Ww394vrQ02fF0DPgJezrDzKZUOg5E6BWynn+7hnUtfawfm+9qMyeGB3gl/K/q7SVjh6h6/XNzgasrjmkg0c6MJltIpOmpMog0pj3lLVhszs4XNvJzRfm8Y+PD3id8+P1R5BIhKJqRmIo/SYrk/NjKa/rZPHUYWzY00iVR4dt075GMT6s39uAw+FkY1GjWMA39Axw6dzhQ/gpnV649eJCZo5OJDE6UBSIdqPV0M++cmFGeMW2GkIDVeSlR7BpXxttrvVsa3ETmUmhomi2mz2lUsio9bAPNJltogvJ6p21/OOBOWSnhhMWrPbKGXRi/iKhb8BK34CVvWWtLHBRyCvqO/n9P7fidArjPNcfRXlfv7eBZ1xC4Eq5jLke4639A1ayU8OYPiqBbqOZsloDZosdq83B1JHxfuNIb79FjEcAxZXtNLcbKSrX0+4S99t+sOWYBQuZKxcBsB3fGOkszuJbUd3Ugzs1dY9eeWLdnnqx0LB6Zx2/mOetU7H9YAtGV4Nkd0kr503zZmnUNA3es++vOcy9V3g3AsKCNHT1WgjUKH20GzxDvELmW0gM8XDv8KdD8/nGI7z2xSEAgnQqn9GOGy7IY1JBHAmRAX7z5sdunkRFfZeo1XY0ls4aHF82m08dK/N0h6cgf9Npknt+F+wuaSblBEjBp0Ridc6cOWdcgeJojEgJJ0inpKfPgk6jYPSIaHr7LRyq6iAqVENokJrQQDUWq50JuTEUV+iZUhhPabWBpnYj88Yn0WeyUdXYTUZSKMmuKuPCSali8ux0Cir5WclhVNR3kpceQVmNgfG5MSjkMs6blsbX22qw2hys2FbL9efn8tzdM7ze53nT0vh84xEsVjsPv7KNsSOixQ1AbLiOOy4pxGS28eaXwiyyxeZgxfYa3l15WBSIlEklPH/PDJGCeyybVgCFXHZMf/WePgvdRvNJzY2fKHJSwxmeHEqroZ+4CB3tXQNIgMgwDW0GE6OzoujoNrFgUipXL8rm0w2DATMuMoAmV8KtVcnITg0X7UrdOHfKMEYNj2JYXDDdfWZmjvauGC+aPIx/fX6Q/PRwbHYnpdUGFkxMISZcx1O3T6W+rVcUPf2ueOq/e9hZ0iI6KOSmhfPnW6YAQpe4t9/iV6Do+0AikZA7RHojJ4KjF92ThdtmESDGj9vLj4FxOTGiteJYP9TMHwPp8SdiEnVymDE6gf9+XYFGJSchOpBWQx/zxieL42j6ThN3PrueAYudC2eks2RGOqlxQfT0WTh36jC6jWYqG7qZNTqBWWMS+eNrO+kfsCGTSpiUF8vYnBimnOBs+9HwVB13HDWImpceQWZSCPpO/372briLyE4nPPfuXi/bR+lRm/ToMK3Y/ZJIoLzWwIA5iIRTEPt+LIQEqthY1MPqHfVIJRJuuSjfZ21oM/QjkUi8ks60+GDK6zrp6jUzIS/WSwF/9rhEPlxXwYDFxqT8WPaUtjE8OZRZY5LYXdpGaXUHM8ck0mO0sHFfI06ncG3tdgf3/nWjuOH8Zle9z+ihVi0nNEjNgMVOXlq4yFrc44r1FqudmuYeoUNud56yterHgkwqIS/dfyyPDtcxMS+W/RV62rtNPPb6TvLTI7jn8lEkxwRiNFm9urQWq51GV+cuPTGUMSOieGP5IewOCNYpyRkWzv4KvSiEPSLVt8N716X/z955B8ZVXH372b7qvfdiyb33buNObJrpJbSUlxCSQCABQiAJIV8SSCihvC+EEgKEEqoB2xTbuHdJllzUrN779v79sdKVZK2are55/tFq9967s3t25s6cOed3ZjBnQgTeWhWvfHICjVrZSdDyjS0npV02k6VrxEKLvn0h8vWRUslhcSinkj+86taH2n6wmJd+fQn3XDud6gYjU1PDaGgxc/yM+3fV5vAvq9Hh560mLsKP0modCrmM2RMiiAnzRaNWsmV3IQ6n67zHH4Ggv6TGBeGlUWCyOKS5d0dWz43nva9zsdmdfM+DTsTiadF8c7gEpUIuabt0JD0hSCot6qnUurLVS6FQyrs4ocODvFk0NZqM3BquvqSrtlnHtLM28c6OfPpdgfT4y/2FXRwW7nT47ued3lpVt+sMcGtI1TWZetScuRi4feNEHvnf/WjVCq5cntL7CSOItvU1wCWzEigoON3rOQPusHj88cfZsGEDM2e277YfO3aML7/8kocffnig327Q0GqUvPX79dL/jTozt/5+myQSp1UruH3jJF76MAuFXIavt5oPd+SzeeU4/vLTJdJ554pLrZwdx0oP4V1Gs42bH9vKgewqQgI0vP7bdZgsdmkiXtPoWY3/hrXjGRcXyB9bBR51HYQnZ6SFS7uJGbm1lLUu2t/4vLOQmsPpor7Z1GXQ1BmtvL31NIH+Gq65JK1HMa36ZhM/fXInOqOVH1w2mU1LB7bz+HipePKepQBc9avPALeK8Oo58Vy3ZjyZeTXc+cevcLrcJUQPdsib9dG6PcBeGnfZto7OCrkMXntkDYF+WuRyGU/+bCkOpxOtunPXWDU3vluhvIQoP/ZmVfBmxSluXDfeo8f5YHYl+7Mr2bAwqVuvcZuN2xZcNVKdbCP3/G0nBpONuzZPG3Kdi4HglYdXo9FceAqHs0McWYvBird2cEvo9oXLlqaQXVAHMhmbWifww015dUvvB/WTTUtSuHrVxG5fbzZYJC2C6kYjgX4anvrZMqk/6Yw2TBY7+WXNXLs6nRaDe9IzLi6QB26ZA0BxVQsf7yxgWlqYVMa5L/z8uhlsO1DM5JQQqRRmG75eKp46p0a9J75/6US2tkas1TWbOu061TUZO6XRmawOaffL5YI/tVZAefKnS0lPHDtVeaob28OKz43AOnyyij+8ehBwO3zb0KgV/OuxdR6vFxLgxTt/WI/V7qRZb0GtdOsJeGn37Uz6AAAgAElEQVSUPHpnu9Cx2WInMdqfyGAfJiaFYLbaaeyQK11W3TXvWW+y887jl/Dnfx3m2yNlpMYF8tgPFvDtkVKadGaqG4389MkdRAR7YzDZ0Jtsg3KvGoko5DIeunUudoeTax76HEAqr/7onQu4+6/f8sfXDrF2fgJ3Xz3dnaPeOpls1lu4bGkKEcHeHMyp4nuLk7ukXXlCq1FKDsIFHqLqDK3pPTKZO7IT3PMgrVqJXC5j5oRwaNVq1HRIcTveoax7RZ2Bx187JOlkxEX4Ulajx+Vy7wL/30Or2XG0lBf/m4Wvl4pn7lveJf2yuKqFmkYjSoUcsweBQYFgsHjvie91+9rOo6XS/P+9b3O5cmVnx0FchB+vPLy62/P/2jpf7o78Vs2y2kYTDqerU2lTuVzGAzfPxmy1e4zy7Xhsmw5HRzr2o8bz0KXKzK1lx7FSLpkd38UJqzfZ+Olfv6Wu2cx1q9PZvKKrM+diITkmkFcfWYNcJvNYfnYk03F93dcomQF3WGzZsoUHHnig03OTJ0/mJz/5yahyWJxLZZ2hk/K92eogI7cWpwucDpfUKTvm7PaH+mazdP36Zgv5pY2kxgXxP1dNJb+0ies8hLKarXbuf3Y3RZUtkrcqMcqPiYnByGSwaWn7JPLmDRMpr9GT2SqKNTU1lILyJgwmOzIZHhfR732dy5a97pJhiZH+Hr24bVTUGaRc/lNFDYM6CeyoRH+2opnP957lpQ+zpOfyS9sFXNYvSCQzzz3BMVkcmFrDuMOCvNCoFKTEBvD9328nNTaAX944iwdf2IveZOM3t89jZrrn0PFz+fpQCR986867DvLTcMXyzqrFVpuD//evI9gdTk6dbeB/H/QcffSz62awZU+hlDveVtq0tEaHodURdbqoYVQ6LAYD1yBVv+gv2w8Wk5Hn7ldfHSph45Lhd1qU1/chIXCASY0N5EdXTOFsRQvXrk6jusHIL5/9DqPJxiN3zKOoNVUtt6SRIH8tv7hhFhm5NZ36y/PvZ3KqqIFvj5QwLTW0z2lKIQFe3OChtFt/OHqqpj06w+XelW4LswwN7LzIqWv0HH6ZVVA7phwW165Kx253Ehyg7VJq1i0+7H5c22Ri88px2B1ONizqfgLZrLdIkRKJUf4Uljfz1aESJiaFdIp20GqU0iIW3CkqV60cx7tfuSuHuOiakw3wlzePSLuKhWVNWG0OaYPg3qd3AZ1L8Z4ubmRTX7+MMYBSIefX35/D3swK6T5SXquTtEG2Hyjm9o2T8PVWc/9Ns/jP9jMUVbbw0It7OHW2EYfTRV5pE8/fv/KC23LPNdP55LsCZqVHEBniw4c78nltSw7j4gL5892LiQ3z46fXTOd0UQObO+zyhp3jcMgrbU81q6g1SL/JJr2VmkajJOCnN9koq9F3cVjkljS603TtTgrKmsdsGXDB6GJ3RoX02FNZ6QulYyCiw+5A0WGTzu5w8uvn93CmuJFbNkzoNBYDrJmfwIc7C7A7nFKUVUdCA73Rm9z3+4SI/kdB/OmNQxjMdg6frO60sAV3Rb+2FC533754HRYnCup47OUDaNUK/vrTJR7FW8cSA+6wkMlkXdS5HQ5HJ3X50YLZYueDb3Px8VKxcUkKS2fEcDC7Eo1aybxJkVy5IpWSqhbUaiUz08PJLWnk5g3nJwITF+FHQqSflBt+PLeW1LigTiWDSqpayC9rYuGUaLQaJRW1BmkR0BZak5Fby8sPdfW6+nqp+M0d83jxv1nSTv0LH2RyMKeKID8t2nO8pIdPVnWaCIQEaHG5XDz11jGOnK7m1ksnsq7DwnlSUgibliZTVq2/4IVDd2zdX0RJlY7Llyfz0c5ClAoZv7huFo+/flA6JixQy4+unMqn3xUyPS2Mqy9JY29mBf/eeoqFUyOx2d1Ojjs2TSYxyp8HntsNQH5ZMweyqyTH0+GTVcxMD8flcvHkv49y8GQVGxYmcvvGyTidLp586yjHztRw+8ZJnSZQnsQzFQo5wQFat2BXD4J7qbGBHnVApqeFc+miJCrrDVy7avhLZp4Px85U4+3l1WOYX19QKuSSw0o1Quq2dyynazB1DY8cDhZNi+WtbbkDek2Hw8nOY2XEhPl0O6nvOHlx72y39adqggO0NDSbiQxx94HlM2M7RVH870dZnCl2Ly4UCjnqIbbvgQ46NSvnxLFsRiwvf3KC6WnhXUSK4yL8O6Un+XqpCA304rJl3ZdYyy1pZOv+IjYuSR6w0q2Djb+PWhJzPpfFU2OkdIulM2I8psSdKKijxWBl4ZQoZDIZJwsbJIdBU0t7xEReaWOv6RmWDiV0l82I5cjpahRyGenxQRxq1ZHal1XBg9+fwyffFbJkRoz0G8oprGf2hAi0aiXT08Jo1lsordaxeeU4dhwtJSHSX6oS43A42ZtVQXiwd6fqW2OFuRMjO1UYmJIaRniQFzWNJrw0ShpazHhrVSyeFiOlkmYXNBDoq6FJb6GqzkB+aROpcYGU1ej4/SsHkctlPPaD+d2KeXsiKTqg0/1uX5Z7gZZX2kRNo4mYMF/WzEtgRlo4mXm1eGtU1DWZKKpsYUZaGI06C95aJVcuT+Xdr3OpaTRx3ao03tx6ShLTVshlXLs6nWaDlSBfDXWNJspqdJwuamRicjDRob5cuiiJkiodGrXCY1TXoZNVKOQyZo3vvRqQQNAfMvNq2XWsjGtXp3fRjPvDjxdxwyNfALBhEDapNCqFJJx5rhhxXZOJM62O390Z5V0cFrnFTdhbdYryS5tY00FfBtzpo69vcQv+L53VtU+ZrXb2ZVWQEhPoMa2j7dqeSq8mRvlz7ao0Thc3cMulF7fo5tFT1VhtDqw2BycK6keVw+LzPYW8tuUkk5JD+PXNM/p0zoA7LGbPns3TTz/N/fffj1wux+l08txzzzF7dv+V34ebJ14/xPFWoapmvZXNK8exJ6Mci81KSIAXr36WQ1mte6dtUnIIf/yfRT1drlce+8EC/t8bh3Hh6qKh0GKw8stnd2OyuL2Ov7plDglR/iyfFcuZ4kaSov0pKGvm2lXdi4pp1Up+cX37BOH+m2eTcaaG1LjATgrdHcWu2gjy19LQYmbX8TIAtuwp7OSwkMtlnSpgDDR7Msp5/oNMwO08AXcodr3OzJXLx1FQ1ozeZKO2ycz+rMpOtvhy/1nKavRs3V/C679d0+mzbl45jlc+yWZySghr5ydwPLeGZr1V+mz1zWa+y3CLtn20s4AFk6MJCdCyu/W5z/ec5Zn7lvPkPUtwOF0e9T8UchlP3rOEM8WN57VgV8hl/PjKqb0fOIJ54YMsmgwOHv/RQqalnb/T4kdXTOHNL0+xYHJUryKHQ8Xp4oYOj7uW4RoOPOWEXyjvf5vHBzvOolTIeP7+lb3eHOdOimRqaigtBitr5ydw7ep0Tp6t96iZYnc42bLnrPS/ze7EYLKdtwjn+bB8VqzU1/dklGO2Oiit1lPXZOb6NemdhDxtdicalQKjxU5IgJbXf7u21+s/8NxuHE4XO4+V8eGfNw7a5xgqVs2LJzrcx+008LCwzyms56EX9gJwx6ZJXL4sFXkHH1RwgJaGVofWnswKqRpId6yZl0BmXi2+XmrS44PYecx9Lzpyulo65oa145k3OapTNGBuSSMPvrAHlwtuWj+eazo4ff/xfgbbDhSjUsr531+vIizIi7e3n+G9r3ORy2U800HbaayikMt4/oGV3Pv0d5RW63johb289sgaFAo5165O453tZ1gwJYqwQC9e/iQbq93JjmOlpMYFsjezgsp69xzoQHYll/fgsOuNzZeM45+fZjMlJZToDuK0v35+NzWNJhKj/Smt0uFwusu8v/W7dfi29smO9g4L8uKfn+YwOSWEmDC3SOzvfrCAO/74Fd8cKcVLo8RksePnrea1364hyE/LQ7fO9dimHUdL+dvbxwB46NY5LJgiNC4EA4PRbOWRl/bhAvafqOSdxzd0ev3bw8XS44M5VfzPZs+O4/Pltu9N5KNdBR6rJ/l4qSSNJk+pBrMmhDM9LYzGFjPrFyZ2ef2qFeMYFxeIj1ZFiof0sec/yGTn0TK0agUvP7S6i0iwpTXa3Gzt6rAAuGl9u6PiYhbdXD0vgeNnavH2UnpMuxvJ/OvLU1hsDo6dqaGitm+CoQPusHj44Yf50Y9+xOLFi4mOjqayspKwsDBeeumlgX6rQaelQ7nCFqMVg8kmhVHpjdZOYjOehGf6S2igF0/+zJ13ZrM7eOnDLIxmGzeum0CLwSJ5Q2sajDz+6kGmjgvlvhtm9XTJHtGoFB7TPAwdPrdMBrMnRBDUWo1h7sRIjpyuZtXchC7nDSYd85fbBjGH04XJbGfm+HAWTYti24ESwK0+f6a4QdrtaSs1abbYWwfg9uvOnRTJ3Entu00dq3aAu4JKVIiPNCnTm6ykJQQxe0IEx8/USLoWnibs4F6IvbYlh2adlTsum9RJgO5ipGM0wvkQG+7H+ITgbnVAhoNLFyZJCvw9hcMPJZ5qo18obWlJdocLk6VziOrHuwrIKazjhrXjpegBXy9VFyfu/G7SytrKIX97pBRcMHN8OCFD7JDqWH7N7nCha9XYsNgcndLQABxOJ7bWknR+3n1zqrRFY9jtoyvacNuBYg6frOLKFaldHLI9CTQbOvT1tjF4UnIoiVH+VNYb2LxyHB/uzOdsRYtHXadziYvw49n7VgDw8a586fm24E2ZjE7OiI7tcEn37c7jT9v/NrtTyrtu0w5yOl0jJmKqNwwmG698ko1CIePOyyZ30WDqDa1aKVUGMFrs7px2BVwyJ17SoahvNvHZnkJ0RhuLp7qjaeZNjmLLnrPIW0UsL4T5k6O6jA9uG7htpDfapD7kdLok0fBz6eiwKqvR8a8vTpEQ6YeudY7W1m/NVjsOhxN6iOQaiSWrBWMDi9UpJbZZ7V0X5m1VlwDMHsqeXigRIT5EBHsTE9p148HucEp9zeGhJKq3VsUffrSwx+tPTe1+Y6pt3G2LDjiX+Eg/Sqp0JEePbWfxheLnrSYhyg9vrQovzciIOO4rAb5qKRLOz0dFU23v5wz46ikyMpKPPvqIrKwsKisriYqKYurUqcjlQy8Isv1gMbuOVzJ/ShSbV/Y/lP6hW+fy3HsZ+GhV3LlpMt5aFTetH8+BE1VMSApm8yXjeObdDLw0in7vgB/IriQrv46Ni5M9lrr77ng5n7fqR+zJrHCX65oWQ0igluyCeg7mVHEwp4p5k6I8lh+9ENYuSMRosSOXybhsaXKneuaP3DEPl8vVowDnYLBxSQr5Zc1U1OlZOz+Bl/57guAALalxbu/tj6+Y1lq6rY4mvYVHX96P2eJAoZDzi+tnkFNYj85oY+v+Ii5fltLn9svlMp65bzn//TaPIH+tpHL+6J3z+/Q97D9RyaffFQJu1f1zS7ddLGxamoJGo2bh1AvzAj//QSal1ToOnaxiwZQoaYdtOJk3OYpPn7xsuJvRibT4dgfaQHXVa1al4e3lLoHccdekok7PPz/NBty5tk/cdX6RZj+/biY/u9YdGjjU4wuAl0ZJXLgvlfXusqy3b5rM1v1FTEkJJfgcLQ21UkGAr4a6ZnOfdDZcLpeUQjLUqS4Xgs5o5fkPMnC53NoPz/1yRZ/PnTspkh9fMYUmvZWrVrh33n29VDz3yxXS2LloWozHcVRvtPLsuxnoTTbuvmYa0edMqtfMS+DwyWpUSjn+Pir2ZlayeLrn3e8Z6eHctXka9U0mrlzROQIgPtKPvVnuyhdtduyY0nquo2qk8sW+s3x92O2wT4ry59LzEP/91c2z+epQCXMnRnr8jYYEePHyQ6s72Ssxyp83f+dZYBXg1NkGvssoY/nM2C5OfYPJxvvf5OLno0ZnsBIe7N0pBRbc999H71zAvhMVrJgVR0FZE1/sO8v6hUlSn/z6UAnFVS1ctWJcl53aNz4/yYHsKvafcKd7Jcf4E+LvhUIhY8PCpF7Lhm9YmITF6kAhl/VYYUhwcVLTaOTv/zlATJgv993Yv83DIH8tt106ke8yy7nJQxWP2zdOYv+JCpp0Fh7+/px+t62xxcyHO/NJig7w6BD+42sHsTtcZOXXsXhGTCchTYfDJTl5XZ7lgi6In2yexqe7C5mQGOwxTfr5+1fidDqHfN0Y4DP888n+8Ml3Bew46o40HBcXOKrGqN//cCFb9hQyPS2cAF8NpX04Z8AdFqdOnSIwMJDp06czffp0ACorK2lubmb8+MHRNuiO977Opcng4ExJE4lRAf3eAQgP8u7iRTx8spr8sib+/s4x/vXYOn7/wwX9blejzsyf3jiM0+misLyZ//eTxV2OiYvwk0Ky2iZNR05X894Tl/LCfzPJL2siJEDb5929/qBUyLvkrHVkOBYTgJTOcs1DW7DYHFTWGfj3l6e4af0ElEo5v7l9Pnf9+RtqGk2SSJHD6aC+2Yy/t5ote86y61gZYUFe/SpB6qVRdgpBa6Mv30NsuC8qpVt3YayHFvfEpiXJA1IlJCnKn9JqHZEhPmgv8miVnsjKa1fSH6gJh5+3mlu/N6nL8wE+GoL9NTS0WEi8wB2R4RpbAF76MIvS1lKOh05WM21cGHds8uxgbNSZJeGvE/n1vV7bre3kfuxwDsIMcJDQqpVEBrsjzM5n/Opu4dzRzp5s/upnOexv1RR54rVD/OMckcdtB4rJahWQbmPHkTJ+cb3nRUN3QsVtedrNBitVdQZS4wJJjQti1/FyvDSKfmkyDCcJkf7IZO7vsmOkUH+Ij/Tv9vfekf700T+8ehCd0crezIoulWPe2X6GTzqUPwT3/fLcndkJScFS2dTkmACpvCm4Kx088+5xAJr0li4Rp4lRARzIbq8YVllnpLC8BYVcxk+v6T1vure5kODi5tl3M8grbSGvtIkJScFdHG69ceXKcV2qf7Rx8mw9VfXuaK9dGRVMGdc3Efg2Xv4kW0pdTo4J6DJ+2ztETjgcThQd8vXaNJnqmkyMi++9IlB/CQ304vaNXecSHRmOTe7mAYiUH0oSW8d6pUI26kp0R4b4cGerjMCwVQm5//77efHFFzs9Z7PZuP/++/nss88G+u16Rtb+x3+APGeBrSXzvDQqVIrz61BqpQIvjRKDyUaAr+d2pcUH8cIDl6A3W3nwH3ux2BxSJMaPr5jKiplxRIf59LpDMNQUljfT0GJm1vj+Da79QatWStU+2gT8wJ3i8vS9y/nTG4c4kV+PQi5j6rhQVsyKkwZuGLjfQl9Iig7ghQdWYjTbJVG3Nmx2B4dPVpMcEzBqJsbDzf9snkp8pB/zp0ShPM/+dzEQHzV0oo4+XiqevW8FFbUGxvdQIaNZbyG7oJ6p40I76UGMFILO2Z09tzxqR/x9NHhpFJgsDmLD+yZ0FR7sRVW9sc/HjwRUSjl/+/lSSqp1pHtIwzpRUIdcJmNScvepIedDx51yT3boeN9si1xRKPrv7Lp+bToGk43UuEBSYt195vJlKUxKDibQV0tY0MjQyemNuZMi+ccvV6BQyInph/BabkkjepOtzxWx+kuArxqd0dqjDWW4S5TL5bJ+jws+WhVKhRy7w0mAT9f3uHHdeGZPCOfrQyUUVjSjkMs5VdSAt1Y56soACkYevh02DEP6WNGqz9f2UkljW0/3ou5o619qpRxvD5s7EcHeVDcY8fFSdYmo0mqUPHPvcspqdCNSeLiiVk9xVYsU8TxQDN92yfmxZEYMcZF+aFQKj5H6Y40Bd1hUVFQQF9c5/Cg+Pp7y8vJuzhg8LpkVx86MKjYtSR6QnPet+4soKG8myE/DDWvH93uHt1lv4bn3MlAoZPzhRwspr9Uzf1L3Hc79A/ThxV9dQk5hnRQhYrU7UCplgypIV1jeTEiAtl8D5dmKZu59ehcOp4vvXzqRjYsGLjzJ4XDy4odZVNUb+O0P5vHWl6eZkBiM0WLnged2c+miJPZnV2I225mWGkZ9k5mZ48P50RXuVJ1LFyURFuiFj5dqwCfXvdGdM+KZ/2Sw63gZvt4qHvz+HMYnBI+qcPHh4Km3jnHkVDVf7DvLKw+v7iSgOpxUtWqcjBTHU2JUACol2OyQHDX4nvcAX02vY8WDL+yhtFpPamwAf//F8i6vm612Sqt1JEUHDIsz6vZNkymuaqG4soXLlqayzEPFgDZUSjnrFiSx+3iZlO7QGxsWJrH1QBEbPIiUfXWwmK8OlbBhYSLLZ/Wu5zCU+HqrPWpV7M4o5y9vHgHcqYJzB3DyeNO6CQQHaGlsMTMzPQJnq9BiGytnx+Pvo0GllHO6qIEte89yqYfv1WZ38I/3M2lsMbNiViwf7Spg1vgIvn/pRADGJwRLulEd6VgFp7rByAsfZBLop+Enm6eN2DG6v5EVJ8/W8+vn3WKkd101lfX93B1uo8Vgpa7J1MUhD/DE/ywiM6+W6WldHSKbV44jNtyXQD+3nUMDvST9m28Ol/DalhwCfDT89s753aa9RoX68NTPllJeq2fhlCj0RivVDcZOKWvpCcFSOorJYudgdiXpCcGd9KTe2X6GjNwablo3gSmpXUWBX/0sh9ySRm7fOGlE6ScJhpcb1oynqOoYUaE+zB7gxXNksDehgVqa9VbGxfU/ymHFzFgy8+pIjvH36Hj928+Xcex0tcffO7gdwWqlYsBSSs8lv6yJyGDvfqf1NurM/PzvuzBZ7KxbkMidGwcucj81bnRU7+rIaI3cdrlcFJQ1ExXqQ199x4OiYZGTk8OkSe3hPjk5OYSHD96Oe3d8c6SUJoODrQeKuXKF57CrvuJwunjhv5lSWO+HO/I7VcnoC9sOFHMwxx2e6C4DmtKn88KCvDpNYh98fg/5Zc3MnxzJw7fN63K8y+WixeB5V6Mju46VcfhkNZcvS5G0IMB9835722kCfTX84/4VfXZaNOosUrhzfbOpT+f0leO5tWw74FZN3rL7LI/euQCzxc41D3+Oy+UW12oTxTp6xh0OX7HnLJcvS5UmOzPSwyT14aHg871nOVPcwHVr0rvkYAPUtX5HeqONh1/cx+SUEP50V9f0IEE7bb+rFoMVq805IhwWh09V84dXDoAMfnvH/AsWnxuYNlXRptNVWKkb3sa0Ut+aQtH291wefGEv+aXuVLeb108Y8nzM8hodmXnuNIOjZ6rZfEn39wy90cpHO93Cj89/kNmrk8HlcvGvL05hdzh544tTXRaHL/w3C7vDSUlVy4hzWHRHxzG+O5v2REWdnv9sP0N6QjCXLuqqXbB2XgJ3/3UH732dx9r5Cdx99XSMZhsKhRyNSiH1s8dfPYjZ6uD9b/O5bk3nyevBnCq3kCvuqiVWu1MS+exrCO3Hu/I51npPmTU+nKUzundkjSYaWszSfKauG/sdPlnFrmPlrJ2f4HFh02Kw8pO/fkuTzsL1a9K7lDQP8teybGYsLQZrF60SmUzWbdWNlz7Mwmx10Ky38tGOPH7cTWldcIe7J8cEYDDZuPvJHdQ3m7lqRarH9DUvjbJL/6ppMPL2ttMAvLolh7//fFmn1wvKmqS+/tbW0/zuPNKABWOT7QeLqWsyUddkIjOvdkAjlT7eXUh1g3uMffnj7G4Fq7vj3a/zKK3WUVqtY+Pi5C4aMv4+6m7vNWarnZ/9bSfVDUYuXZTkUaPP2ipG7WnjVG+y8a/PT+LrreLGdRM66WOA2wH40c58QgO0PP/Ayn5FihvNdkn0e6DXGXmlzQN6PUH3vPhhFl/uKyIyxJu//axvumcDvo116623ctddd/Hmm2+ya9cu3nzzTe6++25uu+22gX6rXmmbkEwegB11hVzGhMT2Dn8+u/TpCUEoFTJUSvl5e+ntDicF5e5OdaabEop/fO0QNz26lb+/c6zb6+hNNv72zjF2HS/j2feOd3otv7QJcOeE1jQa+9y2menh3LFpEpuWJHeZuFwo8ZF+kl7HpNbdPo1aIe2kpCcEoTonJDgkQCuFFjfqzPzwT99w42+/ZFdrObzBpKSqhZc+zGLH0TJe/jjb4zE/vWY66xYkolG5u2Fe6/cu6J5fXD+TtfMT+PUtc4a05GVPbN1fhAu3VsTWA0XD3Bo3MSMwlP3h2+a6bedBQMzhcFLYOq7VN5t55t3jNLQMfKWTnjhV1F6eti09oC/I+7AFJZPJpJ0QT8rnk5KDW/963u0aiWxYmMTVl4zj2tVprDoP59LLH2ez42iZWzukuqtTTW+yUVHnjlzKLWl074A/upXbfr+d8lq9dFzbvdjTfT4pOgBvrbsCRscUgLYJdLPewltbT3OgVS/DExOTQpDJ3ItdT1EEo5WFU6K5ef0ELl+W4jFKyOl08ec3j7DreBlPvnXE4zXqmkw0tZamzS3xPB/5y5tHuOnRrTx5Tqn0nkhPaJ8f9bVPNLSYJcfZnswKdh7ti4wbBPhppDQaT7+hiGBvqYT2UEdntuGpkoJg+GmLfPDzVhM/wBoC08eFSSkKE5P6n5bR9lsN9tcS5WHDrCd0BhvVrdWSTp3tqtFU02Dkjse/4qZHv+RQTlWX1z/ckceX+4t4/5s89mR0ja5vW2PUNZv7fZ+PCfPl59fNYP2CRCmCWjD6aFvvVNUbO1UU64kBj7C45ppr8PPz44MPPqCqqoqoqCh+9atfsW5d90rSg8WCKVGcKW3BaLb3u7JFSVULj758AGVr+kZkiA+P/3gRRZVN/OGfh/j6cAl7Mst549G1kndw17Ey/v7OMZwuF9evGc/1a9I7XXPauDBeeXg1Mpmsi+p8XymubJF2RTyFArlcLg6fdA8gngaSNjQqOcH+WuqaTF3C2G/ZMAGny0VKTECn0Ni+0LEO+0DUR/7zm0c4fKqO2HBfQgO9cLrcedPPvueuzvLcfSuw2ByolAp+89JedEYrMpkMo9lOk96C0WxDo1Kw+3g5dU1ub+zerIoew70HAn8fDT5eKgwmW6ea8h2JCfPlJ5unMX1cGNsOFLF6iEvFjkaSogO4++rpw92MTr1A5kIAACAASURBVCybESP1tWUz+i7mOpjYXSOvusHU1LBuS50pFHLuuWY6b3xxksYWC4G+Go95t4NJVl67iOPM9Aj+/s4xvj1SSqCfhn/+Zg3qDgteX2814+ICyS9zi61d/5sviAr14fEfL+x2t6jN+VvV0NUJHBfhx8mzDYQFeXHPUzuoazLz8G1zaTFYePo/x0mKDuDhW2cO8Ce+MNQqBbdsmHje57fl3Pp4qTzqCgX5afnB5ZM5crKaa1encyC7Epvdic1u5dTZemmR2ay3tv7ter+JCfPl/x5chdnqoKHZzOuf5zBtXBh/e+cYZdU6gv21ktDqc/ctJzG6q0NiyfQY0uKD0KoVUrRhcWULj728H5VSwe9/tIDtB4v55LtC1s1P4AeXu4XEPtyRz1vbTrNoahT3XkD58cFCLpd5LAPb8fWIYG9KqnTdLniSYwK4bnU6eaWNUprNubRFlR7sMB/JLWnksZf3YzDbCQvU8sRdiwkPckdCOhxOlAo5aqWc69eOZ8mMGL4+VML/fpTF5JRQfnPbXBQeUsbiIvy4af14th0oprrByFNvHyMi2EcS7PSE0+ni728fo7bJyFUrUskprOe6hz/nlzfNliJ4lEo5YYFe6E3WYRO2U6sUbLzvkx6P+eypkVWp6mIgNNALb62S8CD33/7y1FtH2XeikpvXj+80dwYwW2xS2dMSDw7d3rhyRSrzJ0cS4Kvp9+aOSilHLgOni06peG2cKW6kqXW8PXK6mrnnpLZHta4p5HIZESFd07lu3ziJN7eeYlJSCLHh/e9THcstD8Q6QzD0/PCyKfznqzPMSA8jyE9LX0QjBmVGOGfOHNRqNY2Nbo+7Xq/ngw8+YPPmzYPxdt2yO6Mcq83J3qwKGnWWfjkJ9mZVSgvcgzlVXLY0BZVSToCvlsbWHQWz1UFGbi0Lp7rDGr/cVySlRHy+t7CLwwLcpcEuBLVKgVwuw+l0ebx5ymQybt4wka8PFbNxSfcpJyqlgr/9fCmF5c1MPSfUMyHKn0fvnH9B7Rwo8lp3bcpq2nfU9mZVAGCyONh7opIrl6eyZU8hNY1ue8WE+WA021Er5VIufFWDQTp/oD3hngj00/Dsvcspr9UzbVz39agBFk2LZtE0z6GxgpHP0hmxRIX6IEPWKbVqONmXXT3cTeg3l8yJZ+mMWLLya0mM8h/yKjCXLUuhpFpHTJgvU1JCeOL1QwA06SycLKzrlIevN9mkHYKcwnrMVgd5pU2cKmpg1njPKUFatYIWg1s0+Fza7h1fHSzG2loVasfRUuqbzRjNdnIK6ykZIak9A8UdmyYze0IEsWG+3aYdblqSwqbW+1iQn4acwnp8vFTM75BKkF/mtkNb5OG5BPhqCMC9U/7nu5eQmVvLO9vPAGCztzuPqhqMHh0WtJ7bkb1ZFVIaxaGTVWzZcxarzcHne89KDosv97uf23G0jB9ePmVElGDuL3/+yWJOFzf2uMN7o4eSjB25ZcMEtu4v6lRB4bvj5VIKZ3WDiSOnqqXXK+oMHD3tTsE5mF3J5pXj2HagCLPVwZFT1VTUGbp1HFy7Kh2L1cH73+Qhl4Fa1XMQcaPOLM0ndmeUS3OIrw4VSw6LwvJmKfrqq0PFLJhyYaW5BWOHvVkVGM12Clp/I92N/Z7QGa3sbI32/WJvUReHxSuf5EiPC7sZ23ojuh8CvB1RKmRo1G5RaU9rltkTI5g9IYJGnblLOh/A6nkJxIT74q1VedxYTY0L5Hc/EKlVFzMTkoKl9LphqxLy9ddfc//995OQkEB+fj6pqank5eUxc+bMIXdYLJsZQ36ZjqnjwroowPfGwqlRbDtQhEIh7yQmFhrgRWiAlrpmMxq1otNidN2CBE4VN+Byufpd3qivxEX48ae7FlFeo2f5LM9RAptXjmNzN6WSOhLkp2XW+IFVNh5oUuMCOXK6npgwHzRqJdUNRmZPiGDXsTK0agUrWiMlZk+I4JPvCrDaHNxz7QyKq3SMTwhCpZBTUatn+cw4dh+vwMdLyXoP4myDQXiwt8ca04KxR38jkQabK5Ym8dZW96JsNClfq5Tyfk36BpK0+CAevm0uvt5qVEoFC6dEseNoGQG+aiYmdl6w+XqpWD4zlr1ZFSyZHsO+rAqiQn16VFR/4q7FHDtd7VHZfMOiJLbuL2LNvASyC+upbzaxbGYsOoOVnMI6kqIDiI/yI3cMpdgq5LJ+5XxHh/ny57sXU1Vv7BR9kxobQH5ZM8kxfRMfGxcfSFp8IGU1etbMjWfL3rPER/r1qy0Lp0az7UAxKqV7ftDQbObT3YWsnd8eJbd+QSL/3nqahVOiR6WzAtyRRBeqyXP5stQui7GlM2L45nAJRrONQD8tszv0+ahQH2aODye7oF76PtfOT6CwooXJKSHdRiy2ccPa8USH+hIR7N1JfNMTQX5aFkyJ4uipai5dlMS+rEpKa3SdUpySYwKYkBhMUWXzeaU+CcYuC6dEszujishexn5P+HmrWTojhgMnKj3q4d22cSK//b8DACQPsbCir7eaP9+9hNPFjSyd3jVq1Euj7HVT05NQ80jH32dkpBkLPDPgDounn36aJ554gvXr1zNnzhw+/vhj/vvf/5Kfnz/Qb9Urk5JCUSoVHD9Tw74TlSya2vdd7IRIf17/7douz8vlMl7z8DzA8llxQyKYNjEpZFQOBufDr2+Zg0bT1dn0yxs7h9hGhvjw8kOrpf8nJoVgNNv46VM7qKo3cv2adN783dCnJQkEw4FSqSI5OoDCimbWDZGDbrSzdX8Rz3+QSYCvmmfuXc69N8zqMZT/vhtncV/rOHTPtTN6vX5EsHe3lRh+ePkUfti6M38ubRF8F3voq8vl4sHn93KmpJEVs2Il23iqONMT3loVT/2sXVjxjss8f+89kRjlzxuPts8Dbv3epC4ij1euGHfBYt9jlbT4IF57ZA33/G0nlXUGth8s5qb1EwBQKuRddl9XzU1gVR9TJpUKOavm9s2xIJfLeOjWudL/nuylVSv5y0+X9Ol6gouLhhYzJquD+mYzZqu936kX9980u9vXZqRHDGuaT1J0gFS1Z6zj762myWDipnUThrspgh4YcNHNiooK1q9f3+m5K664go8//rjXc6urq7niiiuYMmUKdrtbBfaJJ57ghhtu4PHHH+93W4qrdJgsdpwuOFnYVThGMLapazJRVe8O+T1RUNfL0QLB2MFgtlNY4d6Ozxa//T6RXeC+RzTrrR5FIAXDi9XuJLfUnSJ4okDcz0c7dc0mKltFVcX9WTAaaROabTFYKa4S94zRSovRrYOULe4rI5oBd1iEhIRQV+e++cTExHD8+HFKSkpwOnsXgQsMDOT1119n+nS3qF5OTg5Go5G3334bm81GVlZWv9oyc3wY8yZFEhnsRVzk8IglCQaX2kYTu46VYTDZOFFQx7HW3Fdw16W/akUqE5OCuXm98JwKLh78fdSsm59AoJ+GzSu7F9YTtHP1qnFMSQltLeHYs+7MQNPYYmbXsbIuwpF2h5O9mRUUV7YMaXtGIhqVgjs3TWZ8QhA/uGzykL2vy+XiUE4Vp4sbej+4A0azjV3HyvpVaetiIjbcj6svGceExOALEm/tjcLyZvZmVdCkt7DrWNmAl0IUXLysmR9PWKCWKakhTPNQ9lcwOpiQGExogJYrl3etliQYOQx4SsjVV1/N0aNHWbt2Lbfeeiu33HILcrm8T2VNNRpNp/D/jIwMFi5cCMDChQvJyMhg6tS+l7FxOFxk5tVitjp4/v1MlPK+hwoKRj4Oh5NfPvsdDS1mEqP8KWqd1P/8uhmSgrCnWuwCwVinxWhl28FiXC549dNsFk1ZOdxNGvEkRPrzxF19qwc+0Dz4wl7Ka/UkRwfwzH3Lpedf/SyHz3YXolbKee5eEZa+aWkKm5Z2LyY9GHzyXSH//DQbmQz+cvcSxif2LVf9T28cJiO3lqDWKjMdy6oK3AymowKgolbPfc/swu5wEeyvpaHFTHiQl1StTSC4EN7edobaJjO1TWaOnKpm3mQhyDoaOVXUQJPBwUsfZfHXe5YOd3ME3TDgDosf/vCH0uPLL7+cuXPnYjKZSEnp/yRDp9MRF+fWhPDz8yMvL69f52edyMFsba9fnXOmgCBFbb/bIRiZOJwu9K2hXC0Gq/R8W114geBixWKxS+WPO46BgpFJW4m4Jn3nmvRtY5nV7sRosQ95uwTQpHPbxOXyXDq1+/Pcx+pNNhwOp3BYDAN6kw27wz0QGi3uqiQtBitOFyiEv2LEYLU5UKsUF3zMUKNvrXQDSFUFBaOXjusIwchj0OvGRUeff7lGPz8/9Hp3OUu9Xo+/f/+UcufNnsavfWP5eFc+yTEB3L5pMppBGvDOVjSz42gZC6dE9XkHZqxjsVjIzs4etOurVQoevn0eh3KqWD03nqOna7DaHcybHMlrn+UwJTX0ghXOBYLRSFiQN8tnxnDsdA03Xzq4u5iCvpFb0siezAqWzYjpUr3gkdvnsTujnBXnVH6687LJBPlpSI4JIC7Cj2bhbx9yrlnlTqkK9NMyd1LXCi/d8csbZ/Hl/iLmTIxg1/Ey6prMXLpw8EW5BW5Onq3nQHYV161Jw2R2MHt8OAdyqlg4NQqFXHgrRhJqlYKN933S4zHDKUDZHXdfM52//yeTmDBfLl2cPODX/+ZwCZV1Bi5fnopvPwU9BX0nJSaAgkoD994wc7ibIuiBoS1030+mT5/Ou+++y4YNG9i3bx9XXnllv6+xaFo0i6adv9Okr/zxtUNUNxjZfqCIt/+wAbm4IQ4JM9PDpXJ0bYuAh1/cS1Z+HZ98V8Brj6whyH9kl24VCAYao9nG3qxKbHYnXx0sZsUMEao63Dz28n50Rhu7M8p57ZE1nV6blBzCpOSulZ+C/bX8oLV6yMVeJWS48Naqziu1MCHKnx9fOZWM3Br+8X4mAE6HDQ9VbQUDjMPp4rGXD2Cy2IkK9eH/HlwFwPR+lK4VCHojMtibp/tZpaivnC5q4On/HAfcO/93bZ42KO8jgILyZpoMDr46VEJ6P8vTCoaOERWjaLPZuPXWWzl9+jR33HEHdrsdtVrNDTfcgEKh6Jd+xVDTVs7I20slnBXDTJstNGqFCMMVXJQoFHK0anc0mY9W7MyMBLxb7SB2yi4uvLUq2uQSvLUjeo9ozCCXtX/X/S01KRCMBLQapbSWEL/hwUXW9j2LudKIZkTdPVUqFa+//nqn56ZNuzCv4uGTVXy8q4DF02NYvyDxgq7VE4/dOZ/Dp6qZPm5o1eUvdr7cd5Y9mRVcsTxVSv/4+XUzmDsxgnHxQfh6q4e5hQLB0KNRKVi3IJH9JyrZsDBpuJsjAP5012KO59b0K01td0Y5W/cXsWpuPAsni93hkY7ZYufFD7MwWezcddU0Av00pMUH8cT/LKK+2czcCaGcPJkz3M0c88hkMv589xIy82pRKeU8/OJels6IYe38xOFuWidGoi7DSKWv39VQfqfVDUZe+/w4UaE+3Llp8oBuViZG+fP/7lpMdYOBJdNjBuy6gq7MGh9OfpmelbNjez9YMGyMKIfFYPDSh1nUNJo4UVDHilmxaNWD85GD/LWsmZcwKNcWeKZtcuhyuW8crzy8GnDvaK2aK2whuHhpMVh5/xu3SPG/vjzFjLThqX4haCcsyKvf94jnP8jEYLJxqqiBhZPX9H6CYFjZdbycb4+UAhAf4cdNreW0J6e4Sx6KtJ6hIyLYmzXzErjtD9upazKRXVDHillxI8pB0BftBhiZ+g1DzUj8rj7bXciRU9UAzJkQwYwBTjmakBTMhCSRojDYHDlZTZPBwXvf5HH/TbOHuzmCbhjz8fJp8UEAJEUHDJrgpmB4UKsUJEUFAJCeEDTMrREIRg7eWiVxEX4AjBd9Y9SS3nr/aruPCUY2yTH+qJRy5DIYFxfY+wmCQaetDyXFBIgUUcGAkhLjLgTg46UiJtx3mFsjOF98vNwb2WIdMbIZ8xEWl8yJY392JcWVLew4WsbK2UKle6wgl8tIiQ2gst5AZIgPd/3lW2x2B7+9Y760WBMILkaUCjk2m7ucqVmUwxw26ptNPPbyAYwWO4/cPo/EqJ4rXemNVh59eT91TWYe/P4cfnP7PEqqWoiP9MPpEHYcCk7k1/HXfx8hKtSHR++cL2mP9MQ7207zye5C1s1P4P8eXIXN7iQq1GcIWnvx8OaXp/h8TyEbFiVxy4a+VT569t3jZOTVcuXyVK5fm45MJvTFBAOHzeFCJgOn0yUqz4xi7A6QgTRnEoxMxry7+bPdZ3E4XDicLj7amT/czREMICaLna8OlWCy2Pli71lKq3VU1RvZdbxsuJsmEAwrpdU6qhqMAOzPrhzm1ly8HDpZTVFlCzUNRnYd631cysyrI7ekiYYWM18fLkGllJMSG4hKKaIDh4rtB4tp1Fk4ebaBk2cb+nTOR7sKMJhsfLyrgNBAL+GsGAQ+3pmPwWznk10FfTpeb7Ty1aESDCYb+05UDFo6sGBkYe3DorMvx/SFrw+X4HK1z0UFoxOL1Y4L2LLn7HA3RdADY34EX7sggeO5NbhcsHa+0DUYS3hplCyZHsPezHJWzIpl3wl3GccFk0UJR8HFTUyYD0F+Ghp1FqYJIeBhY2Z6OKGBXlisdhZM6X1cmpQcQkyYDw0tZpZME0Jrw8GymbHsz64kMti7z+lUq+fFs2V3Iavmxg9y6y5eVs9L4Mt9Z1ndRx0YHy8VC6dGceBEpbDLRURftC4+e+oyLAMQebhoShSFFfmolHKWzxSCjaMVpUIOOEQE/ghnTDosXC4XAFarlVlpIbz3+FrArRwtRK+GDqvVCrTboz90tGFP/OyaKdxz9WRkMhnf35COy+USdh5ALsSGHc/rzY6CgeflB1fgdDqRy+VD0hcFXQn0UfDSA8v6PC55qeGZXyzxeLyw4dAwJTmQfz+6qjV9wNWne8kt69K4ee24Xm0sxtPz57ZL07l1Q1q/7u/3XjcN17VTB3xOMJB9MdCn9+gpi8XS63EDdcxIvdZAv99A2HD9gng2LklGLpdL1xUMLQNhx2fvXYJSqUQulwsbDgN9taHMdb53zhGMTqcjNzd3uJshaCUtLQ0/v/5pSggbjizOx4Yg7DjSEH1x9CNsOPoR4+nYQPTF0Y+w4dhA2HH005sNx6TDwul0YjAYUKlUQmRpGHG5XNhsNnx8fCQPdF8RNhwZXIgNQdhxpCD64uhH2HD0I8bTsYHoi6MfYcOxgbDj6KevNhyTDguBQCAQCAQCgUAgEAgEo5sxXyVEIBAIBAKBQCAQCAQCwehDOCwEAoFAIBAIBAKBQCAQjDiEw0IgEAgEAoFAIBAIBALBiEM4LAQCgUAgEAgEAoFAIBCMOITDQiAQCAQCgUAgEAgEAsGIQzgsBAKBQCAQCAQCgUAgEIw4hMNCIBAIBAKBQCAQCAQCwYhDOCwEAoFAIBAIBAKBQCAQjDiEw0IgEAgEAoFAIBAIBALBiEM4LAQCgUAgEAgEAoFAIBCMOITDQiAQCAQCgUAgEAgEAsGIQzgsBAKBQCAQCAQCgUAgEIw4hMNCIBAIBAKBQCAQCAQCwYhDOdwNGAycTicGgwGVSoVMJhvu5ly0uFwubDYbPj4+yOX9840JG44MLsSGIOw4UhB9cfQjbDj6EePp2ED0xdGPsOHYQNhx9NNXG45Jh4XBYCA3N3e4myFoJS0tDT8/v36dI2w4sjgfG4Kw40hD9MXRj7Dh6EeMp2MD0RdHP8KGYwNhx9FPbzYckw4LlUoFuD+8Wq0e5taMPYorm3n8tUO4XN0fs3BKFDetSyM3N1eyR38YThvuySjn8Olq1sxNYFJyCACF5U18uruQiUkh2B1O8kqbWD03nt0ZFXhrlZTV6igobSYyxBu1SkGTzsK1q9I4fLKayFBvrloxDplMRn2TiUdfOYDT6WL2hHAOZlcRHuzNH360EIDyGj1Pv3scjUrBQ9+fg7eXCpPJzs+e3oHTCStmxdLYYiEy1Jtjp2qoaTIxMSmYe2+Y1a/P6HS6+ODbPGobjVyzKo2wIG+Px1mt1vO2IQy8He/841fS41ceXn3B1xsIKuv0PP7aIQB+c9tcokJ9h7lFXbkQO/Zkw8/3FfDRjkIAfLyUyGWgM9ql1xVyGf4+ap74yWL+8V4GJ8/WI5PJ8NYoCfRVU9diIdhPw7qFSSycEiWdd/JsPdsOFjN7fARLpsf02sZmvYV3tp/Bx1vF9avTUSravfQOp4v3v8mlvtnMdavTCAnw6vd3MBIYaBuWVuv4cGc+KTEBfG9xsnTs1v1FnClppLS6hSadFYDIEB9UShl6k505EyIoqdZhttgpqmzp9D4yGfj5qEiPDwZk3LA2HT/v9t9M27hzPLeW0AAtN62fQESw57FnLDJU42lucSN/fesILhcE+Kq4amU63x4upqhKh59WRYCvGhegVikJDtCiVsg5WdTAhMRgbvveRDLza/nmUCkVtXr0FjsywM9bhUalxGyzExHkjcFsw2S2kxgdgMVqp7RKR0K0P0q5nGtWpxHezT1lLDBY42l/cblcfLQzn4paA5tXpRHpoS99vCuf0mo9V61IJTrMfW/67ngZR8/UsG5+IkaTlf/7OBuHy0WAj5qoEB+8tSrMNjsOO1TW64mP9KO20UR9sxmAlJhANixO5F9fnEQpk2Oy2lEpFYQHe5ES7c+ezAosdicTE4OxOhycLWvh8mWpLJ8Vi85o5a2tpymr0RMT5suN68bj7zP4c7zyWj3/3ZFHQqQ/ly1NGTE2FFwYA2HHV7fX0GJyoFLKePFXqwa6iYNGZZ2Bv71zrNN6YbRw79M7aTHYAHjh/mV9suGYdFi0hfao1Wo0Gs0wt2bs8eQ7WTTqHT0e88WBMq5ZlQ5wXqFWw2VDs9XOs++fwOmC/DK9tCj+55YznCluZE9WjXTs6eIWaptMnc5vMuikx899kI3Z6v6epqZFMSUllCffOUBVgwWAL/aXAVCva+HI6ToWTYvhhY8OcrbSAMC/t+fx02tm8MDz+2nQua/z0XfFXdq8L7uWB/v5HR07U8N737oXmjKFil9cP7PH4883XG6g7dhkaP/d3fWXHfzzkXUXfM0L5c//3kN1o3th95e3MnjhgUuGuUXdM9B98fXP8yTHZUfbdKReZ+c/X+Wz90R732nQ2Smrc09+qxosnCnNYumMeBStjoYXPzxJZb2B/SdqWDQ9Hi9Nz7eqLdvz+fpIBQCpsSEsnxUnvXboZBUf7DgrfYa7r57e148+IhkoG/7ry6Mcz61ld2Y1sybGkBjlT1W9gVc+O93l/CZDu2PibGVhj+/VqHdQUu22RaC/N7dsmCi9lplbK407eWU6VCo19988u9+fZ7Qz2OPpX946TlPrPbrJ4OBv72RKrzXpHZS29r1zKa42Mi09kn+8dwKD2d7ptQZd+/8l1e33vbNVRumxdF25kvtu7J8TfTQy3HObnMJ63v6qAAC7S86vbpnT6fXckkb+vS0fALMNfnP7PIxmG899kI3LBUWVBhp1Foyttm7Smyiu7jynASip6fxcXUstOUVN6E22Ts8XVOjZn10r/V9ZXyk9fvnTU6xdmML73xZKY/XpkhYC/b259XuTzvcr6DNvbcvg0MlqoJqZ46OJC3c7rofbhoKB4ULs2GJySPOX0WTP5z9sXy+8uS2Pe66dMcwt6jslNe33oDe+OMWCVEWvNhSim4J+kx4f2OsxSoUML41iCFozsKiVCuIi3CFJqbHtnzMlJgCA0EAtQf7uAS0xyh+ZDFRKz92obefQx0tFVIgPAJNTQqXXlfL2zpkS677++IQg6bnJye5j50yMkJ5rey+Nqv3c85n7Rof6SIvAjp9zNLFuYcJwNwGAiUnB7Y8Tg3s4cuzh20eP/pTUEOQ9/E4To/0lZwVAcmt/iI3wQ6PqfRxp658qpZz4SP9Or8WG+aJVu6+RMkp/64NBapz7uwj00xASoAXA30dNaGDPESi9OY8A5DIZMhkkt9qljahQH7Qd7gvCHoNDYnTn7z02oueoL4XC3TkVchlxEX79tkvbPajtr7Dr0BAZ4i2NwZ6+87AgLyl6oa2/a9RKYsPdv4eUmECiQn26nKdoHazbhuxz5xgyIOmc31gbPufcE9rODQtyjyvJMQF0vNxQ/Vba5lj+PmqpLQLBaGZ8Qvt8c3JKyDC25MKYNymyT8fJXK6eAvtHJxaLhezsbCZPnjyqvGWjie0Hivguowyns/3n48LtAYsK9eP735uIWuE6bzsMpw1NFjslVS2kxAZKoeVOp4v8siaiQ31wuqC6wUBqbCBlNXo0KgVKuZw3vszhyuWp2BxOquqMLJ4eQ0FZE8H+WoL8tdL1dx0vw2S2sXJWPO99k8uCKVGdbtqHTlbh66ViYlL7APTZ7gJyixu576bZFJY3E+SnoUlv5uNdBdy2cRKBvu3X7yv1zSZaDNZuJx5w4XYYaDvuP1TOE+8eITHSh+fuHzmhe98cdke+XDJnZDhRzuVC7NDbuX9/5yhRwT6EBHkRH+7HzuNlWKwOkmP8MVscjE8IYnJqGHXNJj7fXUiAr4awYC+iQ33JLWkkNsKPlOgAtB0Wwg6Hk/yyJuIi/PDW9s0pUlLVglaj9BiKXt9sQme0kRjl7+HM0cFg2DCvtJHwIG8CfNuf0xmtVNYZUCpkvPtVLqmx/kxLiwBcNLRYmJIS4h731Er2ZJRRVq0nJECLxeYgOsyX+Eg/4iP8sdgckvO3Iw0tZkqqWvDzVl90C9uhHE//uyOPqnoD8ydFMSk5hNomE9sPFjEzLQKtRoHd6cLXS4VCLsPXW82pogbS4oIIC/LCanNwtqIZvclKYVkzCoWc+Eg/fLxUNOksRIX6YrXZadJbiA33AxecKm5gWmoYLQZrF0fVWGMwx9P+0qgz09Bs7rYvNeks1DWbOm1MGM02Sqt1pMYGolDI+XBnHg67k7T4ILy9VAT4recuSwAAIABJREFUamhsMRPop+F0cSMTEoKpaTRSWq3D7nAyIy2cqFAfjp6uxtdbTYvBip+3GpVSTmy4Lyfy67A7nMRH+qNWKTiRX8vymXEoWzdcSqt16AxW/HzUHseIwSK/tImwIC8CfDUjyoaC82cg7PjmzgYKK4x8+tRlg9TKwcPTemE00NBk4t5ndrFpSTKXLkrokw2Fw0IwaIgbwuhnpDksBOeH6IujH2HD0Y8YT8cGoi+OfoQN3VhtDtS9RDH25ZjhQthx9NNXO4xJDQuBQCAQCAQCgUAgEHhGrVKw8b5Pejzms1EYeSAYewgNC4FAIBAIBAKBQCAQCAQjDhFhIeiW+iYTWXk1WB0u5DIXPmo1Jrsdp9NFeLA3U1LCkPekpDeC0ButqFQKjwJ+TToLvt6qTqUQnU4XzXoLgX4anE4XLUYrPloVZqsDfx81DoeTJoMVuQwCfNQUV+mICPLChQwvjZJmvaWTboXZYqe2yUhkiC9Gs82dI6oz4+ulpqJWj7+vGrPFQXCAFoPRitXuBNwioL7eqk7heC0GK14aBXqTDX9vNQqFHJ3Ris5glcqWjWXufHwbv9g8i0njQ3s/eIjYl1kOwMJpvZfgHCocThctBgtBfv3XN+kNncFKi8GCxeZAIZcTGuRFQWkTSVEB5Jc3khoXhJ+3mrIaHcEBXnhrlDidToqrdIQGaNEbbSgUMtQqJS6XS9JQaNZbkMlk+HmrOolwgjss1WJzdCqTCWCzOzBZHDidLo/nDRaD+f0OB816Cw6HE7vDSV2zGZPZRkSwD2HB3mhUCspr9FTU6piSGobD6UIul1HbaJC0QWQyGTKZDKfTJQnvma127A63VkKjzoy/txqTxU6zwUpMmC82uxOj2Ya3ViWNi4L+0aQzY7U5CA/26fSbdN9zTAT5aSiv0ZMa59YrsNocFFc2Ex3uh0+rPkxDs4lGnYWEKH8UchlNOgsBvhrkchnNegt5pY1MHReO0+mU7NmG0WxDZ7QS5KdFrVJI984gf61kXy+NUrp3tuFwOGkxWpHLZHhrVR7Fq41mdxWKvurYCNqpbTSiVMg9jqc6oxWNSoELaNFbMFvdejNVDQa81Ur8/z975x1YVXn//9c5d8/svSBkEQh7I1MFFVfdW792fNVqbV0/W/ttra22jg61Wqu1WgdqnThZIiDIhgCBTMje42bdvX5/nOQmlyQkQJQEz+ufe++5z3nOc559Pud5Pu9e7bC5zY7P58ft8YEAbrcPnVaFRiVitbvRaZUICGg1CrRqae7TXZ6WDgdmgybgxLO7D3C4vLg9XpRKRVBdau1wotcqsTrcZ0y/KjPy2ZNfy9aDDdx/46zTnZQTpry2DY1aQWzE6Jv7P/byNq5alk5S9ND82MgGC5l++XpfFU+8see4YcLNWv7z2+XfUYpOnm0Ha3n8tV2Y9Gr+/POFQU753v2yiNc+z2dMnJmn7l4YMGg89upOdhyqY8n0RKobOymqaEWvUeJwebjrqil8trWMkqpWALRqBQ6XF0EAZZdzsiNVbZw3dww/vWIyzW12fvToejxeHxqVAqfby+T0SPYXN6FWibjcvkB61EoxYKzoJtys5el7FhNq0vDlrgqeeWcfWo0Sm8NDZkoYP75kIvc/+zV+PyyfkzLqZRuPR/fSxQdf2sqT98wnK+H0Gy3uemoDZbWSnG1qQjFP37P49CYI6WH6l89tIb+shcsWp3HdsrRhizvvSBO/fH7roOGyx4ZzuLQFhULghQfP4f89u5mWdme/YadnRQOwp0CSPk1LCuWJOxcEHmIs7Q7u+dsmWtod3HPddBZNSwQk490v/raJhhZJWjEtMYQn7lo4oHLPcOHz+fn1C1vJO9LMxQtS+fGlOd/q9b5t1mwv5+/v5vb7n1atYPmcZFZtlqRhBSQVKARBeoiBLrUkBYIAfj888pO5RIRouffpzdgcbubmxPN1bjUpsSYq6jrwA+fMSuLQkRZqm62EmjS0djj58aUTuXjBuO/orkc/ewrqefil7QBcd14We/LrKSy3sGL+WNZsL8Pj7XFRZtKr+OsvFnHH4xtweXwIAjx//1LW76rg/a8k6csQg5ppWdF8taeKWdmxrDhrDL99UYpfqRDRaZTYnR5+fesspmfFUFDWwi+f34LH6yfUqOGZ+xbz9Nv72FPQwJLpSRSUtVDXbEWvU2F3uLn7mmksnZGE1+vjgb9/TVGFNIbGRxr4y88XBSlMlFS28qt/bMHvhz/cNo/MlO+XAtOpsGrzEf61Ki/wu3e/uGlvFX9ZuYcQowaXx4vVLkmaRoZoaWqTpAZ/dcss5ubE8d6Xxfzn88NDuqZJr+LiheNYuaaA2HADM7Nj+Pjro2SlhPGnn57FyrWF/Hd9EUnRRmqaOvH6pDr1mx/OZmpmNG+tLWTlmoLAfOrSReP44cUThz9zZGSO4R8f5NFq9bI5d9Wo2v7y9//uY82OCgDuuHwS588be5pTNHS65/LbDjfw8A+HJoEtbwmR6ZdN+6oHDdPS7sDrG/k+W/cWNuD1+WntdFLcNUHqZtfhegDKatsDDz1+v59dh+sA2HmoLjCpsjk9+PzwzcHagLECwOHydp0Hbo+PI1VtgXMB8ktb8Hilib3TLYUtKLcABBkrgD7GCpDy+WiNFOeu/Hp8fgK66YXlFrbsr6Hbde7u/PoTy5xRzD/e2n+6kwBAeV1H4HtZVzmdbjptLvLLWgDY0VUPh4u9hQ1DCldcIdVxr9dPXknjgMYKkAwVveMtqWzF0tGj0320po2mNgc+f3AdL6/rabcAJVVttLT3nPdtYXd6yDvSDEheukc7u45zDw6Xl637awO//YDb6w8YK0Dq+1xuL06XF5fbS25RIwXlFtqtLjxeP/uLGwGprXSPGLsPN1DbLGnIt3Y4u9Lx/em/hoMt+2sC37fur6awa1zZnlcbZKwA6LC5yS1qDIwx/q62tLNXnrdZXYG6sDu/ji25PfF7vD46bC48Xh/7CqXy3F/SGLhOa6eTksrWQDvedbiO2mYrfsBqd+Pzw56uttva6QyMqwA1TVaqGnr6UYCDR5qwO704XF4OlDSdfCZ9D9naq16A1C82t9kBycjl84OlwxkwVgABYwX09LHbDgbHczw6bG62HZTmIrXN1sC4U1Buod3mCsyHKhskYwVIdWpfkVSXuutd93xq5zCPWzIyZxq9++4NuytPY0pOjY82lQwpnGywkOmXm1eMH7RyzM2JDSz1G8lceNZY0pJCmT0hNvAmt5urz80gOdbEBfPGBLTJBUHg5hXZJMUYuXlFNj9YnEZitJHxY8JJjQ/h2mWZXLJwHGaDmsgQLWmJISgVAqFGNVkpYVyyMJWkGCM3np8FwMwJsSRFG1EqBMYlmBkTZ+ayxWkkxZgYG2dGIUpvLNVKkdT4EPRaJUqFgEopotcqmT8pjpxx0kqCyxankRofwvgx4STFGLlscRpXLE0nIkSLRqXgxvPHf7eZexp5+r6zT3cSALh8cc/qhcsWD99KhlMhxKjhiqXpJMWYuKGrHg4X580ZQ1Soju6mLwigUgiB7wAGrZIrzk5HpRSJjzJw1pQEZmbHoBBBr1GgEAWUCgGTXklkiJabLhjPjeePJzJES5hJwyULxwWthJqUFsn8yfGkJoRwyaKeN/Djx4SzaGoiMeF6osP0XLwglZjwvrKmw41Bp+LqczNIijFy/Xmjv81dsTSduAg9GrUY1KcLAmQkh3HbZZMCx0KMajKSQ0mN75GIjQjRkpUSxoSx4YwfE865s5OZlR3DjPExZCSHcu2yTJJiTFx41lgiQ7SolSK3XJjNkumJpMSamJkdw5g4M1ednfGd3vdo55pzMzAb1GjVCn540cTAuHLLhRNIipHGHLVKRACmZESxeHoSqQkhCECYScOyOSlcvzwLvVaJIEgrnW5aIZ170wXZXLssM7BaKTnGyIzxMWQmh3HBvDEAnDMzmdSEELQaBbOyY5iSEcWN54+Xxs4Ls1k6I4mUODOT0iJJjQ/h0sVS240I0fGDxWlEh+mICtNx9swk0pLCgu5t8bREJqVFMiE1gqUzkr7DXB393LwiG51GiVajIC7SwMULUomNMABwycJxpCaEMGdiLNMyo1ApRZQKgXk5cWg1CsJDtFy8MBWAG88fj1Enbe8QRQJ9vlIholUrUIhg0KowG9RMz4rm5guyGRNnZumMpK45lInLl6QRZtJy3XKpD1g2O4X0pFBMehXpSaGcN1eSAr9mWSbJsSbSEkNJijFx/XnDO27JjB5cXS/2TjXMiaL+lldmDjc/vHgCogAKUeCOKyaf7uScEL2fHH9969yhnSPLmsp8W8hyQ6MfWYbvzEBui6MfuQxHP3J/emYgt8XRj1yGPYxElZChpkkux9HPUMthdJmTZGRkZGRkZGRkZGRkZGRkvhfIBgsZGRkZGRkZGRkZGRkZGZkRx4hSCbHb7dx9993Y7XaMRiNPP/00Tz31FHl5eWRnZ/PrX//6dCdRRkZGRkZGRkZGRkZGRkbmO2BEGSy+/vprJk2axJ133sk//vEPXnzxRWw2GytXruS3v/0tBw4cYNKkSYNHJDNknnsvl3U7ygNem0FadiMqBMx6NXddNZUZ2TGnLX3fBg6nh9Xby4iPMjIrO3bQ8G6Pj9XbyvB4fXi8Ps6anEBcpOTAyufzs25nOUqFKMm1+fz884MDON1efnrlFDQqBQ6Xh0f/vQOHy8v9N8wgxKRh9bYyokJ17M6vI7+shczkcC5fmo7T5WXHoVq8Xj8pcWYaLDZmZscyJs7MnoJ6jla1Ud9iw+P1cfnSdHYcqmP8mHAmpEYEpdnmcLNmezmhJg1NrXamZESR3uXUrNFiZ+PeSialR1FQ1kJheQvnzkphaqbkkNTv97N+pySVtGDy8JT9V3sq0Wq1LO6SozxZrvrlx9hdktudU91XmXekiYJyC8tmp2A2qE86Hp/Px9Pv5CIAP7t6CqJ4Zi5cc7i8fL6thKQYEzPGx7B5XxXPv5uLw+0jOkxHp93NDxamUVzdSkKUgeVzUvjti9tRiAKP/O88Kuo7KOhSLhFFgfLadprbHaQlhrBs9hhA8hS/YEpCwEHcUNidX09lfQfnzR2DTjOihrQRSXVjJy9+dJAZWdFc1EtC1O708OmWo9Q122i3OsktakQUBWZPiEWpEFErRfaXNBEbbmDRtAQWT5ccIfp8Pp5+ey/bDtahUApcd24WF5yVikIU+Dq3mrZOJ7MnxLJxbxU5aZFknYA8ZWF5CwdKmjh7ZjLhZu2w58WZRGFZCyvXFrJoWgKLpiWxbkc5Le0OVEqRMLOat9YUYnN4SE8KZdaEOGLC9azbWUG4SUNspIEp6dG8uSafpBgTJp2KeoudtMQQzp6ZjMPlZdWmEupb7CydmYTd6aGm0UqYSc3hshbw