From 02b7a85bccf4f6cc93a54501429b8b06209fa410 Mon Sep 17 00:00:00 2001
From: soheilnazari2001 <soheil.nazari@sharif.edu>
Date: Sat, 17 Feb 2024 17:48:14 +0330
Subject: [PATCH] notebook added

---
 .idea/.gitignore                              |    8 +
 .idea/MarketSegmentationInsurance.iml         |    8 +
 .idea/inspectionProfiles/Project_Default.xml  |   25 +
 .../inspectionProfiles/profiles_settings.xml  |    6 +
 .idea/misc.xml                                |    4 +
 .idea/modules.xml                             |    8 +
 .idea/vcs.xml                                 |    6 +
 notebook.ipynb                                | 2211 +++++++++++++++++
 8 files changed, 2276 insertions(+)
 create mode 100644 .idea/.gitignore
 create mode 100644 .idea/MarketSegmentationInsurance.iml
 create mode 100644 .idea/inspectionProfiles/Project_Default.xml
 create mode 100644 .idea/inspectionProfiles/profiles_settings.xml
 create mode 100644 .idea/misc.xml
 create mode 100644 .idea/modules.xml
 create mode 100644 .idea/vcs.xml
 create mode 100644 notebook.ipynb

diff --git a/.idea/.gitignore b/.idea/.gitignore
new file mode 100644
index 0000000..13566b8
--- /dev/null
+++ b/.idea/.gitignore
@@ -0,0 +1,8 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml
diff --git a/.idea/MarketSegmentationInsurance.iml b/.idea/MarketSegmentationInsurance.iml
new file mode 100644
index 0000000..d0876a7
--- /dev/null
+++ b/.idea/MarketSegmentationInsurance.iml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="inheritedJdk" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 0000000..dddfb91
--- /dev/null
+++ b/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,25 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="DuplicatedCode" enabled="true" level="WEAK WARNING" enabled_by_default="true">
+      <Languages>
+        <language minSize="48" name="Python" />
+      </Languages>
+    </inspection_tool>
+    <inspection_tool class="PyPep8NamingInspection" enabled="true" level="WEAK WARNING" enabled_by_default="true">
+      <option name="ignoredErrors">
+        <list>
+          <option value="N803" />
+          <option value="N802" />
+        </list>
+      </option>
+    </inspection_tool>
+    <inspection_tool class="PyUnresolvedReferencesInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredIdentifiers">
+        <list>
+          <option value="list.items" />
+        </list>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000..105ce2d
--- /dev/null
+++ b/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..dc9ea49
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.10" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000..fb6cbcd
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/MarketSegmentationInsurance.iml" filepath="$PROJECT_DIR$/.idea/MarketSegmentationInsurance.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..94a25f7
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/notebook.ipynb b/notebook.ipynb
new file mode 100644
index 0000000..35a9d7e
--- /dev/null
+++ b/notebook.ipynb
@@ -0,0 +1,2211 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "e490d378",
+   "metadata": {
+    "papermill": {
+     "duration": 0.012209,
+     "end_time": "2024-01-19T14:05:33.862939",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:33.850730",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# ML - Fall 2023 - Practical Homework\n",
+    "\n",
+    "## Practical Homework 6 - KMeans and PCA\n",
+    "\n",
+    "Student Name:\n",
+    "\n",
+    "Student Number:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f51053e4",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011231,
+     "end_time": "2024-01-19T14:05:33.885894",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:33.874663",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Phase 0: Introduction\n",
+    "\n",
+    "**In this assignment, you will develop K-means and PCA algorithm to perform data segmentation. The dataset contains behavioral variables of customers such as Balance, Purchases, etc. Your task is to make a model to segment the same customers into the clusters.**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "417fe24b",
+   "metadata": {
+    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
+    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:33.910870Z",
+     "iopub.status.busy": "2024-01-19T14:05:33.910122Z",
+     "iopub.status.idle": "2024-01-19T14:05:36.498280Z",
+     "shell.execute_reply": "2024-01-19T14:05:36.497525Z"
+    },
+    "papermill": {
+     "duration": 2.603084,
+     "end_time": "2024-01-19T14:05:36.500696",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:33.897612",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/opt/conda/lib/python3.10/site-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.5\n",
+      "  warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "# essential packages \n",
+    "import numpy as np \n",
+    "import pandas as pd \n",
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "from sklearn.decomposition import PCA\n",
+    "from sklearn.cluster import KMeans\n",
+    "from sklearn.manifold import TSNE\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.metrics import silhouette_samples, silhouette_score\n",
+    "from yellowbrick.cluster import KElbowVisualizer, SilhouetteVisualizer\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn import metrics\n",
+    "\n",
+    "import warnings\n",
+    "warnings.filterwarnings(\"ignore\") \n",
+    "\n",
+    "# add any other packages that you may need here"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c0300495",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:36.526102Z",
+     "iopub.status.busy": "2024-01-19T14:05:36.525551Z",
+     "iopub.status.idle": "2024-01-19T14:05:37.452320Z",
+     "shell.execute_reply": "2024-01-19T14:05:37.451075Z"
+    },
+    "papermill": {
+     "duration": 0.941691,
+     "end_time": "2024-01-19T14:05:37.454743",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:36.513052",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "!wget -O https://www.dropbox.com/scl/fi/vcejtazdshv8dnhbnfxc7/dataset.csv?rlkey=zauavuzjf5jzmdoqtorkmrkzk&dl=1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "92f5adee",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011446,
+     "end_time": "2024-01-19T14:05:37.478115",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.466669",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Phase 1: Explore"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5f0820bc",
+   "metadata": {
+    "papermill": {
+     "duration": 0.012533,
+     "end_time": "2024-01-19T14:05:37.502199",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.489666",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Sec 1: Load and Explore the given dataset (P1-Sec1: 25 Points)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1ab89ebe",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011274,
+     "end_time": "2024-01-19T14:05:37.524958",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.513684",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Load the dataset and display the first 10 rows of dataset. **(P1-1-1: 2 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "ac06847b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:37.549581Z",
+     "iopub.status.busy": "2024-01-19T14:05:37.549252Z",
+     "iopub.status.idle": "2024-01-19T14:05:37.627850Z",
+     "shell.execute_reply": "2024-01-19T14:05:37.627014Z"
+    },
+    "papermill": {
+     "duration": 0.093461,
+     "end_time": "2024-01-19T14:05:37.629893",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.536432",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CUST_ID</th>\n",
+       "      <th>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>C10001</td>\n",
+       "      <td>40.900749</td>\n",
+       "      <td>0.818182</td>\n",
+       "      <td>95.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>95.4</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>201.802084</td>\n",
+       "      <td>139.509787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>C10002</td>\n",
+       "      <td>3202.467416</td>\n",
+       "      <td>0.909091</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6442.945483</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>4103.032597</td>\n",
+       "      <td>1072.340217</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>C10003</td>\n",
+       "      <td>2495.148862</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>622.066742</td>\n",
+       "      <td>627.284787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>C10004</td>\n",
+       "      <td>1666.670542</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>205.788017</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>C10005</td>\n",
+       "      <td>817.714335</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1200.0</td>\n",
+       "      <td>678.334763</td>\n",
+       "      <td>244.791237</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  CUST_ID      BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0  C10001    40.900749           0.818182      95.40              0.00   \n",
+       "1  C10002  3202.467416           0.909091       0.00              0.00   \n",
+       "2  C10003  2495.148862           1.000000     773.17            773.17   \n",
+       "3  C10004  1666.670542           0.636364    1499.00           1499.00   \n",
+       "4  C10005   817.714335           1.000000      16.00             16.00   \n",
+       "\n",
+       "   INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0                    95.4      0.000000             0.166667   \n",
+       "1                     0.0   6442.945483             0.000000   \n",
+       "2                     0.0      0.000000             1.000000   \n",
+       "3                     0.0    205.788017             0.083333   \n",
+       "4                     0.0      0.000000             0.083333   \n",
+       "\n",
+       "   ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                    0.000000                          0.083333   \n",
+       "1                    0.000000                          0.000000   \n",
+       "2                    1.000000                          0.000000   \n",
+       "3                    0.083333                          0.000000   \n",
+       "4                    0.083333                          0.000000   \n",
+       "\n",
+       "   CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0                0.000000                 0              2        1000.0   \n",
+       "1                0.250000                 4              0        7000.0   \n",
+       "2                0.000000                 0             12        7500.0   \n",
+       "3                0.083333                 1              1        7500.0   \n",
+       "4                0.000000                 0              1        1200.0   \n",
+       "\n",
+       "      PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
+       "0   201.802084        139.509787          0.000000      12  \n",
+       "1  4103.032597       1072.340217          0.222222      12  \n",
+       "2   622.066742        627.284787          0.000000      12  \n",
+       "3     0.000000               NaN          0.000000      12  \n",
+       "4   678.334763        244.791237          0.000000      12  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "path = '/kaggle/input/market-segmentation-in-insurance-unsupervised/Customer Data.csv'\n",
+    "df = pd.read_csv(path)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e74e571",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011982,
+     "end_time": "2024-01-19T14:05:37.654194",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.642212",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Print the column names and number of data samples. **(P1-1-2: 1 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "ad203534",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:37.679052Z",
+     "iopub.status.busy": "2024-01-19T14:05:37.678720Z",
+     "iopub.status.idle": "2024-01-19T14:05:37.684016Z",
+     "shell.execute_reply": "2024-01-19T14:05:37.682847Z"
+    },
+    "papermill": {
+     "duration": 0.020091,
+     "end_time": "2024-01-19T14:05:37.686047",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.665956",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Column Names: ['CUST_ID', 'BALANCE', 'BALANCE_FREQUENCY', 'PURCHASES', 'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE', 'PURCHASES_FREQUENCY', 'ONEOFF_PURCHASES_FREQUENCY', 'PURCHASES_INSTALLMENTS_FREQUENCY', 'CASH_ADVANCE_FREQUENCY', 'CASH_ADVANCE_TRX', 'PURCHASES_TRX', 'CREDIT_LIMIT', 'PAYMENTS', 'MINIMUM_PAYMENTS', 'PRC_FULL_PAYMENT', 'TENURE']\n",
+      "Number of Data Samples: 8950\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Column Names:\", df.columns.tolist())\n",
+    "print(\"Number of Data Samples:\", len(df))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5838e226",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011683,
+     "end_time": "2024-01-19T14:05:37.709553",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.697870",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Identify the columns that contain nan values. **(P1-1-3: 2 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a9542f0b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:37.734387Z",
+     "iopub.status.busy": "2024-01-19T14:05:37.734115Z",
+     "iopub.status.idle": "2024-01-19T14:05:37.741992Z",
+     "shell.execute_reply": "2024-01-19T14:05:37.741009Z"
+    },
+    "papermill": {
+     "duration": 0.022551,
+     "end_time": "2024-01-19T14:05:37.743905",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.721354",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Columns with NaN values: ['CREDIT_LIMIT', 'MINIMUM_PAYMENTS']\n"
+     ]
+    }
+   ],
+   "source": [
+    "nan_columns = df.columns[df.isna().any()].tolist()\n",
+    "print(\"Columns with NaN values:\", nan_columns)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9985d65e",
+   "metadata": {
+    "papermill": {
+     "duration": 0.01196,
+     "end_time": "2024-01-19T14:05:37.809050",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.797090",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Fill the nan values with the median of each column. **(P1-1-4: 2 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "2d001851",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:37.834935Z",
+     "iopub.status.busy": "2024-01-19T14:05:37.834345Z",
+     "iopub.status.idle": "2024-01-19T14:05:37.844813Z",
+     "shell.execute_reply": "2024-01-19T14:05:37.844141Z"
+    },
+    "papermill": {
+     "duration": 0.025703,
+     "end_time": "2024-01-19T14:05:37.846763",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.821060",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "for column in nan_columns:\n",
+    "    df[column].fillna(df[column].median(), inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bd5bd01d",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011911,
+     "end_time": "2024-01-19T14:05:37.870779",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.858868",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Find the max, min, and average of each column with numerical data. **(P1-1-5: 2 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d554a39a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:37.896112Z",
+     "iopub.status.busy": "2024-01-19T14:05:37.895827Z",
+     "iopub.status.idle": "2024-01-19T14:05:37.907362Z",
+     "shell.execute_reply": "2024-01-19T14:05:37.906252Z"
+    },
+    "papermill": {
+     "duration": 0.026414,
+     "end_time": "2024-01-19T14:05:37.909265",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.882851",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Max, Min, Average of each numerical column:\n",
+      "BALANCE - Max: 19043.13856, Min: 0.0, Average: 1564.4748276781006\n",
+      "BALANCE_FREQUENCY - Max: 1.0, Min: 0.0, Average: 0.8772707255865921\n",
+      "PURCHASES - Max: 49039.57, Min: 0.0, Average: 1003.2048335195531\n",
+      "ONEOFF_PURCHASES - Max: 40761.25, Min: 0.0, Average: 592.4373709497207\n",
+      "INSTALLMENTS_PURCHASES - Max: 22500.0, Min: 0.0, Average: 411.0676446927374\n",
+      "CASH_ADVANCE - Max: 47137.21176, Min: 0.0, Average: 978.8711124654749\n",
+      "PURCHASES_FREQUENCY - Max: 1.0, Min: 0.0, Average: 0.49035054837988823\n",
+      "ONEOFF_PURCHASES_FREQUENCY - Max: 1.0, Min: 0.0, Average: 0.202457683575419\n",
+      "PURCHASES_INSTALLMENTS_FREQUENCY - Max: 1.0, Min: 0.0, Average: 0.3644373415642458\n",
+      "CASH_ADVANCE_FREQUENCY - Max: 1.5, Min: 0.0, Average: 0.13514420033519556\n",
+      "CASH_ADVANCE_TRX - Max: 123, Min: 0, Average: 3.2488268156424582\n",
+      "PURCHASES_TRX - Max: 358, Min: 0, Average: 14.709832402234637\n",
+      "CREDIT_LIMIT - Max: 30000.0, Min: 50.0, Average: 4494.282472772402\n",
+      "PAYMENTS - Max: 50721.48336, Min: 0.0, Average: 1733.1438520248046\n",
+      "MINIMUM_PAYMENTS - Max: 76406.20752, Min: 0.019163, Average: 844.9067666256983\n",
+      "PRC_FULL_PAYMENT - Max: 1.0, Min: 0.0, Average: 0.15371464849162012\n",
+      "TENURE - Max: 12, Min: 6, Average: 11.51731843575419\n"
+     ]
+    }
+   ],
+   "source": [
+    "numerical_cols = df.select_dtypes(include=[np.number]).columns.tolist()\n",
+    "print(\"Max, Min, Average of each numerical column:\")\n",
+    "for col in numerical_cols:\n",
+    "    print(f\"{col} - Max: {df[col].max()}, Min: {df[col].min()}, Average: {df[col].mean()}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "21c258e6",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011833,
+     "end_time": "2024-01-19T14:05:37.933188",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.921355",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Plot the Histogram of each column with numerical data. Also, show the median and average value of each column in plot. **(P1-1-6: 6 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "e2230065",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:37.958768Z",
+     "iopub.status.busy": "2024-01-19T14:05:37.958515Z",
+     "iopub.status.idle": "2024-01-19T14:05:52.259530Z",
+     "shell.execute_reply": "2024-01-19T14:05:52.258682Z"
+    },
+    "papermill": {
+     "duration": 14.316295,
+     "end_time": "2024-01-19T14:05:52.261624",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:37.945329",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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88YVmz56tZs2a6f7776+whPmUKVMUFxenefPm6euvv1bfvn31wgsv6KKLLpLdbveq1ueee06PP/64PvjgA5mmqX79+mn69OknXPq7Kk2aNEnNmzfXp59+qoULFyouLk7/+Mc/Kn0gblWZM2eOmjZtetwFQSIjI9WtWzd98cUXGjdunIKCqv9/0ampqbr//vsrbG/WrNlJw1SvXr109tln66effvLp3G3atNH48eO1ZMkSffDBB8rMzJTdblf79u01adIkj5UaAaC2Mkxv79QFAOA4UlNT9Ze//EXPPPOMhg0b5u9yAACoEdwzBQA4JYWFhRW2zZgxQxaL5YQPywUAoK5hmh8A4JS8+eabWrdunXr37i2r1aqlS5dq6dKluvLKK9WkSRN/lwcAQI1hmh8A4JQsW7ZMU6dO1ZYtW5Sfn68mTZro0ksv1S233FIj9/kAAFBbEKYAAAAAwAfcMwUAAAAAPiBMAQAAAIAPmNx+2MqVK2Wapmw2m79LAQAAAOBHTqdThmEoOTn5hO0YmTrMNE3VltvHTNNUcXFxtdRTapYot/CAcgsPqNQsqfLjo2ZVZ19B3UJfgbfoK/AG/QTeCtS+4m02YGTqsPIRqc6dO/u5Eik/P1+pqalq166dQkNDq/TY6Tl/at7qjyRJQzrcpviIllV6fNSs6uwrqFvoK/AWfQXeoJ/AW4HaV9auXetVO0amAlz+mlVak5SgNUkJyl+zyt/lAAAAAPUGI1MBzlVUpKKtW9yvAQAAANQMRqYAAAAAwAeEKQAAAADwAWEKAAAAAHxAmAIAAAAAHxCmAAAAAMAHhCkAAAAA8AFhCgAAAAB8wHOmAlxo5y7qvHajJMnepKmfqwEAAADqD8JUgLM4HHK0OcPfZQAAAAD1DtP8AAAAAPjNihUrlJCQoOzsbEnS7Nmz1aNHDz9X5R3CFAAAAIDjGjdunBISEjRhwoQK+yZOnKiEhASNGzeuys538cUXa8GCBVV2vOpEmApwub/8pF+iHfol2qHcX37ydzkAAACog5o0aaIvvvhChYWF7m1FRUWaO3eumjat2vv2HQ6HYmNjq/SY1YV7pgKdacosKXG/BgAAQGDJ/XnFSduE9+zlfu0qKlL+mlUnbG/Y7Qrrkuz+ujQnRwUbfvc4zqk466yztHPnTn311VcaNmyYJOmrr75SkyZN1Lx58yO1uVyaPn26PvroI2VkZKhly5a6+OKL1bFjR3ebJUuW6Mknn9TevXvVpUsXDR8+3ONcs2fP1pNPPqlffvlFkvTnn39q8uTJWr16tQoKCnTGGWdo7Nix6tu3r/s9AwcO1BVXXKEdO3boyy+/VFRUlG699VZdeeWVPl2vtwhTAAAAgB+lntfvxA0MQz1znO4vnfv3nfQ99pat1OX3Le6v89eu1oYLzlXP3BKf6xw5cqRmz57tDlOzZs3SiBEj9NNPR2ZHTZs2TZ9//rkmTpyo1q1ba9myZZo0aZISExN1zjnnaO/evbrjjjs0evRoXXHFFVq3bp2mTJlywvPm5+drwIABuueee2S32/XZZ5/plltu0ZdffukxKvbOO+9ozJgxuuWWW7RgwQI9+uij6tmzp844o/oWa2OaHwAAAICTGjZsmH799Vft3r1bu3fv1m+//eYOVpJUXFysadOm6cknn1T//v3VokULDRs2TP369dOsWbMkSR9++KFatmypcePG6YwzztCwYcMqjEwdq0OHDho1apTat2+v1q1b6+6771bLli317bfferQ755xzNHr0aLVq1Uo33XSTGjRooBUrTj7qdzoYmQIAAAD8qOOiZafU3taw0UnfY9jtHl+Hdu5yyuc5VkxMjM4991x9+umnMk1T5557rmJiYtz7d+zYoYKCAl1//fXubaZpqri42D3Nb8uWLUpKSvI4bteuXU943ry8PE2dOlWLFy9Wenq6SktLVVhYqD179ni0S0hIcL82DENxcXHKzMz09XK9QpgCAAAA/OhU72OyBAef8nusERE+3y91tJEjR+qxxx6TJD3yyCMe+/Lz8yWVTfVr1KiRJKmgoEBbtmzxuGfqVE2ZMkU//PCDHnjgAbVs2VIOh0NjxoyR0+n0aBcU5BltDMOQWc1rChCmajGXy+VO3I0bN5bFwqxMAAAA+E///v3ldDplGIZSUlI89rVt21Z2u1179uzR2WefLaksYOXl5alx48buNsdOz1u9evUJz7ly5UoNHz5c559/vqSykardu3dX1SWdFsJULbZv3z49Pf9nSdIjI86p8mUnAQAAgFNhtVo1f/589+ujhYeH6/rrr9fkyZNlmqa6d++u9PR0LViwQJs2bdKoUaM0atQovf3225oyZYouv/xyrV+/Xp9++ukJz9mqVSt9/fXXGjhwoAzD0IsvviiXy1Vt13gqCFO1XHhMYKyxDwAAgPohPDz8uPvuvvtuxcTEaNq0adq1a5fCw8PVokUL9e/fX5LUtGlTvfLKK5o8ebLee+89JSUl6Z577tH48eOPe8xx48Zp/PjxGjVqlBo0aKCbbrpJeXl5VX5dvjDM6p5IGCDWrl0rSercubOfKykbDk1NTVV0dLReW7FVkjT23E6VjkyZpimVlpZ9YbXKMIwTHjs950/NW/2aJGlIl9sUH9GyaotHjSrvKx07dlRoaKi/y0EtRl+Bt+gr8Ab9BN4K1L7ibTZgZCrAGYYhBfFjBAAAAGoaKxoAAAAAgA8Y0ggApsultLQ0SRVX9XMVF6vkQNn6+UExsbIc80wBAAAAANWDkakAkHcoSy8sXKmJs5e6Q1W5/NUrtbpdC61u10L5q1f6qUIAAACg/mFkKkCERccqLDzM32UAAAAAOIyRKQAAAADwAWEKAAAAAHxAmAIAAAAAHxCmAAAAAMAHhCkAAAAA8AFhCgAAAMBxjRs3TgkJCZowYUKFfRMnTlRCQoLGjRvnh8r8jzAV4AybTbYmTWVr0lSGzebvcgAAAFAHNWnSRF988YUKCwvd24qKijR37lw1bdrUj5X5F8+ZCnBhXbup66Y//V0GAAAAfFBcUqhDBftr7HxRIQ1lD3Kc8vvOOuss7dy5U1999ZWGDRsmSfrqq6/UpEkTNW/e3N3O5XJp+vTp+uijj5SRkaGWLVvq4osvVseOHSVJpaWlevjhh/Xjjz8qIyNDTZo00VVXXaVrr73WfYxx48YpOztb3bt31zvvvCOn06mLL75Y48ePl62WDR4QpgAAAAA/KC4p1Cc/P6Xi0sKTN64idqtDl/Uc51OgGjlypGbPnu0OU7NmzdKIESP0008/udtMmzZNn3/+uSZOnKjWrVtr2bJlmjRpkhITE3XOOefI5XKpcePGeumllxQdHa2VK1dqwoQJio+P18UXX+w+zooVKxQfH68ZM2bozz//1D333KOOHTvqiiuuOP1vQhVimh8AAACAkxo2bJh+/fVX7d69W7t379Zvv/3mDlaSVFxcrGnTpunJJ59U//791aJFCw0bNkz9+vXTrFmzJEk2m01jxoxR586d3ftHjBihL7/80uNcUVFRmjBhgtq2bavzzjtPAwYM0PLly2v0er3ByFSAK83NVUHqeklSSMdOsoaH+7kiAAAAeMMeVDZKFAjT/CQpJiZG5557rj799FOZpqlzzz1XMTEx7v07duxQQUGBrr/+evc20zRVXFzsnuYnSe+//75mzZqlPXv2qKioSE6nUx06dPA4V7t27WS1Wt1fx8fHa+PGjT7VXZ0IUwGuIHW9Us/rJ0nquGiZwnv28nNFAAAA8JY9yKH4iJb+LsNrI0eO1GOPPSZJeuSRRzz25efnSyqb6teoUSNJUkFBgbZs2eIOU/PmzdOUKVP0wAMPKDk5WWFhYXrrrbe0evVqj2MFBXnGFMMwZJpmtVzT6SBMAQAAAPBK//795XQ6ZRiGUlJSPPa1bdtWdrtde/bs0dlnny2pLGDl5eWpcePGkqTffvtNycnJGj16tPt9f/4ZuIupEaYAAAAAeMVqtWr+/Pnu10cLDw/X9ddfr8mTJ8s0TXXv3l3p6elasGCBNm3apFGjRqlVq1b67LPP9N1336l58+b63//+p7Vr13qsCBhICFMAAAAAvBZ+gnv07777bsXExGjatGnatWuXwsPD1aJFC/Xv31+SNGrUKKWmpuqee+6RYRgaMmSIrrrqKi1durSmyq9ShCkAAAAAx/XUU0+dcP9rr73mfm0Yhq699lr3c6Py8/OVmprqvmfKbrdr8uTJmjx5sscxxo4de8Lz/etf//K5/urE0ugAAAAA4APCFAAAAAD4gDAFAAAAAD7gnqkAZw0LV9jZvdyvAQAAANQMwlSACzmrk876dpm/ywAAAADqHab5AQAAAIAPCFMAAAAA4AOm+QW4ksxMZS9ZJEmKHHCegmJj/VwRAAAAUD8QpgJc4dbN2vK3UZKkjouWKZwwBQAAANQIpvkBAAAAgA8IUwAAAADgA8IUAAAAAPiAMAUAAAAAPiBMAQAAAIAPCFMAAAAA4APCFAAAAAD4gOdMBbigBjFqMOJy92sAAAAANYMwFeAc7c5Uu/986O8yAAAAgHqHaX4AAAAA4APCFAAAAAD4gGl+Aa44ba8yP/pAkhR75VWyN27i54oAAACA+oEwFeCKd/6pXf96QJIU0TeFMAUAAADUEKb5AQAAAIAPCFMAAAAA4APCFAAAAAD4gDAFAAAAAD4gTAEAAACAD1jNL4CYLpfS0tIkSY0bN5bFQhYGAAAA/IW/xgNI3qEsvbBwpSbOXuoOVQAAAAD8g5GpABMWHauw8DD317bGTdT4rnvdrwEAAADUDMJUgAtu0VItnnja32UAAAAA9Q7T/AAAAADAB4QpAAAAAPAB0/wCXNGO7Up75UVJUuM771Zwq9Z+rQcAAACoL/w+MlVaWqoXX3xRAwcOVFJSkgYPHqxXX31Vpmm625imqZdeekkpKSlKSkrSddddp+3bt3sc5+DBgxo7dqy6deumHj16aPz48crLy6vhq6l5zv37tP+Nqdr/xlQ59+/zdzkAAABAveH3MDV9+nR9+OGHmjBhgr744gvdd999evPNN/Xuu+96tHn33Xf16KOP6uOPP1ZISIhuuOEGFRUVudvcd9992rx5s9555x298cYb+uWXXzRhwgR/XBIAAACAesDvYWrlypUaNGiQzj33XDVv3lwXXXSRUlJStGbNGkllo1L/+c9/dOutt2rw4MHq0KGDnn76ae3fv18LFy6UJG3ZskXfffedJk2apC5duqhHjx566KGHNG/ePO3bx2gNAAAAgKrn93umkpOT9fHHH2vbtm1q06aNNmzYoF9//VXjxo2TJO3atUvp6enq27ev+z0RERHq0qWLVq5cqSFDhmjlypWKjIxU586d3W369u0ri8WiNWvW6Pzzz/eqFtM0lZ+fX7UX6IOCggL35xJniUqcJZLhlA5/LnGWqKCgQPn5+SosLHS/r7CwUJaT1H9s+3yr/68Xvju6rwAnQl+Bt+gr8Ab9BN4K1L5imqYMwzhpO7+HqZtvvlm5ubn6f//v/8lqtaq0tFT33HOPhg0bJklKT0+XJMXGxnq8LzY2VhkZGZKkjIwMxcTEeOwPCgpSVFSU+/3ecDqdSk1NPZ3LqVK7du1SZmam8g9lybA7ZBYXyrA7VFRYpE2bNungwYMyj7p3bPv27TJCw094zHxXpkf7/Zac6iofNejYewiB46GvwFv0FXiDfgJvBWJfsdvtJ23j9zA1f/58zZkzR88995zatWun1NRUTZ48WQ0bNtTw4cNrtBabzaZ27drV6DkrU1BQoO3bt6t58+aK3Wcq2CLJHiwVF0n2YIWHhevMM89UkyZNlJ+fq22H39e6dWuFdux4wmNn5u3Slj+OtI8Na16t14LqVd5XWrdurZCQEH+Xg1qMvgJv0VfgDfoJvBWofWXz5s1etfN7mHr66ad18803a8iQIZKkhIQE7dmzR9OmTdPw4cMVHx8vScrMzFTDhg3d78vMzFSHDh0kSXFxcTpw4IDHcUtKSnTo0CH3+71hGIZCQ0NP95KqTEhIiIJsQQqyBckIssk0S2UE2RRkC1JISIhCQ0Plcjjc7R0Ox0nrzys9tfYIDOX9ATgZ+gq8RV+BN+gn8Fag9RVvpvhJtWABisLCwgrFWq1W99LozZs3V3x8vJYvX+7en5ubq9WrVys5OVlS2X1X2dnZWrdunbvNjz/+KJfLpaSkpBq4CgAAAAD1jd9Hps477zy98cYbatq0qXua3zvvvKORI0dKKkuFf/vb3/T666+rVatWat68uV566SU1bNhQgwcPliS1bdtW/fv318MPP6yJEyfK6XTq8ccf15AhQ9SoUSN/Xl61C27ZSi2ffcn9GgAAAEDN8HuYeuihh/TSSy9p4sSJ7ql8V155pW6//XZ3m5tuukkFBQWaMGGCsrOz1b17d7355psKDg52t3n22Wf1+OOP69prr5XFYtEFF1yghx56yB+XVKNsjRqr0S23n7whAAAAgCrl9zAVHh6uf/3rX/rXv/513DaGYeiuu+7SXXfdddw20dHReu6556qjRAAAAACowO/3TAEAAABAICJMBbjCTRu1adQIbRo1QoWbNvq7HAAAAKDeIEwFuJKDWTo493MdnPu5Sg5m+bscAAAAoN4gTAEAAACADwhTAAAAAOADwhQAAAAA+IAwBQAAAAA+IEwBAAAAgA8IUwAAAADgA8IUAAAAAPggyN8F4PQ42rVXu48+db8GAAAAUDMIUwEuqEEDNRgy1N9lAAAAAPUO0/wAAAAAwAeEKQAAAADwAWEqwOWvW6v1/Xpqfb+eyl+31t/lAAAAAPUG90wFOFdBvvJXr3S/BgAAAFAzGJkCAAAAAB8QpgAAAADAB4QpAAAAAPABYQoAAAAAfECYAgAAAAAfEKYAAAAAwAeEKQAAAADwAc+ZCnAhZyWq0w+/SJKC257p52oAAACA+oMwFeCsYWEKTerq7zIAAACAeodpfgAAAADgA8IUAAAAAPiAMBXg8lb+qpUtG2lly0bKW/mrv8sBAAAA6g3umQpwZkmJSg5kul8DAAAAqBmMTAEAAACADwhTAAAAAOADwhQAAAAA+IAwBQAAAAA+IEwBAAAAgA8IUwAAAADgA8IUAAAAAPiA50wFuLDk7kr+c78kyRoZ6edqAAAAgPqDMBXgjKAgBcXE+LsMAAAAoN5hmh8AAAAA+ICRqVrI5XIpPT1dRUVFkmmesK1ZWipXYaEkyeJwyLBaa6JEAAAAoN4jTNVC+/bt0/QfN8luSFFNWpywbd5vvyj1vH6SpI6Llim8Z6+aKBEAAACo9whTtVRIZAMFMwkTAAAAqLX4cx0AAAAAfECYAgAAAAAfEKYAAAAAwAeEKQAAAADwAWEKAAAAAHxAmAIAAAAAH7A0eqCzWGQJC3O/BgAAAFAzCFMBLrx7T3Xfd8jfZQAAAAD1DkMZAAAAAOADwhQAAAAA+IBpfgHIdLmUlpYmSWoYFSXnzj8lScGtWssSEuLP0gAAAIB6gzAVgPIOZemFhbsUGhqmB9tGKP3ySyVJHRctU3jPXn6uDgAAAKgfCFMBKiw6VmHhYZKK/V0KAAAAUC9xzxQAAAAA+IAwBQAAAAA+IEwBAAAAgA8IUwAAAADgA8IUAAAAAPiAMAUAAAAAPmBp9ABnBDvk6HCWJPHAXgAAAKAGEaYCnK1DR3X+ZY2/ywAAAADqHab5AQAAAIAPCFMAAAAA4AOm+QU4V/YhHfp9rSQprEcvBUVH+7cgAAAAoJ5gZCrAlWzbqo1/GaKNfxmiwk1/+LscAAAAoN4gTAEAAACADwhTAAAAAOADwhQAAAAA+IAwBQAAAAA+IEwBAAAAgA8IUwAAAADgA8IUAAAAAPiAh/YGOCM8QlHnXyhJskZG+bkaAAAAoP4gTAU4W9t2avXpPH+XAQAAANQ7TPMDAAAAAB8QpgAAAADAB0zzC3ClmRlKX/CFJCl6yDDZGjb0c0UAAABA/UCYCnClu3Zq+523SJI6JnYmTAEAAAA1hGl+AAAAAOADwhQAAAAA+IAwBQAAAAA+IEwBAAAAgA9qRZjat2+f7rvvPvXq1UtJSUkaOnSo1q5d695vmqZeeuklpaSkKCkpSdddd522b9/ucYyDBw9q7Nix6tatm3r06KHx48crLy+vhq8EAAAAQH3h9zB16NAh/fWvf5XNZtP06dM1b948PfDAA4qKinK3mT59ut599109+uij+vjjjxUSEqIbbrhBRUVF7jb33XefNm/erHfeeUdvvPGGfvnlF02YMMEflwQAAACgHvD70ujTp09X48aNNXnyZPe2Fi1auF+bpqn//Oc/uvXWWzV48GBJ0tNPP62+fftq4cKFGjJkiLZs2aLvvvtOn3zyiTp37ixJeuihh3TzzTfr/vvvV6NGjbyqxTRN5efnV+HV+aagoECSVFLqlEqckrNEMip+LnGWqKjwSKAsLCyU5ST1FxYWerzOt/r/euG78r5S/hk4HvoKvEVfgTfoJ/BWoPYV0zRlGMZJ2/k9TH377bdKSUnRmDFj9PPPP6tRo0a66qqrdMUVV0iSdu3apfT0dPXt29f9noiICHXp0kUrV67UkCFDtHLlSkVGRrqDlCT17dtXFotFa9as0fnnn+9VLU6nU6mpqVV7gT5IT0+XJOVk58ooLJFZXCjD7qjwuaiwSDtUogZD/yJJ2n4oW8ZJ6s93Zbpfb9++XfstOdV2Hag5x057BY6HvgJv0VfgDfoJvBWIfcVut5+0jd/D1M6dO/Xhhx/q73//u2655RatXbtWkyZNks1m0/Dhw93BIjY21uN9sbGxysjIkCRlZGQoJibGY39QUJCioqLc7/eGzWZTu3btTvOKTl9wcLD0e4YiIsMVFBIuFRdJ9uAKn8PDwtU2pb2aXH6F18fOzNulLX+UvW7durViw5pX01WgJhQUFGj79u1q3bq1QkJC/F0OajH6CrxFX4E36CfwVqD2lc2bN3vVzu9hyjRNJSYm6t5775UknXXWWdq0aZNmzpyp4cOH12gthmEoNDS0Rs9ZmfKOFmS1yRZkk2mWyqjkc5AtSCEhIadUc16pw/3a4XDUiuvF6TvVfoD6i74Cb9FX4A36CbwVaH3Fmyl+Ui1YgCI+Pl5t27b12HbGGWdoz5497v2SlJmZ6dEmMzNTcXFxkqS4uDgdOHDAY39JSYkOHTrkfj8AAAAAVCW/h6lu3bpp27ZtHtu2b9+uZs2aSZKaN2+u+Ph4LV++3L0/NzdXq1evVnJysiQpOTlZ2dnZWrdunbvNjz/+KJfLpaSkpBq4Cv8p2btHuyY+rF0TH1bRrp3+LgcAAACoN/wepq699lqtXr1ab7zxhnbs2KE5c+bo448/1lVXXSWpbIjtb3/7m15//XV98803+uOPP3T//ferYcOG7tX92rZtq/79++vhhx/WmjVr9Ouvv+rxxx/XkCFDvF7JL1C59u/T3mcma+8zk+Xcu8ff5QAAAAD1ht/vmUpKStLUqVP1/PPP69VXX1Xz5s01fvx4DRs2zN3mpptuUkFBgSZMmKDs7Gx1795db775ZtlCDYc9++yzevzxx3XttdfKYrHoggsu0EMPPeSPSwIAAABQD/g9TEnSeeedp/POO++4+w3D0F133aW77rrruG2io6P13HPPVUd5AAAAAFCB36f5AQAAAEAgIkwBAAAAgA8IUwAAAADgA8IUAAAAAPiAMBVgSlymXKbp7zIAAACAeq9WrOYH7xSUmvpkR55shqmRbUyFSbI2aqJmEx6TJNmbNfdvgQAAAEA9QpgKIGkFpopKTRVJ2p1XogaRkrVxYzW9f7y/SwMAAADqHab5BZDskiPT+9IKSv1YCQAAAADCVAA55DwSpvbmE6YAAAAAfyJMBZBs55HXmUUuFZW6VPLndm296Tptvek6FW7d4r/iAAAAgHqGMBVAsp2eq/jtyS2WKytLmR++p8wP31NJZoafKgMAAADqH8JUgChxmTp2Zt+uHGfljQEAAABUO8JUgMh2utyvg4yyz7tzi/1UDQAAAADCVIA4VHwkTJ0RVpam9uU5VeBkIQoAAADAHwhTAaL8filDUruIsh+bKSk1Pdd/RQEAAAD1GGEqQGQfHpmKsBlq5DBkPTzVb/3+HD9WBQAAANRfhKkAUX7PVKTdIqthqKHDKklaR5gCAAAA/IIwFSDKR6YibWU/siahZWFq04E8v9UEAAAA1GdB/i4AJ1fiMpVbUnbPVJTdIslVFqYype1h8Sp84iV1bBSt4DZt/VsoAAAAUI8QpgJATsmR12UjUy41dFhlMaRDIRFa1CFJ/S/s4rf6AAAAgPqIaX4BoHwlP6nsnilJCrIYahRqkyT9tDPTL3UBAAAA9RlhKgAcvSx6RPkTeyVFB5fdN7X3UL4/ygIAAADqNcJUAMg+PM0vLEiyWo6EqVCbVa2zduuO6Q9qw0UDVZD6u58qBAAAAOof7pkKAOUjU5E2w2N7mM2iwuJCJe5KVc6uVJXmskw6AAAAUFMYmQoA5WEq6pgwFWrjxwcAAAD4i09/jQ8aNEgbNmyodN/GjRs1aNCg0yoKR5SapnIPT/OLPGYcMSyIMAUAAAD4i09/je/evVvFxcWV7issLFRaWtppFYUjcpymytfyO3aaX6jNWvMFAQAAAJB0CvdMFRUVqaCgQKZZ9qd9bm6uDh48WKHNwoUL1bBhwyotsj7LLna5X1d2zxQAAAAA//A6TE2fPl2vvvqqJMkwDN1www3HbXvHHXecfmWQJGU7j4SpiGN+WsFWQ0EWQwAAAABqntdhavDgwWrWrJlM09T48eN16623qmXLlh5tbDab2rZtq44dO1Z5ofVV+chUWFDF4GQYhqJDbP4oCwAAAKj3vA5THTp0UIcOHSSV/RE/YMAAxcTEVFthKFM+MhVpr3xKX7SDMAUAAAD4g0/PmRo+fHhV14HjyCspu0ctIqjy6XwlLc/QLUPHKbl5A01LYEQQAAAAqCk+hanCwkK99tprWrBggdLS0ipd2S81NfW0i4NUXFoWpuzWysNUVGy05jVNUFF8lKyRkTVZGgAAAFCv+RSmJk6cqLlz5+qSSy5R27ZtZbMx1ay6FLsOhymLIbkXST8iPswuSUrLLqjJsgAAAIB6z6cwtWjRIj3wwAO6+uqrq7oeHMU0TZUv5mc7TpiKCy0LU1kFxSoqKVVwEM+eAgAAAGqCT2HKarWqdevWVVwKjlViHolPla0/YbpcarB5rWZ98LAkadfwdmqb0qfmCgQAAADqMZ+e+vrXv/5V//vf/6q6FhzjqOf1VnrPVN6hLP36x3Y1y0lXs5x0ZWbl1GB1AAAAQP3m08iUw+HQr7/+qlGjRqlPnz6KPGbhA8MwdN1111VFffWa86hZffbjPJw3MjzC/Tozr7C6SwIAAABwmE9h6tlnn5Uk7dmzR6tWraqwnzBVNTxGpo4TpoKPGrHKzC+q7pIAAAAAHOZTmNqwYUNV14FKeIapytsEHbX9QH7FJeoBAAAAVA+f7plCzfCY5nec50wdjZEpAAAAoOb4NDL1888/n7RNz549fTk0jlJhml/pidsTpgAAAICa41OYuuaaa2QYhkzzyNCJYXiOnKSmpp5eZXA/Y8qQ5MXAlA7kMc0PAAAAqCk+hanPPvuswrZDhw7p+++/11dffaWJEyeebl2QVHw4q9otZWG14iN7PWXmMTIFAAAA1BSfwlSHDh0q3d6rVy85HA599NFH6t2792kVhiMjU8dbfEKSMpu10eN3v6rf9ucrLyxGpmlWGCUEAAAAUPWqfAGKbt26acmSJVV92Hqp2Isw5QqyqahhY+2NiFO2y6KcImfNFAcAAADUc1UephYuXKjo6OiqPmy9VD7Nz3acZ0yVC7Md+TGm5fDgXgAAAKAm+DTN75Zbbqmwzel0atu2bdq7d6/++c9/nnZh8G6anySFBlndr9OyC9Q+PrIaqwIAAAAg+Rim8vLyKmwLDg5W3759deGFF6p///6nXRi8C1PxOzbq7688pNtN6R+XjldaTkHNFAcAAADUcz6FqXfffbeq60Aljqzmd+JpfhaXyz1fcx9hCgAAAKgRp33PVGFhofbv36/CQu7VqWreLEBxLO6ZAgAAAGqGTyNTkrRo0SJNnTpVqamp7uW4O3bsqDFjxmjAgAFVWWO9ZJqme5qf7VTCVDYjUwAAAEBN8GlkauHChbrttttks9k0btw4Pffcc3rggQdkt9t16623auHChVVdZ71TKulwljrFkSnCFAAAAFATfBqZmjp1qoYMGaJnn33WY/u1116r++67T1OnTtXgwYOrpMD6qnxUSjr5PVNH28c0PwAAAKBG+DQytXXrVv3lL3+pdN+ll16qrVu3nk5N0LFhyvv3MTIFAAAA1AyfwlRUVJS2bdtW6b5t27YpKirqtIqC5DSPvD6VMLU/t1ClLtfJGwIAAAA4LT6FqYsvvljPP/+8/vvf/yo7O1uSlJOTo//+97968cUXNWTIkCotsj7ydZpfqctUZl5RNVQEAAAA4Gg+3TM1duxY7dmzRw8//LAmTJigoKAglZSUyDRNXXDBBbr33nurus565+iRqROt5pfe8kzNfGOezm7TROtnrZJUtjx6w4iQ6i0QAAAAqOd8ClN2u12vvPKK/vjjD/3yyy/Kzs5WVFSUunfvroSEhKqusV4q9vaeKcOQLBbFRzjKXqvsvqkkNajeAgEAAIB6zutpftu3b9eIESO0ZMkS97aEhASNHj1at956q6666iqlpaVpxIgR2rlzZ7UUW594jEx5McsvLtTufp2ey4p+AAAAQHXzOky9/fbbCg0NPeEDeQcMGKCwsDC99dZbVVJcfVZ+z5TdIhnG8dOUpcSpkKwMRR7KlM1VIknK4J4pAAAAoNp5HaaWLVumkSNHnrTdyJEj9f33359WUTg6TJ14WCp29zZd+sA1Sh/QSz1z90oqW9EPAAAAQPXyOkzt27dPLVq0OGm75s2ba9++fadVFI5M87Odwkp+DULKpvoxzQ8AAACofl6HqbCwMGVlZZ203cGDBxUaGnpaReGokSnrKYSpw/dNMTIFAAAAVD+vw1RiYqK++OKLk7abN2+eEhMTT6soSMWHR6ZO5YG90Y6yMJWRyz1TAAAAQHXz+k/1q666SvPnz9fUqVNVWlpaYb/L5dLUqVP15ZdfavTo0VVaZH3k7T1TR2NkCgAAAKg5Xj9natCgQbrxxhs1depUzZw5U3369FHTpk0lSXv37tXy5cuVkZGhG264QQMHDqy2gusLp3tkyvswFR1il2QqPY8wBQAAAFS3U3po73333aeePXvq7bff1oIFC1RcXCxJCg4OVrdu3TRp0qQTLp0O73neM2WesG25mNBgSYXKLnSqqKRUwUHWaqsPAAAAqO9OKUxJZc+SGjBggEpLS3Xw4EFJUnR0tKxW/nCvSkdW8/P+PVEhdkllo1LpuYVqHh1W9YUBAAAAkORDmCpntVoVGxtblbXgMGepS6Ue0/yOPzLlsgYpPzpW4cE2NYgMl5Qtqey+KcIUAAAAUH1OYdwDNSWn+MgCHye7Zyqz+Rn6/On31OS7nxTXo7t7ezor+gEAAADVijBVC+UeHaZO4TlTDcMd7tes6AcAAABUL8JULZRbXOJ+fSrPmYoJDZbFKAtfGazoBwAAAFQrwlQtdCrT/GyFBYrdkqqilb/KzMtVXFiwJGl/DmEKAAAAqE4+L0CB6nN0mLKdJExF79up818arwxJ8YuWKT48WPtzC5nmBwAAAFQzRqZqoZyio6b5ncI9U9KR+6Z4cC8AAABQvQhTtZDnNL9Te29c2OEwxcgUAAAAUK0IU7VQ+QIUQYbcC0p4yz0yxdLoAAAAQLUiTNVC5Uujn+qolCTFHw5T3DMFAAAAVC/CVC1UPs3PdmqDUpKOhKm84hLlH7XEOgAAAICqRZiqhXIOhyCbTyNTwe7X3DcFAAAAVB/CVC2UcxrT/MrvmZKk9DzumwIAAACqC8+ZqoVyiw6HKS+m+TmDQ5Te9iw1iwqRNSzcI0xx3xQAAABQfWrVyNT//d//KSEhQU888YR7W1FRkSZOnKhevXopOTlZd955pzIyMjzet2fPHt18883q0qWL+vTpoylTpqikJHDvFzqVaX4HG7fQwn8+o9IXX1dWdAPFhtrd+5jmBwAAAFSfWhOm1qxZo5kzZyohIcFj+5NPPqlFixbpxRdf1Lvvvqv9+/frjjvucO8vLS3VP/7xDzmdTs2cOVNPPfWUPv30U7388ss1fQlV5lRX88s7lKUXFq7UxNlLVXjogIIsZUNahCkAAACg+tSKMJWXl6d//vOfmjRpkqKiotzbc3JyNGvWLI0bN059+vRRYmKinnzySa1cuVKrVq2SJH3//ffavHmznnnmGXXs2FEDBgzQXXfdpffff1/FxcV+uqLT48tqfmHRsQqPiZXFMHhwLwAAAFADasU9U4899pgGDBigvn376vXXX3dvX7dunZxOp/r27eve1rZtWzVt2lSrVq1S165dtWrVKrVv315xcXHuNikpKXr00Ue1efNmnXXWWV7XYZqm8vPzq+aifFTqMpXnLAtTQSqVs8QpOUsko/LPwfkH1HzDSslqU1aXXiooKFBcqF1pOQXacyivwvUUFhZ6vM63+vd6cXoKCgo8PgPHQ1+Bt+gr8Ab9BN4K1L5imqYM4+QjG34PU/PmzdPvv/+uTz75pMK+jIwM2Ww2RUZGemyPjY1Venq6u83RQUqS++vyNt5yOp1KTU09pfdUtfJRKUkqLSrSwSynzOJCGXZHpZ+bpu/V+R+VBdCZYQ9r06Yohajsnqsd+zIrXE++K9P9evv27dpvyamBq0J12759u79LQICgr8Bb9BV4g34CbwViX7Hb7Sdt49cwtXfvXj3xxBN6++23FRwcfPI3VDObzaZ27dr5tYY/D+ZJ+kOSFBEarOgGYVJxkWQPrvRzRFGu+71RUVE688wz1Tptp37el6cCw6aOHTt6HD8zb5e2lB1erVu3VmxY85q6NFSDgoICbd++Xa1bt1ZISIi/y0EtRl+Bt+gr8Ab9BN4K1L6yefNmr9r5NUytX79emZmZGjFihHtbaWmpfv75Z73//vt666235HQ6lZ2d7TE6lZmZqfj4eEllo1Br1qzxOG75an/lbbxlGIZCQ0N9vZwqUXzwyLOhQoKssgXZZJqlMo7zOchqdbe3BlkVEhKixtFhkqTM/OIK15NXemTpdIfD4ffrRdUICQnhZwmv0FfgLfoKvEE/gbcCra94M8VP8nOY6t27t+bMmeOx7cEHH9QZZ5yhm266SU2aNJHNZtPy5ct14YUXSpK2bt2qPXv2qGvXrpKkrl276o033lBmZqZiY2MlST/88IPCw8P9Psrki+xCp/u1N0ujV6b8WVM8ZwoAAACoPn4NU+Hh4Wrfvr3HttDQUEVHR7u3jxw5Uk899ZSioqIUHh6uSZMmKTk52R2mUlJS1K5dO91///365z//qfT0dL344osaPXq0V/Mca5tDhUdWIPTmob2ViQsrmzJZ4CxVXpFTYcG2qigNAAAAwFH8vgDFyYwfP14Wi0VjxoxRcXGxUlJS9Mgjj7j3W61WvfHGG3r00Ud15ZVXKiQkRMOHD9eYMWP8WLXvGoSUBcAgQwqxnqTxcZSPTEllo1NtCFMAAABAlat1Yerdd9/1+Do4OFiPPPKIR4A6VrNmzTR9+vTqLq1G9G4VrxcvaK+5v22UzeLb0FT8UWEqPa9IbWIjqqo8AAAAAIfViof24giLxdDF7eIUH+xDkDJdSktLk/Kz3Zu4bwoAAACoHrVuZAqnpjA0Qlu69JYsVh10mXph4UpZg4+slJJOmAIAAACqBWEqwOXEN9Giq+6QYXPIdBYqzOZQaFiobLv2y+kyCVMAAABANWGaXx1kGIZiQssWsmCaHwAAAFA9CFN1VFxI2Qp+6blFJ2kJAAAAwBdM8wtwoYcO6Iyfv5VhsWlzl7NVENtEkhiZAgAAAKoZYSrAhR3MUK8vZkqS9rZq6w5TcYfDFPdMAQAAANWDaX51VPzhMLU3u8DPlQAAAAB1E2GqjmoYfmSaX6nL5edqAAAAgLqHMFVHNQwLliS5TJP7pgAAAIBqQJiqoxqF2d2vmeoHAAAAVD3CVB1VPjIlSWk5jEwBAAAAVY0wVUc1DD8SpvZm5/uxEgAAAKBuIkzVURF2q0JsVklSGtP8AAAAgCrHc6YCXH5kA60ecIkMi1X5EdHu7YZhqElkiLZm5nLPFAAAAFANCFMBLq9BvH6+eJQMm0Oms1DGUfuaRBwOUzmEKQAAAKCqMc2vDmscGSKJaX4AAABAdSBM1WFNDocppvkBAAAAVY9pfgEu/MB+JX7zqQyLVWtSLlReoxbufUeHKdM0ZRjG8Q4DAAAA4BQxMhXgQnIOqtPyr3XWsi8VknvIY1/jiFBJUnGpS1kFxf4oDwAAAKizCFN1WONIh/s1U/0AAACAqkWYqsMahR8JU3sO5vmxEgAAAKDuIUzVYdbCHPfrDbvS/FgJAAAAUPewAEUdZLpcSktLk8s0ZZHkkrQ/l3umAAAAgKpEmKqD8g5l6YWFu2Q6ixQSFKm8ElP78or8XRYAAABQpxCm6qiw6FiZzkKF5Jcqr8TUfsIUAAAAUKW4Z6qOC7WWPVtqfx7T/AAAAICqxMhUgMuJaahll14rwxqk3AbxFfaHBlkklTIyBQAAAFQxwlSAK4yIVmrf82XYHDKdhTKO2R8adHhkigUoAAAAgCrFNL86rjxM5TlLlVvk9HM1AAAAQN1BmKrjyqb5ldmbXeDHSgAAAIC6hWl+AS5q/271/N+/JYtVP/2/K5Td9AyP/eULUEhSWk6Boh01XCAAAABQRzEyFeDsBXlqlbpSrdb/IntBfoX9IUFHwhQjUwAAAEDVIUzVcaFHhak0whQAAABQZQhTdZzFMBRy+L4pRqYAAACAqkOYqgfCbIfDVA5hCgAAAKgqhKl6wB2mGJkCAAAAqgxhqh4Is1klcc8UAAAAUJUIU/UAI1MAAABA1SNM1QOhh8NUZn6RnCUuP1cDAAAA1A08tDfAHYpvqgXXjZVhtelQXJNK25RP85OkzPzimioNAAAAqNMIUwGuODRcOzsmy7A5ZDoLZVTSpnyanyRl5hXWXHEAAABAHcY0v3rg6DCVnlfkx0oAAACAuoMwVQ+EHzXNb38ui1AAAAAAVYFpfgGuwZ4dGvD+S5Jh0eIr/qGDLc+s0CbIYqhhmF3784qVll2gtlF+KBQAAACoYxiZCnBBziLF7v1TsXu2K8h5/Cl8zSMdkqS92dwzBQAAAFQFwlQ90exwmErLyfdzJQAAAEDdQJiqJ1pEhkhiZAoAAACoKoSpeqJ8ZOpQIc+ZAgAAAKoCYaqeaBHl8HcJAAAAQJ1CmKonykemAAAAAFQNwlQ90fzwPVMAAAAAqgZhqp4ItVkVFxbs7zIAAACAOoOH9ga4A01aafbdT0pBdh2KanDCtq1jwpWZm1VDlQEAAAB1G2EqwJXag3WgSUsZNodMZ6GME7Rt2SBMmbk1VhoAAABQpzHNrx5p3SDc3yUAAAAAdQZhqh5p1SDM3yUAAAAAdQbT/AJc3M7NuvCNx2XI0Pwb71dmm7OO27ZVDGEKAAAAqCqEqQBnuFxyFOS5X59IK6b5AQAAAFWGaX71gOlyKS0tTfaiHH+XAgAAANQZjEzVA3mHsvTCwl0KDQ1TuM3q73IAAACAOoEwVU+ERccqLDxMDeX0dykAAABAncA0v3omPszu7xIAAACAOoEwVc80Cg/2dwkAAABAnUCYqmeOHplylpx49T8AAAAAx0eYqmcahh0ZmdqfV+jHSgAAAIDAxgIUAS6jeVv959FpMmwOFRsnb98wzK7MwxkqLbugeosDAAAA6jBGpgKcabWqOCRMxSFhMq0nX/b86JGpvYQpAAAAwGeEqXomwn4kcKXlEKYAAAAAXzHNL8AZrlJZiwpluEyVyDxhW9Pl0oEDB9xfMzIFAAAA+I6RqQAXt3OLrptwo6598BrF7dp6wrZ5h7L04c8b3V/vI0wBAAAAPiNM1TMhEZHu13sIUwAAAIDPCFP1WFpugfKLS/xdBgAAABCQCFP1mGlKmzKy/V0GAAAAEJAIU/Vc6r5D/i4BAAAACEiEqXruj/2MTAEAAAC+IEzVcxv2MzIFAAAA+IIwVc9t2MfIFAAAAOALHtob4EyLRcXBDkmGTMupZ+ON6dkqdblk9eG9AAAAQH1GmApwGS3a6T+PvSnD5pDpLJRxiu8vLCnVn1l5ahMbUS31AQAAAHUVwxFQKotQAAAAAKeMMFWPWYyycaw/WIQCAAAAOGWEqQBnLS5SdNouRaftlLW46JTe2ywqRBLPmgIAAAB84fcwNW3aNI0cOVLJycnq06ePbrvtNm3dutWjTVFRkSZOnKhevXopOTlZd955pzIyMjza7NmzRzfffLO6dOmiPn36aMqUKSopKanJS/GLmL07dNkL4zTy6XsUk7bzlN7bskGYJJ41BQAAAPjC72Hqp59+0ujRo/Xxxx/rnXfeUUlJiW644Qbl5+e72zz55JNatGiRXnzxRb377rvav3+/7rjjDvf+0tJS/eMf/5DT6dTMmTP11FNP6dNPP9XLL7/sj0sKGK0bhEviWVMAAACAL/wept566y2NGDFCZ555pjp06KCnnnpKe/bs0fr16yVJOTk5mjVrlsaNG6c+ffooMTFRTz75pFauXKlVq1ZJkr7//ntt3rxZzzzzjDp27KgBAwborrvu0vvvv6/i4mI/Xl3t1upwmMrIK1JGbqGfqwEAAAACS61bGj0nJ0eSFBUVJUlat26dnE6n+vbt627Ttm1bNW3aVKtWrVLXrl21atUqtW/fXnFxce42KSkpevTRR7V582adddZZXp3bNE2PETF/KSgokCSVlDqlEqfkLJGMyj+XlJa631daUirnydqXHGkfWnrkWlft3K++rY58/xAYyvtK+WfgeOgr8BZ9Bd6gn8BbgdpXTNOUYZz8oUO1Kky5XC49+eST6tatm9q3by9JysjIkM1mU2RkpEfb2NhYpaenu9scHaQkub8ub+MNp9Op1NTU07mEKlFec052rozCEpnFhTLsjko/h2TnuN+Xk5Ojg1kHT9j+6LHIL1asltRQkrRkzUY1yPf+e4XaZfv27f4uAQGCvgJv0VfgDfoJvBWIfcVut5+0Ta0KUxMnTtSmTZv0wQcf+OX8NptN7dq188u5jxYcHCz9nqGIyHAFhYRLxUWSPbjSzxFFue73RUREqKBB9InbRxxZlKNZs+aKzTKVWeBUdlC4Onbs6IerxekoKCjQ9u3b1bp1a4WEhPi7HNRi9BV4i74Cb9BP4K1A7SubN2/2ql2tCVOPPfaYFi9erPfee0+NGzd2b4+Li5PT6VR2drbH6FRmZqbi4+PdbdasWeNxvPLV/srbeMMwDIWGhp7OZVSJ8o4WZLXJFmSTaZbKOM7nIKvV/T5rkPXk7YNMj/btYoOVueugtmTl14prh29CQkL4+cEr9BV4i74Cb9BP4K1A6yveTPGTasECFKZp6rHHHtPXX3+tGTNmqEWLFh77ExMTZbPZtHz5cve2rVu3as+ePerataskqWvXrtq4caMyMzPdbX744QeFh4fXipGm2uzMmPLl0VnRDwAAADgVfh+ZmjhxoubOnavXXntNYWFh7vuFIiIi5HA4FBERoZEjR+qpp55SVFSUwsPDNWnSJCUnJ7vDVEpKitq1a6f7779f//znP5Wenq4XX3xRo0eP9mquYyArsdl1oFFzGYahUtupX2vbmLJ/Idh2IFcFzhKF2PzeJQAAAICA4Pe/nD/88ENJ0jXXXOOxffLkyRoxYoQkafz48bJYLBozZoyKi4uVkpKiRx55xN3WarXqjTfe0KOPPqorr7xSISEhGj58uMaMGVNzF+InWU1ba/a9T8mwOWQ6C+XdgOQRbQ+PTJmmtCk9R0lNG1R9kQAAAEAd5Pcw9ccff5y0TXBwsB555BGPAHWsZs2aafr06VVZWr1wZuyRuaup+w4RpgAAAAAv+f2eKfhX0wiHwoPLMvWavVl+rgYAAAAIHISpAGcvyFPzDavVPPU32QvyTvn9FsNQ9+axkqRfdmaepDUAAACAcoSpABe1f7cueucZXTj9SUWl7z2l95oul9LS0pQQHSxJ+nVnpkzTPMm7AAAAAEiEqXqtMC9HLyxcqU1/7pYkZRUUa9uB3JO8CwAAAIBEmKr3wqJj1arhkUUnmOoHAAAAeIcwBUUFWxV5eBGKXwlTAAAAgFcIU5BhGEpqFCGJkSkAAADAW4QpSJKSGkVKkn7ddUAuF4tQAAAAACdDmIIkKalx2chUTpFTmzKy/VwNAAAAUPsRpiDpyMiUxFQ/AAAAwBuEqQBXHBKmPzt00c6O3VQcEurzcZpHOhQbevh5U7sIUwAAAMDJBPm7AJyeQw2b6au//1OGzSHTWSjDx+MYhqHuLWL11R979OvOA1VaIwAAAFAXMTIFtx4tYiRJv+3OVKnL5edqAAAAgNqNMAW37s1jJUn5xaXasJ9FKAAAAIATIUwFOEfOQXX48Rsl/PCVQnIOndaxeraMc79mEQoAAADgxAhTAS7iwH6lfPqOUj75P4VnpZ/WsZpGhqhxRIgkwhQAAABwMoQpyHS5lJaWpr1796p787L7pn4lTAEAAAAnxGp+UN6hLL2wcJdCQ8OU0Li55klaufuACpwlCrHRRQAAAIDKMDIFSVJYdKzCY2LVu0UDSVJxqUvLtp3etEEAAACgLiNMwUO3JlEKsVklSd9s3OvnagAAAIDaizAFD8FBFvU/o5Ek6ZtNhCkAAADgeAhTcCtfiKJno1BJ0m+7D+hAfpGfqwIAAABqJ8IU3MoWolip3zdvlySZprRoc5p/iwIAAABqKcJUgCsIj1Jq70FK7XuBCsIjT/t4YdGxatk4VjEhNknSNxsJUwAAAEBlWPc6wOXGNtKy4X+XYXPIdBbKqIJjGoahvi0aaO7G/dw3BQAAABwHI1OoVP9WZQ/v3ZyRox0Hcv1cDQAAAFD7EKZQqZTDYUqSvtnEVD8AAADgWISpABeWlaEeX36s7l98oLCDmVV23JZRITojNlwSS6QDAAAAlSFMBbjQ7APquuhzdV04W6HZWVVyzPIl0vs0K1vQ4ptNe+VymVVybAAAAKCuIEyhgvIl0vfu3SdJSs8t0rq0g/4tCgAAAKhlCFOoVFh0rM5sGuv++qs/9vixGgAAAKD2IUzhuEKCLOrWpGyq339X7/BzNQAAAEDtQpjCcZkul85tGipJ+mVnpjalZ/u5IgAAAKD2IEzhuPIOZWnbjj/dDwKeuXK7P8sBAAAAahXCFE4oLjZWzSPskqQPf9sm02RVPwAAAEAiTMELCTEOSdIf6dlatbtqll8HAAAAAl2QvwvA6cmLjtPPF10hWYKUFx178jf4oF20Q0t35ai41NTMlduU3DymWs4DAAAABBJGpgJcflSMVp83TGsGj1B+ZINqOYcjyKJzW5cFtZkrt/MAXwAAAECEKXjp0g6NJUm7DuVr2fb9fq4GAAAA8D/CFLxyfts4hdnLZoWyqh8AAABAmAp4Eel7de7M1zTgvZcUmZFWbecJsVl1aWILSdJ/V+1QobO02s4FAAAABALCVIBz5Oeo3cof1O637xScn1ut57qmxxmSpMz8Iv375y3Vei4AAACgtiNMwWvnt2+irk3LFrl4dtF6lZS6/FwRAAAA4D+EKXjNMAzdPzBRkrTtQK4+Xr3DzxUBAAAA/kOYwim5rEtLtYuLkCQ9/e06mSbLpAMAAKB+IkzhpEyXS2lpadqzZ48MSWPPPUuStHbvQb37/Vq5XEz3AwAAQP1DmMJJ5R3K0gsLV2ri7KVKS0vT+c1CFWot2/fA/DXau3evfwsEAAAA/IAwBa+ERccqLLqB0tLSlJWxX90bh0uS9heZ+nHXQf8WBwAAAPgBYQpeKx+hen7+j2obKjmCyoanHl20UcUlPHcKAAAA9QthKsBlxzbWolG3avHoMcqObVTt5ysboYqRzWLovHZl5/s9PVdPL1pf7ecGAAAAahPCVIArCo/UluR+2tL9HBWFRdTouXu0iFWzcJskadLXa7V2b1aNnh8AAADwJ8IUfGYYhga3ilJwkEXOUpdu/Gg5D/IFAABAvUGYwmlp4AjSP/udIUn6ZWemXliSKklyuVzas2eP9uzZw9LpAAAAqJOC/F0ATk902k71/e8bMgyLvv/LdTrUvG2N13Bjt5b6ettBrfgzQxO+XKXerePU1lGqibOXSpIeGXGOmjZtWuN1AQAAANWJkakAZysqUJNtf6jx1lTZigr8UoPVYuitUX0VarequNSl4W8v1qbMPIXHxCo8JtYvNQEAAADVjTCFKtGxUZQ++tsAWS2GsgqK9bfZq5TnZLl0AAAA1F2EKZwW0+VSWlqadu3apaQIU08OSpAk7cou1P82Z6mYBSkAAABQR3HPFE5L2YN8d8l0FsmwBSs0NExjerfWyz9u1/78Ev1vc5bG9C/xd5kAAABAlWNkCqet/EG+YdFl90jd1/cMXd6piSRpd65TV89apUMFxX6uEgAAAKhahClUOcMw9MwFHdUx1iFJ+mXPIV0wbaF+37qDpdIBAABQZzDND1Wq/B4qSbqgZaSsktZlFuqXnZk6d/pSXdjQonsGdFTjxo3VuHFjWSzkeQAAAAQmwhSq1NH3UIXHN1WvyBIV55dqY4FVmcXS3H0u5S1YqfiIMJ4/BQAAgIBGmApwBxu10JxbHpYRZNfBho39XY6ksnuoTGehpLIpf+e0iFLI/nytPuhStlNaeDBYIxpG+blKAAAA4PQwxyrAOR0h2tcmQfvO6ChncIi/y6mUYRjqGWNVr/hgSVJeian//pGplXsPVWjrcrm0Z88e7q0CAABArUeYQo1JirGrf5xVhqTCUlNXfPyb/rdup0ebtLQ0TZy9VBNnL3XfewUAAADURoQp1KiESIsGNXXIakiFJS6N/PdivfJdqkeb8JiyJdYBAACA2ox7pgJc7K6tGvTO05IMLbzmLh1o3cHfJZ1UmwibYiJCtfDPHB0ocOruz37RtgO5evqS7v4uDQAAAPAaI1MBzlJaooisDEVkpctSWuLvcrzWNNyuz/7aQ+3iIiRJLy3doP/3f98oI5+H+wIAACAwEKbgF6bLpZCibM26vKtS2sRLkr7dnKaL3/1Je/MIVAAAAKj9mOYHvyh/HlVoaJj+c2mKXvptr15aukF7c4v03z+KlNIsQi7T9HeZAAAAwHExMgW/CYuOVVh0A2Wm79d9PZvp/dH9FGqzymVKS3flaNR/f9P2A7n+LhMAAACoFGEKflU2QrVSE2cv1TmNHfr8qh6KCykbMF2+86CSnv5c/7d8o1wuRqkAAABQuxCm4Hdh0UeWQk+IC9dfO8Sqa7RFhkzlOUt16ycr1Ofl+Vq6ZZ+fKwUAAACOIEyh1rFaDPWIsWpYyzDFOKySpF92Zuq8177SiHcWa93eLD9XCAAAALAABWoJ0+VSWlra4S/KpvQ1DLHq0iaG1mSUaF1ekIpc0v/W7dT/1u1Uv9bxurlve12W1EoOm1Wuo97fuHFjWSxl/05wvO0AAADA6SJMBbjMZm304bgXZdiCle9w+Lscn5Wv7mc6ixQe39S93WoY6ta0gXo6QuQKcujfq3apuNSlZdvTtWx7usbM/knnndlYPRqGavUfWxQZJD06coCaNi07RlpamibOXipJemTEOe7tAAAAwOkiTAU4V5BNeQ3iZNgcMp2FMvxd0GkIi46V6SysdJ8jyKKx556pRy/pqVcXrdb7a3Zr+8ECHSp06rO1O/XZ4XahQRbt+XyNzkvIUvsIi+LNPIU3iJGMQP7OAAAAoDYiTCEgHJkGmKZ9O7ert5GlM6IdSnMFqzjIoc0H8iVJ+SUuzd+Urvmb0iVJFpmKDwlS80iHOm9O16XRsWoQGlzh+EwHBAAAwKkiTCEgHDsNMLyBoQibQ51DQ3T1WfHan+/Uy7+laceBXKUVlOhgiSHJkEuG9hWUal9Bnm743xrd+PkadW0aowFtG2lA20bqf0ZDNQgNZjogAAAAThlhKsDF79iooS//S5L0+W2PKKNtop8rqj6VTQM8OmS1jG+qFvFWGbYwFRUVKL3EprTcIu0vNpRe6FKxy5RpSit3H9DK3Qf04tJUGYbUtWmMusSHapcrRPEhNhU4S/10hQAAAAgkhKk6wDDr9wNtKwtZdouh5mFBamYvkWFzKCQsVBee1VLLd2Zpxk9blFZoymnKI1yV++iPxWrVIFwtIuxq0yBUnZo3VIsGYWoeFaomkQ65cg8pxGY97nRApgwCAADUD4Qp1AuGaaqhma9LmwcrN6ehsrMytftQgbIUrIjoBlq7L0f784olSS5T2nYgV9sOSEt3HJBW7apwvCBDahzhUOOoMMWGBSs+zKHYULscplNBzgKt2JYmh9XQfRf1VKczWiraYZfFwiIYAAAAdQlhCvXCsfdcWQxDLeNj1DE8TGPP7SRJevzrNfpz/wHtyy1SjtOlfGuIcpym8kpcch0z+FdiSruyC7Uru/LVB8vNfedHST/KajHUIipULSKD1SrKoTYNQtWmQah6ntlSbeMiFRxkraYrBwAAQHUhTKHeqGw64NEPCw4Nsqh5qEUtohqULTN/eLn53NxCFRQXq8AIVp6zRAqNVqHTqZxCp4pKXSqSVaVWu3ILi1UkS4XgJUmlLlPbs/K0PStP33nsWSOLIcWH2tU4wqE2cVFqHOFQkMupCLtVzeJjFBUSrCiHTRH2IBXnHlKYzaKI4CBFOmyKiY4+6XUz7RAAAKB61Kkw9f777+utt95Senq6OnTooIcfflhJSUn+Lgu12PEeFny0iAaxCj8qXBk2u0ynS4YtzB26mrRqoz2bU6WgYBUXF6rICFZBUaGKDLsKiouVXVCkXKdLBdYQHSouVW7JkeO7TGlfXrH25RVrdVr2MWffcsL6g60WOayGQu2bFWYPUkSIQ+HBQQqxBclutchlmiosLNTGtAMyTVMtGoQpyGaXaUoulS3IIUmhNquigoMU6QhSlMOm5nExahAarOgQu2JC7YoNC1ZMiF3OnCzZrRavQxlBDgAA1GV1Jkx98cUXmjx5siZOnKguXbpoxowZuuGGG/Tll18qNjbW3+WhFjvRw4JPlWEYslsMBdssijAsMmxBMp0lMmI8R7tc1mAdKihUjmnToYIi5ZlWFcmq6JBg7c8v1v7cIhWXulR6krVFikpdKiqVDhWXSiqWlH/C9rv35knK8+JKth93j82QGkU41CgyVJEOm8LsQbKUlijUZlGozaowe5BCbVbFNYhSYV6uvly9WRbD0MieCYqPjZHNapEhQ6ZMuUzJ5TJV6nIp6+BBuUxTEZFRMiW5TFOlLlOFuTlyBFnUJD5WjiCr8nMOyRFkUfPGjRQebFOIzapQe5BCbFZZTzGsnWrYM01TLtNUSalLe/amyeVyyWJIVqtFTRo3ltVilWGU9YPawDRNFZe6VFziUlZekdLznQo7mKfwYlM2q6Xsw2KRPajsM/f1AQBwaupMmHrnnXd0xRVXaOTIkZKkiRMnavHixZo1a5ZuvvlmP1cHeLJaDDWwG4qxBckMLltxMPTwM7Mk6f3UDOUePCCXNVhFxYVyWoJVXFwkp8Wm4uJiFRs2FTuLlVtQqLz8fIVExZYFD6dTJaUulRpWyWJRi+gwGZLS8p0qdTplWCyS6ZJhHP5sscp0lapEFhWVlKrYNFRcapYtI6/K/7B2enm/2LG+m//76X7bTsputcgRZFGw1aKgY4KB1VrxvrTS0lIdKiiSKSnEZpUpi2QYKj0cmkpdnp8rm8J5PEEWwx1YrIe/LttmyGG3yWaxyHSVKshiKNQRLJvVIrPEKdOUTJmSDNnsdknlIe5ImCsudpaNLFqsch4OS0UlpSp0lpSFp1JTzlKXnJUWvOm4NVsMyWaxeNQaZLEo2BZU9v10uWQ9vM9qMRQSbC9rb7W46zQl9zUUFxXLdXibJJmSgoJsMiUVFxcf9bUpZ7FTpiSrceT41sPfmyCL5fB5LQo6XJPVMDxeG0bZ+QsKCmSaUkhoiCSpIL9ApkyFhISqPOMeuwCq6/D7JMnhCNHRWdg8fF2Fh/cHO0I8wvKRqys/f6HMwycwDEPBDkel/yWZkvuYjpAQd5vyY5uHR5XLanJIkooKPY/tCHF41GLIOPy+As92h6/J43zHBP7yr0xTys3NUXZ2thr9nqugoKAT/uPAyeL30d/zgoKyf+wp/1kYh99tylRBflltIaEh7u0n+jeJE/57RYVzHfmeFhTkq/xHZhhG2fmO+R56cz2V7is/vWkqPz/f3TMMSaGhoSf8x5oTnfVk/zZzOj+fcqZpKi+v7B/aQsPCJEn5eXkyJYWGhlVaQ0lJibIOZClma5FsNpu71vJ+mJ9f9jMIDwuTcfi/0aNrKq/7yNcn2X5Mv6j49Umu8WT7T9DAPMm7q+u9Ze8/PpfL5f65hR3+Pntf10nOe4I3n+r30lni1IHMTMXscCooqGL0KOt/Zf2leVy0/tE3QfHhjpOcpfYwzBN9twJEcXGxunbtqpdfflmDBw92b3/ggQeUnZ2t119//aTH+O2332SapvsXgj85nU5l5RXKkCkZlrJeWfaXQoXPVleJwnMOSZJyw6NUGmQ7YXuLVXLYy+aYFRZZ5TJPfPwTfbYGBanU6fTpvXXtc1V9L0zTJUkyLFYv31f2y9RisZT9djvt4x35bB712f0HsWFx/3F5+E8192fpyC/YgP+lAgAA/CLKYVODELu/y5DT6ZRhGOrWrdsJ29WJkamsrCyVlpZWmM4XGxurrVu3enUM97+E1ILpOXa7XY3sp9CJYmMkScGneJ6qCf0hVXGQOoLvBQAAQF1QNqJ68lxQJ8JUVUhOTvZ3CQAAAAACSJ1YWqtBgwayWq3KzMz02J6Zmam4uDg/VQUAAACgLqsTYcput6tTp05avny5e5vL5dLy5csZcQIAAABQLerMNL+///3veuCBB5SYmKikpCTNmDFDBQUFGjFihL9LAwAAAFAH1ZkwdfHFF+vAgQN6+eWXlZ6ero4dO+rNN99kmh8AAACAalEnlkYHAAAAgJpWJ+6ZAgAAAICaRpgCAAAAAB8QpgAAAADAB4QpAAAAAPABYaqWef/99zVw4EB17txZl19+udasWePvklCFfv75Z91yyy1KSUlRQkKCFi5c6LHfNE299NJLSklJUVJSkq677jpt377do83Bgwc1duxYdevWTT169ND48eOVl5fn0WbDhg266qqr1LlzZw0YMEDTp0+vUMv8+fN10UUXqXPnzho6dKiWLFlS5dcL302bNk0jR45UcnKy+vTpo9tuu01bt271aFNUVKSJEyeqV69eSk5O1p133qmMjAyPNnv27NHNN9+sLl26qE+fPpoyZYpKSko82qxYsULDhw9XYmKizj//fM2ePbtCPfxuqr0++OADDR06VN26dVO3bt105ZVXevz3TD9BZf7v//5PCQkJeuKJJ9zb6Cso98orryghIcHj46KLLnLvp68cxUStMW/ePLNTp07mJ598Ym7atMl86KGHzB49epgZGRn+Lg1VZPHixebzzz9vfvXVV2b79u3Nr7/+2mP/tGnTzO7du5tff/21mZqaat5yyy3mwIEDzcLCQnebG264wRw2bJi5atUq8+effzbPP/98895773Xvz8nJMfv27WuOHTvW3Lhxozl37lwzKSnJnDlzprvNr7/+anbs2NGcPn26uXnzZvOFF14wO3XqZP7xxx/V/02AV66//npz1qxZ5saNG83U1FTzpptuMs8991wzLy/P3WbChAnmgAEDzB9++MFcu3atecUVV5hXXnmle39JSYl5ySWXmNddd535+++/m4sXLzZ79eplPvfcc+42f/75p9mlSxdz8uTJ5ubNm813333X7Nixo7l06VJ3G3431W7ffPONuXjxYnPbtm3m1q1bzeeff97s1KmTuXHjRtM06SeoaPXq1eZ5551nDh061Jw0aZJ7O30F5V5++WVzyJAh5v79+90fmZmZ7v30lSMIU7XIZZddZk6cONH9dWlpqZmSkmJOmzbNj1Whuhwbplwul9mvXz/zzTffdG/Lzs42ExMTzblz55qmaZqbN28227dvb65Zs8bdZsmSJWZCQoKZlpZmmqZpvv/++2bPnj3NoqIid5tnnnnGvPDCC91f33XXXebNN9/sUc/ll19uPvzww1V7kagymZmZZvv27c2ffvrJNM2yvtGpUydz/vz57jbl/WPlypWmaZaF9w4dOpjp6enuNh988IHZrVs3d/94+umnzSFDhnic6+677zavv/5699f8bgo8PXv2ND/++GP6CSrIzc01L7jgAnPZsmXm1Vdf7Q5T9BUc7eWXXzaHDRtW6T76iiem+dUSxcXFWr9+vfr27eveZrFY1LdvX61cudKPlaGm7Nq1S+np6R59ICIiQl26dHH3gZUrVyoyMlKdO3d2t+nbt68sFot72HvVqlXq0aOH7Ha7u01KSoq2bdumQ4cOudv06dPH4/wpKSlatWpVdV0eTlNOTo4kKSoqSpK0bt06OZ1Oj/7Stm1bNW3a1P1zXLVqldq3b+/x8PKUlBTl5uZq8+bN7jYn6gv8bgospaWlmjdvnvLz85WcnEw/QQWPPfaYBgwY4PGzkvidgop27NihlJQUDRo0SGPHjtWePXsk0VeOFeTvAlAmKytLpaWlio2N9dgeGxtb4T4J1E3p6emSVGkfKJ+HnJGRoZiYGI/9QUFBioqKcr8/IyNDzZs392hT/sssIyNDUVFRysjI8PgFd+x5ULu4XC49+eST6tatm9q3by+p7Gdps9kUGRnp0TY2NtajLxz7cy7/+mRtcnNzVVhYqEOHDvG7KQD88ccfGjVqlIqKihQaGqpXX31V7dq1U2pqKv0EbvPmzdPvv/+uTz75pMI+fqfgaElJSZo8ebLatGmj9PR0vfrqqxo9erTmzJlDXzkGYQoAarmJEydq06ZN+uCDD/xdCmqpNm3a6LPPPlNOTo4WLFigBx54QO+9956/y0ItsnfvXj3xxBN6++23FRwc7O9yUMsNGDDA/bpDhw7q0qWLzjvvPM2fP18Oh8OPldU+TPOrJRo0aCCr1arMzEyP7ZmZmRVSO+qm+Ph4STphH4iLi9OBAwc89peUlOjQoUPu98fFxVUYYSr/+ujjHNuGvlY7PfbYY1q8eLFmzJihxo0bu7fHxcXJ6XQqOzvbo31mZqZXfeFkbcLDw+VwOPjdFCDsdrtatWqlxMREjR07Vh06dNB//vMf+gnc1q9fr8zMTI0YMUJnnXWWzjrrLP3000969913ddZZZ9FXcEKRkZFq3bq1/vzzT/rKMQhTtYTdblenTp20fPly9zaXy6Xly5crOTnZj5WhpjRv3lzx8fEefSA3N1erV69294Hk5GRlZ2dr3bp17jY//vijXC6XkpKSJEldu3bVL7/8IqfT6W7zww8/qE2bNu77bbp27aoff/zR4/w//PCDunbtWl2Xh1NkmqYee+wxff3115oxY4ZatGjhsT8xMVE2m82jv2zdulV79uxx/xy7du2qjRs3evyP6IcfflB4eLjatWvnbnOivsDvpsDkcrlUXFxMP4Fb7969NWfOHH322Wfuj8TERA0dOtT9mr6C48nLy9POnTsVHx9PXzmWv1fAwBHz5s0zExMTzdmzZ5ubN282H374YbNHjx4eK6EgsOXm5pq///67+fvvv5vt27c333nnHfP33383d+/ebZpm2dLoPXr0MBcuXGhu2LDBvPXWWytdGv0vf/mLuXr1avOXX34xL7jgAo+l0bOzs82+ffua//znP82NGzea8+bNM7t06VJhafSzzjrLfOutt8zNmzebL7/8Mkuj1zKPPPKI2b17d3PFihUeS9MWFBS420yYMME899xzzeXLl5tr1641r7zyykqXpr3++uvN1NRUc+nSpWbv3r0rXZp2ypQp5ubNm8333nuv0qVp+d1Uez377LPmTz/9ZO7cudPcsGGD+eyzz5oJCQnm999/b5om/QTHd/RqfqZJX8ERTz31lLlixQpz586d5q+//mped911Zq9evdzLo9NXjiBM1TLvvvuuee6555qdOnUyL7vsMnPVqlX+LglV6McffzTbt29f4eOBBx4wTbNsefQXX3zR7Nu3r5mYmGhee+215tatWz2OkZWVZd57771m165dzW7dupnjxo0zc3NzPdqkpqaaf/3rX83ExESzf//+lS4h+sUXX5gXXHCB2alTJ3PIkCHm4sWLq+/Cccoq6yft27c3Z82a5W5TWFhoPvroo2bPnj3NLl26mLfffru5f/9+j+Ps2rXLvPHGG82kpCSzV69e5lNPPWU6nU6PNj/++KN56aWXmp06dTIHDRrkcY5y/G6qvR588EHzvPPOMzt16mT27t3bvPbaa91ByjTpJzi+Y8MUfQXl7r77brNfv35mp06dzP79+5t33323uWPHDvd++soRhmmapr9HxwAAAAAg0HDPFAAAAAD4gDAFAAAAAD4gTAEAAACADwhTAAAAAOADwhQAAAAA+IAwBQAAAAA+IEwBAAAAgA8IUwAAAADgA8IUAMAvXnnlFSUkJLg/evfurb/97W/65ZdfPNpNmjRJCQkJevXVV93bVqxYoYSEBH322WcVjrthwwZ16tRJ//73vyVJ11xzjRISEnTPPfdUaJubm6ukpCQlJCRo9uzZ7u3jxo3zqO3oj3nz5rnblW9bvny5x3Gzs7Pdx9y1a9dxj3X0x4oVKyRJq1at0o033qh+/fopKSlJAwcO1JgxY7R69epT/h4DAKpXkL8LAADUXw6HQzNmzJAkpaWl6bXXXtN1112n2bNnq3379iotLdX8+fMlSXPnztXtt98uSerVq5eGDx+uKVOm6LzzzlNUVJQkyTRNPfroo0pISNA111zjPk9oaKgWLVqk/Px8hYaGurcvXLhQVqu10tpatGihZ599tsL2Vq1aVdj22muvqU+fPpUep2HDhvroo4/cX6enp+uOO+7Qvffeq169erm3t2vXTr/++qv+9re/qX///po4caLCwsK0Y8cOLVy4UGvWrFGXLl0q/0YCAPyCMAUA8BuLxaKuXbu6vy4fiZk5c6YmTJig5cuXKyMjQ3379tUPP/yg9evXq1OnTpKk+++/X4sXL9azzz6rxx9/XJL03//+V2vWrNHHH3/sEZK6deum9evX69tvv9Ull1zi3j537lwNHjxYn3/+eYXaHA6HR23H06tXL61YsUK//PKLevToUWG/3W73OM6uXbsklYWyY4//4YcfqlmzZnr11Vfd9ffp00ejRo2Sy+U6aS0AgJrFND8AQK3RtGlTxcTEuAPH3LlzFRYWpqeeeko2m01z5sxxt42JidEDDzyg//73v1q5cqUOHDig5557TqNHj1ZiYqLHcYOCgnThhRdq7ty57m0HDhzQ8uXLPcKVLwYMGKBOnTp5TEP0VXZ2tmJiYiodLbNY+F82ANQ2/GYGANQaubm5OnjwoBo2bKiioiJ99dVXOv/889WoUSOlpKRo3rx5HiM0w4cPV69evfTII49o8uTJcjgcuvvuuys99iWXXKLvv/9ehw4dkiTNnz9fjRo1UnJy8nHrKSkpqfBRmdtuu00//PCDVq1a5fO1S1KnTp20cuVKvfjii9qyZctpHQsAUP0IUwAAvyoPKbt27dKDDz6o0tJSXXjhhfr222+Vl5fnHjkaOnSo9u/f716oodzEiRO1bds2ff7553r44YcVFhZW6Xl69Oih2NhYffXVV5KkefPmnXBUatOmTerUqVOFj7S0tAptBw0aVGGRDF/ccMMN6tevn15//XVdfPHF6tWrl8aOHVthUQ4AQO3APVMAAL/Jz8933wMlSVFRUZowYYL69++v22+/XbGxserbt68kaeDAgQoNDdWcOXM8Fnto3bq1LrjgAq1bt06DBw8+7rkMw9DFF1+sefPmKSUlRb/99pseeeSR47Zv2bKlnn/++QrbY2NjKz32rbfeqrvvvltr166tdJEKb4SHh+vtt9/WmjVrtHjxYv36669asGCB5s2bp8cff1yXX365T8cFAFQPwhQAwG8cDofee+89GYahBg0aqEmTJrJYLMrOztaSJUt06aWXKi8vz92+f//++vrrr/Xoo4/Kbre7t9tsNtlstpOeb8iQIZoxY4b+/e9/68wzz1RCQoKys7MrbRscHKzOnTt7fS0XXnih2rVrp9dee01Tpkzx+n2VSUpKUlJSkiRp586duuaaa/Tss88SpgCglmGaHwDAbywWizp37qzExEQ1a9bMvcjCggUL5HQ69cknn6hnz57ujwULFig7O1uLFy/26XyJiYlq0aKF/vOf/2jIkCFVeCVl13LLLbdo0aJF2rBhQ5Udt0WLFrrooot08OBBZWRkVNlxAQCnj5EpAECtM2fOHDVr1kyTJ0+usO/ee+/VnDlzdMEFF/h07Jtuuknffvuthg4derplVnDxxRdr6tSpPt87lZGRobi4uArbt2/fLrvdrsjIyNMtEQBQhQhTAIBaZd++ffr555916623ejzUttwll1yiDz74QDk5OYqIiDjl41922WW67LLLTtqusLCw0tX5mjRpokaNGlX6HqvVqn/84x968MEHT7kuSXrooYdUWlqqCy64QK1bt1Zubq4WLFigRYsW6dprr/WY2ggA8D/CFACgVilf/vwvf/lLpfuHDx+uf//731qwYIFXochXO3fu1JVXXllh+1133aXbbrvtuO8bNmyYXn31Vfezsk7F6NGj9dlnn2natGlKT0+Xw+FQy5Yt9cQTT2j48OGnfDwAQPUyTNM0/V0EAAAAAAQaFqAAAAAAAB8QpgAAAADAB4QpAAAAAPABYQoAAAAAfECYAgAAAAAfEKYAAAAAwAeEKQAAAADwAWEKAAAAAHxAmAIAAAAAHxCmAAAAAMAHhCkAAAAA8MH/ByUKmwGzwW5qAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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iz3mDX375paxWa4FX8SsLFi1apLp16+qf//ynbr/9dpevhx9+WIGBgVq8ePFl7eOuu+7SkCFDNHz48BKqOq/cUa64uDj98MMPHtsPgCsbUwoBoAR1795d1113nZo3b67KlStrx44d+vbbb3Xvvfc62zRv3lySNG7cOMXGxspkMql79+7q0qWLYmJi9J///EdHjx5VZGSkfv31V33//fcaOHCg83yn3M/n+vTTT3X27FnnZeHj4+MlFW2aXlBQkNq1a6ePPvpIFotF1atX16+//ppn1MxTmjRpot69e+vLL79UcnKy2rVrpx07dmjBggW65ZZbin3BjMtlNpt1//336/XXX9fPP/+sG264QY888oj27t2rjz/+WBs2bNBtt92msLAwJSYmatWqVdq+fbvmzp1bonWEhobqySef1JQpUzRgwAB16dJFAQEB2rp1q5YsWaLY2Fh16dIlz+PWrVuX7zTEW265RY0bN5aUMxL63nvv5WnTrFkz3XjjjZdd+8mTJ7Vhw4Y8F3/J5evrq06dOmnFihV6+eWXZTabi7Wf2rVru3VVx2+//TbfD/y+/vrrC71IR+65XHFxccWqEwAIXABQgu677z798MMP+vXXX5Wdna1atWrpmWee0cMPP+xsc+utt+q+++7T0qVLtWjRIjkcDnXv3l1Go1Hvv/++3nnnHS1btkzz589X7dq1NWzYsDyXb580aZLCwsK0dOlSrVy5Uh07dtR//vMf3X777fL19S1SrW+++abGjh2rzz//XA6HQ9dff71mzJihTp06lehzUpBx48apTp06WrBggVatWqWwsDA9/vjjGjJkSKnsvyD9+vXT+++/rxkzZuiGG26Q0WjU66+/rptvvlnz5s3Txx9/rNTUVFWpUkXt2rXTiy++qOjo6BKvY/Dgwapdu7bmzJmj9957T1arVXXq1NFTTz2lxx57LN9z6tasWeO8iuWFateu7QxcBw4c0Ntvv52nzZ133lkigWvZsmWy2+266aabCmxz0003Oa+8efPNN1/2Poti9OjR+S6fPXt2oYHLx8dHgwcP1ksvveShygBc6QwOJiUDwBUhLi5O//jHP/TGG2+oV69e3i4HAACIc7gAoFzKzMzMs+zTTz+V0Wgs9AOHAQBA6WJKIQCUQx999JF27typ9u3by2Qy6eeff9bPP/+sfv36qWbNmt4u76qUkJBQ6Hp/f39VrFixlKpxX2ZmZr6fv3ah4ODgIk9ZBQDkYEohAJRDv/76q6ZOnap9+/YpPT1dNWvW1B133KFBgwa5fPgsSk9kZGSh63v37q2JEyeWUjXumz9//iXPU5o9e7ZiYmJKqSIAuDIQuAAAKAFr164tdH21atXUqFGjUqrGfadOndLevXsLbdO8eXMFBweXUkUAcGUgcAEAAACAh3DRDAAAAADwECb6F9HWrVvlcDiK/QGNAAAAAK4MFotFBoOhSJ/DyAhXETkcDpWl2ZcOh0PZ2dllqibkz+awKjXztFIzT8vmsHqtDvoM3EF/gbvoM3AXfQbuKkt9xp1swAhXEeWObLVs2dLLleRIT09XXFycGjVqpMDAQG+Xg0IkpBzS0t+/lCR1b/KEqlas55U66DNwB/0F7qLPwF30GbirLPWZHTt2FLktI1zlUPr2bfrrutay39NXGTu2e7scAAAAAAVghKscsmdlKTv+gCTJkZ3l5WoAAAAAFIQRLgAAAADwEAIXAAAAAHgIgQsAAAAAPITABQAAAAAeQuACAAAAAA8hcAEAAACAhxC4AAAAAMBDykTgOnnypF544QXFxMSoVatW6tmzp8unNzscDr399tuKjY1Vq1at9MADDyg+Pt5lG2fPntXzzz+vNm3aqG3btho5cqTS0tJc2uzevVv33HOPWrZsqc6dO2vGjBmlcXglLrBla13z2+8yfDFf/s1berscAAAAAAXweuA6d+6c/vnPf8psNmvGjBlaunSphg8fruDgYGebGTNm6LPPPtPo0aM1b948BQQE6OGHH1ZW1t8f+vvCCy9o7969mjVrlj744ANt2rRJr7zyinN9amqqHn74YdWqVUvz58/XsGHDNHXqVH355ZelerwlwejvL9/wBjLUqi2jv7+3ywEAAABQAB9vFzBjxgzVqFFDEyZMcC6rW7eu87bD4dDs2bM1ePBg3XLLLZKk119/XR07dtSqVavUvXt37du3T2vWrNFXX32lli1zRnxefvllPfbYYxo2bJiqV6+uRYsWyWKxaPz48fL19dU111yjuLg4zZo1S/369StSrQ6HQ+np6SV49MWXkZHh8h1lV2ZmpsvtdJN3+hB9Bu6gv8Bd9Bm4iz4Dd2zatEmPPvqoZsyYoYyMDC1atEhvvPGG1qxZ45V6HA6HDAZDkdp6PXD98MMPio2N1dChQ7Vx40ZVr15d99xzj+6++25J0pEjR5SQkKCOHTs6H1OxYkW1bt1aW7duVffu3bV161ZVqlTJGbYkqWPHjjIajdq+fbu6du2qbdu2qW3btvL19XW2iY2N1YwZM3Tu3DmXEbWCWCwWxcXFleDRX76Lp1ai7Em3Jzlvx8fH65QxxYvV0GfgHvoL3EWfgbvoM1eGDz74QD///LNuvvlmPfzwwy7rZs2apZUrV+qGG27QoEGDirX9gwcPOm/Hx8erfv36euONN7z63vzCXFEYrweuw4cP64svvtCDDz6oQYMGaceOHRo3bpzMZrN69+6thIQESVJoaKjL40JDQ5WYmChJSkxMVEhIiMt6Hx8fBQcHOx+fmJioOnXquLQJCwtzritK4DKbzWrUqFHxDrQEpW/ZpAM9bpUcDtWav0RVOlzv7ZJQiKS0I9q3J+d2eHi4QivUKfwBHpKRkaH4+HiFh4crICDAKzWg/KC/wF30GbiLPnNlCQ4OVo0aNbRhwwaNGzdO/udPe8nKytL69etVo0YNBQcHq2nTpsXa/oXXZigLfWbv3r1Fbuv1wOVwONSiRQs999xzkqRmzZrpr7/+0ty5c9W7d28vV+fKYDAoMDDQ22XI7ucnWa2SJD9f3zJREwqWZvv7PDt/f3+vv14BAQFerwHlB/0F7qLPwF30mUtL3bjhkm2C2sU4b9uzspS+fVuh7Q2+vqrQOtp535aSoozdf+TZVlH5+PioefPmOnz4sH755Rf16tVLkvT999+rVq1aqlOnjnx8fBQYGCi73a4ZM2boyy+/VGJiosLDw/XEE0/o9ttvd25v9erVGj9+vI4fP67WrVu75IKAgACtWLFC48eP16ZNmyRJhw4d0oQJE/T7778rIyNDDRs21PPPP+8yS65Lly66++67dfDgQa1YsULBwcEaPHhwkU8vulBRpxNKZSBwVa1aVRERES7LGjZsqG+//da5XpKSkpJUrVo1Z5ukpCQ1adJEUs5I1enTp122YbVade7cOefjw8LCnCNiuXLv5450AQAAAGVN3E2XmM1kMKhdisV513Lq5CUf41uvvlr/sc95P33H79p9642SpHap1mLX2rdvX82fP98ZuL7++mv16dNHv/32m7PN9OnTtWjRIo0ZM0bh4eHauHGjXnzxRYWEhOi6667T8ePHNWTIEA0YMEB33323du7cqUmTJhW63/T0dHXu3FnPPvusfH19tXDhQg0aNEgrVqxQrVq1nO1mzZqloUOHatCgQfr22281evRotWvXTg0bNiz2MV+K169S2KZNGx04cMBlWXx8vGrXri1JqlOnjqpWrap169Y516empur3339XdHROKo+OjlZycrJ27tzpbLN+/XrZ7Xa1atVKkhQVFaVNmzbJYvm7M65du1YNGjQo0nRCAAAAAIXr1auXNm/erKNHj+ro0aPasmWLM3xJUnZ2tqZPn67x48erU6dOqlu3rvr06aNevXo5rx7+xRdfqF69ehoxYoQaNmyoXr16XXLmW5MmTdS/f381btxY4eHheuaZZ1SvXj398MMPLu1uuOEGDRgwQPXr19ejjz6qKlWqaMOGS48gXg6vj3ANHDhQ//znP/XBBx/o//7v/7R9+3bNmzdPr776qqSc4br7779f77//vurXr686dero7bffVrVq1ZxXLYyIiFCnTp3073//W2PGjJHFYtHYsWPVvXt3Va9eXZLUs2dPTZs2Tf/617/06KOP6q+//tLs2bP10ksvee3YAQAAgEtp+uOvbrU3V6t+yccYLrrgQ2DL1m7vJz8hISG68cYbtWDBAjkcDt14440u11o4ePCgMjIy9NBDD7k8zmKxOM/v2rdvn3PQJFdUVFSh+01LS9PUqVP1008/KSEhQTabTZmZmTp27JhLu8jISOdtg8GgsLAwJSUlXby5EuX1wNWqVStNnTpVb731lqZNm6Y6depo5MiRLkn40UcfVUZGhl555RUlJyfr2muv1UcffSQ/Pz9nm8mTJ2vs2LEaOHCgjEajbr31Vr388svO9RUrVtTMmTP16quvqk+fPqpSpYqeeOKJYs3ZBAAAAEqLu+dUGf383H6MqWLFYp27lZ++ffs6B09GjRrlsi73I5amT5/uHBjJVdSr/uVn0qRJWrt2rYYPH6569erJ399fQ4cOdZndJuWca3Yhg8Egh8NR7P0WhdcDlyTddNNNuummmwpcbzAY9PTTT+vpp58usE3lypX15ptvFrqfJk2a6PPPPy92nWXR7t275edf8ImmrVu3vqzOCwAAALijU6dOslgsMhgMio2NdVkXEREhX19fHTt2TNddd12+j4+IiMgzFfD3338vdJ9bt25V79691bVrV0k5I15Hjx69jKMoOWUicKH4lvxxTKczgvJdd+rgPv1LUrt27Uq3KAAAAFy1TCaTli9f7rx9oaCgID300EOaMGGCHA6Hrr32WqWkpGjLli0KCgpS79691b9/f3388ceaNGmS7rrrLu3atUsLFiwodJ/169fXypUr1aVLFxkMBk2ZMkV2u91jx+gOAlc5V7VeAwVEtvB2GQAAAIBTUFD+AwKS9MwzzygkJETTp0/XkSNHVLFiRTVr1sz5oci1atXSu+++qwkTJui///2vWrVqpWeffVYjR44scJsjRozQyJEj1b9/f1WpUkWPPvqoy2d3eZPB4elJi1eIHTt2SJJatmzp5UpyPrvsl9Wr9Z9VW9QsppPMBUwZPLpnpx7t0JgRLi9LSDmkpb+/J0nq3voJVa1Yzyt1pKenKy4uTk2bNuXzTnBJ9Be4iz4Dd9Fn4K6y1GfcyQZevyw83GcwGCSTSQ6jSXLjQ9cAAAAAlC4CFwAAAAB4CIGrHLJnZ0unk1QhNVkGq+XSDwAAAADgFVw0oxxK/32r/Afcqacl/Vy3rlKbRXu7JAAAAAD5YIQLAAAAADyEwAUAAAAAHkLgAgAAAAAPIXABAAAAgIcQuAAAAADAQwhcAAAAAOAhBC4AAAAAl2XEiBGKjIzUK6+8kmfdmDFjFBkZqREjRnihMu8jcJVDBrNZjtAwpVSoJLsPH6UGAAAA76tZs6aWLVumzMxM57KsrCwtWbJEtWrV8mJl3sW79XKoQlQbZf33f3p35RY1b9BEZm8XBAAAAI/ItmbqXMapUt1ncEA1+fr4u/24Zs2a6fDhw/ruu+/Uq1cvSdJ3332nmjVrqk6dOs52drtdM2bM0JdffqnExESFh4friSee0O233y5Jstls+ve//63169crMTFRNWvW1D333KO77rrLuY0RI0YoOTlZ1157rWbNmiWLxaJu3bpp5MiRMpvL1rtjAhcAAABQBmVbM/XVxonKtmVeunEJ8jX56852I4oVuvr27av58+c7A9fXX3+tPn366LfffnO2mT59uhYtWqQxY8YoPDxcGzdu1IsvvqiQkBBdd911stvtqlGjht5++21VrlxZW7du1SuvvKLg4GDVrVvXuZ0NGzaoatWq+vTTT3Xo0CE9++yzatq0qe6+++7LfxJKEFMKAQAAAJSIXr16afPmzTp69KiOHj2qLVu2OMOXJGVnZ2v69OkaP368OnXqpLp166pPnz7q1auXvvzyS0mS2WzW0KFD1bJlS9WtW1e9evVSnz599N1337nsKzg4WK+88ooiIiJ00003qXPnzlq3bl2pHm9RMMJVDtlSU2XY/YdqHT8oU2a0ZA72dkkAAAAoYb4+OSNN5WVKoSSFhIToxhtv1IIFC+RwOHTjjTcqJCTEuf7gwYPKyMjQQw895PI4i8Wipk2bOu/PmTNHX3/9tY4dO6asrCxZLBY1btzY5TGNGjWSyWRy3q9atar+/PPPYtXtSQSucigjbpf8nn1SD0j6uVkrpTaL9nZJAAAA8ABfH39VrVjP22W4pW/fvnr11VclSaNGjXJZl56eLilnWmH16tVd1vn6+kqSli5dqkmTJmn48OGKjo5WhQoVNHPmTG3dutWlvc9FF48zGAxyOBwleiwlgcAFAAAAoMR06tRJFotFBoNBsbGxLusiIiLk6+urY8eO6brrrsv38Vu2bFF0dLQGDBjgXHbo0CGP1uxJBC4AAAAAJcZkMmn58uXO2xcKCgrSQw89pAkTJsjhcOjaa69VSkqKtmzZoqCgIPXu3Vv169fXwoULtWbNGtWpU0fffPONduzYUW4vLU/gAgAAAFCigoKCClz3zDPPKCQkRNOnT9eRI0dUsWJFNWvWTIMGDZIk9e/fX3FxcXr22WdlMBjUvXt33XPPPfrpp59KqfqSReACAAAAcFkmTpxY6Pr33nvPedtgMGjgwIEaOHBgvm19fX01YcIETZgwwWX54MGDFRcXV+D+/vWvf7lbdqngsvAAAAAA4CEELgAAAADwEAIXAAAAAHgI53CVQ6YKQbI3aaZj59Jk9Q/0djkAAAAACkDgKocCmjVX9n+mafbKLWpet6HM3i4IAAAAQL6YUggAAAAAHkLgAgAAAAAPIXCVQ9akJBnX/KQmf/4uc8o5b5cDAAAAoACcw1UOZe7fK9/xY9RH0s8xNyg1JMzbJQEAAADIByNcAAAAAOAhBC4AAAAA8BACFwAAAAB4CIELAAAAADyEwAUAAAAAHkLgAgAAAAAPIXABAAAAgIfwOVzlkE+VENluuFF7TpxRdlAlb5cDAAAAoAAErnLIv9E1srw0SgtXblHzmvVk9nZBAAAAAPLFlEIAAAAA8BACFwAAAAB4CIGrHMo+cVymr75UzKYf5Xcm0dvlAAAAACgAgascyj58SOaZH+jmn5coMPGEt8sBAAAAUAACFwAAAAB4CIELAAAAADyEwAUAAAAAHkLgAgAAAAAPIXABAAAAgIcQuAAAAADAQwhcAAAAAOAhPt4uAO4z16gpa99+2hR/UplVwrxdDgAAAIACMMJVDvnVrSfrI4P0Q+eeygir4e1yAAAAABSAwAUAAAAAHkLgAgAAAAAP4RyucijrYLx83n9HXQ8l6Ex4A1lr1/d2SQAAAADywQhXOWQ5dVI+ixao3bZf5H/utLfLAQAAAFAAAhcAAAAAeAiBCwAAAAA8hMAFAAAAAB5C4AIAAAAAD/F64Hr33XcVGRnp8nX77bc712dlZWnMmDGKiYlRdHS0nnrqKSUmJrps49ixY3rsscfUunVrdejQQZMmTZLVanVps2HDBvXu3VstWrRQ165dNX/+/FI5PgAAAABXrzJxWfhrrrlGs2bNct43mUzO2+PHj9fq1as1ZcoUVaxYUWPHjtWQIUM0d+5cSZLNZtPjjz+usLAwzZ07V6dOndLw4cNlNpv13HPPSZIOHz6sxx9/XP3799fkyZO1bt06vfzyy6patao6depUugcLAAAA4KpRJgKXyWRS1apV8yxPSUnR119/rcmTJ6tDhw6ScgJYt27dtG3bNkVFRemXX37R3r17NWvWLIWFhalp06Z6+umnNXnyZA0ZMkS+vr6aO3eu6tSpoxEjRkiSIiIitHnzZn3yyScELgAAAAAeUyYC18GDBxUbGys/Pz9FRUXp+eefV61atbRz505ZLBZ17NjR2TYiIkK1atVyBq5t27apcePGCgsLc7aJjY3V6NGjtXfvXjVr1kzbtm1zBrYL24wfP96tOh0Oh9LT0y/vYEuALaya0h8drDV7Tyi7cpjsFku+7axWqzIzM8tEzVezzMxMl9vpJu+8HhkZGS7fgcLQX+Au+gzcRZ+Bu8pSn3E4HDIYDEVq6/XA1apVK02YMEENGjRQQkKCpk2bpgEDBmjx4sVKTEyU2WxWpUqVXB4TGhqqhIQESVJiYqJL2JLkvH+pNqmpqcrMzJS/v3+RarVYLIqLiyvWcZa0g9HttLniGVWTSTp/nBc7c/asDhw4oMDAwFKuDhdKtyc5b8fHx+uUMcWL1eTUABQV/QXuos/AXfQZuKus9BlfX98itfN64OrcubPzdpMmTdS6dWvddNNNWr58eZGDUGkxm81q1KiRt8uQJJ0+fVrae0aVK1eW2WzOt43lzCk1aNBATZs2LeXqcKGktCPatyfndnh4uEIr1PFKHRkZGYqPj1d4eLgCAgK8UgPKD/oL3EWfgbvoM3BXWeoze/fuLXJbrweui1WqVEnh4eE6dOiQOnbsKIvFouTkZJdRrqSkJOc5X2FhYdq+fbvLNnKvYnhhm4uvbJiYmKigoCC3Qp3BYCgzo0W5dZvN5gIDl4+Pj/z9/ctMzVerNNvffawsvB4BAQFerwHlB/0F7qLPwF30GbirLPSZok4nlMrAZeEvlpaWpsOHD6tq1apq0aKFzGaz1q1b51y/f/9+HTt2TFFRUZKkqKgo/fnnn0pK+nva1tq1axUUFOQcjYqKitL69etd9rN27VrnNsqbzL/+lPnVl9X3m49V4dghb5cDAAAAoABeD1yTJk3Sb7/9piNHjmjLli0aMmSIjEajevTooYoVK6pv376aOHGi1q9fr507d2rkyJGKjo52hqXY2Fg1atRIw4YN0+7du7VmzRpNmTJFAwYMcM6r7N+/vw4fPqzXX39d+/bt05w5c7R8+XI98MAD3jvwy2A9e0amdb8qct8u+aYle7scAAAAAAXw+pTCEydO6LnnntPZs2cVEhKia6+9VvPmzVNISIgkaeTIkTIajRo6dKiys7MVGxurUaNGOR9vMpn0wQcfaPTo0erXr58CAgLUu3dvDR061Nmmbt26mj59uiZMmKDZs2erRo0aGjduHJeEBwAAAOBRXg9c//nPfwpd7+fnp1GjRrmErIvVrl1bM2bMKHQ7MTExWrhwYXFKBAAAAIBi8fqUQgAAAAC4UhG4AAAAAMBDCFwAAAAA4CEELgAAAADwEAIXAAAAAHiI169SCPf5N2qs7FHj9M22fapQs563ywEAAABQAAJXOeRTpYrs7a/XXykBah5USWZvFwQAAAAgX0wpBAAAAAAPIXABAAAAgIcwpbAcSt+5Q75DHtNDKen6o0Z1ZUY09XZJAAAAAPJB4CqH7BnpMu77SzUk/ZmV6e1yAAAAABSAKYUAAAAA4CEELgAAAADwEAIXAAAAAHgIgQsAAAAAPITABQAAAAAeQuACAAAAAA8hcAEAAACAh/A5XOVQQLMWypo6Q5+tj1ONuhGkZgAAAKCM4r16OWSqUEGOiEY6Va22bP4B3i4HAAAAQAEIXAAAAADgIQQuAAAAAPAQzuEqh9K2bpZfvzv0TLZVv4W9p/TIlt4uCQAAAEA+CFzlkMNqlSE5WYGSjDart8sBAAAAUACmFAIAAACAhxC4AAAAAMBDCFwAAAAA4CEELgAAAADwEAIXAAAAAHgIgQsAAAAAPITABQAAAAAewudwlUMVoq9V5rxv9N6P29WoYRNeRAAAAKCMYoSrHDL4+EgVKykzIFAOE3ELAAAAKKsIXAAAAADgIQSucshhs0mZGTJbsiS7zdvlAAAAACgA89HKobQtm+Tfu5telPRztY+U2iza2yUBAAAAyAcjXAAAAADgIQQuAAAAAPAQAhcAAAAAeAiBCwAAAAA8hMAFAAAAAB5C4AIAAAAADyFwAQAAAICH8Dlc5ZHRKIe/vyw2uxxGMjMAAABQVhG4yqGga9spa8FyvbVyi5pHNJPZ2wUBAAAAyBfDIwAAAADgIQQuAAAAAPAQAlc5ZM/IkOHQQYUmnZQxO9Pb5QAAAAAoAOdwlUPpO7fL7/EH9Liknxs1VmqzaG+XBAAAACAfjHABAAAAgIcQuAAAAADAQwhcAAAAAOAhBC4AAAAA8BACFwAAAAB4CIELAAAAADyEwAUAAAAAHsLncJVDxoAA2evVV1Japmy+ft4uBwAAAEABCFzlUGCLVsqe/olmrNyi5vWvkdnbBQEAAADIF1MKAQAAAMBDCFwAAAAA4CEErnLIevasjJt/U4P43fJJS/F2OQAAAAAKwDlc5VDmX3vk+/Jw/VPSz9ExSq0c4u2SAAAAAOSDES4AAAAA8BACFwAAAAB4SJkKXB9++KEiIyP12muvOZdlZWVpzJgxiomJUXR0tJ566iklJia6PO7YsWN67LHH1Lp1a3Xo0EGTJk2S1Wp1abNhwwb17t1bLVq0UNeuXTV//vxSOSYAAAAAV68yE7i2b9+uuXPnKjIy0mX5+PHj9eOPP2rKlCn67LPPdOrUKQ0ZMsS53maz6fHHH5fFYtHcuXM1ceJELViwQO+8846zzeHDh/X4448rJiZG33zzjQYOHKiXX35Za9asKbXjAwAAAHD1KRMXzUhLS9OLL76ocePG6f3333cuT0lJ0ddff63JkyerQ4cOknICWLdu3bRt2zZFRUXpl19+0d69ezVr1iyFhYWpadOmevrppzV58mQNGTJEvr6+mjt3rurUqaMRI0ZIkiIiIrR582Z98skn6tSpU5HrdDgcSk9PL9mDL4bMzEznbavVKovFkm87q9WqzMzMMlHz1ezC1yszM1PpJu+8HhkZGS7fgcLQX+Au+gzcRZ+Bu8pSn3E4HDIYDEVqWyYC16uvvqrOnTurY8eOLoFr586dslgs6tixo3NZRESEatWq5Qxc27ZtU+PGjRUWFuZsExsbq9GjR2vv3r1q1qyZtm3b5gxsF7YZP368W3VaLBbFxcUV8yhLjiM+3nk7JTVVCQkJ+bY7c/asDhw4oMDAwFKqDPlJtyc5b8fHx+uU0buX8o+/oP8Al0J/gbvoM3AXfQbuKit9xtfXt0jtvB64li5dqj/++ENfffVVnnWJiYkym82qVKmSy/LQ0FBnyEhMTHQJW5Kc9y/VJjU1VZmZmfL39y9SrWazWY0aNSragXlQenqqDpy/XTEoSKpaNd92ljOn1KBBAzVt2rT0ikMeSWlHtG9Pzu3w8HCFVqjjlToyMjIUHx+v8PBwBQQEeKUGlB/0F7iLPgN30WfgrrLUZ/bu3Vvktl4NXMePH9drr72mjz/+WH5+ft4spUgMBkOZGC0yVKsuW9vrFJ+YLEelyjKbzfm28/Hxkb+/f5mo+WqWZvs70JeF1yMgIMDrNaD8oL/AXfQZuIs+A3eVhT5T1OmEkpcD165du5SUlKQ+ffo4l9lsNm3cuFFz5szRzJkzZbFYlJyc7DLKlZSUpKrnR3XCwsK0fft2l+3mXsXwwjYXX9kwMTFRQUFBRR7dKksCIpvIMnaSvly5Rc1rhyv/uAUAAADA27wauNq3b6/Fixe7LHvppZfUsGFDPfroo6pZs6bMZrPWrVun2267TZK0f/9+HTt2TFFRUZKkqKgoffDBB0pKSlJoaKgkae3atQoKCnJO/4uKitLPP//ssp+1a9c6twEAAAAAnuDVwBUUFKTGjRu7LAsMDFTlypWdy/v27auJEycqODhYQUFBGjdunKKjo51hKTY2Vo0aNdKwYcP04osvKiEhQVOmTNGAAQOcJ7L1799fc+bM0euvv66+fftq/fr1Wr58uaZPn16qxwsAAADg6uL1i2ZcysiRI2U0GjV06FBlZ2crNjZWo0aNcq43mUz64IMPNHr0aPXr108BAQHq3bu3hg4d6mxTt25dTZ8+XRMmTNDs2bNVo0YNjRs3zq1LwpclllOnZFq+RFF/HJIhsqkcYdW9XRIAAACAfJS5wPXZZ5+53Pfz89OoUaNcQtbFateurRkzZhS63ZiYGC1cuLAkSvS6rIMHZH7nTXWT9HPn25RK4AIAAADKJKO3CwAAAACAKxWBCwAAAAA8hMAFAAAAAB5C4AIAAAAADyFwAQAAAICHELgAAAAAwEMIXAAAAADgIWXuc7hwaeaq1WT9vx7acSRRWcEh3i4HAAAAQAEY4SqH/MIbyDr0eS3vepfSq9XydjkAAAAACkDgAgAAAAAPIXABAAAAgIcQuMqhrCOH5fPpTHX+dbn8E096uxwAAAAABSBwlUOW48fkM/e/un7DKgWcSfB2OQAAAAAKQOACAAAAAA8hcAEAAACAhxC4AAAAAMBDCFwAAAAA4CEELgAAAADwEAIXAAAAAHgIgQsAAAAAPMTH2wXAfb6168hy/8P6dd8xZYVW83Y5AAAAAArACFc55Furtmz/vFdrY25RZgiBCwAAACirCFwAAAAA4CEELgAAAADwEM7hKocy9++TefJ49Tx2Wifq1ZelbgNvlwQAAAAgHwSucsialCjT9yvVUtKZlLOyeLsgAAAAAPliSiEAAAAAeAiBCwAAAAA8hMAFAAAAAB5C4AIAAAAADyFwAQAAAICHELgAAAAAwEMIXAAAAADgIXwOVznk1yBC2S+O1PId8fKtXsfb5QAAAAAoACNc5ZA5LEz2Ll21q9m1yq5U2dvlAAAAACgAgQsAAAAAPITABQAAAAAewjlc5VBG3B/yHfaMBpxJ1b5atZTZoLG3SwIAAACQDwJXOWRLTZFxx++qL+lgRpq3ywEAAABQAKYUAgAAAICHFCtw3Xzzzdq9e3e+6/7880/dfPPNl1UUAAAAAFwJihW4jh49quzs7HzXZWZm6sSJE5dVFAAAAABcCYp8DldWVpYyMjLkcDgkSampqTp79myeNqtWrVK1atVKtEgAAAAAKI+KHLhmzJihadOmSZIMBoMefvjhAtsOGTLk8isDAAAAgHKuyIHrlltuUe3ateVwODRy5EgNHjxY9erVc2ljNpsVERGhpk2blnihAAAAAFDeFDlwNWnSRE2aNJGUM8LVuXNnhYSEeKwwAAAAACjvivU5XL179y7pOuCGgMimynp9iuZt+lMhtRvI4O2CAAAAAOSrWIErMzNT7733nr799ludOHEi3ysWxsXFXXZxyJ+pUiU5WrbW4RM2VQqsILO3CwIAAACQr2IFrjFjxmjJkiXq0aOHIiIiZDbzlh8AAAAALlaswPXjjz9q+PDhuvfee0u6HgAAAAC4YhQrcJlMJoWHh5dwKSiq9O3b5PvgPRqckaVt1aYo45rm3i4JAAAAQD6MxXnQP//5T33zzTclXQuKyJ6VJeOJ46py7rRMlrznzwEAAAAoG4o1wuXv76/Nmzerf//+6tChgypVquSy3mAw6IEHHiiJ+gAAAACg3CpW4Jo8ebIk6dixY9q2bVue9QQuAAAAAChm4Nq9e3dJ1wEAAAAAV5xincMFAAAAALi0Yo1wbdy48ZJt2rVrV5xNAwAAAMAVo1iB67777pPBYJDD4XAuMxgMLm3i4uIurzIAAAAAKOeKFbgWLlyYZ9m5c+f0yy+/6LvvvtOYMWMuty4AAAAAKPeKFbiaNGmS7/KYmBj5+/vryy+/VPv27S+rMBQssFWUsj75Qh+t2al64Y1l8nZBAAAAAPJV4hfNaNOmjVavXl3Sm8UFjH5+clSvoXPBIbKbfb1dDgAAAIAClHjgWrVqlSpXrlzSmwUAAACAcqdYUwoHDRqUZ5nFYtGBAwd0/Phxvfjii5ddGAAAAACUd8Ua4UpLS8vzZTAY1LFjR3344Yd66KGHirytzz//XD179lSbNm3Upk0b9evXz2VKYlZWlsaMGaOYmBhFR0frqaeeUmJioss2jh07pscee0ytW7dWhw4dNGnSJFmtVpc2GzZsUO/evdWiRQt17dpV8+fPL86hlwmpGzfIr/vNGvGfF1Xlr53eLgcAAABAAYo1wvXZZ5+VWAE1atTQCy+8oPr168vhcGjhwoV68skntWDBAl1zzTUaP368Vq9erSlTpqhixYoaO3ashgwZorlz50qSbDabHn/8cYWFhWnu3Lk6deqUhg8fLrPZrOeee06SdPjwYT3++OPq37+/Jk+erHXr1unll19W1apV1alTpxI7ltJksNtluHQzAAAAAF502edwZWZm6tSpU8rMzCzW47t06aLOnTsrPDxcDRo00LPPPqvAwEBt27ZNKSkp+vrrrzVixAh16NBBLVq00Pjx47V161Zt27ZNkvTLL79o7969euONN9S0aVN17txZTz/9tObMmaPs7GxJ0ty5c1WnTh2NGDFCERERuvfee3Xbbbfpk08+udzDBwAAAIACFWuES5J+/PFHTZ06VXFxcXI4HDIYDGratKmGDh2qzp07F2ubNptNK1asUHp6uqKjo7Vz505ZLBZ17NjR2SYiIkK1atXStm3bFBUVpW3btqlx48YKCwtztomNjdXo0aO1d+9eNWvWTNu2bVOHDh1c9hUbG6vx48e7VZ/D4VB6enqxjq0kXRhurVarLBZLvu2sVqsyMzPLRM1Xswtfr8zMTKWbvPN6ZGRkuHwHCkN/gbvoM3AXfQbuKkt9Jjf/FEWxAteqVav01FNPqXXr1hoxYoTCwsKUkJCgFStWaPDgwXrnnXd0yy23FHl7e/bsUf/+/ZWVlaXAwEBNmzZNjRo1UlxcnMxmsypVquTSPjQ0VAkJCZKkxMREl7AlyXn/Um1SU1OVmZkpf3//ItVpsVgUFxdX5OPyFEd8vPN2Smqq8zgvdubsWR04cECBgYGlVBnyk25Pct6Oj4/XKWOKF6vJqQEoKvoL3EWfgbvoM3BXWekzvr5F+3imYgWuqVOnqnv37po8ebLL8oEDB+qFF17Q1KlT3QpcDRo00MKFC5WSkqJvv/1Ww4cP13//+9/ilOZRZrNZjRo18nYZSk9P1YHztysGBUlVq+bbznLmlBo0aKCmTZuWXnHIIyntiPbtybkdHh6u0Ap1vFJHRkaG4uPjFR4eroCAAK/UgPKD/gJ30WfgLvoM3FWW+szevXuL3LZYgWv//v164YUX8l13xx136Mknn3Rre76+vqpfv74kqUWLFtqxY4dmz56t//u//5PFYlFycrLLKFdSUpKqng8ZYWFh2r59u8v2cq9ieGGbi69smJiYqKCgoCKPbkmSwWAoE6NF9gtq9vHxkdlszredj4+P/P39y0TNV7M029+vV1l4PQICArxeA8oP+gvcRZ+Bu+gzcFdZ6DNFnU4oFfOiGcHBwTpw4EC+6w4cOKDg4ODibNbJbrcrOztbLVq0kNls1rp165zr9u/fr2PHjikqKkqSFBUVpT///FNJSX9P21q7dq2CgoKco1FRUVFav369yz7Wrl3r3AYAAAAAeEKxAle3bt301ltv6X//+5+Sk5MlSSkpKfrf//6nKVOmqHv37kXe1ptvvqmNGzfqyJEj2rNnj95880399ttv6tmzpypWrKi+fftq4sSJWr9+vXbu3KmRI0cqOjraGZZiY2PVqFEjDRs2TLt379aaNWs0ZcoUDRgwwDmvsn///jp8+LBef/117du3T3PmzNHy5cv1wAMPFOfwAQAAAKBIijWl8Pnnn9exY8f073//W6+88op8fHxktVrlcDh06623Oj//qiiSkpI0fPhwnTp1ShUrVlRkZKRmzpyp66+/XpI0cuRIGY1GDR06VNnZ2YqNjdWoUaOcjzeZTPrggw80evRo9evXTwEBAerdu7eGDh3qbFO3bl1Nnz5dEyZM0OzZs1WjRg2NGzeu3H4GV4W21ylz6fd6a9UWNW/UXPlPKAQAAADgbcUKXL6+vnr33Xe1Z88ebdq0ScnJyQoODta1116ryMhIt7Z1qUuz+/n5adSoUS4h62K1a9fWjBkzCt1OTEyMFi5c6FZtZZXBYJCMRslglNyYPwoAAACgdBV5SmF8fLz69Omj1atXO5dFRkZqwIABGjx4sO655x6dOHFCffr00eHDhz1SLAAAAACUJ0UOXB9//LECAwML/VDjzp07q0KFCpo5c2aJFIf82bOzpcQEBaWck8Ga/4ceAwAAAPC+IgeuX3/9VX379r1ku759++qXX365rKJQuPTft8r/vrs1dMarqnxgj7fLAQAAAFCAIgeukydPqm7dupdsV6dOHZ08efKyigIAAACAK0GRA1eFChV05syZS7Y7e/as1z+IDAAAAADKgiIHrhYtWmjZsmWXbLd06VK1aNHisooCAAAAgCtBkQPXPffco+XLl2vq1Kmy2Wx51tvtdk2dOlUrVqzQgAEDSrRIAAAAACiPivw5XDfffLMeeeQRTZ06VXPnzlWHDh1Uq1YtSdLx48e1bt06JSYm6uGHH1aXLl08VjAAAAAAlBduffDxCy+8oHbt2unjjz/Wt99+q+zsbEk5H07cpk0bjRs3rtDLxgMAAADA1cStwCXlfNZW586dZbPZdPbsWUlS5cqVZTKZSro2AAAAACjX3A5cuUwmk0JDQ0uyFhSRwddXjtAwpWRZZPcxe7scAAAAAAUoduCC91RoHa2s//5PU1duUfMGkSJyAQAAAGVTka9SCAAAAABwD4ELAAAAADyEwFUO2VJSZIjbpdrH4uWTkebtcgAAAAAUgHO4yqGM3X/I77khGijp5+atldos2tslAQAAAMgHI1wAAAAA4CEELgAAAADwEAIXAAAAAHgIgQsAAAAAPITABQAAAAAeQuACAAAAAA8hcAEAAACAh/A5XOWQqUKQ7M2a6+jZNFn9A71dDgAAAIACELjKoYBmzZX95lR9tnKLmtdtKLO3CwIAAACQL6YUAgAAAICHELgAAAAAwEMIXOWQNSlJxtU/qOmerTKnnPN2OQAAAAAKQOAqhzL375XvxLHqvfS/Cjpx2NvlAAAAACgAgQsAAAAAPITABQAAAAAeQuACAAAAAA8hcAEAAACAhxC4AAAAAMBDCFwAAAAA4CEELgAAAADwEB9vFwD3+YSEyta5i3afOK3sisHeLgcAAABAAQhc5ZB/RCNZRvxb36zcouY16srs7YIAAAAA5IsphQAAAADgIQQuAAAAAPAQAlc5lH38mExfzVXMxh/lfzrB2+UAAAAAKACBqxzKPnJY5pnTdfOaJQpIOuntcgAAAAAUgMAFAAAAAB5C4AIAAAAADyFwAQAAAICHELgAAAAAwEMIXAAAAADgIQQuAAAAAPAQAhcAAAAAeIiPtwuA+8w1asp6Z39tjD+pzCph3i4HAAAAQAEY4SqH/OrWk/Xhx/XjDT2UEVbD2+UAAAAAKACBCwAAAAA8hMAFAAAAAB7COVzlUNbBePm897ZuPZSg0+ENZK1d39slAQAAAMgHI1zlkOXUSfksXqi2v/8q/3OnvV0OAAAAgAIQuAAAAADAQwhcAAAAAOAhBC4AAAAA8BACFwAAAAB4CIELAAAAADyEwAUAAAAAHkLgAgAAAAAP4YOPyyG/euGyPDFUP+w+LEfVmt4uBwAAAEABCFzlkLl6ddl69tZm/y1qXjlUZm8XBAAAACBfXp9SOH36dPXt21fR0dHq0KGDnnjiCe3fv9+lTVZWlsaMGaOYmBhFR0frqaeeUmJiokubY8eO6bHHHlPr1q3VoUMHTZo0SVar1aXNhg0b1Lt3b7Vo0UJdu3bV/PnzPX58AAAAAK5eXg9cv/32mwYMGKB58+Zp1qxZslqtevjhh5Wenu5sM378eP3444+aMmWKPvvsM506dUpDhgxxrrfZbHr88cdlsVg0d+5cTZw4UQsWLNA777zjbHP48GE9/vjjiomJ0TfffKOBAwfq5Zdf1po1a0r1eAEAAABcPbw+pXDmzJku9ydOnKgOHTpo165dateunVJSUvT1119r8uTJ6tChg6ScANatWzdt27ZNUVFR+uWXX7R3717NmjVLYWFhatq0qZ5++mlNnjxZQ4YMka+vr+bOnas6depoxIgRkqSIiAht3rxZn3zyiTp16lSkWh0Oh0sQ9JasvX/J9MoI3ZmUov01aiirXkS+7axWqzIzM8tEzVezzMxMl9vpJu+8HhkZGS7fgcLQX+Au+gzcRZ+Bu8pSn3E4HDIYDEVq6/XAdbGUlBRJUnBwsCRp586dslgs6tixo7NNRESEatWq5Qxc27ZtU+PGjRUWFuZsExsbq9GjR2vv3r1q1qyZtm3b5gxsF7YZP358kWuzWCyKi4u7nMMrEY4/dsq8cYMaS4o7eVwJAZXybXfm7FkdOHBAgYGBpVsgXKTbk5y34+PjdcqY4sVqcmoAior+AnfRZ+Au+gzcVVb6jK+vb5HalanAZbfbNX78eLVp00aNGzeWJCUmJspsNqtSJddQERoaqoSEBGebC8OWJOf9S7VJTU1VZmam/P39L1mf2WxWo0aNindwJSg9PVUHzt+uGBQkVa2abzvLmVNq0KCBmjZtWnrFIY+ktCPatyfndnh4uEIr1PFKHRkZGYqPj1d4eLgCAgK8UgPKD/oL3EWfgbvoM3BXWeoze/fuLXLbMhW4xowZo7/++kuff/65t0vJl8FgKBOjRfYLwqGPj4/M5vyvU+jj4yN/f/8yUfPVLM329+tVFl6PgIAAr9eA8oP+AnfRZ+Au+gzcVRb6TFGnE0pl4KIZuV599VX99NNP+vTTT1WjRg3n8rCwMFksFiUnJ7u0T0pKUtXzIzthYWF5rlqYe/9SbYKCgoo0ugUAAAAA7vJ64HI4HHr11Ve1cuVKffrpp6pbt67L+hYtWshsNmvdunXOZfv379exY8cUFRUlSYqKitKff/6ppKS/z5VZu3atgoKCnFMAo6KitH79epdtr1271rkNAAAAAChpXg9cY8aM0aJFi/Tmm2+qQoUKSkhIUEJCgvPKbhUrVlTfvn01ceJErV+/Xjt37tTIkSMVHR3tDEuxsbFq1KiRhg0bpt27d2vNmjWaMmWKBgwY4DyZrX///jp8+LBef/117du3T3PmzNHy5cv1wAMPeOnIAQAAAFzpvH4O1xdffCFJuu+++1yWT5gwQX369JEkjRw5UkajUUOHDlV2drZiY2M1atQoZ1uTyaQPPvhAo0ePVr9+/RQQEKDevXtr6NChzjZ169bV9OnTNWHCBM2ePVs1atTQuHHjinxJeAAAAABwl9cD1549ey7Zxs/PT6NGjXIJWRerXbu2ZsyYUeh2YmJitHDhQndLBAAAAIBi8Xrggvv8GzVW9ujxWrhtn4Jq1vN2OQAAAAAKQOAqh3yqVJE9poP2JvupeVAl5X9ReAAAAADe5vWLZgAAAADAlYrABQAAAAAewpTCcih95w75PvmIHk7J0K4a1ZUZ0dTbJQEAAADIB4GrHLJnpMu4f5+qS9qTlentcgAAAAAUgCmFAAAAAOAhBC4AAAAA8BACFwAAAAB4CIELAAAAADyEwAUAAAAAHkLgAgAAAAAPIXABAAAAgIfwOVzlUEDzlsp67yPNXhenmvUakZoBAACAMor36uWQKTBQjgYRSqhaSzY/f2+XAwAAAKAABC4AAAAA8BACFwAAAAB4COdwlUNpWzbJ765eetZi1W+h7ymtSStvlwQAAAAgHwSucshhs8mQmqIASQa7zdvlAAAAACgAUwoBAAAAwEMIXAAAAADgIQQuAAAAAPAQAhcAAAAAeAiBCwAAAAA8hMAFAAAAAB5C4AIAAAAAD+FzuMqhCtHXKvN/izXtx991TcMmvIgAAABAGcUIVzlk8PGRgoKU5R8gh4m4BQAAAJRVBC4AAAAA8BACVznksNmkjAyZs7Mku83b5QAAAAAoAPPRyqG0LZvk36ebXpT0c/WPlNos2tslAQAAAMgHI1wAAAAA4CEELgAAAADwEAIXAAAAAHgIgQsAAAAAPITABQAAAAAeQuACAAAAAA8hcAEAAACAh/A5XOWQwWSSIyBQ2TabHEaTt8sBAAAAUAACVzlUoU1bZc1fqrdWblHziKYye7sgAAAAAPliSiEAAAAAeAiBCwAAAAA8hMBVDtnS02U4eEBhiSdkysr0djkAAAAACsA5XOVQxq4d8hv0kB6T9PM1kUptFu3tkgAAAADkgxEuAAAAAPAQAhcAAAAAeAiBCwAAAAA8hMAFAAAAAB5C4AIAAAAADyFwAQAAAICHELgAAAAAwEP4HK5yyBgQIHv9cCWlZsrm6+ftcgAAAAAUgMBVDgW2aKXsD2Zpxsotal7/Gpm9XRAAAACAfDGlEAAAAAA8hMAFAAAAAB5C4CqHrGfPyrhxgxoeiJNPWoq3ywEAAABQAM7hKocy/9oj31dGqL+kn9u0V2rlEG+XBAAAACAfjHABAAAAgIcQuAAAAADAQwhcAAAAAOAhBC4AAAAA8BACFwAAAAB4CIELAAAAADzE64Fr48aNGjRokGJjYxUZGalVq1a5rHc4HHr77bcVGxurVq1a6YEHHlB8fLxLm7Nnz+r5559XmzZt1LZtW40cOVJpaWkubXbv3q177rlHLVu2VOfOnTVjxgxPHxoAAACAq5zXA1d6eroiIyM1atSofNfPmDFDn332mUaPHq158+YpICBADz/8sLKyspxtXnjhBe3du1ezZs3SBx98oE2bNumVV15xrk9NTdXDDz+sWrVqaf78+Ro2bJimTp2qL7/80uPH5wmm4MqytYvR3gZNZalQ0dvlAAAAACiA1z/4uHPnzurcuXO+6xwOh2bPnq3BgwfrlltukSS9/vrr6tixo1atWqXu3btr3759WrNmjb766iu1bNlSkvTyyy/rscce07Bhw1S9enUtWrRIFotF48ePl6+vr6655hrFxcVp1qxZ6tevX6kda0kJaBwpy6sTNW/lFjWvVV9mbxcEAAAAIF9eD1yFOXLkiBISEtSxY0fnsooVK6p169baunWrunfvrq1bt6pSpUrOsCVJHTt2lNFo1Pbt29W1a1dt27ZNbdu2la+vr7NNbGysZsyYoXPnzik4OLhI9TgcDqWnp5fcAV6GzMxMSZLFYimwjdVqVWZmZpmp+WqV+1rl3k43eef1yMjIcPkOFIb+AnfRZ+Au+gzcVZb6jMPhkMFgKFLbMh24EhISJEmhoaEuy0NDQ5WYmChJSkxMVEhIiMt6Hx8fBQcHOx+fmJioOnXquLQJCwtzritq4LJYLIqLi3P/QDzg+PHjknLOXyvImbNndeDAAQUGBpZSVchPuj3JeTs+Pl6njClerEZ5zoEECkN/gbvoM3AXfQbuKit95sLBnMKU6cBV1pjNZjVq1MjbZch66pRSt29V9N7jsjZsJHtY9XzbWc6cUoMGDdS0adNSrhAXSko7on17cm6Hh4crtEKdwh/gIRkZGYqPj1d4eLgCAgK8UgPKD/oL3EWfgbvoM3BXWeoze/fuLXLbMh24qlatKklKSkpStWrVnMuTkpLUpEkTSTkjVadPn3Z5nNVq1blz55yPDwsLc46I5cq9nzvSVRQGg6FMjBalJpxU4Afv6v8k/dz5dqXWzP8NvI+Pj/z9/ctEzVezNJu/83ZZeD0CAgK8XgPKD/oL3EWfgbvoM3BXWegzRZ1OKJWBqxQWpk6dOqpatarWrVvnXJaamqrff/9d0dHRkqTo6GglJydr586dzjbr16+X3W5Xq1atJElRUVHatGmTy/lOa9euVYMGDYo8nRAAAAAA3OX1wJWWlqa4uDjnuVFHjhxRXFycjh07JoPBoPvvv1/vv/++vv/+e+3Zs0fDhg1TtWrVnFctjIiIUKdOnfTvf/9b27dv1+bNmzV27Fh1795d1avnTLXr2bOnzGaz/vWvf+mvv/7SsmXLNHv2bD344INeO24AAAAAVz6vTyncuXOn7r//fuf9CRMmSJJ69+6tiRMn6tFHH1VGRoZeeeUVJScn69prr9VHH30kPz8/52MmT56ssWPHauDAgTIajbr11lv18ssvO9dXrFhRM2fO1Kuvvqo+ffqoSpUqeuKJJ8rlJeEBAAAAlB9eD1wxMTHas2dPgesNBoOefvppPf300wW2qVy5st58881C99OkSRN9/vnnxa4TAAAAANzl9SmFAAAAAHClInABAAAAgIcQuAAAAADAQ7x+DhfcZ65aTdZuvbT9SIKygkO8XQ4AAACAAjDCVQ75hTeQ9alnteKWO5VerZa3ywEAAABQAAIXAAAAAHgIgQsAAAAAPITAVQ5lHTksn08+Uudflsk/8aS3ywEAAABQAAJXOWQ5fkw+X87R9b99r4AzCd4uBwAAAEABCFwAAAAA4CEELgAAAADwEAIXAAAAAHgIgQsAAAAAPITABQAAAAAe4uPtAuC+5EyL8/amI6d11HxcfiaTQiv4qWqQn6oE+MlkNHixQgAAAAASgatcWrDjkK47f3vXyWTtkuul4Y0Gg2oHB6iGHIpPzlJbh0MGAwEMAAAAKG0ErnKoY/sofXHD3TqbaVVqlWqq4OujTItNNodDkmR3OHT4bLoOS+q/7IAab0zSYx2u0YPXNVLlAF/vFg8AAABcRQhc5VB0m2ZKfWmw3lq5Rfdcd53MZrPsdofOZGQrMS1TJ1IytTcxRUfPpUuS/kxI1guLNmvUit91f9uGevqGprqmaiUvHwUAAABw5SNwXSGMRoNCK/gptIKfIqsFq3NEdf31xw6F16yun07ZtO5ggtKyrXp/7Z/6cP1feiTmGr1yayvVqBTg7dIBAACAKxZXKbyCBZoMuiOisn4ZervWP/1/uvfahjKbjLLZHZq+7k81nrBQo1f8rrQsy6U3BgAAAMBtBK5yKHPfXplff029ls1RhROHi/SYdvXC9Ok912v3iDs04NoGMhiktGyrxq7crtaTl+i7Pcc8XDUAAABw9SFwlUPW00ky/bhKLXZvkW/KObceGx4SpNn3xGrTs911S+OakqQDp1P1fx9+r/s//0UJqZmeKBkAAAC4KhG4rlJRtUO04rGb9fm9nVQtyF+SNGfzAbV4fZEW7yraqBkAAACAwnHRjKuYwWBQv+hwdY2sqeGLt+jj3/YqMS1L//j4Jz3eobEm97pWgb7e7SLZ2dn6/fffL9mudevW8vXlkvcAAAAoWwhcUEign2b066C7ourroblrdTw5Q9PX/amf9p7Q5/d1UlTtEK/V9vvvv+u1uctVrX5EgW1OHdynf0lq165d6RUGAAAAFAGBC063RtbStud76LH/rdc3Ow9rT0Kyrn9nhab1jdED1xUceDytWv0I1Y5s4bX9AwAAAMXFOVxwERbkr68f6KwP7movfx+TMq02PfzlWj3+v3XKtNi8XR4AAABQrhC4kIfBYNCj7a/Rr0NvV8PQIEnSR+v3qtPUFTqQlOLl6gAAAIDyg8CFAkXVDtHGZ7urZ/M6kqQtR06r3X+WaekfR7xcGQAAAFA+ELjKIb8GEcp+caS++b97lFa9jkf3VTnAV/MfuFETukfLaDDoTEa2es38Ua8s3yab3e7RfQMAAADlHRfNKIfMYWGyd+mqXbYtal6psswe3p/RaNCwLi3Url6Y7vlsjU6lZuq1VTu04VCiPr+3k0Ir+Hm4AgAAAFzJivJRQJmZmTKbPf3Ot+QRuFBkNzWqoU3PdVf/2T9rbXyCVv15XNdNWaqvBt6o6Dreu3Q8AAAAyreifBTQ8f1/6q42EWrVqlUpVnb5CFxwS+3gQH0/uKteWLRZ037do/jTaYp9d4Wm391e917b0NvlAQAAoJy61EcBWa3WUqym5HAOVzmUEfeHfF98Wvd+OU0Vjxwo9f37+pj0Tp/rNOufHZ2Xjh/4+a96esFvstg4rwsAAADIReAqh2ypKTLu3K56R/fLJyPNa3Xc3zZCa566TfWrVJAkTf1lj7p+sFInkjO8VhMAAABQlhC4cFna1AnVxme76+ZrakiS1uw/pXb/Waq1B055uTIAAADA+whcuGyhFfy0/LGbNeym5pKkY8kZuvG97/TGD7tktzu8XB0AAADgPQQulAiT0agJPdpo3sAbVNHPLJvdoRFLt6jnzB+UkJrp7fIAAAAAryBwoUT1bVVfm57rpjbnLxO/YvcxtXlziX7ed9LLlQEAAAClj8CFEtcorJJ+eep2DYmNlJQzxfDm91fqtZXbZbNzFUMAAABcPQhc8Ag/H5Pe7n2dvnqgsyoH+MrucOiVFb/r/z78nqsYAgAA4KpB4IJH9W5ZT5uf667r6oVKkr7/64RavbFYX/1+0MuVAQAAAJ5H4CqHApo0U9Yb72h2vyeVUqeBt8u5pPCQIK1+8jY917mZJCkpPUv9Zv+sAf9do9PpWV6uDgAAAPAcAlc5ZKpYUY4WLXWkdkNZAyp4u5wi8fUx6Y1e1+q7x29RvfMflDx3a7xavbFYX28/KIeDy8cDAADgykPgQqm6uXFN/f5CDz10XSNJ0vHkDN396c+64+MfdfB0qperAwAAAEoWgQulrpK/r2b066DFj3RxjnYt/eOoWryxSG/8sEtZVpuXKwQAAABKBoGrHEr7fav8BvbXEx+NU/CBPd4up9i6Na2tnS/21PM3NpPJaFB6tk0jlm5Ri9cXacGOQ0wzBAAAQLlH4CqHHNnZMpw6qcrJZ2S0WrxdzmWp4GfW6z2v1W/PdFOH+lUlSfuTUnXnJ6t1y/srtTORS8gDAACg/CJwoUyIqh2iNU/dpjn3xqpu5UBJ0k/7TuqRVQf13Sm7jiene7lCAAAAwH0ELpQZBoNB/aMbKG7EHXr19taq5G+WJB3OkGas36u5W+N16Eyal6sEAAAAio7AhTInwOyjf3VtpX3/6q2BTUPlY8hZ/mdCsj7ZuE8f/7ZXu0+dk51zvAAAAFDG+Xi7AKAgIYF+Gty6qiwppxXvE6bNR5KUZbXryNl0zdt2UMH+ZkXXDlENK8ELAAAAZROBC2VegMmgWxrXVKeG1bTlyGltOJSo5EyLzmVa9NO+kzJIOvLzET1prqoezeoo0JduDQAAgLKBd6YoN/x8TOoQXlXX1QvTnwnJ2nwkSfuTUuWQ9MuxVP3y2RoF+fmod8t66tOynrpG1lSAmS4OAAAA7+HdKModk9GgptWD1bR6sE6nZ+nn7Xt0wuKjUxlWpWZZ9dmm/fps034FmE3q2rimejSvo1sb11Ld8x+yXNZkZ2fr999/L1Lb1q1by9fX18MVAQAAoKQQuMqhwFZRyvx0rj5as1P1wxvL5O2CvCgk0E/tqhj1cPsIZYbW1+db9mvB9sNKSs9ShsWmRbuOaNGuI5KkyKqVdEvjmrq+QTV1CK+qupUDZTAYvHwE0u+//67X5i5XtfoRhbY7dXCf/iWpXbt2pVNYCSNYojyi3wIALheBqxwy+vlJ1aorudJR2c2+V3XgymU0GNQ5oro6R1TXtD4xWhufoG92HtaiXYe1PylVkrQnIVl7EpI17dc9kqSalQLUvn5Vta8fppj6YWpbN9RrUxCr1Y9Q7cgWXtl3ablagiWuLPRbAMDlInDhiuNjMuqGiOq6IaK6Jve6VvuSUrTyz+Na9edxrd57UmcysiVJx5MztGDHIS3YcSjncUaDGletpGY1Kqt59eCc7zUq65qwivIx8QkKJeFqCJaMiFx5roZ+CwDwHAIXrmgGg0GNwiqpUVglDe4YKbvdob8Sk7UuPlEbDiVow8FE7Th+VnaHQ1a7Q3+cPKc/Tp7TVxdsw9dkVGS1nG00CAnK+QrN+R4eEiR/M2OM+BsjIgAA4EIErnIodeMG+XXropcc0pqxM5TaLNrbJZUbRqNBkdWCFVktWA9cl/OGOCXTok1HkrTxUKJ2njirP06cU9zJc8q02iRJ2Ta7dhw/qx3Hz+a7zVqVAlS3cgXVDA5Q7UqBqhUcoFrBgapVKVC1KgXI12gprcNDGcGICACgpBR15gSzJsouAlc5ZXDwYb+5bFar/vjjjyK1ze+XUUV/s25qVEM3Narx9zbtdh04napdJ87pjxNn9cfJczqQlKr9p1N0MiXT5fHHkjN0LDmjwH02qJKul2/Muf3Pz9bI5ghTaAV/hVXwU9UgP6UnndbeVIcyElPk72OUn49J/j4m+fmYZDYZ3L6wR0G/mDMzM3XgwAGlp6fL39+fX8wAAJQDRZk5wayJso3AhXLv9NGDmrXzjBqfK7w7u/PLyGQ0Oqci3tGirsu69Gyr4k+nav/pVMWfD2FHz2Xo+Ll0HU1O17FzGcq22fPdbvzpVB04k/86JR3Is8hokDOAGaw2/bo4TtXWHFEFs1EBPjlf/iaDAs1G+Zty7iedOKqNB06oWs3a8jFKPgbJbJBktyn13FmFJDp0+uhBfjEDuOpcLedYMiJy5bnSZ05YbXZlWu2y2B3KtNjkkEN2h+Rw5HyXJINByrBJlgLeRpVlBC5cEarUrn/JX0RFHQm71B+gQF8fNQoJVNrhv1TdX4qpJalWgKQASaFyOBw6l21TQoZVCelWVapmlmw5YapX8zqKP1tBiamZSkzLUmJalk6nZ6mg8Uq7Q8qw2JRhsUky6LRF2p2WeokjMErGWtLJi7dqlBQiY4ZkMjTQmgV/KWj5IfmbcwJd7nc/H6PLsoDc2xe08TUZZTYZZfYxymzMue1cVsDtv85k6qzFoYD0LBkNBpmMBpkMBpfbZeAq/QCuYFfLOZZXy4gIwbL0ZVttSsvO+dzTtGyrUrOtSs2yOJelZluU7rx9vs0F69MuWHbhNiwX/qP68K5CKjBqaYJDMadT1SIw0OPHW1IIXLhqFGUk7MT+Per7xx9q1qxZodv6448/NH/bAVVvcE2h7U4d3Kdn747RgZzTwfTSLS1VtWI9lzbrNvym99b+qeB61yjLalOm1X7+u01Zlr/vHz8cL4vJT36VqijbalO2zS6Lza7s819FnWVqd0h2SWezbDqblV60B5WkY3sKXW2U9PnRPfJduE8+RqNMRoN8jIbz3/++X9g604W3DQb5mIwut3O+G2Qy5Cy/8Pal9mMy5m1nMhhkPP/9wJEUHUp3KD0hWcbzIdJgMMio89/P30/McujPM5nyP35GptzQaTwfQC+47xJKjbnrjOfb6vw+SjapZmdna/PmzS5TUC9mseScm2g2my+5Pd7soCy50kcKcl0Nx3m1BEt3WGx2pWdblWGxKd1y/nsB9zMslxmMvCTNZtDJlEyVp9591QWuOXPmaObMmUpISFCTJk3073//W61atfJ2WSgllxoJSzi4T7NWb7vk9MQ9G9YqpGHTEvlj5mM0KMBkUNWgvG9qL7Tt8CbJr5Ki2rXNs87hcMjmcMhis2vbjytk9a+kiNZtXUJZZrZFp88lKyCwgs4lJahVrRCFVKuuTEtOuMu05oykZVpsOYHvguWZFvv57zZlWK3KttpltXvmPEK7pAyrQxnWcn6xkYT4Szb55kS89O2l212K0ZAzDTY3qF04augS5C5cdnHbC5alp6XpcMJpGU0+8t19ICfUKWc6R260Sz2TJBlNCgquXGhtWRlpuubnI6pcufB2F3LI4fwHQm4vczgcstvtSk5JcS68cJ3z9vnvQUFBziB64bYc5+/8/dh8tuFs71BKaqpOpdhlPvNXgfUaDAZZM+3a/P1BVd54RiZjTgjOLzBfGKhdRnqNksnwd5DOWW78+3YBj81vtNhY6H4uXP53v7HbrIo/sF/G8/8cMBr1922DQSZDzutvt+X898jHJ+d35IVRPzs7S0eOHFXcybNq3aq1M4xf+P+AC/85cOFjL/6fgeGCtbmvTH594tKvr+v9v85mKinbIVNKRp5+lHvLISkhy6G40xnSocQCt3dh33Ft83fdBdZ8wf1LtynCc3DR8/HX0RQdTHco9dS5v4/voscmpTn0w+FkHfQ9mO9zWrR9/n2sLm3zfQ4cslltOnT4sPPxVotFCYmJCt11Umazj8sx16lTRyaTqZB6HDp46LROVWmobP8a+vsn+O82knSuikNzdifp59Rdhdecz/EW9vviks/BBfcL6rN2h0MWu10Wm0PZNpsstpy/4xab/fzynHVJZ87qyDm7fM7uld2e8/fe7nDIdv62ze5QtsWuTw7tlm3ubpUFgb4mVfD1UZCvWUF+Pqrg+/dXkN/fy3LXB5p9dPTwIf2y/6RCatZ2/sMy9++PdP5n83C8bgwzqH29UG8entuuqsC1bNkyTZgwQWPGjFHr1q316aef6uGHH9aKFSsUGlq+Xjh4TlGmJyYc3FdK1RSNwWCQjyFnxCVANsloU61g16F2i8WiBB+LqlYN1Slroh5tVVXt2l1b6HYLm67hcDhktUvW85fUb9y0mQwmH2fAs1wQ9iw2u3bs+kOLdx1R5dr1ZXc4nH80bHbXPxxH9uxSWkamQmrUdv6xtuvvP1q5t9OSz6leaCVVCg6Wza6cbTkcsjl0fntScmqqTqZkysc/IOexjr//QNov+G61WlQxIEAms1lWu102e84xXXjb5qGAWRLsDslus6tEI6ohIOfJySpgvX/O78zTBV8v5rwKOnksVTp2qamwJexkCY/eZl/yQHUyIUNKuHS7K5tB2nNM+v6Ytwsp3PGCA3SuRScOSt8dLIViPCih8Pp/SDwm/ert18ogHUnKu3jzyaJv4kzhx/DbmQRpW4KbdZVBHpiVcmEwyglDhQejCr4+qpDPsiC/v7cR6GuSyej+55du3JishIRTql07pMA2B5OkBoEq8ZkdnnZVBa5Zs2bp7rvvVt++fSVJY8aM0U8//aSvv/5ajz32mJerA8oet8536G8qdMqGb+JBbdlvUO2qlQrd1rY956TQSoqKaVl4u+++0Zn9+1Qrqm3Ov8rz+d27Z9uvatSwqaJiYwrd1tE9O/Voh0aF1u+44D+K+YWx3HVbtm3TF1sOqFqDxrKfHzXJPenX+V0OnTq4X92b19U1jRu7/JfSua3z9//au0/f/3lclWvUPh8az4fQ89u2Oxw6ffyoGgRKVatVP/+fz/Oh05ETKi9cViU0TDIYZHdINofduc8Lw29i0mntTUiWzH4y+/pKMvwdfh0OGSSlnkmUjD75j3Bd8Icw9XSCLBaLAiv+/bpf/FKlnTsrg9Ho0sZlc852Z+QbUEEVq4TmMyLyt6y0FNWrEqQqVSo7l+f+cc4Zpfv79oWPNVzwn9TcdWdOn9a+xBQFVvr7OC/cd+5/3tOTz6l+SJAqBVc+/9z+/Xzm+Y/0Ra/xxcvTMzJ1Oi1dRpPZ+Q8Ch5Tntt1ul8FokEMGleH/BwClynDxDUfOLADj+QBw4c/4xb8LHHa7y/0LR1pzl9ltNllsdhlNf38G58W/0xw2q3x9TDL7+OR5vHP/MshqtSjLYpXZbM6pUedrvfC2pPSzSfKrEKSQqtVcRqqN52/7GA3KOJ2o6xuEKbJhAwWYfRRw/hzsQN+c24Hnl/19P+e87OIEI7jP4Mgd37zCZWdnKyoqSu+8845uueUW5/Lhw4crOTlZ77//fqGP37JlixwOR5HOV/A0R1aWLCeOS5LSKlaWzSf/muxWiwJ9fcpEzcVlseScfGks4BglyZKVKRkMMvv6Fb6tIrQryW1J518DP5MMPlZJkkn+ypmkc8G2inCMJVNbzhs/o9Egu9VapL5R1NqK0tdK7zjd31ZJ/qyU5HNW1O1ZsjJlt9vkc6l92myqGOhfpH2mZVtlMJpkNOafZsv8z10ZfT1Lcp8Fve4X/lG3WSwy+vjIJ5/n7MKpZlZLliSDfMy++bc5z2rJlgyGfPtaTih3SHa7/HxMzmmHBbFarcrIzpbBWPiHx9utVhlMpkL7t91mLXCfF/Zeq9WqTKtNRlPhtdltVvmbL729orBarUrLzJKxkOO0WS0ymnzyPP95tpX7OuVzTuSFdVmyss7/rBS8PZvVqkCzqUi/DzIsRfsZCDD7yNe3kN9V2RalW6wynd9WzpRKR84/Oy74T0ZJ/k5w53dtSnqmS5DKj9WSLaOP+ZK/04ryO7ko28rdXkkdZ1lWlN99NqtFQX5mBQYGen2Uy2KxyGAwqE2bNpdse9WMcJ05c0Y2my3P1MHQ0FDt37//ko//+7+j3h/CNPj7yy+8gSSp8B/R8s/f318VL9kqqIhbK0q7ktxW0RTtGN3ZpzdqK8lteeP1LDkl+ZwVfXsle5xXw89dUZX061my+yzJ56P0n9urSZVKJdWLvPCzEuCv4BLblL8Kn+OQy0t/7yqW9uvkre2VTd74fXs5Lv5HQWGumsB1uaKjo71dAgAAAIBy5qqZuFmlShWZTCYlJbmemJmUlKSwsDAvVQUAAADgSnbVBC5fX181b95c69atcy6z2+1at24do1cAAAAAPOKqmlL44IMPavjw4WrRooVatWqlTz/9VBkZGerTp4+3SwMAAABwBbqqAle3bt10+vRpvfPOO0pISFDTpk310UcfMaUQAAAAgEdcNZeFBwAAAIDSdtWcwwUAAAAApY3ABQAAAAAeQuACAAAAAA8hcAEAAACAhxC4yrA5c+aoS5cuatmype666y5t37690PbLly/X7bffrpYtW6pnz55avXp1KVWKssCd/jJv3jzdc889ateundq1a6cHHnjgkv0LVx53f8fkWrp0qSIjI/XEE094uEKUNe72meTkZI0ZM0axsbFq0aKFbrvtNv42XWXc7TOffPKJbrvtNrVq1UqdO3fW+PHjlZWVVUrVwts2btyoQYMGKTY2VpGRkVq1atUlH7Nhwwb17t1bLVq0UNeuXTV//vxSqNQ9BK4yatmyZZowYYKefPJJLViwQE2aNNHDDz+spKSkfNtv2bJFzz//vO68804tXLhQN998s5588kn9+eefpVw5vMHd/rJhwwZ1795ds2fP1ty5c1WzZk099NBDOnnyZClXDm9xt8/kOnLkiCZNmqS2bduWUqUoK9ztM9nZ2XrwwQd19OhRvf3221qxYoXGjh2r6tWrl3Ll8BZ3+8zixYv15ptvasiQIVq2bJlee+01LVu2TG+99VYpVw5vSU9PV2RkpEaNGlWk9ocPH9bjjz+umJgYffPNNxo4cKBefvllrVmzxsOVusmBMunOO+90jBkzxnnfZrM5YmNjHdOnT8+3/dNPP+147LHHXJbdddddjn//+98erRNlg7v95WJWq9URHR3tWLBggYcqRFlTnD5jtVod/fr1c8ybN88xfPhwx+DBg0ujVJQR7vaZzz//3HHzzTc7srOzS6tElDHu9pkxY8Y47r//fpdlEyZMcPTv39+jdaJsaty4sWPlypWFtnn99dcd3bt3d1n2zDPPOB566CFPluY2RrjKoOzsbO3atUsdO3Z0LjMajerYsaO2bt2a72O2bdumDh06uCyLjY3Vtm3bPFkqyoDi9JeLZWRkyGq1Kjg42FNlogwpbp+ZNm2aQkNDddddd5VGmShDitNnfvjhB0VFRenVV19Vx44d1aNHD33wwQey2WylVTa8qDh9Jjo6Wrt27XJOOzx8+LBWr16tzp07l0rNKH/Ky/tfH28XgLzOnDkjm82m0NBQl+WhoaHav39/vo9JTExUWFhYnvaJiYkeqxNlQ3H6y8UmT56satWqufxhxJWrOH1m06ZN+uqrr7Rw4cJSqBBlTXH6zOHDh7V+/Xr17NlTH374oQ4dOqQxY8bIarVqyJAhpVE2vKg4faZnz546c+aM7rnnHjkcDlmtVvXv31+DBg0qjZJRDuX3/jcsLEypqanKzMyUv7+/lypzxQgXcJX78MMPtWzZMk2dOlV+fn7eLgdlUGpqqoYNG6axY8cqJCTE2+WgnHA4HAoNDdXYsWPVokULdevWTYMGDdLcuXO9XRrKqA0bNmj69OkaNWqU5s+fr6lTp2r16tWaNm2at0sDLgsjXGVQlSpVZDKZ8pxUmpSUlCfF5woLC8szmlVYe1w5itNfcs2cOVMffvihZs2apSZNmniyTJQh7vaZw4cP6+jRoxo8eLBzmd1ulyQ1a9ZMK1asUL169TxbNLyqOL9nqlatKh8fH5lMJueyhg0bKiEhQdnZ2fL19fVozfCu4vSZt99+W7169XJOW46MjFR6erpeeeUVDR48WEYj4wRwld/738TERAUFBZWZ0S2JEa4yydfXV82bN9e6deucy+x2u9atW6fo6Oh8HxMVFaX169e7LFu7dq2ioqI8WSrKgOL0F0maMWOG3nvvPX300Udq2bJlaZSKMsLdPtOwYUMtXrxYCxcudH516dJFMTExWrhwoWrUqFGa5cMLivN7pk2bNjp06JAznEtSfHy8qlatSti6ChSnz2RmZuYJVbmB3eFweK5YlFvl5f0vgauMevDBBzVv3jwtWLBA+/bt0+jRo5WRkaE+ffpIkoYNG6Y333zT2f7+++/XmjVr9PHHH2vfvn169913tXPnTt17773eOgSUInf7y4cffqi3335b48ePV+3atZWQkKCEhASlpaV56xBQytzpM35+fmrcuLHLV6VKlVShQgU1btyYN89XCXd/z/zzn//U2bNn9dprr+nAgQP66aefNH36dA0YMMBbh4BS5m6fuemmm/TFF19o6dKlOnz4sH799Ve9/fbbuummm1xGSnHlSktLU1xcnOLi4iTlfBRJXFycjh07Jkl68803NWzYMGf7/v376/Dhw3r99de1b98+zZkzR8uXL9cDDzzgjfILxJTCMqpbt246ffq03nnnHSUkJKhp06b66KOPnMPwx48fd/kvUJs2bTR58mRNmTJFb731lsLDwzVt2jQ1btzYW4eAUuRuf5k7d64sFouGDh3qsp0hQ4boqaeeKtXa4R3u9hnA3T5Ts2ZNzZw5UxMmTFCvXr1UvXp13X///Xr00Ue9dQgoZe72mcGDB8tgMGjKlCk6efKkQkJCdNNNN+nZZ5/11iGglO3cuVP333+/8/6ECRMkSb1799bEiROVkJCg48ePO9fXrVtX06dP14QJEzR79mzVqFFD48aNU6dOnUq99sIYHIzRAgAAAIBH8O9LAAAAAPAQAhcAAAAAeAiBCwAAAAA8hMAFAAAAAB5C4AIAAAAADyFwAQAAAICHELgAAAAAwEMIXAAAAADgIQQuAIAk6d1331VkZKTzq3379rr//vu1adMmSdKGDRtc1kdFRalnz5769NNPZbPZ8mxv06ZNGjx4sDp06KAWLVrohhtu0AsvvKAdO3YUqZ4jR4647O/Cr9xtvPvuu4qOjs738Z988okiIyPzbG/FihUF7nPEiBHq0aNHkerLz6WewwuNGzdOkZGRmjZtmnNZ7nO8cOHCPO13796t5s2b65NPPpEk3XfffYqMjNSzzz6bp21qaqpatWqlyMhIzZ8/3+X4CnpOly5d6myXu2zdunUu201OTnZus7DX58KvDRs2uPs0AsAVxcfbBQAAyg5/f399+umnkqQTJ07ovffe0wMPPODypn3ChAlq2LChUlJStHDhQo0fP15ZWVl67LHHnG3mzJmjsWPHqn379vrXv/6l6tWr6+TJk1q8eLEeeughbdy4scg1Pffcc4qJiXFZFhERcZlH6jmFPYeNGzeWJNlsNi1fvlyStGTJEj355JOSpJiYGPXu3VuTJk3STTfdpODgYEmSw+HQ6NGjFRkZqfvuu8+5r8DAQP34449KT09XYGCgc/mqVatkMpnyra9u3bqaPHlynuX169fPs+y9995Thw4d8t1OtWrV9OWXXzrvJyQkaMiQIXler0aNGuX7eAC4WhC4AABORqNRUVFRzvutWrVSly5dNHfuXN12222SpGuuuUYtW7aUJF1//fX6448/9PXXXzsD1+7duzV+/HjdcccdmjhxogwGg3N7PXr00I8//uhWTfXr13epqawr7Dl85ZVXJEnr1q1TYmKiOnbsqLVr12rXrl1q3ry5JGnYsGH66aefNHnyZI0dO1aS9L///U/bt2/XvHnzXIJUmzZttGvXLv3www8uI3NLlizRLbfcokWLFuWpz9/fv0jPZ0xMjDZs2KBNmzapbdu2edb7+vq6bOfIkSOSyt/rBQCexpRCAECBatWqpZCQEOeb6YsZjUZFRkbq+PHjzmWzZ8+WwWDQ8OHDXcJWrptuuslj9ZZF+T2HS5YsUYUKFTRx4kSZzWYtXrzYuS4kJETDhw/X//73P23dulWnT5/Wm2++qQEDBqhFixYu2/bx8dFtt92mJUuWOJedPn1a69atu6ypkZLUuXNnNW/e3GXKIwDAfQQuAECBUlNTdfbsWVWrVq3ANseOHVOdOnWc9zdu3KgWLVooJCSkRGqw2+2yWq3OL7vdXiLbLS0XP4dZWVn67rvv1LVrV1WvXl2xsbFaunSpy3H17t1bMTExGjVqlCZMmCB/f38988wz+W6/R48e+uWXX3Tu3DlJ0vLly1W9evUCz22T5PJ85n7l54knntDatWu1bdu24h08AIDABQBwlfsG/MiRI3rppZdks9mc0wmlvwPQmTNnNHPmTG3fvl1Dhgxxrj958qRq1apVYvU8++yzat68ufProYceKrFte0phz+EPP/ygtLQ05whUz549derUqTwXlxgzZowOHDigRYsW6d///rcqVKiQ777atm2r0NBQfffdd5KkpUuXFjq69ddff7k8n7lfJ06cyNP25ptvznNhDwCAeziHCwDglJ6e7jyXSJKCg4P1yiuvqFOnTs5AcPfdd7s85rHHHlO3bt1cluU3lbC4XnjhBbVv3955PygoqMS27QmFPYdSznTC0NBQdezYUZLUpUsXBQYGavHixS4XqAgPD9ett96qnTt36pZbbilwfwaDQd26ddPSpUsVGxurLVu2aNSoUQW2r1evnt566608y0NDQ/Pd9uDBg/XMM89ox44d+V5YAwBQOAIXAMDJ399f//3vf2UwGFSlShXVrFlTRqPrZIhJkyYpIiJCp0+f1vTp0zVjxgy1a9dON9xwgySpevXqOnbsWInVVLduXedFOi5mMpnyvSS9lDMS5+NT+n/mCnsOk5OTtXr1at1xxx1KS0tzPqZTp05auXKlRo8eLV9fX+dys9kss9l8yX12795dn376qT755BNdc801ioyMVHJycr5t/fz8Cnw+83PbbbepUaNGeu+99zRp0qQiPw4AkIPABQBwMhqNl3wzHhER4WzTtm1b3X777Zo0aZI6deokg8Gg6667TosWLdLZs2dVuXJlj9YbEhKirKwsJScnq1KlSi7rTp06VWLnkbmjsOfw22+/lcVi0VdffaWvvvoqz/qffvpJt956q9v7bNGiherWravZs2fr6aefdvvxhTEajRo0aJBefPFF7d69u0S3DQBXA87hAgAUW4UKFTR06FDt3btXq1atkpTzgbx2u73A0ZCffvqpxPbfrl07STnnRV3IarXqxx9/dK4vKxYvXqzatWtr9uzZeb7CwsJcrlborkcffVQ33XSTevbsWYIV5+jWrZvq16/PuVwAUAyMcAEALss//vEPffDBB5oxY4a6du2qJk2aaOTIkRo7dqxOnjypvn37Oj/4eOnSpdq0aZN+++23Etl3RESEevToodGjR+v48eNq3bq1zp49q88//1zHjx/XO++8k+cxv//+e55lYWFhzs+aSk1N1YoVK/K0iYmJUZUqVYpd68mTJ7Vx40YNHjw4zwc5SzlXG/z888+VkpKiihUrur39O++8U3feeecl22VmZuZ71cGaNWuqevXq+T7GZDLp8ccf10svveR2XQBwtSNwAQAui9ls1qBBg/Tyyy9rw4YNiomJ0YABAxQZGamZM2fq1VdfVWpqqkJCQtS+fXvNmjWrRPc/ceJETZ8+XQsWLNC0adPk7++v6OhozZkzR5GRkXnaf/zxx3mWdejQQZ988okk6fjx4/lOy5szZ06+HwBcVLmXfv/HP/6R7/revXvrk08+0bfffluk4FRchw8fVr9+/fIsf/rpp/XEE08U+LhevXpp2rRpBX4mGwAgfwaHw+HwdhEAAAAAcCXiHC4AAAAA8BCmFAIASp3D4Sjwcu5SzpXxLr4cvbfZbDYVNinEG5egBwCUfUwpBACUuvnz5xd6AYYhQ4boqaeeKsWKLu2+++4r9GIf33//verUqVOKFQEAygMCFwCg1J05c6bQiy9Uq1atwCvmecv+/ftdPqz4YpGRkS4fWgwAgETgAgAAAACPKVsT5AEAAADgCkLgAgAAAAAPIXABAAAAgIcQuAAAAADAQwhcAAAAAOAhBC4AAAAA8BACFwAAAAB4yP8DHLA8T51StuAAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for col in numerical_cols:\n",
+    "    plt.figure(figsize=(10, 6))\n",
+    "    sns.histplot(df[col], kde=True)\n",
+    "    plt.axvline(x=df[col].median(), color='r', linestyle='--', label=\"Median\")\n",
+    "    plt.axvline(x=df[col].mean(), color='g', linestyle='-', label=\"Mean\")\n",
+    "    plt.title(f'Histogram of {col}')\n",
+    "    plt.legend()\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "873dc137",
+   "metadata": {
+    "papermill": {
+     "duration": 0.020565,
+     "end_time": "2024-01-19T14:05:52.303591",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:52.283026",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Display the box plot for each numerical column. **(P1-1-7: 5 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "a0d2fb7b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:52.346237Z",
+     "iopub.status.busy": "2024-01-19T14:05:52.345922Z",
+     "iopub.status.idle": "2024-01-19T14:05:54.783260Z",
+     "shell.execute_reply": "2024-01-19T14:05:54.782328Z"
+    },
+    "papermill": {
+     "duration": 2.460986,
+     "end_time": "2024-01-19T14:05:54.785204",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:52.324218",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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LsmWQbEYlryvJffDBB0pMTLSZdv36de3evVvDhg2zTnv++ec1atQobdy4US+//LJ1evv27VWsWDEtXLhQ+/fv1/79+zVjxgyVKlVK48ePt+sC1ahRI2t9Sy75uRg8eLDKlCmjpUuXavfu3dq1a5cmTZqkZ599VhMmTFDZsmWd2ve0DBw4UOvWrdOcOXNSHasREBCg5cuXa86cOdq9e7eOHDmiefPmycvLS2PGjEm1bqfGmeP7IOTPn1/169fXhg0b1Lp1a4WHh6t69eppNn5z587tcHB3wYIFHS6fN29ehYSEaOrUqfrvf/+rZ5999r7K7Gw9S4+j/XF0lWLq1Kk23Zg8PDw0dOjQVH9UmDp1qjw9PW2mPfHEE9a///7773Q/u5b5litOmVW1alW99tprdtOfeuoph8vXrl1b/v7+mjdvnjp16uQwDGTm+8fT01PvvPOOXnvtNTVr1izNu/oBjyqCBh5LVapUsRkM3qJFC7Vp00ajRo3Sv//9b+XKlUvnz59X0aJF7f7zszTWLF0BpP9dEWnfvr1y586tsWPHWhu4GZHyP7A8efKoSJEiNu+R0vnz5/XUU0/Z/SppKd+FCxcy/P7JXbhwwa4PtCTrlYELFy5kOmhYGssuLi7KkyePypUrl6lBvCmPbfLGzx9//KF58+bp6tWryp07t3UZy3l0thGSsq5Y5M+fX9evX7eZFhERofj4eFWsWFFnzpyx2UZ4eLhdQ7h+/fqqX7++YmNjdfz4cUVERGj58uUaMGCANm7caNOHvnjx4qpXr1665W3RooVatGih6OhoHT16VKtXr9b69es1YMAA692RTEh5VSM1VapU0bRp0xQXF6eff/5ZW7Zs0cKFC/Xqq69q7dq1KleuXIbf09nj+yBYuileuHBBW7duTfcuR25ubhk6b8l1795dn332maZOnWrkqoYz9Sw9Gd2fjh07qmnTprpz54727dunxYsXpzlerVatWmlekcqTJ4/d5y0ly2f7fseeFCxY0Olz9sorr6R5VSP5948zN9CwfPdUrlzZqfIAjwqCBv4RXF1d5e/vr0WLFunMmTOZGti5e/duSfe6B505c8buzjDIWGM5V65cqfZ1tkxP2VhO2fgJDAzUCy+8oBEjRlgDiCUonTx5UhUrVsz0PqTFMlYgtVtPnjt3zmG9eOKJJ1SrVi3VqlVLBQsW1LRp07Rr1y61bds202Xx9PRUQECAAgIClDNnTq1Zs0ZHjx6Vn59fpreZUmhoqNatW6e5c+fa3InJkVy5cqlKlSqqUqWKSpcurWHDhmnTpk1O9TnP7PE1KTg4WDlz5tTbb7+tuLi4+77DkSN58+ZV9+7drVc1THkQ9Sw1Tz31lPUzGRQUJFdXV02cOFH+/v4Og3t6ypYtqxMnTujChQsqWbKkw2VOnjwpSdY6YPmeSO37JDY21ljwrl27tvz8/KxXNVKyfP/88ssvNleLgX86BoPjH8Pya1tMTIykewNZL126ZDdo8/fff7fOt/j55581ffp0tWvXTs8++6yGDx+eoQGSFsl/nZXu/epleU5Aary9vXXmzBm77juW8ln+M3bmyoplvVOnTtlNT7ndByW195dknZ5eGYoWLaoePXpo+/bt+uGHHyTdu6Wxm5vbAxs4fO7cOR05ckRdu3bV5MmTbV6TJk1Szpw5M/Tell8uUz6o7H48iG1K0pNPPqlWrVppxYoVTm3bUp5Lly5leB1Tx/d+ubu767nnntOBAwdUr169BzYupHv37sqXL5+mTZv2QLb/oOpEakJDQ5UnTx598sknmVrf8gDCtWvXOpxveX5OpUqVrEHD8j2R1veJye+zV155RZcvX9by5cvt5lm6sa5bt87Y+wGPA4IG/hHi4+O1Z88e5cyZ09r1qEGDBrp7967dE1gXLlwoFxcX68PP4uPjNWzYMBUtWlT/+c9/NG7cOF25ckVjx47N8PuvWLHC5i5Gy5YtU0JCQpoPWGvQoIEuX76siIgI67SEhAQtXrxYHh4eql27tqT/9XNOfgeXtDRs2FA//vijzVN8Y2JitHLlSnl7ezvV1SUzGjZsqKNHj9o9IdnyYK6KFSuqSJEi6W6na9eueuKJJzRnzhxJUokSJdShQwft3r3bbuCqJCUmJmrBggWZvjuPpZHbp08f6y2PLa9mzZrZ3R1p7969DrdjedJ1Rm8kYBEbG+vwycuSrE9tdnabGREaGqqEhATNmzfPbt6+ffsc3jnNso+WX3kzwtnj+yD17t1bYWFhGjhw4AN7D8tVja1bt+rEiROZ3o7pepZZ+fLlU8eOHbV79+5M7c/zzz+vZ555RnPnztVPP/1kMy8xMVHvvvuu/vrrLw0YMMA6vWjRoqpYsaLCw8Ptvv+OHTumo0ePGnuIpXRvULzlqkbKhzdWr15d9evX1xdffKEtW7bYrRsXF6cPP/zQWFmARwVdp/BY2rVrl/UX+mvXrik8PFynT59Wv379rH1pg4OD5e/vr0mTJun8+fPy8fHRnj17tHXrVnXv3t16V5OZM2fqxIkTWrhwoTw9PVWhQgUNGjRIn3zyiZo2bZqhB9HFx8erR48eeuGFF3Tq1CktXbpUNWvWTHOwbMeOHbVixQoNHTpUx48fl7e3tzZv3qzDhw/rnXfese6Hu7u7ypUrp40bN6p06dIqUKCAnnnmmVTHWfTr108bNmxQ37591a1bN+XPn19r165VVFSUpk6d+sAfFNWvXz9t2rRJXbt2VceOHVWmTBldunRJa9as0aVLlzIc4AoWLKh27dpp6dKlioyMVNmyZTV06FCdO3dOY8aM0ddff62goCDly5dPFy9e1KZNm/T777+refPmmSq3JQRZ7oaUUnBwsEaPHm19GNvAgQP1r3/9S0FBQSpVqpRiY2P13Xffafv27fL19bUbyH/69Gl99dVXdtstXLiwAgICFBsbq06dOqlatWqqX7++ihcvrlu3bmnLli06dOiQnnvuufseWOyI5apG8ue3WIwZM0axsbFq3LixypQpo/j4eB0+fFgbN26Ut7e32rVrl+H3cfb4WixcuNBucK6rq6tNg/Trr7+2fh8k17ZtW4fvl/Ihg2lJSEhweN6ke7ecTmuMUkhIiBYuXKiff/450w8kdLaePUiWO2rNmTPH5nbgkrR582aH+xgQEKDChQsrZ86cmjJlirp3764uXbqoXbt2qly5sm7duqX169fr+PHjGjBggPVmHhZDhw5Vnz591KZNG7Vt21ZFixZVZGSkVq5cqSJFiqh///527/nnn386PGd58uRJt4tgWFhYqjcCGT9+vHr16qWwsDAFBQWpbt26euKJJ3TmzBlFRETo0qVL1mdpAP8UBA08lqZMmWL9O3fu3CpTpozee+89m761rq6umjlzpqZMmaKIiAitXr1a3t7eGjJkiHr16iVJOn78uGbPnq2uXbuqTp061nX79eunrVu3avjw4dqwYUO6g/9GjBih8PBwTZkyRfHx8WrevLmGDx+eZrcnd3d3LV68WBMmTNCaNWsUHR2tp59+WuPGjbNrwI0ZM0ajR4/WuHHjFB8fr7CwsFSDRuHChbV8+XJ99NFH+vzzz3Xnzh35+Pho1qxZ+ve//53mfphQuHBhffHFF5o6dao2btyoq1evytPTU9WrV9ekSZMcDlRPTc+ePbV8+XLNnTtXH3zwgZ544gnNnTtXq1ev1tq1azVjxgzdvn1bRYsWlb+/vyZMmKBixYo5Xebjx4/r999/T/MX7qCgII0ePdr6VOsxY8Zo69at2rhxoy5duqSkpCSVKlVKAwYMUN++fe0eHrlnzx7t2bPHbrt+fn4KCAhQvnz5NGbMGO3YsUOrV6/W5cuX5ebmpqefflpDhgyxu3uaSZaxGikH+w4ZMkSbNm3Szp07rVftSpYsqS5duig0NDTDg2Izc3wtZs+ebbesm5ubTdDYsGGDw236+fmlGmwyKi4uTkOGDHE4b+vWrWkGiHz58ql79+731X3K2Xr2IBUrVkwtW7bUV199pbNnz9rcgtbR08IladGiRSpcuLCke1fAvvrqK82dO1dbt27Vl19+ab0S/P7776t9+/Z269epU0dLlizRzJkztXjxYv39998qVKiQWrRooVdeecXhwPETJ044PGfe3t7pBg1/f3/5+fnpwIEDdvO8vLy0fPlyLV26VBEREZo0aZLi4+Pl7e2t4OBgp+5UCDwuXJLSemIYgPuyevVqDRs2TKtWrcrUAEkA+Cc7efKkXn75ZZUoUUJLly5V3rx5s7pIAJzAGA0AAJAt+fj4aMaMGTp9+rQGDhyouLi4rC4SACfQdQoAHiPXrl1L83kGOXPmVIECBR5egZDlbty4YXMzipTc3Nwe+FPX74efn5/dAHEAjwaCBgA8Rtq3b5/mgyD9/Pwc3pULj69XXnnF4ZgCC29vb23btu0hlgjAPwVjNADgMfL999/b3XozuXz58vEU4n+YY8eOpXn769y5c6tmzZoPsUQA/ikIGgAAAACMYzA4AAAAAOMyNEbjyJEjSkpKUs6cOR90eQAAAABkY/Hx8XJxcVH16tXTXC5DVzSSkpKUXXpYJSUlKS4uLtuUB9kfdQbOos7AWdQZOIs6A2dlpzqT0WyQoSsalisZ2eGBYzExMTpx4oTKlSuX5hNXAQvqDJxFnYGzqDNwFnUGzspOdSajt5xmjAYAAAAA4wgaAAAAAIwjaAAAAAAwjqABAAAAwDiCBgAAAADjCBoAAAAAjCNoAAAAADCOoAEAAADAOIIGAAAAAOMIGgAAAACMI2gAAAAAMI6gAQAAAMA4ggYAAAAA4wgaAAAAAIwjaAAAAAAwjqABAAAAwDiCBgAAAADjCBoAAAAAjCNoAAAAADCOoAEAAADAOIIGAAAAAOMIGgAAAACMI2gAAAAAMI6gAQAAAMA4ggYAAAAA4wgaAAAAAIwjaAAAAAAwjqABAAAAwDiCBgAAAADjCBoAAAAAjCNoAAAAADCOoAEAAADAOIIGAAAAAOMIGgAAAACMI2g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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for col in numerical_cols:\n",
+    "    plt.figure(figsize=(10, 6))\n",
+    "    sns.boxplot(x=df[col])\n",
+    "    plt.title(f'Box plot of {col}')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2d365cc7",
+   "metadata": {
+    "papermill": {
+     "duration": 0.026398,
+     "end_time": "2024-01-19T14:05:54.838596",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:54.812198",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Show the correlation between columns by plotting the heatmap of correlation coefficients. **(P1-1-8: 5 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "9997b2e2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:54.892557Z",
+     "iopub.status.busy": "2024-01-19T14:05:54.892223Z",
+     "iopub.status.idle": "2024-01-19T14:05:55.962848Z",
+     "shell.execute_reply": "2024-01-19T14:05:55.961920Z"
+    },
+    "papermill": {
+     "duration": 1.102961,
+     "end_time": "2024-01-19T14:05:55.967839",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:54.864878",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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RvvrqK65evYqPjw+jR482PBn43yA9o4QQQgghhBBCCCH+n8jKyiI0NJSPPvqoTOvHxMTwyiuv0KxZM9asWcPzzz/P5MmT2bdv378Wo+W/tmchhBBCCCGEEEII8VC1bduWtm3blnn9xYsX4+/vz6RJkwCoUqUKJ06cYO7cubRu3fpfiVF6RgkhhBBCCCGEEEL8R50+fZqwsDCjslatWnH69Ol/7ZjSM0oI8UTbYBX6qEMol2qXtj3qEMolOqPiow6hXNR5T849liy1xaMOoVy6a9c+6hDK5ZMzXR91COVSI9TuUYdQZlev5z7qEMplYsMDjzqEcsmy93jUIZTLiYyajzqEMuuUtuRRh1AuMZX/nd4I/xYXVfyjDqFc+k/MeNQhlNmoN8vew+VxMKL9o47gn3tcv1v0VF/+V/efkJCAh4fx54+HhwcZGRnk5ORga2v7wI/55Fy1CyGEEEIIIYQQQognniSjhBBCCCGEEEIIIf6jPDw8SEhIMCpLSEjA0dHxX+kVBTJMTwghhBBCCCGEEAKFleJRh/BI1K9fn7179xqVHTx4kPr16/9rx5SeUUIIIYQQQgghhBD/T2RmZhIeHk54eDgAN2/eJDw8nLi4OAC+++47Jk6caFh/8ODBxMTEMHXqVCIiIvj777/ZtGkTL7zwwr8Wo/SMEkIIIYQQQgghhPh/4vz58wwfPtzw+5QpUwDo27cvX331FfHx8dy6dcuwvFKlSvzyyy9MmTKFv/76C29vbz7//HNat/73HqQgySghhBBCCCGEEEL85ykt/38M02vWrBmXLxf/BL6vvvrK7DarV6/+F6MyJsP0hBBCCCGEEEIIIcRDI8koIYQQQgghhBBCCPHQyDA9IYQQQgghhBBC/OcprKS/zsMiNS2EEEIIIYQQQgghHhpJRgkhhBBCCCGEEEKIh0aG6QkhhBBCCCGEEOI/7//L0/SeBNIzSgghhBBCCCGEEEI8NJKMEkIIIYQQQgghhBAPjQzTE0KIfBYO9gRPGIVr03q4NqmDtbsrZ0ZN4uZfq/7V46rVKv6eP49dO7eTkZFBYGAwzw1/gQYNG5W43aGD+9m0cT3RUZGkpaXj4uJCaPUaDBk6jIDAIMN6aWlpbN+6maNHDhMTc4O8PA3+/pV4uk9/Wrdt94/i3bBkFkf3rSc7Iw3fgGo8NXgcNeqGlbjdnbhI9m9dRtS1c8REhqNRq/hk5iYqePmZHkOVy84N8zm2dz2J8XHYOzgTHFqPHs+MxqdS1XLFq1Gr2LRsJsf3rSM7Mw2fyiH0GDiO0LotStzublwkB7Yv5ca1s9yM0sf7wfQtuHuaxguQk53J1pU/c+bIVlKT7+Lo5EZAtXoMHfMl1jZ25Yp3+8rpnD6wluzMNLwrhdJ5wOtUrd2yxO3ib0VydOdibkacJS76Ihq1ire+246bmXg3/D2FyEvHSEmIQ6POxbWCL3WadadVjxHY2DqUOdbiqNQaZq/ayoaDJ0nPzKZaJR/G9OtC89ohJW7386pt/Lpmu0m5taUlh3//4h/HY2sNPZtbUSvIAmtLiLmrZf0hNbEJujJt7+WqoFcLKwJ9lOTlQfiNPNYfVJOZU7hO58aWdG5sVew+Zq3OJfq21vB73SoWtK5riZerAq0OEtNUfP3tjxzevYacrDQ8/UJp0/t/BNUs+XUHSE++w45lXxIZfgCdTkvlkGZ0euY9XD0rGdY5e3AlG/96t9h99BrxDbWa9Qbg8qltnN63mPjYy2RnpmDv6I5vUH1aPfUann7Gr6GtNXRrYkmtACVWlnAzXsfGoxriEstWt54uCno2tySgooI8LVyO0bLxiMaobgu4O0HnRpZU8VViYwWpmTrORWrZdiLPsE7jUCUNqljg6arA1hrSssBOVYPc25FoVcY7VanV/Lp0PZv2HyE9I4uqlf14ZVBvmtWtUabYC4z74keOnrvEgC5teXvkYKNlzQaPNrvNmGf78PzTXct8DJVazZ9/L2Hb7r2kZ2QQHBjAqKGDadygXonb7Tt0hLWbtxEZfSP/c8KZmqHVeOHZgQQFVDZaNzs7mzkLFrPn4GFSU9Pw8a5Iv6e683SPssdZQKNWsXn5DE7uW0dWfrvbfeDrhNQpvd09tGMJN66dIzZK34699+NWs+3uF693JjkhzqS8eceBDBj1UbniVak1/LRuNxuOnCUtK4dqfl6M7d2esJpVStxu9rrd/LJhr0m5taUFR2e+b/g9R6Xmq8WbOBcVy52kNPJ0Wip5uPN0i/oMbNcYKwuLcsX7pF03mKNSq5mzcDlbd+8jPTOTKgGVeXHoQJrUr1Ou/bz50ZccP3Oevj06M/7lEQ8ktgKODhaMeSGY1mEe2NpYEH4lnZl/RHAlIqPUbXt18aZL+4oE+Nnj6GhJQlIup86l8ueiKG7fzTWs5+VhQ89O3oQ1caeSrx15WoiMzmTekmiOn0kx2qdGrWLfuh+5cOTJ+px40iisZJjewyLJKCGEyGft4UbIB6+RFR1L+tnLVGjX7KEc94dp33Bg/z569+mHr68fO7Zv5ZOP3ueLr76lVq3axW4XFRWJo6MTvZ7ui7OzC8nJSWzfuoU3x4/j2+9+JChYfxF9Kfwi8//6k0aNmzJo8BAsLCw4eGA/U7/+ghsx0Qx97vlyxbtg1mROHdlO+x5D8fQJ4MjuNcyeMpY3PvqdKtUbFrtd5JWz7N60EG//YLz9grkZdanYdedOn8S5E3to2bEfHYJqkJocz94ti/lu8jDe+3YF7p6+ZY534ez3OXN0G227P4eHdwDH9qzm16ljGDv5D4JLiDfq6hn2bf4bb/8qVPQNJja6+Hizs9KZ+ekLpCbeIazjADwqViYjPZnrl06gUavKlYxa8du7nD+2lRZdhlPBO4BT+1Yx77tXGTVpLoGhxX/RiLl2mkNbF+DlVwVPnyrcuhFe7Lqx188TGNqYCq0rY2llTVx0OHs3/EbEhUO8+P58lMr76zj90e9L2XH8HM92bkVlbw/W7T/O69//yS/vvEyDkKBSt39veF/sbK0Nv1vcRzwKYGQPa3wqKNlzWkNmjo6wWpa80tuG6StySUgtOWni4gCvPm1DjkrH5iNqrK0UtK1niY+7khkrc8nLzy+du55ndl/dmlpiY6Xg5t3CRFSL2hb0aWVNeHQem45osLSALYsnsXvnFtr1GI6lUyDnDq1i2cyXefbNeVSq2rjY+FQ5mSz8fji52emEdXsFpYUVx3fM5e9pzzHy/dXYOboBULlaE54aMdVk+2M75nH35iUCqhcmk+PjLmNr70zjDsOxc3QjMzWBswdXMO+rZxj2zhIgyFC3z3exwttdwb5zeWTl6GhWw4IXe1gxa42axLSS69bZHl7uaUWOGrYez8PaClrXsaCimxWz16oNdQvg467gxR5WpGXp2H9efyxXRwUuDsZfGnwrKElK1xF+Q0t2rg43JwXtartj5VyB9EtH0WlUhnU/nf0XO4+cZHD3DlTy9mLDnsOM/3omP30wnvrVy5b03nX0FOeuRJa4TtM6NejRxvjzJDSwUjFrm/f1D7PYc/AwA3r3wM/Hhy07dzPp0yl8/8VH1KlZfPLsevQNnBwd6N+rB85OTiSnpLBp+y5GT3iXmd98QdWgQADy8vJ4+6MvuHItgqd7dsXfx4djp87ww8+/k56RyXMD+5Ur3sU/v8fZo9to3W0Ynt6VObZ3Db9PHc3o9/8gqHrx7Vj01dPs3/w3Ff2r4OUbTFwJ7S6Ab0B12vZ8wajM0zugXLECfDhvDdtPhjOkYzMqe7mz9tAZxs1cxG9vDqdB1cqlbv/+kB7Y2xS2Wfe2oblqDRG34mlVqyq+FVxRKhWcibjJt8u3cC4qlq9Gla9+n7TrBnOmTP+Z3QeP8kyvbvj7eLNp514mfjaVHz97n7o1q5dpH3sOHeXC5av3HYs5CgVM/bAOVYMcWbQyhtQ0NX17+jLjy3qM+t9Jbt7KLnH7kCqO3LqTw4EjiaRnaPCpaEuvrj60aOLOC6+fIDFJ3xa1alaBoQMqse9wApt33MHCQkG3DhX54fN6fPnDJTbuuGPY54Z5k7h8cguNOw7H3etx/5wo22so/tsUOp2ubLeuhBAP1aRJk1i1qrBHjqurK7Vr1+btt9+menXjBv7DDz9k2bJlTJs2je7duxstmzFjBtu3b2fNmjUlHi8nJ4c2bdqgUCjYt28f1tbWRss7dOhAbGwsS5YsoX79+obyL774gkuXLjF//nxDWUZGBr/99htbtmwhNjYWZ2dnqlWrxpAhQ+jcuTMKhYJhw4Zx9OhRkzgGDRrEp59+Wmr9FNhgFVrmdUujtLbCys2F3DsJuDSqTavDKx54z6hql7YZ/X7l8iUmjB/HiFEv06//MwCoVCpeG/0SLq6ufPPdj+Xaf3JyMiOGP0vnLt0YO+5/ANy+fQulQolXxYqG9XQ6HZPfm0j4xQssXLICW1vzyZLojIpGv0ddO8e37w2lz3Nv0qn3C4C+F9MXE/rh5OLOhM/nm9mLXmZGKhYWltjaObB97VxWL5hmtmdUStIdJr/amY69nqfvsAmG8ivnjzL90xfpN/xtOjw1zOwx1HnGXwCir53jhw+epffQCbR/aoQh3qkT++Do7M4bn/5dpnh3rf+TtX9/V2zPqOVzPuPkoU1M+HIpFbz8i91nUVlq0zvhMRFn+fmTQXQb/Date4w0xDv9vd44OrvzyoeLit9fRgoWFlbY2Dmwb+MfbF78TbE9o8zZv+lPNi2ayisfLqJy1fomy7tr15ZpP+evxzD805n8b1APhndvC0CuSs0zk7/H3dmBuZPHFrttQc+oHTM+xM3p/npofXJG35ujbhULnutszfytuZy7rs9uONjC28/acvlGHot2qEvcT5/WVjQOseDbJbmkZOgvmar6KXm5lw0r9qg4Ep5X7LYuDgrefc6GY+F5rNhbeJy3B9uQrYKZK/V3x5Nvn2PvomFMeGsi3fqMYsd50Khz+f3Tp3BwqsCwiYuLPcbhLb+xe9W3PD9pGT6BdQFIvB3B75/2onmXF2nb581it1WrcpgxsQW+QfUZ/MYfJdZDZloCsya1pW7L/lQJ0/f4qBOk5NkOVizcoeZ8VGHdvjnAmis3tSzZrSlxn71bWNKwmpLvl6tIzdSXVfFVMKq7Nav2qzl2Wb9PBTCurxUqDfy+UY2m+Co3692WZ3Gq3oTsuAhy70QDcOFaFCMnf824of14rldnQP8+HfL2Z7g5O/H7Z2+Xut9clZpBEz6hV7sW/LpsXbE9o8yVlyTL3sPo9/ArVxnz1nu8OmIYg/rqeyWoVCpGvPYmbq4uzJxavl6DSckpDBz5Kj06d+DNMS8DsHv/IT6ZOo23x42mR+cOhnU/+upbDh8/yeLfZ+Pm6mJ2fycyahr9fuPaWaZ/+CxPDXmLdkXa3W/feRpH5wqM+6T4djcrIwWlhRW2dg7sXv8n6xd+W2LPKO9K1Rj19k9lPvdOaUtMys5FxjLs6zmM79eJ57voe27lqjUM+HQ2bk4O/DVxZLH7K+gZtevbt3BztC9zHAW+WryJxbuPsf3rN/FwcTRZHlO5tUnZ43zd4KKKL9MxL165xqsTP2T0C0N4ts9TAOSqVLzw+ju4ujgz++tPSt1HrkrFsNfepmfHtsxZtPwf9YzqP7H4Hk4dWnny6Ts1mTzlArsPJgDg6mzFol+acPhEEp98W3Ki1JzQKo7M+aERP8+7zoLlMQAEVbYnKUVFalphe2llqeDP6Y2ws7Wg/8gjAHTv68ZfXz9D+34TadZlFPB4f04s+b3s1/KPm+3+5eud97B0unnuUYfwwMmcUUI8xlq3bs3+/fvZv38/c+fOxdLSkldffdVonezsbDZs2MCLL77IihUr/vGxtmzZQtWqVQkODmb7dtNhMgA2NjZ8++23Je4nLS2NwYMHs3r1al555RVWrVrFggUL6NGjB9988w3p6emGdQcOHGg4v4KfiRMn/uNzuF9alZrcOwkP9ZgH9u9DqVTSrXsPQ5m1tTWdu3TjUvhF4uPvlmt/rq6u2NjYkJmZaSjz9vYxuqAEUCgUNA9riVqt5vat22Xe/+nD21AqLWjZaYChzMrahrAOfYm8cobkhOL35eDogq1d6QmGnOwsAJxcKhiVO7t5Go5XVmeObEWptCCswzNG8TZr14+oq2dITrx13/FmZ6ZxdM9qwjoMoIKXPxqNGo1aVep25lw4tgWl0oIm7Qcaxdu4bX9uXDtNSgnx2ju6YlOGeIvj6qH/speTlV7KmiXbfuwcFkol/Yr0LLSxtqJPmyacvXaD24kppe9EpyMjO4cHcb+sTrCS9Cwd568XdrPJzIGzEXnUCrTAopQroTpBFoTfyDMkogCuxWqJT9FSt0rJQ2vqV7NAqVBw6qpx9sTWWkFmduH+4q5sR6G0oE+/QWjyw7S0sqFeywHEXj9FWlLxr/vlk1vwCahj+IIBUMG7CoHVwwg/sanE+K6d3YkqJ5NaTXuVuB6AvVMFrKxtyc0ufH/UDtTX7YUo47o9F6mlRmVlqXVbO1DJ5RtaQyIKICJOR3yKljpBhXVb1U+Bt7uSnafy0OSBlYW+10JZaVX6HgwKi8IBATuPnMRCqaRPx1aGMhtrK3q1b8G5q9e5k5BU6n7nr9uKTqdjaK9Opa6bo1KRqyo58VmcPQcOo1Qqeapr4XGsra3p0bkjFy5d4W58+T633FxdsLWxJqPI58TZi/qelB3aGA/36dC6JSqVmgNHjpV5/2eP6tvd5ve0u03b9Sf6auntWFna3aI0GhW5OVnl2qao7ScvYqFU0L91YY8tGytL+rRswNnrN7mdlFrqPnQ6HRnZueVus3wruAKQnm1mXGoxnrTrBnP2HDyKhVJJ7y6FiU8ba2t6dmrHhctXuROfWOo+Fq1aj06nY3B+MutBa9fSg8RkFXsOFf59paSp2bk/nlbNPLD6B09cu3VX/zo7OhS2RZE3sowSUQBqjY7Dx5Oo6GmLnZ2+Lbx8cjMKpQX1Ww8yrPckfE48iZSWisfy5/8jGaYnxGPM2toaT0/9F3BPT09eeuklhg4dSlJSEu7u7gBs3ryZqlWr8vLLL9O6dWtu3bqFj49PuY+1fPlyevfujU6nY/ny5fTo0cNknYEDB7J48WL27NlD27Ztze5n2rRpxMbGsnnzZioWuZAJCgqiZ8+e2NgUJhJsbW0N5/dfdT3iGn5+/tjbG198h4Tqe3xFXo/A09OrxH1kZGSQl6chOSmZtWtWkpWVRb36DUo9dnKy/suWs4tzmeONibyEl08AdvbGd3ADq+qHBdyMuoSbh3eZ92eOZ0V/XCtUZOf6v6joG4h/UHVSk+NZveB7Knj50ahltzLvKzYqHE+fAGzvibdy1Tr5yy/jVqH8fy9FXb98ErU6F4+Klfnz+/GcP74TnU5LQLV6DBgxGb/AsndVj4sOp4J3ILZ2xvH6B+vjvXXjEq73GW+BvDwNOVnp5GnU3Ll5le3Lf8TG1sFwrH/q8o1YKnt74Ghna1ReK7hS/vI4vPO/gBWn18SvycpRYWdjTbuGtXhzcE8quDj9o3j8PJTEJmi59ytizF0tzWta4umq4HaS+S+Qzg7gZK/gZrzp8ht3tVSvXHIyqkFVC5LTtVy/pTUqj4jLo06wBS1qWxAerSUr+TJ+/oG4uzpy9HThegVfHO7cDMfZ3fR112m13I29TN0W/U2W+QTWIfLifnJzMrCxNe1xAXDh6DosrWwJadDZ7PKcrDS0eRoy0uI5vmMeuTkZBIQWDtPwqaAgLtFM3cZraVrdAg8XBXeSi6lbe3C0U3DTzLxdNxN0hPoXZrKq+un/r8nTMaa3Ff6eSjR5Oi5Ga1lzQEO2mdyvnQ0oFeDqqMA+QD+MTZNemGC6EhVDJR8vHO2Ne3fUqhKoXx59k4oe7mZjB7idkMRfa7Yw+dVh2N7Tk/heG/YcZsW2veh0OgL9vBnZtztdWzUtcZuirl2PpJKfDw72xj1vqofohxJei4zCy9PD3KYGGRmZaPI0JCWnsHztBjKzsmlYt/BvXa1Wo1QqsbI0/mpQ8Jl9JeJ6meONjbqEh7l2t0odw/IH1Y5du3CE915ojFabh5uHL226D6d1d/M9Z4tzKeY2AV4VcLQzvtFRO1A/HPzyzdt4u5vvFVbgqckzyMpVYWdjRft61ZkwoDMVnE3/7tSaPDJycslVqbkYfYu/th3Cx92FSp7Fv9fu9aRdN5hzNTIKf1/T93SNavphgtcio6joWcHcpgDciU/g7xVrmTTuZWxsSv77+6eqBTtyJSKde/OLF6+k83Q3Xyr52XM9OtP8xkU4O1miVCqo6GnDiMH6IaT3zgVljrubNdk5eeTm6m9m3IkJx90rEJt7rg8e988JIUoiySghnhCZmZmsXbuWgIAAXF1dDeUFSSQnJyfatGnDypUrGTu2+GEw5ty4cYPTp08zc+ZMdDodU6ZMITY2Fj8/427x/v7+DB48mO+++47WrVubzImg1WrZuHEjvXr1MkpEFXBwuP+Jkf+/SUpOws3d9CLUzV1/EZaYWPrdwbfefJ3Ym/ru3nZ2dgwaPJTOXUpO2KSnp7FtyyZq1aqDu3vxF3z3SkuJx9nN9EtPQa+l1OSyddEviYWlFS9OmMbcHyfxy9TXDeWVgmsy4fP52DuU/SI4LSUBZ1fThGdBWVpy+e4gmxN/+wYAGxb/QIWKlRgy5ktystLZsmI2P30+konfrMHFrWxJ1/SUeJzMxFtQlv4A4i0QG3meXz591vC7h08Qz43/CXtH1/vab0JKOh5mEkee+WXxKWnFbuvsYMegji2oW7Uy1paWnLwSybKdh7hwPYYFH48zSXCVhZO9gutxWpPy9Cz9Nwxn+xKSUfb6O5HpmabL07N0ONgqsFBiNLdRgYpuCnw9lOw6ZdobZs1+NQ62Cvq0sqZPKziwKBE3T082n4b4ItXj6Kx/3TNSzL/u2Vkp5GlUOLqYvmeKbmvjbfolIzszhciL+6hWr1OxX0L++nogSXf08yFZ29jTosdo6rUcwLUo/Tk52SuIum2ubvT/OtvDnWSzu8apoG6zzdetfZG6reCsX/fZDlZcuallz1k1Pu4K2tazwMXBil/Wm9bxpMHWhp4LWo0LWTFX0KQXBpOQnIqHmWFnFdz0ZfHJJfeG+XH+CkIDK9GlRZMS16sbEkzH5o3w9apAQnIqy7fu4cOZf5KRlU3/LuZv6twrMTkFdzc3M7G66s8lqZhKLmLM2+8RE6uf7NvOzpZhA/sbDcer5OeLVqvl4uUrRnNQnbug7zGVkFh6T7ECaSnxZttdJ1cPw/IHwadyCEGhDfH0CSIrI4Vje1ezZv5XpKbc5alnJ5S+g3wJaRlmh8h5OBe0WcUP5XK2t2NwuybUDfbXt1nXbrB09zHOR8Wy8N2XTBJcO06FM2nOSsPvNQN8+WR4LyxL60ZYxJN23WBOYnKK4f1bVAV3fVlCckqJ28/6cwHVggPp2LrkCfHvRwU3G86cN20HCuZ68nC3LlMyatXcMGys9a9vSpqa73+5yvHTJf/N+vnY0jbMg10H4tHmf75kpMWX2tab86g+J4QoC0lGCfEY2717Nw0a6O9UZWVl4enpyS+//GJIAkVFRXHmzBlmzJgBQO/evZkyZQpjxoxBUY4xDCtWrKBNmza4uOgvwlu1asXKlSsZN26cybpjxoxh5cqVrF27lj59+hgtS05OJjU1leDg4DIdd9GiRSxfvtyo7JNPPqF3795ljv1Jp8rNxcrK9Alc1lb6O30qVenDvf43/i2ysjK5ffs227dtIVeVi1arLXYSaq1Wy7dTvyIjI5NXRpcvcalW5WJpZXoX0srKJn952YcalMTewRn/wFAahHUhqFpd4m/fYOvqOcyZNoHXJv9a5qF6alWO2XgLytSqXJNl5aUqGB6iUDBm8hxsbPV3ev0Ca/Djh0M5sHURPQa9XsIeCmnUuVhamr4fLB9w/QJ4+VVlxMQ5qHKzuXHtFBEXDqHKKf3CujS5KjXWVqaXFwVlJQ1VGtKlldHvHZvUoXZwJd7/ZTHLdhxixFPtyx2PlQWGoW9FqfNHRZgJ1cDSQt+OmtteU2T7PDN/pg2q6XtN3TtEr+DY8Sk6UjM1hEfnkZCcjYeXNR1qw8ZTkJ4/L27B665Rm3/dNfnvXwtL0/e4hWFb8+/xyye3kKdRlzj0oufzU8jNziAlIYZzB1eiUeWi1RWeT3F1q8nTJ5gsLRVg0m+qcFuAPDPzPxXMCVVQtzb5Tza6Ga9j2R59xV+IApVG/yS/Kr4KIuKMjzNvqxpLCwWergq61slFcc/TynJVaqzMvPg2hvdp8W3v8QuX2XX0FH98Xvqw8t8+NZ57qlf7Fjz/7hRmL1lDz3ZhpfaqAv3ngLW5z4n8bVW5pX9OvPPGGDKzsrl1+w6bd+wiV6Uy+pzo1LYVfy1ZztTps3njlVH4++onMF+zaQtQcn3cS6PKxdLMe/JBf06MfGuW0e9N2vbl969fYe/Gv2jVZSiuFcrWSzdXpTHpEQaF74UcdfFt1tCOxhPTd2pYg9qBvrz3xyqW7jnGyG7GbVqT0EB+fuM50rNyOHo5kss375CdW77hm0/adYM5ubkqs39/Be/z3BLe0yfPXWDPoWP8PPXfnZPIxlqJ2kwDp1Lry2xsypZAfOvjc9hYKwnwt6dLey/sbEvuUWtjo+Szd2qSq9Iye17hwxE0qhyzbf3j+znx5M4GJE/Te3ie3HeJEP8BzZo1Y/Xq1axevZply5bRunVrXnrpJWJjYwF9EqlVq1aGIXtt2rQhIyODw4cPl/kYeXl5rFq1yigB1Lt3b1atWoVWa/oh7O7uzsiRI5k+fbrJBU9550ro1auX4fwKfjp06FD6hv+PWNvYoDZzoavKn3Po3onkzaleoyYNGzWhR89efPrZFHbv2sG8uXOKXf+X2TM5eeIY494Yb3hyTllZWduYnQ9JnX8hY2Vd/p4r98rOSuf7D18gKKQeTw95g7pN2tOx1/O8OGEaEZdOcXj36nLEa2s23oKy8sw/Vfwx9Puo1bCtIREFEFitHu5e/kReOV3mfVla2aDRmL4fNA+wfgvY2jlStXYLajbqSLdBb9Gq2wgW/PAat26Uf1LWomysrVCpNSblBWU21qZfokrSPawBHi5OHLl4reQVFQoUVjaGH0c7/bxC6jywNHO1U/A9yEyoBoakipntLUvZvn41C24las32unquizWujgqW7lJz7roWjc6GW4kqlEpoVORhgwWvu6WV+dfdMv+9l6cxfY/nGbY1/x6/cHQdtg6uBNduY/4EAL/gBgTXak3jdkN44e0/uB2xn9M7fim1bg1JPE3xnwnq/ISTuSfaW+aXFdStOn8/Z68bZ67OROh/D/AyDeL6LR1Xbmo5cD6PrMjz2HoHYu1R2NvXxtoKtZkXL9fwPjXf9mry8pg2dyndWzelZv6QvvKwsrRkQNd2pGdmc+n6jTJtY21tjcrc50T+Z7B1GYYp1aoeStOG9Xm6R1emfjKZbbv38ttfCw3L3d3c+OL9d1Cr1bz90ec8+9JYfpk7n3Ev6ydKtrMte9tjaW2Dxsx78kF+TpijUCho03042jwNEeFln+PKxtoStab494KtmcRPSXo0rYOHsyNHLpk+ZbGCsyPNawTTuVFN3h/SkzZ1qvHqjwtISC2+99W9nrTrBnNsbKzN/v0VvM+LG3qnycvjx9/+oku7VoYhfffL0lKBu6uV0Y9SCbkqLVZmGjhrK31Zbq6ZTLwZp86lcPhEEkvW3OSDry4yYnAA/XqafyKwUgmfvF2DwMoOTP7qoqEXFoClta3Ztv5x+Zxo2HYIg16fw4Wja9mzalqx6wtRlPSMEuIxZmdnR0BA4SOKa9WqRePGjVm6dCmvv/46q1atIiEhgZo1C59kk5eXx/LlywkLK9t47f3793Pnzh3Gjx9vVJ6Xl8ehQ4do2bKlyTYjRoxg0aJFLFy40Kjc3d0dZ2dnrl8v29wSjo6ORuf3X+Tu5k5iounks8lJ+m72FSqUryu8o5MTdevWZ8+unYx68RWT5Yv+ns/GDet4fsQoOnQ0P/6/JM6unqQmmXYFT8sfnlfW4WglOX14O+mpidRp3M6ovFrNxtjaOXL90mladxlkfmOTeD1INTO0rWCYiLNbyfNqlOkY+fu4d8J1ACdnd7Izix+WZrK+q6fZoYPp+fE6PYB4i1OzcWf45R3OHt6IT+V//khmD1cn7iabnnN8qn5CU0/X8s81UtHdhbTMkicoVjpVwK5WYS+EDxvDlL9zSM/S4exgepezYJhYWlbxCZOCZU7FbJ+ZozM7RC/QW4m7k5KNh02/MLo7Kahe2YLlewq/GNg6eJCeEs/dFPAqMnIsI03/uju6mn/d7exdsbC0JiPVdNhTSdumJsURc+049VsNxMKi9C/aXi7QvYEzL3ReZyibuiSX9CwdTmYeIFZQllbCS1YwTNLJznzdZhWp24L9ZNwzpC8zvyOAbSk5Za0qm7ysDKzdvVEl6G/meLi5cDcpxWTdxPzheZ5u5ucI2rj3CNFxd5j04hDi7hoPh8rKySHubiLuLk7YlpAgqlhBP+QuLaNsPREruLmSkGQ6TC4xfyiTh7vpEL6SODk60qBubbbv2cfokcMN5fVq1+TvX2cSGX2D7JxcqgYFGIYA+vuWfY4nZ1dPUpPvmJSnpyQYlv9bXPJ7Q2VllD7peAEPZ0fiU0wnXE5IK2izzA9PKklFN2dSM7NLXa9zw5rMXLOL3WcuM6BNo1LXhyfvusGcCm6uxCeaDlVLzP+b9DAzhA9gy659xMTF8daYUdy6Y9zuZWXncOtOPG6uztjalP1GU53qzsyYUt+obMCowyQm51LB3fTvuKAsIansvQULxN3O4cr1DLq0q8jKDXEmy995LYQWTSrw6XfhnDybYrTM0dmT9BTTv6vH5XMCwNbBhYDQ5lw4ug54p0zbiP82SUYJ8QRRKBQoFApyc3PZs2cPmZmZrF692qhb9dWrV3n33XdJS0vD2bn0L33Lly+nZ8+eJk/p+/nnn1m+fLnZZJSDgwNjxoxhxowZRj2ZlEolPXr0YO3atYwdO9Zk3qjMzExsbGywNNMd/r8qqEoVzp49TVZWptFkpJcv63un/JM7kCqVisws0y85G9atYeHff9G7Tz8GPFP2x4wX5R8YytULx8jOyjCaxDzq6rn85f88iVEgLVV/QX1vzzydTodWm0eetuzPdfcLrM61i8fIycowmkw3+trZ/OWh9x1vpSB9Mthc0is1+S5evkEm5cXxqVyDyPCj5GRnGE1iHhNxNn/5/ddvcfI0KnQ67X0/TS+kki/Hw6+TkZ1jNMfT+Qh9L5DQyubvCBdHp9MRl5BMaEDJ22kzU8m+eMDw+/yIxqRn6YhL0BHko+TeAWOVvZSo1DriU0pIRmXqEyD+nqYJk8peSuISzN8Zb1DNAq1Ox+lrpu9Vx/wkmLLILl08Q4k4dZzs7AwURSY9jos8A0BF/xqYo1Aq8fQL4Xb0eZNlcZFncfWoZHaej/Bj60Gno1bTsg2JTsqAzadh37rp3I4+T4v+M8nIhltJOgIrmtZtJU993SaklpToy69bD9O69fdQcKtIjzJ9PVvkz+FVWF6Q9Mosy6gvpRKFovCzslqAPycuXCEjK9toEvML1/S9WUIC/M3u5k5CEpq8PF76yPTJshv3HmHj3iNMnfAKbZvULzaUuPyntro5l21S/qrBgZw6d4HMrCyjCZ/DL1/VLw8KLNN+ilKpVGSaSfBaWFhQNbiwzTpxZi8AjerXNVm3OL4B1Ym4eNSk3b1haHf/vXYs6e5NABydy56gC63kzfErUWRk5xrN8XQuUp+4DPUv30M5dDodcUkpVK9U+nYFQwDL8zS9J+26wZyqQQGcOnfR5D198cq1/OWBZre7E5+ARpPH2EkfmyzbsmsfW3bt44tJ42ndvOS53Iq6FpnJ/yafMSpLSlZx7XomdWu5oFBgNIl5rRAnsnPyiIn9Z09wtLFWYmVl2uNqzIhgenb24cdfr7F9r2niyKtSdaKvHCE3O8NoEvPH5XOigFqV8//iaXri4ZBhekI8xlQqFfHx8cTHxxMREcFnn31GVlYW7du3Z/ny5bRr147q1asTEhJi+OnevTvOzs6sW1d4BzsnJ4fw8HCjnxs3bpCUlMSuXbvo06eP0T5CQkJ4+umn2b59OykpKWZjGzhwIE5OTqxfv96ofPz48Xh7ezNw4EBWr17NtWvXiIqKYvny5fTt25esrMIP75ycHMP5Ffykppb9bub/By1btkar1bJ500ZDmVqtYvu2LYSGVjc8Eefu3bvExBgP6UhJMb2reOfObc6cPkW1qiFG5fv27ObXX36iXfuOvPjSqybblVWD5p3RavM4sL1wri+1WsXh3WsIrFbH8CS9pIRb3I41HaJQFl4++t5yJw4YP2743PHdqHKzqVSOLzL1mnVBq83j0M5lhjKNWsXRPasJqFrX8CS95IRb3Ikt+9OijOL1DcI3IJTzx3eRkVb4mlw6e4CUxNuE1in7U2VqN9XHe2zXUqN4T+5bSaUqdQ1PoEpJiCM+7p/Fm52ZRp6ZoYDH9+hfU7+g2v9ovwU6NalDnlbLyt1HDGUqtYa1+49TO7iS4Ul6txKTiYwzTuAlp5kOVVm28zDJ6Zm0qFNK4jBPjTY13vBzLVaLJg/OXc/DyV5B7eDCSx57W6hTxYKL0XlGPZvcnRW4OxtfhJ67nkeNyha4FOkdVdVPiaerknPXTZNNSiXUDbYg6paWlAzTZExiqhatVke9KoXj03yqdUanzWPPliUk5VeBRq3i3MGV+AbVMzwhKTUpjsTbEUb7q96wK7eiz3Er+lzhMW5fJ/ryYao3Mj8h8YWj63F298W/qvmeGJlpxj1+VBoIv3qTtcvnEnUrk4g4HZo8OB+pxcleQa3AInVrA3WClFyK0RrXrZP+xyiOKC2hlZW4FHm2RRUfhb5uIwvr9uINLWqNjkYhFhR9dZqE6OvwWqz+QEoF2JrpkGRh74SFnQN52YU99jo0a0ieVsvqHfsLz1OtZt2eQ9SqGmh4kt7thCSiYgsfY9+5RWOmTnjF5AegRYPaTJ3wCrWq6pM5yWmmX8gys3NYvGknrk6OVA+ubBqsGW1ahKHValm/ZbtRrJt37KJGSDXDk/TuxMdz42as0bbJKaafqbfv3OXkmfOEVi05aZGSmsriFasJDgygUb2yP2Wzbn67e/iedvfYnlVUrlrYjiUnxHH3H7a7WRkpaO+5MZGnUbNz7e9YWFpRpWbZn1bYuWEN8rQ6Vuw7YShTqTWsOXiGOkF+hifp3UpKJfK2cY+kpHTTBM7SPcdJTs+iRc2qhrLkjCyzUxms2n8KgFqlJNuLetKuG8xp16IZeVota7fuNJSp1Go27txDzZCqhifp3YlPILrIe7pj6zC+mDTe5AegeaP6fDFpPDVCqlIe6Zkajp9JMfpRqXXsOhBPBTdr2oYVPrTFxdmS9q08OXA00TB8GMDX2xZf78KbLxZKcHIwvfFao5oTwYGOXL5m3DY829efIf0q8dfSaJatizXZDqB6w27otHmc3rfEUPY4fU4ApCTcJPryIbwD7u86Qvx3SPcEIR5j+/bto1Ur/bATBwcHgoOD+fHHH6lSpQp79uzh229N78wqlUo6derE8uXLGTp0KKCf6PzeycbDwsJo06YNdnZ2Zof0hYWFYWtry9q1axk+fLjJcisrK9544w0mTDB+Yo2rqytLly7l119/Zfbs2cTGxuLi4kJISAgTJ07Eyanw28jSpUtZunSp0fatWrVizpzi5y34twWMGYqVizO2vvqLOa+e7bH10ydYombNR2Pmy/L9CK1eg5at2vDX3DmkpqTg4+vLzu1buXvnDq+/UVi333/3NefPnWXdxm2GsnFjXqZuvQYEB1fB0cmJuNhYtm3dRF6ehudHjDKsd+XyJaZ9NxUnJ2fq1avP7l07jGKoUaMW3j5lG4IRWK0uDZp3Ye2i6WSkJeHhXZmje9aSGB/H0Fc/Nqz318z3uXbxODOXnjWUZWels2fTIgCuX9ZfgO/ZvAh7B2fsHJxo203/ZLc6jdvhU6kKm1f8QlLCLcME5ns3L8bZzZOwDn3LWLsQULUu9Zp1Zf3iH0lP1cd7bO8akuLjGPxy4eSnf//0LhHhx/l+UeGdw+ysdPZt1g9Fjbyij3ffloXY2evjbd11iGHdPsPe4ecvX2LGJ8MJ6/gMOVnp7N74F54+gbTsXPa7yZWq1KN2025sXfY9mWmJuFcM4NT+1SQnxNF31OeG9Zb/OonIS8f44q9wQ1lOVjqHti0AIPqqPt7D2//G1t4JW3tnwjrr24PIS0dZP/9LajfpQgXvAPI0aqKunODi8W34BdWmfsviJyotizpVKtO5SR1mLt9MUlomlSpWYP3+E9xKSObDkYVP2Pnw16WcuHydk3O/NpT1fOsrOjetSzV/b6ytrDh9NYotR84QWtmX/u2amTtcqc5ez6PVbS0D21lT0U1DZo6OsFqWKBWw7ZjxnCUv99JnMr76u3Ay150nNdQNtuCV3tbsP6fBxkpB23qW3ErUcuySaTIq1F+Jg52CU0fN9+DLzIFjl/NoVsOSl3tZc/56HjYNGmCb1I0ff5jGyUuJ2LgEcO7QKlITY+k+/AvDtuv/fIeYq0eZ9PNlQ1mDtkM4vX8Zy2a+QrPOI1FaWHJs+1wcnCrQtNNIk+PHx14hPvYyzbu+XOyDLuZ81ovA6mF4+VfH1t6F5LtRnDm4Am2ehnZ9J1Aw+Oh8lJYbd7X0b22Jl2sembk6mtewQKGA7SeNz39Ud33dfrO0cGjL7jMaagdZ82IPaw5e0GBtqaB1XQtuJWk5caUwk5WRDbvP5NG5kSUvdLPiYnQePu5KGocqORORR2yC/kuhtRW8M9iac9e13EnRoVbrqOiuxLFqQ3R5eeTcjjLss3a1IDo2b8hPi1eTnJaOf0VPNu49zK34RCa/Msyw3iez5nIy/CpHFs8GINDPm0A/8z1efD0rGPWIWr5lD3uOn6FVwzp4e7iTkJLK+l0HuZ2YzMdjXzA7abY5NUOr0bZlGL/9tZDklFT8fLzZsnMPt+/G8/a40Yb1pnw/kzPnL7JrbWESaNS4CTSoV5uqQUE4OTpwM+4Wm7bvRJOn4aXnhxod5413P6RW9RD8fHxISk5h/ZZtZOfk8OUHk4qd2NqcgKp1qdusKxuX/EBGWiIeFStzfN8akhLieOblzwzrLZr9HtfDj/HtwguGsuysdA5s+RsobHcPbF2Inb0TtvZOtOqqj/nCiV1sX/0LdZt2wd3Ln6yMVE4d3MDtmKt0H/S/cg0FrBPkT+eGNZmxeidJ6ZlU8nJn3aEz3EpM4ePhhe3h5D9Xc+JqNKd//tBQ1uO9H+nSuBbV/LywtrTkVEQMW46fJ7SSt9Gwuw1HzrJ87wna1w/Fz8ONrBwVBy9GcDj8Om3rhtC0etl70D5p1w3m1AypSvsWzfh1/hJSUtLw86nI5l37uH03gXdee9mw3hc/zOb0hXD2rtZ/Fgf4+xHg72d2nz4VPcvVI6o0uw/Gc/5SGu+9EUpgZQdS09T07eGLUqlgzsIoo3V//LweAM+8qL8JY2dnwYo/m7Nz310ib2SRk5tHcIADPTp5k5mpYe7iwiRhm+YVGDuyCjGxWUTFZNGlnfGQuWOnk0lOUeMbVI/qDbuxZ/U0stITcfN6vD8nhCgLSUYJ8Zj66quv+Oqrr4pdfuHChWKXffzxx4b/jxs3zuxT8QqMHGn6IQT6CTCPHSucAHTnzp0m6zz11FM89dRTJuVOTk5MmDDBJFFV1Pz584td9igFjx+JfWDh8Ayffl3x6dcVgNiFax94MgrgzbfeYcH8uezauZ2MjHQCg4L58OPPqF2n5GER3Xv04tixI5w8cZzs7CxcXF1p0LARzwwcQmBQ4YXtjRvRaDRqUlNT+PGH70z288b4t8p1UTn8tS9Yv2QmR/euJyszDb/KIbz6zgyq1mxc4nZZGWmsXzLTqGzn+r8AcPf0NSSjLC2tGP/JPDat+IULJ/dy4sAmbG0dqNukPb2GvF6u4RcAQ8d8yaZlMzi+fx3ZmWn4Vg7hpbdnUaVGyfFmZ6axadkMo7LdG+YB4Obha5SMqlarKS9P+plNy2aycfGPWNnYUqdxB3oNmWA0qXlZDHj5K7avmM6pA2vJyUqjYqVQho+fTVD1ki+yszPT2L5iulHZ/k1/AuDq4WtIRlX0DyG4RlPCT+0kPSUenU6Hu1cl2j89htY9R5p9ClZ5ffrSIH5auZWNB0+SlplNtUre/PC/F2gUWvKTNrs3r8+Za9HsPH6eXLUGHw9Xnu/ellG9OmBXhkmazdHp4I+NufQMs6JlbUusLCEmXsvSXSriSxhGViA1U8fPa3N5qoUVPZpZodHCpeg81h9Sm50vqkE1CzR5OpPJtotatVfNrQQtTWpY0r2Zfi6OGgFT0Vj/wNG9a8nJSsXLL5QBY3+mcrWSX3cbW0eGvDmfHcu+5ODG2eh0WiqFNKPTM+9i72T6+Hf9XB5Qs6lp2204hzbPEnF+N9cv7EOVk4m9kztBNVoS1v0VvPxCuXpdn6zT6WDuFjXdm1oSVssCKwu4maBj+V51iUP0CqRmwm8b1PRoZknXxpbkaeFSjJZNRzQmdbvrdB7ZuTrCalrQs5mlPkF1Oo+dpwrrWa2B45fzCPZRUjtIiaUFpGeBKvkWuXei0N7zFLePxryA99K1bNp3hPTMLKpW9mPaxLE0qFGt1NjLom5oFc5euc7aXQdITc/EztaamlUCmfzqMBrXLt9QtffGv8Yffy9m2+69pGdkUiWwMl9+MIl6tWuWuF3v7l04fPwkx06eJis7BzcXZxrXr8fQZ/oSHGg8Z2NI1WD2HDhMfGISDvZ2NKpfl5FDB+PrXbGYvRfv2dFT2LxsBify212fSiGMeqts7e7me9rdPRvmAvp2tyAZ5VMphIp+VTh5YD0ZaUlYWlrhG1CdYa9Po17zruWO9/MRfZi1dhcbjpwjLSuban4VmT52MI2qlTyvZfemdThz/SY7ToXr2yx3V17o0oIXu7fGrsjDGhpUrcyZiJtsPnaBxLQMLCyUBFb0YMKALjzbvuy9uAo8adcN5rz3v9FUXLiMLXv2k5GRSXBgJb6e/Bb1a5kfbvawabXw9sfnGDMymAG9/LCxVnLpajpf/HCJmNiS5wPLydWyfustGtZ1pV1LT2yslSQkqdi+9y7zlkRz+27hDY+qQfohcpX87Plwgum5j3v3tKGH41MjprJ37Q+cP/L4f048yRQWMkzvYVHoyvv4KyGEeIxssHqyPvCqXdpW+kqPkeiM8n8JeZTUeU/O6PMsdcmPd37cdNeufdQhlMsnZ8r/hfRRqhFqV/pKj4mCZNSTYmLDA6Wv9BjJsvcofaXHyImMkhNij5NOaUtKX+kxElO59aMOoVxcVKZzHT3O+k988DcY/y2j3mz7qEMolxHtH3UE/9ze2g0edQhmtTl/6lGH8MA9OVftQgghhBBCCCGEEOKJJ8P0hBBCCCGEEEII8Z+nlGF6D430jBJCCCGEEEIIIYQQD40ko4QQQgghhBBCCCHEQyPD9IQQQgghhBBCCPGfp1DKML2HRXpGCSGEEEIIIYQQQoiHRpJRQgghhBBCCCGEEOKhkWF6QgghhBBCCCGE+M9TWEh/nYdFaloIIYQQQgghhBBCPDSSjBJCCCGEEEIIIYQQD40M0xNCCCGEEEIIIcR/ntJCnqb3sEjPKCGEEEIIIYQQQgjx0EgySgghhBBCCCGEEEI8NDJMTwghhBBCCCGEEP95CqUM03tYpGeUEEIIIYQQQgghhHhoJBklhBBCCCGEEEIIIR4ahU6n0z3qIIQQ4p+6EnHjUYdQLlerd37UIZRL7oHwRx1CueSqn5yu1VaWT9bHr+oJqluAwAoZjzqEclHlPTkzJ6jyLB51COViodQ+6hDKJT3H6lGHUC6ONppHHUKZ3U61ftQhlEuO6slqd92dnqy/tX1Hsx51CGXWorH9ow6hXJ5p/uT2eTnWqvmjDsGsJvsPP+oQHrgn910ihBBCCCGEEEIIIZ44kowSQgghhBBCCCGEEA/Nk9MnXAghhBBCCCGEEOJforB4sobHPsmkZ5QQQgghhBBCCCGEeGgkGSWEEEIIIYQQQgghHhoZpieEEEIIIYQQQoj/PIVS+us8LFLTQgghhBBCCCGEEOKhkWSUEEIIIYQQQgghhHhoZJieEEIIIYQQQggh/vMUSnma3sMiPaOEEEIIIYQQQgghxEMjySghhBBCCCGEEEII8dDIMD0hhBBCCCGEEEL85yktZJjewyI9o4QQQgghhBBCCCHEQyPJKCGEEEIIIYQQQgjx0MgwPSHE/0tqtYq/589j187tZGRkEBgYzHPDX6BBw0Ylbnfo4H42bVxPdFQkaWnpuLi4EFq9BkOGDiMgMMiwXlpaGtu3bubokcPExNwgL0+Dv38lnu7Tn9Zt2/3LZwcWDvYETxiFa9N6uDapg7W7K2dGTeLmX6v+9WNr1Cq2rZjOqQNryc5Mw7tSKF0GvE61Oi1L3C7+ViRHdiwmJuIscdEX0ahVTJy2HTdPP5N11y+YQuSlYyQnxKFR5+Lq4UvdZt1p3WMENrYOD+Qcdq2ezpmDa8jJSqOifygd+r1BlVoln0PCresc372Em9fPcCv6InkaFW9M3Y6bh/99x1Q0tu0rp3O6SP12HvA6VWuXXr9Hdy7mZpH6fes70/rNSk/mxN6VXDq9i7tx19HmafD0CaJF1+ep27xHiXHtWj2ds4cK66x939LrDCAt+Q5bFk8h4sIBdDotQdWb0XXwu7h5VjJaLyM1gR0rvuPK2T2ocjLx8KlCqx4vU6tJN5N9nj+ygQOb5xAfdw0bWwdC6neg84C3sHdyKzYOtVrFqoU/c2j3RjIz06kUUJV+Q0dTq37zEuM/fmgnR/dvI+raRVKTE3D3qEi9xq3pPfBF7B2djNZdNOc7Ll04SeLdW6hVuVTw8qFpy8506zMMWzv7UuuqNGq1irWLf+LIng1kZabhF1CNp58dS816YSVud/LwDo4f2EL0tQukpiTi7lGROo3a0POZl7B3cL7vuApi27hkJkf3rSc7Iw3fgBCeGvwa1eu2KHG7O3GR7N+6lOhr54iJDEejVvHxzM1U8DJtG9SqXHZtmM+xvetIjI/D3sGZoNB69HhmDD6VqpY73vWLZ3F0b35dVq5Gr2dfo0YpdXknNop9W5cRebUw3s9+2mg23pzsLNYtnsmpQ9vISEumQkV/2vcYQpuuA8sVq0atYuuKGZzcr28XfCqH0GXAG4TUKblu4+MiObxzCTcizhIXpW8X3vl+G+5m2t2iEu/cYNqk3mjUKsZ9uhT/4NrliletVrFhySyO7l1PVkYavgHV6DV4XBnqNpJ925YRVaRuP521qdi6Xb94BqcOF9Ztu+5DaNN1UInH0KhV7F4znXP5bZmXfyjt+7xBcBnbsq1LpnA9vy0LrN6MLoPMt2U7V3zH1XOFbVnLHi9Ts7FpWwZw4ehGjmyfx92bV1BaWOLpW4V2ff6HT5UwNGoVB9b/yIWja8jNSsPTL5RWvf5HYI3S401PucOu5V8SFa6Pt3JIM9oPeA9Xj0om62amJbB//XSun9tFdmYKDs6eBIQ2p9uwLw3rHFg/g4MbZ5psa2FpzZvTz5mN4Um5ZrC1ht4tbagTbImVJdy4k8faAypuxmvLtL2Xm4I+rWwI9rFAo4XwKA2r9+eSmWO8noeLgqfCbKjmb4GlBdyM17LpiIprsXlG6z3b0YamNaxMjpOWrWPLGZ3hd41axY6V0zl9sLB+O/Uv2zXDsZ2Libl+llv59TvhWzPXDBn51wyndhF/S3/N4OETRMuuz1OnWfHXDE8yeZrewyM9o4QQ/y/9MO0bVq9aQdv2HXnplTEoLZR88tH7XLhwvsTtoqIicXR0otfTfRk9dhzdez7F9YhrvDl+HJHXIwzrXQq/yPy//sTRyYlBg4cwbPgIbGxsmfr1F/y9YN6/fXpYe7gR8sFrOFYPJv3s5X/9eEUt+/Vd9m+eR/0Wvej13HsolUrmfvcqUZdPlLjdjaunObh1Abk5mXj6Vilx3ZuR5wkMbUynfq/x1HPvElyjKXvW/8af37yMVlu2C8OSrJ4ziUNb51I3rBfdnn0PhVLJ3z+8QvSVks8hJuI0R7bPR1WGc/inVvz2Lgc2z6NeWC965tfvvDLUb8y10xwqqF+f4mO7ce0025b/iJ2DK+17v0rnAW9gZW3Hkp8msH3ljGK3W/PHJA5vm0ud5oV1tvDHV7hxteS4VDmZzPtmONFXjtG65yu0e3oct26EM/frYWRlJBvWy83O4M+vhnLxxFYatR1E54ETsbG1Z/nP/+Pc4XVG+zy2axErfp2AnYMLXQdNomGbZ7hwdCN/ffsCGnVusbHMmf4xW9f+TfO23RkyagIKpQXff/YGVy6eLvEc5v30BbduRhLWtjtDXnqb2g1bsGPjUj6fNAJVrvE3jchrFwmp2YA+g19myItvUb12YzasnMe0T8c9kPfuvBkfsn3dApq27s7AEW+jVCqZ8cU4roWfKnG7BT9/xu2bkTRr05PBoyZSq34Ldm9azNfvPm9yDv/UglmT2blhPk1a9aT/iHdQKpXMnjKWiEsnS9wu8soZ9mxaSE52Jt5+wSWuO2/6JDYsnUXVWk0YMGISLTsPICL8BNMmP0dSfFy54p0/8wN2rF9Ak9Y9eGbERBRKC2Z9+RrXwkuO9/qVM+zatJDcnEy8/YKKXU+bl8fMz0ezb8tSGrbowoARE6noG8ji375g84rfyxXr0l/eY9+meTRo8RS9h72LQmnBn9++SmQp7UL0tdMc2LIAVXYmXr4l121R6xZ8jVJpUa4Yi5o/azI71s+ncaseDBjxDkqlBT9NGVuGuj3L7o0LyS3lvaDNy2PWF6+yb+tSGoZ1pf8L+rpd8vsXbF75W4nHWPvnJI7kt2VdB+vb2EXTy9aWzf92ODcuH6NVj1do23sct2+E89dU07Zs3tdDCT+5lYZtB9HpmYlY29qz4uf/ce7IOpP97lkzg5W/TcDZ3YfOg96hfd838PIPJT3lDgCb5k/i+I651GzSiw7PvI9CYcGKWS9z89rxUuNd8sNwYq4eo1nXV2jZ83XuxISzeNpzZBeJFyAt6Rbzvx5A5IW91Gs9mM6DP6JuywFkZSSZ3XfnwR/T4/mphp/uw6YUG8eTcM2gAF7uZUfDapbsP6ti3UEVTnYKxva1w8Ol9MSEi4OCcf3s8XBRsuGwit2nVNQItGT003ZYFPm27eqo4I0B9gT5KNl1SsWGQypsrODV3rYE+5p+LVdrdCzYmsOCrTkcuablyDUtZ6N1Ruus+O1dDmzJv2YYqv9s/mvaq0SVdj1z7TSHti3QX8+Ucs2wffmP2Du60q73q3TqX3jNsKOEawYhykKh0+l0pa8mhN6kSZNYtaqw54Wrqyu1a9fm7bffpnr16kbrfvjhhyxbtoxp06bRvXt3o2UzZsxg+/btrFmzpsTj5eTk0KZNGxQKBfv27cPa2tpoeYcOHYiNjWXJkiXUr1/fUP7FF19w6dIl5s+fbyjLyMjgt99+Y8uWLcTGxuLs7Ey1atUYMmQInTt3RqFQMGzYMI4ePWoSx6BBg/j0009LrZ/Q0FCTsoYNG7Jo0SKT5Q4ODgQFBTF69Gg6depkKF+5ciXvvvuuyX6sra05d67wrtOtW7eYPn06+/btIyUlBU9PTzp27MjYsWNxcyvsGdChQweGDx/OCy+8YLS/e1+De1/bAq1atWLOnDmGfT2I+q5atSp9+/bl888/p1evXoZttFotQ4YMwcvLi+nTp5vEYs6ViBumZZcvMWH8OEaMepl+/Z8BQKVS8drol3BxdeWb734s074LJCcnM2L4s3Tu0o2x4/4HwO3bt1AqlHhVrGhYT6fTMfm9iYRfvMDCJSuwtbUz2dfV6p3LdeziKK2tsHJzIfdOAi6NatPq8Ip/pWdU7oFwo99jIs7y08eD6D74bdr0HAnoeyr88G5vHJ3dGf3RomL3lZWRgoWFFTZ2Duzd8AebFn9T7F1Oc/Zt/JONi6Yy+qNFVK5a33y86tIvGm9eP8vvnw+k88C3adltlP4c1Ln89EEvHJzcefH9xaWcgyU2do4c2DyHbUu/+cc9o6wsTT9+YyLO8vMng+g2+G1a9yis3+nv6ev3lQ/LVr/7Nv7B5sXfmO0ZlRR/E4VCgZtHYblOp+OPr0dy4+pJ3v/pENY2xj14CuLq/MzbtMivM406l58+1NfZqPeKr7MDm35n+/JveXHyMvyC6gD6HmY/fdiLlt1G0bH/m/r1Ns9h+7JvGP7WXIJq6Hsq6bRafv9yEGlJt/nf1B1YWFqTp1Hx7fhWVPQP4fmJ81Eo9K/5lTO7WDR9NN2GvE+zjsMIrJBhFMf1K+f5bOILDHzhDbr3GWao28mvD8LJxZ3JX/9R7DlcOnec6nUaG5/XrvX8/uPHvDB2Mm079yl2W4DNqxewZO4PTP76T6qE1jG7jiqv9M7qkVfP8dWkYfQfPp4uTz9vOIdPxg/AycWNd778q9htL58/RmjtJkZlh3avY+6MDxg2+kNadepX6vELYzVNUkRdO8d37w2hz3MT6Nj7BUNsX07oi5OLO29+vqDY/WVmpGJhYYmtnQM71s5l9YLvzPaMSkm6wwevdqJjrxfoM2yCofzK+aPM+HQUfYe/TYenhpvs30Jp+mU06uo5pr77HH2HvUnnInX5+Zv9cXR25+0S6jIzPRULS32829bMY9X8aWZ7Rp08uJXfp73Nc6M/pkXHvoby376dwPmT+/h89iacXCqY7D89x7g3REzEWWZ+NJgez75F2yLt7veTeuPgUoGxHy0sNtai7cKeDX+wcdG3pfaMunx2P/OmjaVtz1HsXPNzqT2jHG00Rr9HXT3HN+8Npe+wN+lU5L3w+Zv9cHJx560v5pvZi17Rut2+di6r5k8z2zPq5KGtzJn2FkNHf0KLDkXr9k0unNzHZ7M3m63bE6cu8ceXA+n0zNuEdS1sy37+sBcOzu6MeLf4tuzgpt/ZseJbRr2/DN8ibdnPH/WiRbdRdOinb8sObp7DjuXf8NwE47bsjy8HkZZ8m9e/1rdlADcjTvPnV8/S+Zl3aN7lBZNjRl45x4Kpz9C270Sadi6M98/Pn8LesQJD3y4+3iNbf2Pv6m95buIyfALrApB4O4I/P+9F084v0ubpNw3rLp/1Ekm3rzPsneXYORbfu7SgZ9TYqYewd3Q3We7uZPy39rhfM+w7mgVA/aqWPN/NlrmbsjkToe+h5GAL7z3nQPgNDQu2Fn+TA6B/WxuaVrdkyt9ZpGToP9tD/C0Y3ceOpbtyOHRB/zfSv401YbWs+HpRFvEp+vWsLOHdofZkZOuYtjTbsM9nO9pQr4olk37NBKBFY9OetTcjzvLzp4PoNuhtWhW5Zpjxfm8cnN155YOy1e/+jX+weck3ZntGFXfN8OdU/TXDe7NMrxkAnmn+5PZ5OdOtzaMOwax6m/c+6hAeuCf3XSIemdatW7N//37279/P3LlzsbS05NVXXzVaJzs7mw0bNvDiiy+yYsWKf3ysLVu2ULVqVYKDg9m+fbvZdWxsbPj2229L3E9aWhqDBw9m9erVvPLKK6xatYoFCxbQo0cPvvnmG9LT0w3rDhw40HB+BT8TJ04sc8xTpkwx2nb27Nlml69YsYKGDRvyxhtvcPmycc8WR0dHkxh27dplWB4TE0P//v2Jjo5m2rRpbN26lY8//pjDhw8zePBgUlJSyhxvUUVf24KfadOmGa3zIOrbw8ODCRMm8Pnnn3P37l3Ddn/88QcxMTF8/PHH/yj+Agf270OpVNKte2H3YWtrazp36cal8IvEx98tYWtTrq6u2NjYkJmZaSjz9vYxSkQBKBQKmoe1RK1Wc/vW7fs6h9JoVWpy7yT8q8cw5/zRLSiVFjTtUDjExMrahiZt+3Pj2mlSEm8Vu629oys2dv98iF3BBVJ2Vnopa5bs4vEtKJQWNGpbOJTDysqGhq37czPiNKlJpZ2D430dvyQXjunrt0l74/pt/ADr193T3+iiEvTv3ZoNO6JRq0i6e9NsXPfWmaWVDQ1alV5nF09swTeojiERBeDhE0xwjeZcOL7ZUHbjynHsndwNX94AFEoltRp3IyM1nqjLxwC4G3uVnKw0ajXpYUhEAYTUa4+1jT0Xjm40G8fxgztQKi1o16Xwi6uVtQ2tOz1NxOWzJMYX/zd7byIKoGHz9gDcioksdjvD+Xr5AJCVeX/v3ZOHtqNUWtC6c39DmZW1DS079uH65bMkJRR/DvcmogAaNOsAwK2bpZ9DaU4f3oZSaUGLTgOMYgvr0I/IK2dILiE2B0cXbMvw3s3J1rfB9yYZnN08ALC2ti1zvCcP6+uy1T11GdahL5FXzpRYlw5OZYu3oBdQ41bGQ7MateyGWpXLmaO7yxTruaNbUSotaHZPu9CkXX9uXH2w7W6eRs26+VNo1XUYFSqaDuUqi1P574WW97wXWnTsW/p7obx129JM3apzOXtsl7nNCD+hb8satjFuy+qXof0PP7EF38A6hkQU6NuyoBrNuXisSFt21XxbVrOJvi2Lzm/LAI5s/wtHZw+adRqOTqdDlVN4nQFw+eRmFEoL6rUyjrdO2ADiIk+RVkK8V05twTugjiERBVDBuwoBoWFcPrnJUJZ4O4LIC3tp0nkUdo5uaNS55OWpi90vADp9D7DS+jQ8KdcM9apYkJap5WxE4VC5zBw4fU1D7SBLo95NxW1/MUpjSEQBXLmZx91kLfWrFt5oCPa14GaC1pCIAlBr4HykhkpeFmZ7YSkUYGM6Wg+A88f19dv4nrahUZv+xPzL1ww1SrhmeNIplMrH8uf/I5kzSpSbtbU1np6eAHh6evLSSy8xdOhQkpKScHfX3yXZvHkzVatW5eWXX6Z169bcunULHx+fch9r+fLl9O7dG51Ox/Lly+nRw3Rs8sCBA1m8eDF79uyhbdu2Zvczbdo0YmNj2bx5MxWLJBCCgoLo2bMnNjY2hjJbW1vD+f0Tzs7OJW5fsNzT05M33niDv/76iyNHjhj1mlIoFCXu45NPPsHKyoo//vgDW1v9xbevry81a9akc+fOfP/993zyySfljr3oa1ucB1Xfw4YNY/v27XzwwQf88ssvREREMH36dL7//nvD++ifuh5xDT8/f+ztjT9kQ/LrOPJ6BJ6eXiXuIyMjg7w8DclJyaxds5KsrCzq1W9Q6rGTk/Vd2p1dHswcLI+buOhwPLwDsb0nIeNfRX9xfiv6Eq4Vyv+3bk5enoacrHTyNGpu37zK1uU/YmPrQKVg8z1Lyur2jXAqVDQ9B7+guoblLu4P5hzKKy46nArm6jf/nG/deHD1e6/0VH1y097J1XxcFQNNEnGl1ZlOq+VOzGUatOpvssw3qC4RFw6Qm52BjZ0jeRoVVlamyQQra30Pw1vRF6hSqyUatQoAS2sbk3UtrW25dSMcnZlhGdGRl/H2rYydvfE5BFerBUBM5BUqeHqbbFec1OREABydXU2W5eVpyMrMQKNRExsdwcqFs7G1cyAo/1j/VEzkJSr6BpicQ2DV2vnLL+PuUZ5z0L/m5s6hvG5GhuPlYxpbQH5sN6Mu4VaO2MzxrFgJ1woV2bl+Hl6+gfgHVSc1OZ41C6ZRwcuPhi3Nz8djPt5LeJVQlzejLpWrLs3RaFQolRZYWBp/k7S20b/Pb1y/CJj+bdwrNjocD+8AbO+JtaAtjHuA7e7+zX+RnZlGh6df5fzxbf9oHzcjL/3r7wWNuri61bcXN66HY27GnIL2v7i27E5JbdnNy9Qvpi27fuEAuTkZ2NiWrS0rmJ8qKvwQ/lUbcHTHfPZtmE12RgqOLp606vkKTTo8x92b4bh7mcZbkGC6ezMc52LijY+9TJ0w03h9AusQFb4fVU4G1raORF86BICDkwdLfnyeG5cPo1BaEFi9BZ2f/RiXCqY9f3/9sCPq3CysbOypWrcj7ftPwsHZw2S9J+Wawc/TgpvxWu5Nrd24k0eL2lZ4uSm5lWh+uJ+LgwIneyUxd00TeDfu5FEjsPDrtqWFgqxc0wSeOr9zYSUvCxJSC3saWlnBlJcdsLFSoNLouJEAZ2/oyMsP5VYp1wy3/8Vrhoz8awYHM9cMQpSVJKPEfcnMzGTt2rUEBATg6upqKC9IIjk5OdGmTRtWrlzJ2LFjy7XvGzducPr0aWbOnIlOp2PKlCnExsbi52ecnff392fw4MF89913tG7dGuU9mWOtVsvGjRvp1auXUWKkgIPD/U+G/E9oNBqWL18OgJVVMbc8zEhJSWH//v2MHz/ekIgq4OnpSa9evdi0aRMff/yxUa+BB+VB1veUKVPo3bs3S5cuZfny5fTs2ZOOHTved4xJyUm4mUloubnr76YnJiaWuo+33nyd2JsxANjZ2TFo8FA6dyn5i056ehrbtmyiVq06uLubDg/4/yA9JR4nV9OEZUFZWkr5ep2VJDbyPLM/edbwu6dPEMPf/Al7R9f72m96qvlzcHTRl6U/wHMor9LqNz3534ktKyOF43uWExjaCGdX00Rteko8Ti4lxFVMnWVnppKnUeFo7pwK6jv1LjZ2jlTwDuL6xUOkJMTiWuQu7I2r+nlR0pL186dUqBgICgUx104ZJbkSbl8nK12fDM7OSgWM29XU5ARc3Ey/LLm468uSk+PNnkNxNq6cp78j3cK0zYq6Fs7n74ww/O7tF8Ab732Ho5NLuY5xr9TkBEMvoKIKziu1nOewZfVclEoLGjbvVPrKpUhLScDZzfR1LihLfQDvXQtLK0ZN+J55P77Dr1PHGcorBdfkzc8XlGsi9tTkeFxcS6jLpPLVpTkVfQPRavOIvHKWqjUaGsoLevWkJJWtToptF/LrNu0BtQvpKfHsWP0zPYe8bZL4Ko/UlHjz79P8c0gp5/vUnOLqNsJQt3fMbpeRGm9o64tyLNIemWNoy8y1g0U+O2y8HalQMYjIi4dISYzFtYJpW1YwF1R2ZipZGcnEXDtJVPhh2vQei7O7L2cOrGTzws9RWliSmRqPg5ljFpRlFBdvVgp5GpX5bZ0Lt3W3dST5bhQAWxd+gHdAHXqN+p60pFsc3DiTpdNH8ML7aw2JNFt7Zxq0fQ7f4PpYWFoTe+04p/Ys5Hb0OYa9swKcjIdrPSnXDM72CiLiTJNEaVn6MmcHBbeKuXR0dlAYrXvv9g62CiyUkKeFuylagn0ssLGC3CK5qyAf/dBnFweF0ba7Tqq5Ga9FoYA2DW2o6q3A1R52X9Sh4+HWb1EF1wwBIY1wMnPNIERZSTJKlNvu3btp0EDfQyQrKwtPT09++eUXQ1IiKiqKM2fOMGOGflK73r17M2XKFMaMGVOu5MiKFSto06YNLi76i/dWrVqxcuVKxo0bZ7LumDFjWLlyJWvXrqVPnz5Gy5KTk0lNTSU4uGwTdy5atMiQJCrwySef0Lt37zJt/+abb2JhUTifxjfffGM0J1TB8pycHLRaLX5+fiZzaqWnpxvquECjRo34/fffiY6ORqfTUaWK+ckGq1SpQmpqKklJSVSoUL6ESNHXtsArr7xiMgzzQdW3n58f7733HpMnT8bb25s//ih+zpbyUOXmmk3wWVvp52hQqVSl7uN/498iKyuT27dvs33bFnJVuWi1WpPkWwGtVsu3U78iIyOTV0aXL/H6JFGrc03uRIN+mBuAWvVgJkIG8PKryqh35qDKzSb66imuXThE7j1DGP4JjSrHMF9HUZaGcyh5boh/k0adi6WZ+rX8F+q3gFarZenPE8nJSuOpYZOLjcvCqvg6K27ScLVaH69lCfWtya/vhq2f4fjuJSz/eTxdB+vvsl84tonwk9uNjmHv5Eatxt05c3A1Hj7B1GjYmbTkO2xa+DlKCyu0eer8fRrXoyo3F0sz7YJV/nmpc8v+uh/as5l929fQve9wvH0rmyz3rRTEW5/MIjcnm2uXznLxzFFycrLN7Kl8VKpcrEr4+1OV4/1xdN9GDuxYRZc+L1DRN+C+Y1Orckqu3wf0d2Xv4Ix/YHUahHUhsFpd4m/HsG3178yZNoHXJv+KlZkec+bjzcXSzHu6YPsHEW/jVj3YuOxXFvz0EYNefA8vn8qEnznE3i1Ly3WM4mI1tAslTNpfHhsXT8Pdy58m7QaUvnIJSq/b+2/HGrfqwablv/D37I8YOKpo3S4xxGCORp1TpvboXuVpyxq0foYTe5aw4ufxdBmkb8suHt/Epfy2rCA2Va5+vqLsjBT6vTyNWk31vf9rNurKzx/3Zv/6n1FYWJX4eaVRm6/LgljK8lmnzo/DwdmT/mN+NQwHcnLzZv0fbxJ+bD11W+rn32zU4XmjfYU26Ip3YF02/PkWp/cuxGfAi/fU25NxzWBlCZo80/KCHktWJczlX7CsxO0tIU8FB86pqR1kyfCutmw8rEKl0dGythWVvJSG9QpsOGR8rWrnYk16to46lZX4V9ARk5j/t1bCNYPmX7pmWFbKNcOTTp6m9/BIMkqUW7NmzQxz+qSmprJo0SJeeuklli1bhp+fHytWrKBVq1aGoVZt2rTh/fff5/Dhw4SFlfxI3wJ5eXmsWrWK999/31DWu3dvpk6dytixY00SAu7u7owcOZLp06ebDOUr7xz9vXr1Mkm+lCep8+6779KiReGjlu8d9lawPCYmhilTpjB58mSjXmWg7z1072Ti9/aCKu28ytPbqkDR17ZAQTKwqAdZ3/379+fHH3/kueeew9HxwczFY21jg1pt2l1alT+8596J8M2pXqOm4f9t2rRj9Kv6iUNHvfiK2fV/mT2TkyeOMX7CRIKC/52nrD0OrKxsyNOY1m3BlyGrcszZUhpbO0eq1tb/LdVs1JHTB9cz//vXGPfZCnwCqpeydfEsrW3J05gmJDWGcyjbl9l/g6WVDRoz9av5F+q3wPr5n3P17D4GvPIVPpXN16ullQ156uLrrODC914FQ1U0JdR3wXC7ipVC6f/yN6yf/zF/TBkC6HsrdHv2PTbM/9hogtSnhn+CRp3DtqVT2bZ0KgB1m/fG3bMS4Se3YW1rOpmqtY0NGjPtgjr/vKxsyva6X7lwij9nfUbtBmH0f26M2XXs7B2pVa8ZAA2btePQns1MnzKBj79bQOWgkDIdxxxraxvUJfz9lXXOpKsXT/LXT59Qs34L+gx57R/HU5SVtW3J9fsA/q6ys9L54cPn6dh7BB17FX4prlylJtM/Hsnh3atp3WVQCXsoGq+NYcinUbyqB9cOuLh58OqkH5k3/X1mfKa/rrC1d2TgyEn8NXMyNmbep+WJ1dAuFPP3Vx7R185w6sBaXnr3j2JvupRV6XV7/+2Yi5sHr7zzI/NmvM/Mz/Wfy7Z2jgwcVXLdWlrZlqk9uld527K+L33DxgUfM/erwras6+D32LjgY0P7VLBPpYUVNRp3NexPoVRSq0l39qyZgZtXYImfV5ZmhgMWjaUsn3WW+a9HaKNuRvPShDbsxsa5E4m9ftKQjDKnZpNe7F7xNVGXDgLGyajH7ZpBoQDrIt9+newVZGTrUGvA0kzCqSA5pDaTaCpQsKzE7fOTUpdu5LFiTy5PhVnz1mD9+yA+RcvGwyp6t7Qx6i1lzpVbULuSDi8XBTGJOv3fWgnXDJb/wjXDhgWfc/XcPvq/XPw1gxBlJckoUW52dnYEBBTeRa1VqxaNGzdm6dKlvP7666xatYqEhARq1iz8Mp+Xl8fy5cvLnIzav38/d+7cYfz48UbleXl5HDp0iJYtTWcCGDFiBIsWLWLhQuOnyri7u+Ps7Mz169fLdGxHR0ej8ysvT0/PErcvWB4QEMCUKVN46aWX2Lhxo1HCS6lUFruPypUro1AoiIiIoHNn0yezRUREGM4Z9ImtjIwMk/XS0tJwcnIyKrv3tS3Jg6pvAEtLS6PeZPfL3c2dxETTyb2Tk/R9rMvbY8zRyYm6deuzZ9dOs8moRX/PZ+OGdTw/YhQdOj6Yp+U9rpxcPc0OCUlP0Q+7MDfE60Gp1bgz8A5nDm+8r2SUk4unYchXURmp+nN4lF3OS6tfJ7cHG9uOVbM4smMRXQe+SYOWT5cYV6qZIUWGuIqpMzsHFywsrclIMR2Wk15Q3y6F29Zs3I3Q+h24HXMZnTYPn4CaRF3SP+G0QsVAw3q29k4MHvcTqYlxpCTE4lLBF1cPP+Z8ORh7J3ds7Z0B43bPxc2DlETTOFKT9G2Fm5khZve6EXmFH798E7/KVRg78WssLMp2GdU4rD2//QhH9m+9r2SUi5sHKWaGjxXM/eRShnOIibrMT1+9gW+lKrzy1rdlPofSOLt6mH2PpOUPyXJ5AO/d04e3k56aSJ3G7YzKq9Vsgq2dI9cvnSpzMsrFzdPsMDlDXbr/87kjjWNrxKezNhB74yqq3Gz8AkINQxa9ytgjzcnVkzQzw87S8+vW+QHU7aZF3xIY2gg3T3+S4mMByExPBiAtJZ7khDjcPHzLtC8X12LqNr8dcC3D+7QsqtVszKczN5qvWx/zdevo4mkYJldUhpn2qChDW5ZaQlvmatqW3Ym5jLagLbts3JbZObhgaWWDrb0zSqXxNZCDk/46xdbehUwzxywocywuXntXLCytzW+bZrxtwb/2TsZDK5VKC2wdXcnJSjN7jKKc3LzJyUo1LX/MrhkqOEKbGoUJt54NHPh0XiZpWTqc7U17wxSUpWUWf6O1YFlx22fmFM7xBLD/nJqj4Wp8PJTk5UFsgpbmNfXtcHyK+XmpCmh1kKspTKg97PrdmX/N0KWUawYhykqSUeK+KRQKFAoFubm57Nmzh8zMTFavXm10Z+3q1au8++67pKWlGZIkJSmYP+jeHko///wzy5cvN5uMcnBwYMyYMcyYMYMOHToYypVKJT169GDt2rWMHTvWZB6jzMxMbGxssLR8+H8OdevWpXbt2syePZvJk8vW1dXNzY2WLVuycOFCXnjhBaMeU/Hx8axbt44hQ4YYyoKCgjh//rzJfi5evEhQUNA/jv1xru+gKlU4e/Y0WVmZRpOYX758Sb/8H/RcUqlUZGaZdvfesG4NC//+i959+jHgmcH/POgnhE9ADa6HHyUnO8NowsyYiLP5y/+9u2R5GhU6nZac7Pt7Ipl35epEXjpicg43r5/JX17jvvZ/P3wq1yCypPp9gHchD2//m52rZtKi63DaPPVSqXFdDz9qmGy8QGxkyXWmUCqp6B9CXLRpGxR7/QxunpVMJua1sLQ2evLe9XD95LrBNU1vZrhU8MWlgv4Lck5WGreiL1CjURezsVQOCuXSuRNkZ2UYTax8/Yo+tkqlJInu3rrJtE/H4ezixvgPfsTWrmy9WgDUajU6rZbsTNMbA+XhHxjK5fPHTc4h8uo5ACoFhRa3KQDxt2OY/tlYnFzcGff+zHKdQ+mxVefqhWMmsUXlx+YfeP/v3fRU/Q0Frda4m4JOp0OrzTMpLzneUK6c/3fjLaC0sKBSUOH+juw5AkD1Os3KtL1v5epcv3iUnKwMo7mcbuS3C74PoN1NSbxFckIcX483vaEyb9pYbO2d+OTXI2Xal19gKFf+5fdCgXvr9ujewwBUr9vc7PrelasTdfmIaVuW3/5XLKEt8/IP4VaUaVsWV9CW2Zq2ZUWfvBd5Ud+WBdUIM+yzYqXqxEWdJ0+jMhpSVzAPn1elGpw9sMwk3ltR+ni9/IuP19M3hNs3zMQbeRYXj0pY58dbsbL+wQoZ9yTp8jQqsjOSsXcs+aEyOp2OtMRYvCrVNFn2uF0zpGbBvkuFCZ/zl3JJz9IRm6Al2EeJAowmMQ/wtiBXreNucvFJotRMHelZWsNQu6IqV7QgNt60XVJpIPp24T5D/C1QqXVE3iq5DbNUgo1l4XxTxV4zXNfXr/eDvmZYPZMWXYbTpmfJ1wxPOqWFDNN7WP5/PiNQ/KtUKhXx8fHEx8cTERHBZ599RlZWFu3bt2f58uW0a9eO6tWrExISYvjp3r07zs7OrFu3zrCfnJwcwsPDjX5u3LhBUlISu3btok+fPkb7CAkJ4emnn2b79u2kpKSYjW3gwIE4OTmxfv16o/Lx48fj7e3NwIEDWb16NdeuXSMqKorly5fTt29fsrKyjOIqOL+Cn9RU07s9D8rw4cNZsmQJd+4UXgTodDqTGOLj49HmPyHqgw8+QKVSMWrUKI4dO8atW7fYu3cvI0eOJDAw0Giy+BdeeIE9e/Ywe/ZsIiIiuHLlCt9//z2nT59m+PDhRrEUfW0LfpKSkoqN/UHU97+hZcvWaLVaNm8qfMS7Wq1i+7YthIZWNzxJ7+7du8TE3DDaNiUl2WR/d+7c5szpU1Sravxldd+e3fz6y0+0a9+RF1961WS7/49qN+mCVpvH0Z1LDWUatYoTe1dSqUpdw1NbUhLiuBtX9t5xRWVnppnt1n9st34uN/+g2v9ovwVqNuqKTpvHiT1LDGUatYrT+1fhF1zP8CSllMQ44m/9s3P4p2o31dfvsV3G9Xtyn2n9xv/D+gU4e3gj6+d/Sb0WvegxZFKZ4ipLnaUmxpFwT53VaNSVuMhzxEWdM5Ql3L5O5KUj1Gxc8kMBEu9EcXz3YkLqtaOCd8nJ8+0rpqHNy6N55xfMLm/coiNabR67txYOgVarVezbuY7gkNqGJ+klxt/m1s0oo21TkxP49uOxKBRKJnw0E2cXN7PHyMpIR6PRmJTv3bYagMCq95fobBTWGa02j33bVhidw6GdawiqVsfw9Lek+Fvcvhlpcg4/fDoapVLB6x/8hJPL/T219F71m+tjO7i9cM5FtVrFkd2rCaxW1/D0tKSEW9yO/Wfv3YLeLicPbDYqP3d8F6rc7HIlORo074RWm8f+e+ty1xoC763L2MjidlNu6alJbFv9J34BIcUmTO5VJ79dOHJPu3B87yqjdiH5PtrdfqM+Yfj/phv9tOgyFICeQ95m8OipZd5Xg/z36YF73guH8+vW7V+s2635dRtax3zd1shv/0/uNW7LzhwoY1sWZb4tq9Go9LbsxJ7FVKtr3JbVatIDnTaPMwdXF4knl/NH1uHhW5Xazfvpl+83jvfcoZX4BNYzPEkvLSmOxNsRRscMadiV29HnuB1dGG/SnevcuHKY0IaF8Vaq1gx7pwpcPLbOaP6/84dXodPmEVijcOqJgodEFHV670KyMpIIqtnaZNnjds2gzoP4tMKfKzfz0OTBmWsanB2U1K1S2EPNwRbqVbHkQqTGqGdTBWcFFZyNkxVnI/KoGWiJq2NheTV/C7zclJy5ZvqZUFSgt5I6VSw5Eq4mJ39UpaUF2JiZbaOGv74DwO0UfcqsVn79Hr+nbTi1byX+Res38f6uGc4d2ciGBV9SL6wX3ctwzSBEWUnPKFFu+/bto1WrVoC+d0xwcDA//vgjVapUYc+ePXz77bcm2yiVSjp16sTy5csZOlR/cRMVFWUy+XVYWBht2rTBzs7O7JC+sLAwbG1tWbt2rUkiBfTzJL3xxhtMmDDBqNzV1ZWlS5fy66+/Mnv2bGJjY3FxcSEkJISJEycaDVdbunQpS5cuNdq+VatWzJkzp2wVVE5t2rTB39+f2bNnG+ZrysjIMNRxUfv378fT05PAwECWL1/OzJkz+d///kdiYiI6nY4uXbowdepU7OzsDNs0bNiQ3377jVmzZvHnn3+iUCgICQlh7ty5hITck1wp8toWCAoKYvNm4wv/Ag+ivv8NodVr0LJVG/6aO4fUlBR8fH3ZuX0rd+/c4fU3CmP9/ruvOX/uLOs2Fj6+etyYl6lbrwHBwVVwdHIiLjaWbVs3kZen4fkRowzrXbl8iWnfTcXJyZl69eqze9cOoxhq1KiFt8+/8zjdAgFjhmLl4oytrz655tWzPbZ++ov8qFnz0aTdXy8McypXrUedpt3Ysux7MtMSqVAxgJP7V5OcEEf/Fz83rLf0l0lEXjrGlPnhhrKcrHQObl0AQPTVUwAc2vY3tvZO2Do406Kzvm24Hn6UdQu+pHaTLnhUDCAvT03U5RNcOL4Nv6Da1G/Z677Owb9KPWo27saOFd+TmZaEu1dlzhxcTUpiLL1HFJ7Dqt/fIfryMT7+45LRORzZoT+HmKv6pzYd3fE3tvbO2No70azjc/cVW6Uq9ajdtBtb8+vXvWIAp/Lrt++owtiW/6qv3y/+Mq7fQ9uM6/fw9vz6tXcmLL9+YyLOsvzXSdg7ulKlZnPOHFxHUZWrNcDdq5JJXDUbd2PHyu/JTL+nzl4oUmdz9HX20ZzCOmvS/llO7lvGwh9fJazrSCwsLDm0dS6OzhUI6zrC6DizJvekZuOuuFTwJSX+Jsd3L8LOwYWewz4xWm//xl+5G3sVv+C6KJWWXD61nYgLB2jf939GvaqKqhJSmyYtOrFi/kzSU5Lw8qnEgV3rSbwbx8jXPjCs99sPH3L5wkn+XH3cUPbdJ68TfyeW7n2HcyX8NFfCTxuWubi6U6u+/ovvpfMn+Pv3b2jcoiMVfSqj0ai5evEUJw7vIrBqTVq0NZ5jr7yCQurQKKwzq/6eQXpqEp7elTi8ex0J8bcYNuZjw3p/zpjMlQsn+GVFYZzTPx9Dwp2bdOnzAtfCT3OtyDk4u7pTs17ZhtEXJ7BaXRo078LaRT+SnqaP7cietSTGxzHk1cLXb/7M97h28TgzlhZ+Qc7OSmfPJv2Q7+uX9e/dvZsXYefghJ2DE2276Xv71m7cDp9KVdm84meSEuIIrFaXhNsx7N28CGc3T8I69CtzvEEhdWkY1oU1C6eTnpaEV35dJsbH8VyRupw3YzJXLx7np+VnCuPNTGf3pkUARFw6DcDuTYuxz4+3XffCJ3pN+3AkwSF18fSuTFpKAvu3ryA3J4vR784o89xM+na3K5uX/kBmWhIVKlbmxL41JCfEMeClIu3uz+9y/dIxvl5w0ahuD279G4CoK/o26+C2v7Gzd8bO3smQcAqpY9rjPDtL36MkuHoT/IPLfhMgqFpdGhTUbWoSnt6VDe+FoaM/Nqz318z3uXrxOLOWnS08ZmY6uzfr6/b6Jf17Yc/mRdg56OMtWrfffziCoJB6ePpUIi0lkQPbluvrdlLxdesXXI8ajbuxc6Vp+/9UkbZszZx3iL5yjA9+L2zLGrd/llN7l7H4x1dpnt+WHd6mb8ua39OWzf6gJzUad8XF3ZeUhJucyG/LetzTljVsO4hT+5az6e/PSLoThbO7D+cOrSUlMY7B42bjG1SP0Ibd2LdmGlnpibh5BXD+8CrSEmPp9twXhv1snPcOMVeP8vZPlw1lDdoM4eyBZaz46RWadBqJ0sKS4zvm4uBUgSYdRxrWs7Sypm3fiWz66x0WTRtKraZPk5Ycx4ld8/Gv2phq9Qt7m/4yuT3VG/XAwy8ES0trYiNOEn5iA17+NajX2nSI7JNyzXAmQkPU7TwGd7SloruKzGwdLetYoVTC5qPG826N6aO/xv7sr8Ibq9tPqKhX1ZIxfezYd1aNtRW0b2BNXEIeR8ILk1FuTgqe72rL+UgN6Vk6vCsoaVHLilsJWqMJy53sFbw1yJ6TVzWGXllhoQp83BTcStERl3/ftFKVetRu0o2ty78nIz2RCl6F1wx9RhpfM0RdOsbn88xfM9y455rBzt6Z5vn1e7PINUNwGa8ZhCgrha68sw0LIR5L06dP588//+TPP/+kfv36jzqch+ZKxA2z5SqVigXz57J75w4yMtIJDArmuWHP07BRE8M6774zwSQZtXDBXxw7doTbt26RnZ2Fi6srtWvX4ZmBQwgsMqxx+7Yt/Pi9aeK1wBvj36JT564m5VerP7g5pdpf3YF9oL/ZZTurdiA7Ova+j5F7INykTK3KZduK6Zw+sJbsrDS8K4XSuf/rhNQtTGT++sVwkwvL5PhYpr5p/hHyrh6+vPO9PqGXeOcGO1b/RPSVk6SnxKPT6ajgVYnaTbvSpsdIs5NTG+JVl61rtVqdy65VP3L20DqyM1OpWCmUDn1fp2rtwju7f349zCQZlZxwkx8nmj8Hlwq+jP9mZ5mOD2Blaf7jV63KZfuK6Zw+uJacrDQqVgqlc7/XqVakfn//crhJMio5PpZvJxRfv29P09fvyX2rWPHbe8XG1f+lL2nYuq9JeVaWip2rfuTc4cI6a9/HuM7mTh1mkowCSEu6zZbFU4i4eACdVktg9aZ0HfQu7hWN53VZ8cub3Lh2isy0BOwd3Qip34H2T4/Dwdl4nrcrZ3azd91PxN+KQKfVUtE/hOZdRlCrSeHd/sAKpslYtSqXlQt/5tCejWRmpFMpsCp9h4ymToPCRMxX779skowa0adxsfUVWqshk774FdAP5Vuz9DeuXjxNanICOsDL24/GYR3p3nc4NrZ2xe5HlVe2+4NqVS5rFs3iyN6NZGWm4R9Qjd6Dx1KrQWHvhe8+HGWSjHqlf/1i9xlSqxETPi37DRdVnvk5/tSqXDYsmcmxfevJykzDt3IITw16jRr1CxMdP348wiQZlXg3lo9fM9+zxN3Tl09mbTH8npWRyuYVv3Dh5D6SEuKwtXUgpE5zeg15HQ8v8+2hhdL8EBu1Kpd1i2dxdO8GsjLT8AuoRq/BY6lZJN7vPxxlkoxKvBvLB2PMJxbdPX35fPYmw+/L537D2WO7SUm6i62dAzXqhtHr2bF4VDQfK0B6jmmXCLUql63Lp3PqwDpDu9tlwDhCi7QLv3z+vEkyKik+1uzQOwA3D18m/bC92DiO713Fsl/fZ9ynS0tMRjnamPb80NftTI7ty6/byiE8dU/d/vDRSJNkVOLdWD4c291kf6Cv289+Krw5tmLuN5w9vstQt9XrhtFr8Gsl1u3tVGs06lx2ry7SlvmH0q7P61Qp0pb9NXWYSTIK9G3Z1iVTuJ7flgWENqWLmbZs5a9vElO0LavXgbZm2jKAzLREti//hqtn9D38vCvXoG3v16hSuzU5KgUadS771/3AxaPryMlKxdMvlFa93jDqibT4+2EmySiA9OTb7Fz+JVHhB9DptFSu1oz2A97Fzct0Tq3w4xs4svVXkm5fx8bemdAG3Wjz9HjDcD6ALX9PJvb6KdKTb6FRq3B29yWkQRfCur2Kta0j7k6mf2uP8zXDvqOFCSU7G+jdwobawZZYWULMXS1rD+QSc9f4nD4Yrt9f0WQUgLe7kqdbWRPkY0FeHlyM1rBmv4qMbJ3RMZ7taEtARSX2tgpSM3ScvqZh23GV0eTlttbQv40NAd4WODsoUCogSwU3EnRcvgVFv72rVbnsWFnkmsE/lE79X6danSLXDFOGmySjkuNj+e6t4uv3re8KrxlW/l78NUO/F81fMzzT/MkdgHWxb8dHHYJZNVftKH2lJ4wko4T4f2TFihWkp6czfPjw+34azpOiuGTU4+pBJqMeBnPJqMdZWZNRj4PiklGPK9UTVLdgPhn1OCtrMupxUFwy6nFVXDLqcWUuGfU4M5eMelzdTi39abqPkxzVk9XumktGPc6KJqMedy0aP7g5/h4GSUY9eP8fk1FPzpWPEI/Yzz//zC+//GJ2WaNGjfj9998fckSm+vfv/6hDEEIIIYQQQgghSiTJKCHKaPDgwXTvbr7reNEn2gkhhBBCCCGEePIo/iOjSx4HkowSooxcXV1xdXV91GEIIYQQQgghhBBPNEn7CSGEEEIIIYQQQoiHRnpGCSGEEEIIIYQQ4j9PoXyyHhzwJJOeUUIIIYQQQgghhBDioZFklBBCCCGEEEIIIYR4aGSYnhBCCCGEEEIIIf7zZJjewyM9o4QQQgghhBBCCCHEQyPJKCGEEEIIIYQQQgjx0MgwPSGEEEIIIYQQQvznyTC9h0d6RgkhhBBCCCGEEEKIh0aSUUIIIYQQQgghhBDioZFhekIIIYQQQgghhPjPUyilv87DIjUthBBCCCGEEEIIIR4aSUYJIYQQQgghhBBCiIdGhukJIZ5o0RkVH3UI5ZJ7IPxRh1AuNi1rPOoQyqVyC/dHHUKZVX+23aMOoVy+sv3kUYdQLh08rj3qEMrFKT36UYdQZje9Gj3qEMpl+iqnRx1CuTi5POoIymey6sNHHUKZJXYd9ahDKJeKZzc/6hDKZbn16486hHLp3tr6UYdQZrdTpA/Jw6K0kKfpPSzyrhZCCCGEEEIIIYQQD40ko4QQQgghhBBCCCHEQyPD9IQQQgghhBBCCPGfp1DKML2HRXpGCSGEEEIIIYQQQoiHRpJRQgghhBBCCCGEEOKhkWF6QgghhBBCCCGE+M9TKKW/zsMiNS2EEEIIIYQQQgghHhpJRgkhhBBCCCGEEEKIh0aG6QkhhBBCCCGEEOI/T56m9/BIzyghhBBCCCGEEEII8dBIMkoIIYQQQgghhBBCPDQyTE8IIYQQQgghhBD/eTJM7+GRnlFCCCGEEEIIIYQQ4qGRZJQQQgghhBBCCCGEeGhkmJ4QQgghhBBCCCH+8xRK6a/zsEgySgjx/5JarWLDklkc3bee7Iw0fAOq8dTgcdSoG1bidnfiItm/dRlR184RExmORq3ik5mbqODlZ3oMVS47N8zn2N71JMbHYe/gTHBoPXo8MxqfSlXLHKtGrWLbiumcOrCW7Mw0vCuF0mXA61Sr07LE7eJvRXJkx2JiIs4SF30RjVrFxGnbcfM0jXX9gilEXjpGckIcGnUurh6+1G3WndY9RmBj61DmWP8pCwd7gieMwrVpPVyb1MHa3ZUzoyZx869V//qxFVZW+I58iQpdumHp5ExWxDXi5vxC2vFjpW7r1qET3s8+h11AIHnZWaQc2E/sL7PQpKYa1rHy9MKjx1O4hrXExt8fXZ6WnMjrxM2fS/qJ0o9xL5Umj58PhbMh/AbpOSqqerowpkVNmgdULNP2Wy/fZOGpa1yNT8XSQkmwuxOjW9SkaWUvwzrpuWr+OHKJXRFx3E3Pxs3ehmaVvXipeQ18nO1LPYatNXRtZEHNACVWFnAzQcemY3ncStKVKUZPF+je1JIALwV5WrhyU8vGo3lk5Rau4+oIbw2wNrv9kj0azkVqDb/7eShoWFWJv4cCb3cFFkoFty+ZbqdSq/lj4VK27tpPemYGVQIqM+q5QTSpX7fEePceOsrazdu5Hh1DWno6ri7O1AypygvPPkNwQCWjdbOyc5jz9xL2HDxCSmoaPt5e9H+qG326dylT3ZRGpdYwe9VWNhw8SXpmNtUq+TCmXxea1w4pcbufV23j1zXbTcqtLS05/PsXDyQ2tVrF3/PnsXvndjIy0gkMDGbo8BE0aNioxO0OHdzP5o3riI6KIi0tDRcXF0Kr1+DZocMJCAwyrJeWlsr2rZs5euQwN2NukJenwc+/Ek/36U/rtu3/cdx2Ngr6tLGlXjUrrK0URN/SsHJ3DjF380rdNsDbgua1rQn0tsDP0wILCwVjv00xWc/VSUGL2tbUCrbCy02JVgtxiVo2H8rh8g1Nsfu3tdb/rdQKtMDaEmLitWw4rCEusYx/a64KnmpuSaC3krw8uBSjZcNhNZk5puu6Oyno0tiSqn5KbKwgNVPH2etath4vjO+rl2zNHGUqAJqYK+Ss/R3Ib8eOXGLDpRjSc9RU9XBmTFgNmhdph0qy9UosC09HcDUhDUulQt+OhdWgaSVPwzqJWTn8H3vnHR5V8TXgd3ez6b33HhIgEHov0ouAIAooiAJ2QAVU7F3sgtixUQWkSO+9d0JN6Om992z9/thkN5vdNETU7zfv8+wDO3dm7rmTe8/OnHvOma8PX+ZQQiZlChXBrg5M6hDBgAjT38CGUCiVLF6yjF1791FSUkJIcDCPTRxP+7Zt62136MhRNm/dxq2ERIqr7t2oqEgeefghQoKDTOqXlZWxbMVKDhw6TF5uHo5OjjSPiuLlmTOwtrZqstxG16BS8+3OE2w+e4Wi8koivN2YNrAzXSMCGm4MbDt/jWWHznM1Ixe5TEqopwtTB3amc5h/o2VQKRXsWz+fC0fXU1FWhKd/JH1GPk9oy/rnMwBF+ZnsWPkRNy8dRqvVEBzVmYFjX8XFw1j+ksIc9qz5gmsX9qOoKMXdJ4zuQ5+kRYfBZvu9dGILx3ctIivlKlKZBR6+Ydwz8gVCmncxW1+pVLBl5Tc15o/NGDZuGlGtu9Urv27++AeJNeaP73yzrc75497NSzh5YKN+/hgSGcPQB5+td/6oUio4sOErLhyrGl+/SHqPfIHQFo0b311/zOHmZd34BkV2ZsCY10zGt6KsmMNbvudK7C6K8zOwdXAjpHlXeg6bhpObr0m/l09u4cTuRWSlXEEqs8DdJ5x7Rj4PveufbwsEIML0BALB/1OWfvsGezYvoWOPoYyeNBupVMb3H03lRvyZetvdunqefVt/p6K8FG+/0HrrLpz/Cpv/+I6Ilh14cNJsegx4gOtxp/nijUfIy05rtKyrFrzKoW2LaNNtOMMnvIZUKmXhF0+TcOV0ve2SrsVyZMdSKitK8fANq7duyq2LBEd2oP/90xg24VVCm3di/6af+O2zJ9FoNPW2vRNYurvQ7M1p2EeFUnz+yt9+vpoEv/oGXmMeIm/nDpK+ngsaDeGffIl9q/oNEB73jSLs7fdRFxWR/N18cjZtwLVvf5p9+TUSS4ORxLlHL7wffoSK1BRSf15A+uLfkNraEvnlfNyG3Ntked/ZcZqlZ64xJCqAF++JQSaR8Ny6I5xNzWmw7Y9HL/PalhN42dsws3crnu3Wggh3J7JLDCtPjVbL1DWHWHX+Jn3CfHmpTwyDIgPYdS2VySv3UapQ1nsOCfBIPwtah0o5Fqdm+2k1dtYwZbAFbg4NX5+jLTw+RI6bg4SdZ9Qcvqimmb+USYMskJmZlZy7qWbVAZXRJznL+J6N9JfSPkLXOK+47nN/9NX3/LF+CwN6d2f6448ilUqZ/d4nnL9sxnJVg5uJyTjY2/HA8MHMeHoy9w0ewLVbCTz94utcv5Wor6dWa3jpnTms37qTe7p3YdrjEwn082XuD7+yZNWdMby+/fMfLNt+kCFd2vLi+BFIpRKem/sbZ6/ealT71yaO4v0nx+o/7zz+4B2RC2Del5+x/s/V9O7Tl8efehapTMp7b7/G5UsX6m2XmHALe3sHht83iqenPseQe4dz88Z1Zs2Yxq2bN/T1rsTFsXTxbzg4ODBm3HgmTJyMlZU1n33yIb8vXXRbMkuAZ+63o2NzSw6crWTd/nIcbKU8P9YeD+eGp8ktQ+V0a2WJFsgprFuXxoTLGdDJmuwCDRsPVbD1WAXWcnhujD1dos0bXSXAY4MsaRMu4+hlFVtOqLC3kfDkMEvcHBtOsOtoB09V1d1+UsWBCyqiAqRMGWpp8qz5uEqYPsoSHzcJBy+o2HBExbkbGmrbplfsVZh8FOcOAqBOvqav986usyw9e4MhkQG82LuVTo9tOMbZtNwG5f7xWDyvbTul02M9o3m2a3MTPVZSqWTKqkPsuZ7O/dHBvNCjJXZyC17ZeoqtV1IaPEdtPv9yHmvWrafvPb155snHkUmlvPH2e1y8dLnedgkJidjb2zNqxHCmPfs0w4YO4caNmzw3cxY3bho/k6Wlpcx8+VW279xFn969mD71GUYOH45SoUCprF/vNoY3V+1m6aFzDG3TjJeH90AmlTBt4WbOJKQ32Pb7XSd4ZcVOvJ3tefHe7kwd0JkIbzeyCkubJMOG317h+M6FtOoynEHjdPOZ5fOfIula/fMZRUUpSz6fSNKVk/QY+hS9R0wnIymOxZ8+QllJvr5eZXkJiz4ZT9yZHbTrPZb+D76MpbUta354gQvHN5r0u3/916z9aRaOrj4MGDubPqOex9M/kuKCzDplMcwf762aP0obOX88x/5Gzh8XzX+FzX98S3jLjjww6RW6D3iAG3Gn+fKNCfXOHzcu1I1vdOfhDBj7OhKpjJXznyT52ql6z6eoKGXZFxNJunqS7kOeotfw58hMimPJ5xOMxler0fD7vEmc3r+cyDb9GTjuTVp2upe409tY9Mk4KitKjPo9sOFr/vx5Jo4u3vR/8BV63/cCnv7NKM6ve3wFgpoIzyiB4G/glVde4c8/dQsPuVyOj48P9913H08//TQbNmxgzpw5nDpl+sMRGRnJt99+S//+/UlJSaFfv376Y05OTjRr1owXXniBDh066Mu1Wi1//PEHq1ev5vr168hkMgIDAxkxYgRjx47FxsaGr7/+ml27drF+/Xqj81WfY926dTRv3tzo2JQpUzhy5AgrV66kdWvjRXteXh5fffUV+/fvJycnp+pNYBTPPvss7dvr3oD37duX1NRUk2ucNWsWTz75JAA7d+7kp59+4saNG2g0Gnx9fenWrRuvv/56U4bbhITrFzh9ZBsjJ8yk/4jHAOjcazgfzrqfdUvnMuuDJXW2bdXhHj5beBhrGzt2bVhISoL5RWpBXibnTuym3/BHGfXILH15WFQ75r/3OLHHd9N32CMNypp84zznj21hyLiX6HXvZADa9riPea+OYOuKz3nm7eV1tm3erg9v/3gCKxs7Dmz+lfTEuDrrPv3mMpMyN89Atiz/lJSb5wkMb9OgrH+FyvQsdvl3pzIzB6f20fQ4tuZvPV81dlEtcOs3kOTvviZz5e8A5G7fSsvfluH/9DTipz5ptp3EwgK/J56mOPYsV2c9py8vuXiBiI8/x2PYCLLWrgag+OxpLowZaeQtlb3hT1r8shi/yU+Qu3Vzo+W9mJHH9ispPN8zmokddJ4u97YIZMziXcw/eJHfxt1TZ9sL6Xn8dCyeGb1bMb5dRL31LmXmM7tPDGPaGIyYwa72vLvjDMeTsugbXrdnQctgKUFeUpbvVXIpUeedceGWhhn3y+nbVsaqA/V7k/RuLUNuAd9tVFK9zknJ0TJpkJy24VJOXTVe0Kflajl3s36D6fF4NQcuqFGpYVhnGR5OMpM6cVevs+fgEZ55bDzjRg0HYFCfXkya/hI/LFzGd5++X2f/j40bbVJ278A+PDB5Kuu37mTWs48DcODYCS7GX+Xl6U9xb3+dp87IIQN56+MvWfzHWoYN6IuLs1O911IfF28ms/34OV4YO5SJQ3oDMKxbOx58Yy5f/bGFhW9MbbCPfh1b4eJw570hr16J5+D+vUya8iSjRo8BoG+/gUx75nEW/voTn34xv8624x421ZUDBg1l8sRxbN28kWenvwBAQFAQP/y0CE8vg5fg0GEjePO1l1mzagX3PzAGa2ubJsndNlJOmJ8FP28o5exVnUHgzBUlb09x4N7u1izcXFZv+4Oxlew8UYFSBWP62eDlanrvAVxNUvHGgiJKyw0eTYfOKXh1ogPDullz7KLCpE10qJRgbylLdym4WOUJeOGmmhfHWDGgvQUr9tZvwOjTxgJLOXz9p8LwrGVpefxeS9o3k3EiXvesSoCxfeRkF2hZsFmBqp5HOPa66bM4ursVWq0G1dVYAC5m5LP9airP92jJxHY6L497owIYs2wv8w9d4rcxvers/0J6Hj+duMKMntGMb1v3S5a1FxNILizl+1Hd9N5SD7QO4bE/DjD34EX6h/siN2fdNkP8lavsO3CQJyZP4sHRowAY0K8vTz47jZ9/Xci8Lz6ts+2Eh8eZlA0ZNICHH53Mpi1beX7as/ryXxYuJisri2/nz8XH21tfPvZBU/3SVC4kZ7Lt/HVmDunKo7103lzD20Yyet4K5m09wuJn6j7H+aQMftxzillDu/NIj5i/JMOlE1vo/+BLdB00BYDW3Ubyw1vD2b36Mya9uqLOtqf2LicvM5Epr6/CN6QVAOGtevHD28M5tuM3+t4/E4DT+1eSl5XIhFkL9Z5NHe55iF/njGXXH5/Sov0gZBY6427KjVgObPqOAQ/OpsvAxxp1DQnXL3DmyFZGTphFv6r5Y6deI5gzaxTrl37JzA+W1tm2VYc+fLpwANY2duxucP64i37DH2Ok0fyxPV+/N4XY47voO2yiSbvUW+e5fHIz/R54mS4Dq8a360gWvDOM3Ws+57FX6h7f0/t+Jy8rgUmvrcI3WDenD4vuyYJ3h3N852/0GTWz6hyxpCdcYNBDb9Ghz3h9ezevEDYteo1bcUeJajtAV/dmLAc3f0v/B16h84DH6jz3fxGxm97dQ3hGCQR/Ez179uTQoUNs376dSZMm8c033/DLL780uZ+FCxdy6NAhli5diqenJ0899RQ5OQYPiZdeeok5c+bQr18/Fi1axLp163j22WfZvXs3hw8fvi3Z09LSOHPmDOPHj2fNGlOjwfTp04mLi+Pjjz9m+/btfP/993Tq1ImCggKjes899xyHDh0y+kyYMAGAo0ePMmPGDAYOHMiqVatYu3YtM2bMQKWqO1yhscQe24lUKqN7/wf0ZXJLK7r2HcWtq+fIz8mos62dvRPWNg0v1CrKdQsUByc3o3JHFw/9+RrDxRPbkUpldOo7xkjWjr1Hk3Q9loLcut9o2to7Y9UIWeuiOpyvvKweV5I7hEahpDKzYc+eO43LPX3QqlRkb1ynL9MqFORs2Yh9dCvkHuZDRmxCQrFwcCRvr3FYU+HRw6jLSnHtO0BfVpFwy8gQBaBVKik8dgRLTy+kNg2HvVWz+2oqMomE+1sZQpOsLGTcFx3M+fQ8MorrXhj/fuY6bnbWPNQ2HK1WS5nC/LNU7fnkamscbuNup/tubWF+MV1NyyAJxeVaLicaFtVllXAxQUPzAKlZ7ybj9lKuJGuo+cL9RrqW7EItrYLNN5ZbUG+/pRXUu4AG2HfkODKplOGDDEZ+K0tLhg7ow6Ur18jKbtr96eLkhLWVJSWlhgs5f0m3+OjX0zico2/PbigUSg6dqP/tdUPsOnkBmVTK/fd01pdZWcoZ2asj568nkZFb0HAnWi0l5RVotY0L82oshw8dQCqVMqiGN6ClpSUDBg4mPu4y2dlZTerP2dkZKysrSksNb+K9vX2MDFEAEomELl27oVQqyUhv2AOkNm2bySkq1RB71WDYKSnXcuaKktbhchp4HCgu06JsxM9Weq7GyBAFunv20i0lLo66sLjatAqRUVym5VKNkNTSCjh/U02LoIaftehgGfFJxs/a9TQN2QUaWoUaGkf4S/F2lbLrjAqVGuQykDRyLSaTgkVoNOrUW2hLdXpw9/U0nR5raQhTs7KQcV+LQM5n5JNRXF5nf7/H3sTNzoqH2oTWq8fOpuXhYmNpFLYnlUjoH+FHblklpxvhSVrNwcOHkUqlDB0ySF9maWnJoIEDuBwfT1Z2dqP7AsO9W1M3lJSUsGPXboYOHoSPtzdKpRLFHfCGqmbXxRvIpBJGd2qpL7OSWzCqY3POJWWSUVD37/zSw+dxt7dlfLfWujGvvD25dl28gUQqo12vsfoyC7kVbXqOJuVGLIV5dT+fcae34xvcSm+IAnD3CSWkeRcun9ymL0u6dgpbB1ejEDuJVEqLjoMpKcwm8YohNP74rsXYO7rTuf9EtFotioqGvbyq54/dTOaP99/B+aNODtP5ozsAlpbmQmEh/vQ2JFIZbXsaj29MjwdIvXmWovrG98x2fIJb6Q1RAO4+YYREdSXu1FZ9WWW5Tt/aORrLZu9UNbeVG+a2J3Ytwt7RnU79Gj++AkFthGeUQPA3YWlpiYeHTnk//PDD7Nq1iz179jB27NgGWhrj7OyMh4cHHh4ePPXUU2zevJlz587Rr18/tmzZwsaNG/XeVNX4+/vTr18/SkpK6um5btauXUufPn146KGHGDt2LK+++irW1rofx6KiIk6dOsWSJUvo1KkTAH5+fibeUwB2dnb6MajNnj17aNu2LY8//ri+LCQkxOg6bpfkW/F4+gRhY2tvVB4cHg1ASkI8Lu7e5po2Gg8vf5zdvNizaTFevsH4h0RRmJ/NuqVzcfP0o31387kLapOWGIe7dzDWNsay+ofpJmTpifE4u/n8JVmrUatVVJQVo1YpyUi5xo7VX2FlbUdAaKuGG/9HsY1oRkVKMpoyYyNOadxl/fFCM4vk6jA8TWWlyTFNZSU2Ec10q7V6FvRyVzfU5eVoKs0kZ6mDK9mFBLrYY19rZRrt7QLA1axCvB3MG7dOJGcR4+PGirM3+Pl4PIUVCtxsrZjSOYqxNTygmnu5YCOX8f3Ryzhaywl2dSC5oISvDl6kpZeLUW4pc/i4SUnL1VL7ylNytHSMlODuKCGzwPy4ONiCvY2EVDP5blJzNDTzM11d920jY0hHCzRaLWm5WnadUXM9remGlGs3E/D39cHO1nj8mkfoxubarUQ8Pdzr7aO4pBS1Wk1ufgGrN26htKycdjHR+uNKlRKZVIqFhfH0ytpKN4G/ev0W/IXUUVeSUgn0dsfexnix0jI0oOp4Gt5uzvX2MfzlTyirUGBjZck97Voyc9y9uDk1Ir6yAW7euI6fnz+2tsaLsWaRUQDcunkDjzqMv9WUlJSgVqvIz8tjw/q1lJWV0bpN/Tl7APLzdWEmjk5N9zrz95SRnKk2uZ8T0tX0iJHg6SIlLefvC2V2tJVSqdRizubi6yYhNUdjIltytpbOzSW4O0nIzDf/LDjagoOthJRsU9mTs7VEBhietfCq506tgWkjLfH3kKJSa7mUoGHdYSXlpmpQT1SgFIm1NaqrZ/VlV7ILCXS2q1uPZRfi7WDeg+1EcjYxPq6siL3JzyevGvRYx2aMjTGEPinUaqzMWAqrjelxWQWNzk91/cZN/P38THRDVDOdd+qNm7fwrGMuU01JSQkqtZr8/HzWrttAWVkZbWMM86KLl+NQKBT4+vrw3pyPOXL0GFqtluZRkUx/5mnCwuoP62qI+LQcgtydsbc2DvmM9tcZb+PTc/F2Nv+cn7iRQkygN78fOc9Pe09TUFaBu4Mtj9/Tnoe6NX5+EJ+Wg5tXMFa15jN+IbpxyEyKw8nVdD6j1WjITLlCmx6m3lu+Ia25eekwlRUlWFnbo1YpkMtNjTVyS939lJ54SZ+fKiHuKP7hbTmxewkHN39PeUkB9k4e9Lj3KTr2nWD2GlJuxZmdPwbd0fljQNX8cRGeNeaP65d+iZunH+3qmD9mJseZHd9qA1NGchyOdYxvVsoVYrqbjq9PSCtuXj6kH1+foGjkVrbsX/8VNnZOuHqFkp+VyJ41n+ET3IqQ5oYXLQnxR/ELa8vJPYs5tPl7yksLsHP0oPvQp+scX4GgNsIYJRDcJaysrEw8h5pCRUUF69atA3ShfwAbN26s04AjkUhwcGj6AkOr1bJ27VreeustwsLCCAwMZNu2bYwcORIAW1tbbG1t2bVrF23atMHS0nyui4bw8PBg06ZNXL16lWbN6k+821SKCrL1b5hqUu21VJjftLec5pBZyHl81pcs/OoVfvzUEMYVENqCWR8swdbOsVH9FBdk4+BsOsmtLisqaJo3QX2k3rrI9+8+pP/u4RPCxJnfYWvvfMfO8W9D7uqGMtc0R4kyV/fWXO5m3vhQmZKMVqPBPrq1UZidVUAgchdXAGQODqiLisy2t/Lzx6XXPeTt2wNNyMmVU1qh91CqSXVZdql5j4KiCgUF5Qpi03I5mZzNE12i8HawZePlRD7dew4LqYTRrXWLHRcbKz4a2okPdp3lmTWH9H10DfLk02FdsGhgFxkHG0jMMF0AF5fpyhxsIbOgrrY6d4sSMw5exWVgay1BJtUtirVauJaq4XKShqJSLa4OErq3lDGxvwVL96i4mtI0g1Refj5urs4m5W4uugVybl6+ybHaPPvymySl6vJ52FhbM3HMKH04HkCAny9qjYbLV67RukWUvrw6J1V2Xl6TZK5NTkEx7mYMRx5VZdkF5u9HAEc7G8b260br8EAsLSw4c/UWq/Yc5dLNZJa+M93EwNVU8vPzcHF1MymvLssz8xzW5qWZ00lNSQbAxsaGMePGM2DgkHrbFBcXsWP7Flq0bIWrmfM3hJOdlOspppagolLdc+tk//cZozycpcREyDl7VWnWru1gK+FWhum5q581R7u6jVEOthKjurXb29V41tyr8k893E/O1WQN+2IV+LhJuaeNDCc7S37YaBpCWE2bMBlalRLVjfP6sjr1mK3OKJttLns6VXqsQkFseh4nU7J5onMU3vY2bIxL4tP9F7CQShndKhiAIBd7TiRnk15UZrTpQmxVTqqa+aUaIi8/H1dXF5Py6rLcRjy3z816iZQUXWoCGxsbHh43hsEDDR60qVV649dFi/Hx9uHlWTMoLS1l6e8rePm1N1jw/Te4ubo2WubaZBeX4W7mRUV1WXaRea+VovIK8ksriE3M4MSNVJ7u1wFvZwfWn47n440HsZBJebBzS7Ntzclg72Ka7Lzaq6a40Px8pry0ELVKoa9XE4fqtgVZWHnb4+YVwq3LRynITcXZzRBOnlSVM6k6F1R5aSFlJfkkXz9DQtwxeo2YiqOrL+cOr2Xb7x8glVnQvrdpiGVRQY5+rlgTw/zxr8/JZBZypsyay6KvZrPg0+n68oDQFsz8YGmd88eSwmyzY1RdVlLHfLG8tKDO8a3Z1srbHlsHV0Y9MZctS95g2ZeP6euFtuzB6KfmI5VZVPWpG9+U62dIjD9Gz+HTcHT14dzhtexY8T4ymQUTzYzvfwWxm97dQxijBIK/Ga1Wy9GjR41C1JrCuHHjkEqllJeXo9VqadmyJV276naoSExMJCQkpIEedFy9epW2tXaFMRemceTIEcrLy+nRowcAI0aMYM2aNXpjlIWFBR9//DFvvvkmK1asoEWLFnTq1ImhQ4cSFRVl1Nfnn3/OV199ZVT2008/0aFDByZMmMCpU6cYPnw4fn5+xMTE0L17d0aMGHHbBq5qlIpKLOSmfVS7FysVjZ+k1oetnSP+wZG07TqQkIjWZGcksWPdL/zy5SymvbGgUaF6SmUlMgvT+Iw7LSuAp184U2b/gqKynMRrZ7l+6SiV/8/dqiVWVmiVpgspjUJXJrUy/zdSFRaSv3c3boOHUpGYQP7B/Vh6eBD43Ew0SiVSuRyplRXmIsOkVlaEvfshmspKUn/8rknyVqjUWJqJvbGU6d72V6rML4rLquKECisUfDS0EwMjdQuC/s38GLt4F78cv6I3RgG42FoR6enEWN9QQt0cuZpVyKJTV3lnx2k+HdbZ7DmqkcvAnBjVYXLyemYW8ipHhobaqxVQWAqLdtY0EmiJvaHhuVFyhnS04GpK00JJKhUKvSG/JpaWcv3xhpj93NOUlZWTlpnJ1t37qVQo0Gg0SKsmrv17dWfxyjV88vUPvPDUZPx9vDkZe551W3cAoKhs+Bz1X4MSSzMDXF1WWU/y+YcH9jD63q9jK6JDA3j9xxWs2n2UScNufzc6AEVlpfnxlVePbz3uNVU8P+MlyspKychIZ/fO7ShqjW9tNBoNX3z6EaUlpTz1zLTbkltuYT7Eszr0Tm7x9+QOkVvAlOG2KFVa1h8wb2SWy8zLpn9W6gkhrL5NGvOsVT0CpGRrWLlPdw9dTNCgUGkZ0klOuK+U62mmHVnJdZ5R6sTLUOO3qk49ZlGtx8zH1JYpdeWFFQo+GtyBgc10xob+Eb6MXbaXX05e0RujRrUMYs2FBGZvPcmsXq1wtbFi57VU9t5I18vQWBSVdeiGqnmEwoyHbG1efOF5ysrKSM/IYMeu3Sgqje/d8grd31iChE/nvI+Njc6TJzwslOdnvcyGTVuYNPH2vUkqlSr970RNrKpukso6YkmrQ/IKyir45KEBDG6tyzc4IDqM0V+t4Ke9pxptjKpUqrC2MJ17WVTNZ1R16AClUnfvWDSibdueD3J6/0rW/DCDgWNfwc7RncunthJ/RhdSr6yqp6jUvfEoLyng/ie/pGWnoQC0aD+IH94ZwaFNP5g1RikVFViYuRfkVfeCshF6rDHo5o9RtO06kOCI1mRnJLNz3c/1zh+Vigp9Pqya6MdIaX6+qFLqZDY7vhZVc02l4bpsHVzxCmhBhz7tcPcNJzM5nmPbf2bjwlcZ/bQu95+yenxLCxj1xFxadNSNb/N2g1nw7nAObfke3vrvGqMEdw9hjBII/ib27dtH27ZtUSqVaLVahg0bxvTp09m2bVvDjWswd+5cQkNDuXbtGp999hkff/yxftLUlJwfISEhfP/990ZlmZmZPPKIceLYNWvWMHToUH2YybBhw/jss89ISkoiMDAQgEGDBnHPPfdw6tQpYmNjOXjwID///DMffPAB999/v76vKVOmGH0H8KrK92Fra8uCBQtISkri+PHjxMbG8sknn7B48WJWrlypn6jdDnJLK1RmDBDVP7byOuLxm0J5WTFz33qM/iMeo9/wR/XlgWEt+eqdyRzbt46eAxsOyZTLrVCrTBeQd1LWaqxt7AmP1rlYt2jfj9gjm1gydxrT31+DT1BUA63/m2grK5GYMUxK6wnDqybxi0+QWFkRMPU5AqbqvN9yd2ylMi0Vl9590JSbWUBKpYS+/T7WQcFce3mm3gOrsVhbyFCoTRd9CrVuYWVlYX5RXh2uYiGV0K/GtuZSiYQBkf78eDRO70GQUlDKU6sO8t7gDvq694T54uNoyzs7TnP4VgbdQ7xBKkNiZXgO7a11+WqUajAnRnXETH35c6rWmrfdvlwBZ65p6N1ahqMtFNWfW9oIK0tLsztWKaoMOFaNMIJHRxm8OPv17MbEqbrks89O0ulRNxdn5rz+Eh/O/ZYX354DgJ2tDc89MYmPvvoOm7/ofWRlKUdhZoCqy6wsTRdR9TGka1vmrtjM8cvX/7IxytLKyvz4KqvHt2HjfFTzFvr/9+rVh2ef1m3qMPnxp8zWX/D9N5w5fZIZs2YTElr/jqIyKdhZGxuWist1+Z7M5YWqNuYoVXc2txboInwnD7PD203Gd2tKKSnX4mhrkM3OpsazZkY2/bNSj72l+jZpzLNW3c+5G8Ydxl5XM6STnCAvCdfNbPAVHSJDbiGhvEaIHtSjx1TVesy8Fa1av1lIJfQLN2whL5VIGBDhx4/H40kvLsPHwZYIdyc+HNSBOXvPMXmVbjc/N1srZvWK5qO957G1bPwSx9KqDt1QNY+wrOOlRU1aNDf8ht7TqxePP61LXP7k47p7uPr+79K5o9H8pnlUFN5eXlyOq3sDksZgJbfQ/07UpLLqj2tVx1uC6nILmZQB0YZnSCqVMKh1ON/vOkl6QTE+dYT41e5LpTKde+mNIXXogOqwu8a09QqIZNQTn7Fl6Tss/PhhQOfdM2jca2xZ+g6W1rZGfUplcpp3MOQCk0iltOw4hP3rv6YwNw1PR2NvIbmlNSoz94Ky6l5obD7Q+igvK2beW4/Sb8SkWvPHFsyvZ/4ot7RGXd8YmQlf1JVXGavMtVVVzTWr6uRnJ7Psi4mMmPQJUe114xbZpj/Obn5sXPgK1y/sJ7xVb32fUplcXw+q83cN4cCGr0lLS8PX1xfBP8uyZcv45ZdfyM7OJioqijfffNNsapVqFi5cyPLly0lPT8fFxYVBgwYxa9YsrBqhB28HYYwSCP4mOnfuzDvvvINcLsfT01Nv3LG3t6e8vNzkbW9RVbiPvb1xLLiPjw/BwcEEBwejUqmYNm0amzZtwtLSkuDgYG7evNkoeeRyOUFBQUZlslpv0QoKCti5cycqlYrlyw27uKnVatasWcOMGTP0ZVZWVnTv3p3u3bszdepUXn/9db7++msj45OLi4vJOWsTGBhIYGAgDz74IE8//TSDBw9my5YtjB59+7vLODp7UJhn6q5cVBWe52TGBbupxB7bRXFhLq063GNUHtGiA9Y29tyMj22UMcrB2YMiM27fxQU6WR2dG5fz4nZo2WEAMJtzx7b8vzVGKfNykbub/r2rw/PqMxapS0u58fpsLD29sPT2QZGZgSIzg6hvF6DMz0NtJidb8Euv4tS1O7c+eIfis/VvZW0OdztrskpMjVw5VWEtHnbmjbRO1pZYyaTYW8mR1doFxtVGN4EorlTggy50T6FW0zPEOO9F7zBdrolzabl0D/FG5h2IzQjDboOvAJ+vVlBcDva2pt4ihrCguq+vuCqBs72ZtFcOtlBWocXMGtaIwlJdHzZWEorMhCDVhauLCzm5puE2uVX5htzMhOnUh4O9PW1bt2Tn/sN6YxRATMvmLP9xPjcTk6iorCQsOEgf5uPv+9fyv7k7O5CVbxqKl12oS07s4dy48OCaeLk6UVTaBKteHbi4uJJn5nnKz9OFTbm6NS2Ezt7Bgdat27B/726zxqjlyxazZfMGHp30OH36DTDTgzGhfha8MNb49/XNBUUUlmpwsjO12DhWlRWW3PkQvfEDbYgOs2Dh5jKuJquICDCV7ZPllRSXafWhrTWpftaKSuu+/w1hs+bbl9Z41qr7qZ1XvDqazsbKvHdYm3Ap5ZVa1AnGhpQ69ViZbuHrYSaEDxrQY7Y6Y3FxhRKfKrtI/whfeod6czWnEI1GS5SnM6dSdPdgoLPxeNaHq4sLuWZ0Q15etW5oWvicg4M9bWJas2fffr0xys1N14ezs7NJfWdnp9vO8VmNh4MtWWZC8XKqFLKHo/nE2k421lhZyHCwsUJWywPR1V73e1NUXtkoY5SHgy3XC03TIJRUlTk41bFhiJ0TMgtLfb2aFFe3rTEXatFhMJFt+pKZfAWNRo1PUAsSrpwAwM0rWN+nhdwKa1tHpFLjua6dg04XlZcVAcbzA0dn9wbmj399Tlb3/LFj1fzxrNn5o72Thz4MsSbV42Zfx3zRxs65zvGt3fb8kbWolJWEtzZ+ORER0xeAlBtnCG/VGxs7ZyzkVljZmI6vbdX4FhUV/XeNUY3dweFfzpYtW/joo4949913iYmJYdGiRUyZMoVt27bhZuY3eePGjXzxxRfMmTOHtm3bkpCQwCuvvIJEIuHVV1/9W2QUAZECwd+EjY0NQUFB+Pr6GiWzDQkJQaVSEVfrLdilS5f0x+ti8ODByGQyfv9dt0X98OHDSUhIYNeuXSZ1tVotxcVN2yVt48aNeHt7s379etatW6f/vPLKK6xduxa1mbdu1YSHh1NW9tcWNP7+/lhbW1NuzuOkKf0ER5KVnkh5mfHkLuHaharjf93wUlSoW2BpauUD0mq1aDRq1JrGhQj4BDUnJyOBinJjWZOr8m/8nUYitUqBVquhovzv303vn6Ls2jWs/QOQ1kpMa9eiZdXxqw32ocjKpOR8LIrMDGT29tg2i6TotOmuaP5PT8N96DCSv/mKvN07b0veZh5OJOWXUFJrN6OLGbqFUjNP8wmapRIJzTydKShXoKxlzanOz+JSZZTKK6tAqwV1Lc9KVdW9rNLoytU56ZRv/Fn/+W27kpJyyMjT4usmofZUzd9dgkKpJaeovgWybqcyPzfTiZ6fu5T0vIaNS64OuralFU3zWIkICSIlLZ3SWnrq8tXr+uNNpbJSSakZQ45MJiUiNJhWzSOxtbHm1LmLAHSokez8dmgW4EtSRg4l5cbhGBdvJAEQGdi0ib9WqyUtJx9nh9vflbOa0LAwUlNTKCszXhBfuaLLl9WQ55I5FAoFpWWmC+zNG9ezfNliRoy8n9EPNi4UJCVLzfw/Sow+RaUaUrLUBHjJTO7nYB8ZlUotWfl31hg1qrc1XVtZsWZvOafjlWZl+3mzguJyXcJ+P3epiWwBHlXPWmHdz0BR1bPm72E61Q/wkJCea7iu1BxdP061DFfV3lolZp41BxsI85FyMUENtX7vmnk4kVRQakaP5euPm0MqkdDMw6kBPWbswSiXSWnp5UIrH1fkMiknknWL684BjX/pFBYaSkpqqoluiL9ypep449Ih1KSy1r0bEa67/80ZvXLz8nC6jeT7NYn0cScxp4CSCmPvlwvJOuNFlI95Y7BUKiHSx5380nKUtUIbs6tcT13qeAliTobczAT9jmzVpN48B4BXYHOz7SRSKZ7+zUhPuGhyLO3mOVw8ArCyNjYuyiws8Q1phX9YG2QWlty6fBSAkOZd9X16BURRWpxn4k1UXJVbyc7B9AWEf3DU3z5/LNbPH43Hu3r+WLu8Gq+AKLPjm3ZLN77eAfWMr18z0hPNje95nN0N41talIsWLdpaMmjUKiOZdePbnLIS0/Gtzl3l4tK0FzyCO89vv/3GmDFjGD16NOHh4bz77rtYW1ub3Skd4OzZs7Rr147hw4fj7+9Pjx49GDZsGOfPnzdb/04gjFECwV0mIiKCHj168Nprr3H06FGSk5M5cOAA7777LkOHDtWHsZlDIpHwyCOPsGDBAsrLyxkyZAhDhw5l1qxZ/PDDD1y4cIHU1FT27t3LY489xvHjx5sk2+rVqxk0aBDNmjUz+jzwwAPk5+dz8OBB8vPzmThxIuvXryc+Pp7k5GS2bt3Kzz//TL9+/Yz6Ky0tJTs72+hT/fbv66+/5tNPP+X48eMkJydz+fJlXnvtNVQqFd26dTMnXqNp22UAGo2aw7tW68uUSgXH9q0nOKKVfieUvJx0MlJv3dY5PH10C9fTh7calV84tQ9FZTkBjZywRHcciEaj5sSeP/RlKqWC0wfWEhDWWr+TXkFOGllpjfOCq015aZHZUMCT+3Tj4x/y1xbI/2by9+9BYmGBx/CR+jKJXI77kHspuXQRZdVOepaeXlgHNmyM8HvyGSQyGZmrVhiVe40bj/dD40lfspCsNX/U0bph+kX4odZqWXvBcF8qVGo2XEok2ttFv5NeelEZt/KMjYgDm/mj1mrZeDlRX1apUrM1PplQVwc8qt5yB7o4oAV2Xk01ar8tPgWAKE/nqhNXoE69of/cSNeiUutyyTjYSGgRZFi42lpBdLCU+BSNkWeTq4PuU5NLiRoiA6Q41bAPhvpI8HCScDHR0NjWjEe4gy20i5CSnqfBjONFvfTu1hm1RsPG7bv1ZQqlkq2799OiWbh+J73M7BwSU4zHJr+g0KS/9Mwszpy/SGR4/btgFRQWsXztBsKCA2kf89d2ruzfsRVqjYa1+wy6XaFUseHQKaJDA/Q76aXn5nMrzfjtfn6RqefFqj3HyC8upVuryL8kF0C37r3QaDRsr5HwX6lUsHvndppFRul30svOyiQlOcmobUGBafL4zMwMzsWeJTzceIOLg/v38tOP39K7Tz+mPPFMo+Urr9RyJUll9FGp4exVJY52Uto0M4Q42tlIaBcp58INpVHOJncnKe5Otz917t/Riv4drdl2rIJ9ZwwLuNqyXU/T6J61W2ocbCW0DDGc09YKWofKiEuq/axJ9Ibaai7eUhMVKMWphq0xzFeKh7OUC7cMjS8nqlGqtLSPNDbKdYzUeTxcTzE1yMWEyZBKJcReNz3WL9xHp8cuGXSRQqVmw+Ukor1c9DvppReb0WNVOnBjnOEe0emxFCM9Zo6kghLWXEigZ7AXQS6N94zq2b0bGo2GLVu3G+RVKtm+azdRkc30O+llZWWTlJxi1DbfzMY0GZmZxMaeIyI8XF8W4O9PaEgIR44dp7DQ4N146sxZsrNzaNe2TaPlNUf/6DDUGi1rTlwyXINKzfrT8bQK8NLvpJdeUMytLOPnbVDrcNQaLRvOXNGXVSpVbIm9SqinC551eFWZk0GrUXPmwEp9mUqp4NzhP/ELjdHvpFeYm0ZOuvF8pnn7QaQlXCAt4YK+LCfjJrfij9O8ff27E+dmJnB6/woiWt+Dm7fBcNiy41C0GjXnjqyrIU8lF49vxN03HAdn0/l2m6r545Fa88fj+9YRHNG61vzx9uZk1fPHM4eN03ZcOLUXRWV5nQavqHaD0WrUnD1Ya3yPrMU3JEa/k55ufG8Yt20/iPRa45ubcZOEK8do3sEwvq5ewaDVcvm08dz20slNAHgHGEKpW3QYglaj5vzRdTXkqRpfn/B61zOCvx+FQsGlS5eM1lRSqZRu3bpx9uxZs23atm3LpUuX9Man5ORk9u/fT+/evf82OUWYnkDwDzB37lzmz5/PW2+9RVZWFt7e3vTv359nn322wbajRo1i3rx5LF26lCeeeIIvvviClStXsmbNGn744QdkMhlBQUGMHDlSn4S8MVy8eJH4+Hjef/99k2MODg507dqV1atX061bN72rZ1JSEiqVCm9vb32YXU3mz5/P/PnzjcrGjh3Le++9R8eOHfn999+ZPXs2OTk5ODk50bx5c3755RdCQ//aFsfBEa1p22UgG5bPp6QoD3fvQE7s30Budhrjn35HX2/xN69z/fIpvvnDYPEvLytm/1ZdiOLNKzplvX/bcmztHLGxc6D3YN1udK063INPQBjb1vxIXk66PoH5gW0rcHTxoGvfUY2SNTA8hladBrN91VxKi3Jx8wrizKF15OekMfrxD/T1/vjxFW7Fn+SjJQaPuoqyYo7sWApA4jWdrEd3LsPa1gFrO0e6DRivu464E2xcOofojgNx9wpCrVaScOU0l07txC8kmjbdhzd1iG+LoGfHI3dyxNpXtyj1vLcP1n66iV3Ct0tQmVks/1VK4y6Tt3c3fk8+g9zFhYrUFNwHDcXS24eET+bo64W89hYObdtxqndXfZn3w49gExJKadwltGo1zj164dSpC6k//UBZvOHv4NyzNwHPTKMiOYnyxARcBwwykqHo1AlU+Q3v1AbQyseV/hF+fHP4EvlllQQ427PpciJpRWW8NaC9vt7b209xOiWH0zMMYbH3tw5h3cUEPtkTS1J+Cd4OtmyJSyKjqIy59xmua3iLQJacusqc3We5klVAmJsj8VkFrLuYQJibI33C6/euuZSoISlLw/09LPB0VlNaAZ2jpEgksOes8dvUSYN0C/wvVhuMoQfOq4kOljJ5sJyjl9VYyqFHtIyMPA1nrhkWtoM7yHB1kHAjXUNxGTjbS+gYKcXSAracMD6Psx20CdMt2P3cdctpOzfdRFitVFBRlE+LyAju6d6FBUtWkF9YhJ+PF9v3HCAjK5vZ0w1hYHPmfUvsxTj2rzcYHCc99zLtYloSHhKMg70dKWkZbNm1F5VaxVMTH6Imz732Li0jI/Dz8SavoICN23dTXlHBR2+8XGci7sbSKiyQAR1b8c3qbeQVlRLg5camQ6dJz8nnrckP6Ou9teAPTl+5yZmFn+jL7n3xYwZ0ak2EvzeWcjmx1xLYfvwckYG+jL6n/qT1jSEyqjnde/Ri8cJfKCgowMfXlz27dpKVmcH052fp68394hMuXjjPhi0Gj97pzz5BTExbQkLDsXewJy01lV07tqJWq3h00uP6elevxDP3i09xcHAkJqYt+/buNpKhefMWePs0zTvs7FUlN9NUTBhsi7dbBSXlWnq1sUIikbD5sLEH2nNjdAaOt34yGBNcHSV0aqHz1gn00hlvBnep8kIs0nDisu7ejwmXM6q3DZl5ajJy1XRsbpzfKz5RZbLz3YVbGhIzNTzYS46Xs4rSCujSQoZEAjtPG+cOe+JenQyfrDDkwdsbq6JVqIwn7rXkyCU1lhbQq7UF6bkaTl0xPEMl5bq6AzvImTREzuUEDT5uEjpGyYi9riYlx9Qzqk24jMJSLTfNJDZv5e1K/3BfvjlyuUqP2bEpLpm04jLe6t9GX+/tHWc4nZrL6efu05fd3yqYdZcS+WTfeZIKSvF2sGFLfDIZxeXMHW58nz6wZDf9I/zwdrAhraiM1Rdu4Wgt57W+MSYy1UfzqEh69ejOr4sWU1BYgK+PDzt37yEzM4uZzxt2O/v0y7mcv3CRHZs36MuemjqdtjExhIWGYG9vT2paGtt27EKlVjPlsUeNzvP0E1N45Y23mPHybO4dPJjSslLW/rkefz8/hg+tf9fIhmgd6MXAVmHM336cvNJyAtyc2HjmCmn5xbwz2hBy9cYfuzl1K41zHxnmmw90bsnaU3HM2XCAxJwCvJ3t2XT2KukFxcyfOLRJMjTvMJg9a+dSWpSHq2cg546soyA3lWGPGeYz63+ZTeLVk7z5c7y+rEOfhzh7YBUrvnqaLoMmI5NZcGznQuwd3egyaJLReb5/816adxiEk6svBTkpnN63HBs7J4Y+8q5RvXa9x3L24Gq2LnufvMwEHF19uHB0AwW5aYybbpxDtRrD/PEriovy8PAO4HjV/PHhpw39L/nmNa5fPsXXfxiMO7r5oy5yoXr+eGDbcmzsHKrmj7ocV9Ed7sEnIJxta34gLyeN4IjW5GQkc2Db8qr5o3Gu1Wr8QmNo3n4we9d+SWlRLi6eQVw4+ieFOakMm/ihvt6G32aTdPUEry8wGBfb3/MwsQdX8cfXT9F5oG58j+9ciJ2jG50HTDb8DbuN4tiOX9m69C0yky7j7htBRtIlYg+txsM3gsi2ht272/YaR+yh1Wz7/T3yMm/h6OrLhWPrKcxLY8xU8+P7X0Ei/e+H6eXn56NWq03C8dzc3OpM8TJ8+HDy8/N5+OGH0Wq1qFQqxo0bZ7K+u5NItE3JgCwQCAT/Mnaeq2N3FkUlm1Z+w8mDmykrLcIvsBn3jp1Kizbd9XXmvTPZxBiVm5XK29PMTwpdPXx571vDm6yykiK2rvmRS2cOkJeTjrW1HZGtOjP84edw9zTd3higuNI0wbBSUcnONfOJPbyB8rIivAMiGTD6OZq1NhgTF3w40cQYlZ+dyqcz+5v0B+Ds7svsubqFWm5mErvXfUfi1TMUF2Sj1Wpx8wwgutMgeg2drE/4aQ6r7ubdvm+HPtd2Yxtsflz2hPelPDHV7LGm4NXNNLeHxNISv8lP4jpwEBb2DpTfvEHqLwsoOmnwLomc962JMcqpSzd8Hp2MTVAwSKWU37xO5h8ryN+3x6h/38em4FtjwVybK88/S3Gs6VuoqIfuMVu/UqXm+yOX2RKXRHGlkgh3J57u1oJuwYa3jE+uOmBijAJdCN5XBy9y8GYG5UoVzTyceKqrcVuArJJyfjhymVPJ2WSVVuBkbUnPEG+m9mipD+erzcfWhom4taXOWNQ8UIpcBqm5WraeVJOWazylmPWAqTEKwNNZwpCOMoI8Jag1cCVFw9aTamru+N46RErHSCkeThJsrKBCAQmZWvadU5uE84V4S5gy2HzybkVZMXlJulC8SoWCX5f9wY79hygpKSU0OJApD4+hUzvD4vX51981MUb9tnwVR0+dJS0jk7LyClycHGndsjkTHhhJWHCg0fm++WUxh0+cIic3H1tbGzrEtGLK+DH4etf/ltghP7He49VUKpR8t3YHW4+epai0nIgAb565f6CRd9MTH/1oYox6/9fVnLueSGZeIZVKFT7uzvRr34opw/tiV8ffvC5SPNubLVcoFCxb8hv79uympKSY4JBQxj/yGO3ad9TXeW32TBNj1O9LF3Hq5HEy0tMpLy/DydmZltGteXDMQwSHGF5O7N65na/mflanXM/PeIl+tYzBAPP/rD/fjY2VhFG9rYkJlyOXS0jMUPPnvnKSMo2Nnu89ocvJVdMYZS7fUzVXk1V8tVJnZB/azZp7u9WdwH7eyhKuJesMTA5Ohno2ljC0swUtgmXIZZCSrWXzcaU+tK6a2eN0f8OaxigATxcJw7pYEOwlRa2B+CQNm48rzXoWdm0ho1tLGS4OEkrK4fRVNbvPqNDUWim4O0l4cYwVB8+r2HxcxRuKt0z6qlSp+f5YPFvik6v0mCNPd2lOtyBDXpsn1xwyMUYB5JVV8tXhSxy8lUG5Uk0zdyee6hJl1BbgtW2niE3LI6+sEmcbS3qFevN05yhczblVVpE7aIrZcoVCwcIly9izdx/FJSWEhgTz6ITxdGjfTl/nxVdeMzFGLV72OydOniI9PYOy8nKcnZ1o1bIlD419kJDgYJPznDkby6Kly7hx8xZWVlZ07tiBxyc9hmsdOeu8zjd+05tKpYpvd55gc+xVisorifB2Y+qATnRvZtBRUxasMzFGAeSWlDFv61H2xyVQrlQR6ePOM/07GrVtDCucn2Lfuq+4cGwj5aWFePlHcs/I5wiL7qmvs/jTR0yMUQBFeRnsWPkRNy8fRqvREBTZiYFjX8XVy9hree2CmSRfP0tpUQ629i40i+lL7/umY+doGopYWpTLrtWfce2czuvIO7A5vUdM08vj6WgmWbmiks0rv+HkwU2UlRbhG9iMYWOn0bzG/PGrdyaZGKNys1J5Z5p5Ly5XD1/e/dbgeVdWUsi2NT9y6cxB8nLSsLa2o1mrLvXOHzMKLFEpK9m/fh4Xjm2koqwQT/9Iet/3PGEtDeO75PNHTIxRAEX5GexcOYdblw+j1WoIjOzMgDGv4uoZVKteJgc2fEXileMUF2RiY+dMeOs+9Bk5A1sH4zlWaVEue9Z8xrXze1FUluEV0JxeI6YT1rInE/8+Z5q/ndTnG875+k/g99XKhitVkZmZSa9evVixYoXRbuqffvopJ0+eZNWqVSZtjh8/zsyZM3nhhRdo3bo1SUlJfPjhhzz44INMnTr1jlxDbYQxSiAQ/Kepyxj1b8WcMerfzJ00Rt0NzBmj/q3UZYz6t1LTGPVfYFqXSw1X+hfRWGPUv4G6jFH/VhoyRv3bqGmM+i9gzhj1b6UuY9S/laYYo/4NrPZ47p8WoUmYM0b9W8koaHjH138Twhh152mKMUqhUNCmTRvmz59P//6GF9ezZ8+mqKjIZId1gIcffpiYmBhmz56tL1u/fj1vvfUWZ8+e/cve3eYQOaMEAoFAIBAIBAKBQCAQ/M8jkUr/lZ+mYGlpScuWLTl69Ki+TKPRcPToUSNPqZpUVFSYGJyqd17/u/yXRM4ogUAgEAgEAoFAIBAIBIL/J0yaNInZs2cTHR1N69atWbRoEeXl5dx/vy7Fw8svv4yXlxezZunyOvbp04fffvuNFi1a6MP0vvrqK/r06aM3St1phDFKIBAIBAKBQCAQCAQCgeD/CUOHDiUvL4/58+eTnZ1N8+bN+fnnn3F31+0enJ6ebuQJ9cwzzyCRSJg3bx6ZmZm4urrSp08fZsyY8bfJKIxRAoFAIBAIBAKBQCAQCP7n+f+wm141EyZMYMKECWaPLVmyxOi7hYUF06ZNY9q0aXdDNEDkjBIIBAKBQCAQCAQCgUAgENxFhDFKIBAIBAKBQCAQCAQCgUBw1xBhegKBQCAQCAQCgUAgEAj+52nqznWC20eMtEAgEAgEAoFAIBAIBAKB4K4hjFECgUAgEAgEAoFAIBAIBIK7hgjTEwgEAoFAIBAIBAKBQPA/z/+n3fT+7QjPKIFAIBAIBAKBQCAQCAQCwV1DGKMEAoFAIBAIBAKBQCAQCAR3DRGmJxAIBAKBQCAQCAQCgeB/HhGmd/cQnlECgUAgEAgEAoFAIBAIBIK7hjBGCQQCgUAgEAgEAoFAIBAI7hoiTE8gEAgEAoFAIBAIBAKBQCr8de4WwhglEAj+0yjV/60fjErlfysOPbCb6z8tQpPIPJL3T4vQaJx/ffKfFqFJWB77bz1radLAf1qEJhGluPJPi9BoLuT4/dMiNAkbu4p/WoQmYWn533rWLEKj/2kRGk2FxPafFqFpWNv80xI0iZKy/9Ycx9bqv7MUVqj+aQkEgjvPf+vXTiAQCAQCgUAgEAgEAoFA8J/mv2MOFggEAoFAIBAIBAKBQCD4m5BI/lsefv9lhGeUQCAQCAQCgUAgEAgEAoHgriGMUQKBQCAQCAQCgUAgEAgEgruGCNMTCAQCgUAgEAgEAoFA8D+PROymd9cQIy0QCAQCgUAgEAgEAoFAILhrCGOUQCAQCAQCgUAgEAgEAoHgriHC9AQCgUAgEAgEAoFAIBD8zyORit307hbCM0ogEAgEAoFAIBAIBAKBQHDXEMYogUAgEAgEAoFAIBAIBALBXUOE6QkEAoFAIBAIBAKBQCAQiN307hpipAUCgUAgEAgEAoFAIBAIBHcNYYwSCAQCgUAgEAgEAoFAIBDcNUSYnkAgEAgEAoFAIBAIBIL/ecRuencPYYwSCAT/L1EpFWxd9Q2nDm6kvLQIn8BmDB0zncjW3eptl5V2i8O7/iDp+nlSEuJQKRW8OX87rh5+ZutXlJeyY+0PnDu+g8L8LOwdXAiKiGH8s3OwtLL5y9ewd918zh1ZT0VZEV7+kfS9/3nCWnavt11O+k1O7VtJys1zpCdeRq1S8Pynu3Bx9/9L8lQjkcvxnfwEbgMHY+HgSNmN66T98iNFp0422Nalb3+8H5qATVAw6vIyCg4fIvXHb1EVFurryD08cR86DOeu3bHy90er1lBx6yZpSxZSfLrhc9wJZHa2hM6agnOnGJw7tsLS1ZlzU14hZfGff/u5lUoFS5YsYe+e3ZSUlBAcHMLEiY/Stl27etsdOXKYrVs2k5CQQFFRMU5OTkRFRfHw+AkEBwcb1V2w4EcuXjhPZmYmSqUSD09PevXsxf2jH8DGpuH71koO/dtKiQqQILeAtBwtO85oyMhv3DW6O8LA9lICPSSoNXAtTcuO0xrKKg117G105/B1k+BgA1ot5BbByasazt/SGvXn5gDtI6T4uUvwcQULmYSLN6UoVBqjekqlglXLfuLg3u2UlhQRGBzOmAlP0rptp3rlPXFkH0cP7ubmtTgK8nNx8/Cibcdu3D92Enb2Dib1y8tKWbtyIccP7SE/LwcHRycioqJ5dsZbWFlbN26QAIVSxfcb9rDp2HmKy8qJ8PNi6sh+dGkRVm+7Hzbs5cdN+0zKLS0sOP7dm/rvGXmFrD98hoMXrpGUlYtMIiXMz5PHh/Zq8BzmUCkV7Fo7n9jDGygvLcI7IJIBDzxHeHT9Ois7/RYn9qwg5cZ50hIvo1IqePGLXbiY0bubl33ErfiTFOSkoVJW4uzmS6vOQ+gxdBJW1nYNymhtCcO6WhIdIsPSApKyNGw8oiA1R9tgWwBPZwkjulsS4iNFrYa4RDUbjigorTCu52ALgzpa0sxfioOthMJSLZcS1Ow+rTS6zzs3l9GumQWezlJsrKCoVEtClpZ9sWoKSsFaDgM7yGgeKEUug9QcLdtOqUnPa5y87k4wpKMFgZ66Z+1qioZtJ9VGMtSmdYiUB3pZUKnU8uHvSpPjEqBDpJQOzaS4O0qw0I5FU5yH6toptCU6JaBQqvh20wE2n7hAUVkFEX6eTBvem67NQ+uV9/tNB/hhy0GTcksLGSfnv2JUFvPsh2b7eO6+PkwZVP9vfW2USgXLlixi355dlJQUExwcyviJk2jbrn297Y4eOcS2LRtJTEigqKgIJycnIqOa89D4iQQFh+jrFRUVsmvHNk4cP0ZKchJqtQo//wDuGzmanr37NElWAIVKxbdbj7D51GWKyiuJ8HFn2tDudI0Mrrfd99uO8MP2oybllhYyTn72gv77+hMXeWv59jr7mTNhKPe2b95oeVVKBUe3fEXcyfVUlBfh4RtJt3tfICiqft0AUFKQyb61c0i6chitRoN/RGd63/8azu4BRvXmPhdptn334bPoNODJJsm6c818ztbQYwMfeI6IVg3rseO7V5BcQ4+9/KV5PbZpqU6P5VfrMXdfWnceQs8G9JhKqeDwpq+4dGI9lWVFePhF0mP4CwQ3b3gciwsy2bt6Dglxh9FqNQQ260yfB0zHEaC0KIdDm+Zz88JeyksLsHP0ICiyC4MfmVNn/3/Mn0Ri/BHa9h5P/7FvNSiPQADCGCUQCP6f8vv3r3PuxE56D5mAu3cQJ/evY8GnzzL1jV8Jjap7UZ9w7RwHty3D2z8ML99QUhPj66xbXlbMN+89RmFuJl37PYC7VyAlxfncjD+NSqn4y8aodb+8wuXTO+gyYCKunkHEHv6TZfOe4tGXFhHUrO4JcvKNWI7vWoKHbxgevmFkJMX9JTlqE/zqG7j07kvWqpVUpCbjPvhewj/5kqsvTKXkwvk623ncN4qgmS9TdOokyd/Nx9LDE8/RY7CLjCLumcfRKhQAOPfohffDj1Bw6AA527YgkclwGzSEyC/nc+vjD8jduvmOXo85LN1daPbmNMoSUyk+fwW3ezr/7ees5ssvv+DwoUPcN3Ikvr5+7Nq1k7fffpOPPv6Eli2j62yXkJCAvb0DI+4biaOjI/n5+ezcsYOZM57n8y/mEhpqWAReu3qFli2j6T9gIJaWlty4cYNVq/4gNvYsn3z6OdIGknc+3EeGlzMcidMZkDpESHl0gIyftqrJK67/+hxs4NEBMiqVsOecBksL6NpciqeTjJ+3q9FU2Y9srcDRVkJckpbCUi0yKYR6SxjZTYa7o4Y95wyGJn8PCZ0iJWQXQXYh+LiaP/f38z7gxOG9DBkxFm9ff/bv3sKn787ijQ+/IaplTJ0y//TNJ7i4udPjnkG4eXiRnHiDHZvWEHvqKB/NW4illZW+bllpCe+9OpXcnCz6Db4PLx9/igvzib90DqVKgRWNN0a9tfBPdp++zMP9uxDo6caGI7FMn7+UBbMeo21EUIPtXxs/DFsrS/332n/XfbHxLNx2mHvaRjG8awxqjYZNR8/xzLzFvPPoSO7r3rbRsgKs+elVLp7cQbeBE3HzDuLswT9Z9MXTTHllIcGR9eis67Ec3bEUT78wPHzCSK9HZ6XevEhwZAfcegZiIbckLTGOA5t/4salozz++pJ6710JMGWoFb7uUvbFKikth27RFjxznzXzVleQU1i/gcfJTsKzI62pUGjZelyJpRzuiZHj7WbN/DUVqKtuSUsLmD7KGku5hCOXVBSUaPB1k9I92oJwXxnzVldQfSY/dyl5RVouJygpq9Ti6iClS0sLIv2lfLdBydh7LPBykXD4kpqyCugUJWXSIAt+2KRs8FlztIUpg+VUKGDXGTVWcujWUoaXi4QFm1V6eWtiaaEzflUq6x6Lkd1ltA6VEntDw/F4Dfe6n0Nq74rE0lp/XW8u2ciuM/GM79uJQE8XNhw9z7RvV/LTCxNoF266+K3N6+MGG927sjr+rl2iQhjeuZVRWVSAd4P912bel59x5NABRoy8Hx9fP/bs2sF7b7/Ghx9/TouWrepsl5hwC3t7B4bfNwoHRycK8vPYtWMbs2ZM47Mv5hMSqjPqXomLY+ni32jfoRNjxo1HJpNx5PBBPvvkQ5KTk3h4wqNNkvfN37ex69w1xvduR6C7CxtOXmTagj/5aeqDtAtt+MXT6w/0x9ZKrv8uq+UJ0j7Unw/HDzFpt3T/aa6mZdM5IrBJ8u5Y9grXYrfT9p6JOHsEc/n4n6z74UkemL4Iv7AOdbZTVJay6uuJKCqK6TjgKWQyOWf2LWTV/AlMmL0OGzsXo/qBkd1p0ek+ozIP/xZNknXVAp0e6z5oIu5eQZw++CcLv3iaJ16tX48lXYvlSLUe8w0jPbFuPZZyS6fH2vcy6LH9m37i+qWjPFmPHtu65BWuntlO+74TcfEM5uLRP1nz7ZOMfWER/uH1jGNFKSvnTaSyvJjOg3TjeGrPQlZ8OYFHX1uHjb1hHIvy0vn9i4cAiOk5DgdnL0oKs0hPqHt+d/XsDtJuxdZ5XCCoC2GMEvxtpKenM3/+fA4ePEhBQQEeHh7069ePqVOn4uKiU3qPPPIIJ06c4Msvv+Tee+/Vt124cCGLFy9mz549AKxdu5ZXX33V5ByWlpZcuHChSeesed7aXLp0CQsLiwaP10fNtpaWlgQEBDB+/HjGjx8PwNdff82uXbtYv369UbuUlBT69evHunXraN68OcePH2fixIn64y4uLrRq1YoXX3yRyEjD2x+FQsGiRYvYuHEjiYmJWFtbExISwoMPPsiIESOQy+W88sorFBUV8d133xmds/ocJ0+exNHR0ejY4MGDSUlJYe/evXh4eBgdS05OZt68eRw/fpzCwkJcXFxo2bIlL774ImFhuolXTRlrUvNv/ccff7B06VKSk5ORyWT4+/szZMgQnnrqqXrHuCESr1/g7NGtjBg/iz7DJgHQsecIPn15JBt//4Ln31tWZ9uW7fsw55ejWNvYsXfTb/UaozYvn0d+Tjqz5vyBm6dh8tdvxJS/JD9Ays3zXDyxhQFjXqL7YF1/Md1H8t2bw9m56jMef31FnW0j2/TllW9OYGVjz+Ftv9xRY5RdVAvc+g0k+buvyVz5OwC527fS8rdl+D89jfip5t8+Siws8HviaYpjz3J11nP68pKLF4j4+HM8ho0ga+1qAIrPnubCmJFG3lLZG/6kxS+L8Zv8xF0xRlWmZ7HLvzuVmTk4tY+mx7E1f/s5Aa5cucKB/fuZPOVxRo9+AIB+/frz7DNP8euvv/DFF3PrbPvww+NNygYNGsyjEyewZfMmpk03jPtnn39pUtfHx4dffv6Jq1evEBVV9xvvFoESAjwkrDqgJi5Zt/S8nKhm6nAZvVtL+fOwmRVuDXpES7G0gJ+2qikq05Wl5mp4pJ+MNqESzlzX9ZlVAIt3qY3anryqZVxv6BQpYe95nbcUwJUULXFJahQq6Npcgo+rzOS8169e5uiBXYyfNI1h9z8MQM++Q3h52gR+X/gt7322oE6ZZ7z6IS1aGRuxQ8Kj+H7u+xzat52+g0boy5cv+p6crAzmzPsNT29fffmIBx6pd1xqc/FWCttPXmTGAwOZOFD31ntY1xgefOc75q3ZyaJXHm+wj/7tWuDiUPdb9o5RIWz5eIZRnQd6dWTc+9/z/YY9TTJGJd84z/ljWxg87iV6Dp0MQNvu9zH/tRFsX/k5T721vM62UW378OYPJ7CysePgll/rNUY9+aap/nbzCmTr8k9JuXmewPA2dbZtHSYjxEfG4u2VnL+pu7fO3VAx+2EbBnaU8/suRb3X2K+dBZYWMG91JQUlupsvOVPDUyOs6RAp43icrs+WITJcHaX8srmCuKTq50HnjTSwgxwfdwlpVZ5Yaw/W9jxScz0dnhkuZ1AHGYGeUlbsU3I5UVf/YoKG50fJ6dtGxuqDauqjVysZcgv4YZOSwlJdWUqOlscGymkTJuX0NdNntXdrnaH4VrqGqEDTBXHLICltw2Us36skLkkn0+DyeGpKciEhlW2nLjNzVD8eHdAFgOGdWzP6gwXM+3M3i196rF65AQa0a46LvW2D9YK8XBnWuW5jUWO4eiWeg/v3MmnKk4waPQaAvv0GMu2Zx1n46098+sX8OtuOe9j0uR4waCiTJ45j6+aNPDv9BQACgoL44adFeHp56esNHTaCN197mTWrVnD/A2Owtm7cC6wLielsO3uFmSN68WifjgAM79iC0Z8uYt7GAyx+/uEG+xgQE1Hv+Pq7O+Pv7mxUVqFQMmf1bjqGB+Lu2LAXYjUZiee5cmYzPe97mQ79dPOZFp1GsvijYRxc/znjZtY9nzl38HcKshN4aNYqvINaAxDcoieLPxrO6T2/0WP4TKP6Lp7BNO94n7muGkW1Hhsy7iV63Vulx3rcx7xXR7B1xec883bdeqx5uz68/aNOjx3Y/Gu9xqinzekxz0C21KPH0hPOE39qM71HvUynAbpxbNl5JL99MIz9f37O+JfqHsezB34nPyuBCS+vwidYN44hLXvy2wfDObn7N3rdZxjHHcvfQiqV8cjs1UZGqrpQKSvZt/ZjOg14nMOb6n5W/ktIJCKt9t1CjLTgbyE5OZnRo0eTmJjIl19+yY4dO3jnnXc4duwY48aNo6CgQF/XysqKefPmoVSauoLXxN7enkOHDhl99u7de1vnBBgzZoxJfzUNTQ0dr4/qtlu2bGHIkCG89957bNq0qVFta7Nt2zYOHTrEL7/8gkKh4KmnnkJR5UGiUCiYMmUKP/30E2PHjmXFihWsXr2a8ePHs3TpUq5fv35b5zx16hSVlZUMGjSIP/80DktSKpVMnjyZ4uJivvnmG7Zt28bcuXNp1qwZxcXGr2k/+ugjkzHs378/AKtXr2bOnDk88sgjrFu3juXLl/P4449TVlZ2WzLX5NzxHUilMrr2fVBfJre0ovM995Nw7Rz5uel1trWzd8LapuFJVnlpESf2r6Nr3wdw8/RHpVKiUta/kGkKl09tRyKV0b73WH2ZXG5Fu56jSbkRS2Fe3ddga++MlY39HZOlJi739EGrUpG9cZ2+TKtQkLNlI/bRrZB7eJptZxMSioWDI3l7dxmVFx49jLqsFNe+A/RlFQm3jAxRAFqlksJjR7D09EJq0/AC5a+iUSipzMz5289Tm8OHDiKVShkyxPBG2tLSkoEDBxEfF0d2dnaT+nN2dsbKyorS0tIG63p56hZJJSX1120eKKGkXKs3RAGUVcLlJC2R/hJkDcwsmgdIuJqq1RuiAG5laMkp0tIisOE8DQWlILfA6DwVClCo6m93/PBepFIZfQcbFiqWllbcM2A41+IvkpudWWfb2oYogI5degGQmpKgLystKWb/7s30HTwCT29fVEolytvUC7tOX0YmlXJ/T8ObeCu5nPt6tOX8zWQy8grraa1DC5SUV6DVmvdyCfP1NDFWWcot6N4qgsz8Ikor6onlqsWlk9uRSmV07DNGXya3tKJD79EkXY+loB69q9NZjV/c1sbZXRcGU1FWv6tQ61AZRWVaLtw0mE5KK+DcdRXRwbIG791WoRbEJar1hiiAa6kasgo0xIQb5gfWct19XFxu3L64VNdO2cC9WlBVz8dVQnG5lrhE42ftYoKGqABpg/K2CJJyNUWjN0QB3EzXklOoJTrYtLGrA3RtIWXbSRWaOhyjurWUkpKtIS5JiwTds1ibXWfikUkljO5hMGZayS0Y1TWGc7dSycgrql9wQKvVUlJeWee9W5MKhZLKhga1Hg4fOoBUKmXQEMNLUUtLSwYMHEx83GWys7Oa1J9B75boy7y9fYwMUQASiYQuXbuhVCrJSK/7+ajNrnNXdePbtbW+zEpuwajO0ZxLSCcjvxHjC5RUNG58q9l/6SallYomhecBXI3dhkQqo1U3w3zGQm5FdJcHSE84S3F+3dd+LXY7XoGt9IYoAFevMAKbdeXq2a1m26gUFaiUjdddNbl4QqfHOvU11mMd74Ieqw7nK69Dj105oxvHmB7G49iq6wOk3TpLUT3zwqtnt+Md1EpviAJw8w4jKLIrV84YxjE34wa3Lh2g44Ap2Ni7oFJWolbXvz47sfMntFotHfv/9Rexgv89hGeU4G/h3XffRS6X8+uvv2JdlR/D19eXFi1aMGDAAObOncu7774LwL333suePXv4448/9N5D5pBIJCYeOrd7TgBra+t6+2voeH3UbDt9+nQ2bdrEnj17GDZsWJP7cnNzw9HREQ8PDx599FGeeeYZbt68SVRUFIsWLeLUqVOsWbOGFi0MbsgBAQEMHjy4QQNfXaxZs4Zhw4bRsWNHPvzwQ5580uDtcv36dZKSkli4cCF+frofTj8/P9q3N3VdrpbbHHv27GHIkCE8+KDBYBQREXFb8tYmNSEOD58grG2NDTKB4a2qjl/Bxc3nL53j5pUzKJWVuHsF8tvcGVw8tQetVkNQRAwPTHoDv+Cov9R/RlIcbl7BWNcyKvmFtNYfd3L9a9dwO9hGNKMiJRlNLaNhadxl/fFCMxN3iaUu3EJTaTpB1FRWYhPRDCQSg6uLGeSubqjLy9FUVtRZ57/OjRs38PPzx9bWeELbrMrT8ObNGw3qpZKSEtRqFfl5+axb/ydlZWXEtGljUk+tVlNSUoJKpSIxMYHFSxZhY2Nbp1djNd4uErP5alJztbSPkOLmqPNqMoeDDdjbSEjPM/XISMvVEu5raoyykOkWvJYWEOQpoU2ohJQcUNXvFGJCws2r+PgFmIxteDOd7ky4dQ03Dy9zTc1SUJAHgIOjs77syuXzKBUKvHz8mfvRa5w6dhCtVkNEVDSTnp5FcGizRvcfn5xOoJcb9jbGYX3RwTovzCvJGXi7OtXbx/DX5lFWqcDGypI+baKY+eAg3BwbNlTnFpZgbSnH2lLeYN1q0hLjcPM21Vn+oTq9m54Uj/Nf1LvVqNUqKsqKUauUZKZcY9fqr7CyttOfqy583aWkZmuoffcmZ2no2lKCh7OEjDpyMTnaSXCwlZCcbXrvJmdqiAoyeOPdTFej0Wi5r7ucjUeVFJZo8XGT0K+9BRduqsguMD2HrRVIpeBsL2VwZ9303EouIT1XayJvao6WjpES3BwlZJnpC3Q5q+xtDB5YNUnJ0dDMz9QYNbSTBbcytFxL1RIdbNqnlRz83CWcvKKhf1sZnZtLsZJL0JSPQnX9DJqsRADiUzIJ8nTD3sbKqH10sG/V8Qy8XR1N+q/JvW99V3XvyunTOpIXR/cze+9uOHaePw6cRquFUG93nhjSnaEd6w5nNsfNG9fr0Lu63/FbN2/gUceLlmoMejePDevXUlZWRus2DXsW5ufrcmw5OtX/LNckPjWLIA8X7K1rjW+gd9XxbLxdGhjfD36mrFKJjaWcPq3CefG+3rjV40UJsOVMHNZyC/q1btpcLTslDhePYJOXZNUGpqyUOBxcTHWDVqMhJ+0KLbuMNjnmHdSKxPhDKCpKsLQ29Hv5+J+cO/Q7aLW4eoXRedAzRHUY3mhZ0xLjcDenx8Kq9Fji36PHMlKusaNKjwXUoceyUuJw9TQdx2oDU1ZKHI5m5oVajYbs1Cu06mo6jj7BrUiIM4xjYrwun5idgzsrv3qUpCvHkEhlBEd1Y8BD7+DkZhwCWpSXxvHtPzH4kTnILRsfgi4QVCOMUYI7TkFBAYcOHWLGjBl6o1A1Hh4eDB8+nK1bt/LOO+8AOo+nZ555hu+++45Ro0Zha9t0r4emnFMiufs7JFhZWd22Yaia4uJiNm/WhSfJ5boFwsaNG+nWrZuRIaoauVyur9cUSkpK2LZtG3/88QehoaGUlJRw6tQpOnTQxaK7uroilUrZvn07jz76KDKZaThMY3B3d+fkyZOkpqbqjVp3iqKCHBydTRfs1WVF+U17y2mO7IwkADavmIebVwAPPzuHirJitq/5nu8+mMzLn63HyeX2jJkAxYXZOJi5BnsnXVlxwV+/httB7uqGMjfXpFyZq/Mikru5m21XmZKMVqPBPrq1UZidVUAgchddgh+ZgwPqIvNvdK38/HHpdQ95+/agTyr0/5D8/DxcXU0THlWX5ZkZ+9rMmvkCKSkpANjY2DBu3EMMHDjIpN61a1eZNXOG/ru/vz9vvf02Dg6mCblr4mADSWZuv5Ly6uN1L5Dtq6JQanuMVLe3tdJ5VtXMZdM5UkK/tjUX+ho2HGv6PVCQl4Ozi5tJeXVZfm7TPOE2rl6KVCqjc3dD8uGMtGQAViz6AS8fP56d8SZlZSWsWf4rH7w+nc++XYaLq/lnpDY5hSV4OJkuvt2ryrIL6vZ+cLSzZmyfTsSEBiC3sODs9UT+2HuCi7dSWfb6kyYGrpokZeWy52wc/du3rDNPjzmKC8zrrOqy4jugd6tJvXWRH997SP/d3SeECTO+w9beud52jnYSbqab3jtFZVr98TqNUbYSo7q129tZG+7dzHwtq/crGNbNkufuN4z1yXgVq/aZ95R7c6INcgvdOUortGw+rqJ/OxnF5abnqy5ztK3P8GveOwuqnjVr42etmZ+EMF8J322oe67i4iBBKpEQHSxFo4Udp9VUKGB0TAXy6F4oY3ejyUsju7BEf5/WRH/vFpaYHKvG0daacb07EBPqh6WFBWeuJ7Fy/2kuJqaxfPZkIwNXm1B/BrZrjp+7M1kFxaw8cJpXf1tPSXklY3rVn3i8Jvn5ebi4muqG6rLG6N2XZk4nNUX3/NvY2DBm3HgGDDTNuVST4uIidmzfQouWrXA1c/66yC4qxd2MYa66LLuonvG1sWZcjzbEBPtiaSHjzM1UVh6K5WJSBstnjjcxcFVTWFrO4bgE+rQKw87a0myduigtysbOyVQ32Dl6VB03rxsqygpQqxT6eubalhRm4VpljPIJaUuztkNwcvOnpDCLcwd/Z+viF6ksLyamZ8Ohi9CwHiu6g3Ov1FsX+f5dgx7z8Alh4sy69VhpYR3j6GQYC3OUV49jPX+D6nHMz0oAYMfvb+Id1IrhU+ZSlJfOkS3f8Mf8STz2+gbkloZw0r1rPsYzoDnNO9xr0vd/GrGb3l1DGKMEd5zExES0Wq0+d1BtwsLCKCwsJC8vT1/28MMPs3jxYn777TemTp1qtl1xcTFt2xq/ZWrfvj0///xzk87p5qb7wV++fDmrV6/W1xk7diyvvGLYqaWh441BrVazadMmrly5wtixYxtuYIbevXsD6MPX+vbtq7/OxMREOnWqfxeoavbt22cyfmq1qWvBli1bCAoK0nspDR06lNWrV+uNUV5eXrzxxht89tlnfPPNN0RHR9O5c2dGjBhBQIBxUtKZM2eaGKs2b96Mr68v06ZNY/r06fTt25fg4GDatm1Lr169GDx4cIPJkxtCqajAQm46WaouUypuz327JoqKKs8giYRn3/gFK2udEdUvuDlfvTWewzuWM3Tsc/X0UD8qRQUyC3PXoJso3olruB0kVlZozYQdaapCR6VW5ieyqsJC8vfuxm3wUCoSE8g/uB9LDw8Cn5uJRqlEKpcjtbLCnLOL1MqKsHc/RFNZSeqP35mp8f+HykqFWSOyvOrerVQ0HPL1woyZlJWVkZGRwa6dO6hUKNBoNCbPVWBgIB98OIeKikri4i4TG3uWivKGvc4sZKAyYwuq9lSyqMc+La86Zkb1GLWvaYy6mKglLU+NrZVuwWxnXf856kKhqNSPo5FMVV57iiY8U4f37WDvzo0MHz0eH1+D3quo0K38JRIJb3wwH+uqkNLg0Ga89dKT7Ni8hrGPNC4nXqVCidxMaLhVVVxUfWFJD/fravS9f/sWRAf78dova/hj30kmD+lptl15pYKXf/wDK7mc5+7v3yg5q1EpK7GwML13DTrrznk0evqFM+nlX1BUlpN0/Sw3Lh1FUdFwKKpcBmq1qXGn+t6Ty+pegFSHo9V378otQF31iBaWaknO1BCXpCa/WEuoj5QerSworZCz6aipwefnzZXILcDTWUqHKF1uKp28dZ+vMc+aOQ9Cw/XqnjWZFAZ3tODkFQ3Z9UR/WlWNgZ21hAWblaRUeV0N1+zEqtv9WIS0RpGXRqVSiaUZ4Rpz747vazyn6d82iuhgX179bT0rD5w22iVv0YvGSb9HdWvDuI9/Yf76fYzo0rrRnn2KykqzeteyqqyyEbrh+RkvUVZWSkZGOrt3bkdRh96tRqPR8MWnH1FaUspTz0xrlJzVVCpV5se3qqze8e1tHHLcP6YZ0YHevLp0CysPxTKlv/nNOnaeu4ZSrW5yiB7UPZ+RVekGVR26oTrUzmxbCyujOgDjZhjnTIruMppln43m8Ka5tOx8PxaN8NxRKiuRmdFj8r9Jj02ZrdNjidfOcv3SUSrr0WNKZf3zQpWyjnFU1D2OteeUykrd3NbO0YPRzy5AUnX/Orh4s+nXmcSd3ETr7rqIhqQrx7gau4MJL/3RqOsVCMwhjFGCv42mxKFbWlry3HPP8f777/PQQw+ZrWNnZ2eSv6i2F1RTzjl8+HCefvpp/ffa3gANHa+PakOWUqlEKpXy2GOP1XldDbFs2TKsra05d+4cP/zwg1GoYVOut3PnznpvtGrOnTvHSy+9ZFS2Zs0aRowwJOMdMWIEjzzyCG+88Qb29rq3T+PHj+e+++7jxIkTnDt3jm3btvHjjz/y/fff0727YXvZV199lW7djLdX9vT01P+7cuVKrl69ysmTJzl79iyvvPIKq1ev5ueff/5LBim5pbXZ/E3VZXJL8waTpp1D10fLdr31hiiA4IgYXD39uXU19i/1b2FpjVpl7hoqjc5/t9FWViIxs6CX1hOGV03iF58gsbIiYOpzBEzVGepyd2ylMi0Vl9590JSbeYUvlRL69vtYBwVz7eWZeg+s/69YWVma9aKszjtkZdnwG+nmzQ2ekr169ebpp3Vhto8//oRRPVtbO9q21S1Munbtyr69e3n//Xf5av43+p33ahqT7ax1+WpUarAw83ha1LP41V9H1TFzDpV1tS8s1S3sAS4larm3k5RH+sn4dqO6SaF6lpZWZvM3KasMfJaNfKbiL8Xy49dzaN2us4lhqbqPdp266w1RABFR0Xh6+XI1/gKNxcpSjlJluqisXmhamUvWUw9DOrfmy1XbOR5306wxSq3R8MpPq7mZns03z03A07n+MJ/aWMitUKlM712DzrpzIRzWNvaER+t+W1q078e5I5tYOm8aU99fg09gFBKJLqyzGgcbKKnQ3X8yMwan6ntPacZQVU31+r6+e7e6TrC3lMlDrfh6bSUpVWF9lxLUVCi1DOgg52S8isx8w7lkUsjK19VLzdaQXgCTB8nRaJv2rBjJW4/BynC9un+7tpBiaw17Y+t/oKrr5xVr9YYoANQq1DkpyLxDQCLBSi5HYUa42713h3aM5os1uzgef8vIGFUbuYWMcb078MHyrVxOymjUrn0AlnV4ryuqyqwaoRuijPRuH559Wpf8evLj5o3PC77/hjOnTzJj1mz9jnuNxUpuYX58q8qaPL7tm/PF+v0cv5pUpzFqy5k4nGyt6d48pEl9Q93zGXWVbqjLSFRtKDHbVlVpVMccMgtL2vQaz+6Vb5OZfLHeXfuqkcutUJvRY8q7oMdij2xiydxpTH9/DT5Bpqke5PL654UW8jrG0bLucaw9p6z+W0S2H6w3RAFEthvMloUvk3rzDK27P4hGrWL3qg9p2ek+ozxUAkFTEcYowR0nMDAQiUTCjRs3GDBggMnxGzdu4OTkZBKKMmLECH755Re+//57s2FbUqmUoCDzW1nfzjnt7e3r7K8xx+uj2pBVnTuqpmHF3t7eJNE3oC+rNvhU4+/vj6OjI6GhoeTm5jJjxgyWLdPtwhEcHMytW7caJZONjY3J9WRkZBh9v379OrGxsZw/f57PP/9cX65Wq9myZQtjxhgSOtrb29O3b1/69u3LCy+8wJQpU0yMUR4eHg2OYbNmzWjWrBnjx4/n1KlTjB8/nhMnTtClS5dGXZc5HJ3dKTQTElJUoEv+7OhSf+6HRp2jqg8HJ1PXegdHV8pLG04gWh8OTh4U5ZsmVC4p1F2Dg/Nfv4bbQZmXi9zd1NW7OjyvPmORurSUG6/PxtLTC0tvHxSZGSgyM4j6dgHK/DzUJaahBcEvvYpT1+7c+uAdis+evnMX8i/FxcWVXDMhIdWepK5ujQ/lAJ0RPaZ1DPv27jExRtWmW/fufPHFZxzYv4/Q0FBsrK3x8zPkn5gVDF+tU1Fcbgi3q4khBK/uBb0hlM98+7JKrdnt5msSl6TLTRXkKeFGeuMN8s6u7uTnmiaAL8jXjbdLHSGmNUm8dY3P359NQGAoM175EJnMeBpVHYLn5Gwaauno7EJpSf0Jtmvi7mRPVoFp/ZyqECePJhqLALxcnSgqNWP0Bd5fvIGDF67y4ZTRdIoKbXLfDs4eZkOgi6v0rsMd0Lt10aLDAPhxNuePbcEnMAp3e+jdwvC7O7ydLR8uLaeoVKsPt6uJPgSvtO77SR/KV0f70grDvdulhQUlZVq9IaqaSwlqBnW0JMhbSma+wZgQ7C3lmfuMF5KpORo8nSX6cLuaVJfV3ASgNtXPYZ3PWpW8VnLdDnon4jVYyXXfASwtJEgAZzudEaq0AoqrxqDU3DOuqEAilYHUAo+G7l0zIXwN4eXiSGGZ+Xu3JtW5kooaUbcaFxdX8sz8duXn6XRDU/WuvYMDrVu3Yf/e3WaNUcuXLWbL5g08Oulx+vQznbM2hIejHVlmQh1zqsLzPBqRF642Xi4OFJaZ96xJzy/izM0URndpjfw2UjPYOXpQUmA6nyktyq46bl43WNs6I7Ow1Ncz19beqX694uCs+w2rKGt4wwdd/fr1mOPfOPdq2WEAMJtzx7aYNUbZOdUxjoX1j4VN9TgWNjyO1f/aOhj/HkqlMqztnako081tLx1fR17mLQY+9C6FuSlGdRUVpRTmplBe7oaNTeN2iPy3IfmLERqCxiNGWnDHcXFxoXv37vz+++9UVBj/sGVnZ7Nx40aGDBlikrtJKpUya9Ysli9fTmpq6l05599FtSHLy8vLxMMnJCSEzMxMcnKMJz6XLl3CysoKX19f6mL8+PFcu3aNnTt3AjBs2DCOHDnC5cuXTeoqlcom70y3evVqOnbsyPr161m3bp3+M2nSJKOQxdpIJBJCQ0P/8k544eHhAJSb85BpAn7BUWSnJ1JRZjxZS7x+vup4/QmaG0NAiO4tqDmjV2F+FnaODW+HWx/egVHkZiZQUW58DSk3z1Udb7qr/J2g7No1rP0DkNbK7WbXomXV8asN9qHIyqTkfCyKzAxk9vbYNouk6PQpk3r+T0/Dfegwkr/5irzdO+/MBfzLCQ0LJTU1hbIyY1f9K1eu6I438Q066HbdbMyzqVQq0Wg0lFbVrVQoSE1L13+W7FZTUq7Lh+PjaqpL/dwkKFRacuuxwxaX6/LhmGvv6yYx8hapi+rINavGReDoCQ6JID012WRsr1+5pD9eH5npKXz89kwcnV2Y/c4XRp5P1YSE63SLOaNXfm4OjjWSnTdEZIA3SZm5lNQKnbx4K0V/vClotVrScgtwcTCVe+7q7aw/cpYXxwxiSKf6k4DXhU9gc3IzTHVW8o3zVcf/2qYO9aFWKdBqNfrd9ArK4ECcRv/5cUMFxWVa0nI1+HlIqX33BXrJUCi1ZhOLV1NUqqWkXEuAh+nUOcBLSlqOwfDkYCNBYibniKyqTFZrLpKWo5Ox+rNwhxKpRBdC5+MmMZHX30OCQqklt6hueYvLoKRci6+7qRz+7lIyqp41G0tdovSerWTMfMBS/2kZLMVSLmHmA5aM6Kp76IrLdQYpBzMGOYmVDVq1CtRKIv29SMzKpaTc2FP2QkIaAFH+t3PvFuJi3/BOZSk5uoTgLvaNzz8aGhZWh96NB2iy5xLo9G5pmWnI1eaN61m+bDEjRt7P6AfHNblfgEg/TxKz8ymptdvlhUTdC8Yov6blq9RqtaTlFeJi7i0DsPVMPFottxWiB+DhF0V+dgKVtXRDRqJuPuPpb75fiVSKu28zMpMumhxLTziPk1uAUfJycxTmVuXxsjd9QWAOn6Dm5NSnx8wYie4Uej1Wbv6lhad/FHlZpuOYntDwOHr4NiPDzDim3TqPk7thHL0CdXO52kYvtUpBeUk+tlXjWJSXjkat5PcvHmLBm/30H9AZqha82Y/Dhw839tIF/8MIY5Tgb+HNN99EoVAwZcoUTp48SXp6OgcOHGDy5Ml4eXkxY8YMs+3uueceYmJiWLlypckxrVZLdna2yUdTlcz4ds95t+nRowchISHMnDmTM2fOkJyczLZt25g3bx4TJ06sNyG4jY0NDz74IPPnz0er1fLYY4/Rrl07HnvsMZYtW0Z8fDzJycls2bKFsWPHkpiY2Gi5lEol69ev595779V7K1V/HnzwQc6dO8e1a9eIi4vjmWeeYdu2bVy/fp3ExERWrVrFmjVr6Nevn1GfRUVFJn+v6kXx22+/zbfffsvp06dJTU0lNjaW2bNn4+rqShszO381hZjOA9Fo1Bzds0pfplIqOLF/HUHhrfU76eXnpJOZevO2zuHpG4JvUCQXT+2lpChfXx5//jAFuRlEtupaT+uGadF+EFqNmtP7Dc+CSqkg9tCf+IXG6HfSK8hNIzv99q7hdsjfvweJhQUew0fqyyRyOe5D7qXk0kWUVTvpWXp6YR3YsGeh35PPIJHJyFxlnOvBa9x4vB8aT/qShWSt+d/JR9C9e080Gg1btxq2WlYqFezauYPIyCj9TnpZWVkkJycbtS0oKDDpLzMzg9jYWMLDDYaW6h30arN9+zbAsKulRqOhvLxC/7mVofOkuJysxd5GQvMAw4LUxgpaBEq4mmLs2eRir/vUJC5JSzM/CY411oohXhLcHSVcTjIsrm3riL5oGyZBq9Wa3dGvPjp374NGo2bPtvX6MqVSwf5dmwmPbKnfSS8nK4PU5ASjtgX5ucx56wUkEgmvvjsXRyfzxmZf/yCCQiI4dfwgRYUF+vLzZ46Tm5NJq7aNy/EH0L9dS9QaDWsPGjwCFUoV64+cpVWIv34nvfTcAm6lGxu/8opNF8Gr9p8kv7iUbi3DjcoXbT/E4h1HmDKkp0muqaYQ3Umnd0/uNTyvKqWCMwfXEhDWWr8DVUFOGtlpt6ezykuLzIbQnNqve1niF6LbRU2phqwiw+daqgaVGs7fUONoK6FVqOF31tYaWofJuJSgNrp33Rx1u9XV5PxNFc2DZDjZGcrD/aR4Oks5f8Pg6ZRdqMHRVkKYr/E0u2247rypVYYrqURnDCpX6GSs/lQqwdNFl0zdwUZC8yDD+WytoGWQlCspGuNnzUH3qcnlJA3N/KVGz1qotwR3JwkXE3SNSyvg9z1Kk8/NdA1KlZbf9yg5eMFwbRcTNDjbSwjzqTE2ciukHgFo8nXGkP5to1BrtKw5dFZfRaFUsf7oOVoF++p30kvPK+RWhvGLOXP37h8HTpNfUkb3FqH11iutqGTZ3pO42NvSIrDxO551694LjUbD9hqbayiVCnbv3E6zyCj9TnrZWZmkJCcZtS0oyKc2mZkZnIs9S3i48e6ZB/fv5acfv6V3n35MeeKZRstXm/4xzXTje/S8vkyhUrH+xEVaBfnovcPS84u4lWnsaZtXYvpi4o/D58gvKad7lPkQvK1n4vFxcaBt6O1tNhPRZjBajZoLR4znM5eOr8U7KEa/k15RXhp5mTeM28YMIjPpAhlJhhDnvMybJF87RkTbwfqysuI8aqOoKOHMvkXY2LngFdCyUbJGd9TpsRN7jPXY6QOmeizrDuuxk/t0esw/xPxukM3a6sbx3CHjcbxwdC0+wTH6nfSK8tLIzTAex2btBpGReIGMRONxTLp6jMh2hnEMiOiMrYMbl09uNMrHdfHYn2g1aoKb68IKozoMZeST35p8AEJb9mbkk9/SurUI3xM0jAjTE/wtBAcHs2bNGr7++mteeOEFCgsLcXd3p3///kydOhVnZ+c627744ouMG2f6tqikpIQePXqYlB86dAgPD4+/dM67iYWFBb/88gtz585l1qxZ5OXl4e/vz8SJE5k0aVKD7SdMmMDChQvZunUrQ4cO5bfffmPhwoWsWLGCTz75BBsbG0JDQ3nkkUf0i8rGsGfPHgoKCsyGOYaFhREWFsbq1at56qmn8PPz49tvvyUlJQWJRIKfnx/Tp0/nscceM2r36quvmvQ1a9YsnnzySbp168aaNWtYvnw5BQUFuLi40LZtWxYuXIiLy1/zKgoKb01M50FsWvEVxYV5uHsHcvLAevKy0xj35Hv6esu+e5UbcaeYu9zwtqi8rJiD234H4NZV3UT64PbfsbF1xMbOgZ6DDDuyjHxkNj/MeYKv351I134PUlFWzL4ti/HwCab7gNt741mNf1gMLToMZveauZQW5eHqGci5I+soyE1lxKQP9PX+/Hk2iVdO8s6v8fqyirJiju9eCkDytTMAnNi9DGtbR6xtHejcb8Jty1Uad5m8vbvxe/IZ5C4uVKSm4D5oKJbePiR8MkdfL+S1t3Bo245TvQ2LW++HH8EmJJTSuEto1Wqce/TCqVMXUn/6gbL4OH095569CXhmGhXJSZQnJuA6wHgnuKJTJ1Dlmy4A7jRBz45H7uSItW9VnrN7+2Dtp3ujn/DtElT17Fh0u0RFRdGjR08WLfyNwoICfHx92b1rF5mZmTz/vMGg/uUXn3HhwgU2b9mmL5v67NPExLQhNDQMewd70lJT2bFjO2q1iscmTdbXu3D+PD/++D3du/fA188PlVLFpUsXOXLkMBEREfTp07deGeOStKRkaxnRVYqHk4aySujQTIpUCvvPG4clPdJPt/iev96wmD10SUOLQBkT+8s4Hq/BUg7dmkvJzNcSe8NgYOoRLSXAQ8KNNC2FpVpsrKB5gBQ/dwnH4zXk1xh+Kzl0itQtjgM8dP96OFuj1mhRa7RkF1QQHtmSzt37smLx9xQW5uPt48eBPVvJzkrnyecMuuq7ue8Td/Esyzce0Zd9/PZMsjLSGD56PPGXzxF/+Zz+mJOzK61rGJkeefw55rz5Au/Ofpp+g0dSVlbClnUr8PELZMCQUfWObU1ahfozoH1Lvl67i7yiUgI8Xdl4NJb0nALennifvt6bv/3J6asJnF1gyCd47ytzGdixJeF+XljJLTh7PYntJy8SGeDN6F6GvCl7zsYxb81OAj3dCPHxYPOxc0YydGkRhlsjQ34CwmKI7jSYHavmUlqUi6tXEGcPrSM/J41RUww6a/WCV7gVf5IPFxue+YqyYo7u1OmsxGs6vXts1zKsbR2wtnWk64DxANyKP8GmJXOI7jgQN+8g1ColCVdPc/nUTvxComnTvf4t3M/fVJOQoWZMH0u8XJSUVkC3aAukEthxynhx+NRwnTV0zjKDZ9ru0ypiQi145j4rDp5XYSWHe9rIScvVcCLeYOA9fFFFxygLJg2x4vBFlS6Bua+UdhEWXElWk5Sle04s5fDGRBtir6vJzNOgUIGPq4SOURZUKmD9ERX397BgVHcLPJ3UlFZCp0gpEgnsqZXf6bGBOlfBuWsM13HgvJqWQVImDZJzLE6NpQV0j5aRkafh7HWdDEo1xCebGnabB2rxc5eYHDtwQU3LYClj77Hg6GUNFUotli0Gg0SK6obub9c6xI+B7Zozf/1e8opLCfB0YeOxC6TlFvLOhGH6vt5YtIFT15I4993r+rIhb3zDwPYtiPDzxMpCxtkbKWw7fYlIfy8e6GlIvr1y/2n2nr9Cr1YR+Lg4kV1Uwvoj50jPL+TDR+9D3oRdDiKjmtO9Ry8WL/yFgiq9u2fXTrIyM5j+/Cx9vblffMLFC+fZsGWXvmz6s08QE9OWkNBwvd7dtWMrarWKRyc9rq939Uo8c7/4FAcHR2Ji2rJv727j8W7eAm+fuj3ja9I6yIeBMc2Yv+kQecVlBLi7sPHkJdLyinhnnOH38o1lWzl1I4Vzcw3XMOS9nxjYNpIIH3esLCw4eyuVbWfjifTz6trrHAABAABJREFU4IFupsaDa+k5XE3LZnK/TrcdXeATHENEm8Ec3vglZSW5OLsHcfnEnxTlpjLgoQ/19bYvnU3K9RPMmH9FXxbT82EuHF3F+h+fon3fyUilFpzZtxBbBzfa9zH8rp07uIwbF3YRGt0HBxdfSguzuHR8LUX5aQye8KnZ5N3mCAyPoVWnwWyv0mNuXkGcqdJjox836LE/ftTpsY+WGOuxIzuM9djRnVV6zM6RblV67GbcCTYu1ekxd68g1GolCVdOc6kBPeYbEkNku8EcXP8lZcW5uHgGcfGYbhwHTzCM45ZFs0m+doKXvjOMY9teD3P+8CrWfPcUHftPRiqz4NTuhdg5uNGxn2EcLeSW9B71MlsXz2b5l+Np2ek+ivLTOL13Cf7hHYhoMxAAN+8w3LzNeww6ufsT0aY/nv9MNok7gjnPVsHfg0TblAzIAoFA8C9jyxnz21ArFZVsXfU1pw5tory0CN/AZgx5cDpRMYacVt+895iJMSovO5X3nxtkrktc3H156+sdRmVXLhxl66pvSEuIR25lTYu2vRj+8Cwcnc3nnyksb/w7AKWykr1/fsX5oxspLy3EKyCSvqOeIzzakHz4t08eMTFG5eek8NXL5nfCcnLzZcZnexotQ8RrpsliJZaW+E1+EteBg7Cwd6D85g1Sf1lA0cnj+jqR8741MUY5demGz6OTsQkKBqmU8pvXyfxjBfn7jOXxfWwKvjUm8bW58vyzFMeeNXss84jp29Hbpc+13dgG+5s9tie8L+WJTQsnrk1k/Daz5QqFgiVLFrF3zx5KSkoICQlhwiMTad/eYER4ZfZLJsaoZUuXcPLkCdLT0ykvL8fZ2ZmW0dGMHTOO4BDDG+/09DSW//47ly5dIj8/D61Wi4+PD92792D0Aw+abAxRze/HDMmArS2hf1spUf4SLCwgLRd2nlGTXmv4n7vP1BgF4OEEA9tJCfCUoFbDtTQtO89oKK0RkRbqLaFTpARvVwl2Vrod/DLz4ewNDeduGk9dnOzg+ZHmn61KpZpLtwqqxraSVUt/4tC+7ZSWFBMYHMaDE54gpp0hR917r041MUY9NLzupMnNo9vy1kffGpVdiD3JqqULSLh1DSsra9p26MbDk6bi7FJ37pmodNNQ1Eqlku/W72HLsfMUlVUQ4e/Fs/f1NfJuevzz30yMUe8tXs+5G8lk5hdRqVTh4+ZEv3YteHxoL+xqbN3+w4a9/LhpX50y/TTrMTpEmnpLbLEeY6a2Tu/uWjOf2CMbqCgrwisgkgH3P0dEa8OLpJ/nTDQxRuVnp/L5LPM6y9ndl5e+1C3cczOT2LvuOxKvnaG4IButVourZwDRHQfR897JWFqZD806dsZwY9lYwrBulkQHy5BbQHKWho1HlSb5nV4br3sOahqjALxcJIzoZkmIjxSVBuIS1Ww8otDnQ6vGw1nC4E5yAj2lONhKKCrVcv6mmu0nlYZk6FK4t6uccF8ZLg4S5Ba6cMBbGVr2n1dTUKp71ga1lxEVKEUug9RcLdtPqUnLNX4GZow2NUZVyzGkg4xATwlqDVxN0bDtlNroWTPHqO4yWgRJ+fB3099YF3sY1MGCUB8JUinIijJQXT+DttjghVOpVPHtxv1sPnFBd+/6eTJ1eG+6tzAsYKfMXWJijHp32WZib6bo711fVyf6tY3iicHdje7do3E3WbjzGNfTsigoLcfG0pLoYF8mDexK58jgOq8rMbiP2XKFQsGyJb+xb89uSkqKCQ4JZfwjj9GufUd9nddmzzQxRv2+dBGnTh4nIz2d8vIynJydaRndmgfHPERwiMGTa/fO7Xw197M65Xp+xkv0G2A69wi6stVM7arx3XqYzafiKCqvIMLXg6lDutM9ynDtU75ZaWKMenflDmJvpZFZUEylSoWviyP9WkfwxIAu2FmbGmy+2nSQX3efYPVLE4nwbTj8b6HsSbPlKmUlRzbPI+7URirLCnH3jaTbvc8T3Nwwn1k1/xETYxRAcX4G+/+cQ2L8YbRaDf7hnbnn/ldx9jB4XyfGH+bU7l/ISb9KRWkBcksbvINa06H/4wQ2q9vj09PFNEmhUlHJzjXziT28gfKyIrwDIhkw+jma1dBjCz6caGKMys9O5dOZdeux2XMNemz3uu9IvGrQY26eAUR3GkSvoZOxtDavx/KKpaiUlRzaOI/LJzZSUVaIh18kPYY/T0gLwziumPuIiTGqehz3rJ5DQpxuHAMjOtPngVdx8TT1Yo87tZnjOxaQl3ETK1tHItsOptd9MxoMi/zs2Uja9h5P/7Fv8Xi/eqv+qyn8bPo/LYJZnF76+p8W4Y4jjFECgeA/TV3GqH8rTTFG/RswZ4z6N3MnjVF/N3UZo/6t1DRG/RcY1rFxCWv/LZgzRv1bqcsY9W+lpjHqv4Ct7X/rd+I1/xUNV/qXUJcx6t9KXcaofyt1GaP+rZgzRv1bySv+b2XXEcaoO8//R2PUf+vXTiD4hzl16hRPPFH3jlRnz5r31hAIBAKBQCAQCAQCwb8cyX/L8PdfRhijBIImEB0dzbp16/5pMQQCgUAgEAgEAoFAIPjPIoxRAkETsLa2Jiio4R3CBAKBQCAQCAQCgUAgEJhHGKMEAoFAIBAIBAKBQCAQ/M8jdtO7e4iASIFAIBAIBAKBQCAQCAQCwV1DGKMEAoFAIBAIBAKBQCAQCAR3DRGmJxAIBAKBQCAQCAQCgUAgFf46dwsx0gKBQCAQCAQCgUAgEAgEgruGMEYJBAKBQCAQCAQCgUAgEAjuGiJMTyAQCAQCgUAgEAgEAsH/PBKJ2E3vbiE8owQCgUAgEAgEAoFAIBAIBHcNYYwSCAQCgUAgEAgEAoFAIBDcNUSYnkAgEAgEAoFAIBAIBAKB2E3vriFGWiAQCAQCgUAgEAgEAoFAcNcQxiiBQCAQCAQCgUAgEAgEAsFdQ4TpCQQCgUAgEAgEAoFAIPifRyIVu+ndLYQxSiAQ/KcpU8r+aRGahNxC+0+L0CSiHrrnnxahSTj/+uQ/LUKjuRI1+J8WoUlU/HD+nxahSYSUX/ynRWgSp9yH/9MiNJqheWv+aRGaxK6i/v+0CE1CJvuPLYSy0v9pCRpNsb/9Py1Ck8gL6/JPi9AkPAs1/7QITcLBSvlPi9BoSsqt/mkRBII7jgjTEwgEAoFAIBAIBAKBQCAQ3DWEZ5RAIBAIBAKBQCAQCAQCgUT469wtxEgLBAKBQCAQCAQCgUAgEAjuGsIYJRAIBAKBQCAQCAQCgUAguGuIMD2BQCAQCAQCgUAgEAgEArGb3l1DeEYJBAKBQCAQCAQCgUAgEAjuGsIYJRAIBAKBQCAQCAQCgUAguGuIMD2BQCAQCAQCgUAgEAgE//NIxG56dw0x0gKBQCAQCAQCgUAgEAgEgruGMEYJBAKBQCAQCAQCgUAgEAjuGiJMTyAQCAQCgUAgEAgEAoFA7KZ31xCeUQKBQCAQCAQCgUAgEAgEgruGMEYJBAKBQCAQCAQCgUAgEAjuGiJMTyAQCAQCgUAgEAgEAsH/PBKp8Ne5WwhjlEAg+H+JSqlg19r5xB7eQHlpEd4BkQx44DnCo7vX2y47/RYn9qwg5cZ50hIvo1IqePGLXbh4+JnU3bzsI27Fn6QgJw2VshJnN19adR5Cj6GTsLK2+9fIWlacz+kDa4mP3UtW2k00ahUePiF0G/QorbsMbbSc1ShUan44GsfmuCSKKxSEezjxbLcWdAnyalT7HVdS+P3sda5lF2IhkxLq6sAz3VrQKdBTX6e4Usmvx+PZeyONrOJyXGyt6BzoyRNdmuPjaNskeZVKBUuWLGHvnt2UlJQQHBzCxImP0rZdu3rbHTlymK1bNpOQkEBRUTFOTk5ERUXx8PgJBAcHG9VdsOBHLl44T2ZmJkqlEg9PT3r17MX9ox/AxsamSfLeDjI7W0JnTcG5UwzOHVth6erMuSmvkLL4z7/lfNaWMLijBS2DpMgtICVby5YTKtJytY1q7+Ek4d4uFgR5SVBr4Eqyhi3HVZRWmNZ1dYAB7S0I85ViJYfCUi0XbmnYeVpttm+pBJ4bJcfFpTdlaTeozE7RH1MolSxYuYFtB49RXFJGWJAfT40bSefWLZp0/dPfn8vJC3E8MOgeXpzycJ31YuOv8fRbnwGw7ecvcHZ0aNJ5lEoF65d/z7H9mykrLcY/KIKRDz1LizZd6m135thuTh7aQcKNyxTl5+Li7kXr9j0ZNuYJbO2MZTh5aDvnTh3g1rWLZKUn06xle156/6cmyVmNQqni+/W72XQ0luKyciL8vZk6sj9dWobX2+6H9bv5ceNek3JLCwuO//COUdkfe49zMv4mF2+lkJFXyPBubXlv8ujbkrcaGysJ999jQ5tmciwtJCSkq1i9t5zkTPP3WE2CfWR0jbYk2NcCfw8ZMpmEpz/JN6knt4BxA2wJ9rHA1VGKRAI5BWqOnFew72wlGo35/q0tYWhnOS2DZVhaQHK2hk1HlY1+1jydJQzrKifYW4paDfHJajYdVRo9a/3bWzCgvbzOPr5bX0lipqmAUgm88IAV1i6zUZ7dizr+hP6YQqXm271n2HzuOkUVCiK8XJjWtz1dw0x/S82x7eJNlh27xNXMfORSKaEezkzt247Oob4AVChVfLTlKBdSssksKkWt0RLg6sDIts0Y07E5clnTFpNKpYLVyxZwaN82SkuKCQwO48HxT9Gqbed62508spejh3Zx81ochfm5uHl40aZDd0aNnYydvenzXl5Wyp8rf+XE4T3k5+Xg4OhMeFQ0z8x4Gysr60bLq1Aq+W3ZSnbuO0BxSQmhwUFMGT+ODm1j6m138OhxNmzbya3EpKrfNUdaREbw2ENjCAkKND6HQsGq9ZvZuW8/GZnZONjb0TIqkkcfHkNIYECjZVUpFexcM5+zNeY4Ax94johWDc9xju9eQXKNOc7LX5qfj21aqpuP5VfPx9x9ad15CD2bOB8D3b2weeW3nDi4ifKSInyDIhg2bjrNW3ett11m2i0O7VhFwvULJN+KQ6VU8O43W3HzNJVXqahkz+YlnDywidzsNGztHAmNjGHog8/gE1C3vlQpFRzY8BUXjq2noqwIT79Ieo984f/YO+vwqI6vAb9rcfeEeEICSQga3C04tFgLRVpa6gZtf1Cn7tRdKFSAJri7u4XgFiXuntXvj002WXZjLYW237zPsw9k7sy9Z2fv3HvmzDlnCI5ovC8BSgqz2bb8La6d249OpyUgvBtDJj2Ps7vxb1lVUcr+DV9x8dQ2SguzsLF3JahtD/qMegxHVx+T8547uoEj238mJ/0iUpkcN+9Q+o97Evo13l8CAQhjlEAg+I8S/918zhzdQs+h03H1CuDk3pX8/OFDzJq3iMDwzg22S7tyioNbfsGjVQju3iFkpp5vsO71a2cIDO+Cax9/5AoLMlLOs2f9d1w9e5D7X1iCtJkrK3+3rKlXTrE17hPC2vdlwJiHkMpknD26lWVfziUn4yqD73y8WXLW8uqW42y7fJ0pHUPxd7Jj7bkUnlh1gG8m9KFjK7dG235z8BzfHbrAoNatGB3hj1qr42peCblldTMjrU7Ho/H7uFZQwsToYPyd7UgrKifu9DUOpmQTN2MIthYNT5xu5KOPPmT/vn2MHTcOH59WbNu2lVdeeYm333mXyMioBtslJydjZ2fPmLHjcHBwoLCwkK1btjDn6Sf54MOFBAcHG+pevnSRyMgoBg8ZioWFBVevXuWPP5Zz6tRJ3n3vg2bfC38WCzdnwl56jIqU65Sevohr/8YnUH8FCTBjqAIvFwl7EzVUVOno1lbG/SMUfLFaRX5J45NkBxuYPVJBlQq2