+zHq1CiVIimxZuZNig9Km9UujUdj481MzYympKqVfYUNLJ6WRFSY7jTl2Ohn455KbE4Py2enoFD0jDtFFRb2FzeydEYSESHB+et0e1m9rYzYcD2zJ8axv6iR4qpW1EoRUYAj1W2UVLVi1Kvx+/zkpEWiVStZNicFQRB47bNDeH1+brogW5KtbbFx3twxbN1fjcvtIy5Cz3+/LEanUXLrRROICdfz9rpCqho6uXxpGgdLmgNjiMPp4fNvyqi32MhMDjuuc9X1OyrYdqiWi85KZUpG1HHzpXuOMzUzmrTE0FPKY5kznwee3UxFg51HfjKXnLTj162RRF1jKz95fBMKUeDDJy4+3ck5IX7zwhb2FTejVAi8/fvlQzpnRM3ukpOT2b9fkipsb2/HYDAwb948AObNm0dubq5ssBhGNu2tYvW28j7HfYDP66elw8kjL2/nld8s6zPojWb+89lhPt1aiiDAX3++iHGDDGjvfVnEyrWFgd9f7ank+QckhYrV28v4x/sHAMlz9uHSZlZvl/LU7vTw0P/M5vcv7wjIst3/7GYWTUviw43BMj5VDVb2FDbgdHmxOz1B/3206Qh/uH0ev/vXdnq7yN15qI4OuxulQuTfvz6XsF4T+pc/PsTaHT1l++6XRbz22/PQapQ8/vouCsstqJSFAWnCLftreOH/nU18lJEvd1XwzH9zAVAIOYQoBs/TwXhzdQGtVi96jZJZEwY3Eg1Et7EC4LF/f8Ovbp13UvE0t9n5v39uw+P1UVjewkP/M/uk0/TMO7kBSSlRFPjZ1VNPOq6RzH/XF/LxlgoEAf7y80U8+caewH+1zZK06Gur8wPHPtl8BKdHKq+f/3UjHVYX/akg55e28NXuKgRBoMPmYuPeKp67f+mQ0lRe284jL0vtoqbJyk9Hmafs08Evn9uCpcPJ3oIGxo8NJy1RMmS+8skhvthW1if8V3uqgn5XNXSyu6AejVrJ3Jw4nn9/Pxv2dMlgu+DFVXkIokBClJEnXt8NwKpNR6hrsaFWKfjPb5Zh1A9uILTa3Tz0wjc4XZJM6qO3zz+l+z7TeeifUl7tLWygpd3Jfz473G+4fUVN7CvqKxOqVRfgcHnZnhcsJymKAvllFlZvKwNgw+4K/H44nrf2P/30rCAj+osfHWTD7kpEUeDpexbx0D+2YnN42J5Xy5/vXnSityoDbDtYy59X7gUkxYRLF0kKVTaHm4f+sRWHy8ueggb+9NOzgs5744t8Ptp0BIBf3TKTx1/bfVx5+kOlkpG5qNKCzydJ5oIkBd8tTZtb1BiQQhUEAvOUogoLly4ax9vrigBpzuLy+BAEeObeJazZVsanW0sB+HxrKRqVgvmTg41dAPuLG3n6v/sA2H24nn//37nHnZP+8T87Ka5s5f0Nxbz+u/NQKYdhEiNzxtLS7sTj9fOrf3xzWhyMniw/+dMm/IDH6+fKX37Cu3+86HQnacjsK5Zk4T1eP/9adYA54wZ/0TeiDBYpKSnk5uayYsUKwsPDmT9/PkajJDVpMpkoLi4+ofjy8vK+jWSeMZSWWQcN4wcOHjyISXcGdfi99HTEociyCseGEfr5JgUThN6SgMFSj91nDHRFob9LdR0Tu/7vb1ohCMckpN94hEAYYaAwQp8vfSM+Rfq7v5NFozr5OtlfOZ18XP1/P9MI1GeGWCuEnhorSI0DBhCl6v67O/6hJ6qnXZzBWT+s9K6jotBrknCCGSj021/0HBH66UaEgTq5ga7R51oyA3HsWHTC5w9wjiAIfeIeTFvueNcXe8U38GgoMxjHziv6+08cpCKcyNgnICAI/l6/B0rLsckaoH/o768B4jn2PgZLtyB3HDLfM74PfemIMlh8+OGHLFmyhB/96Ee8/PLL2O12Ojs7Aejs7MRsNg8SQzCyVM3xmT4dnIoDfLG1FK8veHKoEAVCjBruumoK07JObltAt1TNSOPmFdnERRqIjzQyNj5k0PBXnp1OiFGNxyNtCem93HX5nDEoFSJKpcjCqYnMnxQP+HG6fdx+mbQa6Ne3zuaP/9mJ0+Xl3utmEGJUExWmIzJUx56COvJLLWQkh3HZkjScLi87D9fh8/lJjjXTaLExfXwMKbFmHv7xXI7WtNHQtSXksiXp7DxUR1ZKOGGm4OXSP7x4IkkxJkKNGprbHExKl5Z1Ajx480w27a1iUloUheUtFJS3cM6sFOIjJePg2TOTAuP8vJxoDh1qOeU8v/H88eh0WmYOYQvO8dBrRGxOaVXIvTee/KqIcLOWP9w2j6IKC+fMSj6lNN111RREUUAQ4I7Lz9w3/FednUF0uInEGBPjEkN58KYZ/P3dXBwuLzFhejodbi5fnEZRZSsJUUbOnZ3M717ajigKPPKTuVTWd1JYIdUlQRAor2unqdVBemIo58yWymBPfj3zJycMOU0psWZ+++O5VNV3sGx2yrdy32caf/rpWby0Ko8Z42NITejp/269cAKxYXrqWqQtIfsKGxAEgXk58YgKAY1KJLeoifhIAwumJjBnYhwAd1wu9XNf51ajUghcuyyL8+eNRRQFHrx5Ju2dTmZmx7J5XzUTx0Vg1KmGlE6DTsWjt88n70gzS2ac2lay7wOP3T6ft9YWsmh6IgsmJ2DWq7u2hCgIM6lZuaYAq8NDZkoYs7JjiQ7Xs35nBeEhWmLC9EzJiGLlmkKSY42Y9GrqW2ykJoSyeFoicyfGERWqo95iY8n0ri0hTZ2EmbTkl0pvygw6FWqlSFKsmeyxwVsU//cHOYyND2FsvJnkWDOP3XEWuUUNLJwql+vJMmdiHPffMB2708M5s3r6Pr1WajcHS5pZMr1v/t54/niiw/TERuiZmR3L7/93HkeqW1EpFAgiHK1uo6TSglGvxuf3kzMuEp1GyTkzkxEEgQizFq/Pz40XjJe2hDTbWD4nhW8O1uJye4mPNPDO+iIMWiU3rcgmJtyAy+OlqqGDyxenc/BIE4nRJlLizNy8IpvYCAMNLTbSk8O65k99yUmL5BfXTmV7Xh0Xzh876PawX948i837qpiSES2vrpAZlMgQHVaHddSt4nvl/5Zz6x/WoBAF/vvHC093ck6I2dnR7DjcgEoh8KNLJg3pWVHw+wezlX93vPnmm6jVaq688ko++OADampqaGho4JFHHuHhhx/msssuG9KWEFlbd2Qg6yOPfk61HORyHBnIbXH0I5fh6EfuT88M5LY4+pHLsIeL7l113P9PxzaJoaZJLsfRz1DLYUR5h7voootYvXo1N954I5988gk33HADarWa6667DoVCIfuvkJGRkZGRkZGRkZGRkZH5njCitoSYzWZefvnloGOylKmMjIyMjIyMjIyMjIyMzPePEbXCQkZGRkZGRkZGRkZGRkZGRgZG2AoLmeHH6/Xxw0fX0tzmHDCMUafild8sCzhlHM28tOoge/IbuGThONbuKKOsth2AcJMWhULA0ulEp1YSHqLF5vBgd7hxuLwoFSLTMqPpsLto73QSYtTSYLGiUSlRKkXSEkPJLWrgqnMyWDojmRc/OsjeggZuXjGerDHhPPbqTo5Wt+Hz+Tl7RhI2h4e9RQ0YtCp+dtVUJh+jG+5webj7zxtpbLVz9TkZXH1uJhv3VvHWmgI6bC467W5MejW/umUWuw7XsT2vlmuXZbFoWiJf7qrg3S+LOGtyAjecP/50ZPNpo/e+xlPZV+n3+3nuvf0cOtrMDy+eyIzxJ+dYFuCtNfmsXCvJtl2/PJNrlmWddFzDSXdeCcC7j5037PE/9upOth2sRQAiQ3UoRD8dNg8uj49bL5rAkulJPPH6btqtTu69fjqJ0SbWbC/jnx8exGxQY9CpqGns5JKF47jlwgkAvPrpIVZtPkJ8lJFwkxarw819N0wnMkTHU2/uobbJyt1XTyUtSZIi9nh9/GXlXg4dbaLN6iLcpOXZ+5Zg6OXYcXteLa9+ehiVSsTt9nHj+eP7lc4rqrDw6Cs7sTncXL4kjbHxIbz62WEmpUVyez/OVG/+3Wpa2p3otUqiw/TERRq4/4bpZ4STtzuf3EB1YydRoXpqmyU1qXNnJRMRomP9rnJaO5xo1EqWz07mmwM12J1e2qwuAO64Iofz56b2G6/b4+XJN6RyjAnXs+NQHTqNgjcePh+1WsH6neU8//4B9FolXq8Pj9fPtcsy2ZxbjdXuRgDGxJupqOvgB4vTWD5nDKs2H+GLb0pZNC2RgyXNuDxe7r9hBjHh+u8qu0YU/3h/P2t3lKNWKVApRdQqBdcvz6K+xcb7X5WgVAiY9CquPDuT5XMGdlT7708O8eWuChSiQFSojuKqVlRKBXdeOZkl05MA2FNQz79W5TEhNYKEKANrtpdzwbyxXLxwHACdNhePv7ab2mYrlg4HOrWSWy+eyIcbS/Djx+32ccH8seg0Sj74qpjUhFCOVrcxNTOKK8/O4InXd+Pz+bnpgiwee3UXTreXMJOWlnYH+KW6caS6nerGTu68cjKZKeF97mN/cSP//PAA6Ulh/OzqqSiGogw2CvhoUwmrt5UF5fexfHOghr+9vS8gla5RiVx9biaLpyXx5Bu7sdpdNLbaEQSBMJOGmiZrkAKMRiXypzvPYnd+Axv3VPKDxWlkjQnnr2/tJdSo4YEbZ9Dc5uD/XviGTrub68/L4geL06hu7OS+pzfj8fr4zY/mkDMuEoCCshb+/m4uSTEm7rluOiqlSF2zlafe2INGreCBG2cQYjy+L4HmNjuPv7YbURR44MYZgzrg7E1lfQd/WbkHs0HDL66Rt5jLSPzo0XW0Wr3A6fHXcbK8v6GIVz+TpOQfu30eOWlRg5wxcuie6yVGm3jqrnlDOmf0P6HKHJeSqtbjGisAOu1utu6v4eyZp6aWcLppbrPz8eajAKxcW0BrR899N7TaA98dTi+WjmPzxMvm3Opev9uD/i0st0jxrilk4rhIPvlaus7b64pYMj2JgjJLIOyaHRWB71a7h/c2FPcxWOzIq6WmSXoQeO+rYq4+N5O31hQEjgG0W138d30RewsbAHhrbQGLpiWyck0BDRY776wv4vKl6eg0389m/Le39vDza6ef1LlVDZ2s2V4OwH/XF52SweKd9T1yy++sKxoRBosX3t8f+P5teFW22t1sO1gbiL+xV/sCKR/0WlWg7n6xrYwfX5LDyjUFuD0+mtscNLc5APhky9GAweKTLUfxeP1U1HVQUdcBwNrt5eSkRQaut2rzEe69Xir3/LIWvu7Vbhtb7azdUc4PFqf1pGV9EdWNnYHfb68r7NdgsWrzEelBCKmdpyWFUtXQSVVDJ5cuSiMu0tBzHYuNlnapD7E5PJTVtlNW287BkmamZUWfYG6OLA4eaaK8K++7jRUA63dVBD3MeOxuPtx4pE/9+s9nBQMaLA4eaQ6UY3mXMdnu9LLq6yNceXYGb64pxO3x0dbpCpzz9rqiwAOXlCYbAG+uLmD5nDG8/kU+TpeXd9YV4fVJqVm/s4Lrzzv97fB08MU3ZfgBj7cnz1auKaCp1YHP78fllursm6vzBzRYtHU6+XBjSeB393jpcntZvWKQAAAgAElEQVR5c3VBwGDx7pfFgTaiVAh4vH5e/yI/8AC97WAtucWNgXhcbhdvfJEf1F+8/kU+Bq2KlnYH1Y1Sfatu7ESvUXLoqKRA8tJHeXTY3ADUt9gC5769vgiXW1KNWrX5KA/c2Ndg8f6GYirrO6ms7+Sis1IDxs7Rzmuf5+P2+ILy+1he/yI/qO043T7e+CIfj8dHflmw+pfN4Tn2dJxuH699ns++QqkM31xdwLxJ8RypagNgd349+WUtNAf6zQJ+sDiNlWsK6LRL5fX65/k8cdcCAD7cVEJ5XQfldR1cMG8sOWmRrN9ZQWGFNH/aeqCGC+aNPe59b9hdGUj7xj1VXLYk7bjhe7N6WxklXWnPLW7ENOQzZWRGHm+tKwp8f+adXF566NzTmJoTo3uuV1bbTkmVZfATkLeEnPEkRpsY7IWCAExKi/xO0vNtEmrUkJkSBsDM8TGolD3VW4CgNysataLPm5aYcD1mgwqFKBBq0iAAGpUCtUokLVGS/5s9MZZws5bMZOk6cybEMiktEq26561qSqyJ6HBd4PesCX2lPCekRqBUSOnrfvvQLRPYO1Vzc+KYkBoR9P/srs/J6cHX/b5xzbLMkz43OlzP2HhJJnnOxFOTWs0a0zNJHn+MnN/p4oql6d9q/NKqgp463t2Wuuvu1MxosseGE2JUo1KKTM+UDEIzxvfktVol1f/utiR9Dw/8Z9AqUCtFpmVFk5oQQmSoDlEUmNVLGndMnJnYiJ436QpR6GN8mtPV/rrbyuwByntmdmxQ+rvbW1piCJGhwW/xIkK0iL36D1EUiArTBcmEjlbGJYSiUUl51d1HASRFm5h6jOE1c0wYxzJz/MAGm9T4EKLCpHKMDO2pPwumSAakWV1lJ/TqBKekR0rS0QrpYHe96+4H50zo6g8zojDoVGjUCqZkjJ43TcNNamLfOjh7YhyTM4LH+O763R9GvZrssT39ml7TM87Mzek5b3ZX2xobb2ZWVznMntDzf3ZqBCa9GrFXgc6ZGIsoCqi76tjsCbGBPrjbKJieFMqsCbHoNEp0GgWLe8lz9h62J6VFEh2mQxRgVnb/RufZE2IRBEiKMRIfZeg3zGikO+975/exzMvpa5idNSGWqVnRaNUKVIqezFQo+p8oLp6WyPQuI+zsiXFMz4pGqZDmSFkp4cwYHxPoN7uNtYum9ZRXd9sGmJUdiyhIc62UOGn8nZoZjVqlwKBTBeY6x2NyehQ6jQK9Vsmk9BObt07PikGpEAkxqkk7A/pqme83k3vV/6UzR5dEdPdcT6tWkBRjHtI5I0rWdLiQpWqCcXu8HChpxOl04/cL+PAh+EEQBDRqJTlpUWi+he0gp0NuyOvz02lzEWLUYHdKWz68Pj96rQqVUqDD5kajUqBSKfB6fbg9Pnx+EPBLuuM+Px6vD5VSgdPlQakU8fslw0VHV7zd17Ha3ZgNakDa4uFweXE4PUSH6fH5/VhtLkSFiEmv7v8eXR5a2h3ERRoDx9o6nWhUChpb7YSZNIE09b52dziTXh300PRtMBJl+J56fRc3XDCe2Ajj4IGPg9frw+rwBMrwVDhYIr2BGklL8posNt7bUMxtl0/+Vtqiz+enuqETUZQMQDaHB7VKpK3TRWyE9GDgcnvxeH3otT1bNOpbbJgMapQKkUaLjYSo4HKsbuwkKkyP3+/H2+tct8eH0+3F2Gu7R+C4y0On3U2IUdPviqN2qwutRond4T7ukuNOuxun00N4iBZBEGi3ujDoVP0uI/d4fOwvaiAnIxqX2yv1K8pv7x3Ad9mfujw+Gi02YiMMHKm0AAIZKWGBvsjj9aFUiJgNatqtLjQqBVUNnSgUMDb++G+we5djSaWFhEgDOl1PG6xvsWHSq3F7fXg8XiJCdNgcbkRBwOn2Bq7ZXY5+v592qwuzQY3T7cXvZ8SuOvsu+lO/309tk5UwswaPx4/P7yfEqMHv99PYaseoU+H2+AZdei+VtRMQCDFqqKhrx2xQEWrSBYXrsLnQa5SIohAoB6GXgcLp9uL1+rA7PKhUCswGNZ12N2qliN3pCYRv63RiNqjpsLkDbc7h9OBHKs8Oqwu3x4tWo8Tl9uJ0eYmJMAzYL/SXRoVieNrnSJBS7F3ve+f3sbS0O/B5fTS12omLMgbC250eBAHsDulTo1Zid7qoabQRZlIjCCJ6rZJQkzZwre46Y3O4USrEgNHJandhd3qDjJBtnU48Xh8RIcH1pdPmQqNWBvWVNocbURSGvC3Z0bVqRHsS7bw77X6f57SX4Ujh+y5rWtmmYePeev5239knnd7TRUmlBb1ORXzkqc2HTweBuZ7XPaQyHJmjusywolIqmJ51am+RRwsKUQgMqtLbmeAqHhHS67eqn9UJCgKDsEoZ/CDbe4KnEIWgB12tWikNtl1hRARCTMffW6lRK4OMFb2vkRTTs1hR7HVP/aXl+8Z9N84clngUXQ9cw8FIMlR0Exmm57Z+fC8MF6IokBTbU09DjFK70Wl6HhzUKkWgPXXT27fAscaKPsd6natSiv0aBKTjaowDGAaBQDmrB2k3Rp0q6MHnePVDqRSZ3rXaQ/0tGipOB2qlGCiHjF5+AY7XFw11qX3vckxL6rtCoz/fE91Gq+4HlN5pEISeNJ0JfphOFUEQiO9uQ5rg49FhQ/frIZV1zxiWHNv/W7DeBvn+xiWNSgEqRZDRsruN9e4bus8NGld7jd+mXsd7xzVQvzBQGs8Uetf749Ht4yHymLLvnhv1bjM6jZJwc986cuy1euc/gEGnxhBslxgwbf3108fGNxgnY6g49lpOZ98tMDLfT86fn86lSyee7mScFP2NoaOF7jmG0zu08GfWLEtGRkZGRkZGRkZGRkZGRuaMQDZYyMjIyMjIyMjIyMjIyMjIjDjk9ZNnAKs2FbP9QC1e/F2SAAJ+/IiC9FOjVvKDheOYNv77sS0EJMUQS7uTqDAd1Q2dWDockiyeIJAYbaKt087egkZm58Sy7WAtlnYHkzKiyUwKBQTSk8NQiAJuj4+SylZEUVKWWDQtEb/fT0llG2PizUFbTuqarRypaiM9OTRo6W19i42Wdjv4BdKSQimrbUOrVmK1uwPXKaqwEBWqI2wAia7mNjs7D9WzaFoiem3/zba+xYbd6WFM3PEd2JRUthJm1vTZWzoa2FNYy8Mv7mR+TgwP3jLnlOJq63RS22wlMznsuHuAh8IPf78GQRT410PLTime4WRLbhXvf1XC/90yA4P+xJbcHg+/309RhQWzQUN1QweHSpuZlhHFroJG5uXEIooiGclhuFwePtp8lPSkELJTI9mSW43T7SU1IYS4CAOiKFBe244gCCi62tc5swaWWdydX0dJVRvXnBvsbPVodRvFlRYKylqYPTGWORODHc01WmzsL25k9sS4QZeGr9tRjh9YOCUBpULky90VTBwX2e/WldGK3++nsMJCbLie+hYbMeEGQk3S8u3iSgsRITrCzVqOVLVSUN6C2LUcPGdcBFUNVtKTQwPOOBtabHy6tZRZ2dE4XT6iw/WEGDS8va4Qo0HF1Ixo1EqRTruHHXmSEpXf76eyvpPF0xMpqrAQEy75O2mw2MhIDuvTP5XWtGHQqYgO07N2RxkVtR1cd954mtvsKBTCoHt3G1psWB1uxsafuU72ymvbKaxo4ZyZyYiiVDb1LVY+21rGJQvHYWl3YDaqOFrdjkGjIinWRH2LlahQHU1tDjKSw2hqtdPW6WRcYiiWdgfVjZ0oRJHUxJCAE9aymjYqGzqJjdDT2uHE7vQwKS2KUJOG4koL4WYt4WZt13imp6CiBY1S8sk0a0JsYHtCYXkL+4sbOVrdzoIp8cybFE9BWQtWh5tQoxaVUiQlzkxbp5O6ZisZg/TR5bXtaNSKgO+c7wNDuee6ZisOlxeDVsn2vDqSYgxY7V70WiVTM6NpaLFR22yluc1BiFFNUYUFo05FRnIYapWC8tp2OmwuCipauHF5FrGRJvYWNlBSYcEPXLRgLJYOF3lHmlg8NZHS2naSYkwYdCpqm6y4PV7CzVp259eTnhxGQpSR4koL9i5fX0Mtr8r6DhRir61OMjLDyM+e2kBNi2tUSZp289grOwgza/uVXh/JtLY5uPfZTayYP4YV88YM6RzZYDHK+cO/d7DjUN2g4XKLmrjv+ulB3pvPVBpabNz156+wOTzoNArsx9kg9UWXtCXAzsMNge9LZyTxi2un8fhru4Ly95MtRwkzSQPw2Hgzz9y7BICiCgv3P/M1Pr8fpVLkmXsWkxRjorSmjXuf3ozbI0mvJcWYqKzvQBDA74dzZiYTE6HnzdUFGHUqnntgab+64j9+bD1uj4+Vawt4/eHz+vx/tLqN+56RrnPPddMCsnPH8tGmEl7++BA6jZJn71vS737xkczDL+4EYOvBer7ZX868yQM/4B4Pq93Nz/78FS3tTi5ekMqPL8056TRdct8qutQUueT+Vax68vQPenUtnTz++h4Abv7Dl7z3WN86c7L8+5NDfLTpSKAOA7y3QZJA7JZCvG55Fl98UxqQQ4wO09Fg6ZEyDDdrUIhiHznUL3dV8sefntXnmpv2VfHUG9L9bM2t5tn7lwKSw6lf/G1zINz6XZX85oezmJktec6vb7Hxv39aj9frx7DqEK/+ZtmA+58feXk7uw7XS/fxVQmiKFBR34EowKu/WT6gMXG08dKqPD75+ihatQKHy0uoUcNzDyxlzfYyXvs8H4NWyaWL03hzdUHQed3h50+K58GbJT8yP35sHT4/QRKYClEIyIu+taYwKI5PtpQGvr+1roDaJhtmgxo/fjqsbialRXKgpAm9Vsmz9y5hX1Ejf383F7VKwZwJMWzOrQFg9fZyXB4voiDw6O3zB1QXKK9r556/bsLl8fGzq6Zw7uyT6y9GMtWNndz156/w+2HN9nL+fPciQBoz/H6pz/f7JZ8Uvq5y0ahEnG4fKqWI2+Pj4gWprN1RjsPl5abzx/PBxpKALGXOuEgeu2M+2/NqefSVnX2ub9AquWjBON5eV4hBq2Th1ES+2FYWiLubFz86yDuPXsCuQ3X88bXdgeNbD9SQnhRKcWVrULw/u3oKr3+ej6XDyaWLxvHDi/vfY/71vmqeeGM3SoXIE3edRfoo3tM9VDbvq+LJN/Yc956PVLVy3zNf4/H6EAUB3zH+9c+emcTmfdVBZXTca+6tYemMRDbsrgoc+2BjCQ6nB59fGhdsDg/xkQZ+dtUUHnrhG3x+P1q1NAcTBDh/7hg+/6YMAIUIj9+5gMyUvlK0vdmdX8/vX94OgsAf/nceOWeAop3MyMLW9Yxw0b2rRpXR4rrffE6HVeqnS2vaA/LBo4EbH1kDwCufFpAUqR/Sdg95S8go52h16+CBusgvbf4WUzJyqGuxBjTFj2esOB5HqyWt7tKatqDjtU1WyrqOVdR14PH6At+7JwQej4+axk5Aemvce0LQYJE05LvnDkdr2gLX6LS7A//3xubwBOJo73T1m97K+o5AmNKa9kHvy+70UNdsHTDcaGDtjqrBAw1Am9VJS7v0MH30mDI+UXy95oG+oc39vnUOH/322npZV/06nr5UaU0b7daeutrUFmyYaGl39jFWgPTw1R8HihsD3+t6tZGiyr7934GSnnuva7Li9UoJtTrcdNjcA6a5oq4j8L2mqZPGVuk6Pj/UjvK20pvu/sbhkvrG1k4nlnZHoN+wOjwUVfTVRe8O37u9+PqpA97+DvZDc5sDkBRcuiddVQ1SGdgcHupbbIG+1uX2BpV1txqI1+envG7g/q66oRNXV794qu18pFJR2x5oi3VNUp21OTyBY92fvl7l4nRLedI9ZhRVWgLlW1BhCRgroCffymr7z2erw0NxpSXwvaSqNSjubtweHzaHh5KqvuVQ00+7Lyy3BAyex47DvSmtlf7zeH1U1ncMGO5MorutSvfcf59Z2dAZmJ8ca6wAKK5sHbKxopuSY/pbm8MT6APsXU4sa5utlFS34fX58ft75mB+P0Fl7/UF97kDUVrThs8v1d/jtXUZme8bnb3mM+V1o3d8yy1uGDwQ8gqLUc+DN8/i/mc29ztx7E2oUc1NK7K/m0SdZnLGRXLl2elUNXQSH2ng0NFmaVmw04NSFIiLNFDbZMXm9KDXiFgd0qCtVAgkRBkJD9EGlp3feeUUVm0+QlOrnXarix9fmoNBq+KTLUdZNDUhsDR60bQEDpQ0knekmRnZMczoUg+YmxPHhWeNpajCgk6jZMn0RHYcqsfl9iKKAlcuzcBslKRLx8aHkNXP2wa9Vsl5c1PYdrCWixeO6/ee50+WltS221z8YHH/YUB68+10e4mPNDJplL+pePgn80/63PhII7deNIG8I81ctzxz8BOOw/XL0nlzbXHg+0hg6YwUnn//IE6Xl9T4oWlcD5VbL57Am6sLUCikrUyWdic6jfT2PTJEx5h4MzddMJ4JqRG89vlhQo0arl2exb8/zsPj9ZEYbWJhV9v5ak8loihitbvotLm566op/V7zjssnsSu/nk6bm59dNTVw/IJ5Y9m0t4ojVW043V5MehU3XdDTz01Kj2TpjCT2FTawbE4KUWEDb4O6+5qpPPbqTvx+P7dfNgmvz88rnxxm/Jgwssf2/wZ/NPKjiyeyck0hCVEGapqsZKaEkRJn5obzs/B4fSTHmFg2JwWncx9FlRZ8fj+hRjULpiRSXtfBpYt6+peZE2LYV9BAqEmDWqkgPSkUQYDN+6q71CoMhJu01DZbaWq1kxJnRt0l23zDeVnsyKsjMyUMv19apXb+vDGs2V5OYrSRieMiiI8y0NrpJDxEy7JZKdz3zGZcHi+XLx5Hc7sLlVJk6Yz+V5MBzJ4Qy8ULUrF0OLny7IzvInu/c+ZOimdqRhSlte3cftkkQBozZoyPJreokUnpUWhUCjQqkYJyC3qtkinp0VQ3dhJu1mLpcHDjBeP5cmcl9S02br14AuMSQtidX49GpeCSrvK+cP5Y8suaqajtINyspaXDic/nY9nsFJbOSOaVTw+RFGPirMnxvLm6gHCzlr0FDbg8Xrw+P/Ny4ggxarhsSRoHjjRRXGHB5weDVsW910/jg69KaO1wYDJoiA7Tc+P544mLMJBf1sL152UNeP+XLBxHQ4sdg07JgikJ30men24uXTSORkv3Pcf3G2b+pHgKu+YEXq+PfUWNmPVqXB4vRp2a+66fxvqdlewpbKDT6kIQ/HTYPCgUAuPizfgRqG22YrW78Xj9ZI8J47bLJ/P4f3ZRZ7EhInD50jTKatspKLOwbHYKpbVtzJ4Qy5LpSVQ3dGJ3eYgN17F2RyWZKWFcf14Wr356mEaLjeyxEUNa8XvBvLFUNXSiVIicMzN5uLNSRiZAf8KBI5k7LpvEc+8fAODJUbS6AiA2XEddix1BgJtWTCQvL2/QcwS//3jvyUYnZ5pG8mhlJGiVy5wap1oOcjmODOS2OPqRy3D0I/enZwZyWxz9yGXYw0X3rjru/6djm8RQ0ySX4+hnqOUwrFtCfCNlPbSMjIyMjIyMjIyMjIyMjMyoZtgMFl6vlylTpuBy9b/HXkZGRkZGRkZGRkZGRqYvLvfgfteGEkZG5kxj2HxYKBQKxowZg8ViISYmZriilZGRkZGRkZGRkZGROaNRqxQjcouGjMzpZlidbl500UXcdttt3HTTTcTGxgb9N3fu3OG81PcKv9/Pb17YSm5J/57/FQqBO6+YzDmzzjzJtqHi8fp4Z10RG/dU0tLhQKeRHHClJ4WyYVcldS02FkxJIDpMx76iRlRKyYHT1MxoDpQ0smlvNQunJfD+l8XUNltJTwrjssVppCWFBq7hcnt5a20hClEgMcbIyjWFGHUqZk+I5YqzM1CIwTrxlnYHb68rJCnGRFunky93VuD1w9SMKGZmx7KvqIGLFqSSEis5RdySW80bqwuYmxPHzcc4SF21+Qh1TVauWZZJiHH07bX77/oi1Gp1v/l0Ilz5y09wuKStZyNl0K5t6uCOJ74C4PkHlhAXaTrNKZK44sFPcLp9pCWa+dMd84YtXofLwx/+vYMGi530pFAuW5zG//3zGzpsbtITQ7jvhhl8sLGECWPD2ZXfQEVdOz+7eioZyWHUNHXy/oZiHE4vVocbs1HNlUszSIo5+Tz7bGsph0ubEQWYlR3HgqmS472/rNxLSVUr1yzL4EBxE5PSIlk4dWAnb5YOBy+8f4Dmdgc3nJdFVJieDzeWkDMusl/ncJ9tOconW0o5d1Yyly8d3NnqBxtLWLu9nIsXpnLBvLEnfb/fBs1tdt5ZX8TYODM6jZK8o81Eh+n5ak8lGpWCBVMSSIoxsmlfNUer23C4vEwYG45apWDx9CTW76qgrKaNmy/IZkpmNC98sJ9tB2sx6tRMTo9i6YxE1u2sYGpGNC9+eIAOu5sHrp/OnEn9OwwE+Dq3mv3FjVyycFyf+tFuc/G7l7YhigLjx4SjVIhcuywTlXJgr2mV9R2s2nyEyWlRgTrSYLHx3pfFjEsMZfkcafxs7XDyzrpCYiMNXDKAk+ORhtPt5a01BSiVItecm8kz7+wj70gzY+LN2BxuKus7mJcTT0KUkW8O1pIYbSQ51sz2vFqiwnTcsiKbiJC+DmlLa9r4dEspM7NjmJIRxd/e2kfe0SYykkMJNWqZNSGWORPjTirN5XXtfPL1UaZmRpNf2syeggZuXpGN1+vvMzZ28/W+avaXBNeJrQdq2FfYwJSMKD7bUoogCESGakmKMVHbZGVPQT3JsWYe+p9ZaNVnhp/5r3OryS1qQK1UoFIpuHZZJjqNMlDHdRolNocbtUoRaBtatZL3vypmf3ETUaE6Zk2IYXd+A8kxRt5ZX4xeq8Bs0BAeouXnV0+lttnK6m3lKBUCu/Pr0WuVrJg3lo+3lJKWFIJKKbLrcD1j40K457pphBg1fPz1EWoarVyxNI11OyqwdDipauzE6/GxcGoCn24tZcb4mAElamVkTgc/enQdrVYvSVF6nn/w3NOdnCFTWtPK/c98jVKp4OVfL8OgHT3921Ov72JTbg0mg4pXHjp7SOcM69299dZbADz77LNBxwVB4MsvvxzOS32v2LK/ZkBjBYDX6+eZ/+Z+rw0WX+2u5O11hYHfLreLT7eUBoV5b0Nx0O8dh+p459EVPPrKTmwODxv3VuLqknura7ZxtLqNFx7saUiff1MWiEMhCgH5vuLKVuIiDX0ehl797DAbdlf2SeuXuyv5sut4aU0bf757EQB/eWsvbo+P9zYUs2L+GCJD9QAcLGniX6skD7pur487r+xfSWEks3ZHOa1Wb7/5dCJ0GysAnnt3Lz+9ctpwJO+U+PlfNuHpks78+V83886jK05ziuCzLUcC0oUlVcMrBffyx3nsL24CJJnf/cWNAbnQ4qo2nnlnH4dKW1izvTxwzmOv7uTV3yznuXf3c6CkKSi+uibbSeuHF1VYeOGDA4Hfm/dVM2FcBIVlLXy1R2pjf125F4/Xz7od5UxIjej3wQzg9c/z+eZgLQC/f3kHGclh5B1tDpwXGdpznt3p4YUPDwJSOz9nVvJxDYk+n49XPjkEwAsfHBhxBot/f3KIzfuqARCAYz1xH6luC+rzADZ1hd96oCYgI/3oqzu5++qprN4mlX1bp4vqxk6259XQ0u4MqhN/en03Hz15cb/psXQ4eOqN3fj8kvThsfXjL2/uoahCklgsKJMkNcPNWi48K3XAe/z7u7kcLm2RynNcBOFmLS99dJDteXUAZI0JIyXWzBur8wPpTE0IIWfcyFdT+mxLKe9/VQJIBpev9kiSz72lg1f3yvv8spag871ePw/cOKNPvH9ZuZey2nY27K7gyrMz2HqgBoBdhyUZuq/2VPLmI+ej16pOOM1Pv72P4spW1m4vD9S3J9/Yjcfrx+fzB42NIL0AeOpNqU5U1nfw+J0LaLe6eOL13fh8fjbsqsDt7d+HfEt7I699ns9PLs054XSONHq3jW50GiXXLpMMVQXlfSWJVUqR9KRQXvs8P3Bsc2510NaCDhvUt9ihElaGFrCnoIGapmA55+ffP4AfguRjLe0NvPLpIc6dlcJLH0nzlLLaNg4dDa5j+eUt+P2S1Puy2SmnZKSWkfk2qGy0DR5oBPHL57bidPtwun088Mxmnntg6elO0pDZlCuNJR1WN6u3l5JoHPycYTVYbNiwYTijk+kiKnRgKb5uVMph9Z866hjoIUSrFoMectUqMWCUCDdrUYgCESFabI5OQgxqGlsdgbCRodqguHr/1qgVgUn6QNePCJHCKxUCPp8/aIJh1KnotLuDztNrlLR5XAiCJEvXTahJg1Ih4PH6gx6aRhuCMHA5nQwTx40MqckQowabUxroQkfI6peUuG9vMhgXYQj6HRmipa2zx3dRdLieQ6UtaNWS1ClIdRjot/52t5OTwWxQo1aKuDxSmzbo1GjViiD5Uo1agcfuwaBTHfcNa++6GWrSBNJq0KnQaoLPUynFwHWVCgHNIHpooigG2rD6OKsATheRXfeuUoqolCI2hwdRlPotkIwYJr2a1k5nn3NDjZpAX2g2qPstz1CjlpZ2Z1D/e7w806gUGPVq2q2ufuOLCTf0OTZY39J9j911pPcxrVqBUacKikepEEZMex6M3mNTUvTAMz9BgG5duN4GqIHaYESIlrLadsxdUqPHYjZojruq5fhp1lFc2YpRr6LT5saPJHHq90Nrp7NPX6FRKzDo1HTYXIFyU6tEzF31UqtV4bb29EOiIODrJYIX20+dGY30bhvdRHWVf0SoDsotQeUs/a8j3KwNOm7QKnG5vX0MkSCVTWSoro/BQqkUcXv6OtePCtV3zVNEPF4fUaF6BKElKA1KhXSuIIBJf+IGLhkZmWBMejXWrrE3Pmr09m+JkUZwWAcNN3rWj3yPyRoTzi9vnsErnxzC5nQjIuBHwI8PQRBIjDHx/27o+3bk+8S0rGievGsB+4oaKCy3EMUVHBkAACAASURBVB2mZ9G0RMLMGg6XNlNe286iqYlo1MrA28LuN2d/vOMs8o42Myktkt2H66mo7yAtKZSpGVFB1zhrcgIhd2hQiALxkQY+3FhCdLie9KQwMpLD+qTphvPGk5USTkyEHq/Xz/pdFfh8fmZNiCUx2khJZSvTx/f4e/n7/Uv4cGMJ8ycnoNeqA8eTYkz89ReLabTYmDF+dPqHuee6aRj0un7z6US4blkGK9cWMSbWyKJpI2NF0Yu/OpdfPr8FAXjsjrNOd3IAmDgumnNmJrI5t4YH+3lzeipctiQdk0FNfbOVMfEhTM+KYeXqw6zdWcndV01h5oRY5ubEMTY+hIradoqrWrny7AwA7rxyCnMmxqIQBTpsbnQa5SnV6dgIA3/9xSIq6zsBP2lJYei1KtKSwvjtj2Zz6GgLly8ex8GjzaQmhGLQDTxRvnZZJkkxRlraHSyeloRBp2TepDhSE0IDD7PdKBUif79/CV9sK+PcWSl9DBr98cy9S1i7s5wVI2x1BcBNK7LJHhtOfJQRlVKktKaN5FgzG3ZVYjaomDguklCThoJyC1X1HXTa3UxOj8Tp9jE5LZL8shaOVLVy/ryxhBg1PHr7PDbtrSImXE9aUhgTUiPYk19PWlIon205SmG5hT/cNvA2Ub1WxV9/voiSqtZ+68ftl08iPtKAWqUgOVYyzk1IPb4B8+5rpjJ/cjzjEkMDKwJ+dMlEJmdEkRRjChgqrjk3g7TEEKLC9KPmLfDCqYmEmbQoFSLjx4aTEG1ib0E9mSlh+Pywr7CR5XNSMOpUHDzSREy4nrhIA7lFjUSYtcwaYFvHgzfNZG9hA5kpYUSE6DDqVew4VMes7Bj8fshMCTvplyX3Xj89UCea2+xsP1jH5UvTcLi8fcZG6KoTv1jEkV51QqtW8uefL6SkspXs1Ai25FajVoqEmCQDi6Xdwc7D9aQlhnLOrOSTSudIo3fbMBvUeL1+JnfNVe65dhoLpyQQZtJi6XAQYlTjcvuYmhkNwF/uXsTRmlbMBg3jx4STd7SZrORQXvnsMAmRRtRqBZEhWhZNS+K8uWPYV9RIuFnL1v3VhJg0nDM9iY+3lJKTFomIwLa8GjKSw1g6IwlBEPjbLxbR0DVPWXHWWOxOD40WOw6Xh/mT4vl48xHm5MQRajp5I7WMzHCj6OrC/nrfya30PF289NC5/O6lbYSaNNx9zelfbXwiPH3PAn774g4WT09kYloUeXn1g54j+P3+/tfQnQSdnZ08++yz7Nq1C4vFQu+oN27cOFyXGRRZW3dkIOsjj35OtRzkchwZyG1x9COX4ehH7k/PDOS2OPoZyWX4XTvdHOx67//pQtSDrCJ0ub2DhhnONHXnwUguR5mhMdRyGNYVFg8//DD19fXccccd3H///Tz55JO8/PLLLF++fDgvIyMjIyMjIyMjIyMjI/MtIiuXyIwEhtVgsXXrVj7//HPCwsJQKBScc8455OTkcNttt3HLLbcM56VkZGRkZGRkZGRkZGRkZGTOYIbVU6PP58NkkvZ86vV6Ojo6iIqKory8fJAzZWRkZGRkZGRkZGRkZGRkZHoY1hUWWVlZ7Nq1i7lz5zJjxv9n77zD46iuPvxuL1r13mXJlixbltx7xQWDGy3UEEIJNSHwmYSS0AKhhU5CgiGUUEINxRiwjTHuvchykyyr976r1fby/TG7q11LsmSQsWTmfR4/Xu3euXPntrlz7pnzG89DDz1EUFAQaWlp/Xmas47mNjO/fmRNr+mkEnj1vnnEnCXRrn8of3hxo0+667k7ZlLZYOSlD/czLDkMrUrB3sIGX3RwqQTSEkMoqTIgAWSeSP0AsRFaWgwW7A4XVy/M5tL5QmDA6x9dS0OrCYkERgyJ5C83TuHbXRWs+PQAEokUp9OFG5iQHcORshasdpcQZdvtZmpuAjsO1WF3uMhJj+RgiSBHq1XLeeD6yQGB4b7eWsqKzwrIyYjC6XRxpKyVWy/OZf6kgRFMciDi75b4zgOzCQ0NPYOlEbj58bVUNwkqIcnRQbx8z7wzXCIwm81c+ufOOeXjxxb2+zmufWQNTX6yiV5kUgkpccHUNnVgtTuJiwwiJEhJSbWeoUmhHClrRadR8MYDC/ho3TE++e4Yc8YlA4JM4kVzhvKr80cE5Gk027n3H5upb+ngj1dP8AXda9abuenxdVjtThRyKVGhGh6/bRpu4PpH1uByC5J/brebu3814aQBPrcV1PLYmzsByE4Lx+50U1zZhkwq4b9/WYhGowxIf/mfv6LDbCdEq+TthxcilUp+THX+5KzZUcbfP8wHCSy/ciwqpZyn391DcoyOv94yDa1awWffF/NvjxyrXCaoCUgkneohICg1eJUD3G5QyCU4XTAuK4Y9R+txuYU+4Xa7USpkWO1O5DIp914zgQkj4jCabFz/17WYLA7On5LGLZfk4XS5efT1HewvauD6pTk+udJn3t3Dpv3VLJiUwraCOuRyKRarA6NZkNU9b2oat16c1+c62LC3ihc/2EdGUhiP3Dy1V7WXgUhbu5XlL26gocVMaJCSe389gRc+2E9zmxm704VUIiE5Npg/XTuRO5/b4KsrENRwnrxtOgnRgrLIrsN1PPX2bhKidKQlhPDd7kq0Kjmv3jePkB4UU3YfqefJ/+wiJlyLze7EYLIJKhZGK1KpBKvN6VOhkEklTM6JZ/vBWiaOjOPeayYgkQjjZsfBWv727h50agXNBgtymYSbLhrF618cRq2SoW+3IpdJUSpkOJwuLDYnORmRWG1OyuvaWX7lWJJidNz53AZsDhdatZy3HjwXmVTKQ69u43BpC7ddknvWyr+/8ME+vt1ZAQiB2v/4y3Hc8/IWGlqEe5NEApNz4tl1uA6NUk672Y5E4lWYkxATrqHdZENvtKFVyTFZO1XQcjIiGZURyftriwAIDVKh77DidoNUKmF0ZjR7jzb40keEqHnl3rknVWU6Ga0GC/f8YzP6Dhv3XzeJkemR2OxOHlixjcOlzbg98/qzd8wkKWZwBMYVGbjc8Ne1tHUIimaD6dWWGx/7ltpmQV1j1tgE7rpqwhkuUd/59V9W06y3IAHeenB+n47pVw+LRx99lMTERAD+9Kc/oVarMRgMPPXUU/15mrOOrQW1fUrncsNmjw76z5nCik6d8f+uLWTdrgrsDheHS1vYfbQ+QMrM5YaSKgMAbvAZKwDqW0y+hfaanYIXUKvBQkOrcIN3u+FQSTMV9e2s3VGO0wUOj7ECYF9RI0azA7vD5ZMt3Zxf48vzcGmz71wmi4PN+6sDrmPNzgocTjf7ixopON6Mw+ni210V/VNJPwOefq/gTBcBwGesAKhs7F2a6afg3TXHTmv+ja2mbo0VAE6Xm9IaAxabE7cbaps6KCxvxe5wUegxNBrNdg4eb2L19jKcLkFB59tdFThdbtbs6OqRd7SshbJaA2arkw17q3zfb95fg9UuLDTsDhe1zR3sL2rkm62lPhlhs9WBxeZk/Z7Kk17T6u1lvs9Hylo5XtXmu56tBwPn6PoWEx2eBz+DyUaLwcJg46stZbgR5rmvt5bx3e5KrDYnxVV6ij3X/rVfnTicbtxuAowVADa7C7e7Uy7R7nDjcrnZdaTe1wZOz/zo7RN2h4vv9wjtuOtwvU8WdaNnjmzWm9l9pB6H083aHcKcaLE5+H5vFU6Xm+/3VtFmtNLUZg54AF+z/dS8OdftqsDmcHGkrIXyWsMpHTtQOFjSREOLMBb1HTa+3lpGbVMHNofQLk6Xm7JaA2t3VgTUFQjGjl1HOqOzr99ThcXmpKRGz5Z8Ya1hsjrYW9hAT6zfU4nF5qSivp26FhMmi4OGFhMWmxOTxREgmel0udl1uA6ny822gtoAmdz1e6qw2pw0e8aSw+lm5cYSzFYHrQYrLjfYHC6MZrtPLvng8WaOVbZhszv5bnclOw7V+SSOTRYHB483UdNk5EBxk+f+evI5YDDjHU8gzJeb82t8xgoQxqd3TLV7+oHbLYxfm91JVYPRJ0/tb6wAoZ6/2VbuG+dtRqtvvLtc7gBjBUCLwUJp9Q8fT/nHGqlp6qDDbPetmyrq2zlU0uw7r9nqYOeh3pUFRETOVrzGCoBN+wbXs2GzXpjn3cCOg9UnT+yhXw0WycnJpKQI0lGRkZH89a9/5fnnn2fo0KH9eZqzjul5CX1qCJlUwqwxSae9PAMdrxwpwK/Oy2bhlDR0GgVjs2KYlpuAUiHFq7Qmk0oYkSZIaUolgpa7dyc0KUaHWilDIoHF0wWpwfAQNUkeHXuZVMLYrBhS40JYNG0IGqUMlUKGdyN1ck48kSEqVEoZSrkUpVzK3PHJvjxHe6TGJBIID1YxZ3xywHUsmjqEILWcyTlxjM+OIUij4LwBKHk4UHnkloEhIZqRGOL7PDTpzHt8AFy1YNhpzT86XJBF7A6VUsbw1HCCtUpkUglp8SHkDosiSKNg1FBh7IYHq8jNiGLJjHQ0KjmLpg0RxphKzhLPbro/I4ZEMDw1nFCdMkCecPa4JLRqYRdPo5KTFh/C2OExLJkxBJlnoOq0CkJ1Sub3Imu4eHq6b2znDYtiRFoEIOxATs0LnHdjI7SE6gSPi4gQNZGhg0+mb9msDKRSCTKphCUzMzh3cirBWiUj0yPJTBbmzGUzMnzplXKpMLfKOj1JpBLQquTIpBKkUglSCWhUMtRKGdPyElB40ioVwrE6jQKZVIJWLWf+JKE9JuXEE6IV6tLbtlGhGqblJaBVyzl/mjAnqpVyzp2cikYl59xJacREaEmM1hGm6/R8WTKja985Gd57x+jMaIYkhPR+wAAkb1g0KbE6pBKICtOwdGY6afEhaFRyFJ77UlZKOOdNSSMsuNNLQoLQjyeNjPN9N39iCiFBSrLTIjhnvNDng7VKJozo2TNpwcRUQnVKhiaFkRoXTFiwiuQYHcGecaeQS5FKPPdfhYzpoxPRquXMHptEmJ/XxvxJKQRrlcRFapFIQKWQcsncTMKCVcREaFEppWhUciJC1Og0ciQSGDc8hpz0SIK1Ss6dnMrU3AQ0KsFLJiRISW5GFEnROiaMiBXur1PS+rfyBxALp3R6juQNi2bmmESSY4PxjlaFTMrU3HiC1HLCPf1AKpUQpJaj0yjISAolOkyDBAjWdso4e+t52cwMlHIpcpmU6DANco8WpEIuZcqoeCR+DmZxkVoyfsS9cExWDOkJoUSEqJk9TuiHqXHC3O6df0K0CqaM6l6OV0Tk50BqXKd30YJB5pkdF6EFhPllak5in47pV1lTt9vNRx99xJdffklraysrV65k165dNDY2cv755/fXaXpFlKoZGIhyQ4MfUYbv7EAci4MfsQ0HP+J8enYgjsXBz0Buw4Ema7rymWUDskwwsNtRpG/0tR361cPihRde4OOPP+ayyy6jtlZwoY2Li+O1117rz9OIiIiIiIiIiIiIiIiIiIic5fSrweLTTz/lX//6F4sWLfIFUkpKSqKy8ux9b1BERERERERERERERGQgYPPEdhIROVvoV5UQp9NJUJDwXrPXYNHR0YFWq+3T8Rs3buTVV18FoLS0lIceeoi7776bESOEiPEvvfQSYWFh/VlkERERERERERERERGRswKlQtbraxUwuFQxRH7e9KvBYubMmTz++OPcd999gBDT4oUXXmDOnDl9Pn7mzJkA/OIXv2DKlClkZmby9ttv92cxzxiffFfEp98XY7U5hABFEgm4hXrSaBRceW42CyenneliDnicThdbD9QSHx1EiFbJwZJmJo6I5Zl392C2OrjjijG89OF+ZoxOJHtIJKXVeqbmJvDse3sIC1azeNoQPtt4nAWTUqmoM1BWa+CqhdnsPlzfNc//7sFsdnDPNRN4d/VRJo2Mw+l0s7ewkavPG45Oq+yxnDabgzdXHWFYcliXgJsnUlFnoKRaz5TchEEprfdT8cbKA/zv+1KSY4N4+Y9nXj7Uy7K7hIXB508PnJv/Pz/J5/u9VSy/cgx5QyN7P+AHUN/SwUsf7md4agRJMTpf/zVbHXy/p5K1O8qJDNVw768nUF7XTlFFK8UVbUzIiWPiiLgu+RVVtNLQamLKqARf0MzeWL+nkvxjDZRU6ckeEsktHlnL174oYH9hI9cuGklxdRsJ0Tqm5Sb0KD/qdLnZeqCGuEgtw5LDsdgcbC+oZWhyWLfSeWU1elZtKWXB5DSGJfduSG/Wm8k/1sTYrJiA4IdnkpJqPVUN7UzNTfAF0fPH7XazanMJG/ZVkzssisToYGQyCRHBahKig3zXU1qjp7iylSGJYYTplDzz3l4cDhd5w6IZlx1LVkoY/11byNRRCWzOr+FYZSt/uWkq+4saGRIfQmp8YMBLl0dFIipMTVZqRLdl332kHovFQZtHXnF6XgLhIT0HP7VYHWw7WEtmSjiJHhnPs4WjZS20GCye4IcSDpU0Y+iwMTknzrd5BGCy2NlxqA6JRIJGKWNSTs9BCwuKBYUNiUSC2WqnrNaA0+HmmsUjiAzV+NLVNnWwdmc51Y1GslIiiAhVERcRxPC0CHYfqWP7wToAwnQqhiSGMiUnHqlUkMhdv7uChlYz8yakEBPRdWPraHkLdc0duFwwLDmMhGgdH6wtRK2ScdHsUw8svPtIPXaHE7PVycj0SGI951y7s5yKunauOnc4alW/LotPK972zEoNR6OSs6+wkTGZ0T2Ogyff2kVDm5knb5vKR98Vo5RLWTI9gyfe3kVafDAXzR7G218dYezwmIC+sWZ7GZ9uOM5vLhhFdJiG41VtTMlN4F+f5FNSo+exW2dQXNGKzeFkgt+8brE5eGvVYYanhpOTEcX7awuZlptAanwI+wobGZ0ZTUQPZV21uYTGNjO/Oj8bqbRfncFFTgM2uxNlH9aufU33U+KVNX3iN9MYOTyq9wMGENc8/A3BWiV//8M5Z7oop0R5rZ4n397NrLFJXDAjrU/H9OvMfN9993HPPfcwbtw4HA4HY8aMYdq0aTz55JOnlE9lZSWRkZEEBQVRUlLClVdeydixY1m+fHnAzXcwsW5XBW+uOnLCt53xTi12G//4KJ/4yCDyhkX/tIUbZLz11RE+/b4YuUyIcK3vsAfohv/msXUAHChuRimXYnO4eOXTAp+k29fbynB55BO9IWc359fQrLcgk4JOqxS0yNVyn9zeNQ+vxuWGb7Z1yubtLazn1ft61g++5+UtHKsU5AGDgxSMz+76gAaCtNxdL27EbHUyp7CB/7ty3I+qn7OZ/31fCkBlfQcb91Ywc+zJlR9+Cvx3MZYs/3xA7FgUVbTw1dYyAB55fRcfP7bwtJzn1qe+w2Z3kX+sCYDZhQ0sv3Icz763x/egcqxKz10vbqKs1uCT/P1mRzn/umduwINjWa2BP7y0CZfLzWXzM/nlwuxez7+vsIFn39vr+7u0tp0wnYrIUDWfbygB4KF/b/f9/suFw7lsfla3eb37zRE+WncMmVTCS3fN4b3VR9mcX4NWLefff5ofYJy0O1zc+cJGHA4Xa3dW8N9Hz0fTy4POvS9vobapgyEJIby4vG9G/NNJXXMHd724EbvDxeLpLdx0YW6XNB98W8S73xwF4Gh5a8BvEcFqWtotxIRrfVLQXc6xo5zVO8rRqGSYrc6A+fPXD6/G6XKjUsp45Z65AQ/BH6wt5L01hUilEp6/cxZDEgIVB9btquD59/cFfPfV1lL+effcHq/3uff3svVALUFqOf/+8wKCNIoe0w4miipaufvvm3C54VfnZ5OdFsG9L28B4DfLclg6s1Pp5W/v7GG3n4zpzReOYlE3qjz7ixq4/5Vt3Z5vb2E97/xFCKJusTm487kNdFiEe+vWA0LsMqkElv9yHH97e0+X468+L5tL52Xy/ppC3l9bCMCqLSX858GFyPyMZser2rj7pU0+aVyNSs6YrGjfOYwddn61aETfKgn4bnclz/23c64ID1bx+v0L2Jxfw4sf7AcEGfNn75jV5zzPNM+8u5edh+sI1ioI06mobDCSFKPrdhw89fYuNh8QpA8v+/PX2OzCXPzhumOYLA52Ha7n661lGM0OvtpWxt/vmkNqfAgWi4OXPsoH4MEV29Co5JitDpK+LaSqQZBV/NWDX/vkZH9/2Rif2s/df99ESbWBLzeXotMoMJrtfLOtnMSoIKqbOkiM1vGve7qW9autpfzrU0G2vLKhnfuvm9y/FSfS75wNHh33vLplQJfvRC65ZyVWu4sWg5VbnviWf94zcDbxeuN3z3yP2w3vfH2UvIy+vTnRrwaLF198kVtvvZWHH36Y6upq4uPjiY4+9YfvNWvWMH++8CC4evVqQkNDefDBB/nuu++YO7fnBcmJHDx48JTPfbooONw3Teq9+UdwGCpOc2kGN4YOQbvd4XTT4TEo2Bzdv6/nvYn6/+7yrID89XG8uu5OFz4jhf87gK5utHTMFkfXL/3w17xva7f2mM5qd2L1nN/QYTtpniKdlNf9cJ33s522dstPch6H0xXwt7f/ntiPDR02n7HCi7HDDn63hw6z3Tc2+zoOuhtX9S2mLuU6sXwn+83pctNhtvv+tticWO1O/PfknU4XTs/1OF1ubHZnrwaL9h7q5kxhtjp8bdJTmfTGnuetDotwTIe59+s5se2hcx62+c1/XrzlcbncGE32Lsd2V97e6tX7u9nmxGZ3njUGC6PJ7rs/GTpstJs66+HEOmnvZlx2x8nq0uLXVg6HC4uta/u43NCi734O6pwjOvuWyeLA4XIj89t49b8uAKvNQZuh85jWk9xTT3ZeLx1mO06XmzZDZzn9624w4K1Ds9Xh8xzrqe0aW82+zw6/8ei/zrHaO783eOrC4Qhc51htwt/tfuPS4exsKP927TB3Hmv1O4/BfPK50L/vGIyDq01ERH4q/MedfoCsK/qK//NXm8FKX+7G/WqwcLlc3HDDDURERLB06VKWLfthlqr169fz0ksvAfhiVsydO5cjR46cksFiIEnVjB7jpublTRwpbe32dwkwcUQs115y9liSvVI1/c21i0cSEqQiJVZHdJiWHYfrmDE6kUdf347T6eaqhVm8v/YYOemRzBiTyNGyVqbnxfPk27vRqORcPGcon28sYf7EFAor2qhtMnLzRbls3l9Dcg953nZJLh+vL2ZsViwOp4uC4iZuuSjvpOV84LpJPPPfvaTGBjNvYs8aybERWv549QSOlLWwdGbX3S6RTqJCVDQZrEglcPX5OWe6OAA8ccsk7vnnDt/ngcDEkQnEhmupbzUxe2zfNK5/CMuvGsernxYQFaZhRHokyzy7ub+/fAz/WXWI3Uca0KgVPH37DPYWNrL7SD3ldXrGD48lKy08IK+R6ZHcdkkedc0dXHJO39y954xPpuB4E/nHm2jTW4gK03D7ZaORSqVsP1hLXYuJOWOTqW81kRIbzJXnDu8xr1+dP4IgtYKEaB3D0yL43aWjWbm5hJz0qIDdfwC1Ss7tl43mi00lnDs5lVBd7/eZ+6+fxOb8GmaPTerTtZ1uhiSEcucVYymt0XPRnKHdprn6vGwaWkwUHG8mPiqI4anhuN0QFxlEZmoYWw/UMnNMIvlFjRwsaSYrNQKlXMJ7q4/iRkJsuIYpuQmMGBLBe98cZcLIOL7fU0Vbu5XfX5ZHYYWezBTB1d+fq87LRqWUERuhZdTQri66i6cPwWJz0tpuwdBhQyLB1/d64veXjWHlphJyh0ad9NWRwcbY4THcfOEomg0WLjlnGBqVnBuW5WDosHUZR3deOZZVm0uw2l2Eh6i4sId2n56XSLPewvHqNqQSCUaLncq6dkDCbZd0euLotEr+fN1kPlhbSGObmdQ4HXGROlJig1k0PZ02o5WdB+twAUFqOaMyovjF3ExA6Ft2h4u6FhOXzc3s8ipkXmY0t1ycS1mNASQwelg0I9MjefI/u1EpZdx04ahTqqdF09IwWx20m4RXiCaNjEOlkLFkRjolNXpqGjv4/eVjTinPM82dV4xl1ZZSRmdGExKkZMO+amaO6X6+f/zWqVz/6LeYbQ4e/s0U3vnmKDKZhKvOzeKvb+4iMlTDzRfk8s//5ZOTEcmoDGHc6XRqJo2MZV9hIwsmp5KTEcXh0maWzcjg3n9uRm+0cf+1Eymu0mOzO1kyo3MNc/91k3j+g31kJIYwLTeRN788xMSRcUwYEcf3e6uYObr7sv7yvGwq6ttpa7dy7zUT+r/iRM4YA/GVEC/p8YPrVcGnfjedu17chEwqYcXdg8e7AoTnuHe/OUJ6Yihjhsdy8GBjr8dI3G53N3vHPxyn08nGjRtZuXIl69evJy8vjwsuuID58+f7AnKejMbGRv74xz/yxhtvYDKZUKlUyGQynnvuObKysjj//PN7zUPU1h0YiPrIg58f2w5iOw4MxLE4+BHbcPAjzqdnB+JYHPwM5Dbs7dWKT55Y3KeH/r6+otFbuv5K09/ng4HdjiJ9o6/t0O/RhWQyGXPmzGHOnDkcO3aM5cuXc8899/Dwww9z/vnnc/vttxMbG9vj8evWrfN5UZSXl3Pfffeh1WpJSkri9ttv7+/iioiIiIiIiIiIiIiIDHj6Ei9iMMViEBHpC/1usDAajXz99dd88cUXFBUVsWDBAh588EESEhJ4/fXXueGGG1i5cmWPx19++eW+z9nZ2Xz66af9XUQREREREREREREREREREZEBTr8aLG6//XY2bdrEhAkTuOKKK5g3bx5KZWdk9XvvvZdx40QFBBERERERERERERERERERkZPTrwaLvLw87r///h6VQaRSKVu3bu3PUw44Dhxr5KFXt2LvXrSCtPgQXvi/2b6IziKnTmV9O699cZCU2GAOHm+mpEbP1FHxyOVS7HYXwVola3eWExOhZcW9QiCaFoOFf36ST5BGwdisGFZvL2fW2CRKq/XUtZi48YJRxEf1HGPlq62lvP3VEYalhJGdGsHh0hbSk0L53/piJMCLd80mLT4Up8vNxE7+SQAAIABJREFUa58VUNdiYvH0IXyxqYTkmGCuWzISqVRCbZOR25/5HqfLzaJpaXy7s5JhyWH85aapP1HtDW783SAHisvjhr2VPP2uIJd399XjmD56YARVvOy+LzFZnWQmh/HYLT8+mK/Z6uDFDws4XNZCU5sZqQSSYnQ0GyxoVHIsVifzJiTT2GbB5XZjNNkoqdajUspYfuU4codFc7S8hXe+PsKojKge5UW7o7C8hbe/PkJORhSX+x3ndrt5feUhiqvakCAhLlLLzRflolTI+MOLG6lqaCcrNQKAGy8Y1SW4oz97Cxt47I2dSCXw8I1TcePmvdVHyRsW7QsU6M+qzSVsLajlojlDGTe859ccByrFVW28teowWSnh/PI8QUL2v2sKOVzSTEJ0EOt2VWB3uFg0bQg3XpjLtX9ZTZPegk6rQKOSExGsQi6XsWR6OtPyEgDYfrCWd785SrvJhlIupUlvwQ1cOT+L/ccaGZsVQ7PBQk2jkd9cMCpA1rYvPP2uIMu5ZPoQrvLI3j6wYiv5x5oYlRHFozf/PObRf39xkLYOJ7denEdYsPDO7zvfHKGwrJVrFo1gX1EDH60rwu5wExOu4d5rJvDUO7vpMDu46cJRfLW1lIq6dqLDNARpFJw3JY1vtguSs42tJpAIMqJxkUHcenFej4oqHWY7L3+Sj9sNt16c65P+3V/UwEfrjjEpJ46lMzqDoTqdLl75rIDGVjM3XTiKuMjAe25jq5m//Hs7hg4rt16cx6SceHYeruPzDceZPjqR86ak9Vgn+UWNfLiuiEkj45iUE88rnx4gKlTDjReOQu6RS12zo5wNe6tYMiOdyTnxAGzYW8Xq7eUoFVLcwA1Lc0iODf5B7TKQsTuc/Ot/BeiNVi6YlcHT7+5BJpVw4awM/r3yEGqVnPt+NZ4P1xUzYkgE+ccaOVTaQky4hogQNUWVbUzJiWPn4XrsDhd5mVGUVBkwW+389hd5zJ0gBBZv1pv55ycHCAlS+uZigM83HOf9tYVkD4nggetPfj/yL+vNF+USFaY5aXoRkR/DDX9dS1uHk9AghU+yeTDwyfdFvLnyCABP/XY62UMiz3CJ+s7tz6yntMaATCrhg0fP7dMx/WqwuP7663tNo9Gc3RPPCx/s69FYAVBWayD/WCNjsmJ+ukKdZby3+ih7jzaw92iD77vN+TVd0tU2dbAlv5ppeYl8sfE42w/WAbDtQC0mq4ODx5txeWLOhuqU3HH52B7P+cbKQ1hsTvYVNrKvUIhmu/+Y8L8buP+Vrbz90HnsL2rgyy2lAFTUtdPQamLv0QYmjYxj1NAonnpnj08W7rMNJQDsK2rkUEkzI9MHz2QzEHj09W38+bopZ7oYPP/ffb7Pz7y3d0AYLDbnV2OyCv2sqLKtX/LccqCajfurfX+73FBRbwQ65es+21jS5bgOi4OXPs7n1Xvn8foXhzhS1kL+sSZmjEkkIapvD6xvfHmYQyXNwnGjE30PuodLW/hsw3FfuoLjCKoSbjhaLigy7fHME/9dW8jyK3v28Hvh/X0+6b1n39tDaLCKwvJW3zn9H65MFjuvfFaA2w2NbWZW3Dv4DBZvrTrM/qJG9hc1Mi0vAYVcynurjwKdcxvAl1tKmT8phSaP1KDRZMdosvtkEivqDD6DxT8/yafF0FVu8p3VR3G53BwobvJ9F7ymkOVX9d3j0mCysWFvFQAfrjvmM1h45+P8Y71HGT9b2FZQS1uHk5TYYH55XjbltQY+WFsEgHvVIQ4ca8IbTb2mqYMn/rOL6sYOAF76cL9PctsrDVpWZ6C1m3YrqmgjMyW8RwWWtTvL2bhPmBMyEkO52KNKsuKzg1TWt3OguInZY5MJCRIMGXuONvD11jIAIkLU/O7S0QH5fbSuiLJag6+ck3Li+df/DtDYaqbgeBPnjE/uoibiZcXnBVTUCecsqdaz63A9AGOyYpgyKh6H08U/Ps7H5XJT1dDuM1j8/aP9AVKt76sL+cPV47s9x2BmW0Eta3YIRqnj1XqaPeP51S8O+eSDn3xnD3qjLWD8N7SaafCM9S0Han3f5xd1juV/fVrgM1h8vrGEHYeEtVZORhTnjE8G4D9fHcbmcLHrcD0l1XrSE0N7LOv2gjpfWWMjtPzmglNThBER+SHoO7pKNA9k3vIYKwAeXLGNDx9ffAZLc2qU1gjzvNPl5rPvj9GNGFgXpKe5TD87hqdF9JomJe7ss97/lHh3TLWqzoWLQi5FLpMilUrQqDrtcMOSBenEYSnhSCSglEt9N8q0hBCC1PKAPHsiweN9IZNKiAgRdrS06s7zeCXAkmKCfXkOSxEkeYO1ShKihePHZHaOyiCN3JdnUszgklMaCCybNTAkYOOjOx9kE07ipfNTMtxPMrS/fLlS40KQ9eIZptPIkUolXdJlpwjlyUoV/o+J0BIe3HdpySzP8THhGsKDO6NIx0cF+R6GQAhGNiQhlMxUYbwDvrIMTwmUUT2RYcmdC+gRQyJ9ZY2L1Pp2sb2olHJS40ICrmmw4S13ZKia6DBhFzU6XNhQ0Cg751adRkF8RM/zk//c2dM86p0zYyO0vvlx+CnWm04tR6mQevLr7Dve9u2tb55NyGVSpBLI9PTpyDANkaFCnQxPjSAmQhuQPm9Yp9frkIQQ32dvjaUnCH3/xDqUyyQMTQrrsRwZSWHIZcJ4H5rcmc7btsmxwQH3Sf+/uxs32UM6+4/3/ukd++mJoSjlPS9ZvemSY4MZ4TH+a1RyUj3rLblMSobn3h/YZ8MDrn2wjufeSI0PQaWUIZEEjr2o0M6x5K3DqDCNb/70Ry7r/NK/qyTFdK5pM1PChLWWQhbQ12I9Bl+5TEJc5Mk3LlPjg31lzexl3hYR+bnivy4ZzPPW2OHdv5VxIv0uazoQOJNSNW63m52H69i8v8pntZciAYmbEJ2aX8zNJCZc20suZwenU26oos5AWLAai9XBhn1VLJ6RQYfJhsPpIjpMzeebSpiQHUtybOcNs7apA6VCSqhORUVdO0kxOsxWB4YOW68uoC6Xi60FtQxPDUejUtDYZiYtPoQ3vzxMZKiKJX5ur3qj1ZdnRZ2BUJ2KUF3nNew8VIfZ5mBGXoIvz6iwgdknBpoMX0WDnjuf2cAFMzO4etHIH51ff/HvLwqQSuHaxQNnJ6iovIWVm0q45aI8ZDJXv4xFg8mFwWRjf1EDQWoFY4ZHc6y8jZS4YMrr2pk0Mo4WgwW5TIrN7qSuuQOZTEru0CgknhVwaY2e2AgtWnX3buY9UVqjJyZc28U93dBho63dglwuRa2U+x5m65o7KK3WMyI9sk9jHGDj/ipUchmTcuJxu92U1Rp6LKvF6qCmqYPU+N4NOf3B6ZhPy2oNRIVp0HnqtMNsp7HNTEy4hgPFjVQ3GLlgVgYymYzK+na+2lrKgompWOwOwnQqzFYnKXHBPpd7p9NFSY0eh8ONRCrMhe0dNuZOSPHVpd3h6nN7nIjeaCX/WCOTR8ahVAoPvgajjdU7ylgwKZlQ3cD24Oyv+TQxdShI5AFeP0aznSbPfclmd7LnqOC6nxSjIz0xjOKqVjrMDnKHRtHQaqam0Uh8VBBWu5PUuBDK6wwEaRS06C1IJKBVKVAopL2uVxpaTeAmwEjicrkprzMQHxmEWhXoyNvWbsVotgU85PpTWqNHb7Qyamg0MqkEp9NFeV07iTG6Hr0r/M8ZFxmERiWnutGIVi0PMIxa7U6qG4ykxgUj8/RZu8NJZb2R0CAlJqujT/1ysEopthgsWGwOEqJ0HCppRi6VkpUWzjfbSkmKDiZnaBRltQaiwzS4nU7eXVvEkhnpKBUy1u+uZPHUNI5WtPLdnkqWXzmew6XNlNcaOG/qkIDz1DQZA+Zi8KyhDtQyMj2S8JDejdWtBgtmq+Okr/H9GAZyGw5WmdHBKmv63UEr+4618t6ji07p+IHA3z/aT1SomssXDD/TRTklbDYbj7+5h8UzhpCTHn5mZE1/7kgkEiaNjGfSyPgzXZSzmhTP7mZIkNL3frlG2blYvWj2sC7H+Meo8HpZKBWyAGNCT0ilUqbnJfr+9j40/XrxiC5p/Q0U3nL6M3FknO+zf54ivZMSE8onTy4908XowvVLB46hwktmagTLPTuJVmtXd+8fQnS4huhwjW+nEiA2XBhX3r7u/xDV3WJzSELPrsAno6fjQoKUAV4WXuIig3xl6csYB5jp9zqPRCI5aVnVKvlJ3ZoHA2nxgfNTkEbhm9sm5yQE/JYcG8xNF+aeND+ZTOrzajsR/7rsa3ucSKhOxcwxga9cheiU3cYYOZsJD1Z3WdjpNAqf4UmpkDFlVGD7DU3qbJfYCC2xJ3hheD2GokJPzejTnUFDKu157IQFq7p4LPlz4nEymbRP4+zEc3YXH0WlkHXJSyHv/O5sfynT34Dg/wrqwimdBofOOUERMN69Y2xMVixjsoRX4EYMiWREN+/Nd/eqn1QqZfrovq93wkPUDN49Y5HBxO2Xj/vJjYf9xW9/Mbr3RAMQpVLJgzcKr3T3dX0qvhIiIiIiIiIiIiIiIiIiIiIy4BANFiIiIiIiIiIiIiIiIiIiIgMO0WBxCnRY7Hy1pYT31x7hg7VH+fDbI3zwbSEfrD3KR98W8sG3R/lgzVF2HarjLAwNckZwuVwcLm3G5nBRWtPG5nwhSvxbXx4iv6gBs9nGlnwhSnlpjZ7CCkEZoLCsFZPFFpDX+j2V7CusD8iztslI/jFBRaCkWnh31ul00dBiwu12YzTbMXTYesyzsr5dkIHrAe87oz932k02Osz9E4H57r9v4GhpQ+8Jf0L+t76Q/60vPNPFCGDdrhIu/9OX/Zaf3eHkWGVrt/25w2xl+8FanC43hg4beqOV4so2Sqr17C8KbKvGVjN2hxDfx2Z3cLSsBaer9/myqa3zOH8sNgfNejOV9e00tXWORYPJRnFl6yldY31zB9UN7b6/dxTUojeauy+P3sQbXxZgd7goqdbT1m45ad4dFgdfbSnBYulaf06Xm4YWEy6XG5PFTqtfXs16s0+9pD9obDVjNNloMZy8vP60tVtp77AK8Qq6KXdNk5H8onoOFDdiMFo5XtWG0+mist7AQY8ySEOridqmDtpNNmqbjF3Ob7M7aWrrvq69ZTBZOueQ6kYj9S0mjEYb//6iAKNRmJvdbqFMTqfLl9Zbp0Lfc6E3Wimp1gNQXNmKwRQ4r/d27hNxeerhxH7c0GrC4XR1adPThdnqoLXd4msX/3WI3eGkptFIs16oY6vdyZGyZqobjdjtTkprDLS1WzCabL57nslip63d2qVtmtrMVNQZMFns1DUbaWg10awX6tbbR7xl8XJiHemNPdep1dY5L3ivpaHVFDD+vedqbbdQ2yTEq3F58rY7nNS3dPjqoNVgwWIVxl1Dq4maRiMOv/6hN1oxmu1YbI4u/dLQYaO2uYOiypZu27i/MVsdtPYyNlduOs7xKkH96UhZMyaLw1e/Lpcbo9nG1gJhXVRWq2flJkFJqanNRLlHhWVvYQMFxYIaSGmN3nfOpjYzNrsTp9PJlvxqzGYbNpuDw6XNuFwu9EYzOwpqTyxSAP5t26w3++4ZQhu6cDiENZjD4eoxD2/fExE53Tz+5nYu+kPv8TcGIh9/V8T6PeVnuhg/iDXby2hp6/t9UYxh0Uf0Riu/fPCbPqdPiw/hpbvmnMYS/Ty49+WtHK8xolbKfEFMn2QPAB+vL/alk8v24HAKC4kwnZI2ow2FXMo7D5+LVq3kd3/7jrI64UFEo5JhtjpRq2RYPNKPYToVbUYrEokQMf14tZ4po+LZX9SAw+kmISqI8rr2gDzfX1vIu98IMoD3Xz+JiSM6Y1MArN5ezj8+3k9EiJrn75x90vd2z3buemEjFjv87faZP0rj3huI6Q9/38aKu+cRH3PmVTmuf3Q1Da3CpPvVlnJe+/OCM1wiOHS0ieffLwCEOvv4sYU/Os+7/76ZigYzWrWcFffO88Uh0ButXP3QN7jdwtiyO1w4nW78l/XZQ8J56rcz+e/qo7y3ppDk2GCe+O10fvPXtZgsDmIjtLz2p/k9nts71pJjdTx7xyzUnoCLeqOVO57bEPAw9eANk0iODeGmx7/F6XIzOSeOP107qdfr+3prKS9/cgCAS84Zxvd7K2ny3EzfemABEX7v9ptMdq79y1oA/rdekHKVSOD5O2f3+L79FX9ahRt45dMCPn96WcBvf31jB7sO1zMuO4ZjFW0YzXb+8MtxtBqsrPisgJgILU/f9uMlfD/fcJy3Vx9DJpXgcru57ZLRnDs59aTHbCuo5fG3diKVSHC63Jw3JY1bL8kD4LE3drLzcF23x0WGqn3SiYnRQT5ZTalU4nuw/O0vhPObrQ7ufO57qhs7uGbRCC45JzAG0c7DdTz2xk7UKjnP/H4mu4/U89rnBwPSfLahhJXPLOOlD/ezdmcFozKieOzWaTS0mLjz+Q2+h/DE6CBqGjtwIygkNOktyKQSXr1vHtHdxGPYVlDLE//ZRZBazjO/nxUQC8nL397Zzeb8GsZnx/LgDZMBQeL1q61lDE0KpcFjJPrjL0fTd22cU8N7nUaTjZS4YMpq25k1Jom7fjkOq93JHc9+T1WDIEN81cLhfPZ9MR0e45lWLcfk+ayUS3EDv7t0NCs+LcBksRMWrKbFYOGaRSOIj9TyxH92A4Kyhv8DfFSYmqY2CwunpLKtoJb2Dht3XTWeGWMSeea9PWzcV83Y4TEsmZ7Oo6/vQK2UdbknWGwOrnloNSarg/ioIOIjg9hbKBg9k2ODefaOmchlUu56caPP6OQlb1gUf75uEv/3/AYqPZLL2WkRHC1vIUynYnJOPF9vKwNgWHIYf7t9JgeLm3jote3IZRJUShmGDptvXBwqaeb+V7Zi93uwHp8dyz1Xj+m/hvOjWW/mjuc2CPPa5WN9kqD+XP6nVb52i4nQ0NBiRqmQMiYzhh2H6hifHc2eo4243aBV7fPJW7+16jBWu3AdSdFBVHnGY3KMjsoGIxIJLJycxtfbykiM1tHiCXoplYBWrcBothMdpqbRMyf2NGfvOlzHXz1jdcmMIby/pojocA0TR8SxakspGUmhtBqstBgshAWrePuhrvemmiYjy5/fiNnq4J5rJvgkaAczNrsT5UmCxoqcOY5Xt2N3CWslbzDPwcCvHvyGVqNg1Fu3s5JHb5l+hkvUdy6990vMNieQz2v39O1ZWfSw6CMVde29J/Kjsv7U0ot0j3c3yF8nvTu8xgqANs9Om93h4ni1sJtQ6VmoAZg9N3CvsUI4Rhj0bregUQ5QUNyE2erE7nD5Fnr+ee481LlQ33agpkuZ9hU14HZDs95CeZ2hL5d71uJ0uemwOCgsb+m3PD/deKzf8voxeI0Vwueed4h/Sl7+fF+/59m56+oImN+KKlrxbuSarU4cJxgrAI5XCWPK++BRWd9OcWWb7yGp/oQd8RPZe9R7nJFGvzquqG/vsiu//WAtBcVNvgepw6V963M7/B68dx2u8z1sA+w/1hSQtrCya55uN+w+XN9t3g6Hw1cn3W3Q7vPUS0FxE4YOGy6Xm/1FjezzeKc0tJiobeno03WcjEMlzYAwHt1ufPmfjAPHhIcfb33uKew8Zm9hz8f7119tU2fZXX4V4D1/fYvJZ9DY102e+ccahTnEbKewvJUdB3ve4fWWqeB4Eza7k+KqNl/fBaj2GCsAmj27yk6Xm4LjTSdmBQjX73K5aTfZKaro3mPHW2Z/b6J9hcLudXGVXmhTd9/74g/heHWb7zxltcL49NZFs97su4eB0L87/Dx9TH6fbQ4XdoeLbQW1GM12XG58Xgf7ChvYc7TzGk/0NvAa+PYebUBvFMribePOOmpkf1GD755wYp02tZkxebwhaps6Auq00jPe/T1k/DlS2kJjq9lnrAAormrD7YbWdmtA2Y9VtmE02ThwvAmH04XF5kRvtAWMi4MlTQHGCqH8p8+7T/ByseJ293we/3ZraBHmPpvd5VfPjb752OS3xvEaKwBq/MZjVaNQV2437D4izF/VjUbMnjZwuQUFGsBnrAB69Cw94Jl7O8x2dh2q96Q1s+eo8Pl4ld7Xn3ryoPAabZ0uN/nHGrtNM9hQKmQsWf55r/9ERPqK11gBcOg03ltOB2a/Z7r9xd2vm05ENFj0kRHpkcRG9H1v5OI5Q09jaX4+TM9LQCmXMiYzCqlHOjBM1ykxGBWiRAJkpXTqwc8em4hSISUzJYxRGVEAXDK3c8du/PBolHIpY4dHo1LKkEpg1phE1EoZ8VFarjo3i/SEUK5dPILx2bHkDo1i2cwMlAopw5I787x+aY5HNk3FVQu7Sgpdcs4wMlPCOGd8MjnpZ3v88ZOTmRLOpJFxTM1N6D3xSfDXhr/1koERHfnCWem+zxfPzjhJyp+Of9zds7fCD2XCiDhUShnjhseQ7RcZfsKIOKLD1EiAvGHR5A6NIiZCg0ImQSIR2uzy+VmAsLObkRTKBbMyGJsVw5isGJQKKQunpPpkBrvjqnOF45bNzAjYjR2RFsG8CSkkxgShVsqICFFx1bnZzB6bRHKsIIN49XnZfbq+qxdmExasIlir4PqlIzlnfDISIDxY1WWnc0xWLHKZ0BmVCilqpYzYCC1L/fqCP3K5nMhQ4f5xojoDwA1Lc0hPCOW6JTlMz0sgOy2CZTMzuHReJsOSwzh3cipD4n+8IsnSWRmkJ4aQEhtMZkpYF0+G7lgyI50RQyJIiQsmLT6EXy/qVEa6YVkOSTE6lAqh7SQSQbVFrZRx/tRUFHIpUomQR1ykllCdkuRYHSFBSlLjgn3nT40LZvH0IQxNCuXyBVldyrB4Wjoj0yOZMiqeKaPiuW7pSHQaBaFBShTyznYA+PXikb75W6mQMS47lul5CSTH6EiO0XHBrAziIrWolTLmjk9GpZCRHBscoBDT3fVPzY1nUk5ct2muXSK03/VLc3zfXbNoBOkJoVw+P9PXpvMnntyb5ccwbngsM0Ynkp0WwcXnDPX0J0H6OSFKx7KZ6YQEKUmIDuLaxSMZNzwGuUyCTqNgfHYMWrWchOggcodGkTcsil8vymbKqHhGDIlgzrgkX9tccs4wosM0aNWCSk6wVkFIkJK0+GDmjk8mPVGoh5meslwwS5gTr1sy0lNHI1k8XWjPyTlxTBkVuHueFBPM6MxolAop509L4/qlOcRFBhETrmHZzAySYoKJDNXwi7nDSIrRkRClRaOSo1HJufr8ESTHBrN0ZjqRoWriI4O4bH4mWanhzB6XxA1LRxIboSUsWMUVC7II1alYODmN3KFRjM+OZeaYRLJSwn39cv7EVPKGRaFWypBJBQ8S/zbub/KGRTNrTBJZqeFcNKf7sTkhOwYQxtqFs4agVEjJTovghmWjSE8I5cYLc4nyzMcTR8T47pmjMiKJCFGjVcu5+BxhfSoBLps3DI1KRnS4hlsuHsXQpFCWzEhndGYUEiAhOojx2bEo5VLOnZxKaJCw5po/MaXb8i2aNsTXttcvyyEzJYz5E1O4fmkO6YmhXDovk9ljk1DKpUzP6349IKwV4hmZHsmSGd3PqSIiP3cWTOpcl/zfFafH6+t0MSpDWEOqlDJmj+1+LjkRifssDLZwJnWuRToZyDrXIn3jx7aD2I4DA3EsDn7ENhz8iPPp2YE4Fgc/Z6IN++JBsfKZZb2m6680g/18II7Fs4G+toPoYSEiIiIiIiIiIiIiIiIiIjLgEA0WIiIiIiIiIiIiIiIiIiIiAw7RYCEiIiIiIiIiIiIiIiIiIjLgEGVNe8DpcvPwq1vZX9Tkiyguk0oYnx3Dfb+e5AsAKXJ6qWvuYGtBKRNHxlHT1EF9i4nhqWE89uYu4qN03HThKPYcqWf2uCQOFDdhs7s4f2palwB+doeLVVtK0WkUDE8LZ9O+aiaOjCMjKQwQNL9XbSklKSaYDrOd73ZXcPn8TGqbTSfN86utpQSpA/Ncv6eSygYjd14+hrDg0yViN7hYu7MctUrNvB4CdfWVv/x7K7sONxIerOQ/D53XT6U7O7n2kdU0tVmYNTaB312S+6PzM1kcfLG5nOTY4C4yc/e/spXiqjZuviiXWWOE4IUGk41bn1iHw+Xi6dtnkBQT8qPLcDoxWeys+KyA8loD03ITmD0umW93VTBiSAS5Q6O7pF+9vYwNe6u44tzhvkC8J6O0Rs/2glqmj07sIu3r/W1aXgIpcQOnng6VNHOguIn5E1MI1alYtaUUrUqOxe5ApZAzb0Iy760+yo5DdUwYEUtMhBaHw01ynI4P1xZxzvhk5nUTaHJbQQ1VDUYWTRuCVq3o5syCysfB480smJRCpEdStqii1TPfJ/vkRbcfrOWLjcdZPH0I7SY7NruLsVnRbNxXzbjsWDJTwk/pms1WB6u2lBIfGcS0HoICOp0uvt5WhlwmBCKUSAb2eqBZb2bNjgrCg5XsLWwkISqIS+YO49udFVTUtZMUo8PthohQNTPHJPHiB/uwWB3cecVY1KqTLxPtDiertpRS32IiIkTN4unpaHo55ofSarCwekd5wJi0WB28ueowbe0Wrlk00tcvvOUKCVJyzvgUSqr1rNpSisvlRquRMyE7ltGZMQF9PCpMc7LTDwiMZjtfbSklLT6EiSO7DwL71dZSNu+v4ZrzR5CV1tn/73t5M21GK4/cOJnXvjiMTCblhiUjeP6D/SRG67h0XiZfbysjMyWcsVkxvuPW765k7c5yfjE3E4kEjpa3+mRf65pNLJ42xNdPTBYHz763h1Cdkt9d2n0gwPI6A1vza5iSm0Ba/MCZ70R+nvzm8bW0tju5cdlIlswcPIIJbUYLtz/9PRqljFfu6/9A66eT9XsqeOV/Bxk1NJK7ruxbAH3RYNEDb391iH1FgTJnTpebHYfq+WT9MX4xN/MMleznxYsf7Keoqp3PNhz3SZ1JJIIEV3tFK3f/fRMOp5tvd1X4JCXdbjdLZwaqNXwWwI7FAAAgAElEQVS2oZj/fHUEgIgQFS0GKys3l/DOw+chlUp4feUhVm8vDzjmcOl2n2xbb3lGhqpp1lv45PtirB65ngdXbOOF5X3TFz7b+WBtEW0dTnRaxY/SVN91WJA4a2238d2ucs6ZcPqi7g9mNu+v8kkMbthb0y8Giw+/LeTLrZVIJPDi8jm+hebH3x1jf5HQLk+/s4cZeYlIpRJ++9R36D1ykr9/diOfPLH4R5fhdPLKpwV8t7sSEKQo1++poqK+HblMyuv3zyfcz/hoMNn4+0f5ABS9up2P+3BtD7yyjTajlXW7K3ntT4GLiwdWbKOt3cq3uyv5958GxsLDaLbzwCtbsTlcHChuZGxWjG++83KssoXV2ysAKPeT/pZJJR6p0Gam5sajVSt9vx2vauOxN3cBggzwbZfkdTm3ocPGgyu2YXe4OFTSxKM3T8PhdHH/K1sxWRxsLajlpbuEufXxN3ficsPB482+zQXvfPzphuO8+5eFKOSyPl/3218fYeWmEgCevn0GWakRXdJ8tbWMFZ8VAKBWypg9LrlLmoHEs+/t5UBx4HrmaFlLt1J4W/Jr2OGR7HY4d3P/9ZNPmvcn64t595ujvr9b9BZuuujHzzfd8fz7+9hb2IBcJuWN+xcQFqziP18dYdWWUgBKavSsuFcYPx+vO8Z7awoBCNEqee79fQHytqs2l/LC/83y9fGC4iYeu3XaaSl3f/Lvzw/y7a4KJBJ46a45pJ5g4GxqM/HPTw4AcP+KrXz42CIAnnl3NwXHBVnjG5/4DptH5nRvYT3tHXb2HG2g4HgTpTUGZFIJr943n+hwDTaHi2f/uxcQ1kQgrIX3Hm3gSJnQf1oMFm68YBQAj725g3yPDHR4sJpfdqPS9PBr22lsNfPN9jLeenBhv9aPiMip4vYo/q74/NCgMljc+tR3tHfYaQWWv7CBZ34/60wXqc88+94+ALYfrOOgR269N8RXQnpAqejZlqNU9H3xI/Lj8ErWyeUSnzyX/16WVOL9Xep3TNduLffzjpDLZL7vvHl6jwnI28+Lprs8/b/zel/I/Y6Rd3PMz53u6vGHolaK47AnZKfBA8zbnyUSSUD+SlnnZwmd0rNyv+8Hg0Oa4gQPKm/5ZTKJb57x4p+yr9523vxONj+dWIYziVTSOa8pZNKAOdRLT/dC//qSSk+sV6mvP/Q0H0ilnX3Ma2yQADJPXv7Heb0b/JvIW1a5THLK3g/eYyUSur3mE89/KsaQM0V396Ke7k/+bdqXtc6JdXQ673veepfJJL5x55WzhcDxE7AmUMi6lFMmlaCQy5CdZFwORPzn4e76p8xvvPnP0yo/rxf/7+XSrvUnlUrwfi2lc2xJpfiNS7/1k8x/PHR+VvZwj/aNz0EwdkREBir+Y3ewPZf635UVsj6uoU5PUQY/VyzIor65g037q3C6hB19pULGnHFJLDthp13k9PH7y8ayq7CJccNjqW8x0dBiIicjggdWbGdIQgjXnD+C/ccamZ6XyJHSFmwOJ7PHJnXJZ+nMDIK1SnRaBRmJYWw7WMO44bG+xey1i0eSEhtMYowOs8XBut2VXD4/i9rmDmz2HvKcIeQZpAnMc+uBGirq2rnl4q47hz9XrlsyEo1GzbjhsT8qn8VTU/lyaznJsUFMzevaJiICU3ITSU8sorTawKXzhvVLnpfOyyQ+OpTkmOCAVxqWzhrK8Wo9Bceb+P1lY31j6uW75/K7p9djdzh55o7Z/VKG08lNF41Cp1VQWqNnWl4CU3Li+X5vNcPTwgnVBUpt6bRK7rtmAuv3VnHFgqw+5f/XW6ex+0g9k0d29TB67JZp7DpSx6RufjtTaNUKnrhtOgdLmpg1JgmdVumZ7+SYrU5UShnTchOIiwhia0ENU0YlEBmqxu5wkRIbzAffFjF3fDJqZeAyIzU+hEdunkp1g5G5E7p/RUynUfD4bdM5UtrC7HHCOJfJpDz52+nsK2pgWm7nqxqP3DyVlZtKWDJ9CAaTHZvdSe7QKLYcqGH0sOgejQ49cfV5w0mICiIuUut7ZfBEzp2cikopQymX9fjayEBi+ZXj2LC3ishQNfsKG4iLCmLx9HQ27auipqmD+Mgg3G4ID1ExPjuW6DANJqudmy/s3VPiwtlDCdMpadZbCNGpmDfh9Hmb3HH5GNbvqWJ4WjghQYLXzlULs1EpZbS2W7hsXudYvGjOMMJ0KkJ1KvKGRfP4rdNYu1PwBlKrZIweFk1CtI4nbpvBwZImZo8d2F4yXq5fOpIhCSHCeiVa1+X38BA1d189no37q7naz7vht5eMxmS209Rm5sHfTOE/Xx5GoZBy5bnZ/Ot/+STFBrN42hC+213JsOQw32tYcrmUB66fxJodFVxyjnAvKapoZc64ZIoqWqlvMTHXr83v/fUk/vVJPuHBKi7twRP5kZumsuNQLRNHdP9Ki4jIT4lSLgWc3H/dhDNdlFNixT3zuOP57wnSKHn81ulnujinxCM3T+HZ9/YxaWQcWakRHDxY0+sxErfb7e411SBD1NYdGIj6yIOfH9sOYjsODMSxOPgR23DwI86nZwfiWBz8nIk2XLL8817TrHxmWa/p+ivNYD8fiGPxbKCv7TA4fOBEREREREREREREREQGEDa780wXQUTkrEd8JUREREREREREREREROQUUSpkffYIEBER+WGIHhYiIiIiIiIiIiIiIiIiIiIDDtFgISIiIiIiIiIiIiIiIiIiMuAQDRYiIiIiIiIiIiIiIiIiIiIDDtFgISIiIiIiIiIiIiIiIiIiMuAQDRYiIiIiIiIiIiIiIiIiIiIDDtFgISIiIiIiIiIiIiIiIiIiMuD4f/buOzyO6t7/+Hu7em+WbMtVcu+VYsCFXhI6AW6Sm8ovEEgIJMBNJZQbAgRIQgKEQBIIAS6hY3A3uOCCi1wl2bJ6l1Zd239/rLTSWrIt27K8cj6v5/Hj1ZyZOWfmO3PmzHdmJSUsRERERERERCTkmE93A7pbu3Ytzz//PAAFBQX84he/4NChQ6xYsYL09HQeffRRLBbLaW6liIiIiIiIiJxqIfWGxYIFC/j73//O3//+d4YMGcKECRP4/PPP+ec//0l2djbLly8/rvUVlNq57w+fcefjq/jHR3vwen2nqOVyuhwosfPH/9tBQ3Mb7392kDdW5OLx+sjJr8He5KCusZ2cAzV4vT5WbSlmy96K091kkQHxwjs5XPeT98grqjndTRk0Nu0u561VeRwotfv7kQP+fqQ3Ta1OduZX43J7jrrO4somDpTYjzpPa7uLnfnVtDvclNe0sL+wDoC2dhfvfnqA4srGE9ugQayh2UFOfg0ejzcwrbnNv5+crq59Xt/Yzttr8qlvbO91PWU1zeQW1R9X3fsO1VFZ1xr4ObeonrLq5iPO3+5wszO/mtZ2VyDeLreHnfnVNLU6j6vu/yTvrj3AW6vy2HOoloralqCysurguLU53OzIq6bN4e7z+ptanazcUsTba/Koa2xnZ341LW2ufmv/yaixt/H2mnyaW53UdxundPf5rnLWbisBIK+4ntKOY3D3wVqq69twe7zk5NfQ0Ow45nkgIr377T82c+P/fHC6myHHEFJvWHQqLi4mMTGRvLw85syZA8BZZ53Fe++9xyWXXNLn9Tz00mbsLf6BzcGyRnYfrOOR751zStosA8/p9HDXk2sAWLrhEL6Oa/1H6wuotrcTF23D6/XR2OIkMy2awoomAO68YRqL52SeplaLnHp7DtbwztqDAPzwqXW8+fDFp7lFoe/VpXv557LcwM/Ts5PZtr+ahBgbz/54ERFhXW/3eTxe7n5qLeU1LcyfPIT7vzan13XuLajjJ3/8DK/Xx723zOLc6Rm9zvfAn9aTX2xn9NBYiiqacLm9fPfqKby5Mo8aextGAzx33wX9u8EhrN3p5q4nVlPT0M6i2cO468YZeL0+fvTUWkqrm5k9IZWffWMeAN95dDltDg+vLN3HG49cHrSegrIGfvi7tbg9Xr537VQunj/imHW/tSqfv76/G5vVxDN3X8DO/Bp+/8Z2zCYjj9+5gFEZsT2W+cULG9l9sJaM5CjKa1vwen1kDY8jt8jOkMRInv3xQkymkHo+dNo9/spWVn9REvjZajby1N3nMzQlOihut183lYvmjeCnf17P/sJ6sjPj+e33Fxxz/R6Pl7ueWE1VfRsAL32wF4/HR2ZaNL+/Z+Ep266+euDZ9dQ2uXh9eS4moxF7s4NLzxrBbddMBeCdNQd44d1dAKzcUszWfVWYTQYWzhzOJ5sKiQgzM3VsMhtyykmOD6epxUm7s/fzQESObF+hnZY2D1fc/Q7vPX7V6W6OHEFIJiw++eQTlixZQmNjI1FRUQBER0fT2HhyT5kOldWzdevW/miihAB7c9eTT5+v+3T/E63uT0ar7W2Bz/uL6pWwkDPa1n2Vp7sJg05BefD1pbTK/zSzrtFBc5srKGHhcHmo7HgiXNSRCO1NaXVT4KlpUeWR5yvuKCurasHl9gam2Zv8T0u9Pmg4wpseZ6LWdje1HU+KO/eN2+MNPIXvvs/bHP6HEu3Onm+6VNS24O54Q+No+7+7zvocTg9Vda1B9ZfXtPSasOhsT2VdayDeFbX+NzQq61txuDxEKGERpKC8Iehnp9tLZV0rQ1OiKavpGbfiw/4/FofLE3Td93j8cSmtbsHj8Z72BJLH69++ljYXnS9WFFd2vcWT1+2trK5j0Mehjv3W2u6mqMLfZ9XY2wJjoN7OAxGRwS4kExarVq3imWeeYceOHVRU+F/hb25uJiYmpk/L+zp67gmZMewp9HfoZpORe26Zweih8aem0dKD0+kkNzc3EI/j0bmM03nk12ljI03Mn5hMXrGduZPS2J5bjdfr46uXjmfz3irGj4jH7fGSV9LA2ZOH8M9luYRbTdx6cRYOx3/O4P9kdO7/E4lh9+WOFkfpf9cvGsMnGwsAiAw3n1Qc/1Ni+PXLsmlpbaO2oZ3xIxNZMnsYyzYVM25EPLERpqA+w2SAH9w0lS/2VbFkzvAj9ifzJ6VQWjmSdqebS+cNPeJ893xlKut2lnPu1HTySuzUNzq4+rwRjEmP4p1PDzAuM4EhiWE01f5nxDDSZuCOayex62Atl501MrDf7r5pKpv3VrJ4dtc+v/WiMazdXsa509J77N+pYxK4cfEoGpqdfGlBZp/6/esXjsJk8JISH0728GjSk8JwOh3ERFqZnpXQ6zruvmkKa7aVMm9iKnnFDbQ73cwan8qabaXMGJeCyeDF4XCoP+3mnq9M59GXP8fthdHpMYxIj2XiiFgcDgfTx3aL27kjcDgc3H3TVD7bUcY5U3vGuTcmA/zgxqm8vSYfl9PDrAlp2JsdzJuYhtvtwt33b5b00B/96SXzhrF+VxVL5mZiNRvYX2jninNHBbbtG5dlU1vfhNvj49tfmszyzYVEhVtZMD2Dd9YeZFhqFONHJPDRhkNMHp1EXUPbEc8D6am/r4lxkaajLuNwOI45T1/n6695Bnt90D9xjAn31zUuM07nzmnQ1xgafCd65TxFqquruffee/nrX/9KbW0t9913H8899xzPP/88GRkZXHrppcdcR1NTE7m5ucecTwZGVlYW0dHRx7WMYhhaTiSGoDiGGp2Lg59iOPipPz0z6Fwc/BTDM4PiOPgdK4Yhl7B47bXXcLvd3HLLLQA899xzrFq1ivT0dB555BGsVusx1+H1emlpacFisWAwGE51k+UIfD4fLpeLyMhIjMbje/1SMQwNJxNDUBxDhc7FwU8xHPzUn54ZdC4OforhmUFxHPz6GsOQS1iIiIiIiIiIiOi3QImIiIiIiIhIyFHCQkRERERERERCjhIWIiIiIiIiIhJylLAQERERERERkZCjhIWIiIiIiIiIhBwlLEREREREREQk5ChhISIiIiIiIiIhRwkLEREREREREQk5SliIiIiIiIiISMhRwkJEREREREREQo4SFiIiIiIiIiIScpSwEBEREREREZGQo4SFiIiIiIiIiIQcJSxEREREREREJOSYT3cDjiU3N5ef/exnGI1GMjMzefjhhzEYDEddxuv10tLSgsViOea8cur4fD5cLheRkZEYjceXG1MMQ8PJxBAUx1Chc3HwUwwHP/WnZwadi4OfYnhmUBwHv77G0ODz+XwD2K7j5nK5sFgsANx3333cdNNNTJky5ajLNDU1kZubOxDNkz7IysoiOjr6uJZRDEPLicQQFMdQo3Nx8FMMBz/1p2cGnYuDn2J4ZlAcB79jxTDk37DoTFZ0fh4yZEifl8nKyiI3N5dJkyadUN25hfU89a9t2CxGHG4fDqcbg9HAL74xj4yUKADeXJXL0vWFAMyekEpheRNV9a0AGAwGvnv1JJ7/9y7cXn9eKCM5kl9++yzeWJHLxxv9yxmMBkwGA9ERFu7/2hwq6lp56rVtuL1e6EgnGY3g9YLZZOSHN81gX1E97649ENReq9nA0z+6gDaHh3ue+tS/PGA0GrBZTdxz8yzW7SxjxeYihqZGUVLZjNlkxO3xHve+SUmIYHxmPGu2lQZNjwg385NbZ5OeHIXT6SQ3Nzcohn3VPYZWq/W4lz9cIJZWExFhFipqW4iJtNLc5sLr9bFgegZf7Kuiuc0VWGZoSiQNzU7anR5c7q599LXLxrM+p4Lconr/BANMGJHAnoK6oDqnZSWzI6/aH8KOOI4dFkdesb1PbR43Ip68IjuxUTbqGtsBsFnNOJzuoPmsZiMpiRGUVDZjNBr44VdmkLPnAJ9sbyAtIYL7vzaHcFvvp/q6HWW89MFuMpKj+MlX5xBmNVFc2cRj/9gCwN03TaOprvSEYghdcXzxkyoa2zzccGEWS2ZnntC6AL750LLA56vOi+WKc+ac8LoAdu3adcL9Q6en/vkFOQdrAZg8JpE7b5hxUuvrq+Npe3+ci8t3trGroG/H7uEunDuUTz4vASA8zExbu/8Yjgk309jmJi7aBoC9ycHQ1Ch+8c35va6nP+J1Op1M+/u7P/3DG9vZllsNwOihsRwoaejz+l54YEng8yefF/L68qMP+q5dlMXZU4bw6xc/p7ahHYPRwNcvn8jHGwoorWkhITos0MfdcvE4zp85DI/Xx5OvfsG+wjq+fP4YLjt75HFt86lwssffycQQuuL4+qf11Da7uHbhGF5Zuj9onuS4cGoa2jhlj6IMEBdpxd7sJDbKRkOzIzD91989m7SEiFNUce9OR58wkGObI21fZX0r//vyZhwuD3fdOJ2xw+IB8Hp9PPzXTRyqaMRqMfGzb84jLSGCpesLeHNVftA6rGYjTvexx39GowGvt58PKAP88KYZTBiZ2GMb6xraefjlTbS0ufn+9dMYPzKhf+umf2N4Isegx+PhO4+uBMBmNfGHexYGle86WMvv/vkFACOGRPM//z0vqPx//76FvI4x6MzsFG67dmpQ+QN/Wkdlrf9e5Kf/PYfMIbFB5bc9ugKXx4vBAM/fvySorNreyn1/WAeAyWjgz/ctDir/2we7WLu9HICIMDNP331BUPmyTYX8a1kuGODeW2aRNTw+qLz7OO62qycxc/yQI5Z3v9YA7Myr5OnXdwZ+/uM95/VLHE/mXvF0G8zjol27dgX2/7FiGPIJC4AVK1bw5JNPkpmZSVxc3DHn73y1pzNztmvXrhOq9+Mv7FTanT2mf7Amh7PG+7NAH3xaRlO7v8Nf/UUZLk/wvK8t3UNNU9cNpr2lke07cvhwfQVNbcEz1zS6WLp2J8U1DmoaXfTOw3trdpNX1o69xdOj9NONO6myu6hpOnx5Nx+syWHDvmZaHV7sBzsHpz3X0Rf2liZKKltodXoPm+7hwzU5zBvXlSU7kVetOpexWq3YbLYTamN3m/bVdItlW0db2wLlq74op6k1eJ81HGrsddD37mdFHCxrDJq2cXc1h1/PN+yqxnHYAbFlf22fB5Jb9tXi9vio7Xb80EvMwUNVQ9fNxqY9New/2EJ9k5v6pkZKa9qZOCqx1zrW7KigvtlDfXMDFXXtZGcmsD2/iLJa/yB0z6EGhsWcWAyha7nGNg/2Fg/vri3k8nOyTmhdQNAx//KHdVy76OSPjZM9vtbvrsbTEfz1OdXc+18n36a+Ot62n8y5uLvQ3muf0xdvrSnC7fHvo+7r6Pxsb2kNTGsoaDjqdvVHf3A6nWz7+6s/XberCqfL339vy6s/rhuS7tvw4YbiYx4XyzeXkp4cw4GylsC0FZtL2X3I34/am7umr9leyUVnjaG2oY2Ne/wJlZVby7h64bg+t+9U6o/j72T707I6//X/g/U99729pfmk23cs9ubOa2hr0PQNu6q4cUn2Ka//cKerTxiosU1v8+0pKKeoyh+HLftqmTQmDYD6pna2H+h4mIKH3QV2MofE89baQ72cpyfWn/eXlVvLmT4uHQjexv3FVRyq8B9bn++pZtq4Yz+oPFH9FcPjPQZ35FV1xaPF02P5t1YXBMp3Huh5Tdy6vzbQZ6/dUcFdNwc/vMktaup8TsZ764q4++ZZQeXV3e4xXC4fUVFhgZ/fX78/6Fg5vO6PNpbi6nY9P7x8+ZaywPIrt5YxeWxaUHn3df/x//bwjwdHHLH88HU//25w2zqTficbx97qGkwGc9v7GsNB8Us3Fy1axPvvv09aWhqrV6/u83KdGaeZM2ee0L9brpjNsNQosofHMSTR/9QgKtzCjZfNDczz1SumYDCAAbh6YRYzxqUQFWHBZDQQFW7h9pvmkhDTdSDNmZjG3DmzuPmSidisJgwGiI6wkJoQwcRRiVx76TxuuWI26UmRhFlNAFjM/rcvLGYjqQkR3HzFbG6+ZDLhNlPQ9iZEmbjw/Llcf/l84qO66oyJtDIqPZabLp/LVy6eQEJMGPMmpZEYYyMhxsbRDhHTEQqnZSVzw5LgAaTR4H9Sd+Pl/v0TShm/xXOGMyw1inGZ8czITsZggDHDYomOsGA0wLULxzJmaCw2iwlzx0bPmZDG2GH+2Hc/j75x5USWzBkeWDbcZuLSs0ZiMhowGPz7wWiAS87KJCkunHCbGYPBn6leMmf4Uff34W1OTYhg0pgkLGb/qdp5HAKB9STHhXH2lHTMJiMJMWEsmZvJ3OwoUuLDmTMhjazhR07yXXXuaJLjw5k/eQijh/rnWzA9g1EZsYxKj2XOhNQ+7+O++M6XJvfbut57/Kp+W9fJuOLcrie/V513+p8CnypzJ5z4oPFHN08PnEMZKZEY8B+/ozNiMBggOzOecZnxGAwwd2La0VYl/eTKc0YFPi+cOTRwvTmWw/uvr1064ajzG41ww5IsJo9OYsqYJKwWfz913eIs5k5MIzkujAkjE7BZTMREWvnSeaMBSIwN56J5mSTGhnH1BWOPa9vOdKPSYxmeFs1XL5uA7bC4TRmbRGT4iT+LMpuDh4U2i8l/vhq6fs7OjMdogOzhcVg75g+zmrhk/ogTrleOz7xJQ8geHs+w1GgWzR4emB4fHcaCaRmYjAZSEyKYP8nfb3/vsCfwBiAlPpxjfe3fYIDIsKMfTyZjV69w+D2HweB/Q8NoDC6wWU1cu7D383rW+FQmjkokIzmKC+ed+BuZoWzq2JTAuC61l7eSvnt111ffz57a89q7ZE5XzK9b1HM/TstKBvz7/+uX9RyLx3e81RhuNQUlKwD++7KusX10RM+n3t/+ctf6hqdG9Si/cUk2ZpOBcJuZaxcd/QHVb+4896jlh/v5N7oSL1bzoLiFlf7iC3EOhyPw+YknnvCtWbPmmMu0t7f7tmzZEvj/P0WobWv3OAzksscr1PZbf+ivbTrZOAxkHE/EYI798bR9sJyLxzKY4+XznVz7B2sMB3vMujvZbTkd/emZtP97czq2byDPxTM9fj7f4I/hf0KMToX+2G/9FcfBHMPB3va+xjDkvxKydu1aXnrpJQAyMzM555xzTm+DREREREREZNAbN35in+ZzujxYLX17G1H6V8gnLBYvXszixYuPPaOIiIiIiIhIH0VGhHHF3e8cc75Q+SryfyJ9AUhEREREREREQo4SFiIiIiIiIiIScpSwEBEREREREZGQo4SFiIiIiIiIiIQcJSxEREREREREJOQoYSEiIiIiIiIiIUcJCxEREREREREJOUpYiIiIiIiIiEjIUcJCREREREREREKOEhYiIiIiIiIiEnKUsBARERERERGRkKOEhYiIiIiIiIiEHCUsRERERERERCTkKGEhIiIiIiIiIiFHCQsRERERERERCTlKWIiIiIiIiIhIyFHCQkRERERERERCjhIWIiIiIiIiIhJylLAQERERERERkZCjhIWIiIiIiIiIhBwlLEREREREREQk5ChhISIiIiIiIiIhRwkLEREREREREQk5SliIiIiIiIiISMhRwkJEREREREREQo4SFiIiIiIiIiIScpSwEBEREREREZGQYx6oipqamigoKKClpSVo+vz58weqCSIiIiIiIiIySAxIwuKtt97iV7/6FREREYSFhQWmGwwGVqxYMRBNEBEREREREZFBZEASFk8++SRPPfUU55133kBUJyIiIiIiIiKD3ID8DguPx8M555wzEFWJiIiIiIiIyBlgQBIW3/rWt3j22Wfxer0DUZ2IiIiIiIiIDHID8pWQl156iZqaGl544QXi4uKCylavXj0QTRARERERERGRQWRAEhaPPfbYQFQjIiIiIiIiImeIAUlYzJkzZyCqEREREREREZEzxClLWDz77LPcdtttADz11FNHnO/OO+88VU0QERERERERkUHqlCUsKioqev0sIiIiIiIiInIspyxh8ctf/jLw+ZFHHjlV1YiIiIiIiIjIGWhAfodFcXFxr9OtVivJyckYjUf+66o7duzgkUcewWAwMHnyZO6///5T1UwRERERERERCREDkrBYsmQJBoMBAJ/PF/gMYDQaWbhwIT//+c9JSkrqsWx6ejovv/wyNpuNu+++m/3795OdnbBzrWgAACAASURBVD0QzQ5Yt7OUD9YVcOOScUwZ09XGsupmympamJGdQn6Jnf9bmUdDi5Prl2QxIysFgJr6Nl7+cDdWk5GwMAsXzx/BsNRoADxeH+t2lPLZjlLKa1oZnhrFhfMymTAykW37qzEaDRRVNlJe08qcCal4vT7GDo8nISaMwvJGahvaqLG3c6DUzhXnjOrRbp/Px8vv7ybnQC3fuGoiE0YmUVXXypZ9ldQ1tJOeHIXZZCA+OgyzyYjRCFv3VrG3sJZJo5NIT4ri7CnpGI0GGluc7C2opbKuFavFxMXzR2BvcrC/sI4pY5MJt/kPpZz8GiLCzIweGtejPQOpuLKJrXurSI4Pw2IxMTM7hT0FdYSHmYmLsvLR+kNcMHMYpdXNfPh5HZGJtbS0u6ltaKOgrAGb2cRV541h674qHE43504byrNv7eD86UNxerys3lrMghkZvL4sl7joMB74+hw+2VhIWlIk0eEWduTXcNlZw/npnz8nIyWKYalRRNgsmM0G6hodjEqPxenyYLOamDkulYYWJ4UVjczITsEAfLG/iqS4cKrqWhk3IoF9h+rIOVDD1DFJTByVRM6BGrIy44mPDjvqfmh3utmRWx04bnw+H5/vrqDW3kbmkBjyiu1MGJlAdmbCwATmJN38wDs0tvs/v/f4VSe1rk+3l/LBZ7VkT3ASFW49qXU9/soWDAYDP/zKzJNaTyirsbdRWlvPjOwUXnpvN2E2MxaLiVeX7iXSZqTF4WXe5FTMJjMXzsvkxXd3caisEYMBfnP7uWzaU8nl54xkzbZSiioaGTM0jkvOGgnA9twqtu2vJmtYHNPHpRARZiG/xE6bw83k0T2vC3Ji3B4vG7cXs3R9IeOGxzN+ZCLD06JJiY/gi/1VpCVGUFXXRnJ8OPsL63hn7QFa25y43F4mjEpiZ141JpOJzLRoxgyPw+vxMSI9muWbi4kMs5CdGc+5UzM4VN6IzWrGZDRQUuMg/5P9LJ47nMTYcDbtqeDT7aUkx4ZhMhmZMiaJ5PgISqqamZaVzM68GpLjwwPXyR251cRG2xgxJOY0773Q9u81+eQX25k/OY2NORXsPlhLdKSVuaPNpA1vZun6AvJK7Dhcbqrr2hg+JIZpY5OJirCSEhfBzPH+McsX+6rYV1hHSkIEw1Ki2ZFXzfgRCazbWUp2ZgLnzxjGgVI7B0oaMBkNpCVGkltcz8acci6aN4JFs4dhMBhwub38/aM9tLS6GDcinqKKJtJTolgyJxOzyUhpdTMVtS1Mz0rB4fKwM6+a7MwE4qJtPbbN5fawbX81I9NjSY4PH+hdO2h07qdRGbEkxYVzoMROa7ubyR3j1rzierbtr+L8mcN44tWt1NjbWDhrOPsO1YHBR9bwBNqdbkwGA/sL6ymqsJOaGEWY1cyc8WlcdNYIDpU3siGnnJHpsdib2kmMC2fBtIygcf07aw4QH2NjwfSh1NjbOFjawPTsZCxmEwCVda38a9k+Jo9OIjYqjB0FLUQk1tLU4grEuKCsgcYWJ1PHJrO3oI7SmmYKyxoZnhbNwlnDMJmO/KCz3eFmR141WcPjiY/xj5E8Xh/b9lfR1OogMy2WjKSjj50GwtptJbz36UG+f8P0QH/X3S+eW8/Bskaev+8CbLae58VdT6zCajHxmzsW9ChrbnZy5+9WM21sMnfcML1H+fLPD/Hnt3O4asFobrlkQo/yTzYeYvnmYu69dQZJcZE9yn/5wgYqalp49ieLe922X7+4kaTYcL57zdQeZYUVdu55+jNGJJuY2cuQKb+4njdX5nHDkmxGpsf2KM/Jr2Znfg3XLRzba91yZhqQhMWDDz7Ipk2buOOOO0hLS6O8vJxnn32WadOmMXv2bH7729/yq1/9iqeffrrHssnJyYHPFosFk8k0EE0O2J5XxaMvbwEgJ38df/rxQjJSoqmub+POJ1bT7vRw7rQMPt1eGljm53/ewK+/cxZTxibx7UeX43J7A2UfrCvg2R8vYkhSJC+9v5u31xwIlB0qb2Tt9jKyM+PZX1gf1I6lGw4BkBgbxv98fS73PLMWt8cXKP94YyF3XpkWtMwTr2xl9TZ/u378+3U8fff53PfHz2hpcx97u3NrALh24Vi+etkEfvKHzyiubAqUl1Q1sXFXBZV1rUwdm8Svv3s2H28s5PdvbMdogEe+dw6j06OOWc+pUFbdzB2/XYXH27V/Jo5KZPfBWowGsJhNOFwe3lyVj7djni+e+azHet5bdwinywPA82/n4PHBZzvKAuWb9lQCUFTZzK0/X4qzW5wB/vnJfgAKyhuP2t4pY5M4UNJAS5uLi+ZlYjAYWLrhEEajAa/XR0KMjbpGBwDvrD1IakIElXWtpMSH89z9SzAZDUdc92//sZXPd1eQGBvG8/cv5s2V+bz68b4e8/3q2/OZnp1y1HaGgs5kBcDtv/mQ39976QmtJ7+4nt/83X9ef+PXy/jXQ5edcJvufmotuUX+87W8poXHvt9z8HAm+NVfNlJW6wg6Hjs1tfuP/fU7/efE2m1d/SE+uPvpTwH4v1V5gX7rk8+LKKlq5rwZQ/npnzcEZp84KpFbLxnPfX/8DJ8P7rxhOovnDD+Vm/Yf4+UP9vDRxhIAdh2ohVX5RISZuWDmUD5YdwiT0YDH68NsMgRdXwDW7Szv+OTGnu9gR35Nj/Vv3FXBK0v34/Z4Dyup5q01+fzwKzP49YubgkpeW5aLzWLE4fIydlgcecV2LGYjv7/nArbsqeT5d3ZhMhp4/M4Fpz0RHqqefzuHdz89CASfezUN7RSUwRvrVgZdDwFy8mvJya8N/HzD4ixMRgOvdly3evPh+kI27a7odiwE21dYT7W9lZsuHMdP/vApuUV2AD7ZVNSt3hq+etlEvv/4apwuD9ctGsv+wnp25teQlhjBc/ctDrr5BXj6X9tZ/UUJsVFWnrtvMRFhlj7umf8sv/vnNtZuLyUuysaPbpnJz/68Hq8PvnftVEZlxHL3U2sB+PtHXWOAf3aL97b9Pc/pphL/+GXXwTpWbC2isKK5xzxl1c3cdOE4AJ54dSurtvr7GHuzgzeW52FvdrBgWgb33DoLgNseXYHL42XZpq63r/+9wT8Gi4m08uNbZ/HT5zbg9fpYMnc4yz4vCqpv36G6Xm/COz3yt818sa+K5Phwnr9vMSaTMWi8bQD+93vzjrj8QKizt/PYP7YC8L3frOTdwx7APPiXDWzdXw3AdQ8s5d3fBpd/5Wcf0tTiAuBbDy3j+QeWBJf//CN8+M+9+Bhbj6TEU6/vAOBfy/N6lOUX1/PMG/7ybzy0gnceuzKo/IFn17Gzo/+/+t53ees3weXffGgZlXWtADS1ubjnlllB5bc/tgaAvSUeXl++n+sXBz+E/sHv/Mfp+pzyHttdWN7I/c+uD5Q/8f2zkf8MA5KweOaZZ1i2bFkgQ5iZmcnPf/5zLrroItauXcujjz7KhRdeeNR17Nu3j7q6OsaMGdPnenft2gXA1q1bT7jtW/KCO+f1m3cyKi2Msjon7U7/zeyB4qoey23avhdHQ0RQsgL8Wd6NW3YwPNnGvgM9Lw4A5dVHvsGtb2xnw5acHoNJj9dHm9MbtK25RcHtWrdpZ5+SFd3tO1DCli2tVNYG74fd+aXU2P03LUXl9WzdupUdexoA8Ppg0xd7aKuLOK66+kt9k6PH4KzW3gb42+Z0++PmPWyew7k65gPwHH3WHsmK41FV20pLm//CU1nXirFjsNbZvoZmZ9D8jS3+n+sa23G5PZisRz6NOy8a9iYHTpeXqo6fe7Shvu2E23+6FFa6TnjZ0pqWwGeH03OUOY+tpr5rnw7G/dhXre3+vqO57cT3++H9VmmN/ylrd1X1rVTXt+Lzdf0s/aO2ob3HtNZ2N5W1/n3c2W8eHqfj0TNZ4dfW7qaoovdrm8PlX6a+IxHmcnupb3RQWd/VrtrGdkafcKvObGU1PW8iuzv8etibyvpWzEf5em6nw8/XHuvpOJZq7D2PNf/yrTQ0OwIPAyrrWqnu6DdrG9pxe3xYzMEJi8DNT4uTNodbCYsj6DxfGlsclNe04O3Wh8ZEntxbhOBPgPWmorarjy7vdnwUljXS2OIIahuA6wh9BEBTq5OK2pbA+Ke8uufxVnGEcUyn6o666hvbcXm8mEzGwDEE4MPf1/R8Z2Hg1DQGt+dwhRVdDwh9vczQ1m0sX9/s6FHefZHOxOGR1NrbSYzreuOkuKqr7t7GySXdyl29XCs6Yw4csc/valv9Ect62+5qe9d+a2jqud1y5hqQhIXX66WkpITRo7uGG2VlZXi9/k4rPDwcj+fINw12u50HH3yQ3/3ud8dV76RJk9i1axcze3vnqI+mT/eRV/UpB0rszMhO4brL/FnZmYAx/CAF5Y1cu3As/16TzycbC/F6fcyakMrXr5mD2WTkG61xvLJ0LwBhVjNXnDuKL3dkE4eNauXpf21j14EaPF6wmo3MmZjGl88fwwfrCmhpc1FY0Uhzq4uxw+KIjwlj7sQ05k8eQnhsPkWVjRSWN1Jjb+eKc0eRGtcctK0Pj27j+4+vornNxfzJQ7jlS3NIH1rEu2sP0NDiJDE2DKvZxNCUqMDrdet3ltHQ4iQ+2saItBi+d900kuLCeSC6iuWbCjlU3ki4zczPvjGP/UX1rN9ZxiXzR5CdmcD4iS7ilu4jKtzCDUuycbucgaTRQJo4KpGvXjaBNV+UEBNpITkugisXjGL55mKiwi3ERFp599MDLJw1nD0FtewrqGHupHTMJiMHShuosbdhMRu5cUkWq7aW4nR7OHtqBm8sz2XssFjcbi/5JQ2kJkZQXNmMwQAPfG0u//h4L6kJEYRbTeQVNzB5dAIfbyzCaITE2HAsZhNmo4HmdhfpiVF48XXsqywKyxvZU1DHtQvHggHeXJFHXJSNuqZ2zpmawQfrCsgvsTNhRAKLZg9nfU4Z8yYNIewoyQqAu26cznufHWT2hDQiwy3816XjaWl3UWNvIz0pksKKJiaPTmTR7GEDFJ3+czJfCTlv+lA+WldAXkk93/lyz1cWj8f/3nEOt/92tf/z7Wdutv/rl09gV0ED588Yym/+sQWzyUhLmyuQuO0UbjMxLDWK3KKGwLRRQ6Jpd3m5/OyRLP28kOr6VtKTo7jrhhnERdvYkFPO3kN1jBwSw/WLs8kaHkdpdQut7S6+dJ5uU/vLrZeMp7FtF3lFdiLCzUzPSmHKmCRmjkvltWX7SY4Pp8beTkZyFMs3FVJU0RQY+BoN0H3sGhNpwWQ0EBNppbiyGaPRQEp8OBfOG0FRRSNuj4+YSCtl5ZVUNRm5+vwxLJmbyb7Cenbm1RBmNWGxmJg0KpEJIxPJLarnwnmZrNhcTEZyFBNH+b+u4vH4SIgJY/b41NOyzwaDu26cwY9//yk1De2MyYght7gBl9uLARiWbOGCOWP49+p8mltdQTFMigsjNtLG0JRovnbZBIwGAx6Pl5yDNSTFhZORHMn+QjvpSZHsK6xnaEoUP7hpBh9vLGR7XjVGIHNIDNtyq6hrcDAyPZqvXuZ/Wvuzb8zlFy9sxOn0kBwfTkOzk6TYMO6+eSYZyVF860uTKKpo4qYLs6mxt/HRhkOcNSUdi7ln0uT266by79UHmJqVTGKsvhJyJHdcP423Vx9gWlYy50zLoL6xncZWJ9dcMJZwm5krzhnJ9txq5k1K442V+QBER1hobnVhMEBMlA2fz4fH46Wl3R24YTQaDKQmhPODm2awfHMRW/ZWkhQXQUubi5T4cL52edcT+ntvmcWDL35OVLiF71wzlSljk9meW82Xzu/qx//7iom8vnw/QxKjyEiJoqC4ivFjhuB0eZmWlcx504dS1+SgocnBtQvH8vbaA+w6WEuNvZXUhAjuuH7aUffDD26awQfrCoLGSN+8chJhVjPV9lamjElmenYKe/ZU93ME+i5reAJjh8VysLSRC+dm9ih/4YELuepH7+D1wVcuzOpR/vD/O5sf/97/VsrTPzi/R/nVF4zirVUHsZqN/Oo7Z/UoT4oLo8beTkSYOShZAXDBzOG8uSKP0uoWrrmg50Pi5+9byPUPLMXj9fGDm3rG4lffns8Dz67HYjby6O093zidnpXEttwaDAb4n//u+abLRXOHs3Z7KRfM7DkunTU+jQtmDmN/UR23X3tyYzcZXAw+X285rP71/PPP8/LLL3PNNdeQlpZGRUUFb731Frfeeivf/va3Wb58Oa+99hovvPBCj2Xdbje33XYbd9xxB1OmTOlTfQ6Hg127dvVLwmIw2bp1a0hta/c49Pb9u1O17PEKtf3WH/prm042DgMZxxMxmGN/PG0fLOfisQzmeMHJtX+wxnCwx6y7k92W09Gfnkn7vzenY/sG8lw80+MHgz+G/wkxOhX6Y7/1ZxyvuPudYy5zsr877VQYzMff1q1bA/fqx4rhgLxh8a1vfYvs7GyWLl3K7t27SU5O5qGHHmLBAn/mbfHixSxe3Psvblm6dCk5OTk89thjAPzwhz9k+vQjf3dNRERERERERAa/AUlYACxYsCCQoDgel19+OZdffvkpaJGIiIiIiIiIhKpTlrB49tlnue222wB46qmnjjjfnXfeeaqaICIiIiIiIiKD1ClLWFRUVPT6WURERERERETkWE5ZwuKXv/wl4P8LIVdeeSUzZ87Eaj35P6skIiIiIiIiIme+Y//R7ZOtwGjk//2//6dkhYiIiIiIiIj02SlPWADMnj2b7du3D0RVIiIiIiIiInIGGJC/EpKens63vvUtFi1aRFpaGgaDIVCmX7opIiIiIiIiIocbkISFw+Fg8eLFAFRWVg5ElSIiIiIiIiIyiA1IwuKRRx7h0KFDvP/++1RWVpKamspll13GyJEjB6J6ERERERERERlkBuR3WKxcuZJrrrmGgoIC4uLiKCgo4Nprr2XFihUDUb2IiIiIiIiIDDID8obFk08+yR/+8AfmzZsXmPb555/z4IMPsmjRooFogoiIiIiIiIgMIgPyhkVFRQWzZs0KmjZz5kwqKioGonoRERERERERGWQGJGExbtw4XnzxxaBpf/3rXxk/fvxAVC8iIiIiIiIip5DT5enTfOPGT+zzOgfkKyG/+MUvuO222/jb3/7GkCFDKC8vJzw8nD/96U8DUb2IiIiIiIiInEJWi4kr7n7nmPO99/hVOByOPq1zQBIWo0eP5sMPP2T79u1UVVWRkpLC1KlTsVgsA1G9iIiIiIiIiAwyA5KwADCbzT1+j4WIiIiIiIiISG8G5HdYiIiIiIiIiIgcDyUsRERERERERCTkKGEhIiIiIiIiMoj05S9t9PWvdoSyAfsdFiIiIiIiIiJy8iIjwo75Fznee/yqAWrNqaM3LEREREREREQk5ChhISIiIiIiIiIhRwkLEREREREREQk5SliIiIiIiIiISMhRwkJEREREREREQo4SFiIiIiIiIiIScpSwEBEREREREZGQo4SFiIiIiIiIiIQcJSxEREREREREJOQoYSEiIiIiIiIiIUcJCxEREREREREJOUpYiIiIiIiIiEjIUcJCREREREREREKOEhYiIiIiIiIiEnKUsBARERERERGRkKOEhYiIiIiIiIiEHCUsRERERERERCTkKGEhIiIiIiIiIiFHCQsRERERERERCTkhn7CorKzky1/+MpMnT8btdp/u5oiIiIiIiIjIADCf7gYcS1xcHC+99BK33377cS/7hze3s+qLCni1hKgIC49/fwHpyVF9Wtbl9vCjp9ZysKwRgwGGJEbQ1OqiqdXVY14DYLUYMZuMJMWHU17Tgtvtxevzl8dEWJg1IZX9hfWUVrcELRdmM5EYG87s8ams2FxEY7f1m4wQHWHFgI+GFv/0znUCGDvK505IY0NOKU1tHni1JFBuNRtJiAljVEYM63MqgtZrwIDX51+Z0WAAg4EZ45JIiYvkkrNGkJIQwQ+eWE1ZTQtx0TZMRgMmk4n7vjaLXz2/kdpGBwA2i5HUxAgMGCiqbAIfWCxGbrlkPJfOG9anfX007316kLfWFLBg+lBWby2m3ekhOc5GRV07AGajAbfXh8kIHm/P5c0mA26Pr2fB4Tr2W0JsGFaTkcr6VkwmAz4f+Lw+IiOstLY5MRmNGAzg9nixmI243P5KO+sOt5lwuLx4vT4ykiJobHUxeXQSdY3tHChpICMlgtoGB9ERVu66aQbPv53D0OQo7rppBpv3VPC3j/ZiAKrtbZgMcMOSbDJSovn9G9txuDzcdcN05k4aAsD/rcxl1dYSblicRUVdKw6Xh+sXZWG1mE56v4eqK+5+J/D5vcevOo0t6XLbw+9QUuv/nDXUzOM/uOz0NqhD93315sMX9/v6l31eyJsr84iPtpFfYsfh6joBDYDF7D83vV64+aJsdubXkHOgNjCPxWzA5fafm1PHJvHr757Nk69u5bMdZYwdHsfIIbHMnpjGjOwUdh+s5Sd/+AyAH/iSWDgrs9ftBHj91xcSHh4emG4AfB31nTNtKDcsziKjl+vA0699wbLNxYC/74yJsFDT0c/1dqx1rzcuykpyfARP3HVe0Dxer4+3VufT7nCzfFMhtY0Ohnxcx3P3Lwma74W3c1i5tZiL52dSWtVCTUMbP/mv2eQcqOEv7+4mOzOeH98yvdc4nKgaexv/Xp3P2OHxnD9jKA3NDt5cmcfWvZWUVjdjMhpIigunqr4Nj9eHxWzEajHhcXtod/XS2R5F7DuVgWtYp7hoK26Pj9EZcWQkR7HvUC3XL87ijZV5JMeFs3VvJS6PjyvOGYnJZOSL/ZUUVTQDEBVuprmt5wOMscPi8Hi9pCZE4vX6uOzskXy0voD80gaGxEdwsKKRSaOSCLeZKaps5Nyp6bz68X5SEyP4472LANhfVM+v/7KRpPgInrzrPGob2njk5c3ER9u4eIp/yORye3h9eR4Ws5FrLhjDqq3FvL3mABfPH0G700O7w03mkBheX57LuVMzCA8zU9vQxlXnjjiBSB3b6i9KyCuqZ2R6LJv2VGA1G7ni3FGkJ0XyzHvltL71AVaTIRCDyDAzFrMBs8WEy+klNSGCvGI7YTYjSXERgW3obbwD/jFEuM2M0+UNXAMNBv/4pPPcN5qMWIwGWp1uPJ6u8c64zAR25Ffj7XYIRYWZcLp9WMwG2p1ePB0DHbPJ4P/s6+gvPD58PjAa/OOWkRkxlFY10vpqCQYgIsyM0Wigtd2F0eAf43RemyNsJlweL26PD7PJyNyJafz4v2bz2if7eX15LkYjZA6JZXRGLDdfPI7YKBsut4c3V+SxeW8lza0ORg+N5/JzRjEmo2/jyKNZurGQZZtKuG7RWEwmI7sP1vKl88awdV8lFbWtXHXuSJ7613bq6hsYPqqVjzYcIjrCSrvDyauf5AH+8Uabw0N8tI2MlCh2Hagl3GbCZITmNg9WixFnL+dqhM1Mq8PdsY/B7enZPoMBfEcZOhkNwePR7mOtzrIwqxG324vHCzGRFhpaXESGmUiKi6CyrpXxIxL40S0zWbmzgYP2XK6+YCzb9lexeU8F2/ZX4XB5eei2sxiaEh2oZ2NOOc++tZOkuDAeuu1swqyn7zbmX8v288aqAgDemznzuJe/+t73cHm8ZCRF8Kf7lvQo77zGREeYePXBy4PK1nxRyG9f2Q7A/94+nwkjU4LKv/qLj6hrcvrbdozr19HKw6xG3njkiiOWTx4Vx8PfC77uPfziejbsrgbghXvnkZqaGlT+l3dzeHvNQcKtBl7vZb99+d53cXt8WEwG3vrNlUesOzbSzF8eWNyjXM5MIZ+wsNls2Gy2E1p22/7qwOfmVhf/86d1vPjTi/q07Ivv7eZgWSPg77TLalqPOK8PcLi8OFxeWsqbepQ3trpYuaWk1+XaHB5KqpopqWruUe7xgr3ZecR6vV5oaHbyyaaiXsudbi8Vda1U1AW33X8B77rS+BMXPjbtrgJgT0EdI4ZEU9KRXKnrGLQD3PPUpzjdXRdAh8sbGEQG6nV5efHd3Zw/bcgR295X76w9QFOrhw/WFQSmdSYrANwdV8zekhVA35IV3dQ1dFu3u2vZphZnRz1dFXmcPSttc3Rd+Us7jpn1OeWBaYfK/fuqqdXF/X9ch9vjJa/YTlZmPH99b3fQvgV44d3dgRsugEf/tpl//+ZKWtudvPTBXgB+++oXeDv2Q5jVzLULxx7XNg9WV9z9TkgkLUq67sHJLQmNt8AOv4nvb+1ON8+8vh0fUFbT0qPcBzi7nT+vfLy/xzyubuU78mrYsruClVv9/eTug3XsPljHJ58X8sqDl3BfR7IC4Ml/bg8kLK6///0e673+fz4hNsIS1JbO+lZtKaa8upnHvr+gx3KdyQrw95013fq9u55Yxe9+eEHg57++mxO0rL3Zib3ZyQtv5/DNL00OTF+7rYSXP9gTNG95bc9ryTufHgTgjRX5gWkP/XUTBWUNeH2weU8lW/dVcmJXwt796a2dfL67AoPBf6P/+vJcVm7p2gdejy+orS53183p8To8WQFg7xhM78irZkee/1r9m79vweuDAyUNgfne+6ygx7K9JSsA8ortABws9V+7N++pCNxUVde3AbBxV1d/3FlPcWUz/1i6l1suHs/Pn1tPS5sbe7OT59/OYV9hHblF/vVafdHMnAnvfVrAa8v8x3R8tI1n3tiOzwd//nfXcWEy+m+2D5U3BqYZ8TLx5C+LQUqrm3ni1a34fME3mTkHahiSFEltk/+a1NZtmZb2zv3nj0tDx/WtzeGluLLnWORwHm/PGHTWGzj33R7au5fjvz5uy63mcM3t/jY6Dwtr9+t39/7E6/OPW/KKu44TX9B2gYfga39rt2uzy+3lsx1lLNlXySsf7+tcgNyienKL6nG6Pdx14ww+XH+IVz/p6rvKa9vYllvNyz9d1GMbjtebK3Kxt3h48p/b8Pl8eH2w71Ad+R3H5Kbd5YEHXA/8aR3lvYxBO8cbNU144gAAIABJREFU9U0O6pscQdOAXpMVQCBZAb0nK+DoyQoITlb41+PrUdbebYzU2Qe0tHtoqfCPk7flVvO/f9vCzvwm1u7aS3SEhT//exfubgO6B55dz8s/v6hjezw8/PImfD6oa2znmde3c88ts47e0FNoWbex9w33v8+/Hr78KHMHW7r+IK6O7SztJbbdr+FNrT2D1JmsAPjx7zf0GAt1JisArrz7Hd49ylhpx64qpk7qSnh8++FPAp/bexnndm9bzkF7j/LOZAXAN3+zsUfb3l7jv961OX08/3YO3+p2zYSuY8nVy/j96h931d3QEhrjLRkYIZ+w6E9mg4etW7f2aV5HU+OxZzpDGXztONt7v4qZTb4eg4pe12GA/fv2YjEbTrIxJ7d4KLNZjbjb/BeDxNgwwqxmnO7gBJXBADaLiXanPx4Ws/9bXGazOfAUw2I24ugoj4vqz1ua0BZtPd0t+M9lNhkxd3vDqD/Ex/QMaFSEpaOurrcxuncJcdE22hzBgz2r2UBiXBgNR3g6HHsC58iwlOAnqqPSo3udLy0p8qTrCiwbbcNsMgaSmDGRVhwNx1joOMRF+9tmtZgIt5lDou/ovr39IcxqCrpRPZq0hAjA/+ZAS8fNeFpiBBV1XQm5mAj/22ud+w78cbJ0tNtoNASSx2azEU9Hv9yZSIiOtABHfghxIsJtZqwWEw6nB7Op65yMjbKRGBPer3WdaRJjej/mO8+F3s7fuKj+ufAYDP6ezGIxYsBAm8NNfEwYRmMjXq+PuGhbIGERG2mjvKb1mG89DEaJsWGBz3HRYUSFW7A3dyWLo7sln01GA1azCYfLf14lx4XO8R0ffXz955DDrhWnUrjt6N/+756sABieGkV5bdsR5u5f6cnHtx/iIm1UNziOPaOccc7IhIWvo0f/zlXj+cfHe/EZzGQPS+A7V0/CbOrb6/KTJkHakAOs31mCyWRmRlYy1fVt5BfX4XD733s0Gw0YjQYirBaioqzYLCZGpEWxr9COw+mmuc2F2+Nl/MhEpoxNpqy6mXXbS3G5PWAwEmY1kZEcSUp8BLMmpLJ8cxH5xQ24PV6iwixYzEaGpcUA/qc0NrORhhZnx8DEQHSkjfTkKOZNSmNjTjk5+VUYOrbPajaSluhf95Qxiby+Io/mVicWk5GE2HA8Ph94fbh9EGk14XB7uGj+SIwYmDLW/8rs0JW5bN5TyYQRCXh9PkwmAzddOI5XPt4beHtlaHI0w1KjiYgws2FHGV4gNtLKrRePJzUhjNzc3EA8TiSGP7l1Bu+sPcRF84azemsppTXN/NdF43n8tS8wGmFURgz5xY1MG5vE9rwaoOs1yYgwM0mxYdQ1ttPu9ASytjGRFppaXdisJsItJuqbnZjNBiLCLEwdk4zFZGBbXg1xkVYw+N/OGT00lkNljUSGW7BZTdQ3OEhOsFFjd2A2QUOzC5fHy6iMWBqbndQ3tbNwVgYHS5uYM2kIjU0O1ueUMWdiGgWljcTF2LhuURbvfXqAYSkxzMhK5PHvz+fD9YWE20wUVjRhNhm4csFoIsMsvL3mAI2tDr55xSQcDn9n/eht81m/q5yL52VS29COy+1h0uikQHnn/yfD6XQGxeN4dS7XuZ6TFRfZdf6+8MCSftnGk13Hmw9fzDcfWtavbeqrI9XVvU1wcnE8UgyfuONslm0+RFJsBAVldrbl1hATbsZiNWM0GEiMtdHc5qK+yclP/ms2ucV1vLkyj7Z2D4kxNhJiw8krthNhM3HdorEMTYnkp1+bwb/XHOC86emEh9kYOywWj9vFX+5byM+eX09bm4vH7jgvsN3P/HABdz6xKnCDaTQQ+LrF9x9fRWu7m/HD48graWBEegznzRzKjKzUXvfbH+9ewP1/WgfAxNEJTB2dxKuf5BITaeb266YELTNv8hAyPtlHS7ubxGgLw9JiyUyPZcnsjKD5JoyI5eHvzMXh8rCroIZVm4u59KwRPep/8Nuz+XDdIa5cMIqqjrfivnzeaOoa2/n70n3Myk4hMzWS3Ib+i+HXL8ti2uh4MlKiiLQZuGHxaLKHRVNc2cTG3eVEhpmZOCqB7Xm1NDY7GJIUidlkIsxmIie/BqvFRGt7z+x1elIktfZ2EuLCqK5rxe31cfPFWbyyNJf4aAtNrW7cHh9XnDWKA+V2pmUlkxATxr5D9Vx+zig+3FDA0ORoVm4ppLKujR/dPIP6JgcHSxv4bEcZjS1Ozpk6hB25Nf4Eh8dDS5ub2EgL588ahsvlJSkuHJfHy/SxKew6WEN+sZ1RGTF8sb+aeZPSMBmNFFY0sXDmMH7/f9uZPDqRc6em4XA4eOYH5/Lnf+8kc0gsF84ZyuJZ6byz5gAJseEkWu04HA7OnpxCbMRsLGYj2ZnxPP79s1mxpZjzpmfQ1u7G4fIwNCWSD9YXMndiKmaTkfomBxNHxJKXl9ev/WmkzcBj35tPaVUzQ1Oj2VdYh9lkZFpWMpFhFkyeRlo9NuKjrezIr8VigFFD47FajITbzNQ3O5gyOpF3Py1gRFo0qQlRtLtctDk87C2oxe3xYjQZiAqz4PZ6cTi9pMaHExtlo8Xhoc7eislkxOfz4XR7MBmNxMeEYTWbCLeZqLa3/v/27jysiXP9G/gXwg4ibigoVasVqyKGHcQiKLhUtPZUsSqWKipHcV+KVnFfcH8LpYgi1KVaXI5LlRZQPFAXBEVxR6isIrgBYZGE5Hn/4MccIiCgaEi4P9fldTkzyeSezEwyPHnm+6CgSAgVVWV00NPCYH5nnP77MQSl5Sgpq4AKTwkDPmuHZ4XlaNtKA3kvS1FQXA49HXWoqiijuEwELY3KRpmSsgqUlgqhpakKFVVlWPbuiPtp2Uh/JkYrTRUYdNCGqgoPT58VQ0NdFaIKMYrLhBCKGHoa6eGVoBylZUJoaajC2borOrXTxJbZNtgfcR9a6iro+2l76LfRhFnvys8I274dsNrTEmk5BSgUlONTw9Yw6dm+ST5Pfdz5uHL3GVysP4FEwpD5VAC+cQc8eVZ5Sxi/lz7OJ2QiI+sJPL+xxq1Hz6CloYJ2OqpYsecaNFSV0dVAFxm5RejXoz16ddHD0YuP0M1AF6201JH0MB+9uur93z4E1HhKUFFVglgM9P20Pe7+8xya6iowbK+Ne+mvoMKr7KFZXFaBDnpq4Cmr4FlBGdq0UsfzotcAA3Q0eSh5LQZjQJcO2igqFaG4TAgdDRV0aKuNgqLXgLIS1FSUUVIqwqedW6OwVIiConKY9mqHmw+f49POrdGpnRZSsopg1UcfThaf4BO9cvTq+SmMu7bB5lk2SMsuxOMnhSgoLofX19KfvT8ttMexC49g0E4bo7/o8c7ft02xDzd5WWN5cDw0VZXw/xZ+0ahaenfVg9Xn7ZCSWYBxTj1rPLf6d7j35H5vXV7bdcfCCX2w78zDOpf3NtLB05dl0FLn1Vi2ZLI5ZvlFQ1jB4GJl9NbX9vMya3RtO+baYPtvSejcloehFp1rLLfr2x730l/BpHvbGst++cERMzdFQSwBxjt1b9Jrm+rXl3X5mNd3jVFf7bKou6HvZ0P3oRJ712/Oj8zd3R2hoaFQUam/jUUgECAlJeUjVEUaolevXmjVqvZfJOtC+7B5eZd9CNB+bG7oXJR/tA/lH32eKgY6F+Uf7UPFQPtR/tW3D5t9g4VIJML06dNx9+5d9OnTBwsXLoSpqelbnyORSFBSUgJVVVWu2x35+BhjEIlE0NbWhrJy4wakoX3YPLzPPgRoPzYXdC7KP9qH8o8+TxUDnYvyj/ahYqD9KP8aug+bfYMFIYQQQgghhBBCWp7GN/ETQgghhBBCCCGEfGDUYEEIIYQQQgghhJBmhxosCCGEEEIIIYQQ0uxQgwUhhBBCCCGEEEKaHWqwIIQQQgghhBBCSLNDDRaEEEIIIYQQQghpdqjBghBCCCGEEEIIIc0ONVgQQgghhBBCCCGk2VGRdQFN7c6dO7h58yaKioqgq6sLU1NTmJiYyLosQgghhBBCCCHNUHJyMvr37y/rMt7q0aNHUFZWRo8ePbh5t27dgqmpqQyrapg7d+7AwMAAenp6iImJgYaGBuzt7Rv0XCXGGPvA9X00GzduhFAohJ2dHVq1aoXi4mJcvnwZPB4PK1askHV5TaqkpARHjhzBzZs3IRAIuMYZNzc36OjoyLq8ZkssFiM6OrpGo9bQoUOhoiK/7XfUUNdwJSUlEAgEaNWqFbS1tWVdDqmDIpyrLfG8VJRtlsfjTx5rbixFOb7qoujbB8j3cSrPtctaczq2JRJJjXmMMXh6eiI0NFQGFTXM5s2b8fz5c6iqquLVq1fYuHEj2rZtiylTpmD//v2yLu+tli9fDsYY1NTU8PLlS3Ts2BHa2tp4+fIl1q1bV+/zFarBYtKkSTh06FCD58szLy8vjBkzBra2tlKNM6dOnUJQUJCsy2u2lixZAmNj4xrv24MHD7Bt2zZZl/dOWlJD3fu4cuUKAgMDoaOjAx0dHRQXF6OkpAReXl6ws7OTdXlvFRYWBg8PDzx48ADr1q2DkpISKioqsHjxYlhYWMi6vA9C3s/VlnheKtI2y+PxJ481N4YiHV+1UfTtqyLPx6k81y5Lze3YNjU1hampKRhjUFJSAlDZYJGSkoL4+PiPXk9DVf979sGDB9iwYQOWLl2KrVu3NvsGi8mTJ+PgwYMAAFdXV5w5cwYA4O7ujgMHDtS/AqZANm7cyFauXMkiIiJYXFwci4iIYL6+vmz9+vWyLq3Jubm5MbFYLDVPLBYzNzc3GVUkH7799ttGzZcHEydObNT8lmrChAmstLRUal5JSYlcnDPu7u6MMca+//57lp6ezhhj7MWLF3JR+7uS93O1JZ6XirTN8nj8yWPNjaFIx1dtFH37qsjzcSrPtctSczu2x44dy4qKimrM9/DwkEE1Defm5sbKy8u56YKCAjZ9+nRma2srw6oapvr16vnz57n/T548uUHPV6j+S8uWLcO9e/dw8+ZNZGRkQEdHB25ubujTp4+sS2tykyZNgru7O4yNjaGjowOBQIDU1FRMnDhR1qU1a05OTpg5cyasrKy4X9kTEhLg5OQk69LeWb9+/eDr6ws7Oztum65cuaKQx/37UFNTw8OHDzFgwABuXkpKCtTV1WVYVcMUFhbiypUrKCgoQNeuXQEAbdu25X4ZUERDhgyROlcFAgESExPh6Ogo69IapCWel4q0zfJ4/MljzY2hSMdXbRR9+6rI83XYm+dYVe2Kco59KM3t2A4KCqr12m/Pnj0yqKbhli9fDoFAgHbt2gEAWrdujV9++QV//vmnjCur37p16yAWi8Hj8bhzXSgUwsPDo0HPV6hbQlqaiooKZGRkoKioCK1atUK3bt3oHroGSEhIQGpqKnR1daGjowMTExNkZWXJRWBNXe7du4dbt25BIBBAR0cHr169wuzZs2VdVrOSn5+P4OBgpKSkcN0AjY2N4enpiY4dO8q6vLcKCAjg/j9lyhTo6uqiuLgYW7Zswdq1a2VY2Yf18uVL3L59G8XFxdy52rZtW1mX1WBVDehV9Q8YMEDh/vh4kyJtszwef/JYc2Mo0vFVm6rtq/ou5/P5qKioaPZBgI0lr9dh58+fR9++ffHw4UMuC0vRzrEPQSgUIjg4GMrKylBRUYFQKISSkhLc3d2hq6sr6/KIHKC/buVUVWhNjx49EBMTg4SEBBgZGWH48OEK/avr+9q8eTNevHgBFRUVqcCa+fPnN/v7v+oyceJEKCkpoXrbY1paGi5fvqxw2S3vQ19fX27vA/b29q4xT0dHR6EbK8RiMRISEpCUlISioiK0bt0aZWVlchVuJpFIIBaLIRKJuP8rOkXZZnk8/uSx5sZSlOOrNhKJBL1790bv3r25eUwOggAbS56vw1atWoXOnTujXbt2cHZ2xoABA9C6dWtZl9XsLViwACYmJigqKsLdu3fh4OCANm3aYMGCBQgJCZF1eUQOKMY3WAvk7e2N/fv3Y/v27SgqKsKQIUNw48YNxMbGYtOmTbIur9m6ffu2VGDNvHnzsHTpUhlX9X5cXFzw4MEDjB07FtbW1gAAT09P7N27V8aVyYf169fLbUOGPNdeHx8fH/Tq1Quurq5SIV0+Pj5yEW62ceNGiEQi2NraomfPniguLsaJEydw6tQphd1nirTN8nj8yWPNjaFIx1dt+Hx+jR4G7P+CABWJPF+Hde/eHQcOHEBWVhaioqLg7e0NNTU1ODk5YdKkSbIur9kqKiqCl5cXgMrAxalTpwIATpw4IcuyiByhBgs5l5SUxKWufvHFF3B3d5dxRc2bWCyGUCiEmpoaevfujYCAACxZsgSpqamyLu2deXh4QCgU4tixYzhy5AhGjRol65KavZSUFDx69AhGRkZycaF7/vx52NnZQVNTU2q+PNT+rnJycrB161apeX369JGbnJ67d+/W6OHk7Oys0Be1irTN8nj8yWPNjaFIx1dtevTogZ9//hmtWrWSmv/999/LqKIPQxGuw4yMjDB16lRMnToVz58/x/nz52VdUrOmpaWFwMBAlJWVoXXr1ti3bx9at24NNTU1WZcmV3x9fdGxY8cG3fLdmMfKA8qwkFMWFhYwNjZGamoqoqKioKurC4lEgm+++YZaLN8iOTmZ685XRSwW488//8SXX34pw8qaRkVFBU6dOoXHjx9j8eLFsi6nWZk2bRpCQkIQFhaGq1evwsHBATdu3ICBgQEWLlwo6/Leyt7eXqobqpOTk8J3Q927dy8SEhJqhJtZWFjA09NT1uXVa9OmTSgrK6sRMqampoYff/xR1uV9EIq0zfJ4/IWEhODatWs1QjfNzc0xffp0WZf33hTp+KpNfn4+9PT0avwRV1FRoTC39ADyfR0WFxeHQYMGyboMufP69WvExcXByMgI3bp1w3/+8x8wxrjeYITUhxos5FhKSgp4PB569OgBACgrK6sxCgIhpNKUKVOwf/9+TJ48Gfv374eysjIA4Ntvv8Xhw4dlXN3bVY1TXdUNNSYmpkV0Q5XXYLYqLTEMV5FCA+Xx+KPQTUIIUTxVI2y0VIrTZNvC1BVatGPHjmYfWkSILKSlpWHp0qXIzMyEUCiEhoYGAKC8vFzGlTVcS+qGKs/BbEDLDMNVpNBAeTz+KHSTEELkS1paGlavXo379++jY8eOWLhwIYYMGQIfHx+oq6vjyZMnSEhIQGBgIE6fPo2OHTtiwYIFACqHYf31118BAPPmzcOKFSsQGRmJrl27wsfHh3tsfHw8lixZAg8PD+zZswc8Hg8LFizAv/71L1lueqMoxjdYCyTPoUWEyEJ4eDiAyg/1qlbqkpISzJs3T5ZlNciMGTNqzGvfvj3c3NxkUM3HIe+fcS0xDFeRQgPl8fij0E1CCJEfIpEIXl5e+Ne//oWQkBBcv34ds2bNwvHjxwEAf/zxB4KDg7F7926IRCKcPn2ae25sbCzCwsIQFhaGLl26YOXKlW99refPn0MgECA2NhaXL1/G3LlzMXToULm5vZgaLOSUIoQWEfIxde7cucY8bW1tODg4yKCaxmmJ98zK+2dcSwzDVaTQQHk8/ih0kzQVY2Nj7pfaj4HP5+P06dMwMjL6KK9HSHNw69YtlJaWYsaMGVBWVoatrS0cHR1x9uxZAMCQIUNgbm4OAFBXV5d6bkREBL7++mt89tlnAIA5c+bgzJkzdb6WiooKZs+eDRUVFTg4OEBLSwuPHz+WmxgBarCQU8uXL4dAIOBCi1q3bo1ffvkFf/75p4wrI4SQ96cIn3FqamqYOHEixo8fj1OnTkndKqGIgoKCalxUAZXdVuWNPB5/Tk5OmDlzZo2gUCcnJ1mX1iT69esHX1/fGqGblGEhX9zd3TF69GiMGzeOm5eUlCTDigiRjfz8fHTq1InLVAMAQ0ND5OXlAQAMDAze+tx+/fpx0297LADo6elJ3RqoqamJ0tLSdy39o6MGCzlVW4AZj8dr9gnLhBDSEIr0GaeioiJX94q+K319/Vrny2N+gjwef56enjA1NUVqaip0dHTQqVMnjB07FllZWbIurUksW7aMC7LNzMyEjo4O9PX1FT7IVp4o2ogm5H9o3zY9fX19PH36FBKJhGu0yM3NRbdu3ZCTk1Pvc6saNqqep8iU638IIaSKk5MT9u7dC1dXVwwYMADLly/H8+fP4enpCT6fDw8PDxQWFiI7OxvGxsb4/fffYW9vD3t7e4SEhHDref36NX744QdYWlpixIgR2LNnD7744gsZblnLEB8fL/U+f/nll4iPj3+ndfn4+GDnzp1NVRohhLyXzZs3Izw8HMnJyThz5gw3Qsj27dtlXVqTmDhxIjZs2IAzZ87g4sWL+OOPP7B///4Wc0tIcHAwhg4dCj6fj5EjRyIqKopbFh4ejhEjRnDL7t69C6Dyjxhvb2/Y2NjA2toaa9eu5Z5z7NgxjBgxApaWlpg2bVqdfyAJhUL4+flh8ODBsLOzg6+vL16/fg3gf9+pwcHBGDhwIJYtW4bCwkLMnDkTNjY2sLS0xMyZM/H06VMAwM6dO5GYmIi1a9eCz+dz9RgbGyMjIwMAIBAIsHTpUtjY2MDR0RGBgYGQSCQAgBMnTuDbb7+Fn58fLC0t4eTkhP/+979N/E7Ln71792LOnDlS89avX4/169dDIBBg+fLlsLe3x6BBg7Bz504urDYzMxNTpkyBtbU1rK2tsWjRIhQVFXHrcHJyQnBwMHfNW1FR8VG3S9H1798fGhoa2Lt3L0QiEeLj43HhwgWMHDmy3ucOHz4cJ06cQFpaGsrKyhAYGPgRKpYdarAgpJEiIyMRGhqKv/76CzExMZg+fToWLlyIq1evQiKR4MCBA9xj4+PjERkZiZCQEOzZsweXL18GAAQEBCAnJwfR0dEIDQ2VCtIhH8/Zs2e5QERCCJFnt2/fxtatW7Fp0ybMnz8f8+bNw+3bt2VdVpNxcXGBkZER5s2bh99++w2//fYbTExMFHbUnTcZGRnh0KFDuH79Ory9vbFkyRLk5+cjIiIC/v7+8PPzw40bN/DLL79AT08PYrEYM2fOhKGhIS5cuIDY2FjuD6Ho6Gjs3r0bAQEBuHLlCszNzbFo0aJaX3fbtm14/PgxTp48icjISOTn5+Pnn3/mlj9//hyFhYWIiYnBunXrIJFI8PXXXyMmJgYxMTFQV1fnGiYWLFgACwsL+Pr6IikpCb6+vjVeb926dRAIBIiOjsaBAwdw6tQpLoQQAJKTk9G9e3dcvXoVnp6e+PHHH6VGY2qJRo8ejbi4OK6xoaKiAmfPnsVXX30FHx8fqKioIDIyEidPnsSlS5dw9OhRAJWhyDNnzkRcXBwiIiLw9OlT+Pv7S6377NmzCA4ORmJiIvWwaGJqamoICgpCbGwsbGxssGbNGmzZsgU9evSo97kODg5wd3fHlClT4OzszAVeq6mpfeiyZYMRhZeVlcV69erFRCKRrEuRe46OjuzUqVPctLe3N/P19eWm9+/fz/79739z73lqaiq3zM/Pjy1btowxxpiTkxOLjY3lloWHh7NBgwZ9hC1o2a5evdpk7/MPP/zAduzY0ejntaTzsOo9SkhIYC4uLu+9PkdHR3bp0qUmqIw0Br3v8sHNzY2Vl5dz0wUFBWz69OnM1tZWhlU1rfLycnbo0CE2f/58Fh0dzaZNmybrkmRm9OjRLCoqik2dOpWFhYXVWH7jxg1mbW1d63fOtGnTWHh4ODctFotZ//79WXZ2NmOMsV69erH09HQmkUiYqakpy8jIkFqvo6MjY6zyO7Vv377s9evXddZ57949ZmFhwU1PnjxZ6rWrv15FRQXr27cve/ToEbfs8OHDbPLkyYwxxo4fP86GDh3KLSstLWW9evVi+fn5db5+SzFt2jT2+++/M8YYu3DhAhsxYgR79uwZ69u3LysrK+Med+bMGe79fFNUVBQbM2YMN+3o6MiOHj36YQsnTSI1NZX17t1bYa8xqamsmtpSkf39/ZGRkaEQQ4I1VEFBAX788UdcunQJbdq0wcKFC+Hq6irrspqN9u3bc/9XV1eXmtbQ0JAKsakegtO5c2dueL/8/HypZZ06dfqQJSus3NxcbNiwAYmJiWCMYcSIETh37hwOHDgAY2NjAMCLFy/g5OSEmJiYGs93cnLC+vXrYWdnB39/f6SmpkJdXR1RUVEwNDTE5s2bYWJiAgC4d+8efvzxR6Snp8PBwQFKSkpS64qJicGuXbuQk5ODnj17YvXq1VzIopOTEyZMmIAzZ87g8ePHuHnzJvbt24cDBw6guLgY+vr6WL16NWxtbT/wOyYbFhYW+Ouvv2RdRrNy4sQJHD16FIcPH5Z1KURByGNQaGO1tCDb6k6ePInQ0FDu1o3S0lK8evUKubm5+OSTT2o8Pjc3F4aGhrX+Kv7kyRNs3LgRfn5+3DzGGPLy8qRG1Hr58iXKysrw9ddfSz2u6hYNAGjTpo1U2G5ZWRk2bdqEuLg4FBYWAqgcQlwsFnNDitfl1atXEIlEMDQ05OZVDyEEpK/BNDU1ufeipRs7diwOHz6M8ePH4/Tp0xgzZgyePHmCiooK2Nvbc4+TSCTc9efz58+5a6iSkhIwxqCrqyu13vrCHInsREVFwcHBAWVlZdi6dSscHR0VtheMYm4VeS9r166FqqoqLl26hPv372PmzJno3bs3N3QOabjc3Fyua9eTJ0+4ULoOHTrg6dOn6NmzJwBw93eShqvq7mpjY4MLFy6Ax+Nx3Z9Pnz6NJUuWAKgcx9rW1hZt27atd50XLlxAQEAANm3ahF27dmHdunUIDw+HUCjE7Nmz8d1332HSpEk4f/48Fi1aBE9PTwCVjRnLly9HUFAQ+vXrh9OnT2PWrFn4888/ue55Vd0q27Rpg8zMTBw6dAjHjh1Dx44dkZ2dLXUBSIiiUaTAtua6LfIYFPquWkqQbZWcnBysWLECYWFh4PP54PF4GDNmDIDKPygzMzOLF7ZgAAATnElEQVRrPMfAwAC5ubm1Hq8GBgbw8vLC6NGj3/q6bdq0gYaGBs6ePYuOHTvW+pg3G+/37duHx48fIzw8HB06dMD9+/fx1VdfNei2jTZt2kBVVRVPnjzhro9yc3PrfG3yP0OHDsXq1auRkpKCixcvYsmSJVBRUYGamhquXr1a62fWjh07oKSkhDNnzkBPTw/R0dFSOSdAzf1Lmo8jR47Ax8cHPB4PlpaWWLVqlaxL+mAow6IRqsKF9u3bB1tbW9jb20vdV+fj44M1a9ZgxowZ4PP5GDdunNSXyPr16+Hg4AAzMzN8/fXXSExM5Jb5+/tj7ty5WLx4Mfh8PlxdXfH48WPs3r0btra2cHBwwN9//809/m0hOmKxGH5+frC2tsaQIUMaFUhUWlqKyMhIzJs3D9ra2rCwsICTkxNOnTr1Pm9dixUYGIiysjI8evQIJ06c4O4fHTFiBHbv3o3CwkLk5eXh4MGDMq5U/iQnJyM/Px9Lly6FlpYW1NXVYWFhgbFjx+Ls2bPcxdGpU6fqvSirYm5uDgcHB+5i8MGDBwAqx8oWiUT47rvvoKqqiuHDh3M9LwDg999/h5ubG0xNTcHj8TB27Fioqqri5s2b3GPc3d1hYGAADQ0N8Hg8CIVCpKWlQSQSoUuXLrX+QiZv7t27h7Fjx4LP52P+/PkoLy8HUDPsNDg4GIMGDQKfz8ewYcNw5coVAP/7HJw/fz74fD7Gjh3L7YM3JScnw83NDRYWFrC3t8fatWshFAq55Y8ePcL3338PKysr2NnZISgoCEDlr0tV4XXW1taYN28eCgoKAIALyz1+/DgcHBxgaWmJw4cPIzk5Ga6urrCwsKhxMfe24DpjY2McPnwYLi4usLCwwJo1a8AYQ1paGlatWoWbN2+Cz+fDwsKiCd79D+v+/ftwdXWFubm51L4NDw+Hs7MzrKys4OXlJfVLqLGxMQ4dOgQXFxe4uLiAMYaNGzfC1tYWZmZmcHV15XqdNSTYLygoCNbW1nBycpLK/XlbSJ+joyPu3LkDoLIh09jYGI8ePQIAHD16FLNmzQLQsOPi6NGjGDx4ML777rsP+VYTUkNZWRmUlJS4hvfjx49zx/E333yDffv24c6dO2CMISMjAzk5Oejfvz86dOiA7du3o7S0FOXl5bh+/ToAYMKECQgODubWIRAIEBERUeN1lZWVMW7cOGzcuBEvXrwAAOTl5SEuLq7OWktKSqCurg5dXV0UFBQgICBAann79u3rHLmGx+Nh+PDh2LlzJ4qLi5GTk4PQ0NAGf4e3ZOrq6hg2bBgWLVoEExMTGBoaQl9fHwMHDsTmzZtRXFwMiUSCzMxMXLt2DUDlvtLS0kKrVq2Ql5eHvXv3yngrSGOEhITg+vXruHbtGn7++ec6R+pSBNRg0UjPnz+HQCBAbGwsNmzYgLVr13Jd3gDg3Llz8Pb2RkJCAj755BOpUQRMTExw8uRJXLt2DaNGjcK8efO4iz6gskv5mDFjkJCQgM8//xzTpk2DRCJBbGwsZs+eLRVO9LYQnfDwcMTExODkyZM4fvx4je6gwcHBmDlzZq3bl56eDh6Ph+7du3PzevfujdTU1Pd741ooKysrODs7w8PDA1OnTuW65c2ePRudOnXCkCFD4OHhgWHDhiluUM4HUld3V1NTU2hoaCA+Ph5paWnIzMzEkCFDGrTON2/vKS8vR0VFBfLz89GxY0epXxqqd1l98uQJQkNDYWFhwf17+vQp8vPzucdU71bZtWtXLF++HP7+/rCzs8OCBQuk/tCTR1W9UMaMGYNr165h+PDhiIyMrPG4f/75h+tdkpSUhJCQEKkuyOfPn8fw4cO5z8lZs2ZBJBLVWI+ysjKWLVuGq1ev4siRI7hy5Qp+++03AEBxcTG+//57DBo0CHFxcYiMjORutzlw4ACio6Nx8OBBxMXFoXXr1jUaIW7duoXIyEjs3LkTGzduRFBQEMLCwnD27FlERERwF3sNCa67ePEijh07htOnTyMiIgJxcXHo0aMH1qxZgwEDBiApKUmq8bq5ioiIwN69e3H+/Hk8fPgQJ06cwJUrV7B9+3bs2rULf//9Nzp37oyFCxdKPS86Ohrh4eE4d+4c/v77byQmJuKvv/7C9evXsWvXLujp6QFoWLDfq1evEBcXh82bN8PX1xf//PMPgLeH9FlaWnL7KyEhAUZGRkhISOCmraysADTsuEhISMC5c+ekRnwi5GPo2bMnpk6digkTJsDOzg4pKSkwMzMDUPkDiJeXFxYtWgQzMzPMnj0bhYWF4PF4CAoKQkZGBhwdHfHFF19wjRLOzs7w9PTEwoULYWZmhlGjRiE2NrbW116yZAm6du2K8ePHw8zMDB4eHnj8+HGdtX733XcoLy+HjY0N3NzcMGjQIKnlU6ZMwV9//QVLS0usX7++xvNXrlwJTU1NDB06FBMnTsSoUaNaVG+a9/HVV18hJSWF630DAFu2bIFIJMLIkSNhaWmJuXPn4tmzZwAAb29v3Lt3DxYWFpgxYwZcXFxkVTohbyez9IxmqCr0p7qffvqJLVq0iDFWGS5kYmIiFWhiY2PDkpKSGGOVAXPLly/nll28eJENGzasztezsLBg9+/f517Hw8ODW3b+/Hk2YMAAVlFRwRhjTCAQsF69erHCwsJ6Q3Tc3d3Zb7/9xi2Li4trcOhmQkICs7Ozk5r3+++/1xnQQ2rX2KDTQ4cOsUmTJn3gqhTLjRs3mI2NTa3vcVBQEFu2bBnbsWOH1Dn5Zuhm9TDB6uc6Y9L7MD4+ng0cOJBJJBJuuZubGxe6uXLlShYYGFhnrW8LLRQIBGzBggVs8eLFDdzy5unatWt1vkfV3/f09HRmY2PDLl26xIRCodQ6fvrpJzZu3DhuWiwWs4EDB7KEhATG2Nvfx9DQUDZr1izGWOXnYfXgsOqGDx/OLl++zE3n5eWxPn36MJFIxO3zp0+fcsutrKzY2bNnuWlvb28WGhrKGGtYcF1V7YwxNnfuXLZ7927GWGV43IQJE2qtsblxdHRkJ0+e5Kb9/PzYypUr2bJly5ifnx83v7i4mPXp04dlZWUxxiq3v/p7ffnyZebi4sKSkpKYWCzm5jck2O/zzz9nJSUl3PK5c+eygICAekP6wsPD2cyZMxljlfs+PDyczZ8/nzHG2ODBg9mdO3e4ZfUdF5mZme/6FrZ4K1euZAEBAQ167LsGGhPS0uXk5LD+/fszgUAg61IIaVLN7yZMGeLxeDXGGK6oqICqqio3raenJ/WLrqamplTYz9sCGENCQnDs2DHk5+dDSUkJxcXFePXqFbe8Kiir6rlt2rThAoo0NDQAVN6ykZ+f/9YQnTcDHav/ElwfLS0tFBcXS80rLi6GtrZ2g9dB6pefn4+srCzw+Xykp6cjNDS0xYwl31Sqd3edM2cOeDwe7ty5A3Nzc4wePRpjxoyBtrY2tmzZ8t6vNWDAAKioqGD//v2YOHEiYmJicPv2bW5I1HHjxsHb2xt2dnbo378/ysrKcO3aNVhYWEBHR6fG+v755x/k5eXB3NwcampqUFdXl/sMi/p6oVSp3rskNTUV9vb28PHx4e5Rrh5Aq6ysjI4dO0r1VKny+PFjbN68GXfu3EFZWRnEYjH69u0LAHWG0AGVvWFmz54NZeX/dTBUVlbmujsD0p/F6urqNaarPtcbElzXoUMHbpmmpiZKSkpqrau5e3M78vPzUVBQwL3nAKCtrQ09PT3k5eWhS5cuAKR7Ftna2mLSpElYu3YtcnJy4OLigh9++AHl5eX1Bvvp6upCS0uLmzY0NER+fn69IX1WVlbYsmUL8vPzIZFIMGLECAQEBCA7OxsCgQCff/45gIYdFxSO/O7e7K3yPmoLSCekpZNIJAgNDcXIkSNrve4gRJ5Rg0U1BgYGyM7Olhr/Njs7G926dXvvdScmJmLv3r0ICwvDZ599BmVlZVhaWr7T2NGdOnV6a4hOhw4dkJuby01X/399unXrBrFYjPT0dG67Hzx4wIUfkaYhEomwatUqZGdno1WrVvjyyy8xceJEWZclV6q6u65fvx6Ojo4AwN1jb2BggD59+iAzM7NJ8gHU1NTg7++PlStXYteuXXBwcICzszO33MTEBOvWrcPatWuRkZEBDQ0NmJmZ1fnaQqEQ27dvR1paGlRVVcHn85v0gl4WOnTogLy8PDDGuEaLJ0+ewMjIqMZjXV1d4erqiuLiYvj6+mLbtm3YunUrAOkAWolEgry8vFrvy1y9ejX69OmD7du3Q0dHB2FhYdxIJAYGBjh37lytdXbq1AkbN26Eubl5jWXZ2dmN2uaGBtfVRhGCzPT19aUyO0pLS1FQUCAVkPfmdk6ZMgVTpkzBixcvMH/+fOzduxdz586tN9ivqKgIpaWlXKNFbm4uPvvss3pD+rp27QoNDQ0cPHiQa0Bs3749wsPDYW5uzjVQNOS4UIR9RghRPKWlpRg4cCAMDQ0ph4IoJMqwqGbkyJH45Zdf8PTpU0gkEly+fBkXLlzAsGHD3nvdJSUl4PF4aNu2LSoqKhAQEFCjJ0ND1ReiM2LECBw4cABPnz5FYWEhgoODG7xuLS0tODs746effkJpaSmuX7+O8+fPS90PR+rXpUsXPHz4sM4k+c6dO+OPP/7AzZs3ERcXBx8fH8qweAeGhoYIDAxEfHw84uPjsWLFCm6ZgYEBXF1dpf7IsLa2lrpP98KFC7CzswMAzJkzR2r44jf3YVUGTVJSEnbt2oVdu3ZhwYIF3OO/+OILHD9+HImJifj777/x008/cb9yVH8doDIXpirD4dq1a9i9e7fcp6BX74UiEokQGRnJjdpS3T///IMrV65AKBRyvUuq/6p99+5dREZGoqKiAr/++ivU1NRgampaYz0lJSXQ1taGtrY20tLSpIYHHTx4MJ49e4awsDAIhUIUFxfj1q1bAIBvv/2WG34WqBy2Lzo6+p22uaHBdbVp164d8vLypIJC5c2oUaNw4sQJ3L9/H0KhEDt27ED//v253hVvSk5O5gJsNTU1oaamBmVl5QYH+/n7+0MoFCIxMREXL17E8OHDGxTSZ2VlhYMHD8LS0rLWaaBpjwtFc/z4cXh5eXHTLi4umDt3Ljft4OCA+/fvIy0tjQu6HTZsmFSjoY+Pj1Sm1549e2Bvbw97e3scPXoUxsbGyMjI4JYXFRXVGmBe1RNxzJgx4PP5dTZMEtKSaGlpISkpCWfPnqVhSIlCogaLambPng0+n4+JEyfC0tISW7duxbZt29CrV6/3XnfVaB7Dhg2Dk5MT1NXV3+tD5W0hOuPHj4e9vT3GjBmDsWPH1gjRCQoK4oZjrM2qVavw+vVr2NnZYdGiRVi9ejUNaUrkSnZ2NqKiovDNN9/IupQWo6oXyn/+8x9YWVnh3LlzUr1QqlT1LrG2toa9vT1evnwpFdQ4ZMgQnDt3DpaWljh16hT8/f2lbsur8sMPP+CPP/6AmZkZVq5cyY3AAwA6OjrYt28fYmJiMHDgQAwbNgzx8fEAKn/hd3JywtSpU8Hn8zF+/HgkJye/0zY3JrjuTTY2NujZsyfs7e25W4vkjZ2dHebNm4c5c+bA3t4eWVlZUn+UvqmkpAQrVqyAlZUVHB0doaenh2nTpgGoP9ivffv20NXVxaBBg7B48WKsXr2a6w1ZX0ifpaUlSkpKpBosqk8DTXtcKBorKyskJiZyPZ5EIhE3AlJWVhZKS0vRtWtXTJ06FaNGjcLly5exc+dOrFmzptbA7tjYWISFhSE0NBRRUVHcuVldXQHmhw4dAlA5+lNSUpLUeU8IIUQxKbF3uSeBEEKaqV27duHXX3/FjBkz8O9//1vW5ZBG8Pf3R0ZGhlRPF0Li4+OxZMmSBjcGkabn4OCAwMBApKen4+rVq7h//z78/Pxw8+ZNREVFYfTo0Th48CA3Ug8A+Pr6Ql9fH97e3lxOzYIFC7Bs2TK0b9+eG1EnIyMDLi4uXC6Fj48PeDweNmzYAAD473//i02bNnEjnlGGBSGEtCyUYUEIUSjz58/H/PnzZV0GIYQojKrhYTMyMmBpaYlWrVohISEBN2/ehJWVFXJycpCcnCyV2yMWi2vNd8nPz0e/fv246dp6m74twJwQQkjLQg0WhBBCCCGkTlZWVrhw4QJycnLg5eUFXV1dnDlzBklJSZg0aRLXkBEaGlrvuvT19blRXIDGBYMTQghpeSjDghBCSLPwZvApIUDNsFzy8VlaWiI+Ph6vX79Gp06dYGFhgbi4OBQUFKBPnz4YPHgw0tPTcfLkSYhEIohEIiQnJyMtLa3GuoYPH44TJ04gLS0NZWVlCAwMbFQt7du3R1ZWVlNtGiGEkGaOGiwIIYQQQkidunfvDm1tbe6WDx0dHXTp0gVmZmbg8XjQ0dFBSEgIzp07h0GDBsHe3h7btm2rdRQcBwcHuLu7Y8qUKXB2duZGAWroSFlVmRgWFhY0SgghhLQAFLpJCCGEEEJkIi0tDaNGjcLt27frHAqcEEJIy0U9LAghhBBCyEcTFRUFoVCIwsJCbN26FY6OjtRYQQghpFbUYEEIIYQQQj6aI0eOwNbWFs7OzuDxeFi9erWsSyKEENJM0S0hhBBCCCGEEEIIaXaohwUhhBBCCCGEEEKaHWqwIIQQQgghhBBCSLNDDRaEEEIIIYQQQghpdqjBghBCCCGEEEIIIc0ONVgQQgghhBBCCCGk2aEGC0IIIYQQQgghhDQ7/x9pOl14aD1AXgAAAABJRU5ErkJggg==\n"
+     },
+     "metadata": {}
+    }
+   ],
+   "source": [
+    "axes = pd.plotting.scatter_matrix(auto, alpha=1)\n",
+    "# axes = pd.plotting.scatter_matrix(auto.iloc[:,1:5], alpha=1)\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "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>Unnamed: 0</th>\n",
+       "      <th>mpg</th>\n",
+       "      <th>cylinders</th>\n",
+       "      <th>displacement</th>\n",
+       "      <th>horsepower</th>\n",
+       "      <th>weight</th>\n",
+       "      <th>acceleration</th>\n",
+       "      <th>year</th>\n",
+       "      <th>origin</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.622918</td>\n",
+       "      <td>-0.407201</td>\n",
+       "      <td>-0.434889</td>\n",
+       "      <td>-0.468482</td>\n",
+       "      <td>-0.396190</td>\n",
+       "      <td>0.305413</td>\n",
+       "      <td>0.995918</td>\n",
+       "      <td>0.205620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mpg</th>\n",
+       "      <td>0.622918</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.763358</td>\n",
+       "      <td>-0.795919</td>\n",
+       "      <td>-0.772484</td>\n",
+       "      <td>-0.835404</td>\n",
+       "      <td>0.397465</td>\n",
+       "      <td>0.618078</td>\n",
+       "      <td>0.546191</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cylinders</th>\n",
+       "      <td>-0.407201</td>\n",
+       "      <td>-0.763358</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.947652</td>\n",
+       "      <td>0.834880</td>\n",
+       "      <td>0.892985</td>\n",
+       "      <td>-0.466391</td>\n",
+       "      <td>-0.389445</td>\n",
+       "      <td>-0.556291</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>displacement</th>\n",
+       "      <td>-0.434889</td>\n",
+       "      <td>-0.795919</td>\n",
+       "      <td>0.947652</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.898653</td>\n",
+       "      <td>0.939702</td>\n",
+       "      <td>-0.499334</td>\n",
+       "      <td>-0.414558</td>\n",
+       "      <td>-0.608198</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>horsepower</th>\n",
+       "      <td>-0.468482</td>\n",
+       "      <td>-0.772484</td>\n",
+       "      <td>0.834880</td>\n",
+       "      <td>0.898653</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.865636</td>\n",
+       "      <td>-0.686725</td>\n",
+       "      <td>-0.459743</td>\n",
+       "      <td>-0.451026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>weight</th>\n",
+       "      <td>-0.396190</td>\n",
+       "      <td>-0.835404</td>\n",
+       "      <td>0.892985</td>\n",
+       "      <td>0.939702</td>\n",
+       "      <td>0.865636</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.378763</td>\n",
+       "      <td>-0.381168</td>\n",
+       "      <td>-0.585219</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>acceleration</th>\n",
+       "      <td>0.305413</td>\n",
+       "      <td>0.397465</td>\n",
+       "      <td>-0.466391</td>\n",
+       "      <td>-0.499334</td>\n",
+       "      <td>-0.686725</td>\n",
+       "      <td>-0.378763</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.307771</td>\n",
+       "      <td>0.189902</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>year</th>\n",
+       "      <td>0.995918</td>\n",
+       "      <td>0.618078</td>\n",
+       "      <td>-0.389445</td>\n",
+       "      <td>-0.414558</td>\n",
+       "      <td>-0.459743</td>\n",
+       "      <td>-0.381168</td>\n",
+       "      <td>0.307771</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.182583</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>origin</th>\n",
+       "      <td>0.205620</td>\n",
+       "      <td>0.546191</td>\n",
+       "      <td>-0.556291</td>\n",
+       "      <td>-0.608198</td>\n",
+       "      <td>-0.451026</td>\n",
+       "      <td>-0.585219</td>\n",
+       "      <td>0.189902</td>\n",
+       "      <td>0.182583</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              Unnamed: 0       mpg  cylinders  displacement  horsepower  \\\n",
+       "Unnamed: 0      1.000000  0.622918  -0.407201     -0.434889   -0.468482   \n",
+       "mpg             0.622918  1.000000  -0.763358     -0.795919   -0.772484   \n",
+       "cylinders      -0.407201 -0.763358   1.000000      0.947652    0.834880   \n",
+       "displacement   -0.434889 -0.795919   0.947652      1.000000    0.898653   \n",
+       "horsepower     -0.468482 -0.772484   0.834880      0.898653    1.000000   \n",
+       "weight         -0.396190 -0.835404   0.892985      0.939702    0.865636   \n",
+       "acceleration    0.305413  0.397465  -0.466391     -0.499334   -0.686725   \n",
+       "year            0.995918  0.618078  -0.389445     -0.414558   -0.459743   \n",
+       "origin          0.205620  0.546191  -0.556291     -0.608198   -0.451026   \n",
+       "\n",
+       "                weight  acceleration      year    origin  \n",
+       "Unnamed: 0   -0.396190      0.305413  0.995918  0.205620  \n",
+       "mpg          -0.835404      0.397465  0.618078  0.546191  \n",
+       "cylinders     0.892985     -0.466391 -0.389445 -0.556291  \n",
+       "displacement  0.939702     -0.499334 -0.414558 -0.608198  \n",
+       "horsepower    0.865636     -0.686725 -0.459743 -0.451026  \n",
+       "weight        1.000000     -0.378763 -0.381168 -0.585219  \n",
+       "acceleration -0.378763      1.000000  0.307771  0.189902  \n",
+       "year         -0.381168      0.307771  1.000000  0.182583  \n",
+       "origin       -0.585219      0.189902  0.182583  1.000000  "
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "auto.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = sns.violinplot(x=\"Private\", y=\"Outstate\", data=college)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.boxplot(x=\"Private\", y=\"Outstate\", data=college)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sep =pd.cut(college.Top10perc, pd.interval_range(start=0, end=100, periods=2), labels=[\"Not elite\", \"Elite\"])\n",
+    "college[\"Elite\"] = sep "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.violinplot(x=\"Elite\", y=\"Outstate\", data=college)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Index(['Private', 'Apps', 'Accept', 'Enroll', 'Top10perc', 'Top25perc',\n",
+    "#        'F.Undergrad', 'P.Undergrad', 'Outstate', 'Room.Board', 'Books',\n",
+    "#        'Personal', 'PhD', 'Terminal', 'S.F.Ratio', 'perc.alumni', 'Expend',\n",
+    "#        'Grad.Rate'],\n",
+    "#       dtype='object')\n",
+    "ax = sns.distplot(college.Apps)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f62cedb3130>"
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Index(['Private', 'Apps', 'Accept', 'Enroll', 'Top10perc', 'Top25perc',\n",
+    "#        'F.Undergrad', 'P.Undergrad', 'Outstate', 'Room.Board', 'Books',\n",
+    "#        'Personal', 'PhD', 'Terminal', 'S.F.Ratio', 'perc.alumni', 'Expend',\n",
+    "#        'Grad.Rate'],\n",
+    "sns.distplot(college.Accept)\n",
+    "sns.distplot(college.Enroll)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college.Top10perc)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college[\"F.Undergrad\"])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college[\"P.Undergrad\"])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = sns.distplot(college.Books)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = sns.distplot(college.Expend)\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.2-final"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
\ No newline at end of file
diff --git a/ISLR/notebooks/3.6.2.R.ipynb b/ISLR/notebooks/3.6.2.R.ipynb
index d4685d8..ea4aa6d 100644
--- a/ISLR/notebooks/3.6.2.R.ipynb
+++ b/ISLR/notebooks/3.6.2.R.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -10,265 +10,15 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 6,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<table width=\"100%\" summary=\"page for Boston {MASS}\"><tr><td>Boston {MASS}</td><td style=\"text-align: right;\">R Documentation</td></tr></table>\n",
-       "\n",
-       "<h2>\n",
-       "Housing Values in Suburbs of Boston\n",
-       "</h2>\n",
-       "\n",
-       "<h3>Description</h3>\n",
-       "\n",
-       "<p>The <code>Boston</code> data frame has 506 rows and 14 columns.\n",
-       "</p>\n",
-       "\n",
-       "\n",
-       "<h3>Usage</h3>\n",
-       "\n",
-       "<pre>\n",
-       "Boston\n",
-       "</pre>\n",
-       "\n",
-       "\n",
-       "<h3>Format</h3>\n",
-       "\n",
-       "<p>This data frame contains the following columns:\n",
-       "</p>\n",
-       "\n",
-       "<dl>\n",
-       "<dt><code>crim</code></dt><dd>\n",
-       "<p>per capita crime rate by town.\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>zn</code></dt><dd>\n",
-       "<p>proportion of residential land zoned for lots over 25,000 sq.ft.\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>indus</code></dt><dd>\n",
-       "<p>proportion of non-retail business acres per town.\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>chas</code></dt><dd>\n",
-       "<p>Charles River dummy variable (= 1 if tract bounds river; 0 otherwise).\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>nox</code></dt><dd>\n",
-       "<p>nitrogen oxides concentration (parts per 10 million).\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>rm</code></dt><dd>\n",
-       "<p>average number of rooms per dwelling.\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>age</code></dt><dd>\n",
-       "<p>proportion of owner-occupied units built prior to 1940.\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>dis</code></dt><dd>\n",
-       "<p>weighted mean of distances to five Boston employment centres.\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>rad</code></dt><dd>\n",
-       "<p>index of accessibility to radial highways.\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>tax</code></dt><dd>\n",
-       "<p>full-value property-tax rate per \\$10,000.\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>ptratio</code></dt><dd>\n",
-       "<p>pupil-teacher ratio by town.\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>black</code></dt><dd>\n",
-       "<p><i>1000(Bk - 0.63)^2</i> where <i>Bk</i> is the proportion of blacks\n",
-       "by town.\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>lstat</code></dt><dd>\n",
-       "<p>lower status of the population (percent).\n",
-       "</p>\n",
-       "</dd>\n",
-       "<dt><code>medv</code></dt><dd>\n",
-       "<p>median value of owner-occupied homes in \\$1000s.\n",
-       "</p>\n",
-       "</dd>\n",
-       "</dl>\n",
-       "\n",
-       "\n",
-       "\n",
-       "<h3>Source</h3>\n",
-       "\n",
-       "<p>Harrison, D. and Rubinfeld, D.L. (1978)\n",
-       "Hedonic prices and the demand for clean air.\n",
-       "<em>J. Environ. Economics and Management</em>\n",
-       "<b>5</b>, 81&ndash;102.\n",
-       "</p>\n",
-       "<p>Belsley D.A., Kuh, E.  and Welsch, R.E. (1980)\n",
-       "<em>Regression Diagnostics. Identifying Influential Data and Sources\n",
-       "of Collinearity.</em>\n",
-       "New York: Wiley.\n",
-       "</p>\n",
-       "\n",
-       "<hr /><div style=\"text-align: center;\">[Package <em>MASS</em> version 7.3-51.5 ]</div>"
-      ],
-      "text/latex": [
-       "\\inputencoding{utf8}\n",
-       "\\HeaderA{Boston}{Housing Values in Suburbs of Boston}{Boston}\n",
-       "\\keyword{datasets}{Boston}\n",
-       "%\n",
-       "\\begin{Description}\\relax\n",
-       "The \\code{Boston} data frame has 506 rows and 14 columns.\n",
-       "\\end{Description}\n",
-       "%\n",
-       "\\begin{Usage}\n",
-       "\\begin{verbatim}\n",
-       "Boston\n",
-       "\\end{verbatim}\n",
-       "\\end{Usage}\n",
-       "%\n",
-       "\\begin{Format}\n",
-       "This data frame contains the following columns:\n",
-       "\\begin{description}\n",
-       "\n",
-       "\\item[\\code{crim}] \n",
-       "per capita crime rate by town.\n",
-       "\n",
-       "\\item[\\code{zn}] \n",
-       "proportion of residential land zoned for lots over 25,000 sq.ft.\n",
-       "\n",
-       "\\item[\\code{indus}] \n",
-       "proportion of non-retail business acres per town.\n",
-       "\n",
-       "\\item[\\code{chas}] \n",
-       "Charles River dummy variable (= 1 if tract bounds river; 0 otherwise).\n",
-       "\n",
-       "\\item[\\code{nox}] \n",
-       "nitrogen oxides concentration (parts per 10 million).\n",
-       "\n",