HNNgoYA+7WR4Oiv4ao0KTb05r7eLhPtHKCip0LHvjP5aTnYSHG0bTi7aI1KGo535469/sYgdh49z14jB+Hl7sH7XAea8/SlfvDKXDm1aN+v77zx8gjOXrjVZT6vV8tGPS7G2tKSyurpZ576Rnz57hRMHtzNo1N14evtzYOdaPn3zCea+9g2t23ZssN2Sr97E0cWN7n1H4OLmxfXUK+zcuIzEE/t46YPfsKg36d21OY6Uq+cJDI2grLT4T8lZy8s/xbP9+FmmDO6Jv4craw6c4PFPF/PtM/fRsXVgk+2fv2cMNpYWhr+lZpLILtq0l4qqaiKDfMkrLv1L8oL+fn5sgh2tPGRsPVJFWYWOfp0smXO3PW//XEJOYQNWohqighX0am/J9RwNuUVavFxlZusp5BK83WScvaYiv1iLVqcjpJWcCYOsCfSR8+PacrOy3TvMAm9XKXsS1JRX6egRIefB0ZZ8uqK6ybHmaAsPjrakSqlj0xEVlgoJfaPleDlL+XxVtWGsnUnSkF9seq5hXeVYyCWk55rvg15RcpwaGGsvrdrDtnPJTO0eib+LA2tOXeGxX7fw3YzhdArwalTur3ae4JvdpxgSEciYDq1Ra7RcySkkp7TCUKdapeFqThF9Wvvh42SHRCIhIS2b9zcdJjE9l3cm9G/0Gjfyzcevc+TADoaNuQsvbz/27FjP+6/N4YU3vyA8okOD7b7/4h2cXdzo3X8Yru6epKVcZev6OBKOH+DNhT8bjbWK8jJef/5hCvJyGBg7Dk9vX0pLCrlwNgG1StkiY9S7H3/B7gOHmDBmBK28vdm8YxfzXnubhW++QruItg22u5aSir2dLeNHj8DB3p7CoiI2btvJw3Pn8/n7bxIaFGio+8aHn3LgyDFGDh3ExLHB5BUUsHr9Zh579gV++OxDvDzcmyXrH9/qdZxesdNx8wzg+N6VLPrwIR6Y37iOk3r5FAdqdRyfEDJTGtbH0pP0+ljnvnX62O5133Hl7EFmt0AfA/jlixc5eXgbA0ZMxd07gMO7VvPV24/y5CvfE9Km4UWspEun2bXxN7x8g/FqFUx68oUG6y76dB6Jx3fTa9CdDAxqS3FhLns2L+XDF6fx/AfxuLibGn0A1i6ax4Xjm+k6eDrOHoGcPrCSZZ/O5p65P+PXukuD11NWlfPrh9Opriyl1/AHkcoUHNm2iCUf3MP9L63Cxs4ZAJ1Wy28f30te5lU697sbF88gCnNTOL7rN66d3ceDr23A0srOcN49az5j7/ovaNspluged6DRqMnNuERpYXZT3SwQAMIY9Y9m3rx5lJSU8OWXXzJv3jxWrlzJ3LlzmT17tqHOtm3bePTRR7l48aKhbPny5fzyyy+kpaUhk8nw9fVl+PDhPPjggwwcOJDr1683eM077riDd955B4BZs2Zx4MABli1bRnR0dIOymWPgwIFMnz6dmTNnmhxLT09n0KBBSKVSdu3ahadnnTdFTk4O/fv3R6PRsH37dnx9fQ31zbFs2TI6dOjAihUrmD9/Pr179+aHH34wHC8pKSEmJobFixdz/fp15s+f3+B3B9i+fTuurq58+eWXbNy4kezsbGxtbQkNDWXmzJkMHjy40fYA06ZN48gR/eqghYUFfn5+TJ06lalTpwLw2WefsW3bNlavXm22X1atWkXbtm05fPgw06dPNxx3dnamXbt2PPPMM4SHhxvKlUolP//8M2vXriUlJQUrKyuCgoKYOHEiY8aMQaFQNPh71V7j6NGjODg4GB0bNmwY6enp7Ny5E3d3Y4UjLS2Njz/+mMOHD1NcXIyzszORkZE888wzhISEABjJWJ+PPvqIkSNHAo3fq3+FtKunOX1oA8PuepY+I+4DoGOvsXz6/Bg2L/uAB1/+vcG2bToO4KWvj2BpbcveDT82aoya/dKvJmWunv5s/P090q+dxj+0wz9CVg/f1jz9/kac3epW57oNmsKP797H3vXf03fkLCwsm+dtdCargM0X03myTxTTu4QBMDLCn0mLt/Hp3jP8dFf/BtsmZhbw3aELPN2vHVM7NTzxT8ws4Gx2If8b0J5JHUIM5YEudizYcoLDqTkMDG3e6vrFixfZs3s39826n/HjJwAwaNBgHnn4QX788Qc+/HBhg22nTJlqUhYbO4wZ0+9hw/p1PPb4E4by9z/4yKSut7c3P3z/HZcuXaRNm4YnBzeD6swctvn2ojo7D8fOUfQ+FP+3XSsqSEqAp5Tftqs4k6yfpCYmaZkzwYLBnWQs26VutH3/DnIUCvh8tZLimvl3eq6WWcMt6NRaytGL+nNKgIn95OQW6/h+gwp1004q2FrBwA4y9pzWMKSzsYpz9koSWw8c5fF7JjB1zFAAhvftwdS5r/LFL/F898a8Js9frVTx6eI/mDY2lm+Xr2m07qpte8nOL2DMoN4s27C9aeFvIOnyGY7u28yE6U8RO07/LujRfxSvPDWR+MWfMO/tRQ22fejZ9wiPMp6Y+Ae35afPXubwno30GXKHoXzWk6/j5OKBVCrllScntljOWs5cS2fzkUSenjiM6bG9ARjVswMTX/6Mj+M28/P8pp/rgztH4mzfuBfD98/NwtvFCYlEQs9HX/vT8tbSqY2CEF85364q48RFFQDHLyhZMNuBUb2tzRqJ6rP7ZDWbD1ehUsNdg60bNEZVVOl4b4mx8WzvKSWV1ToGdLYibkcFJeXGBqF2wTICvWT8srWaxCT9uDh9TcMzk60Y0kXO0h2qRmUb0EGBhQI+W6GkqObcablaHhhpSecwGUcu6AdVVoGOrALjAeZoK8HBVsLRCxojA3EttlYwqJOc3afUDI0xXhxITM9l05kk5gyJYUavdgCMbh/K+C9X8vHWYyy+f1SDMp9Oy+Gb3aeYG9uVaT0aXixwtLHklwdGG5VNimmDnZUFS4+c55nYrrjZN++9dvXSWQ7u3cqUex9n5B36537vgcOZ99hUfl/0Ba++17Cn4JPz3iKinbFBJSikDV9//Br7d29mwNCxhvJli78kLyeLNxf+jIdXnbFhdAsd+85fusyOvft56N5pTL5jDACxA/tx72Nz+GbRL3z+3psNtp1xl+kYHzFkEJPue4g1G7cw5xH9HCM3P5+9Bw8z+Y7RPHRvnS4aHdGWOS8uYO/Bw0wc2/DvWEutjjP8rmfpO7JGx+k9lo/nj2Hj0g94+JWGdZy2nQbwyjd6HWfP+h8bNUY9ZE4f8/BnQwv0MYDkK4kcP7CJcffMYfCYmQB06zuaN+feyapfFjL3jSUNtm3XpT/vL9qPlbUt29YsatAYVVSQTcKR7QwaPYM7ps01lIe06cSnr93PqcPbGThqmkm760mnOXd0PYMmPEf3obMAiO4xjm9fHcX2+A+YOW9pg7Id3/UbBTnJ3Pv8H/gE6ud0IVF9+HbBaA5v/YkBd8ypucYpMpMTib37ZboMqNOBXD2DWPfz8ySdP0ibjkP0da+dYu/6Lxg8YR7dhsxs8Nr/SiRiN71bhQiI/BdhaWnJd999R3FxwyuXcXFxvPXWW0ybNo1Vq1bx+++/c//991NRUWE4vm/fPvbt28dnn30GwKZNmwxlL7zwAgAZGRmcOHGCqVOnEh//90xqPD09WbVqlVHZqlWrjIxT9Vm0aJFBztpPZGSk4bhcLufgwYMcOnTIbPsRI0YYte3YsSOTJk0yKvP29uaVV15hy5YtvPTSS2zcuJHvv/+e2NhYioqKmv3das+7YcMGhg8fzmuvvca6deua3b4+tb/PDz/8gFKp5MEHH0SpVAJ6Q9SsWbP47rvvmDx5MkuXLiUuLo6pU6fyyy+/cOXKlT91zWPHjlFdXU1sbCwrVxqH+ahUKu677z5KS0v5/PPP2bRpEwsXLiQsLIzSUmNF++233zb5zWoNek3dq3+Fs0c3I5XKiBkwyVCmsLCkS7/xpF45RVF+ZoNtbeycsLRumUt3fZxqDD5VFc1bsb8Vsrq4+xoZogAkEgkRnQahVikpyElvoKUp2y9dRyaRcGe7IEOZpVzG2KhATmcWkFXa8O/324kruNpacXfHUHQ6HRVK80aLcqV+guViY7xK7Gar/9tKbn6yZ479+/YilUoZPny4oczCwoKhQ2O5cP48ubm5zT4XgJOTE5aWlpSXNz5BBfD00D/LysqarvtX0SpVVGfn/e3XAYgKlFJaoeNsct0MtbxKb5Bq6y+lqeiYqEApF1O1BkMUwNUMHblFWtoF1f22oa0keLlI2XFSg1oDClnT+mFsjJy8Yh2nrpharnYcOo5MKmXc4D6GMksLBaMH9ibx0jWy8woaPznwy5rN6HQ6ptQYsxqiuKycb5at4oFJY7Gz+XNhmscPbkMqldF36J2GMoWFJb0HjePqxdMU5GU12PZGQxRAp+4DAMhMTzIqd3Hzuimee9uOn0EmlXJn37prWyoUjO3TmdNX08gqKGryHDqgrLIKna5hjx8fV2ckN3Gi0CncguIyLScv1hl2yip1HL+gon2ogqYeN6UVOlSN218bJb9YP46sLU2/U7sg/Vg7k3TDWLumITJA1vRYC5JxIUVjMEQBXLmuJbdIS3Rw41+sQ6gMqUTCSTNjCWB4NwW5xTpOmDm+7VwyMomE8Z3rFqUsFXLu6BRGQnoOWcVlDV73l0NncbOzZmq3SP17orpxg9uN+DjpvTZKq5TNbnN4/w6kUhkDYscZyiwsLOk3ZDSXLySSn9uwl8eNhiiALt37AXA9LdlQVl5Wyu7t6xkYOxYPLx/UKhUqVfNlrM/u/YeQSqWMiq1bILWwsGDEkEGcvXCJnNyWvQucnRyxsrSgrN57rbKyquaYk1FdVxe9B42lhQXN4cwRvY7TdaCxjhNzC/Sx2nC+ymbqYwCnDm1FKpXRa/AEI3l7DLyDpEsJFDby3LW1c8SqGfJWVer1JHtHV6NyB2d3w/XMceH4JiRSGR37TDaUyRWWtO89gevXTlJS0HBfnj+xGe/AdgZDFICbdwhBbXpw/thGQ1l1pX5s2joYy2bnWCObok62I9t+xs7Bja6DpqPT6VBW/f26juC/h/CM+hfRs2dPUlJS+Oabb3juuefM1tmxYwfDhw9n4sS6lY/Wres8EFxcXAz/d3R0BMDV1dXEK2bFihUMGDCAu+++m8mTJzN//nysrJrvPtwcxo0bx4oVK4y8YOLj4xk3bpxZjysnJycTD536WFtbM3z4cD788EP++OMPk+NWVlZG30GhUGBlZWVyzh07dvDCCy/Qr59emfD19SUqquHVOXPUP+/jjz/OunXr2LFjB6NGNb2KdCO1v4+7uzszZszg4Ycf5tq1a7Rp04aff/6ZY8eOER8fT0REXc4TPz8/hg0bhkrVMiWulvj4eEaNGkVMTAxvvvmmkTfelStXSE1NZdGiRbRqpX/Rt2rVis6dTRWyWrnN0dS9+lfISDmPq1cgVtZ2RuW+wfoV2szUCzi5et+Ua2k0aqoqStGoVWSnX2Zb3CdYWtkarvVPkvVGSov1CquNvVOz21zMLcbf2Q47S+OV8CgvvYJ6KacYrwZWo4+k5dDe25WlJ6/y/eELFFcpcbWxZFa3Nkyu5wHV1tMZa4WMrw6ew8FKQaCLPWlFZXyy9wyRns5GuaWa4urVq7Rq5YuNjbGCGFbjuXft2tVGnysAZWVlaDRqCgsKWbV6JRUVFbTv0MGknkajoaysDLVaTUpKMouX/Iy1tU2DXoL/VrxdJWTka7nRXJCWq6VrGxlujhKyC80bExxswM5aQnqe6fH0PB3hvnWz69BW+v+rNToeGaPA112KWqPjXIqW1fvVVN4wj/N1k9ApVMo361UmsgFcSkrDz9sT2xuMQxGhgfrjyWl4urmYaaknKy+fxas28uLDM7BqYiL27dLVuDo5cseQvvwY9+cWIlKvXcTTxx9rG+NnQ1Br/SJMWtJFXNwaD3eqT3FhPgB2Dk5/Sp6muJCaib+nK3bWxrpCVJAvABdTs/Byafzao+d9SEW1EmtLCwZ0aMucScNxdbRrtM1fxc9DRlq2xuSeSc5U07eDJR7OUjLyGg/VawkyKVhZSrCQQ4CXnCFdrcgv1pBrJhzQx03K9TwzYy1HS7e2ctwdJWQ1MtbsbcyPtbRcLeF+TRujisq0JGWayuXrLqFzaxlfrVFibrBdyMonwNUROyvjcRLVyr3meAFeDfyuR5Iyae/nwW+Hz/HdnlMUVVbjZmfN/X3ac3c309xuKrWGsmoV1Wo1ZzPyWHzgDD6Odvi5OJg5u3lSrl3Cq5WfyXsiJEx/vZSkS7i6Ny8nIkBxkX6s2dcbaxfPJ6BSVuPp7cvH78zn+KE96HRaQsOjmPnQswQGhzX7/FeuJeHXyhtbG+N3bZswfa6hK0nJeLg3HjJfVlaOWqOmoLCIuDXrKa+opFN0nd7i4+WJu5sry1etxa+VD62Dg8grKOCbRb/g7enBwD5N5ygCvY7jZk7HCanRcVL+Hn0sK/0yW2r0Mb9m6mMAaUkX8PAOMHnuBobq5wHpyRdwbsFz1xzunr44uXqyY91iPH0C8Q1qQ3FhLqt+WYirRys69xpmtl122nlcPQOxvKEvaw1MWWnncXAx7UudVktO+kXa9zJ1wfMOase1c/uorirD0soO74AoFJY27F79Cda2jrh4BlOYk8KO+PfxDmxHUNuehrbJFw7SKqQjR3csZt/6r6gsL8LWwZ1eIx4iZuA9f6WLBP+PEMaofxFSqZQ5c+Ywd+5cpk+fjpeX6cPQzc2No0ePcv36dYOhoKXodDpWrFjByy+/TEhICP7+/mzatIlx48b9xW9gzMCBA1m6dCnHjh2jS5cuHDt2jJKSEgYMGNBg+F9TPPbYYwwdOpRNmzYxbJj5h3lTuLm5sXv3boYMGYKd3c1Rgi0tLf+0YaiW0tJS1q9fD+gNaQBr166lZ8+eRoaoWhQKhaFeSygrK2PTpk0sX76c4OBgysrKDL8R6A2aUqmUzZs3M2PGDGSy5nup1Odm3KsNUVqUi72TqYGhtqy0MOemXet60hm+ee1uw99u3kHc8/SX2Ng5Nav9rZS1PhVlRRzbHUdgeGccnJpv3MkrrzJ4KNWntiy3vNJsu5IqJUWVSk5l5HM0LZcHurfBy96GtedSeG9nAnKphPHR+hxMztaWvD2iK29sO8nD8fsM5+gR4MF7o7ojb4EXR2FhgZERvpbasoL8/CbPMXfOU6Sn673HrK2tueuuuxk6NNak3uXLl5g752nD376+vrz8yivY27csafU/HXsbCclZpjPQWqc4BxvINs3fbGgLUFpprr0OGysJMilotODqoK9790AFl9K17D6twttFQr/2MhxtFXyzzviZOrqHnMQkLWk5OpzMPLrzi4pxc3Y0Ka8tyyssaugrA/Dp4j8IC/JnSK+ujda7nJLOqm17+Gj+48j+gsdRcWEejs6mE0rHmtXzooKWefVtWrkIqVRG5x5Nh5v/GfKKS3F3NL3X3WrKcotLGmzrYGvN5IHdaR/ih0Iu5+TlZJbvPMyZ5HR+ffFhEwPXzcTBTsrldFPXppIyvRHGyf7mGqM6hiu4f0zdDZqcqWbxhnK0Zow69jYSs8agkgp9ZQfbho1RtWOttu6N7W3rjbUb8XSW4OMqZdcp83rL2F4WJFzTkJqjxdlMzqjc0grc7E09At3srA3HzVFSWU1hRRWnUrM5kpTBQ/064uVoy+pTl3ln4yHkMikTu7QxarPtfArz4ncZ/o70cWPB2N7IW5DAvKgwH2czY82ppqywoGWeRmvjlyCVyujWa4ChLDsjDYBli7/C07sVDz39MpXlZaxY+gNvvfgY737+G84ujRuQaskvLMLF2dmk3NXZCYC8ggYewPV45NnnSbueAYC1tRXTJo1nxJCBhuNyuZwF8+byxgef8MIb7xrKw0KD+fy9N7Cza57HUlM6TknRzdXHvlpQp4+5ewcxfU7z9TG9PLk4mLkXar2Wigtb9tw1h0yu4P65H7Hok3l8815duL9fcARz31iCja15Q2pZca7BQ6k+tWVlDfRlZXkRGrWyybaWXnbY2LtwxwML2bDkRX79aKahXnBkb8Y/+ClSmbzmnMVUlBWSfuUEKRcO0Wf0Yzi4eJOwfwVblr6OTCZner+7mtch/0TEbnq3DGGM+pcxZMgQ2rZty6effspbb71lcvyxxx7j8ccfZ+DAgQQGBtKxY0f69u3LsGHDmu2Gf+DAASorK+ndW5/zYcyYMQaPpZuJQqEwnLtLly7Ex8cbchyZ46677jL5DidPnjT629PTk+nTp7Nw4cJm5Xcyx+uvv84zzzxD9+7dCQ8Pp3PnzsTGxpr1/GkKjUbDunXruHjxIpMnT266gRlqPbRqw9cGDhxoyMuUkpJC166NT4xq2bVrFx07Gie81WhM3es3bNhAQECAwUtpxIgRxMXFGYxRnp6evPjii7z//vt8/vnnREVF0a1bN8aMGYOfn/GOHHPmzDExVq1fvx4fH5+bcq82hFpVjVxueh/Ja9yLVUozW3b9STxahXLvcz+grK4k9cpJrp492CJX5Vspay1arZblXz9HVUUJo6a92KK2VWoNFmaUfIua37labX7SVlETx1JcpeTtEV0ZGq73lhgc1orJi7fxw+GLBmMUgLONJeEejkz2CSbY1YFLOcX8fOwSr245znujmp+cu7paafaZolDoV+yrlU2HSTz19BwqKirIyspi29YtVCuVaLVak/vU39+fN958i6qqas6fP8epUyepqrz5v9/tRiEDcz+zWqOf9MrlEsy6S9S0BTDz6DHkhFLIQaMES4V+kpueq+OP3fr752wyKNX6nfxCfCRczdBfp1NrKZ4uEn5rJIdOtVKJQmGq9ljU3B/VyobbHj9zgZ2HT/LDm43nHQT46KeldO8QRbf2kU3WbQyVshq5wtQDq/beVSmbnxT98J6N7Nu+ithxM/D08W+6wZ+gWqVCITftX8uaPq9uICwXYMrgnkZ/D+4cSVSQL89/9wfLdx7mvhH9bq6w9bCQg1pter/Wht4p5Dc3d8jFFDUfLy3FxkpCeIACXw8Zlhbmr6GQYTZXWm1ZYyGEtXKbHWuG76YfazfSIVR/YnMhel3CZHi5SPhla8O/Z7VaY3gn1MeyRuBqlfnQv4qaMVhUWc27E/ozLEr/ThgSEcT4r1by3Z4EE2NU1yBvvpkWS2mVksNJmVzKKqCykXvNHEplNXIz7wmLGg9IZQs2INi/ezO7tq5l1J334FVvrFVV6hdqJBIJz7/+OVbWeq+mgOBwXn3ufrZuiGPSPQ81U16l4bllXt6m32v/e/IRyisqyczKZtP2nWbfa/Z2doQGB9K/Vw/ahoeRkZnFr3ErefXdj/jgtZcM12sMlaoamRkdR/E36WOz/qfXx1Iun+TK2YNUtzB0rOHn7s2V18bWAd/AcDr2GEpQ62hys1LZsuoHfvhoLo+9+K3ZUD2VsgqZ3FS2Wn1RrTIvm1qlv3/l5trKa76Xqu4et7F3wdMvgi4DOuHmE0p22gUObf6etYvmM/6hT/X1q/VzksryIu54YCERMfqdmdt2Gsa3C0azb8NX8PK/2BgluGUIY9S/kGeeeYYZM2Ywa9Ysk2MeHh4sW7aMS5cucfToUU6ePMm8efOIi4vj+++/b9YkPz4+nhEjRiCvUSpHjRrF+++/T2pqKv7+N1eJHT9+PHfddRdz5sxh06ZNLFu2zKyBBGDhwoUGI0xjPPDAAyxbtoz4+HijPDHNJSYmhm3btpGQkMCJEyc4dOgQixcv5vHHH+fRRx9t1jl+//134uLiUKlUSKVSZs6cyd133910QzP8+uuvWFlZkZCQwNdff82CBQsMxxrLq3Ej3bp149VXXzUqS0hI4NlnnzUqqzUK1jJmzBimTZvGiy++aPAUmzp1KmPHjuXIkSMkJCSwadMmvvnmG7766it69apz3Z4/fz49expPMjw8PAz//tV7tSHkCkvUatOJZe0LWWFx81bZraztCI3Sf8eIzoNIOLCOXz5+jEdfj8fbv00TrW+trLWsW/IGl0/vZcKD7zRLxvpYyWUozSylK2vGraXc/O9WOwmRSyUMal3nCSeVSBgS7ss3B8+TWVKBt4MN6UXlPPjHXl4b1sVQt3+ID94ONry65Tj7k7LoFdQ8N3lLSwuzXom1uTqak/eibds6z8O+ffvx0EP6sNX773/AqJ6NjS0dO+p32unRowe7du7k9dcX8MmnnxvtvPdvQaJQYOFS50lkZ63PV6PSgLmfWS7TT37NTexrqZ2DmnOorJ1Y1xoBVDXnOX3N+J2QcFXDsBg5AR5SrmZosFRAbBc5e09rjPJQ3YilhQUqM8l9lDX3h2UDOzSqNRo++mkpw/t0N4T0NcTWA0dJvHiV3z58tdF6zUFhYYnaTE6Z2nu3obwiN3Lp3Al+/vI1Ijv04I6pzXuH/RksFQpUatP+ra7pc0uLlqmcw7u156PlGzl8/upNMUbJpGBrbWz0Ka3QoVTXGlCNqbVbqhq5n/8MpRU6LqTo++TERRXDulvx5CR73vu1hLIaLyajsdbIWGksqX+t3GbHmuG7mW/bIVRGZoGWrALj726pgGFdFexJUFNc3nC/WMplhndCfaprBLZUmLeiWdYIJpdKGRIRaCiXSiXERgbx1a6TZBaV4V3P9dHVzhpXO/17YkhkEN/vSeDBJZtY+/iEZicwt7CwRG3mPVGbn9PCsnlj7cLZU3z32VtEd+zOpGnGhqXac3SK6W0wRAG0bhOFu6cPl88nNusaenktDM8t8/I2/V6LbFMXPj6wby9mPPIUAA/fp09WXlZezhPzXuKuO8Yy6Y66RPFhrYN5+vlX2bhtJ2NHmHoI34hCYYnGjI6jugX62KkD61iy8DEefz0e74Dm6ToNP3dvnryVFaUsfHkmg8fMZNDoGYZy/5BIPnn1Pg7tWkWfoaYL2AoLKzRqU9kMxiaFedkMxipzbdU136umTmFuGr9+OJ0x975Lm8763ze8w2CcXFuxdtE8riTuJrRdP8M5pTKFoR6ARColImY4e9Z8RkZGBj4+5ncFFAhqET5o/0JiYmLo3bs3H374YYN1wsLCmDp1Kh988AE//vgj+/fvN+zw1hhFRUVs3bqV3377jYiICCIiIujbty9qtfpvSWQeHh5OcHAwc+bMISQkhLCwhmPmvb29CQgIMPqYw8HBgdmzZ/P5559TWWk+ZKgpFAoFXbp0Yfbs2fz444888cQTfPXVV4YXfVOMHj2aVatWsX37dk6dOsX8+fMNxhU7OzuTRN+AoezG0EBfX1+Cg4O54447mDhxIk8/XRcGFBgYSFKScTLahrC2tjbpvxuTxV+5coVTp07x/vvvG37/yZMnU1lZyYYNG4zq2tnZMXDgQJ5++mnWrFlDly5d+Oqrr4zquLu7m1xTfsPK+Z+9VxvD3smd0iJTV+raMnvn5oeltZSILvpdRk4f2tBETT23WtbtK7/g8PbfiZ00h469xjbd4AbcbK3IKzddfastc7c1n6zZ0coCS5kURysLZDds1+5irVdqSmtWc9eeS0Gp0dDnBoNTvxB9LoSEjKZD62pxdnahoMA0MXVtmYurq8mxxrC3t6d9dHt27dzRZN2eNYbZPbt3tega/xSce3RkcPp+w+f5KZY42uon0+bmeLVlJY3sQVBaM9m2tzad/NvbSKio0hnChmrPU3ZDSF/t7WdVMz/s006GTKZPoO5kB052+p3AACQyOVKFJUgkuDo5kldougFIbZlbTYjLjWzcfZCUjGzGDelLRk6e4QNQUVlNRk4eVTWeE58viWNgj87I5TJDvbIK/XsoO7+Q3GYk8a7F0dmN4kLT8KDaMBEnl6a3VU9LusQXbz+Nj18IDz37PjLZ37cG6eZoT26x6bstr6bM3bH5OXxq8XR2pKSB0N+WEtJKznuPORl9XOyllJRpcbQ1VYcd7PRlRaU3L0TPHCcuKrGylPDyfY4GuV6aZo2TraRmrJmOFYfaELxGDEK1Y82hgfbl9cZafQI9pbjYSzl12dSY1DdajkyqNwg720lwtpPUjTULSyS2DiCV4m5vQ16p6e+WV6Yvc2/ASORobYmlXIaTjaVJiKtLzbulpKpxL6XBEYFUKNXsvJjaaL36ODm7UmhmrBXVlDUnfC4l6TIfvvEsfv7BPDnvLZOx5lRzDgcn07BxB0dnysuan2Tb1dmJgkLTULz8mlBjNxfTEL7GsLezo2N0FNt27zWU7TlwmMKiYnp2M94MoUNUJLY21pw5f/HG05g/dxM6TkvSBLSUyBp9LKGZ+hiAg5M7JWbuhZKa525tmPRf4dShbZQW59OuS3+j8tYRXbCytuPahVNm29k5ulNWbNqXtWV2DfSlta0TMrlFs9qePrACtaqa0OgBRvVat9eHcKZfPWE4p1xhibWtE1KpsXHZxl6vV5WUNBya/Y9HIvlnfv6DCM+ofylz585l3LhxBAUFNVk3NFSf0LA5hpm1a9fi5eXFF198YVS+f/9+g1Hmz+YIaojx48ezYMECE6+dv8K0adNYsmQJixcvvinnCw0NRa1W612jm+FJYWdn16CxLCgoiOzsbPLy8nBzq1Nwzp49i6WlZaOrCFOnTuXbb79l69atDBkyhFGjRrFw4ULOnTtnkjdKpVKhUqmwsWneyiDod7iLiYnh5ZdfNipfsWIFcXFxTJo0yWw7iURCcHAwJ06caPa1zNGSe7UxvP3bknT+CFWVZUZJM9Ounq453jJvoJagUSvR6bTN3k3vVsp6aNuv7Fj5OT1jp9N31ANNNzBDmLsjx9JyKatWGSUxP5OlN+6EeZjm5AG9B1SYhxPnsgpRabQo6oX65dZYF5xrjFIFFVXodKC5wfNPrdXW/Nt8T4XgkGBOn06goqLcKDntxYt6RTo4uGlvyxtRKpXN2vVRpVKh1Wopvwk7RN4OSk5f4FDsTMPfZ5/6lrJKyCzQEegp5cZgPD93KUqVjrzihn+fkgq9ccnXzVSp8nWTkFnPE0Ofp0dWM5muK6+dx9YapRxtJdhYSnhqvOmz2dozAGvPAEouHiMs0I8TZy9SXlFplMT87GW9QT8s0M+kPUBWXgFqjYbZL71rcmzDnoNs2HOQd595mH5dO5KdX8iWfUfYss/UoD7jf2/QOsCXJe+/bHLMHH5BYVw8c4zKijKjZLrXLp2pOd54YvycrDQ+ef0x7B1dePLFz4y8Mf4Owv29OXYxibLKKqMcT2eupdUcb1nSX51OR0Z+EW38b05y4/QcDR8vNX4uF5drScvREOorN7mfg7zlVCt15JhJLH4zqQ2n23uqiuMX9B4ktvYWlFbqyMjXEeRlZqx56Mda7p8ca37uUjLzzX+vDq1laHXmd6R0spNgYyVh7iRTDwx5ZE/kkT2p3vgT4V4uHE3KpKxKaZTEPDFdP/Ft42V+owCpVEK4lwtnr+ehUmtQ1HMLq80z5dzE7pTVNd55ZS3YTS8gOIxziSdM3hNXL57VHw9qPLl4dmY67736FI5Ozjz7ykdmx1pQiP5dXmgm11tRQR7evuZ1RnOEBgdyMvEs5RUVRknMz1+8rD8eFNjsc9WiVCopL697VxUW6Y30Wq3xfaLT6dBotWi0jbjl1cM7oC3XGtNxmumx9Gcw6GOVzTf0+QaGc/nsUZPnbvLlxJrjf13ekmL9gpq5vtVqNQ32radfG5IvHqa6sswoiXlGUgIAXn5tzbaTSKV4tAojM+WMybGMa6dxcvPD0kp/vvKSfHTo0N0gg1ajrpFZYzinp19bMpIT0aiVRuGDtbmrnM3kNRMIbkR4Rv1LCQ8PZ/To0SxZssSo/JVXXuGLL77g+PHjXL9+nVOnTvG///0PFxcXOpjZ/elG4uLiiI2NJSwszOgzYcIECgsL2bu3btWktLSU8+fPG30yM+u2Fc3OzjY5Xlxsuio9adIkDh48aLSrmjmKiorIzc01+lQ3EMdvaWnJ448/btI/zWHatGksXbqUM2fOkJ6ezu7du/noo4/o1q3bTUlo3rt3b4KCgpgzZw4nTpwgLS2NTZs28fHHHzN9+vRGjX3W1tZMnDiRTz/9FJ1Ox8yZM+nUqRMzZ87k119/5cKFC6SlpbFhwwYmT55MSkpKs+VSqVSsXr2akSNHmvz+EydOJCEhgcuXL3P+/HkefvhhNm3axJUrV0hJSeGPP/4gPj6eQYMGGZ2zpKTE5DerncT/1Xu1MaK6DkWr1XB053JDmVql5MTeFfiFRBt2binKyyA349qfukZleYlZ1/Nju+MAaBXUvB0Yb4WsoPfUWrfkLdr3HM2IKfP+9HkGtW6FRqdjRWKdR55SrWHN2RSivJwNO+llllSQVGCsAA4N80Wj07H2XN19Wa3WsPFCGsEu9rjXJLf1d7ZHB2y9dN2o/aYL+iTibTycmi1vr1590Gq1bNxYt3WxSqVk29YthIe3Meykl5OTQ1pamlHboqIik/NlZ2dx6tQpQkPrdn6s3UHvRjZv3gTcvF0ibzXqohLydxw0fK5m6FBr4EySFnsbCZGBdSqEjaV+G/oLaVojbwsXe/2nPmeTtYT7S3Gsl/82xFuCu5OUxKQ6BfhcqhaVWkfnMBn1p9MxYfpn5JXr+gsdPKdhyTaV0WflPv3YrC7IoizpDBplFQO6d0Kj1bJqW917TKlSsW7XASJbBxl20svKyyf5et27bEivGN595mGTD0DPjlG8+8zDRLbWLwyZqze4p96z4JXH7uWpGeYN+ubo3GMwWq2GPVtWGMpUKiUHdq4hqHWUYSe9/NxMMtONPWSLC/P4eMGjSKQSnnr5C+wd//5JweDOkWi0WlbsOWYoU6rUrN5/knbBvoad9DLzi0jKNJ6QF5Saxlf+sesIhaXl9Iy8OeOnolofHlf/o9boPZMc7aR0DK8zrttaS+jURsHpqyqjUDg3JyluTn9Odb4xRLCW3u31k7hj51UGua5c16LWQOI1DfY2EqKCbhhrwTLOp2puGGsSXOyNr5GYpKFNgMzgvQQQ4iPF3UlqEv4KIJVAdLCM5CwtRWa8rvafUfPz5mqjT/wevdFHfS0R5Z4V6MqLGBwRiEanI/54nfeMUq1h9anLtGvlbthJL7OojKTcIqNrxEYGo9HpWJNwxVBWrVKzIfEqwe5OeDjo3zGF5VVmUxWsOHEJgAif5iUDB+jacwBarYadm1cZylQqJbu3ryMkLNKwk15ebhYZ6clGbYsK83nnlSeRSKT879WPcWhgrPn4BuAf1Jrjh/dQWlL3nU+fPEx+XjbtOjQv/ydA35490Gq1rNu8zVCmVKnYtH0nbcNaG3bSy87NJTXd+D1aa2SqT1Z2DicSzhAeWrc449tKr3vs2LPfqO7+w8eoqqqmdXDTi+EAUTF6HefIDmMd5/geUx0n5ybrY0d36fUx32bqYwAduw9Bq9Wwf1ucoUylUnJo12oCW7cz7KRXkJdJ1vXmRSbciIe33vB4fP9Go/LEY7tQVlfi14DBq02nYei0Gk7uXWYoU6uUJBxYgU9Qe8NOesX5GeRlXjVu2zmWzOREMpLrwkHzs66RfPEQbbvUbfjk4hkIOh3njhvLdvaofldYL7+6he+ILsPRaTWcPriqnjzVnDm8FjfvUJPoC4HAHMIz6l/ME088YRI61bNnT+Lj4/n9998pKirC2dmZjh07smjRoiYt1GfOnOHChQu8/vrrJsfs7e3p0aMHcXFx9O/fH4AjR46YJDWfMGECb775JgA//vgjP/74o9Hx9957zyQRuFwuN7vb1Y3MnDnTpOyjjz5i5MiRZuvfcccd/PTTT1y5csXs8Ybo3bs3q1atYuHChVRWVuLh4UH//v2bnS+qKeRyOT/88AMLFy5k7ty5FBQU4Ovry/Tp07n33nubbH/PPfewaNEiNm7cyIgRI/jpp59YtGgRS5cu5d1338Xa2prg4GCmTZvWoknwjh07KCoqYsiQISbHQkJCCAkJIS4ujgcffJBWrVrxxRdfkJ6ejkQioVWrVjz++OMmv9H8+abJfufOncvs2bP/0r3aFH4h7YnqOowtfyykvCQfF88ATu5bRWFeBnfMesNQL+7beSRdOMqbi88byqoqSjm49RcAUi7rE+Qf2vYrVjb2WNk40GPIVACSLhxh3ZK3iIoZiqtXABq1iuRLxzl3bCutgqLo0Gs0zeFWyJp29TRx387Dxs6JkIjuJBxYaySDf+uOuHiY9wq5kXbeLgxu3YrP95+lsKIaPyc71p1LIaOkgpeH1I3tVzYf43h6HsefvtNQdmd0EKvOJPPujlOkFpbhZW/DhvOpZJVUsHBsD0O90RH+LDl2ibe2n+RiThEhrg5cyCli1ZlkQlwdGBDa/BwEbdq0oXfvPvy86CeKi4rw9vFh+7ZtZGdn8+STdSGvH334PomJiazfsMlQ9ugjD9G+fQeCg0Ows7cj4/p1tmzZjEajZua99xnqJZ4+zTfffEWvXr3xadUKtUrN2bNnOHBgP61bt2bAgIHcCgIemYrC0QErn5q8bCMHYNVKrzgnf7EEdUnZTbnOmWQtqTlaxveR4+GkobxaR/e2MiQS2HbCeII7a7h+ov3+8jovhV0JaqKCLLh/hAUHzqqxkEvoE63PUXP8Ut3suqwSdiVoGNJZzsxhCs6laPB2kdIlXErCVQ3Xa7asz8jXe5DUpzaljKaqHFWJfhU6qnUwg7p35svfV1BQUoKflwfrdx8kMzePFx6abmi74POfOHnuEoeWfwtAYCtvAluZ987x8XCjX9e6jSHq/7+WS8l6I2ePDlE4OTR/Z8XgsHZ07jmElb9+TmlJAR5efhzYuY78nExmPFLnXfXjpy9z6exxvltR55n68euPkZudTuy4GVw5f5Ir5+s2+3BwdCWiQ/c6+c4e59I5/fHSkkKqqytZ98f3AIRFdCQssnmbd7QL9mNIlyg+W7GFgpIy/DxcWXvgJJn5hbwyc5yh3ks/xHH8UjInv697vo383wcM7RJFqK8Xlgo5Jy+nsPloIuF+3ozvF2N0nd2nLnApXW8sVGs0XE7P4rt1OwHo174tYX4t88A6cVHFtetqpg+3xcu1ivJKHX07WiKVSFi3z9hL9+m79DfWC1/XhZ+4OEjpFqm/z/299Wr18B56z6GCEi2Hz+rv/W6RFvTtYMmpyyryijRYWUiICFIQEaQg4bKSi6mmBu3EJA0p2Vom9rPAw1lNeZWOHhFypBLYcsy4/gOj9DK8+3vdIt3Ok2qig2XMHmXB/jNqLBQS+kXLyczXcuyiqTEqzE+KrZXErFcUmB9rtbvp6Yrz0F7Xe+ZE+3owNCKQT7cfo6C8Cj8Xe9YmXCGjqJRXx/Q2tH1x5R6OpWSR8Grd83RCl3BWnLjIW+sPkpJfjJejHesSrpBZVManU+o2pll/+ip/HLvAgDb++DrbU65UceDKdQ5dy6BfmB/dgpv/nggNj6Jbr0EsW/wlxUUFeHn7sWfHevJyMnng8RcM9b5euIDzZ07y65pDhrJ3X32KnKzrjLrzHi6eS+DiuQTDMUcnF9p1rNtw455ZT/HOy0+w4H8PMmjYOCrKy9iw+ne8W/kzeHjdu7IpIsJb069XD75b/BuFRcW08vZi847dZOXk8uzjDxvqvb3wcxLOnGPnmj8MZbMen0vH9lGEBgVhb2dLekYmG7ftQK1R88CMqYZ6PWM6E+jvx+JlcWTn5tYkMM9k5fpNuLo4G+281xj+oe1p13UYm2t0HFfPAE7U6Djj7697Biz/Rq/jvL3EWMc5sMVYxzm4tUbHsXWgZ42Oc+38Edb+otfH3DwD0GhUJF88ztkW6mMAga2j6dh9KGt+/5SykgLcvPw5snsN+bkZTH3oVUO9xZ+/wJVzx/h8+WlDWWVFKbs3/q6X6aJe3t2bfsfG1gFrW3v6DdPnjm3XpT/efiFsiv+GgrxMQwLzPZuW4uDsTo+Bd5iVrVVwe9p2HsbOFR9RXpKPs0cAiQdXUpx3nVHT3zTUW/PT/0i9dIQXvq0zBnfuP4VTe/9g+WcP0m3ofchkcg5vXYStgyvdhtSNv+ied3Boy49s/OVlslPP4ebTmqzUs5zaF4e7T2vCO9aNwY597+LUvjg2/fYaBdlJOLj4kHhoNcUFGUx61Dhtx78NidhN75Yh0bUkA7JAIBD8w4g7bD7UQKWsZlv8p5w6sIaqihI8/cIZcucTtI6uU4S/f2u6iYGnMPc6H8w1vxOjk5sPz360HYD87FR2rvqSlMsnKC3KRafT4eLhR1RMLH1G3oeFZfNDYv5uWU/sXUn8d883eP3xD7xFpz7mlZ9hJ18wKatWa/jqwDk2nE+ltFpFazdHHuoZQc/AulWw2X/sMTFGgT4E75O9Z9h7LYtKlZowd0ce7GHcFiCnrJKvD5zjWFouOeVVOFpZ0CfIi0d7RxrC+cyRNWS2SZlSqWTJkp/ZuWMHZWVlBAUFcc+06XTuXJcLY97/njUxRv36yxKOHj1CZmYmlZWVODk5ERkVxeRJdxFYL0Q6MzOD33/7jbNnz1JYWIBOp8Pb25tevXozfsJErKzMJxW92GaY2fI/y4DL27EJ9DV7bEfoQCpTrps91lz2f12ndFtZwPCuciICpChkkJ6nY+MRtcFAVMuzk0yNUQAeThJGdJMT6ClBo4ULaVo2HlZTZmYzoO5tpfSIkOFsL6GsEk5c1rDjpIbGojWd7OC5yZZUZFylOjfdUF6tVPHtstVs2nuI0vIKQv19mT15LN071O189/CrHxgZoxqi+6TZTIjtzzOzpjRa77vla/ghbh2bvv+wUWNUoryLSZlKWc2q37/k8O6NlJeX4BvQmrF3P0xUx7qNId5/6QETY9QDd3Zq8DphkZ159vXvDH+vWfo1axv4rqMnzWbMXaY7fHUpMJ+DpVql4stV29lw6BQl5VW09vXkkXGD6RlVtzBy/3vfmxijXvt5JQlX08guKKZapcbb1YlBnSK4f1R/bK2Mx/vLP8az9oDxTrq1LLj3Tsb0Mv3ucw40vruujaWEOwdY06G1AoVcQkqWmridlaRmGRtl3nxIn/eqvjEqzE/OnCnmf9dLqSo++l1vBPb3khHbzYpAbxkOtlI0Wsgu0HDkrJKdx6uN7mdH57pnhrUFjOiuIDJQhkIGabla1h9SmYy1/92t76f6xigAT2cJo7orCPSSotbChVQN6w+pKDMTDX/3QAVRQTLe+KWKymZuIOdsJ2HeFCtUJ3eiuVAXnlqtUvPFzhOsP32VkkolrT2deXRgJ3qF1j2jZv20wcQYBZBfVsnHW4+y+1IalUo14V4uPDygo1Hbs9fzWLT/NInXc8kvq0ImlRDo5sjI6BDu7hqB3MyurwBnOpm+I0C/o17cr9+yf9cmystK8QsMZeLU2UR3qjPcvvH8wybGqKljups7HQBtozry4lvGk/Izp47wx6/fkpJ0GUtLSzp06cXdMx/Dydl8/kIf0syWK5VKfvx1KVt37aW0rJyQQH/unXoXXTt1MNR56vlXTIxRi35bzqFjJ8jIyqKisgpnRweiIyOYOvEOggONQwVLy8pYvCyOw8dOkJWTh421FZ3bR3P/tLvx9jLv9XKo2NQLSaWsZmv8p5zav4bKihK8/MIZMv4JwurpON++Od3EGFWYe5335jSs4/xvYZ0+tn3Vl6RcqtPHXD38iOoaS98R92Fh1bA+Zm9pJrm6spp1yz7n6N71VJSX0Mo/jJGTHyWiQ90GPR+/ep+JMSo/5zqvPGZ+4yQXdx9e+6JOv6goK2Fj/DecPbGHgrxMrKxsCW/XjdFTnsDNw/x7PLPIErWqmt2rPybx0FqqKorx8A2n39gnCYnsY6i35INpJsYogJLCLLYue4ukc/vR6bT4h3djyKT5uHgE3FAvmz1rPiHl4mFKi7KxtnUiNHoAA8Y9jY29sfNAeUk+O+Lf5/LpnSirK/D0a0vfMY8TEtmH6X/fJqh/O5VL3mi60m3AuoU7YP8bEMYogUDwr6YhY5Tg5mDOGPVPxpwx6p/KzTZG/d3UN0b9G3i2y6GmK/2DMGeM+qfSkDHqn0pTxqh/GvWNUf8GFth/ertFaDYNGaP+qTRkjPqnYs4Y9U/GnDHqn0pmUfN2dfynIIxRN5//ojFKhOkJBC3g2LFjPPBAw4mfT540v1orEAgEAoFAIBAIBIJ/OBIRpnerEMYogaAFREVFsWrVqtsthkAgEAgEAoFAIBAIBP9ahDFKIGgBVlZWBAQ0f/tdgUAgEAgEAoFAIBAIBMYIY5RAIBAIBAKBQCAQCAQCgVRyuyX4f4MIiBQIBAKBQCAQCAQCgUAgENwyhDFKIBAIBAKBQCAQCAQCgUBwyxBhegKBQCAQCAQCgUAgEAj+3yMRu+ndMkRPCwQCgUAgEAgEAoFAIBAIbhnCGCUQCAQCgUAgEAgEAoFAILhliDA9gUAgEAgEAoFAIBAIBAKxm94tQ3hGCQQCgUAgEAgEAoFAIBAIbhnCGCUQCAQCgUAgEAgEAoFAILhliDA9gUAgEAgEAoFAIBAIBAKxm94tQ/S0QCAQCAQCgUAgEAgEAoHgliGMUQKBQCAQCAQCgUAgEAgEgluGCNMTCAQCgUAgEAgEAoFAIJCI3fRuFcIYJRAI/tUM16653SK0iNWasbdbhBbxjtWC2y1Ci7A49O9x+K36+vTtFqFF9Hoo+naL0CIeeGTj7RahRQS2+fcov9+m97rdIrSI76O+vd0itAhtZcXtFqFFvFI673aL0GxmyApvtwgtwqY073aL0CKkEt3tFqFFLF1TcrtFaDbuXva3W4SW0c/qdksg+Bfw79HaBQKBQCAQCAQCgUAgEAgE/3qEZ5RAIBAIBAKBQCAQCAQCgVT469wqRE8LBAKBQCAQCAQCgUAgEPyH+PXXXxk4cCDt2rVj4sSJnD7deIqIkpISFixYQO/evYmKiiI2Npbdu3f/bfIJzyiBQCAQCAQCgUAgEAgEgv8IGzZs4O2332bBggW0b9+en3/+mVmzZrFp0yZcXV1N6iuVSu69915cXV355JNP8PT0JCMjAwcHh79NRmGMEggEAoFAIBAIBAKBQCCQ/DeCx3766ScmTZrE+PHjAViwYAG7du0iPj6e2bNnm9SPj4+nuLiYpUuXolAoAPD19f1bZfxv9LRAIBAIBAKBQCAQCAQCwf9zlEolZ8+epWfPnoYyqVRKz549OXnypNk2O3bsoEOHDrz22mv07NmTUaNG8fXXX6PRaP42OYUxSiAQCAQCgUAgEAgEAoHgP0BhYSEajcYkHM/V1ZW8vDyzbdLS0ti8eTMajYZvv/2WRx55hJ9++omvvvrqb5NThOkJBAKBQCAQCAQCgUAgEEglt1uC24JOp8PV1ZXXX38dmUxGVFQU2dnZ/PDDDzz22GN/yzWFMUogEAgEAoFAIBAIBAKB4D+As7MzMpmM/Px8o/L8/Hzc3NzMtnF3d0culyOTyQxlwcHB5ObmolQqsbCwuOlyijA9gUAgEAgEAoFAIBAIBIL/ABYWFkRGRnLw4EFDmVar5eDBg3Ts2NFsm06dOpGamopWqzWUJScn4+7u/rcYokAYowQCgUAgEAgEAoFAIBAI9Lvp/RM/LeTee+9l+fLlrFy5kqtXr/Lqq69SWVnJnXfeCcBzzz3Hhx9+aKh/9913U1RUxJtvvklSUhK7du3im2++YerUqTeta29EhOkJBAKBQCAQCAQCgUAgEPxHGDFiBAUFBXz66afk5ubStm1bvv/+e0OYXmZmJlJpnZHL29ubH374gbfffpsxY8bg6enJ9OnTeeCBB/42GYUxSiAQCAQCgUAgEAgEAoHgP8Q999zDPffcY/bYkiVLTMo6duzI8uXL/26xDAhjlEAgEAgEAoFAIBAIBAKB5P/nbnq3A2GMEggE/29QqtR8tXIL6w+coLS8ktZ+3jxy51C6R4U12u7rlVv5dvU2k3ILuZxD37/ZIhnUKiU7V33K6YOrqaoowdM3nAF3PElIZK8m25YUZrN56dtcPbsfnU5LUJtuxN41H2d3P6N6ZcV5bI//kEund6OsKsfNO4TeI2YTGTPM5JxnDq9n/6YfyM24gqWVLWEdBjJkwjPY2Dub1LWygNjOMiICpChkkJ6nY+NRDZkFumZ9d3dHGN5VToCHBI0WLqVr2XBEQ0V1XR0nO3hmgvkkict2q0lMqkuq2MpNQqdQKb5uErxcJMikEl77VQ2ApQIGd5TSxk+CQg4ZeTq2nNCSVdgsUXFzgKGdpfi762W9nKFjy3Gtkax21vpr+LhKsLcGnQ7yS+DoJS2nk4z7xNUeOreW0spNgrcLyGUS3lumoahMf9zKAobFyIkMkKKQQ3qujg1H1GTkN7dvJYzsLifAUy/vxTQtGw6rKa8yretiD0M6ywnxkWKpgOJyHYlJWrYe15g9t1QCT9yhwGPWRc4/9y7XFv7YLJkaQmZrQ/DcWTh1bY9TTDssXJxImDWP9MUr/9J5W4qNtZRpY1zoGm2LpULCldRqfl6VT1K6stF2Egn0i7GjW7QtQb6W2NlIySlQs/9EGWt2FKNS1/1mrk4yBna3p1OEDd7uCrRaSMtUEreliMRLlQ1ew8oCRvWwICpIhoUcUnO0rD2g5Hpe8+4HDycJY3pZEOQtRaOB8yka1hxQmtwP9jYQG2NBmK8UexsJxeU6ziZr2H5cZXSvf/CwzY29Z/hf4pVq3v0pnxuxsZJw1zAHukRYYaGQcC1dxW8bS0jOUDUpf7Cvgr6dbAjxVeDnpUAuk3DPCxlm61pbShjb354uEVa4OMooKdNw5mo1K3eUkV9s/p6uRanW8MXOE6xPuEJJlZLWns48NrAzPUJaNSkjwKYz1/j10FkuZReikEoJdnfi0YGd6BbsA0CVSs3bGw6SmJ5Ldkk5Gq0OPxd7xnUMY1JMWxSyluUAUao1fLUvkXVnkymtUtHa3ZFH+0TTPcirWe03n0/l12MXuZxbhFwqJdjVgUf7RtM1wNOoXn55FV/tTWTP1QyKK6txtbWia4Anr47o1uQ1rCxgRDcFkYH6ezctV8u6g6pmP8s8nCSM6qEg0Et/715I07DuoMro3h3cWc6QzooGz/Hl6mpSsuveFRKgW1sZ3drK8XLxRqvTUV2tIiuvmGqlusHzqFRKfl/yE7t2bqW8rJSAwGCmTJ9Fh45dGv0Ohw7sZfPGNaQkJ1FaUoKjoyNhbSKYPGUmAYFBzeqHplCqVHy7fB0b9x2mtKyCUP9WPDh5DN2i27boPI+/+QlHEi8wYWg/nr3vLqNj3e562GybR+4ex4yxsc2+hlqlZEv8Z5zYt4bK8hK8/cMYOuFJwtr1bLRdbkYSh3YsI/XqaTKSz6FWKfnfwq24uDc+PvOzU/lo3hjUKiWPv7Yc3+CoZst6I9aWEiYOtqVTuCUWCglJGSqWbS0nNavh+6aWIB85vdpbEdRKjq+HHLlMwqzXc83W/eEld7PlcdvL2HjA/LvCykKvU9Ufa+sPtUBvcJIwqru83ljTsv6QqgG9QcLQLnJCW9XpDaevadlyzLgf2gVL6RMlx91JGHMEzUMYowQCwf8bXvl+OduPJXL3kN74e7mxdt8xnlj4E9/8bzYdw5pWEJ+ffgfWVnWGEpm05ckEV/84j3PHt9Bt8HRcPQM4tX8lv33yIDOe/Rn/1p0bbKesKufn96dTXVlGn5EPIpXJObT1Zxa9O40HX12JjZ3eeFRdWcZP70ylrCSPboOnY+foxrmjG4n7+im0mvdp13204ZxHd/7Ohl8WENS2B7GT51FSmMXhbUvITD7D/S8uR66wNNSVANMGyfFykbDvjN6A1DVcyqxhcr5aqyK/tPHv7WAD9w9XUKWErSc0WMqhV5QMT2cJX69To9Ea10+4puFSurFClZZjXCncV0rn1lKyC3UUlOqNXbVMGSDD0wkOnNcbkLq0ljJjiIzvNmooaEJWe2uYMURGtQp2JGixkEOPtlI8HGV8v1lD7SYjNpbgYCPhfKqO4nIdMikEe0kY11OGm4OWHQl18vq6S+gaLiG3BHKLwdul7noSYMZQBV4uEvYmaqio0tGtrYz7Ryj4YrWK/JLGFUsHG5g9UkGVCrYc02ChgD7tZHg6K/hqjcqob71dJNw/QkFJhU7/O1bpcLKT4GjbsOLYI1KGo93NUywt3JwJe+kxKlKuU3r6Iq79m57g3mwkEnh+thcBrSxYs6OI0jItsb0dWPC4D899kE5WbsMTDUuFhMemenAxqYot+0soKdMQFmjFpOHOtAuz5tXPMw11Y9rZMm6QE0cSK9h9pAypDPrF2PPKo9588VsOOw+XmcoGzBphiY+blF2nVJRXQs8oOQ+PteLjuCryihu/HxxtJTwyzooqpY6Nh1VYKKB/ewVerlZ8Gl9luB8s5PD4HXpD0YGzaorKtPi4SukVJSfUR8bHcVXUXum3bdVG1yguqCColYJhvew4c9l05iKRwDPTXfH3krN+Xxml5VoGd7PlhVmuvPhlLtn5jRuJOoRZ0b+zDanZKnILNHi7m1dXJRKYd58rrdzlbDtcQVa+Gk8XGYO72RLd2ornPs6hStlwf720ag/bziUztXsk/i4OrDl1hcd+3cJ3M4bTKaBxA89XO0/wze5TDIkIZEyH1qg1Wq7kFJJTWmGoU63ScDWniD6t/fBxskMikZCQls37mw6TmJ7LOxP6N3qNG3l5w2G2X0xjSpdw/J3tWJOYxONxu/n27oF09DU/ma3l632JfLv/LIPD/RjTLkgvb16xkbwAWSXl3PvLdgAmdAjBw96G3LJKzmSaGhxvRALcO8wCb1cpexLUlFfp6BEh58HRlny6orrJZ5mjLTw42pIqpY5NR1RYKiT0jZbj5Szl81XVhnv3TJKGfDPjYFhXORZyCem5xu+KCf0UdGwt48QlDWjLkEokWFkqkMtkVNPwWP/0o3c5uH83o8ZOwMenFTu2beaNV+bx2tsLiYhs12C7lORr2NnZM2rMeBwcHCgsLGT71o08N+dh3vngc4KCQxvth+bw2leL2XH4BHcNH4iflwfrdx/i6Xc/58uXnqZDm+adf+eRkyReSmq0Ttd2bRnR1/gZHR7o10Bt8yz/5nkSj26hd+w03LwCOLZ3FT998BCzn/+JoPCG9Z6UK6fYv/kXPFuF4OETTEbKhWZdb+0v7yKVypqu2AQS4Mm7HfHzlLP5YAWlFVoGdLHmuemOvPZ9ETkFjT/H2oVa0KejFenZavKKNHi5Nj7tPntVyYFE4+dpQ0YvCTAz1gJvVwl7TusXnnpEyJg9yoLPViqb1hts4cFRFlQpdWw+qsZCAX3byfFyseCLVUoTvWH2KAtKKnTsTVRTUUWN3mB8zp6RMsb0VHA+VcPxoxru6N2wwVggqEUYowT/L8jNzeXrr79m165dZGdn4+rqStu2bZkxYwY9evQw1Pvmm2/4+OOPmTt3Lvfff7/ROTQaDT/88AMrVqwgIyMDKysrAgICmDRpEhMnTgRg3rx5lJSU8OWXXxq1PXz4MNOnT+fo0aM4ODg0W+5hw4aRnp7Ozp07cXc3VjSnTZvGkSNHAFAoFDg7OxMZGcmdd97J0KFDAdi8eTNPPfUUu3btwtPT0+T8Q4cOZcCAAcyfPx+AkydPMmXKFPr06cO3335rVDc9PZ1Bgwbh4uLC1q1bsbOzMxwbO3YsgwcP5vHHHzeUpaSk8PXXX7N//34KCgrw8PCgQ4cO3HvvvbRrp1fiwsPDzX7vjz76iJEjRza7n5rDmWtpbD6cwFOTRzB9eD8ARvXsxMQXF/LJ8g0sevHRJs8xKKYdzva2TdZrTIYzRzYwZOKz9Bw2C4D2Pcfx5cuj2frH+8x6fmmDbY/u/J2C7BTuf/EPWgXp+691u758+fJoDm7+iUHj5wBwbPcyCnJSmP7MIoLadgcgpv/dfP/WZLYsf4+ILrHI5BZo1Ep2rFhIQFgXps39EUmNS7JfaEd+//Rhju9ZTrdB0wzXjwyUEuAp5fedKs6m6JWcxCQtT9+pYGBHGX/saVwp6xctQyGHL9eqKC7Xl6Xn6bg3VkHHUCnHLhlPHjLydSRc05o5Ux2HL2jYk6hBrYFR3WS4O+qVzwh/CX7uEv7Yo+F8ml7WcykaHh0to1+0lJX7Gz9v7ygpFnL4bqOGkpp52vV8LdMGyegQLOHEFf05c4pg8Tbj7330ko67+kHXcAk7T+u9pQAupus4n6pBqYYebSV4u9QpylFB+r79bbuKM8l62RKTtMyZYMHgTjKW7Wp8BbZ/BzkKBXy+WlnXt7laZg23oFNrKUcv6s8pASb2k5NbrOP7DSrUjf9kANhawcAOMvac1jCk881RGaozc9jm24vq7DwcO0fR+1D8TTlvS+je3pY2wVZ88GM2hxL0nXbgZBmfvujH5OEufLI4p8G2ao2OFxZe52JynYFm28FScgpU3DXChXZh1gavpzOXK3no1VRKy+vuuS37SvjgOV8mD3cxa4yKDpER5C1j8eZqTl/T/0gJV9X8b4o1Q2MU/Latcc+tQZ3kWMjh47hqisr0N2BatpYHx1jRJVzG4fP6c0YGyXBxkPLD+irOp9bKpzc0D+2iwNtNQkaNJ9aJy8Y3S1Z6JW2DLdBqdRw8bbpq3zXSirAACz75rYCjZ/WTq8OJVXwwx4Pxg+z5cnlRo99h2+Fy1u4pRaWG6aMdGzRGhfopCPG1YNGaIrYdrjOqZOapmT3emahQS46dM7PMDySm57LpTBJzhsQwo5f+mTq6fSjjv1zJx1uPsfj+UQ3Kdzoth292n2JubFem9WjY68LRxpJfHhhtVDYppg12VhYsPXKeZ2K74mZ/o9eZec5k5LP5fCpP9+/A9G5tABgVFcTEHzby8c5T/DxtSMPyXs/j2/1nmTOwI/fEmH/v1vLG5mPIpBJ+mTEUJ2vLRuveSLtgGYFeMn7ZWm3wYj19TcMzk60Y0kXO0h2Ne8UN6KDAQgGfrVBSVF5z7+ZqeWCkJZ3DZBy5oL8Pswp0ZN1gCHC0leBgK+HoBY3RRDo6WEaXcDmLt1RzNlnLjIHGxreGuHTxPPv27GDGfQ8xbvxkAPoPiuXJR+5l8Y/f8M6HnzfYdvKUGSZlQ2JHcP+MSWzasIaHH5vTLBka4uyVZLYeOMbjU+/kntH6331E3+5MefZ1Pv91Jd+//myT56hWqvhkSTzTxgzl2z/WNljP39uD4X3+/IJB2tXTJBzawIi7n6HfyPsA6NR7LAvnjWHD0g959JXfGmwb0WkAC749jKW1LbvX/9gsY9TF0/u4lLiPfiNnsWP1139aboDOEZa09lPwZVwxx8/rn7tHz1Xz1iMujO1nw3crG1/Z2nW8ko0HKlCpYcowuyaNUVkFGg4lVjdap5aoYCmBXlJ+2abkTM1YS7ym4ZlJlgzpLGfpzqbGmlw/1lbW0xtydNw/0sJorEmAyQMU5Bbp+Ha9slG9oUekjLQcLT9v1l/7X22M+hOLzYI/h+hpwX+e9PR07rzzTg4dOsRzzz3H2rVr+f777+nWrRsLFiwwqhsfH8/9999PfLzp5Ojzzz9n0aJFPPnkk6xfv57FixczadIkSkpK/ha5jx07RnV1NbGxsaxcaT58ZdKkSezbt49t27bx2WefERISwpw5c3jppZcAGDhwIE5OTmbbHz16lJSUFCZMmGAoi4uL45577uHo0aNkZ2ebvWZ5eTk//th4mE5iYiJ33nknSUlJvPbaa2zYsIEvvviC4OBg3n33XaO6b7/9Nvv27TP6DB48uNHz/xm2HU1EJpVyZz0vDEsLBeP6xnD6SipZ+UVNn0Sno6yyCp2ueS7Q5mSQSGV07jfZUCZXWNKx93jSr56iuCCzwbbnjm/GJ6idwRAF4OYdTHDb7pw9tslQlnrpGDb2LgZDFIBEKiWyyzDKinNJvngUgJzrl6mqKCEyZoTBEAUQ1n4AFpY2nD2ywej6kQESSit1nEup++4V1XAmWUtbPylNRZtEBki5mKY1KD0AVzN15BbraBdovrFCTqPnLa/CrGLU1l9CWaXOYIiqlfVcqo5wX0mTsrb1k3Dpus5giAJIytKRV6Ijwr9pD6GiclPZq5TQUDRIVKCU0godZ5PrZlDlVXqDVFv/pvs2KlDKxdQb+jZDR26RlnZBdUav0FYSvFyk7DipN+ApZE2nRYiNkZNXrOPUlWZYrpqJVqmiOjvvpp3vz9Cjgy2FJWoOn67rtJJyLQdOlhMTZYO8kUV1tQYjQ1QtR2rO5etZp4CnZ6mMDFG17U+cr8DNWY6VpekPEB0so6RCR+K1uj4vr4KEK2qiAmVN3g/tguWcT9EYDFEAl69rySnS0j60bjJkpdBfu/QGW1JpjRFA1YgNVC6DmEhrLiQrKSgxNe52jbKmqFRjZAgqrdByOLGSTm2tGu1f0P8WjV2/FmtLfWcUlxnLUFSq/1upavhZve1cMjKJhPGd64wzlgo5d3QKIyE9h6xiU0NhLb8cOoubnTVTu0Wi0+moqG469LA+Pk76xZzSqsYNi0byXkxDJpFwZ4eQOnnlMsZGB3M6I5+skvIG2/567BKudlZM6RKml1dpXt6k/BL2X8tkerc2OFlbUq3WoLrRbbUR2gXpn2Vnkm54ll3TEBnQ9L0bFSTjQorGYIgCuHJdS26Rlujgxm+aDqEypBIJJ294VvVpJyc1R8vZZC0SMHrfNcbB/buRSqUMHV5nlLSwsGDw0BFcvHCWvNyGDdbmcHRyxtLSioryhu+r5rLj8AlkUinjBvU2lFlaKBg9oCeJl6+RnVfQ5DmWrN2CTqdj6uim9a0qpZLqBu6Zpkg8sgWpVEa3AZMMZQoLS2L6jyf18imK8hvWe2zsnLC0bv4CoEatYu2St+kdOw1Xz5Z5b5mjS1sLisu0nDhfN07LKnQcPVdNxzDLZjzHdM16jtVHIafJ8wK0C5Lp9YYbxtrpaxoiApqjN8i4cIPecCVDP9baBdc1bu0rxctFyrYT6ib1BiuFhLKqP6cfC/7/IjyjBP95FixYgEQi4Y8//sDGpm4FsnXr1owfP97w95EjR6iqquKJJ55g1apVnDhxgk6dOhmO79ixgylTpjB8+HBDWZs2bf42uePj4xk1ahQxMTG8+eabzJ4926SOlZWVwWPKy8uLDh06EBwczPPPP8/w4cPp2bMnY8eOZeXKlTz00EMm52/fvj2tW7cG9EamDRs2EB8fT15entk2oN+V4aeffmLq1Km4urqaHNfpdMyfP5+AgAB+++03oy1D27Zty/Tp043qOzg4mHh9/R1cTL2Ov5cbdtZWRuWRwX41xzPwcnVq9Byjn3uXiiol1pYW9O8UyZy7RuLqaN8iGVw9A7G0tjMqbxUUDUBW6nkcXbxN2um0WrLTLtKx93iTYz5B0Vw9u5/qyjIsre3QqJUoFFYm9RQW1gBkppwlJLIXapVeuZJbmK58yy2syEw9j05bp+R4u0rJyNdxo5qRnqcjJlyCm4OE7CLzSoi9DdhZS7huJo/B9TwtYa1MtaaBHWQMj5Gj1enIyNex7YSGKxnNU3K8nCVm81hdz9fRubUUVwe9V5NZWa31smYWmE7AMvJ1hPqYamFymV6BtJBDgIeEDsES0vPMG8rM4e0qISNfa9K3ablauraR4eYoIbvQ/Hd3qOnbdDO5hNLzdIT71vVtaE0/qzU6HhmjwNddilqj41yKltX71VTeMC/2rcnJ9c16lYls/3aCfC1JSldyo135Smo1Q3s54OOhIDWzZZMvJwe9SlVS3vQP72wvo6pai9JMCJmPm5TruWbuhxwtPSIluDtJyGogT5uDrQR7Gwlpuab3b1q2ljYBdbOca5katFodY3spWHtQRXGZDm9XCYM6y0m8pia3gfEM0CHcCltrKQcSzOcyCfBWkJyhMunfq+kqBna1xctNTnp2C2dpZrh2XUVVtZYJg+0pr9SSmafG00XOXcMcuJqu5MzVhr0MLmTlE+DqiJ2VcY66qFbuNccL8HK0M9eUI0mZtPfz4LfD5/huzymKKqtxs7Pm/j7tubtbhEl9lVpDWbWKarWasxl5LD5wBh9HO/xcmu8pfSG7EH8Xe+wsjb0Nompifi/mFOHlYH7ifiQlm/at3Pj92CW+P3iWokolbrZWzOoRwV2d63ImHk7OAsDVxooHl+7gSEoOMomEboFevBDbGZ8G+qMWHzcp1/PM37vd2spxd5SQ1cizzN7G/LMsLVdLuF/TxqiiMi1JmXX3vqUCfD0kHDqnITZGTq9IOZYW3ihVanLySygpM+81B5B09Qo+rfywsTHu09Zher0v6doV3Nw9GpWpvKwMtUZNUWEBa1fFUVFRTrv2nRpt0xwuJafh5+2BnY21UXlkSKD+eEo6nm4uZlrqycorYPHqzbz40DSsLMznaKxl/e5DxG/dg06nI7CVF/fdMZzY3l2bLev1lPO4eQVgZWN87/gF6xfWMlIu4ORqqvf8GfZtWkxleQkDxz7EmWNb//L5/D3lpGSavv+SMtT07yzB01XG9Zybt1DTq70VA7pYIZVIyMhVs25fBYfPmH+G+bhKzI+1XB3d2kqa1BvsbUzDWWvbh/uZ6g0aLTw2zsKgN5xN1rJqv4rKeuJdy9QSFSSlZ6SM8ynNN2IL/n8jPKME/2mKiorYu3cvU6dONTJE1VI/ZC4uLo6RI0eiUCgYNWoUcXFxRnXd3Nw4dOgQBQVNrzj9VcrKyti0aRNjxoyhV69elJWVcezYsWa1veOOO3B0dGTLli0ATJgwgeTkZI4ePWqoU15ezubNm428ojZu3EhwcDDBwcGMGTOG+Ph4sx5Ao0aNIiAggC+++MLs9c+fP8/ly5e57777jAxRtbQkTPFmkldUipsZw5F7TVluUcMebg621kwe1JMXZtzJ+4/ew7i+MWw9ksCst76mrLJhZdacDPaOpoY3eyd9WWmR+ZXWyvJiNGoldk5m2tacr7RY39bVK4iSwiyK8q4b1Uu9rL9/Sgr1Hm+unoEgkZB25aSxjFnXqCgtQK2sorKiuO461voVwRsprSlrLNLE3lpvwCkzEx1RWqFPdFy7iqfT6b04Nh3TsGSbio1HNNhZSZg+WE6Yb/NWtO2toczMHLm2rFYec9jV6PY3eovUtrexNPWs6hYu4dkJcp4cJ2dcTxnpeTri9zVfQbW3kVDaQN+AXnFsrK1eXvO/Tf2+dXXQ1717oILcYh2/blex57SGyEAp04eautOP7iEnMUlLWs5/zRQFTg4yCktMjSG1Zc6OLV+rGzvIkfJKLSfPN5yYHMDLTU7XaFsOJ5SjNdO1DrYSSsyMtdoyh0byeznU3A8Ntbetdz9kF+qI263E00XKE3da8dJ0a+4facXldC1LtjTusdOzvTVKlY4jZ8x/Vyd7KUWlpmOgtszZ/q/ncwEoq9Dy+bJCbKykPD/Ljc/+58WLD7hRVKLhrR/y0TYyH8otrcDN3tqk3K3mIZBrblACJZXVFFZUcSo1my92Hue+3tG8N6E/4V4uvLPxEH8cMw0l2nY+hf7v/0bswuXMWbYDTwdbPp0yGHkLEpjnlVfhbme60GCQ19xDDyipUlJUWU3C9Vy+3JfIvd0ieHdMT8I8nHl32wniTl0x1E0t1HvtvLH5KHKpjHfH9OSJfu05dT2Xh5buorIJNw/9s+zP3bv2Lbh3b8TTWYKPq9TEg9PVQYJUIqF9iIyYcDkbDqtIzypEo9HSytMZW5uGwxALCvNxdjE16Di76BfhCgqa9u7839xHmDnlDp56dBb79+1i4l3TGDx0RJPtmiKvsBg3J0eTcldnfVluYbHJsfp8siSe8EA/hvaMabRedFgwD00ew3tzH+R/s+5GJpXy8uc/Eb9ld7NlLS3KNeg49bF31peVFLbMw6yx62xf9TVDJzxuYvj6szjay0y8LqHOE9PJ7uZNoy+nqVi5s5zPl5eweH0pWh3MvsOB/p1NxzzUjLUG3vvQvLFmbqyW3jDW3Gr0himD9KF6v2xVsjtBQ1SQlBlDjQ2Zaw6ouJapZUxPBf+7u2Uhvv84JJJ/5uc/iPCMEvynSU1NRafTERwc3Gi9srIyNm/ezLJlywAYM2YMU6ZM4YUXXsDWVr8qNn/+fJ544gl69epFaGgoHTt2ZNCgQfTr18/oXLt27aJjx45GZRpNy1ZONmzYQEBAgMFracSIEcTFxdGlS+M7uABIpVICAwO5fl1vjAgNDaVDhw7Ex8cTE6NXPDZu3IhOp2PEiDqlKC4ujjFjxgDQp08fSktLOXLkCN26GecKkEgkzJ07l4cffpiZM2fi7+9vdDw5ORmgyT6vZc6cOchkxhOT9evX4+Pj06z2zaVaqcJCYfrIqy1rzAV9ytDeRn8PimlHVLAfL3yzlD+2H+TeUQOaLYOVwnQVsjZRuFplfgVMpdIbvOTyRtoq9W079ZnIsV3LiPv6aWLvmoetgxtnj27k/IltRtewsXcmsstwEg6sws07mLadhlBSmM3G395AKlOg1ahqzqlX6hQyUJuZ2NV6/5jpWgOKmp+3qfYaJRSXw89b6094dJy6quWJOxQMj5FzKb1pbxV5E7I25gJfK6u5IVu/ff3IlTMpOjIKNNhYQlgrCbZWzXOzr39N8/LqFUW5XAIN+CY1R97avrWsCctKz9Xxx259H59N1ocPDouRE+Ij4WqN91mn1lI8XST81kSOl38rFgqJ0a53tahqwrosFC1T+u4c4kT7cBu+XZ5LRWXDFhALhYS593qiVOn4Za35hQ2FDDQaU9kMv6esYdlqx2Fz7gfQ74iUlq3lfKqGwlIdwd5SereTU16lYN1B87+9pULvGZVwqYqKBkIyLBQSs56BtX3e0v5tjJJyLSmZKrYeKic9R02At5yRfeyYfacTny1tePvMarUGC5npQLWsGbzVKvPv7doQt6LKat6d0J9hUfp33ZCIIMZ/tZLv9iQwsYux13TXIG++mRZLaZWSw0mZXMoqoLKRXdzMy6tGITO1TDdfXiXvjOlJbFv9O3twGz8m/rCR7w+cZUKHUKO6rrbWfDaxL9KayY+HvTXz1x5k47kU7mwfYuYqehQy8x6hzXr2yvXXMnvvqmvr1N279ekQqj/xjSF6tfeZrZWEz1dW6b0+vCspLa+idaAH7s52lFeYf+8qq5UozLyva8uU1U2HWD721P+orCgnOyuT7ds2oayuRqvVml2oawnVShUKMy9dS4M+07Bsx85eZOeRk/z4xnNNXue714xzT40e0JMZ89/mq2WrGdm/R5NeVQAqZTXyRvQeVQN6T0vZsPQjXDx8iek/oenKzcRCbv5+/jueY+8sKjL6e9+pKl5+wJk7B9iyP6HKJNyvqbGmaHSs1dRthk5mUbNOlZ6rZdku/fPhTLIWpVrH8K4KQn2kXMnQn0ilhrwiHSXlGs6narhncNP3h0AgPKME/2mam9tn3bp1+Pv7G8Lu2rZtS6tWrdiwoS5vTmhoKOvWrWPZsmWMHz+egoICHn74YV544QWjc3Xr1o1Vq1YZfd54440WyR0fH28wDIHeOLZp0ybKypqXa0Cn0xnlRRg/fjybN282tI+Pj2fYsGGGJOTXrl0jMTGRUaP0uRHkcrnBAGaOPn360KlTJz755JMWfS9zzJ8/36S/PDwad33/M1haKFCaWdWtLbO0MPUMaYzhPTri5mjP4XNXmq5cTwaNylRJrDUQ1d+9rj61YXdqdSNta8LtPP3CGT/7fQpyU/nx7Sl8Nn8oR7b/wrC7nwfAwrJuMjNq+gJat+vL1uXv8em8ISx69x5a+belW9/RuLm54ehgi521fjFGpQG5mTdG7eSisQXz2jnSn21fqYQTl7W4O0qMvIRkUr0nk511neIlkeiVqcau1Vj4XK2sZuaoDbYvLtfnlDqbomPlAS2FZTBtkMxk4iWV6hOCW9QogrZWTfWtfgyrzRhNWiJvbd/WKtCnrxl/gYSr+r8DPPRCWCogtoucvac1Rvkk/o3IZeBkLzP6SCX6XEK1k9/6KGomF43lGrqRnh1tuWuEM9sOlrBlf8MJbaUSeHqGB75eFnz4Uzal5RojuezrjTWZGYOT4fc0Y6iqpfa3bs79EOgl5b4Rlmw8omJfopqzyRrWHlSx7YSKvu3leDqbn2hFB8v0O/AlVCKTgaOd1Ogjqelfc4aH2j5vSf82hruzjOdnubL7eAVrdpdx4nwVK3eU8fOaYrq1syY6rOHVeUu5DKUZy0d1zQC3bGA2ZynXD2C5VMqQiEBDuVQqITYyiOyScjKLjN/VrnbWdA9pxZDIIF4c1ZO+YX48uGQTeQ14XzV0XdVflHdwuG+dvBIJQ9v6k11aSWZNvimrmlnqkDZ+BkNU7d9yqYTT12u8gaQysLYzfIzeEy14dtan9vlk9t6V19Yx37ZDqIzMAq1J+GrtOfNLtKTl1h3T6XSUllcb7Y57IxaWFqjMvK9ryywsm55ot2kbScfOXRk2ciyvvPYeu3du5ZdF3zXZriksLRSozHRGtUGfMS+bWqPho0XLGd6nKxE1IX0tQSGXMyG2P6XllVy4ltq8NhaWhrQARrLU6C6KBvSelpByJYGT+9cw+p55f8rQJ5PqPYnqfyQS/ULNrXiOmUOjhR1HK7G1lhIRrMDBVmLQd5oz1hqwTeuP1dw6zdHJas9TqyfUUuuFGOBZ95yYOliBk52EP3arjPLGCQSNITyjBP9pAgICkEgkXLt2rdF6cXFxXL58mYiIulwPWq2W+Ph4w055oPc6io6OJjo6mpkzZ7J69Wqee+45HnroIfz89LmHrK2tCQgIMDp/VlZWs2W+cuUKp06d4vTp03zwwQeGco1Gw4YNG5g0aVIjrfX1UlJSDDvWgd6z6u2332bjxo3ExMRw4sQJ5s6da/T91Wo1ffr0MZTpdDosLCx4+eWXsbc3DW975plnmDx5MrNmzTIqDwwMBPQGrvr92RDu7u4m/fV34OZkT06haShebrF+8uju1PLwQU8XR0rKmz+ZcHOy52pBrkl5aZG+zN7JvBHO2tYRmdyCsiIzbYtr2jrWtY3oMozwDgPJSruITqvBOyCC5Av6nRddPQMN9axs7Lnr8S8pzs+gKO86jq4+hIW0YnA740noB3FKSivBzsZ0clrn7t3w9651JbczE25mbwMVVTqaypFbXJPQ1tqyLoTJ30PCrGHGRkQHG32InZ1p9E29ELyGFci6UD7z7Suqm5b1fKo+N1WAh4SrmXXX8nOTMGNInfb46FhL3ltWTWmFzmyYY21ZSWN9WxsmaSb00N5GYtS3tecpu+H7l9dEmlrVzAn6tJMhk+kTqNfkWcaxxuVf4eyAdUArqjJy0Kn++V5T4UFWLHjc2Mvy4QWpFJVocHYwVYFqywqLm+e1Eh1uzeP3eHDiXAXfLm88bOehu9zpHGnDJ0tyOHO5ishQU9ne/KWSknKdIdyuPoYQvPKG719DOFQD7cvr3Q/dI+SUVehM8oacTdYQG2NBgJeU7ELTGU3HMLk+HPFCFWH+Frxwv5vR8afez6aoVIuTmVC82rJCMyF8f4a+nWywkEs4ecE4XPr4ef3fYf4WnL5k3vPC3d6GHDODK6/mIeDeQOyxo7UllnIZ9lYWyG6Y+LrY6h8cJVXVeNNwqNDgiEA+23GcnRdTTbyoGsLN1oocM6F4BnnNPfQAR2sLvbyWClN5baxq5FXi7WBrCAN0tTUODZJJpThaW1JSk3Bd6uGH1Yh7DcdfAt75rarmWfbn7t3SFty79Qn0lOJiL2XjYdPnUe14MBfBqNFokEgkSKUStGbiZV2cXcnPNx3ThQX5+uMubibHGsPO3p527TuyZ9c2Zt7/cIva3oibsyM5BUUm5fk14XnuzqYhfAAb9hwmJSObefdPISMn3+hYRVUVGTn5uDjaY9WIoc3T1RmAkrLmrVTYO7lTUmC6IU5poV53cXD+64uPG3//gMDwzji7+1KQq48KKC/Ve0WWFOVSmJeBs1vD3vahfgqem+5kVPbcp/kUl2pwNBOKV1tWZCaE72ZSuznEE5ONZXv39xq9oYH3PjRvrJkbq/Y3jLXa89yYuqBWb7Cu2YTDxV5CuJ+M+D3/fL2gWUiEv86tQhijBP9pnJyc6N27N7/++ivTpk0zyRtVUlJCZmYmZ86cYcmSJTg61r3Ai4uLmTZtGlevXiUkxLxbemio3rW9srLxHCEtIS4ujpiYGF5++WWj8hUrVhAXF9ekMWrlypUUFxczdOhQQ5mdnR3Dhg0jPj6etLQ0AgMDDSF/arWa1atXM2/ePHr16mV0rkcffZR169Zx9913m1wnOjqaIUOG8OGHHxqVt23bltDQUH788UdGjBhhskpVUlJyW/JGhfn5cOz8Ncoqq4ySmJ+5ql/dC/dvWVigTqcjI6+Q8IDmtwvz8+HI+bpk47VcT0oAwMu/rdl2EqkUT98wMlLOmBy7fi0BZ3c/k6ToMrmF0c57184fBCA4oofJORxdfXB01X+PrNwSZs2ai39YZ3qPeIjUDDVllfqttAM8JdwYMObrJkGp0u801xClFXoDSCtXU8WnlZvUbLLxG3Gx17ctrxcWlFmg46eaLYS7tZESESCjrFKfC8ffw8y1XCUo1TryG9kAs7RSfw1vF9PQOB/XhhOC1qd2Ff+GPMNkF+lYsl1DhD90bi1j2S4lZZX67xHoKTXpWz93qb5vixszPuj71tfN9Pv6uhkncs/I0wKymsleXXntnLtWuXS0lWBjKeGp8aYTktD5DxM6/2H2dhlLSULT22zfbpKvK1nwhfFuTUUlGpLTq2kTYoVEglGS7dYBllRVa8nIaVqhbh1gybOzPLmaWs1Hi3IazU80bYwLA7vb8+OKPPafKDcrm5efM6UVOjLytQR5y0zuB39PGUqVrtHE4iXlOsoqdfi5myrSfp7SmntAj721BInU9L6R1ZTJzOSnsLeBUB8pe05UoNZASqaKt380nrAXl2lIyVQRHmhh0r8hfgqqlFqy8v568nKomxRKpRKo5zFW61XYWEqmcC8XjiZlUlalNEpinpiunyS38TKfAFoqlRDu5cLZ63mo1BoU9dwTavNMOduYNwzVUl0Td1bWgt30wj2dOZaaQ1m1yiiJ+ZlMvVEh3MPJvLwSCWEeTpzLLECl0aCo53pUm2fKuead2NZT/51zbph5qjQaiiqqca7JsaQtyKJq08+G40s0d1Faqd9sIsjLzLPMQ/8sy/2TzzI/dymZ+eYHWIfWMrQ68zt+llboDVKOZvK6y2UytFqdWUMUQGBwKImnT1JRUW6UxPzSxfMABAWHNvhdGkKpVFJe8dfdTVsH+HL87CXKKiqNkpifvZIEQFiAr9l22XkFqDUaHnjlA5NjG/YcZsOew7w390H6xXRo8NoZNTuhOjs0b/MWH/82XDt3hKqKMqNcTqlXT+uPB/z1jYCK8jMpzMvg3aeHmBz7+aNHsbKxZ8G3hxtsn5at5oNfiozKisu0pGVraO2vMLmfg1vJqVbqyM6/ecnLzeHupH+A/baplIw8DU7O+pd1o2PNXdJ8vcFdChh/Bz93idFYu16zoYDjDYarWqNx7e55tbbwvxiBKvh/iLhlBP95XnnlFbRaLRMnTmTz5s0kJydz9epVFi9ezOTJk4mLiyM6OpqYmBjCwsIMn5iYGNq1a2cIVXviiSdYtGgRCQkJXL9+ncOHD/Paa68RGBjY7PxITaFSqVi9ejUjR440kiUsLIyJEyeSkJDA5cuXDfWrqqrIzc0lKyuLU6dO8f777/Pqq69y99130717d6Nzjx8/npMnT7J06VKjXQR37dpFcXExEyZMMLnm0KFDGwzVA3j66ac5dOgQSUlJhjKJRMLbb79NcnIyU6ZMYffu3aSlpXHhwgW++uorHnnkEaNzlJSUkJuba/SpqGi+t1FzGRzTDo1Wy4pddQqJUqVmzb5jRAX7GXbSy8wvJCnDOKFmYYlpeOQfOw5RWFpOz3bhJscak0Gn1XB89zJDmVql5NS+lbQKbm/YSa84P4O8TGNvvradY8lISiQjOdFQlpd1jaQLh4noMqzR6+ZnJ3Ns11LC2vfH1Suo0bobln3E/v37sfHpRXYxXM3UodbocwTYW0uICKhTSGwsISpQyoV0rdGKtYu9/lOfsylawv2kONazBwd7S3B3lHCm3q4r5vLJ2tvocxhlFmiNVrirlHr5rmbqDF4/Gi2cS9NhZy2hrV+drNaWEOEv4VK68eq6s53+U5/zqTrCWhmHBAZ56ncMPJdap+A1lPu2Y4gEnU5nYmSrUurD+QpqIrlSsmv6NkmLvY2EyMC6V7KNpX6b9AtpzejbZC3h/lKjCVeItwR3JymJSXWK5rlULSq1js5hekNHLTFh+snplev6Cx08p08eX/+zcp/eOJP2czzHxj9CRVK6+S//D6O8UkvipUqjj0qt42BCOc4OcrpF13Wava2UHh1sOX62wiicyNNVjqer8dpdK08F82d7kVug5u1vsxoN1xgz0JGxg5yI31LIht11ltAbZbt8XYtaA6evanCwkdCu3lb2NlYQHSLjbLLG6H5wdZAYEtPXcvqamrYBMoM3G+h3RPJwknK6XqhFbrEWBxsJIT7GqmDHmvw71/NMJ/8dQuVIpRLDLnoVVTrOXlUafVRqOHK2Eid7GV0i6gz/djZSukVZc/JCtVH/erjI8HD5cwnNM/PUSKUSukUZe/L0iNbPjJIb2RFxcEQgGp2O+OMXDWVKtYbVpy7TrpW7YSe9zKIyknKLjNrGRgaj0elYk1AXpl2tUrMh8SrB7k541Dw8CsurzKYLWHHiEgARPs33rhkc7odGp2PFqavG8iYm0c7b1bCTXmZJOUk3WNxj2/ij0elYm5hcJ69aw8ZzyQS7OuBR4wraxd8DFxtLNp5LNoT/AaxJTEKj09E90KvmwlVoM64ZPldq7t3EaxrsbSREBd3wLAuWcT5Vc8OzTGJYZKglMUlDmxvu3RAfKe5OUpPwYtCHvkYHy0jO0lLUgCfI6asanOyktK63a6tMKsXe1orySvNecwA9e/VFq9WyZeM6Q5lKpWTHtk2Ehbc17KSXm5NNeppxyFpRkWmuspzsLE6fOkFoaPN1hoYY2K0TGq2WVdv3GcqUKhVrdx8kMjTQsJNeVl4BydfrPPOH9OzCe3MfNPkA9OwYxXtzHyQyVK8jFJaYhhyXV1axdOMOnOztaBPsb3LcHO26DkWr1XB453JDmVql5NielfiFRBt20ivMyyAno/Eohoa4c9YCpj/1qdGn59CpAIyc8ix3Pfxeo+0rqnScT1IZfdQaOHa+Gkc7KZ3a1hmr7awldGlrScJl4+eYu7MUd+c/N60253VuZSFhcDcbSsu17DpexfkkFVcytFzJ0NboDfqxFnnDWIsOlnE+9Ua9wXSsnUnS0OZGvaFmrCXWC7E7l6LR6w3hN+gN4TV6Q7q+bn6J3rAbHSxMC4KWITyjBP95/Pz8WLFiBV9//TXvvvsuOTk5uLi4EBkZyQsvvMDcuXN54IEHzLYdOnQoP/30E3PmzKF3796sW7eOb775htLSUtzd3enevTuPPfYYcvnNGUo7duygqKiIIUNMV3dCQkIICQkhLi6O+fPnA7B8+XKWL1+OQqHAycmJqKgoFi5caLZ9ly5dCAoKIjU1lXHjxhnK4+Li6Nmzp9lQvNjYWL7//nsuXLhgyC9Vn6CgIMaPH29I/F5LdHQ08fHxfP3117z44osUFhbi4eFBx44def75543q1n6X+sydO5fZs2eb76Q/SbsQf4bEtOPzuE0UlJTj5+nKun3Hycwr5OX76hJevvztco5fvMaJRe8aykY+8w5DukbT2tcLC4WCU5eT2Xw4gXB/H8b372bucg3KENFlGNtXLKS8tAAXD38SDqyiKP86Y2bW5RVb+cP/SLl4lFd+qPM8iRlwNyf2/sFvnzxEj9j7kMnkHNyyCDsHV3rE3mt0nS9eHElEl1gcXX0oyk3n2K7fsbZ1ZOS0BUb19m34lpzrl2kVHI1UKufiyW1cPbufAXc8ZeRVBXpjUmqOljt7y/Fw0lBepfdGkkhgx0njScK9sfpV+w/j6iaCe05riAqUct8wBQfPabBQQO8oGVkFWk5crlN8hnWR4WIv4WqmltIKcLKTEBMuxUIOG44YX8fJFjqE6BWfVjWr6X2i9P8WlOoY00OKu6OWimroEiZFKoXdp40n2NMG6RWqT1fXnXvfWS0R/jKmD5Zx+IIWCwX0bCslu1DHqat1E57eUVL83PVJv4vLdVhbQls/Ka3cJBy+oM8dVYulArqG62Xzc9f/2yNCRpUSKqt1pOZoGd+npm+rdXRvK0MigW0njL/zrOF6pfj95XUeFbsS1EQFWXD/CAsOnFVjIZfQJ1qfQ+X4pbrvW1YJuxI0DOksZ+YwBedSNHi7SOkSLiXhqsawApqRr191NerrmuFfdvYK2Wu281cJeGQqCkcHrHz0EzqPkQOwaqWf6CZ/sQS1GQPwzeTQqXIuJlXx6BR3fL0UlJZrie3tgFQqYdlG44nkK4/qJ0uPvJYGgJWlhBcf9sbWRsqaHUV0ijT2uM3OU3EpWT/J7Rptw/SxrmTkKEnPVtGni/Fz9PTFSopvCFk7fU1DcpaGSQMs8HRWUV4FPaPkSCWw5ZixceXB0XqL6Fu/1oWpbT+upn2wnIfHWrL3tBpLBfTvoCAjX8uRC3UeSfvPqIlpI+fe4ZbsP6PWJzD3kdKptZyLaRpSc0yNUZ1a63eXOp/UuEfPkTNVXE5VMnu8E608yiir0DKomy1SCazYbmwomX+ffneypz+oWwRwdZLRu4PeQBLso3+ejO2v77u8Ig37T+mNYXtPVDCyjx33jXMi0EdBeo6aQB8F/TvbkJat4ti5hnc7jfb1YGhEIJ9uP0ZBeRV+LvasTbhCRlEpr46p27TixZV7OJaSRcKr9xnKJnQJZ8WJi7y1/iAp+cV4OdqxLuEKmUVlfDplsKHe+tNX+ePYBQa08cfX2Z5ypYoDV65z6FoG/cL86BbcfM/adj6uDAn347M9CRRUVOHnbMfaM8lkFpfzyvCuhnovrTvE8bRcTv7vLkPZ+A4hrDx9jbe3HielsBQvBxvWn00ms7iCj8fXhedbyGU8NaADL68/zKzftjMyMpCskgp+O3aJjr7uDAwz73FTS2KShpRsLRP7WeDhrKa8SkePiNp719gb7oFR+mfZu7/XGYR2nlQTHSxj9igL9p9RY6GQ0C9aTma+lmMXTY1RYX5SbK0kZr2iDOc8pSI6WMY9QyzYm6jGxdEWZ0dbJBLIacRNNqxNBD179+OXn7+juLgQb+9W7Ny+mZzsLB59si6x9ycfvc3ZxARWrt9pKHvq0VlEt+9IUHAotnb2ZGaks23LRjQaNdNmmtc3W0JU6yAGde/El0tXUVhSiq+nOxv2HCIzN58XH5xmqLfgi0WcOH+Zw0u/AiCwlReBNc/ZG/FxdzXyiIrbvJvdxxLo3akdXm4u5BUVs27nAbLyC3n10Zkomqn3+oe2p13XWDYt/5jykgJcPf05vnc1hXkZTHigTu9Z/vV8rl04yru/nDOUVVaUcmDLrwAkXzoBwIGtv2Jt44C1jb3B4BTWztirv7YtQHCbGHyDo5ol640cO1/N1XQV9422x8etkrIKLQO6WCOVwqrdxoumz9zjBMD/PqvbmMLVUUqPdnpDeaC3vr9G9da/L/KLNRxM1N/7A7tY0zFcb+AqKNbiaCeldwcrXBylfL+q1Gx4amKSVj/W+irwdFJTXgXdI/R6w9bjN4y1kTVjbWm9sXZKTbtgGQ+MtODAWQ0WcuhrZqyVVerrDu2i4N7hCs4la/F2lRDTRsapKxrSa/SG8io4dklD1zZyHhjJvz9nlHDxumUIY5Tg/wUeHh68/PLLJqFvAIcPN+y6+8ADDxgMVZMmTWoyRO6dd94xW96tWzcuXrxo9lh9YmNjOX/+fIPH6ydUX7JkSZPnu5FNmzaZlH399dcN1o+OjjaS29x3eO2113jttddMyoOCgnj33XdNyuvTnD65mbz2wGS+XLGFDQdOUFJeSWs/Lz5+aiadwxv3bBvevQMJV1LYcewM1So13m5OzBjej1mjB2LdjCSm9bnj/nfZsfITTh9cQ2V5MZ5+4dz9xFcEhDe+xbKltR0zn13M5qVvs3fdV+i0WgLbdCV28nxs7Y3DSbz8wjm1fyXlJXnY2DkTETOcAWMfx9bB1aieR6swLpzYxsVTO9BptXj6hjHhoY+JjDH1tNLpYPE2NcO6yOjeVoZCBtfzdcTvU5PXSNhbLcUV8MMmNcNjZAztLEOjhYvpWjYeNV4tv5KhIyZcQrc2Mqwt9d5Eydk6diVoTDyNnO0lDO5k/Bob0F5vXErN0ZGcraNruBS5HDLyYfVBDfkN55c2UFIBP2/TMLSTlEEdpWg0cDlDx9YTxquNV67rcLGDDiESbC0lqLWQXai/TsI1Y1mtLOpkq6VPu5r8RKU6PlulZHhXOT0i9X2bnqcjbo+qUVf7WorL4bv1KkZ0kxPbRY5GCxfStGw8rDZRYnee0lBZraNHhIyR3eR6A9UpjYlB8e8m+On7sAmsm9h63xmL952xAFz/bc3fbozS6uCtb7KYNtaFEX0dsVBIuJpazRe/5jQZomdvK8PdWf/b3TPG1eT4zsOlXErWh3oF+uiNRT4eFjw5zTQ3yiufZZgYo3Q6+GF9NaN6WtC7nQKFHNJytCzdoWw0RK+W4nIdX66uYkxPC0Z2V6DWwvkUDWsPKI3uh9wiHR/HVTGsq4JOrWXY20goKdex65SKzUdN+8DdSYKfh4zdp1Q0tTeITgfv/5zPlOEOxPawRaGQkJSu4tv4IjLzmr7XPJxlTBxiHM5d+/f5a9UGY1RZpY6Xvsxl/CB7OraxYmBXGWUVWnafqGD5llKzO7PV5407+vLFzhOsO32FkkolrT2d+XTKEDoHmp+w12KlkPPdjOF8vPUoq05eplKpJtzLhc+mDqFXaN193dHfk4S0bDaduUZ+WRUyqYRAN0eeie3K3V2bzql4I6+P6s6XexNZfzaZkiolrT2c+GR8Xzr7NZ53x0oh59u7BvDxrlOsPn2NSpWacA9nPp3Ql57B3kZ1R0cFoZBK+enweT7eeQp7KwvGdwjh8b7RJjmnbkSng582VjOiu4JeUXIUMkjL1bJ8l7KZzzId36ytZlR3BcO76u/dC6ka1h9SmZ2QdwyVodbozHpN1VJWCV+tqWZkdwV92smxkNtTWaXienYh1U3saPjk3Of5bcmP7N6xlbKyUgKCQnjhlbeIjGrfaLthI8Zw/OghTh4/SmVlBY5OznTo2IUJk6cSEHhzPOlfeWQmXsvXsHHvYUrLKwj1b8VHzz1Kx7atb8r5o8NDOH3pGmt27qe4tBxrKwsiQgJ58aFpdIlqWWjd5IfeYUvcp5zYt4bKihK8/MKZOfdLgts0vkN0ZXkJW+I+NSrbu2ERAM5uPgZj1N+FTgcf/17MxMG2DOpqjYVcQlKGih/WlDYrRM/NScYdA4xjRGv/vpCsNBijrqSpCPVV0KeDFXY2UqqVOpIy1Py0tpQLyebfRzodLNqkZEQ3OT1rxpp+p9zmjjX4Zp2SUd3lDIup0RtStaw/bDrWdpzUUFkNPSNljOqh1xt2ntSw/YTx+Fm1T01mvo6YcBnDYoSJQdA8JLrmbjcmEAgE/0DKD6663SK0iNWasbdbhBZx7sq/KxmlheLfs5pVVXVrDUB/lV4PRd9uEVrET49svN0itIjANo0bQP5JZKUX3W4RWsT3US1fvLmdaCtvfqj638kC9bzbLUKzmTHQNITun4xP6T8/N199dqn73W4RWsTaTQVNV/qH4O7VvDxd/xTeecCq6Ur/UKo2fX+7RTCL1bD7b7cINx1hthQIbjH3338/x48fN3vswQcf5KGHHrrFEgkEAoFAIBAIBAKBADMbeAj+HoQxSiC4xbz55ptUVZnPY1F/Nz+BQCAQCAQCgUAgEAj+iwhjlEBwi/H09LzdIggEAoFAIBAIBAKBQHDbEMYogUAgEAgEAoFAIBAIBALJvyf/6L8d0dMCgUAgEAgEAoFAIBAIBIJbhjBGCQQCgUAgEAgEAoFAIBAIbhkiTE8gEAgEAoFAIBAIBAKBQOymd8sQnlECgUAgEAgEAoFAIBAIBIJbhjBGCQQCgUAgEAgEAoFAIBAIbhkiTE8gEAgEAoFAIBAIBAKBQCr8dW4VoqcFAoFAIBAIBAKBQCAQCAS3DGGMEggEAoFAIBAIBAKBQCAQ3DJEmJ5AIBAIBAKBQCAQCASC//foxG56twzhGSUQCAQCgUAgEAgEAoFAILhlCGOUQCAQCAQCgUAgEAgEAoHgliHC9AQCgUAgEAgEAoFAIBAIJMJf51YhelogEAgEAoFAIBAIBAKBQHDLEJ5RAoHgX82ChNjbLUKLGNev7HaL0CIGul253SK0iAyp/+0WodkEVZ653SK0iAce2Xi7RWgR9345/HaL0CL67377dovQbNJ2fH27RWgRQ8+9fLtFaBFewb63W4QWsXjQktstQrNZm3f/7RahRZxSe99uEVpEZt7tlqBlPDNFebtFaDb7kqxutwgCwU1HGKMEAoFAIBAIBAKBQCAQCESY3i1D9LRAIBAIBAKBQCAQCAQCgeCWIYxRAoFAIBAIBAKBQCAQCASCW4YI0xMIBAKBQCAQCAQCgUDw/x6dRHK7Rfh/g/CMEggEAoFAIBAIBAKBQCAQ3DKEMUogEAgEAoFAIBAIBAKBQHDLEMYogUAgEAgEAoFAIBAIBALBLUPkjBIIBAKBQCAQCAQCgUAgkAh/nVuF6GmBQCAQCAQCgUAgEAgEAsEtQxijBAKBQCAQCAQCgUAgEAgEtwwRpicQCAQCgUAgEAgEAoFAIJHcbgn+3yA8owQCgUAgEAgEAoFAIBAIBLcMYYwSCAQCgUAgEAgEAoFAIBDcMkSYnkAgEAgEAoFAIBAIBAKBVPjr3CqEMUogEPxnsLKAkd0VRAbJsJBDWo6WdQdVXM/TNau9h5OE0T0VBHpL0WjgfKqGdQdUlFfV1RnSRc6QLooGz/HFqmpSsrSGv6NDZPSJluPhJEGrA7VGQ0aBksIyjaGOSqVk5W9fc3DXBsrLS/ELCOXOqQ8T2aF7o/IeO7iDI/u2knzlHMWFebi4edK+Sx/GTLofGzt7o7q///AhF86eID8nE5WyGlcPb7r2GsKwcdOwsrZpVv/UolSp+PG35WzZuY/S8jJCAvyZdc9kYjpEN9puz8EjrNm0jWspaZSUluLk6EBEWCgz755IcICfUd2Kyip++HUZuw8cpqi4BG8vD8aPGsa44UNbJCvo+/ePX79j787NlJeV4B8YyqR7ZhPdsWuj7Y4c2MXBvdu5dvk8RYX5uLp70jGmJ3dOvhfbG/oXoLKinBXLFnF43w4KC/Kwd3CkdZsoHnn6ZSytrJotr1Kl4ttla9i09xClZRWEBLTiwbvG0S06okXf+/HXF3I08TwTYvvzzKwpDdY7deEyD738PgCbvv8QJwfT79YcbKylTBvjQtdoWywVEq6kVvPzqnyS0pWNtpNIoF+MHd2ibQnytcTORkpOgZr9J8pYs6MYlbpu/Lo6yRjY3Z5OETZ4uyvQaiEtU0ncliISL1X+KbmbQmZrQ/DcWTh1bY9TTDssXJxImDWP9MUr/5brNYVSpearlVtZf/AkpeWVtPbz4pE7h9I9snWj7b5etY1vV283KbeQyzn03es3RTaJXIHb5Ok49B2MzM6O6pQkcv+PvfMOj6L6/vC7u9lN770XSEJJ6B2U3otYAJUiRVEQVEQF7NixAIJYQDpK77333ntPCGmE9J5s/f2xyYbN7qagP9Cv932ePMqde+eemb0zc+cz55y7bAEFF85U2tYuuiHuz7yAdVAoEpkMZXICmVvXk3PA1GaZswseA17CoXFzZA5OaLIyyL90jnu/TH0oux3sZLz2UihPNnfH2lrK1Zu5/Lwglhsx+ZW27dXZmy5tvQjyt8XB3or0DCVnL2WzYPld7qUWG9V9qqsPjeq5UCfcAW9PG7buSeHrmTcfyuby2NlIGdTLlWbRdijkEm7FF7N4QyaxiZVff082caB5tB0h/gocbPXX35Fz+Wzcl2N0/VUHpVrNrK1H2HzqCjmFxYT7ejCmR2taRoZU2O6XbUf4dftRk3KFlYyT371l+Pf6E5f4eOl2i/v5alAPejauXWV71Solu9fM4NyRDRTm5+ATGEmnZ9+gZlTrCtulJsdycs8y4mMukBx3BbVKyfjvd+Hq6W9UryAvk9MH1nDt7F5Sk2PQatR4+IbSuutLRDfvUWU7KzuGvetmcOHoeooKcvAOiKT9029So27Fx5B2L4ZT+5aTGHOe5LgraNRK3pyyCxePgGr3V7/DmwREVNwfQH52Ckc3fk3CzcPodFr8ajSnZa9JOLkHmtS9dmIVFw7MIzczAXtnX6JaDyKq9WCz+719fgsXDy0kI/kGUpkVrl41aNL1Lfxr6udTeVnJXD+5mrvX9pOdHsdSOQQFh9L/+UHUb9gY0M8Z/ly8gH17dpKfl0twSBgDhwynQaMmFR7TsSMH2bZlI3F3YsnNycHZ2ZmIWnV4fuBLBIeEGtU9tH8vJ08c5cb1qyQnJVI3uj5fTplW6XlTq5Qc3vwjV06sp7ggBw+/SNr0fouQ2pWf89ysFPau+oq4a/pzHhjenPbPvY+Lh+k5z89J4/CmGcRc2kthfhb2Tp4ERbag26CvDHVunNvB9dNbuBd3kfycNBxdfQiLak/L7qOxsXOq1B6BAIQYJRAI/keQAMN7KPB1l7L/nJr8Ih0t61rxah9rZqwuJi274gm1sz289pQ1RUod246rUMgltK1vha+blJlritGU6EsXYzRm99WtmRXWcgkJ98uEqFZRMvq2UXA1TsPW42qsZNCxsYzagXZcSygkI1cNwNwZn3LqyG46934Rb99ADu3ZxLTP3+S9z38jok4DizYv/PlLXNw8adm2O26ePiTE3WL3lhVcOHOYT39YgsK6TACJvXWFiDoN8e7QG7nCmriY62xes5ArF04w8cs5SKvxFejrH39h/5Hj9OvdHX8/H7bt3s+Ez6Yw/YuPqFenlsV2MXHxODrY81zvbjg7OZKRmc2W3Xt57Z0P+Pnbz6kZGgyARqPl3U+/4vqtGPr26EKAnw8nz15g2q/zyM3LZ3C/p6tsK8Av07/gxOG9dO8zAB+/APbv3sK3k8fz4Zc/UatufYvt5vw0BVd3D9q064q7pzfxcbfZsWk1504d5evpC1BYWxvqFuTn8dmk10lPu0/Hbk/h7RtAbnYm1y6fR6VWYk3VxajPZy1gz/HTPN+jE4G+Xmzed4S3v57BrE/G06BWxYJDKXuPn+HSjZhK62m1WqbOW4attTWFxcWV1reERALvj/Qh2F/Bhj1Z5OZp6drGiclj/Xjv+wTupaottrWWSxgz0IvrsUXsOJxDTp6GiBAb+nd3JTrClk9/SjbUbRptT9+OLpy4WMD+E3lIZdC2qSOfvO7LrD/vs/d43kMfgyUUHq5EfDSGgrhEci9cx71d87+9j+rwydyV7D51iRc6tybI24ONh07zxrQF/PbeKzSMCKm0/ftD+mJrrTD8Wyb9+xK1+r7+Do4tniBjy1qUyYk4t+tM4KQvuDv5XQqvXbbYzqFJC/zf/ZTCG1dJW7kYdDqcWrXFb+wEZI7OZG5eY6hr5e5J8Bf6l7asHZtRZ6Rh5eqOTXjkQ9kskcCUD+tSI8SeZesSyM5V07ebDz9+Hs0r75wjIbmowvbhoQ4kpxRx+EQGuflqfL2s6dXZh1ZN3Bg27izpmWVi0IvPBGBnK+PqzVzcXRUV7LX6xzDxZS9C/BRs2JdNbr6WLq0c+WS0DxOnJXEvzfL1p5BLeP15D27cKWLnkdyS68+a/l1diAq34bNfUh7Kpo/+3Mau8zcZ2LYRQR6ubDh5iTGz1zLn9X40CqtY5AD44LlO2FmXffgpP04bhwXw5cDuJu2W7D/NjaRUmocHVcve1XMmcfnUDlp1GYK7dzBnDq1l0dTXGD5xASERjS22i791jqM7l+DlXwNP3xok371qtt7dW+fYtepHIuo/Sbs+ryGVyrh8aifLfx7P/cTbdHxmbLXsNcf6eRO5cnoHzTvpj+Hc4bX8+eOrvPTuQoLCLR9Dwq1znNi1GE8//THcizd/DFXpb+v8V+k9ciE+oZb7UxXns2n2EJRFeTRo/ypSmRUXDy5k42+DefbNtdjYuxrqXjm2jENrPyU0qgvRTwzl3p3THNnwJWpVEQ3avWK031M7Z3Jm98+ERXUlovHTaLVqMu/dJD+nbAzfubKbc/t/J6RuRyIa96WWdwZ79+zgkw/eZexb79KxS3dmTJ3CkUMH6N33WXz9AtizaxuffzKJz7+ZSp260RaPK+5OLA4OjvR+6hkcnZzJysxg146tvDtuNFN++InQsBqGulu3bOD2rRuEh0eSm5NTpfMNsG3xRG6c3U6j9kNw9Qrh8rG1rPl5JP3fXEhATctimbIonxU/DqG4MJfmXV9FKpNzes8Clk8bxJBJ67B1KDvnOZnJLP3hBQDqP/E8Ds7e5GXf517cBaN97vzzI+ydvajdrA9Orn6kJV3n3IElxF7ez+CJa6Ea8x7BfxchRv1HmDhxImvX6r/iyuVyfH19eeqpp3jttdfYsGEDX331FadOnTJpFxkZyaxZs+jUqRMJCQl07NjRsM3Z2ZmIiAjeeustmjQpuwHqdDpWrFjBqlWruHXrFjKZjKCgIPr06cOAAQOwtbVl5syZ7Nq1i/Xr1xv1V9rHunXrqF3b+IvWiBEjOHLkCMuXL6dePWMPjIyMDH788Uf2799PWloazs7O1KpVi9GjR9O4sf6B2KFDBxITE02Ocfz48YwcORKAnTt3MmfOHG7fvo1Wq8XPz49WrVrxwQcfVHqO16xZw6RJk0zKv/jiC/r162e0XSKR4OHhQZMmTXjvvffw8/Mz1B88eDAnTpww2c+AAQP47LPPDP/eu3cvc+fO5fLly2i1WmrWrMnAgQN55plnDHWOHz/OkCFDOHnyJE5Oxl8pOnTowJAhQxg6dCig/63NMXXqVHr27GnYV82aNdmwYQMymcxQp0mTJrz//vtGfV+5coVff/2VU6dOkZubi6+vL82aNWPEiBFs2bKFpUuXsmnTJlxcXAxtrl27xnPPPcfMmTNp3769WXssEV1DRoiPjMU7irkYoxeELtzW8O4LNnRuYsXS3aoK27dvJEdhBTNWK8nK04tN8fe1jOxtTZNIGcev6j2Z7mXouJehMWrrbC/B2UHCyasag2gF0DrKirv3tczfWvYy4u1RTJOaDng5W5GRqybmxiWOH9xB/6Fv0r2v/ktf6/Y9+fCNAaxYOIMPp8yzaPPr702hVrTx5COkRi1+//FTjh7YRtvOfQ3l738916S9l08AyxdMJ/bmZWpEWp5gPcjVG7fYc/AIo4YO5PmnewPQtf2TDBv7Lr8u+IOfv7XsYTH0+WdNynp2ac9zw19n/dadjB/9MgAHjp3g0rUbvDf2VXp20o+Dvt278PE3U1m0Yg29OnfA1cW5SvbeunGFowd2MXDYGHo9o/cOeqJDd94bM4g/F8zis+9mW2w7btKX1IluZFQWWrMWv0z7nEP7ttOhax9D+dKFv5B2/x5fTZ+Pl0/Z9dznOfNfby1x+VYsO4+cZOyg5xjYR+8F1v3Jlgwc/ymzlqxmzhcTK91HsVLFjEUrGfxUV2av2FBh3XW7DpKSnkGfjm1YvsXUA6WqtKhvT60wG76fl8Kx83pvkiNn85jxYSADurvx46L7FtuqNTo+mJbI9TtlYtiuo7ncz1DxfA83oiNsDV5Pl24W8tqnd8nNL7vQdhzK4fv3AhjQ3e3/RYwqTr7ProDWFKek4dw4ijbHVv/tfVSVSzHxbD9+gbf6d2dI9ycB6NW6If0+nM6PK7ay4MNRle6jY5MoXB3t/3bbbGpG4tSmPfcXzSZj4yoAcvbvJHTqbDwHvczdD8dZbOva7SnUWRnET34PnVp/r87auZmwH+fi3K6zkRjlM/JNdBoNdyaOQZuX+5ftbtfSg+jaTnz07VX2H00HYM/hVP6c1YRhzwfx+bQbFbafNvu2SdnB4+n8/kNDurX34o81CYbyNz68SEqJt9S2P1v+ZdtLaVHPjlqhNvyw8D7HLxQAcORcPj9O9Kd/Vxdm/JFmsa1ao+PDmcnceOD62308j/sZagZ0cyU63IaLNysW5MpzMS6ZbWev83afJ3mpfVMAejetw7PfLmT6xgMsetOyp2YpneuH4+pg2Ws3wMOFAA8Xo7IipYqvVu2mac0gPJyqPsYTbl/g4vEtdBvwLm16DAegQeunmPlBH7Yv/55XP1pqsW2thu358JcTWNvac2jLPItilJd/OG99uxVXjzKPqeYdX2T+t8M5uOV3nug5AoV19byUHyQx5gKXTmyhc793adVtBAD1W/Xl5497s3Pld4x4f5nFtpENOjBh5gmsbR04sm1ulcQoS/3N/KA3x7d8x1OvW+7v8tGlZKfF0XfMSrwC9XOPoMgnWTmtNxcOzqdZt7cBUKuKOLl9OkG12tJ58AwAajfvj06n5czuX6jdrD/Wdvq5QErcOc7s/pkWPSdQ74mhFvv2C2vOwEl7DYJXj+gkuvXszbgxI/lzyQICg0M4uH8vQ0e8St9nBwDQvmMX3hg1nIXzfmPKDz9Z3PeAF4eYlHXu2oMRQwawbfMGRo0tuwe+9c4k3N09kEqlvDFquMV9PkjynQtcO72Ztk+/R9NO+nNet3lfFnzRiwPrvufFdyyf83MH/yTz/h0GvrcS32D9O1RonSdY8GVvTu2ezxNPvW2ou/PPj5FKZQx6b5WRSFWe3i/PICjC+OOMd1AUWxdN4OrJjdCjX5WO65+ITqym98gQAZH/IZ544gkOHTrE9u3bGTZsGD/99BNz55q+oFbGggULOHToEEuWLMHLy4tXX32VtLSyic67777LV199RceOHVm4cCHr1q1j9OjR7N69m8OHDz+U7UlJSZw5c4aBAweyerXpi8DYsWO5evUq33zzDdu3b+eXX36hWbNmZGVlGdV74403OHTokNHfoEGDADh69Cjjxo2jS5curFy5kjVr1jBu3DjUastfFMvj4OBgsv/evXubbD9w4AAzZswgNjaWN99802Q//fv3N9nPe++9Z9i+ePFiRo8eTaNGjVi5ciUbNmygZ8+efPLJJ0yZMqXK9pbn66+/Num3U6dORnXi4+NZt25dhfvZu3cv/fv3R6lU8v3337Nlyxa+++47HB0d+fHHH3n11Vfx8fExEtdUKhUTJkygT58+1RaiAKLDpOQW6LgUU/aSml+kF6TqhsiQVXK3iw6VcfWuxiBEAdxK1JKapaVeDVkFLaFBuAypRMLZm8YilY1CQn6hsReVRgsanQ5tiZmnjuxGKpXRrkuZt49cYc0TnZ7i9vULpKfes9hveSEKoFEL/blLjo+t0GYADy9fAAryq/5Ct+/IcWRSKb27lgnT1goFPTq35/L1m9xPtfzSYw5XZ2dsrBXk5ZeFw1y4fA2Ajk+0Mqrb4YlWKJUqDp0wFc4tcfzwXqRSGR26PWUoUyisade5NzevXSI91fJX//JCFEDTFnoBIDHhjqEsPy+X/bs306FbH7x8/FCrVKhUFYfGWGLPsdPIpFL6dnrCUGatkNO7Qxsu3oghJS2j0n0s2bAdnU7Hi30qDmnMzsvnt+XreKX/UzjY2T6UvaW0bGBPZo6a4xfKfsecfC1HzubTNMoOqwouIbUGIyGqlBMl+wrwLvOOSLinMhKiStufuVqAh6sVNtZ//wRSq1RRnFK9cf3/xa5Tl5BJpTzTrizE1Foup+8TTblw+y730rMq34lOR15hETrdw4VfWcKxxRPoNBqydm0p60qlImv3duwi62Ll7mmxrdTWDm1enkGIAkCrRZOTg05Zdi0p/AJxaNSMjA0r0eblIpHLQVbx/bky2rZyJz1TyYFj6Yay7Bw1ew+n0qaZO3Kr6o+p0vA8B3tj21JSH977sCJa1LMnK0fDiYsFhrLcfC1HzxfQpG7F159Gg5EQVUrpvvy9LYelW2LX+RvIpBKebVn24dBabsXTzaM4fyeZe5mVe4LogLyi4mqN0/2XY8gvVlYrPA/g0qntSKUymrTvbyiTK6xp/OSzxN86R1Z6ssW2dg4uWNtWLny5eQYYCVGg/zBZu1FH1ColGfcTLLSsGldOb0cildG47QBDmZXcmoZtniXh9jmyMywfg62DC9a2Dn9Lf5FNnyXl7jnysiz3F3txO54B0QYhCsDFKwz/Gi2IubDNUJZ0+zjFBVnUaWksXtZt+SJqZQF3r+03lF08tAg7Bw+iWw9Bp9OhKjYfYuvmE27keQUglyto1KQ56WmpHNi3G6lUSpfuvQzbFQoFnbr04PrVK6SmWv6wYg5nF1esrW3Izzf+UOLp6VUtj3SAG2e3IZHKqNfa+JxHt3qOpNiz5GRaPuc3zm7HJzjaIEQBuPvUIDiyJdfPbDWUpd+7TeyVAzTtNAJbB1fUqmI0GvMfc8sLUQDh9TsZ9iMQVAXhGfUfQqFQ4Ompnwy++OKL7Nq1iz179jBgwIBKWhrj4uKCp6cnnp6evPrqq2zevJnz58/TsWNHtmzZwsaNGw3eVKUEBATQsWNH8vIe7qv1mjVraN++PS+88AIDBgxg0qRJ2JTkYMnJyeHUqVMsXryYZs30E3R/f38T7ykAe3t7wzkoz549e2jYsCEvv/yyoSw0NNREjKkIiURicf/lt3t5efHcc8/xxRdfkJeXh4ND2UTAxsbG4n6Sk5OZMmUKL730Em+/XfYlY/jw4cjlcr744gu6detG/fqWw48s4eTkVKH9AIMGDWLmzJn07t0bhcI0zKCwsJBJkybRtm1bZs2aZSgPDAykfv365OTkYGVlxZQpU3j66afZtm0b3bp149dffyU3N5f333+/2nYD+HtISUzTUn7aGn9fS4s6Vni6SLiXYX5S62QPjnYSElJNt9+9r6VWUMUvOw1rysjM1RKTbPySfDtJQ3SYjFZRMq7GabGSQai3NTKphKSS0I242Ov4+AVha2c8EQwLr6u3P/YG7p4+Ffb/INmZ+hcqBycXk20ajZqC/DzUahWJcbdZ8+cv2NjaE1rSV1W4GXOHAD9f7O2Mv+DWDte7n9+MjcPL06PCfeTm5aPRaEjPzGLVxi3kFxTSqH6UYbtKrUImlWJlZfyIsikJi7txKxaqmDrqTswNfP0DsbMzflmoGaHPv3Qn9ibunt5V2xmQlaUXgxwfOL/Xr1xApVTi7RvAtK/f59Sxg+h0WsJrRTHstfGEhEVUef83YuMJ9PXGvpw4VKdmiH77nXi8Pdwstr+Xls6idVv5cNRL2Ji5Ph9k9rL1uLs483TnJ5m3alOVbTRHaIA1sQlKyr833rpbTJfWTvh5ybmbXLF3YnlcnPS/f06+ppKa4Oooo6hYi1L59wos/zSuxyUR5OOBg61x+EPdkrCn6/HJ+Li7VLiP3hO+o6BIia21gnYN6/D28z1wd364PGEPYhNaE2VyAtrCAqPyolt6cdkmpAZ56alm2xZcOY973+fxGPAS2ft36sP02nTApkYEiVO/MNSzq9cQAHVWJoEfT8E+uiE6jYb8C2dImTMDVQXisiUiQh24GZNnMnav3syjT1dfAv1siblbYL7xAzg5WiGVSvD2sGZof30OltMXsqttz8MQ4q8gJrHY7PXXuaUjvp5y4u9V9/rTP/fKi79V4VrifYI9XXGwsTYqjwryKdmeio9rxTllen7xOwXFKmwVctpH1+Sdp9riXolH35YzV7GRW9GxXtXCmUtJjruKu08INuUEmYAwvVhy7+41XNx9q7XPqpKXrRe67R1d/tJ+7t29irt3iImo5B9az7Dd2e3vOwZL/XkF6vtLT7qKg4tpfzqtlox714lsYuop7RlYj4Sbh1EW56GwdiAtSe+h5RkQZVTPw78uEomUtKQrhDfSeygn3T6Kd3BDLh1ezJk9v1BckIWtoycNO7xKVKtBlR5PVmYG1tY23I27g5+ZOUN4pD4FQWzMLTw9vSrcV15eHhqNmsyMDDauX01BQT71GjSs1IbKuJ9wFVcv03PuUyIwpSZcxcnV/DlPTbxOVEvTc+4THM2dq4dQFuWhsHEg7po+X5udkwcrfnyJuzeOIZHKCK7Vis7Pf4qze8Uhtvk5+vFsV4FHlUDwIEKM+g9jbW1t4jlUHYqKigweMnK5/svZxo0bLQo4EokER8fqT3h1Oh1r1qzh448/pkaNGgQFBbFt2zb69u0LgJ2dHXZ2duzatYsGDRqYFUiqgqenJ5s2beLGjRtERFT95fFhSU9PZ+fOnchksmp9Hdm+fTsqlYrhw03degcMGMDUqVPZtGnTQ4lRVeGll15iw4YNLF68mBEjRphsP3ToEJmZmUai3oOUhgvWqFGDt99+m08//RR7e3t+++03fv/9dyNRrjo42kmISTKdNOcW6GfnTnYViFF2+i/fufmm23MLdNjbSJBJMQrBK8XbVYKfh5S9Z00n+usPqbC3kdC3jYK+bfRlKrWWy3cLyCvU7yw7Mw1nV1PxxtlNX5aZaf7lzRJb1izUf+Ft1dFk251bV/liwjDDv338g3nz/R9wcKxayBtARmYm7m4uJuXurvqJR3pGZqX7GP3eR9xNTALA1saGIf2fNoTjAQT6+6HRarly/aZRDqoLV/QvtakZlXsHlZKVkYaLq7tJeWlZZnr1PF42rlqCVCqjeesye+8lxQOwbOGvePv6M3rcRxQU5LF66Ty++GAs3836A1e3igW6UtKzsvFwNf09SsvSMrMqbD9j0UoiQoPo3Lri5Ow34xJYt+sAUyeNRfY3rBrj4iTjym3TBOKZOXrPUldnq2qLUU91dCa/UMvZqxUnJvfxsKJZPXuOnctH+7+tRZGWnYuHGeHIs6QstQKPEyc7WwZ0bEm9GkEo5FacuRHLyj3HuBwbz5JPxpgIXNXFysUNdabptakuEXCtzFyHpaSt+hO5lw/uz7yAx3MDAdAWFZH4/WfknSpLZq3w1XuW+Lz6FkW3b5A49QvkHl649xtE4MffEDv+NXTK6nkfubkqOH/FVDQqzfXk7qaokhi1+vdmWCv011JWjorpc25z6nxWtWx5WFydZFyNMQ2ly8rRC7luzrJqi1FPtXemoArXnzlSc/LxcDJ9lpeWpeZY/jDpZGvD820aUD/ED4WVjDMxiSw/dI5Ld++x9O2BJgJXKdn5hRy+eof20TWwt6nePDA3KxVHF9MPcaVlOVnV84apKgV5WZzav4rgiMY4ulQscFRGblYqjs6WjyH3bz4GS/3ZOerL8nPM91dcmI1GrTTUM2rrpC8ryLmPwtOBgpz7SKQybB2M7x0yKwXWdi4UlPRRXJBNUX4m9+6cIenWMRp1eh0HFz9unFrDkfVfIJVaUafF8xaPJTkpkWNHDtKqTVtibt/E1c30g49bSVlmerrJtvJMePt1EhP08wIbW1v6PT+ITl3+epL6vOxUHJxMz5t9ye+QZ+E3LizIQqNW4mDm9zK0zb6Pm40DWal3AH0+KO/gaHoNn0ZuZjJHtvzEyhnDeOmDDcgVlj2pT+ycg0QqI6Jh1+oe3j8LiQgee1QIMeo/iE6n4+jRo0YhatXh+eefRyqVUlhYiE6no27durRsqc99EBcXR2hoaCV70HPjxg0aNjT+UmDOHfvIkSMUFhbSpo3+bb5Pnz6sXr3aIEZZWVnxzTff8NFHH7Fs2TLq1KlDs2bN6NGjB7VqGSdT/v777/nxxx+NyubMmUOTJk0YNGgQp06donfv3vj7+1O/fn1at25Nnz59qixw5ebmGh2TnZ2dUWhi6XadTkdhoX6CN3jwYOzKeZksXbqUVatWGZVNnjyZPn36EBsbi6OjI15ephMXhUJBYGAgd+7cqZK95Xn77beNckEBbN682Sinla2tLWPGjGHatGn079/fRGAs7TssLKzS/l566SV2797NyJEjGTRoEC1aVLx6XEXIZaA2IxapSqIs5RXc7axkejHKXHv1A+01ZiKvGobrz1f5EL3SvlOzdGTnq7kap8FaLqFnSxm1Amy5dKeAIpUOZXExVnLTMAi5XD/mVNVIKn10/zYO7lpP96eH4ONnmrzVLzCUdybPoriokFvXLnDl/AmKiqr3olGsVBrE5wdRKOSG7ZUx4Y3XKCgoJCklha2791OsVKLVag2ibKcnW7No+WqmzPyVt14dToCvDyfPXWDd1h0AKIurHgKnVBYbzuWDyEuuaWU1XlwP79vB3p0b6f3sQHz9ylafKT2HEomED7+YYVidMCQsgo/fHcmOzasZMPjVKvWhP7+mg1UhLz2/ll8oT1+6xt7jZ5n7pWnuuvJMnb+MFg2iaF6/6l5xFaGQS8yuuqVS6Qzbq8MznV2oH2nH7BWpFBRa9sxQyCWMH+aNUqVjycaqi5T/VoqVKhRmYq4M40NleXy82MV4taWOTaKICg3kg9nLWbnnGMN6tvtLtkkUCnRm+i8Ns5NU8BzVqZQokxLJPXaQ3OOHkUiluHTuge8bE4j/fCJFN/VCtNRG/xKkycok4esPKXUFUqWn4T/ufZzatCd7zzaL/ZjDWiFFqTIdu0qV1rC9Krz3+WUUCinBAbZ0edILW5u/Fj5YHSxdf0p16fVXvRerpzs6Uy/Cljmr0ikoqr5nVLFKbXacWpeUFasspz8Y2NY4PLpT/QiignyYtGQLyw+dY0Qn8wsI7Dx/E5VGU+0QPQCVshgrK9PnmpVcL3ypldXLmVUVtFotK399j6KCHHoN/vAv70+tKkJm5llnOAbV3xsiaqk/mZW+P42F/tQq/bmUWlluW2qrRlWMVGY+TFRmZW2op1LqxeLigiw6vjiVGvX1wk9YdFdWTevD2T2/WhSjiouK+ParySgU1gwZ9gqT3n3T7ByndB5RXIU5w9hx71FYUMC9e0ns2bkNpbLYaI7zsKhVRcjMnLey39j8OC09T2bblp7zkuNSFuvPpZ2TJ8+Omo2kxGZHFx82zX+bqyc3Ua+1+VxQV09u5OKRVTTt/DKuXiHVODLBfxkhRv2H2LdvHw0bNkSlUqHT6ejVqxdjx45l27bqTdymTZtGWFgYN2/e5LvvvuObb74x3LirE9sfGhrKL7/8YlSWkpLC4MHGCX9Xr15Njx49DCE7vXr14rvvvuPu3bsEBelfuLt27Uq7du04deoU586d4+DBg/z+++988cUXRkm1R4wYYfRvAG9vfYiOnZ0ds2fP5u7duxw/fpxz584xZcoUFi1axPLly7G1rTynir29vSFRPGDy4CndrlarOXDgABs3bmTcONOkrr179+a1114zKnN3t/xVuTzmHqRVYdKkSbRqZZynx5zo9dxzzzF//nzmzJljFCoI1RsDEomEUaNGMWzYMEaNqjzxrjkcbPW5oVQasDLznC99r69g7otao7fZXHurSto3CJeRnK4163U1qIsCrRYWbCsTT0L8imlYw4EgL2tuJBahsLZGbeYFrjTnkNza/Ffg8ty4fJb5sz4nqmFLnh002mwdWzsH6tbXT+QbNW/H0f3bmPH1eD79YQlBoVXzBrRWKFCZsVdZIpJYV0G4japV1lfHJ1ox5PXxAIwepr/23V1d+OqDd/ly2ize+US/jLC9nS1vvDKMr3/8GdtqeHAoFNZm8zepSl6QFYqqnd9rl8/x28yvqNeouYmwVLqPRs1aG4QogPBaUXh5+3Hj2sUq26s/v6aDTakqPb/mr221RsPU+cvo/kQLQ0ifJXYeOcnF67f584dPq2xXKVYycLAzfsnMydOgVOnM5taRl4hQ5l72LdGqoT3P93Bl19Ecdhy2nM9MKoFxL3kR4KPgy1+TycypPJzv3461Qo5SbXqchvFRzXt/95YNmLZ8C8ev3PrLYpROqdTncCpHqQilq0Co9h4xBtuI2tx5b7RBYMo5up+wqXPwHjaauPffKNlHsWHbgzFpuccOoFO/h21kHYtilJWVBCcH42lvVo6KYqXWrFhaKuAUK6smxpy9pPeuOn4mk0MnMlg4vSGFhRrWbLWcx6W6yKp5/SmsSq+/qgtKLRvYMaCbC7uP57Lz6MMliLeWW5kdp8UlZdYVfR0yQ4/Gtflh/X6O37hrUYzacuYqznY2tK5dtQ+iDyJXWKNWmz7XSl/irRR//6pgm5d8wc2LB3l25Df4BllehbaqWMlt0Jh51hmOQV61Z91f7U+jLhE+LPRnJdefS63acttSW2Vya7QW8hVp1MWGeqX7lMrkhEaXeeRIpFLC6nfn9M6Z5GUm4eDqZ7QPrVbD91M+J/5uHB9/9jVu7h5YW1ubneOUziOsqzBnqFW77CPPE092YMxrQwEY9vLDzXNLsZLboDFz3sp+Y/PjtPQ8mW1bes4VxucyslE3gxAFENGoG9KF75EUc8asGJVw6xTb//iAkNpteKK35cUqBILyCDHqP0Tz5s359NNPkcvleHl5GcQdBwcHCgsLTVT7nJKlRsuHTfn6+hISEkJISAhqtZoxY8awadMmFAoFISEhxMRUvpw46AWT4OBgo7LyXjlZWVns3LkTtVrN0qVlq5loNBpWr15tJORYW1vTunVrWrduzeuvv84HH3zAzJkzjcQnV1dXkz7LExQURFBQEP369eO1116jW7dubNmyhWefNY21Lo9UKq1w/w9ur1GjBnfv3uXTTz/lu+++M6rn4OBgcT8hISHk5uaSkpJiENJKUSqVxMfHG7zISn+73Nxck9X0cnJyTLyaPD09Kz0/oPdGe+utt5g0aRIDBw402lbqGRcTE2Pi+WaO0t+8fH6gqvLxS7Z8/UcRuQU6nOxNJ+OOJSF4OQWWX4ZLtzlaaJ9fpDMbohfiI8XNUcqWY6YTFzdHCbWCZKzab/zwV2sht1CNo63+uJ1dPcgyk0clO0MfPubqWnEOL4C7sTf48au38Q+qwevvTUEmq9q5bNKyPXN+hOOHdlRZjHJzdSUt3dQDJT1TH57n7la9PAGODg40rFeXnfsPG8QogPp1a7P0txnExN2lqLiYGiHBpJeE5wX4VT3vhYubB5lmzm9WSW4tV/fKw+fiYm/y/ecTCAwKY9zEL03Ob2kInrOLqWu/k4sr+dVY8cvdxZnUjCyT8rRM/Yuuh6uL2XZb9x8lLimFCSMHk3TfOPSwoLCYpPtpuDk7YmNtzU+LV9GhZWOsrGSGunkFeu+ulPRMVGoNnmZCMQEiQ22YPNZ4Qj9q8l2ycjS4OpmOu9KyzOyqLQRRL9KWsYO8OHOlgNkrKg6hfO15TxrXtePHxfe5VM3Vvv6teDg7cj/LNBQvNVs/xjwrycNjDm83Z3Lyqh+KVR51VgZWbqYfTaxKrgt1poXwFisrXDp0I33DCiOBCY2GvHMnce3WR/9VQK1GnaHfh6Z8igGtFk1eDjIHy6kAoiKdmPGF8aqh/UeeJCNTiburqYheWpaeUf3FCJLuFXEzNp9ObT3/VjEqMsSGT0cb5xB8/YsEMnM0hhxPD1JalpFdNaE2OsKGMS94cvZqIXNWVR6OZAlPJ3vuZ5uG4qWVhOd5mgnhqwxvV0eyC8xf58mZOZyJSeDZFvWQP0RCe0cXT3IyTUOccrP0zw6nvxhCV549a2dxfPdSuvR/m4atn6q8QRXQH4NpzrTSY/irYYBV7a8gV9+fvZP5/qxtnZFZKQz1jNrm6MvsStraOXmh02oozEs3CtXTqJUUF2QZ6un3aY3C1gmp1Pj3L21XXJhjIkYdWP0RN08fY9y771Ovgd4jz9XVnXQz4fsZJfMP12p8GAZwcHQkul5DDuzd/ZfFKAdnT3KzTM95frb+vDlY+I1t7VyQWSnIyzY954a2zl5G/7V3NJ4bSaUybOxdKCo0ff7cT7jG2l9H4e4bTp+XZyCt4hz0n4xOhOk9Mv79o0VQZWxtbc0KDaGhoajVaq5evUrdumVq/uXLlw3bLdGtWzdmzJjBn3/+ydChQ+nduzfjxo1j165dJnmjdDodeXl51cobtXHjRnx8fIwSYQMcPnyYefPm8cYbb5gIWKXUrFmTXbt2VbkvcwQEBGBjY2MIqfu7GTlyJJ07d2bo0KFG574iunbtyvfff8/8+fOZONF4mfdly5ZRWFhoCGEMDg5GKpVy+fJl/P3LVnGJj48nNzeXkJCQh7a9e/fuzJ071+S3ad26Na6urvz+++8m20AvgpUXxv4KszcWk1ugIylNR6ivFAkYJTEP8tKHYKRmVSBG5UNeoY4AT1MxKshLSlKa+a/KDcNlaHU6zt0yneg7lIhgUjPRSRKJhNJVY4NCI7l28TSFBXlGScxjblwCILASkeh+cgJTPxuLk7Mr4z760cgzpzJUKhU6rZbCfMv5O8oTHhrMuYuXyS8oMEpifuXGLcP26lJcrCI/3zQni0wmJTwsxPDv7ef156TJA8nOKyMkNJwrF85QUJBvlJD01vXLhu0VkZKcwDefvI2TiysTPv3B7PkNrRkJYFb0ykxPwy/ANGTSEhEhgZy5fJ38gkKjJOaXb8YatpvjXloGao2GkR+Zrqa55cBRthw4ypR3RtG2WUNS0jPZcegEOw6dMKn70oQvCA8OYPF3H5vt506iksmzjF+us3I03EkoplYNGyQSYz0hPNiaomItSfcrz1cTHmzNuyO8uX23mKkL7htWnDTH4D5udGjhyLw1aRw+Y37VpP9FIoJ8OXUthrzCIqMcT5di9PlJIgOrl6BYp9ORlJZJZJBf5ZUroejObdzq1tevjPdAEnPb8FqG7eaQOTghsbIy+gpfikRmhUQqQyKVogOKYm4CYFX+hdDKCpmjM5ocywnDb93JY9wnxl6KGVlKbt7Jp15tJ5OxWzvCkcIiDfFJD/f8Vyik1Q6Pq4y4JCWf/2q8wmpWroY7SUpqh5q5/oL0119yauXXX80gBe8O9eJ2fDFTF6VWeP1VRqS/FydvxZNXVGyU4+linN72Wv6Vf2R5EJ1OR1JGNrX8zb9sbz1zDZ2OhwrRA/ANqk3s1RMUFeYZJTGPj7kAgM/f4LlUyrFdf7Bn3U+06jKEJ3u+8rft1zuwFrHXjlNcmGeU4Dox9jwAPkEPd26q29/9u/r+3P3M9yeRSnHziSA14ZLJtvvx53F0C0Rhrd+fh6/+vKcmXCKoVltDvdSES+h0WkMfEqkUd79apCZcQqNWGoWjleaVsimXUPvY5m+5cWoNI0a+zpPtynJshtaowcULZ03mDDeu65Oph4bVrOzUmKBUFpNf8NefU57+tbh7w/ScJ9/Rn3PPAMvn3MMvgpS7puc8+c4FnD0CUdjo9+cdpH8Xyc02Fr00aiWF+ZnYORh/dMtKvcvqWS9j5+jGs6PnoLCpfGVJgeBBhOwnIDw8nDZt2vD+++9z9OhR4uPjOXDgAJMnT6ZHjx4m3jcPIpFIGDx4MLNnz6awsJDu3bvTo0cPxo8fz6+//srFixdJTExk7969DB06lOPHj1fLtlWrVtG1a1ciIiKM/p577jkyMzM5ePAgmZmZDBkyhPXr13Pt2jXi4+PZunUrv//+Ox07Gidxzs/PJzU11eivdIW/mTNn8u2333L8+HHi4+O5cuUK77//Pmq12iR07e/C19eXTp06MWPGDKPyoqIiEzuzs/WTbD8/P959910WLlzItGnTuH37Nnfv3mX+/Pl89913vPXWW4YE7A4ODvTr149vvvmG3bt3Ex8fz8mTJ3nnnXdo0KABjRoZ52bIyckx6begwHLi1vHjx7N69Wojsc7Ozo4vvviC/fv389prr3HkyBESEhK4ePEi3377LZ988snfdfoAuJWoRa2BizEaHO0kRIWV3dbsbCC6howrcRojzyY3JwluTsYq0cUYDbWDZDg/4B1V01+Kp4uUizGmYpNUCvXCZNxJ1pKVZyp0pWdr0Wp11K9hLJYqrCQ42crIL8nD0aRVR7RaDft2lIV3qlRKDu7ZSFhElGElvfTUeyQn3DHaV3ZmGt9/+joSiZTxn/yEk7N5r6SCvFzUalPPlAM71wEQUrPqk9S2rZqj0WrZuH23oUypUrF1937qRNQ0rKSXkppGXEKiUdvMLNMXxeSU+5y5cInImhXnGMvKzmHpmg3UCAmicf3oCus+SPPW7dFqNezZtt5QplIp2b9rMzUj6xpW0ku7f4/E+DvGfWam89XHbyGRSJg0eZrF8+sXEExwaDinjh8kJzvLUH7hzHHS01KIblhxMvEHad+iERqtlnW7DhrKlCoVm/YdoW54qGElvXtp6dxJLBOFOrduypR3Rpn8AbRqGMWUd0ZRN1z/YcFcvU6tmgDwyZhhvPVS2fLm5ckv1HLxRqHRn0qt4+j5fFydrGher2wi6mgvpWUDe05fLuDBiB1vdyu83Y2/hfl7y5k00ofUDDVfz75XYVhfnw7OPNXRhdU7Mtmyv/Il4v+X6NQkCo1Wy5p9ZUKiUqVmw8HTRIUFGlbSS07PIjbZ2NMj00zS6JV7j5GZm0+r6L++aEfu0YNIZDJcOpUl6pVYyXFu35XCG1dRl4i1Vh6eKB7IuabJyUKTl4tDs9ZlcdGAxMYGh8YtKE64awjxK7h8AXVWJk5tOhiFBDq364JEJiP//GmL9uXlazh9IdvoT6nSsf9IGu6uCp5sUSZwOTta0b6VB0dOZhjlYvLzscHPp0wElEnBwd70g1jtcAfCgu25duvhVhC2RH6hlos3i4z+VGodxy7k4+Iko1l0mVjuaC+lRX07Tl8prPz685Iz8WVv7meomTL3vtn8U9WhU/0INFodq49eMJQp1WrWn7hEdLCvYSW95MwcYlOMPbAy8kznHCsOnyczr5DWtcx/HN165hq+ro40DPM3u70y6jbtglar4dTeFYYytUrJ2YNrCKhRz7CSXlZ6EqlJVfP+N8fF41vYvOQr6rfsTfcXJ1beoBrUadIVnVbD6f3LDWVqlZJzh9biH1bfsJJednoSackPfwyV9Xf91Fq8AusbVtLLy0wi675xf6HRXUlNuEhqQpk4nJUaQ9Lt44TV62Yo86vZAms7Z64cW2rU/sqxZVjJbY0Eqhr1eqDTarhxet0D9hRz8+xGXL1qYu9U9i5zfv9cLhyYR4P2r9K7r3HUQ6vWbdFqtezYWrbCrEqlZM/ObURE1jaspJd6P4WE+LtGbbOyTBdwSUm5x4VzZ6lZ86/fYyMbdkOn1XDhsPE5v3RsDb4h9Q0r6eVkJJF+z1j8j2jYlXtxF7kXV3bOM1JiuHvjGJENy855YHhz7BzduXpyo1GesUvH1qLTagiuVfY+lJ+dysqfhiORSHhuzFzsHC2v9CsQWEJ4RgkAfR6oGTNm8PHHH3P//n18fHzo1KkTo0ebzz3zIE8//TTTp09nyZIlvPLKK/zwww8sX76c1atX8+uvvyKTyQgODqZv376G8LGqcOnSJa5du8bnn39uss3R0ZGWLVuyatUqWrVqRf369Vm4cCF3795FrVbj4+NjCLN7kBkzZpgIPwMGDOCzzz6jadOm/Pnnn0yYMIG0tDScnZ2pXbs2c+fOrVIy7odl6NChDBgwgAsXLlCvnn551hUrVrBixQqjem3atGHu3LmGNgEBAcyfP59FixYZBKOpU6fSs2dPo3YffPABs2fP5vvvvycpKQkPDw9at27NW2/pX7IfZNIk08TH48ePZ+TIkWZtb9myJS1atODQoUNG5Z06dWLp0qXMnj2b8ePHk5eXh6+vLy1atOCtt96q+smpBhdiNLS5p6V/OwXermryi3S0rGuFVAI7TxoLMSN767+affNH2YN2zxk19cJkvNpHwaGLaqzlEtrWtyI5XcvJa6ZiVGSAFHtbCWdPmA9/yC+Ck9c1NK9txcjeCi7FaLBWSIgOsUYqhcQ0/ctVjYgomrbqxOrFP5GblYGXbyCH924i/X4Sw8d8ZNjfnOkfc/3yGeavO2Uo+2HyG6SmJNL96SHcuHqOG1fPGbY5u7hRt4E+Ify1S6f54/fvaNKqI96+QajVKm5eOcvpY3sJqVmHVm2rvspLnchw2rVuwezFy8jMzsHf15vtew5w734qE8aW5VL6avoszl26yv71ywxlw954j0b161IzNARHB3sSku6xZdde1Bo1rw55waifN96fTN3IcPx9fcjIymLj9t0UFhXx9YfvVSsJaM3IujRv3YFli34hOzsTH19/DuzZSur9ZEa+UTbef572OVcvnWXpxiOGsm8+eZv795Lo/exArl05z7Ur543Ob70HRKbBL7/BVx+9xeQJr9GxW18KCvLYsm4Zvv5BdO7+dJXtjQoPo2OLxvy8dA0ZOTkE+nixef9RklPT+OC1IYZ6k3+az9krNzi2YjYAIf6+hPib94rx8/KgbbOykNkH/7+UG3f0njUtG0Th4lT9VU+PncvnemwRr7/oSYCPnNx8LV3bOCGVSli+1XiC/snrejtHf1ay2pC1hA9H+WJvJ2XDniwa1TX2PktJU3Hjjv5abVbPjiFPuZN0X0lCioonmhiH+1y4Xkh27t+fOyp49EDkzk7Y+OlfRLx6tsfGXy8U35m1GHUFq4P9nUTXCKJz02h+Wr2djNx8Ar3c2XT4DMnpmXw8vOyl6uM5Kzh9PZYz8782lPV891s6N6tHeIA3CrkV527Esf3EBSKDfHm2XdUFU0sU3bpGzpH9eL44HJmzC8p7STi37Yzc05vkX6Ya6vmNeQ+7uvW51q+LvkCrJWPjKjxfGEbIlz+SvX8XEqkU547dkHt4kvTjN4a2OrWK+4vn4Df2PYI++4Gc/bux8vTCrUdfCq5cJPfE4fJmVcq+o2lcup7DpLHhhATakZ2jom93X6RSmLfM+GVz2mS9V+aAV/X3YVsbGavmNGPv4VRi4wsoKtISFmxH9w7e5BeoWbTSuH2rJm7UDNELtlZWEmoE2zPkOb0wd+hkOjFxla/aZ45j5wu48UQRowd4EOCdTW6+li6tHJFKJazYbnz9ffSaftyO+TIB0F9/H4z0xsFWysa92TSqbZwf8166mptx1Ut+XS/Yly71I5ix6RAZuQUEeriy8eRlkjJy+PT5spw+H/6xlVO3Ezg/bbyhrPtnc+jSMJJwXw+sraw4G5vItrPXiPT35LlW9Uz6upmcxo2kVIZ3bGYyp6kqgTXqE9W0GztWTSMvNx13r2DOHlpHZloSfYd/Yai3avZE7lw7yRcLrxrKigpyObpzCQB3b54F9N5PNnaO2No50aKzPpVBwu0LrJo9ETsHF8LqtOD8kY1GNgSFN8TNy7zna1UICKtPnSbd2L1mGvm5Gbh5BXH+yDqy0hPpM7TsGNbOnUDc9ZN8Mvea0TGc2K0/hvhbZwA4sfsPbOycsLFzpFlH08WOLPWXm5lI2+fK+tu7YgLJMScZOaWsvzotX+DaiZVsm/8a9Z4cjlRqxYWDC7B1cKfeE2Ur/lrJbWjS5U0Or/uMnUveJDCiDcmxp7h1dgNNu76FjZ2LoW7tFgO4dnIVh9d/TnbaHRxcfLl5ZgN5WUl0faksP23spZ0c3/Idzh7BuHrVYN+enUbH1aBhY1q1acviBb+TlZWFr58/e3dt537KPca8+Y6h3vQfvuHyxfOs27LHUPbm6JepV78hoWE1cXB0ICkxkd07tqLRqBkyzNgL7vLF81y+pBdrs7OzKSoqYsXSxQDUjapH3WjTFbF9Q+sT0bAbB9dPpSA3HRfPYC4fX0tOeiJdB35pqLdl0QQSbp7gnVnXDWUNn3yRi4dXsuaXV2nScTgymRWn9izA3tGdJh3LVue2kito+/R7bF00gWXTBlKn2VPkZCRxZt9iAmo0IbxBF0PdVbNeJjstnqadXybx9mkSb5d9DLBz9IBOxotm/Kt4yHuJoPpIdNXJNiwQCP6RZGVlMXToUBwcHJgzZ06Vkq3/r/Der2VeWbYK6NlSTt0QGXIriE/VsvmoioRU49vcxIH6sIEHxSgAb1cJvVrJCfWRotbCtTgNm46qMJdO5cWOcqLCZHy+qIhCC/N0qQRa1JHRtLYVHiWeWEUqDfFpSnIKyl6YVcpi1vz5K0f3byE/L5fAkJo8/eIoohu2NNT55oORJmLUsL5NLJ6XyLqNmPilXqi4n5zA+hVzuHnlHNmZaegALx9/mrTsSPenh2BtY3m8hElumZQVK5XM+2MFO/YfIi8vn7CQIEa82J9mjcomT29+MNlEjJq/dCVHT50l6V4KBYVFuDo7Ua9ubQY915caIcahbD/NXcThE6dIS8/Ezs6WJvWjGTGwP34+lj01AZKkpiFxSmUxK5fM4dC+7eTn5RIUUoN+g16hfqOy1Rs/m/S6iRj1Qm/LHpG1oxry8dfGYagXz51k5ZLZ3Im9ibW1DQ2btOLFYa/jYmFJ+9BCU5d50K+YNnv5erYdPEZufgE1gwIYOeApWjQoC+Ud9en3RmKUJVr0H8lzXdvxzogXK6w3Z8UG5q7axLbff7AoRr0yr+IXJXtbKYOfcqNZtD0KuYTbd4tZtD6d2/HGOXd+/li/n1IxytPNil8+sRzKuPd4LrP+1HvV9O/mSv/ulvOSfTIzicu39Hllhv3cvUJ7q0P7m7uxCwkwu21PzQ4UxiWa3VYd2u3/uvJK6FfM+3nNTrYePUdOfiHhgT6MerqzkXfTK9/MNhGjPp+/hvO34kjJyKZYpcbX3YWOTaIY0as99rbVS24cP+1Xs+USuRyP54fi/EQHpPaOFN+NIW3ZQiOPpaBPvzMWo0pwatMe1x5Po/D1RyKXUxwXS8aGleQeP1S+GxxbtcP96QEo/ALRFuSRe/QAqX/OR2thddCRavNhp6U42MsY/VIobZq7Y62Qcu1WHj8viOX6bWORcflv+ntuqRhlZSVh1JAQGka54ONljbVCSlqmktPns1i0Mp57qcYPh0ljw+newfw97KsZN9i2V+/N5hNmfqxVhL2tlEG9XWkaZYfCSsLteCWLN2YQk2B8/f30gX7fpWKUp6sVsz603N++k3n8vKzi/G2LOu4wKStWqZm19TCbT10lp7CIcD9PXu/emta1Qgx1Rvy03ESMmrx8B+dik0jJyqVYrcbP1YmO9cJ5pXML7G1Mc3v9uOkg83afYNW7Qwj3qzz8b6Pby2bLVcpidq+ZwbkjGygqyME7IJJOz75BeHTZR9Tfvx5iIkZlpibywzudzO0SFw8/3vlB70V85uBa1vz+vkW7nnn5Kxo9YfrhQqWu+kuxWlXMnrU/cvHYRgrzs/EOjKR93zeoGfWEoc6CbwebiFFZaQn8OMH8MTi7+/HWt3vMbjPXX/32bxAYWdbfxt8Gm4hRAHlZ9zi66WsSbhwGnRbfGs1o2WsSzh6mof5Xj6/gwsH55GYk4ODiS92WA4lqM8REfCzMS+f4lu+Iu7oXtbIQd9/aNO48xsieUztncmaXaQqJUj7/ZiqRterw5+J57N+zi7y8XEJCw3hx8HAaNm5qqPfBhHEmYtTSJQs4ffI495KTKCwswNnFhbpR9Xi2/0BCQo0/ai9dsoDlfy4ya8OAF4fwwqChJuWHYv1Rq4o5tHE6V09upKggG0//SFr3epPQOmXHuGz6YBMxCiA38x57V3/FnauH0em0BIY3p/2zk3D1Mj3n105t5viO2WSkxGBt60Rko2480WecIZwP4PvXIy2ex4DwZuzetNji9n86ecc3Vl7pMeDQvPfjNuFvR4hRAsH/CJmZmfzxxx80btyYli1bVt7gf4QHxah/A33bVi2R8z8Fc2LUPxlzYtQ/FUti1D+VysSofxp/pxj1KKiqGPVPwJIY9U+lMjHqn8bDiFGPE3Ni1D8VS2LUP5XqiFH/BJIr1i3/cfSITnrcJlSZQ7EPF4b6uHjFvL75r0CIUY8OEaYnEFSRnj17kpRk/qE1efJk+vTp84gtMsbV1ZUxY8Y8VhsEAoFAIBAIBAKB4N+KWE3v0SHEKIGgisyePdtsEmgA92ou9SoQCAQCgUAgEAgEAsF/FSFGCQRVxN//3+UeKxAIBAKBQCAQCAQCwT8RIUYJBAKBQCAQCAQCgUAgEIjV9B4ZIiBSIBAIBAKBQCAQCAQCgUDwyBBilEAgEAgEAoFAIBAIBAKB4JEhwvQEAoFAIBAIBAKBQCAQCMRqeo8McaYFAoFAIBAIBAKBQCAQCASPDCFGCQQCgUAgEAgEAoFAIBAIHhkiTE8gEAgEAoFAIBAIBALBfx6dWE3vkSE8owQCgUAgEAgEAoFAIBAIBI8MIUYJBAKBQCAQCAQCgUAgEAgeGSJMTyAQCAQCgUAgEAgEAoFArKb3yBBnWiAQCAQCgUAgEAgEAoFA8MgQYpRAIBAIBAKBQCAQCAQCgeCRIcL0BAKBQCAQCAQCgUAgEPzn0SFW03tUCDFKIBD8q6kdafu4TagWSk3h4zahWjjmxj1uE6pFLeX1x21ClTnl0ftxm1AtQmr9uyZn7fZ//bhNqBb72k563CZUGdWRK4/bhGpR/3D+4zahWtjbKx63CdXD2uZxW1Bl6nikPG4TqkW+2u5xm1AtbsfbP24TqsXtbO/HbUKVkYu3dsH/ICJMTyAQCAQCgUAgEAgEAoFA8MgQGqtAIBAIBAKBQCAQCASC/zw6sZreI0OcaYFAIBAIBAKBQCAQCAQCwSNDiFECgUAgEAgEAoFAIBAIBIJHhgjTEwgEAoFAIBAIBAKBQCAQYXqPDHGmBQKBQCAQCAQCgUAgEAgEjwwhRgkEAoFAIBAIBAKBQCAQCB4ZIkxPIBAIBAKBQCAQCAQCwX8enUTyuE34zyA8owQCgUAgEAgEAoFAIBAIBI8MIUYJBAKBQCAQCAQCgUAgEAgeGSJMTyAQCAQCgUAgEAgEAsF/Hp1YTe+RIc60QCAQCAQCgUAgEAgEAoHgkSHEKIFAIBAIBAKBQCAQCAQCwSNDhOkJBAKBQCAQCAQCgUAgEIjV9B4ZQowSCAT/etQqJQc3/sjl4+spKsjB0z+SJ/u8RWid1pW2zc1MYffKr4i9ehidTktQRHM69XsfF89AQ50LR9awZdEki/voPew76jbvA8D1szs5d3AZqYnXKczPws7BDb/QBrTpNQZP/4hqHZdKpWTDsp85vn8zBfk5+AeH89QLr1OnfssK2505tptTh7cTd+sy2VnpuHl4E934SXr2ewU7e6dq2VAdlCo1v6zdweYjZ8jNLyQ80JfRz3ShRVTFx/3r2p3MXr/LpFxhZcWx37/8e+zasIdNxy6QW1BIuL83r/ftSIs6NSq2a8Neftu0z6xdx3/+yPDvexnZrD98hoMXb3L3fjoyiZQa/l683OPJSvswh0qlZP3SXzi2fzMF+bkEBIfT94XR1GnQosJ2Z47t5uShHdy5fYWczHRcPbyp1/gJevV/BTt7R6O6Jw9t5/ypA8TevMT95Hgi6jbm3c/nVNlGGwX0aqkgKlSGwgru3tey8YiSxDRdldp7uUjo01pBqK8UjQauxmnYcERJfpFxPUc76NpUQUSAFEc7Cdn5Oi7f0bD7tIqC4rJ634+yM9PLMwBoslIounK4Qnv0Y3cnm4+eLRm7PvqxWze8wna/rtvF7PW7TcoVVlYcm/N5hW3/v5DZ2xE2fgQuzerj0jQahZsL50dMJGHR2v/3vtUqJTtWz+TMoQ0U5ufgGxRBl+feJCK6VYXtUpNiObZnOXdvXyDpzhXUKiUTpu3EzdO/wnbpKXeZOrEPapWSsZ+tICAs6qHstrWGp9rYUK+GFQq5hLh7GtYeKCIhVVtp22BvKc3rKAj2keHvIUUmkzB2eo7Zum3qyYkIsCLYR4abk5TjV5Qs2VFktm4pNgro3syKuiH6ay0+VcvmY2qS0qt2rXm6SOjVwooQH/21di1ey+ZjKpNrDcDNUUKXJlbU9JdiLYfsfB0XYrTsOKU2qteyjoyWdWS4OUnILwKr9Caob58DbVk9pUrNrE0H2HziIjkFRYT7ezGmd1ta1g6r0N5fNh3g1y0HTcoVVjJOzphosd2ZW/EMm7oIgH3fjsPVwdw9oXqoVEqWLp7P/r07yM/LJTikBi8MGUGDhk0qbHfsyEF2bN1A3J0YcnNycHJ2JqJWHQa8OJTgkIqPvzq2rf7zNw7v3Up+fi6BwTV5btBrRDdoXmG7k0f3cvzgTmJuXSE7Uz8/aNi0DU/1H4G9g6PFdinJCUwa+zwqlZLJ3y8gLLxOpTZay6FTAymRARLkVpCUrmPnWS33Mqt2jB5O0LmRlCAPCRot3EzSt3/w3u/uCA1qSAnzkeDqAEo13MvQsf+SluQM4/2N7S3DxcG8yJBfpGPvFQ2gv49tWzmT0wc3UpCfg19QBN36v0FkvYrvY/eTYjm6azlxty6SWHIf+2DGDov3saLCfHau+YULx3eQnXkfe0dXQsLr88Lor1FY25pto1YpObjhRy49MN9t+1TV57u7Vn5F7BX9fDc4sjkd+72P6wPzXb1duRzZ8gs3zu0iN/Medo7uhNRuSZteY3B28zPUu35mB1dPbSE57iJ52Wk4uflQM7o9rXuOxsbu/2+uKfjfQohRAoHgX8/mhRO5fmY7TToOwc0rhItH17Lyp5G88PZCAmtanjQqi/L5c9oQigtzadntVaQyOad2L+CPqYMY/sE6bB1cAQgKb0qvYd+atD+5eyH3E64RXKtMHEpNuo6NnRNNOgzB1sGV/Ow0LhxZzcJv+jF4wnJCPYOrfFwLZ37M6WO76NjzRbx8gzi6bwMzvxzL+MlzqFm7ocV2S379HBdXT5o/2RM3Tx8S426yb+syLp05xAffLUVhbVNlG6rDJ7+vYPepi7zQuQ1BPh5sPHSKN6bN57cJI2kYEVpp+/eHPI2tjcLwb5n074kk/3jBWnafvsKLnVoQ5OXOhiPnGDtjCbPHD6VheOW/x/sDe2FnXWaXtJxd+85dY8G2w7RrWIveLeuj0WrZdPQ8o6Yv4tOX+vJUa8u/lTnmz/yEM0d307HXC3j7BnFk70ZmfPkG4z/7jfAKfvfFv3yJs5sHLZ7sgZuHD4l3b7F363IunjnER9//afS779u+irjbVwmpWYe83Oxq2ScBRvSwxs9Dyr5zKvILoVWUFaOesmH6qiLSsit+SXa2lzC6rw1FSh1bj6tQyKFdfTk+7jbMWF2EpuT9X2EFY5+2QSGXcOSymqw8LX7uUlpHWVHTT8b0VUWU9vTnrmKTfvrViUfuVxNN1v1Kj+mTuSvZfeoSL3RuTZC3BxsPneaNaQv47b1XaBgRUmn794f0xdb6wbH7+L6qKjxcifhoDAVxieReuI57u4pfTv9OVvz2PhdP7qBN18F4+ARz6uA65n//GiPfn09oZGOL7eJunePw9iV4+9fAyy+MpLhrVepv45IpSKWyv2SzBHjtKTv8PWTsPl1MXqGOJ+oreOM5e75bmk9qVsWCVJ1QOS2j5CSlaUnL1uLtZtmeTk2ssZFDXIoWZ/vKx4gEGNpVga+7hAMX1OQX6YWgkb0UzFyrJD2n4mvNyR5e7aWgSKlj+0k1Cjk8GW2Fj5uCWeuUhmsNwNdNwsheCnIKdBy8qKagCFwcJDjbG++zWzMr2tW34kKMhsOXNXi5SGhVpxYSexdU58o+Kny0eCO7zlxjYIdmBHm5suHoBcbMWs6ctwbRqKbxy685Pni+m9F9t6LngVar45sV27G1llNYrKp031Vl5tRvOHp4P72eeg5fvwD27trGl59M4LOvp1G7bj2L7e7eicHewYGefZ7FycmZrMwMdu/cyoS3R/H197MIDav5l22b/eNnnDyym669X8DbL5CDuzfxw2dvMemLX4is08Biu3mzvsLVzZPWbbvj7ulNfNxtdm5eyfnTR/h86iKL84M/5k5DKpNBNU7vC21leLvA0Wt6AalJuJQhHWX8vk1DRl7FbR1tYUhHGcUq2HNBi8IKWtaS4uUiY+4ODdqSsduwhpQGNSRci9dx6qYOGzk0qilleGcZf+7TEptSdo3sOKNFITfup1Yw1PKTkZpbVm/pL+9z4cROnuw+GA+fIE7uX8/v345i1IfzCKtl+T525+Y5Dm77A++Ayu9jhQW5/PzZS2Slp9CyYz/cvYPIz80g5toZ1CqlRTFq08KJXD+9naYdh+BaMt9dMXMkL46vfL77x1T9fLdVd/189+SuBfzxwyCGf7gOu5L5rk6rZdn0YaQl36ZR2xdw8w4l834cZ/b/SezlQ7wyeQvWNg4AbF3yEQ4uXtRt3gcnNz9SE69zet8Sbl/az7AP1gL/P3NNwf8W/zkxKjk5mRkzZnDw4EGysrLw9PSkY8eOvP7667i66i/EwYMHc+LECaZOnUrPnj0NbRcsWMCiRYvYs2cPAGvWrGHSJFNvCYVCwcWLF6vV54P9lufy5ctYWVlVur0iHmyrUCgIDAxk4MCBDBw4EICZM2eya9cu1q9fb9QuISGBjh07sm7dOmrXrs3x48cZMmSIYburqyvR0dG88847REZGGsqVSiULFy5k48aNxMXFYWNjQ2hoKP369aNPnz7I5XImTpxITk4OP//8s1GfpX2cPHkSJydjZb1bt24kJCSwd+9ePD09jbbFx8czffp0jh8/TnZ2Nq6urtStW5d33nmHGjX03gkP2vggD/7WK1asYMmSJcTHxyOTyQgICKB79+68+uqrFZ7j0vP4008/mZTPnz+fVq1aGW2XSqV4eXnx5JNPMn78eFxcXAz1O3ToQGJiosl+xo8fz8iRIw3/Xrt2LUuWLOHWrVtIpVLq1q3LiBEjaN++vaHOmjVr+Oqrrzh16pTJ/iIjI5k1axadOnUy/NbmWL58OQ0aNDCM+TZt2jB37lzD9pycHJo2bcqiRYto3rzsxefYsWPMnTuXCxcuUFRUhL+/P08++STDhg3jxx9/5OLFi6xevRqFomzCuX//fl5//XWWL19O3bp1zdrzIEmxF7h6ajPtn3mP5l1GABDVoi+/f9aLfWu+Z/B7yyy2PbP/TzLv3+GliSvxDdFPLGtEPcHvn/XmxK75tO37NgAunoFGnlIAKmURO5ZOJjiyBQ7OZWOxTc8xJv3Ub9OPWRPbcnb/n7RoaNnD6kFib17k5OFtPDtkHF2eegmAlu16M3ncc6xePI0JXy2y2PbVd74jMqqpUVlQjTosmPkRJw5uoU2nZ6pkQ3W4FBPP9uPneWtAD4Z0bwtAr1aN6PfhNH5csYUFH75e6T46No3G1dG+0nrVsis2ge0nLzHuuS4M6aL/ctirZX36ffoz01fvZOHElyvdR6dGdSq0q2mtULZ8M86oznNPNuX5z3/hlw17qiVGxd68xMlD23luyFt07au/17Zs14tP3urH6kU/MvHrBRbbvvbut0RGGU9Gg8JqM3/mxxw/sJUnOj9tKB/x5ue4uHkhlUr55M1+VbYPoF4NGaG+MhZtL+ZCjP5L8vnbaia8aEuXpnL+3KWssH3HRlYorGD6qmKy8vQvAPEpWl7tY0OTSBnHr+r3WTdU7z0yd3MRV++WvjVrKCiGLk3k+HpISCrxxDpzU2PST79oK3Q6Heq0hArt0Y/dC7zVvztDuj8JQK/WDen34XR+XLGVBR+OqvScdGwS9beP3YelOPk+uwJaU5yShnPjKNocW/1I+o2/fYHzx7bQ44V3aNtzOACN2jzFtIl92LLsB17/5E+Lbes0as/k2cextrVn/+Z5VRKjrl84xI2Lh2jbcwR71v/60HY3CLcizM+KuZsKOHdL79lz9qaaj15yoEcLaxZuK6yw/aELSnadLEalgX7tbCoUo35cmU9myUvv96Mte6GUEhUmJcRHypJdSi7F6q+BizEa3ulvTefGVizbW7Ey0L6BFQo5zFyrJDtfX5ZwX8fLPRU0jpBx4pr+upEAA9rLSc3SMXuzErXp5QToBYInomWcualhxb6yvpvJzyOPbI7GIwBtWgIX7ySy7dQV3n66Iy911nt09m5ej2e/mM30tbtZ9O7QSo+9c6PaVfZuWnXoDCmZOTzTqgF/7D1ZpTaVcfP6VQ4d2MOQ4a/R99nnAWjXsQtvjR7Gonm/8fUPsyy27f/iSyZlnbr25JWX+rF9y3peGzP+L9l2+8Zljh3cwfND36Dn04MAaNO+B5PGvsCyBTP55Nu5Ftu+MeEbakcbCyqhNWrx24+TObJ/G+269DVpc+HMUS6ePUbPZwazfsW8KtlYJ1BCoKeEVYc0XI3Xj/krdzWM7iWjbbSUtUcrFnnb1JWisILft2vIKdCXJaVrGdRBRv1QCWdv6/d5KU7L/kugesB571yMhlE9ZTwZLSU2pWwwX080FW9rBetF4cQMvT13b13g3NGt9Br4Du17DQOgyRNP8d17T7Hpz6m88dkfFm2OatyeenOPYWNrz95N8yu8j21ZOo3MtGTGfbUSd68AQ3mHPpbPSVLsBa6e3EyHZ8vmu9Et+zJnci/2rv6eIROqMN+dtBK/B+a7cyb35sTO+bR7Wj/fTYw9R/Kdi3R5/mMatx9oaO/uHcrmRe9z5+pRIht2BuDpV2cQHGn8scMnKIpNCyZw+cRG6FK9ucU/CbGa3qPjP3Wm4+PjefbZZ4mLi2Pq1Kns2LGDTz/9lGPHjvH888+TlZVlqGttbc306dNRqSp+0Ds4OHDo0CGjv7179z5UnwD9+/c32d+DQlNl2yuitO2WLVvo3r07n332GZs2bapS2/Js27aNQ4cOMXfuXJRKJa+++ipKpf4FRKlUMmLECObMmcOAAQNYtmwZq1atYuDAgQbh5GE4deoUxcXFdO3albVrjcMNVCoVw4cPJzc3l59++olt27Yxbdo0IiIiyM3NNar79ddfm5zDTp06AbBq1Sq++uorBg8ezLp161i6dCkvv/wyBQUFVbYzPDzcZP9NmjQx2b5v3z6+/vprDh48yKeffmqynzfeeMNkP4MGDTJsnzJlCh9//DE9evRgw4YNrFq1isaNGzN69GiWLFlSZXvLs2DBApN+HxSFrKysOHr0KMeOHatwP8uWLWPYsGF4eHgwY8YMNm/ezOTJk8nNzWXevHm8//775OfnM3PmTEObnJwcPvzwQ0aNGlUlIQrg+pltSKQyGjwxoMxGuTX1Wz9HYsxZcjKSK2i7Hd/gaIMQBeDuU4OQWi25enprhf3eurAHZVE+dZv1rtRGO0d35AobigtzK61bypmju5BKZTzR+VlDmVxhTeuOfYm5foGMtHsW25YXogAaNu8AQHJCbJVtqA67Tl5EJpXyzANeGNYKOX2fbMqFW3e5l55V+U50OvIKi9DpqhZ+UiW7Tl/R2/VE2eTbWi7nqTYNuRATz72Myr2CdFChXTX8vEyECIXcitbR4aRk5pBfZOq1Y4nTJb/7k13KBEO5wpo2Hftyu9Lf3fSraKMWemG6/O/u5uFj4uFVVeqFycgp0HExpmySn18E52+piQqRIatkt9FhVlyN0xiEKICbiVruZ2mpX7PseWYj178k5JbTAnLz9e1UxpFDRsikYOXuhzYnDZ2yYjFh16lLJWO3maHMWi6n7xNNuXD78Y3dh0WrVFGckvbI+714YgdSqYzm7fsbyuQKa5q2e5a7N8+RlW75Xmzn4IK1bdXFPI1axcbFX9Om62DcvSv3sqmIBuFycvK1nL9VNqDyCnWcuakiuoYVVpU4XuUW6FBZEG/Kk5lbvfERHSojt0DH5diyF/f8IrgQo6FOsLTSay0qRMa1u1qDEAVwK0lLapaW6LCyxuEBUnzcpOw6o0atAbnMfMqUIG8pMqmE87eND1iTcgcAmXcIALvOXEMmlfBsmzIh3lpuxdMt63M+NpF7GebDGB9Ep9ORV1hc6TWVnV/IrI37Gd3rSRxt/z5PjKOH9yOVSunSvewZr1BY07FLT65fu0xaauUelw/i7OKKtbUN+fmVuARVgRNHdiOVyujQta+RbW079+HW9Yukp6ZYbFteiAJo3KIdAEkJd0y2qdVqlvw+lS69B+DlE2Cy3WI/QRLyCnUGIQqgoBiu3NURESCpdOzWCpRwM0lnEKIAYlN0pOfoqBNUNjjvZZo+CwqVcDdVh0cVIsX8XaXkF+vILLlGzh/X38dadigTUuQKa5q3e5a4m+fIrOQ+ZlOF+1hhfg4n9q+jRYfncPcKQK1WolZV/BEH4NpfmO9eO7Md35BogxAF5ue7xYX68Wnv5G7U3r7ko6uV3NpQVl6IAohoqH+fSk++XenxCATwH/OMmjx5MnK5nHnz5mFjo39g+fn5UadOHTp37sy0adOYPHkyAD179mTPnj2sWLHC4D1kDolEYuKh87B9AtjY2FS4v8q2V8SDbceOHcumTZvYs2cPvXr1qva+3N3dcXJywtPTk5deeolRo0YRExNDrVq1WLhwIadOnWL16tXUqVMWUx4YGEi3bt0qFfgssXr1anr16kXTpk358ssvjTyEbt26xd27d1mwYAH+/vrYbH9/fxo3Nn3oltptjj179tC9e3f69St7CIWHV5wzpDwymazC3+jB7d7e3nTr1o01a9aY1LO3t7e4n3PnzjFv3jw+/PBDBg8ebCgfN24cxcXFfPPNN3Ts2BFfX99q2Q7g4uJSof22trZ0796dH374gZUrV5qtc+/ePb744gsGDx7M+++/bygPCAigadOm5OTk4ODgwFdffcXLL79Mp06dqF+/Pl999RXe3t5V8kIrJSX+Km5eIVjbOhiVlwpMKQlXcXIzPQ86rZb7idep1+pZk22+IdHEXjlEcVGewR25PJdPbMRKbkNEyRei8hQV5KDVqMnLSeXU7oUUF+URHFlxrqcHiY+9hrdfMLZ2xv2H1Iwq2X4dNw+fKu8vO1P/curg5FLlNtXh+t1Egnw8cCj3MlA3LLBkexI+7hX33fu9KRQUKbG1VtCuUV3efr4n7s6Vew9UxLX4ZIK83U3sigrRT6qvx9/Dx825Yrven05Bsd6u9g1q8Xa/rrg7mR8XD5KenYeNQo5N+biACrgbcx1vvyCT3z00XC/OVv93Twf+3t/dz0NKYqqW8q+I8fe1tKwrwdNFwr0M8y+QTvYSHO0kxJvJxROfoqVWcNmbf0yyBq1Wx1Ot5Ww8qiI7T4evu4SOja24GKMmNcvyS2rtYBkSKwXq1PhKj+d6XJKFsVs6RpIrH7sTvisbuw3r8PbzPf7y2P23kRh3FQ+fYGzKjd3AsGgAkuKu4eJe/WeSOQ5tW0Rhfg4dnnqNS6d2/qV9BXhKib+vMRnPcfc0tIlW4OkiJTm98txR/x/4uUtITDNzraXqaF5bgoezhJRMC9eaHTjaSczmvYpP1REZWKYG1PTX/79GC2P6KgjwlKLW6Lh8R8u6wyoKS/T0UmHORAjW6AskjvoX2GsJKQR7ueNga21ULSrEr2T7PXzcKlYKen78c8l9V077epG882xHs/fdWRv34+7kwHNPNGL2lkMV7rM6xNy+iZ9/IHZ2xuJCeEQtAGJjbuHh6VXhPvLzclFrNGRlZrBp3SoKCvKpV99ymFdViYu5gY+Z50SNkjxOcbE3cPf0rvL+srMsPye2b1hKfl4uffsP5+TRfVXep7erhGQzYzMpXUfjmlLcHeG+hW9BjrbgYCMhKcN07Cam66jpV3mIq4ONxDBuLeHjCo62Em4ml/WTeOcanr5m7mM1S+5jd67h+hfvY7HXz6BWFePhHcTCaW9x6dQefQ6n8Po8M+xD/ENqm22XEn8VN2/T+W6pwJQSX8F8N+E69VpXPt/1DYlCbm3HgQ0/YmPvjLt3GJmpcexd8x2+IdGE1q44b1Z+tn6uWZrmQiCojP+MGJWVlcWhQ4cYN26cQRQqxdPTk969e7N161aDh4qDgwOjRo3i559/5umnn8bOrvqJEKvTp+QxZO23trZ+aGGolNzcXDZv3gyAXK5/4dq4cSOtWrUyEqJKkcvlhnrVIS8vj23btrFixQrCwsLIy8vj1KlTBo8jNzc3pFIp27dv56WXXkIme7gcEh4eHpw8eZLExESDqPX/SUJCAocOHar2Odm0aRN2dnYMGDDAZNuwYcOYP38+27dvZ+jQoX+TpcaMGTOGLl26sG3bNrp162ayfdu2bahUKl5+2XwIVGn4ZYsWLXjhhReYMGECb775Jlu3bmXNmjVV9vYDyMtJNQqTK8XBSV+WZyFfTGFBFhq1stK21j6mk9/C/CxirxwkvH4ni2LVoin9yUjRe6MorO1o1WMU9Vs/B1TNSyY7Mw0nVw+TcueSsuzM1Crtp5Tt6xYglcpo1KJTtdpVlbSsXDzMvHx7lpSlZln+Eu5kb8uAjq2oVzMIhZUVZ27EsnLPUS7HxLPk07EmIkG17MrOw9PZ9DfyKCmr2C4bBrRvRv2wQORWVpy9FceKvSe4FJvIHx+MrNCuu/fT2XP2Kp0a161W7qvszDTDb/wgzq76MZmVUb3ffdta/e/euOXf97s72UuISTZ9Scgp0Bm2WxSj7CRGdcu3t7fRfzHXaCElU8eq/Up6tVLwxjNl5/rkNTUr91X8FblRuAydVoM63TTcuTxp2ZWM3cwKxoidLQM6tqRejSAU8tKxe4zLsfEs+WTMXxq7/zZys1JxdDG9nzqWjN2czOp5klTUz+51v9LzxXdNXhgfBmd7KbcTTV2bcko88JwdJCSn/+VuHgpHOwmx90yvtdwHrjVLYpRjybWWa+Zayy13rXk46eu+2FHOjXgt+84p8XWX0q6BDGd7Bb9u1F9vpQJwiI+EmAecMKQueuFDYq2fK6dm5xnusQ9iuO9mW/YOcrKz4fm2Tagf5q9/Hty6y/L9p7kUl8TSCcONBK4bCSmsOnSGn0Y//7flGCwlMzMdVzd3k/LSsoyMyr0PJ44fTWKCXhC3sbXluecH07FLj79sW1ZmGi5mbHMpeXZU9zmxafUipFIZzVp1MOln3Yp5vDDsDRPhqzIcbeCumUs+r8RR1cFWwn0L+QUdbI3rGrUvAjvrsrFrjkBPCPCAg5cr9qqLCtaPmcTMsh1Zuo85uejPbU41517mSL0XB8DmZdPx8A7khdFfUVSQx47VP/PLF8N577sNOLma2pCXnWqYnz5I6Tw2L/sh5rvOxvNdOwc3+r4yja2LP2TptKGGeqF12vDMqzOQyiqenx/bPgeJVEatRl0rrPdPR4dYTe9R8Z8Ro+Li4tDpdIbcQeWpUaMG2dnZZGSULb3w4osvsmjRIubPn8/rr5vPd5Kbm0vDhsb5QBo3bszvv/9erT7d3fUPlaVLl7Jq1SpDnQEDBjBxYtnqIZVtrwoajYZNmzZx/fp1s2JGVWjbVp8TpjR8rUOHDobjjIuLo1mzZhbbPsi+fftMzp9GYzop3LJlC8HBwQYvpR49erBq1SqDGOXt7c2HH37Id999x08//URUVBTNmzenT58+BAYau/C//fbbJmLV5s2b8fPzY8yYMYwdO5YOHToQEhJCw4YNefLJJ+nWrVuVQ1pu3LhhdEw1atQw+s1Kt2s0GoqL9cKEudxj33//PT/++KNR2Zw5c2jSpAl37twhKCjIKNdSKd7e3jg4OHDnzp0q2Vue559/3uRYz549a9LHkCFDmDZtmiHE8UHu3LmDg4MDXl4VfzUEfR6sgwcP8vbbbzNhwgSL14sl1MoiZFam56HUlVitMr9SkVqpP/fm2soMbc0LR9fPbEejVlUYotfzpa8pLswjKy2ei0fWoFYWo9VVMZYDUCqLkVuZipTyEtuUyopXYHqQEwe3cHj3Wrr0HYq3X9UTqFeHYqUKhdz0kVJaVqy0LHy/2KWN0b87No0mKiyQD35bxsrdRxnWq72FllWzS25G3LQutauCWK8XOxp7snVqXIeoEH/en7uaFftOMrz7E2bbFRYree+3FVjL5bzxTPVEIJWyGCu56ZiUl5SplFUP+Tt+YCuHdq+ja9+X8PYLqpYdFSGXgUZjOskvzTMjl1mexJUOETO3+bL2VqAp0Zqy83XEp2i5eldDZq6OMF8pbaKtyC+Ss+mo+TFlLdd7Rmkyk0BT+QeXYqUKhZlYLEXJR4LiCj7avNjFeAWjjk2iiAoN5IPZy1m55xjDerartP//FSyN3dJ7scrC/bS6bFk2FTevAJq2e+5v2Z/cCrM5ktRq/RhXWD2+lxK5zIJtmrLtFtuWXGtqMy/s5a+1UufNhFQty0tyQV26o0Wp1tG9mZyaflJuJWlJStdxN0VL23pWZOdDTJIWTxcJ8lot0Gk1UJJMvlhl/pqqyn13YAfj+WOnhrWICvFj0vz1LD9wmhFdyzwzpqzcQes6NWhV5+9Zoe5BlMVKsx8KS+/FyuLKx/OYtyZSUJBPyr1k9uzairK4GK1W+9Ah0qVYfE4oSucHVb/Wjuzfxv5dG+j5zGB8yj0nli/8CS8fP9p1fqraNlrJzItFpeOxorFbOnQqek5Y2r+dNTzdUkZmHhy5WrFHY91gCdkFOvIemE5ZfgaX3MeqMfeyhLJI/+4kkUh47cO5WNvove/8Q2oz4+MXObzjT7oPeNOknVpZhMyMbbJKbCud71pVOFcuGzN2Dm54B9ahcbtGePjVJCX+Gsd3/M7mhZN4+tUZFo/r8omNnD+8ihZdXsatJGRXIKiM/4wYVUp18jkoFAreeOMNPv/8c1544QWzdezt7U3yF5X3gqpOn7179+a1114z/NvR0bFa2yuiVMhSqVRIpVKGDh1q8bgq448//sDGxobz58/z66+/GoUaVud4mzdvbpIv6fz587z77rtGZatXr6ZPn7Ksfn369GHw4MF8+OGHODjov9YMHDiQp556ihMnTnD+/Hm2bdvGb7/9xi+//ELr1mUvDJMmTaJVK2M301LRxMvLi+XLl3Pjxg1OnjzJ2bNnmThxIqtWreL333+v0gQiNDSUX375xfDv8oJR6fbi4mI2bNjA1atXjXJBlTJixAieecY40bS3d5nbdWXn+WE80ACmTZtWJUHolVdeYfny5axevZru3bsbbdPpdFX29rOxsWHEiBF89dVXvPSSadLPyrBS2KBRm3pJlD5YreTmPROsSiZt5tpqDG2tTbaB/oFrY+9CWNSTFu3yDysTJOs06cmcyfqvoTVHvWGxzYMoFNao1KYvwaUvdApF1Twubl45w6KfJ1OnQSv6vmiaXP3vwlohR2nmBaO0zLoaoWoA3Vs2ZNqyzRy/cusviVHWCjkqtaldpS9D1mYEtArtal6PqSu3c/xqjFkxSqPVMnHOKmKSU/npjUF4uVRveWO5wtps7ghVSVnpy0Zl3LhyhoU/f0bdBi15emDlyePNIZGA1QPCkqOt/qu0SgMyM4KTIYTHjFBVSukQMee8Wj4EKMRHyvAe1sxcU2wINbp8R0ORSkfnJnJOXlOb9QqpFyZDbiWhqAohelAyds288StLRCjrat5Lu7dswLTlW/Rj9z8kRlkau6X3YrmF+2l1iLt1nrOHN/DKpHnVfqGXScHOxnjc5hXqUKkxmxfKqkSEUqr///OAlbfNzlafG0qlsWCb4VqzvM/S68jKzGkqf62V7qd8LqhztzR0byYn2FvCrSR92ZJdSl7sqKBfW/11odHq0MTfQOrijcROH/JsLTd/TT3sfbdH0yh+WL2L49diDWLUtlNXOBeTwOoPR1bS+uFQWCvMRg+U3osV1pWP58jaZbkv2zzZgTde0y9KMfTl0X/JNovPCWXp/KBq19r1y2f5/acviW7Ygn6DjBdquHX9Iof3bWXiZ7MqvNYkGD8n7G30uaHUGszmhSodjxWN3dKhU9FzwpxIK5fB821lWMthwS5NhXkFg70kONlJuJJgvCPLz+CS+1gV514VYVWyjzqN2hmEKIDg8Pq4eQVw58Y5i+00ZmzTVGJb6XxXXeFcWV8nMzWeP6cOodewKQbvpogGnXD28GfzgoncvrSfGlFtTfYTf/MUWxZ9QGidNrTtO86sHQKBOf4zYlRQUBASiYTbt2/TubNpjpfbt2/j7OyMm5ubUXmfPn2YO3cuv/zyi9mwLalUSnCweU+Dh+nTwcHB4v6qstAZY/4AAQAASURBVL0iSoWs0txRDz5cHBwcTBJ9A4ayUsGnlICAAJycnAgLCyM9PZ1x48bxxx/6FSZCQkKIja1akmRbW1uT47l3zzhB761btzh37hwXLlzg+++/N5RrNBq2bNlC//5lyVIdHBzo0KEDHTp04K233mLEiBEmYpSnp2el5zAiIoKIiAgGDhzIqVOnGDhwICdOnKBFixaVHpNcLq9w/w9uf+eddxg5ciQ//fQTb731llE9V1dXi/sJCQnh9OnTKJVKE7ErJSWFvLw8QkJCAP05KSwsNPkal5OTY9j+IL6+vlUaY05OTgbb27VrZ7QtNDSU3Nxc7t+/XyXvKJlMhkwme6hwVQcnT3KzTJN15uXoXakdXMz3b2vngsxKQV62qct1RW2zM5KIv3WKBm36I5NV7SXVxt6Z4MgW+tVFqihGObt6mHW1L8395GzGhbs88Xeu8/M3b+IXWINX3/keWSXu1X8FDxdH7psJZ0rN1t9DPKspygB4uzmTk1/1xQPM2uXswP0s03tbWkmYyMPbZT4p9ueLNnDw4g2+HPEszWpV/2u9/nc3dbUvDct0cavC7x57g1lfj8MvsAavvfvdQ//uTrZS6oeWLS/dMhK+XFJITr7OEG5nVL80BC/f8su7IZTPQvv8Ip3ha3eLOlbkFehMct5cvqOha1MFwT5SUjJN30gaRlhRWKxDm2k52fuDeDg7ct9MuKZh7Lo+5BgxF2PyP4yjiyc5Gab34tySsevkWvmzoDK2Lv2ekMjGuHoGkJGqD8HMz80EICcrlcy0JFw9/My2DfWT8eZzxvl/PpmXS3a+Fid7M+OxpCw77/9fjDJn25SlxeQW6HC0NbXNsQrXWml4nqOZa82x3LVWup/yiwXklzha2FqX7SOnAH7dqMTdSYKjHaRl63jH9wzWbZ5DV6C/jjwru++aCeGrDG9XJ7ILygyctnY3XRrVRm4lI7FkkYHcQr3B9zJzUKk1eLk8fN42V1d3MtJNQ/EyM/Qxm25upuHUFeHg6Eh0/UYc2LfrL4tRLq4eZKabzg+ySuYHVXlOxMXeYOqX7xAQFMYbE74xeU4sWzCTiDoN8PT2IzVFr0Tm5mSV9JNOWuo9PDx9cLCTUTuo7PdsGA4zNqjJLSoLt3uQshA8y2O3LJTPTHsbKCjWmXhFSaXQ7wkp3i7wx14NqZWsTRIdIkGr1ZFY7oOGo4snOZmm97GcLP25NRc+V11K52+Ozqahlg5ObhTkmw8Nd3C2MN8tmcc6OD/EfDfbeL578ega1KpiakYbfwQMr6cP4Uy4dcZEjEqJv8aqn0fh4RdepVC+fwNiNb1Hx3/mTLu6utK6dWv+/PNPioqM3RhTU1PZuHEj3bt3N3kZlkqljB8/nqVLl5KYWHnuib+jz/8vSoUsb29vk68coaGhpKSkkJZm/OC9fPky1tbW+PmZn9yB3iPp5s2b7NypTyLaq1cvjhw5wpUrV0zqqlSqaq1MB/oV7po2bcr69etZt26d4W/YsGFG4W/lkUgkhIWFVbu/8tSsWROAwsL/nxeLUaNGMW/ePFJSLK9+Up6ePXtSUFDA8uXLTbbNmzcPa2trevTQe+KEhoaiVqu5evWqUb3Lly8btj8sgwcPRiqVsmjRIqPyrl27IpfL+f333822KxXC/g68AmuRcf+OYQWQUpJizwPgHWA+EaREKsXTP4J7cZdMtiXFXsDFI9BsPqirJzeBTkfdZhWsv2sGlbKoWqvpBYREkpIUR2GB8XHF3rwIQGBoZIXtU+/FM+Pz13F0dmPsBz9hY1v9vHfVISLQj7v30sgrNL7XXbp9F4DIIMv3EHPodDqS0jJxKbdKXXWJDPThbkq6qV2xCYbt1bYrPQtXR9PzOW3VdtYfOcs7/bvSvVn0Q9kbGBpBStJdk9895salku0V/+7378Xz4+djcHR2480PZ/6l3z2/SMuFO4WGv982FJFboCMpXYu/p9Qko0KQtwylSldhYvGcfB15hToCPU2nH4HeUpLSyt4wHG0lSKSmz0dZSZnMzLPT0Q5q+km5EKMBXdWSTkcE+ZofuzF6z6rIwOolq/27xu6/Db+gWqTdi6Oo3Ni9e/uCfntwrb/cR1Z6MrHXTjFlXGfD35al+o9UC6e+zvT3n7bYNjFVw0+r843+cvJ1JKZqCfSSmYznEB8ZxSodqVn//8nLy9v2+2YluYU6ktJ1+HuYXmuBnhKUKh1pFnLugF40yivUEWDuWvOUGCVlT0wryY9VTrgqFY3zikz7Sc/RceeejrxCkNg7I7G2Q5upTyQVGeBN3P108splkL54Ry9q1Ap4mPtuNq4OZdfUvcwctpy8TI+PZhn+/th7EoDnv57LmJ8tL3NfFULDapKUGE9BQb5R+Y3rVw3bq0uxsthkfw9DcGgE98w8J27fuGzYXhEpyQl8N/lNnJxdeefj6WafE+lpKVy/fJa3R/Y1/C1boA/RmvbleD5480UACoo0XLubZ/hbskdDXqE+55+vq+k92t9dglKtI72C6VBuIeQX6fBzM9/enEds3xZSQr0lrD2i5W4laZ1kUv1qfXH3dRSXc37zD6lFarKZ+9itkvtYyF+/jwWE6j3mss3k0cvJvI+Dk5tJOYB3QC0yUiqY7wb+9flufk46OnToyqWV0JYsUqDVGpdnpt5l+YyXsXN0Y8DYOShs/lvPPcFf5z8jRgF89NFHKJVKRowYwcmTJ0lOTubAgQMMHz4cb29vxo0z71bYrl076tevb/bFX6fTkZqaavKn1Wr/Up+PmjZt2hAaGsrbb7/NmTNniI+PZ9u2bUyfPp0hQ4ZUmBDc1taWfv36MWPGDHQ6HUOHDqVRo0YMHTqUP/74g2vXrhEfH8+WLVsYMGAAcXFxVbZLpVKxfv16evbsafBWKv3r168f58+f5+bNm1y9epVRo0axbds2bt26RVxcHCtXrmT16tV07NjRaJ85OTkmv1epYPXJJ58wa9YsTp8+TWJiIufOnWPChAm4ubnRoEGDhzq3ldGwYUMiIyP57bffjMrz8/NN7MzLyzO0GTJkCN9++y3z5s3j7t273L59m2nTprF48WI+//xzXF31K1mEh4fTpk0b3n//fY4ePUp8fDwHDhxg8uTJ9OjRwyj0D/SJ98v3W2whN4K1tTVjx45l8eLFRuW+vr5MmjSJRYsW8f7773PixAkSExM5ffo0H3/8MT///PPfdfqo1agbOq2GcwfLrk+1SsnFI2vwC61vWFkkOyOJ9Hu3y7XtSnLcRZLjLhrK0u/FEHf9GLUamyZmB7h8YhNObn4E1DS/Ik5+jmmm26y0BOKuH8UnOKrKx9W4ZWe0Wg0Hd642lKlUSo7uWU9oeLRhRbWM1GTuJRh7ImZnpjH9s1FIpRLe+OhnHJ3NT2z+Tjo1jUaj1bJm33FDmVKlZsOhU0SFBRpWI0tOzyQ2yXgClpljmsx25Z5jZObm0yq6YvGlUrsa1dXbdfC0kV3rj5wlOjTAsJJecnoWscnGM9iMXNOXhpX7T+rtqmv8IrJw+yEW7TjCiO5PmOSaqg6NW3ZCq9VwYEfZCpsqlZIjezcQGh5l+N3TU5NJNve7T34diVTCWx/PwtH5r61mo9ZCVr7W8HczUYtaAxdua3CykxAdVvZcsLOBejVkXL6jMfpi7e4kwd3J+IXiQoya2sEynB/wRqnpL8XLRcqFB8KEUrO1ONlJqOFnPFVpWFPfb2KaqUjQoKYVUqmEszcriM8oR6cmUSVj94ShTKlSs+Hg6XJjN4vY5CqM3b2lY7fiF8L/NaKbdUGr1XB87wpDmVql5NSBtQTWqGdYSS8zLYn7STEP1cczIyYz5K0ZRn+tuuhXPO754rs8P+pbi20Li+F6vMboT62Bc7dUONlLqV+z7Gu+vY2EhuFyLsWojcKBPJz1K9j93ZS37VaS/lq7FKvB0U5C3dCya8DOWh+KevWu1uhac3OU4OZobNulWA21gqQ4P/B+WMNPiqeLlIuxZY2vxGlQqXU0jjQW5ZpG6q+1WwmWBTkJYFWzMTqNCnXCDUCf50mj1bH6UFm+SaVKzfqj54kO8TOspJeckU3sPeOPoObuuysOnCYzr4DWD+SGmjbyOZO/ro31C+d88VIf3nnW/Eq3VaVl67ZotVp2bN1oKFOplOzdtZXwyNqGlfRS76eQEG88r83KyjTZ3/2UZC6eO0PNmn/tmQbQtFUHtFoNe7avM7LtwO5N1IiIMqykl5Z6j6SEO8a2Zabx7adjkUqkvPfpDJwsPCeGj57Em5O+Nfrr3FMfifDCsDcZ9fZngD5vU06BxvAXm6L3Wroar8PBVkLtwLIRZauA2kESbiYaeza5Ouj/HuRqvI5wPwlOD+hkId7658mVeGMxqltjKXWDpWw5peVaQuWejDX9JNgqJFyMMxPm3Vx/Hzu6p2y1aLVKycn9awmqWc+wkl5mWhIpiQ93H/PyC8UvOJLLp/aQl1M2Vq5fOExW+j0ios3PISIbm5/vXjhaxfnunYsk36l4vuvmHQI6HVdPbTVqf+XkJgC8A8sWp8rLTmXZ9OFIpBIGvDEXO8f//7mm4H+Pf78fXTUICQlh9erVzJw5k7feeovs7Gw8PDzo1KkTr7/+Oi4uLhbbvvPOOzz//PMm5Xl5ebRp08ak/NChQ3h6ev6lPh8lVlZWzJ07l2nTpjF+/HgyMjIICAhgyJAhDBs2rNL2gwYNYsGCBWzdupUePXowf/58FixYwLJly5gyZQq2traEhYUxePBgQxLyqrBnzx6ysrLMhjnWqFHDkBz81Vdfxd/fn1mzZpGQkIBEIsHf35+xY8earChnLln4+PHjGTlyJK1atWL16tUsXbqUrKwsXF1dadiwIQsWLDCIO/8fDB06lIkTJ/LKK6/g66t/mMyYMYMZM4wTBQ4YMIDPPtNPAD744AMiIyP5888/mT59OsXFxcjlchYuXEjTpk2N2k2bNo0ZM2bw8ccfc//+fXx8fOjUqROjR5u6iptbgW/q1Kn07NnTrO1PP/008+fP59atW0blAwcOJDQ0lLlz5zJmzBiKiorw9/enXbt2VRpTVcUvtD61GnVj/7qpFOSm4+oVzMWja8lOT6T7kC8N9TbNn0D8zRNM/PW6oaxh2xc5d2glK396leadhyOVWXFy1wLsHd1p1mm4SV+piTdITbxOi64jLXo0zv28NyG1WuIVUAsbO2cy79/h/JHVaDVq2j09vsrHFRoRTeOWnVn7x0xyszPw9Ank2L6NpKUmM3j0p4Z682d+yI3Lp/lt9TlD2YwvRpOWkkCXvkO5dfUct66WbXNycaNO/YcXSywRXSOIzk2j+WnVNjJy8gn0dmfTodMkp2Xy8fCyRMMfz17B6esxnFkwxVDW851v6NysHuEBPijkcs7dvMP24+eJDPLj2XbN/5pdYQF0blyXmWt26e3ycmPj0XMkp2XxyZCypKwfzV/L6Rt3ODu7LP9dz4nT6NK0LjX9vbGWW3H21l22n7xEZKAPzz7ZxFBvz9mrTF+9kyAvd0J9Pdl87LyRDS3q1DC7JLk5wiKiadyqM2v/+IncnAy8fAI5sncT6feTeWn0x4Z682Z8zI3Lp5mz5oyhbPrnY0hNSaBr35e4dfUst66WvQg6ObtTp0FZmPGNy6e5cUW/PTcnk+LiQjat1HsyRtRpSERdy8uPX4jRcOeehv7tFXi7qsgvglZRVkglsOOU8WfmV3vr81B89UeZ19Hu02rqh1kx6ilrDl5QYy2Hdg3kJKVrOXGtTEQ6fElN01pWDOtuzeFLan0Ccz8pjcKtuB6v4e590xfkRuEysvO03E7UQhWjaAxjd/V2MnLzCfRyZ9PhMySnZ/Lx8LKlsD+es4LT12M5M/9rQ1nPd78tGbveKORWnLsRx/YTF4gM8uXZdlVbyOP/g+DRA5E7O2HjV5IPsWd7bPz1QuadWYtRmxHR/ipBNesT3awr21ZMJz8nA3fvIE4fXE9mWhLPvfKFod6KXycRc+0kU5aUeU8XFuRyZIc+1P/ODf2YPrLzD2ztnLC1czQIThHRxgnjS9sChNVqSkBY1QX/Us7eVNMuWc3ALrb4uBeTX6ijTT0FEglsOWb8IWbMs3pV59N5ZefP1VFCs9r6kO1Ab71o1LWZPnw+I0fHyWtl10RUqBX+JZ5KUin4ecgMdS/GqI08AwEuxmqJS9HS70k53i5q8ougRR0ZEgnsPG0suL7SU7+fKcvKbN57Tk10mIxXeio4clmDwgqerGdFcrqWU9fLVLa8Qn3dLk3kDOsu58odLb7uEprWknHuloaEtLKX9t4trbCSQVK6DpkUGtSQIXX3R3XlMBTrhaR6of50aVSbGev3llxTrmw8dpGk9Gw+HdTLsK8PF27g1M27nP/5A0NZ9w9/okvjOoT7e2FtJePs7QS2nb5MZIA3zz3RyFCvQwNTUed6gt7DvE3dGrg6/DVv4IhadWjVph1/LJxDTnYWPr7+7N29nfsp9xj95nuGejOmfsXli+dZs3mfoWzc68OpV78RIWE1cXBwJDkpgV07tqDRqBk09K/nuKoZGUWz1h1ZuXgWOdkZePsGcmjPZtLuJ/Hy2LJz+dv0T7l26QyL15cJ7d9NfpP79xLp+cxgblw9z42rZc8rJxc3ohvon7nRDU3TUhTk68d9rboNCQs3XTH7Qa7G60hI09G7uRQPJy0FxdAkXIpUAvsvGo/zQe31oufMjWVj8vAVLXWCZAzuIOPEdS0KObSsJSUlS8f5mLLx2CxSQtMIKfGpOtQaffjdg1yL15nkp4oOlqDW6LgWr6N87vvgmvWo37wrW5ZNJy87HQ+fIE4dWE9GahL9R35uqLf05/e5ffUkPyy9bCgrLMjl0LbS+5j++Xpo+5/Y2jlia+9Im64DDXWfGjyB3756hZ8mD6Zlx34UFeSxf8tCPH1DaNXZ/OJS/qH1qdW4G/vWTiU/Nx1Xz2AuHltLdloiPQYbz3fv3jjBpN/K5ruN2unnuyvKz3ed3GneuWy+G93yaY7vmMe2Pz4mJf4KHr7hpMRf5tyhVXj4hRPZsGxRluUzXiYrLZ4WXV4m4dZpEm6VffSzd/KAdqb3638Nj2GV+/8qEl11sk0LBIJ/LAkJCQwePJgGDRrw/fffV+jN9r/E/L36BIwHNkzn8vGNFBVk4+UfyRN93iSsblmC6T9+GGwiRgHkZN5j98qvuHPlMDqdlsCI5nTqNwlXL9O8WfvW/sCx7bMZ/tEGvPzNf908uHEmty/tIys1HmVRPnaObgSGN6Vl91fx8o8k1LPq4Z4qZTHrl87i+IEtFOTnEBAcTp/nX6duw7IE/D98PMJEjHr12QYW9xlRtzHjP5tbZRua5m6vct1ipYqf1+xg69Gz5OQXEh7ow6hnuhh5N73y9W8mYtTn81Zx/lYcKRnZFKvU+Hq40LFxNCN6d8D+gWW8q4LEzGoyxSoVP6/fw5ZjF8gpKCI8wJvRT3Uw8m56+fv5JmLUZ4vWc/52PCmZOXq73J3p2KgOL/d4EnubMrt+3bCX3zbts2jTnPFDaRJpGg57ysP8aowqZTHrlv7M8f1byS/53Z96YRRRD/zu3330iokY9cozjcztDtD/7u9+Psfw7w3LfmXjitlm6/buP5I+z79mUr7hgPEX7l6tFESFyJBbQfx9LRuPqkzyO70/UJ9Q9UExCsDbVUKfVgpCfaWotXA1TsPGI0qTpbw9XSR0ayYnyEuKo52EnHwdF2I0bD+pMklO6+kiYcILtuw/p2LjURWT62+zeD7KU6xS8fOanWw9eq5s7D7d2ci76ZVvZpuIUZ/PX2M8dt1d6NgkihG92ld77O5ra/qh5GFpf3M3diEBZrftqdmBwrjqpR0oj+qIaRg+6MfujlUzOHt4I4UFOfgERtLlubFE1iv7aPfbFy+ZiFEZqYlMGWfek8XVw4+J03dZtOXUgbWsnP0BYz9bYVGM2n244tAoW2vo+4QN9WpYIbeScDdFw9oDRcSXEzw/Ha4XlR8Uo2oGmOZ7KuVmgpoZq8pSBQzqYkPzOqYrWgEs2VHI8St64crevqyOrQJ6NLeiTogMuQwSUnVsPq4yhNaVMuF5/Xh7UIwC8HKV0KuFFSHeUjRauHZXy+bjKpNrDaBlHRmt6spwdZSQVwinb2jYfUaN9oGuGofLaB0tw91Jgk4H8alaglN2oS2XZ6dYpWbWxv1sPnFRf9/19+L13m1pXadsgZQR0xabiFGT/9jMuZgEw33Xz82Zjg1r8Uq31kb3XXP8sukAv245yL5vx1kUo24HV91jSqksZunieezfu5P8vFyCQ2vwwqDhNGxcJjR/NPFNEzFq2R/zOX3yGCnJSRQWFuDs4kqduvV4dsAggkOql0swX23+OJTKYlb/8RuH92+lIC+XwJCaPPviq9RrVPax6csPXjMRowY/ZVkkrxXViA++/NXi9gO7NzFnxmdM/n6BRTFq+9mya8FGDp0aSokMkJQImLDrnIbkDOM2Y3ubilEAnk7QuZGUQE8JGi3cStKx86zWkMsMoE9zKfXDLAf6zNigJvuBy19hBW8/LeNWso5Vh7Q0NDOVUymL2bZyJqcPbaQwPwffoAi69RtLrfpl97GfPxtqIkZlpCby5RtdzNrh6uHHhzN3GpXduHiUbStnknjnGgprG2o3bEuvF9/GycV8Xqq0HCv9fHf9dC6VzncDInnSzHy3vBgFJfPdFV8RWzLfDYpoTsf+k3ArN9/NzUzhwMYfuXv9OLlZKdjau1Azuj1tnx6HnUOZ99PXr1r28guKaMbOjYstbv+nk3rlROWVHgOedR7fR67/L4QYJRD8DxEfH8+6deto3749UVHV/0L8b2T+3sdtQfWojhj1T6A6YtQ/AXNi1D8VS2LUP5UHxah/A9URo/4J/J1i1P83lsSofyqViVH/NB4Uo/4NfBq2ovJK/xCqI0b9E7AkRv1TeVCM+jdgToz6p5KW8+8KaBra7nFb8PAIMerR8e8a1QKznDp1ildeecXi9rNnz1rcJqgeDRs2tLhtzpw5NGnSxOL2R0FgYCBjx459rDYIBAKBQCAQCAQCwb8R3f9QWu0//viDuXPnkpqaSq1atfjoo4+oV69epe02b97M22+/TceOHf/WXL/lEWLU/wBRUVGsW7fucZvxn6Ci81w+EbhAIBAIBAKBQCAQCASPmi1btvD1118zefJk6tevz8KFCxkxYgTbtm3D3d3dYruEhASmTJnySJwshBj1P4CNjQ3Bwab5bQR/P+I8CwQCgUAgEAgEAoHgn8z8+fPp378/zz6rX4xl8uTJ7Nu3j9WrVzNypPnFFDQaDe+88w5jx47l9OnT5OTk/L/a+L/jgyYQCAQCgUAgEAgEAoFA8JDoJJJ/5F91UCqVXL58mVatyha/kUqltGrVqsIUPrNmzcLd3Z1+/fo99PmrDsIzSiAQCAQCgUAgEAgEAoHgf4DMzEw0Go1JOJ67uzsxMTFm25w6dYpVq1Y90vQ/wjNKIBAIBAKBQCAQCAQCgeA/SF5eHu+99x6ff/45bm5uj6xf4RklEAgEAoFAIBAIBAKB4D+PTvLv99dxdXVFJpORnp5uVJ6eno6Hh4dJ/fj4eBITExk1apShTKvVAlCnTh22bdtGUFDQ326nEKMEAoFAIBAIBAKBQCAQCP4HUCgU1K1bl6NHj9KpUydALy4dPXqUQYMGmdQPCwtj48aNRmXTp08nPz+fDz74AB8fn/8XO4UYJRAIBAKBQCAQCAQCgUDwP8KwYcOYMGECUVFR1KtXj4ULF1JYWMgzzzwDwHvvvYe3tzfjx4/H2tqaiIgIo/ZOTk4AJuV/J0KMEggEAoFAIBAIBAKBQPCfR0f1Vq77p9KjRw8yMjKYMWMGqamp1K5dm99//90QppecnIxU+nhDEoUYJRAIBAKBQCAQCAQCgUDwP8SgQYPMhuUBLF68uMK233zzzf+HSUb8+7NzCQQCgUAgEAgEAoFAIBAI/jUIzyiBQCAQCAQCgUAgEAgE/3n+F1bT+7cgzrRAIBAIBAKBQCAQCAQCgeCRIcQogUAgEAgEAoFAIBAIBALBI0OE6QkEAoFAIBAIBAKBQCD4z6OT/G+spvdvQIhRAoHgX83NmOLHbUK18HeTPW4TqkWCV+PHbUK1uJjm/7hNqDI9MlY/bhOqxeyE1o/bhGoRv+fXx21CtVAdufK4Tagy8lZ1HrcJ1eLGi8sftwnVwifY53GbUC104fLHbUKVOXLH93GbUC2s/z2nFgBXZ93jNqFaeNtnP24TqkxqtsvjNkEg+NsRYXoCgUAgEAgEAoFAIBAIBIJHhvCMEggEAoFAIBAIBAKBQPCfR4cI03tUCM8ogUAgEAgEAoFAIBAIBALBI0OIUQKBQCAQCAQCgUAgEAgEgkeGCNMTCAQCgUAgEAgEAoFA8J9HJxH+Oo8KcaYFAoFAIBAIBAKBQCAQCASPDCFGCQQCgUAgEAgEAoFAIBAIHhkiTE8gEAgEAoFAIBAIBALBfx6xmt6jQ3hGCQQCgUAgEAgEAoFAIBAIHhlCjBIIBAKBQCAQCAQCgUAgEDwyRJieQCAQCAQCgUAgEAgEgv88YjW9R4c40wKBQCAQCAQCgUAgEAgEgkeGEKMEAoFAIBAIBAKBQCAQCASPDBGmJxAIBAKBQCAQCAQCgeA/j1hN79EhxCiBQPA/g40CujW1om6wFLkVJKTq2HJCTVK6rkrtPZ0l9GxhRbC3BI0Wrsdr2XJcTX6RaV03R+jc2IoaflKs5ZCdr/s/9s46zKrifeCfW9vd3cvS3d0NgoBBqYCBiooYgIotNoKimKSKsHR319Ld28Gy3bs3f39c9i53770bgCC/73ye5z7KnJk575mdmTPnnfd9h7NxWrYd1xjytIyS0ixchqeLBBsryC+GEpWW6zc0lKqM61OplGz85wdi9q2npDAfv+A6DHziZeo2bl+lzOmpcezfuoyEa2dJiruIWqXkgx824+7lb5JXpSxj14bFHN27jqyMVOzsnQiNakL/ES/iGxhRozYql/XPxQvZvXM7hYUFhISEMWrsMzRr3qLKcocO7mfzxnUkxMeTn5+Ps7MzUXXr8eSosQSHhBry5efnsX3rZmKOHCY5KRGNRo1/QCCPDBlGpy7daixnOWqVku0r53DqwFpKivLxCYyi1/BXiGjYocpyGWlxxOxcSvL1M6QmXECtUvLGN9tx9TRt2w1/ziTu0lFyM1NRq8pwcfejUZt+dOz/DNY29rWSV6lS89OaHaw/dIqC4hIiA3x4aUhP2jao+m80b80Ofl63yyTdSi7nyLwPjNKW7TrC0UuxnItL5kZ2HoPaN+OjccNqJWdl7GwkPNHXiZb1bbBSSIhNVvHXpnziU1XVlg0LUNC5uR3hAQoCfRTIZRJGv5NqNq+ttYRHujrSsr4Nbs4y8gs1nLtexqqdhWTlacyWKUciV+Dx+FicOvdE5uBAWUIcGUsXUHzmRPXP16gZ7o8+iXVQKBKZDGVaMjmb1pC/d4dJXpmzCx6PP4VDizbIHJzQ5GZTdO4UN376ttr73I5apWTriu85sV/fd32D6tB7+KvUaVT1vJCRGsfhnf+QeP0MqfH6vvv2rG24mem7t5OVnsi3UwejVimZ9NEyAsIa1kreO0Fmb0fYlPG4tG6CS6tGWLm5cHr8VJIXrfrX712OvZ2MCY/70r65CzbWEi7HFvPL36lcSyipspxEAj07uNGhpTMRQbY4Osi4kaFk95FcojfdRKUyffe4OMkZ+6gPbZo64WQvJztPzakLBcz6I6nG8trZSHi8tyPN69lgrYDYFBV/by4gIU1dbdkwfwUdm9kSHqAgwFuOXCbhqRk3TPJ1bGrLs486W6xnXnQuh86YeTneQqlS8+PaXWw4cpr84lIi/b156ZHutKsfXqV8P63bxc/r95ikW8llxMx9z/DvUqWKz5du5GxcMunZ+Wh0WgI93XikfTMe69oKhUxm8R5qlZIDG2ZzIWYNZcX5ePhF0XHQa4TUq/qdAFCQm86u6M9IuHQAnU5LYGQbug2fjotHoEneovxMDqyfQ+y5XZQU5WLv5ElQVFv6jv7MkCc7PZbT+5aSFn+G9KTzaNRKnv1oB87uAUby7l07m7OH11BanI+XfxRdhrxGWP3q5c3PSWf7ss+IvaCXNziqDb0em46rp7G8pcUFHNj4E5dPbacg5wZ2ju6E1mtHp4Ev4+zuZ1LvhaMbidmxkJvJl5HK5Hj4RtB1yKs4+zbn8KY5XD62htKSfDx8o2jb/1WCoqqXtTA3nX2rZ5J4WS9rQGQbOj0yDefb2latLGXPyo+5kXCGwtw0dFotTh6B1G89jEYdn0QmUxjyJl05xOXj60iLO05hbjp2jh4ERLalbb9XsHf2siiHSqVkxZ+/sH/3JooKCwgKiWD4qOdp1KxNlfIfPbiLw/u3E3v1Ank5Wbh5etOsZUeGPD4OewdHo7yvTRhC5s00kzq69x3KuBenWryHWqVk37rZnD+i7wue/lF0HvwaoTXoCwU56exY/hlxF/XtG1SnDT1HTMfltr5w5uBKNi6aZrGOQc98RYM2gwG4fHIbp/YtJSPlMiVFudg5uOEX2pSOA1/G079OtfIIBCCUUQKB4P8JEuCp3gp83CTsO6uhuFRHm3oyJvRXMHeNiqz8qhVSTnbw3AAFpSrYekyDlQI6NZLh7argp7UqNNqKvL5uEib0V5BfrGP/Of29XBwkONsb76T4uUvJLtBxMVFLSZkOV0cJHRrK8HSScuiyirLbvhuWzH2XU0e20a3/aDx9gziyew0/zXyJV97/nfC6zS3KHXflNHs2/YVPQBg+/mEkx1+ymHfhnKmcPb6b9j2G0S20Hnk5N9m3ZSnfvjuaaV+vxM3TdMFpju++/YqD+/cyeMij+Pr5s3P7Vj56fzqffv419Rs0slguIT4OBwdHBj0yFEcnZ3Jzstm+dTNTJr/MV9/MITRM/5Fy+eJFliyaT4uWrXnsiVHIZDIOHtjHV198SlJSIiNHP1UjOctZ8es0zh3dSvveY3H3CebkvlUs/OYFxk9dQEiUZQVa0rVTHNq6BC//cDx9w0lLvGgxb0rsOUKiWuLeKQi5worUhIvs3fAr188fYsI7i5FKa+4VP2P+CnYcP8/Inu0J8nJn7cETTJqziF/eGEezyJBqy08fPRg7ayvDv6VS0x2+BZv3UVxaRoPQADLzCmosmyUkEnhjrDtBPnI27C+koEhLzzb2vDPenXd/zCA9q2olUdM6NnRtYUdiuoqMbA2+nuaXJxIJTB3njr+nnO1HirmRpcbbTUbPNvY0jrThre9uUqq0PNZ9X3oDx7adyN64CmVaCs5dexE47RMSP3yTkkvnLZZzaNkW/zc/oOTKRTKXLwadDqf2XfCb9DYyR2dyNqw05JW7exL8ySwAcrduQJ2didzVHZvIqCrbwBzLfp7O2aNb6dhnDB4+wRzbt5r5X7/Ac9PnE1pF3024dooDW5bg7R+Ol18YqQmW54XbWbfkC6RSyx/x/wZWHq7Uee9lihNSKDhzGfeuVX/w3WskEvj49VDCAm1Zvukm+QUaBvVw58tpEbz8/mVS05UWy1pbSXnj2SAuXCtiw64scvNV1IuwZ8xQH5rVd+Ctz68b5fd0U/Dtu5EAbNiZRWaOCndXBVFhdrWS9/XRrgR6y9l0oIiCYh09Wtsy7Rk33p+XRXp21WOtcR1rujS3JSldTUaOBl8P82PtcoKSn6NzTdL7tLcn0FvOhVjL7QIwY+Fqth+/wMgebQnycmPtoVNM+v5Pfp3yFM0igqt9zndGDqg0jxnPoWUqFddTb9KxYSR+7i5IJRJOxybx9fLNnI1L5vMJwy3WvXnxVK6c3ELzbmNx9Qrh/OFVrPzxOR57dSEBES0tllOWFrFs9ljKSgpo0+d5pDIFx3cu4J9Zoxk7bTW2Dq6GvPk5afz9zZMANOn0BA7O3hTm3eRGwhmjOlNjT3Fi92LcfSNw9wnnZrLpe2bdgqlcOr6F1j318p45uIp/5jzH6CkLCYysWt4/v9HL26GfXt6Y7QtY/PVoJry3Grtb8uq0Wv767hky067TosuTuHmHkpORwPHdfxF7fj/Pf7QRaxsHQ717137Pvg1zqde8D43bDUWjUZOReoWCnHRidk3l+umtNOkyFhePYC4eXcW6X55n6EsL8QuzPGcpy4pY9eNYykoKadnzeaQyOaf2LGTl3DE88cYqbO31sqpVpWTduEZIvc44uvkjkUhJiz/JvjUzSU88TZ8x3xjqPLjua0qL84ho2hcXz2DyspI4s+9P4i/s5ok3VmHv5GlWlp+/+4ijB3fSZ/AT+PgGsm/nBr7+aDLTP/2RqPpNLT7D73Nn4urmSYeufXH39CEp4RrbNizn9PGDfDJrIVbWNkb5g0Pr0G/ISKM0X/8gi/UDbFg4lcsnttCyx1jcvEI4e2gVy394jidfX0hgNX33r1n6vtCur74vHNuxgD+/Hc24dyr6blBkKwY+86VJ+aM7FnIz+RLBddsZ0jJSL2Nj50TL7mOxdXClKC+TMwdXsPDzEYx5+x+gbpXPIhBALZVRU6dOZdUq/U6VQqHA19eXRx55hBdeeIG1a9fy2WefcezYMZNyUVFRzJ07l549e5KcnEyPHj0M15ydnalTpw6vvfYaLVtWDCKdTseyZcuIjo7m2rVryGQygoKCGDx4MI8//ji2trZ8//33bN++nTVr1hjdr/weq1evpl69ekbXxo8fz8GDB/nnn39o3Lix0bXs7Gxmz57Nnj17yMzMxNnZmbp16/Liiy/SooV+Au3evTspKSkmzzhlyhSee+45ALZt28avv/7K9evX0Wq1+Pn50b59e955551q23jlypVG7bhy5UqmTZtGx44d+f333w358vPzadWqFYsWLaJNG/3CLSYmhh9++IFLly5RVlaGt7c3zZo14+OPP2bGjBmGv505/P392blzJwA///wz3333HVOmTGHChAlVyleZqVOnkp+fz48//mj2enn7ffvttwwYMMDo2oABA7h27RozZ87k0UcfNcpfmfL2Lv9bu7m5sW3bNhwcKl6WjzzyCD179mTo0KFGfc4c5fdctmwZS5YsISkpCZlMRkBAAP369eP555+vsjzA999/zw8//GCSPn/+fNq3b290XSqV4uXlRefOnZkyZQouLi4mbWTpmctZtWoVS5Ys4dq1a0ilUho0aMD48ePp1q3CcqSqv1dV4/J2/vnnH5o2bVqrvghw+PBhfv/9d86cOUNpaSn+/v507tyZZ555htmzZ3P27FlWrFiBlVXFYnPPnj289NJL/PPPPzRo0MCsPJZoGCol2FvKXztUnIvXa47Oxml5fbgVPZvL+Gd31TvGXZvKUSjghzVK8or0ackZWsb3s6J5pJSjl/V1SoARXeRk5On4baMKdRXr/rUHTe9pa6+jXR0Fvm5S4m/q64y/dpYTBzcxZPQUegx+GoDWnQfz2ZShrFnyLa9/ssTiPRq17MaXC3phY2vPjrULLCqjcrPTOR2znR6DnmbImCmG9PC6Lfj+o/GcOrKd7gPHVtFCeq5cvsS+Pbt4ZvxzDB32GADde/Tm5YkTWPDHr3z5zRyLZZ8YOcYkrVef/owb+wSbNqzjxUmvARAYHMy8Xxfi5e1tyNd/4GDem/4WK5Yv5dHhj2FjY1utrABJ189w5vBG+j7xJp36jwOgWYdHmDN9MFv++ZrnZ/xtsWzdZt14b14M1rb27Nv4R5XKqOfe+9Mkzd07iE1/f0ly7BmCIprWSN5zsclsiTnL5BF9GdunIwAD2zdlxIzv+S56CwunVT8X9WzRAFfHqq2xfntrPL5uLkgkEtq/9FGNZKuK1g1sqBNsxey/sjl6Xm8tceRsKV+/7sWwHo78uCy3yvLbjxSxbm8BKjWMHeRsURkVEaggPMCKBWtz2X6k2JCelqnmuWGuNIyw5tgF89YaNhFROHXsxs1Fv5C9LhqA/D3bCP32FzxHTyDx3ckW5XPt+wjq3GySPnwLnVpv6ZW7bQNhs3/HuWsvI2WUz3OvotNoiJ/6MtrCO1f0JV0/w+nDG+n/5Bt0GaDvu807PsKsqYPZuPQbXnr/L4tl6zfvxoe/HMHa1p49G/6okTLq8pn9XDm7ny4DxrNzzbw7lru2lKXdZHtAB8rSM3Fu0ZCOh1fct3sDdGrlQoNIBz7+Po79x/IA2BuTw+9f1GPsUF8+n5dgsaxarWPyx1e4cK2iL27ak016ppKxj/rSrL4DJy8UGq698nQgGo2OSR9coaCoaqWRJVrVtyEyyIrvl+Zw7EIZADHnSvjiVU+GdndgXnReleV3xhSzYV8hKjWMGeBoURmVkaMhI8dYRoUcxg504mKckrxCrdlyAGfjktl89ByTh/Xiqd56i41B7Zow/MMfmbViG4venmCxbDk9W9TH1cHyPOZsb8fiqc8apY3o0goHGxuW7o7hjRF98HB2NCmXFn+GS8c30GXoW7TqOR6ABm2GsOCTgexd/TUj31hq8Z6n9v1Fzs14Rr21HN9g/TdEaP1OLPh0EMd2zKfTI68b8m77awZSqYzRb0UbKakqE964O5OaHcXKxoGj2383UUalxJ3hwtEN9Bj+Fm176+Vt3G4Iv3wwkB0rvubpqZblPb77L7JvxvPM9OX4hejlDW/YiV8+HMSRbfPpNvT1W/c4RVr8Wfo8OYOW3UYZyrt7h7J+4XTiLh6ibrNe+ryxp9i3YS49h0+lTa+nTWS9evJtOgx+k+bd9LLWbTWEv74cxIF1XzHiVcuynt3/N7kZCTw2eTneQfpNreB6nfnry0Gc3D2f9gP0strYu/DYa/8YlW3U4QmsbRw4s/9POj4y1aBk6jhkKn6hLZDcpsgMrtuJlT+M4cz+P2nX/zUTOa5fOc/hfdt48plJDBg6Wl9P9/5MfXkkSxf8wPtf/mbxGV6ZOpP6jYwVbqHh9fj5uw85sGcL3Xo/YnTN1d2Tjt36WayvMqlxZ7h4bAPdHn2LNrf6QsO2Q/jto4HsXvk1Y96y3L4n9uj77lNTl+N7W1/47aNBxGyfT5ch+vZ18Qw0spQCUClL2fr3hwRHtcXBuUKB13HAyyb3adJxBHOnduHknr9gzN2vLR4U4jS9+0etW7pTp07s37+fLVu28Mwzz/DDDz8YfZjWlAULFrB//36WLFmCl5cXzz//PJmZmYbrb775Jp999hk9evRg4cKFrF69mhdffJEdO3Zw4MCBWt8PIDU1lRMnTjBq1ChWrDBd7EyaNImLFy/y+eefs2XLFn766Sdat25Nbm6uUb5XXnmF/fv3G/1Gj9ZPWIcOHWLy5Mn07t2b5cuXs3LlSiZPnoxaXb3ptCXkcjmHDh3i8OHDFvNcu3aNCRMm0LBhQ5YsWcK6det49913USgUaLVa3nnnHSN5Qa+AKf93dHS0oa4VK1YwYcIEs210L/D19WXlypVGaadOnSIzMxM7O9Pdwarau5yioiL++OMPi/e7vey4ceOIjIw0Suvfvz/R0dF89tlnjBkzhtWrV/P3338zYcIEiouLzdZrjsr17t+/30jJWn599+7dzJw5k3379vHBBx/U+pm/+OILZsyYQf/+/Vm7di3R0dG0aNGCF198kSVLLCsuqqN8XN7+u10pVJO+CLB06VKeeeYZPDw8mDNnDhs2bODDDz+koKCAP/74g+nTp1NUVMT3339vKJOfn8+7777LxIkTa62IAmgYIqWgWMf5+IoFclGpXiFVL0iKrJrZrmGIlMuJWoMiCuB6qo6MXC2NQissBSL8Jfi4Sdl5UoNaAwqZfqe6ppRbbShkFYVOHd6GVCqjfc+KnVyFlTXtuj9K3JXT5GSaulCUY+/gjI1t9W5gpSX6B3N0djdKd3L1AMDKysakjDkO7N+LVCqlT78KZbKVlRW9evfl0sULZGTcrFE95bi4uGBtbU1RUcUHm4+Pr5EiCkAikdC2XXtUKhU30kxN2y1x/ugWpFIZrbo9ZkhTWFnTssswEq+dIjfLcl12Di5Y16BtLeHioXeJKi2uuUJi+/FzyKRSHu1cMW9YKxQ80qkFZ64ncSM7t9o6dEBhSSk6nWULIT93VyS16bjV0LqhLbkFGiNFUEGxliNnS2hezwZ5NcY2+UVaVDV4Tdpa6wdy5Q/h3AL9v5Vm3KLKcWzbCZ1GQ+72jYY0nUpF7o4t2EU1QO5ufpccQGprh7aw0KCIAkCrRZOfj05ZYSFi5ReIQ/PWZK9djrawAIlCAVW4C1XF2ZitSKUy2lTqu626DiPx6r3tuxq1inWLZ9KxzxjcvU3djf5NtEoVZemZ1Wf8l+jUypnsXBUHjlcocfIKNOyNyaVdcycUcsvjRK3RGSmiyimvK9CvYl4N9LWmdRMnojfdpKBIg0IhuaOu0aqBNbkFGo5fLDOkFRTriDlXSvO61vdsrJmjWZQNtjZSDp6p2n1x+4kLyKQShnWq+DC3VigY0qE5Z2L1rsHVodNVP4+Zw8/DBYCCEvNK6SsnNyORymjc4XFDmlxhTaP2w0mNO0l+juVxdeXkFnyCGxkUUQDuPuEER7Xj8olNhrSsG9eJu7CXVj3HY+vgilpVhkZj3l3Z1t4Fq9usjipz6bhe3madjOVt0nE4KbEnyc+2LO/FE1vwDWlkUEQBePiGE1q3HRePVchbVqJ//9o7Ga8PyhUPCoW1IS1m+0IcnDxo3WMsOp0OZWnFoqlc1obtjGWt32YYN+JPUVBF2147swWvoEYGRRSAm3cYgZFtuXZqs8Vy5Ti6+d96lor3rX94KyNFVHmajZ0zOenGVouG5zuwE6lURrc+QwxpVlbWdO01iKuXzpKVkW5RhsqKKICWbbsAkJoUb7aMWqWitLTq8VTO5RP69m1auS90qL4vXD6xBd/gRgZFFOj7bkjddlw8vsliOYBrZ3aiLC2iQetB1cpo5+iOwsrG6O8gEFRFrd30rKys8PTUT04jR45k+/bt7Ny5k8cff7yaksa4uLjg6emJp6cnzz//PBs2bOD06dP06NGDjRs3sm7dOoPVRjkBAQH06NGDwsLCKmq2zMqVK+nWrRtPPvkkjz/+ONOmTcPGRr9QyM/P59ixYyxevJjWrVsDemuhytZTAPb29oY2qMzOnTtp1qyZkUVRaGio0XPUFltbW/r168c333zD8uXLzebZv38/Hh4evPXWW4a0oKAgOnfuDICNjQ2OjsY7RE5OTibPERMTQ2lpKa+88gqrV6/mxIkTNG9u2UXoThg0aBALFiwgLS0NX19fQK8AGzRoEKtXrzbJX1V7lzN69Gjmz5/PqFGjcHc3fpnKZDKj8nZ2diZpoP/b9evXjxEjRhjSIiMja/Vs5uq1dN3b25u+ffuaKOag6mc+deoUf/zxB++++y5jxlRYmkyePJmysjI+//xzevToYWjb2lA+Li1Rk75448YNPvnkE8aMGcP06dMN6QEBAbRq1Yr8/HwcHBz47LPPmDBhAj179qRJkyZ89tlneHt718gKzRy+7hJSs7RUXrYmZWhpXVeGh7OE9Bzzi1onO3CwlZCcaXo9OVNHVEDFYibCX///ao2OFwcrCPCU6j9IErSsOaCmxIzngq01SCXg4iChQaB+2s0qqPiYTo67iJdvMLZ2xgvS4Ah9vJbk+Eu4evhU2wZV4ekdiIu7NzvXL8TLL4SA0Lrk5WSwZsm3uHv507xD3xrVE3v9Gv7+AdjZGX/o1onSm2PHxV7H09NyLAaAwsJCNBo1OdnZrF2zkuLiYho3bVbtvXNycgBwcrYcx6QyqQkXcfcJwcbWuG0DwvQL3rTES7i4136smEOjUVNaXIBGrSI9+Srbo2djbWNvuFdNuJSYRpC3Ow62xsrBhqH6+CGXE2/g4+ZSZR2Dpn5DcZkSW2srujWtx+uP9cPd2fLHzr0g2FdBfKqKyt+N15NVdG9tj4+HnOT0O9+UKSc2RUVpmZbhPR0pKtGSlqnG203OE32duJ6s5Nz1MotlbUIjUKYloy0xVh6UXtNbDdmEhFOYlWG2bPGF07gPeQKPx58ib882vZtex+7YhNch5dtPDPnsGuv7sTo3h8AZX2DfqBk6jYaiMydI/3UOqio+ZCqTknARD59gbCrNC4G3+lNqwr3ru/s3L6KkKJ/uj7zAuWPb7kmdDwvhQXZcSygx6buXY4sZ0M0Dfx9r4pMtx0Yyh5uzfp7PL6zo880a6NdgOXlqPn8rnGYNHNFodJw4X8D3C5NJz6za7a2cIF8FCWlqE3ljU1R0a2WHj7uc5Jt3P9bM0a6xDWVKHccvWB5nAJeSbhBsbh4L0SsMLifdwMet6nl84Duzb81jCro1qcuUEX1wdzKdx1RqNYWlZZQp1VxISGXR1oP4ujsT6Olmtt6byRdx9QrButI7weeWgikj+SJOrqbjSqfVkpFymYbtTGPr+QQ3Iv7ifpSlhVjZOJBw6RAAdk4eLJv9FIlXDiORygiu255eT3xgFA+qOtKTLuLubSpvuYLpRtJFnNzMy3sz+TJNOpjK6xvaiNgL+ykrLcTaxgHf4IYorO3Ys2Y2tvbOuHmHkXMzgZ0rvsI3pBGh9Spi1MVfOoR/eDOO7lzE/g0/GWJhdej/AulJF3HxDDFRrnkH6WXNTLmIo4W2zUq9TP02prJ6BzUm8fIBQ9uWo1ErUZYWoVaVcjPpHCd3zcfR1Q8Xj6rd3JRlRSjLirGxN2+tlhB7BR//QOwqzbthdfSbpAlxV3D39DZX1Cx5uVkAODqZ9vcLZ44xbkQXtFoNHl6+9B38BH0HP2GxrvSki7iZ6bvlCqb05Cr6QsplGrc30xdCGhF3W18wx/mYdcgVNtS5ZR1XmdLifLQaNYX5GRzbsZCy0kKCo9qZzSsQVOauY0ZZW1ubWA7VhtLSUoMCQqHQB51bt26dRQWORCIxUarUBJ1Ox8qVK5kxYwbh4eEEBQWxefNmhgwZAugVFHZ2dmzfvp2mTZsauQ7VBk9PT9avX8+VK1eoU+feBW97+eWX6d27N5s3b6ZvX9OPRk9PTzIyMjh69CitWrW64/tER0czYMAAFAoFAwcOJDo6+p4ro9zd3enYsSOrVq3ixRdfpKSkhI0bN7JkyRKzyqiaMHDgQA4ePMjcuXOZMWPGHdXh4eHB0aNHSUlJwd+/6iCv94Lk5GT2799v6Pc1Zf369djZ2ZlVAD/zzDPMnz+fLVu28PTTT98jSY2pri9u3rwZlUpl4uJZjpOTEwBt27blySef5O233+bVV19l06ZNrFy5Ern8zqYlRzsJ8TdMlUkFt747newgPcdyWYCCEnPlddjZSJBJQaMFdyd93ie7K7iSrGXPGRW+bhK6NJHhbK/g5/Wmu59Tn7Ay7K4r1ToupqjJLqy4V35uJk6upkrA8rS8nNpZG5lDJlcwfsosFs5+m1++nGRIDwyrz+ufLMHO3qlG9eTkZOPq5m6SXp6WnZVVbR1vvj6JlGR9sF5bW1see2IUvXpXbapeUJDP1i0bqd+gEW5m7m+xXG4Gji6mbVueVnAP2raclLhz/PzRk4Z/e/iGMnryj9g5uNS4jsy8AjzNuJaUu5tk5OVbLOtkb8vj3dvSJDwQhVzOyavxLNt1hHPxyfz57kSTD8N7iYujlEvxpm5HuQX6NFdH2T1RRhUWa/nhnxzGD3Fh+ngPQ/qZK6XM/jsHrWXPIeQubqhzsk3S1bn6NLmr5X6VGf0XCi8f3B99Eo/hejcWbWkpKV9/ROGxQ4Z8Vr76d4fP869Rev0KKd9+gsLDC/cRowmc8TlxU15Ap6z6Q74ci3331ryQf4/6bkFuBjtWz2PAyDdNFF//C7i5yDl72XSTMztXP5e7uyhqrYwa0d+bomINR89UWAf4eeutS159JpArccV8OjceL3cFox7x4fO3wnnh3UuUVRHvrBwXBymX400VV+VjzcVJSvK9m9YM2NtKaBRpzYmLpVXGZQP9PObhZG4e0/evjCri1DnZ2fJE19Y0Dg/ASi7nxNUElu0+yrn4FP6a/pzJPLbj5EWm/lZhyV8/2I8Pn3oEuQWzs8K8DBzMxAqyv2UFVJhrvvFKinPRqJVGbkomZfNu4mbjQG5GPADb/noP7+BGDBw3i4KcNA5u/IHlc57hqXfWorCqmat5YV6G2Xs6VCdvkWV5by9r7eOAnaMbQ5+dxcbF7/Lnt08b8oU16Miw5+cglclv1ZlHcWEOyddOkHDpMJ0GvYyTmy+nD6xk69KPcXD2wsUrzLR9brV3Ub55WUuL89ColdiZ+bvY3Vb2dmXU9TPb2LK4IuSAV2BDejzxqUFWS5zeswitRkVks/5mr+fmZOLi6mGS7nrr/ZCTbX7DwhLrVixGKpXRukN3o/TAkAii6jXB1z+IwoI89u7YwJLfZpGbnckTT5u6vwEU5lvoC0533ndvL2vtYzr/lxTlEndhH5FNelpUVi364jGy0+MAsLK2o33/iTTpYDlm28OAOE3v/nHHyiidTsehQ4fMukzVhCeeeAKpVEpJSQk6nY4GDRrQrp1ei5qQkEBoaGg1Nei5cuUKzZoZ76ibM+k9ePAgJSUldOyoj8ExePBgVqxYYVBGyeVyPv/8c9577z2WLl1K/fr1ad26Nf3796duXeMAbF9//TWzZ882Svv1119p2bIlo0eP5tixYwwaNAh/f3+aNGlChw4dGDx48B0ruEBvRTN27FhmzZplVknXt29fw9/C09OTJk2a0K5dO4YMGWIUR6kqCgsL2bJlC//8o/fFHjx4MCNHjuSdd97B3v7OXVXMMWzYML744gsmTpzIli1bCAoKMonvVU5V7V2ORCJhypQpTJw4kaeffpqgoKp3Rszx8ssvM2nSJLp3705ISAjNmjWjc+fO9O3bt8bBhyv3x/DwcCMXyPLrGo2GsjL9B8m0aaanVlT1zPHx8QQFBZntT97e3jg4OBAfH18jeStTPi5v5+TJkyb3qKovxsfH4+DggJdX1dYxoI+DtW/fPl5//XXefvttwsOrPmWnKhQyUJv5EFVr9POBXC4BE7upirIAGjMhPMpjQinkoFGCtUL/gkrO0LF8j/7j+nw8KNX6k/zC/SRcTzW+z8KtKuQyCZ4uEjo1MnUZVClLkZtRSioUVreu1+zjtTrs7J0ICKlLs3a9CYlsTMaNJLat/o3fv53Cy+/+gsLKuto6lGVlZhWoVrfSymog66uT36S4uIgbN9LYsW0LSqUSrVZrcZxptVq++XImRYVFPD/R/CLNEmpVGXK5qbzyW24HKmXtPjKrwss/gmfe+h1lWQmJ105y/fwhIxeGmlCmUqEwo5C1VujTypSWFTojexqfsNazRQMahgYw/dflLNt1hHH9u9RKltpgpZCYjZ+mUusM1+8V+UVaEtJUbDtcRPJNNcG+cgZ0cuC5R134fqkFjTMgsbJCpzJVFpe72UmqeEfrVEqUqSkUHN5HwZEDSKRSXHr1x/eVt0n6eCqlV/XWVdJbscw0uTkkz3yXcvMVVVYm/pOn49SxG3k7q3c5Af24lytMZTL0XdW9mRc2Lv0WN68AWnV9uD8e7hQrK6mhn95OucunlVXtIlo8MdCL5g0d+X5hEkXFFYOi3MU0J0/Fe9/GGiybMrJVTH8xhG7tXNm8x1RZaiKvxbF263oVboV3Q6v6NijkkipP0CunTKlGoTBVBpXPY6VKyydsjurR1ujfPZvXp2GoP9N/X8myPUcZ17eTsVxRocx7bQwFxaXEXIrjcvINSsosW5mpVaXI5JbHlVpl/vnUt8ab2bLyW2Vvvf+UZfpdMDsnT4ZN/MXgKubo4sP6+a9z8eh6GncYYVKPOVTKu5NXXoW8t88hdo5ueAfWp2W35nj4RZCedInDW35j3YJpDHtBHwtSdeu5SopyGfrsLOq30it06jXvyy8fDiIrPQ53P9Og1bLy9rEwZ5U/g0xW1XMalw2IbMMjL/yBsiSfpKuHyUy9hFpZtbtbyvWjxGyZS0TTfgRGtjWbR6k0v8YpXx+pymo+7x7cs4U929Yy8NEx+PgZf5dMefdro3937jmILz94jU1r/qLXwBG4e5haX6nvtC8oLfddmYX2LefyiS1o1KoqXfQGPDWTspJCcjOTOHtwJWplGVqdhjuIBiT4H6TWyqjdu3fTrFkzVCoVOp2OgQMHMmnSJDZvrtniqpxZs2YRFhbG1atX+eqrr/j8888Ng782/uGhoaH89NNPRmnp6elG7kugdwPr37+/wepi4MCBfPXVVyQmJhoUF3369KFr164cO3aMU6dOsW/fPn777Tc++eQTQ0Bt0AdBv/3foP9AB72F1S+//EJiYiJHjhzh1KlTfPHFFyxatIh//vkHW9ua7YSY49lnn+Wff/5hxYoV9OtnbEUgk8mYOXMmr732GocOHeLMmTPMmzePX3/9leXLl9dIMbB+/XqCgoIMyrd69erh7+/Pxo0bjVzX7gVdu3bl/fff5+jRo6xYsYJhwywfKV5Ve99Op06daN68ObNnz+abb74xuV4dXl5e/PPPP1y5coWjR49y8uRJpk6dSnR0NL/99luNFFKV+2NlhVH59bKyMtauXcvFixfNKnOre+bqxkhtra3KmTVrVo0UQlX1RZ1OV+NYNDY2NowfP57PPvuMp56q3Qlp5TjY6mNDqTQgN/Mnkt+KzaQ287FRjurWwt7cRmp5/I3yhX75R8uZWOOvgdPXNfRtJSfYS8r1VONrsWk6QMeVZHBy0tI+SoFGA0lZeu2ZwsoGtZmPZJVKeet69Uqi6igpLuC7GU/RY/Az9BhU0dZB4fWZ88E4Du9eTafe1btbW1lbozIjq/JWmnUNZK1br77h/zt37saLL+iDM4+bYN5F85effuDE8aNMnvK24cS9miJXWKNWm8pbvvBS1DBWVk2wsXUgoqFeIVS/RQ9OH1zPku9e5qWPV+AbVLNTZawVClRmYgyW3eqA1la1e233a9OEb5dt4sjF6/dEGSWTgYOt8UDLL9KiVOnMxqoxWARWEcupNni6ypg+3p2fo3MNgdJPXITMHA3PD3dlz4lizlwxv6jWKZX6GE6VKFdC3R77qTLe41/Gtk494t960aBgyj+0h7Bvf8X7mRdJmP7KrTrKDNdu96MqOLwXnfotbKPq11gZpbCyRq0ylcnQdxV3Py8kXDvNyQNreXbaH7U68fFhRC6T4Ohg3Enz8tUolVqzcaHKFahKZRXmdpXo0tqFp4b5smlPFut3GluJKlX6evbG5Bq52O2LyUX9nI76EfZGyqjaj7Vb96niXXc3tGtiS2GxljNXq/8Yt7aSo1KZaszK5zEbq9qtUfq3bsy3y7dy5GKsiTLK3cnB4L7Xq0UDftu4lxe+W8zajyeZDWAuV9igUVseV3KF+XdC+Qe/2bLqW2Vvvf/K64hq3tcoZlGd5n2RLnyL1NgTNVZGKazuTl51FfKWzyE5GUn8+c1YBj/zBXVb9NHL3rQnLu7+rFswlWtn9xDRqIuhTqlMYcgHIJFKqd+qH3vXfo/STKwgTXn7WJizyp9Bo6nqOY3L2jl6EBSlt2CKaNqXo9vmsXreOMZM32L2lLzs9Fg2/vEybr6R9Hj8Y7NygD4+lLk1TvmmoMK6ZvPupfMn+fX7T2nUrC0jxrxQbX6JREK/R57k7MnDXDx7wmxgc/md9gUry31XY6F9yzkfsw4bexfCGna2KLt/WMUmfP2WA/j1Q72SckLPty2WEQjKqfXKo02bNqxevZqtW7dy+vRpvvjiC+zs7HBwcKCkpARtJRv5/Hy9S0Fl6xxfX19CQkLo1asXkydP5uWXX0Z5ayEYEhJCbGxsjeRRKBQEBwcb/fz8jI8nz83NZdu2bfz111/Ur1+f+vXr07lzZ9RqtUmQbmtrazp06MBLL73E0qVLGTp0qFGQZQBXV1eTe5bHnionKCiIESNG8Omnn7Jy5UquX7/Oxo0buRucnJx47rnn+OGHHygpMa/99/b2ZsiQIcyYMYMNGzZQVlbG0qWWT1e4nejoaK5evWpoo/r163Pt2rV/JZC5XC5n8ODBfP/995w+fZpBgyxr3GvS3uW88cYbbNy4kQsXLtyxbHXq1GHUqFF8/fXX/PHHHxw4cICYmJgala3cHyvHbSq/XqdOHd544w1kMpnZE/iqeuaQkBCSkpIM4+V20tPTKSwsJCQkBOCOxmXl+5qjqr4YGhpKQUEBN2/WzE9AJpMhk8nuOJjy9JHWONvr3ekczZyOXZ6WX0Uc+oJi/eLd0dZUBkc7CcWlOjRa43oKK7n0Fd3akLKpZp1SotS7A/q6Vky/Ti4e5OeYmn6Xpzm7Vq9Mro5Th7dTkJdFo5ZdjdIj67fCxtaB2EsnzReshKurGznZpq545Wlu7jV3oQNwcHSkceOm7Nm1w+z1v/9cxMYNa3nqmQl062E+XkFVOLp4UpBr2rblaY73oG0tUb+lXt4zh2s+93s4O5p1Ycm8lebpXDN3ytvxdnUmv6hmAVKro06QFXOn+Rj93J1l5BZocXE0/UIuT8spuLOTwyrTubkdVnIJJy8Z7wAfv1hqkM8S6txs5K6mcWTkLvo0dY4FF1O5HJfufSk8ccRIwYRGQ+Gpo9iER8KtjS71rXGgqRy+QKtFU5iPzKHmYQYs9t1b84LTPei7m/7+mpCoFrh6BpCdkUJ2RgpFBXrrsvzcDHIyU+/6Hv8V6kfas3ROQ6Ofp7sV2blq3FxMlSPlaVm5lq14bqd5AwfeeC6ImNP5zFmQZHI9K0dfT06esbJZq9PHlnKwNx4/kYFWzHnLy+jn7iwjt7DqsZabX3PlWU1xc5ZSJ0hBzPlSw7uwKjycHcnMNzeP6d0hzbkiV4e3mxN5NZjHerWoT3GZkt2nL5u97uDsSWG+6bgqytOnObiYH1e2di7I5FYU5lVR1tnL6L/2jsbuXlKpDBt7F0pLLLtbm5XXzD0Lq5PX3rK8lcueObgStaqMiMbdjPJFNtG7liVfP2GoU66wxtbeBanUuA/aOerf/UXm2vZWmr2TeVlt7JyRya0oNlO2uJqy5UQ06YOqrJi4c6ZriYKcNNbMG4+VjSODn/25yoDxLq4e5OaYHqiQc+v94OpWdQxb0MeV+vaTNwkICuPVqTORVeM6WI67h/4ZiwrN9w8HJwt9If/O+25VZfOyU0m6doy6zfsgk9VMgWxj70xwVFvOx6yrUf7/KjqJ5D/5+/9IrZVRtra2BoXP7bFdQkNDUavVXLxofCTp+fPnDdct0bdvX2QyGX/9pT+meNCgQcTHx7N9+3aTvDqdjoKC2kXoX7duHT4+PqxZs4bVq1cbflOnTmXlypVozPnm3CIiIqJWp6mZIyAgABsbG4sKpNowZswYpFIpixYtqjavs7Mznp6eNbrv5cuXOXfuHIsXLzZqo8WLF3Pq1CmuXzd/6sTdMHz4cGJiYujRowfOtQhIXBWNGzemV69ed2QZZY6IiAiAe/K3M8fEiRP5448/SE+veVDbAQMGUFxcbHCnvJ0//vgDa2tr+vfX70rczbisDkt9sU+fPigUCn77zfzxt+WKsHvF75uUFJZAWrYOP3epiZd3oKcUpUpHZp7l3eL8Yr1yKcDDdKIP8JCQll1RNjVTvxJ3sjPOW670KqqB15dUWmGxBRAQUpebaQmUFBvHLYm/etZw/W4pyNMvpLRa4/lOp9Oh1WpM0i0RFh5OSkoyxcXG7meXL+vdlGpruQSgVCopKjZ1Z9uwbg1//7mIwUMeZdgIy0E9q8I3qB5ZN+IpLTFu26TrZ25dv/u2tYRGrUSn09bqNL2oIF8S07MorHQS1LnYpFvXaxfIXqfTkZqVi6vjvXG1TkhTMfOPTKNfXqGGhDQVIX4Kk5MlwwMVlCq13Mi8NwGVnR30yxap1PhG5eOpqlMzS+OvY+UbgNTWWGttG1nXcN0cMgcnJHK5yalMABKZHIlUZrhWGntVL09lpaxcjszRGU1+9aeIleMXVJfMGwmUVpoXEm/1Xb/gu++7uVlpxF06xheTexl+G//Wu48s/PYlvps+9K7v8V8hNrGEqV9cM/pl56m4nlhCRLCtSd+tG25HaZmGlBvVWwJFhdkx45VQrsbrY0GZi112NV6/jvBwNf6ok8skODvKySswHiOJN1R8sSDb6JdXqCExTe+aajLWAhSUKbXcyLr3wcvbNrJFKpVwqJpT9MqJCvAhwcw8djYuWX898N+bx0pvuTJbOk3P078uOTfjDSfIlZMWf1p/PcB8yAiJVIqHXx3SE8+ZXEuLP4OzR6BByeEdpA92XZBnvLbTqJWUFOVg52A+uLo5vAPrkpVuKm9qnF5en0DL8nr51yEtwVTe1NgzuHgEGmIAFeVnoUOHrtI6QKvRt2X5+kAileIdWI/iwmwTK5vyeEUFOWkoS41lvZGgl9XD37Ks7r51SE8ylfVGwmmc3AOrVCBBhXVQ5XYqKcphzbzxaNRKHnnhN+ydq1ZqBYVFciMlieJK8+71y/p1c3Bo1fGA09OS+fKD13ByceXN92dhY2tml9QCN9P1yn9HJxez170C65Jtpu+W9wXvKvqup38dbpjrC3HGfeF2Lh5dDzodDVoPrvEzgN61VJymJ6gp98wmOzIyko4dOzJ9+nQOHTpEUlISe/fu5cMPP6R///5m3arKkUgkjBkzhl9++YWSkhL69etH//79mTJlCvPmzePs2bOkpKSwa9cunn76aY4cOVIr2aKjo+nTpw916tQx+g0fPpycnBz27dtHTk4OY8eOZc2aNVy6dImkpCQ2bdrEb7/9Ro8ePYzqKyoqIiMjw+hXfsLf999/z5dffsmRI0dISkriwoULTJ8+HbVaTfv27c2JVyusra2ZNGkSixcvNkpfunQp77//Pvv37ycxMdHg/njt2jW6detmoTbjNmrcuDGtWrUyaqNWrVrRqFEjo7hHGo2GixcvGv1uV1YVFBSYXE8zcxR7eHg4hw8fZubMmVXKVlV7m2Py5MkcPnyYuLi4ap/7dt5//33mzp3L8ePHSUlJ4dSpU7z99tu4ubnRtGnTWtVVU5o1a0ZUVBQ///yzUXpVz9ysWTPGjh3Ll19+yR9//EFiYiLXr19n1qxZLF68mI8//hhXV/0pIbUdl7m5uSb3LbPgH2+pL/r6+jJt2jQWLVrE9OnTiYmJISUlhePHjzNjxgx+/PHHe9V8AFxP1aHWwLk4LY52EhqEVExrdtbQKFTKpSSt0W6um6P+dzvn47VEBUlxvm2tG+4rwdNFytm4igXahUQtKrWOFnVkRoqvVnX0u4TXUvQ3kkrAxoyRhpOtBAcbCfnFFQI1bdsLrVbDwe0V40ylUnJk92pCIhsbTtLLzkzjRkrNrEYr4+Wrt3I7ccDYRejssV0oy0pqrPBq36EzWq2WLZs2GMm6Y9sW6kTVNZykl3EzneSkRKOyubmm8XzS029w+tRJIiKMF3j79uzi15/n0qVbD8Y/O7FGspmjYeveaLUaju5aZkhTq5Sc2LeSwPDGhtPIcjNTyUi9s7YtKcpHY8YV8Nge/d/TP7Rhjevq2aIBGq2WlXuPGdKUKjVrDpykUViA4SS9tKxc4tKMdzmzC0wVest3x5BTUET7BrU7GdQSxaU6zl9XGv1Uaog5X4KLo4yW9SusVh3spLRpaMvJS2VGMW683GR4ud3BmfZAWqYaqVRCm4bG1rHtGutd4OPTLFuxFBzah0Qmw6VnReBaiVyBc7c+lFy5iPrWSXpyD0+s/AINeTT5uWgKC3Bo3cFgAQUgsbHBoUVbypITDS5+xefPoM7NwaljdyOXQOeuvZHIZBSdPl7jZ210q+8eqdR3j+1dZdR3czJTuXmHfffR8R8y9rU5Rr/2vfUB2geMfJMnJn55R/X+Fyks1nDyQqHRT6XSsf9oLm4uCjq0qNgUc3KQ0amVC4dP5hvFk/L1ssLXy3hiD/S15uPXw0jPVDLj2ziLLqlnLhWSk6eiW3tXFLfFUOvVyQ2ZTMKJc8Yfb8WlOi7EKo1+KjUcvVCKi6OMFvUqzHAd7CS0amDDycuVxpqrDC/XOxtrt9OusQ2ZuRquJNTMSqxXi/potDpW7Kvo70qVmjWHTtEo1N9wkl5adi5xN6qfx5btOUpOQTHtG0QY0nIKi8yGLFi1X2/F0yDYz+QaQFSzvui0Gs4cqNjQU6uUnDu8Et+QJoaT9PKzU8m6YaygrtOsDzcSznIj4WyFvOmxJF45TFSzigNdAiPbYOfozsWj64xi8Zw7vAqdVkNw3Zp/D9Rtrpf35D5jeU8fXIlfaBPD6Wl5WalkphnLW7dFH9Liz5IaXyFv1o1Y4i8fpl7LCnndvENAp+PC8U1G5c8fXQ+AT2CFa339lv307Xdo9W3ylHHuyDqc3QPQ6TScO1Qhq0at5GLMKryDmxhO0ivISSU73XjOimjSh5uJZ0lPrJA152YsydeOENGkQtaSwhyzf/cLh/UnPHsFVbxvVWXFrPvleQrz0hn83M+4eIaYlKtM6/bd0Wo17NpS8XwqlZK9O9YRXqeB4SS9zIwbpCbHG5XNzcnii/dfQSqR8vYHs3FyNn9iX2FBHtpKhhBqtZp10QuRyxXUb9zSbLnyvnCqUl84W7kvmOm7dZv3IS3hLGkJxn0h4fJh6rYwf5ry+Zj1OLn5ERDRwuz1onxTa+LczGQSLh/CJ7jm6x7B/zZ3fZre7cyaNYs5c+YwY8YMbt68iY+PDz179uTFF1+stuzQoUP57rvvWLJkCc8++yzffPONISbNvHnzkMlkBAcHM2TIEEMQ8ppw7tw5Ll26xMcfm/oHOzo60q5dO6Kjo2nfvj1NmjRh4cKFJCYmolar8fHxYcSIEbzwgrGv75w5c5gzZ45R2uOPP85HH31Eq1at+Ouvv3j77bfJzMzE2dmZevXq8fvvvxMWZnrCxJ0wdOhQ5s+fz7Vr1wxpjRs35vjx47z//vvcvHkTOzs7IiMjmTt3Lq1bt66yPqVSydq1a3n22WfNXu/duzfz58/n9ddfB6C4uNgQ+L2coKAgtm3THwcdExNjcn348OF8+umnJnWXK02qoqr2NkdoaCjDhg0zazlUFe3bt2fFihX8/fff5Obm4urqSrNmzViwYEGN5LxTnn76aaZOncqzzz5rcOur7pnfeecdoqKi+Ouvv/juu+8ouxVUeuHChSanKdZmXJo7ge/bb79lwIABZmU31xcBRo0aRWhoKL///jsvv/wypaWl+Pv707VrV5555pkat01tOBevJfGmlmGd5Hi5aCgq09G2ngyJBLafMH7pj++n/5j4alnFzt7u02oahloxob8VB8+rsZJL6NRYRlq2luNXKhRHhSWw+7SGXi3kPN1XwYUEDb5uUlpGSTl9XUNKZnnAZnj7CSvOxmpJz9WhUunwdpPSKlyKWgOx6RUyhUQ2plnb3qz9ezYF+dl4+gRyZM9asjJSGfnCh4Z8i3+YzrULx/h+WcVioqS4gD2b9FalsZf1rnZ7N/+Nrb0jtvaOdOk7EoCGLbviGxjB5hXzyM5MJSSyMZk3kti7+W+cXD1p1904RpklourWo0PHzixa8Du5ubn4+vmxc/s2bqbfYNKrFSfbzPrmC86dPcPajRUWrpNefJYmTZoRGhaBg6MDqSkpbN+6CY1GzVPPVJy+eOXyJWZ98yWOjk40adKM3ZVc+OrVq4+Pr/kPjcoEhjehYeu+bF0+i6L8LNy8gzm5fzU5makMHf+JIV/0L1OJu3SUTxdVWBGWFhdwaNsSABKu6tv28PY/sbFzxMbOiXa99B/tcZdiWL/4Mxq26o27TzAatYr4K8e5cGwb/qENadrBshtyZRqFBdKrZUO+X7mV7PxCAr3cWXfwJGlZObz/9BBDvvd+j+b4lXhO/lbxDAPe/preLRsSEeCDtULOyasJbDl6lqhAX4Z1MZ4X9py6xJVk/SaBWqPhavINfl2/C4AuTepRp5aWCzHnSrmaqOS5YS74exVSWKylRxt7pBJYucPYGnLaOL3V0OSvK1x53V1kdGyqVyiF+emVOI901e/UZuZqOHBKb5Gx70QxAzo5MG6ICyF+CpJvqgnxU9C1hR1J6SqOXbBsmlh67RL5B/fgOXIcMmcXlDdSce7SC4WnN2k/fWvI5/fyW9g1aMKlEb31CVot2eui8XzyGUI+nU3enu1IpFKce/RF4eFJ6uzPDWV1ahU3F/+K36S3CProG/L37EDu6YVb/yEUXzhLQcyBGrdpUEQTGrXuw+Zl31GUn427dxDH960hJzOV4c9W/N2XzZtG7KWjfLGkwj29pLiAg1v/BCD+iv7j/OC2P7G1c8LWztGgcKrTqIPJfUtuWfKF1W1FQNj9+aAIfnEUCmcnbPz0ymyvAd2w8df3wfi5i1HnW96Aulv2Hc3lwrUipkwIItj/JnkFagb18EAqlbB41Q2jvJ+/pVeGPPWGvq1tbaR89mY4DvYyojfepHVTYzfatPQyLl7XW9er1Dp++yeVN58L5pvpEWw/kIOXuxVDentw9nIhB47VzGru6PlSriUpmTDUGX+vIgqKtPRobYdUAqt2GrfTW0/rLXDemFWh8HF3ltLh1lgLuTXWBnfR78Jk5mo4eNp4DPl7yQnyUbB+b83/Bo1CA+jVoj7fr9pBdkERgZ5urDt8mrTMXD4YU2Fl8e78VRy/ksCpnz8wpPWfNoveLRsS6e+FlULOyWuJbDl2jqhAH4Z3rvgo3nD4DNF7j9GtaV38PVwpLlNy8Pw1Dl+MpUvjOrSua37N7RvahDrN+rJvzbcUF2Th4hnM+SOryM9Koc+oinXqxkVvk3w1hjfmVrj7Nes8krMHlrPyp+dp2WMcMpmcYzsXYO/oTsse4wz55Aorugx9i02L3mbprFHUb/0I+dmpnNi9mIDwlkQ27W3IW1ZSwInd+k29lFj9WD2550+sbR2xtnWiXa/R1GvRl10rv6UoPwtXr2DOHlpFXmYKA8dWyLt2/tskXonhnV8q5G3RdSSn9i1n2ffP06a3Xt4j2xZg7+ROm14V8jZuP5TDW/9g05IZpCdewMMvkhuJ5zm1PxpPv0iimlUcVtOs8xOc2h/N5r8+Ijs9Dic3P84eXkNediqPvfQTx/eu5ND6WZQUZOPsEcSlo6spyE6hxxMVc9a2P98m5fpRJs26VNFnOjzJ+cPLWffrCzTvNg6pTM7J3Quwc3SnebeKdePl42s5e3ApYQ174uwegLKsiMRL+0m6cpDQBt2MApNvWfIm6YlnqN9mGNnpsUYKMIW1HeGNTA/hiYhqSOsOPVi26Efyc3Pw9g1g386NZN5M49lJ7xryzZv1IZfOnWDJ2goDiS8/eJWbN1IY+OgYLl84zeULpw3XnF3caNSsDQAnYvax+p/5tO7QHU9vX4oK8jm4dyvJCdd5bMxEXCyc7OoX2oS6zfuyZ7W+7xr6QlYK/W7rC+vnv03S1Rimzrut73YZyan9y1n+w/O06aVv36Pb9X23dc9xJvfKSLlCRspl2vZ5zmIYjd8/HkRI3XZ4BdTFxs6ZnJvxnD64Aq1GTdehU8yWeVjQ6f5/usT9F5HoahMtXCAQ/CdJTk5mzJgxNG3alK+//hqZhSON/z8y/feKXUcbK+jXWk79YCkKGSRn6tgUozYoiMp58zFTZRSAl4uE/m3khHhL0GjhUpKWTUfUFJr5vm1bT0q7+jJcHSUUlsCJqxp2ntSgvXUrmRT6tpIR5ivF1VGCXAYFxVCk1BKbrqG00gazSlnGhn9+4Oi+9RQX5eMXVIeBj79MvaYVH4uzP3jGRBmVdTOFD142v6vl5unHh3O3GP5dXJjH5hU/c/7EPrIzU7GxsadOo7YMGvkKHl4BZusIdjB1IVUqlfy5eD67d+6gsLCAkNAwRo15muYtKhQe099+3UQZ9deShRw7eoQbaWmUlBTj7OJCg4aNGfHYk4SEVnw47Ni2hdmzvjIrD+hP4+vRq4/Za2cz/U3SVMoytq+Yw6mDayktzsc7MIpej75CZOOKjY3fPhtroozKyUjh6ymmi1UAFw8/3vxWryTLSk9k1+ofSbh6goLcDHQ6HW5egTRs1YdOA8ZhZW3eTL+/0nw8vjKVih9X72Dj4VPkF5USGeDNi0N60r5hhXXThC9/M1FGfbRwFaevJ5GenUeZSo2vuws9mtdnwsCu2FcKZjbjjxWsO2g+TtiHzzzK4A7NTdKf22yquLgdOxsJI/s50aKeDQqFhLhkFX9tzicuxbizz3pDr3C4XRlVL9SKdyaYHqcNcDG2jE9/r9iBdXWSMqyHI/XDrHF1klFYrOXk5VKWbS2g8DaLw3evPG1Sl0ShwOOJp3Hu1B2pvSNlibFkLl1oZLEU9MFXxsqoWzh17IZr/6FY+fojUSgoS4gje+1yCo7sN7mPY/uuuA99HCu/QLTFhRQc2kvGX/PRllp2c7r01iaTNJWyjK3Rczh5YB0lxfn4BEbRe/gkom7ruz9/8pSJMio7I4UvJpuPsebq4cfU70zDIJRzbO8qlv/yDpM+WmZRGaVoX99s+p3S7eoO7ELMz0E7I7pTkpByV/XPGVn15pSDnYwJT/jRvrkz1lYSLseW8OvSFINrXTkLv9Y/d7kyytvDikXfWG6Lrfuy+eY3YwvRLm1ceHyAN4G+1hQWa9h3NJf50WmUlFb0XZ/gqpXBdjYSnujjSPO6NlgpIDZFzdIt+cSnGrvofT1ZH9/mdmVU3RArpo0z7yZ2MU7J5/ONT/Qb0dOBgZ0deOeHTJJvmncBnNd9l0lamUrF3DW72HjkDPnFJUQGePPS4O5G1k3jv5lvooz6cPFa/TyWUzGP9WxWjwn9OxvNY+fjU1iw9QDn4lLIyi9EJpMS4u1B/zaNebJba+QW1kFL1E+iVpWxf913XDy6jtLiPDz9o+gw8FVC61cER1/63RgTZRRAQc4Ndq34jPiLB9DptARGtqHbsGm4epnG2Lx0bANHtv5Cdnos1rZORDXvS6fBk41czvKykvl1Rg+TsgBObv5M+nwnalUZe9Z8x9nDenm9AqLo8sirhDeokHfx12NMlFEA+Tk32PbPZ8Rd0MsbFNWGXo9Nw62SvPk56exdO5uEy0coyE3H1t6FiMbd6DZkMnaOxv2lKD+LnSu+4uqZXSjLivEOrEfnwZMIb9CJ7NxSDm+azeVj6ygrycPdL4q2/V4huG6FrCt/GGOijAIozL3BvtUzSbysl9U/vDWdhkzDxbNC1vTEs5zY+TvpiWcoLshEKpXj4hVCVIvBNOk0Gult8ZkWfNSdghzzce8cXf14esZO2oSbKoGVyjKi//yZA7s3U1xYQGBIBMNHPU/j5hWKrk+mTzRRRo0e3MbsvQDqNmzOu5/pDziKu3aRlUt/J/76JQrycpErFASFRtJn4OO06Wi+LwCcS3VBrSpj79rvOH/kVl/wj6LT4FcJu60v/PnNGBNlFOj7wo7lnxF/qy8E1mlDzxHm++7uVd9weMsvjHtvLV7+UWbl2bfue66f201uRhLK0iLsHN0IjGxFu37P4+UfxTPVO+b8Z7l2vXbeNfeLiPA7D6/yX0UoowSC/yckJSWxevVqunXrRsOG/zvmsbcrox4GurZ8uHZbzCmj/suYU0b9V7GkjPqvUp0y6r+GOWXUfxlzyqj/KvdaGfVvU50y6r9Gdcqo/xrmlFH/VZaon3zQItQK6zs7HPmBkV/0cH1WmlNG/Vc5l+ryoEWoFUIZde/5/6iMuqdueoLqGTBgAKmp5rX0H374IYMH1y5InOD+0axZM4vXfv31V1q2NO/jfb8IDAxk0qRJD1QGgUAgEAgEAoFAIHhY0d27sNqCahDKqPvML7/8glpt3szZvZZHogvuL6tXr7Z4raoA/QKBQCAQCAQCgUAgEAgqEMqo+4y//8PjQiIwJjjY1KdaIBAIBAKBQCAQCAQCQe0QyiiBQCAQCAQCgUAgEAgE//PoeLjiuz7MCIdIgUAgEAgEAoFAIBAIBALBfUMoowQCgUAgEAgEAoFAIBAIBPcN4aYnEAgEAoFAIBAIBAKB4H8e4aZ3/xCWUQKBQCAQCAQCgUAgEAgEgvuGUEYJBAKBQCAQCAQCgUAgEAjuG8JNTyAQCAQCgUAgEAgEAsH/PMJN7/4hLKMEAoFAIBAIBAKBQCAQCAT3DaGMEggEAoFAIBAIBAKBQCAQ3DeEm55AIBAIBAKBQCAQCASC/3mEm979Q1hGCQQCgUAgEAgEAoFAIBAI7htCGSUQCAQCgUAgEAgEAoFAILhvCDc9gUAgEAgEAoFAIBAIBP/z6HTCTe9+IdHpdLoHLYRAIBDcKbkndz5oEWrFcXn7By1CrVi5pfRBi1ArbO2tHrQINaYwv+xBi1Arvgv65UGLUCt6L+vwoEWoFU26NH7QItSYKydjH7QIteKVvx5/0CLUiiYvNHnQItSKTwJ+ftAi1Jje3ZwftAi1wtFa9aBFqBUZBQ/POxjgzwXnH7QINSYw0v9Bi1Ar5r3t+qBFuGMuXEt90CKYpX6E34MW4Z4j3PQEAoFAIBAIBAKBQCAQCAT3DeGmJxAIBAKBQCAQCAQCgeB/HnGa3v1DWEYJBAKBQCAQCAQCgUAgEAjuG0IZJRAIBAKBQCAQCAQCgUAguG8INz2BQCAQCAQCgUAgEAgE//MIN737h7CMEggEAoFAIBAIBAKBQCAQ3DeEMkogEAgEAoFAIBAIBAKBQHDfEG56AoFAIBAIBAKBQCAQCP7nEW569w9hGSUQCAQCgUAgEAgEAoFAILhvCGWUQCAQCAQCgUAgEAgEAoHgviHc9AQCgUAgEAgEAoFAIBD8z6PTCTe9+4WwjBIIBAKBQCAQCAQCgUAgENw3hDJKIBAIBAKBQCAQCAQCgUBw3xBuegKBQCAQCAQCgUAgEAj+59GK0/TuG8IySiAQCAQCgUAgEAgEAoFAcN8QllECgeD/JUqVil+WrWfT/iMUFBYTEeTP848Ppk3jerWqZ9Kns4k5e4nhvbvw5rgnjK61eWKi2TIvPjmEpx7pU6v7qFRK1i+dS8zeDRQX5eMfFMmgJ1+mXpN2VZZLT4ln39blxF09S1LcRdQqJR//uBF3L3+TvKUlxaxb+gMnD22jMD8Hd+8AuvUfSec+j9VK1tuxtZYwpLMNTSIVWCkkJKSpWbm7lKSbmmrLBvvIaNvQihAfGf6eMmQyCS99nWuSz8VRQvuGVjQIU+DlKkWrhdQsLZsPlXI5UW2xfhsrGNjOioahMqzkkHhTy7qDSlIydTV6Ni8XCYM7WBHqK0WjgYsJGtYeVFJUapzP0Q76tLKiToAURzsJeUU6zsdr2HFcRXFZRb429WQ0ryPHy0WKrTXkFlhzJUnNhv2lZOVrTe5vay3h0a62NK2jwEouIT5NTfSuEpLSq2/bEF8Z7RpaEeInJ+BW277wRY5JPoUcnuhlR4ivHDcnKRIJZOZqOHhGye6TZWhNxTJBqdYwd9cJNpy+Rn6pkkhvV17u3oJ24aZ90Bybz8Xy5+HzXEnPQSGVEubpwkvdm9MmzA+AUpWamRsPcTY5g/T8IjRaHYFujgxpVofHWtVDIbuzfTUHOxkvPBVK5zbuWFtLuXi1gB8XxHEltqjasgN7edO7ixdB/rY42MvJylZy8lweC/5J5EZGmVHeR/r40LyxC/UjHfD2tGHTznRmfn+11vLaWsMjHW1oHC7Xj7UbGlbtLSU5o/o/UrC3lDb1rQj2keHvIUUmkzDpu3yzeTs2VlAnQE6wjww3JylHLihZsrXUbN6qsLeTMeFxX9o3d8HGWsLl2GJ++TuVawklVZaTSKBnBzc6tHQmIsgWRwcZNzKU7D6SS/Smm6hUpuPXxUnO2Ed9aNPUCSd7Odl5ak5dKGDWH0m1lrs6ZPZ2hE0Zj0vrJri0aoSVmwunx08ledGqe36vGiGX49z/cexad0Jq64AqNYG89Uspu3y22qLWUY1w7D0UhV8QEqkMdUYahXs2UXx03z0V8WGYy9QqJdtWzOHkgbWUFOXjExhF7+GvENmoQ5XlMtLiOLJjKUnXz5CacAG1Sslb327H1dN0/lu/ZCZxl46Sk5mKWlWGi4cfjdv0o1P/Z7C2sa+2LW5HpVKy4Z+5xOxbT0lhPn7BkQx8YhL1GlezZkiNY//W5cRfq1gzfPjDJrNrBpWyjJ0bFnN073qyMlKxs3ciLKoJ/UdMxDcwolbymkOtUrJr9RzOHFpDaXE+3gFRdBv6KuENqm7zzBuxHNv9Dymxp0lLuIBGreTVL7bj4hFw1zJVxt5WyrjhPrRr7oS1lZQrccX8tuwG1xOrnhMlEujRzoX2zZ0IC7LF0V7GjUwle2PyWLklE5XaeB7b8FtDs/UsWHGD5ZsyayzvwzDWBILbEcoogUDw/5KPflrEziMneKJfdwJ9vNiw5zCTv/iBH9+bTNO6NVtE7Yo5ydkrcVXmad2oHv07tzFKiwoJrLW8i394jxOHt9N9wCi8fIM4tGstcz97mdc++JWIes0tlou9cppdm/7CNyAMH/9QkuMvm82n1Wj44ZOJJF4/T+e+j+PlG8yFUwdZ+uunFBfm03fYhFrLLAEmPmpPgKeM7UdLKSzR0bmpNa8+7sAXiwvIyK16RdIgTEH7RlakZGjIzNPi7SYzm69JhIJerW04fU3FkfNKpFJoU9+KVx5zYPHmYg6fU5qVbXx/a/w8pOw+paKoBNo3lDPxERu+iy4lM69qhZSzvYQXh9hQqtSx6YgKKwV0baLAx92GOStK0dx6NCs5TBpqg5VCwsHzanILtfi5S+nQUE6En4zvokspv5O/h5TsfB0X4lUUl+lwsNbSsbE1jcIVfDI/n7zCCpkkwMvDHfD3krEtppTCYh1dmlvz+pOOzFyYz82cqtu2YZiCDk2sSbmpISNXi4+7+bZVyCX4esg4H6siK0+LVqcj3F/O8B62hPjJ+WNd9YqZ91bvZfuFeEa1bUCQmxNrT13j5T+38utT/Wge7FNl2Z92neDnPafoVT+EwU0jUWu0XLuZw82CYkOeMpWG6zdz6RQZiJ+LAxKJhNNJ6Xy1+QhnkzP4fHjXamWsjEQCX7zbgPAQe5auTiavQM2Qvj7M/rgRz75xiuS0qj80IkMdSEsv5UBMNgVFany9rBnYy4f2Ld14ZvJJsnIq+uTIRwOws5Vx8WoB7q5WtZYV9P3hhUfs8PeQseN4GYUlOjo1seKV4fZ89XdRtWOtfqiCdg0VpGZqqxxrAD1bWmOjgIR0Lc72d+aqIJHAx6+HEhZoy/JNN8kv0DCohztfTovg5fcvk5puOmbLsbaS8sazQVy4VsSGXVnk5quoF2HPmKE+NKvvwFufXzfK7+mm4Nt3IwHYsDOLzBwV7q4KosLs7kj26rDycKXOey9TnJBCwZnLuHdtU32hfxG30S9h27QNhbs2os5Iw65NVzwmTiNjzocoY82/DwBsGrbA/dk3UcZfIX/TctCBXbN2uI2dhNTBicJdG+6JfA/LXLb8l2mcO7qVDn3G4uEdzPF9q1jwzQs8O20BIVEtLJZLvHqKg1uX4OUfjqdfOGkJFy3mTY47R0hUS1p0DkKusCI14SJ71v/KtfOHeO6dxUilNVesL5n7LiePbKdb/1F4+gZzZPcafpr5Eq++/xvhdS2vGeKunGH3pr/wCQjDxz+M5PhLFvMumDOVs8f30KHHo3QPrUdeTgZ7tyzlm3fHMP3rFbh5+tVYXnOs+WMqF45vpU3Psbh7B3PqwCr+mv08T725kKBIy22efO0UMdsX4+kXjqdvODeSLLf53SCRwAevBhMaYMOKLZnkF2oY0NWNz98M5dWPr5N6s+p5bPK4AC5eL2bTnmxy89XUDbdj1CNeNK1nz7Sv403KnDhfyM5Dxsqf6pReRvLycIy1hwGdcNO7bwhl1AMiIyODefPmsXv3btLT03F3d6devXo89dRTtGtXsavx888/89133zFlyhQmTDD+WNRoNPz++++sXLmS1NRUbGxsCA4O5rHHHmPEiBEATJ06lfz8fH788UejskeOHGHs2LEcPXoUJyenGsvdt29fkpOT2bVrF56enkbXxowZQ0xMDAAKhQJXV1caNGjAo48+Su/evQHYsmULr732Grt378bb29uk/t69e9OtWzemTZsGwMmTJxk5ciSdOnXil19+McqbnJxMjx49cHNzY9u2bTg4OBiuPfLII/Ts2ZNJkyYZ0hISEpg3bx4HDhwgOzsbLy8vmjZtyjPPPEOjRo0AiIqKMvvc3377LQMGDKiybcrbtDIvvPACkydPNrnu6upKo0aNeOONN4zuO3XqVFatMt1h7dixI7///rvh3ydOnOCnn37i1KlTlJaWEhISwqOPPsrYsWORyWRGbbR69Wrq1TO2CBozZgx169blnXfeAaB79+6kpKSY3HfKlCk899xz97S9r1+/zgcffMCaNWsIDg42lElPT2fgwIG8+uqrjB492nJjV8P5a/FsO3iMSaMeZfSgXgD079yWkW9+zA9/ruK3j9+sto4ypYrZi1cwZnBvflm+zmK+IF8v+nW6u4+R+KtnOXZgM0PHvE6vR54CoE2XQXzy+jBWLf6ONz9bZLFs45Zd+Wbhfmxs7dm2ZqFFZdSpIzuIvXyK0RM/oH2PoQB07vMYv349hU0rfqFDz6E4OrvXSu5mUQrC/eX8traIk1dUAJy4rOL98Y4M6GDDgg3FVZbfd6qMbTGlqNTwWA9bix/IVxLVvPtLPkUlFcqa/aeVTBvryMD2NmaVUY3DZYT6yli0pYwzsfodwdPX1bw90pberRT8td3yIhKgR3M5VnL4LrqM3FtKoqR0Lc8PtqFllIwjF/V1NgjVW4/8vqGUi4nlCz0NxWXQu6UCXw8JqbcssVbuUxndozC/jNNXVEx/2om2DazYcqTCoqZ5XQXhAXJ+WV3Iicv6cscvKfnwOScGdrStdrG352QZW47o2/aJnrYWF5XFpTq+XFxglLbvlJKSMh3dWtgQvbOY/CLLiruzyRlsPhfH671a8VQH/Tw6qEkEw35cxXfbjrFowkCLZc8k3eTnPaeY0qc1Y9qZ3xUGcLazZsmzg4zSHmtVFwcbK5bGXOSNPq3xcKyd4qFrOw8a1XPivS8vsudQFgA7D2Tw19yWPPNEEB/PulJl+