-       "\\item[\\code{rm}] \n",
-       "average number of rooms per dwelling.\n",
-       "\n",
-       "\\item[\\code{age}] \n",
-       "proportion of owner-occupied units built prior to 1940.\n",
-       "\n",
-       "\\item[\\code{dis}] \n",
-       "weighted mean of distances to five Boston employment centres.\n",
-       "\n",
-       "\\item[\\code{rad}] \n",
-       "index of accessibility to radial highways.\n",
-       "\n",
-       "\\item[\\code{tax}] \n",
-       "full-value property-tax rate per \\bsl{}\\$10,000.\n",
-       "\n",
-       "\\item[\\code{ptratio}] \n",
-       "pupil-teacher ratio by town.\n",
-       "\n",
-       "\\item[\\code{black}] \n",
-       "\\eqn{1000(Bk - 0.63)^2}{} where \\eqn{Bk}{} is the proportion of blacks\n",
-       "by town.\n",
-       "\n",
-       "\\item[\\code{lstat}] \n",
-       "lower status of the population (percent).\n",
-       "\n",
-       "\\item[\\code{medv}] \n",
-       "median value of owner-occupied homes in \\bsl{}\\$1000s.\n",
-       "\n",
-       "\n",
-       "\\end{description}\n",
-       "\n",
-       "\\end{Format}\n",
-       "%\n",
-       "\\begin{Source}\\relax\n",
-       "Harrison, D. and Rubinfeld, D.L. (1978)\n",
-       "Hedonic prices and the demand for clean air.\n",
-       "\\emph{J. Environ. Economics and Management}\n",
-       "\\bold{5}, 81--102.\n",
-       "\n",
-       "Belsley D.A., Kuh, E.  and Welsch, R.E. (1980)\n",
-       "\\emph{Regression Diagnostics. Identifying Influential Data and Sources\n",
-       "of Collinearity.}\n",
-       "New York: Wiley.\n",
-       "\\end{Source}"
-      ],
-      "text/plain": [
-       "Boston                  package:MASS                   R Documentation\n",
-       "\n",
-       "_\bH_\bo_\bu_\bs_\bi_\bn_\bg _\bV_\ba_\bl_\bu_\be_\bs _\bi_\bn _\bS_\bu_\bb_\bu_\br_\bb_\bs _\bo_\bf _\bB_\bo_\bs_\bt_\bo_\bn\n",
-       "\n",
-       "_\bD_\be_\bs_\bc_\br_\bi_\bp_\bt_\bi_\bo_\bn:\n",
-       "\n",
-       "     The ‘Boston’ data frame has 506 rows and 14 columns.\n",
-       "\n",
-       "_\bU_\bs_\ba_\bg_\be:\n",
-       "\n",
-       "     Boston\n",
-       "     \n",
-       "_\bF_\bo_\br_\bm_\ba_\bt:\n",
-       "\n",
-       "     This data frame contains the following columns:\n",
-       "\n",
-       "     ‘crim’ per capita crime rate by town.\n",
-       "\n",
-       "     ‘zn’ proportion of residential land zoned for lots over 25,000\n",
-       "          sq.ft.\n",
-       "\n",
-       "     ‘indus’ proportion of non-retail business acres per town.\n",
-       "\n",
-       "     ‘chas’ Charles River dummy variable (= 1 if tract bounds river; 0\n",
-       "          otherwise).\n",
-       "\n",
-       "     ‘nox’ nitrogen oxides concentration (parts per 10 million).\n",
-       "\n",
-       "     ‘rm’ average number of rooms per dwelling.\n",
-       "\n",
-       "     ‘age’ proportion of owner-occupied units built prior to 1940.\n",
-       "\n",
-       "     ‘dis’ weighted mean of distances to five Boston employment\n",
-       "          centres.\n",
-       "\n",
-       "     ‘rad’ index of accessibility to radial highways.\n",
-       "\n",
-       "     ‘tax’ full-value property-tax rate per \\$10,000.\n",
-       "\n",
-       "     ‘ptratio’ pupil-teacher ratio by town.\n",
-       "\n",
-       "     ‘black’ 1000(Bk - 0.63)^2 where Bk is the proportion of blacks by\n",
-       "          town.\n",
-       "\n",
-       "     ‘lstat’ lower status of the population (percent).\n",
-       "\n",
-       "     ‘medv’ median value of owner-occupied homes in \\$1000s.\n",
-       "\n",
-       "_\bS_\bo_\bu_\br_\bc_\be:\n",
-       "\n",
-       "     Harrison, D. and Rubinfeld, D.L. (1978) Hedonic prices and the\n",
-       "     demand for clean air.  _J. Environ. Economics and Management_ *5*,\n",
-       "     81-102.\n",
-       "\n",
-       "     Belsley D.A., Kuh, E.  and Welsch, R.E. (1980) _Regression\n",
-       "     Diagnostics. Identifying Influential Data and Sources of\n",
-       "     Collinearity._ New York: Wiley.\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
    "source": [
-    "?Boston"
+    "`symmary(model)` reports basic statistics"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -296,19 +46,2071 @@
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       ".list-inline {list-style: none; margin:0; padding: 0}\n",
+       ".list-inline>li {display: inline-block}\n",
+       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
+       "</style>\n",
+       "<ol class=list-inline><li>'coefficients'</li><li>'residuals'</li><li>'effects'</li><li>'rank'</li><li>'fitted.values'</li><li>'assign'</li><li>'qr'</li><li>'df.residual'</li><li>'xlevels'</li><li>'call'</li><li>'terms'</li><li>'model'</li></ol>\n"
+      ],
+      "text/latex": [
+       "\\begin{enumerate*}\n",
+       "\\item 'coefficients'\n",
+       "\\item 'residuals'\n",
+       "\\item 'effects'\n",
+       "\\item 'rank'\n",
+       "\\item 'fitted.values'\n",
+       "\\item 'assign'\n",
+       "\\item 'qr'\n",
+       "\\item 'df.residual'\n",
+       "\\item 'xlevels'\n",
+       "\\item 'call'\n",
+       "\\item 'terms'\n",
+       "\\item 'model'\n",
+       "\\end{enumerate*}\n"
+      ],
+      "text/markdown": [
+       "1. 'coefficients'\n",
+       "2. 'residuals'\n",
+       "3. 'effects'\n",
+       "4. 'rank'\n",
+       "5. 'fitted.values'\n",
+       "6. 'assign'\n",
+       "7. 'qr'\n",
+       "8. 'df.residual'\n",
+       "9. 'xlevels'\n",
+       "10. 'call'\n",
+       "11. 'terms'\n",
+       "12. 'model'\n",
+       "\n",
+       "\n"
+      ],
+      "text/plain": [
+       " [1] \"coefficients\"  \"residuals\"     \"effects\"       \"rank\"         \n",
+       " [5] \"fitted.values\" \"assign\"        \"qr\"            \"df.residual\"  \n",
+       " [9] \"xlevels\"       \"call\"          \"terms\"         \"model\"        "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       ".dl-inline {width: auto; margin:0; padding: 0}\n",
+       ".dl-inline>dt, .dl-inline>dd {float: none; width: auto; display: inline-block}\n",
+       ".dl-inline>dt::after {content: \":\\0020\"; padding-right: .5ex}\n",
+       ".dl-inline>dt:not(:first-of-type) {padding-left: .5ex}\n",
+       "</style><dl class=dl-inline><dt>(Intercept)</dt><dd>34.5538408793831</dd><dt>lstat</dt><dd>-0.950049353757991</dd></dl>\n"
+      ],
+      "text/latex": [
+       "\\begin{description*}\n",
+       "\\item[(Intercept)] 34.5538408793831\n",
+       "\\item[lstat] -0.950049353757991\n",
+       "\\end{description*}\n"
+      ],
+      "text/markdown": [
+       "(Intercept)\n",
+       ":   34.5538408793831lstat\n",
+       ":   -0.950049353757991\n",
+       "\n"
+      ],
+      "text/plain": [
+       "(Intercept)       lstat \n",
+       " 34.5538409  -0.9500494 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "source": [
+    "# create linear model and fit with response~predictors\n",
     "lm.fit = lm(medv~lstat, data=Boston)\n",
-    "summary(lm.fit)"
+    "summary(lm.fit)\n",
+    "\n",
+    "names(lm.fit)\n",
+    "coef(lm.fit)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<caption>A matrix: 2 × 2 of type dbl</caption>\n",
+       "<thead>\n",
+       "\t<tr><th></th><th scope=col>2.5 %</th><th scope=col>97.5 %</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>(Intercept)</th><td>33.448457</td><td>35.6592247</td></tr>\n",
+       "\t<tr><th scope=row>lstat</th><td>-1.026148</td><td>-0.8739505</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A matrix: 2 × 2 of type dbl\n",
+       "\\begin{tabular}{r|ll}\n",
+       "  & 2.5 \\% & 97.5 \\%\\\\\n",
+       "\\hline\n",
+       "\t(Intercept) & 33.448457 & 35.6592247\\\\\n",
+       "\tlstat & -1.026148 & -0.8739505\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "A matrix: 2 × 2 of type dbl\n",
+       "\n",
+       "| <!--/--> | 2.5 % | 97.5 % |\n",
+       "|---|---|---|\n",
+       "| (Intercept) | 33.448457 | 35.6592247 |\n",
+       "| lstat | -1.026148 | -0.8739505 |\n",
+       "\n"
+      ],
+      "text/plain": [
+       "            2.5 %     97.5 %    \n",
+       "(Intercept) 33.448457 35.6592247\n",
+       "lstat       -1.026148 -0.8739505"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# confidence interval\n",
+    "confint(lm.fit)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<caption>A matrix: 3 × 3 of type dbl</caption>\n",
+       "<thead>\n",
+       "\t<tr><th></th><th scope=col>fit</th><th scope=col>lwr</th><th scope=col>upr</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>1</th><td>29.80359</td><td>29.00741</td><td>30.59978</td></tr>\n",
+       "\t<tr><th scope=row>2</th><td>25.05335</td><td>24.47413</td><td>25.63256</td></tr>\n",
+       "\t<tr><th scope=row>3</th><td>20.30310</td><td>19.73159</td><td>20.87461</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A matrix: 3 × 3 of type dbl\n",
+       "\\begin{tabular}{r|lll}\n",
+       "  & fit & lwr & upr\\\\\n",
+       "\\hline\n",
+       "\t1 & 29.80359 & 29.00741 & 30.59978\\\\\n",
+       "\t2 & 25.05335 & 24.47413 & 25.63256\\\\\n",
+       "\t3 & 20.30310 & 19.73159 & 20.87461\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "A matrix: 3 × 3 of type dbl\n",
+       "\n",
+       "| <!--/--> | fit | lwr | upr |\n",
+       "|---|---|---|---|\n",
+       "| 1 | 29.80359 | 29.00741 | 30.59978 |\n",
+       "| 2 | 25.05335 | 24.47413 | 25.63256 |\n",
+       "| 3 | 20.30310 | 19.73159 | 20.87461 |\n",
+       "\n"
+      ],
+      "text/plain": [
+       "  fit      lwr      upr     \n",
+       "1 29.80359 29.00741 30.59978\n",
+       "2 25.05335 24.47413 25.63256\n",
+       "3 20.30310 19.73159 20.87461"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# confidence interval for lstat[5,10,15]\n",
+    "predict(lm.fit, data.frame(lstat=c(5, 10, 15)), interval=\"confidence\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<caption>A matrix: 3 × 3 of type dbl</caption>\n",
+       "<thead>\n",
+       "\t<tr><th></th><th scope=col>fit</th><th scope=col>lwr</th><th scope=col>upr</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>1</th><td>29.80359</td><td>17.565675</td><td>42.04151</td></tr>\n",
+       "\t<tr><th scope=row>2</th><td>25.05335</td><td>12.827626</td><td>37.27907</td></tr>\n",
+       "\t<tr><th scope=row>3</th><td>20.30310</td><td> 8.077742</td><td>32.52846</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A matrix: 3 × 3 of type dbl\n",
+       "\\begin{tabular}{r|lll}\n",
+       "  & fit & lwr & upr\\\\\n",
+       "\\hline\n",
+       "\t1 & 29.80359 & 17.565675 & 42.04151\\\\\n",
+       "\t2 & 25.05335 & 12.827626 & 37.27907\\\\\n",
+       "\t3 & 20.30310 &  8.077742 & 32.52846\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "A matrix: 3 × 3 of type dbl\n",
+       "\n",
+       "| <!--/--> | fit | lwr | upr |\n",
+       "|---|---|---|---|\n",
+       "| 1 | 29.80359 | 17.565675 | 42.04151 |\n",
+       "| 2 | 25.05335 | 12.827626 | 37.27907 |\n",
+       "| 3 | 20.30310 |  8.077742 | 32.52846 |\n",
+       "\n"
+      ],
+      "text/plain": [
+       "  fit      lwr       upr     \n",
+       "1 29.80359 17.565675 42.04151\n",
+       "2 25.05335 12.827626 37.27907\n",
+       "3 20.30310  8.077742 32.52846"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# prediction interval for lstat[5,10,15]\n",
+    "predict(lm.fit, data.frame(lstat=c(5, 10, 15)), interval=\"predict\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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rNnz164cKHUTQEAgMJi8fohMGVdunTp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\ngEr8P7xTMv8KFCw2AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "plot without title"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot y and X\n",
+    "plot(medv ~ lstat, data = Boston, pch=20)\n",
+    "# plot regression line\n",
+    "abline(lm.fit,  lwd =3 , col =\"blue\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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6++e/fuzJkzy5cvFxUVTUpKio6ODgwMLC0traqqmjp1KplMdnFx8fb2ZvXDIoQk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\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svLwZoEIBaLx48fn5GRoaurq2wFl5mZ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\nl+/phgjicrkcDqd///4iL7nnhwT04Dq1AmbMmMH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+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "par(mfrow=c(2,2))\n",
+    "plot(lm.fit)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<caption>A data.frame: 6 × 1</caption>\n",
+       "<thead>\n",
+       "\t<tr><th></th><th scope=col>lstat</th></tr>\n",
+       "\t<tr><th></th><th scope=col>&lt;dbl&gt;</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>1</th><td>4.98</td></tr>\n",
+       "\t<tr><th scope=row>2</th><td>9.14</td></tr>\n",
+       "\t<tr><th scope=row>3</th><td>4.03</td></tr>\n",
+       "\t<tr><th scope=row>4</th><td>2.94</td></tr>\n",
+       "\t<tr><th scope=row>5</th><td>5.33</td></tr>\n",
+       "\t<tr><th scope=row>6</th><td>5.21</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A data.frame: 6 × 1\n",
+       "\\begin{tabular}{r|l}\n",
+       "  & lstat\\\\\n",
+       "  & <dbl>\\\\\n",
+       "\\hline\n",
+       "\t1 & 4.98\\\\\n",
+       "\t2 & 9.14\\\\\n",
+       "\t3 & 4.03\\\\\n",
+       "\t4 & 2.94\\\\\n",
+       "\t5 & 5.33\\\\\n",
+       "\t6 & 5.21\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "A data.frame: 6 × 1\n",
+       "\n",
+       "| <!--/--> | lstat &lt;dbl&gt; |\n",
+       "|---|---|\n",
+       "| 1 | 4.98 |\n",
+       "| 2 | 9.14 |\n",
+       "| 3 | 4.03 |\n",
+       "| 4 | 2.94 |\n",
+       "| 5 | 5.33 |\n",
+       "| 6 | 5.21 |\n",
+       "\n"
+      ],
+      "text/plain": [
+       "  lstat\n",
+       "1 4.98 \n",
+       "2 9.14 \n",
+       "3 4.03 \n",
+       "4 2.94 \n",
+       "5 5.33 \n",
+       "6 5.21 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "head(Boston[\"lstat\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<ol>\n",
+       "\t<li><style>\n",
+       ".dl-inline {width: auto; margin:0; padding: 0}\n",
+       ".dl-inline>dt, .dl-inline>dd {float: none; width: auto; display: inline-block}\n",
+       ".dl-inline>dt::after {content: \":\\0020\"; padding-right: .5ex}\n",
+       ".dl-inline>dt:not(:first-of-type) {padding-left: .5ex}\n",
+       "</style><dl 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><dt>401</dt><dd>-15.1674519717701</dd></dl>\n",
+       "</li>\n",
+       "</ol>\n"
+      ],
+      "text/latex": [
+       "\\begin{enumerate}\n",
+       "\\item \\begin{description*}\n",
+       "\\item[1] -5.82259509766825\n",
+       "\\item[2] -4.27038978603509\n",
+       "\\item[3] 3.9748580162616\n",
+       "\\item[4] 1.63930422066539\n",
+       "\\item[5] 6.70992217614699\n",
+       "\\item[6] -0.904083746303969\n",
+       "\\item[7] 0.155272587828725\n",
+       "\\item[8] 10.7396042450824\n",
+       "\\item[9] 10.3811362785936\n",
+       "\\item[10] 0.592003069878544\n",
+       "\\item[11] -0.125331595032186\n",
+       "\\item[12] -3.04668595501456\n",
+       "\\item[13] 2.07143446815494\n",
+       "\\item[14] -6.3064332173421\n",
+       "\\item[15] -6.60633450982611\n",
+       "\\item[16] -6.60692285305292\n",
+       "\\item[17] -5.20251613165552\n",
+       "\\item[18] -3.11661685975337\n",
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+       "\\item[396] -4.13963364003109\n",
+       "\\item[397] -2.96686362854333\n",
+       "\\item[398] -5.32739274726054\n",
+       "\\item[399] -5.29556252418803\n",
+       "\\item[400] -6.39752106703132\n",
+       "\\item[401] -15.1674519717701\n",
+       "\\end{description*}\n",
+       "\n",
+       "\\end{enumerate}\n"
+      ],
+      "text/markdown": [
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+      "text/plain": [
+       "[[1]]\n",
+       "            1             2             3             4             5 \n",
+       " -5.822595098  -4.270389786   3.974858016   1.639304221   6.709922176 \n",
+       "            6             7             8             9            10 \n",
+       " -0.904083746   0.155272588  10.739604245  10.381136279   0.592003070 \n",
+       "           11            12            13            14            15 \n",
+       " -0.125331595  -3.046685955   2.071434468  -6.306433217  -6.606334510 \n",
+       "           16            17            18            19            20 \n",
+       " -6.606922853  -5.202516132  -3.116616860  -3.247763934  -5.637284169 \n",
+       "           21            22            23            24            25 \n",
+       " -0.983803463  -1.814658317  -1.568916977  -1.166859727  -3.468036413 \n",
+       "           26            27            28            29            30 \n",
+       " -4.968526049  -3.883609950  -3.336988046  -3.993209151  -2.172249621 \n",
+       "           31            32            33            34            35 \n",
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+       " -6.457363135  -3.713777753  -5.221908047  -0.229840926   0.350372329 \n",
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+       "           56            57            58            59            60 \n",
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+       "  5.657531155  -3.135519139   8.101116537  10.151556819   1.224717759 \n",
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+       "          181           182           183           184           185 \n",
+       " 12.428532235  10.624125514   7.925397006   3.342439450   5.127849086 \n",
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+       "  7.539308123  19.673878745   3.792488804  -0.421615826   5.466925137 \n",
+       "          191           192           193           194           195 \n",
+       "  7.291410825   0.401890590   4.572800766   1.324907370  -1.292624710 \n",
+       "          196           197           198           199           200 \n",
+       " 18.267805701   2.622360484   3.926084056   6.335485842   4.678384174 \n",
+       "          201           202           203           204           205 \n",
+       "  2.573878745  -3.394974181  10.700812611  17.565847158  18.182301259 \n",
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+       " -1.626804404   0.268200531   5.104050449   3.773882647   7.382798699 \n",
+       "          211           212           213           214           215 \n",
+       "  3.553511460   7.528342624   3.075450261   2.457622059  17.220117524 \n",
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+       " -0.556873499   1.581325890   3.352137359   3.971043540  -1.578322665 \n",
+       "          221           222           223           224           225 \n",
+       "  1.371138346   7.534218252   2.380149203   2.766534209  14.179363445 \n",
+       "          226           227           228           229           230 \n",
+       " 19.844887629   6.019813598   3.088473011  15.870352587   0.518344691 \n",
+       "          231           232           233           234           235 \n",
+       "  0.814234092   2.133918228   9.492781024  17.498854068   2.094056418 \n",
+       "          236           237           238           239           240 \n",
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+       "          241           242           243           244           245 \n",
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+       "  1.484070191  -1.551388799  -4.410839939  -1.009371032  -2.121517119 \n",
+       "          251           252           253           254           255 \n",
+       " -4.548549692  -6.343163699  -1.600166661  11.609333833  -6.412016625 \n",
+       "          256           257           258           259           260 \n",
+       " -4.865884357  12.400812611  20.310411812   8.847043586   2.101499662 \n",
+       "          261           262           263           264           265 \n",
+       "  8.357132423  15.443517429  19.860950801   7.134214350   9.641558886 \n",
+       "          266           267           268           269           270 \n",
+       " -1.825825133  10.197389063  22.514526313  11.948315078  -0.885667201 \n",
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+       " -1.103199281  -3.093015638  -2.809959375   6.897483868   1.199833339 \n",
+       "          276           277           278           279           280 \n",
+       "  0.277306195   4.393957711   2.498364432   1.377013974   5.153898486 \n",
+       "          281           282           283           284           285 \n",
+       " 14.418344691   5.206885654  14.305807675  18.448315078   5.104046548 \n",
+       "          286           287           288           289           290 \n",
+       " -4.734934698  -2.169702735  -4.570488494  -5.033465791  -0.718871525 \n",
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+       " -2.890176531   6.128334820  -2.188608917  -2.502417424  -2.973327600 \n",
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+       "          301           302           303           304           305 \n",
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+       "          311           312           313           314           315 \n",
+       " -6.445217048  -6.772545744  -4.019262453  -5.448450985  -1.937382877 \n",
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+       "          321           322           323           324           325 \n",
+       " -3.913485532  -4.927001819  -6.838460855  -4.900261466  -3.739538834 \n",
+       "          326           327           328           329           330 \n",
+       " -5.127590162  -5.711037354  -0.202709645  -5.781848822  -4.980478623 \n",
+       "          331           332           333           334           335 \n",
+       " -6.117892254  -5.644727412  -7.714954439  -6.957560550  -7.441007742 \n",
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+       " -7.027882383   3.361930073  -9.835913969  -3.832486519   1.025886641 \n",
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+       " -7.049821184  -5.316715567  -5.411526989  -4.363045250  -2.358050186 \n",
+       "          351           352           353           354           355 \n",
+       " -5.972545744  -5.238069927  -8.552956414  -0.178618787  -8.705943582 \n",
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+       "          361           362           363           364           365 \n",
+       " -2.152956414  -1.172640550  -4.072837965  -3.845118340  -7.628079798 \n",
+       "          366           367           368           369           370 \n",
+       " -0.289489481   0.646850073   1.210317006  18.543320014  18.989843210 \n",
+       "          371           372           373           374           375 \n",
+       " 18.258305208  24.500129462  23.882597382  12.279375151  15.319533083 \n",
+       "          376           377           378           379           380 \n",
+       " -6.785177565   1.425306102  -1.074792606   1.052828311  -3.661765955 \n",
+       "          381           382           383           384           385 \n",
+       " -7.803491501  -3.626800502  -0.832676131   1.079371249   3.346170826 \n",
+       "          386           387           388           389           390 \n",
+       "  1.917179710   2.813554845   3.238237947   4.736670333  -3.245311854 \n",
+       "          391           392           393           394           395 \n",
+       " -3.198496437   6.469084997  -0.456573475  -6.341592183  -6.320533945 \n",
+       "          396           397           398           399           400 \n",
+       " -5.188995943  -3.651384897  -7.128857753  -0.491831148   0.219138253 \n",
+       "          401           402           403           404           405 \n",
+       " -3.521019679  -8.048838011  -3.158338505  -7.471365156  -0.041489573 \n",
+       "          406           407           408           409           410 \n",
+       " -7.721706730  -0.479688963   4.870257782   7.727462060  11.738135338 \n",
+       "          411           412           413           414           415 \n",
+       " -9.948841913   2.806206407  15.999355409   0.823150144   7.578984223 \n",
+       "          416           417           418           419           420 \n",
+       "  0.245092847  -2.552068046   1.155473905  -6.163823205  -4.549718575 \n",
+       "          421           422           423           424           425 \n",
+       " -3.584099586  -5.438066025  -0.358144991   0.972808570  -6.550993969 \n",
+       "          426           427           428           429           430 \n",
+       " -3.082137141  -9.447566519  -9.859124263  -3.108778787  -2.176652441 \n",
+       "          431           432           433           434           435 \n",
+       " -3.294970279  -1.747369104  -7.024747154  -4.844040361  -8.441592183 \n",
+       "          436           437           438           439           440 \n",
+       "  0.953807583  -7.805450044  -0.725035472   6.166838135  -0.016711665 \n",
+       "          441           442           443           444           445 \n",
+       " -3.048249668   1.091122506  -0.392522101  -1.245410561  -1.152166753 \n",
+       "          446           447           448           449           450 \n",
+       "  0.028342624  -2.752462876  -6.335029504  -3.229446096  -3.208387858 \n",
+       "          451           452           453           454           455 \n",
+       " -4.584980150  -2.509465837  -2.046488540  -0.850014697  -1.878417471 \n",
+       "          456           457           458           459           460 \n",
+       " -3.229446096  -3.793402664  -4.960004827  -4.234539868  -0.588115379 \n",
+       "          461           462           463           464           465 \n",
+       " -2.554030491  -2.935617847  -1.762650420  -4.577833029  -0.594188423 \n",
+       "          466           467           468           469           470 \n",
+       " -1.229643511   0.739505538   4.801211343   1.770553904  -0.431112418 \n",
+       "          471           472           473           474           475 \n",
+       "  0.822463093  -2.726705697   2.288867841   6.323734585  -3.519945602 \n",
+       "          476           477           478           479           480 \n",
+       "  1.642348546  -0.106918951   1.111888523  -2.824451031  -0.698693852 \n",
+       "          481           482           483           484           485 \n",
+       " -1.350310820  -3.500458881  -2.893994910  -2.854326613  -1.280182500 \n",
+       "          486           487           488           489           490 \n",
+       " -3.302318717  -1.222101560  -3.075775779  -2.195949551  -4.781157870 \n",
+       "          491           492           493           494           495 \n",
+       "  1.743623940  -3.786449057  -1.770682007  -1.343748141   2.857329838 \n",
+       "          496           497           498           499           500 \n",
+       "  5.267027747   5.230202459  -2.858144991  -1.079203229  -2.708095638 \n",
+       "          501           502           503           504           505 \n",
+       " -4.139633640  -2.966863629  -5.327392747  -5.295562524  -6.397521067 \n",
+       "          506 \n",
+       "-15.167451972 \n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "array(lm.fit[\"residuals\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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9Z2AKm4Ihn0R9HF62VtWFgjYnARkmvNfSnsq/6sLx6Y3m2lYWREIa1zYhxXvTLS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\nv1nkbv5MI6RZIWymfUvTXjjh0cW0hjO6I9/ZuVzDCRkjeAQ5Fns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4wbu76kqPaiwVt2Nou8lpxm0BSh/aztuxvJ776mPu/vklAypb7cPb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Sy/3HwWCWhkVrJ/1yAXjvS3612dH7HLXa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\nLqo4bFZ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UGmJyxq2GFWBsCQwJAdVB3x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\nBYQEKCAkQAEhAQoICVBASICC/wMLyL9rT6iGpAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "plot without title"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot(predict(lm.fit), residuals(lm.fit))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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tx8nDoTocbkRCEdFzNBGi7xFQQVBIzFVCfa1vDY1siBZjgI6ZRDg4MZHgO/t5bx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xtrIbh9c0FzZtrv4jDHFSAlwoM84ZIJskHdiag42dhMIGwGGCsn6Vf0zMq+EB/GpM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\nKsyCs2z+FldbeXpzA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+      "text/plain": [
+       "plot without title"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot(predict(lm.fit), rstudent(lm.fit))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Multiple regression\n",
+    "the function is `lm(y∼x1+x2+x3)`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\n",
+       "Call:\n",
+       "lm(formula = medv ~ lstat + age, data = Boston)\n",
+       "\n",
+       "Residuals:\n",
+       "    Min      1Q  Median      3Q     Max \n",
+       "-15.981  -3.978  -1.283   1.968  23.158 \n",
+       "\n",
+       "Coefficients:\n",
+       "            Estimate Std. Error t value Pr(>|t|)    \n",
+       "(Intercept) 33.22276    0.73085  45.458  < 2e-16 ***\n",
+       "lstat       -1.03207    0.04819 -21.416  < 2e-16 ***\n",
+       "age          0.03454    0.01223   2.826  0.00491 ** \n",
+       "---\n",
+       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
+       "\n",
+       "Residual standard error: 6.173 on 503 degrees of freedom\n",
+       "Multiple R-squared:  0.5513,\tAdjusted R-squared:  0.5495 \n",
+       "F-statistic:   309 on 2 and 503 DF,  p-value: < 2.2e-16\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model = lm(medv~lstat+age, data=Boston)\n",
+    "summary(model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# or just `lm(y~., data=DF)` to include all other rows"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\n",
+       "Call:\n",
+       "lm(formula = medv ~ ., data = Boston)\n",
+       "\n",
+       "Residuals:\n",
+       "    Min      1Q  Median      3Q     Max \n",
+       "-15.595  -2.730  -0.518   1.777  26.199 \n",
+       "\n",
+       "Coefficients:\n",
+       "              Estimate Std. Error t value Pr(>|t|)    \n",
+       "(Intercept)  3.646e+01  5.103e+00   7.144 3.28e-12 ***\n",
+       "crim        -1.080e-01  3.286e-02  -3.287 0.001087 ** \n",
+       "zn           4.642e-02  1.373e-02   3.382 0.000778 ***\n",
+       "indus        2.056e-02  6.150e-02   0.334 0.738288    \n",
+       "chas         2.687e+00  8.616e-01   3.118 0.001925 ** \n",
+       "nox         -1.777e+01  3.820e+00  -4.651 4.25e-06 ***\n",
+       "rm           3.810e+00  4.179e-01   9.116  < 2e-16 ***\n",
+       "age          6.922e-04  1.321e-02   0.052 0.958229    \n",
+       "dis         -1.476e+00  1.995e-01  -7.398 6.01e-13 ***\n",
+       "rad          3.060e-01  6.635e-02   4.613 5.07e-06 ***\n",
+       "tax         -1.233e-02  3.760e-03  -3.280 0.001112 ** \n",
+       "ptratio     -9.527e-01  1.308e-01  -7.283 1.31e-12 ***\n",
+       "black        9.312e-03  2.686e-03   3.467 0.000573 ***\n",
+       "lstat       -5.248e-01  5.072e-02 -10.347  < 2e-16 ***\n",
+       "---\n",
+       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
+       "\n",
+       "Residual standard error: 4.745 on 492 degrees of freedom\n",
+       "Multiple R-squared:  0.7406,\tAdjusted R-squared:  0.7338 \n",
+       "F-statistic: 108.1 on 13 and 492 DF,  p-value: < 2.2e-16\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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r179woLC1+69Enz5s2jo6M/bHoAZYpiBwAqae3atcXvqNPS0jIxMXn06JHyy/j4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UL0IxIVFdWLbubAZOBG7LgoLobh4VBZGZJI0M0N5ub2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\nECVuN6FFAAASH0lEQVSt7CU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+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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SU7QgKnk/BHuOghDH3Ca+V089HPyusxy+iZ42+oegKEBE7mSnez9LkoiIodmmA5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\nApAL+n4he2Vip9/ly9j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+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+XLl8bGxuxPS0lJaWhooGTvAOD34Ygd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\n/sSJE212oK5giq9jihUUF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+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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YVJP7Vu3ToAz58/l0gkY8aMGThw4OHDh62srDQ0NBo2bPj999/7+vqePn3aw8ND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\nTkSuQmCC",
+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model = lm(medv~., data=Boston)\n",
+    "summary(model)\n",
+    "plot(model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can use the vif function in the car package to check for correlation of features"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       ".dl-inline {width: auto; margin:0; padding: 0}\n",
+       ".dl-inline>dt, .dl-inline>dd {float: none; width: auto; display: inline-block}\n",
+       ".dl-inline>dt::after {content: \":\\0020\"; padding-right: .5ex}\n",
+       ".dl-inline>dt:not(:first-of-type) {padding-left: .5ex}\n",
+       "</style><dl class=dl-inline><dt>crim</dt><dd>1.79219154743324</dd><dt>zn</dt><dd>2.29875817874944</dd><dt>indus</dt><dd>3.99159641834602</dd><dt>chas</dt><dd>1.07399532755379</dd><dt>nox</dt><dd>4.39371984757749</dd><dt>rm</dt><dd>1.93374443578326</dd><dt>age</dt><dd>3.10082551281534</dd><dt>dis</dt><dd>3.95594490637272</dd><dt>rad</dt><dd>7.48449633527446</dd><dt>tax</dt><dd>9.00855394759705</dd><dt>ptratio</dt><dd>1.7990840492489</dd><dt>black</dt><dd>1.34852107640638</dd><dt>lstat</dt><dd>2.94149107809193</dd></dl>\n"
+      ],
+      "text/latex": [
+       "\\begin{description*}\n",
+       "\\item[crim] 1.79219154743324\n",
+       "\\item[zn] 2.29875817874944\n",
+       "\\item[indus] 3.99159641834602\n",
+       "\\item[chas] 1.07399532755379\n",
+       "\\item[nox] 4.39371984757749\n",
+       "\\item[rm] 1.93374443578326\n",
+       "\\item[age] 3.10082551281534\n",
+       "\\item[dis] 3.95594490637272\n",
+       "\\item[rad] 7.48449633527446\n",
+       "\\item[tax] 9.00855394759705\n",
+       "\\item[ptratio] 1.7990840492489\n",
+       "\\item[black] 1.34852107640638\n",
+       "\\item[lstat] 2.94149107809193\n",
+       "\\end{description*}\n"
+      ],
+      "text/markdown": [
+       "crim\n",
+       ":   1.79219154743324zn\n",
+       ":   2.29875817874944indus\n",
+       ":   3.99159641834602chas\n",
+       ":   1.07399532755379nox\n",
+       ":   4.39371984757749rm\n",
+       ":   1.93374443578326age\n",
+       ":   3.10082551281534dis\n",
+       ":   3.95594490637272rad\n",
+       ":   7.48449633527446tax\n",
+       ":   9.00855394759705ptratio\n",
+       ":   1.7990840492489black\n",
+       ":   1.34852107640638lstat\n",
+       ":   2.94149107809193\n",
+       "\n"
+      ],
+      "text/plain": [
+       "    crim       zn    indus     chas      nox       rm      age      dis \n",
+       "1.792192 2.298758 3.991596 1.073995 4.393720 1.933744 3.100826 3.955945 \n",
+       "     rad      tax  ptratio    black    lstat \n",
+       "7.484496 9.008554 1.799084 1.348521 2.941491 "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "library(car)\n",
+    "vif(model)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "model = lm(medv~.-tax, data=Boston)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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58xY0avXr0sLS3fvT4gIEChUHTp0iXfMl1d3e7du588efKrPwAAn4RiBwDyERYW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+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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nZ9nvcebrlTGNKNk2l47lKIkDzcRF+TIJBR9G7uXdm3i4IHivy4y9jG9XEKV4ID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+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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4sJIVZWVvHx8fLy8ps2bVq9evWwYcMY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\nQmAHDx48wGAwLHdQkpKSREREOCmmq6tLVFSUZX/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Tk5mZmbS0tL+//40bN6hViLFYrKamJjWVB4PBTGi2XRsAACAASURBVJw4kdryjkwm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dGqq6txHL927VpPPZv2Mm7cOAzDMAxTVVXF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\niJ6enoWFBdXy999/T5kyJ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+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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GBhR0RERCQjWNgRERERyQgWdkREREQy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",
+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot(model)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# As we see, there's a clear nonlinearity. Especially when the graph is drawn\n",
+    "\n",
+    "quick note:\n",
+    "y~x1:x2 does y ~ x1 * x2  \n",
+    "  \n",
+    "  \n",
+    "y~x1 * x2 does y ~ x1,x2, `x1 * x2`"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\n",
+       "Call:\n",
+       "lm(formula = medv ~ . + lstat:age, data = Boston)\n",
+       "\n",
+       "Residuals:\n",
+       "     Min       1Q   Median       3Q      Max \n",
+       "-15.4559  -2.7480  -0.5557   1.8049  26.2582 \n",
+       "\n",
+       "Coefficients:\n",
+       "              Estimate Std. Error t value Pr(>|t|)    \n",
+       "(Intercept)  38.034385   5.467840   6.956 1.12e-11 ***\n",
+       "crim         -0.111723   0.033199  -3.365 0.000825 ***\n",
+       "zn            0.043109   0.014336   3.007 0.002774 ** \n",
+       "indus         0.018945   0.061550   0.308 0.758365    \n",
+       "chas          2.709592   0.862357   3.142 0.001779 ** \n",
+       "nox         -18.026578   3.834758  -4.701 3.37e-06 ***\n",
+       "rm            3.759388   0.422759   8.893  < 2e-16 ***\n",
+       "age          -0.010315   0.019023  -0.542 0.587897    \n",
+       "dis          -1.475346   0.199527  -7.394 6.19e-13 ***\n",
+       "rad           0.307676   0.066401   4.634 4.61e-06 ***\n",
+       "tax          -0.012335   0.003762  -3.279 0.001116 ** \n",
+       "ptratio      -0.958239   0.131052  -7.312 1.08e-12 ***\n",
+       "black         0.009187   0.002691   3.414 0.000694 ***\n",
+       "lstat        -0.635696   0.146950  -4.326 1.84e-05 ***\n",
+       "age:lstat     0.001257   0.001562   0.804 0.421562    \n",
+       "---\n",
+       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
+       "\n",
+       "Residual standard error: 4.747 on 491 degrees of freedom\n",
+       "Multiple R-squared:  0.741,\tAdjusted R-squared:  0.7336 \n",
+       "F-statistic: 100.3 on 14 and 491 DF,  p-value: < 2.2e-16\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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t0KDw/v27fve9cnJSUZGxvr6ekV/hYVK1ZMTEwstncAoBixxw4AVMn+/fvv37+f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\nP3z4sJ+f361bt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VBUSDBg168OBBS0sLdxFQJpPl5OTIP04BXSIwMDAgIGDKlCmH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+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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MA7JR/P4pTKeYeQADhASAAcICQADhAS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+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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ru7u4SEhKqq6uvXr3mHiI+Pr6io+PLl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FO3fu9Pb2VlBQEBAQyM7OHmttLOH27dtY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+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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MHo6Oi4uDgRPhuVIVWrYsMG3L4NMzOxoxB9IUVFZGVh8GB8/z2mTcOjR2IHoi/A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\nICeQ2AEAAADIif8DRO4HyD93ICEAAAAASUVORK5CYII=",
+      "text/plain": [
+       "Plot with title “”"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 420,
+       "width": 420
+      },
+      "text/plain": {
+       "height": 420,
+       "width": 420
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model2 = lm(medv~.+lstat:age, data=Boston)\n",
+    "summary(model2)\n",
+    "plot(model2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model3 = lm(medv ~ lstat + I(lstat^2), data=Boston)\n",
+    "## or this\n",
+    "model4 = lm(medv~lstat + poly(lstat,2), data=Boston)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "<caption>A anova: 4 × 6</caption>\n",
+       "<thead>\n",
+       "\t<tr><th></th><th scope=col>Res.Df</th><th scope=col>RSS</th><th scope=col>Df</th><th scope=col>Sum of Sq</th><th scope=col>F</th><th scope=col>Pr(&gt;F)</th></tr>\n",
+       "\t<tr><th></th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>1</th><td>493</td><td>11321.04</td><td> NA</td><td>           NA</td><td>       NA</td><td>          NA</td></tr>\n",
+       "\t<tr><th scope=row>2</th><td>491</td><td>11064.20</td><td>  2</td><td> 2.568379e+02</td><td> 5.698892</td><td>3.575134e-03</td></tr>\n",
+       "\t<tr><th scope=row>3</th><td>503</td><td>15347.24</td><td>-12</td><td>-4.283039e+03</td><td>15.839158</td><td>1.824240e-28</td></tr>\n",
+       "\t<tr><th scope=row>4</th><td>503</td><td>15347.24</td><td>  0</td><td> 1.818989e-12</td><td>       NA</td><td>          NA</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A anova: 4 × 6\n",
+       "\\begin{tabular}{r|llllll}\n",
+       "  & Res.Df & RSS & Df & Sum of Sq & F & Pr(>F)\\\\\n",
+       "  & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
+       "\\hline\n",
+       "\t1 & 493 & 11321.04 &  NA &            NA &        NA &           NA\\\\\n",
+       "\t2 & 491 & 11064.20 &   2 &  2.568379e+02 &  5.698892 & 3.575134e-03\\\\\n",
+       "\t3 & 503 & 15347.24 & -12 & -4.283039e+03 & 15.839158 & 1.824240e-28\\\\\n",
+       "\t4 & 503 & 15347.24 &   0 &  1.818989e-12 &        NA &           NA\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "A anova: 4 × 6\n",
+       "\n",
+       "| <!--/--> | Res.Df &lt;dbl&gt; | RSS &lt;dbl&gt; | Df &lt;dbl&gt; | Sum of Sq &lt;dbl&gt; | F &lt;dbl&gt; | Pr(&gt;F) &lt;dbl&gt; |\n",
+       "|---|---|---|---|---|---|---|\n",
+       "| 1 | 493 | 11321.04 |  NA |            NA |        NA |           NA |\n",
+       "| 2 | 491 | 11064.20 |   2 |  2.568379e+02 |  5.698892 | 3.575134e-03 |\n",
+       "| 3 | 503 | 15347.24 | -12 | -4.283039e+03 | 15.839158 | 1.824240e-28 |\n",
+       "| 4 | 503 | 15347.24 |   0 |  1.818989e-12 |        NA |           NA |\n",
+       "\n"
+      ],
+      "text/plain": [
+       "  Res.Df RSS      Df  Sum of Sq     F         Pr(>F)      \n",
+       "1 493    11321.04  NA            NA        NA           NA\n",
+       "2 491    11064.20   2  2.568379e+02  5.698892 3.575134e-03\n",
+       "3 503    15347.24 -12 -4.283039e+03 15.839158 1.824240e-28\n",
+       "4 503    15347.24   0  1.818989e-12        NA           NA"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "anova(model, model2, model3, model4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Categorical data\n",
+    "lm automagically creates the dummy vars for us if we have categorical data"
+   ]
   },
   {
    "cell_type": "code",
diff --git a/ISLR/notebooks/3.6.2.python.ipynb b/ISLR/notebooks/3.6.2.python.ipynb
index 3f66dbd..3481418 100644
--- a/ISLR/notebooks/3.6.2.python.ipynb
+++ b/ISLR/notebooks/3.6.2.python.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11,44 +11,15 @@
     "import numpy as np\n",
     "from matplotlib import pyplot as plt\n",
     "from sklearn import linear_model\n",
-    "from sklearn.metrics import classification_report as summary\n",
+    "import statsmodels.api as sm\n",
+    "import statsmodels.formula.api as smf\n",
+    "from sklearn import metrics\n",
+    "from statsmodels.stats import *\n",
     "\n",
     "sns.set()\n",
     "sns.set(style=\"whitegrid\")\n",
     "tips = sns.load_dataset(\"tips\")\n",
-    "plt.rcParams[\"figure.figsize\"] = (5,8)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "Boston = pd.read_csv(\"../../datasets/Boston.csv\")\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[-0.95004935] 34.5538408793831\n",
-      "0.5441462975864797\n"
-     ]
-    }
-   ],
-   "source": [
-    "X = np.array(Boston[\"lstat\"]).reshape(-1,1)\n",
-    "y = Boston[\"medv\"]\n",
-    "model = linear_model.LinearRegression()\n",
-    "model.fit(X, y)\n",
-    "print(model.coef_, model.intercept_)\n",
-    "print(model.score(X,y))\n"
+    "plt.rcParams[\"figure.figsize\"] = (6,6)"
    ]
   },
   {
@@ -58,6 +29,882 @@
    "outputs": [],
    "source": []
   },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "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>Unnamed: 0</th>\n",
+       "      <th>crim</th>\n",
+       "      <th>zn</th>\n",
+       "      <th>indus</th>\n",
+       "      <th>chas</th>\n",
+       "      <th>nox</th>\n",
+       "      <th>rm</th>\n",
+       "      <th>age</th>\n",
+       "      <th>dis</th>\n",
+       "      <th>rad</th>\n",
+       "      <th>tax</th>\n",
+       "      <th>ptratio</th>\n",
+       "      <th>black</th>\n",
+       "      <th>lstat</th>\n",
+       "      <th>medv</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.00632</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.538</td>\n",
+       "      <td>6.575</td>\n",
+       "      <td>65.2</td>\n",
+       "      <td>4.0900</td>\n",
+       "      <td>1</td>\n",
+       "      <td>296</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>4.98</td>\n",
+       "      <td>24.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.02731</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>6.421</td>\n",
+       "      <td>78.9</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2</td>\n",
+       "      <td>242</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>9.14</td>\n",
+       "      <td>21.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.02729</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>7.185</td>\n",
+       "      <td>61.1</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2</td>\n",
+       "      <td>242</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>392.83</td>\n",
+       "      <td>4.03</td>\n",
+       "      <td>34.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>0.03237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>6.998</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3</td>\n",
+       "      <td>222</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>394.63</td>\n",
+       "      <td>2.94</td>\n",
+       "      <td>33.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>0.06905</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>7.147</td>\n",
+       "      <td>54.2</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3</td>\n",
+       "      <td>222</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>5.33</td>\n",
+       "      <td>36.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0     crim    zn  indus  chas    nox     rm   age     dis  rad  \\\n",
+       "0           1  0.00632  18.0   2.31     0  0.538  6.575  65.2  4.0900    1   \n",
+       "1           2  0.02731   0.0   7.07     0  0.469  6.421  78.9  4.9671    2   \n",
+       "2           3  0.02729   0.0   7.07     0  0.469  7.185  61.1  4.9671    2   \n",
+       "3           4  0.03237   0.0   2.18     0  0.458  6.998  45.8  6.0622    3   \n",
+       "4           5  0.06905   0.0   2.18     0  0.458  7.147  54.2  6.0622    3   \n",
+       "\n",
+       "   tax  ptratio   black  lstat  medv  \n",
+       "0  296     15.3  396.90   4.98  24.0  \n",
+       "1  242     17.8  396.90   9.14  21.6  \n",
+       "2  242     17.8  392.83   4.03  34.7  \n",
+       "3  222     18.7  394.63   2.94  33.4  \n",
+       "4  222     18.7  396.90   5.33  36.2  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Boston = pd.read_csv(\"../../datasets/Boston.csv\")\n",
+    "Boston.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:                   medv   R-squared:                       0.544\n",
+      "Model:                            OLS   Adj. R-squared:                  0.543\n",
+      "Method:                 Least Squares   F-statistic:                     601.6\n",
+      "Date:                Sun, 29 Mar 2020   Prob (F-statistic):           5.08e-88\n",
+      "Time:                        09:34:27   Log-Likelihood:                -1641.5\n",
+      "No. Observations:                 506   AIC:                             3287.\n",
+      "Df Residuals:                     504   BIC:                             3295.\n",
+      "Df Model:                           1                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "==============================================================================\n",
+      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "------------------------------------------------------------------------------\n",
+      "Intercept     34.5538      0.563     61.415      0.000      33.448      35.659\n",
+      "lstat         -0.9500      0.039    -24.528      0.000      -1.026      -0.874\n",
+      "==============================================================================\n",
+      "Omnibus:                      137.043   Durbin-Watson:                   0.892\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              291.373\n",
+      "Skew:                           1.453   Prob(JB):                     5.36e-64\n",
+      "Kurtosis:                       5.319   Cond. No.                         29.7\n",
+      "==============================================================================\n",
+      "\n",
+      "Warnings:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
+     ]
+    }
+   ],
+   "source": [
+    "results = smf.ols('medv ~ lstat', data=Boston).fit()\n",
+    "print(results.summary())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "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>0</th>\n",
+       "      <th>1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Intercept</th>\n",
+       "      <td>33.448457</td>\n",
+       "      <td>35.659225</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>lstat</th>\n",
+       "      <td>-1.026148</td>\n",
+       "      <td>-0.873951</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   0          1\n",
+       "Intercept  33.448457  35.659225\n",
+       "lstat      -1.026148  -0.873951"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# confidence interval\n",
+    "results.conf_int()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa58a217250>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plot y and X\n",
+    "sns.scatterplot(\"lstat\" ,\"medv\",data=Boston)\n",
+    "# plot regression line\n",
+    "sns.lineplot(Boston[\"lstat\"], results.predict(Boston[\"lstat\"]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa5881a8b50>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# because reasons, I have to do x * -1 to get the same plot as\n",
+    "sns.lineplot(Boston[\"lstat\"] * -1, 0)\n",
+    "sns.regplot(Boston[\"lstat\"] * -1, results.resid ,order=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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awMDAgICAALZv346Liws//fQTvXr1wsDAAKBccd6vrLgLCgr49NNPcXV1pVu3bmRlZfH6668D8NNPPymT8spjxowZWsP85ubmfPHFF2zcuBFXV1e++uorvvjiC+rXr1/uPh+m5O6P/v374+bmhqGhYZmXJu537NgxMjMzmTNnjnJnQkmeEyZMwM3NDU9PTzp06MDo0aOJj48HoEWLFixcuJD58+fTvXt36tatW+ry0KP4+PhgZ2fH6NGj6dixI5MmTVLmRFy6dInJkyfToUMHxowZw3/+8x9efPHFUn3MnDmTxo0b07t3bzw9PRk2bJjW6++88w4HDhzA2dmZsLAw+vTpo7w2ceJE8vPzefHFFxkzZozW6M39zpw5w6hRo+jQoQPTpk3jnXfeUUas7pWZmcns2bNxcnJi0KBBdOrUSYnp008/5fTp07i6uvLZZ5/h7u6uHGdmZsaiRYt499136dGjB8bGxlqf51tvvUV4eDgdO3bkvffeY9CgQQ/9bOvUqUNQUBARERF0796dbt268cknnyjFxsKFC7l9+zZdu3bF19dX65KOqD50NOUZ8xNCAHdHCUpm6AtREwUEBHDp0iU++eSTqg5FVFMyYiDEQ0RHR5ORkUFRURE7d+7kjz/+eOg3PCGEqOlk8qEQD5GUlMTcuXPJy8vDxsaGNWvW0KBBg6oOSwghKoxcShBCCCGEQi4lCCGEEELx1F9KUKvV3Lp1C319/X91P7cQQghRE2g0GgoLCzE1NS3z9tenvjC4desWf/75Z1WHIYQQQlSqli1bYmZmVqr9qS8MStaGb9mypXJ/emX47bffaNu2baW9X0WRPKqX2pBHbcgBJI/qpjbk8aRyKCgo4M8//1TOf/d76guDkssHJSvOVabKfr+KInlUL7Uhj9qQA0ge1U1tyONJ5vCgy+dPfWEgRHUXGhpKcHAwycnJ5Ofn06RJE0aPHs2kSZPQ0dFh/PjxZS77bGxsXOaTHjMyMnB3d1eeRvm4KwcKIWo3KQyEqOYsLCyYPn06zZo1w8DAgJiYGPz8/NDV1WXixIkEBARQWFgIQHx8PA4ODowcOVLrKZMl1Go18+fPx8HBQWvNfCGEKCGFgRDV3P0rLdra2hIZGUl0dDQTJ07UeuxwvXr1OH/+PGlpaXh4eJTqKzAwEH19fSZNmiSFgRCiTLKOgRA1iEajIT4+nlOnTuHq6lrmPlu3bsXe3h5HR0et9uPHj7Nt2zb8/f3l1lwhxAPJiIEQNcDNmzfp0aMHhYWFqNVqZsyYwYQJE0rtl52dzf79+3nvvfe02jMzM/Hx8cHf3x8LCwsuXLhQWaELIWoYKQyEqAFMTU0JDQ0lLy+PuLg4VqxYQYMGDRg1apTWfgcPHsTAwKDU46jnz5+Pu7s7Xbp0qcywhRA1kBQGQtQAurq62NnZAdC6dWtu3LjBqlWrtAoDtVrN/v37GTp0KHXq1NE6/tixY0RHRxMUFATcvSQB4ObmxsiRI1myZEklZSKEqO6kMBCiBlKr1eTn52u1HT58mMzMzDInHYaFhWltnzlzhgULFhAUFMRzzz1XobEKIWoWKQyEqObWrFmDs7Mztra2FBYWEhMTw/r16xk+fLjWflu3buW5557D3t6+VB8tW7bU2s7OzgagWbNmNGzYsOKCF0LUOFIYCFHN5ebmsmjRItLS0jA0NMTW1pY33nhDa2QgLS2NgwcP4unpWYWRCiFqAykMhKjmFixYwIIFCx66T8OGDUlISCA2NrZcfbq6uvLHH388ifCEELWMrGMghBBCCIUUBkIIIYRQSGEghBBCCIUUBkIIIYRQyORDIWqR+KRbfLZrL5nZeViaGzNhYBt6OdlWdVhCiBpECgMhaomo2GTConMoLL67qmFGdh5rQ04DSHEghCg3uZQgRC0RvOusUhSUyC8sJnjX2SqKSAhRE0lhIEQtkZmd91jtQghRFikMhKglLM2NH6tdCCHKIoWBELXEhIFt0FfpaLUZ6quYMLBNFUUkhKiJpDAQopbo5WTL0E71sDI3RgewMjdm5qh2MvFQCPFY5K6Ep8SxY8fw9PTExsaGffv2AXD+/HkCAgI4d+4cly9fZsSIEXzwwQcP7CMjIwN3d3cyMzM5ePAgjRo1qqzwRTk5NjNl8sgeVR2GEKIGkxGDp0BGRga+vr507dpVqz0vL4/GjRszffp0Wrdu/dA+1Go18+fPx8HBoSJDFUIIUcVkxKCWU6vV+Pj4MHbsWPLz87l06ZLymqOjI46OjgD88MMPD+0nMDAQfX19Jk2axIEDByo0ZiGEEFVHRgxqucDAQHR0dJgyZco/7uP48eNs27YNf39/dHR0Hn2AEEKIGktGDGqx48ePs3XrVnbu3PmPT+iZmZn4+Pjg7++PhYUFFy5ceMJRCiGEqE5kxKCWysrKwsfHh2XLlmFlZfWP+5k/fz7u7u506dLlCUYnhBCiupIRg1rq/PnzpKen4+3trbSp1Wo0Gg329vb4+/szdOjQR/Zz7NgxoqOjCQoKAkCjubvkrpubGyNHjmTYsGEVk4AQQogqIYVBLeXg4EBYWJhW25YtW4iKimLdunVYW1uXq5/7+zhz5gwLFiwgKCiI5557jr///vuJxSyEEKLqSWFQS5mYmNCyZUutNgsLC/T19ZX2goICEhMTAbh16xbXr1/n7Nmz6Ovr8/zzzwOU6iM7OxuAZs2a0bBhQykMhBCilpHC4CmWnp6Ou7u7sv3777+zb98+mjRpwv79+6swMiGEEFVFCoOnyKxZs5g1a5aybWNjwx9//PFYfbi6uj72MUIIIWoOuStBCCGEEAopDIQQQgihkMJACCGEEIpKm2OQlJSEr68vOTk51KtXD39/f5599lmtfYqLi1m6dCmHDx9GR0cHLy8vRo0aBcBnn31GREQEurq66OvrM2/ePLp37w6Ar68vv/zyC+bm5gAMGDCAadOmVVZqQgghRK1RaYXBokWLePXVVxk2bBg//vgjCxcuJDg4WGufsLAwLl++zN69e8nJycHd3Z3OnTtjY2ODo6Mjnp6eGBsbc+7cOcaNG8eRI0cwMjICwMvLi3HjxlVWOrVKVGwywbvOkpmdh6W5MRMGtqGXk21VhyWEEKIKVMqlhGvXrpGQkMCQIUMAGDJkCAkJCWRlZWntFxERwahRo9DV1aV+/fr06dOH3bt3A9C9e3eMjY0BaNWqFRqNhpycnMoIv1aLik1mbchpMrLz0AAZ2XmsDTlNVGxyVYcmhBCiClRKYZCamkrDhg1RqVQAqFQqGjRoQGpqaqn9GjdurGxbW1tz9erVUv2FhobStGlTGjVqpLRt3LiRoUOHMn36dGXRHvFowbvOkl9YrNWWX1hM8K6zVRSREEKIqlTj1jGIjo5m9erVbNiwQWmbN28eVlZW6OrqEhoayn//+18iIyOVQqQ8fvvtt4oI96FiY2Mr/T3vl5Gd98D28sZXHfJ4EiSP6qM25ACSR3VTG/KojBwqpTCwtrYmLS2N4uJiVCoVxcXFpKenl1qv39rampSUFBwdHYHSIwhxcXH4+PgQGBjIc889p7Q3bNhQ+dnd3Z0PP/yQq1ev0qRJk3LH2LZtWwwNDf9pio8tNjYWJyenSnu/B7Hada3M4sDK3Lhc8VWXPP4tyaP6qA05gORR3dSGPJ5UDvn5+Q/9MlwplxIsLCxo06YN4eHhAISHh9OmTRvq16+vtd+AAQMICQlBrVaTlZVFZGQk/fv3ByA+Pp558+axZs0aXnjhBa3j0tLSlJ8PHz6Mrq6uVrEgHmzCwDYY6muPrBjqq5gwsE0VRSSEEKIqVdqlhMWLF+Pr60tgYCB169bF398fgClTpjB79mwcHBwYNmwYp0+fpl+/fgDMmDEDW9u7s+P9/Py4c+cOCxcuVPpcvnw5rVq14q233uLatWvo6OhQp04dPv/8c/T0atxVkipRcveB3JUghBACKrEwaN68OSEhIaXa169fr/ysUqnw8/Mr8/gffvjhgX1//fXX/zq+p1kvJ1spBIQQQgCy8qEQQggh7iGFgRBCCCEUUhgIIYQQQiGFgRBCCCEUUhgIIYQQQiGFgRBCCCEUUhgIIYQQQiGFgRBCCCEUUhgIIYQQQiGFgRBCCCEUUhgIIYQQQiGFgRBCCCEUUhgIIYQQQiGFgRBCCCEUUhgIIYQQQiGFgRBCCCEUUhgIIYQQQiGFgRBCCCEUUhgIIYQQQiGFgRBCCCEUUhgIIYQQQiGFgRBCCCEUUhgIIYQQQqFX1QEI8aSEhoYSHBxMcnIy+fn5NGnShNGjRzNp0iR0dHQYP3480dHRpY4zNjYmKCgIgISEBD788EMSExO5ceMGlpaWuLm5MXfuXOrWrVvZKQkhRKWTwkDUGhYWFkyfPp1mzZphYGBATEwMfn5+6OrqMnHiRAICAigsLFT212g0jBw5km7duiltBgYGvPLKK9jb21O3bl2SkpJYsmQJaWlpfPbZZ1WRlhBCVCopDESt0b17d61tW1tbIiMjiY6OZuLEidSrV0/r9aNHj5KWloaHh4dSMDz//PM8//zzyj6NGzfm1VdfZe3atRWfgBBCVAMyx0DUShqNhvj4eE6dOoWrq2uZ+2zduhV7e3scHR0f2E9qaip79ux5YB9CCFHbyIiBqFVu3rxJjx49KCwsRK1WM2PGDCZMmFBqv/T0dPbv3897771XZj8eHh4kJCSQn5+Pm5sbn3zySUWHLoQQ1YIUBqJWMTU1JTQ0lLy8POLi4lixYgUNGjRg1KhRWvv98MMPGBgYMGTIkDL7WblyJbdv3yYxMZGVK1eyaNEi/P39KyMFIYSoUlIYiFpFV1cXOzs7AFq3bs2NGzdYtWqVVmGgVqsJCQlh6NCh1KlTp8x+rK2tAWjevDlWVlZ4eHjg5eVF8+bNKz4JIYSoQjLHQNRqycnJ5OTk8NJLL9GqVSsCAwM5fPgwV65cwcPDQ2vfCxcu0L59e+zt7bXar127BsDUqVOxt7dn0qRJlRX+E3Xs2DHatGlD3759lbbz588ze/Zs+vXrR+vWrXnnnXdKHRcZGcmUKVPo2rUr7dq1Y/DgwXzzzTdoNJrKDF8IUUlkxEDUGmvWrMHZ2RlbW1sKCwuJiYkhLCyM1q1b89prr7Fs2TLg7qRDBwcHrQIgPz+fuXPn0rRpU86fP09iYiIGBgacP38ef39/zM3NmTJlCnv37qW4uLiqUvzHMjIy8PX1pWvXrly6dElpz8vLo3Hjxri5ufH111+XeWx0dDTt27dn+vTpWFpacvLkSfz8/MjPz8fLy6uSMhBCVBYpDEStkZuby6JFi0hLS8PQ0BBbW1vefPNNPDw8UKlUfPLJJ+Tm5nLw4EH8/Py0jt24cSMdO3akqKiIP/74g1GjRlFcXEyjRo3o378/r732Gubm5sTFxXH16tUqyvCfUavV+Pj4MHbsWPLz87UKA0dHR+WujB9++KHM4xcsWKC1bWtrS0JCArt375bCQIhaSAoDUWssWLCg1EnsfnXq1CEhIUGrLTQ0lL/++ouAgAAiIiIIDQ3l1KlTFRlqpQoMDERHR4cpU6Y8sfUYbty4gbGx8RPpSwhRvUhhIJ5qiYmJfPTRR/j6+mJkZFTV4Txxx48fZ+vWrezcuRMdHZ0n0ueJEyf4+eefCQgIeCL9CSGqF5l8KJ5aBQUFzJkzh7lz52Jra1vV4TxxWVlZ+Pj4sGzZMqysrJ5In7/++iszZsxg5syZuLm5PZE+hRDVi4wYiKdWeno658+fZ8mSJWg0GnR0dNBoNKjVauzt7Zk9ezbe3t5VHeY/dv78edLT07VyUKvVaDQa7O3t8ff3Z+jQoeXu78SJE3h7ezN16tQa/bkIIR5OCoMa6tixY3h6emJjY8O+ffsAOHz4MGvXruXixYvcvn2bhg0bMnjwYGbMmIGBgYFy7K5du1i/fj1JSUkYGRnh5OSEj4+Pcv//06Jhw4aEhYUBd5+qaG9vz//93/8REBBAaGgolpaWVRzhv+Pg4KDkV2LLli1ERUWxbt06Za2G8oiKimLOnDnMmTMHT0/PJx2qEKIakcKgBnrQrWd16tRhwoQJtGjRAlNTU86ePct7771HXl6eMinv9OnTvP7668yZM4fBgweTk5ODv78/Xl5e7Nmzp1H87+gAACAASURBVKpSqjC3bt3i8uXLwN1LB5mZmZw9e5Yzf11nd9wNMrPzsDQ3pnvr+rRs2ZLffvsNgJYtW2r1c/bsWQBycnK4ffu2st2mTZtKzObxmJiYlMrDwsICfX19pb2goIDExETg7md1/fp1zp49i76+vvIwqV27duHj48OUKVMYOnQoGRkZAKhUKurXr1+JGQkhKoMUBjXMw24969ChAx06dFC2mzRpQnR0NNHR0UpbXFwcdevWVYaCbW1t8fT0ZNq0ady8eRMzM7PKS6YS/Pbbb1rPSti8eTObN2/G1LI5TV6cCkBGdh5h0Xdo1iz5gf24u7uXuf3HH39UQNSVJz09XSu333//nX379tGkSRP2798P3B1lKCwsJDAwkMDAQGXfe/cRQtQeUhjUMI9z61liYiKHDh2iZ8+eSlvHjh25ceMGERERDBgwgNzcXH788Uc6duxY64oCAFdX11Inb8+le8nIztNqKyzWELzrLBveHc7w4cNL9VPTC4ASs2bNYtasWcq2jY3NI3P79ttvKzosIUQ1IoVBDVLeW8969OhBVlYWhYWFeHh48NZbbymvOTo6EhgYiK+vLz4+PhQVFdGuXTu+/PLLykihWsi8ryh4VLsQQjxN5HbFGuJxbj3bvHkzO3fuZPny5ezfv19rZCExMZHFixczYcIEtm/fzjfffIO+vj4zZ86skUv9/hOW5mUvzPOgdiGEeJrIiEEN8Ti3npXck9+iRQtUKhU+Pj7897//xcTEhC+//JIWLVowY8YMpR87Ozt69erFiRMn6NKlS+UmVgUmDGzD2pDT5Bf+rxDSV+kwYWD1nUgohBCVRQqDGuKf3nqmVqtRq9UUFhYCdx+ao6urPVBUsv20PC2vl9Pdwil419l77kowUtqFEOJpJoVBDVGeW882bNjAc889x7PPPouOjg6//fYbH3/8MW5ubjzzzDMA9O7dm7fffpuvv/4aNzc3rl+/zsqVK2nQoAHt2rWr9LyqSi8nW61CYOP2Q3gu3asUChMGtnmqCoWo2GStQulpy18I8T9SGNQiRUVFfPzxx1y5cgUdHR2aNGnC2LFjmThxorKPu7s7d+7cYfPmzaxatQpjY2PatWtHUFAQderUqcLoq05UbDJh0TkUFt8dMcnIzmNtyGmAp+LkGBWbrHVp5WnLXwihTQqDGuz+W8+8vLzK9RhcDw8PPDw8KjK0GiV411mlKCiRX1hM8K6zT8WJMXjXWa35FvB05S+E0FZpdyUkJSUxZswY+vfvz5gxY7h48WKpfYqLi/Hz86NPnz707duXkJAQ5bXPPvuMwYMHM3ToUIYPH87hw4eV1/Ly8pg7dy59+/ZlwIABHDhwoDJSErXE03774tOevxBCW6WNGCxatIhXX32VYcOG8eOPP7Jw4UKCg4O19gkLC+Py5cvs3buXnJwc3N3d6dy5MzY2Njg6OuLp6YmxsTHnzp1j3LhxHDlyBCMjI2UYfN++fVy8eJGxY8eyd+9eTE1NKys9UYNZmhuXWvCopP1p8LTnL4TQVikjBteuXSMhIYEhQ4YAMGTIEBISEsjKytLaLyIiglGjRqGrq0v9+vXp06cPu3fvBqB79+4YG9/9j6pVq1ZoNBpycnKAu2u5jxkzBoBnn32Wtm3bcujQocpITdQCEwa2QV+lvWCUob7qqbl9ccLANhjqq7Tanqb8hRDaKqUwSE1NpWHDhqhUd//zUalUNGjQgNTU1FL7NW7cWNm2trbm6tWrpfoLDQ2ladOmNGrUCICUlBSaNGnyyOOEKEsvJ1uGdqqHlbkxOoCVuTEzR7V7aq6v93KyZeaodk9t/kIIbTVu8mF0dDSrV69mw4YNT7TfkqfqVabY2NgK6Tc+6Rb/d/oG128X84yJit7t6uLYrOIuq1RUHpXJsZnpfZ9ROrGx6VUWz7/xT34fZsCMgRb3tFRt/rXh7xRIHtVNbcijMnKolMLA2tqatLQ0iouLUalUFBcXk56eXmpRHmtra1JSUnB0dARKjyDExcXh4+NDYGAgzz33nNLeuHFjrly5ojwCNjU1FVdX18eKsW3bthgaGv7TFB9bbGwsTk5OT7zfqNhkfo75361n128X83PMDZo1a1Yh3wArKo/KJnlUH7UhB5A8qpvakMeTyiE/P/+hX4Yr5VKChYUFbdq0ITw8HIDw8HDatGlT6lnuAwYMICQkBLVaTVZWFpGRkfTv3x+A+Ph45s2bx5o1a3jhhRdKHff9998DcPHiRc6cOUP37t0rIbPq52G3ngkhhBCPUmmXEhYvXoyvry+BgYHUrVsXf39/AKZMmcLs2bNxcHBg2LBhnD59mn79+gEwY8YMZd1/Pz8/7ty5w8KFC5U+ly9fTqtWrXjttdfw9fWlb9++6OrqsmTJkqd2sR659UwIIcS/UWmFQfPmzbXWJSixfv165WeVSoWfn1+Zx//www8P7NvExIQ1a9b8+yBrAbn1TAghxL8hj12uZeTWMyGEEP9GjbsrQTxcWU8OlAfiCCGEKC8pDGqh+58cKIQQQpSXXEoQQgghhEIKAyGEEEIopDAQQgghhEIKAyGEEEIopDAQQgghhEIKAyGEEEIopDAQQgghhEIKAyGEEEIopDAQQgghhEIKAyGEEEIopDAQQgghhEIKAyGEEEIopDAQQgghhEIKAyGEEEIo5LHLFSw0NJTg4GCSk5PJz8+nSZMmjB49GgcHB2WfzZs3s3nzZq5cuYKZmRldu3bFx8cHS0tLAHx9fdm5c2epvnV0dDh69CgWFhaVlo8QQojaTQqDCmZhYcH06dNp1qwZBgYGxMTE4Ofnx8iRI3F2dmbXrl0sW7aMxYsX07lzZ65evcrixYt56623CAoKAuCdd97hjTfe0Op3xowZGBsbS1EghBDiiZLCoIJ1795da9vW1pbIyEjOnj0LwKlTp2jVqhWjRo0CwMbGhjFjxrBmzRrlGDMzM8zMzJTtpKQkTp8+zapVqyohAyGEEE8TmWNQiTQaDfHx8Zw6dQp7e3sAnJycSExM5MSJE2g0GjIyMtizZw89e/Z8YD/ff/89lpaW9OnTp7JCF0II8ZSQEYNKcPPmTXr06EFhYSFqtZoZM2bw4osvAjBgwABu3ryJl5cXRUVFFBUV0atXL5YtW1ZmXwUFBezcuZPRo0ejr69fmWkIIYR4CkhhUAlMTU0JDQ0lLy+PuLg4VqxYQV5eHk5OTsTExLBy5UrefPNNnJycSEtL4+OPP+btt9/m008/LdXX7t27uX79OqNHj66CTIQQQtR2UhhUAl1dXezs7ABo3bo1N27cICgoiPnz57Ny5Ur69u3L2LFjlddNTU0ZO3Yss2fPVo4rsXXrVrp27YqtrW2l5yGEEKL2kzkGVUCtVlNYWAhAXl4eurrav4aSbY1Go9V+4cIFYmNj8fDwqJxAhRBCPHVkxKCCrVmzBmdnZ2xtbSksLCQmJob169crdyv07t2bdevW4ejoiLOzM2lpaSxbtoxWrVrRtGlTrb62bt2KlZUVL730UlWkIoQQ4ikghUEFy83NZdGiRaSlpWFoaIitrS1vvPEGLVu2BMDb2xuVSsUXX3xBamoqdevWxdXVlTfeeENrJOHOnTv8+OOPjB07Fj09+bUJIYSoGHKGqWALFixgwYIFpdpjY2MBUKlUeHt74+3t/dB+jIyMOHnyZIXEKIQQQpSQOQZCCCGEUEhhIIQQQgiFFAZCCCGEUEhhIIQQQgiFTD6sRqJikwnedZbM7DwszY2ZMLANvZxkISMhhBCV57FGDEruw4+IiADg9u3b3L59u0ICe9pExSazNuQ0Gdl5aICM7DzWhpwmKja5qkMTQgjxFCl3YfDHH3/Qv39/3n33Xd555x0ATp48WeateOLxBe86S35hsVZbfmExwbvOVlFEQgghnkblLgwWL17M7Nmz2b17t7LAjouLi3I/vvh3MrPzHqtdCCGEqAjlnmNw4cIFhg0bBoCOjg4AJiYm5OfnV0xkNVRoaCjBwcEkJyeTn59PkyZNGD16NJMmTVI+t82bNxMUFMS1a9cwMzOja9eu1DVy4fqdu49Rvp2ZyN/Hv1T6bBX+JgBLly5l1KhRlZ/UQ/z++++MGzcOGxsb9u3bp7Rv3ryZzZs3c+XKFSVHHx8fLC0tqzBaIYQQj1LuwqBJkyb89ttvODg4KG3x8fGl1vN/2llYWDB9+nSaNWuGgYEBMTEx+Pn5oaury8SJE9m1axfLli1j8uTJeHh4cPXqVRYvXoy+UTKGz7+qdTnh+Zfm4TWqM10cGwNgZmZWVWmVKSMjg88//5yuXbty6dIlpb0kx8WLF9O5c2clx7feeougoKAqjFgIIcSjlLswmDNnDlOnTsXDw4PCwkK+/PJLtm7dyvvvv1+R8dU4JQ9HKmFra0tkZCTR0dFMnDiRU6dO0apVK1566SVsbGywsbFhzJgxrFmzho/fbkfwrrNczrx77H+Hd2JY73ZVkMWjqdVqfHx86NevH5aWllqFQUmOJaMb9+YohBCieit3YfDSSy/x1VdfsW3bNlxcXLhy5QoBAQG0bdu2IuOr0TQaDWfOnOHYsWOYmZnh4uLC7du3KS4uZsOGDXTo0IHNmzezYsUK7ty5g/fYvgAYGhoCsOqDeSxfVICJiQkFBQXcuHEDMzMznJyciI6OJisri4MHD9KoUSN27drF+vXrSUpKwsjICCcnJ3x8fLCzs6uQ3AIDA9HR0WHo0KEcO3ZM6zUnJye2bdvGiRMn6NSpE5mZmezZs4eePXtWSCxCCCGenMdax8De3p7FixdXUCg12/1zCwoKCpQ5BUOHDqV3797ExcWxb98+UlJSiIyMxN7eHo1Gg42NDSkpKcybN48LFy7w008/AZCZmcmzzz5LYmIiurq6eHh4MHDgQKZMmYKRkZHy3qdPn+b1119nzpw5DB48mJycHPz9/fHy8mLPnj1PPNfjx4+zdetWdu7cyeXLl0u9PmDAAG7evImXlxdFRUUUFRXRq1cvli1b9sRjEUII8WSVuzBYvXp1me0GBgY0atSI7t27P9UTy+6dW6Cnp8fevXsJCAjgpZde4sCBA+Tk5BAfH8/EiRP5+uuvUalUZGdnM27cOMLCwjAzM+PFF19k1apVNG/eHLVaTXp6Ojdv3kRfX58pU6awceNGnnnmGaytrbl69ary3nFxcdStW1d5QqOtrS2enp5MmzaNmzdvPtG5CVlZWfj4+LBs2TKsrKzKLAxiYmJYuXIlb775Jk5OTqSlpfHxxx/z9ttv8+mnnz6xWIQQQjx55S4MLl68yL59+3B0dMTa2prU1FTi4+Nxc3PjwIED+Pn5sWbNGnr06FGR8VZb988tmDJlCr/++itFRUX897//ZdWqVcybN4+DBw/i4uLCiRMncHJyYv/+/UyYMIE1a9bw7bffYmJiwrVr16hbty5ubm40atSI9evXo6ury+3bt9m6dStNmzalUaNG/PLLLwB07NiRGzduEBERwYABA8jNzeXHH3+kY8eOT3zC4vnz50lPT1eKEI1Go/yxt7fH39+frVu30rdvX8aOHQtA69atMTU1ZezYscyePbvCLm8IIYT498pdGKjValauXEnfvn2VtsjISMLDw9m2bRs7d+7k008/fWoLg3uVzC04deoU06ZN49atW6jVatasWUNhYSE6OjqMGDECc3NzTp48SZMmTQAICwtT+mjXrh2+vr68//77NG3alM8//xy4+43d0dGR8ePHK4WBo6MjgYGB+Pr64uPjQ1FREe3atePLL78sHdy/5ODgoBVnQkICv/76K1FRUaxbtw5ra2s2btyIrq72Ehkl2xqN5onHJIQQ4skp9wJHR44cwc3NTavtpZde4tChQwC8/PLLJCc/3cv33rx5kxdeeIEXXniBMWPGMHjwYIyMjFi/fj3NmjXDwsKCQYMGoaurS2hoKJs2bQJg5cqV6Orq4uXlxcCBAwE4ePAgXbt2JSEhgczMTIqLi2nRogXr1q3jypUrfPXVV8r7JiYmsnjxYiZMmMD27dv55ptv0NfXZ+bMmRQXF5cZ6z9lYmJCy5YtlT+2trZYWFigr69Py5YtMTMzo3fv3uzYsYOdO3eSnJxMTEwMS5cupVWrVnJ7qxBCVHPlHjFo2rQp3333HePGjVPaSoa1AbKzszE2Nn7yEdYgpqamyiz9zMxMvv32Wxo3bswbb7zBgAEDWLJkCbt371a+NRcVFQF3nzkxePBg3N3d8fT0xM7OjsuXL6PRaLh8+TJ6enpoNBoSExOZNm0aGo2G8+fPA+Dm5oaNjQ0tWrRgxowZSix2dnb06tWLEydO0KVLl0r9HLy9vVGpVHzxxRekpqZSt25dXF1deeONN0qNJAghhKheyl0YLF26lFmzZrF+/XoaNmxIWloaKpWKgIAAAJKSkpgzZ06FBVoT6Orq8tFHHynbX375JcHBwcq19tWrV1NQUEBWVhZr167lp59+Ij8/H2tra8zMzPjyyy9p0aIFTk5OrFu3jtu3b2NnZ8elS5d4//33ad++PQBnz57lzTfvroYYFBTEhg0blDsg7o0FKmfoftasWcyaNUvZVqlUeHt7K/MQhBBC1BzlLgxeeOEF9uzZw6+//kpGRgZWVla0b98eff27y/i6uLjg4uJSYYHWRGq1mvz8fNasWYOzszO2trbKEyrDw8N55pln0NPTo02bNmzfvh07OzuKioo4efIkJiYm2Nra0qVLFzZu3MjFixfp3LkzaWlpfPPNN9ja2pKcnEyzZs0YPHgwb7/9Nl9//TVubm5cv36dlStX0qBBA9q1q54LJAkhhKieHmsdA319/X988k9KSsLX15ecnBzq1auHv78/zz77rNY+xcXFLF26lMOHD6Ojo4OXl5eyet6RI0dYsWIFf/75J+PHj+ett95SjgsICGDLli00aNAAuDtLf9GiRf8ozn+qrJP/+vXrGT58OLm5ufj6+nLt2jWMjIywsrKiQYMGZGRk0Lt3b2JjYykuLubChQtoNBoMDAxwdHTEw8OD4OBgTE1N2bdvH5s2bVKG5d3c3Hj99dcBcHd3586dO2zevJlVq1ZhbGxMu3btCAoKok6dOpX6OQghhKjZyl0Y5ObmEhAQwMmTJ8nOztYaoo6Kinrk8YsWLeLVV19l2LBh/PjjjyxcuJDg4GCtfcLCwrh8+TJ79+4lJycHd3d3OnfujI2NDba2tnzwwQfs3r2bgoKCUv27u7trFQuV7fTp06xbt47CwkLg7voOPXv2xNfXFz09PXr37s28efPIysoiNzcXQ0NDJk2apJzcS/j4+LB7926ioqI4dOgQTZs2ZcuWLbRu3brUew4ePFj52cPDAw8Pj4pNUgghRK33WI9dTkhIYPr06eTk5PDuu+9ibW3NpEmTHnnstWvXSEhIYMiQIQAMGTKEhIQEsrKytPaLiIhg1KhR6OrqUr9+ffr06cPu3buBu5Pp2rRpozzyubqZNGkSq1atIiIigsjISJYsWcKRI0fYvHkzAL/88gtqtZqAgAAiIyN57bXXCA4OZtu2bUof27ZtY8+ePSxZsoTIyEjWrl1Lbm4uu3btqqq0KpxarWbt2rX07dsXR0dHevXqxdKlS7l9+3ZVhyaEEE+lcp9ljx49SkREBObm5qhUKvr06YODgwPe3t6PLA5SU1Np2LAhKpUKuDs5rUGDBqSmplK/fn2t/Ro3bqxs37/C38P8/PPPHDlyBCsrK2bNmkWHDh3Km9oT8aiHJ+3cuRNPT09lHYhu3bpxLjGVpR+tZNMJQyzNjbl6Yivu7u688sorSh/JycmsWrWKqVOnYmJiUqk5PY6o2GSCd50lMzsPS3NjJgxsQy8n20cet2HDBjZs2MCHH37ICy+8QFJSEm+//TYFBQUsWbKkEiIXQghxr8da4KhkFT0TExNu3ryJlZWV1lP1qoqHhwfe3t7o6+tz9OhRpk+frhQx5fXbb789sXhKbi2Mjo7G3d2d2NhYbt26RXp6OrGxsQDEJ90iPjGH/FtZFNzOJgO4knYd8+RMZR+AtLQ08vLy2LFjB23atHliMT5JG7cfIiw6h8Liu5eXMrLzWPN9HElJSTg2M33osfv378fe3h5LS0vS0tIwMTHBxcWF48ePa30OlaGy36+i1IY8akMOIHlUN7Uhj8rIodyFQevWrTl58iSdO3fG2dmZxYsXY2pqWmoCYVmsra1JS0ujuLgYlUpFcXEx6enpWFtbl9ovJSUFR0dHoPQIwoNYWVkpP3ft2hVra2vOnz9Pp06dypsebdu2VZ5q+E/dvHmTHj16UFhYiFqtZsaMGcraAiVLR48aNYqWLVvyflAg2ZejASjKv4G+iTkmDVrxa8wx4DU6duzIX3/9xf79+wGoV68eTk5O/yq+ihAbG8vhc3eUoqBEYbGGw+fuMHnkw1fC7N27Nxs2bMDU1JTWrVuTnJzMuXPnGDhwYKXmGxsbWy0/38dVG/KoDTmA5FHd1IY8nlQO+fn5D/0y/FjrGJRMOHznnXdYsWIFN27cYPny5Y881sLCgjZt2hAeHs6wYcMIDw+nTZs2WpcR4O5T+UJCQujXrx85OTlERkYq1+gfJi0tjYYNGwJ37/G/cuUKzZo1K29qT4ypqSmhoaHk5eURFxfH8uXLCQgIwNbWlpCQEBYtWsSwYcMA0PC/dQdupp7B2NyO+s/3pjg/l1fHjgeNGpVKV1mfYPv27eibt+T7Axcfe7i+omVm5z1W+708PT3Jz89n+PDh6OjoUFRUxOjRo5k7d+6TDlMIIUQ5lGvyYXFxMTt27KBRo0bA3RP9Bx98wKpVq3j++efL9UaLFy9m06ZN9O/fn02bNuHn5wfcfdjQmTNnABg2bBg2Njb069eP0aNHM2PGDGxt7574YmJi6NGjBxs3bmTr1q306NGDw4cPA7BixQqGDBnCyy+/zLvvvsvy5cu1RhEqi66uLnZ2drRu3Zo+ffqgq6urTJasV68eq1evpt+Q0aj0jbHu+CoWLXoDcP3iMXIunUBXpUdDxxE07/seKsM6GFu2YMSrUwFIOPsH7733HhnZeWi4O1y/NuQ0UbFVvwy1pXnZK14+qP1eu3fvZsuWLSxbtowdO3awevVqDh06xKpVq550mEIIIcqhXCMGKpWKLVu2aK1u97iaN29OSEhIqfb169drvU9JwXA/Z2dn5bkM9/P39//HcVUEtVqNj48P7dq14+TJk0p7VGwy/7dvN/We64mZtSPJSYEY12+GYd3GZF3YTz07VwBupsajLsyjYfv/sP9wGDY2NtR5fhDnotZRv9UA9E3ujrTkFxYTvOvsY48anDx5kg0bNnDu3DlSUlKYM2cO06dPL3PfCxcuMHLkSAoKCkhISFDafX192blzZxlH6PBc3/cwrfMMEwY+ek6Ev78/EyZMwN3dHYBWrVpx584d3nnnHaZPn/6vL++IivfVV1+xb98+/vrrLzQaDS1atGDatGlaD1Q7f/48AQEBnDt3jsuXLzNixAg++OCDB/aZkZGBu7s7mZmZHDx4UPlSIoSoeOW+XdHd3Z3vvvuuImOp0dasWcMvv/xCcnIyH3zwAenp6cTFxSnrD8THx7Piiy2oiwsoyr9JSsy33LmeQoO2w9BR6VOUl83ta4lcT47hVvofGJg1IvPcbjIunmLRokWoTZoBOuRlXdR63/IM19/v9u3bPP/88/j4+Dx0ZCUvL4+5c+fy4osvlnrtnXfe4ciRIwQGBnLkyBGWB26jjuWzmFg0x7qRFTNHtStXwZKXl1fq+QkqlUp5lLOo/o4fP86IESMIDg4mJCSEDh064O3trTVJKi8vj8aNGzN9+vQy1+S4l1qtZv78+Tg4OFR06EKIMpR7jkF8fDybNm0iKCiIRo0aaa3NX555ALVdbm4uixYtIjU1laKiIlq0aMH8+fPJzMwkPDycgoICkuJ+Rl14h5ykoxjXfxbbLtNRFxdxI/nuqELRnZvkXDxK/vUU0NFBV8+Atn1n0aNHD74+tJdEAxOK8m9ovW95huvv17NnT3r27AnAJ5988sD9lixZQseOHWnfvn2p0RozMzPMzMyoV68eVlZWOD6XS27mRVatWsXAgf3KHUvJ5MOSdSqSkpJYtWoVPXr0wMjI6LFzE5Xv3id9Arz55pscPnyYffv2KROlHB0dlUnFP/zww0P727lzJ/r6+kyaNIkDBw5UTNBCiAcqd2EwevRoRo8eXZGx1GgLFizA29ubYcOG8cEHHyjDqCUPmXJ2dsbF/V2upl0j7cwOclPPcPnIGvQM69KoRReu/L4P07qW1O0+h7+Pr0dlYMqzruOZOerusw4mDGzD8e+139NQX1Wu4fp/IjQ0lDNnzrB9+3YiIiIeuf/333+PpaUlffr0eaz3effdd3nmmWf46KOPSE9Px8LCgl69esnkwxpMrVZz69atf/S01ePHj3PgwAHCw8O5cOFCBUQnhHiUchcGJYvuiAc7f/486enpWk8VVKvVaDQa7O3tmeT9JjdyLWnsNA6Nuoii/FxMzcxxML/Md7/vo5+TJd9v+5a87ItoigtppteeXk53V4vs6tgIdWEe5vUt0QFMdHL4PWIF038q1Lr2f69/ep02MTGRjz76iODg4HJ9ay8oKGDnzp2MHj1aeahWeZmYmPDWW29V6XLW4sn64osvuHHjBmPGjHms4zIzM/Hx8WHq1KlYWFhIYSBEFSl3YaDRaAgJCSE8PJzs7GzCwsI4efIkGRkZDBo0qCJjrDEcHBwICwvTatuyZQtRUVGsW7cOa2trOv2ZQ/Cus2Rk59G4sTUTBrZh3adbcXFxoUPrRhQP6kx2dmtCQkJobPG/k/Ivv/yCRqPmc78JWFpaMmrUKLp26fzACZn3Xqd9nOHYgoIC5syZw9y5c2nZsmW5jtm9ezfXr1+XESXB5s2b+fLLL/n8888fe8Lg/PnzcXd3l7kFQlSxchcGq1ev5pdffmHixInKkwsbNWrEhx9+KIXB/2dijnG8ygAAIABJREFUYlLqZGphYYG+vr7SXl8/iVFOxWg0+lhbW7Fx48ecPXuW7777jtatW9OzZ09u3brFjh072L17NwMHDiQnJwc/Pz8GDRqEra0tb7/99gOv/ZcIDAz8R9dp09PTOX/+PEuWLFGWJNZoNKjVav4fe2ceVmP6//HXOac9pSI0SrKXvcSQbTCY7atpGNuMwQxjGwzfRtEQ2cLYNXaJ7F/VWLLOMBhraFC2plEqlPZFyznn90e/84yjIlSWuV/X5bqcZ73v5xzuz/NZ3h8HBwfGjh2r5REB2LZtGy4uLlJpqeDfybp161i2bBk///wz7dq1e+7zT58+zblz51i7di0ymUxKPu3SpQu9e/cWEtkCQQVRasMgKCiIoKAgLCws8Pb2BsDa2prY2FdfR/+6cfr0aYYOHYq1tTX/+c9/gH/KtS5fvsz9+/eRy+WS/O+2bdto2LAhZ8+eZdCgQdJ1/v77b3r16oWhoSH/+c9/8PDwKFXs/8yZM+zYsYOgoKDndsdWr169iNfj6NGjLFu2jODgYKpWraq17+7du4SFhbF8+fLnuo/g7WLJkiX4+/uzevXq51IcfRzN7y4iIgIHBweuXLnC5MmTWbduHXXq1CnL4QoEgqdQasNAqVRibFyoe6+pSMjKynqtG/u8ChITE/Hw8MDFxYU7d+7w3Xff8d133/Hnn3/yzjvv8E6dFuzYFoiikhVNOw+i3wf2NGyo/aYdFBTEyJEj+fjjjxk8eDAmJiYYGBiUKvavidP6+vqWGKfNysoiJiYGKAwdJCUlERkZiZGREba2tkW8HhrpzOJCC0ePHsXS0pL33nvvhZ6X4M1n1qxZbN++nYULF2JnZ0diYiIABgYGUn+VvLw8oqKigMLfX1paGpGRkejq6koiaZrfV0ZGBg0aNCAlJQUAOzs7SdlUIBCUP6U2DDp16sScOXOYPHkyUOheXrJkiVgQHkMjbDRw4EByc3O1Gkw1a9aM5Hxzlu8MRyXTQ8E/6oWAVs2/hYUFCoUCY2NjSWegtLF/TZz2aa7cq1evankmAgMDCQwMpHXr1mzatKnU83306BEnTpzgq6++eul22C/anVHw6gkICACQ+oJo+PTTT5k7dy5QGKLSiFgBXLt2jcOHD1OzZk2pH4hAIHg9KPX/5p6enkyaNAknJycKCgpo2bIlLi4ur53q4KvEz88PmUzGsGHDinWtB4RGkpuv1NpWnHrhgAEDSEhIYMeOHVhZWeHq6lrq2L8mTrtu3TrpGNCO07Zp04YbN26Uel5ubm64ubkV2W5gYMDatWtfuqnHsbBYlu8Ml55NSQaT4PWkNL8la2vr5/rNAc/9OxUIBGVDqQ2DSpUqsWLFCpKSkoiPj8fKyuqV9CN4XTlz5gzbtm0jKChIS/zpcZ7VbMjS0pKpU6fStGlTRo0aha2tLT/++CN37txh9OjRpYr9P3nMmxCnLa3BJBAIBILyp9SGwaxZs/jkk09o1qxZkQS0fzvJycm4u7sze/bspxpLVc0NSSzGONCoF1avXh1HR0dpe926dbG1tWXDhg2MHj26VLH/J495E+K0L9OdUSAQCARly3PpGIwaNQojIyM+/vhjPv7449f2DbSieZawka+vL5988gmDPrCXXOSP8yi3gGNhsRgWxBeJ/WtITk5+bRf2l+VZBpNAIBAIKo5SGwZeXl5MnjyZ06dPs3fvXvr27YuNjQ2ffPIJQ4YMKc8xvvaURtgI/omXTzypHWrIyM5n+c5wxvRpXiSmumrVKvz8/DA3Ny9y35Ji/4/zJsRpNQbT4+GE8pR7FggEAkHJPFcquVwux8XFBRcXF8aPH4+npyfz5s371xsGpRE20pRrVTcCtTIPVX4Oj9LikckV6JtUJzdfyZyfVpD71XvUq1cPmUwmdS8cMGAAenp6FT6viqoU0FxTVCW8/YjqE4Hg9ee5DIPs7GwOHz7Mvn37OHfuHM7OzlI5kuDpPFmuBbFk3ruKjqE5dbp6ApCVncvChQu5d+8eOjo62NraMmXKFHr37l3h463oSoHOTjZigXjLEdUnAsGbQakNg7Fjx3LixAkcHBz46KOPmDt3LhYWFuU5tjcajbCRhsfLtYbOPFRsTL1Bqw9Y77Wowsb4NF6mUuD8+fOsX7+e69evEx8fz7hx4xg1alSxx96+fZvevXuTl5dXpBlUaGgoa9asITo6GgMDA5ycnHB3d8fW1vblJid4JYjqE4HgzUBe2gObNm3Kvn37CAwMZMCAAcIoKAXBwcG4ubnh7OxMs2bN+OCDD9iwYQNf9myErqIwzyD17z/4+9gCboVO4cqeaUyaNImkpCSt6yiVSlavXk2PHj1o0qQJbdu2lfpVlBcvUymQnZ1NvXr1cHd3f2qVRk5ODuPHj+fdd98tsi88PJwJEybQvXt3fvnlF1avXk1qairDhw8v/SQErxWi+kQgeDMotWEwbNgwLC0tuXDhgqTRn52dTXZ2drkN7k2nSpUqjBo1im3btrFv3z6GDx/OkiVLiLn2G5+0NkOWfp0H137BpklXZi7cwM8rlnHt2rUiLYg9PDzYuXMnEydOJDQ0lFHuc7h8z4T/TAxh6MxDHAsr+34VJVUElKZSoFOnTkycOJEPP/zwqbkRM2bMwNHRke7duxfZd+nSJUxNTRkxYgQ2NjY0bdqUoUOH8vfff5ORkVH6iQheG17mNyUQCCqOUocSbty4wciRI9HT0+P+/ft8+OGHnD9/nqCgIBYvXlyeY3xj6dChg9ZnGxsbjhw5wrlz5xg6tAnxtQvQeWjP7o3e0jF9+/Zl6dKl0uczZ86wb98+QkJCqF+/PsfCYgk5l4mqUn2g/OK05V0p8KxmUI6OjqSnp7N//3569uxJZmYmISEhODo6Svr7gjcLUX0iELwZlNpj4O3tzdixYzlw4ICki+/s7ExYWFi5De5tQq1W8+eff3Lx4kXatGkDgJOTE1FRUZw9exa1Wk1iYiIHDx6kU6dO0nmHDh3CxsaGP/74g/fff5/vvulN9JmN5OekSMdo4rRlSWcnG8b0aY6luSEywNLckDF9mpeJ8aFpBrVw4cISm0E1a9YMPz8/pk+fTtOmTXF2diYhIQE/P7+Xvr/g1VCevymBQFB2lNpjcPv2bXr16gX8013RyMiI3Nzc8hnZW0JGRgYdO3YkPz8flUrFR59+ybGYGuwMv4uluSF9vhzN8OHDKSgooKCggM6dOzN79mzp/JiYGOLj4wkJCcHHx4cfV50l8cYB7p5ejW2nCcgVukD5xGnLo1KgtM2goqKi8Pb2ZtCgQXTp0oW0tDSWLVvGmDFjCAgIQKFQlOm4BBWDqD4RCF5/Su0xqFmzpiTBq+HPP/+kVq1aZT6otwljY2OCg4PZtWsXfb8aw96Q7dwOPw7AndsRbA1YhWu/Yfzvf/9j9erVxMXF4enpKZ2vVqvJy8vD19eXd999F5u69lg5fkF+djJZD65Lx70pcdrHm0E5ODjg4ODAlClTUCqVODg4sHLlSqBQ2Kl+/fqMHj0ae3t73n33XRYsWMCFCxc4e/bsK56FQCAQvL2U2mMwbtw4vv32W/r160d+fj6rVq1i27Zt+Pj4lOf43njkcrlUXndnVwwWdTuRdOMAlWu15uGNAxjXaEKssgGNGjWiUaNGGBsbM3DgQMaOHYutrS2WlpbIZDLq1q0LaOK0eSj0jCn4/3DCmxSnrV69eqmaQeXk5CCXa9utms+ajpECgUAgKHtK7TF47733WLt2LcnJyTg7OxMfH8+yZctEjsFzkJSSg1qtRq0sAEClzANkWmGAxxe/8+fPExkZiVqtxt7eHj8/Pzo72TC4Z22U+VnoGlpIcVrryrm0aNECBwcHrXuePXuWhg0bFvmzc+fOcptnVlYWkZGRREZGkpeXR1JSEpGRkdy5c0dSg3z8j6YHRIMGDaQy2K5du3LixAn8/f2JiYnhypUreHp6Uq1aNZo3b15uYxcIBIJ/O8+lfOjg4IC3t7f0OS8vjz59+jBu3LiyHtdbwdKlS2nVqhU2Njbk5+dTkHSRlKhjmFq3AqBS9cYk3/6NajXrEhvryP3795k9ezYNGzbk4sWL/PzzzyQkJEjXO378OF26dCF482KqVqnCO7IIru35hfG7clGpVNSpU4ebN28WO5agoCAtTYHyzOy/evVqkWZQgYGBtG7dmk2bNpXqGq6urjx69IjAwEAWL16MoaEhzZs3Z926dVSqVKm8hi4QCAT/ep7LMCgO4dYtmczMTKZNm8b9+/fR19fHzKI6NRp/iLF1YVWCRf0u6OgoSI8+xkcf7cTU1JQ2bdowceJEoqKimDRpEnZ2diQlJTF06FAuX75M//796dChAy1atMDZ2ZlJkyaxZs0aHjx4QHh4uJQY+iQWFhZPFRsqS563cVNJzaD69etHv379ynJoAoFAIHgGL20YlLQQCWDy5MlMnjxZa5umiUxiSg7VLIz578CJxWZpv/POO9Lf69atS/Xq1dHX16dOnTpaOgfBwcFER0cXJjf27VvigjxgwABycnKwtbWlb9++uLq6iu9OIBAIBEV4pmFw+vTpEvfl5+eX6WD+DWjKtcLCwnBycirVOZrKhOTkZPr37y9t1+gBBAQEYGBgwKNHj4qca2lpydSpU2natCkymYzff/+dH3/8kTt37jB+/Pgym5dAIBAI3g6eaRhMmTLlqfutrKzKbDBvC6dPn2bo0KFYW1tz+PBhaXt4eDhz5szh2rVrGBkZ8fnnnzN+/Phia/JzcnJwc3Pjr7/+QqFQoFQqeffdd6XY/ZN6ACEhIcTGxhbxAtSpU4c6depIn5s2bYpSqWTDhg2MHj0aXV3dcnoKAoFAIHgTeaZh8Ouvv1bEON4aEhMT8fDwwMXFhTt37kjbExISGDJkCD169MDHx4ejR4+yfv161Go1//3vf4tcZ/r06dja2vLXX38xc+ZM5s6dy6VLl9i5cyd9+vTR0gOYPn06KpUKmUyGWq3GwcGBsWPHMmLEiGLH2LJlS1asWEFycrJUESAQCAQCATxHuaLg2ahUKtzd3Rk4cGCRkrqtW7dSqVIlZs2aRf369XF2dmbcuHFs3ry5SCOqoKAgIiMj+eGHHwCoVasWlSpVwsnJSepLodEDmDBhAnK5nD59+mBnZwcUdmPMzMzUuuauXbv48ssvadOmDSNHjkQmk3Hq1Kkic6jITo7HwmIZOvNQuTaDEggEAsHz8dLJh4J/8PPzQyaTMWzYMJYvX6617+LFi7i4uGiJ9nTo0IEZM2awJegYf0TrkJSSg5E8jdvHVrB92xaUysJmM3fu3CEvL4+srCyys7O5c+cOtra2XL58mSVLljB//nyMjY158OABf//9N1WqVMHIyAgAf39/rKysOHz4MC1atKBx48Zs2bIFZ2dnpkyZgoGBAR9++KE0Jg8PDy5fvoy7uzv29vZkZWVx9+7dMn9Wx8JitRrqlFczKIFAIBA8H8IwKCPOnDnDtm3bCAoKKjbbPzExEUdHR61tGpW/7QcuYVCtCSplHteOr8WyXndWrN2KTTVjAKmyITExEQAvLy+6du3KvHnzmDp1Ks7OzgC4uLhw8uRJrVbHBQUFLFy4kHv37nHhwgVsbW3x8vKid+/ejBo1itDQUMkweLKTo4ZGjRqV1WOSCAiN1OqyB/80gxKGgUAgELw6hGFQBiQnJ+Pu7s7s2bNfSCsgv0CFAfDgagj6JjUwrtmKixH7uXSmUKzIyMgIOzs7PvvsM/r164dCoaBLly4olUqmTZum5epv3bo1cXFx0udvvvmGb775ptj7ZmRkULNmTenz450cR40aRV5eHi1atGDSpEla5ZNlQUlNn8qjGZRAIBAISo8wDMqAW7du8eDBA61kP5VKJSUC+vr6YmlpKb3xa3j48CEAOgaFKoTZSbcpyEklI+EKAAp5oechNzcXc3NzBg4cKJ37tKTQLl26PHPMISEhhIeHa+ksPNnJUU9Pj0WLFvHVV1+xd+9e9PX1n3nd0lLV3JDEYoyAN6UZlEAgELytCMOgDGjatGmRxkBbtmzh2LFjrF69GisrK27dukVISAgqlQq5XE5kZKQkLx37x89UadgD6zbfoFYVutfNTfX57tN6fP3114wfP57ly5fj4OBARESEdI8jR46wfft2IiIiyMzMxNrams8///yZapRHjhzhxx9/ZObMmTRu3Fja/ngnR00oYfHixbRv357jx4/TvXv3snhcgKYZVLhWOOFNagYlEAgEbyvCMCgDjIyMaNCggda2KlWqSA2DAPr378/mzZvx8vLC0dERHx8fZDIZzRzbEnGtsJ21Mj+HxIg95KbFkWJqyhGTHgBs376ddu3a8fvvv/PgwQNmzZrFiRMnyMvLo3bt2syaNYu6dety/vx5pk+frpVj8CT79u3Dw8MDHx8fXF1dtfY92clRMw9zc3Pi4+PL5Flp0OQRBIRGkpSSQ1VzQwZ9YC/yCwQCgeAVIwyDCsLKyor169fj4+PD//73P3R0dDAyMmLb5nV06Pge+vJ84s6uoaptC0Z6/kg141w8PDyAwq6D77//PsePH2fEiBHIZDI2bNiAWq1m+vTprFy5kq1bt2JjY0NERATbtm0rdgw7duzAx8cHX19frUoEDU5OTgQFBREdHS0ZBykpKaSkpGjlIpQVGhVIgUAgELw+CMOgnGjVqhV+fn68//77kvqhoaEh8fHxmJmZkZqailKpRKFQYKCvg5VxOsoqZrRtasX0H7STBX/99Vd+++03AK5du0ZoaKikZjhv3jw+/vhjPh25mOwCA9L/uohKpZZaHRsZGWFra4u/v79WFYMm30FXVxczMzMAPv74Y1auXMmUKVOYMmUKurq6LFiwgFq1atGxY8eKenQCgUAgeIUIgaNy4HH1w8fZvHkz+vr6eHp6UrlyZa19CQkJuLi44OXlxcmTJ9m8ebPUXrhu3bqSIVDVsgYzt9yWRIGOhGeha1iZuFth3DmxmJS4ayiVBQQGBuLq6oqXlxcAAQEBUhVD+/btpT/fffedNAZDQ0P8/f0xMzNj0KBBDBkyBCMjI/z9/cs08VAgEAgEry/CY1DGaNQPO3TowK5du6Q+CGfOnOHgwYNYW1szZ84c0tLSkMlkLFq0CLVaTXZ2NpaWlsyaNYugoCCta0ZFRUl/f/gwkVObvqNKwx6o63dl/+k7yPVMUBXkINcxwLxuJyrVaELsyWXIULJp0yag0OsQERGBp6cn169fBwrDG/Xr1yc9PZ3o6Gipj0PlypX54osvivRxOH36NMuWLePGjRsoFAoaN27Mhx9+WOpmUAKBQCB4/REegzLGz8+P/Px8Tpw4gY1NYfxco3MwcuRIvv76azZt2oS5uTl6enrs2LGDtLQ06fwpU6awc+dOoPiW1mqVEplC++1dVZBL5v0IzOt2xrxOBxIubsawSt0i52ZmZpKQkICjoyPvvPMOs2bN4tSpU3z//fcMGTIEOzs7du/ejbe3N9u3b2fRokXSufHx8YwYMQJ7e3t27drF5s2bMTExYe7cuUUknQUCgUDw5iIMgzLkzJkzbN26FbVazcCBA6UGRRqdg/nz5+Pu7o6rqyspKSnk5uaSkpLCo0ePMDY2JjExERMTE+zt7dmzZw8rVqyQrq1JFtQxqIxC10Dannk/kvysRIyq1qNK/S48uBKMoXltrOppqyyqVCr8/Pz45ptvaNeuHTo6Ori4uDBgwADOnTun1cehW7duRfo4RERE8OjRI77//nvs7Oxo0KABo0ePJjMzk5iYmPJ+tAKBQCCoIIRhUEZovAJt27ZFX1+fYcOGSfs0OgfBwcFMmb2Sph/8gELfBOQ6mJpZSAmAx48fJzo6Wipz1CQtmpmZ0a5dO0BGwaM0SacgI/5P4s9vBKCyTRtS/jpJTsodati/j0tTbaXCx/s4aEhISODgwYMYGRkV28chJydH0k1o3LgxBgYG7Nixg/z8fB49esSuXbuoXr26VltngUAgELzZiByDMkLjFdizZw9yuZzGjRtLTZBatWqFr68vJu+0IOhMOpFH/FDmZgCQllKofnjt2jUAvvjiC/z9/YmJiSEkJAS5XM7nn3+OQqFAJgP9ytY8SksgPyeVzIQrgAqAhIubpLEkha2hUefx0ucn+zjs2rWLe/fu0blzZ7p06YKpqWkRKWdNHwdN9YKVlRUBAQGMHz+eBQsWoFKpqF27Nh4eHk/VTRAIBALBm4XwGJQR1tbWWFhY4O3tTUhICMHBwTRp0gSFQkFwcDCdO3eWGgfZtBtZ6DGQ6aDQN8WmWU9u3LjB9u3bsbGxwc3NjcmTJ0uyyp9//jlubm5cv36dGbN+Qi6XkxF7gYKcZJze7cSxY8eoX78+06dP58aNG/xx6ndpXE/2cTgWFovMrBE6BmY06vQ1EddvS9LMT+Phw4d4enry3nvvsWPHDrZu3UrdunWZN29ekRbPAoFAIHhzER6DMuLu3bskJyfj4+MjbdN4DFxdXfH19SXxYR6PMh4AoGNgiqG5LfqVrYn98yDZ2dm0aNFCEieaOXMmW7dupU2bNlISI0Cvbi1YUqOa1B1Rc+9bt24xY8YMZsyYARTKG6tUKlxcXFCpVIwYMaJwmxpQqwE113/fQLWG3ciKP8Rff/2lNR+NsaDxJGzevBm1Ws3UqVOlYxYtWoSTkxOhoaH06dOnDJ+mQCAQCF4VFWYYREdH4+HhQWpqKmZmZvj6+lK7dm2tY5RKJTNnzuTEiRPIZDKGDx8uLTgnT55k4cKF3Lx5ky+//JJJkyaV6ryKorh+CZ6enkRGRhIcHIyVlRVbT+3l5v7F0v7ctDgy7xXKIefn50vbHz16xO7duykoKKB///7PvHf16tWL3Pvo0aMsW7aMbdu2kZubS+XKlflx1R+kpOeSeuc0Wfcjqdl6KAWPCisiLl68KPVxAPj9998xNDTEwcEBgJycHK0cBCismpDJZM/szSAQCASCN4cKMwymTZvGgAED6NWrFyEhIUydOpWAgACtY/bs2UNMTAyHDh0iNTUVV1dX2rZti7W1NTY2NsyaNYsDBw6Ql5dX6vMqiuL6JXTu3Jn09HQePnxIr169MDSqhG3br5HpW5CXncTDm0fITYsDtYp58+Yxa9YsAAwMDHBzc+PAgQN07NiR1atXs2vXLuLi4jA2NiY3N7eIsuGT9756tdDgaNasmbQtIcYfuc7/dy+UQX5OMkmR+9GrVJ1HjzLx8vJiyJAhxMTEsHTpUr744guMjIyAwo6N/v7+LFiwADc3N/Lz81m9ejUymez/EyMFAoFA8DZQIYbBw4cPiYiIYMOGDUCh9K6Pjw/JyclYWFhIx+3fv58+ffogl8uxsLCgW7duHDhwgG+++QZbW1ugsDPgk4bB086rKIKDgwkICCA2Npbc3Fxq1qyJlZUVSqUSDw8P2rVrx4ULF7h7fiPKggIA5Dp6ODq3JyvtvjS37du3c+3aNR4+fIi5uTkDBgwgPT2dXr16sWzZMknzIDAwkMDAQFq3bi2JGD0LE2MDYq/9Sm7GfVArSYzYS6UaTajv1JOJn9kxd+5c3NzcMDU15fPPP2f8+H8SGFu3bs2SJUtYs2YNW7ZsQUdHh0aNGvHDDz9UqAEmEAgEgvKlQgyDhIQEqlevLqnoKRQKqlWrRkJCgpZhkJCQwDvv/FNmZ2Vlxb1790p1/Rc5ryypUqUKo0aNws7ODj09PS5cuIC3tzc1atSgX79+HDt2jLy8PJYuXUqjRo3YvXs3GzZs4NNP3pfCAOfOnaNFixaMGjWKqlWrsm3bNtauXYtVo84cirbB5ctlpe5A6Obmhpubm9Y29++GsHynY5FWx1+7NqdFC5sSmy9p6NGjBz169NDaFhYWVtpHJBAIBII3AJF8+P9oXO8vipGREUZGRqSmpgJQq1YtLCwsePjwIY6OjqxYsQIjIyMsLCx48OAB7du3JyoqiiVLlmBpaUlSUhJubm78GZ3FT7vjSMuO4WFEBHIdAx78fYmkmCtEqQq4ctSWgQMH0KFlreceownwUStTjoank5atpLKRgq7NTTHhAWFhD1547m+LcSDm8frwNswBxDxeN96GeVTEHCrEMLCysuL+/ftSN0GlUsmDBw+wsrIqclx8fLwUF3/SE/C067/IeY/TpEmTMmsUpFar2bp1KwkJCYwdO5ZWrVqhVqvR0dHBycmJY2GxrA0OJ+p2LslJSZiYWVK1alUyqMa+C+HSG31OxkNUBbnI1CqsnAcjk+uQdOMAG1YuYOSpX6Xxnj9/nvXr13P9+nXi4+MZN26cVLEAsGvXLkJCQrh58yZ5eXnY2dkxbPBg/vOfj6VjIiIimDNnDlFRUaSnp1O1alW6dOnC+PHjMTU1LXGuYWFhb0WvBDGP14e3YQ4g5vG68TbMo6zmkJub+9SX4QrRMahSpQr29vbs3bsXgL1792Jvb68VRgDo2bMnO3fuRKVSkZyczJEjR4q4rovjRc8razIyMmjZsiVNmjRh+vTpfPLJJ9ICbWtrS0ZGBoFBx1m24zL34qJJiz0PQEJiOglJWZLOgQZlXhagpqr9BxhVrYehRW2sHL/gUcZDjh8/Lh2XnZ1NvXr1cHd3LyJUBIUCR127dmXNmjWEhITw8ccfM2nSJPbv3y8do6enx6effsr69es5dOiQ1EfB09OznJ6WQCAQCF5HKiyU4O3tjYeHB35+fpiamuLr6wvAsGHDGDt2LE2bNqVXr16Eh4fTvXt3AEaPHi3V8F+4cIEJEyaQmZmJWq1m3759zJo1iw4dOjz1vIrE2NiY4OBgzp07h5eXF7/88gt79+5FJpNJYkUzPIYDMnQMKmNq05qUqN9Qq9XcupuKeaUc6Vo5KXfITY8HwMy2rbRdR78SugaViI+Pl7Z16tSJTp06AbBgwYIi43py29ChQzl37hyhoaFSD4Z69epRr1496Zh33nmHAQMGsHz58pd/MAKBQCB4Y6gww6Bu3bpS18DHWbPIsj1oAAAgAElEQVRmjfR3hULB9OnTiz2/VatW/P7778Xue9p5FYlcLsfW1hZLS0uaN2/Ozp07+eWXX9i0aRNbtmzh2LFj6NXrA3Id9CpVI+3OGQBkCl1ycwuoam5IYkoO2UlRxJ3fgHE1B7LuXyU/Kwm9StUAUKgeUZCbRc2aNUscR3R8GkNnHiIpJYeq5obFJixmZGQUucaxsFgCQiNJSsnBRO8Rqdd+oU2bNmX8lAQCgUDwOiMkkcsBjaaBhYUFSqWSBg0aUKVKFXR1dalqZYe+SQ1Qq0iLOYu+6TuoVQXIVI94z16XjNgzxJ1bT5UG72Pl2A9dIwsSr+wiNzUWI5KRx+3B1rYWHTt2LPbej3ILOHv1HokpOaiBxJQclu8M51hYrHRMSEgI4eHhfPXVV9K2Y2GxLN8ZTtjeBdzcP5kLu6dyP03NfwaOL+YuAoFAIHhbEVUJZcTSpUtp1aoVNjY25Ofnc+HCBdasWSOVDN6/f5/s7GxyM5PISUvl4Y0j5KYnSOfnpsUxc/IIAKyb9kS/uiPmxjI+85jOqUPbuXhxHRkGBjg7O+O5ZH6JiZKZOflUUmkrEebmKwkIjaSzkw1Hjhzhxx9/ZObMmTRu3Fg6RpPfYOU4EFVBLnmZD3h44yAzZkyne2jpdBIEAoFA8OYjDIMyIjMzk2nTpnH//n309fWxsbFh4sSJ9OvXDyjsl3D58mWuHfBFJtfB0MIO247fo29aWJkhAyo/2MW5c+e4e+UAXDlAFHB+F9SsWZNLly6VahxKVfHyxEkpOezbtw8PDw98fHxwdXUtsh9A19AMAH2T6ugYmBJ7agVRUVHUrVv3BZ6KQCAQCN40hGFQRkyePJnJkyeXuL9Vq1bs3buXoTMPkZiSU2R/VXND1v/08m/mCrms2O0FSRfx8NiNr6+vlHD45P2LjOv/eyA8qTQpEAgEgrcXYRhUMIM+sGf5zvAi6oODPrB/4WtmZWURExMDgIGuDHV+Jo/S4pHr6KFnXJWMOye5f20v06ZNw9nZmcTERAB0dXUxMyv0ENQxiCb2QRIyQ0vkCl1yM+7x8HooNrXr0bBhw5eYsUAgEAjeJIRhUMFoqgPWBoeTnq0ssWrgebh69SqDBg36Z0PqKZL/OoWhRR0cP/qeh2fOolKpmDZtGtOmTZMOe7zPgr1dVY4dCiEuPg6VUol+JXM6d36P6VO+L9JVUSAQCARvL8IweAV0drLBhAdlpsLVpk0bbty4UfIBXt2feY3PPvuMzz77rEzGIxAIBII3F2EYvGIe1w4oC++BQCAQCAQvgzAMKhiNIZCYkoNJ8H1ycgsoUBYm+Wk0BwBhHAgEAoHglSCCxxWIRkRIk/2fkZ0vGQUaNJoDAoFAIBC8CoRhUIE82SSpJJKKKWcUCAQCgaAiEKGECqS0C35Vc8Nyub/IZxAIBALBsxAegwqkNAv+y2oalMTjYYySeigIBAKBQCAMgwpk0Af26OsqtLYp5DJMjHSRAZbmhozp07xc3uKLC2OIfAaBQCAQPIkIJVQgmgVfU5VgWYHu/JLCGCKfQSAQCASPIwyDCqazkw2dnWwICwsrM4Gj0lBsLwTKL59B8PZz/vx51q9fz/Xr14mPj2fcuHGMGjVK65icnBxWrFjB/v37efDgAebm5vTt25cxY8YA8ODBA3x9fbl+/TrR0dG0bt2a77777lVMRyAQ/D/CMPiXUB49GgT/brKzs6lXrx6ffPIJs2fPLrJfqVQyfPhwsrKymD59OnZ2dqSmppKSkiIdk5eXh5mZGYMHD+bAgQMolc+u2hEIBOWLMAxeAcfCYlkbnED6lpAKqw54PIwhqhIEZUGnTp3o1KkTAAsWLCAuLo6RI0dKHoRu3bpx7do1Dh8+TJUqVQCoUqUKK1asYNq0aVoehD59+hAWFkZERAS+vr7ExcWRmZmJtbU1n3/+OYMGDUImK75zqEAgKFuEYVDBaKoDNG/uFal2qAljCATlQV5enpYH4fbt2zRr1oyAgACCg4NRKBTk5eVhYWFRogchPT2dpk2b4unpSdWqVTl//jzTp08nNzeX4cOHv8LZCQT/HoRhUME8rTpALNqCNxk7Ozspx2DBggWkpaURHx+PXC5nyZIlHDp0iA0bNmBlZUX79u2RyWRYW1trXaN27dq4ubnRsmVLAGxsbIiIiODAgQPCMBAIKghRrljBiOoAwb8FtVqNWq1m4cKFtGjRgqioKBo3bsyff/6Ji4sLXbt2xcvLS8tjUBzp6ekYGookWYGgohCGQQVTyUj3ubYLBG8qxsbGVKtWDTMzMwBiYmKk9uCDBw9m5syZhIeHM3r0aNRqdbHXOHv2LPv27ePrr7+usHELBP92RCjhNSEvX8nQmYdEYqDgraFmzZpcunSJjIwMTExMUKlUqFQqANq3b4+DgwOzZ8+md+/eREREFDn/8uXLjB49mjFjxtClS5eKHr5A8K9FeAwqmMzs/GK35+arhFyx4I0iKyuLyMhIIiMjycvLIykpicjISO7cuQNAs2bNMDQ05IcffuDmzZsYGRkhk8lo3bo19vaFZbL169cH4Ny5c6SmppKdnc3ff//Njh07GDJkCN988w0jR458ZXMUCP6NCI9BBVOS0NCTiIREwevO1atXGTRokPQ5MDCQwMBAWrduDRSGEjZu3MicOXPo3bs3CoUCpVLJnDlzpNLD6OhoAObOnStdJzy8sEpn0qRJDB06tKKmIxAI/h9hGFQwxQkNlYRISBS8zrRp00bKGYBCD0JMTAwAw4YNIykpCZlMxsyZM7G1teXBgwd89NFHzJo1i++//55Hjx4xffp0WrduTUBAADKZjNDQUCZOnMi3337LJ598QmJiIgAKhQILC4tXMk+B4N+GMAxeCcUnWj3Jk3LF5dU2WbRjFpQFT/MgbNq0iWrVqml5ECpXrkynTp3473//K3kQtmzZglKpxM/PDz8/P+laMpmMli1bMnLkSDp27Kh13/DwcObMmcO1a9eoXLkyn376KePHj0eh0G5YBoUSzb179+b27dsEBgbSqlWrcnoaAsGbizAMKpB/xI1Uzzz2Sbni8hJGepWCS28za9eu5fDhw/z111+o1Wrq169f7KKmWTzj4uIwMTHBxcUFd3d3qlatCsCRI0fYvn07ERERr70S4JMehOJwcHBg06ZNJe7ftGmT1Efkm2++oXv37iQlJbFr1y4uXbrEsGHDAOjQoQNr1qzh3r179OvXT0pqTExMZPXq1axevRpdXV2uXr0qXTs4OJhJkyZJnwcOHAjAzJkz6dOnzwvPWyB42xCGQQVSnLhRccjlsiLtl8tLGOltFFwqzaK8e/duPD09i5y7YcMG2rVrJ31WKpWsW7eO//3vf9Li3b17d6ZPn/7UMZw5c4bPPvuMpk2bYmBgwM6dOxkxYgSbNm2SmmeFhoYye/ZsvL29adu2Lffu3cPb25tJkyaxbt06oDApr0WLFowaNepfpwS4du1aAE6cOCElNx47dozU1FROnTpF165dSUxMRKVSYWlpSVZWFl5eXty+fZv169ejUqmYOHEikZGR3L17l7y8PADGjBnD8uXLsbCwoF69egQHB7No0SLS09OpWrUqXbp0Yfz48Ziamr7K6QsErwxhGFQgpc0Z+L5fyyKLcnkJI72NgkulWZShMG59/PhxAP7880+aNWtG5cqVta7l4eHB5cuXcXd3x97enqysLO7evfvMMWgWNQ0//PADJ06c4PDhw9IYLl68SMOGDaW3VWtra/r27cvSpUul8yZPnqx1nX+jEmCHDh3o0KEDKpWKbt26YWBgQEFBgbRwp6enS7kIy5cvl1QT69Spw969e5k6dSq7d++WvAcrV64EYOjQoSxYsAB3d3e6dOlCUFAQMTExbN26lUOHDhEYGIitre0rmLFA8GoR5YoVSGlaHH/Y1rbYN/WSzn3Ztsnldd1Xydq1a/n888+xt7fHzs6OH374gbp163L48OEix1paWmJpaYmZmRmWlpbo6elJ+86cOcO+ffvw8/Oje/fu2NjY0KhRI7p16/bcY1KpVGRlZWkp+Dk5OREVFcXZs2dRq9UkJiZy8OBBqTFRSbxpSoDHwmIZOvMQ/5kYwtCZh164DHflypWkpaWhq1soBubm5kZBQQFt27bFyMgIXV1dkpKS2LdvHwCPHj0CCkMIERERmJubA1BQUADAwoULgcK8gwULFtC6dWsaNmyIrq4uiYmJfPDBB8yYMYP09PSXmr9A8KYhDIMK5FktjicOcGRk7xYlnquvq51MVRZtk8vruq8TxS3KUBgm6Nq1K+3bt8fHx4fffvtNa/+hQ4ewsbHhjz/+4P3336dTp06MGzeO+Pj45x7DypUrSU9Pp2/fvtK2nj174uXlxfDhw2nSpAnt27fH2Ni42BbGGt40JUBNDsvLanSsW7eOJUuWkJOTQ3JyMs2bN2fQoEEYGhpiZ2dHkyZNKCgooGnTptI5Gi/C1atXqVy5MkqlEj09PUk74b333gNgz549mJqaMmDAAD744APq1q2Lg4MDSqWSEydOFBtyEgjeZoRhUIE8K2b/tP2dnWwY06c5luaGyABLc8MieQgvOqbyuO7rRHGLspWVFR07diQvL4+UlBRiY2MZMWIEO3fulI45c+YMd+7cYc6cOaSlpVG/fn3u37/PV199RW5ubqnvHxgYyKpVq1i6dCk1atSQtl+4cIFFixbxww8/8L///Y/Vq1cTFxdX4kL0JioBlpTDsmjbpVJ7ENatW8fSpUuZO3cuu3fvxszMjEuXLrFz504sLS1JTEykZcuWyOVywsLCpPO6d+8OFBqGKSkppKenk5eXx61btwA4duwYcrmcu3fvkpqaSq9evfD19aVKlSpYW1vj6OjIF198wblz58r4qQgErzcix6ACedZ/gMfCYp9pHJTHgv02t2PWLMo///yz1qK8a9cuoqOjmTt3LjY2NmzevJmAgACWLVtGnz59CA0NlZIX161bh4GBAd7e3pibm3P37l2OHz8uLTxPY/jw4Zw4cQIDAwPGjh2rlQi5aNEi3n//fQYOHChVJ8TGxnLr1i2pxl9TnXD27Fm+/fZbqlWrxsqVK/H396dHjx54eHhgZGRUbs/vZUlKySE56hiZCVfJy0oEtRo9kxpUqd8V42oNtapgzHWSmTNnDlevXsXMzIxPP/0UhULBxo0bWbNmDTY2NkyZMoX09HTUajU//vgj9erVIyIigqysLOTywvccuVyOXC7HxMQEKMwlkclkWpLMGjSfPTw8WLFiBZmZmZw4cULaf/HiRSkEoWH79u0sXbqUhw8folarMTAwoFevXsyYMaPcnqNAUJEIj0EFEhAa+dT9i7ddEjLIZci6deuYP38+P//8s1alQW5uLgcOHOD777/HxcWFWrVq0aNHDxo0aMCDBw+AwgWhcuXKyGQy2rVrR6tWrejbty/Xr1/H3Ny8VOGEJUuWcPLkSQYPHsyWLVvYuXMnLVu2ZMSIEYSFhZGTk4NcLpeqE4YMGcKCBQsAuHXrllRad+zYMYYPH46Ojg61a9dm27ZtLF68mJMnTzJlyhSte+7Zs4e+ffvi7OxMq1at6N+/P7///rvWMbt27eLLL7+kTZs2tGzZEjc3N3755Zci4w8NDZVaILdt25YxY8ZIcselpaq5IdlJUZjaOGP97rfUav8dhua2xJ3fQE7y34XfR76SNbv+YMiQIdjZ2TFr1iy8vb3x9/dn9erVzJ8/Hzs7O1JTU2nbti3m5ua0bNkSQ0ND0tLSyMrKwsnJSUrGVKlU1KxZk5CQEBQKBXK5HFNTU1QqFZUqVZLGpin3lMvlbNiwQQpNPE6jRo2kskaAHTt24O3tjUqlYurUqcyYMQMDAwNSU1Of67kIBK8zwmNQgTwr01+pUldomeDbLGy0ZMkSaWHRSPRqyM/PR6lUoq+vr7U9OzsbtVpNfn4+Tk5ObNmyBbVaTXR0NKamphw8eJC2bdty+PBhatas+dT7z5o1S3qzbN68ubR95MiRUnVC165dWb16NXfu3MHOzg47Oztmz55Nw4YN6d27N8uWLSM0NBR3d3fatWvH6dOn8fT0pFKlSlSvXp2pU6fy7bffMmHCBGxsCr+3iIgIevfu/dSKjDNnztC1a1fc3d0xMzPjyJEjTJo0CR0dHT788EOgUDRowoQJjBs3jo8++ojU1FR8fX0ZPnw4Bw8eLPX3UL3gT9QFj0i6vl/LW5CVeIPMe1cwtKhN1oMbRIXvRJWXzd69ezl58iRubm5SeeHo0aOLXPfhw4dUrlxZWpDT0tJYtWqV5B24e/cuKpUKc3NzDA0NUSgUJCcnY2FhQWZmJoDU0VFPT48GDRpw7949srOzmTx5spTnkZqaqlWFEhAQgFqtJiAgQMpVyMnJYfHixWRnZ7/W3huBoLQIw6ACKU2fhIoqEyxO2GjxtkusDr5CZnb+G20oaBblhQsXYmdnJyWhGRgYYGJiQqVKlahRowbz5s3DxMQEMzMzVqxYQWxsobcmJSWFnj178vDhQ3x8fKTFslWrVmRmZlKrVq0iQkUaNBoKly9fBoouaq6urjx48ICDBw+SlZWFUqnk7NmzFBQUMHr0aNq3b8/gwYPx9fWlU6dObNmyhfz8fKmssmfPnkBh58KDBw8il8u5ePGiZBhMmjRJqySzuDJJjVdCw9ChQzl37hyhoaHSXC9duoSpqSkjRowACsskhw4dysiRI6VuiaUh8e51PvvMjSsJeqRnqUiLPUfc+Q0odI2RKQorQOS6BujpG9KuvTNTpkxhz549bNy4ETc3N3bv3k3Pnj05d+4cycnJWtdOS0tDoVDQoEEDvvrqK8l7UlBQgFwup3///mzfvp20tDTs7e0xMDCQvmP4x2NgaGjIo0ePOHr0KEZGRlK1AkBeXh7BwcEMHz6cunXr8vDhQypVqsQff/zBqFGjyMvLw8LCgpycHK5evVrECBUI3kSEYVCBDPrAnp+2XHzqMRVVJlhcUphSpSbj/7s/vqwC4qv0RgQEBABFF+VPP/1Uatbj4uLCnj17JAlfPT09OnbsyO+//45cLufChQusWLGCMWPGcObMGf78808uXbpEtWrV2Lp1axFvgwaNhoK3t7f0xu7v7y+9sfv5+ZGZmcnAgQPp3Lmz9MY+b948srKyOHDgAHv37qVz587Mnj0bHR0dhgwZwo0bN0hJSeH48eNauRKVK1eWDJ/iKKki40kyMjK0vCCOjo6kp6ezf/9+evbsSWZmJiEhITg6OpbaKICieg7HwnoweogrBXnZVK7VBgCzanXINdKhXr161KxZE2dnZ5KTkzlz5gxQaAwtWbJEusaECROkkkSlUsnNmzclo6Bp06aEh4fTrFkzvLy8MDY2Zt26dZKGQatWrQgLC0OtVqNUFv7+FQoF58+fl66vq6tL7dq1SUxMlEoVNaWPxsbGxMbGsnXrVmbMmEFSUhJeXl4AxMXFlfq5CASvM8IwqGBkMlCX0CpBIZeVWCZY1gttaTwTL6qA+Kpllp8lywuFXoVZs2aRk5NDeno6d+/e5ejRo1y8eBELCwvGjRvH+++/z5gxYxgzZgxQWEUwcOBAycVdHE8TNrp+/TqrVq1izZo1WjkPzZo1Q0dHh7p16+Lr68v9+/eZP38+np6e2NnZoauryzvvvENKSspzP4viKjKeJCQkhPDwcC0xpWbNmuHn54eHhwfu7u4UFBTQvHlzVq1a9dxjeJy7kccpyM3E0q4VeoZm0m95ziVd6Zi4uDh+//132rVrV+x36enpSd++fZkxYwYxMTHSm7+Ojg7p6ekYGxtjb2/PzZs36dOnDx9++CEzZszg0qVLhIeH4+LiwpUrV1CpVGRnZzN+/HiUSiXTpk0DCj1LVlZWfPHFF6xatYrExERu375N48aNJVGl6OhoBg8ejIGBAV9++SVr1qzh+vXrAFqJpJUrVy4icw0vrqgpEFQEIvmwAgkIjSzRKDAx0mV8MYqHUHa14I9TWs/Ei4Q2niaz/LphaGhI9erVKSgo4ODBg3Tr1g25XC4lBj6O5rO6pC+xGDRv7NevXy82ERJg0aJFmJmZ0bBhQxo1akSnTp3w9vZm7969bNmyBV9fX8zMzIpcOz8/n7S0NCwtLYu9d0llko9z5MgRfvzxR2bOnEnjxo2l7VFRUXh7ezNo0CB27drFxo0b0dXVZcyYMdKb9vOybt065syZg6GhIbv8f+KXn3qx3qs7nZ1ssLS0ZOPGjTRp0gR3d3fatGnDV199BaA1v379+tG1a1cGDRpErVq12L9/P7m5uXz33XdkZWXx119/kZmZydatW3F1dcXLywsHBwe2bdtGUFAQLVu25Pz582RkZFCrVi2GDx/O4sWL6devHwYGBkDhd3bp0iU2b94shW40JY4aw2DevHlYWFjwzTff4OzsLI3v8UTS+fPns3jxYq5du6bVowEKqyB27tzJxIkTCQ0NZcOGDXTo0OGFnqtAUNYIj0EF8rT8gi0+H5a4rzz6GZS2/fOLhDbeBJnlU6dOkZ+fT926dUlISGD27Nnk5uYyYcIEACkxsFmzZrRq1Yr79+9LiYG1atUq9X1WrlxJYmIiycnJxSZCAiQkJPDw4UNpIYRC1z7Af//7X6pUqUKDBg04deoUWVlZ0jF//PEHKpUKR0fHItdct24dy5YtK9YQ0bBv3z48PDzw8fHB1dVVa9+qVauoX7++VjjG1taWzp07c/bs2RKvWRJLlixhzZo1yOVy/Pz8ihgqjo6OREdHs379eg4cOMCuXbuIj4/H0NAQBwcH6bhFixaRnZ1NVFQUixYtYv78+QDY2dk9VwOnLl260K1bN2QymaRJ0bhxY8LCwti3bx9WVlbSM9q0aRONGjUC4KOPPuL06dM0adIEQ0NDLl++LF1z27Zt7Nu3j3feeYc+ffpIzaAaNmxIaGgobdq0IS8vD0tLS2JiYtizZ4+UwHj27NlikyxFgyfBq0AYBhWIXC5DpSr+bfNpGgblsdBq7qUJT1Qy0iUnt4AC5T/je1EFxJKSLF8nmeXMzEx++ukn4uPjMTY2xsHBAT8/P6pXrw7AiBEjUCgUrFy5koSEBExNTWnTpg0TJ04s4kkoicDAQJYvX45cLmfBggXFJkIeOXKEe/fuoVAouHnzJqampty/f5+JEydiYWEhLdht27Zlw4YN+Pj44OHhQWpqKtOnT+fDDz+UEg81PK0iQ8OOHTvw8fHB19dXSjh8nLLymEBh2CYwMBCFQoGvry/169cnMTFRegYA/fv3Z/PmzWzcuJE2bdrw0UcfsWHDBgYPHixl+h88eJCcnBwcHBxo3Lgx/fv3Z9asWVStWpUCAxuGzjxEYkqO9O/M8omQ24IFC7C2tqZ69epkZ2dLuSM9evQAwMvLi08//ZTevXvj7e1Neno6Pj4+mJiYSM+oWbNmmJubM3HiRLKysrh48SLZ2dmYm5uzceNGFi9ezK+//sqmTZuwt7cnMTGRP/74g0aNGuHt7Y2ZmRmTJk3izp07rF27losXL5KXlyd9h0FBQVoekufJ5xAIygphGFQgJRkFwFNj8JWMdKWkwCe3vwxPChuVVR5Dcd6I101muUePHtKCABAWFqaVfKdQKBgxYoSUlf+8aN7YlUolSqWy2ETIDh064OHhwRffTOC3s5H86LMA5aM0TExMycrKIicnhyZNmgD/LManT5/Gzc0NExMTSeDocQICAvjtt99KrMgA8Pf3Z968eUydOhVnZ2fpGF1dXSlk0bVrVzw9PfH396dLly6kpaWxaNEiqlWrplV+WRo0yaBKpZLvv/9e6xlokkGtrKxYv349c+fO5ZdffpGSO7/99lvpeD09PdavX09UVBS5ubnSWPt/PYG1e29JvzfNv7PElByWbL8EFP7WY2JiWLNmjXS9s2fPAv8kDTo4OPDTTz/h7e3NmDFjkMvl2NrasmrVKsko0tPTw9LSkhs3bqBSqZDL5Tg7OzN//nysrKz4+eef6dixI3PmzJHm3LlzZ5YtWyb14TA2NkYmk3H06FGWL1+Onp6elFtgbGxcYmhIIKgoZOrnNf/fMnJzc7l69SpNmjQpMdO8rBjw4/5iF3gNcrkMtUpdZFEu6TwTI90iIYiKrgbQuEuf5GXHUZbzeNq1NPsSU3KKvGG+KJo39lWrVj3zjX3Qt+6cvWtRxIj69F1TnB3+cbdfuXKFyZMn4+/vT506dSTPxpM0bNiw2O2PL8JdunQpNoO+devWklscCl3jmiQ6Q0NDmjdvzoQJE2jQoMGzH8L/83jp6OMGxeOGyvr166lTpw61a9dGJpPxyy+/sGPHDpo0acLPP/8MwM6dOzExMaF+/fro6elx69YtFixYgL6+PmaO35KUWrJEtUwGqCnzfw9dunShd+/ejBo1Stp27tw5vvrqK1xcXPjoo4+wsLBg/vz5NGzYkJ9++om1a9eycuVKMjIy0NHRoVmzZowcOZLc3FzGjBmDhYUFubm5WiEjDY+3BPfw8CAoKKiYuco4deoUVapUKZM5Qsn/xt803oZ5lNUcnrXuCY/Ba8TjbzqPexAySzAmntz+qqsBHudlZJbLch5PuxZQ5s/rWRoKoP3GvveKDlkZhSI9MrkChZ4RuflKjl59xEDXfxZgTUWCnZ1diUYBwJYtW575H8evv/5aqrn069ePfv36lerYkihN6WhBQQHz588nLi4OmUyGhYUFAwcO1Mq5kMvlrFy5kpiYGJRKJTVq1OD999/n66+/5quZ2sqOT6J59UlMyeGnLRelkmETI12GuzYt038bkyZNQqFQMHPmTOLi4nBycsLY2JiBAwcyduxYzpw5g7m5ORkZGSxcuJDw8HBGjBiBr68vxsbGfPLJJ1SqVAk/Pz8UCgUDBw5k2LBhAFotwadMmcLEiRO17j169GgMDQ3L1CgQ/DsRhkEFUtICXxyPJxeWNmZfHkmKr4KynMezKiTK+nmVZiEMCAjQKo/TYGhRB5t2hf2aBAkAACAASURBVKGL1ylR82UoTeno8OHDJTljKP6t6LPPPuOzzz4r9vzSCIcVR0Z2Pou3/RNqeFkCAwNJSEjgvffeo0aNGpJX5vHcjH79+jFu3DgA6tWrR48ePThx4oQkke3s7ExGRgZyuZxvv/2WDRs24O7uLrWa1mBiYqKVfxAdHU14eDiLFy9+6XkIBMIwqECe9z+wxJQchs48hHOjahy9cPeZMfs3oRqgNLzoPIoLGbzItV7meZVmIXz8jV2TMPckTxp9bdq0KdW1/42UtsKmOJ5XhjwrK4uYmBigUBUxKSmJyMhI9u3bx+bNm+nVqxcHDhwgKCgIAwMDLly4IFWzaMJB3t7erFy5kilTpuDp6UlqaionT56UFDX37duHUqlk+/btZGdn88UXXzBixAipTXRxbN++napVq9KtW7fnfgYCwZMIHYMKZNAH9ugoZM91TmJKDkcv3KVrK+tntkYuKRlRzbM7O75OlFS98LSqhpK0Hkp6JlXNDUu8nhpK1Q64LBj0gT36ugqtba9boubrjqZ1uMkLJuM+jyF49epVXF1dcXV1JTExkcDAQFxdXVm3bh2rV69m9uzZjBw5kpUrV+Lu7s748eOxs7Pj448/ZvLkyfj6+tKnTx/8/f0xMzNj4MCBJCYmUqdOHfz9/dHX15d6ZvTo0QM9PT2aNm1apCX44+Tl5REUFISbm1sRz4JA8CJUmMcgOjpaKrMyMzPD19eX2rVrax2jVCqZOXMmJ06cQCaTMXz4cKmG92n7li1bxpYtW6hWrRpQWBP9pJv2daCzkw3Ld17WKgksDbn5Ss5ff8B6r2e3+S2JV5Vr8CK8SFVDSSEDPV05+rqKEq9V0ptmReVnPF42qim1ezzU8SZ8X2XJsbBY1gYnkL4l5LmSBTU5LY97jYorwS2OJw3En3dd5sDZGFQqNXK5jJ5tajGydwugqOdGU4pZq1YtRo4cCRTmgUyYMIGqVavi5OQk5ZR4eHhw4cIFfH19SUpKwsDAALVazfr167l58yabN2/m8uXLREVFkZGRgVKppHXr1kyZMoWMjAzWrl1brKbBgQMHSEtL4/PPP3/mcxIISkOFGQbTpk1jwIAB9OrVi5CQEKZOnSrFYzXs2bOHmJgYDh06RGpqKq6urrRt2xZra+un7oPC5jRPqou9bhwLiyU3X/XsA4uhNG81T8theFrs/HXrsvikxkJpxlTS88n8v/buOyyqO13g+JcZuoqggiUao4n1RgVB7CWYq4nR2MUSCxqVqJEYyxp1TYwlwXtjiVhiLLu2oK5ZXHtZcYMmIggaEzRuDLGBQBBUitS5f3DnLAMzdGYGfD/PkydOO/zOzJw57/mV903L4sOxHYvclvakXJCx5mdot2/siaPm9rlXxKRTQ0twDQ3hFUxDvvlvVzn+w39KS+fmapTb2uAgP+1vWHR0tHLf9evX8fPzY+nSpbi7uytzSlauXKnz2tTUVObMmUO3bt2IioriwIEDpKWlYWVlRbNmzXj11Vc5ceIEX3/9NW5ubkp9iIICAwPp3r17oXwWQpSVUQKDxMREoqKi2LlzJwADBw5k+fLlShlUrePHjzNy5EhUKhV16tTh9ddf5+TJk7z77rtFPlZVlCclcE17q2J/yIubw6Dv5GlOKxnyK+2qhqImaBa1Le1jg+Ye1vu4seZnGHviqLl97uev3GNtYGShXB/lfQ/yf/bnr9xja9B1ZemvvlUJJ0Pv6t3OydC7egMDQ/M+Bg0aRFhYGGPHjuXcuXMcOnSIlStXcubMGfbs2VNoOeu7776r97esZs2anDx5kldffVVvWutff/2VK1euEBAQUMw7IUTJGSUwiI2NpX79+qjVeWOparUaFxcXYmNjdQKD2NhYGjVqpNxu2LAhDx8+LPYxyEtdeuHCBZydnXn//fdxc3Or7N0qtfKcZFLSsli/P1LpFs2/9Eq7/r64SVj6xtSLm7VvTleURSlvUqXa9moepxV+3yorW2PBIM9QQFdZgYk5rWDRBimGEoBV1HtQkmDTUBuKSk5W+Ll59THyrw8/ffo07du3Z/r06Vy/fp26dety4MAB6tSpQ+3atXWWs27YsIH27dvz0ksvcf/+fZKSkjh48KBSxTG/wMBAnJ2di5yYKERpVYtVCaNHj8bX1xcrKysuXrzIjBkzOH78OE5OTiXehrYsa2VyMHDyKQkNGBwrTUhK58v9kQzydOQtDwdOXHlMeqbukIWV2oKerW25cuVKodcWtc2sfIHIl/sjiY6Opn2zGjrPLbhNU6gFvOXhwD+vPeFxWg617dX07eBALeK5ciW+2Nf37eDAkcvJyv6C4fesvH6MTtX5W0X18jjYq0v990vy/KI+d2N/ntuCYotcUVCW96CsDFU/tbAo+ff873//O0lJSXh5eSmvuXXrFgkJCWRl5fVWJCYmcuTIEY4cOQJAr169lCybt2/fZv/+/Tx69IicnBwaNmzI7Nmzad26tU4bMjMzOXToEP369ePatWtUJnM4xitCddgPY+yDUQKDhg0bEhcXR05ODmq1mpycHOLj45VCJfmfFxMTQ/v27QHdXoKiHsufQrR79+40bNiQf//73wazzuljjMyH3aN1xy8rUlaOhpCbz9ixpB8+I0o+fux8IlHvSUKlstA5Seb/Gz4jein3mVM2MXd38BlR1ldfoVmzZkbpIdl44nSh91YfGys17w7pgHsp2lDSz8PQ5+7sZGf0z/PJPv3DOFC296A83oxW6z1G3+zSFHf3wkMJBe3du5cjR47gO2cZu0IyeZJ2n3pOduRo8haAhYaGKqmcr1+/zogRI/j22291Klu6u7tz9epV3n33XaZMmaJMatQnMjKytLtYauZ0jJdHddiPis58aIhRAoO6devSpk0bjh49yuDBgzl69Cht2rTRGUYAeOONNzh48CD9+vUjOTmZs2fPsnfv3mIfi4uLU7LB3bhxgwcPHtCsWTNj7FqphN0s/sq1PPJ3uZZ0jL5Ta5dCP4QFZ/Eb+humUJkT5sqTrbE0inoPnZ3sjDJ0Y071LAwNpahUFnqX5VYm7TwCQ6sSiqKtj+E7Zxn/vGmpM38jJcsGh9p1dMpnaysrxsTE6AQGoaGh+Pr6Mn369DLX6hCiPIw2lPDJJ5+wcOFCNm3ahIODA/7+/gBMnTqV2bNn065dOwYPHsy1a9fo1y9vWd7MmTOVmbZFPbZmzRp+/vlnVCoVVlZWrF692iwLkZQlO1tpaNfsFzx5dmrtQtjN+EInnPNX7vHP8PuFttPXozFhN+PNrkKiuU2YKytDJ0JnJ7til6Ru27aNM2fO8Ntvv6HRaGjRogXvvfcevXr10nleeno6Gzdu5Pjx48THx+Pk5IS3tzezZs0CoG0TG+zijvHrz1GkP4mndv1XWL1mk0neR0NBirGDAq33RriWKBDIL39Fyy2nk8nI0v18bZxe4tHt80xYepjk1LzvwGtt8o7X/MW7zp8/j5+fH35+fkyePLn8OyNEGRgtMHj55Zf1JujIX+1MrVYrVcYKKuoxbZDxvMvMytF78szfI5D/ZKpvAhpAyLUYvds3deIdc5owVx7luVq/dOkSw4cPp127dtja2nLw4EF8fX3ZvXu30sWYk5PDtGnTSE1NZdmyZTRr1ozk5GSl3gLkjU+3bN6Itwd4cfLkybwqgCZ6DwsuT3Wwzxs+qCqfacH6GA9jT6EBLNSWqK3yAmnHpl1J/v17fjr/F+q1eoO7SZl8ceQwLdu0p02bvM/9xIkTzJ8/n6lTpzJo0CClzoZarS7Uu1qVVFQwa8zCUc+7ajH5UOTJyMpVCsQU/bycItd266vkaGOlMtkVnFZp0huHhYWxY8cObt68SUxMDH5+fjpV8CBvPHjv3r08ePAAW1tb+vTpw/z586lXr57ynOjoaFasWEF4eDi2trZKqWN7e/sy70dZ8jRobdu2Tef2ggULCAkJ4cyZM0pgEBQUxM8//8yZM2eUH0ttvg+txo0b8+c//xnIG7fMv8LHFPIP4+SNo1aNoAAM18dwaOxOA1dvACxtHWjcZRoJUUe4e+FLVFb21HBpjWO7YVhY5GVD3bdvH1lZWWzatIlNmzYp23nhhRdKXPjKHFVUMCuFo4xHAoMqoJa9VZHlmsuitMMaZU3MVJFKWkwKIC0tjVdeeYVBgwaxatWqQo+fOHGCVatW8cknn9C1a1f+9a9/8c033/CnP/2J7du3A3kJaCZNmkSrVq0IDAwkOTmZxYsXs3jxYtauXVuufSluPsOGDRv0rk0/ffo0TZs2BeDatWusWrWKW7ducf/+faysrOjVq5eyNC4gIIB9+/YV2oavry9z5swpV/vFfxTMZVCw107LtvYLNOmqO2fgcdp//p2/5LV2O9rgcfKK02a9XLgoFRXMSuEo45FaCVXAtCHtSl1joTgWZdhceRI0VYTS1BXo3bs3c+fOZcCAAVhbWxd6PCIiglatWjFy5EgaN25M69at8fb25scff1Sec/ToUZKSkvjiiy9o06YNXbt2ZenSpRw/fpx79yq/jsILL7zAhQsXdP7T/ljGxsbi4+NDRkYG9vb2LFq0iP3797N//37u3r3LlStXlBOWn58fzZs3p3379oSEhOhUMhQVT1u7oba9WqltYqiOg6E5O4Zqf1SlmieGaPM82Nn9Z9+1weyuXbvo3bs3ffv2ZcmSJTo9BgVJ4ajKIz0GRmRjpSrzlbe+tdXlUZbtmXpFQnm64Atyd3fnwIEDhIaG4unpSXJyMqdOnaJ3797KcyIiInB1ddW5SunevTsqlYqIiIhKT0GrVqsNTqL95ptvUKlU/Pbbb2zZsoVu3bqRmZmJv78/9evXR6PRsGTJEoYOHYqnpyc9e/ZkxIgRJCQkKDVFROXp496EWsQrV8T6ehGKmldSXebT6LNlyxaePHmCt7e3ct/du3e5f/8+KpWK9evXk56ezqpVq5g5cyZ79+5Vhlu0tIWjRo0aJYWjKoEEBkZkbaUudWBgZali14kb5JQi81pl0V7d5O/idLBX8y73jPZjVZIlhQVXZTzLyC70nDfeeIOnT58ybdo0srOzyc7Opk+fPjrDDgkJCYVOzFZWVtSuXVuZGFaZHj58qEzQatmyJTNmzKBjx45AXqbPtLQ0tm3bRrdu3QDo2bMnn376KTVq1MDFxQUHBwcA5s2bR3p6XlC3e/duli9fLj+mRlbaoLa6lFAvaO/evXz11Vds3rxZJ8Vzbm4uGo2GNWvWKEs6V61axYgRI4iKitJZzglSOKqySWBgREUVOTIkKzu30pc5loT26qbglc/jtByzWjKob1XGk7RMomMe6zwvPDyctWvXsmDBAtzd3bl48SJ///vf+eijj/jiiy9M0XQd7du357PPPuOVV14hJSWFwMBAxo0bx7Zt2wgPD+fBgwcMHDhQCQoAZdJkkyZNCA4ORqPRMH/+fDp27EhsbCwffvghp06dIicnh//5n/8x1a49t0qTJ6M082mqCm2eh82bN+t8bwFcXFzIysoqUZ4HqPjCUUFBQezatYt79+6RkZHBCy+8wKhRo5g0aRIWFhaMHz+ey5cvF3qdnZ0dV69eBeDs2bPs37+fqKgoUlJSaNy4MaNGjWLChAmFejzMnQQGRlSzEiYRViaVygJNrkbn6mbyitNm3cWprwtWo4Grt3Sv8NeuXct///d/M27cOCBvomGHDh0YN24cs2fPpmnTpjg7OxMbG6vzuqysLB4/flzpeTLyD2kAeHh4EBcXx+LFi3n06BHOzs44OjoqPRe2trZKLZIePXpw6dIlVq1axZw5c3j27Bk7duzA09OTwYMHs3jxYubNm8ejR48ASE5OJi0tjRs38uaQaJfPiYpVmuRc5pSAqiLkz/OgLyOtu7s7kZGRPH36VBm601aszJ/nASqncFTdunWZMWMGzZo1w9ramvDwcJYtW4ZKpWLixIls2LBBSWcNoNFoGDFiBD169FDuu3z5Mq6ursyYMYN69eoRFhbGsmXLyMjIqHLzeiQwEHoZSjBjzC7OsmQ5NNSOtGe6wwnp6emoVLpzb7W3Nf8/AaNjx46sXLmSlJQUatasCcD3339Pbm6u0qVvTK6urspVS3x8PLt371Zmsg8dOlRZLvfyyy/z17/+lc8++4wRI0ZQu3ZtevfurRMMPHjwgDFjxuhsf8iQIYDhioGi7EqbnKsi59OYWsE8D/mDWW0QMHbsWPbu3cuCBQuUYHbZsmV4enoWClQro3BUz549dW43adKEs2fPcvnyZSZOnKjTkwFw8eJF4uLiGD16tHLfokWLlH8HBQWxZ88ecnNzWbNmjTIfojQ9EPHx8fj7+3Pz5k2io6Px9PTk/fffr7B9LooEBkZUlqEEUygqFa2xujjLmuVQ277c7AwyUxMB0ORmY0neFbG9vT1Nmzalb9++bN26lfbt2+Ph4cHNmzc5dOgQrVq14sUXXwTyyoNv2rSJuXPnMmfOHJKTk1m2bBkDBgyo9ImH+kRFRdGlSxf++te/smbNGg4fPkxwcLAS0OzduxcbGxvatm2Lvb19oeVvABcuXACgQYMGEgAYUVkmExorRXdlM5TnYejQoXz++edA3lCCoWA2fzf8s2fPOHz4MOPGjcPSsnJOXxqNhuvXrxMREWGwTkVgYCBt27ZVavcUpO2BOHToEAkJCYwbN67UPRCZmZk4OjoyadIkJQmZsUhgYERVYSihuFS0xuriLOusbG37kv64z/1LXyn3P/wlhCFDQvD09GT37t34+vqiVqvZsmULsbGx2NnZ0aNHD+bOnaucaGvUqMHOnTtZsWIF3t7eOgmOKttnn31Gnz59aNy4MSkpKRw4cICLFy8qiW/GjBnDnj17WLJkCT4+Pty9e5cvv/ySfv36KcmXvv32W1QqFf/1X/+FjY0N4eHhrF69mv79++uUMBeVr7pOJiyJkgagbdu21RvM5mdra0tYWFhFNKuQp0+f0qtXL7KyssjNzWXmzJlMmDCh0PPi4+M5d+6ckiBMn549exIaGsp3333Hhg0b8PLyKnUPhCmTkElgYERZ2aZPElTQgK5N9dZRMMRY6WvL+kP6n/ZZU6PeaoP7pFar8fX1VYrUGKpa1rx5c3bs2FGWXSiXhIQE/vSnP/Ho0SNq1apFq1at2LlzJ127dgXyqo3u2LGDzz//nGHDhuHg4MCoUaN00syqVCq2b9/O/fv30Wg0NG7cmClTpjBx4kSj78/zrjpOJqxuatSoQVBQEOnp6URGRrJmzRpcXFwYOXKkzvMOHTqEtbU1AwcONLitq1evMnPmTGbNmsVrr73Gjz/+WK4eCGOTwMCInmUaryuoJMo6T9YY6WvL80NaHbpg16xZU+xzXF1dCQwM1Lkvf632IUOGKPMGhGlVt8mE1ZFKpVKyirZu3ZonT56wbt06ncAgNzeXgwcPMmjQIGXeUUHa6piTJk1i69atbNy4sdw9EMYmgcFzTAMGCyxpqy+aavKT/JCK6qQ6TSZ8XuTm5pKRkaFzX0hICA8ePNDp8s8vf3XMSZMmMWTIkArpgTA2CQyEjoysHNYGRhYqxmTsEsfyQ1o+pgzqhH7VoSeruvryyy/x8PCgSZMmZGVlER4eztdff82wYcN0nhcYGEi7du1o27ZtoW0UrI6ZmJiIvb09tWrVYsyYMWXugTAFCQxEIbkGsiwaO1+B/JCWTVlXdAhhaqYKaFNSUvj444+Ji4vDxsaGJk2aMHfuXJ2egbi4OP71r3+xbNkyvdsorjpmWXogTEUCA1Eq1W0WtfaHKCEpHecTidXiyro659kX1ZcpA9pFixbp5CHQp379+kRFRRl8PP+KioI9EAcOHCh1DwSgJB3TJiH7/fffsbe3r/QkZBIYPMc6vFKXm3eSC51EimKhsuDtuYep52RHp9YuXLwWy5N9h6tkd3V1ubIuWLvicZr+z7O6BXWieqlOAW1F9EAAhSYPX7uW9/tU2TlIJDB4jsUkpjFrZAflirkktMMMCUnpRU5c1DLnse7q8EOkr3aFIbI0Tpiz6pTroSJ6IKBwAGBoWXVFUxX/FFFd/ZGUTh/3JuxY0g/nYk4aKlXxixu1J1Utc68pXx1+iPQFN/rIig5h7gwFrhLQGp8EBs+x/AdcUSdDZyc7NCUs+5x/O4auyL/YF8HkFadNHiBUhx+i4j43i///f1HZLIUwBxPebIONlVrnPgloTUOGEp5TBQ84QwmFAGUYoCTDDSUNNsxhPL865Eow9Lk4O9mxY0k/E7RIiLKpKkuUzXl4tKJIYPCcyt/t38e9CRPebFMod4GW9stf8CRaUGmCjfxtKHhQGevAy/9DlJCUjnMVPMirQ3AjhJa5L1GuLhOWiyOBwXOs4Jf6RnSizoRCyDvJdGrtUuxYdi17K6YNaaccHOev3ONZRrbB52sV7FUw9oGn/SEy1qSeimas2hVCiIqfsGyuvQ8SGDzn8n+p3xvhSptmdXW+qJ1au/DP8PuFDgYbKxWZWbl6T0QFT+5FqWlvpXO7OqwUMDZj1K4QQlTshGVz7n2QwEDofKkLduVNXnFa7wk+IyuXuWM7Uov4Qieiks6UB3ialsWguYeVbvzqsFJACFE9VWSVTHO+CJJVCQIN8Pbcw3pXChR1Qs6/NLGkrzFEGy0X7EHQqkorBYQQ1VNFrpww54sg6TEQAEqegS/2RfDFvghlzkBxqxX0KekKhoIysnKwtlJhY6WWyXRCCLNTkSsnKrL3oaJJj4HQ62laFuv3R9KptYvB5xj6AuuLqksqJS2LWSM7yBp8IYRZ0iaF+8cXg9mxpF+Zf5vMOW+D9BgIg7JzNITdjGdA16Z6VyvkfYHjC71OX1T9LCObp2lZxf7Nek52Zr9kSQghysuc8zZIYCCK9EdSut7VCtov8JUrhQMDKDyJsSQrFcwlWhZCCGMw14sgCQxEkbTDBeX9AuuLjju1diHsZrzZRctCCPE8k8DAiKzVFmTmlKzmQHlYWICFhYVSCbGsLNUWFXoFry+4eK/Cti6EEKIiyORDIzq0+m2s1cVXKdTHwgI6vFIXG6vCH5mttZpa9lbKZL0Px3Rkzmg3auVb+mdjpVJuayslOjvZMXdsx7x8BAWWCdayt8LP202u4IUQ4jkjPQZGdmj124Bx6mqX5qQuAYAQQgiQHgMhhBBC5COBgRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgIIYQQQmFp6gaYmkajASAzM9PofzsjI8Pof7MyyH6Yl+qwH9VhH0D2w9xUh/2oiH3Qnu+057+CLDSGHnlOPH36lFu3bpm6GUIIIYRRtWzZklq1ahW6/7kPDHJzc0lNTcXKygoLCwtTN0cIIYSoVBqNhqysLGrUqIFKVXhGwXMfGAghhBDiP2TyoRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgYWXR0NN7e3vTv3x9vb29+//13Uzep1JKSkpg6dSr9+/dn0KBBzJo1i0ePHpm6WeUSEBBAq1atqmwWzIyMDD7++GP69evHoEGD+POf/2zqJpVJcHAwQ4YMYfDgwbz99tucPn3a1E0qlr+/P15eXoW+P1XtWNe3H1XxWDf0eWhVlWPd0H4Y5VjXCKMaP368JigoSKPRaDRBQUGa8ePHm7hFpZeUlKS5dOmScvvzzz/XfPTRRyZsUfn89NNPmilTpmhee+01zS+//GLq5pTJ8uXLNStXrtTk5uZqNBqNJiEhwcQtKr3c3FyNh4eH8hncuHFD4+rqqsnJyTFxy4oWFhamiYmJKfT9qWrHur79qIrHuqHPQ6OpWse6of0wxrEuPQZGlJiYSFRUFAMHDgRg4MCBREVFmX0EXpCjoyOdO3dWbru6uhITE2PCFpVdZmYmn376KZ988ompm1JmqampBAUF4efnp6T1rlevnolbVTYqlYqnT58CeXVMXFxc9KZsNSceHh40bNhQ576qeKzr24+qeKzr2w+oese6vv0w1rH+3FdXNKbY2Fjq16+PWq0GQK1W4+LiQmxsLHXq1DFx68omNzeXb775Bi8vL1M3pUzWr1/P22+/TePGjU3dlDK7d+8ejo6OBAQEEBoaSo0aNfDz88PDw8PUTSsVCwsL1q1bx4wZM7C3tyc1NZWtW7eaulllIse6+ZFjveTMOxQXZm/58uXY29vzzjvvmLoppRYZGclPP/3E2LFjTd2UcsnJyeHevXu0bduWb7/9lnnz5vH++++TkpJi6qaVSnZ2Nl999RWbNm0iODiYzZs388EHH5CammrqpgnkWDcHxjrWJTAwooYNGxIXF0dOTg6Q9yHHx8fr7faqCvz9/blz5w7r1q0z++5efcLCwrh9+zZ9+/bFy8uLhw8fMmXKFC5cuGDqppVKw4YNsbS0VLqtO3TogJOTE9HR0SZuWencuHGD+Ph43N3dAXB3d8fOzo7bt2+buGWlJ8e6eZFjvXSq3idchdWtW5c2bdpw9OhRAI4ePUqbNm2qZNfimjVr+Omnn9i4cSPW1tambk6ZTJs2jQsXLnDu3DnOnTtHgwYN2L59Oz169DB100qlTp06dO7cmYsXLwJ5s+ETExNp2rSpiVtWOg0aNODhw4f89ttvANy+fZvExERefPFFE7es9ORYNy9yrJeOlF02stu3b7Nw4UKePHmCg4MD/v7+NG/e3NTNKpV///vfDBw4kJdeeglbW1sAGjduzMaNG03csvLx8vJiy5YttGzZ0tRNKbV79+6xaNEikpOTsbS05IMPPqB3796mblap/eMf/+Drr79WJlbNnj2b119/3cStKtqKFSs4ffo0f/zxB05OTjg6OnLs2LEqd6zr249169ZVuWPd0OeRX1U41g3thzGOdQkMhBBCCKGQm3Aw5QAACYFJREFUoQQhhBBCKCQwEEIIIYRCAgMhhBBCKCQwEEIIIYRCAgMhhBBCKCQwEOI5tmHDBubNmwdATEwMbm5uSlKeiuLl5cX3339fodvU56233iI0NFTvY6GhofTq1atC/s748eM5ePBghWxLCHMkgYEQlcjLy4uuXbuSlpam3Hfw4EHGjx9vwlbp16hRIyIjI5X8/lXNsWPHdAr+mIMNGzZw//79QvcvXLhQ5/bVq1fx8fHB09OTLl26MHv2bOLj443VTCF0SGAgRCXLzc1l165d5d6ORqMhNze3Alpkviq6t8JUtmzZQnh4OJC3T5s2beLq1av4+/vzyy+/AJCWlsbKlSuJiYnh8ePHjBo1inPnzhEcHEyNGjX46KOPTLkL4jkmgYEQlWzKlCns2LGDJ0+e6H08IiKC4cOH4+7uzvDhw4mIiFAeGz9+PGvXrmX06NF06NCBe/fu6dzn5uaGr68vSUlJzJ07l44dOzJ8+HCdq9QVK1bQu3dvOnbsyLBhw5QTVkH379+nVatWZGdnExkZiZubm/Jfu3btlKp6ubm5bN26lddff53OnTvj5+dHcnKysp2goCBee+01OnfuzObNm4t8bxYuXMjHH3/M1KlTcXV1JTQ0lMzMTPz9/enTpw/dunVj6dKlPHv2DIBHjx4xffp0PDw88PT0ZOzYsUqwlH/I4tmzZyxcuJBOnToxYMAArl+/rvN3W7VqxZ07d3TasXbtWgAeP37M9OnT6dKlC506dWL69Ok8fPhQb/vv3LnDO++8g7u7O507d+aDDz4AYMKECYSEhHDs2DE+/vhjWrRogaurK1OnTmX//v2EhoayYMEC+vXrR6NGjejduzdvvvkmNWvWxM7OjnfeeUfneyCEMUlgIEQle/XVV/H09GT79u2FHktOTmb69OmMHz+e0NBQfHx8mD59OklJScpzDh8+zPLly4mIiKBRo0YAHD9+nNWrV/Pdd99x9+5dRo8ezfDhw7l8+TIvv/yyTsradu3aERQUxOXLlxk4cCB+fn5kZGQU2WY3NzciIyOJjIzk8uXLdOjQgbfeeguA3bt3c/bsWfbs2UNISAi1a9fm008/BeDXX39l2bJlrF69mpCQEJKTkw2eVLWOHj2Kr68vERERuLu787//+79ER0cTFBTE6dOniY+PV/Zn586d1K9fnx9++IGLFy/y4YcfKumT8wsICODu3bucOXOG7du3ExQUVGQb8svNzWXYsGEEBwcTHByMjY2Nsn8FrV+/nu7duxMWFsZ3332nt/KghYWFTuEhbXstLCz0th3yiv60aNGixG0WoiJJYCCEEcyePZs9e/bw6NEjnfvPnz9P06ZNGTJkiFI1rXnz5gQHByvPGTp0KC1atMDS0hIrKysAhg0bxosvvkitWrXo1asXTZo0oVu3blhaWvLGG28QFRWlvH7w4ME4OTlhaWnJ5MmTyczMLFU1thUrVlCjRg3mzJkDQGBgIHPmzKFBgwZYW1sza9YsTp06RXZ2NidPnqRPnz506tQJa2tr/Pz8iq3G17dvX9zd3VGpVFhbW3PgwAEWLVqEo6MjNWvWZPr06Uque0tLSxISEoiJicHKygoPDw+9J9cTJ07g6+uLo6MjDRs2LNWcDicnJ/r374+dnR01a9bkvffeIywsTO9zLS0tiYmJIT4+HhsbGzw8PADYtWsXPXr04K233uKTTz7h5s2bXL16la+//ppRo0bRuXNn/P39OXXqFDExMTrbvHnzJps2bWLBggUlbrMQFcnS1A0Q4nnQsmVL+vTpw9atW3n55ZeV++Pj45VeAK1GjRoRFxen3NZXqrdevXrKv21sbHRu29ra6kx23L59O3/729+Ij4/HwsKClJQUnR6JogQGBnL58mUOHjyonOBjYmKYOXOmzglfpVKRmJhIfHw8DRo0UO63t7fH0dGxyL+Rf/8ePXpEeno6w4YNU+7LP7diypQpBAQEMHnyZAC8vb2ZNm1aoW0WLHFc8D0uSnp6Op999hkhISE8fvwYgNTUVHJycgpNzJw/fz7r169nxIgR1K5dGx8fH0aMGIGvry8Aly5dQq1WM3PmTABcXV2V19rb27N48WKd7d25c4epU6eyaNEiJcgQwtgkMBDCSGbPns3QoUOVkxqAi4tLoSvG2NhYevbsqdw21N1cEuHh4Wzbto2//OUvtGjRApVKRadOnShJ7bTw8HDWr1/Pvn37qFmzpnJ/gwYNWLVqFe7u7oVe4+Liwu3bt5Xb6enpOvMPiuPk5IStrS3Hjh2jfv36hR6vWbMmCxcuZOHChdy6dYuJEyfSrl07unbtqvM8Z2dnYmNjle742NhYncft7OxIT09XbickJCh/b8eOHURHR3PgwAGcnZ25ceMGQ4YM0fueOTs7s2LFCiDv/fLx8aFTp05KGdz3339f735+/vnnhe578OABPj4+zJgxgyFDhhh8j4SobDKUIISRNG3alAEDBrB7927lvt69e/P7779z5MgRsrOzOX78OL/++it9+vSpkL+ZmpqKWq2mTp06ZGdnExAQQEpKSrGvi42N5YMPPsDf359mzZrpPDZmzBjWrVvHgwcPgLyr/LNnzwLQv39/zp8/T3h4OJmZmXz55ZelWkmhUqkYOXIkq1atIjExEYC4uDhCQkIACA4O5s6dO2g0GmrVqoVardYbOL355pts3bqVx48f8/DhQ533HKB169YcPXqUnJwcvvvuO52hgtTUVGxsbHBwcCA5OZmAgACD7T1x4oQyh6J27dqF5hOUVFxcHBMnTmTcuHGMGTOm1K8XoiJJYCCEEc2cOVOnm9/JyYktW7awc+dOOnfuzLZt29iyZQt16tSpkL/Xo0cPevbsSf/+/fHy8sLGxkbv0ERBP/zwA3/88Qd+fn7KygTt5MMJEybg5eXF5MmTcXNzY9SoUfz4448AtGjRgqVLlzJv3jx69uyJg4ODztBCScyfP5+mTZsyatQoOnbsyKRJk5Q5EXfu3MHHxwc3Nze8vb0ZM2YMXbp0KbSNWbNm0ahRI/r27cvkyZMZPHiwzuOLFy8mODgYDw8Pjhw5wuuvv648NnHiRDIyMujSpQve3t46vTcFXb9+nZEjR+Lm5sZ7773H4sWLadKkSan2F/JyW9y7d4+AgACd1SBCmIKFpiR9ikIIIYR4LkiPgRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgIIYQQQiGBgRBCCCEUEhgIIYQQQiGBgRBCCCEU/wfnC1QqffLzzAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 576x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "fig, ax = plt.subplots(figsize=(8,6))\n",
+    "fig = sm.graphics.plot_leverage_resid2(results, ax=ax)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x576 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "fig = plt.figure(figsize=(12,8))\n",
+    "fig = sm.graphics.plot_regress_exog(results, \"lstat\", fig=fig)\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(0.0, 0.05)"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "fig, ax = plt.subplots(figsize=(6,6))\n",
+    "fig = sm.graphics.influence_plot(results, ax=ax)\n",
+    "plt.xlim(0.0, 0.05)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Multiple regression"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "features = list(Boston.columns)\n",
+    "features.pop(features.index(\"medv\"))\n",
+    "features = \"+\".join(features)\n",
+    "features\n",
+    "model = smf.ols(\"medv~{}\".format(features), data=Boston).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"simpletable\">\n",
+       "<caption>OLS Regression Results</caption>\n",
+       "<tr>\n",
+       "  <th>Dep. Variable:</th>          <td>medv</td>       <th>  R-squared:         </th> <td>   0.741</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.734</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   108.1</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Date:</th>             <td>Sun, 29 Mar 2020</td> <th>  Prob (F-statistic):</th> <td>6.72e-135</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Time:</th>                 <td>09:48:27</td>     <th>  Log-Likelihood:    </th> <td> -1498.8</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>No. Observations:</th>      <td>   506</td>      <th>  AIC:               </th> <td>   3026.</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Residuals:</th>          <td>   492</td>      <th>  BIC:               </th> <td>   3085.</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Df Model:</th>              <td>    13</td>      <th>                     </th>     <td> </td>    \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>    \n",
+       "</tr>\n",
+       "</table>\n",
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Intercept</th> <td>   36.4595</td> <td>    5.103</td> <td>    7.144</td> <td> 0.000</td> <td>   26.432</td> <td>   46.487</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>crim</th>      <td>   -0.1080</td> <td>    0.033</td> <td>   -3.287</td> <td> 0.001</td> <td>   -0.173</td> <td>   -0.043</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>zn</th>        <td>    0.0464</td> <td>    0.014</td> <td>    3.382</td> <td> 0.001</td> <td>    0.019</td> <td>    0.073</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>indus</th>     <td>    0.0206</td> <td>    0.061</td> <td>    0.334</td> <td> 0.738</td> <td>   -0.100</td> <td>    0.141</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>chas</th>      <td>    2.6867</td> <td>    0.862</td> <td>    3.118</td> <td> 0.002</td> <td>    0.994</td> <td>    4.380</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>nox</th>       <td>  -17.7666</td> <td>    3.820</td> <td>   -4.651</td> <td> 0.000</td> <td>  -25.272</td> <td>  -10.262</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>rm</th>        <td>    3.8099</td> <td>    0.418</td> <td>    9.116</td> <td> 0.000</td> <td>    2.989</td> <td>    4.631</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>age</th>       <td>    0.0007</td> <td>    0.013</td> <td>    0.052</td> <td> 0.958</td> <td>   -0.025</td> <td>    0.027</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>dis</th>       <td>   -1.4756</td> <td>    0.199</td> <td>   -7.398</td> <td> 0.000</td> <td>   -1.867</td> <td>   -1.084</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>rad</th>       <td>    0.3060</td> <td>    0.066</td> <td>    4.613</td> <td> 0.000</td> <td>    0.176</td> <td>    0.436</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>tax</th>       <td>   -0.0123</td> <td>    0.004</td> <td>   -3.280</td> <td> 0.001</td> <td>   -0.020</td> <td>   -0.005</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>ptratio</th>   <td>   -0.9527</td> <td>    0.131</td> <td>   -7.283</td> <td> 0.000</td> <td>   -1.210</td> <td>   -0.696</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>black</th>     <td>    0.0093</td> <td>    0.003</td> <td>    3.467</td> <td> 0.001</td> <td>    0.004</td> <td>    0.015</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>lstat</th>     <td>   -0.5248</td> <td>    0.051</td> <td>  -10.347</td> <td> 0.000</td> <td>   -0.624</td> <td>   -0.425</td>\n",
+       "</tr>\n",
+       "</table>\n",
+       "<table class=\"simpletable\">\n",
+       "<tr>\n",
+       "  <th>Omnibus:</th>       <td>178.041</td> <th>  Durbin-Watson:     </th> <td>   1.078</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Prob(Omnibus):</th> <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td> 783.126</td> \n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Skew:</th>          <td> 1.521</td>  <th>  Prob(JB):          </th> <td>8.84e-171</td>\n",
+       "</tr>\n",
+       "<tr>\n",
+       "  <th>Kurtosis:</th>      <td> 8.281</td>  <th>  Cond. No.          </th> <td>1.51e+04</td> \n",
+       "</tr>\n",
+       "</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 1.51e+04. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
+      ],
+      "text/plain": [
+       "<class 'statsmodels.iolib.summary.Summary'>\n",
+       "\"\"\"\n",
+       "                            OLS Regression Results                            \n",
+       "==============================================================================\n",
+       "Dep. Variable:                   medv   R-squared:                       0.741\n",
+       "Model:                            OLS   Adj. R-squared:                  0.734\n",
+       "Method:                 Least Squares   F-statistic:                     108.1\n",
+       "Date:                Sun, 29 Mar 2020   Prob (F-statistic):          6.72e-135\n",
+       "Time:                        09:48:27   Log-Likelihood:                -1498.8\n",
+       "No. Observations:                 506   AIC:                             3026.\n",
+       "Df Residuals:                     492   BIC:                             3085.\n",
+       "Df Model:                          13                                         \n",
+       "Covariance Type:            nonrobust                                         \n",
+       "==============================================================================\n",
+       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
+       "------------------------------------------------------------------------------\n",
+       "Intercept     36.4595      5.103      7.144      0.000      26.432      46.487\n",
+       "crim          -0.1080      0.033     -3.287      0.001      -0.173      -0.043\n",
+       "zn             0.0464      0.014      3.382      0.001       0.019       0.073\n",
+       "indus          0.0206      0.061      0.334      0.738      -0.100       0.141\n",
+       "chas           2.6867      0.862      3.118      0.002       0.994       4.380\n",
+       "nox          -17.7666      3.820     -4.651      0.000     -25.272     -10.262\n",
+       "rm             3.8099      0.418      9.116      0.000       2.989       4.631\n",
+       "age            0.0007      0.013      0.052      0.958      -0.025       0.027\n",
+       "dis           -1.4756      0.199     -7.398      0.000      -1.867      -1.084\n",
+       "rad            0.3060      0.066      4.613      0.000       0.176       0.436\n",
+       "tax           -0.0123      0.004     -3.280      0.001      -0.020      -0.005\n",
+       "ptratio       -0.9527      0.131     -7.283      0.000      -1.210      -0.696\n",
+       "black          0.0093      0.003      3.467      0.001       0.004       0.015\n",
+       "lstat         -0.5248      0.051    -10.347      0.000      -0.624      -0.425\n",
+       "==============================================================================\n",
+       "Omnibus:                      178.041   Durbin-Watson:                   1.078\n",
+       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              783.126\n",
+       "Skew:                           1.521   Prob(JB):                    8.84e-171\n",
+       "Kurtosis:                       8.281   Cond. No.                     1.51e+04\n",
+       "==============================================================================\n",
+       "\n",
+       "Warnings:\n",
+       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+       "[2] The condition number is large, 1.51e+04. This might indicate that there are\n",
+       "strong multicollinearity or other numerical problems.\n",
+       "\"\"\""
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model.summary()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## No working VIF function found in stats\n",
+    "outliers_influence.variance_inflation_factor(reduced) in statsmodels.stats doesnt work\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "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>Unnamed: 0</th>\n",
+       "      <th>crim</th>\n",
+       "      <th>zn</th>\n",
+       "      <th>indus</th>\n",
+       "      <th>chas</th>\n",
+       "      <th>nox</th>\n",
+       "      <th>rm</th>\n",
+       "      <th>age</th>\n",
+       "      <th>dis</th>\n",
+       "      <th>rad</th>\n",
+       "      <th>tax</th>\n",
+       "      <th>ptratio</th>\n",
+       "      <th>black</th>\n",
+       "      <th>lstat</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0.00632</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>2.31</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.538</td>\n",
+       "      <td>6.575</td>\n",
+       "      <td>65.2</td>\n",
+       "      <td>4.0900</td>\n",
+       "      <td>1</td>\n",
+       "      <td>296</td>\n",
+       "      <td>15.3</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>4.98</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0.02731</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>6.421</td>\n",
+       "      <td>78.9</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2</td>\n",
+       "      <td>242</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>9.14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.02729</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.07</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.469</td>\n",
+       "      <td>7.185</td>\n",
+       "      <td>61.1</td>\n",
+       "      <td>4.9671</td>\n",
+       "      <td>2</td>\n",
+       "      <td>242</td>\n",
+       "      <td>17.8</td>\n",
+       "      <td>392.83</td>\n",
+       "      <td>4.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>0.03237</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>6.998</td>\n",
+       "      <td>45.8</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3</td>\n",
+       "      <td>222</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>394.63</td>\n",
+       "      <td>2.94</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>0.06905</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.18</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.458</td>\n",
+       "      <td>7.147</td>\n",
+       "      <td>54.2</td>\n",
+       "      <td>6.0622</td>\n",
+       "      <td>3</td>\n",
+       "      <td>222</td>\n",
+       "      <td>18.7</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>5.33</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>501</th>\n",
+       "      <td>502</td>\n",
+       "      <td>0.06263</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11.93</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.573</td>\n",
+       "      <td>6.593</td>\n",
+       "      <td>69.1</td>\n",
+       "      <td>2.4786</td>\n",
+       "      <td>1</td>\n",
+       "      <td>273</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>391.99</td>\n",
+       "      <td>9.67</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>502</th>\n",
+       "      <td>503</td>\n",
+       "      <td>0.04527</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11.93</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.573</td>\n",
+       "      <td>6.120</td>\n",
+       "      <td>76.7</td>\n",
+       "      <td>2.2875</td>\n",
+       "      <td>1</td>\n",
+       "      <td>273</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>9.08</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>503</th>\n",
+       "      <td>504</td>\n",
+       "      <td>0.06076</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11.93</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.573</td>\n",
+       "      <td>6.976</td>\n",
+       "      <td>91.0</td>\n",
+       "      <td>2.1675</td>\n",
+       "      <td>1</td>\n",
+       "      <td>273</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>5.64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>504</th>\n",
+       "      <td>505</td>\n",
+       "      <td>0.10959</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11.93</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.573</td>\n",
+       "      <td>6.794</td>\n",
+       "      <td>89.3</td>\n",
+       "      <td>2.3889</td>\n",
+       "      <td>1</td>\n",
+       "      <td>273</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>393.45</td>\n",
+       "      <td>6.48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>505</th>\n",
+       "      <td>506</td>\n",
+       "      <td>0.04741</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>11.93</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.573</td>\n",
+       "      <td>6.030</td>\n",
+       "      <td>80.8</td>\n",
+       "      <td>2.5050</td>\n",
+       "      <td>1</td>\n",
+       "      <td>273</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>396.90</td>\n",
+       "      <td>7.88</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>506 rows × 14 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Unnamed: 0     crim    zn  indus  chas    nox     rm   age     dis  rad  \\\n",
+       "0             1  0.00632  18.0   2.31     0  0.538  6.575  65.2  4.0900    1   \n",
+       "1             2  0.02731   0.0   7.07     0  0.469  6.421  78.9  4.9671    2   \n",
+       "2             3  0.02729   0.0   7.07     0  0.469  7.185  61.1  4.9671    2   \n",
+       "3             4  0.03237   0.0   2.18     0  0.458  6.998  45.8  6.0622    3   \n",
+       "4             5  0.06905   0.0   2.18     0  0.458  7.147  54.2  6.0622    3   \n",
+       "..          ...      ...   ...    ...   ...    ...    ...   ...     ...  ...   \n",
+       "501         502  0.06263   0.0  11.93     0  0.573  6.593  69.1  2.4786    1   \n",
+       "502         503  0.04527   0.0  11.93     0  0.573  6.120  76.7  2.2875    1   \n",
+       "503         504  0.06076   0.0  11.93     0  0.573  6.976  91.0  2.1675    1   \n",
+       "504         505  0.10959   0.0  11.93     0  0.573  6.794  89.3  2.3889    1   \n",
+       "505         506  0.04741   0.0  11.93     0  0.573  6.030  80.8  2.5050    1   \n",
+       "\n",
+       "     tax  ptratio   black  lstat  \n",
+       "0    296     15.3  396.90   4.98  \n",
+       "1    242     17.8  396.90   9.14  \n",
+       "2    242     17.8  392.83   4.03  \n",
+       "3    222     18.7  394.63   2.94  \n",
+       "4    222     18.7  396.90   5.33  \n",
+       "..   ...      ...     ...    ...  \n",
+       "501  273     21.0  391.99   9.67  \n",
+       "502  273     21.0  396.90   9.08  \n",
+       "503  273     21.0  396.90   5.64  \n",
+       "504  273     21.0  393.45   6.48  \n",
+       "505  273     21.0  396.90   7.88  \n",
+       "\n",
+       "[506 rows x 14 columns]"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,