Vm/XDdJ23cki9++aUbfbl78uTLZkP7Ku2dJv2Uttfmvqq0WLNE0Uk6Yn5zf1xdz6preGvDkVTXvPeVA/7bWLNxctbXR/jNKth8tQ6WBEV1tqlRGzV5eRE6B/m/+9YuOdyRvp1YuNIh04OPv49h/LA+AvTE5/P5FPcYO9eXzeQkWy6rVOiZ/fIUL1yrmj017sknPVDL2UV+a1Xfg5IVCw7VXng5Eo9Ex6YMrFBRVv/t/t5Sl3WR7QAfK0jNxbtGQjodX/Ov3tIQiOBy7Fh3IXbWYwp3691RRzF58pn+D8yOjyZj1nsWyDp37os3PJeP7j0Ct71NFB7bh8+532LXpcs+UUQ/DXJZ0/QxnDm+k3xNv0nnAOACadXyE76YNZtPSr5n4/t8W5avXvBvv/xyDta09ezf8UaUy6oX3/jRJc/cKYuPfX5Ice4agiKYWy95O/LWzHD+4mSGjX6fn4KcBaNN5EJ9OeZTVS2Yx5ZPFFss2atmVrxYcwMbWnu1rF1hURuVmp3M6Zgc9Bj3F0DFTDOnhdZsz56MJnDqyg+4Dx9RIXnOkxJ7hXMxGeo14k/Z9xwPQpP0QfpwxiG3Lv2L89KUWy0Y17c7b38dgbevAwc2//2vKqA4tnKgfYc9nPyVy4LjeknTf0Tx+/bQOox7x4qtfky2WVat1vDHzOhevV8zNW/blcDNTyegh3jStZ8+pi8Z9PyW9jF2H8+5Y3odhrAkElRExox4AycnJPProoxw+fJi33nqLdevW8dtvv9GmTRs+/PBDo7wrVqxgwoQJrFhhutj54YcfWLBgAa+++iobNmxg0aJFPPbYY+Tnmze9v1uOHTtGWVkZffr0MassAXjsscfYv38/27dv5/vvvyc8PJzXX3+d997TL4i6d++Oi4uL2fJHjx4lISGB4cOHG9Kio6MZPXo0R48eJT093ew9i4qK+OOPP6qU/ezZszz66KPExcXx0UcfsXHjRubOnUtYWBhffPGFUd6ZM2eyf/9+o1/Pnj2rrP92Nm/ebFT2ueeeM3v9999/R6lU8vzzz6NUGn8Yd+rUyUSGb7/91nB927ZtjBkzBh8fHxYtWsSmTZsYO3YsP/30E5MnT0anu7OXwCuvvGJy38pKoXvR3kOGDKFjx45MnToV7W32vO+99x4NGjRg1KhRdyR/OTuPnEAmlTKkR0dDmrWVgkHd2nP2aizpmdnV1rF43VZ0Oh2jBlX/ty9VKilTqqrNZ4kTh7cjlcro2GuYIU1hZU277kOJu3Ka7MwbFsvaOzpjY1u9ef+1iycAaNmxr1F6iw59USnLOB2zu9ZyN6ujIL9Iy6krFc9eWKLjxGUVjSMUyC1/7wJQUKxDZdnLzkBaltZIEQWg1sD5OBWuTlKsFaZlGofJyC/WcTa24uO0qBROX1PTMERGdZ5djcLkXEzQGBRRAFdTtNzM1dIkomIfx0ah3z0rqKQLKLi1EKvu+bLy9P3f1sZYoOZRVuQVajl52bhtj19S0eQetm21cllXvTu4/UI8MomEYS0qFOrWCjlDm9fhdPJNbuQVWiy75PB5PBxsGdWmATqdjuKy2o0hPxe9QrygtGrFojm6tHcnK0fJ3sNZhrS8fDW7DmTQsbU7Cnntd0XL3fMc7I3/OOmV3PbuhKaR+rF2+lrFH7WwRMeJqyoahctr1h9qqKcpV0TdDZ1aOZOdq+LA8YoPq7wCDXtjcmnX3KnK9lVrdEaKqHLK6wr0szGkBfpa07qJE9GbblJQpEGhkCCrpi3uFq1SRVl6zd1m/k3smrZFp9FQdHB7RaJaRdGhnViHRSFzsbzBILGxRVtcaFBEAaDVoinMR6es/ZiyxMMwl52L2YJUKqN19wqXdYWVNa26DCPx2ilys9IslrVzcMG6Bu9gS5S785UUF1STs4JTh7chlcro0LNivXz7miGnqjWDQ83WDKUl+jFYeZPKydXTcL+74cLxLUikMlp0edyQJldY06zjMJKvnyIv23Kb2zq4YG3rYPH6vaJjC2dy8lQcPFHxXZVfqGHfsTzaNnVCXs08drsiqpyDJ/V1Bfqabz8rheSO3j/wcIw1gaAywjLqAfDhhx8ikUhYvnw5dnYVu7mRkZEMG1bxMRoTE0NpaSmvvPIKq1ev5sSJEzRvXmF6u3PnTkaOHEm/fv0MaXXr1v3X5F6xYgUDBw6kVatWfPrppyZKFgAbGxuDxZSPjw9NmzYlLCyM6dOn069fP9q3b88jjzzCqlWreOGFF0zqb9KkCZGRenP7oqIiNm7cyIoVK8jMzDRbBmD06NHMnz+fUaNG4e5uuvDS6XRMmzaN4OBg/vrrLyMz6Hr16plYMzk5OZlYfdUGd3f3Kq3Nyq97enry1FNPMXHiRGJjY43+dlZWVhZlKC4u5t1336V79+58/PHHhvQRI0bg7u7OxIkT2bRpE/3796+17Pb29tU++71q748++ogBAwYwf/58xo8fz8qVKzlx4gTr1q1DIrm7F9mV+CQCfb1wsLM1Sm8QHqK/npCMt4ebxfI3MrNZtGYL774wBhurqt1qNuw5zIpte9HpdIT4+zBuaD/6dGxdK3mT4y7h5ReMrZ3x4iokQm8tkhx/CTePqt2dqkOtViKVypDJjTU3Vtb6D7vE2AvAMDMlLRPgJSMpXUPlT9f4NA0dm0jwcpWSmvnvBQ9wspNSptKhNLN48vOQkpKhNZEt6aaWdg0keLpIuJFt/qPbyV6Co52EJDOxeJLStdQNrljRxaZp0Gp1PNJBwbpDKvIKdfi6S+jRQs7ZWDUZuab3sLMGqRTc7GQMaK9v/8sJxoqYQIttq6ZzU+t73rYyKdhYS7CSQ7CPnF6tbcjK05BRjVn/pRtZBLs742BjPE4a+nveup6Nj7P5j4aYuDSaBHrx15EL/Lr3FLklZXg42DKhUxOebFPfJL9KraGwTEWZWs351EwWHTyHn7MDgW41t+4tp06oA1djC6mst794tZDBfXwJ9LMlNrFqyz4AJ0c5UqkEbw9rnn5M7557/Myd72xbIsBTStJN0/6QcENDx0ZWeLpIScv67wTqCA+y41pCiUn7Xo4tZkA3D/x9rIlPrl0cKjdn/ZI1v7BiwDdroLfcyslT8/lb4TRr4IhGo+PE+QK+X5hMeua9U6r8F1EEhKK+mYau1PijV5lw7db1EDS5WeaKUnbtAk69huA04HGKjuwGwK5FR6yCwsmaP+ueyfgwzGWpCRfx8AnBppKCIyBcb+2ZlnAJF3ffeyKfRqOmtLgAjVrFjeSrbI2ejbWNPYFhjWpcR1LcJbx8q14zuN7lmsHTOwAXd292rl+Et18IAaF1ycvJYPWSWbh7+dOiQ9/qK6mCG4kXcfcOMVEq+Yc2Nlx3drs3bX6nhAXZcC2x1GQeuxJXQr8ubvh7W5GQUrvNBlfDPGa6O9CzvQsDurohlUpITC1l6foM9sTU/H3yMIy1hwWdTijU7hdCGXWfyc3NZd++fUyePNlIEVXO7UqM6OhoBgwYgEKhYODAgURHRxspozw8PDh8+DAjR47Ezc3yh/W9oLCwkM2bN7Ns2TLCwsIoLCzk2LFjtGzZstqyQ4cO5YsvvmDr1q20b9+e4cOHM3/+fI4ePUqrVq0AveJpy5YtBvc8gE2bNhEWFkZYWBiDBw/ms88+4/nnnzdRVAwcOJCDBw8yd+5cZsyYYXL/ixcvcvXqVb755huz/vi1cVO8lxQUFLBhg94MXqEwY9phgQMHDpCbm8u4ceNMrnXv3p2QkBDWr19/R8qomnCv2tvNzY2PP/6Y119/nbp16zJz5kzeeecdfH3vfvGRmZOHh4uzSbq7qz4tI6fql/vsxSuICgmkd/tWVeZrXCeMHm1b4OflTmZOHtFb9zDjh/kUFpcwrHeXGsubl5OBs4uHSbqzqz4tLzujxnVZwtsvBK1WQ9yVM0YxqMotpnKzb9a6Tmd7KdeSTTVB+UX6hYizw7+njPJ0kdIkUsHJKyqThSLoFUqxaab3zi/WGa5bVEbZSYzyVi5vbyNBJgWNFtJzdETvUTKwvRWvPFphsXH0kprlu81/CL831taw81lYrGXptmIuxhu3o5ODlKvm2rZQ/0wujve2bZtFKZgwuOKjID5NzaKNRWirMZLJKCjGw9HWJN3DwdZw3Rz5JWXkFJdyKjGdmLhUXujSDB9ne9acusrnmw4jl0kZ0dJ4c2X7xQSmrtht+HcDPw8+fKQj8jsIYO7masXpC6bzQHmsJ3c3qxopo1b81hprK/39c/NVfPfrdY6dzq21PNXhbC/leorpx0u5K4Szg4Q08zqHB4Kbi5yzl02t4rJz9UpXdxdFrZVRI/p7U1Ss4eiZCgsSP2+9dcGrzwRyJa6YT+fG4+WuYNQjPnz+VjgvvHuJMuX/X3cRmZMLmnzTAMPlaTJnV4tlCzavQO7uhWPvoTj11W9EaMtKyfr9G0rPHrtnMj4Mc1lBbgaOLqYbceVp+bm1fz9aIiXuHD99+KTh356+oYx9/UfsHFxqXEd+bgZOrqZrhnKrpbycu18zyOQKJkz5lgWzp/Lzl68Y0gPD6jPlk8XY2d/d2rkgNwNHZ8ttXnAP2/xOcXOWc/6K6XsgO69iHqutMmp4X0+KijUcO2tsCXfhWhH7juaTnqnEzUXOwG7uvPVcIPZ2Mjburt6aHx6OsSYQVEYoo+4ziYmJ6HQ6wsLCqsxXWFjIli1b+OeffwAYPHgwI0eO5J133sHeXm9eO23aNF555RU6dOhAREQEzZo1o0ePHnTpYvwRvHv3bpo1a2aUptHULq7Cxo0bCQ4ONlgt9e/fn+jo6Bopo6RSKSEhIYZ4RBERETRt2pQVK1YYlFGbNm1Cp9MZKVCio6MZPHgwoHdbKygoICYmhjZtjOPzSCQSpkyZwsSJE3n66acJCgoyuh4fHw9QbZuX8/rrrxtiLpWzYcMG/PxqFqixcvvv3LkTV1dXk+vFxfoXXPfu3QkPDzcqY+5v9vzzz/PCCy8QF6cPqF25TDlhYWGGZ64tX3/9NbNnzzZK+/XXX43+zveyvXv27Em/fv2YMGEC3bp1Y+jQoXckd2XKlCoUCtPpzfpWWlkVLgjHzl9mV8xJ/vjkrWrv8+tHxrGnBnVrz1PTZvLTP2sY0LVdtVZV5aiUZcgVpnnLzeBVyrt382nZsT8bl//Ckh/f5/EJ0/HyDeLi6UPs3bLsju+hkOvd5SpTbuZ9p6bmNbnv+EF2qNQ61uw1HytHIQONxnRFVC6vQmZZtvKuY26aNJSXg+ZWN8or0pGUruViooacAh1hvlI6NpJTVKpg/SFT17PfNpShkIOzrZY29a3MuhlayfUxJyrzb7Xt5QQ13y0twM5GQlSwggAvGdZW1d+jTK3ByoxflPUtf4AyC75hxbfcWnNLyvhieFf6NtTPF73qhzLsp1X8uve0iTKqdagvP4/pQ0GpkiNxaVy5kU2JObO4GmBtJUVp5lQ2pUpruF4T3vr4PFZWUoIDbOnd2Qtbm3/HR8zSWCvvI1b/0li7U6yspCanRQGGNreqYfuW88RAL5o3dOT7hUkUFVc0hK21vp6cPBXvfRtrUExnZKuY/mII3dq5snlPzT7kHkYkCit0atM5RqdSGa5bQqdWob6ZRsmpI5ScPgJSKQ7te+I2dhKZcz9BGV/7Ex/N8TDMZSpVmYnVMIBCUf4Orv1pkpbw8o9g/Nu/oywrIeHqSa6dP0RZae0CPltcM9xjee3snQgIiaJZu96ERjYm40YiW1f/zu/fTuHld3+5K1c9taoUmZlnkN96BrXq7tc9d4t+HjNV3hjmMUXt+u5j/T1pVt+BuUtSKSoxrvfNz40Py9m2P5fZ74Xz1FBvth/IMfu+MpH3IRhrAkFlhDLqPlPTWD7r168nKCjI4LpVr149/P392bhxoyE4eUREBOvXr+fcuXOcOHGCY8eOMXHiRIYOHcqnn35qqKtNmzZ88MEHRvWfPn2aN9+sPohzOStWrDAohkCvHBszZgzvvvuuUSBrS+h0OiOLpmHDhjFz5kxD+RUrVtC3b19DXbGxsZw9e5a5c+cCIJfLDQqwysoo0CurmjdvzuzZs/nmm29q/FzmmDZtGu3btzdK8/LyqnH5P//806AwBHB2dja5bmNjw+nTp5k3b55JnDAw/zerXE9Vfak2lla3M378eB599FGjNHOB5u9le7/44ousXr2aiRMn3lU9t2NtpUBlxvG97FaatQUlkVqj4dsFy+jXqTX1b7n01QaFXM7wPl354re/uBSbWONT+xRW1qhVpgqycgXR3cZmAL2V1QtTZ7Nwzjt8/7He3dXGzoHHxk1l0Q/vYm1jOQC0TAr2NsYLjIISfWwBczEIypU55j5G7xaJBMYNtMfHXcaPK4ooLNEZLJkAbGyhsBRUGpCZUTiVy6syo6gqp7zrmIs9Yyh/K0+Ij5Rx/a35fmUZybfc+s7HayhV6ejVUsHRS2rSc4zvdT1Vn68wv4xz11W887QTEgkcPKvvAwXFetdDc/Eo/q22LSjWcSlB/1AnLqvo29aGVx9zZMaveVUGIrWWy1Ca0dqV3dKcWCvMK2es5foHkUul9KofYkiXSiX0aRDKT7tPkpZbiK9LxfvF3cEWdwd9fJVeDUL5be9pnl+8mXWThlsMYC6XS3ByMF7q5OarKFNqzX5IWCn0yo0yZc12j0+e01tXHTmRw/6YbBZ+14ySEg0rN1mOd1IVMinYVRprhVWMtfI+ovwXxlpNkMskODoYC5aXr0ap1Jr98Clvc2UN2xegS2sXnhrmy6Y9WazfaWz+Va483BuTa2QhuS8mF/VzOupH2P+/VkbpVEokZpQokltrAJ2Z90o5LiPGYxUSyc0v36a88UpOHML7nW9wGfY0N795p1ayyKRgb1vpPfGQzGUKhTUaM0o9lar8HWxjcu1OsbF1IKKhfo1Zv0UPTh1cz+JZLzPp4xX4Btcs1IbFNcM9lLekuIBZM56m5+Cn6THoKUN6UHgDZn8wjsO7V9Op9+NV1FA1coUNGjPPUK6EKldK3Q/kMgmOlWL95RWUz2OminPDPFYDBVE5nVo5MWaIF1v2ZdfI0kmt0bFuZxaTxvoTEWxrFEfvYR5rDwviNL37h1BG3WeCg4ORSCTExsZWmS86OpqrV69Sv35F3AytVsuKFSsMyijQWx01btyYxo0b8/TTT7NmzRreeustXnjhBQID9fErbG1tjU4sA7hxw3Jww8pcu3aNU6dOcebMGb7++mtDukajYePGjTz22GNVlNbnS0hIMJxYB3rLqpkzZ7Jp0yZatWrFiRMnmDKl4rSO6Oho1Go1nTp1MqTpdDqsrKyYMWMGjo6mJ/y88cYbPP7444wfP94oPSQkBNAruG5vT0t4enqatFdtCAgIqNL1r/x6WFgYWVlZTJ48mT//ND5hxdzfrJzy57l+/bqR22Y5t8efKlfuFRSYBsbMz883aUdXV9caP/u9au9yKzS5/N5NRx6uztzMzjVJz7rlnufpaurCB7Bx7xESUtOZOmEkqTeNP3qKS0tJvZmFm7MjNtaWd5u93fVWcPmFNd/pdHb1NOsml5ejD5Lr7HbnMcxuJ7J+Cz6au4GUxKsoy0rwD44iL0d/Xy8/y3/3MH85rz1urHR+75d88oq0ONubccW8lZZXeO9d9Eb1tqVhuJwFG4q5kqQmMtBUtk+XlJBfZKykMshW7oJXxULJ4MpnoXxRqQ7NrUdrW19OYbHOoIgq53y8hj6trAj2kZKeY9kS1dleipVCwpAudgzpoleovPNTHvmFFtrW4ZZLWMG/G5PhxGUlQ7rY0iRCwb7Tlj9oPR3tuJlv6saQWVhiuG4OZ1trrOUyHG2skFVy53Wz17v45ZeW4YvlzY6e9UP4fudxdl1ONLGiKqdhlBNzPjGOxfLYc0fJzlHi7mo6jsvTsrJrH2so9UYpV+OK6NnF846VUaF+Ml4dbhxc+P0/Csgr0uJkb6Y/3krLK3wwC//6kfZ8Nc1Y6T52ygWyc9W4uZgqScrTsnJrFqy+eQMH3nguiJjT+cxZkGRyPStHX09OnvHmg1anjy1VOZj8/zc0+bnInE3DNMic9O8hTZ6pC58+gwz7dt0o2L4WIy2eVkPphVM4dO6r18bXwoo+3F/O6yON1xQPy1zm6OJJfo7pO7ggV+/u5uRS8w3J2tKgZS/gbU4f3lhjZZSTiyd5ZtYM+bfc85xd737NcOrwdgrysmjUsqtRemT9ltjYOhB76dRdKaP0bW56MFF5mzv+i21emXoRdnz+ZqhR2jNvXyY7T42ri+na1M25dvNY0/r2TBkXwNGzBfywOLXGcmXemt8qK8oe5rEmEFRGKKPuMy4uLnTs2JE///yTMWPGmMSNys/PJy0tjXPnzrF48WIja5i8vDzGjBnD9evXLbpoRUToF4UlJVUf81wboqOjadWqlUl8oJUrVxIdHV2tMmrVqlXk5eXRu3dvQ5qDgwN9+/ZlxYoVJCUlERISYnAFU6vVrFmzhqlTp9KhQwejul566SXWr1/Pk08+SWUaN25Mr169TCx16tWrR0REBH/88Qf9+/c3iWOUn5//wOJGjRo1il9++YVt27bRq1evGpXp2LEjLi4uzJ8/30QZtWPHDuLj45k+fTqg72+urq6cP3+e1q0rgmoXFhaSmJhoUBzdCf/l9o4MDuD4+SsUFpcYBTE/f01vBl0nOMBsufTMbNQaDc++/7XJtY17j7Bx7xG+nPI8XVo1tXjv1FunLLk61fxI9ICQKK6cO0pJcaFRQNL4q2dvXb93BxNIZTICQyvqO7LnCAB1G5laHJaTfFPDnGXG8V/yi7Qk39QQESBHAkYBM0N8ZZSpdNy8x0Esh3axoV0ja5bvLOb4JZVZ2axt5BQU60jN0hLqKzORLchbhlKlMxtYvOLZdBSW6Aj0NF3UBXobx1xwtJUgkZoqCWS30mTVBONPvqkhPUeDXAqLN+mVOnlFWpIstG2or5wy5b1v28qUW7VUdypOlI8bR+PSKCxVGgUxP5us/6Co62M+nqFUKiHKx43zKZmo1BoUt5n9lMeZcrUzjUV1O2W3TgErrOI0vWvxhUx+/6xRWnaukqvxRTSup7dIu/1bvF4dR0pKNSSl3tk71MpKarCuuhNSMjT8sMJYkZ1fpCMlQ0u4v2l/DvHRj7WM3AcTMDY2sYSpX1wzSsvOU3E9sYSGdexN2rduuB2lZRpSblTvghMVZseMV0K5Gq+PBaU184hX4/V/Jw9XY8WXXCbB2VFOXsFdHA31EKBKjsc6sgESG1ujIOZWIZGG6+aQ2jsikcn1JylUQiKTIZFK9ddqoYxKvqnhu6XGG18Py1zmG1yP2IsxlJYUGgUxT7p+5tb1f+9wII1aiU6npbSk5qfpBYREcfX8v7tmyM/Tb8hpKw08nU6HVqtBo61duI/KeAfWJe7SEcpKCo2CmKfEnQbAJ6jeXdVfG+KSSnjnG2M3uZw8NXFJpTSItDOZx6JCbSkt05KSXr3CJSrUlndfDOJqQgmfz0syO49ZwsdD/06tPI89zGNNIKjMna+YBHfM+++/j1arZcSIEWzZsoX4+HiuX7/OokWLePzxx4mOjqZx48a0atWKOnXqGH6tWrWiUaNGREdHA/DKK6+wYMECTp8+TUpKCkeOHOGjjz4iJCSkxvGRqkOlUrFmzRoGDBhgJEudOnUYMWIEp0+f5urVirgCpaWlZGRkcOPGDU6dOsVXX33FBx98wJNPPknbtm2N6h42bBgnT55k6dKlRqcI7t69m7y8PIYPH25yz969exue3xyTJ0/m8OHDhrhKoI9xNHPmTOLj4xk5ciR79uwhKSmJS5cu8dNPP/Hiiy8a1ZGfn09GRobRrzy+073G1taWESNGMGfOHCO3O6VSaSJDdrberNfOzo4PP/yQHTt28N5773Hp0iWSk5NZvnw506ZN47HHHjOKW/XMM88wb9481q5dS2JiImfOnOGNN97A1dXVSEEI+kDyle9bWGj5aPZ70d7/Bt3bNEej1bJ6x35DmlKlYt2eQzSICDGcpHcjM5v4lAorwV7tW/LllOdNfgDtmzXkyynP0yBCv3uWk2+6cCwqKWXppp24ODpQNyzI5LolmrXtiVarYf+2FYY0lUrJoV1rCIlsZDhJLzsjjRspcZaqqTUFedlsWz0f/+A61G3c1mK+kjIdlxPVRj+1Bk5eUeFkL6VpnYoPQXtbCc2jFJy9rjKKcePhLMXD+c5fOT1bWdOzlQ2bD5ey+0TFArCybFdTtKg1cOa6Bic7CY3CKpQcdjbQOFzG+XiNwbIJwN1JgruT8eLpTKyaesEynG+zRonwl+LlIuXM9YoHy8jT4mQnIdzP+NmaRejvm3JLcSWVgK0ZgzovN327XE1ScylB/1Nr9DuMzg5SmkVVatu6Cs5UblsXKR4ud9a2lU39y+nYRC9swo2qPzh61g9Bo9Ox4vhlQ5pSrWHNqas08vc0nKSXlltIXEauUdk+DcLQ6HSsPV2hzChTqdl49jphni54Oek3a3KKSs26Ja88cQWA+n6mgXzLKSzScPxMntFPqdKx52Am7q5WdG5bcSKos6Ocbu09OHg028idwc/HBj+fCrcXmRSzFjf1Ih0IC7bn0jXLc2Z1lJTB5SSN0U+tgVPX9GOtSUTFHqK9jYRmkQrOxaorjTUJHs7352OgsFjDyQuFRj+VSsf+o7m4uSjo0KJiQ83JQUanVi4cPplv1L6+Xlb4ehkPjkBfaz5+PYz0TCUzvo2z6A5z5lIhOXkqurV3RXGb22WvTm7IZBJOnKv5B/7DSMmpw0hkMuzb96xIlMuxa9OVsrgrhpP0ZK7uyL0r4l5qC/LQFhdi27i1kT+yxMoam4YtUN1IBlXNrD7KKS7TGeawh20ua9iqN1qthpidywxpapWS43tXEhje2HCSXm5mKjdTq/ZssERJUb5ZV8Cju/Vr2oDQhjWuq1nbXmi1Gg5sr1gPq1RKDu/WrxnKT9LLzrzzNYOXr95a+viBTUbpZ4/tRllWQuBdKrzqt+yDTqvh+J5/DGlqlZJT+1fhH9bEcJJeXlYqmWl31uY1pbBYy6mLRUY/lVrH/uN5uDoraN+8YgPVyUFGx5bOHDmdbxSfycfTCh9P03ns/VeCSc9S8eGcBIvzmJOD6fvE1lrKI73cyStQcy3BOAbYwzzWHhZ0Osl/8vf/EWEZ9QAIDAxk5cqVzJs3jy+++IKbN2/i5uZGgwYNeOedd5gyZQrPPvus2bK9e/dm/vz5vP7663Ts2JH169fz888/U1BQgKenJ23btuXll1++Zy5PO3fuJDc316zVTnh4OOHh4URHRxtOwVu2bBnLli1DoVDg4uJCw4YNmTVrltnyLVu2JDQ0lMTERIYMGWJIj46Opn379mZd8fr06cNvv/3GpUuXzMaqCg0NZdiwYYbA7+U0btyYFStWMG/ePN59911ycnLw8vKiWbNmBiuicm4/0a+cKVOm8Nxzz5lvpLtk9OjRLFiwgE2bNhkCuO/bt4+OHTsa5QsNDWXz5s0A9O3bFw8PD3766SdGjRplUBi98cYbJn1nwoQJ2NnZ8euvv5KUlISzszPNmzdn0aJF2NgYxxWYM2cOc+bMMUp7/PHH+eijj8zKfi/a+9+gYWQoPdo258elq8nJLyDA25ONew+TlpHFu8+PMeT7cO4CTly8ypGlPwEQ4u9DiL/545D9PN2NLKKit+xhz7HTdGzeCB8PNzJz81i/6yA3snL44KWnUdRiDIbWaUzzdr1Z89ccCvKz8fIJ5PDudWRlpDL6xQ8M+RZ+/y5XLxzjx+jThrSSogJ2b/obgOuXTgGwe9NS7OwdsbV3pGu/CivCb2eMI6xOYzx9gsjPzWT/9hWUlRYzcdr3Zk8+rI6TV1TEpqoZ3dcOH/dSCkt0dG5qjUQiYcMB48XTK4/px+uMX/MNaW5OElrX1y9egrz1i7G+bfVxIrLztcRc0C/cm0QoGNrFlvRsDTeyNLSqZ2wFcSlBTUGlk+/OxGqIv6HhsW5WeLuqKCqF9g3lSCWw9ZjxB8Hzg/T3/OzPCpl3HFfTJEzOxEes2XdGjbUCujZVkJqlJeZSxS7lgXNqWtWV80w/aw6cU+sDmPtJaR4p53KShsSbemWUlQLeHWvLqWsa0rO1KNXg4SClXSNrSsp0bDxo3F4nLquITVEztp89Pu6lFJXo6NzMGqlEwvr9xlY7k5/Qt+07825vWyltGtxqW199X+zXzsbQtkfO6xV6bRpY0bmpNaeuqsjM1WBjJaF+qIL6oQpOX1VyObFqy5LGAV70rh/CnB3HyC4qJdDNkXWnr5GaW8AHgyvmsHdX7eVYwg1Of1BxCujwllGsPHGZzzYcIiErDx9nB9afvkZabiFzRlZ8XG84c53lxy7RrW4QAa6OFClVHLyWwuHYVLrUCaRNWM0Ol7id3YcyOXc5n2mTIgkJtCMvX8WQfr5IpfDH0kSjvLM+1H8kPv68/oQxWxsZ0b+2ZteBDOKSiikt1RIWbEe/7t4UFatZtNy4fPuWbkSE6F3v5HIJ4cH2jB2ud6PffzSL2ITqNztOXlXTNU3NqN62+LiXUVSio2NjKyQS2HjY2Mro5WH6e33wR4VSzNVRQutb4ybQWz/W+7TW94/sfB1HL1WMiYahcvxvWQVKpeDnITPkPRurrtFpTPuO5nLhWhFTJgQR7H+TvAI1g3p4IJVKWLzKOEzA52/pLbqfeuMCALY2Uj57MxwHexnRG2/SuqmxJW1aehkXr+vbTKXW8ds/qbz5XDDfTI9g+4EcvNytGNLbg7OXCzlwrObHoteG4BdHoXB2wsZP70rkNaAbNrfeHfFzF6POv3OFZG1QJlyj+MQhnAc/iczRCXXGDezadEHu7knGX/MM+dzGvIx1ZAOSJ92yZNfpKNixDudBT+I15VOKY/aCVIp92+7IXT3IWjjHwh1rz8MwlwVFNKFR675sWT6Lovws3L2DObF/NTmZqQyb8Ikh37KfpxJ36SgzF180pJUWF3Bw6xIAEq6eBODQtj+xsXPExt6J9r1GARB7MYZ1Sz6jYaveeHgHo9GoiL98nPPHtuEf2pCmHQbVuE1DIhvTrG1v1v49h8L8bDx8gojZs5asjFRGvfCBId+iH97h2oVj/LDsjCGtpLiAPbfWDLGX9fLu2fw3dvZO2No70qWvfs3QqGVXfAPD2bziZ7Iz0wwBzPduXoqTqyftut/dgTMBYU2o37IvO1bOoqggGzevIE4fXE1uVgqDn65o81W/v03C5aO8//slQ1ppcQExO/RtnnRNfyJwzI4/sbFzwsbOkdY9Rt+VbOUcOJbPxZ7FvPaMP0G+1uQXaujfzQ2pFP5cY+wm+dmUEADGTdVvkthaS/notWAc7GWs3JJJq8bG3zRpN5VcitX3/4Hd3WnX1JEjpwvIyFbh5iynV0dXPN0UfPN7MuoqYlzezsMw1gSCykh0NY2oLRAI/rOUlZXx4osvkpaWxpIlS3BzM+8a8/+R3JM7zaaXKVX8vGwtm/fHUFBUTESQP88/Npi2TSriWE388FsjZZQl2jwxkeG9u/DmuCcMaUfOXGTJum1cT0ohr6AIWxsr6oeHMHZwb1o2tLxjeFze3my6SlnGuqVzidm7geKifPyDIxn0xEvUb1rhqjprxngTZVTWzRTee7G/uSpx8/Tjk58qdjWjF3zFmaO7yc2+iY2tPfUat2PQky/h4W3ebRFg5ZaqT+WxtZYwtIsNTSIUKBQSEm5oWLW7hMR0452xj57Vf1DerowyF++pnCtJamb/o/+g69/ehgHtLQdk/e6fQq4m6Rc/tvYVO5O2VjCwvRUNQ2Qo5JB0U8u6QyqT+E7TR+nrvl0ZBeDtKmFweytCfaWotXAxQcO6g0oKK3lwebpI6NtaQZCXFEc7CflFOs7EathyVFURDF0KA9opiPCT4eooQSHXx9S6GK9m08FSsvJNP/DtrCU82s2WppEKFHIJCTfURO8qIbHSruOnL+jb9vZFZZ1A05gS5VxJVPHt3/q2DfKR0aeNDSG+MpzspWi0kJ6tIea8kl3Hy4yOaP4u6Bez9ZWp1MzddYINZ66TX6Ik0tuVl7o3p0NERb8aP3+jiTIKIKuwhO+2HWXPlSRKlGqifNyY2K2ZUdnzKZksOHCGsykZZBWWIpNKCPFwZkDjcJ5sXR+5zLwitfeyDmbTy3Gwl/HiU6F0bOOOtZWUS9cK+XFBHJevGysS/vlZ70JeroySyyVMHBtCs4Yu+HhZY20lJTNHyfHTuSxansSNDGPl0LRJkfTrbnoQBMBnc66weZf+o6ZJl8ZVymtrDUM62dA4XI5CLiExXcOqvaUk3TTuOx+M04+p25VREQGmsajKuZqsZk50hUJsdG8b2tQ3HxdvydYSjlxQceVk9ZYKDnYyJjzhR/vmzlhbSbgcW8KvS1MMrnXlLPxaPyeXK6O8PaxY9I3leINb92XzzW/GCr8ubVx4fIA3gb7WFBZr2Hc0l/nRaZSU6tvmlb/uPLaNObpd3YFdiPl5c2dEd0oSUu6q/iYvNKl5ZrkC5wGPY9eqE1I7e1SpieSt/4eySxXvCc9X3jdWRt3CtkUHHLv2R+7lC3IFqpQECnes05+uVws+Cfi5yuv/pbmsdzfzMSNVyjK2rZjDqQNrKSnOxycwil7DXqFO4wql+i+fjjVRRuVkpPDl6z3NVYmLhx9vz9oBQFZ6IjtW/0jClRMU5Gag0+lw9wqkYes+dO4/DisLh4g4Wpu3UFMpy1j/zw8c3XdrzRBUhwGPG68ZvvtgnIkyKutmCu+/3M9snW6efnw0d7Ph38WF+Wxa8TPnT+wlOzMNGxt7ohq1YdDIV/DwMt//Mwpqdoow6IOV71w1m7OH11FSlId3YBTdhrxCRMOKeLELvhxjoozKzUxm9tvm29zZ3Y/XvjS/LjTHnwvOV3ndwU7KuBE+tG3qhLWVlCvxJfy+LM3EWumPz+sAFcooL3cF87+Isljv9gM5zJqvnyea1rdnWB9PQvytcXSQUVam43JcMdGbMzlzqcJtOzDSv9rn+S+NtXlvu5qt62Hg2GUL8fYeMC2jHt42tYRQRgkE/08oKytj4cKFBAcH06dPnwctzn3DkjLqv4olZdR/leqUUf81bldG/dcpzH/wR1fXBkvKqP8q1Smj/mtUp4z6L1ETZdR/iXutjPq3qZUy6j9Adcqo/xKWlFH/VSwpo/6r1EYZ9V+gOmXUf4maKKP+SzzMyqijl3MftAhmaRXl8qBFuOcINz0BEyZM4Pjx42avPf/887zwwgv3WaL/Jv/1drK2tv7XXAkFAoFAIBAIBAKBQCC4VwhllIBPP/2U0lLz1g+3n+b3v45oJ4FAIBAIBAKBQCAQCO4eoYwS4O1tPpaFwBjRTgKBQCAQCAQCgUDw/5f/ryfX/Re583O2BQKBQCAQCAQCgUAgEAgEgloilFECgUAgEAgEAoFAIBAIBIL7hnDTEwgEAoFAIBAIBAKBQPA/j/ZBC/A/hLCMEggEAoFAIBAIBAKBQCAQ3DeEMkogEAgEAoFAIBAIBAKBQHDfEG56AoFAIBAIBAKBQCAQCP7nEafp3T+EZZRAIBAIBAKBQCAQCAQCgeC+IZRRAoFAIBAIBAKBQCAQCASC+4Zw0xMIBAKBQCAQCAQCgUDwP48O4aZ3vxCWUQKBQCAQCAQCgUAgEAgEgvuGUEYJBAKBQCAQCAQCgUAgEAjuG8JNTyAQCAQCgUAgEAgEAsH/POI0vfuHsIwSCAQCgUAgEAgEAoFAIBDcN4RllEAgeKgptvN40CLUioJ8xYMWoVY4Oj9oCWqHldXDs8cikz1cO2/akuIHLUKt8AkLeNAi1Ap7e6sHLUKN8Qn2edAi1IomLzR50CLUitPzTj9oEWqF2zy7By1CjZFLdQ9ahFrhavNwzbtZRQ/PPAbg7uv+oEWoMd6+Dg9aBIHgniOUUQKBQCAQCAQCgUAgEAj+5xGn6d0/Hp4tZIFAIBAIBAKBQCAQCAQCwUOPUEYJBAKBQCAQCAQCgUAgEAjuG8JNTyAQCAQCgUAgEAgEAsH/PNqHK7TcQ42wjBIIBAKBQCAQCAQCgUAgENw3hDJKIBAIBAKBQCAQCAQCgUBw3xBuegKBQCAQCAQCgUAgEAj+5xGn6d0/hGWUQCAQCAQCgUAgEAgEAoHgviGUUQKBQCAQCAQCgUAgEAgEgvuGUEYJBAKBQCAQCAQCgUAg+J9Hp5P8J393wp9//kn37t1p1KgRI0aM4MyZMxbzLlu2jJEjR9KqVStatWrF008/XWX+e4FQRgkEAoFAIBAIBAKBQCAQ/D9h48aNzJw5k5deeolVq1ZRt25dxo8fT1ZWltn8R44cYcCAASxatIilS5fi6+vLuHHjSE9P/9dkFMoogUAgEAgEAoFAIBAI/o+9sw6P6uga+G817p4QJSRBEtytuEMLFAoUSt2V9i2FvrWv7oXSUnvrWHF3dw+ucYG4y+r3x0022exupKVQmd/z7NNm7szs2WHu3DPnnnNGIPiH8P333zNhwgTGjRtHZGQkr7/+Ovb29ixbtsxq/Y8++ogpU6bQsmVLmjdvzptvvonBYODAgQN/mozCGCUQCAQCgUAgEAgEAoHgX4/R+Nf8NAWNRsPZs2fp0aOHqUwul9OjRw9OnDjRqD7Ky8vR6XS4ubk17cubgDBGCQQCgUAgEAgEAoFAIBD8A8jPz0ev1+Pl5WVW7uXlRU5OTqP6+PDDD/H19TUzaN1olH9azwKBQHAL0Wi1fP/rYrbs3E1xSQkRYaHcP+UuOrVvW2+7PQcOsXrjFhKTUygqKsbNzZVW0S2YPmkC4aEhZnXLy8v57pdF7Np/kMLCIgL8/Rg7chhjhg9psrw6rYbNy+ZyfO9qykuLCAiJYvD4p4mKrf8BkJ2RyMHti0m5eoqMpHPotBpe/GQLnj5B9bbLvZ7CxzNHo9NqePKNJTSLaNOgjPZqGNZFSeswBWolpGYbWHdQR0Zu417X+LjLGNlNSZi/HL0eLqQaWHdQS2mFZV1PFxmDOymJDJJjp4LCUiOnEgxsPqoz1Xn3QXub33U1w8DinToGd1LQMkSOSgHpOUY2HtWTmdc4eb3dYFhnJSG+MvQGuJRmYOMRPWWVttvEhcsZ30dJpdbIWwu0FtdlQKdoOZ2i5Hi7qtDoIDPXwJajWjpEmY/t2gPaRo+tr7uMkd1VtcZWz9oD5mM7sKOSQR1VNvv4YlUlydcNFuVyGTwz3g5Hj9fRHN6E7sx+s+sanZ4v955m7dkkiiu0tPBx4/HecXQL92+U7JvOp/Dr0Ytczi5AKZcT4eXK433i6BLqZ1Yvt7SCL/ecZvfVDArLK/FysqdLqB+vDe/aqO9pDI72cu4e6UGXWEfUKhlXUiv5eXU+iemaetvJZNCnkzNdYx0JC1Lj7CAnK0/H/pOlrNlZhFbXtFeaf7V7DaB7KwXdWynwdJVRXOrDoTMVLNtWgkZrXSZHexkTB7vQoaU9dipISNeycGMxyZk6q/VrExGkold7B5o3U9HMT4lSIeOeV65Z1OvVzoEHx9p+Yzt/aQEHTln50fWhVOI2fCKOXXojd3BGm5FM4dpFVF483WBTu+hYXAbfgSowBJlcgS47k5JdGyg7sqdpMtwgFE6ORMy4H/cubXHvHIva0534+2eS9tOKP+077dUwtLOS1qFyVEpIyzay/nAT5q6bjBHdlIT6SevuxVQD6w/pbMxdGNRRSfPAmrl7OtHAlmN6s3oyoEuMnM4xCvw8pH4Ly+BsqoGicqmOTqth01LpGVxW9QweemfDz+CsjEQObpOewelVz+CXPrX+DH776YHk52RYlHfrP4Fx97/WqPGpRqvVsPTXr9m7cyOlJcWEhDXnzikPE9u+/vXwyP4dHNi7lYTL5ynMz8XLx492nXpyx8T7cHJ2sahfXlbKisX/4/C+7eTn5eDi6k5kTBseffZV7OxsP4Nro9Nq2L5iDqcOrKK8tAi/4GgGjH2a5q171tsuJzOBIzsXk341nszkc+h0Gp75YCse3s0s6p45tJ6LJ3eQlnCKvKxkwqI7c+/MnxslX31I65grHVvZYaeScTVNy8KNRY1ex3q3dyCimZpgf2kdm/bfTIt6vdo78NBYd5v9fPlbvsU6Zq+CQR0VtAyRSfpNrpFNR/Vk5jXud3m7wdBOCpN+czlN0o/q029iw2WM7y3pN28vNP/9HVvIiAuX4+0mw14NxWWNk0Pw1+Xrr79m/fr1/PTTT9jZ2f1p3yOMUQKB4B/Je5/OY9f+g4wfPZyggAA2bd/JzDfe4ZO3XiW2VUub7RKSU3BxdmLcqOG4uriQX1DAhq07eHTGS3z+wVtEhocBoNfreeHVt7h05SpjRgyhWUAAR07E8+n8bykuKeXuCWObJO+Sr2Zx+shmeg2Zird/KEf3rOT7Dx/hoVnfEx7d0Wa75Csn2bfpF/yCmuMbGEFG8oVGfd+aX95DLlc0Wj4ZMH2ImgAvGbtPSRuD7q0UPDRSzdwVGnKL6t9ouDrBwyPVVGiMbDqiQ62CPrFK/D3VzFupQV/LBhLgKeOhkWqKyozsOa2jrALcnWW4OZn3uWiHpYEg1E/aMF/JMHD3QCV+HjL2ndVTViFtRu4domT+Wi15xfX/XldHuH+oigoNbD2ux04FPVpLG5mv1+nM5K1GrYTBnRRU2ticA9zeU0FchJyTVw3sOy2NQ6CXnLG91bi7yNgdr6O0wkj3VkoeHmXHnOWVDY6tmxM8PMqOCo2RjYe12Klk9IlT4u8h5/OVlSZZzyTqyS207GtoFyVqpYy0bCs/CujZRom7s+1TXF5Zf4htF1OZ3CmaEA9nVp9O5Mmlu/h6Un/aN/OpV/b5e0/z9b6zDIwOZnRsODq9gSs5hWTV0WSvFZVy7y/bABjfrjm+Lo5kl5RzJtN6Es7fg0wGMx/wJSxQzeqdhRSXGhjcw4VXH/Nn5icZXMuxvflQq2Q8fpc3l5Iq2LK/mKISPVFhdkwY4k6bFva88WXjk3/+Fe+1oV2U3NZWyakEPfvO6nFSahjY1ZEgXyUf/pRvdSyfu9uDYD8lG/aVUlxmZEAXB16615NX5+dyPU9v0aY2cVF29O3gQOp1Hdn5egK8raurF5M1fLW0wKJ8SA8ngv2UnEuo34hoDc+7H8ehXVdKdqxHl52JY9fb8H70JbLnvI4m4aLNdvZtOuL14Atoki5RtOE3MIJj++54TnsSubMrJTvWNVmWP4ra24Oo/z5BWXI6xacu4nXbjTPcWkMG3DNYhb+njD2n9ZRVGOnaUsEDw1XMW6VteO46wkMjVFRoYfNRPWoV9I5V4Oeh4svVWou5+8BwFUVlRvaekb5LmruWa9XY3kraRco5cdlAVjEo5ODmCHYqoMoYtfirWZw6vJneQ6uewbtX8t0Hj/DI7AaewZdPsrcJz+DA0Bj6DJ9uVuYTEFZvG2t89en/cXj/doaOvgv/gGB2b1/HB288x+y35hHdqp3Ndt/OexcPT2963TYULx8/UpOvsmXdUuKP7eetT35EXcvAVFZawv/NepS8nCz6D7kdv4BmFBflc+FsPDqtptHGqBXfzeTc0c10GzQNL79QTu5dwS+fPMz0//xIaJTtsU29epJDW37GJ7A53oHNuZZy3mbdIzsWkpF8lqCwWMpLCxolV0NI65gnIf5K1u8rpbjUwICujsy6z4tXvsxpcB1rG2VH346OpF7X1r+OJWmYb20d6+5EiL/lOiYDpgyQ9JH9Zw2UVULnaDnTByv5ap2uUfrNfUOUVGhg2wkDaiX0aC3H10PJN+vr0W862tZv/D1l5JfAxTQD5RojHs4y+sY1Xsf8q2Hg951c91fCw8MDhUJhkaw8NzcXb2/vett+9913fP3113z//ffExMT8mWIKY5TgzyM7O5v58+ezc+dOrl+/jpeXFy1btuSee+6he/fupnpfffUVn376KTNmzOCBBx4w60Ov1/Pdd9+xfPlyMjIysLe3JzQ0lAkTJnDnnXcCMHPmTIqKivjiiy/M2h46dIhp06Zx5MgRXF1dGy330KFDSUtLY8eOHfj4mG+kpk6dyuHDhwFQqVR4eHjQunVrxo4dy+DBgwHYtGkTzzzzDDt37sTPz8+i/8GDB9OvXz9eeuklAE6cOMHkyZPp3bs3X3/9tVndtLQ0BgwYgKenJ1u2bMHZ2dl0bcyYMQwcOJAnn3zSVJacnMz8+fPZt28feXl5+Pr60q5dO+69915iY2MBiI6Otvq7P/74Y0aMGGFzXGbOnMmKFbbfpgYFBbF9+3azMVKr1QQGBjJ27FgeeughZDJpcd+1axePP/44ixcvpnXr1qY+/ve///HVV1+xdu1ai7FvCucvXWb7nn08cu9UJt4xGoAh/fty7xPP8dUPv/D5+2/ZbHvPXXdalA0fNIAJ9z3C6g2bee6xhwDYc+AwZy9c5IUnH2X4oP4AjBk+hFff/ZCflyxlxOABeLg3LsY69eop4g+uZ/ik5+k74j4AOvQawyczR7N+0Uc8/uoCm21bdejH618fws7BiV3r/tcoY9TFU3u5dHovfUfcz/ZV8xslY5sIOWH+cn7ZquFMoqSpnE7Q8/wEOwZ1VLJoh6UXUG36tVOiVsHcFRoKS6WytCwjD4xQ0zFKweELklInAyb2U5FdYOTrdRp09eh6J69YakwtghQYjEY0WgjxlbNop5ZzyZLydCbJwNN3qOjfTsHSPfUrkX1iFaiUMH+ttkbeHCPTB6to11zOscuW3903TkGlFhIzDcSEWEbBtw6V0z5SwcIdWs6nGKmslGSIi4BO0Up+2VLJ6aqxPZWg5/mJ9gzqpGTR9obGViWN7XINBaXSb03NNvDgCDuzsb2WZ+RaHeXZzUmGq5OMIxf0VhVQJ3sY0EHJrpM6Bne29Ko6k5HLpvMpPHtbO6Z1lRSWkW3CufO7DXy64yQ/Th1kU+5T6Tl8ve8sz/Vvz92dra9L1by56SgKuYxf7hmMu8Of84auW5wjMeH2fPRjFodOScaw/SdL+WxmEBOGuDPnV9tu7Tq9kZfnZnIpqea18rZDJWTl6Zg41IPYFvacvtw4D52/2r3m4iAZBI5f1rNkp/TdmanFXM/RM3WkK+2i7Th50fx1eudW9rQIUTN3UT5Hz0nXDp8p572nfbijvzPzlxbW+xu2Hy5j3Z4StDqYOsLF5iYuO19Pdr654ColTBvpyvlEDYUl1g2stlCFNsexY08KVvxMyfY1AJQe3o3/rI9wG3M32Z/812Zb5z5DMRQVkD33DdBJhsvSfVvwf/lTHLv2vSXGqMrMLLY260nl9RzcOrah10HrSWtvFG3C5YT6yVmwTcuZpKq5m2jgufFqBnZQsHhn/d4kt7VTolLB56tqzd1sA/cPU9OhhZwjF6U+ZcCdfZVkFxr5dr223udEbLicjlEKftmq5VyygW5tLedSytVTnDywnhGTn+e2qmdwx15j+GjmaNYt/IgnXrP9DG7dsR+xXQ5h7+DEzkY8g908/OjYa3S9dRri6qWzHNizhcn3PsmIO6YA0Kv/MGY+MYWFP8zjtfe/sdn26Zlv0yrW3AAU3jyG+Z++wb5dm+g3eIypfPFPX5CTdY23PvkRX/9AU/mocY2XNS3hFGcOrWfwhBfoOex+ANr2vJ0vXh7FliUf8MDLi2y2jW7Xn5fmHcbOwZl9G76r1xg19sH3cfHwQy6XM+/lUY0XsB46t7YnKlRax46cldbvw2cqeP8ZH8YOcOHL3wrqbb/tcBlrTeuYawPrWLlZmUoJ94x05ZyVdaxVqIwQXzmLd+o4l1Kj3zx1u5J+7RQsa0C/6R0reS1+tU5nus/Sc43cM0hJu+Yyjl22NDj1iZNL+s01IzHBloaadYfqrrXGv7Ux6p+AWq2mdevWHDhwgIEDBwKYkpHffffdNtt98803zJ8/n++++860d/wzETmjBH8KaWlpjB07loMHD/Kf//yHNWvW8O2339K1a1def/11s7rLli3jgQcesJrZ//PPP+eHH37g6aefZt26dfz0009MmDCBoqKiP0Xuo0ePUllZyZAhQ2waXiZMmMDevXvZunUrc+fOpXnz5jz33HP897+Sktq/f3/c3d2ttj9y5AjJycmMHz/eVLZ06VLuvvtujhw5YvPozNLSUv73v//VK/vp06cZO3YsiYmJvPHGG6xfv5558+YRERHBe++9Z1b3nXfeYe/evWaf6oXKFrNnzzarX7efpUuXWozRxo0beeihh5gzZw4LFy40Xe/bty9jxozhxRdfRKOR3vhcuXKFTz/9lFdfffUPGaIAdu07iFwuZ+SQmt+kVqsZPmgAZy9cIiu7cbHS1Xi4u2Fvp6aktNRUduqcpBT172PuZt6/d080Gi37Dh1pdP+nD29GLlfQtd8EU5lKbUfn28aRcvkkBbmWbt3VODq7Y+fgZPN6XfQ6LWt+fodeQ6bi5Rfc6Hax4QqKy4ycTaxROEorJKNJq1A5igaeJm3CFFxIMZgUH4ArGQayCwzERtQ0btFMjr+nnK3Hdej0oFJIbycbg0IOrULlJF8zEh4go7jcyPnkGqWqrFJS2GKCG5a3VaicS2nm8iZkGskpNNImzLKxpwt0byVn4xEdBhsv/3u0lpOWbeB8ihEZkrIJ0mapuMxoMjyANLanE/S0DlU0PLbhCi4k602GKIAr6dLYxkXUrwy2i1Qgl8k4ccW68jqsq4rsQiPHbVzfejEVhUzG2HbNTWV2SgVj4iI4lZHLtaJSq+0Afj16CS9neyZ3isJoNFKmsW5kScwtYl9CJtO6xuDuYEelTo/WmuXsD9ItzomCIj2HT9d4ZRWXGjgQX0an1o4o6xlKvR4zQ1Q11X0F+dkOj6zLX+1eC/GTo5DLiL9qPgcOnpE2T13bWHpHdG5tR0GxnmPna8akuMzI4TMVdIixq3csAYpKDWgbjoKxSvtoexzs5ew/Vd5w5To4tuuGUa+ndP/WmkKdltID27GLiEbh7mWzrczeAUNZickQBYDBgL6kCKOm6R5aNwKDRkvl9aY97/4IbcKktexsUp21LNFAy5DGzF05F+vM3asZRmnuhtdMmsggGf6ecraf0Df4nOjZRkFqloFzyZKvgzUZTh2SnsHd6jyDu/QdR3IjnsH2TXgGA+h0GjQVvz+O6dC+7cjlCvoNud1Uplbb0XfQKC5fOE1utm1PzLqGKIBO3foCkJ6aZCorLSlm17Z19B8yBl//QHRaLVpt0+fxuaObkMsVdLxtoqlMpbKjfe9xpF49SWGD+o2zzeu1cfMKQC6/sdvazq3tKSjWc/RczYuE4jIDh86U//nrWIy0jh2It1zHWoXKJf0mxVy/OZtsIKaZrGH9JkTOpTSjVf2mtS39pqWcTUf1GG78o1fwJ3LvvfeyZMkSVqxYwdWrV3nttdcoLy9n7FgpeuM///kPH330kan+119/zWeffcbbb79NUFAQ2dnZZGdnU1pqW5f7owjPKMGfwuuvv45MJuO3337D0dHRVN6iRQvGjat5pXL48GEqKip46qmnWLlyJcePH6dDhw6m69u3b2fy5MkMGzbMVPZnugsuW7aMkSNH0rlzZ9566y0eeughizr29vYmY4m/vz/t2rUjIiKCWbNmMWzYMHr06MGYMWNYsWIFjzzyiEX/bdu2pUWLFoBkZFq/fj3Lli0jJyfHahuAu+++m++//54pU6ZYJKIDMBqNvPTSS4SGhrJgwQKzB3LLli2ZNm2aWX1XV9cmG3xcXFxwcTHPJ2Crn9pjNG7cOH799Vf279/P5MmTTXVeeuklRo8ezZw5c3jmmWd48cUX6devH8OHD2+SXNa4kpBIcFAATrXmHkBMVKR0PTEJX5/6XVRLSkrR6XXk5RewdPU6SsvK6RBX84ZAq9Uil8tRKc2X0eq46ktXExotb3ryebz9Q7F3NFe6giOk78tIvoC7V0Cj+6uPvRt/ory0iP5jHuHM0S2NbhfoJSM9x0BdO0tqtpGuLWV4u8m4nm/dCuPqCC6O1sPAUrONRAfXzNfIIOn/9QZ44nY1zXzk6PTS5mblPi3l9eQziAmR42AnIz5RT+82CjJzjRbypucY6Rwtw8tVRlaBdXldHMHZQUZGjuX1tBwDUUGWytrwLkoSrxm5nG6kTZhln3YqCPKWceSigYHtFXRtKcdOpSa3yIBKaWNsswx0banEx03GtYbG1oqsqdkGooMbNkYVlBhIzLT8t2nmI6NjCwVfrtZgIVwVF67nE+LpgrOdubGlTYAnABezCvB3tb5RO5x8nbZB3iw8eolvD5yloFyDt5M993dvxV0do0z1DiVJuYK8HO15eNF2DidnoZDJ6Brmz+whHQl0a9xmpSHCgtQkpFdanFhzJaWSQd1dCPBRkXqtfq+kuri7SuNfXNp4Df6vdq9Vb7jqbqqqc0WFBVoa2kICVCRn6izGMiFdS7/Ojvh7KUnL+p27tAboHmdPpcbIsXP1LBY2UDULR5eVibHCfAOoSb5SdT0MfYH10NDKK+dwHXQ7riMmUnpoJwCOHXuhDmlO7vefNFmWvyMBXjIycq3NXQNdYhQNzl1nB+trWVqOkehmlnNXpzfy2GiVae6eSzawap+O8iqbiZ1KWscOnTcwuKMUwm2nllFaaeR8mpGMKlkybD2Dm9/4Z/CVc4eYfW9HDAY9Ht6B9B52D72HTm1SH8kJl/APCsbR0XxtbR7VSrqeeAkvH0vPfFsUVs1pF1d3U9nF8/FoNZX4BTTj03df4tjB3RiNBiKj2zD9kRcIi4iy0Zs5mcnn8fIPw76OUalZRBwA11LP43aDxvZGExqgIjlTa7mOpWnp39kJf28ladf/nHWsR5wDlRqjmSGsmgBPmU39plOUDC9XyCqw3q+LQ5V+k2v5jEjPMdKimaVVd1hnhUm/aR1av9wOdlKeSWvhsn8njMa/t/zVDB8+nLy8PObMmUN2djYtW7bk22+/NYXpZWZmmu0ZFy1ahFar5amnnjLr54knnjCLxLmRCGOU4IZTUFDAnj17ePbZZ80MUdXUDplbunQpI0aMQKVSMXLkSJYuXWpmjPL29ubgwYNMnjwZT0/PP1XukpISNm7cyJIlS4iIiKCkpISjR4/SqVOnBtvecccdvPfee2zevJkePXowfvx4vv/+e44cOULnzp0ByfC0adMmU3gewIYNG4iIiCAiIoLRo0fz9ttv8/DDD5vC2aoZOXIk+/fvZ968ebzyyisW33/+/HkuX77MRx99ZPXNUFPCFG8kRqORY8eOkZCQQGio+RPM2dmZt956iwceeIC0tDSuXbvGt99+e0O+Nze/AE8PD4tyLw93AHLyLHOc1OWxF2aRmi4lGnVwsGfqhHGmcDyA4KBADAYD5y5eMstBdfqs5DGVk9vILJJAcUE2Lu6WRj0XD6msKD+r0X019D3bVs5nxOQXLJTuhnBxlJF4zVJ5KS6T1CFXJ9ubDBdHmVnduu2d7KU3eXoDeLtKdScPUHEp1cDOkxoCvOTc1k6Bm5Oa+Wtsv5lt11yBVm/kXJKBYZ0VJF238n3lVfI61qesVclrxbGipFxKaFotL0BUkIzmgTK+WG3bUOHhIkMuk9EmTI7BCJuP6SkpNdAzVkmwj/W3+kW1xtaWMap6bIusjG1RnbGti5+HjEAvOTtPWpd7TE818Ql6UrIMeNjIGZVTWoGPs6VnjLezAwDZJda9U4oqNBSUVxKfns2RlOs83KMN/q6OrDqdyHtbj6NUyBnfTjIep+SXAPDmpiO08vfivdE9uFZUxlf7z/DIop0svm8oDqo/rs54uCo4n2Cp+BcUSR5Bnm6KJhujxvRzo6zcwInzjffS+avda9lVRtswfxkJtZwYokLVAHi4Wj5z3J3lXEyyvFcLiqWxdHeVk3ZjljUznBxkxLaw4/j5Cio0TTwHG1C4uqMvsnw+VJcp3CyfK9UUb1yG0ssXl8F34DpUeulmqKwg97uPqDh9tMmy/B1xcZSRdM3a3JP+6+oI1208fk1zt9z63K297npVzd1J/VVcSjOw65SWAE8ZfdsqcHNS8dVa6T71dJXW3bgIOQYDbDyio1mAgghfGR0jZGgvG8kugqKCbFw9LJ/BrlXP5cIb9AwOCIkmLKoDPgFhlJUUcHT3Slb//A5F+VmMmDSj0f0U5Ofi4WH5Qs29qiw/r2necGuW/Sx5Z/fsZyq7npEKwOKfvsQvIIhHnn2F8tISli/6jrdffoL3Pl+Ah2f9L/UASgqzcXazHNvqshul3/wZSOuY5VpcUCyVebjISWt8OsBG09A65uwAyVa+t1pncXGs72VbPfdZuRFHO7mZztCiSr/5ck3jjG4zxitRKf4Zhpx/CnfffbfNsLyffzZP8r99+/abIZIZwhgluOGkpKRgNBqJiIiot15JSQmbNm1i8eLFAIwePZrJkycze/ZsnJyktz0vvfQSTz31FD179iQyMpL27dszYMAA+vbta9bXzp07ad++vVmZXl9/zHRd1q9fT2hoqMlrafjw4SxdurRRxii5XE5YWBjp6ekAREZG0q5dO5YtW2YyRm3YsAGj0Wjm+bN06VJGj5ZyB/Tu3Zvi4mIOHz5M167mSUZlMhkzZszg0UcfZfr06YSEmJ/qlpSUBNDgmFfz3HPPoVCYe0ysW7eOwMBAGy2axsKFC1m6dClarRatVoudnR1Tp1q++evevTtDhgxh3bp1fPLJJ3hYMSD9HjQaDWqV5dt6tVraPGkqG3Y1f/HpxygtKyfz2nU2bttBpUaDwWAwGfsG9u3FT4uX8v6cL3n64ftpFiglMF+1YRMAlU0Iy9BqKlGq1BblSpXkZaXVNv0NvzXWL/oYT99mdL5tfMOV66BSYDUvR3WZqh4HnGo7gc6KQcTUXgl6Dair/tnSsg0srspPcybJgEZnZFgXFZGBcq5kWHZkp5I8oy6nGanQSvJYWwKqv68+9/rq39LQ79UbpJCPoZ2VHLloILueNDh2VWPgZC/j63Va0nKknFHnkvW8ca89AV6WylujZFVK7az+Vl11HWls69IuUurYWohepygF/p4yftlSvwJaqdOhUli+dLCrErpSa30drg7JKyjX8O7oHgxpKa1pA2OCufO7DXy7/6zJGFVd18vJgbl39kFeZbnzdXHgpTUH2HAumbFtm1v5lqahVsmsnnqnqSpTq5oWAnLHADfiohz4ZmkuZRWN94z6q91rGblGUq4b6BunpLAUEjIM+LRQM22kGzqdEbXScu6qVTKrv6Hau8pamxtB51b2qJSypp+gV4VMpcaoszQ4GrVa03VbGHVadFmZlJ88RHn8IZDLce4xEM9pT5Iz7000SZd/l0x/J1QKW3NPuoeUShm23Cyr53V963b13LVTSfMnLdvIb7ukSXU2CTQ6aT1uHijjaobRbN39YrWGtGwjMjs51wqMDIyVExUgJ7vIID2DlVaewWrpGazT3Jhn8L0z5pn93bnvWL59/2F2b/iRnoOn4O7VuBNINZpKlPXqOI2Xd9+uTezcsoaRY+/GP7BGt6wolywbMpmMWf/3OfYO0jofGhHNa/95gC3rlzLhbktP/rpoNRXWx7ZKv9HdIP3mz0CtkqGz8kyofk6oVH/SOtZaWsdshRpL95mlXI15Rigbc5+Z6TcKjl6qX7+pzS9b9SgV0qmYQzuLnFGChhE5owQ3HGNdf1YbrF27lpCQEFPYXcuWLQkKCmL9+vWmOpGRkaxdu5bFixczbtw48vLyePTRR5k9e7ZZX127dmXlypVmnzfffLNJci9btsxkGALJOLZx40ZKSkoa1d5oNJp5NI0bN45NmzaZ2i9btoyhQ4eakpAnJCRw+vRpRo4cCYBSqTQZwKzRu3dvOnTowGeffdak32WNl156yWK8fH19/3C/1YwaNYqVK1eyYMEC+vTpwyOPPGLm8VbN9evX2bNnDw4ODhw7duyGfb9arUajtdxQVOenUtvZ3lBU0zommi4d2jFm+BDef/1ltuzczTc/1SQx9fTw4K3ZL6LVannh1TeZ9ODjfPXDzzz5kJSg08G+cafMgJSbQmclF0O1kqZS/fGEzclX4jmxbzWj7p5Zb14FmUwynFR/nB2kMq3eulHEFMJTj+23egOqtPK1dUOAqvupm5/mZJXBJNTPXPlTyCUZO0YpUCllXErTm+RV1CNvfQlvtfUYger+3u6t5Djaw46T9Ru/q+vnlxgpKDHibC/JrdWDwQjO9jLkdfTaRslapRRb/a3K6jrW27aLVJCZZ+BanvmabaeCoV1U7I7XUVha/3pup1SitaLVVlYJbWdDK7arEk4plzMwuuaYbrlMxuCWIVwvLiezKt+UfZWFZVBMsMkQVf23Ui7jVHrTvAAUCnBzUZh9ZDIp7ExlzbBSVabRNt6g1L2dIxOHurPtUDFbDlg/2qiuHH/le+2XrRoy84zc2VfFi5PseGayB4fPlpN8TUulxoibs9z0qR5La7+h2limsbLBuxF0b+tASZmBU5d/3wbXqNUgU1pu8mVVG39jPTlz3O+8H/s2Hcn74VPKj++n/Ohesj//P/RF+biPm/675PmrIlOpsPPzNn3M5q7VuSfNJWsb+2qq52N967Zp7lb1cyrBfO5Wz+VQX7lZn3lFRtKya75bb4DrhUY8nKRk6Cq1HTqdlWdwlRGq2ih1o5HJZPQZNg2DXsfV84cb3U6ttkNXr47TOHkvnD3JN3PfJq59NyZMNTcsVffRoXMvkyEKoEVMG3z8Arl8/nSjvkOltrc+tlX6jfIG6Dd/FIUCszXMbB2z8kyofk5o6zk594/QI05ax85erTSTydm+9n1mKVdjnhG6xtxn1fpNSzmOdrDjZOOffUnXjVzJMHLg/N87uZTR+Nf8/BMRnlGCG05oaCgymYyEhPpz5ixdupTLly/TqlUrU5nBYGDZsmWmk/JA8jqKi4sjLi6O6dOns2rVKv7zn//wyCOPEBwsJWB2cHCwCAO7du1ao2W+cuUKJ0+e5NSpU3z44Yemcr1ez/r165kwYUI9raV6ycnJZqcODB8+nHfeeYcNGzbQuXNnjh8/zowZNW7YS5cuRafT0bt3b1OZ0WhErVbzyiuvWORnAnj++eeZOHEi999/v1l5WFgYIBm4ao+nLXx8fCzG60bi7Oxs6v/TTz9l8ODBtGvXjh49epjVe/nll2ndujWPPPII9913H0OGDKFLly5/+Pu9PNzJybMMk8vNLwDA27NpHlguzs60j2vD1l17ePS+mvxbbdu04tevPycxOYXyikoiw0NNIYDNAhufA8HF3YeiPEuf6+L8bABcPf64oXDDwg8Ji+6Ih08z8rIlD77SYknWooJs8nMy8PAOxMsZesXUaCnD2it4b2ElxWVGU/iamezVYWL1GC2qQ4aq69ZtX1phNLmEV/dTN0SutMrRwcHOvI9QPzkPjawxLt7eU0VCpoaScqzL61Ad1mZTXJP7uouD5TVnByirktdOJZ2gd/iCATtV1THhSMYLGeDuJCl1pRU1Y+DhLOM/E2vkfXdBBZVacLSToVZCRa39hWsTxtbVyti61hnb2oT5yfF0kbPhkOWGpk+cEoVc2thVh+dV53+Q2Tkgc3bHWFYMBj3eTvZkWQnFy6kq83G2MoiAm4MaO6UCFzsVijrGUU9HyZBbVKEhwNXJFAbo5WRu4FXI5bg52FFU0bSkutFh9rz2mLkHwuNvppFfpDfleKpNdVleYeO8bWOj7Hlikg8nzpfzzVLr+YVsyfFXvdeKymD+Gg1erjJcHOHc+UIKSwx8/qIPjg5y5vynZo2a8XE2BSUG3F2sjGVVWUHRjd+oeLrJiQpRsfNYudU53xj0RQUo3CxTAihcpWeGvtBGjJlCgVP3fhRvXW2+YzDoqTh3Euc+Q6XdXxM9tv+qeHRvT/dtNeEdA4H3F1fNXUtHSVNZvetu9dy1MffLas/dqn5K6oQaVc9de7vqetL1kgrLe6ZSC3K5DIVCCscrtPIMLiqQnsFuN+AZbAt3T2kNKC9ppOsJ4O7hRV5etkV5Qb5kmG9M+Fxy4mU+evMFgkMieHrm2ygU5ltC96o+XN0t7wdXNw9KS6wb2evi7OZDcYHl2JYU3jj95o/SIljNrPvN87E+91FW1TpmJQy5qiy/+MavY15ucqJC1ew8WkZEkKVcnyzTUlIu6SJ1qdZZrIVpV2N+n5nXc3GQUVZZo9/0iZNOsDTTb1RY6DcCwR9BGKMENxx3d3d69erFr7/+ytSpUy3yRhUVFZGZmcmZM2f4+eefcXNzM10rLCxk6tSpXL16lebNrYddREZKoRvl5U0/KccWS5cupXPnzhb5mJYvX87SpUsbNEatWLGCwsJCBg8ebCpzdnZm6NChLFu2jNTUVMLCwkwhfzqdjlWrVjFz5kx69jQ/je3xxx9n7dq1TJo0yeJ74uLiGDRokNnJByB5lUVGRvK///2P4cOHW3i+FBUV3bK8UU5OTkybNo333nuPlStXmrzHfvvtN44dO8aaNWsICgpi0qRJzJo1i9WrV1vNNdYUIiPCOHH6LKVlZWZJzM9flMIkIsPDmtynRqOhtNRSk1YoFERGhJv+Pha/G4CO7eIa3XdgSAwJ5w5TUVZilssp5eop6XroH0/aX5CbSX5OBu89O8ji2o8fP469owuvf32IwjLYd7Fmw3T+ip7iciMZuUbC/eXUVV+CfWRotNIpLLYoKpM2Dc185ID5ZizYR0ZmrUSa6VXJa93qbKarjS11NxWZuQZ+3aphUn8Vl9MNHDhvoKQcMvOMhPrJLORtViVvblF9ypokb6C35aaombfclL/JQS2Fi/SOVdA71nLj/dx4NedTDCzcoaO4XFICZTJYukd6va/VGiguN1KpMeKghrqHyQX7ytFojWQ3ZmytyBrsIzcb29q0a6HAYDSavGBq4+4sw9FexowJlt59qrZ9ULXtQ/nKLzHmXSPaz4OjKVmUVGrNkpifyZSMMNG+7la/Xy6TEeXrzrnMPLR6Papar2mr80x5OEjf39JP2gxl1bGaaPV6Csoq8XBs2pv15AwN/zff/GVFQbGepAwNLcPtkcnM7QktQuyoqDSQmd1wvqjIEDUvTPflamolH/+UXe/JQ3XlCAj2/EvfawC5RUZyi6CwxECgjwIXJwUHTpWz+3jNv01hiZ6UTB1RoSqLsWzeTEWlxsC13Buf9LdbrANyuYwDv+MUvWq0aUnYtWiNzN7BLIm5OqyF6bo15E4uyBRKsOJ1KlMokMnl0rV/iDGq6NQFDg6Zbvr77DNfm9bdMD9rc1fe+Llrdd2VkVnLgzMjxwAoquZqTXm10at6g1xcJhmkrBnr7VWgNxjR6aVn7NU/+Rlsi9ysNACcXBufFzU0Iopzp49TVlZqlsT86sWz0vXw+pOLX89M4/3XnsHN3YMXXv3YzPOpmvDm0m/Ot2b0ysshoFnjXmj6h8SQdOEQFeUlZknM0xLipevBLW01vWmkXNPy3vfmLw6kdUxLVKjayjqmltaxnD9hHYuT1rH9p8pJu64zk8u/mRsl5XAtz0iIFf0myFtepd/Y7r+4vEq/sZIaIMhbZvKUrtZverVR0KuNpX7z7DgV51MMLNr5z1jTBLcOEaYn+FN49dVXMRgM3HnnnWzatImkpCSuXr3KTz/9xMSJE1m6dClxcXF07tyZqKgo06dz587ExsaaQtWeeuopfvjhB+Lj40lPT+fQoUO88cYbhIWFNTo/UkNotVpWrVrFiBEjzGSJiorizjvvJD4+nsuXa3I9VFRUkJ2dzbVr1zh58iQffPABr732GpMmTaJbt25mfY8bN44TJ06waNEis1MEd+7cSWFhIePHj7f4zsGDB9sM1QN49tlnOXjwIImJiaYymUzGO++8Q1JSEpMnT2bXrl2kpqZy4cIFvvzySx577DGzPoqKikzHdVZ/ysp+/zHDDTFx4kSSkpLYtEnKp5Sens4777zDiy++SFBQECB5fclkMgtD2++hT4/uGAwG1m6qOZ5bo9WycdsOWka1MJ2kdz07m5S0dLO2+QWWbyevXc/iePwZoiPrz0tTUFjIomUriQgLpWPb2Hrr1ia2y2AMBj2Hdiwxlem0Go7uXkFw8zjTKT75ORlkZTT+lL7ajL3/daY9M8fs02PwFABGTH6Bux59H5DedGUX1XyuZBjQ6eFMoh4XRxmtw2seG452EBeh4HyKwcwTwdNFhqeLuaJzJlFPTIgct1qH/zQPlOPjLud0rSPszyXr0eqMdIxWULuHztGSMnQlzXx3X66RvHbkchm7T+lJyDSiM8C5ZAMuDjJahtb04mgHrUPlXEwzl9fDRfrU5lyKgahmclxr6egR/tJJZmeqEpqWVsCC7VqLT0KmAa3OyILtWvacrlHUziQZcHaQFMiETCNX0g2olVKyUpnMcmxjIxScT9E3OLanE/XEhCrMTq+pHtu6YSwgnXQTF6Eg6ZqBAiteNvvO6PhxU6XZZ9luyftId+kElVsXYqzyqhsYHYzeaGT5yaum9hqdnlWnE4kN8DKdpJdZVEpiHQ15SEwIeqORNaeTTGWVOj0bziUR4eWKb9Vr3k4hvng62rHhXJIp/A9g9elE9EYj3cIal2elmtJyA6cvV5h9tDojB0+V4u6qoEtszT+6i5Ocbm0dOXau3Cxc0s9LiZ+X+fu8IF8VMx/wIytPx3vfZVnNP1WfHH/1e602MhlMHOxCpcbAki3FnEvQmD5aHRw5V4G7i4KOLWsMhc6OMjq3tufExUqzsfT1UODr8cdzi3SPsyenQM+l5KYlma9N+cmDyBQKnHoMrClUKnHsehuViZdMJ+kpPLxQ+tXkWDQUF2IoK8EhrotZ/ItMbYd9m45or6WBlbCqvyu6giJytx8wfa5mGKvmrkGau2F11rJwORdS685d6VObs0kGouvO3QBZ1dytmTTnUqQ1tmNUnbkbVTV302u+6HSCHndnGZGBNTXVSvB3l5FTtSTFVT2DD9Z9Bu9aQcgNegaXlRRgMJivx3qdlh1rvkWhVNG8VeO9wrv06IfBoGfHppWmMq1Ww65ta2ke1dp0kl5O9jUy6hhQC/JzeffVp5HJ5Lz42qe42kjKH9gslJDwFhw7tJviogJT+akTh8jNuU5su8bJ27rTEAwGPcd2LjaV6bQaTuxZQbOItqaT9ApyM8jO/H1j+0cpqzByNkFj9tHq4MhZaR3r1KrmxYyzo4wubf7MdcyBnAIdl5K1FnJV6zdnU6r0m5C6+o2Mi2nm3tAeztKnNudTDEQ1k5npN+FV+s3ZZOm5VVoBC3foLD7V+s3CHTr2nJG+SC4D+4azX/ytMCL7S37+iQjPKMGfQnBwMMuXL2f+/Pm89957ZGVl4enpSevWrZk9ezYzZszgwQcftNp28ODBfP/99zz33HP06tWLtWvX8tVXX1FcXIyPjw/dunXjiSeeQKm8MdN3+/btFBQUMGiQpcdI8+bNad68OUuXLjWdgrdkyRKWLFmCSqXC3d2dNm3a8Mknn1ht36lTJ8LDw0lJSeH22283lS9dupQePXpYDcUbMmQI3377LRcuXDDll6pNeHg448aNMyV+ryYuLo5ly5Yxf/58Xn75ZfLz8/H19aV9+/bMmjXLrG7tE/2qmTFjBg899JD1QfqDuLu7M2bMGD7//HMGDRrE7Nmzad++PRMnTjTVcXBw4J133mHatGl/OFyvVXQL+vbszjc/LSC/oJCgAH82bd/FtaxsXnjyUVO9dz75nPgz59ix+jdT2f1PzqB92zZEhofj4uxEWkYmG7ZuR6fX8eA9U8y+5+mXXqF1TBRBAQHk5RewdtMWyisqePu/9edlqktIZFtiuwxh45JPKS3Kw8svhGN7VpGfk8H4B2tyny2Z/xIJF47w3i/nTGXlZcXs3/wrAEmXjgOwf8uvODi64uDoYjI4RcWae+BVtwWIiOlMs4g29cp4OtFA8nUDd/ZR4eeuo7QCurWScu1sOWb+dvDBEZJW8t6imrwtO07qiI1Q8OAINfvP6lErpXCwzFwDR2t5YpWUS3UHd1Jx7zAV55IMBHjJ6Byj4OQVvdVjv9tFKigsNZKQYUCllsb9bLKB1CwDd/RU4uump7QSukRLeSC218nvNH2w5NHzybKazeLuU3pah8q5d4iKg+cleXu2UXAtz8CJK5ICptXDhVRLeVqGGAnylllc231aT+swORNvU3LgnOTB1a2ltI5l5hq4s68aXw8dpRVGurdSIpfB5qN1xrYqJPG9hbXG9oSOuAgFD41Us++MDrVKRl8rY1tNVLAcJ3uZVa8ogIxcyTunNtXheoaCLPQpF0zlsYFeDIoOZu7uePLKKgj2cGbNmSQyC0t5dVjNPfzftQc5lprNiRfvMpWNa9ecFacSeGfLMZLzi/F3dWTd2SQyC8v4dFxN+LJaqeCZfu14Zd0h7l+wjRGtw7hWVMaCo5do38yH/lE1Oaf+CAfjy7jUu4LHJnrTzK+Q4lIDg3u4IJfLWLLJPDzrv49IBrAn3pK8GuztZMx+yA9nBzlrdhTSoaV5DMW1XB2XkxuXx+iveK+N6q5EqZDmhkIOrYZ6EhGk4psVheQVWhqtjpyt4EqqhgfucCPIt5TiUgMDujgil8GK7eZ5GP8zXfIIef6TGg8MLzc5PdtJYxgWKN2fo/tKFoqcAj37481jQ4J8lYT4q1i7u3E5Hm2hSb5C2fEDuI2ehMLFFV32NRy79kXp5UP2gvmmep5Tn8CuRWvSnqzymjYaKd62BrdRk/Cd8RZlh3eDXI5Tt/4oPbzJ/XHOH5LrjxD62BRUbq7YB0rhUL4j+mEfJM3fpHk/oyv6Y2NWmzNJBlKyDIzrrcTXXU9ppZFuLaW5u/W4+Xpz/zBp7n6wpCbMdme8jjbhah4Yrmb/WR1qpYzecVJuu2OXauZZSTnsjNczqKOS6UNVnEvWE+App1O0nPirepPXH8CueD2x4QomD1Cx74wePx8ZYT4yZDI4X2W0ColsS1zXIWxY/CklhXl4+4dwdPcq8nIyuLPWM3jR/JdIOH+ED341fwbv22T+DN63ueoZ7ORCz6pn8NljO9i2aj5xXYbg4RNEeUkhJ/av41raZYZNeMZ0cl9jiIxuQ9eeA1j80xcUFuThHxDM7u3ryMnK5MEna3Kqzv/kdc6fOcGvqw+ayt577RmyrqUzcuzdXDwXz8Vz8aZrbu6exLavOUDn7vuf4d1XnuL1Fx9mwNDbKSstYf2qhQQEhTBw2NhGydqseVtadx7K1mWfUFqch6dvCCf3raQgN50x99WM7YpvXiTp4hFe/77m+VJRVsyhrb8AkHJFGtvDW3/F3tEVe0cXug6sOSEs6eIRki9Kp1aWFuehqSxj1+ovAQiN7kRYdOdGyVubw2crGJIirWOBPkpKymrWseXbzcMUX7xXWsdmfFx7HVOY1rHwoOp1TNLrpXXM3Iuzeh1b08A6di7ZSGq2gdt7KvBxN1BWCZ2jJP1mR7z5fXbPYEnH+HR5zbNj92kDrULlTB+s5NAF6aVYj9aS13dD+k1MMAR5m19TK+G5cUrOJhnJKjCi1YHvjTmPSPAvQGZsbLZpgUAg+AuScfGU1XKNRsP/fl3Elp17KC4ppXlYCPdOuYsuHdqZ6jwz61ULY9QPC5Zw8OhxMq5do6y8Ag83V+Jat2LKnXcQEWbulj7vux/Yf+go2bl5ODk60LFdHPdNuYtAfz+b8h4uam21XKupZPPSOZzYt4bysiL8g6MZPP5JouN6mep89eY9FsaovOx0q6F3AB7egcz8dKvVawBHd6/gt69n8+QbS2waow6erDHQOKhheFclrcIUqBTSSUbrDmnNFH+AF++SvCFqb5ABfD1kjOymJMxPjt4AF1IMrDsk5T+oS/dWCnq0VuDhIqOkHI5d0rPtuI66B8h4u8l4foIde07pWHdIh1pdYwS0V8OQjgpiQuSoFJCea2TTUb2FoeXZcZbGKAAfdxnDOikI8ZWhN8ClNAMbj+obzJFwR08FrULlvLXA0hPCwxmGdFISESBDLoeU6wY2HNaSW2hkeDcVravGNjXbwLqDVsZ2UtXYLjQfWz8PGSO7qQjzl6MzwIUUPesOWh/bSf1VtAlX8OYvFZQ3Ms+zh7OMmZPt0RzehO7MfrNrlTo9X+w5zfqzSRRVaGjh685jvWLpEVGTN+2BBdssjFEAeaUVfLrzJLuvZFCu1RHt68EjvdqYta1m47lkvj90nqTcIlzs1QyMDubJPnE42VkmnAaYfvbexv24Wjg5yLl7lAed2ziiVsq4mqrh5zV5JKSZ56X6fLZkAKs2Rvl4KJn3sm2j2M4jJXyxqP5E6xExNR5ef7V7rWMLBT1jFXi5yjAa4WqqhtW7S7mQaDtfl6O9jLuGuNAhxh61ChLSdSzaVERShrlB7cNnpU14bWNUTJial+6zHrZ0PlHDu9+b5wS8c6AzI/s4M/vzHNKyLENn3sp/yqacFihVuI2YiGPn3sgdndBmpFC4djGVF2o27T5PvWpujKrCoWNPXG4bjtI3AJQqtOnJlGxbI52u1wTi58c3XKmR9Lu8Dccw63Nze2R/ypPTrV5rCvvm1zyH7dUwrIuSVqHSupuWY2TDYZ3F3H1hgqUxCsDXXcbwrkrC/KR190KqgQ2HdJRYWXe7tZTTvVXN3D1+Wc/2E3qL54SHCwzvoqR5oBylAvJL4XyagYJaDuFaTSWbls7h+L41lJcWERAczZA7zZ/BX755j4UxKi87nXeesf0MnvWZ9AxOSzzLluVfkJ54jpLiPJRKFYGhMfQccjdtuw61ObaBLtZjrjSaSpb++jX7dm6ktKSY4LBI7pzyEHEdajz035z1qIUxasrobta6A6Blm/a8/PaXZmVnTh7mt1+/JjnxMnZ2drTr1JNJ05/A3cPLah9Xct0tyrTaSrYv/4xTB9ZQUVqIX3A0/e94isjYmpcO37871cIYlZ+TxqcvDLToD8DdK5BnP6w5hn7HyrnsXDXPat3bxjxOv9uftHpt/Yb688tK65grHVtWr2NaFm0sJjHD/Pn+0XPSOlbbGBUTZpnzqZrziZW8878669ggF0b1cWbW59mkXbdcx8Jb1OQCs1fD4I4KYoJlJv1m8zGDhX7zzFhLYxSAj5t0Ul6IT5V+ky7pRw3pN7f3UNAqVMbbC2v6U8hhUAc54f5y3J2lROjF5TUvsf6ObI5vWi7Km8Xgtv8wFzSEMUogEPzNsWWM+qtiyxj1V6W2MervQG1j1F+dysq/V66FV5Xv3moRmsTvMUbdSmobo/7qZKYW3GoRmkSTjFF/AW6kMepmUNsY9VenW9u/V1CILWPUXxVrxqi/Mg0Zo/5K1DZG/R14fZr1F0V/Bzae/Gsao4a2++cZo/5eK7JA8Dt54IEHOHbsmNVrDz/8MI888ojVa/82xDgJBAKBQCAQCAQCgeDPRhijBP8K3nrrLSoqrPue1j7N79+OGCeBQCAQCAQCgUAgEPzZCGOU4F+Bn5/tHD6CGsQ4CQQCgUAgEAgEgn8rRuPfN9/V342/T3INgUAgEAgEAoFAIBAIBALB3x5hjBIIBAKBQCAQCAQCgUAgENw0RJieQCAQCAQCgUAgEAgEgn89RuOtluDfg/CMEggEAoFAIBAIBAKBQCAQ3DSEMUogEAgEAoFAIBAIBAKBQHDTEGF6AoFAIBAIBAKBQCAQCP71GBCn6d0shGeUQCAQCAQCgUAgEAgEAoHgpiGMUQKBQCAQCAQCgUAgEAgEgpuGCNMTCAQCgUAgEAgEAoFA8K9HnKZ38xCeUQKBQCAQCAQCgUAgEAgEgpuGMEYJBAKBQCAQCAQCgUAgEAhuGiJMTyAQCAQCgUAgEAgEAsG/HqNRnKZ3sxCeUQKBQCAQCAQCgUAgEAgEgpuG8IwSCAR/a46VtLrVIjQJZzvdrRahSbyseeVWi9AklBFtbrUIjScr81ZL0CReLZ55q0VoEj8N+PlWi9A07OxvtQSNxthCdatFaBLPHvrqVovQJDznO95qEZpEz0fibrUIjSbw3L5bLUKT8CbrVovQJC4Z3G+1CE3irju8b7UIjaZUo7jVIggENxxhjBIIBAKBQCAQCAQCgUDwr8cgTtO7aYgwPYFAIBAIBAKBQCAQCAQCwU1DGKMEAoFAIBAIBAKBQCAQCAQ3DRGmJxAIBAKBQCAQCAQCgeBfj1GE6d00hGeUQCAQCAQCgUAgEAgEAoHgpiGMUQKBQCAQCAQCgUAgEAgEgpuGCNMTCAQCgUAgEAgEAoFA8K/HiOxWi/CvQXhGCQQCgUAgEAgEAoFAIBAIbhrCGCUQCAQCgUAgEAgEAoFAILhpiDA9gUAgEAgEAoFAIBAIBP96DOI0vZuG8IwSCAQCgUAgEAgEAoFAIBDcNIQxSiAQCAQCgUAgEAgEAoFAcNMQYXoCgUAgEAgEAoFAIBAI/vUYRZjeTUN4RgkEAoFAIBAIBAKBQCAQCG4awjNKIBD8I9FpNWxcOpfje9ZQVlpEQEgUwyY8RVRsj3rbZWUkcmDbYlKunCY96Rw6rYZZn23G0yfIou5bTw0iPyfDorzbgAmMv//VJsmr1WpYt3geh3evpaykiMDQFoy660latu1eb7vr6Yns2fIbSZdPk5p4Hp1WwxvzNuDlaylvRXkZaxfN5cTBLZQU5ePl14zbhk2mz5CJTZJVo9Mz/9AF1l1IpbhCS6S3K491b0m3EN9Gtd98KZ0FJ69yOacIpVxGhKcLj3ZvSZdgH1Od3LIK5u47x96k65RpdIR5unBvpxYMamH5uxqUV6tj3trdrDt8mqKyCloE+fLEqL50bxlRb7sv1+5m/vo9FuVqpYIjc2aalbV97C2rfTw1ph/3D6l/zlnIq9Mzb8dx1sVfoahCQws/D57o35HuzRv32zeeSeDXg2e5dD0flVxOhI87j/fvQNeIQAAqtDreWX+A02nZXC8qRW8wEuzpwu3to5jQuSUqRcPvqezVMLyritZhCtRKSM02sPaAlozcxr1O9HWXMbK7ijB/OXo9XEjVs/aAltKKmjoDOyoZ1FFls48vVlWSfN1g+lsGdG2poGtLJT7uMpSGaRiKctGdP4CxOA8AjU7HvA37WXf0HEXllbQI8OaJ4T3pHh1Wr7xfbtzP/E0HLMrVSgVHPnjG9Peqw2d4ZeEmm/28ffdwRnRsWe931eZmzN3aHL+Syr0f/wTAzvefxcPZsdGyVsv7xeodrDsUXyWvH4+P6U/3Vs3rl3fNDr5au8uqvIfn/df0d4VGy7uL1nM6MY3reUXojQaCfTwZ06M9E27rjEqhaJK81TjYyRh7mwPtolSolTKSMnUs3VFO6nV9g23DAhR0b6MmLFBJMx8FCoWMR97Lt6inUsJdgxwJC1Di6SpHJoOcAj37T2nYeaISg8FK50j32tDOSlqHylEpIS3byPrDukbfaz5uMkZ0UxLqJ0NvgIupBtYf0pnda9V4usCgjkqaB8qxU0FhqZHTiQa2HDMfBxnQJUZO5xgFPm4yjLcfpOjURc49/zbFpy42Si5rKJwciZhxP+5d2uLeORa1pzvx988k7acVv7vPxqLValjyy7fs3bGRkpJiQsIimTj1QeLad6m33eH9O9m/ZxsJly5QUJCLl7cvHTr3ZOxd03FydjHVO3vqOP8360mb/Uyc+hB3TLyn0fJqtFp+/GUhW3fspLiklIiwUO6dOpmO7dvV227v/oOs2bCJpORkioqKcXNzo2V0FNMmTyQ8LNRU7+SpMzw/6782+7l36mSmTLzTolyn1bBj5RxOHVhFRVkRfs2i6XfH0zRv3bPB31SUf51Ni97h6tl9GI0GwmO6MuSul/DwCTarV1KYw7ZlH3Hp1C40FaV4BzSn1/CHaN15qEWfZw6tY9/G78jOuIKdvRNR7fozaPzzOLp42JRDp9Ww4bfPObpnDeVV+uPwCU8SHdew/rhv6xJSrpwiLUnSx/47Z5NV/RGgoryUzcvnE39oM4X5WTi7eBDaoi1THnsbtZ1Dg+NVW95ty+dwcv9qykuL8A+OZuC4p4hsU/+YZ2cmcmT7IlITTpGZLOm7Mz7cikcdectK8jm2ezkXTuwgOzMBg16Hd0A4PYfcQ2zX4Y2WUyCwhjBGCQSCfySL5s/i1OEt9B46FR//EI7sXsW37z/Ko7P/R3hMR5vtki+fZO/GX/Fr1hzfwAgyki/U+z2BoTH0HTHdrMzHP9R65Xr4ed7LnDi4lX7Dp+AbEMrBnav44p3HefrVb4ls2cFmu4RLp9i5fgEBzSLwD4ogLcm6vAa9nnlvPULK1bP0GXIXPgEhnI/fz+Jv36KstIihYx9stKyvbT3B1isZTG7XnBB3J9acS+Gp1Qf5amxP2gd61dv2q4MX+ObwRQZEBjKqZQg6g4GrucVkl9TsjEoqtdz/217yyiq5q10E3o52bLmcwcwNR9EZjAyLbtZoWQH++/Math6/wJT+XQjx9WD1gVM8MW8x3zxzNx0igxtsP/uuoTjaqU1/K+TWjTXdYsIZ1TXWrCwm2L9JsgL8d+Vutp5LYkq31oR4urL65BWe+HUz39wzjA6h9ff35Y7jfLXrJINahTG6XQt0egNXsvLJKi4z1anU6rmaVUDvFsEEujsjk8mIT73OBxsPcTotm3fH31bvd8iAe4eqCfCSszteR2mFke6tlDw8yo45yyvJLap/k+zmBA+PsqNCY2TjYS12Khl94pT4e8j5fGUl+qpN+ZlEPbmFln0N7aJErZSRlm2+ex/fV0X7FgqOX9Kz/6yBMT7Hkbt6IbNzwFhcNbYLNrI1/jJT+nYgxNuD1UfO8MTXK/jm8TvpENHwvJo9fiCOdjUGMoVcZna9Y0Qz3poyzKLdL7uOcSkjm64tQhr8jtrcrLkLYDAYeXfJJhzsVJRXapskZzWv/LiSrcfOMXlAN0J8PVl94CRPzv2Vb2bcQ/vIhtfF2ZNHmMkrryNvpVbL1YwserVpQaCXO3KZjPiEVD78bSOnE9N494HxTZZZBjwx3pkgXwVbDldQUmakbwc7npvkwjs/FpGVb8NKVEWbCBU929qRnqUnu8CAv5d1g5hKKSPAW8HZBC25hQYMRiPNg5SMH+BAWKCS/60ptSrbPYNV+HvK2HNaT1mFka4tFTwwXMW8VdoG7zVXR3hohIoKLWw+qketgt6xCvw8VHy5Wmu61wACPGU8MFxFUZmRvWek73J3luHmJLPod2xvJe0i5Zy4bODgOT3RK77AtV1L7Hy8KK5XovpRe3sQ9d8nKEtOp/jURbxu6/oHemsaX37yFof27WDYmAn4Bwaza+t63nvtef779lxiWre12e6bz9/Hw9ObXv0G4+3jR0pSApvWLuPE0QO8+9n3qO3sAAgKDuPxGa9YtN+zfSOnThxu0OhVlw8+mcPufQcYO2YkQYGBbN66nVmvvcmHb79BbOtWNtslJifj4uzMHaNH4ubqSl5+Phu3bOOJGf9hzgfv0jwiHIDQ4GbMnPG0Rfst23dx7MRJm0avVf+bybljm+k6cBpefqGc3LeCBZ89zD0v/EhIC9u6l6ailB8/mEZleQm9RzyMXKHk4JYf+eG9qTz82gocnSXjUWV5Cd+/O4WSohy6DpyGs5s3545sYOn8ZzDoPyC22yhTn0d2LGT9L68T3rI7QybOpCj/Goe2/kxm0hkeeHkJSpWdVVkWfDmb+MNb6Dvsbrz9QzmyayVfv/8Yj7/8PyJibOtjSZfj2bPxV/ybNccvMIL0evTH8rJiPn9jOoW51+k+YDzefiGUFOeTcOEYOq2mScaoZd+8xNmjm+kxWBrz43tX8NPHj3DfzB8Ii7I95qlXTnJgyy/4BjXHJ6A5mSnnrdZLuXKSrUs/I6ptH24b/QhyuYKzR7ew+IsZZKVfZcBY20bWvysiTO/mIYxRgn8MM2fOZMUK6e2ZSqUiICCAMWPG8Mgjj7B69Wrefvttjh49atEuOjqaefPmMXDgQNLS0hgwYIDpmpubG1FRUTzzzDN06tTJVG40GlmyZAlLly7lypUrKBQKQkJCGD16NBMnTsTBwYG5c+eydetWVq1aZfZ91d+xcuVKWrY0f0N+//33s3//fhYvXkxcXJzZtby8PD777DN27dpFTk4Obm5uxMTE8Nhjj9Gxo/Sw6d+/P+np6Ra/ccaMGTz00EMAbNmyhW+++YarV69iMBgIDAykR48ezJ49u97xnTp1KocPH7Z5vUuXLvz8889mMtjb2xMSEsK0adO4886aN2gLFizg448/Zs2aNQQEBJjK/+///o+9e/eycuVKHBwa/yCuS8qVU5w8sIGRk5/ntpH3AtCx9xg+fHEMaxd+zJOv/2qzbeuO/fi/bw9i7+DEzrXfN2iMcvP0o2OvUfXWaYiky6c5tm8jd0x9joGjpwPQte8o3nxuLCt/+YTn3/rZZtu4TrfR/sd92Ds4sXX1DzaNUScPbyPh4kmmPPo6PfrfAUCfIRP55sPn2Lj0a3oOGIuLW/2GJIAz1/LZdCmdp3u1ZlqHSABGxAQz4dcdzNl7lu8n9LHZ9nRmHt8cvsizvdswpb1tT4nlZ5JILSzlyzt6mLylxseFM33Jbj7Zc4aBkYGN8t4BOJ2Uzsaj53jujgHcM6gbAKO6xjHuza/5dMU2fnpheoN9DOrQslEeIqF+noysY4xqKqfTstl4JpHnBnXmnp5SX6PaRjLuixV8uuUoPz0w0mbbU6lZfLXrJDOGdGFq9zY267k52vHLg+ZzdkLnGJzt1Sw6fJ7nh3TB28X2742NUBDmr+CXLZWcTpR2s6cS9Dw/0Z5BnZQs2l6/IaNfOxVqFcxdrqGgVNL4UrMNPDjCjo5RCg5fkLwwruUZuZZn7pHh5iTD1UnGkQt6s410XISCTtFKftpcydkk6cLI0jPUbn06OZONJy7y3Og+3NOvMwCjOrdi3Ps/8uma3fz09OR65QYY1LZFvXOhmbc7zbzdzcoqNFreXrqNzpEheLs6NfgdJnlv4twFWLr3ONfzixjbox2/7jjSaDlN8iamsfHIGZ4dN4h7Bktv5Ed1b8v417/gk2Vb+OnFBxrsY2DHVng42x4jNydHfp5pbji/s29nnO3tWbTzMM/fOQRvNxcbra3TIUZF82ZKvl5ZwvGL0tw9dkHD6w+5MrKXg1UjUW12nahk06EKtDq4a6CDTWNUWYWR9382N9XsOamhvNJIv472LN1eRlGp+Q6oTbicUD85C7ZpOVM1r08nGnhuvJqBHRQs3qmrV7bb2ilRqeDzVRoKq35GWraB+4ep6dBCzpGLUp8y4M6+SrILjXy7XouuHoew2HA5HaMU/LJVy7lkqb3d3J/qlaOxVGZmsbVZTyqv5+DWsQ29Di67If02xJWL59i/eytT7nucUWOldaBP/6G88PhUfv3+C/7vw69stn1m5pu0jjM3UERERvPFJ2+yd+cm+g8ZDYC7hye9+w2xaL9swf/wDwymeVTjPSYvXLzEjt17eei+e5gw9nYABve/jQcef5pvvv+JOR++a7Pt1EmWntDDBw/irukPsGb9Rp554lEAPDzcGdjvNou6Py9YQlBgADFRLazKdebwegbd+QI9ht4PQNset/PFK6PY8tsH3D9rkU25juxYSN71ZB54+TeCwqVnX4vYPnzxyigObPqeAeOeA+DorsXkZSUz7fkfCG8prYudb5vEt29PZPOS92nVaQgKpRq9TsP25Z8QGtWJqTP+h0wmGVWDI9uzcM6jHNu9hK4DplrIkXzlNCcObGD0lBn0q9IfO/cezfv/uZ01Cz7i6Tfq1x/f/u4A9g5O7Fj7fb3GqHULPyU/J5MZby/By7fmRciA0ffbbGONtKunOH1oPUMnvkCv4fcB0K7nGObOHs2mxR/y8H8X2mwb074fL395GDsHJ/au/59NY5RvUAueeX8DHt41HlNdB0zm+/fvY8/6b+k94n7Udk3zohUIqhE5owT/KHr37s3evXvZtGkT9957L59//jnfffddk/v54Ycf2Lt3L7/88gu+vr48/PDD5OTkmK6/8MILvP322wwYMIAff/yRlStX8thjj7Ft2zb27dv3u2TPyMjg+PHjTJkyhWXLLBWwJ598kvPnz/Puu++yadMmvvzyS7p06UJBQYFZvaeeeoq9e/eafe6++24ADhw4wLPPPsvgwYP57bffWL58Oc8++yw6Xf0KLcDcuXNN/f32229m47R3717mzp1rIcPatWsZNWoUL7/8Mrt21YRgTJo0ibi4ODMD2IEDB1i4cCHvvPPOHzJEAZw6vBm5XEG3/jUGMJXaji63jSP58kkKcjNttnV0dsfeofEbRgCdTkNlRVnDFW1w4uAW5HIFPQfWvNVXqe3oMeAOEi/Fk59zzWZbJxe3Rsl75fxxADr1NHdj79hzKFptJaeO7GiUrNuuZKCQyRjbusbLwU6pYEyrEE5dy+dacbnNtgtOJuDlZMekdhEYjUbKNNbn3YmMPDwc1GZhe3KZjIEtgsgtq+RYeo7VdtbYevwCCrmMcb3a18irUnJH97bEJ6ZzLa+owT6MRiMl5ZUYG/GqrEKjpVLb8P1kU95zSShkMsZ1jDaXt0MU8WlZXCsssdn2l4Nn8XZ2YErX1tL4NtG7JdDdGYDiCk299WLD5RSXGTmTWGMNKq2A0wl6WocqaMhO2CZcwYVkvckQBXAl3UB2gYG4iPrDrNpFKpDLZJy4Yr5b7h2rJCXLwNkkAzKkkKi6bI2/JM2F7jWGfjuVkju6tiE+KZNr+Y2YC0BJRePmQjW7ziZQWqlpUnge3Ny5W1hazrw1u3hsZB9cHOybJGeNvOckeXvXvIm3U6m4vWcHTiWkcS2vsBHyQkl5RZPGFyCwygBYXG4l9qwBOkSrKSwxcOJizf1SUm7k2AUtbSNVKBuI/CsuM/IHbnlyC6X7yMHO0gOpTZh0r1UbWKHqXks00DJE3vC9FibnYorBZIgCuJphJLvAQGx4zQ+LDJLh7yln+wk9Oj2oFCCzFAeAnm0UpGYZOJds+177vRg0WiqvN359v1Ec2rcDuVzBgKFjTGVqtR39Bo3k8oUz5GRft9m2riEKoHN36aVMempyvd975eI5rmWm0eu2wU2Sd/e+A8jlckYMrWmnVqsZOmgg5y5cJCu7aWPo7u6GnZ0dJaX16zEXLl4iPTOTAbf1tSmXTK6gY98ag5dSZUf7XuNIu3qSwjzbute5Y5sIDI81GaIAvAMiiGjZjbNHN5rKUi4dxdHF02SIApDJ5bTuNJSSwmySLkqG9Kz0y1SUFdG683CTIQogqm0/1HaOnD283qoc8Yck/bF7Hf2x621jSbocT349+qOTc+P0sfLSIg7vWkn3/uPx8m2GTqdFp63/uWuLM0c3IZcr6NRvgpm8HfuMI/VKw/quXSPk9fRpZmaIApDJZLTsMACdVkNeVtrvkl0gAOEZJfiHoVar8fGRNrCTJ09m69atbN++nYkTm5YTx93dHR8fH3x8fHj44YdZt24d8fHxDBgwgPXr17NmzRqTN1U1zZo1Y8CAAZSU2N4s1sfy5cvp168fkyZNYuLEibz00kvY20ubgqKiIo4ePcrPP/9Mly6SK3dQUJCF9xSAk5OTaQzqsn37dtq3b88DD9S8oQ4PDzf7HbZwd3c3/X9lZaWpzNp31ZbhoYce4rvvvmP//v307SspMDKZjLfeeouRI0eycOFCRo0axaxZs5g+fTodOth2gW4s6UkX8A4Ixd7R2aw8pHms6bq7V4C1pk3mytlDzJreCYNBj4d3IH2GTaP3MMu3bfWRlngB34BQHOrIGxopebekJV3Aw7vp4V610Wk1yOUKFErzHDzVruApCedpOKMDXMwuJMTdCWc7837a+Esu9JeyC/F3sW5MPJyaTdsATxadTODbI5corNDg5WjH/Z2jmNi2JgeORq/HzsoO0L6q7HxWQaPzU11Iu06orxfODubu+G3CAquuX8Pf07XePka88gVllRoc7FT0i4vm+XED8HJ1tqi3+uApluw+htEIEf7ePDisJ8M72/ZQsirvtVxCvdxwtleblbcJ8qm6noe/m+V3AxxOzKRtsC8LDp3jm90nKSivxNvZgQd6t2VSV8uwDa1OT0mllkqdjrMZOfy0/wyBbs4ENzAegd5y0nMM1DUXpGYZpHxNbjKu5Vs3Jrg6goujjLQcy+up2Qaigxs2RhWUGEjMrNmc26mgma+Mg+f0DOmspGdrJXZqGYayu9BdOIzhWgIAF9KzCPXxwNm+zlwI8a+6no2/RwNz4c1vKavU4qBW0S82kufH9MXLpX5lfv3x89irlAyIs/QkqI+bOXfnrdmFl6sz43t34Ov1e5skp0ne1GuE+nnhXMeY1SZM2sRcTL2Gv6dbvX2MnP1ZjbxtY5hx5xCr8mp1OkoqKqnU6DiXnMFPm/cT4OVGsI9nk+UO9lWQel1vMZ+TMnX0aWeHr4ecjJz6Q/WagkIO9nYy1EoI9VcyqIs9uYV6sq2EAwZ4ycjItXKvZRvoEqPA203G9XruNWcH6/daWo6R6GY1lqzIIOn/dXojj41W0cxHjk5v5FyygVX7dJRX7ZPtVNDMR8ah8wYGd1TQvZUCO7WMst5buTD7IzKXbvh9g3KLSUq4REBQMI6O5vdy8yhp3UxOuIy3j1+j+yvIl3LUubjWP9/37twM0GRj1JWERJoFBeLkaO6NUu2tdDUhEV8f73r7KCkpRac9Rvt4AAEAAElEQVTXkZdfwPJVaygrK6N92/o9e7ft3A3AgNuse0BfSUjEyy8MOwfzezYoXNJVr6Wcx83TUvcyGgxcT71I+17jLK4Fhsdx9ew+KstLsHNwRq/ToFJZGsxVaknvyEw+S/PWPU3GHaXaMhRPqbYnM+U8RiuJ2tKTzuNjTX+MrNYfL+LxB/XHhIvH0Wor8fYL4ftPnuXM0e0YjQZCW7Rl/L0vExQW0+i+MpPP4+Ufhn2dMW8WIcl7LeXG6bt1KSmUjJ5OLu5/Sv+3EoPRhjVecMMRxijBPxo7OzsLz6GmUFFRwcqVKwEp9A9gzZo1Ng04MpkMF5emhQiA9PZ6+fLlvPLKKzRv3pyQkBA2btzI7bffDoCjoyOOjo5s3bqVdu3aoVar6+/QBj4+Pqxdu5ZLly4RFRX1u/poCgaDgS1btlBYWGgav2oCAgKYNWsWb775Jrt27cLR0ZFnnnnmhnxvUUE2ru6WRjIXd2/T9RtBQEgU4dEd8AkIp6ykgCO7V7Lq53cpLMhi5KQZje6nsCAbVw9LxdGt6jcU5P9xef0CwzAY9CReOmWWg+pqlcdUQZ7tN7+1ySmtwNvJUhH0dpQUvmxrWXGBogoNBRUaTmbmcSQtmwe7xuDv7MCa8ym8v+s0SrmccbFhAIR6OHM4NZvMojICXGuU7ZMZudJ3lDTe+yG7sARvK8ab6rLsejyNXB3tuatvJ9pGBKFWKjl+JYXFu45xJjmDhS/eZ2YkaBfRjMEdWhLk7U5WQTGLdx/jpe9XUVJeyYQ+tnM2WMhbXIa3FWOet7OD6bo1isoryS+r4GTKdQ4nZvBI3/b4uzmx6uRl3t1wEKVCzp2dzBXcreeTmblsp+nv1oHevD6mF8oG3C1cHGVmxiCTDGXSptfVybYxysVRZla3bnsnexkKOWYheNX4ecgI9JKz86S5x5eXqwy5TEbb5goMBlh/SEuFBiZ2rEDVfgDaIxoMOWlkF5XibcWwUV2WXVTPXHCw565e7WgbFohaqeB4QjqL957kTMo1Fj43xcLAVU1haTn7zifRL7Y5TvZNW7dv1ty9lHadpXuP8/ljd9WbU6ohcgqL8Xa1fP7VyGs7m5CrowN33daFuObNJHkvJ7Nk5xHOJKWzYNZDFgaubSfOM/PbGg/iVqGBvH7PGJS/I4G5q7Ocy2mWrk1FJdIkdHe5scao9tEqHhhd8++alKnjp/WlGKzcMi6OMpKuWV6oXgZcHeG6Za50U1uA4nJr7Y041rrXvFylupP6q7iUZmDXKS0BnjL6tlXg5qTiq7XSPedZda/FRcgxGGDjER0VGhjslEf7Xz9GV1RC9mbLxPl/dfLzcnH3sAxT9/D0qrreNE+j1ct+QS5X0LVnP5t1DHo9B/Zso3lUK/wDm5YHMS8vDy8PywTcXp5SWW5eXoN9PPn8i6SmSSkVHBzsmTLxToYNtv1iUq/Xs3PPPmKiWhAUaN24kZeXh4ubZbJulypdprggy2q78tJC9DoNztb0NreqtoVZ2Dk44+UfTsK5AxTkpONey1sn5bKUhqMoX9JlvPzCQCYj9coJMyNXzrUEyqoOtCgvK8TD2XzNKirIsao/VpcV5Vv/DU0h+1oKAOsWfYqXXzCTH3ubirJiNi37ki/evI//fLAKNw/rL5XrUlyQbRrf2lSXFdkY8z9KWUkBR3ctJTSqIy7ujXs5KBBYQxijBP9IjEYjBw4cMAtRawp33XUXcrmc8vJyjEYjrVu3pnt36VSz5ORkwsPDG9XPpUuXaN++vVmZtfCD/fv3U15eTq9evQAYPXo0y5YtMxmjlEol7777Lv/9739ZtGgRrVq1okuXLgwfPpyYGPMN5ocffshnn31mVvbNN9/QqVMn7r77bo4ePcqoUaMICgqibdu29OzZk9GjR/9uA5c1qmXQaDTodDrc3d3NckZVM27cOJYsWcKOHTv47bffbpgMOk0lSqVlX6qqZJVaTdNDOaxx3/PzzP7u3PcOvn3vYXav/4leg6fg7tU4byatphKlyoq86hsnb6dew9mw9Ct+/fJVJtw/C9+AEM7HH2D3psUmGRpDhU6P2oqxQl3ltVRpI9lImVYqL6zQ8M7QTgyOkpTIgS0CmfjrDr47ctFkjLqjdSjLTifx4oYjzOgTi6eDHVsup7PjaqZJhsZSqdWaZKuNXVVsSX0hdVP6myeUHdg+hjZhgbz0/SoW7z5mdkrej8+bn4J0R4923PXud8xZtZPR3eKwV9s+Fc5MXp0etZUNdbWnWKXWxvhqpM1iQXkl742/jaFtJE+zQa3CGfflCr7ZHW9hjOoSHsBXU4dQXKHhUGIml67lUW4jdLI2KgVWc8pUl9UX1qRSSptevbX2uuo6oLcSsdAuUuq4boieWiX16WQv4/MVFaRmS2vsHbq12N02CWVkBzQ5aVRqddbngmls65kLfc09Nge2jaJNiD8v/bKexXtPcv9A64mWt8RfRqvXNzlET5Ln5szd937bTM9WzenRqv4T+hqUV6NDpbItb4XGdtjolAHdzP4e2KEVbcKDmPXdcpbsOsJ9Q3ubXe8cHc78Z6ZSXFbB4QuJXEy7Rnnl7wtzUStBp7N8LmtN8/HGviG/mKzj00XFONrLiA5V0cxX8i6yhkoBOit2MJ1ekleplIGF31RNW7Bxr1WVVd9rdlX3UFq2kd92ST/8bBJodNJJfs0DZVzNMGJXtWtwspfxxWoNaVX3mtuM6fS7vI3IWY/+LY1RGk2lxQszAFWVTqJp5PMRJG+nHZvXMmrcFAKCbB8ycDr+KIUFedw+YVqT5a3UaGzIqzJdb4gXnn6C0rJyMq9fZ9OWbWg0GgwGg8WhAdWciD9NfkEBkydYei/VlsvJzVKXqU4UrtNaH0etVtJxrOltprZV/wYdet/J0Z2LWTr/WYbcNRMnV2/OHtnA+eNbzb7D0cWD1p2GEb9/Jd4BEbTsMIii/OtsWPAmcoUKg15b1ae5MUqrqbCqj1WXNVZXqg9NdVoHmYzHXv4OO3vppVtQWEs+e2UK+zYvZPjEpxrVl1ZTiVJpORdqxu3G6Lu1MRgM/Db/P1SUFTFy6ss3vH/BvwuRM0rwj2Lnzp20b9+e2NhYHnzwQYYPH86TTzb9lIdPPvmEFStWMHfuXEJDQ3n33XdND/6m5LIIDw9n5cqVZp+vv/7aot6yZcsYPnw4SqWk6Y0cOZLjx4+TkpJiqjNkyBD27NnDl19+Se/evTl8+DBjx45l+fLlZn3df//9Ft/Zpo0UKuTo6MjXX3/Nli1bePTRR3F0dOS9995j/PjxlJfbzvXTVKpl+PHHH2nbti0vvfQSoaGWJylduHCBs2fP4uDgYDW5/O9FqbZDp7NUxrRVSopK/ftyojSETCajz7BpGPQ6rp5vfAJgldrOar6AaqXnRsjr5uHNwy9+hlar4fM3H+aVx4ex4uePmXC/dMx7tTLUEPZKBRorbiuaqt2NtfA6qVx63CjlMgZEBprK5TIZg1oEcb2kgsyq1/0tvN14a0gn0grLuO+3Pdz+01YWxScwo0/VPFY3/j2KnUplkq021Rt5uyYmPBneuQ3erk4cupBYbz2VUsFdfTtRXF7BuRTbOb8s5FUq0FjZPVYb+eysbPaldtLvUMrlDGoVZiqXy2UMaR3O9aJSMgvMPWm8nB3o1jyIQa3DeXlkD/pEBfPwzxvJqXa7kMvB3sn0cXaQ8sho9dYNTtVl9dkKtVWbfmsOLFU/wWb+nXaRCjLzDFzLM1+Dq/vMLTKYDFEA6HXos1KQufuATIadSml9LpjGtolzoWNLvF2cOHQpxWad9cfP4+ZoT8+WjXuBUZubMXc3Hj3HyYQ0ZoxrOFS7IezUSrRWjKXV8jbWIFvN8C5xeLs6c+h8gsU1L1dnurVszqCOrZk9ZSR9YqN45NOfyanH+0ohl7z2an9kMsngorRicFKZ5uONPVapuMzIhWQdxy9qWbi5jNNXtDw9wYVAH7lJLrN7zYqmrlRI8lozolVT/U9h9V6rKqu+16p/46kE83+/+KvS36G+crM+84qMJkMUgL60jKx1O3DvHIvsd3in3WrUaju0WktjqbbKqKO2EupljfNnTvLVnHdo26Erd017qN66+3ZW5SbqPaDeetawU6ttyKs1XW+IVi1j6NyxPaOHD+Xd/3uVrTt28d2Pv9isv23nLuRyObf17lWvXHoruky1gcjW6XXVYXfW9DZT26p/A7/gaMY99AF52Sn8753JzH1pMIe3/cLQSbMAzBJpj5z2Oi1i+7BlyfvMmTmIH967G7+gKKLb3ibVtaL3qNT2VvWx6jJVI+dCfVT30bpDXzPdK6xFWzx9m5F46WST+tLpLOdCzbjdeH133S9vcvn0Hm6/7/8ICGl8SOHfCaPxr/n5JyI8owT/KLp27cprr72GSqXC19fXZNxxdnamvLzc4q1PUVGR6XptAgICCAsLIywsDJ1OxxNPPMHatWtRq9WEhYWRkGCpHFtDpVJZGGEUdRS1goICtmzZgk6nY+HCmlMv9Ho9y5Yt49lnnzWV2dnZ0bNnT3r27Mnjjz/O7NmzmTt3LmPHjjXV8fDwsGr4qU1ISAghISHceeedPPLIIwwdOpT169czbpztN15NoVqG0NBQPvvsM0aNGkWbNm2IjIw01dFoNPznP/9h1KhRdOnShVdffZXbbruNiIg/9nYeJHfqwnzLsLPighzT9T8LtypvqLKShpP1mtq4+1CQZ+lKXVgVTujeSHfthmjRqhNvfL6e9JTLaCrLCQqNprDK5dw3oOFj1wG8nezJKrE0XOaUSYqPj5UQPgA3ezV2CjnOdioUcvONn6ejpDgXV2gJqHpJObBFIH0j/LmUU4jBYCTG152jadK/X4i79ZxJ1vBxcyarwHKDmlMV4uRjI/9Sffh5uFJY1rDxtjr/UFEj6lbj4+JIVpFlKF5O1Zj72Djlzs3BDjulAhd7tUWolaeTFOJXVFFJALZ/78BWYczdfowdF1O4s1MMcu8g1ANqTpj7L/DuggqKy4ymEKDauFaH4JXa1piKq0P5bLQvrTBaDdEL85Pj6SJnwyFLpbs65M/KtARNOTK5AhRKfFydyLIS2pZTFZ7nYyWEryH8PFwoLLP+5jkzv4jjCWmM6xaH6nds0G/G3P1kxTYGd2iJSqkgPbcAqEkCfi2/CK1Oj69740LPvd1cyC6wTKpeI2/TQ9j9PF0pLG34/hnUsRWfr9rOzviLjO/TyWqd5kFKnptsLsPsLwspKjHg5mRp8XF1lsoKim9ciJ41jl/UcHtfB165zzy/0PuLK6vuNcs21WVWlgoT1feai4PlvebiKKOs1r1W3U9JnZC+6qjr6ihU071WYXmPV2blIlerUTg5oKsn5PWviIenF3m5lqF4+Xm5Vdfrz78EUl6pD/9vJsGhETz70psoFLa3WJrKSo4c2E1su064ezQ9z5mnpyc5ubkW5bl5Usyml2fT+nRxdqZd21i27dzNw/dPt7heWVnJvgOH6NCuLR4e7vXKlXLdMq1AcZUuYyucy8HJDYVSTYmVFArFhVVt3Wratuo0lOh2/bmWehGjQU9AaCuSLkinPXv5hZnq2Tu6cNeTX1CYm0FBTjpuXoG4ewfx3dt34ejiib2jK2D+9sPV3dukF9WmOr2Dq8cfD0mr7sPaCcYurp6UlzZ8OIWpvruP1dDB6jF3vcEhdNtXzOPQtoUMnvAc7XuOabiBQNAAwjNK8I/CwcGB0NBQAgMDTYYokDyUdDod58+bH1t69uxZ03VbDB06FIVCwYIFCwAYNWoUSUlJbN261aKu0WikuNj2m1lrrFmzBn9/f1atWmXmzTRz5kyWL1+O3pqPfRWRkZGUlf3+U9xASrxub29/Qz2jahMQEMDw4cP56KOPzMrnzZtHYWEhs2bN4o477qBHjx7MmjULg5WEkk0lMDSGnMxkKsrMFeKUK6cAmpQcsqlUnyri7GqZz8EWQWHRZGUmU15H3qTLpwFodgPllSsUBIfH0DymPfYOjlw8fRCAmLhuDbSUiPJxI6WglJI6J7WduZZvum71e2UyonzcKCjXoK1jbajOM+XhYP42V6WQ09rPg9gAT1QKOYdTJeWqa3DjjXPRzfxIzsqlpNzctf50UgYAMc2alhjeaDSSkVtY7/Hz1aTlSGPi4dz4I4+j/T1Jzi2kpM6JdqfTpN8e4299kyGXy4j29yS/tAJtHW+a6jxTHo71n1JZWRUnV/3dhvwsNNsXmT7frKukuNxIRq6RIG85dbe4wb5yNFoj2YW2jVFFZdKGt5m35QY52EdOZq71+79dCwUGo5GTVyzXw+IyaZPsZuWfRGbniFGvA52W6CBfkrPzKamoMxeSJc+1mKCmGX2NRiMZeYV4OFsf1w3HL2A08rtC9ODmzN1r+UWsP3KW4f+dZ/r8ukPy6rzrne944gvbR7FbyutP8vVcSuqcaHc6UVoTo4N/j7wFeDSQIB6goiq8tL7T9NKy9Hy6qNjsU1hqIDVLT7CfwmI+hwcoqdQYybKSWPxGUh0GuOdkhUmu7zZoKCmHzDwjgV5W7jUf6V7L+Z33WjNvGZm1PAyrc2LVNRJXG72qjVLV95o1Y7J9oC/68gp0xaUW1/7qhEa0IDM9lbIyc9mvXDprul4f1zLTeOfVGbi6uzPztQ+xd6h/zT96aA/l5WX0bGLi8mqaR4SRlp5BaR3978KlS1XXm+6JqanUUFpm/d9u/6EjlJWX20xcXluu3OtJVJab6zLpifEA+IdYXwtlcjl+zaLISD5jcS09IR4Pn2CLpOgKpZqg8FiaNW+HQqkm4fwBACJadbfow80rkNDozrh7B1FRVkRm8lmr9UDSD7Ot6I/JJv0x2lqzJhEcLiXGt2b0KszPwqkJ+mNASEtyryVRUWfMUxMkef1voOfSwa2/sn3l5/QYPI0+Ix68Yf0K/t0IY5TgX0GLFi3o1asXs2bN4sCBA6SmprJ7925ef/11hg8fjp+f7VNSZDIZU6dO5euvv6a8vJxhw4YxfPhwZsyYwfz58zl9+jTp6ens2LGD6dOnc+jQoSbJtnTpUoYMGUJUVJTZZ/z48eTn57Nnzx7y8/OZNm0aq1at4sKFC6SmprJhwwa+/fZbBgwwd/EuLS0lOzvb7FN9wt/cuXN5//33OXToEKmpqZw7d45Zs2ah0+no0aOHNfFuCNOmTWPHjh2cPi0ZV06dOsW3337LW2+9ZUr4/sYbb5CYmMgPP/zwh78vrutgDAY9B7f/ZirTaTUc2bWCkMg408ki+TkZZKU3zsutLmUlBRgM5htjvU7L9tXfolCqaN6qi42WlrTvPgiDQc++rUtNZVqthoM7VhHWItZ0kl5edibX0usPD2sKxYV5bF75PUGhUUTHNs4YNSAyAL3RyPKzNUdWa3R6Vp9LoY2fh+kkvcziMhLzzA2zg1sEoTcaWXO+JqypUqdnw4U0Ijxd8LGxqQdIKShh2ekkeof5EerReI+Qge1j0BuMLNt7okZerY5VB+KJDQs0nUaWmVdI4jXzN+N5VjZVS3YfI7+kjJ618utYq1daUcmvO47g4exIq5DGn2QzsFUYeqORZccu1sir07Pq5GVig3xMJ+llFpSQmF1g1nZI6wj0RiOr46+Yyiq1OtafvkqEjzu+Vcng80srrIYbLz8ubWRaBVZ5AWgrMVxPNn2upBvQ6eF0gh4XRxltwmtUCEc7iI1QcD5Fb+bZ5Okiw9PFfON6OlFPTKgCN6ea8uaBcnzc5RZhQgByGcRFKEi6ZqDAhtfVqat63J3ltAiqpdao7JD7hWHIlYw3A9tGSXPhwClTFY1Ox6rDZ4gNDTB5smXmF5F43dzrIK/E0ui/ZF88+SXl9IyxvvHbcPwCAR4utI+wTOjbGG7G3P3kofEWnyEdpY3Sm/eM5vlxgxot76COrSR59xyrI+9JYsODTCfpZeYVkHjN3APCqry7jpBfXEaP1jUetfklpVbn7oq90kEMrUMDLa5VU1YphcfV/uj0kmeSm7Oc9tE1YYRODjI6xKg4dVVrFnbq7S7H2/33qc5OVjyUAHq1lYzwR89rTXJdzTCi08OZRAMujjJah9W518LlXEg11LnXpE9tziYZiA6RmxlqmwfI8HGXczqx5oedSzGg1RnpGGVulOscJXn0XUmv+aLTCXrcnWVEBtbUVHl54DdqALk7Dv4tY0m69uyHwaBn28ZVpjKtVsOuLeuJjG5lOkkvJ+sa6anJZm0L8nN5+7/PIpPJeOmNT3B1a9iQsG/XFuzs7OnSvX7jji369OyBwWBg3cbNpjKNVsumLduJiY4ynaR3PSublNQ0s7b5Vg71uXY9ixPxp4iq5b1em+27dmNvZ0ev7tZz49WWy2jQc2zXYlOZTqvh5N4VBEW0NZ2kV5ibQU6mue7VsuMQMhJPk5F02lSWcy2BxAuHaNVpaL3fm3s9iaM7FxHV9ja8/Os3xG1d9jEGvZ5ug6Zbvd62Sn88UEd/PLxrJaGRcaaT9PJzMrn+O/VH38BwAkOjOXN0ByVFNScQXDi1j4Lca0THWjeUWaN1Z0neozuWmMl7Ys9ymjWv0XcLcjPIzvh98gKcPrSedb+8Tdvuoxg2eebv7ufvwq0OxxNhegLBP5BPPvmEOXPm8Morr5CVlYW/vz8DBw7ksccea7DtHXfcwaeffsovv/zCgw8+yEcffcTixYtZtmwZ8+fPR6FQEBoayu23325KQt4Yzpw5w4ULF/i///s/i2suLi50796dpUuX0qNHD9q2bcuPP/5ISkoKOp0Of39/U5hdbebMmcOcOXPMyiZOnMgbb7xB586dWbBgAS+++CI5OTm4ubnRsmVLvvvuuxsSHmeLyMhIevbsyZw5c5g3bx4zZ85k7NixZmPl6+vLyy+/zOzZs/9wuF5oZBxxXYewfvGnlBTl4u0XwtE9q8jLyeDOh2rGeuGXs0g4f4QPF5w1lZWXFbNv068AJF6SNoH7Ni/AwdEFe0cXeg2ZAsDZYzvYuvIr4roMxtO3GWUlhZzYv45rqZcZNvGZJoUChreIo333waxaMIfiwjx8/EM4tGs1udkZTHn0NVO9nz6fzeVzR5n3W81mury0mJ0bpfDOhAuSvLs2LsTByRUHRxduGzbJVPeTV+4lPKotPgHBFBXksm/LUiorynh05lybSUvrEuvvycDIQD7ff478skqC3Z1Yez6VjOIyXhnYzlTv1c3HOZaey7Gnaty4x8aGsfJsMu/tPEVKQSn+Lg6sv5DKteJyPhllruSO/3kbA1sE4e/iQEZRGUtPJ+Jqr2JW/7aNHleAuPAgBndoyZxVO8grLiXY14M1B0+TkVvIa3ePNNV7+cfVHL2cQvwXs01lw17+nMEdW9EiyBc7pYITV9PYeOws0c38GN+7JqH14l3H2HHqIn1iWxDg4UZ2UQmr9seTmV/IW/eMQVVfRu+68jbzZXCrMOZsO0peaQXBni6sib9CRkExr42uuV9eXrGbo8nXiH/tvpox6xTN8uMXeXvdAZJzC/F3c2Zt/BUyC0qYM7kmJ9C6U1f57egF+sWE0MzDhVKNlv1X0jmYkEHfqGC6Rtje0INkTEq+buDOvmp8PXSUVhjp3kqJXAabj5qHPDw4Utpov7ewxrtnxwkdcREKHhqpZt8ZHWqVjL5xSjJzDRy9aGmMigqW42Qvs+oVZerzpJa4CAV3D1Kz57SOCo0RdewYkMvRXZTCN+JCAxjcNoo5a/eSV1xGsLcHa46cJSOviNfuGlIztr9u4OjVNOI/qTkRc9gb3zC4fTQtAryxUyo5kZjOxhMXiA7yYXyPOAt5LmfmcCkjm/sGdEEm+30JsG/G3O3fzvIt/8U0KcS5V+vmTfLqiw1vxqCOrZi7Ypskr48naw7Gk5lTwGtTR9fI+/0Kjl1K5uRXr5nKhr/0CYM7taFFkC9qlZITV1LYdPQM0cH+jK91GuW6g6dYuvso/drFEOTtQVmlhv1nr3DwfAJ946LoEtP058bxi1oS0nVMG+aEv1cFpeVG+rS3Qy6TsXavucfws3dJxuDZ82vCaDxd5XRtLc3zkABJrR7WXQpXzisycOis5GnYtbWaPu3sOHlZS06BHnu1jFbhKlqFq4i/rOFiimWytDNJBlKyDIzrrcTXXU9ppZFuLRXIZLD1uPn9cP8wSYYPltR4Ve6M19EmXM0Dw9XsP6tDrZTRO07KvXbsUo2BqaQcdsbrGdRRyfShKs4l6wnwlNMpWk78VT3pOTW7oF3xemLDFUweoGLfGT0VGuixayFylZIL//24iaNvSehjU1C5uWIfKIUX+Y7oh32Q9EImad7Pf0oIYIvo1nTr1Z9FP86nqCAfv8Bm7N62geysTB5++iVTvXkfv8n5MydYtHafqeydV54j61oGo8ZN4eK5U1w8V/N8dnP3IK69+YupkuIiTh47SNcetzXoQWWLltFR9OnVg+9+/IWCgkICAwPYsm0H17KymPH046Z67338GafOnGXr2hWmsgefeIb2beOIDA/H2dmJ9IxMNmzZik6v54HpUy2+q6i4mCPHTtC7RzccHOr3rm0ZHUWrTkPZtvwTSovz8PQNIX7/Sgpy0xk9/U1TvRXfvUjyxSO8+t0FU1nnfpM4vuc3Fnz2CN2H3IdCoeTA5h9wdvWi+5B7zb5n3ssjaNVpCG5egRRkp3F050IcnNwYMfV1s3p7139NVvplgiLikMuVXDyxlatn99HvjmcICo+1+htCI+No23UIaxd9RnFhHt7+IRzZvYq87AzueugNU71fv3iJq+eP8snCGm+u8rJi9myUoiiq9cc9mxbg4OiKg5MLvYfUhL3fPvVF5r/9IHNfn0b3AXdSUVbMzvU/4RMQRs9Bd9U7zrUJbt6WNp2HsnnpJ5QU5+LlG8qJvSvJz8ng9vtqxnzp1zNJunCEN3+siRCpKCvmwBYpT1jKZUneg1t/xd7RBQdHV7oNkvTdtKunWPr1TByd3Ylo1Y34/WvMZAhp0R5PX9vJ+gWC+hDGKME/hnfffbfe666urrz88su8/LLtkx+aNWvGxYsXLcodHBw4fPiw6W+5XM6kSZOYNGmSRd1qnnzySavJ0+t+h7Xvq+abb74x/f+MGTOYMWOGzboA27dvr/d6t27d6NatcR4w9WFrnOqT4bvvvjP9//r1663WGTVqFKNGjfrD8gFMevQdNv42l2N711BeWkRAcBT3Pz+P5i2t5xOppry0iI2/zTUr27XuBwA8vANNxqiA4Cj8gppzfN9aSoryUCpVBIbGMPWpj2nbbUjdbhvknifeYs2izzm8ey1lpUUEhUTx6My5tGhVv7xlpUWsXfS5Wdm2NT8B4OkTaGaMColoxYmDmynIy8LewYmYuO6MuusJvP2adqz0G4M78OXBC6y7kEpxpZYW3q58OqobHYLqz6thr1Qwf2xPPtt3ltXnkinX6onyduPT0d3oEWqe1yDKx43V51LIK6vE3UHNwBZBPNI1Bk/HpicPffOe0czz3MXaw6cpKqugRZAvcx6bQMcWIfW2G96lDScT0th28gKVWh2Bnm5MH9SdB4f2xKFWMuZ2zZtxMiGNFftOUlBajoNaTZuwQF6bOpKu0WFNl/eOPszbcZy1p65QVK6hhZ8HcyYPomNY/WFO9iol39wzjE+3HGHlicuUa3RE+3syd8ogekbW/Bu3D/EjPvU6G88kkFtSgUIuI8zbjeeHdGFSl1YNymc0wvcbKhneTUXPNkpUCkjNNrBkp6besKFqCkuNfLWmkpHdVAzrokJngAspetYd1FrNF9U+UoFOb7TqNVVNSTl8ubqSEd1U9I5VIpeDsaAUbfwOjMU1x5y/OWUY8zbsY+3R8xSVV9Ai0Ic5D95Bx+b13wPDO7bkZGIG2+IvU6nTEejhyvR+nXlwUDezuVDN+mOSwj+8wx8Lkfiz5+6N5s1772Ce5w7WHTxFUVk5LZr5MeeJyXSMCqu33bCuccRfTWXbiXNUanUEeLkzfXBPHhjeB4dayZjbR4YQn5DKxiNnyC0qQaGQE+bnzYw7hzCpX+O9UWtjNMLnv5Uwtp8D/TvaoVLKSL6m48f1pVzPazhEz9tNzpg+5pv06r8vpWhNxqgraTqaBynp3FKFq5MdegNcz9Pz27YydhyzfkKX0Qg/bNIyrIuS7q0VqBSQlmNk6W5tI+81+GadluFdlQzppERvgAupBjYc0lncaztO6imvNNK9lYIRXZWSgeqknu0nzO+7kgr4ap2G4V2U9GyjQC6Hot3XODn9BYpP2dZnGkvEs/fhGFZzPwaMHULAWOmZmr5g9Z+Wj+qx515myS9+7NmxidKSYkLCmvOfVz6gZZt29bZLTpQ8Udcs+9XiWss27S2MUQf3bkev09Gzb+O9Dq0x87mn+f6XBWzdsYvikhIiwkJ585XZxLVpXW+7UcOGcujoMY4eO0FZeTnubm50at+OSRPGExFmmTty99796HQ6+vdtnBfXHQ+8x/YVn3HqwGrKSwvxC45m0lNfEhrdud52dg7OTH/hJzYteoc9a7/EaDAQFtOFIRNfwsnFPDzdPziak/tWUFqUg6OzB606D6PfmCdxcjXPweQbFMWF41u5eHI7RoMBv2ZRjH/kU1p3rt/Taspjb7Pht7kcrdIfA0OiePCFxumPG+rojzvX/QhI+mNtY1SL1l14aOZ8Nvz2OesXfYbKzp7YTv0ZNXlGow+UqWbcQ+/ivnwOJ/etpqKsCL9m0Ux99kvCY+of8/LSIrYtN395vW/j9wC4eweajFFZGVfR67SUFuex4rvZFv2MfeBtYYwS/G5kxqYcDSYQCAR/MdYca/go+r8SDqp6jhr7C9Jtz39vtQhNQhnT5laL0HiyMm+1BE3i1eLGHTX9V+H1Zj/fahGaht2fc8rnn4FR8ecZtP4Mnj1U/+bzr4an9+/zmLlV9HzE0jvwr0rguX0NV/oL4Y1lXqG/Mnuu/74cebcKd8e/jw5Zqvl7nVR5Z7e/bzagX/b8Nc0jd/f+fZ7Wf2WEZ5RAIDAxYsQIMjIyrF57/fXXGT16tNVrAoFAIBAIBAKBQCAQNBZhjBIIBCa+/vprdDrrb4m8vCyPoBUIBAKBQCAQCAQCgaCpCGOUQCAwERT0+059EggEAoFAIBAIBIK/O0bjPy8c7q/K3zeYUyAQCAQCgUAgEAgEAoFA8LdDGKMEAoFAIBAIBAKBQCAQCAQ3DRGmJxAIBAKBQCAQCAQCgeBfj/GveZjePxLhGSUQCAQCgUAgEAgEAoFAILhpCGOUQCAQCAQCgUAgEAgEAoHgpiHC9AQCgUAgEAgEAoFAIBD86zGIML2bhvCMEggEAoFAIBAIBAKBQCAQ3DSEMUogEAgEAoFAIBAIBAKBQHDTEGF6AoFAIBAIBAKBQCAQCP71iNP0bh7CM0ogEAgEAoFAIBAIBAKBQHDTEMYogUAgEAgEAoFAIBAIBALBTUOE6QkEAoFAIBAIBAKBQCD41yPC9G4ewjNKIBAIBAKBQCAQCAQCgUBw0xCeUQKB4G/NwKLFt1qEJrFMOflWi9Akcofcf6tFaBIVMsdbLUKjKW7mfKtFaBL3KPJvtQhNYk3OA7dahCbRyvv6rRah0exPCrjVIjSJwf0Mt1qEJqGU/71eywee23erRWg0Ga163moRmkTwiR9utQhNQq36e83d1BzVrRah0fi662+1CALBDUcYowQCgUAgEAgEAoFAIBD86zH8vWyqf2tEmJ5AIBAIBAKBQCAQCAQCgeCmIYxRAoFAIBAIBAKBQCAQCASCm4YI0xMIBAKBQCAQCAQCgUDwr0ecpnfzEJ5RAoFAIBAIBAKBQCAQCASCm4YwRgkEAoFAIBAIBAKBQCAQCG4aIkxPIBAIBAKBQCAQCAQCwb8eg+FWS/DvQXhGCQQCgUAgEAgEAoFAIBAIbhrCGCUQCAQCgUAgEAgEAoFAILhpiDA9gUAgEAgEAoFAIBAIBP96xGl6Nw/hGSUQCAQCgUAgEAgEAoFAILhpCGOUQCAQCAQCgUAgEAgEAoHgpiHC9AQCgUAgEAgEAoFAIBD86xFhejcP4RklEAgEAoFAIBAIBAKBQCC4aQhjlEAgEAgEAoFAIBAIBAKB4KYhwvQEAsE/Eo1WxxdrdrLu0CmKyipoEeTL46P70b1V83rbfblmJ1+t221RrlYqOPz5bNPfFRot7y7awOmkdK7nFaE3Ggj29mRMj3ZMuK0TKoXCav86rYadq+Zw+sAqKsqK8G0WTb/bnyaidc8Gf1NR/nU2L36HhLP7MBoNhMV0ZfDEl/DwCTarV1KYw/ZlH3H59C40FaV4BzSn5/CHaNVpqNV+zx5ez6GtP5KVdgm5QolPYHNuu/0Zwlt2s1pfo9Xy08+/snXHTkpKSggPC2P6tCl0bN++Xvn37j/Aug0bSUxKprioCDc3N2Jiopk6eRLhYaEW9cvKyvh10WJ2791HXm4erm6utIyJ4T/PPYu9vV2D41WNVqvh159/ZOf2rZSUFBMWFsGUaffSvkPHetsd2L+XjevXkJyURFGVvNExLZk0ZRqhYeGmekVFhWzdvJHDhw6SlpqCXq8jqFkwY24fR+++/RotZ215l/76NXt3bqS0pJiQsObcOeVhYtt3rbfdkf07OLB3KwmXz1OYn4uXjx/tOvXkjon34eTsYlG/vKyUFYv/x+F928nPy8HF1Z3ImDY8+uyr2NnZN1nuur9h4c/fs3PHFkpLigkNi2DytPtp175Tve0O7t/Dpg2rSU5KNM2RqJhWTJw83WzMfy86rYZty+dwcv9qykuL8A+OZuC4p4hsU//9l52ZyJHti0hNOEVm8jl0Wg0zPtyKh0+QWb2yknyO7V7OhRM7yM5MwKDX4R0QTs8h9xDbdfgflh9qxnbXjs1VY9ucSY0c280bVpOclEBxURGuZmMb0WQ5dFoN+9Z9xrnDq6gsK8I7MJpeo54hrGXDa1lxwXV2LH2b5AvSWhbcoiv9xs/C3TvYom5pUQ771s4h4cwOyksLcHL1ISS6G0PvfttUJ+96AvF7FpGZdIrrqWfR6zQ8+MY23LyaNfgbtiybw4l9NfNh8PinaBHb8Hw4tG0RqVdPkVE1H/7zseV8AFj7yzskXjhCfk4GOm0l7t6BxHUdRu/h92Jn79TgWNWWddPSuRzfu5qy0iICQqIYeufTRMX2qLddVkYiB7ctJuXqKdKTJFlf+nQLnlZkffvpgeTnZFiUd+s/gXH3v9ZoWUGap0t++Za9OzZSUlJMSFgkE6c+SFz7LvW2O7x/J/v3bCPh0gUKCnLx8valQ+eejL1rutk6dvbUcf5v1pM2+5k49SHumHhPk2RuKgonRyJm3I97l7a4d45F7elO/P0zSftpxZ/6vSA9h79dtIKNu/ZTXFpKZGgwD04aS5e2bZrUz9Ovf8DRU2cZO3QAMx6caiq/npPLuu172H8snrTM68jlciJCgrhn3Gg6t23dpO/QaTVsXT6Hk7Xus0HjG7fuHt6+iLRa99nzH1m/z9b9Kt1nBdX3mVcgsV2H0auB+0yn1bB//WecP7yKivIifAKj6TnyGUJjGreO7Vpuvo71HWu5jn38ZLTV9r1GzaDL4Icsyi8eW8/xnT+SnXERhUKJp38kPUc8jW9X6/eOtI7N5XjV+AYERzF4/NO0aGBtyM6U1gbzdcz62lCb3OspfPLSaHRaDU+8voRmEU2bc38HDCJM76YhjFECgeAfySs/rmLr8fNMHtCVEF9PVh+I58nPF/LNc9NoHxnSYPvZk4fjaKc2/S2XmzuSVmp1XM3MplfrSAK93JHLZcRfTePDpZs4nZTOu/ePtdrv6u9ncv7YZroOnIanbyjx+1ewcM7DTH3+R0Ja2DaOaCpK+fnDaVSWldBr+MPIFUoObf2Rn96fyoOvrsDR2UOSq7yEH9+bQklRDl0GTsPZ1ZtzRzewbP4z6B/8gNiuo8z63bVqLrvXfkHLjkNo2/MODHodWemXKS64blOWDz/+lD379nPHmNEEBQawZet2Xn71DT545y3atG5ls11SUjLOzs7cMXoUrq4u5OcXsGnLVp56bgaffvgBzSNqjA2lpaXMeHEWObk5DB86hMCAAAoLizhz9ixarbZJxqhPP/6A/Xt3M/r2sQQEBrF962beeHUWb737Ia1ax9psl5yUiLOzC6PG3IGLqxsF+Xls3byRGc8+wQcfzSE8QjJsXjx/nl9++p6Onbow4a4pKBQK9u/bwwfvvUVqagr/z955hkV1dAH4Zem9SxcEFVFRsffee+8aW6JJNLbEaEwxTY0mMRpNTExib1HsoigWFOwFsSAqKihNeoelfT8WFtfdhUWNmi/zPs99lLkzc8+dnTlz77nnzIwcXbkXot9++poLZ47Tve9w7B1cOHX8IEu/msX8b1fhWbuB2nJ/rFqMpZUNrdt3x9rWjkeRERw9uJNrl8/w7bL16D1lYMrOyuTrT94lOfEJHbv1x87BmYz0FG7fvEZBvvSFjVErfvyOs8GB9O43GEdHJ44H+PPNF3P5atGyCtr8PiYmpvTuOwgzMzNSUlI4dvQQc2a9y+LvV1LNvfoLyeW7Zh43Lx2hZdexWNu5ciVoNxt+nMKEuetwq6l+/D26F8LZo5uo4uSBrYMHsVFhKvNF3QshYOdyatZvS/u+U5BItLl56Sjbf5nNk+gIOg1U//KsKT//uFjetg6OzpwIOMy3X3zMV4uW4VWnntpyUQ/vY2xiQq++gzAr6c/Hjh7i41nvsuj7VZVu28Mb53Lnqj8NO4zFsoobN8/tZtcv7zB0+nqcq6s3jElzs/h7+VjycjJo1m0yEm1dLh9fx/Zloxk7bw+GJboMID0llq0/jACgfpvhmJjbkZn2hLjIUIU6Y+6HcOXkRqwdqmNt78GTx6p/n2fZ8fs8blw8QqtuY7Gxc+Xy6d2s+2EKb89bh5un+v4QdTeEM0dK+oOjB7GR6q/3+MEN3Dwb06htVXR09YiJDCPwwBru3TzLO/M3Ks0t6tj+2yeEXjhCm+5jsLF35dKpPfy5dApT5q+lWjmyRt4NIch/E3ZOHlRxdCcm8na513F0rUXbnuMU0mwd3DSS8Wl+XfYt54NP0KPfUOwdXQgM8OO7BR/y2cKfqVWnvtpya1YukemxDl2xsbUj6uF9/A/4cvXSWRYvX4uevkz3O7m48f7sz5XKnz5+mNCrFyo0er0M9GwsqfnZVLIjo8kIDce6ffkfDF4m3/78ByfOXWJory64ONjjdzKID79dxs9ffkx9r5oa1XHy3CVu3rmn8tzpC1fZtNuPtk0b0qN9KwoLizgcGMyMr5byyfsT6dWxjcay+q6RjbOWXcdibe/K1dO7Wf/DFCbOLX+cPboXwtkjFetdgOj7snFm3aZsnJ06uIaIm2eZVM448980l7sh/vh0GIulrRs3z+9m96/vMOSD9Th5lKPH8rLYsWIs0twMmnadjESiy5WT6/h7+WjGzN2DobGlQn7XWq3watpPIa2Ks/Lz0hm/nzl3eBU1G3SjTrMBFBYWkBR7h8w09c9kO37/hOsXj9C62xis7Vy5fHoPa3+Ywjvz1pbbvpEKesyd2Ap0QykHNn+HRKL6g6tAUFm0iovFEl0CgaYkJCSwevVqTp48SXx8PNbW1nh5efHWW2/RokULOnbsSHR0NAAGBgZUrVqVsWPHMmTIEHkd58+fZ+zYsSrrDwoKwtbWlp9//pmVK1cCoK2tjampKdWrV6dLly6MHDkSPb0yI8mYMWOoVasWb731Fp06dSpX/kWLFjFwoGojydOyXbx4ETMzM6XzP//8MwEBAezdu1f+98qVK2ndujV//vmnQt4//viDpUuX0rRpUzZu3KhU/um2UsWAAQNYvHhxufcDkHNis1La9QfRjPnuT2YO7MxbXWVfhvLyCxj81a9YmhqzYc4EtfWVekad+P5DLE2MKrz+syzedohtJy8S8N0sbMxNVMrVechHtOg2EYCC/DxWf94HYzMrxs/bprbeM4f+4Jjv90ycvwPHarKX+cTY+6z+og8tu0+k48BZsnyH/+TYzqWMnr1O7tlUXFTEXwuHkZ4SxwffHUNbR9Z/HkeEsHbxCLoM+ZjmXcepvG4bhzsKf98Ov8MHsz7k7QnjGTJoAABSqZR33puKhbkFP/2wpFLtlZKSwsi3JtC9axemT31Pnr5i1a+cDDzFqhXLcLC317i+XC3F3+xO+G0+nDmV8RPfYcCgoXJ5p747CQsLC5b8sKLS8k4YO5wuXXvw3rQZAMTFxSLRklDFzk6er7i4mM8+mUPYrRts3r4LAwNDpboyCkyU0iLu3OTzDycycvw0eg0YVSJvHnOnjsLMwpIFS9aole3W9cvU9lZ88Dx93I/VP33FpKnz6NC17EF47a9LOHPqKN8uW08Ve0eN7t1IO0ejfHfCw/h41nu8NWEK/QcNK7kHKdPfG4+5uSWLf1ipUT2lpKYkM+mtoXTq2pN3p87SuNzNRMV+8zgilNVfDaP7sI9o3VOmA/Klefw8vy/GZlZM/myr2rqyM1PR1tZF39CYIL+/OLx9qUrPqOSEx2hpaWFpU5ZeXFzM2iUTiLp7hU9WnUVPX7VeqW2j/mWjlLvhYXw8613GTphC/0HDAVn/mFHStot+WFVhHU+TmpLM228NoVPXnkyZOlvjcr4nE9i8dAjtBsyhSecyXbbum94YmVoz8kP1uuzC0TWc2vM9o+bswMFVZjxLiotg3bd9aNp5Em36lf3GvqveJjn+PqPn7FQwUj1LTlYq2to66BmYcDHgTwJ3L1HwjLI2K1Iq8ygilF8WDKPH8I9o26usP/w0ry8mZla8+4Vm/eHUwb84tG2pWs8oVZz2W4vf1iW8+8VWqlZvoHReR6L4aB4VEcrPnw+n18gPaf+UrD/M7YuJmTVTF2wpV1aJti4GhsacPPgXB7d8X65nlL1zDSZ89KtG91GKi3mKwt/3wm/x6ey3GTXhffoMHAnI+ulH74/BzNySr7//TW1dN0OvUKdeQ4W0U8cO8cuyb3hn2sd07Na3XFlmvD0MtLT46XfVfTCmdsUeL5oi0dNF19KcvPhEzBvVpfU535fuGdXs6jqltFt37/P23K94f+wwRvbrAUCeVMqYmZ9iaW7Gbws/rbDePKmUUdM/oVfHNvyxbbeSZ9T9qGisLMywMCvzRpPm5zNu9ufk5Oax+/cfVdZ7MkvRIPcoIpTVXw6j+/CPaPOU3l3xiWycTf5cs3F22u8vDm9bqtYzShVBh9ZyaOsSJn+uepyVyta2/xwadyrTY+sXyvTYiFnq9djFgDWc3vs9Iz/cgX2JHkuOi2D9oj406TSJ1n3L9NiP0zyp32YUnYYqG0+fJuZBCNuWDadd/7k06jhO6XwVi0KV97BqwXB6Dv9QSY8Zm1nz3hfl64an9Zjftu8r9Iy6ExrE+mXv067XRI7vXV2uZ9SApv9eg9WqQ69bAtW83+N1S/DyEWtGCQQa8vjxYwYOHMi5c+eYM2cO+/fv548//qBZs2Z8+eWX8nwffPABQUFBHDhwgD59+vDpp58SGBioVN/hw4cJCgpSOKytreXna9SoQVBQECdOnGDDhg10796d33//neHDh5OZmalUn4ODg0JdEyZMkNdRevTs+XLCRJ7G1taW8+fPExcXp5Du6+uLo6P6l9ydO3fK5fr5558BxTaZP3++2rIVEXDlFtoSLQa1KXsx19fVoX8rH0LvPyYuOa3COoqLi8nMyaOy9npHawsAMnJyVcqlJdGmYdth8jQdXX0atBnE44gQ0pJj1dYbdtkfRzdvuSEKwMbBnWpezbl18bA8LeruJYxMrRRC7LQkEmo36U5mWgKR4Rfl6ecDNmBiZkOzzmMpLi5GmptV4f2dDg5GIpHQs0c3eZqenh7dunbh1u3bPElIqLCOp7GwsEBfX5/MrLJrZ2ZmciTgGD27d8PB3p78/Hyk+fmVqreU4KBTSCQSuvXopSBvl67duR12i4SEJ88lb1ZW2Ri0t3dQMEQBaGlp0bxFS/Lz84mLVf+7Psv54ONIJNp06Nb/KXn1adelD3dvXycpQb3B4llDFEDj5u0AiH70UJ6WlZlB4LGDdOzWjyr2jhTk55OfL9VYxoo4GxyIRCKha4/eT92DHp279iT89k0SK9nm5haW6OsbkJ2lrPcqw41L/kgk2jTuMFSepqunT6O2g3h0L4TUJPW/k5GJBfqGFYdUWdk6KxiiQNYXvBp2oiBfSvKTx89/AzzdtmUejnp6+nTq2uuF2jarkm175+phtCTa1GulqMu8Ww4m5sFV0lPUt+Wdq/7Yu3rLDVEA1vYeuHq2IPxK2RtAUlwED26doknniRiaWFKQn0dhoWo9YGhsgZ6BsnG3PG5ckPWHph0V+0OTdoOIekn9QR2lL9M52Rka5Q89fwSJRJvmz/Tdpu0GEXm3YlkNKilrQYEUaW52pco8zfngE0gk2nTqXmYA19PTp0OX3ty9fYPEcvTYs4YogCYt2gIQ/Siy3OveC79FXOxjWrfv+pySV44iaT558Ymv5FpPc+LsRbQlEvp1aS9P09fTo3enttwIv0d8YlKFdWzec4iiomJG9lX9dute1UnBEAWgp6tLi4b1eJKUTFaOZh8nbl6UjbMmz/Tdxq9gnFmU6OJcNePs5kV/tCTaeLd8Ro+1GEzsg6tkVKDH7Kp6yw1RAFb2HlSt2YLwq6otGfnSXAry89TWefXkeoxNbWjYvuSZLK/iZ7LrF46o1GP/RPsWFuSzf9MiWnUdg1UV5ZDq/yeKi4vfyOP/ERGmJxBoyJdffomWlhY7duzAyKjsy3aNGjUYNGiQ/G9jY2NsbW0BeOedd/jzzz85c+YM7dq1U6jP2tpapfdRKdra2vJ67Ozs8PT0pGXLlvTr1481a9Ywc+ZMtfkBjIyMlNL+Caytralbty67d+/m3XffBeDKlSukpKTQvXt3IiIiVJazsrKS/9/c3FxeV3ltoim3H8XhWsUaE0PFUK66bjLjWPjjOOytzMuto/enP5OdJ8VQX5cO9Wsxe3AXrM2UX3byCwrJzM0jT5rPrchYNhw9i4OVOS62Vkp5bz+Kw9rODX1DxXqcqskeZuKjwjC3clAqV1xURPzjcBq0HqR0zrFaPe7fDCYvNxN9AxMKC6To6iqHWOnqyTxzYiNvytenehh2FufqPlw4tpHTB38lJzMVE3NbWveaTJOOo1W2y72I+zg7OWFspOjdUaumLCwg4v4DqlTQ5zIzMykoLCQlJYVde/aRnZ2NT/2yB7obt8KQSqU4Ojrw1cLFnDl7juLiYrxqeTLt3Sl4eGi+vs39iHs4OTljZKT4wFXTsxYAD+5HYGtbpUJ5CwsLSElOZt/eXWRnZ1OvQfnrY4HMiwrAzLz8vvY0kffvYO/koiSvR02ZO3/kgztY29qpKqqStFTZS4mpmYU8LTzsGvnSPOwcnPlp8TwunztFcXER1T3rMm7KR7i5axbioY4HEfdwVHEPNWqWtvk9bCpo86zMTAoKC0hNSWb/np1kZ2fhXV/5JbUyxEaGYW3vhsEz48/ZXWbgjYu6jYW18vh7GWSmyV5YjU0tXqie+xF3X0LbZlBQWEhqSjIHStq2Xv3y1097liePw7CsoqzLSl/MEh6HYWapWpclRIdTt4WyLrN39eZhWBDS3Ez0DEyIvH0WACMzG/5e/hZRd86hJdHGtVZLugxfUOF6UBURExmGjar+4CHrD7GRL68/FBYWkJudQWFBPnGP73Jk53L0DYxxcVcfsqosqysGRoqyupTIGvMSZb136zzzxzeiqKgQSxtH2vR4izbdx1Rc8Cke3r+DQ3l67P5dbCqhx1JTkgEwNStflwadPALwyoxRr4s7D6JwcbTH2EjR47Z2ddncePdBFHY21qqKAhCXkMSm3Qf55P0J6D+1HIEmJKWmYaCvh4GeZqHyMRXo3diXqHefHmfxj+8SUDLOnNWMs5jI8vXYk8dhmKrRY4kx4dRtrlqPRd4u02Ol3Dq/m2tBW6C4GCt7D5p1exevxorLJkTdOYtjNR+uBm7gnP+v5Jaskde06xR82ql+JpPrBsN/XjcE+W8gJyudjv2ncOPi0ZdSp0AgjFECgQakpqZy+vRpZs6cqWCIKkWVAaWoqIijR4+SlpaGrq7uS5HDw8ODtm3bcvToUSVj1Otk0KBBLF26VG6M8vX1pU+fPhWU+udITM9UCpEDsCn5ypeQqt4LwMzIkOHtm1DP3Rk9HR2u3Ivi75MXufEwmi3z3lYycB27GsbcP3fJ/67t6siXY/ugo63seJqYnomJufIC6ibmMuNNRppqr4acrDQKC6TyfE9jWlo29Qn69iZY21Xjwa2zpCZFY2Fd5qERdfdSSb54eZ3ZmSk8uneFh2HnaNv3fcysHLkWvIvDW75Boq1Do3bDla6XnJKClZVyuExpWlJyssp7eJoPZn/E48eyEE1DQ0NGDh9K965d5Oejo2UL6P61fgMO9g7MmT2TrKwsNm3ZxpxPPuX3X1dibaVs7FNFSkoyllbKD+WlaclJFX9B/mjWNKIfP5LLO3T4KLp0Ld9XOiMjnSP+ftSu442ViuurIzUlCUtLG6V0i5K0lOTKfYXf77sRiUSbZq3KFlKPj5Hdy/YNv2Ln4MSUmZ+Tk5XJrm1/svDTqXy3cguWVsoyaEpyShKWKn4feZtrcA8fz35P3uYGhoYMGT6Gzl1fzLMzIzUBUwsVY6gkLT21cl5FmpKdmcqlwJ241myEqUX5hqKKSElJKr8/a9C2c59p28HDx9Cpkm2bmZaAiZlyWxqX6KNMNW2Zk52qVpfJy6Y9wcrAhNSEhwAc3fIZdq7e9J6wjIyUWM74rWTHivG8NX+f3Mj+PLzK/hD94Aa/fjlC/retQzXGzvoFIxMLjcqnpyZgZqksq1mJrGkpL0dWh6qeuNVsiK2Dm6zfntrDvo2LSE95Qq8RmodxpiQnYWGpvp9WVo/t892kpMeepaiwkLOnj+FRszb2ji9mqHzTSUpJxdpS2TBXmpaYklpu+ZXrt1KzWlU6t1a9SYk6HsfGE3j+Mh1bNEFbxTOOKioaZxkvqe+CbJz99lXZOLNxqMbomerHWUZqAsaq9FhJWpaaZ7LcEj1mrEqPmSnqMQDHaj7UbNgDc2tnMtOeEHJqC4fWf4g0J4P6bUaW1JlGTmYK0fevEHXnHC16TMXU0oGb53ZxYufXaGvr0Ln3EKXrVdi+L0mPZaQmcHzPanqO+EjJ8CUQvAjCGCUQaEBUVBTFxcW4u1fskfH999+zfPlypFIpBQUFWFhYKKwZVcqznlKOjo4cPHiwwvrd3d0JDg7WXPhXQPv27fniiy+4ePEiderU4dChQ2zZsgVfX9/XIk+etABdHWX1pq8rS8stJ+RrVCfF9Q46N/Sirpsjn/y1m78DLzKhe2uF80083Vg9fTQZ2blcCH9A+ON4cvJU158nLcBAR/krpI6uzMBVIFXtvp2fLwv509GgrE+bIVwO3I7v6pl0HTYX45IFzG9fCZDVVZJPmicLwcjJTGXgOz9Sp6nsZbR2o26sXtCXoAOrVRqjpHlSlcZVPV29kvPqXdBL+XDGdLKzs4mNi+NIwDGkeVKKiorkC4zm5Mrc/7XQYsnCrzE0lL1wVvdwZ/rsOew74Mf4saq/EirLm6dGXllanpo2f5rpMz8iOzuLuLhYjh31RypVlPdZioqK+GHJIrIys5j87lSN5JTLK81DR5W8epq3bynBgf6cPLqf3gNHY+9Ytmh/bkl4hZaWFp98vRIDQ5mB3dXdkwVzJnHUbydDR0+plNwK95AnRVdXua/qyvtIxSGBU2d8TE52FvFxsRwLOIw0L6/cNteEfGkeOjrKbVs2hpRDa1+UoqIidqyeQ252Or3HVLyOS0WoG3+6lRh/U2fMJbukbY8HHHquti3Iz5WvPfc08rbMV92WpSEqKsvqKOqyUh1lZGbLoHd/R6tEPlMLew6snUXYxQPUa6U8t2pKfn4e2ir6g27JPeS/xP5Qxak6Ez/+E2leDpF3r3Lv5lnyNAiLlssqzVOt//XKnzsqy/jZimuONWk3kD+WTObUofW06joKC2vN1u+TSlXrXd1SPVYJeYNOHuHEkQP0GTQKByf1oUHXr10iLTWZ/kNVr8n5/0SeVIquir5bNq+p17GXr4dx8txl1iz+rFLXzM3L49MfVqGvp8eU0ZqPu4L88vXuyx5n4+fIxlnUvatE3Dxb7vIDBfl5GKkYV9ovosfkZcv6+PBn1p6q23wQm5YMImj/Mmo3G4iungH5JfouNyuVXuOW4dlI9kxWs0F3Nizqwzn/X1Uao/Lz1egGefu+HN1waPuPWFVxpkn7wS+lvjed/9OIuDcSYYwSCDSgMnG6EydOZODAgSQkJLBkyRJGjhyJq6vytvWbN2/G2LjMhV1HhfFEnSxaWloay/Mq0NXVpW/fvuzatYtHjx7h5uZGrVq1Xps8+no65BcUKKXn5cvSDCrpqdazqTc/7jzK+dsPlIxR1mYm8vC9Lo1q88eh00xZvol9X01V8s7S19OhoED5IbH0oUVHjdt7adidJmXtXDwZ8PZS/DYtYN1i2Rc3E3Nbug3/BL9NC9AzMFKoU6Kti1fjsvWftCQS6jTpQeDen0lLioFnvLv19PXIV2HMk5asOVS601F51PYq6xvt27Zl0hTZwuXvTJItvqlfci/NmzWRG6IAvGrVwt7Ojlthmu2UVSqPannzFa5VHrW8yna8adu2A+9Nkck5YdJklfl//3UlVy5fZObsj+U77mksr54+BarklWrevgC3b4aw5ueF1PNpztAxioal0joaNmktN0QB1KhVF1s7R+6GXa+UzM8i6yPKfTVf3kcqDgup5VW2dXjrth2ZNkW2I+G4Se8+t1y6evoUFCi3bdkYerEdBFVxcNM33L1+mkHvLMah6ovrRHXjL78S48/zmbb9YIrs5X3cpPfUFVFCR9eAwvL0kYpQYVm6TD6VZQsUdVlpHZ4Nu8sNUQA1G3ZHsn4OMfevvJAxSldXn0IV/SG/5B50X2J/MDA0oXpd2WYatRt1IuTMATYum8q0r31xcK24X8j6roo2k5Y/d7woWlpatO0xljuhQUSEXaBR6/IXDy9FT0+13s0v1WMayht2I4TfViyifsNmDB/7Trl5g0/K1s5p0ab8jVz+H9DX0yNfRd8tm9dU69iCwkJ++msz3dq1xKu65uHuhYVFfP7jrzx8FMMPn87CVoV3tDp0dMvXu//kOLt25gCbfprK+1/7qtS/Orr6KnVR4YvoMXlZ9X1cW0cPn7ajCNj+BU8e3cDJo7E8v0Rblxo+is9kNRv24Kzfz6QmxmBho7gWq66uGt0gb98X1w1R965xNXgfk+b+9UIfhAQCVYgeJRBogKurK1paWty/f7/CvJaWlri6utK4cWOWL1/ON998w717ylvnOjs74+rqKj+cnDTbHSQiIgJn5zfPBX3QoEEcPnyYzZs3K6yh9TqwMTMhMU05FC8xXbaIpa1F5V2M7SzNSMuqeMHOLg1rk50n5eS1cJVyZaYpL/BdmmZqrjqEx9DYHG0dPZVlM0rLPhX+U7txd2Z+f4qJ83cwft42PvjuGBa2JbtK2bnJ69TR1cfIxEJpi15jU1koRU52utL1rCwtSU5OUUovTdM0fK4UU1MTGtSvx/GTZYv8W1vL6rCwsFDKb2FhrnIBf3VYWlqRkqwcileaZmWteQgdgImpKfXqNSDwxDGV57du3oDfwX28NX4SHTp1UZmnPCwsrUlJUQ5hSS1J0yR8LvLBXX745iNcqrozfe5CtLUVDd0WJXWYWSj/VmbmlmRlaraosjqsLK1JURGuKW/zSoYAmpia4l3fh1MnA15ILlMLWzJSVYyhkjSzFwyhe5bju1dx/thWug6dhU+rfhUX0ABLS+vy+/NztW3DSretibktmenKbZlVoo9M1LSloZGFWl0mL1uiB0v/NTZVvCeJRBsDYwtyc5T1U2V41f3haeo0lumGa+f8NMpvZmFLeoqyrOklsppb/nOyWljJvKFyMive+KMUSytrUlPU91ON9Nj9u3z/9VxcXN2ZOe8bJT32NNK8PC6ePYV3g8ZYWFZuDvo3Ym1pQVKK8u9RmmZjaaGy3OGTwUTFxNK/S3tinyTID4Ds3FxinySQq8K78rvVazlz+Rrzp06ikXdtpfPlUdE4M/0H+27tknEWqmacmVrYkqVKj5WkGat5JjMo0WNZqvRYuqIeU4dJyVpUudlpZXXq6mNorPxMZlTyTJadpazzKmzfl6DH/LZ9j1vNRljaOpOcEE1yQjTZGbJnvvTUBFITY174GoL/LsIYJRBogIWFBa1bt2bz5s1kZyvvMJOervqh2MHBgZ49e/LDDz+8FDkiIiIICgqia9c3b3HOGjVqUL16de7evfta14sC8HSxJ/JJEpk5ig9V1x/I1inydNYs1KCU4uJiYpJTsTRVvSX705SGAKraTc/TxZ6k+Ifk5SgaU6LvXwPArqqXyjq1JBKqONck9uENpXMx969haeuC/jM7SWnr6OFYzRtnjwZo6+jx4JZsMeBqXi3kddq51CIrI1np617pGgPGpspfPz3c3XkcHU3WM+Pgdnh4yflqKu+hPPKkUrKyy1zpa1SXeRMlJSkbNJKSk+UL3muCu4cH0dGPyc5WdNUPD78NUGnPJZB5KWVlK7v+H9y/l62bN9C3/0AGDVEOcdQEV/eaxEU/UpI3Ivym7Hy18hcXj499zJIFMzC3sOSjL35U8HwqpZqH7AtxSrLyA2xqciKm5hbPJXspbu7ViVFxD3fCZR5t1dyrV7pOdW1eGRyqepEU95DcZ8bfo/uhANi/BM+lUs4FbOb4npW07DqWtr3efmn1VvsH2jZPmqdUX0XYOtUi5YmyLot9KNNlts7qdZmNY03io5R1WezDUMxtXOSL/tpVlXlwZaQp7rxWWCAlJysFI5MXMzo4uHqRqKo/RISWnP/nvHsLC6QUFxeRm6OZ4dfRtRaJcZHkZivKGlUiq+M/KGtSyQ6Qxmaat7erew1iVfTTe3duys+XR1zsYxZ9MRszCwvmLvhepR57mkvnT5OTk02r//OFy0up4ebCo5g4srIVP5DdvCvbMKZGtaqqihGfmERBQSFT5n/L4Hc/kh8gM1QNfvcjLoQojs2V67dx8PhpPhg3gi5tKrfGFJSjd0vH2UvUu88iH2dqdtNzqOpVrh6rUoEei1Ohx+IiFfWYOtISS9ahLNFjWhIJVZy8yM5UfibLLFm7ykTFGJTrBjXt+zJ0Q2pSLA/CL7FkVhf54bftewA2LHufn+YPeOFrvGkUFb2Zx/8jwhglEGjIF198QVFREUOGDMHf35+HDx8SERHBhg0bGDZsmNpyY8eO5cSJE1y/rhj6kpSUREJCgsLxtFt7YWEhCQkJxMfHEx4ezsaNGxkzZgy1atVi4sSJ/9h9Aty5c4ewsDD5cfv2bY3KrV+/nqCgoJeyI96L0KWhF4VFxfievixPk+YXsPfMNbyrOcl30otNTuNBnKIXSnKG8kvZ34GXSMnIpmXtshe9lMxsleGbu4OuAlDH1VHpXJeGXhQXFXLl1HZ5WkG+lGvBu3Fyry/fSS8tKYbEWEUvPK9G3Yh5eJ2Yh2X9KDHuPg9un8erUXf1jQEkxT/kcuA2atRrj7V9mbGoTpOeFBcVcu3MnqfkyePG+f3YOFbH1EJ5t6M2rVpSVFSE3yF/eZo0Px//gGPU8qwp30nvyZMEoh4pbmOfkpqqVF9cfDwhIdeoUb2sbV2cnXGvVo0z586TllZm6L105SoJCYk09GlQ7v0+TctWbSkqKsL/UNl6bPn5Uo4d9aemZy35TnoJT+J5/ChKoWxqqrIHWHx8HNdCrlK9uqJR6HTgCdb8top2HTox8e3nDyVr2rIDRUWFnPDfoyBv4LEDeNSsI99JLzEhjpjHDxXlTUli8RfT0dKS8PGCnzAzVx1K4ejsStVqNbh8/hQZ6any9NCr50lKjMe7QdPnlh/K2vzIoQMK93A84DA1Pb3ku71p2uZP4uMIDblC9eqeLyRXnSZdKSoq5NKJv+VpBflSrp7ehbNHPfmOQ6lJMSTEVOwFq47r5/04uGkh9Vv0ocfIuS8k87O0aNWupG33y9Py86WcCDhEDaW2jVQoq7ptY7n+HG3r6dOd4qJCQoMVddmNc7twcKsv30kvPTmGpDjFHVVr+nQjLvI6cZFluiw5/j5Rd87h6VOmy1xqNMPI1Jqwi/sV1l+5cW43xUWFuNZqWSmZn6VuSX+4cFyxP1w+tQuXp/tDYgxPnrM/5GSlqwwFvHhyJwDO1epqVE+9pjJZzz3Tdy8F7qbqU7KmvICs2ZmpFBUVKqQVFuRzYv8faOvo4lFbc73QrJVMjx07vFeelp8vJfCoH9U9a8t30kt8Ekf0s/00JYmFn81ES0uLeV8tU6vHniY48Cj6+gY0bdFWYxn/zXRo0YTCoiL2Hj0pT5Pm5+N3PIjaNdzlO+nFJSQR+bjMa6Vzq2YsmjNN6QBo0bAei+ZMo3bNsg80m/f4sXXfYcYO7M3Q3s9n6Ktb0ncvPtN3r5xWHmfPq3fVjbNLgbJx5qRmnNVt2pXiokKun1HUYzfP78Lerb58J7305BiSn9FjNRp0Iz7qOnFRynqsZoMyPZadofxRTZqbyZWT6zE0scTOpSxs2rNhD4qLCrl5fs9T8uRx+9J+rO2rY6bCi0ydHrt0avdL02MDJ3zJmOkrFI6WXUYB0HPERwx/d8lz1SsQgFgzSiDQGBcXF3bt2sXq1av57rvvePLkCVZWVtSpU4cFCxaoLVe9enVatWrFihUrWLNmjTy9e3dlA8L27dtp0KABAHfv3qV169Zoa2tjamqKh4cH77zzDiNHjpQvZvxPMWrUKIW/tbW1uXXrVoXlVO00+DrwruZMl4a1+XnPcZIzsnCpYsX+s9eITUplwdgyr61P1+7h8t1IQlZ/Lk/r+clyujauQw2nKujp6HA14hH+l27g6WLP4LZl258fPB/KzlOX6dDAEycbS7JzpZy5FcG5sPu0q1eTprWUPYS8qznj1bg7x3ctIys9GasqVbl2Zg+pSdH0HveNPN/ePz8m8s5FPvujzAjYuMMIrp7awbblU2jebQLa2jqcO7oOEzNrmncbr3CdXz/rhVfjbphbOZKa+JjLJ7diaGxOzzFfKuRr2G4YV0/v5NDmr0mOf4iZlQPXz+4jNSmG4dN+Vdm2XrU8adu6FX+t30BqWiqODg4cPXac+PgnzJo+TZ5vyY/LCL1+gyMH98nTJr8/DZ/69fFwr4aJiQnRMTEcPhJAQWEhE8e9pXCdKW9PZO6nnzNzzsf06t6drOwsdu3ei7OTE316lr+T3dN41vKiVeu2bFj3J6mpqTg4OnI84ChP4uOYNr1sd6hlP3zHjeuh7PMrC1ea9t7b1K/vQzX36piYmhATHU3AkUMUFhbw1vhJ8nx3wm+z7IclmJqaUb++DyefCeHz8qqNvYOycVIV1T3r0qxVJ7Zv+IW01GTsHVw4dfwgiU9ieXvafHm+1cu+JOzGVTbvOydP+27BDJ7ERdN74GjCb10j/NY1+TlzCyu8fcoW5x89cQaLP/+ALz+eTKfu/cnOysRv71YcnKrSucdAjWRVR81atWnZuh2b1q8hLS0FBwcnThzz50l8HO9P/0ieb/mPi7h5/Rq7D56Qp814fyL1Strc2MSU2JjH8jYfM+7FPIxcPOpTt0l3juxcRmZGEtZVXLkatIeUxBj6Tygbfzt/n8vD2xf5Zn3Z2mS52RmcPboJgKi7MoPzuYDNGBiZYmhkRvOSB/PHEaHs/H0uRiYWuNduzrUz+3maqjV8sKqifhHmipC1bXs2r19Deloq9k+17XvT58jzrfhxITevX2PXwZPytJnvT6Be/Ya4uVfHRN62fhQWFjB6XPnr8TyLQ7X61PTpzum9P5KdkYSFrSs3z+8mPSmabqO+lefz2/Axj+9e4MNVZWHLPm1Hcj14B7t+nUzjTjJddun4OoxNrWncaYI8n46uHu0GzOHQho/ZtmwUtZv2Iz05hisnN+Ls0ZgaDcpejvNyMrhyciMA0fevAHA1cDP6hqboG5rRpe9IpXuoWr0+3k27479jGVnpSVjbuXKlpD8MmlTWH/7+bS4Pbl9k0UbF/nDmiKw/RJb0h7NHZf3BwNhM/qJ2P+wC+zctpG6TrtjYuVJYmM/D8MvcvHQUp2p1adBKMy/iqtXrU69ZNw5t/4nMtGRs7Kty6dRekhNjGPJ2mazbVs/jfthFlm4um69zsjMI9t8MwMM7srYJPrIZQyMzDI1NadVVJuvNyyc4tnc19Zp2w9LWiZzMNK6eOUjc47v0GDpDvnOfJtTwrEPz1h3Ztn416akp2Dk6c+rYIRKexDJ5+jx5vlU/fkPYjatsO1C2Kcuiz2fxJC6GPoNGEX4rlPBbofJz5haW1PNRNIplZqQTcvkczVq2r9CD6p/A9b1R6JqbYeAoMxRU6dUBAyeZ9/XDVRspSNc8rFxT6tT0oGOLJqzevJOUtHSc7e04dDKI2IRE5r1XNoa++fl3rt4MJ9h3nUxWZ0dcnVXPRQ5VbGnbrOwZJ/D8ZX7Z+DcuDna4OTviH3hGIX+T+nWwsqjYS9nFoz51m3bnSMk4s7Ir07sDJirq3Qe3L/LtBtV6N/IZvWtgZEaLknH24PYFDmyUjTNre1cKC/J5eOcytyoYZy4eMj0WtK9Mj90q0WNdR5bpscMbP+bxvQvM+rlMjzVoM5LrZ3awZ/VkGnWU6bHLJ9ZhZGpNo45lv0HI6c1EhAbgXrcDppaOZKU/4ea5XaSnxNBjzBKFRdC9Ww3n+tmdHN/xFSkJDzCzdOTWhb2kJ8fQ/x3Vz2QyPdaNwzt+IjM9GWu7qlwJ2qukx7b/No8Hty+yeGOZbsjNziD4yOaS9pXpBpkek+mGUj1W07uV0nVzSrzN3Gs1wdldM6O6QKAKYYwSCCpBlSpV+Pzzz/n8889Vnj9+/LjK9D///FP+/2bNmhEerrye0NNMmzaNadOmlZunlI0bN75wHZrK9mydFV1j/vz5Cn+ry69Jm1SWb8b3Z9W+Exw8f5307BxqONmx4v3hNKqhvJj80/Ro6s21+485djWMvPwCHKwsGNe1JZN6tMFQr2zhc5/qVbkW8ZjDF2+SlJ6JtrYENzsbZg/uyogO6r8g95/4HSf3LOf6uX3kZKVh5+zJ8Gm/4lqzSbly6RuYMPajDRzZvoigg79SXFSEq2dTug6bh7Gpouu2nYsn14J3k5WeiJGJJbUb96Bdv2kYmymuj6SrZ8CYD9cRsHMpIUG+SPNysK/qxYgPVuNRt41aWebMnsm6jZs5dvwkGZmZuFdz4+svPqNe3fIfSHr37MGFi5e4dPkK2Tk5WFiY08inASOGDaGam5tC3gb167HwqwWs37SZtRs2oq+vT8sWzZk0fpzCouaaMPPDuWzeuJaTxwPIzMzArZo7ny34hrre9cot16NnHy5dPM+Vy5fIycnG3MKCBg0bM2ToCNyqlS3++igqkoKCfNLSUlnx0/dK9Uyf+ZHGxiiAKTM/Z+dme4JPHiYrMwMXt+p8+NkPeNX1Kbdc1IO7ABzYtUnpnFddHwVjVJ16jfh4wTJ2bP6d7RtXo6+vT+Pm7RgxbupLeaGbPvsTtmz8i8DjR8nMzMC1mgfzv1hInbr1yy3XvWdfLl88x9XLF0va3JIGPo0ZPGwUrm6aL7irjkHvLMZi1wpCgveRm52OnbMnY2b+SrVa5Y+/nKx0ju1aoZAWfHgtABY2jnJj1JOYCAoL8snKSGb3n/OV6hk4aeELGaMAPpg9j60b7Th5/AhZJW37yReLKmzbbvK2vaDQtoOGjX6utu351hKC9v/ErQv7yM1Ow9bJkwHvrsalRvltqWdgwrAZGznhu5Bzh3+luLgIlxrN6DBoHkbP6LI6zfqjra3L+SO/E7h7CfqGZtRvPYw2fWcqrKuSm51G8IHlCmUvHfsLADMrJ5XGKIAhkxdj4buCq8H7yMlOx97Fk7dmadYfjvoq9ofTh8r6Q+lLnL1LTdy9mhJ25TgZqQkUFxdjXcWFjv3fo23PCSp3wVLH8CmL8d+5givB+8jJSsfBxZMJH/6Cu1fjCmX136ko6ym/dQBY2jjKjVEOVWti51SdK0H7ycxIRkdHF0fXWoz+4EfqNyvf+1YV7836lL832XH6hD9ZmRlUdfNgzudL8arboNxykQ9ka2zu992sdM6rro+SMepc0HEKCwpo1a7ya/S9DNxnTsDIrWwdT4eB3XAYKFuAOnrLvn/EGAXw6QdvY7d1F/6BZ8jIysLD1YWl82bQoM6LeZCWcu+hzGv1UWw8X634Xen8z19+rJExCmDwO4sJKBlnudnp2Ll4MlZDvRvwzDgLemqclRqj7JxLxtnVsnFmVcWFDv3eo02v8sdZ9zFLCLb6ibCLMj1m4+hJ/ymrca5esR4b+sFGTu5ayHn/Mj3WbqCiHnNyb0jsg6vcOLuTnKxUdPUMsXetR9eR31LVs4VCnbp6BgyZtp5Te5Zy8+wu8qXZ2Dp7MWDKb7h5tQEKUcXQyYs5+oweGzfrF9xrla8bslXqsXWAoh77LyJ203t1aBVXZpswgUAgeMPIOaH8wPom46uj+qXoTaWNw53XLUKlyNV6M7zzNCGjoPIL6b9OjLQrXsD/TeJmYuXWhnvd1LaJrzjTG8KZhw4VZ3qDsDb7dy22oSP5dz2au5grh4C+qcTUVvbyeJNpdnXd6xahUpzMalZxpjeIpLR/z4o1VSxUG6PeVAY01a440xvKT/veTB08o++btZv6y0B4RgkE/yEmTZrE5cuXVZ6bPHkyU6ZMUXlOIBAIBAKBQCAQCASCl4UwRgkE/yG+/fZbcnOVd3kDKrVDmUAgEAgEAoFAIBD8v1H0ZjpG/V8ijFECwX8IOzvl3dEEAoFAIBAIBAKBQCB4lfx7AmUFAoFAIBAIBAKBQCAQCAT/eoRnlEAgEAgEAoFAIBAIBIL/PGJ7t1eH8IwSCAQCgUAgEAgEAoFAIBC8MoQxSiAQCAQCgUAgEAgEAoFA8MoQxiiBQCAQCAQCgUAgEAgE/3mKi4rfyON52Lx5Mx07dsTb25shQ4YQGhpabv5Dhw7RvXt3vL296dOnD4GBgc91XU0RxiiBQCAQCAQCgUAgEAgEgv8T/Pz8WLRoEe+//z67d++mVq1aTJw4kaSkJJX5r1y5wuzZsxk8eDB79uyhU6dOvP/++9y5c+cfk1EYowQCgUAgEAgEAoFAIBAI/k9Yu3YtQ4cOZdCgQVSvXp0vv/wSAwMDfH19VebfsGEDbdq0YdKkSXh4eDBjxgxq167Npk2b/jEZhTFKIBAIBAKBQCAQCAQCwX+eouI386gMUqmUmzdv0rJlS3maRCKhZcuWXL16VWWZkJAQWrRooZDWunVrQkJCKtuEGiOMUQKBQCAQCAQCgUAgEAgE/wekpKRQWFiItbW1Qrq1tTWJiYkqyyQmJmJjY6Nx/peBMEYJBAKBQCAQCAQCgUAgEAheGTqvWwCBQCAQCAQCgUAgEAgEgtdN8fNtXPdGYWlpiba2ttJi5UlJSUreT6XY2NgoeUGVl/9lIDyjBAKBQCAQCAQCgUAgEAj+D9DT06NOnTqcPXtWnlZUVMTZs2fx8fFRWaZBgwacO3dOIe3MmTM0aNDgH5NTGKMEAoFAIBAIBAKBQCAQCP5PGD9+PH///Te7d+8mIiKCBQsWkJOTw8CBAwGYM2cOP/zwgzz/2LFjOX36NH/99RcRERH8/PPP3Lhxg9GjR/9jMoowPYFA8K/mUdU2r1uESpH7UOt1i1Ap7EIPv24RKoeB4euWQGOSPZq/bhEqhVHGP7eA5T9BSIHD6xahUmQVGL1uETRGX/d1S1A5TPXzX7cIlcLSIPt1i1ApbHjyukXQGJer6163CJXivM+41y1C5QgKe90SVApzk39PPFZuvvAheVUUVXbrujeUnj17kpyczIoVK0hISMDLy4s//vhDHnYXGxuLRFLWrxo2bMj333/PTz/9xI8//oibmxurVq2iZs2a/5iMwhglEAgEAoFAIBAIBAKBQPB/xOjRo9V6Nm3cuFEprUePHvTo0eOfFkuOMLEKBAKBQCAQCAQCgUAgEAheGcIzSiAQCAQCgUAgEAgEAsF/nv+H3fT+LQjPKIFAIBAIBAKBQCAQCAQCwStDGKMEAoFAIBAIBAKBQCAQCASvDBGmJxAIBAKBQCAQCAQCgeA/jwjTe3UIzyiBQCAQCAQCgUAgEAgEAsErQxijBAKBQCAQCAQCgUAgEAgErwwRpicQCAQCgUAgEAgEAoHgP0+RiNN7ZQjPKIFAIBAIBAKBQCAQCAQCwStDGKMEAoFAIBAIBAKBQCAQCASvDBGmJxAIBAKBQCAQCAQCgeA/T3HR65bgv4PwjBIIBAKBQCAQCAQCgUAgELwyhDFKIBAIBAKBQCAQCAQCgUDwyhBhegKB4P+S/Hwpmzeu58TxADIzM3Fzc2f02HH4NGxUbrmzZ4I45HeAyIcPSE/PwNzcHM9aXowcNQZXt2ryfOnp6QQcOcyF8+d49CiKwsICnJ1d6Nd/EG3atVdbf0G+lOADy7l5YS952enYOnnSus8M3LxaVXhPGanxnNi5kIdhwRQXF1G1ZjM6DP4ECxsXpbxZ6YkEHVjB/esnyMlKxdjMFlfP5nQfs1CeJ/jAz5zxW6lUVltHj1krrlcoz7NICwpZdfQCB6+Gk56TRw17a6Z2bUaLGsryqeJw6F02B4VyJy4JXW0J7lUseb9rM5p5OFdaFkW5Clh16AwHL92SyeVgw9SerWjh6VZuuV8Pn2G1/1mldD0dbS4unSH/e++FG3y+1V9tPQtH96RXIy/N5c3PZ+3m7Rw9eYqMzEzc3VyZOGo4jX3ql1vu9Nnz7Dt8lAeRUSV914zanjUYN2Io1VyrKl5DKmXH3oMcPRlIXHwCpibG1KnlyVsjh1Ktqma/19Py/v73AQ4FnScjM5vqVZ2YPKwvzeppfs8A075dzoXrtxnctR0fTRiucK7Z8HdVlnlvRH/e6tetUtdRRUG+lBN7VhB6di+52enYOXvSYcB0POqUPy4T4+5z6eR2ou9fIzbyFoUFUqZ/F4CFzYv12VLy86X4bvmN4BOHyMrKwMW1OoNHT8G7QbNyy108e4Lzp49y/94t0lKSsLKxw6dJa/oNnYixianacvGxj5k3bTj5+VK+/H4d7jVqq81bkC/l1L7lXD8na7MqTp606z8D99oV67L0lHgC/l7I/VsyXebq2YwuQz/B0lax7+VmZxDs9yvhIQFkpMRhZGpNNa8WtOk9FXNrR6V6b13048Kx9Tx5HI5EWwcbh+q07z8dh+YNVcqRny/l4PZVXDh9gJzMdBxda9B7+DS86rUoV/74mAcEHdnBw3vXefQgjIJ8KV+uPIR1FSfla0jzOH5wIxdPHSApIQYjYzPcPevTc8i7OLhUr7CtnpZ15+bfCTp5mKzMDKq6eTBk1GS8fSroC2dOcDYogPt3w0hLScLa1o4GjVsxYNgElX0hJzuL3dv/4kLwcVKSEzE1s6B6rbq8O/ML9PUNNJZXmp/P+k1bCThxkozMLNzdXBk/ZiSNfBqUWy7ozDn2H/LnYWSkfA728qzJ2JHDqObmKs8XEnqDDz/5TG0948eMZNSwIZWS949tuzkceIaMrCyqu7rw9oiBNK1fV+M6AKZ/uZRLoTcZ2L0Ts98eI0+PT0zi4PHTnLl8jcex8UgkEtyrOvHWoL40qV+nUtd4XrSNjXCfPRGLpvWxaOKNnpUF1ybO5fGG3f/odQvypQTsWkFI8D5ystKxd/Gky+APqF63fF2REPuAC8e38TgilJjIWxTkS/nwhwAsbZXH2cHNi3hw+yKpiTEU5OdhYe2Id7MetO45Hn0D40rLe3y3bD7IyUrHzsWTTgM1mA9i73Px5HaiI2TzQUGBlBlLA7BUMR/cOO9HeMgJHt8PJflJJG6eTRg/d2Ol5Hxa3hN7VnDtTNn81VFDeS+d3M7jp+evJWrkvSCTN7pEXlfPJoz/+Pnk/TdQLHbTe2UIY5RAIPi/5KcflxIcdJq+/Qfi6OjEsYAjfPnFfL5d/D116qh/uHz48AEmJqb06TcAMzNzUlKSCTjiz6yZ0/j+h+VUc/cA4HbYLTZuWEujxk0ZNnwk2tranAkOYsl33xL1KJJRo99SWf+hjXO5c8WfRh3HYlnFjRtnd+O76h2GzViPc/XGauWS5max/aex5OVk0KzbZLS1dbl0fB3bfhzNW5/swdDEUp43PTmWLT+MAKB+m+GYWtiRmfaE2IehKuvuMnwBuvpG8r8lEm31DVsOn+04RsCN+4xqVY+qNubsu3ybqesOsubtfjR0cyi37K8BF/jt+CW61PWgb6NaFBQWcS8+iSdpWc8li4JcWw4TcO0uo9o1pKqNJfsu3mDq77tZ8/4QGrpXbDSYP7gzRvq68r+1JVoK5xu5O/PtqB5K5TYFXuZOTALNalRVOlce3/20isAz5xjctydODg74Hz/J3K8WsezbL/Curd7Acz8yClMTYwb16YmZqSkpqakcCjjBu7PnsXLpt1Sv5ibP+80PKzhz4RK9unZiSD93EpOT2XvQn6kfzefPn3/AvoqtxvJ+9esGjp+/wvAeHXGxr8LBwHPM/G4lv3w2kwa1NHvZPnHhKtfvPCg3T1NvL3q2VXzx9nSrnOFMHXv/msuty0do1nks1nauhATvZsvyybz10Xqq1lBvwH58L4QLARuxdfTA1sGDuEdhL0WeUn5f/hUXzxyjW58R2Dm6cPrYAX74agbzvvkVz9oN1Jb7a9VCLK1sadWuB9a2djyKjODowR1cu3yGr3/cgJ4ao8LmP5ch0daG/Ipl279uLrcv+9O0s0yXhZ7ZzfYV7zB69npcapSvyzb/INNlrXpMRqKty4WAdWz8fjSTPtuDUYkuKy4qYstP40mMjaBRuxFY2VUjJSGSyye3cP9mEJO/8kPfwERe76l9P3P64Cq8GnajXosBFBYWkBBzh4yUeLWybFr1KVfPB9Ch5yhsHVw5f3Ivvy56n+lf/IFHLdUGLIAHd0I5eWgL9s7u2Du58/jhbbV5162Yy/XLgbTqNJCO1bxIS0nglP82fvh0DJ9874uVrbJRTRW//fQ1F84cp3vf4dg7uHDq+EGWfjWL+d+uKrcv/LFqMZZWNrRu3/2pvrCTa5fP8O2y9Qp9ITsrk68/eZfkxCd07NYfOwdnMtJTuH3zGgX50koZo5YuW8Gp4LMM7NcbJ0dHjgQc55MF3/D9wq/wrqPeyPkgMhJTExMG9O2NuZkZySkpHD56jKmz57Bi6WI83GUfhVxdnJk7e7pS+aPHA7l8NaRCo9ezfPvzH5w4d4mhvbrg4mCP38kgPvx2GT9/+TH1vWpqVMfJc5e4eeeeynOnL1xl024/2jZtSI/2rSgsLOJwYDAzvlrKJ+9PpFfHNpWS93nQs7Gk5mdTyY6MJiM0HOv25RsyXxa+a+Zx4+IRWnYdi7W9K1dP72b9D1OYOHcdbp7q9eujeyGcPbKJKk4y/RobpV6/Rt+/gZtnY6zbVEVHV4+YyDBOHVxDxM2zTJq/EYlE82Cg3X/O5dalIzTvUjIfBO1m07LJjJuzHtea5cgbEcL5o7L5wMbRg7hy5L14YisxkTdxcvMmJytVY9lUsedP2fzVvMtYrKrI5q/NP8nmrwrlLZ2/NJA39uFNHKt5k/2C8goETyOMUQLBa2Tu3Lns3i37IqWrq4uDgwP9+vVjypQp6OjIhufEiRM5c+YM27dvp169ekilUgYMGEDDhg35+uuvFepbsmQJhw8fZt++fRw5coR58+bh7u7OoUOHFPIdOnSIGTNm4OTkxPHjxwHYtWsX8+bNU5JRT0+P69evK8g7e/Zs3nnnHXmegIAA3n//fcLDwxXuSRWl13z06BE//fQT58+fJy0tDUtLS+rUqcOHH36Ih4fHc7RmGXfCb3Mq8CTjJ77DwEGyL6MdO3Vh6rtvs+6vNSz9YbnasiNGjlFK69qtJ+PHjsDv4H7enzYDgKqurvy2Zh1V7Ozk+Xr27sunn8zBd8d2Bg0eioGBoZJcty8dpN2AOTTtMhGAOs36s/ab3gTu/p5RH21TK9fVU1tIefKQ0XN24OBWD4Bqddqw9ps+XDy2lrb9ZsnzHtn6ORKJNmM+3qlgpFJHzYbdMDKxqjBfeVx/FM/h0HvM6tGCt9r6ANDHx5NBP23jp0Nn2PDuILVlQ6Pi+O34JWb3bMWY1uV7/1RarshYDl8NZ1bftrzVoYlMria1GbRkPT/tP8WG6SMrrKNL/RpYmhipPe9sY4GzjYVCWq40n4U7j9GkelVszDT/Kht25y7HTwczZfwYhg3oC0C3ju0YP3UWv63bxMol36ot+9ZwZS+Anl06MXTCFPYdOsKs92RjNiEpidNnzzNsQB+mjB8rz1uvthezPv2S02fPM6Rfb43kvXnvIUfPXGLaqIGM7tNFds22zRn50des3LybP77+qMI68qT5LN/oy5i+Xfl9x361+ao6VKFHm5f/8hR9P5QbF/zoMuQjWnaXjcv6Lfvzy+d9OLpjKRM/UT8uPRt05OOfL6BvaMKZw3++VGNUxJ2bnDt9hOHjPqDXgNEAtO7Qk3nTRrBt3c98seRPtWU/+HgxXt6KLyHVPGrx2/IvORN4mPZd+yuVCb1ylutXz9Fr4Bj2/v1XubJFPwjl1sWDdBo8h+ZdZW1Wr0V/fl/Qm2O+3zNurvo2u3xyC8lPHjL+kx04lugyj7pt+P3LPpw/upYOA2aVXCOE2IfX6Tbicxp3GCUvb21XjQPrP+FB2Flq+cj6XPT9EE4fXEXnwXNp1mWciqvmKaU8vHedy2cO03/0LDr3lZVp1rYP384eyJ5Ny5j9jfqv/t6N27N0XTAGhsYE7Fun1hiVmhzPtQvH6NTnLQaMmS1P96jVkBVfTSLk/DE69laec54l4s5Nzp4+ysjx0+g1QNYWrTv2YO7UUWxdt4oFS9aoLTt97kJqq+gLq3/6iuBAfzp07SdP377hFxKfxPHtsvVUsS8zkvVRr75Vcjv8DidOBfHOhLcYOrA/AF07tmfS+9NZs3YDK75frLbsmBHDlNJ6du3C8HGT2O93mBlTZV6SlpYWdO7QXinvxi1/4+ToQK2aNTSW99bd+wQEn+f9scMY2U/2YaF7+5aMmfkpv2z8m98WflphHXlSKSvXb2NU/578sU35GahhXS92/fYDFmZl3mj9u3Vg3OzP+WPb7ldijMqLfUKAcyvy4hMxb1SX1ud8//FrPooIJfScH92Hf0SbnhMA8GnVjxWf9MV/+/dM/nyr2rK1fDrw2eoL6Bsac9rvr3KNUe98tlkpzdquKoe2LuHx/VCqVm+gkbyP74dy47wfXYd+RKseJfNBq/788mkfjv69lEmflj8fzFslmw+CD/1ZrnFn4NtLMLW0QyKRsOrTPhrJplbeC350GfoRrbo/Je9nsvlr0vzy5Z27skTewxrIa1Ei72fPL69A8CxizSiB4DXTpk0bgoKC8Pf3Z/z48axcuZI//5S9ZMTExHDlyhVGjRqFr6/soUFPT4/vvvuO3bt3c/r0aXk9ISEhrF+/nsWLF2NiIvtabGRkRHJyMlevXlW45s6dO3F0VP4aa2JiQlBQkMJx4sQJhTz6+vqsWbOGtLQ0lfczf/58hfIAixYtkv+9c+dO8vPzmTBhAhkZGaxcuZLDhw+zbNkyatasSUZGxnO2ZBnBQaeRSCR079FTnqanp0eXrt25HXaLhIQnlarPwsICfX19srLKvHTs7R0UDFEAWlpaNG/Rivz8fOJi41TKpSXRpn7rsodtHV19vFsMJubBVdKTY9XKcOeqP/au3nJDFIC1vQeuni0Iv1JmbEyKi+DBzVM06TIRQxNLCvLzKCyswM2hGPJyMl/ILTngRgTaEi0GNS0LN9DX1WFAEy+uRcUTl6r+d90UHIqNiRGjWtajuLiY7DwN3DI0levaHZlcLcraTV9XhwHN6nLtYSxxKekV1lEMZObmVap9Am/eJytPWqnwPIDA4HNIJBJ6d+ssT9PT06Nnl07cvH2HJwmJlarP0sIcA309Mp/quzk5uSXnLBTyWlvJDJf6enoa13/8/BW0JRL6d2otT9PX06VPh5Zcv3uf+MTkCuvYuP8IxcXFjOrTucK8uVIpedKX1z8Abl32R0uiTaN2iuPSp/UgHkeEkFbOuDQ0sUDf0ETt+RfhwpljSCTadOzWX56mp6dPuy59uRd+naQE9R4/zxqiABo1bw9AzOOHSucKCgrY9MePdO0zjCr2FXsL3r58GC2JNj5tFNusfuvBRN8vX5eFXfHHwc1bbogCsHHwoFqtFoRdKtNleTmZABibWSuUNzGXee3p6urL0y4ErMfEzIamncZSXFyMNLdij8qQc0eRSLRp1XmwPE1XT58WHQfw4M41UhKVdXgpxibmGBhWbGTOzckGwNRc8R7MLG3l19OE88HHkUi06aDUF/pw93b5feFZQxRA4+btAIh+9FCelpWZQeCxg3Ts1o8q9o4U5OeTny/VSL5nORV8FolEQq/uXZ+SV4/uXTpz63Z4pfWYhYU5+vr6ZGZll5vvdvgdomNj6dS+XaXqP3H2ItoSCf26tJen6evp0btTW26E3yM+ManCOjbvOURRUTEj+yp7yQK4V3VSMEQB6Onq0qJhPZ4kJZOVk1MpmZ+HImk+efGVa/sX5eZFfyQSbZp0GCpP09XTp3G7QUTdCyE1Sb2uMDKxQF+DcaYOCxtZOF9utubPlbcuyeRt1L5Mt+nq6uPTZhCPIkJIq1BezeYDc2uHSnlrlSfvs/OXrq4+DdtUPH9VSl6rlyPvv4Wiojfz+H9EeEYJBK8ZPT09bG1lD6YjR44kICCA48ePM3nyZHbt2kWHDh0YMWIEw4YNY968eRgYGFC3bl2mTJnC/PnzOXDgAPr6+sybN4/Ro0fTtGlTed3a2tr07t0bX19ffHxk3ipxcXFcuHCBcePGcfDgQQVZtLS05LKoo2XLlkRGRvLbb78xZ84cpfOmpqaYmio+cJmZmSnUGxYWRlRUFOvWrcPJSfaw4OTkRKNG5a/npCn3I+7h5OSMkZHiQ0xNT08AHtyPwNa2Srl1ZGZmUlhYQEpyCvv27iI7O5v6DXwqvHZKiuzl28zcTKVcVlXclCb/UgPTk8dhmFkph7MVFxWREB2Odwvlz9MObt48DAtCmpuJnoEJkbdlaxwZm9qwfflbRIWfQ0uijVutlnQZsQBza+UXzd8/70R+Xja6+kZUr9eJDoPmYmxmU+G9Ps3tmERcbSwwMVA0ZNR1lhnsbscmYW+heq2aCxGPqV/Vni1nQllz4jKp2bnYmBoxqX0jRrT0rpQcSnJFP8HV1hITA8WXvrpV7UvOJ2BvqfxbPU2vb/4gOy8fQz1dOnhX58N+7bA2Lf8B2e9KGAa6OnSqp/nXeYB79x/g4uSAsZGiJ1atmrJwt3sPHlLFtvzfJjMzi4LCApJTUtm57yBZ2Tk0rFfWjo72dtjaWPP3nv24ODlSw70aicnJ/LZuEw52VejYpuI1f0q58/ARLg5VMDFS9AKs4+EmOx/5GDsb9V53cYnJbNjrz6dTxmBQgRHsYOA5fI+eori4GDcneyYM6EG31k3LLaMJcVFhWNspj0unavXk581VjMt/msj7d7B3rIqhkaJcHiXrOEU+uIO1rZ2qoipJS5W9UJuYWSid89+3lazMDPoPncDFsycrrCv+keo2KzUwxT1Sr8uePA6nfisVuqyaN/dvBZGXm4m+gQkOrnXR1TcicO9yDI3NsbJzJ+VJJMd9l+Lg5k01r5bysg9vn8XJw4eLxzcQdPBX+Tp5rXpOoUnH0Srv4dGD21RxcFVqX7fqsjDuxw9vY2ljX2FblIetnTMW1nYcP7ABO0c3nKvVIi0lgT2blmFdxYlGrbprVE/k/TvYO7kozWkeNV+sL5g+1RfCw66RL83DzsGZnxbP4/K5UxQXF1Hdsy7jpnyEm7tmoWog02POTo4q9JhMH0bcf1ApPbZr736ys7PxqV/+fHDs5CkAOrVvq7GsAHceROHiaI/xM3qsdnV3AO4+iMLOxlpVUQDiEpLYtPsgn7w/AX19zY35AEmpaRjo62GgoWHy30ZMZBjW9m4YPKMrnN1lv2Vs1G0srF+Ofi0sLCA3O4PCgnziH98lYOdy9A2M5dfShFi18pbpNvOXJO/LoHT+elbe1z1/CQSaIoxRAsEbhr6+PqmpqRQXF7Nr1y4+//xzPDw8qFq1KocPH6Z///4ATJkyhePHj/PNN99gbW2NlpYWs2bNUqpv0KBBjBkzhvnz52NoaMiuXbto06YN1tbqH6zKQyKRMGvWLGbPns3YsWOxt6/8w7qVlRUSiQR/f3/eeusttLWfb40idSSnJGNppfwCbGklu+ekpIq/cn446wOiHz8CwNDQkGHDR9Gla/kvDhkZ6Rz1P0SdOt5YWSm3b3JKMsbmyu1lXPKlPzNNtcdWTnYqhQVSeT6FsmZlZa0MTEh58hCAI1s+w97Vmz4Tl5GeHMsZv5X8vWI84+bvQ1dP9sBtYGSGT7vROLo3QFtHj+h7l7gauIW4yOuM+di3Uh4fCRnZ2Jgqh7KVpiWkq/ZUSM/JJSUrl5DIOC5ERDOlU2PsLUzZe/k2i/efRkdbwpBmz7+4a0J6FjZmyvdRmpaQnqm2rJmhAcNbN6C+myN6OtpcuR/N9qAQbkTFsXXWKCUDVylpWTkEhz2kg7cHxgaVfDFJScXKUjm00trSAoDE5JQK63jvo094FB0DgKGhAWOGDqJnl47y8zo6Onw5dzbffL+c+d98J0+vWd2dlUu+wcRE8y/RiSlp2FiYq5BXlpaQotqDspTlG33xdHOha8sm5earV9OdTs0b4VjFmsSUNHYeCeTzlWvJzM5hUNfKeUE8S0ZqAqYqxpaphW3J+cp5Ur4sUlMSsVChRywsZS/xqckJlarvgO8GJBJtmrbsqJCempLInr//YsT4D5QMM+rITEuQeyg9TWlappo2y8mS6bKKyurbm2BkasWAt5fht/FTNv84Tp7PvU5rBk1egURbp6TONLIzU3h87wqRt8/Rps9UzKwcuBa8iyPbvkZbW4de/QYoXS89NQEzS2WDSKnXUlpK5dpXFdo6ukya/SPrls/ltyUfyNNd3Gsz+5uNGBmXbwgvJTUlCUsVspb2hZTkynm77PfdiESiTbNWHeRp8TGy+W77hl+xc3BiyszPycnKZNe2P1n46VS+W7kFSyvNPlIkJydjrUqPlXhfJiVX7DE57cOPefQ4GpDpsVHDhtCjq3rvycLCQk6eDqZWzRo4OVbu5TspJVWusxTkLUlLTEktt/zK9VupWa0qnVs3r9R1H8fGE3j+Mh1bNEFb+//T6yQjNUGuS59Grl9TXp5+jX5wg9++GiH/28ahGqNn/oKRiYXGdVSk29Jforwvg4w01e1bKu/rmr8EAk0RxiiB4A2huLiYs2fPEhQUxOjRozlz5gw5OTm0bi0Lf+nbty++vr5yY5SOjg5Llixh4MCBFBUVsXXrVvT1lV+Oa9eujYuLC/7+/vTr14/du3czd+5cHj16pJQ3IyND7kFVSqNGjfjjjz8U0rp06YKXlxcrVqxg4cKFVBY7Ozs+/fRTli5dysqVK6lbty7NmjWjb9++uLi8+ILE0rw8dHV1ldL1dGWGAam04tCDGTM/JDs7i7i4OAKO+pMnzaOoqEitm3JRURHfL1lMZmYWk999X61chibKxgmdknCTgvxcleUKpLL1TrR11JfNL8mTnycLYzA2s2XQe7+jVSKvqaU9B/6aRdjFA9RrJVtbqFFHxUXWPX26Ye9Wj4NrPyTk1BaadXsHTcnLL0BPhVFRX1dbfl4VpSF5qdm5fDeiC91LPIm61PVg0PJtrDlx6YWMUXn5BejpqJBLp3y5AEa1U1zAuHP9mtStas+8TX5sDwphYmfV6xcdvXaX/MLCSofogaxv6qnquyVeQ9K8ivvux9PfIys7h9i4eA4fO0GeVKrUd01NTKju7kb7Vi3w8qxJTGwcm3fuZsF3P/L9V5/Jr1cRedJ8dHWVHyX0S9Lyyhlrl26Gc+LCVf76RtnD8lnWfKW49lSfDi15a94ift2+l17tW1ToVVUeBfm5aOuWNy6V1xt6FeRL89BRIVdpaJdUqrlcZwIPExiwj14Dx2DvqLig/vb1K6li70j7Lv3UlFYlW265+kitLitpSx1VZXVKdNlT7W1kaoWdS20ad2iIjWN14h/d5pz/H+xfN49BU1bI8pfovJysVAa8vYzaTWTh2V4Nu/P7l30I8vtVpTFKbfvKdarqe6gsRsZmOLt54tOiK9Vq1CMhLooje/7kzx9nM/XT3zUK1ZNK89ApVy9o3heCA/05eXQ/vQeOVugLuSVhYlpaWnzy9UoMDGUfElzdPVkwZxJH/XYydPQUja6RJ5WqnIN19XTl5yvio+lTZXosPh7/o8eQqtBjT3P12nVSUlMZObSSC1yVyquj6pmhYnkvXw/j5LnLrFmsfmc/VeTm5fHpD6vQ19NjymjNd/37t1GQn4eOirbVecnjDKCKU3XGz/kTaV4OUfeuEnHzrEYhu0+TL81VrZ9e83ygjoIKdHF+JeYJQRliN71Xx/+nGV4g+Bdx8uRJfHx88Pb25u2336Znz55MmzYNX19fevbsKV/IvHfv3ly5coWoqCh52erVq9O1a1datWqFt7d6N+RBgwbh6+vLhQsXyMnJoV071Z4ExsbG7NmzR+H49lvVCyZ/+OGH7Nmzh4iIiOe671GjRhEUFMT333+Pj48Phw8fplevXgQHBz9XfU+jp69Pfr7yujLSkvUvNHnRruVVm4aNmtCzVx+++noRJ08cY/069QsG//brSq5cvsi06TPlO+6pkquwQPmhVv6Cpqt6pyKdkpeV8sqWvtDo6Mnq8GzUXW6IAvBs2B2JRIfo+1fU3gNA7SZ9MDaz5eHtM+XmexZ9XR2khYVK6Xn5hfLz6soB6GhL6FK3rN0kEi261atOfFoWseWsN6WRXAUq5CooXy519GzkhY2pMefvRKnN43clDHMjA1p5VaucsMj6plRV3y15GdLTIASkTi1PmjZsQL+e3Vjy5accPXmKNRu2yM9nZmXxwdzPqOPpydtvjaJ18yYMHdCHL+fN5vqt2xwKOFFO7Yro6+mSr8KgV2rkU7f+VEFhIT+u+5sebZpSuySkrzLo6ugwuFt7MrJyuH1f/W+hCTq6BhSqWBunbFy+nvAZXT19ClTIVfpyoadhWE/4zav8sfJbvH2aM2T0uwrn7oVfJ/jkIUZNmFmp9UB09QyeT5eVvtCpKltQostK8qQkPGLzD2Np0GoQrXpOwbNBZ9r2mUr3kV9w+4o/964HKtQp0dalVqNu8vq0JBJqN+lBRkocyYnK66aobV+5TtV85zh15GRnsOzzcVSrWZ9+I6dTr0kHOvV5i0mzfyTi9lXOndyjUT16evoUlKsXNOsLt2+GsObnhdTzac7QMYqGpdI6GjZpLTdEAdSoVRdbO0fuhl3X6BogG/eq5uD8kvXeNFmXrrZXLZo08qFvz+4s/voLAk4E8uf6TWrzHzsZiEQioX2b1mrzlCtvgapnhvLlLSgs5Ke/NtOtXUu8SkL6NKGwsIjPf/yVh49i+PbD97G1qnijkX8rOrr6FKho24KXOM5KMTA0oXrdltRu1Inuwz6kdffxbPppKrFR6ne7fBZdPQPV+uk1zwfq0KlAF2u6Lp1A8LoQxiiB4DXTrFkz9uzZw5EjR7h27RrfffcdUqmUo0ePsmXLFmrXrk3t2rVp27YtBQUF8oXMS9HR0akwzK1Pnz5cu3aNlStX0rdvX7mB61kkEgmurq4Kh52d6nUomjRpQuvWrfnhhx+e78aRLZjesWNHZs6cyb59+2jcuDG//vrrc9dXipWlFSkqwgBSkmXheZUNUTQxNaVevQYEnjiu8vzWzRvxO7ift8ZPpGOnLuXKlZWmHPpRmmZirnodK0MjC7R19FSXTVcsW/qvkaliOIVEoo2BiQW52RUv2G1qaU9udvnhVc9ia2pEYoby4rKlabZqdpQzNzRAX0cbCyMDtJ95GbYykYUTpuc8/5c9WzNjElWE4pWm2aoI4asIO0tT0rJVf82NTUnnyv3HdKlfE93nCD+1trQgOUU5FC+pJEzEppIvLaYmJvjUq0tAYNlmB6fOnCclNY2WzRor5G1Qtw7GRobcCAvXuH4bS3MSU5X7SlJJeJ6titAXAL9T54mMiWdApzbEPEmSHwDZubnEPEkitwIvMDtrWVukZ1buy/ezmFrYkqFibGWkJpScL399uX8KC0sbUpOVQ4pTU2QhWRZW5a/vB7K1hH789kOcq7rzwceL0dZW1P3b1v1MzdoNsLVzJCE+hoT4GDLSU0uuk0RigupFvE3MbclU0WalaSZq2szQWKbLNCkbemYXBfl5VK/XQSFfjfqyMMPHEVfkdero6mNobIFEojjmjExluj47U1nvmVnYkp6iHN6WXhKeZ25ZcftWRMi5ADLSkvBu3F7xHmo3xsDQhPu3QzSqx8LSmhQVspb2BU3C5yIf3OWHbz7Cpao70+cuVOoLFiV1mFkoh7ibmVuSlan5RwErKyuSVOmxkjBjaxVh9OVhamJCg/re8jWhniUvL4/gs+dp2KA+liUhzZXB2tJCrrMU5C1Js1FT5+GTwUTFxNK/S3tinyTID5DpsdgnCeSq8Fr7bvVazly+xvypk2jkXbvS8v6bMLWwlevSp5HrV8t/Tr/Wbix7Hgs956dxmYp0m9k/KO/zYGquun1L5X1d85dAoCkiTE8geM0YGhri6uqqkLZ//37s7e1ZtWqVQnpwcDB//fUXH3zwQaXWWbKwsKBjx44cOnSIBQsWvAyxAZg9ezb9+/enWrXKe4A8i5aWFu7u7ly5Ur7njiZU8/AgNDSE7OwshQVfw8NlX8fUeS6Vh1QqJStb+aX34P69bNm8gb79BzJ4yPAK5boWuou8nEyF9ZhiH14DoIqz6rAuLYkEW8eaxEXdUDoX8yAUcxsX9Axk9dlVlYW0ZaYq7q5UWCAlJzMFI5PyXwKKi4tJT4qmikvlHpA9HWy4eD+azFypwiLm1x/J5KjloNoAKJFo4elgw83oJ+QXFKL7VEhdQrrMkGVpbKiyrEZyOVXh4r1HZObmKazxdD1S9pJdy6lyL5zFxcXEJKdRy0n1A96hK7cpLua5QvQAqru7cfX6TbKysxUW/w0Lvys7X82t0nVKpVKyntqFKqXEeFT0zNYsxcXFFBYVUVik7Emmjhquzly+eYfM7ByFRcxv3nsAQE1X1TuzxScmU1BYyNtffK90zu/UefxOnWfJ7Mm0a9JA7bVjSnaFsjRTvTC+pti51OLB7fNK4zL6gWxc2ld9vt/yRXGtVpOw65fJyc5UWMsp4s5N+fnyiI99zNIvp2NmbsmHn/+k4O1SSlJiPIlPYpn1Tn+lc8u+nY2RsQm/bVE2wtu51OJhuHKbxZS2mYt6XVbFqSaxkSp02f1QLGxc0C/RZVnpSRRTTPEz/bGoUOZ1V1SSriWRYOfiRczD6xQWSBVCVkrXrjIxUzbiOrt5cvfmRaX2fXj3esn5WirvoTKkpyWVyKo81oqKCjUea67uNbl1/YrSnBYRrnlfWLJgBuYWlnz0xY8q+0I1D9n9pqhYiyw1OREHZ1eldHV4uLsREnpdSY/dvnOn5HzlnxmkearnYIAz5y+SnZNT6YXLS6nh5sLVG2FkZecoLGJ+867M87tGtaoqy8UnJlFQUMiU+coe5IdPBnP4ZDCL5kyjbbOyzVlWrt/GweOnmT5+JF3aVG6NqX8jDlW9eBB2gdycTIVFth9FhJacf/Fxpo7CAinFxUWV2k3PvmotHt4+ryTv4/vl67bXhX1V2fylVt7XNH/92ykSUXqvDOEZJRC8gezcuZNu3bpRs2ZNhWPw4MGkpKRw+vTpiit5hsWLF3Pu3Dk8PNQbYoqLi0lISFA6nn2QLsXT05M+ffqwcePGSskSFhbGu+++y+HDh7l37x6RkZHs2LEDX19fOnXqVKm6VNGqVRuKioo4fKjsa1h+vpSAo/54etaS76T35MkTHj1SDPFJTVX+mhsfH8e1kKvUqK74wH868CS///YL7Tt0YtLbFa+l0apVG4qLCrkWtF2eVpAv5frZXTi41ZfvPpWeHENSnGL4Y82G3YiLvE5cZFmoRHL8faLunMOzYdnC6i41mmFkas2ti/sV1ja4cW43xUWFuD21A1V2hrL3WMipLWRnJlOtdpsK7+dpOtf1oLCoGN8LN+Vp0oJC9l6+jbeLnXwnvdjUDB48UWzjbvWqU1hUzL4rZR45efkF+IXcwb2KJVXUeFVpJFf9mjK5zoY+JVcBey/cwNvVQb6TXmxKOg/iFb1QkjOVPb3+Dr5GSmYOrWqpfpk6dOU2Dpam+Lg7PZe8bVu2oKioiAP+AWXy5udz+NgJvGrWkO9AFZ+QQFTJ4r6lpKjwUIqLf8KVazfwrF427p2dZP3s+CnFkNjg85fIzc2jRiVeFDs2a0hhURF7jgUpyLs/8Cx1qrvJd9KLS0zmYXSZl02Xlo1ZMnuy0gHQ0qcuS2ZPpk51mRwp6covElk5uWw7dBwLUxNquat+UdSU2o27UVxUyOVAxXEZErQbJ/f68p2I0pJiSIy9/0LXqgxNWnakqKiQ4/575Gn5+VJOHTuAR8268t3TEhPiiHn8UKFsakoiSxZMQ6IlYc6CFZiZq/aom/DePKbPW6JwdOkl24J9xPjpvDvrK5XlajXsTnFRIVdPK7bZtTO7cKxWpstkbaaoy2o16kbsw+vEPCzTZUlx93kYfg6vxmW6zMrODYqLuXX5kEL5mxcPAGD/lMG8duMeFBcVEnq2rK0K8vO4cX4/Ng7VsbBSNh77NO9CUVEhwQE75Wn5+VLOndyLWw1v+U56yYmxxEU/UNkOFVHFQWbAuRyseA/XL51EmpeDi4YGr6YtO1BUVMiJZ/pC4LEDeNSsU0FfSGLxF9PR0pLw8YKf1PYFR2dXqlarweXzp+TecQChV8+TlBiPdwPNd65s26olRUVFHDx8RJ4mzc/H/+hxannWLNNjTxKIevRYoWxKairPEhf/hKvXQqlZvbrK6x0PPIWBvj6tW6hex68iOrRoQmFREXuPnlSQ1+94ELVruMt30otLSCLycYw8T+dWzVg0Z5rSAdCiYT0WzZlG7ZplunfzHj+27jvM2IG9Gdq763PJ+m+jbtOuFBUVcvHE3/K0gnwpV07vwsWjnnwnvdTEGBJink+/5mSlU6giFPBSoGxsO1Wrq3FddRp3o6iokMsnFXXb1dO7cXavL99JLzUphoRXOB+oo3YjzeavN0VegeBZhGeUQPCGcePGDW7fvs3XX3+tdM7U1JQWLVqwc+dO2rdvX6l6DQwMMDAoPzY/MzNTvmD60wQFBWFrq9qD5IMPPsDPT3MXaJAtYO7k5MSqVat4/PgxWlpaODk5MW3aNMaNG1epulThWcuLVq3bsmHdn6SlpuLg6MjxgCM8iY/ng+mz5fmW/fAdN66Hst/vqDxt2nvvUK++D+7uHpiYmhITHc3RI4coLCzgrfET5fnuhN/mxx+WYGpqRv36DTh54piCDF5edbB3UNzRx7OWF54Nu3N6749kZyRhWcWVG+d2k54UTffRZV9W/dZ/zKO7F/jolzLjjE/bkYQG78D3l8k06TwBibYOl46tw9jUmiadJsjz6ejq0W7AHA5t+JitP46iTtN+pKfEcPnERpyrN6ZGg7IH4N8+7UCtRj2xcaqJjo4e0RFXCLt8kCrOXtRvM6xSbV6vqh1dvT1Y4X+e5KwcXKzN2X8lnJiUDBYMKguz+fTvY1x6EMO1Re/J0wY3q8OuS2Es3HeKyMRU7C1MOHD1DrGpGawY27NScijJ5epA1/o1WXEgiOSMbFxsLNl/8SYxyeksGF62vsynmw9xKeIx15aV9Y8eX62hq48nNRxs0NfR4eqDaA5fvY2nky2DW9ZTutbd2ETuxCQwoVNTtLS0nkve2p41aNeqBWs2bCElNQ0nB3v8jwcS9ySBj6aVrfezaNlKrt24xYl9O+RpE6fNxqd+XapXq4apiTGPY2I5FHCcgsIC3n5rlDxfyyaNcKvqwobtO4lPSChZwDyW3QcPY21lqbDzXkXUrVGNTs0b8su2PaSkZ+BsZ4vfqXPEJiTx6eQx8nxfrlrHlbC7nN8mC8N1c7LHzUn1TpyOttYKHlE7/QMJvHSN1g29sbexIjE1jQMnzhCXlMKC98ehqybsWFOc3etTu3F3ju1aRlZGMlZVqnLtzB5Sk6LpO+4beb7df35MZPhFvvizbP2R3OwMLhyTrWPz6J7Mq/PCsc0YGJlhYGRK006jn1uu6p51adqqEzs2riI9LRk7BxeCjh8k8UkMk6bNl+f77acF3L5xhY17L8jTln45nSdx0fQaOIY7Yde4E3ZNfs7MwgrvBrKXdm8fZc+M7CxZCGutOj6411DtIenkXh+vRt05setHstJluuz62d2kJUbTe2yZLtu39mOi7lxg/u9luqxR+5GEnN7B3z9PplnXCWhr63D+6DqMzaxp1qVMl9VrOYBzR/7i0KbPiY+6hY1jDeKibhIStBNbxxp4+pTtrObTdjghQTs5vOUrkuMfYGblyPVze0lLjmHo+6pDv91q1MOneVf2bV1BZnoyNvZVuRC4j6SEGEZNWSDPt2HlfO7dusTKv8sM2jnZGQQe2grA/fCrAAQe3oqRsRmGxqa06y7b0cu7cXscXDw47PsbyYmx8gXMTx3ehpmlLS06Ki+srorqnnVp1qoT2zf8QlpqMvYOLpw6fpDEJ7G8/VRfWL3sS8JuXGXzvnPytO8WzOBJXDS9B44m/NY1wm+V9QVzCyu8fcoMOKMnzmDx5x/w5ceT6dS9P9lZmfjt3YqDU1U69xiokawAXp41adu6JX+u30RqahqOjg4cPXaCuCdPmD29bIOP735cTuiNmwQc2C1Pe3vqDHzq16N6tWqYmBgTHRPLoaMBFBQWMmncGKVrpWdkcPHyVdq0bI6h4fN50dap6UHHFk1YvXknKWnpONvbcehkELEJicx7r6xPfvPz71y9GU6w7zoAXJ0dcXV2VFmnQxVbBY+owPOX+WXj37g42OHm7Ih/oOK6jE3q18FKxc6kLxvX90aha26GgaPMQFulVwcMSnTxw1UbKShnh9nnwcWjPnWbdufIjmVkpSdhZefK1aA9pCTGMGBimX7d+ftcHty+yLcbwuRpudkZnD0q06+Rd2Xj7FzAZgyMTDEwMqNFF9m89uD2BQ5sXEjdJl2xtnelsCCfh3cuc+vSUZyq1aVBqz4ay+vsUZ86TboT4Fs2H4QEy+aDfhOemg/WfMzD8It8uVZxPjgfIJM3qnQ+CCibD5p1LpsPHoZfJDL8EgBZGclI87IJ3CfTVa6ejXHzLH+H2aflrd24O8d8l5GV/sz8Nf4pef+QzV8L/npG3tL5667y/NWs0zPy3pHJm52RTH5eNoH7S+Stqbm8AsGzCGOUQPAaWbx4sVJa3bp1CQ9Xv2bLmjVrKqwDYODAgQwcqP7hcdy4cQqGn4ryq7uWs7MzN24oh1yUouperKys+PTTT8u91osy68OP2bRxHSeOB5CZmYFbNXc+X/A1db2VjQhP06NnHy5ePM+Vy5fIycnG3MICn4aNGDJ0JG5PhSNGRUVSUJBPWloqy39SXjdr+swPlYxRAD3fWkKQ1U/curCP3Ow0bJ08GfjealxqlD+R6xmYMHzGRo7vXMjZQ79SXFxE1RrN6DB4HkamiqF3dZv3R1tHl/NHfufk7iXoG5lRv/Uw2vabqbCmSu2mfYi+f5U7If4U5Esxs3KkaZdJtOg+BV29yj/UfzOkE6ssLnDg6h3Sc/KoYW/Nird60qia6of1Ugx0dVgzqS8/HTrLnkth5OQX4Olgw89v9aJVzRfzegH4ZlQPVh0K5sClMNJzcqnhaMuKtwfQyEN1CFkpPRt5EfIghmPX7pJXUICjpRnjOjTh7S7NMdRT3h3I77LsIbpnwxcLO/hk5lT+2ryNoydPkZGZhYdbVRZ+Npf6dcsPnezboyvnLl3h4pUQsnNysTQ3o3GD+owaMgB3t7IQG11dXVYs/ooN23dy/tIVjp0KxsjQgNbNmjJpzAjMzTTbbr6UL94bh/3f+zh0+jwZWdlUr+rEj3Pex8erxnPd/7PU8/Qg9M599p0IJi0jC0MDPWp7uPHplDE0rvtyQjwGTPqO47uXE3p2HzlZadi5eDLig19xreABOzc7jRN7liuknT2yFgBza8cXMkYBTJ6xAN/NvxF88hDZmRm4uFVn1qc/UqtOw3LLRT2QhXUe3KXstVqrbkO5MepF6DthCYF7f+L6OZkuq+LsydBpq6las/w20zcwYfSHGzm6fSHBB0t0mWczugydh/FTuszIxJIJ8305tW85d0NPcOXUNgyNLajfahAd+s9UCMfT1TNg1Kz1HPddyrXgXUjzsrFz8WLYtN/wqNMGUL3u3Nip33Jg+0ounDpAdlY6TlVrMuXjn6leu7HK/KVkZ6ZzYPtKhbTjBzYAYGXrKDdG6ejoMvPL9Rzy/Y2bV05xOfgQBgbG1GvSgT4jP1AZPqiOKTM/Z+dme4JPHiarpC98+NkPeNX1KbdcaV84sEt58W+vuj4Kxqg69Rrx8YJl7Nj8O9s3rkZfX5/GzdsxYtxUlaF95TF31nTWbtpCwIlAMjIzcXdz5ZvP51Ovbvm7o/bp0Z3zly5z6fJVsnNysDA3p7FPA0YMHaygx0o5FXSGgoICOrZ7vhC9Uj794G3stu7CP/AMGVlZeLi6sHTeDBrU8Xyheku591Dmhf0oNp6vVvyudP7nLz9+JcYo95kTMHIrm/scBnbDYaDsw0z0ln0v3RgFMPidxQT4ruBq8D5ys9Oxc/Fk7MxfqVarfF2Rk5VOgO8KhbSgQzL9amHjKDdG2TnXxN2rKWFXj5ORmkBxcTFWVVzo0O892vSaoHJ3vPIY8PZ3mO9azrUz+8gtmQ9GTf+1QoNLTnYax3crzgdn/EvktXZUMEY9CDvHyb2KS3GUlm3f7/1KGXcGvP0dJ56Zv0ZqKO+JZ+Q96182fz1tjHoQdo7AfYrylpZt17dy8v4bKBZxeq8MrWKxd6FAIPgXcyfixXbSetWcevjixpVXyei05RVnepMweP71pV41yR7/rvVCjLKVF1B+k/HL6lBxpjeI6jYVby7wpnA7/p9/aX6ZOFj8u7Y3tzRQDhF+k7GTKO9W+KZimFe5zTleN+d9xr1uESpFTlBYxZneIAoKn8+L+XXwb3tjH9Hq39O2zzL/rzdzzvh2wv/f7ohizSiBQCAQCAQCgUAgEAgEAsErQ4TpCQQCgUAgEAgEAoFAIPjP82/zQvs3IzyjBAKBQCAQCAQCgUAgEAgErwxhjBIIBAKBQCAQCAQCgUAgELwyRJieQCAQCAQCgUAgEAgEgv88RWI3vVeG8IwSCAQCgUAgEAgEAoFAIBC8MoQxSiAQCAQCgUAgEAgEAoFA8MoQYXoCgUAgEAgEAoFAIBAI/vMUi+30XhnCM0ogEAgEAoFAIBAIBAKBQPDKEMYogUAgEAgEAoFAIBAIBALBK0OE6QkEAoFAIBAIBAKBQCD4z1Nc9Lol+O8gPKMEAoFAIBAIBAKBQCAQCASvDGGMEggEAoFAIBAIBAKBQCAQvDJEmJ5AIBAIBAKBQCAQCASC/zxFYje9V4bwjBIIBAKBQCAQCAQCgUAgELwyhDFKIBAIBAKBQCAQCAQCgUDwyhBhegKB4F+NuTThdYtQKaxMnV+3CJVip94Hr1uESpGZrfW6RdCYKmn/ru1aJFr/Lrf12MTXLUHliHhk/LpF0BhL839XX9DR1nvdIlSKpKx/l7x3iixetwgao6f77+q7BIW9bgkqhWFrr9ctQqXY9/XZ1y2CxjRubPW6RfjPUCzC9F4ZwjNKIBAIBAKBQCAQCAQCgUDwyhDGKIFAIBAIBAKBQCAQCAQCwStDhOkJBAKBQCAQCAQCgUAg+M9TVCTC9F4VwjNKIBAIBAKBQCAQCAQCgUDwyhDGKIFAIBAIBAKBQCAQCAQCwStDhOkJBAKBQCAQCAQCgUAg+M8jNtN7dQjPKIFAIBAIBAKBQCAQCAQCwStDGKMEAoFAIBAIBAKBQCAQCASvDBGmJxAIBAKBQCAQCAQCgeA/T7HYTe+VITyjBAKBQCAQCAQCgUAgEAgErwxhjBIIBAKBQCAQCAQCgUAgELwyRJieQCAQCAQCgUAgEAgEgv88RWI7vVeG8IwSCAQCgUAgEAgEAoFAIBC8MoQxSiAQCAQCgUAgEAgEAoFA8MoQYXoCgeA/gzQ/nz+37OTIydNkZGXh4VqVSaOG0qSBd6XqmfXFQi5du8GAnl2Y+c74F5arIF/KUd8VXA3eR05WOvYunnQd/AE1vFuVWy4h9gHnj23jUUQoMZG3KMiXMufHACxtnZTyHti0iAe3L5KSGENBfh4WNo7Ua9aDNj3Ho29gXK5sJ/eu4PrZveRmp1PF2ZMO/afjXqd82QDSU+I5sn0R928GU1xchFutZnQdNg9LWxeFfJlpiRz3/YG71wOR5mZh4+BBq57vULtxd5X13rzgx/mA9Tx5fAeJtg62jh607z+Dal7N1d7DWb/lhF3cS25OOraOnrTsNQPXWhXfQ2ZqPCd3LSQqPJjioiKcazSj3cBPsLBRvIdlH3iqLN+qz2yadnmnwus8K++b2h/UyXvE92euBMnkdahak66Dp1PTu2X58sY84Nzx7URFhBLzUCbvx8uOYqVC3qdJio/ix7l9KciXMu2rv3F2r6tSBu/2M3CuWfFvnJUWz9n9i3h8V9ZPHT2a0aL3PMysXZTy3r6wk9BTf5GR8hhjcwfqthpN3VZjVNYbcc2P60HrSY6V9VPLKh407jYDp+qyfpqZGkv4RV+ibgeSlhSJFhLMq9TAu+1k3Gq1oHMDCZ7OWujqQExSMUevFhGXUuHtAGBjBl0aSqhqo0VhEdyNkZXPzivLY20KDTwkuNtrYWkC0gKISy4m8EYRscmK9U3ro42FiZZCmlQqZfny5ezZs5eUtHRsHDxp3nM6VT01G1en9yySjati2bhq028e5k+NqwJpLoG7viYuMpTM1FiKi4ows3GhdtNBeLcegba2rjzvoztnCb+8n9gHl8lMjcfI1AbnGs1p3uMDjM2raNZopdfNl3JizwpCS3SenbMnHQZMx6MCnZcYd59LJ7cTff8asZG3KCyQMv27ACxsnCt1/fLkOr5bJldOVjp2Lp50GqiBXLH3uXhyO9ERMrkKCqTMWBqApQq5bpz3IzzkBI/vh5L8JBI3zyaMn7tRI9mep81ANk/4b1tERMk8Ua1WM7oNVz1PHPP9gTuhZfNE657vUKeJ8jxx4/xBgg//SULMPfQNjKnZoCNdBn+IkallufcQsGsFIU/p3S6DP6B63Yr17oXj23j8lN798AfVevfgZpneTS3Vu9aOeDfrQevn1Lv/Jnkri7axEe6zJ2LRtD4WTbzRs7Lg2sS5PN6w+x+97rMY6msxqIMhDWrqoaejxcPYAnYcz+ZRfGGFZd0ctGnhrU81Rx2cbbXR1tZi8uLkCst5OOswZ7QZALOWp5CVU37IWEG+lOCDy7l1YS952enYOHrSus8M3LwqHn8ZqfGc2LmQyNuy8edSoxkdBis/4wBkpScSfGAF92+cICcrFWMzW6p6Nqf76IUVXuffhthN79UhPKMEAsF/hkUrVvP3Pj+6tGvFBxPHIpFImPP1EkJv3da4jsCzF7gZfvelyrXj93kEHV5Pg5Z96DP6EyQSCet+mMLD8Mvllou6G8KZI5vIy83C1tGj3LyPH9zAzbMxnQdOpffoebh7NSXwwBrWLn2HoqIiteX2rZ3L+aPr8G7eh27DZbJtXTGZqLvlyybNzWLj92OJCr9I656Tadd3GnFRYWxYMobszLI36rycTNZ/N4qwK0do2G4YnYfMQc/ACN/VM7h+fr9SvYF7f2bXmtmYWTnQZdjHdBgwnSrOnmSkxquV5cjmuVw5sY5ajfvQfuB8tLS02bP6HaIjLpV/D3lZ7Ph5LNERF2nSZTIten5AQnQYO1aMJidL2SpQ1bMV3ccsUTjc63Yo9xqqeJP7gyr+/u0TTh9aj0/L3vQdMw8tiTZrv5/CgwrkjbwXQrD/JqQ5WVRxdNf4evs3fYdEol2hDIfWTibuQfky5OdlceD3scQ+uEiDDpNp1GUaidFh7P9tDLnP/Ma3zm3jlO+nWNpVp2XfT7FzbcCZfd8ScnKNUr2Xjv7Msa2zMTF3oHnvj2ncbTpWDp5kpZf104e3jhES+AdmNlVp0nU63u2mUCDN4vimtxnQOJW6rlpculvEsZAijA20GNtJGyuTitvH1JCSvFocDy3i7O0iajhqMaqDNpKnnvp8PCT4eGgRmywzVJ2/XYS1mRYTumhTzU7R8HTkShF7zhbKjyMhxUx672PWrVtHi/Z9aNv/E7QkEvb/PpmY+xXohrwsdv8iG1eNO0+mWfdpJDwOY9eqMQrjqiA/l6S4e7h5taVFr1m06jsHG8danN67iIAtcxXqPLP/e6LvXcDduwttB86nRsOe3A05xLYfBpKVnlBxoz3F3r/mcq5E53UfIbuvLcsr1nmP74VwIWAj0twsbB3KH3/Pw+4/53L2iEyuHiM/QaIlYdOyyUTeKV+uRxEhnD+6kbzcLGwq0AsXT2zldsgxzK3sMTQ211i2520zaW4W65eOJfLORdr0mkz7ftOIjQpj3XfK88TaxaO4dfkIjdoNo8vQOegbGLFz9Qyun1OcJy6e2Irv77MxNDan27C5NGw7hJsX/Njw/TgK8vOeFUGO75p5BB9eT/0WfehVonfXa6B3H90L4Wyp3q3gd4++L9O7nQZMpdeoeVTzasqpg2tY/xx6998mb2XRs7Gk5mdTManlTkZo+D96LXVoAVOHmNCktj4nL+ey62Q2pkZazB5pRhXLil+h63ro0bq+PhRDQqpm7aUFDO9iRK5Uc2PI4Y1zuXxsHV6N+9Bh8HwkEm12/fIOj+9V8IyTm8Xfy8fy+N5FmnWbTMteH/DkcRjbl40mJ1Nx/ktPiWXTksE8uHWK+m2G03nYF3i3HExOZsXGNYGgPIRnlOAfZ+7cuezevZthw4bx1VdfKZz78ssv2bJlCwMGDGDx4sXMnTuX9PR0fvnlF4Wys2fP5p13yrwLAgICeP/99wkPl01Q58+fZ+zYsVy8eBEzMzP532ZmZgQFBaGvry8vGxoaypAhQwDk5Xft2sXChQu5dElZcXt6erJq1So6d+7M48eP6dSpExKJhJMnT2JnZyfP9+TJE9q3b09hYSHHjh3D2bn8r6GldZViYWFBnTp1+PDDD6ldu7Y8/erVq4wcOZI2bdrw+++/A7Bnzx4WLFjA3r17cXV1leeNj4+nd+/eTJ8+ndGjR9OxY0eio6P58ccf6dWrl8L1e/Xqxb1791i0aBEDBw4EkOd/ltL2L5XZysqKo0ePYmJS9mbUr18/OnfuzIABAxTuSxWl1/z777/ZtGkTjx49QltbG2dnZ3r06MHkyZPLLf883Lpzj2Onz/LuuJGM6N8bgG4d2jDug4/5df1Wfv3uywrryJNKWbV2MyMH9OHPrTtfilyPIkIJPedHj+Ef0bbXBAB8Wvfjp3l9ObTte979Yqvasl4NO/DFbxfQNzTm1MG/iI0MU5t3ymebldKsq1TFb+sSHt8PpWr1Biplu3nBj85DPqJFt4kA1GvZn9Wf9+HYzqWMn7dN7fUundhKcnwkE+fvwLGazPOsundbVn/Rh3NH1tJx4CwALgduJ/lJJKNnr5N7NjVuP4K/Fg4j4O8l1G7UDW0dPQAeR4Rw6sAvdBnyMc27jlN77aeJiwwl/MpB2vSbQ+NOsnuo3bQ/Gxb15vTe7xk+S/09XDu9hdSEh4yYvQN713oAuNVuw4ZFfbh8fC2t+8xSyG9ZxQ2vJv00kksdb3J/UCfvtXN+9BzxIe1K5G3Yuh/L5vbFb9sPvP/FFrVlazfswJe/n0ff0JjAg38RE1mxUTg8NIg714No12six/euLleGJR/147zfUvq9r/43vnl2K2mJkfSfuoMqLrJ+WtWzLTuW9SH09Fqadpf9xgX5uVz0/4mqtdrRZcwKALyaDaW4uIgrx37Fq+lQ9I1kL+/xkSFcOfYLzXt9TL0249Re29G9GaPmncDAWOatkZ1TSI3Gw8i78xM13GzYGVRI2CPZC8mtqELe661NO28Ju8+W/1LTuo4EPR34w7+Q9GxZWkxSEaM7alO/mhZXI2R13ogsIvAG5BeUlQ25X8i7vbRp6y3hwVNf/sOjFV+M8lJDOX/ajzlz5mDuNYG4VKjVpD9blvQheP9ShkxX3+bXg7aSmhDJ0Jk7sKsqa3NXr7ZsWdKHqyfX0rKXrM0NjC0YOmO7QlnvVsPRNzAhNGgzrfvNxdjMVnbP/efiWK0RWk9Z21xrtWHXyjGEBm3GZfiMctuslOj7ody44EeXIR/RsrtMX9Rv2Z9fPu/D0R1LmfiJ+vvybNCRj3++gL6hCWcO/0ncI/Xjr7I8vh/KjfN+dB36Ea16lMjVqj+/fNqHo38vZdKn5cs1b5VMruBDfxIXpV6ugW8vwdTSDolEwqpP+2gu23O22cWSeWLSpztwKpknani35ZfP+3DWfy2dBsn6wqWSeWLsh2XzRJP2I/hj4TCO/L2E2o1l80RhgZTju5bhWrMxY2b/hZaWzKjqUt2HrSve5fKpv2nTfbSSHKV6t/vwj2jTs0TvturHik/64r/9eyZ/rl7v1vLpwGerZXr3tN9fxJbTvu+o0rt2VTn0HHr33yTv85AX+4QA51bkxSdi3qgurc/5/mPXUkfDWnpUd9blt90ZXAnPB+BSmJSvJpvTp7Uhf+7PKrd84JVc/M/lkF8gMzDZW2uXmx+gTQN9rEwlBF/Lo1MTgwrzxz4M5fblg7QbMIcmnWXjr06z/qz7pjen9nzPyA/Vj7+Q01tIefKQUXN24FDyjFOtdhvWfduHS8fW0qZf2TPO0S2fI5FoM3rOTgxN1HsYCgSVRXhGCV4JDg4O+Pn5kZubK0/Ly8vjwIEDODo6lltWX1+fNWvWkJaWVunrGhsbc/ToUYW0nTt3VnjNirCzs2PPnj0KaXv27FEwTmnKunXrCAoK4o8//iA7O5u3336b9PR0BXlHjx7NxYsXiY+XfVXv378/rVu3Zu7cuQpfpz777DPq1KnDqFGj5GkODg7s2rVL4ZohISEkJiZiZGSkJM8HH3xAUFCQwjF6tOLDW1ZWFn/99ZfK+3FwcFAoO2HCBGrUqKGQ1rNnT3bu3MnChQsZM2YMe/bsYevWrUyaNIns7OxKt6EmBJ65gLZEQt+uHeVp+np69Orcnpvhd4lPSKqwjq27D1BcXMzwEmPWy+DGBX8kEm2adhwqT9PV06dJu0FE3QshNSlWbVkjEwv0DZ/fVb7ULT8nO0OtbFoSbRq2HSZP09HVp0GbQTyOCCEtWb1sYZf9cXTzlhuiAGwc3Knm1ZxbFw/L06LuXsLI1EohxE5LIqF2k+5kpiUQGX5Rnn4+YAMmZjY06zyW4uJipLnlPwgC3Ak5jJZEG++WivdQt/lgYh9eJSNF/T3cDfHHrqq33BAFYGXnQdWaLbhz9ZDKMgXS3HK/vlfEm9wfVHH9whEkEm2adXhG3vaDiLr7cuUtLMhn/8ZFtO42Bmu7shACdTJ4NhlEfFQImanqZXhw3R9bZ2+5IQrAooo7Th7NuR9a1k9jIs6Tl51K7RYjFcrXaTGSAmk2UbcDy+QJ2oCRiQ3erWT9ND9PdT+1sq8hN0SVoq2jR+8+A0hISOD6vUx5enYe3IoqpqazFtoVPLnVctHibkyx3BAF8CC+mKT0YmpXLfN4iktRNEQB5EghKqEYG7PyrxFxzR9tbW269xlKXKosTUdXn9rNBhH3MKTccXUv1J8qVb3lhigAKzt3XGo0517IYbXlSjG1kvXTvJyyfurk0UTBEFWaZmBkTkp8RIV1lnLrskznNWqnqC98Wles8wxNLNA31MB17Tm4dUmmFxq1L5NLV1cfnzaDeBQRQlqF40wzucytHZBIKvdqcOvS87fZrcv+OFbzlhuiQDZPuHs15+alp+aJO6rniTqNZfPEw5J54kn0XXKz06nTpKfcEAVQs34H9PSNuHnBT6UcNy/K2rfJMzqk8SvQuxY2sv6cWwm9+2+T93kokuaTF5/4j16jIhp66pKWWcTVEkMUQGZOMZfDpNSvoYdOBbaljOxiJR1bHkYGWvRra8i+0zlk52nmGXXnquwZp14rxfHn3XIwMQ+ukl6OLr5z1R97V2+5IQrA2t4DV88WhF8pe8ZJiovgwa1TNOk8EUMTSwry8ygszFdV5f8NxUXFb+Tx/4gwRgleCbVr18bBwYEjR47I044cOYKDgwNeXl7llm3ZsiU2Njb89ttvlb5u//798fUt+5qSm5uLn58f/fv3r3Rdz9b7rIHH19f3ueq1sLDA1tYWb29v5syZQ2JiIteuXQNkRh8/Pz9GjBhB+/bt2b27LFb+q6++4uHDh6xduxaQeXdduXKFRYsWKTyE9enThwsXLhAbWzYh+fr60qdPH7S1lWdSY2NjbG1tFY5njVajR49m7dq1JCUpG3C0tbWVyj6bZmBgwPHjx+nRowdDhgzB1dWVGjVq0Lt3b2bOnFnpNtSEuw8e4uzogPEz9+JVQ+amfu/Bw3LLxyckstl3H1PGDkdfX++lyRUTGYaNvRsGz7wsOHvIHs5jNfAW0ZTCwgKyMlJIT3nCnevBHNm5HH0DY1zcVa+ZFRMZhrWdm9KLjFM12YNLvJovqsVFRcQ/DsfBra7SOcdq9UhJiCIvV/aiXVggRVdX+eufrp4hALGRN+VpD8PO4ljNmwvHNvLDzBZ8N7URy2a34eLxTWrvOeFxGJa2yvdQamB68lj9PSTGhGNXVfke7F29SUuMQpqbqZB+6/xufv6oAT/Prsf6b3ty+5JymGFFvMn9QRXRkWHY2LtiYKQob2kdmng7aUrQ4Q3kZKXTsd8UjWSo4iL7jZNi1P/GyXHh2Dor/8a2LvVIT4pCmif7jRNL6ng2r41THbS0JCTG3JKnxUScxdbFmxvBG9nwVQvWft6Ijd+04cYZ9f30adxcbAgLC0fyzLiISSpGT0cLa1P1ZU0NwcRAi5hk5YfW6KRi7C21VJRSxMRAi5wK7Kmp8WG4ubkRk67Y5nZVZW2eGK2+zZNiwrFzUW5zu6r1VI6rwgIpOZkpZKTEEhF6lKsn1mJq6YiFTdVyZZTmZSHNy1Yy+JVHXFT5Oq88r6J/ktjIMKxV6QX3ErleohdWZYmtYJ5Q12bFRUXEPwrH0VXNPPEkirycys0TBflSAHT09JXy6ugZEBsVpjK8LEZt+5bo3ah/Ru/evR5MQIneda6E3v23yftvxcVOh6j4Ap7Vpg9jC9DX06KKVcWeTpWhXxtD0rKKOBWi+QetJ4/DsKyi/hknoZxnnIRo9c84qU/p4sjbZwEwMrPh7+Vv8dOMevw0oz47V00iLemxxrIKBKoQxijBK2PQoEEKBhxfX195eFh5SCQSZs2axaZNm4iLi6vUNfv168elS5eIiYkBwN/fHycnJ+rUqVM54Z+hY8eOpKWlycP6Ll26RHp6Oh06VH59mKcxMJA9bOXny744HDp0CHd3d9zd3enbty++vr4UF8umRSsrK77++muWL19OcHAwixYtYv78+Tg4OCjUaW1tTevWreWGrJycHPz8/Bg0aNBzy9m7d29cXV1ZtWrVc9dhY2NDSEiIyrDAf4KklFSsLS2U0q2tZGmJKanlll+1dhM13N3o1Kb8RZkrS0ZqAqYWtkrppWnpqU9e2rWiH9zgm/dasuiDdqxdMgmKixk76xeMTCzUymZirixbaVpGmmrZcrLSKCyQqixrWlq25L6s7aqRnhJHapJiP4i6e6kkX7y8zuzMFB7du8LJPctp1eNtBk5ehp1LLQ5v+YbLgapd0bPSEzBWIUdpeE9Wuup7yM1OpbBAKs+nqmzmU/fvUM2Hlr1n0HfSKjoOXSBbs2jDh1w7rT5MTRVvcn9QhVp5LUvkTXk58makJnBsz2q6Dp6mZHRSJ4ORafm/cV6OrJ+W5lMoW/IbZ5eUzU5/gpZEG0MTa4V82jp66BtZyPPlZaeRm5VC3MMrXDqynAbt36bTyGXYONTizN5vuHVOfcgEQEZSJJbmxuQU6Cmti5WZI/vXxFC9QcnEUDGvQvlcMNIv37PKxRacbeBmVPlfYKVZCdja2nLnGfVd8bgqaXMV48pITdmI0KP88VkL1n3VAb+10zCxsKP3pF+RaJe/0sS1wA0UFeZTw6dnufmeJiM1Qa6jnqa0f2W8xPFXGTLTytfFL2ucPQ+Zac/XZvJ5QpX+eGaOsbYvmScSVc8T6SmyecLazg20tHh076pCvsS4+2RnJFMgzSU3S9nLviK9m/ES2zf6wQ0Wvt+S76a3Y93SSRRTzOiZL0nvvqHy/lsxN5GQlqmsC0vTLExe3mu0k602bXz02XEsm+JKOMBkpiVgouo5pWQMZaobfyXPOKr0irxsyfhLTXgIwNEtnyHR0aX3hGW07Teb6IjL7FgxnnypiglHINAQYYwSvDL69u3L5cuXiY6OJjo6mitXrtC3b1+Nynbp0gUvLy9WrFhRqWtaW1vTtm1buRHM19f3hYwwpejq6sqNQ6X19u3bF11d3QpKqqd0rSwjIyPq1ZN90di5c6e8jdq0aUNGRgYXLlyQl+ncuTM9evRg0qRJNGnShAEDBqise9CgQezevZvi4mL8/f2pWrWqWo+077//Hh8fH4Xj2bW0tLS0mD17Nn///TdRUVHPdb9Tp07FzMyMjh070q1bN+bOnYufn98/tihmXp4UXV3llxe9kt8sL0+qtuyV6zcJPHuRaRNV75r1IuTn56Gto9xvdHVlX3bzpblK556XKk7Vmfjxn4yZsZK2vSaiq29IXjmhbvn5eejoKHuB6ZTIViBV/fUuP18msyZlfdoMQUuije/qmTy6d4XkJ1EE+f3G7SsBsrpK8knzZDFHOZmp9H7rG1p0m0idJj0Y8cFv2DhWJ+jAapWyFEhz5WtOPY22XA7V7VsaaqeyrI6+Qh6A4TO30bD9W3h4d6J+6xGM+sgXa4eaBB9YpvYaqniT+4Mq8qV56Oiq/53zXyBk8Wn8tv2IVRVnmrQfrLEMpb9ToRoZCkr6qUSD37gwPw+Jtmr9rq2jL8+XL5X107zsVNoO/ob67SbiUb8H3cf/hmWV6lw9rrqfAhRIczi1Yxb6+vqY2yl/MCkoUY265XyMLw0bKVSx0VNBoWKeZzHShwEttEnJhDNh5evh4sJckOiR8kx3UTU2FGQoaXNt7XJ0wzNlnWs0o9+Uv+jx1k/UbTkcibYOBRW8/ERHXOSC/yqqN+iBSw3Vu2yqk0+7nP78IiG4L0K+NLd8ffqa5AKZbM/TZpWZJxqWzBM7n5onTv+PvbMOj+roGvhvLe7ugiRBg7t7sUJpC4VCC7RU3rpSefvWvUXqQgsFWiha3N0JGiAJFiUh7rb6/XGTTZbdjVCKfJ3f8+zTMnfm3nMnZ+zcOWfW/0Bc1ThR/QwHZ3dadbqLUwdWc2DzL+Rnp5J8Pobl379gbL+W+iStphKlhX5X+Q/1u1NfmcekZ7+m94jp2NjaN8jlvDZ3mrx3KjZK0OrMLUOaqjQLU8rrZvxgB85e1hCX1Ai/Pqr6rDr7hsbPcZRK0/ZXPf9ycPFm3BM/EtVxOJ0HTWfoxPcpyEkh7ui6Rsl8J6A33J6//48IY5TgpuHh4WF0NVu5ciX9+vXDw8OjweVfeuklVq9ezaVLDY//ADWGmNTUVE6ePMmoUQ0LytmQ+27atIns7Gw2bdp03UauCRMm0L59ezp37kx8fDyzZ8/Gy8uLy5cvExsby8iRUnwipVJpjLVUmyeffBK9Xs8TTzxh9Rn9+vWjrKyMo0eP1muQmz59OqtXrzb5tW5tvo23d+/edOjQgTlz5lzXe/v4+LB06VLWrl3LlClT0Gq1zJw5k0ceeeQfMUjZ2tqgseC8r67ahWbN9U6r0zHnp98Y0q+X0aXvRqJS2aLTmvveV0+YVTb1B7BsKHb2TjRr3YOWHQdy14SX6H3XVBbOesqq65dKZYtWa26kq57EWHKFkMpJMjekrG9wJGMf/Yz87BTmfzyRb14fwtHtixg64XUAbOwcTO4pV6ho0Wmo8X4yuZxWne+iKP8qhbnpZs9T2tihsyCHziiH5fqtnshZLKutNMljCYXShnZ9JlFZXkRm6hmr+a7ldtYHi/La2BpdY2pT/XdW1VFHDSX54ilO7F/DqAdnWoxnY02G6r+TwooMyiqd0jfgb6xQ2aK3EiNDp6005lPW0tPwNqZ62iT6LkoLr1KSL+mpXCYZgBxswV6l48y2dynOTUSrA1s7e3N5q15dU8eJ4tUGJwse2EYjlNZCeZUCJvRVYKuCP/fq6oxzEuojw8HejoLixreN6vrR6eroG64p6+DsRUhkD5q1G0b/+94mrGU/Vn8/zeopeXmZl9nwy1N4+Ddn4Pj3rL+IFfl0dehzXW3+n0RlY1d3f3qL5AJJtuups8aOE+NmfEZedgq/fDSRr14bwpHtixj2QNU4YVvjfj9yyjs0b9OHrX9+ytyZg5n/yYP4BkYQGd3PLG81SpUtWgv9rvYf7neHjX+JXsOmsmj2U41yrbvT5L3dUcjBxVFm8pPJQK0FpcJ8J6qqKq0x8aDqolOUDU0DlSzb3viYqUqV5TlOTftr/BxHqzVtf9X3iOwwzCQ2X0SHYcjlStIvH2+03AJBNeI0PcFNZdy4ccYT9f73v/81qmznzp3p1asXX3zxRYPc+6rp06cPb731Fq+//jr9+/fH3d08foSTkxPl5eXo9XqTxU51IPHap8ZVExkZSZMmTXjhhRdo2rQpERERxMU1Pm7DrFmzaNasGW5ubri41ESNXb58OVqtlt69exvTDAYDNjY2vPXWWzg7S4FDquM+KZXWm7NSqWT06NF89dVXnDp1iq+//tpqXnd3d5MT+uripZdeYvz48UyfPr1B+S0RERFBREQEkyZNIiYmhkmTJnHkyBG6dWv41+yG4OnuRnZuvll6bl4BAF4WXPgANu/cS2p6Oi89OZ2MTNPFT1l5BRmZ2bi7uWBne32LAWc3b4suFsUF0rNc3Hyu674NoVWnwcCrnDq0Af/QKIuyFeSZy1ZSKMnm7GpZNntHVxRKG2O+2hRXl631Xi07DSOy3QAyUxPQ63X4h7YkKUHaAejpG2a8p1Jli52Di5n7kqOz5DpVXlaEk32g6TUXb0qqXP1qU72QdXSx/A52Dm4olDYWF7zVaU5W3r8aZzfJZbairOGHL9zO+mAJZzdvivLM67c4v0pe978v78Y/PicssiPu3kHkZUtuOqXFUlsuKsjG3sHFWD+1KSuu+29say/paXU+k7JVf2OHqrIOLj4Y9DrKS3JNXPV0WjWVZQXGfNI9bbGxN9fT6nKV5UU4uQcQ4Anje1UvdJQ8OeIzXv50MCWVcpzszT+B1rjgWf88WuPKZ37NyQ7KKg3orrH1y+VwX285vm6weKeO7HrUtU2YjB3e3py/fD3tqqrOLbSrsnrKVtMseiiHNswm8cx2WveYYHKtOD+Dv76fjo2dM6Mf/QEbu8YFFJfanwV9LjDvt24mTq7eRpfl2lT3sTeinV0vTq7XV2fGccJC2y22MMZUjxNXUxMwVI8T8abjBICdgzMTnv6Wwtx0CnKu4OoZgJtXIPM+nICDswf2jubR+evrd53/wfpt2Wkw/PAqpw9twD+kEf3uHSTv7U7TICUvTjTVi9e/K6CwRI+rk7kxqjqtoOTGfDgd19+eY/FqdHrwdJXWIA620jM8XOQoFXqL7oJgvW8orWpDTtbaX9Ucx9I8zVi2qv1V/9fR2cskn1yuwM7RjYryIgSC60UYowQ3ld69e6PRaJDJZPTq1avR5V988UXGjBlDeHh4g8solUruvvtufv75Z3766SeLecLDw9FqtcTFxZnEkzp79qzxuiXGjRvHO++8w9tvv93wl7gGf39/QkJMA7FqtVr++usvZs6cSc+ePU2u/ec//2HdunU88MADjXrOvffeyy+//MLw4cNxdXW9bnlr07ZtWwYPHswXX3xxQ+7XrFkzQIprdaNpFh7KidhzlJaVmQQxP3f+YtX1MIvlMrNz0Gp1/Gfm22bXNu/cy+ade/lg5vP07tb5uuTyD23B5bgjVJSXmAQjTb10uur6PzfZ02nVGAx6Ksotn4rjH9qCS3FHqCwvMQmOeeWyFGDfN8Syq6dMLscnKIKMJPMdQemXT+HuHYztNYtEhdLG5OS9xHNSwMzwFt2N9/QNjiI96Qw6rdpka3l1TBJHZ3NDs3dgFKkXDpu9w9Vk6R18gqy/g1dABJkp5u+QkXQaV8/gehe6hbmpANg7NXwH6O2sD5YICIni8rkjVJSVmMRySqmSN+AGyFuQm0F+TjqfPD/Y7NqCL/+DQqnCoNebyZCVIv2NPQOs/409/CLITjP/G2elnsLZIxgbW+l+Xv7Se2SnnSEkqq8xX3baGQwGvfEZMrkcz4AostPM9bQ6rpRd1bHY2YWwbL+BuMNLuXx6ExGdJ+AeOojMfAMh3uYLoEBPGWqtgdw6/jzF5VBaYSDAQwbXhN0N9JSRmW++oBnTTU64r4wV+/WkWN5sZEQhl07rCwqN4tChw6grSkzaQXW78gq0Xuee/hEWdwteTT6FSwPaVfUX/+rg1tWUl+bz1/fT0WnVjH1mMY71GIst4RscRWK8eX9xJVF6Lz8rfd4/jV9IFEnxh836hbSqvtgv+NbIBZJs11NnMrkc36AI0pPNdeFK9Thhbz5O1D5573KcNE40adnd7B6ungG4ekonJ1eUFZGRfJYWHYdYlMU/pAWJdfW7/6DRxdjvNuJ0ujtN3tudtEwds/4wNagUluhJy9LRLEjJtb1peICSSrWBrLw6tqk2Ag9XBV1dFXRtZf5R882prqRmann/V8sGH+/AKFLOm7e/jCSp/Xlf7xzHq6Yv9g2R1kXFhaZGL51WTXlpPg6NmOPcKfx/PbnudkS46QluKgqFgo0bN7JhwwaLJ7nVR2RkJKNGjWLhwoWNKvfss89y8OBBk11GtWnevDm9evXi9ddf5+DBg6SmprJnzx7eeecdhg8fjq+vr8Vy999/PwcPHuS+++5r9LvUxa5duygsLOTee+817hyq/g0ZMsTMVa8hNG3alEOHDvHRRx/Vma+0tJTs7GyTX0lJidX8zz//PIcOHSIxMbFR8vzvf//jm2++McYRO3nyJK+++ioeHh60a9euUfdqCP16dEWn17Nmyw5jmlqjYcOO3bSMaIavt7RrITM7h+S0miCpA3t354OZz5v9ALp1bMcHM5+nRUSz65ardech6PU6juz405im1ag5tmclwU3b4uYp7a4pyEknK/3ydT2jvLTIouvX0V2SHgWFm7thVstm0Os4vmepiWyn9q8isEk0rh6SbIW56eRkmMrWouNQ0pNiSU+KNablXL1MYvxhWnQcVqe8uZlJHNu9hOZt++HpV2MIbtV5OAa9jlMHVteSp5Izh9fiFdAMZzfzdtq83TAMeh2xB0zf4ezhlfiFRuPsLr1DUV46edccAd88eiiZKbFcTal5h7zMy6ReOETz9jXvUFacZ/ZcdUUJx3ctwN7RHd/ghh+YcDvrgyXadJHkPbzTVN6YPatM5M3/G/LeM/0dpjw31+TXY8gkAEZMfJlh9z9vUYaEmFX4BEfjVLVDrSQ/nYIsUxnC2wwlOy2W7LSav3FB9mXSLx2mSduav3FAs27YOrhy7tAfJuXPHVqCUmVvYqBq2lbS0/PHVteSp5ILJ9bi7tMMRxdJTys1sHb5PBb/8D/K7dqi8xiETg9xqQac7GW0CK4xSNnbQIsQGReumO5scneSfrWJSzXQPECGSy1vpDBfGZ4uMs6lmk6wh3WU0ypUzoYYPfFp9U++mwXIsLeREdZmKAa9jjMHa9qVTqsm7sgqfGu1q+L8dPIyTeu8WfRQslJiyazVrvKzLpN28TDNomvqvLwk33hgR23OHVoGgE+tU6A0lWWs/fExSgozGT3jB9y8w+p9F0u07CS917Hdpv3FyX3193n/JK06DUWv13Fsl6lcJ/auIqhJNK7V/UJuOtk3Ua5q2a63zlp0HEp6ouVxomWn+seJmF1LiIg2HScssW3Fl+h1OroNftji9dZV/djRa/qQ43vN+93sG9zvxuyW+t3ARvS7d5q8tztllQbik7UmP60OjsercXWS0z6yJj6Xo72MDlE2nL6oNnF59nKT4+V2fcvqb1cUm/2OnpOM7r+sLeHPOtz3IttLc5zT+03b35lDK/EPi8al1hwn96rpHCei/VCuJsdyNdl0jpNy/hCRteY4wc274uDsSdzRtSYx4M4cWoVBryM06sYe7CP4dyF2RgluOpZc3hrDM888w4YNGxpVxsbGpt74VLNmzWLu3Lm89dZbZGVl4efnx6BBg3jyySetllEqlY2Ke9VQli9fTo8ePYyueLUZOnQoP//8M/Hx8URFNe7rlyUXxWuZO3euWaD48ePHG90rryU8PJxx48axdOlSi9et0aNHD1asWMEff/xBQUEB7u7utG/fnvnz5zdIzsbSMqIZ/Xt05ceFSykoKCLQ35dNO/dyNSuHV5+aYcz3wezvOHk2jj2rpVPQQoMCCQ0KtHhPf1/v694RVU1Is2jadBnG5mWzKC3KxdM3lOP7VpOfk864R9435vvzh5kkxh/lo4U1rqAVZcUc2CIdF598QTo96ODWxdg5OGPn6EKPwdKC/XLcEdYu+pDWnYfg5RuKTqchKeEYZ2O2EhjemnY9LcdRC2kWTYtOw9ixchalRXl4+IRw6sBqCnKvMPLhGtn+mvcqyeeP8t+fa2JIdOr/ACf2LGPJnMfpNnQaCoWSQ1vn4+TiSbehU02e891/R9Ci01BcPQIoyEnj2K4/sHd0Zfjkd0zydeg7nhN7l7Nx8XvkZSbh4uFP7ME1FOSmM+Hp7yy+g39YNM3bDWP/2i8pK8nFzSuUc0dWUZR7hcEPfGDMt3nRq6RdPMLzcxOMadG9JxJ7cBl//fAYHQdMQy5XcnzXfBycPenYf5ox36m9i7kUu40mrfvj7B5AaWEWZw+vpCg/nWEPfmoxQKg1bmd9sC7vUDb9OZvSojw8fUM4tvcv8nPSuffRWvJ+/xqX44/yyaJzxrTysmIObFkMQNJ5KebEga2LsXdwwd7B2Whwimhjuju0uixAk6jOBDVpTcrFU2YyFOdfoe+9NTLs/PNVMi4fZcYnNXrasvsDxB9ZxqZfH6dtH+lvfHrvfOydPGnbu0ZPlSo7Og15lv2r32XromcJjuhFRmIMF0+sofPQ57BzcDPmbdFtPPFHl7P/r/cozEnCyc2fC8fXUFKQztCHavQ08cxWDm/4DFevUNx9mnL51Fop/TREB/VlVBc3vFygrBI6NZcjl8HuWFO3kAf7Sx91vlpbsyraf05PyxAFkwcoOJKgx0YF3aPkZBYYOHW5xrjTJVJG5wg5qdkGtDrJ/a428akGs/hUbUJlaHUG9M7RNIsexsF1sygvzsPVK4T4o6spzrvCwAk1db518atcuXSUp2fV1Hmbng9w9tAy1v70OB36T0OuUHKiql116F9T5wnH1hB7YAlNWg/C1TMIdWUpKfH7SD1/gPBW/U0Ck29e9DKZKadp2XUceZmXTQxgKlsHPHoOoiEENYmmZadhbF85i9Ji0z5vdK0+b9W8V0lOOMr/5tW8V0VZMUe2S+0v9aKkz0e2L8bOwQU7B2e6DHywQTJYlKtpNK06D2Pbihq5Tu6X5Lp7Wi25fnqVpISjvPOrqVyHt0lypVTLta1Grq6DauRKSjhKcoJ0YElpcR7qyjJ2r5F0NjSyE2GR5uNdUNPrr7PO/R/g+N5l/D7ncbpXjRMHt0jjRPdrxolv3hxBy05DcfUMoCA7jZiqcWLENePEvg0/knXlAoFN2iKXK0k4sY1LZ/fTf+xzVbuqzA2cwU2jad1lGFuq+l0P31BOVPW7Y6fXvMPyH6V+94PfTPvdg1tN+91D26r6XQcXulf1u4nxR1i3UOp3Pf1C0Wk1JJ0/xrnr6HfvNHmvl9AnJ6FydcEuQNrl6DOiP3aBfgAkfbMQbZH1D6U3gmMJagZe0fLQcCf8vcopKTPQt4MtcpmMtftMd/A//4A0X3/juxo/Zw8XOd1aS+N/qJ+05B7eQ4q/lFuo5/BZKV7TqQvmRr9gXyn/mcsaSutwzfYPjyai/TD2/vUlZcW5uHmHcvawNMcZOqlmjrPht1dJu3CEl76pmeO07zOR2P3LWPndY3QaKLW/mB3zcXT2pNPAmjmOUmVD37GvsPG3V1kyaxItu9xNUV46x3ctJKhpJ5q3s7zjUCBoCDKDpc9OAoFAcIeQGXeswXkr1Wrm/b6MLbv3U1JSSpOwYB6ZeB9d2kcb8zzzxnsmxihr9BkzkbHDB/P8jKl15ruW/cXtzdI06kq2rpjLyf1rKC8rwi84ksHjniGibY0r648fTDEzPuRnX+HTFywvsty8Anh11nYAcjNT2L76W5LPH6e4IBuDwYCnTzCtuwylz/BpxiDhligqUbNr9RxiD62lvLQQ36BI+o15hqata3YZ/vbpZDNjFEBR3lW2LP2Iy+f2Y9DrCY3swpDxr+HhaxqTbOWPL5B68QSlRTk4OLkTET2Avnc/jaOLJ9dSWpTLtuWfceHUTtSV5fiFtKDv6KeM8pSUmbs3aTWVHFg/m7iYtVSWFeIVEEmPEc8S1qLmHZbNnWxmjAIozr/K7lUfkhy/H4NBT1CzrvS75zXcvGveITl+PzHb55GTcZ6K0gJUNvb4hbal06BHCIkwdx+pxsfdcryJ21Uf5DLL0wWNupIty+dyYv9ao7xD7n2ayFry/vD+Q2bGqLzsKxZd7wDcvQKYOXubxWsAMXtWsezHN3j63T8JatLaogxt+j1DcGTN33jtD5PNjFEAJQVXObjuI9LO7weDHv+mXeg+8jVcvcxj58Ud/pPTe3+lOC8NJzd/WnWfROteU5DJTPWuvCSXwxs+IzluJ1p1OZ7+Leg4+CkTeWK2fsXxbd9YfD8XFxdm/7SO9i18UCogPRe2ndSRcc0mvKdHmRujALxdYHAHOcHeMnR6uJhuYOsJPaW1DlYa3VVOdBPrX/LnrtFSWOvQLBslvDBWwcUMA9tjZWg1lRzaOIeEmLVUlhfiGRBJt7ueITSq5h1Xfj3ZzBgFUp3vXf0RKQlSuwps2oXeY0zbVWZKLMd3zCMz5TRlxTnI5UrcfMKI7Dia6N4PIlfUfE+d/+4AivPNDzAAcHYP4IXPd1i8ZgmtppIdq2r1ecGR9B/zDM1q9XnzP51sZlgpyEljzquW25+rZwDPfdpwGSzE6UejqWTHyjmcPriWiiq5Box9hmZtauT69ePJZsao/Jw0Zr9spV/wDOD5WnWzc/VX7PrLsk72u/s/9B/ztMVr6srrqzOQxonNSz7iUtU4ERbVhaEWxokVP7xASu1xot0A+lsYJ86f2sWetd+SnXEJg16Pb1AE3YZMpVVnaaeHjcp6P7ZtxVxOHlhDRVkRvsGRDL7nGZrX6sd+/nCKmXEnP/sKn79ovd99+cuafnfn6m9JvlDT73r4BNO681B6j5hmMbB6Xdyu8tr3unEuo/0vbMchLMjitR3NBlCefMXitcaw5r2DdV53sJUxboA97ZrboFLKSLqqZcWOMpKvmva5Hzwhhb+obYyKCDGPRVVNQoqGL3+37uo4spc9o3rZ88KcfKMxqlMnyx+/tZpK9q2dTdzRtVSUFeIdGEnPkc8S3rKm/S2ZPdnMGAXSHGfnig9JipP64uDmXek/7jXcfczHv/iY9Rze8iN5mZextXchssMweo9+3qpr9aMN+wZwW/LYx+Y73m8Hfpj5/88lUhijBALBHU1jjFG3A5aMUbczZZXmxp3bGUvGqNsVa8ao2xVrxqjblUtX7qxIBGXlNyb+yM3A3bXxbva3Eg/L68HbFkvGqNuZf+AA3H8Ma8YowY3hRhqjbgb1GaNuJ6wZo25XhDHqxvP/0Rgl3PQEgn+It956i7Vr11q8NmrUKKtubwKBQCAQCAQCgUAgEPx/RhijBIJ/iGeffZbp06dbvPZ342YJBAKBQCAQCAQCgUBwpyKMUQLBP4SnpyeenuYxbwQCgUAgEAgEAoFAcPuh1wt33pvFHeaVLhAIBAKBQCAQCAQCgUAguJMRxiiBQCAQCAQCgUAgEAgEAsFNQ7jpCQQCgUAgEAgEAoFAIPjXYzAIN72bhdgZJRAIBAKBQCAQCAQCgUAguGkIY5RAIBAIBAKBQCAQCAQCgeCmIdz0BAKBQCAQCAQCgUAgEPzrMYjT9G4aYmeUQCAQCAQCgUAgEAgEAoHgpiGMUQKBQCAQCAQCgUAgEAgEgpuGcNMTCAQCgUAgEAgEAoFA8K9HuOndPMTOKIFAIBAIBAKBQCAQCAQCwU1DGKMEAoFAIBAIBAKBQCAQCAQ3DeGmJxAIBAKBQCAQCAQCgeBfj94g3PRuFmJnlEAgEAgEAoFAIBAIBAKB4KYhdkYJBII7mnGvlNxqERpF56Flt1qERnFXb5tbLUKjcLC9c4Y1Z1vNrRahUSxZU3SrRWgUL01U32oRGsWlQt9bLUKD8XUsvNUiNIq3P0u71SI0Ck9/z1stQqOYMNbrVovQYFJzVLdahEbh6nRn7dBY897BWy1Coxj93+63WoQGc2rRuVstQiNR3GoBBHcAd86sXSAQCAQCgUAgEAgEAoHgH0KcpnfzEG56AoFAIBAIBAKBQCAQCASCm4YwRgkEAoFAIBAIBAKBQCAQCG4awk1PIBAIBAKBQCAQCAQCwb8egzhN76YhdkYJBAKBQCAQCAQCgUAgEAhuGsIYJRAIBAKBQCAQCAQCgUAguGkINz2BQCAQCAQCgUAgEAgE/3r04jS9m4bYGSUQCAQCgUAgEAgEAoFAILhpCGOUQCAQCAQCgUAgEAgEAoHgpiHc9AQCgUAgEAgEAoFAIBD86zEIN72bhtgZJRAIBAKBQCAQCAQCgUAguGkIY5RAIBAIBAKBQCAQCAQCgeCmIdz0BAKBQCAQCAQCgUAgEPzrMRiEm97NQuyMEggEAoFAIBAIBAKBQCAQ3DTEziiBQPD/GidHBU8+3ITe3b2ws1UQd76Yr3+5xPlLJfWWHTXEjyH9fQkNdMDJSUlOXiUnYgv59Y8krmZVGvP5eNkyYpAf3Tt7EBxgj04PicmlLFiaTMypAqv3t7OB0T1tadNEiUoJKZk61uxXk5atb9C7+bjLGNPLlib+CrR6iEvSsnpfJaUVpvm8XGWM7G5L8yAFSgWkZevZeFjNxSs6k3wPDLSlSwuV2XNKKwzsT9AY/63RqNmw9GuO7F1HeUkRAaERjJzwFFFte9Qpb2Z6Ivu2/EnyxVhSE+PQatS8/fUmPH0CzfJq1JXsXL+Qo3vWkpudjoOjC+GR0Qy/70n8g5s1qH6q0WrUbF0xlxP711BeWoRfcCRD7n2G5m161lkuOyORw9uXkHrpNOnJ59Bq1Lzy5Tbcvc3lXbfoIxLjj5Kfk45WU4mbVwBtu95F7+FTsbVzbJS8Go2a9Uu/qVW/zRk54WlatO1eZzmpfpeRVKt+3/l6o9X63bF+IUf3rDPWb5PIaIbf90Sj67cae1sZ9w1ypEOkLTYqGYnpGpZuLSXlqrbesuEBSnpG2xEeqCTIR4lSIWP6e9kW8877r7fF9OXbS9h4oLzO52g0an5fOJ9dO7ZSWlJMaFgTJk2ZRrsOneosd+jAXjZtWEtyUiLFRUW4uroSEdWSCZMeIjQs3CTvvt07OXrkIOcT4shIv0KrNtF88MmsOu9vDa1GzaZlX3Fs71rKSosICIlg2P3PEFlPW8tKT+TgtqUkX4zlSpKku2/M3YKHBd0FqCgvZevK7zh9eAuF+Vk4OrsT1jyaB578CBtb+wbLq9GoWbH4R/bt2khpSTEhYc24d9JjtGnftc5yRw/s5NC+bVy+cI7C/Fw8vH1p36kXY8ZPw9HJ2STvc4+MIScrw+weA4aNZdqTMxssa20c7eVMu9eP7h1csLWRcz6xjJ//vMqllIo6y8lkMLC7Gz06uNAkxB5nRwVXc9TsOVLIys05aLSmX9fX/9za4n3mr7jKso05DZbXwU7G+CEudGxpi61KxqU0DX9sKiI5o/621iRQRe/29jQJsiHYT2prU/5rXp+92tsz4x43q/f5blk+B09brx+tRs3GZV8Ts3ct5aVF+IdEMPz+pxuku/u3/UnKxdOkJUn92H/nbq5Td7es/J5TVbrr5OxOaPNoJj35oVXd1WrUHNgwh7gjf1FRXoR3QCQ9Rz5HaFTdYwJAcUEmu1d+SHL8fgwGPcHNu9L3ntdx8wo2yffl05EWy/ca9SJdhswwS084toHjuxaQnZ6AQqHEw68ZPUc8S5uO3ay+w45Vczl98C/KS4vwDY5k4D3P0rRV3e+Qk3GZo7uWcuXSKTKSz6HVqnnus224ewWZ5T1zeAMJJ3eSdvk0eVnJhEV2ZurMhXXevz7sbWWM629PuwgbbJQykjK0LNtRRmqmrt6yYf4KurexJTxASZC3AoVCxmMf59VbrmmQklcedAHghTn5lJbf+F0vCkcHmrw4Hbcu0bh1boONhxunps8k7bdVN/xZALYqGBAtIzJQhlIJGbmw7ZSezPyGlfd0hkHt5QR7gU4PFzMMbD9poKzSNF+PFjICPGUEeoKjnYy9Z/TsPWu9/loEy+gcIcPH7frfTfDvQhijBALB/1tkMvj0rTY0C3fij5WpFBZpGDsigK8+jGb6c8dJy6h74RrR1ImMzAr2H86luESLv68do4b606OzBw8/c4zcPDUAvbp6MuneYPYeymHT9kwUChnDBvgy+/1oPpwdz4btmeayATNG2RPgKWfnCTUlFdCrtZL/jLXni6Vl5BTWPVlydZTx9D0OlFcaWH9Ija0K+rW3wd9Tzqxl5eiq7FluTjKevdcBvd7AzhNq1Bro0kLJ46Pt+Pavci6nmxq+NFoDS3fUzEaiI5VorzlVZNE3b3Ly8Fb6D38Qb/8QDu/6i+8++g/P/G8eTaM6WJU58fwpdm/8Hb+gJvgFNiEtKd5q3gVzZxJ7bBc9Bo6jf3gLCvOz2Lt5CV+++SCvfb4SD++AOuunNst+fI0zR7fQc+gUvHxDObZ3FfO/eJxHX5tPWGRHq+VSLpzkwJZF+AQ2xTugKRnJcVbzpiWeISyyEx37hKBU2ZCeHMfudT9x8exBZryxELm84RuRF33zJicOb6P/8El4+4ca6/fZ//1cT/2eZlcD63f+3JnEHttNz4H3MCC8BYX52ezZvIQv3pzM65+vaFT9gqTPzz7gSrCvks0Hyygu09O/kz2vTHHl3Z8LyMqre6HRppkNvdvbkZapJadAh59n3dOTs5fUHIg1XQg3xOg198tPOLBvD6PGjMM/IIgd2zbx3v9e472Pv6RlqzZWyyUnJeLk5Myou+/B2cWVgvw8tm3ZyMvPP8knX3xNeJOmxrwbN6zh0sXzNG8eSXFRUb0y1cUf373O6SNb6XPXZLz8Qji6+y9+/vQJnnjzF5pEWdfdpAsn2btpMb5BTfEJaEJ6snVdKC8r5tt3H6IgN5PuA+/D0zeE0uI8LscfR6tRN8oY9cPsdzl6YAdDR0/Azz+YvTvW8/m7z/P6B98S2bKd1XLzvvkIdw9vevYbhqe3H6nJF9m6fhmnjh3g/VkLsLG1M8kfGh7BXWMmmqT5B4Y0WM7ayGTw9rOhhAfZsWJzDkUlOkb08+Djl8N59r1LpGeprZa1tZHz/LQg4i6VsXF3HgVFWqKaOjDpbh/atXDktc+TzMocP1vCjoOmK8b6jF7XyvvCgx6E+CnZsL+U4lI9A7s68Po0T976LofMetpadIQtfTs6kJqpITtfh7+X5baWkKTm++UFZulDuzsS4qfk3GXr9QLw+3dvcOrIVvre9SBefqEc3b2aHz99kv+8+QtN6ujHki6cYu+mxfgFNcU3oAlX6tHdr999mMLcTLoPvBcv3xBKivO5HH+sTt3dvGgmF05upn3/Kbh7h3H28CpWfTeD+55ZQGBT64ZpdWUpy+ZOQV1RTJchjyGXqzi+az5/znmQyTNXY+/obpI/NKonLbrcbZLmE9TS7L4HNnzFoU3fENFuKK26jkWn05KbcZ6SQvO5QzWr5s3kXMwWug2egqdvKCf3rWLRrMd4+JUFhEZY7xtSL53k8NaFeAc0xSugKVdTrI9rR3f+QXryWQLD2lBeWmA1X0ORAU/d50SQj5Kth8spKTfQt70tL0504cP5hWTl1/0hrnVTG3pF23IlS0d2gR4/T0WDnjlhsAMVagN2NrK//Q7WsPFyJ+K/T1GWfIXi0wl49qvbAP93ub+PHF9XOJRgoLwSOjST8WB/Ob9s0ZNfz7dWZ3uYPEBOhQZ2xRqwUULXSBk+rjJ+3aZHX+vP0K+tnJJyA1fzoal/3fft3UpGr1Yy4lMNxCbBXZ3+ufr+pzHoG/ZRWPD3EcYowS1h5syZrFolfS1QqVT4+/tz99138/jjj3Ps2DGmTJlizOvu7k6bNm146aWXiIys+dKkVqtZsGABa9euJTk5GTs7O8LDw7nvvvsYPXo0KpX5Dg9rMtRmy5YthIaGMnnyZKKionjjjTdMrq9cuZIPP/yQmJgYAL766iu2bdvGX3/9ZfE51u7TEGq/r5OTE82bN+fZZ5+le/eaHRJXr15l0KBBhIWFsW7dOgCOHDnC1KlTWbBgAZ061UysysrKGDVqFEOGDOHVV19l8uTJHDlyhBdffJEZM0y/1M2YMYPdu3fz1FNP8fTTTxvf5ciRI2Zyjh8/nnfffdcos42NDZs2bSIwsOZL5pNPPomLiwsff/yxyXtZovYz/w79e3rTtqUrb350ll0HpK/OO/Zl88cPnZk+KZR3Prc+yQX44ruLZml7D+Uwb3ZH7hrgy6LlqQCciC1g3LRDFBbVLIZXb0zn17kdmT4pzKIxKrqZknB/BfM3lnPqkrR4OHlBw+sPOjKsqw2LtlSalanNoE422Cjhi6XlFJRIxqKUTD1PjLGnSwslB89KsgzsoMLeBj75o5zsAinfwXMaXpvkwJhetnz5p6lBTq+HY+dr3sPH19SIknQxluMHNjLmwRcZOPphALr0Gc2HL47lr0Vf8sL7i6zK3KZTfz6dPxg7e0e2r5lv1VhSkJfJqSPbGDjqYcZMftGY3jSqI1+9O52Th7cxYOQUi2WvJfXSaU4f2sBdE16mz4hpALTvdTezXxvNxiWf88T//rBatkWH/vzvhyPY2juyZ/0vdRqjHv/vYrM0T58QNvzxKWmXTxPSrF2D5E26GMuxA5sY8+ALDKqq3659RvHBi/ewetEsXnzf+lfpNp368dn8/djZO7Kt3vrdzsBRDzHWpH47MPfdRzh5eDsDRk5ukLzVdGxpS/NgFd8uL+RYnLRIPXqukg+f9ODuvg78tKq4zvK7jpWz8UAZGi1MHOZUrzHqap6OQ7F1t5FrOZ8Qx97dO3l4+mOMGTcegP4Dh/DME9NY8MsPfPLF11bLjp9orm+Dhw5n+pTxbFq/hieeft6Y/txLr+Hp6YVcLueZJ6Y1SsbapFw8zcmDGxk56SX6j5wKQKfed/PZK3ez7vcveeZdc52rpnXH/rSddwg7e0d2rvu1TmPUhj9mkZ+TwfMfLsPTp2Z3xIDRjZP30vmzHNq7lQemPs2IsQ8C0GvAcGY+NZEl87/mf5/+bLXsMzM/omUb0wV0eNMW/DD7Hfbv3kz/IaYLendPb3r1v6txAlqhZ0cXWjZz5MPvUth/TDIe7j1ayE8fRDDpbh8++ynNalmt1sBLH10i7lJNP7p5bz5ZOWoeHONLuxaOnIwrNSlzJbOSnYcKr1vezq3siAi14asl+Rw9Kxmxjpyp4NPnvLlnoDPfLSuos/z2I2Ws21uCRguTR7hYNUZl5+vIzjcdH1RKeGikC+cS1RSWWF+sJV+M5cTBjYye9KJRdzv3Hs2nr4xh7e9f8GwdutuqY38+nHfQqLt1GaPW/zGb/JwMXvzwTxPdHTh6utUyGUmnSTi+nj5jXqHTQClfyy5jWPDhSPb89TkPvLDEatlTe3+nIDuJiS8twy+0LQDhLXuz4KNRHNv+K71Gv2CS3807jJad77Z0KyPpiSc5tOkb+o6ZSccBD1vIYf5hKu3yac4c3sCQ+1+m513SO0T3HMO3b45i65+f8cib1t8hst0AXvvmCLb2TuzfOK9OY9Q9j36Ks7svcrmcb94cVed7NIQOUTY0C1Lxw6pijlftto6JU/PuY66M6mXPvLWldZbffbyCzYfK0WglA1NDjFG929ni4Sxn/6lKBna2qzf/9VKZkcW2oJ5UZubg2rE1vQ6t+Mee1SJYRrCXjJX7dcRXdU9xqQYeGy6nT2sZfx2q+2Nmj5YyVEr4ZaueojIpLT3PwMR+CtqGyTh5uab8N2t1FJaBvQ08P9Z6fQd4Qq9WMradNHD0vFT+rro3HAtuIwoKCnjvvffYuXMncrmcIUOG8MYbb+DoaHlnf0FBAV999RX79u0jIyMDDw8PBg0axLPPPouzs7PFMtYQMaMEt4zevXuzb98+Nm/ezNSpU/n666+ZN2+e8fqmTZvYt28f8+bNQ61W89hjj6FWS4sctVrN9OnT+emnnxg/fjxLlixh+fLlTJo0iUWLFnHxorkRoS4Zav+Cgsy3Kt9KPvroI/bt28cff/yBu7s7jz/+OKmpqcbrK1euZNiwYZSUlHDq1CkAunTpwoMPPshrr71GWVmZMe9nn32GnZ0dzz33nDHN39+flStXmjwzMzOTgwcP4u1t7g5z//33m9XZK6+8YpJHJpMxd+5cq+9Uu+zrr7+Ok5OTSdq0ade/gKtNv55e5Oar2X2wxv2hoEjDjn3Z9OrqhUrZ+K82GVnS5N/JsWYCn5hSZmKIAmmH0aGYPHy97bC3Nx/Ao5sqKCrVc/pSzVfs0go4eVFL63Alinp65+imCs4laY2GKIDzaTqy8vW0a1YjW5MABWk5eqMhSpINziRqCfZR4OVqXgcymbQF3BInD21FLlfQY9C9xjSVjS3dB9xD4vlT5OdctSqzo5Mrdvb1u6xVlEsTUmdXT5N0F3cvAGxsGj6hPHNkM3K5gi4D7jeRt3PfcaRcPElBrrl7SjUOTm7YNkBea1S785WX1W2IqU11/fY0q9+xN7B+pT7BvH69jc9rLJ1a2FBYoud4XM1uiZIyA0fPVdI+whZlPWuGolIDmvo3NpmgUlLvfWtzYN8eaZJ110hjmo2NDYOGDCch7hzZ2VmNer6rmzu2tnaUlpp+hvb29mnUTjhrnDq8BblcQfcB9xnTVDa2dO03juQLJ8mvR3cbogvlpUUc2b2abgPuxdMnCK1WjVZT944XaxzZvwO5XEH/oWOMaTY2tvQbPIoL8bHkZlvf5XGtIQqgU7e+AKSnJlkso9VoqKioe3drQ+jV0ZX8Qg0HjtfsYisq0bE3ppBu7VxQ1jFOaHUGE0NUNQdOSPcK9rfclmxUsusaf0AyRhUU64g5V7ObqrhMz+Ez5XSIakhb0ze6rVXTPsoOezs5B0/VXe/Wdfceki6cqlN3G9qPVetud6PuahqkuxdObkImV9Cmx3hjmlJlS5vu95KReILifOuynT+xGd+QNkZDFICHX1NCIrqTcGKjxTIadQVajXXD+YldC3B09qJDvykYDAbUlXUbZADOxUjjWsd+Ne+gUtnSvvc4Ui+dpLDecc2p3mcAuHr635C+rJoOkSoKS/ScqOX2X1Ju4FicmujmNvXqbnFZ48YJBzsZd/exZ83ecsoq/9mA1Hq1hsrMhrva/h2igqR6i69lJy+rhPhUA80DZfXOH6OCZFxMNxgNUQBJmZBbZKBFsGm/VFhGg+gSIaOkAqMhSiW2u9xRvPTSS1y8eJFff/2V77//npiYGN566y2r+bOyssjKyuLVV19l3bp1fPTRR+zdu/e6Nl4IVRHcMmxsbIzGjokTJ7Jt2zZ27NhBu3btAPD09MTFxQVvb28eeughnnjiCS5fvkxUVBQLFiwgJiaGFStW0LJlzZbn4OBghg0bhkajsfTIOmW4XamuA29vb95++2369OnD/v37mTBhAgaDgZUrV/K///0PPz8/li9fTnR0NAAvvPACe/fu5fPPP+ett97i0KFDLFu2jCVLlmBrWzNB7tevHxs3buTYsWN07CgtCFatWkXPnj3JyDCf0NjZ2dVbZ5MmTWL+/PlMnz6diIgIs+u1yzs7OyOTyf6Rv0PzJk6cv1TMtYdinDtfzN3DAggOdOBycv0TPxdnJXK5DF9vW6ZOCAWoMxZUNR7uNpRX6KisNHebCPRWkJatN/vmmZKpo0drFT7ucjJyLX95dnWU4ewgJzXLXM9TMnW0CKvp2pUKmcVJWPWELthHQU5hzexOpYKPZjhiq5JRWmEgt0TPhQyd0e0vLTEOH/9Q7B1MJ7OhzaRYKGlJ8bh7+VmUu6F4+wbj5unLjnUL8AkIIyg8isL8bP5a9CWePoF06DmswfdKT47Dyy8Mu2sm30FNJZesjOR43Dzr2XveQHQ6LRVlxei0Gq6mXWDL8jnY2jkS3MS6+9e1pCbGW6zfsBtav0FV9fsbvrXqd/WiWXj6BNKxEfVbTYivkuQMjZk+J6Zr6ddRhq+ngitZ9ccEaSg9o+3o38kOuUxGeraWdfvKOHym7p1SiZcuEhAYjIOD6UK3eWSUdP3yRby9feq8R0lJCTqdlvy8PNb+tYKyslLatmv/917GCleS4vH2D8XuGl0IbibpU3pSPO5/U3cTE46j1VTi5RvCglnPcSZmBwaDntDm0dwz9U0Cw1o0+F7Jl8/jFxiMwzXyNoloJV1PPI+nt2+D71dYkAuAs4ur2bVzp2OYdl9f9HodXj7+DBs9gWGjJzT43ibyhdhxMaXCbJw4n1jOXX09CPS1IflK43bhubtKfXBRibnOD+rhxoh+HsjlMlLSK1iyLpvdRxq+UyrUXyW1tWvkvZymYUBnR/y8lKRlXqe1qR56tLWnUm0wMYRZ4kpSnEXdDanS3StJCX9bdy8nHEdTpbu/znreRHfvnfomgWFRFstlpcXh7hNmZpCpNjBlpcXh7G4um0GvJyc9gdbdxpld8wttQ3L8PtQVJdjY1dz33OFVnNr3OxgMePg1pevQJ2jRyXSHUcr5gwSEt+fE7t84tPk7KkoLcHTxpsuQx2nf90GL75CRHIenpXGtifQOV1PjcL1B49qNJNhXSUqm1mycSMrQ0qe9HT4eCtKzb9w4cXdvewpL9ew5WcmIng13N77d8XWXcdVCbKj0XGjfVIaHM2Rb6VKc7KXYTxn55vPC9DwDTf2vz0ge5iMjLRc6R8jo2VKGg+2d66IHoNf/s8bL24lLly6xd+9eli9fTps2Uh/95ptvMmPGDF555RV8fc3H7YiICL766ivjv0NCQnjuued4+eWX0Wq1KJUNNzEJY5TgtsHW1paCggKz9OLiYtavXw9gdL1bu3YtPXr0MDFEVaNSqep10btTsbOTdoRUG9sOHTpERUUFPXr0wNfXlwkTJvDaa6/h4OCAra0tn3zyCQ888AA9evTgww8/5PHHH6d1a9MAqiqVilGjRrFy5UoTY9TLL79s0tE0ho4dO5KUlMQXX3zBDz/88Dfe+O/h6W7LqTPmI3J1rCcvD5sGGaNWze+OrY30qamgSMOsHy4Qc7LuKJGB/nb07e7Fzv3ZWHI9d3GQcSndfLArKpPSXBxlZORavreLo8wk77XlHe2kL2M6PWQV6Gnir8BWBZW1bFfh/tInSFdHmUnZncc1pGXrkckgKkRBlxYqnO1lxFyUJpBFBTnGHTQmMlWlFeY3bneJJRRKFdNfnMWCOa/y46c17prBTVrywvuLcHB0afC9iguycXYzl7c6rajg78tbzZXEM3z3zgPGf3v7hzPlhW9xcHJr8D2KCrKNO8BqU1O/loN6NwaFUsUjL37J/Dkz+eHTZ4zpwU1a8uL7CxtVv9W4Ois4n2JuHK125XFzkt8wY9SFVA0x5yrJLtDh5iRnQGd7Zox1wd62mF3HrC+S8/NzcffwMEv3qErLz7XS4Grx6gv/4UqatDPVzt6e+yY8yKAhw6/zTerGmu66uEn6UXQDdCH7ajIA65fMxss3mAee/JCKshK2rPiW796fxiufrbHY3i1RkJ+DmwXddXeXduDl5zVO3rUrFkq7GnsOMEkPDmtGZIto/ANDKCkuZM/29Sz6eRYFeTlMePipRj0DwMNVydnz5p//8wolffZ0UzXaGHXvMG9Ky3TExJruijx3sZS9R4vIzFHj4aZkZH9PXpkRjKODgg276g/EDFJbSkgyH1QKiqU0d2c5adY3oV03jvYy2jS35XhcBRXquhdqRQU5uFjU3ap+9waME9lXUwBJdz19g5n45IdUlBWzecV3fPv+NF757C9cLehuaVE2ji7m6dVppYWWZasoK0CnVePoar1sSWEWHlXGqIDw9kR0uAtXzyBKCrM4ued3Ni54CXV5MdG9J1bds5DyknyuXD5OyvlDdL/rKZzd/Tl7aCU7l7+HQqGk97DxZs8rKczGyYIc1Wk3on7/CVyd5FxINTeUFlbt8HZzkt8wY1Sgt4Le7W356k/zD5J3Ok52kJJt/lIlFVKak30dxqiqjeUlFjY3lpSDg23N/LGh2KmkXWhBXgZCfWTsO2ugqMzA2B7CAetO4MSJE7i4uBgNUQA9evRALpdz+vRpBg8e3KD7lJSU4OTk1ChDFAhjlOA2wGAwcPDgQfbt28eDD9Z8BerbV9qiX+1mNmDAAJo2lYLEJicn06VLl7/97F27dtG+fc1X7d69e9fpXnYrKS8vZ/bs2SgUCjp37gzA8uXLGT58OAqFgoiICIKDg9m0aRP33HMPAG3atGHGjBk8/fTTtGjRgscff9zive+9914mTpzIG2+8wdmzZykuLqZfv34WjVF//PEHy5cvN0l75513GD3aNMDIiy++yOjRo4mJiTGJW3UzsbWRo9Gaj6hqjZRma9uwgfKlt2OxtZETGuTAkP4+2NvVvZfc1lbOe6+2pFKt57sFiRbzqJSgtTDnqt6xpKrjEdXX6iyvBJ0a9sdqaB2uZMpQOzYcUqPWGujZWkWwj9yYr5r1B01dHE5c0OLuJqO5vxJfNzlXC/Ro1BUoLRh7VSob6fnqxi3arOHg6EJQWBTtuw8hrHlbsq+msnX1z8z78kWeevPHBruSaTSVKJSW5LWtkrfhgYPrwyewGdNfnYe6spzkCye4ePYglRX1Gztro1FXoqyqy9rcaHml+o2kffchhDdvS/bVFLasntfo+q3Gxqo+S5NjG9WN+0r68fwCk3/vO1nBW4+6c09/R/afqrDqxlFZWWnxQ0W17lY2QHeffv4VysvKuHo1nR1bN6FWV6LX62+oK0s1N0MX1BXS+CqTyXj8zXnGkx8Dw1ow962J7N/yO3eNf7Zh91Jbqd8qXdJUNrxvOLB7M7u3rmHkPZPxCzANTP7im5+b/LvPoFF8+vZzbPzrdwaPvA9Pr4bvvgKwsTpOXJ/u3j/cm/YtnfhmUTql5ab3fflj0/Fg674C5vy3KQ+N9WXb/nzjM+uUVyVDq7W027XKPeYGtrXadG5lh0op48Dp+l0jpXHCXHeVN3CcqNZdZDKefHMetnYOgKS7c96axP4tfzB8/DNm5bSaChRKc9kUVe1Kq7Hcrqpd7SyVVRrL1rzXhGtiT7XuNo5Fn45j39pZtOx6DyobOzSV0jtUlBYw4uFZRHaUDNsR7Ybx20ejOLT5O4vGKI26AmUD5bidkMYJC7qru/GuXeMHO3D2soa4pH9ml+CtRKmwbCyqHoMbMn+0VL46zdr9rd6z6u/mYCtj1QE9canS33Nsw28huIXk5OQYP8pVo1QqcXV1JTu7YR+R8vLy+Pbbbxk/3ry/qg9hjBLcMqoNQRqNBoPBwMiRI3n66aeJjY0FYPHixdjZ2XHq1Cm+//573nnnHWNZww36zNG1a1fefvtt47/t7W+/bbwvvPACCoWCiooKPDw8+OCDD4iKiqKoqIitW7fy+++/G/OOHj2a5cuXG41RIAUO/+abb5gxY4ZVa3VUVBRhYWFs3ryZw4cPc/fdd1vNO2rUKDOjlqenp1m+Zs2acffdd/P555+zZIn1YJo3AqVShouTqbwFRRoq1XpUSvNFoo1KSqusbNhoeyK2AIBDx/LYeziHhV93oqxcx8r16WZ55XJ45+UWhIU48tLbsRQWafBwq1mgOTvIKCmX4h5Yio9QPahr6vg4WH2tzvJV86/4FB0rdlcysrsNL02QJuvZBXo2HFIzuqetyW4pSyRn62nmZ8DDScbVAlDZ2KG14AarqYrVcT3xhq6lvKyY2W89xMDRUxk46iFjekjTlsx9exqHdq2m95CGDXgqlS06rSV5K6vkvXEBTe3snWjWWjq2vGXHgZw8sI6Fs57i6fdW4B9q2WXETF4bW4txT26kvOVlxcx662EGjX74mvptxZx66lchl3ZI1Ka4zIDaqj5LeRuyyL5edHrYcbScKSOcCfVXctHCl3eQdt9acuGu1l3bBuhuVItWxv/v3WcATz3+MABTH3niOiSvm5uhC8qqe7Ts0M9oiAIIbR6Nh08QSedPNvheNjZW6rfK8KCybVjfEH/2BD999QFt2nfjvsmWP6DURiaTcdfdDxB74hBxscetBjZXKmQ4O5oqaWGxFrXVcaLxutu7swuTx/iweW9eg3Y6aXUG1u7I5ekpgTQLtefcxZodWgoFONmbylVUqketMViMY1Xd1jT/UFvr0daekjI9p8/Xb+iQxglz3dXewHGi+h6tOvQ1GqIAwqp0N9GK7ipVdui05rLpqtqVUmW5XVUbeiyV1RrLWn8vhdKG9n0msW3p/8hKPUNg007G/HKFiubthxrzyuRyIjrcxcENX1GQm46bp+nppiobO7TXKcfNoO5xwoLuVqVdbyyza+kUZUPTQCXv/Hz9BwXcDshUKmw8atyUHe2k2FBaHRbjQlWPwQ2ZP1oqX51m6cNSXVTn1+kMxKf9/9iGdqPWmbeSzz//nJ9++qnOPBs2bPjbzykpKeGxxx6jadOmPPVU43cnC2OU4JZRbQhSqVT4+PiYGT+CgoJwcXGhSZMm5Obm8vzzz7N4sXQCS1hYGImJlnecNAZ7e3tCQ0MtXnN0dKSkxPx81KKiokafFPB3eO211+jRowfOzs4mluu1a9dSWVnJ/ffXBGY2GAzo9XoSExMJDw8HMNZrfdsmx40bx+LFi7l06RLLli2zms/JyclqnV3LM888w9ChQ9m2bVuD8l8vbaJc+OqjdiZp904/RG5+JZ4e5l8Pq9Ny8hofqDf9agXnL5cwpJ+vRWPUq09F0KOzJ+9+Ecfx0wW0b+1qJtu7C0opKjPg4mA+KatOKyq1PhBWX7NWvrTCYPJVa1+shiNxGvy95Oh0cCVHT7eWkj5kF9RtkNMbpAli9WTRxc2LwjxzF4BqlyFX97pj7jSEk4e2UVyYS5tO/UzSm7fsjJ29E5fjTzTYGOXs5m3RZaG4QJLXxe3vy2uNVp0GA69y6tCGBhujXNy866nfvx9bzXr9dqqq35NW67dZsIpXpriZpL0yN5fCYh2uTuaz2+q0gjpO3roR5BVJ93e0t75Dyd3dk9xc8wCzeXmS0cDdglG9LpycnWnTtj17dm7/R4xRku6a+1sVFUjv0FD3ubqo1qdrg9kDOLl4UFZaZJZuDTd3L/Is6G5+vuT+6O5Rv7zJief58v2XCQppwrMzP0KhaNg01dNLaselJdblbdHMgY9fDjdJm/pqAnmFWtzdzJ/j4Sp9RMgtaFgMynYtHXlxWhBHY4v5eqH52GCNnHzp/tcaypoH2/D6dNO/ywtfZFFQosfN2VzPq9Pyi298W/N0lRMRasOumLIG7ZhwcfOy6LJdVN3v3oBxovoelnTX2cWDciu66+jiTUmhebsqLZJkc3S1LJudgxsKpQ2lheY7BarLOlkpW41TVSyqirLCmnuqbLGzd0EuN/37OzhL71VRWgTXGKOcXL0pLjB/h5LCG1e/f4emQUpenGjq7v36dwUUluhxdTKft1Sn3ahxYlx/e47Fq9HpJd0FjDGMPFzkKBV6o2vg7Yx79/Z0315zgu4gpNPtSirAyU7GtSctSmmWXfCqKana+Odk4du7kz2UVRoatSsKoFwt7cys1PD/ziXyTmbatGmMHVv3/rTg4GC8vLyM86BqtFothYWF9cbzLSkp4ZFHHsHR0ZFvvvnmusLkCGOU4JZRlyHoWiZNmsSPP/7I1q1bGTx4MCNHjmTWrFmcO3fOLG6URqNBo9Hg4OBg5W4NIzw8nP3795ulnzt3jrCwsL9178bg7e1tsZ5WrFhhsaN55513WLFiBS+99FKjnjNy5Eg++eQToqKiaNas2d+SuRp/f38mTZrEl19+SUhISP0FrpOLiaU89+Ypk7S8fDUXL5fStpUrMpnpANkqwpnyCh2pVxp4TMg12NrIUanMFwNPTm3CiMH+zPnxItv2ZFuULbJTBMVlBq7k6GniL+fa6USon4JKjYGsfOuzgcJSA8VleqOrXW1CfBVcsRBzQa2F5Ks194wIUqDWGEjMqPsTmEIu7bZSV22jDwqL4sLZo5SXlZgE2U66EGu8/ncpLpQWr3q9qWySsVVnll4X/qEtuBx3hIryEpNgr6mXTldd//vyWkOnVWMw6Kkob/hpekFhkf94/RYZ69dUx6rrV1dH/aZmavl8UYFJWmGJntRMHc1DVGb63CRQSaXaQGbujQtKawlvN6ktlJRabzfhTZsSe/oEZWWlJkHMzydIR5uHN2l8v6dWV1Ja1jhXzIYSGBbFpXNHqCgrMQkEnXJR0t2AG6ALQeHSTi+LhoP8LHwCmjT4XiFNmnMu9hhlZSUmQcwvJZwFIDTc/DCL2mRmpPHp28/h4ubOy/+bhZ19w8fwrEzJ+OPs4mY1T2JqOW98YfoRK79QS2JqBa2aO5iNE5Hh9lRU6rmSWf9Hi8hwe958MoQLyeV8/H2qxTiB1vDzkj6OFBabbgtJuarhk19N45gVluhIydAQEWpjJm/TIBsq1Xqu5tx4t6Rube2RyxvmogeS7l48d9RMd5OrdDcwLPJvyxQcLs39LOluYX4WPgHhZukA3kFRpF44TGV5iUkQ84wkaZz2CbIctF8ml+MVEMHVlDNm164mn8bVK9gkeLklCnOkeHP2Th7Ge/oEtuBqSiw6rdrEBbCkKnaVg7O72X38QqJIij9sNq6lXZbewS+44QcP/BOkZeqY9YepMbCwRE9alo5mQUqzcSI8QBonsvJuzDjh4aqgq6uCrq3Md4i9OdWV1EwtrPh2IgAA6/tJREFU7//acEP7raLodDyHhj5s/Pfl1+ZRUgGZBRBsHp6PAE9Qaw3k1THlKCmH0goD/uZqRYCHjKyC65M1swACPCTvgMb0f4J/Dg8PDzP3O0u0b9+eoqIizpw5Y4wrfOjQIfR6PW3btrVarqSkhOnTp2NjY8N3331ncjhWYxCRxQR3BPb29tx3333MnTsXg8HAww8/TIcOHXj44YdZvHgx8fHxpKamsmHDBsaPH09ycvLffubEiRNJSkri/fffJz4+nsuXL/Prr7+yfv16pk6dapK3oqKCuLg4k19KSorxel5entn1nJzrPwI2Li6Os2fPcu+99xIREWHyGzFiBKtXr0arbdyE1NXVlX379jF//vw681VUVJCdnW3yKyy0vhX6scceIysriwMHDjRKnsZQXKol5lSByU+tMbBzfzae7jb07V4zaru6KOnfy5v9R3KNMTYAAvzsCPCr2Z6vkIOzo7m9vkVzZ5qEOZFw0XS0f2BsEBPvCea3P5NZtvaKVdnOp+nQ6uDURS0ujnLaNq35GupoB9FNlZxN1Jp8mfJ0keHpYvo18fQlHS3DlLjV+srYPEiBj7ucUxfr/tuH+clp01TJ4TgNFVXrLKUCbC180Gjiq0Amk5FbtfOkXbfB6PU6DmyriRum0ag5vGs1Yc3bGk96y8vJ4OqVy3XKYQ0ff8n4enz/JpP02JidqCvLG2WQad15CHq9jiM7/jSmaTVqju1ZSXDTtsaT9Apy0slKvz55y0uLLLoCHt0l1VFQeGuza9ZoX1W/+6+p30O7/iKseZtr6vf6dodW1++x/aZHkcfG7EJdWU5wHfVbVmEgLlFj8tPqICauElcnOR1a1CymnOxldGphy6kLlSbb/r3d5Xi7X9/0w8nCbkA7GxmDujpQXKonKcO67vfo2Re9Xs+WjeuMaRqNmh1bNxER2cJ4kl52ViZpqSkmZQsKzA8syMy8yumTJ2jWrG4jy/XStqukuwd31OxU1WrUHN29ipBmbY2nkeXnpJN5vW0tIJyA0EjOxuygpKjmHRNO76cg9yoRbbo3+F5degxAr9exc/NqY5pGo2bP9rU0jWhlPEkvJ/sq6WlJJmUL8nP55H/PIJfJefXtObi4WlgpASXFheh1pgtWrVbL2uULUCpVtGxrPT5hSZmek3GlJj+N1sC+Y4W4u6ro0aFmJ4eLk4JenVw5fKrIJD6Tn7cNft6mu22D/W353zOhZOZqeGduslW3Phcncz9We1s5dw/2pLBYy8Vk01hFZRUGzl5Wm/w0Wjh6tgI3ZwWdWtaMV04OMrq0tuNEgmlb83FX4ONed4zDhtC9rT05BVrOJzdsl1i0Fd09sns1oSa6m/G3dfdMzE4T3Y2v0t1IK7ob0W4YBr2O2ANLTWQ7e3glfmHRxpP0ivLSybt6yaRs83ZDyUyJ5WpKrDEtL/MyKecPEdGu5hTSsmJzF011RQnHdy3A3skd3+Aad9/IDndh0Os4e3h1LXkqiY9Zi6dfM1zczWOgteo0FL1ex7Fdpu9wYu8qgppEG0/SK8hNJzvj+ur371BWaSA+WWvy0+rgeLwaVyc57SNrJhuO9jI6RNlw+qLaRHe93OR4uV3fOPHtimKz39FzkgvjL2tL+HP79X2IvNloC4rI3XHQ+EvKlNzS41MNONnLiAqqyWtvA1HBMi6mm+5scnOUfrVJSDPQLECGc63dUWE+0lyzOt5TY4lLNSCXy2gbdmefoleNQW+4LX//BE2bNqV3797897//5fTp0xw7doz33nuPESNGGE/Sy8zMZNiwYZw+LX1QKCkpYdq0aZSVlfHBBx9QUlJiXBPqdI0zKoudUYI7hgcffJD58+ezceNGhg8fzq+//sr8+fNZsmQJn3zyCfb29jRp0oTJkyfTvHnzv/284OBgFi1axOzZs5k6dSoajYYmTZowZ84c+vTpY5I3KSmJMWPGmKR1797daNhZt24d69atM7n+7LPP8uSTT16XbMuXL6dZs2bGgO61GTx4MO+99x67d+9m4MCBjbqvi0v9p2j9+eef/PnnnyZpvXr1Yt68eRbzu7m58eijj/Lll182SpYbwa4D2ZyJL+L1ZyMJC3GksEjD2OEByOUy5v2eZJJ3zvvRANz3yGEA7O0VrPi1Gzv2ZpGYUkZFpY4moY4MH+RHaamW+UtqFqt9unnyn2lNSb1SRlJqGUP6mW6RP3oyn/xrXD1OXdKSdFXHhIF2+HqoKS030LONCrkcNh0x/RL/5BhpxvDebzUTqG3H1EQ3U/LkGHv2ntZgo4L+7W1Iz9FxOK5mQe7uLOOhoXacSdRSXGbAz1NOj1YqMnL0JgHLnR1kvDTegeMXtMZdWVEhCsJ9FOQU6ckqkgbBsOZtad9tCGv+mENxUR7efsEc3r2G3Ox0Jj5eE9dt4devc/FcDF/9WTNpLy8rZvdGKcbZ5YQTAOzZ9Af2js7YOzrTd5h0wlDrTv3wD27GphXfk5eTTljztuRcTWXPpj9wcfem+4CamGj1EdIsmjZdhrF52SxKi3Lx9A3l+L7V5OekM+6R9435/vxhJonxR/loYZwxraKsmANbFgGQfEGS9+DWxdg5OGPn6EKPwZOkd4k7wtpFH9K68xC8fEPR6TQkJRzjbMxWAsNb066n6VHedVFTv3MpKcrDyy+EI1X1O+nxt435fvv6DS6ei+HrP09fU79/mNTv7k1/4ODoUlW/0kl/bTr1wz+4KZtW/EBeToYxgPmeTUuq6rfxYUdj4iq5lKZh2ihnArzKKSnT07+TPXI5rN5tOvF/6UE3AF79qmbB5ukqp3sbaXEd5i9NTUb2knbG5BbqOBgrLSQGdLKnfaRk4Mor1OPqJKdXOzs8XOX8vLq4TveCiKgW9OjVl4Xzf6agoAD/gEB2bttMVuZVnnq2Zifp7C8+5mzsKVZv2GFMe/bJR2gb3Z7wJs1wcnYi/coVtm/ZiE6nZcrUR02eczb2FGfPSH+XwsJCKioq+PMPydWiVeu2tGoT3aA6DW3WluiuQ9mwZDYlhbl4+YUQs+cv8rLTuX/Ge8Z8f3z7OpfijvLFH2eNaeVlxezbJLm1J52XdGHf5t+xd5DaWq+hk4x57578Kj98+ChfvzOZ7gPvo6KshN0bFuDtH0aPwQ0PRtossjVdeg7kz9++paggH1//IPbu2EBOVgaPPv2mMd/3s94h/sxxFq05bEz79O1nybp6hZH3TCbh3CkSztXsJnV186BN+64AHD+yl9VLf6VLzwF4+/pTWlzEgT1bSEu+xP2Tn8DNvXGulgD7Y4qIG1TGc1MDCfG3pahEx/D+HsjlsPgv0103H74YBsC0mecByZj07nOhODkqWLk5h85tTV34M7LUxF+WdhONHOBJ93bOHD5VTHaeBg9XJYN7uePtoeKLeWkWAztb4sjZCoamqHlkrCsB3kpKyvQM7OKAXAYrd5h+JHl1qvRV/MUva1zLPF0V9GwnjSnhgZJRYHRfaXdNToGOA6dMdz8F+igJ8VOxdo952AJrVOvuuiVzKC6U+rGjVbo7Yca7xnyLv32NS3ExzPqjZrdReVkxezdJ40Rile7u3fw79g5SP9Z76ERj3jGTX+X7Dx/lq3emVOluMbs2/Ia3fxg9B0+wKJt/WDQR7Yexb82XlBXn4uYdyrnDqyjKvcKQiR8Y821a+CppF4/wwlcJxrR2vScSe2AZq79/jI4DpqFQKDm2cz4Ozp50HDDNmO/k3sVcOr2NJq374+weQGlRFmcPraQoP527Jn9qsgOqTc8JxB5czo5l75KfnYiLewDnjvxFUV46Y2Z8Z/EdgppG06rzMLatmEVpcR4ePiGc3L+agtwr3D2tZlxb9dOrJCUc5Z1f441pFWXFHN4mjWspF48DcGTbYuwcXLBzcKbroJqDhJISjpKcEANAaXEe6soydq+RZAqN7ERYZGeL8lnjWIKagVe0PDTcCX+vckrKDPTtYItcJmPtPlO9e/4BqS298V3Nx04PFzndWkt1F+onjRPDe0jjRm6hnsNnpTnNqQvmRtNgXyn/mcsaSsv/mUV96JOTULm6YBcgzQF9RvTHLlD6gJT0zUK0RQ1vQ3URn2YgLcfAiC5yvFwMlKmhYzMZchnsOWP6bhP7Swa9b9fVDI77zxmICpYxqb+cmAsGVEroFikjq8DA6UTT8q1DZbg61sSjCvaW0bPKISU2yUBR1fB+4pKBdk0MDO0gw8MZY7rgzuDzzz/nvffe46GHHkIulzNkyBDefLNm3NZoNCQmJlJeLrXTs2fPcuqUNE5fe9re9u3bCQoKoqHIDP8fInQJBIJ/Lb1G7a7zurOjkienNaF3Ny9sbeTEXyjm618ukXDRdFKw7GdpsVNtjFIqZTz5cBM6tHXDz8cOWxs5OXlqYk7ls2BpMlezaoK4TnsglGkTw6zK8PRrJzlxRppQdR7a0Zhubwuje9jSuokSlRJSs/Ss2V9Japbpivq/U6RFeW1jFICfh5y7e9kQ7q9Ap4NzyVr+2qempNZEy94WHhhoR6ivHAc7GYUlBk5e1LI1Rm0SvNzOBsb1sSXUT4GLozSpySnUU6I2kJSlN9lSr1FXsn7p1xzdu46y0iICQiIYOf4pWrTracwz5+2pZsao3KwrvP3UMCzh4R3AO99sNv67rKSQTSt+4OzxveTlpGNn50hEm26MmvgMXj7WB7mSSvNvLBp1JVtXzOXk/jWUlxXhFxzJ4HHPENG2lzHPjx9MMTNG5Wdf4dMXBll8jptXAK/O2i69V2YK21d/S/L54xQXZGMwGPD0CaZ1l6H0GT4NGzvL7kbOtpZ3GWjUlaxb+jVH966nrLSIwJAIRoz/Dy1r1e/st6eZGaNys67wv6csB2/28A7g3W9qdpqVlRSxccUPnD2+h7ycDOzsHIls07XO+l2ypm63Bgc7GfcNcqR9pC02ShmJ6Rr+3FZK8jW7lT55Wlog1zZGRYaax6KqJj5JzWcLpfbTMlzFsO4OBPoocHKQU6k2kJiuZeOBMuKTTOvzpYnm7lVqtZrfF/7C7h3bKCkpJiy8CRMnT6N9x5pF1RuvPm9mjPpj0XyOHT3M1Yx0ysvLcHVzo1Xrtoy7fxJh4aaubH8sms/S33+z+C7jJ07hgQcftnjtUqH5DgiNupJNy77i2L61lJcW4R8SwbD7niYqukZ3v333YTNjVF72FT54ZojF57h7BfDmV1tN0s7HHmTTsq+4khSPja0dLdr3ZeTEF3BxsxwvwtfR8qJKra5k+eIf2L9rE2UlxQSHNePeSY/RtkM3Y573X3/CzBj14OiuFu8HENW6A29+KC2AEy/GsXLJPJIuxVNcWIBSpSIkvDlDR46nay/rH1/e/izN6jUAJwc50+7zo1s7F2xt5JxPKmfenxlmu5V++VjaBVdtjPLxVPHrJ9Zdzrbtz2fWr9JO2XYtHRk31JuwQFucnRRUVhpISCxj+aYcTsebunp6+tdtVHOwkzFhqAsdW9hho4LLVzQs2VRMYrppG/jiBenvV9sYFRVmHouqmrjESj76xXRXz32DnRnVx4nXv84mLdPyzsMJY819hjTqSjYu+4qYfesorxon7rrvaaKia/qxr9992MwYlZd9hfeeGWp2P5B0962vtpikJcQeZOOyr0lPikdla0fL9n0YNfFFXNws+DEBqTkqtJpK9q+fTfzRtVSUFeIVEEnPkc8S1qK3Md+fcyabGaMAivOvsmvlhyTH78dg0BPcvCt973kNd++acArJ8fuJ2T6PnPTzlJcWoLKxxy+0LZ0HPUJIpPmOrbLiXPas/ozLZ3aiUZfhHdSCHsOfJqxFb1ydLC/TNJpKdqycw+mDa6koLcQ3OJIBY5+hWZuad/j148lmxqj8nDRmv2xlXPMM4PnPa/q9nau/Ytdf31jM2+/u/9B/zNNm6Tv3mO8irY2DrYxxA+xp19wGlVJG0lUtK3aUkXzVdDfFB09IgbtrG6MiQsxjUVWTkKLhy9+t+6eN7GXPqF72vDAn38QYNfq/Dd/9WR/9L2zHIczy+Lmj2QDKk69YvNZQTi06Z/x/OxUMaCcjIlCGUgEZebD9pJ6r11T/kyPNjVEAXi4wqJ2cIG9pt9WldAPbTxooveZ8gkn95YT6WN7ttGiHjpRaIdQcbGFAtIxmATJslJaD1d8p3Pf8349L/E+wbJZl9+M7GWGMEggEdzT1GaNuN2obo+4E7uptHgD+dsaSMep2xZox6nalPmPU7YYlY9TtjCVj1O2KNWPU7Up9xqjbjfqMUbcbloxRtyupOY0PsHsrsWaMul2pzxh1u3EjjVH/NLWNUXcCr4//+y7Ct4p7n7357q0NYfmchsdxvFO4c2btAkEjSE9PZ8SIEVavr1+/noCAAKvXbwbff/89P/zwg8VrHTt25Oeff77JEgkEAoFAIBAIBAKBQPDPI4xRgv+X+Pj4sHr16jqv32omTJjAXXdZdqmxs7OzmC4QCAQCgUAgEAgEAsGdjjBGCf5folQqCQ0NrT/jLcTNzQ03N7dbLYZAIBAIBAKBQCAQCAC9oY7TUAQ3lOs7M1MgEAgEAoFAIBAIBAKBQCC4DoQxSiAQCAQCgUAgEAgEAoFAcNMQbnoCgUAgEAgEAoFAIBAI/vUY9HfWKZZ3MmJnlEAgEAgEAoFAIBAIBAKB4KYhjFECgUAgEAgEAoFAIBAIBIKbhnDTEwgEAoFAIBAIBAKBQPCvR7jp3TzEziiBQCAQCAQCgUAgEAgEAsFNQxijBAKBQCAQCAQCgUAgEAgENw3hpicQCAQCgUAgEAgEAoHgX4/BINz0bhZiZ5RAIBAIBAKBQCAQCAQCgeCmIYxRAoFAIBAIBAKBQCAQCASCm4Zw0xMIBAKBQCAQCAQCgUDwr0ev199qEf41iJ1RAoFAIBAIBAKBQCAQCASCm4bYGSUQCO5opr/Q91aL0Cic7O+sry1XC+6sbxZq7a2WoOGUlNveahEahbef860WoVHsS7S71SI0CtUdNCPLLnS71SI0iuDmd1YwWl9/p1stQqMoVStutQgNxsdNd6tFaBQVmjtrDO7UyeNWi9AoTi06d6tFaDDRD7a81SI0jvEJt1oCwR3AHTT1EQgEAoFAIBAIBAKBQCD4ZzDo76wPGHcyd5a5XSAQCAQCgUAgEAgEAoFAcEcjjFECgUAgEAgEAoFAIBAIBIKbhnDTEwgEAoFAIBAIBAKBQPCvx2C4s+K73smInVECgUAgEAgEAoFAIBAIBIKbhjBGCQQCgUAgEAgEAoFAIBAIbhrCTU8gEAgEAoFAIBAIBALBvx5xmt7NQ+yMEggEAoFAIBAIBAKBQCAQ3DSEMUogEAgEAoFAIBAIBAKBQHDTEG56AoFAIBAIBAKBQCAQCP71CDe9m4fYGSUQCAQCgUAgEAgEAoFAILhpCGOUQCAQCAQCgUAgEAgEAoHgpiHc9AQCgUAgEAgEAoFAIBD869Eb9LdahH8NYmeUQCAQCAQCgUAgEAgEAoHgpiGMUQKBQCAQCAQCgUAgEAgEgpuGcNMTCAR3PFqNmr1r53D28F9UlBXhHRhJn9HPEd6yZ71li/Mz2b7sQxLj9mMw6AmJ6Mqg+17HzTvYmOf0gZVs+O01q/cYNfUzWnUdDUDCia2c3LuE7CsJlJcW4ODkQUB4O3qNfArvwAir8m9fOZeTB9ZQXlqEX3Akg8Y9Q7PWdcufnZHI0R1LSL18mozkc2g1al78fBvu3oEm+cpK8jm2ZyXxJ3aSnXEZvU6Ll384PYc+RJuuw+t8hlajZs+aOcQekurWJzCSvmOeo0kD6rYoP5Ntf37I5XNS3YZGdmXw/a/jXqtuASrKitm/4TsSTm6jOP8qDs6ehLfoTu+RT+HqGWB233NHN3Bk+wKy0hKQK5R4+Tej35hnCYvqjlajZv+6OZw98heVVbrQa9RzhLVogC4UZLJz+Yck1dKF/ve+jptXsFne0qIc9q2by+XYnZSXFuDo4k1oZDeGTf7Q6v3/nDuV5PgDtO87iUHj3wLurPpF3t6Yx84G7uqipFWYAhslpGbrWX9IS3puw06g8XaTMbKbkjA/OTodxKfqWX9IQ2mFeV4PZxlDOilpFijHVgWFpQZOX9azJUZrkq9NEzm9WyvxdpOhN0BOoZpPPpvDoT2SLngFNF4XkuOlug1uXrcu7F83l8tnanQhJLIbwx6s0YXzJ7eQcGwDV5NjKS3Kwdndjyat+9P9riexc3ABqvqxNXM4U6sf63t3w/uxbcs+JLGWLgy8z4IulBdzYMN3nK+lC2EtutNr5FO4etToQsLxLcTFbCAjOZaSwhxcPPxo1qY/PUdcI+8d3O/Wxt5Wxj397GkXocJGKSMpQ8vyneWkZurqLRvmr6B7axvCApQEeStQKGQ8/km+WT6VEiYMdiDMX4mHixyZDHIKdBw4rWbXiUr0VrxC7FQwuKOCFiEyVAq4kmtgc4yOjLx6RQPAyxWGdVIQ4iNDp4cLaQY2xegoq7Repk24jHt7K6nUGPjwD9N21rG5jLbhcrxcZdjZQHEZFJTDuSsGk3vezuOaJbQaNVtXfMXx/ZK8/sERDLn3WZq36VGvvIe2LyX10mnSq+R95cuteFwj77XkZqYw67XRaDVqnnrnT4KatG60vDtXz+XUAan9+QZFMuCeZ2naqu76zcm4TMyupaRdPkVG8jl0WjXPfroNd68gs7xnjmwg4eROrlw+TV5WMqGRnZn66sJGyVlb3v3r53DuyK3vj61hq4IB0TIiA2UolZCRC9tO6ck0b84W8XSGQe3lBHuBTg8XMwxsP2kwa2s9WsgI8JQR6AmOdjL2ntGz96z1sbNFsIzOETL8Ck5g0GgpibtIwltzyN11qGGCWUDh6ECTF6fj1iUat85tsPFw49T0maT9tuq67/n/CXGa3s1DGKMEAsEdz/oFM0k4vplOA6fg4RNG7MFVLPt6Bg+8sIDgZp2sllNXlPL7rClUlhfTfdhjyBUqYrbPZ/GXDzLtjdXYO7kDENK8MyOnfmpW/uj2BWSlxRMa1d2Ylp2egJ2DC50GTMHeyZ3SwhxOH1jBgo/vY/KrS3Fqbr4wWvHTa5yN2UKPIVPw9A3l+L5V/Pbl40ybOZ+wiI5W5U+9eJKDWxfhE9gUb/+mZKTEWcyXcvEk25bPISK6D/1GP45cruBszFaWfvsiWVcuMfCep60+Y+38mcQf20yXQVNw9wnj9IFVLJ07gwdfXEBw87rrdvEXUt32vEuq2yPb5rPw8wd55L+rcaiqW4Nez++zp5KTcYmOfR/Awzec/Oxkju36nctn9/HYuxuwtXMy3nfPmq/Yu/4bWnQYStvuY9HptGSnn6c4PxOAjQtncv74ZjoOkOQ9c3AVK76ZwfjnFhBUjy4snS3J23XoYygUKmJ2zGfJlw/y0Os1ugBQlJfB7188AEB07wk4u/lSUphFRtJpq/c/f2IL6Ykn7+j6VXhKeWTAw0Nt8PeUsee0ltIK6N5SwYyRNny1Sk1uUd2TOBdHeGykDRVqA5uParFRQZ82Svw8bPhmtRpdrUW5v4eMGSNtKCozsDdWS1kFuDnJcHU0vWePVgpG91ARl6Lj2FEdSgVs+n0mu3dspu9dU5A7hXH20CpWfjuD+5+tXxf+nFOjC3KFimM75rN01oNMee0aXcjP4I9auuDkKunC1WRTXdj6+39xdPWhRZfRuLgHkJOewMk9i0g8u5vJM1ehsrFj3YKZJBzbTOeBki7EHlzFn1/NYOKL9fdji7+U5O1RpQtHt81n8RcPMu1NU11YUqULHap1ISuZ47t/J/HsPh59p0YXNi76L05uPrTqOhoXjwCyryRwbNciLp3ZzdQ3VqFU2d1R/S74WpVHBjx1rxOBPgq2HqmgpMxA3w62vPCAMx8tKCIrv+7YIa2bqOgZbcuVLB3ZBXr8PBUW86mUMvy9FJy9rCG3UI/eYKBpoJJ7B9oTFqDkl7WlFmWbNFCBr7uMA2f1lFVC50g5Dw9R8sN6LXnFdYqGiwNMG6qkQg3bT+ixUUKPVnJ83JX8tEFr0taqsVHCkI4KKjWW27Gfh4z8EkhI01OuNuDuJKNrlJwAdxlbThuo0Ej5budxzRLLfnyd2KNb6DV0Mp6+oRzbu5pfv3icGa/9SlikdXmTL5zkwJYqeQOakJEc36DnrVv8CXK5ZV1pCKvnzeTcsS10GzwFD59QTu5fxeLZj/HQywsIrat+L53k8LaFeAc0xTugKVet1C/A0Z1/kJF0loDwNpSVFly3rACbFs7k/InNdOgv9W+3sj+2xv195Pi6wqEEA+WV0KGZjAf7y/lli578krrLOtvD5AFyKjSwK9aAjRK6RsrwcZXx6za9ibG5X1s5JeUGruZDU/+679u7lYxerWTEpxrIf+tjZColzq0isAu03qc1BBsvdyL++xRlyVcoPp2AZ7+uf+t+AsH1IoxRAsEdSmRkZJ3Xn3rqKcaOHcvAgQMtXl+6dCnt2rVj5cqVvPbaa/Tq1Yt58+YZrxcVFdG5c2d+++03unbtSlpaGgMHDmT16tW0aNHC5F6TJ08mKiqKN954A4ABAwZw5coVAOzs7AgJCWHKlCncd999xjKHDx9mypQpFmXbt28f3t7e9VcCkJ54mriY9fS/5xW6DpkOQOtuY/j53ZHsWvk5k19ZYrXs8d2/k5+VxEMzl+Ef1haApq178/O7oziy7Vf6jnkBADfvYJMv9gAadQVb/niH0MhuOLnWyNprxFNmz4nudR/fzOzLid2/07T52ybX0i6dJvbwBoaNf5lew6cB0K7n3Xz1xmg2L/2cx/77h1X5o9r3583vjmBr78i+Db9YnbT7BDbnuU834u5V86W268CJ/PrpNPZu+JneI6ZjY+tgVi7t0mnOHV3PwHtfoVtV3bbtPoYf3x7J9hWf8/BM63V7bNfv5GUlMfX1ZQTUqtsf3xnF4a2/0n+sVLdXEk+SkRTL0AfeolP/Scbynr7hrFvwOolxB4lqP1jKe/kke9d/w6B7Z9J18MNmz7ySeJr4mPX0HfsKXQZL8rbqOoZf3x/J7lWfM+ll6/Ke2CPpwoOv1OhCeKve/Pr+KI5u/5U+d79gzLvlj7eQyxVMfnW5yUTYGlpNJbtWfkyXwY+wf91cE3nvpPo9d17attS6iZwwPzmLtqk5kyjNsGMv63jpflsGd1SyZKemzvro306JjQq+WqWmsGr9nZZl4JERNnSMUHAkXtqNIgPG91eRXWDgx/VqtHVsUuneSkFqlp4Fm6Vn52XEsnvLel586RWGjJnO1lOSLsx/fyR7Vn/OxJes1+3JvZIuTHplGf6hVbrQsjfzPxhFzPZf6V1LF7b+LunCg6/UrQujHplLSITpZN83pDUbf3uVuKNr8Q6MJO7oegaMq+nH2nQfw0/vjGTnis+Z8moD+rHXTHXhp3dGcWTrr/S7RheGTHiLjtfowvrfXicp7iCRVbow9rG5hEaayusX0pp181/l7JG1eAdE3lH9rnvz563K0yFKRdMgJT+uLuF4gqQ/x+LVvDPDhZG97C0aiWqz+0Qlmw9XoNHChEH2Vo1RZRUGPl1oaj3ae1JNeaWB/h3tWL6jjKJSUwNQy1AZIT5ylu7Sci5FunYmSc8zY5T0b6dgxd66d271biNHpYQf1muNbe1KroGHBitp11TGsQvmBqc+beVUaiDxqoGoYJnZ9fWHr7VgGVDLZAxuIyfU20BC+u09rlki9dJpTh3awPAJL9FnhCRvh153M/u10WxY8gVP/u93q2VbduhPmx8OY2vvyJ71vzTIGHX+9D7Ox+6j74jp7Pjr+wbJWJu0y6c5c2QDg+9/mZ7DpPYX3XMM3/53FFuXfcYjb1hvf5HtBjDz6yPY2juxf9O8Oo1R9zz6Kc5uvsjlcr7576hGy1lNRtJp4o9JY3PnQTVj863qjy3RIlhGsJeMlft1xKdJaXGpBh4bLqdPaxl/Har7I0uPljJUSvhlq56iMiktPc/AxH4K2obJOHm5pvw3a3UUloG9DTw/1rpBMsATerWSse2kgaPnDUT/tLRR71QXlRlZbAvqSWVmDq4dW9Pr0Iobdm+BoDGImFECwR3Kvn37jL/XX38dJycnk7Rp06YZ886fP9/k2r59+2jVqpXxulKp5ODBgxw6dP1bfq/lmWeeYd++faxbt45Ro0bx5ptvsnv3brN8mzZtMpPN09Ozwc9JOL4JmVxBu97jjWlKlS3RPe/lyuUTFOVl1FF2M/6hbYwLIgBPv6aERXUn7tjGOp978fQO1BWltOpS/wTNwdkTlY0dleXmn7HPxGxGLlfQqf/9xjSVjS0d+4wj9eJJCnKty+/g5IatvaPV69V4eAeZTNgBZDIZLToMRKtRk5eVZrHcmZjNyOQK2l9bt73qr9u445vxD2tjXBwDePk3JTyqO3ExNXVbWS59bnR0Mf2bVy80VSpbY9qRbQtwcvGiy8ApGAwG1BWmi8T4Y5IuRPcylbdN93tJT6xb3vMnNuNnQRdCI7uTcLxG3tyrl0g8u4fOg6dj7+SOVlOJTle38eXI1p8wGAzGSfi18t4p9VtNm3AFxWUGzibWLEpLK+D0ZR0tQ+Uo6plZtA5TEJ+iNy6OAS6m68ku0NOmSU3h5kFy/DzkbDuuRasDlQJk5mtjAOxUMkoqaib76ee3IZMrGHPPeHRV63WlypY2Pap0Ib8BuhDaAF04t4fOg+rXhWsNUQDNowcZ73P+xPX3Y/EWdMFSP2ZNFxyrdEFZSxeuNUQBRLSvkjfj0h3f79amQ6QNhSV6TiTU/O1Kyg0ci9cQ3UyFsp7NK8VlBjTauvPURW6h1I7sbc2Vu2WonOJyA3EpNbpdVglnk/VEBcnqbWstQ+ScTzOYtLXLGQZyCg20CjMv7OEM3VvI2Ryjs+o2aIlqNyQbhfQOt/O4ZonYI1uQyxV0GWAqb6e+40i5QfJWo9NqWLvoI3oOmYyHj7mbWUM4VzU2d+xb0/5UKls69B5H2qWTFNbR/iR5naxer42rhz9y+d9fKlb3b217XjM236L+2BJRQVK7j6+lNmWVEJ9qoHlg/W0tKkjGxXSD0RAFkJQJuUUGWlxj1C0so0F0iZBRUgFHz0vtX+HYMONqQ9CrNVRm5tyw+/1/w6DX35a//48IY5RAcIfi7e1t/Dk7OyOTyUzSHB1rJkdubm4m17y9vVGpVMbr9vb2jBs3ji+++OKGyefo6Ii3tzfBwcHMmDEDNzc3Dhw4YJbP09PTTLbGTH4yU+Pw8Akzm1xVL3Qy0yx/9TPo9WRdScAv1DxOg39YGwqyU6issL4v++yRtShVdkRU7SS4loqyIsqK88i6ksDGhW9QWVFCaGR3s3wZyXF4+oVhd438QU3aAHA1pWFb/q+HkkJpIuLo7GbxekZyHJ6+5nVbvei9mlpH3aYl4G+pbsPbkF+rbv1DW6OydWD3X3NIij9IUX4myQlH2LHiM/zD2hDeoiZeR1L8QfzD2nB0x2/MeqEbnz3Tgdkv9eLojkVA/bqQVYcuZF9JwC/Eui6oq+RNjj8IgKOzF0vnPMSsZ9sy69loln/9CIW55ouforx0Dm/+iT5jXkJlY2dyLTP1zqpfo3yeMq7k6Ln2O3FqtgEblQwvVysWIyS3IWcHGWnZ5pOq1GwDAZ41bb9ZoPT/Oj08NcaG96bZ8d5UWx4YoMLe1rTs5Qw9EUFyerRS4O4koywvnsCgMDzcnDiTWpPPr2pBk12PLvha0AW/0DYU5JjrgoOLF3/OeYjZz7Vl9nPRLP/Gsi5cS2mR1P4cnNzJSovDow5dyKxHFxrSj/mHSbqwZ42kC8X5maScP8LOlea6YFHeqv7C3sn9ju93axPsoyA1U2emz0kZWmxtZPi439ipskIOjvYy3J1ltGuuYnAXO3ILdWRbcAf095CRkWswk+1KjtTWPF2sP8fZHpzsZRbjuF3JMeDvYd5O7+qsIPGqgQtX6o+XYm8LjnZSf9C5iXSvzCoX3dt5XLNEenIcXn6hZvIGN21Tdf3Gybtv82+UlxYxYMzj132PqynS2HGtvIHhbY3Xbyey0uJwt9Bf3E79sa+7jKsWYkOl54KNUoaHs/WyTvZS7KcMS+XzDPg2bpOWkTAfGRl50DlCxnNj5AwrOMHAlL2EPjmp/sICwR2CcNMTCASA5NY3ZMgQNm3axLBhw27YffV6PVu3bqWwsNDEAHajKCnKNnHXqMbJRUorKciyWK68rACdVl1vWVs/8y+I5aUFJJ7bS/PoQSbxdmrz2yf3k5eZCICNrQM9hj9BdM97zfIVF2Tj7GYuQ3VakRX5/y5lJQXE7F5OaERHnN18LOYpLrBSt6711G1pHXXralq3Ds4ejH10FhsWvsniLx825mvSqhfjHpuLXKGsumchZSX5pF08TnL8IXqPegoXD39O7V/JliXvoVAoKSnMNu7yqE11Wklh3bpgsaxLTVkPOyfys5IA2PL7f/ELbcOo6bMoysvgwIav+XPuVB5+Yw0qG3tj+Z0rPsYnuAUtOo0wu3dJ4Z1Vv3b+YwDJmJR41XzhXFwmLURdHGVk5ltezDo7yEzyXlve0U76Aq3Tg5eLlHfiQBXnU/XsOqnG31NOv3YKXB1t+H6t2lh2zQENDnYqRvdQMboH7F2ci7u/N+uPQ1ZhzTMc66vbOvqF2nrkYedEQXYSIMWD8g1tw8hpsyjOl3Rh2dypPHSNLlzLka0/IZMriGg/lHNH1xr7ndo4NVB3G6QLTh6MeXQWGxe+yR+zHjbmC2/Zi3tq6YI1Dm2W5I3qMJSzR9beUf3ukZhCi/kBXJzkXEgz39pUVCLpuJuznPScG/dFun2kikdG18iflKHltw2lWIqX62QPyZnm6cXl0n+dHWRkFdTT1sottLVyAw62cmNbA2geKKNpgIzv1jZsm9eL9ypRVe2EqtQYOJGoN7a123lcs0R98hbfIHmLC7LZsfp7hj/wspkhqVH3KbQsb3W7ulHy3ihKCrMt9m+3U3/sZAcp2eZtpXrHrZM9ZFvpRpyqvjOVlJtfKykHB1uZSVtrCHYqcLCTEeRlINRHxr6zBtw/eZ6gh+6h9Zy3MGi0pNxAtz2B4FYhjFECwb+ACRMmmO02OnHihMm/fX19mTJlCrNmzWLQoEF/+5mff/45c+bMQa1Wo9VqcXNzM4kZVU3fvn1N/h0QEMD69esb/BytugKF0sYsvdrlRKuxcDwXoFVLfgWWyiqMZS0fN5RwfDM6raZOV5ERD31EZXkJBTmpxB5YiVZdid6gA0x9PjTqSpRKcyOdUX61Zfn/Dnq9nmXfv0JFWREjJ79pNZ9GXXl9dVtVb0pLZZVSWU2tunVw9sA3uCWd+nfAK6AZmanxHNr8M2vnv8a4x6UYS5pKaV97eWkBYx+dRcvO0mlJLToM48d3RrFvw3coFCqcbrAuVJfVVOWplsPRxZtxT/6IrKpdObv7se6XF4g7uo62PSU9T0k4xPmTW3jw5T8tPldzvbp7i+p30PQxgOQuZyl+U3Waqg63JlXVrENrYVJuLK8EnRpsqppFWraepbskd4szSXrUWgN3dVHRLEDOxXTpRhot5BQYKCrVEZeiIye/HC9vGwa3hbUxUFS1SGho3Vr8uyir26SUR11VZw4u3ox7opYuuPmx7ldTXbiWuKNriT2wnM6DH8HdJwytpgKFynpfpLHSD1TLYlEXLPRjDk6SLnTsV6MLh7f8zPoFrzH2sblm96jm7JG1nNq/nG5DHsHDN+wO7HetY6MErdZ8EVrteqdSWt/pdz0kJGuZvaQYBzsZkaEqgnwU2NpYfoZKAVoLVqqGtLVq90JdPW1Vp5d2aw3rrCDmvN7qgvtaFm2TDgrwdpXRtaUcRS1ZbudxzRIaTWWdbai6//+7bFz6JR4+QXTuZ/5hqjHU1/5ulLw3Cq3m7411/3R/DFJ7sWQsatC4Vt3WLJSvTrN2f6v3rBorHWxlrDqgJy7VQPTyjWSs2ESfE2tp9toTwhj1DyJO07t5CGOUQPAvYNasWTRt2rTefI8++ihLly5lxYoV3HXXXX/rmdOnT+eee+4hOzubTz/9lIkTJxIaGmqWb/HixSYuhUpl47olpY0dOq3aLN24YFfZmV2TykkTGUtldcaytmbXQFqY2Tm60aR1H6tyBTZpb/z/lp1G8NM70uJ+9OSXTfKpbGzRas3jGhjlt7Es/99h/aL3uRC7l3EzPsY/JMpqPpWN7fXVbfUE01JZrVS2OlZRfnYqi7+YwuipnxDVcSgAke0G4eYZyNr5M7kYu5tmbfoa7ylXqIz5AGRyOS0738WeNV/h4Rt2w3WhuqyqKk/13yOy4zDjZBcgssMwNsx/hSuXj9O2533odVq2L/uAVl3uNomNUxvV9eruTapfuQxsbOV0GzCOQ5vnodBmoVf5oNFhMY5OdZqmjrV/9QJfacHzyVhea3qfU5dMb3jyoo67uqgI9ZVxMV1KmzRIhV4PC7ZIbUlrsCUjV41cBp2awo4zVfXTwLq1+HfRVrdJW5N7RHYw1YWIDsOQL3iF9CpduJa0izFsXvwGYS160XvU88Z76TTW+6JrXTyN8trUoQvX9GP52an8/uUURk79hKgO0t84ot0gXL0CWT9/JpfO7KZp675m90m9EMOG394gvGUv+o6pkvcO63cdQ2YY3eNqU1xmQK0FpQWDU/ViUGPBUPV3KC4zEJ8sKfnxBA3Dutnx7P3OfLq4iJKqHYNOdlBaKbUBpdxctoa0tepFtKIBbbV7CzkOtrDzZMNXy0mZkqwX0w3olTKGRsvQ6gxcyry9xzVLqFS2dbah6v7/75By8RQn9q/hkZm//O04TPW1vxsh741Eqfp7Y92N7I/lMrCtZSd1tJNiQ2l1WIwL1aBxrbqtWShfnVbXARyWqM6v0xmIT6vVBxkMpC/bSOTbz2AX7E9FqvV4WwLBnYAwRgkE/wL8/f0tGoKuxcXFhRkzZvD111/Tr18/k2tOTtKW8uJi82CwRUVFODubOtS7u7sTGhpKaGgoc+bMYdSoUbRu3ZpmzZqZ5AsKCsLFpY7AF/Xg5OJNcYG5H0NJUbZ03cpWfXsHNxRKG0oKsxtVtjAvndSLMbTrdT8KRcPcDu0cXQmN7MbZI2vNjFHObt4U5ZtvUS8ukGRwaYSrQUPYseobDm//gyH3v0D7nnfXmdfZzZvCPHPZquvMat061lG315Q9fWAlWk0lzdr2N8nXPHoAAGmXjtOsTV/sHd1QqmyxtXcxOw7bwVkKyGzn4EqphWdWpzm51q0LFssWmZat/q+Ds5dJPrlcgZ2TGxVlRQCcPbyavMxEhjzwjlm8CnVFKYW5aTg4ezSojszkvUn16+0CQ9vB/T2mwVvSgQif/FFJcZkBZ3vzBXK1W9C1J4LVpto9rzrvteVLKwzGr8fV96l2SaqmtOojenXAZw9nGZHBClbsqVn82jl5U1SYzdVC8HWrVba+uq2jX7hWj6r/62hJFxzdqCgvMrtHVlo8q75/Ak//5ox+pMY1zsnVm5JCC/1YA3W3IboQe7BKF9pcowttq3Th4nEzY1RmajzLv30Cr4DmJq58d1q/2yVkBk0Dlbww0XSceuO7QopK9Lg6mq8iXZyktILifzZo7PEENWP62vPWNFeT9FkrNJSUS+5B1+JclWbJ3bUaY1uzl8E1Uaec7WWUVUptzVYlnaB3NEGPrapmoW6jkk60dHOUFtuldWxmKq2E/FII9ZJxKdNwW49rlpDkNdfnankb4/JnjQ1LPicsoiPu3kHkZUunDZcVS0GGigqyKchJx80roGHyulqWt7pd3Qh5byROrpb7i1vRH/u6wciOtXMo+GatjpIKcLIzbytSmmUXvGpKqtqGpbbqZI+xrTWGcrVkCK/UgOGaZq7OzgVA5e4ijFGCOx5hjBIIBCZMnjyZhQsX8ttvv5mku7m54e7uztmzZ+nSpYsxvaSkhJSUFMLCwqze09/fn+HDh/PFF1/w3Xff3VB5fYKjSD5/mMryEpPgmOmJpwDwDWphsZxMLsc7MIKryWfMrqUnnsbNK9hiXJK4o+vAYKBVl9GNklOjrrB4qpN/SAsS445QUV5iEkMi9fJpAPwa+YW3Lg5tW8yO1V/TY8gU+ox4tN78/iEtuBx3xGrd+gVbr1ufwAgyLNXtZdO6LS3KxYABg970s6FeJ+0c0Fely+RyfINbkJ4Ui06rNtm2Xx1vwi+4BSf2LTOTNyNJktenLl0IiOBqimVdcPUKxqZKXt+QVlXPNJ1Y67RqykvycXDyAKAoLwO9TsPvXzxgds+zh1dz9vBqIqIHknIh5rat3/xS2HoKTh1YyZnDa+g86hOKy11JzzUQ7ifn2ml7sLcMtUY6qcsaRWXSiUVB3nLAVKZgbxkZuTUz9is50n1crzFcuVT9u3YsD4Damw1cvSO5dPwo5WUlyF3MdcG7Dl3wCogg04IuZCRZ1oXiQgu6UFqjC9UUZKew4ptHcHD2YNyTP2FjV7Mj1DswipS6+rE6dKGh/ZhRFwx160I1+dkpLJ0ryTv+aVN578R+Ny1Lx+wlpn1wYame1CwdzYKUZvoc7q+kUm0gy0Jg8RtJtRvg3pMVHIuXDKrunvaUlMPVPAMhvjIz2QK95Kg1BnLN7Z1GisulthbgaW74DfSScTVPuqO9DdiqZPRqraBXa/NtVM+PUxGXomfJrrq3dijkUBVC6rYe1ywREBrFZUvyXjptvP53KcjNoCAnnU9fMA++/9us/2Dn4MzbPxxu0L38QqJIjD9sJm/a5aqxI8Ry+7tVWOvfbkV/nFsM64/XXC8skgxRmQUQbGrHAiDAE9RaA3l1HMpZUg6lFQb8LQQqD/CQkVVgvWxdZBZAgIc0ttU+SM3OXzK8qbMtREwX3BAMhv+fJ9fdjojT9ASCfwEFBQVkZ2eb/CorLccUsLW15emnn2bhwoVm16ZOncr333/PmjVrSElJ4fTp07z00ku4u7szZMiQOmWYMmUKO3fuJDY21iQ9NzfXTDaNphHH8XYYhkGv4+TeGt95rUZN7IGVBIRH4+LhD0hf1nOvXrqm7FAykmPJSK6RKffqZZITDhHV0XIQ97NH1uHiEUBQs44Wr5cW5ZqlFeSkkZxw0OIJUq06D0Gv1xGzsyaukFaj5sTelQQ1bYubpyR/QW462emXrVVDvcQe3sD6RR8S3X0Ud02c2aAyrToPwaDXceKauj11bd3mppOTcU3ddhxKRlIs6UmmdZuUcIgWnWrq1sM3DAwGzl1zpPvZo+sA8AtuaUxr2ekuDHodpw+uriVPJWcOr8XLvxlte9yDQa/j1L5rdOHgSvzDauQtsqALER2GcjU5lqu1dCEv8zIp5w8R2aFG3uDmXXFw9uTc0bUmsW3OHFqFQa8jrOpEsqhOwxkz4xuzH0CTVn0ZM+Mb2vW+77auX7UWUrMrWbboWy4kZZOa54pWB2cSdTg7yGgVXjOFcLCFtk0UxKXoTb4AezjL8HA2XQyfSdQRFSLHtdZp6E0D5Hi7yYlNrCl8LlmHRmugY6SC2nfoHCktmC+mSXlziwzo9QbaNqmRJzByEAa9jr1blpJbXFO3Zw5V6YJ7HbrQvg5daG+uC3FWdCE0quZ0utLCbJZ9PQ2ZTMa9T83DwdnUUBXZ3nI/dvpgA/uxpFgykurux6p1IS7GVBfOVemCby1dKCnMZsnsacjkMsY/Yy7vndjvllVK7nG1f1qdtDPJ1UlO+8iaHVeO9jI6RKk4fUlj4l7j5SbHy+36ps7XughW0ytaMqzHxGmMcl3OMKDVw9kUPc72MlqE1JR1sIVWoTIS0kx3W7g7Sb/axKXoiQiS4VLrRPhwP+nEy7PJkjGqtAL+2Kk1+13O0KPRGvhjp5a9Z6QHyWVgZx6+B3dHcHWAvFLp37fzuGaJ1lXyHtlhKm/MnlUE15Y3J52s65T3nmnvMPnZuSa/HoOlU9GGP/AyE574tMH3atlxKAa9jmO7TdvfyX2rCGwSjatHrfrNuP76vVFU92+n95vKeyv6Y7UW0vNqfkmZUiyn+FQDTvYyooJqnm1vA1HBMi6mm7Y1N0fpV5uENAPNAmTGXYsAYT7g6SIjLvX6XH3jUg3I5TLahtW0f7mtDQEPjKL47AUqM26vQPUCwfUgdkYJBP8CHn74YbO0L7/8khEjzE/4Ahg7diy//vorFy9eNEl/5JFHcHBw4KeffiI1NRVXV1c6dOjAb7/9hp1d3TEgmjVrRs+ePZk7dy4//fSTMd3SyX1Lly6lXbt29b8YEBAeTVSHYexe/SVlxbm4+4QSe3AVhblXuGvKB8Z86359ldQLR5j5fYIxrX3fiZzct4xlXz9G18HTkCuUHN02H0dnT7oMmmb2rOwr58m+kkC3oTOQySwvLOa9N4qwqO74BEVh5+BKflYSpw6sQK/T0m/si2b5g5tG07rzMLYsn0VJcS6ePqGc2Lea/Jx0xkx735hv+Y8zSYo/yvsLao5Arigr5uDWRQCkXJAC0h/athg7B2fsHVzoVjXRTbt0muU/zsTByY0mLbtx6sBaExlCmrfHwyfYomwtOg5j58ovKS2qVbc5VxhZq27X/PoqKeeP8MaPNXXbsd9ETu5dxp9fPUbXIdNQKJQc3jofRxdPug6uqdu2PcZyaMsvbFz0Fpkp5/AKaM7VlLOc3Lcc74DmRLavCabfvs8ETu5bzqbf3yUvMxEXjwBiD/1FYV469//nOwKbRBPZYRh7/6rRhTOHVlGUe4VhD9bIu2GBpAsvf1tLF/pM5PT+Zaz49jE6D5J0IWa7pAudB9bIq1TZ0HfsK2z87VX++HISrbrcTVF+Osd2LiSoWSeat5OMsp5+TfH0sxynzdUriObtBmGj5I6q3+qoHbGJepIz9dzXR4Wvm5bSCujWUoFMBluPmZ7E9egIaeX6yZKaxcHOk1raNFHw6AgbDpzVYaOEPm2VZOTqiUmoWfmXlEt5h3RSMfUuFeeS9Ph7yugcpeDkRR1pOTWL6ZjzOrpEKXl0BJxJ1GMb3R5V9jDmzP6SY3G5qFxCOXtY0oWhk2rpwm+vknbhCC99Y6oLsfuXsfK7x+g0UKrbmB2SLnSyogtLZk2iZZe7KcpL5/iuhQQ1rdEFQDpePCeVzoMf4cqlY1y5dMx4zcHZi7AWPYnqOIxdq76ktDgXd+9QYg9JujB8smk/lnL+CK/9UCNvh35SP/bntf3YNbrQpvtYDm/5hU2L3yIz9Rxe/s3JTJV0wesaXVg69xEKclLpNuQR0i4eI+1ijbyOLlXy3kH97hVzW5WR4wkaLl/RMuUuR/w8KygtN9CnvS1ymYx1+0x9c56fIFl73vi+ZkuSh4ucrq0kPQ/xl6bVd3WXxsO8Ij2Hz0otp2srG/q0s+XkBQ05BTrsbGS0DFfRMlzFqQtqElLMT7E7l2wgNVvPmJ4KvN30lFVC5wg5MhnsPGW6U+mhIdKzZ6+suc+eWD0tQ+U8PETJ4Xg9Nkro0UrO1XwDJy5WBf/XSQvxa4kKhkAv02s2SnhhnJKzSQayCgxotODjDh2by9BoIe6KlPd2HtcsEdIsmjZdhrJp2WxKivLw9A3h+L6/yM9JZ9wjNfIu/eE1EuOP8vHCcyby7t+yGIDkC9KWm4NbF2Pn4IK9o7PR4BTRpqfZc8vLJEt5k6jOBDUx/1hljaCm0bTsNIztK2ZRWpSHh08Ipw6spiD3CqOn1si76udXSU44ytu/xJvIe3i7VL+pVfIe2S7Ja+fgTNeBDxrzJiUcJfl8DABlxXloKsvYvVba3R4a0YmwyM4Nktc/PJqI9jVjs5v3re2PLRGfZiAtx8CILnK8XAyUqaFjMxlyGew5Y9o+JvaXDNLfrquxUO0/ZyAqWMak/nJiLhhQKaFbpHTa5elE0/KtQ2W4OtbEowr2ltGz6ltAbJKBIikWOycuGWjXxMDQDjI8nMH5Pw8SOOlu7EMDiBnzRIPqvi5Cn5yEytUFuwBpp5XPiP7YBfoBkPTNQrRFJX/7GQJBfQhjlEDw/4B77rmHe+65xyw9KCiIhIQECyXqLqtQKCyeaKdQKJg8eTKTJ0+u8547duywmD5v3jzj/3ft2rVe2RrKyKmfsmfNbM4cXkNFWSE+gZHc+5/vCWle90TJ1s6JiS8sZPuyDzmw4TsMBj3BEV0ZdN9rZjsBQAqgC9Cyy0ir92zf5wEundnF5bN7UVeU4uDsQXiLnnS/6zF8AiMB862/42Z8jNvKuZzcv4aKsiJ8gyKZ/Px3hEfVLX95aRHbV5qegLV/068AuHkFGCftWemX0Gk1lBbnsWreG2b3ueeRD61O2kdP+5Tdf80m9lBV3QZFcv/T3xMSUX/dPvjSQrYu/ZD966W6DYnsyuD7X8OxVt06OLkz7Y0V7Fkzhwund3J8zxLsHd2I7jmO/mOeN3HHU9nYMemFBexY8Rmn9q9EXVmGb3ALxj/9A01b9QZg+EOfss9jNueOSPJ6B0Zyz5PfE1yPLtjYOTHhuYXsWP4hBzdWydu8K/3vNdeF1t3GoFCqOLzlR3at+hRbBxeie42nz93Pm8Wzqo87qX7PnZcCYxgMMH+TmuFdlfRorUSlgLRsA8t2q+t00aumsBR+WKdmZDclwzorpa/SKXrWH9aYxdXYcUJHeSX0aKVgZHelZKA6oWP7cdOF++p9WjJyDXSOVDCsszS1iQr+FK1qNkf31ujC2Ccapgvjn1vIzhUfcmhTVb/QvCv9x5nrQquuY1AoJF3YvepTbO0lXeg92lQXsq9Ii8GjW382e15Q8y6EtejJqKmfssdjNmdq6cJ9TzVMFya9uJDtf9b0YyERXRl4v6m8Dk7uTH19BXvWzuHi6Z2cqNaFHuPoO9ZUF7LSJHkPbTGXNyRCkvdO6nev5Fp3ZzEY4OtlJdzT354BHW1RKWUkX9WyYEMpmXn1u2p4ucq5u49psJjqf59P0RiNURfTtDQNVNK5hQoXR1t0esjM07Fsexk7j1neqWwwwKLtOoZ0VNA1So5KAVdyDaw+oK/TRa+aojL4dbOWYZ0VDGovR6eH81cMbI7RNTqGDUiGq+MX9IT7yWkZKkOpkNwBU3IlQ1RZrde4ncc1S9z/2MdsXTGXE/vXUF5WhF9wJA+/8C1NojrVWa6stIitK0zl3btxvlHeamPUjWbso5+wc9UcTh9cQ3lpIb7BkUx89rt6DUTlZYXsXDXHJO3gZql+XT0DTIxRiXGH2L3mG5O81WX7jv5Pg41RUDU2rzUdm29Vf2wJgwH+3KNnQDsZnSIk3c7Ig7WH9XW66FVTXA6LdugZ1E5Ov7YydHq4lG5g+0nzeFHRTWSE+tQY1sN8ZYT5Sv9OzdYZjVFaHSzeqWdAtIy24TJsP36FolNxHB39GDlb9/0fe/cdFcW9twH8WURFBVus2ADbGmPshWJBERQFpQgkiqKCWLDHq2hENPaIimJEUVTssruAAmLDxBKiYA02BEuwYUHpnXn/8GXisru4JnFnBr+fczzvnZ05530ud9s8+ysfD/URRrMnoKbB30PBmtpboan9+80tnh44+kWXUaW0m57GiBim/LJohBAiHLvOcp3g0+jWENY89LwCYc3mLlQcXMBb1QT2c1BZGSUUrQ3/+x27PqeqAno+CO2b46XLwlpbpXFTxXWz+Oybdp9WwnNJW0tYT978ImF9BmfnKR+9yFev3nziNncc6jzm649fxCPDiv6bH5y5YO6k3vptmnb2SG+uI/znhPUORwghhBBCCCGEEEIETUC/wxFCCCGEEEIIIYR8HkypsGYxCBmNjCKEEEIIIYQQQgghGkNlFCGEEEIIIYQQQgjRGJqmRwghhBBCCCGEkC8eQ7vpaQyNjCKEEEIIIYQQQgghGkNlFCGEEEIIIYQQQgjRGJqmRwghhBBCCCGEkC8ew9BueppCI6MIIYQQQgghhBBCiMZQGUUIIYQQQgghhBBCNIam6RFCCCGEEEIIIeSLR7vpaQ6NjCKEEEIIIYQQQgghGkNlFCGEEEIIIYQQQgjRGJqmRwghhBBCCCGEkC8eU0q76WkKjYwihBBCCCGEEEIIIRpDZRQhhBBCCCGEEEII0RgRwzC0XDwhhBBCCCGEEEII0QgaGUUIIYQQQgghhBBCNIbKKEIIIYQQQgghhBCiMVRGEUIIIYQQQgghhBCNoTKKEEIIIYQQQgghhGgMlVGEEEIIIYQQQgghRGOojCKEEEIIIYQQQgghGkNlFCGEEEIIIYQQQgjRGCqjCCGEEEIIIYQQQojGUBlFCCGEEEIIIYQQQjSGyihCCCGEEEIIIYQQojFURhFCCCGEEEIIIZXQmzdvKjxfXFyMmzdvaigNIX+jMooQQgipwOXLl/Hbb78hIyOD6yiCFh0djcLCQvb4xYsXKC0tZY/z8vIQFBTERTTBu3PnDtcRKrX9+/dzHeGTfOzGEwASEhI0kKTy8fb2RnZ2NtcxCPkkZmZmcu8LNjY2eP78OXv87t07ODs7cxGNfOGojCKEEAGZOXOm4EuRgoIChIWFYf/+/Xj06BHXcVjbt2/Hxo0b2WOGYTBx4kSMHTsWnp6esLa2xv3797kL+An4WKDNnTsXWVlZ7LG1tTWePn3KHufk5GD9+vVcRFPqt99+4zqC2kaNGoXAwEC5co/vhFSg+fv7Y+LEiUhLS+M6ilqGDx+OmJgYpefy8/OxfPlyuLm5aTZUBQoKCj56DV8+K8LDw9XKS/5bfPxMA4CAgADk5eVxHeOjGIaRO37y5AmKi4srvIYQTaAyihDyRfP19UVOTg57HBkZidzcXPY4MzMTHh4eXERTKi0tDcOGDcOvv/7KdRS1rFq1Cj/99BN7XFhYCGdnZyxevBgbNmyAnZ0drl27xmHCvx0/fhzt2rVjj2NiYpCQkID9+/fjjz/+wDfffIOAgAAOEyoSUoFW/osu37/4enl5YfHixXLvD3y1ZcsWHDhwAC4uLry5af8YIRVox44dQ5UqVWBjY4OIiAiu43yUh4cH5s+fjzlz5sjdvCckJMDGxgbnz5/Hnj17OEwob8SIEbhx44bK87t27cLIkSM1F6gCfH/fKu/hw4cK06/i4uLg6uoKR0dHBAYGcpRMOSF9pgHv33s//M4oZCKRiOsI5AtEZRQh5It2+PBh5Ofns8c+Pj5yQ5kLCwtx4cIFLqIpdfDgQbi5uWHmzJlYtGgR72+UL168CBMTE/b42LFjePbsGU6cOIH4+HgMGTIEW7du5TDh3548eYL27duzx+fOnYOVlRW6d++OunXrYsqUKbh+/Tp3AZUQYoEmFKGhofjzzz9ha2uL+Ph4ruNUqH///oiKioKRkRHs7Oywd+9eriN9lJAKtMaNG2P79u1YsGABVqxYgenTp+PWrVu4e/eu3D++mDBhAqRSKR4/foxhw4YhJiYGy5cvx7hx49C/f39ERESge/fuXMdkmZqaYvTo0fDz80NRURH7+KNHj+Di4oJt27Zh+fLlHCaUl5OTg+zs7Ar/8cW6detw9uxZ9jg1NRWTJ09GtWrV0KVLF2zbtg27d+/mLmA5QvtME1o5SQjfaHMdgBBCuCS00RoikQju7u4wNzfHwoULYWNjA1dXV1SpUkXuurFjx3KUUN6zZ8/Qpk0b9vjixYuwsrJCs2bNALzPyZeRZ8XFxahWrRp7fO3aNYwbN449btSoEd6+fctFNJUqKtAAYMqUKZg5cyZX8QRNLBZDIpFg69atmDBhAkaPHo3JkydDW1v+q5Ouri5HCeXp6elh9erVGDBgAObMmYONGzcqvC9cvnyZo3SKygq0FStWwM7ODnPmzIGrqyvXsSpkb2+PJk2awN3dHadPnwbDMBCJROz/5dPUwzZt2uDIkSP44YcfMHv2bOjo6GDXrl3o1asX19EULF68GBYWFli0aBF+/fVXrFy5EleuXMGGDRtgYmKCzZs3o2HDhlzHZFlZWak8x7fnQmJiItzd3dnjY8eOwcDAADt37gQAtG/fHvv27ePNtE0hfqYJYUSRSCRCTk4Oqlevzj5Hy0pVALwqUMmXhcooQggRoNatW8PR0RFLlizB7t275W46RSIRb8ooLS0tuYLv+vXrmDp1Knusp6eHzMxMLqIpaNmyJeLj49GiRQs8e/YMjx49Qs+ePdnzL168QN26dbkLqITQCrTz589DT08PwPubtri4OCQlJQGA3HpSfKGtrY3p06eja9eumDRpktzUJr7ddALAzZs34e/vj1atWmHChAkKxRnfCK1A27VrF/z9/WFra4upU6cqZOWToqIibN68GadOnYK1tTXOnz+Pbdu2oWXLlmjSpAnX8RQYGxvj6NGjmDdvHpycnKCjo4OlS5fyZnrehzZt2oQ6depwHUMtb9++lfvf+9KlSzA3N2ePe/fujTVr1nARTSmhfaYB78vJjxVSXL+PMQwjV6IyDAM7Ozu5YyGUaqTy4fe3FEIIIQpev36NH3/8EVeuXGFHFfBV69atcfbsWYwfPx7379/H8+fP0bt3b/b8s2fP0KBBAw4T/m306NH46aefkJCQgBs3bqBLly5yo7r++OMPfP311xwmVCS0Am3BggVyxz4+PnLHfPwyfPLkSfj6+qJHjx6YMmUKLwuI4uJibN68GTt37sTo0aMxZ84cVK9enetYahFCgZaamor58+fj8ePHWLduHSwsLLiOVKE7d+7gf//7H3Jzc7Fjxw706dMHaWlp+PHHHzF8+HDMnz8fo0aN4jqmgqioKFy6dAmdO3fGrVu3kJCQgMGDB6NWrVpcR5PTrVs3fPXVV1zHUEudOnXw6tUrNG3aFKWlpUhMTMT48ePZ80VFRbwaES60zzQAmD59OvsjC1+FhIRwHYEQpfj3iU8IIRrm7++PGjVqAHj/xWzr1q3sFwu+7ZISFRWFZcuWoUOHDoiIiIC+vj7XkSrk7u6O2bNn49dff0VycjL69++PFi1asOd/++03dOrUicOEf3NycoKWlhbOnj2LHj16wMvLS+78y5cvYW9vz1E65YRUoPFpTR11ZGZmYunSpThz5gxmz54t9+s839jZ2SEnJwc7d+6UK3v5TEgFmq2tLczMzBAQEID69etzHeejRo0aBTs7OyxYsIAtcho3boygoCCEhoZi9erVOHnyJIKCgjhO+l5aWhoWLlyImzdv4scff4S9vT3u3r2L+fPnY/jw4Vi5ciWMjY25jilIvXr1wi+//IIlS5YgJiYGpaWlclM1k5OT2WnzfCCkz7Qyw4YN4305ycfpuYQAVEYRQr5wPXv2xMOHD9njrl27IjU1Ve6aHj16aDqWSosWLcLcuXN5v7ZKmcGDByMoKAhnz56FqampQu4aNWrg+++/5yidIkdHRzg6Oio95+vrq9kwahBigSYU1tbWaNq0KWQyGYyMjLiOU6Fvv/0WCxcu5N0IkooIqUDz9fXFiBEjuI6hti1btqB///5Kz40aNQomJib48ccfNZxKteHDh+Pbb7/FsWPH2CllZWu2BQQEwMPDAw4ODli6dCnHSQF9fX1oaQln/6dZs2ZhwoQJMDc3R5UqVbBo0SLUrFmTPR8REYE+ffpwmFCeOp9pDg4OHKVTxMfRvP/ErVu3sGnTJmzbto3rKOQLI2L4NDaTEEJIhR4+fIiGDRuiZs2aCl+IS0pKkJeXx5sFlYUmOjoaFhYW7HoVL168QKNGjdi/c15eHvbt28ebBdeFJjExEWvWrMHWrVsVnqNZWVmYOnUqFi1aBLFYzFFCeb/88gsmT54siBvPtLQ07N69G9OmTVP6t/3ll18wceJE3kyJBd4X60Ip0IT23FUHn9aIOXjwIL777juV52/evAlvb29ERUVpMFXlUVxcjOTkZNSrVw+NGzeWO3f37l00btwY9erV4yidvPDwcFhbW8utG8VnYrEYFy9e5P3IKOD9mo2///47qlatilGjRqFFixZISUmBn58fzp49CzMzM96MliRfDv5/wyKEkM8sOzsbpaWlCo+XlpbyboeR5ORkODg4oKCgQOFcQUEBHBwcEBsby0Ey5YKCgpCfn88eX7lyBYWFhexxdnY2b0YczZ07V24RbWtrazx9+pQ9zsnJwfr167mIplJ0dLTc3/PFixdyz+W8vDzefLnctWsX+vTpo7Qs1dPTg6mpKXbs2MFBMuWsra3xww8/KH0PyMrKwty5cxVGUXJl9+7dyM7OVvm3zcnJwa5duzhIptqMGTMQEBCg8u+7Zs0avH79moNkinbt2oXevXsL5rn7MSdPnoStrS3XMVgVFVHA+5F/YWFhGkpTMTs7O7X+8cWgQYOQlZUFsVisUEQB78sUvhRRAODt7c3LzSxUuXv3riCKqNDQUHh4eEAmkyEoKAhOTk6IiIiAi4sLGjRogMjISN58VyBfFpqmRwj5op06dQrr1q1DeHg4u25Umfz8fDg4OGD+/PkYOHAgRwnlHTx4EO7u7gpZAaBmzZrw8PDA/v37eZN3/fr1sLe3h46ODgDAw8MDERER7LpR+fn5OHz4MC8KqfIDhYUwcHju3Lm4cOEC+2XY2tpa7u9bVqDxYTTXjRs3Ksxhbm6O0NBQDSaqWHBwMJo0aaKygGjSpAl27NjBi6lD58+fr/A1NHLkSCxevBjz5s3TXKiPULdA40NmoT13AeDQoUPsKIixY8eic+fOiIuLw5o1a/Do0SNBTTvk0xSiQYMGcR3hkzx9+lTpj218JYTP3Q95e3t/9BqRSISVK1dqII1qISEh+OGHH+Du7o4TJ05g5syZOHjwoNzUWEK4QGUUIeSLJrRyJykpCUuWLFF5vmfPnti4caPmAn2EEAseIRHS3zctLa3CKVk1a9bEq1evNJioYpcuXcLPP/+s8vzQoUMxd+5cDSZS7cmTJxVuZtCkSRO5UX58IKQCTWjP3e3bt2PTpk1o164dHj58iDNnzmDy5MnYt28fxo4dC2dnZ9SpU4frmHLUmULEB+XXMCL/Pb5MH1VHZmamynMlJSWIi4tDYWEh52VUamoqhgwZAgCwtLSEtrY25s2bR0UU4RyVUYSQL5rQyp3MzEwUFxerPF9cXFzhlyNCuFK/fn08fPhQbjfFDz148IBX00WeP39e4fSLevXq4cWLFxpMpFr16tXx9OlTlYXU06dPebdTnZAKNKE9d6VSKX766SfY2dkhISEBY8aMwbVr13Dy5Em5xav5IjQ0FIsXL0adOnWQmZmJ0NBQLFiwAMuXL8fQoUMRGRmJ1q1bcx1TsM6fP8/uEKwKn0Z8jRs3DtraFd+i8mXa5pYtW5Q+fvr0aWzYsAHVqlXDtGnTNJxKUX5+Pvujq0gkQtWqVdGoUSOOUxFCZRQh5AsntHKnWbNmSExMVPnF/M8//6zwBo9U7MMv7QzDIC4uDklJSQAgqHUs+MjExASBgYHo16+fwjmGYRAYGAgTExMOkimnp6eHv/76S+W253/99RdvNgvo3LkzIiIi0LNnT6Xnw8PD8e2332o4VcWEVKAJ7bn7/Plzdoe0Hj16QFtbG9OnT+dlEQUIawrR2LFj1bouJCTkMydR34IFCyo8LxKJcOfOHQ2l+TgzMzNBbGygzJUrV+Dn54fbt29j9OjRmDRpEm9GIYaGhrLvASUlJZDJZAolurrPb0L+K1RGEUK+aEIrdywtLbFx40aYmpoq7Iz16tUr+Pv782phWqDiL0A5OTlcRlNQ/ku7j4+P3DEfpw8IpUCbMmUK7O3tMWrUKIwfPx5GRkYA3o8qCQ4OxqNHj7B69WqOU/6tR48e2LdvH4yNjZWeDwkJQffu3TWcSrkJEyZgwoQJ0NPTk9s17/Xr19ixYwfCwsKwc+dOjlPKE1KBJrTnbmFhoVyRV7VqVd7cECsjpClEly9fhr6+PgYMGPDR0Tt8IZTd3sq4u7sLKi/wfnOZdevW4fz58xgxYgTWr1/Pq+evvr4+jhw5wh43aNAAERERcteIRCIqo4jGiRg+LzBBCCGf2YYNG3D06FGEhoYqLXecnJxga2uL2bNnc5RQXnZ2NlxcXPDs2TPY2trC0NAQwPubomPHjqFp06Y4fPgwb0ZsqLvWFp92ABQSdbaS59Ov3n/++Se8vb2RnJzMFnsMw6BNmzZYuXIlb8oHALh9+zacnZ1hbm4Od3d3udfajh078Ouvv+LQoUPo2LEjx0nfO3ToEFasWIHi4mLo6upCJBIhKysL2tra8Pb2xvfff891RDl//PEHJkyYgHHjxikt0EJCQrBz506VZaCmCem5KxaL4eTkxE7L2b9/P2xtbRWmaqmz+LImiMViucKka9euOHr0qMppkVzasWMHZDIZ3r17BxsbGzg4OKBdu3Zcx1KpQ4cOcptc8J3Q8j5//hybNm3C0aNHMWDAAMyZM4emlBLyCaiMIoR80YRW7gDvR7v4+fnh+PHjyMjIAADUrl0b1tbWmD17Nq9/AScEAO7cuYNHjx6BYRgYGhqiQ4cOXEdS6uzZs1i4cCHevXsn93jdunWxfPlyXq2zArxfaPv48eN4/PgxGIaBgYEBhgwZwqtf6D8ktAINEMZz19XV9aPXiEQi3kwlE4vFmDVrFjuCdt26dZg4cSKvpxBdu3YNUqkUx48fh6GhIRwcHGBjY8Or7wqAYtHHd0LL27lzZ4hEIowePRrdunVTeR3fPisI4QsqowghXzyhljsMw+Dt27dgGAb169fn5RQyIXn48CGysrLkRjjExcXhl19+QV5eHiwsLDB58mQOExIu5Ofn4/z582zBY2hoCFNTU6U7cJJPJ7QCjfz31BlBKxKJcObMGQ2k+TR5eXmIiYnB/v37kZKSgvPnz/OqkPL29saiRYt4lakiZevICeX7jFBGJ69atUrp43p6ejAwMIClpSWqVaum4VSEUBlFCCEsKnf+e9euXcO7d+9gbm7OPhYeHo5NmzaxBc/ixYt58SVo2rRpaNeuHWbOnAng/Tomw4cPR48ePWBoaAipVIqZM2fCzc2N26AfEFKBFhAQoNZ1tHX6p4uPj1frOlXrM5GKCe25O2jQIEgkEl7t8FdZJSQkQCqVIiYmBm3btkVISAh0dHS4jiVYQnutCYWq0ZJZWVl4/PgxGjRogD179vBqjVTyZaAyihBCBMTV1fWjJZlIJMKePXs0lKhi7u7u6NWrFyZNmgQAuHfvHuzt7WFnZ4fWrVtj586dcHZ2xvTp0zlOCvTv3x8bN25E165dAQC//PILTpw4wS7yGRoain379iks+sklIRVoI0eOVHlOJBLh4cOHKCgo4PwX5DLh4eFqXVfRfy9NqejX+bL3C5FIhNu3b2sq0kcJqUAT2nNXaFOdxo4di4CAANSuXZvrKGpJS0tDWFgYwsLCkJ2dDVtbWzg4OKBNmzZcR1MgFovV+s7Al/cGob3WKoPs7Gz88MMPqFWrFvz8/LiOQ74wwtgGghBCPhOhlTsVrU+Sk5ODyMhIFBYWajBRxe7evcsWJQAQHR2Nb7/9FsuXLwcANGnSBJs3b+ZFGfX27Vu5qUGXLl2SG9HVu3dvrFmzhotoKiUmJsLd3Z09PnbsGAwMDNid09q3b499+/bxooxSVe7cuXMH69atw/379zFq1CjNhqrAihUrVJ4TiUTIzc1FSUkJL8ooVcVOXl4eQkJCsHfvXt4tBl3RukZ8K9CE9twVmsuXL6OoqIjrGGrx8PDApUuXYGpqinnz5vF+V72KRhpdv34de/fuRWlpqQYTVUxorzVfX1/MmzcPtWrVAgBERkZi4MCB7PpnmZmZmDt3LoKCgriMWSFdXV1MnTpV7rsaIZrC33dPQgjRAKGVOwsXLlR4rLi4GPv370dgYCAaN27Mqy8UGRkZcrsUXr58Gf369WOPO3XqhOfPn3MRTUGdOnXw6tUrNG3aFKWlpUhMTMT48ePZ80VFReDbYGIhFmhlUlNT4e/vj+PHj2Pw4MGIjIyEgYEB17FYqgqely9fIiAgADKZDCYmJhpOpVz5XdJKS0shlUoREBAALS0t+Pj4wM7OjqN0ygmxQCvD9+cuAJw/f17heVEeLar86c6fP4+GDRvi+fPn2LJlC7Zs2aL0urCwMA0nU87CwkLhsQcPHsDPzw9nz56FjY0NZsyYwUEy9fD9tXb48GFMnz6dLaN8fHzQuXNntowqLCzEhQsXuIyolnr16ils1EGIJlAZRQj5ogmt3Cnv6NGj2LRpE/Lz8+Hl5QVnZ2de/UrboEEDPHnyBE2bNkVhYSFu374t98U3JycHVatW5TDh33r16oVffvkFS5YsQUxMDEpLS9GrVy/2fHJyMpo1a8ZhQkVCLNDS09OxZcsWHD58GN27d8fBgwfl1rziq+zsbAQFBSEkJARt27bFjh070KdPH65jKTh58iTWr1+Pt2/fYtKkSXB1deXFmmzlCbFAE9Jzd8GCBRWe58Oiyh9KTk7Gq1evKrxGncWiPzchr1WUlpaGzZs3Izw8HGZmZggPD0e7du24jqWUUF5r5T9f+fZ5q67r16+jZcuWXMcgXyD+3LEQQggP8L3cKXPu3Dn4+fnhyZMnmDBhAsaPH8/+Escn/fr1g5+fH3744QecPn0aOjo66N69O3v+3r17vBn9MHv2bEyYMAHm5uaoUqUKFi1aJPc3jYiI4F35IKQCLTc3F8HBwdi1axdatWqFwMBAmJmZcR3ro4qKirBv3z4EBgaibt26WLVqFYYMGcJ1LAWXL1/GunXrkJSUhLFjx8LDw+OjI2P4gu8FmhCfu0JaMwoA3NzclN7Ii0QiMAzDm/JMiGVUVlYWAgMDsW/fPnTo0AG7d+9Gjx49uI6llBBfa0Jw9+5dpY9nZ2cjMTER27ZtE+Rzmwgf/+6wCCGEA0Ipd27evImff/4ZN27cgIuLC3bt2oX69etzHUulmTNnYvr06RgzZgxq1qyJNWvWyN1kSqVS3nzRbN68OaKjo5GcnIx69eqhcePGcudnzJjBu+3mhVSgDR48GDk5ORgzZgyGDx8OQPkXZD6MfgDe/8JdtvNjcXEx5syZA0dHR1SpUoXraAo8PDwQFxcHe3t7bNmyBQ0bNuQ6klqEUqAJ7bkrxJ1gjxw5wuvPMqEKCgrCjh070KBBA/j5+SmdtscnQnutCcXIkSPZYre8evXqYfz48fj+++85SEa+dLSbHiHki1a+3Jk8eTKvvxCLxWLo6OjAyckJzZs3V3nd2LFjNZjq47KyslCzZk2FG/l3796hVq1avJmqV5GUlBRIJBLMnz+f6yhyiouLVRZod+/eRZMmTVC3bl1uwn3gw5uH8l+K+Tb6AQBsbGyQmpqKMWPGYNy4cahRo4bS63R1dTWcTJFYLIa2tjZq1KhRYRFx+fJlDaaq2IcF2vTp03ldoAntuSu03fSElLfspv5j+LJmVNl3BmNj4wqL9IoWOtckIb7WnJyc2M+H/fv3w9bWli3V8/LyEBoaynnep0+fKn1cV1cXderU0XAaQv5GZRQh5IsmtHJn4MCBH71GJBLhzJkzGkjz7zAMg3PnzkEqlWLTpk1cx1EqNzcXUVFRkEqluH79Otq0aYPIyEiuY6mNTwWaqi/D5fFlWmH5m6Ly+HRTpO6NL5/WYBJSgSa05663tzcWLVqkdlG6fft2uLi4oHbt2p85mXJCKqPULW34MuVpwYIFapVnq1at0kCajxPaa62iXUE/tHfv3s+chBBhojKKEPJFq0zljlCkpqZCKpUiLCwM6enpMDExwbZt27iOJefKlSuQSCSIiYlBfn4+3Nzc4OjoiNatW3Md7aOEXKAlJSXxZkFddUuQD9foIuoTYoFWWXXr1g0RERGcrd/n6uqKLVu2qF2GRUZGYuDAgbycSk8IH6navbS8nj17fuYkhMijMooQQshnV1hYiJiYGEgkEly9ehUlJSWYP38+HB0deTHNCQDevHkDmUwGqVSK7OxsDBs2DMOHD4eLiwsiIiLQpk0briNWSKgFWnZ2NqKiohAaGopbt27xYqSR0Ny8eRMdO3ZUOQ2nsLAQp0+fhrW1tYaTVQ5BQUFwdXWFjo4OgPevtU6dOrHr32VnZ2PdunXw9fXlMOU/17VrVxw9epQ3m0l8DNflWUXu3r0LR0dHJCYmch1FbW/evOHNqLTK/lrjSkVrbJWNnBOJRLh9+7amIhECANDiOgAhhPBZZmYm9u3bx3UMloeHB7Kystjj7du3IzMzkz1++/Ytr244ExMT4evrC1NTU+zZswcWFhb49ddfoaWlBTMzM94UUQBgbm6OpKQkLFq0COfOnYO3tzc6derEdawKvXnzBkFBQRgyZAhmzpyJ2rVrIyQkBFpaWnBwcOB1ERUfH4/58+ejb9++CA4ORp8+fXD48GGuY7Gio6NRWFjIHr948QKlpaXscV5eHoKCgriIpsDZ2Rnv3r1jj7t164bU1FT2ODMzE3PnzuUgmWo3b95ESUmJyvOFhYWIjo7WYCLV1q9fj5ycHPbYw8MDaWlp7HF+fj6vnruVHd9/Ry8uLuY6Aqtz585IT09njydNmoSXL1+yx69fv+bNJiKA8F5rAQEBav3jWnx8vNJ/586dw8SJE1GtWjUYGRlxHZN8gWg3PUIIUSIuLg4SiQSnTp1CjRo1MGbMGK4jAQAuXLggd4McGBiIoUOHstMbSkpK8PDhQ67iKXBycsKYMWNw+PBh3n/R0dfXx5UrV6Cvrw99fX1eFzllzM3NYWVlhUWLFsHU1BRaWvz+jenVq1cICwuDRCJBdnY2hg4disLCQmzZsoV3I8/mzp2LCxcusCMGrK2t5UZj5OTkYP369fDw8OAyJgDFm3NlN+t8u4F3dnaW+/uWH+1SVqDxoVxX5+9LSBk+7WZYUFAg93yNj49HQUGB3DV8ej4L7bUWEBCARo0a4auvvlKZVSQScb6GWPldSktLSyGVShEQEAAtLS34+PjQlGjCCSqjCCHk/z1//hxSqRQymQzPnz+HtbU1AgICYGxszHU0ltC+qBkbG0MikeDNmzcYMWIE+vbty6sv6h+KiYlhp7o5OjrC0NAQtra2APh1c/EhIRVokydPRnx8PAYMGICFCxeib9++qFKlCg4dOsR1NKWE9lr7GL49h4VYoBFSGfHtvUFI+vXrhz/++APffPMNHBwcYG5uzvsfhU6ePIn169fj7du3mDRpElxdXdlpkIRoGpVRhJAvWlFREU6fPg2JRIKEhAT07dsX//vf/zB37lxMmTKFd6M1hGbnzp1syefr64uCggIMHToUAD+/AHfv3h3du3fHjz/+iKioKMhkMpSUlMDX1xc2NjawsLBA/fr1uY7JElKBdu7cObi6uuK7776DgYEB13GIAPDtOUxIdnb2vzpPKpft27cjLS0N4eHhWLt2LZYsWYIRI0bAwcGBd6PBL1++jHXr1iEpKQljx46Fh4eHwogpQjSNyihCyBetX79+MDIygq2tLdavX486deoAAO/WVykjEokEd4PWtGlTeHl5wcvLCxcvXoRMJkOVKlUwdepUWFlZwcrKCh07duQ6ppxatWrByckJTk5OSElJgUQiwcaNG7F06VLcunWL63hyhFKgHThwABKJBPb29mjdujVGjBjBiylYlUVycjJevXrFHj948IBde+Xt27dcxao0QkND2d3bSkpKIJPJUK9ePQCQW+NGiHr06IHq1atzHUMQevToUeFnMMMwvPqMLv+dgU/ZVBHaa61x48bw9PSEp6cn4uPjIZPJ4OjoiHbt2mH37t3sYuxc8vDwQFxcHOzt7bFlyxY0bNiQ60iEAKAyihDyhSspKWG/rKnaiYpPGIbBggUL2CHVhYWF8PX1RY0aNdhjPjM1NYWpqSkyMjJw9OhRSKVSBAUF8XoHtdatW2P+/PmYM2cOzp49y3UclfheoHXp0gVdunTBwoULER0dDalUitWrV6O0tBQXL15EkyZNeLWgPQCcP3+e/eWYYRjExcUhKSkJAOQ2EuADNzc3uWltnp6eAN7ffPLtBrmMUAo0fX19HDlyhD1u0KABIiIi5K5p2rSppmOpFB0dDQsLC/Zz4sWLF2jUqBE7fSgvLw/79u1j1zvjy0L86mrWrBm0tbm5hQkJCeHk/+8/xTAMrKys2Nd/bm4u7Ozs2OcC36bCCu21Vl6nTp3w9OlTJCcn486dO7xZzP78+fPQ1tbG8ePHERMTo/K6y5cvazAVIYCI4du7ECGEaFBBQQFOnDgBiUSCGzduoF+/frC1tcXs2bMRHh7Ou2l63t7eal23atWqz5zkv3Pr1i1ejIxSd3oF3wqTihQVFeHs2bOwtLTkOopSDx48gEQiwdGjR5GZmQkTExMEBgZyHQtAxVthlxGJRLwoUp8+farWdc2aNfvMSdQnFovZoqy8Dws0Pvx9haZDhw4VLg7/+vVr9O3bl9d/24KCAkRHRyM3NxempqaCndq7fft2uLi4sJuMaFpYWJha19Hi1f/OtWvXIJVKcfz4cRgYGMDe3h42Njac/e9eHj0PCF9RGUUIIf/vr7/+glQqRXh4ONLS0jBs2DDY29ujT58+ghg1xUd3795V6zp1bvw/t7KbY1X4eHMspAJtzZo1cHR0VLrIeklJCc6ePQuJRMKbMop8XkIs0IRCLBbj4sWLbBnVtWtXHD16lLdl1KpVq1BcXIzFixcDeD/C18nJCcnJydDR0UFJSQmCg4PRtWtXjpN+uvJFIKlcgoKCEBYWhrdv38LGxgb29va8+D5DiFBQGUUIIeWUlpbi/PnzkEqliI2NRa1atXDp0iWuYwlS+dEPZWXPhx89fCl4PhyezjAMJk2ahOXLl6Nx48Zy1/Xq1UvT0VQSUoFmaWmJ1NRUdO7cGY6OjrC2tmbXBSH/zpkzZ5Q+rqenBwMDAzRq1EjDiSoXVSNNy/6+lpaWvNqNSmhl1PDhwzF79mwMGjQIACCVSrFmzRqEhYVBX18fCxcuxJs3b7B9+3aOk3668n97UrHw8HC1rhs5cuRnzaEusVgMfX19DBgwAFWrVlV5nbqj2j+XmzdvomPHjip/WC0sLMTp06dpHUeicbRmFCGElKOlpYX+/fujf//+SE9PV1ivgEsjR45UWj7o6urC0NAQY8eO5dXUwg9vkhmGgY2NDbZv3w59fX0OUylXvmTS0tJCly5deH0T8eH6JRUVaHxw8uRJxMfHQyqVYsWKFVixYgWGDBmCUaNGoVu3blzHU6BqbZiyAoJPozSmTZum8pxIJIK1tTWWL1/Ori3HB0Iq0G7fvq308aysLDx+/Bj+/v7Ys2cPL9/XhODZs2dyn1sXL16ElZUVOyqubOcv8unKCr6PUfV61LQFCxagZs2a0NbWVrmelUgk4k0Z1bNnTwDA/fv3VV7Dh/X6nJ2dK5y6m5mZiblz51IZRTSOyihCCKlATk4Ozp8/j/Hjx3MdBQBgYWGh9PHMzEzcvn0bI0eOxJ49e9C9e3cNJ1NO2RSbJk2a0NSb/4jQCrSePXuiZ8+e8PHxQXR0NGQyGb7//nsYGhrCwcEBI0eORIMGDbiOCQDYvXu30sezsrKQlZWFrl27YuvWrahbt65GcymjajpsVlYWEhMTsWzZMmzduhVz5szRcDLVhFSg7d27V+W57Oxs/PDDD/Dz84Ofn58GU1VMSIvva2lpyRUP169fx9SpU9ljPT09ZGZmchFN8J4+fQp9fX3Y2NjwYlfVj2ndujVev34NW1tbODg48H7KW0XvDXxSvthTVvTRZCnCBSqjCCGkAjk5OYiLi+M6BsvLy6vC8xs2bMCmTZuwZ88eDSUi5NPVrFkTjo6OcHR0xOPHjyGTyRAUFISNGzciMTGR63gAgNjYWJXnUlNTMW/ePGzcuBG+vr6aC/WJ9PT0YGxsDG9vb6xcuZJXZZQQCzRldHV1MXXqVMycOZPrKHIWLFggd+zj4yN3zIfRGmVat26Ns2fPYvz48bh//z6eP3+O3r17s+efPXvGm5JaaDZs2ACpVIpdu3ahX79+cHBwQP/+/dnd9PgmKioKN27cgFQqxZgxY9CyZUs4OjrC1taWF2sflrd27VrMnj27wil6QsGn9wTy5eDnOxEhhJB/ZPjw4eyv34TwXW5uLhISEnD58mVkZGTwdkRXeS1atMDcuXNx8eJFrqOoxcjICGlpaVzHUMuHBdrJkye5jqOWevXq4d27d1zHYN29e/ej//iyXhQAuLu7w8/PD+PGjYObmxv69+8v917w22+/oVOnThwmFK6hQ4dix44dOHXqFDp27IhVq1ahf//+WLduHR49esR1PKU6d+6MZcuW4cKFCxg7diyOHz8OMzMzzJ07F4WFhVzHk3PixAnY29vz6vVEiJDQyChCCKlEtLS0UFpaynUMQSo/6qywsBC+vr4K04QCAgI0GatSSkhIgFQqxYkTJ8AwDIYMGYIffviBN9NL1dG0aVO8fv2a6xhqSU1N5dUaTOoQUoF2/fp1tGzZkusYgjV48GAEBQXh7NmzMDU1haurq9z5GjVq4Pvvv+conbzw8HBYW1urvWB9jx49UL169c+c6uMaN26MKVOmYMqUKbh8+TI2b96MnTt34o8//kCdOnW4jqeUjo4ORo4ciWbNmmHTpk2Ijo6Gj48PrzYLiIyMxNq1a+Hs7IzJkydj8uTJvB11lpycjFevXrHHDx48QE5ODgDg7du3XMUiXzgqowghpBI5deoUrxYwL7/gekFBAaZMmaIwpD0sLEzT0RSUra9SxtbWlqMk6hNSgfby5UuEh4dDJpPh0aNH6NKlC7y9vWFtbY1atWpxHe+TJSUlCWLB6jt37mDt2rXo378/11E+CZ8KNFVTCrOzs5GYmIht27Z9dAq1JiUmJmLNmjXYunWrwtSmrKwsTJ06FYsWLeLVejzGxsYwNjZWeo5Pf1tvb2/07duXXQj6Y4KCgj5zIvUVFBQgJiYGUqkUN2/exJAhQ3ixJpsyaWlpCAsLg0wmQ25uLmxtbeHr68u74qxGjRpYsmQJrKyssGjRIpw9exaTJk1SKKTUXUj+c3Jzc5NbF8rT0xMA2B2PaZoe4QKVUYSQL5qq3enK5OXlaTDNx6na4SsrKwu3bt3Cb7/9xqsvv+UXXOfDFzJVVG3fzmdCKtAGDBiAunXrYsSIEXB0dETr1q25jlSh7OxspY+XvdZWr17Nqx2dlL2P5ebmoqSkBCYmJpgxYwYHyf4ZvhVoZZ8Tyhb4rVevHsaPH8+bkTsAsGvXLvTp00fpGjt6enowNTXFjh07sG7dOg7SKQoKCoKrqyt0dHQAAFeuXEGnTp3YETDZ2dlYt24dL9ZnE+Iizzdu3IBEIsHx48fRokULODg4YPPmzbwrdgCwG1vEx8fDzMwM8+fPx4ABA1ClShWuo1WoT58+WLhwIaZPn47p06fLnROJRJxP4+PLbomElCdihPiuSggh/xF1R4zw5ZfZgQMHKn1cV1cXhoaGcHNz49WW80JSUlKC+/fvw8DAgL0pKpOXl4fHjx+jXbt2vB2Cz3cnT57EwIEDoa0tjN/BxGKxyqJaJBLB0dERP/74Iy+mjKgaWVj2vsCn0ZJl1CnQ/P39ebFo8dOnT5U+rqury8sbegsLCwQEBKgc+XTv3j1MnTqVNzeoHTp0qHDb+devX6Nv376c39AD798Xfv/9d0HsTAcAw4YNw5s3bzB8+HA4OjryajScMmKxmN39r6LRZ2PHjtVgqorl5+dj3bp1OHz4MDw9PTFlyhTelWcBAQGYOHEib0fCkS8XlVGEEEI+m4KCAly4cAG9e/dWuKnMzs7GpUuX0LdvX17c0MtkMuzbtw+hoaEKXySLi4vh5OSEcePGYcSIERwlVCTEAi0uLg6nTp3C06dPIRKJ0Lx5c1hZWaFnz55cR5Nz+fJlpY/r6uqiVatWgpxayCdCLNCEolOnToiOjla5IUBqaiqGDRuGmzdvajiZcmKxGBcvXmTLh65du+Lo0aO8LaPatm370VKdD1PPgfd5a9SoAW1t7QpHgat6v9M0VT+4fUgkEvGmSL169SoWLFiAatWqYfXq1fjmm2+4jqRU+cKXEL4Qxs+ThBDCgezsbBw9ehQSiQQymYzrOEqlp6ejWrVqvBg9oMyhQ4cQGxurdHqerq4u9u7di+fPn2PMmDEcpJMnkUgwceJEpb9oamtrw93dHfv37+dVGRUREcEWaOVVrVoVCxcu5FWB5uPjgyNHjqBOnTowMDAAwzC4du0a9u/fj++//x6LFy/mOiKrV69eXEf4ZGlpaThx4gQePXqEqlWrwtDQEEOHDuXl6B07OzuuI3yy48ePIyoqiv37GhgYwN7eHn379uU6mpz69evj4cOHKsuoBw8eoF69ehpOVXmYmZkJpowW2vTz2NhYriN8krFjx8LV1RWzZ89W+qNaaWkpfvvtN5ibm3OQ7m809oTwFZVRhBBSzh9//AGpVIpTp05BV1cXgwcP5jqSnMzMTGzYsAHR0dHIzMwE8P7mw97eHlOnTuXVMOxjx45h6tSpKs+PGzcOW7Zs4UUZ9fDhQ3Tu3Fnl+U6dOiElJUWDiT5OSAXaqVOnIJPJsHLlStjZ2bG/0peWlkImk8HX1xcmJia8W1fs5s2bcgWEoaEhRowYwbuRO/v378fq1atRVFTEltPZ2dlYvXo1li9fjuHDh4NhGNy5cwdff/01x2n/JoQCrbS0FHPmzEFMTAwMDAxgZGQEALh9+zZiYmLg5OSEpUuX4u3bt0hISOD8M8PExASBgYHo16+fwjmGYRAYGAgTExMOklUO7u7ughlhYmVlhZo1a3IdQ2379+/H6NGjuY6htl27dikd1fv48WNIpVLIZDK8ffsWt27d4iCdPFqgnPARlVGEEIL3N0QymQwymQyZmZnIzMyEn58fhg4dyqsP8Hfv3sHZ2RkvX76EjY0Ne1OUkpKCffv24eLFizh48CDu3buH69evc76uwuPHjytco6J9+/Z4/PixBhOplpeXp3LRagDIyclBfn6+BhN9nJAKNKlUivHjx8Pe3l7ucS0tLTg6OuLhw4eQSCS8KqPWrl2L4OBg1KxZkx1lcvHiRezcuROzZs3CpEmTUFBQgGvXrqFPnz6c5fz111+xYsUKjBs3DuPHj2d3oXv58iV27tyJBQsWoEmTJjh48CAMDQ15U0YJpUALCQlBXFwctm7dqjDC4cyZM1i4cCFatmyJsLAwXhS/U6ZMgb29PUaNGoXx48eznxMPHjxAcHAwHj16hNWrV3OcUl5oaChbmpSUlEAmk7Gjt8q2n+cDPn0fUIetrS1Wr16NHj16cB1FLf7+/oiNjcXKlSvRuHFjruN81IdFVH5+PmJiYhAaGoqrV6+iR48emDZtGufldBkrK6uPPn/5Ml2TfDmojCKEfNFOnDgBiUSChIQE9O3bF/Pnz0e/fv3QtWtXtGvXjndfPLds2YJq1arh1KlTaNCggdy5GTNmYMKECZg3bx4uXryIH3/8kaOUfysuLkZ6ejr09fWVnk9PT0dxcbGGUynXqlUrXLt2TWV5duXKFbRq1UrDqSompALt9u3bFY6Ss7S0VNiFiEthYWHYt28ffvzxRzg7O6Nq1aoAgKKiIhw8eBB+fn5o3rw5Dh48CGNjY07LqJ07d8LDwwOzZ8+We7xRo0bw9vaGjo4OJkyYgAYNGmDOnDkcpZQnpAJNKpVi3rx5SqfaDBo0CD/88AN8fHxgamqKcePGcZBQXsuWLbFr1y54e3tjzpw57OcYwzBo06YNgoODefVepq+vjyNHjrDHDRo0QEREhNw1TZs21XQspYQ23cnS0hJubm4VTiXjk2PHjmHx4sWwsbHBokWLeFHufszNmzchkUgQFRWFli1bwsbGBteuXcOSJUt4NYJ2+vTpCjvwEsI5hhBCvmAdOnRg1q9fz2RlZck9/vXXXzP379/nKJVq5ubmzLlz51Se/+2335j27dszmzdv1mAq1UaNGsVs27ZN5fnAwEBm1KhRGkyk2vbt25levXoxd+7cUTh3584dplevXsz27ds5SKaara0tc+DAAZXn9+3bx9ja2mowkWrffPMN8+LFC5XnX7x4wXTq1EmDiSrm4ODA7Nq1S+X54OBgRiwWM3Z2dsy7d+80F0yJrl27MikpKSrPp6SkMO3bt2eePn2qwVQVGzNmDLN+/XqV59evX8906tSJMTc3Z548eaLBZIo6depU4d/uyZMnjFgsZgoKCjSYSj23b99moqOjmaioKOb27dtcxxG8J0+eMKWlpVzH+CTXrl1jhg4dygwbNoy5desW13HUIpVKmZ49ezJeXl5MYmIic+fOHbl/fDF8+HDG3Nyc8fPzY5KSktjH+fYdsn379szr16+5jkGIAhoZRQj5ojk6OmL//v24dOkSRowYAWtra16tVVLey5cv0bZtW5Xny3ZO8/Ly0mAq1RwcHLB69Wq0bdtWYVRBbGwsAgMDsWDBAo7SyXNzc8O5c+fg4OAAY2NjuaktcXFx6NatG9zc3LgNWc7w4cOxceNGdO3aVWFE1927d7Fp0ya4u7tzlE5eUVERO7pImSpVqqCoqEiDiSqWnJxc4ZRBCwsLrFmzBrt370bt2rU1mExRaWlphX/bqlWrQkdHR+UIRS7cunULS5cuVXl+xIgR2LZtG/bt28d5bh0dHWRmZqrMkZ2dDV1dXV6OOunQoQM6dOjAdYxKIyQkRK3rvL29P3MS9XXp0gXh4eHYsGEDXFxcYGJiorAbYEBAAEfplLO3t0eTJk3g7u6O06dPg2EYiEQi9v/yYWdF4P1UeWtra/Tu3ZtXo6DK49sof0LKUBlFCPmiLVu2DAsXLsTx48chlUqxcuVKmJmZgWEYlJaWch1PQb169fDkyRM0adJE6fknT56gfv36Gk6lmrOzM+Lj4zFlyhQYGRnB0NAQwPuC59GjRxg6dCicnZ05Tvle1apVERwcjN27dyMyMhIJCQlgGAYGBgaYNWsWxo0bV+ENPxeEVqBt3LhR5QL7eXl5Gk5TMS0tLRQWFqo8X1RUhJo1a3JeRAFAmzZtcObMGZX/W58+fZp3N0pCKtC6dOmCgwcPqizP9u/fjy5dumg2VAXULRb48qPFtWvX8O7dO7kfLMLDw7Fp0ybk5eXBwsICixcv5kXZd/v27Y9ew8cb/8LCQqSnp0MkEkFPT0+hjOKbXbt2wd/fH7a2tpg6darSTTr44MyZM+wGHPn5+Rg+fDhsbGx49xxgBDa9lHw5RAw9OwkhhPXo0SNIpVKEh4cjNzcXAwYMgJWVFSwtLbmOBuD9r62pqakIDg5W+GJeWFiIiRMnonnz5rzbzjk6OhqRkZF4/PgxW/AMHz4c1tbWXEf7JDExMRgyZAjXMeQUFRWxBVr5v++4ceN4cQMHAK6urmpdt3fv3s+cRD2urq7o3r07Zs2apfT8hg0bcPXqVV7kDQsLg6+vL/73v//B2dmZvdEsLi7G4cOHsXbtWixZskRh8XguOTo6Yvjw4SoLtF27diEqKgoSiUSzwZS4evUqxo4di0GDBmHixIkwMjICwzBISUlBcHAwYmNjsWfPHnTv3p3rqACAkSNHqjwnEonw8OFDFBQU8GZ0ibu7O3r16oVJkyYBAO7duwd7e3vY2dmhdevW2LlzJ5ydnXm1ppyQXLx4EQsXLkTDhg2xZs0atG7dmutIKqWmpmL+/Pl4/Pgxli5dCgsLC64jqS0uLo7dibmgoAATJkzAqFGj2B/hCCGKqIwihBAlSktL8dtvvyE0NBTnzp1DYmIi15EAAC9evICDgwOqVauG77//nr0pevDgAQ4cOIDCwkJIJBJejCZQR0FBAfbt24eJEydyHQXA+5v3Bw8esFvMlzl9+jQ2bdqEBw8e8Oa5oC4+FmhCcPbsWUybNg1ubm7s4t8A8OrVKwQHByMkJASbN2/GwIEDOU763po1a7Br1y7UqlULLVu2BMMwSE1NRW5uLlxdXbFw4UKuI8oRWoF26tQpLF68GBkZGXKP165dG8uWLYOVlRVHydR3584drFu3DpcuXYK9vT2WLVvGdSQAgJmZGbZu3YpOnToBeF/0Xr58GQcPHgQAHD9+HJs3b0Z0dDSXMQXJx8cHYWFh8PT0xJQpU3g7wqhM165d0bdvX/j6+qoc5Z2UlIR27dppOJn6srKycPToUUilUty+fRtt27bFsWPHuI5FCC9RGUUIIQDevn3LbiP9/PlzHDlyBPn5+Rg4cCCMjIzw1VdfcZzwb6mpqVi6dCkuXrzIDr0WiUQwMTGBj48Pr3ZJAt7vmHfjxg1UrVoVxsbG7NpABw4cwPbt21FcXIxLly5xHRNJSUmYPHkynj9/DuD9Llm+vr6YNWsW7t+/j1GjRmHMmDEqp0hypbIUaCkpKZBIJJg/fz7XUVh79+7FmjVrUFJSwu5ClJWVhSpVquCHH37g1RRIALh+/To7Qg54v0Pk8OHDeTWF7ENCK9Dy8vJw4cIFPHr0CABgYGAAMzMzlVNP+SI1NRX+/v44fvw4Bg8ejFmzZsHAwIDrWKxOnTrh5MmT7I553333Hfr164cpU6YAeD/9vGyHMj7Izc1FUFAQTp06hadPnwIAmjdvDisrK0ycOJFXz4fhw4djzZo16Nixo8I5hmFw7tw5SKVSbNq0iYN0iiIiIpTuoJednY2oqCiEhobi1q1bvBnVB7x/fv7+++8oKipCr1695Nb1vHPnDqRSKS92NyaEj6iMIoR80e7du4cpU6bg+fPnaNWqFTZs2AB3d3fk5uZCS0sLeXl52LRpEy+HimdkZLA3nS1btkTdunW5DaREQkICJk+ejOzsbIhEInzzzTdYtWoVpk2bhipVqsDV1RV2dnbQ0dHhOiomTZqEwsJCjBs3DpGRkYiKioKhoSEcHR0xevRoXmQsT6gFWpnc3FxERUVBKpXi+vXraNOmDSIjI7mOJefFixeIiYmRKyCsrKx4s9W80AmtQBOS9PR0bNmyBYcPH0b37t0xd+5cfPvtt1zHUmBubo61a9eiZ8+eKCwsRM+ePREYGAhjY2MA7z+nXV1dcfnyZY6Tvp8O7+Ligvv376Nfv35yUzbPnz+Pjh07Yt++fbxZX7CwsFBhqnZqaiqkUinCwsKQnp4OExMTbNu2jaOEFYuPj4dEIsHJkyfRqFEjDB48GJaWlrx5Hv/xxx+YPHky8vPzAQDa2tpYsWKF0kKNEKKEJrfuI4QQvpk4cSLj6enJJCQkMIsXL2b69u3LeHt7MyUlJUxJSQnj6+vLjBo1iuuYaistLeXV9r1jxoxh5syZw9y7d49ZvXo10759e8bS0pI5fvw419EU9OnTh936PDMzk2nfvj0TFhbGbaiP8PDwYMaNG8fExsYyc+bMYdq3b88MGTKE2bFjB5OXl8d1PJUSEhKYBQsWMF26dGHEYjGzevVqJjk5metYgrV9+3a5/70TEhKYgoIC9jgrK4tZsmQJB8kqB3d3dyYzM5M93rZtG5ORkcEep6enM0OHDuUimlI5OTnM5s2bmW7dujF2dnbM+fPnuY5UIR8fH8bZ2ZmJj49nVq1axfTq1Uvu+RsREcHY29tzmPBvu3fvZkxMTJiUlBSFc8nJyYyJiQkTEhLCQbKKFRQUMBEREYyrqyvTsWNHRiwWM7t27WKysrK4jqbg5cuXzLZt25jBgwczxsbGzLJly5ivv/6auX//PtfRFLi4uDBTpkxh0tLSmHfv3jG+vr6Mqakp17EIEQwqowghX7RevXoxd+7cYRiGYbKzs5n27dszf/75J3s+OTmZ6d69O1fxFHz77bfMmzdv2GMPDw8mLS2NPX716hUjFou5iKZUr1692C+QeXl5jFgsZk6dOsVxKuXat28vV+R16dKFefjwIXeB1CCkAu3169fM9u3bGSsrK8bU1JRZuXIlc/PmTd7eZCxZsoTJzs5mj48dO8bk5OSwxxkZGYy7uzsX0RSIxWK5527Xrl2Zv/76iz3m2/sCwwirQBPa39fExITp3Lkz8/PPPzN37txR+Y8v3rx5w3z//fdM+/btma5duzInT56UOz927Fhm/fr1HKWTN3r0aGbfvn0qz4eEhDCjR4/WYKKK/fnnn8ySJUuYHj16MPb29syePXuYV69e8fZ919PTk+nWrRszZ84c5uzZs0xxcTHDMAxv83bv3l0uV25uLtOhQwcmPT2dw1SECAe/9/UkhJDPLCMjAw0bNgQA1KpVCzVq1ECdOnXY83Xq1EFOTg5X8RQUFBTIbdEbHx+PgoICuWsYHs2+zsjIYNfi0tHRgY6ODm8XHhWJRMjJyUH16tXBMAxEIhHy8/ORnZ0td52uri5HCRW9ffsWjRo1AgDo6emhRo0avJ3eZG5uDisrKyxatAimpqbQ0tLiOlKFDh8+jOnTp6NWrVoA3i8E3LlzZ9SsWRPA++kvFy5c4DIiq/xrnk/vAaqsX78e9vb27PRXDw8PREREoEWLFgCA/Px8HD58GL6+vhymfE9of983b94AAHbs2IGdO3fK5RWJROz7G1/W3alfvz7279+PrKws1KxZU2GRbX9/f/Z1yLXk5GT06tVL5fnevXtjy5YtGkxUMScnJ4wZMwaHDx+GkZER13E+6ty5c3B1dcV3333Hq3XNVMnOzma/4wBAjRo1UL16dYXHCSHKURlFCPniiUQiriP8p/j23yc5ORmvXr1ijx8+fIjc3Fy5a8RisaZjKWAYRm5HLIZhYGdnJ3fMpxs4QFgFmr6+Pq5cuQJ9fX3o6+vzentxQHgFhNDQ3/fzOXPmDNcR/pGyTQI+xDAMbty4wZtFtrOysipcn7Fu3boK779cMjY2hkQiwZs3bzBixAj07duXd98RPnTgwAFIJBLY29ujdevWGDFiBKytrbmOVaHz58/LPXcZhkFcXBySkpLYxwYNGsRFNEJ4j8ooQsgXb8GCBewCn4WFhfD19WV3wyksLOQyWqXg5uYmd6Pp6ekJgH+/0IeEhHAd4ZMJqUCLiYnBlStXIJFI4OjoCENDQ9ja2gLgX4FKyIdEIpGgnqPNmjX76DUf3ijzkbJFtvmgtLRUYeTWh7S0tFBSUqLBRBXbuXMnnj9/DqlUCl9fXxQUFGDo0KEA+Pm+26VLF3Tp0gULFy5EdHQ0pFIpVq9ejdLSUly8eBFNmjThxY8rH1qwYIHCYz4+Pux/5stnMCF8RGUUIeSL9uGNOwD25vhDI0eO1FCajyt/U8THL5MfEtIv9BVNveAroRVo3bt3R/fu3fHjjz8iKioKMpkMJSUl8PX1hY2NDSwsLFC/fn2uYwpSaGgoO4WwpKQEMpmMnSbCp6nGQsQwTKX40SI7OxtRUVEIDQ3FrVu3eHeDXFhYiJiYGEgkEly9ehUlJSWYP38+HB0deVNAMAyDcePGQVtb+S1UcXGxhhN9XNOmTeHl5QUvLy/8/vvvkEqlqFKlCqZOnQorKytYWVmhY8eOXMeUU7NmTTg6OsLR0REPHjyARCJBUFAQ/Pz8YGJigsDAQK4jAgDu3r3LdQRCBE3E0LhoQggRDLFYDD09PbaEyszMhK6uLrv+DsMwyM7O5t1NhhCo+lKpp6cHfX193hd/QpWSkgKJRIKIiAhkZGTg1q1bXEcC8P615uTkxBYO+/fvh62tLTsdIy8vD6Ghobx4rQ0cOFCt62JjYz9zEvWJxWLMmjWLLdDWrVuHiRMnyhVomzZt4sXf19vbW63rVq1a9ZmT/DPx8fGQSCQ4efIkGjVqhMGDB8PS0hLffvst19EAAImJiZBIJIiKikLLli3ZqVn9+/dHREQE2rRpw3VEVkBAgFrXeXl5feYk6ikpKcHOnTsRGxuLoqIiGBsbw8vLCwUFBTh69CikUinu3bvHi9dZmezsbNy4cQNFRUX49ttv2R8oSkpKcPbsWUgkEt6UUZ9q0qRJWL58ObvWIyFfOiqjCCFEQMLCwtS6rvyIL66oGhmlp6cHAwMDXn0hE4vF7NTBD4lEIlSvXh3jxo3DjBkzKpyioWmVqUArLi5GbGwsLC0tAQDbt2+Hi4sLateuzUkeV1dXta7bu3fvZ05SOQmxQBOSV69eISwsDBKJBNnZ2Rg6dCgOHTrEu3IHAL7++muMGTMGLi4ucotsd+zYkZd5hWTLli0ICAiAiYkJqlevjgsXLmDYsGFyxemtW7d4MzLqzp078PDwwJs3b8AwDGrVqoWNGzeib9++XEf7T3Tt2hVHjx5lN2og5EtHZRQhhJDPpqKFyUUiEaytrbF8+XJ29AmXnj59qvTxrKwsJCYmwt/fH25ubpg4caKGk6kmxAJNXd26dZPbXY38O2lpaWjcuDHXMSqtmJgYDBkyhOsYAIDJkycjPj4eAwYMgI2NDfr27YsqVarwttyZOHEirl27BnNzc7lFtvmY982bN/jqq69Uni8uLsbt27d5M+rM0tISEyZMgIuLCwDg999/x6RJk3Dz5k1e7mg6ceJE5OTkYP78+ahevTp++eUXJCUl4eTJk1xH+09QGUWIPFozihBCKpGXL18iMDBQbvFMLqkauVNW8Cxbtgxbt27FnDlzNJxMUUWL/orFYujq6mLLli28KqNUjTz7sECrXbs2rzKrSwi/lf3555/o1KkT1zEq9OrVKwQGBkIikeDGjRtcx/kkfCrQiouL8eDBA1StWhWGhobs46dPn8amTZvw4MED3pRR586dg6urK7777jsYGBhwHeejhLTItpmZGS5cuMAWUjY2Nti+fTuaNm0KAHj37h2cnZ15M+3t2bNn6N+/P3tsYmICkUiEly9fokmTJhwmUy4xMRHBwcHsSK2VK1eiV69eyM7O5s26YYSQ/w7/KnFCCCEVun//Pvbt24fDhw8jMzMTAJCeno6VK1fCwsICly5d4jjhx+np6cHY2Bje3t6C+cWzY8eOePLkCdcx5DRr1kzpP7FYDEdHRyxatAjh4eFcxxS0nJwc5Ofnyz12584dTJ48GU5OThylkpeRkYE5c+agd+/eMDMzQ0hICEpLS+Hv7w8LCwv8+eefvF3PSJlXr17hp59+Yqdsci0pKQmWlpbsWkZeXl54/fo1xowZg0WLFqFfv344ffo01zFZBw4cQE5ODuzt7TFq1Cjs27cP6enpXMeqUNki27GxsVi7di3evn3LLrK9fv163qwlV74kf/LkicKi5Xwq0ktKSlC9enW5x7S1tVFUVMRRooplZGTIlWS1a9dGjRo18PbtWw5TEUI+FxoZRQghAnLmzBnMnDmT/fK7Y8cO/PTTT5g1axY6duyIgIAA9OvXj+OU6jMyMkJaWhrXMdTy+vVrdnFloeBjgSYUz58/x6xZs3Dz5k1UqVIFo0ePxqxZs7BkyRJER0dj8ODBOHToENcxAQB+fn64du0a7O3tceHCBaxatQrnz5+HlpYW9uzZgy5dunAdUUFGRgaWLl2KixcvomrVqpg0aRLGjBmDzZs3Izg4GO3bt+dNgbZu3Tq0bNkSixcvRmRkJKKiopCSkgJHR0fs2LEDOjo6XEeU06VLF3Tp0gULFy5EdHQ0pFIpVq9ejdLSUly8eBFNmjTh9SgTU1NTmJqaIiMjg11kOygoiDejjT6GT6O5yu8ECSjuBgmovzC7JiQnJ+PVq1dyjz148EBuV9CKlgAghAgHlVGEECIgW7duxffff4+ZM2ciNDQUq1evxooVK7B9+3berFHxKVJTU3m1iLkq6enp8Pf3R+/evbmO8kmEWKDxxdq1a1FQUIBFixbh5MmTCAkJQUJCAjp37ozTp0/zaorLuXPnsGrVKhgbG2P06NGwsLBAhw4deDH9VRUhFWh//vkngoOD0aFDB/To0QNRUVHw9PTEyJEjuY5WoZo1a8LR0RGOjo548OABJBIJgoKC4OfnBxMTE97vSFanTh24urrC1dWVNyOjhEbZZia2trYcJFGfm5ubwugyT09Pdn1EkUgkmGKSEFIxKqMIIURAHj58CD8/P9SqVQuurq5Yu3YtvL29BVlE3blzB2vXrpVbz4JLI0eOVPqLdlZWFl68eAFDQ0P8/PPPHCT7Z4RaoPFFfHw8AgIC0KVLFwwdOhSmpqawsbGBm5sb19EUvHz5Eq1btwYANG/eHNWrV+f9DaeQCrS3b9+ypbmenh5q1KjBq7KsvDVr1sDR0ZF9TgDvR6H+73//w9y5c3H27FlIJBIOE8pTtbbgh/iyCYNIJEJOTg6qV6/OFiM5OTnIzs4GAPb/8gVfRheqS9U6iEL15s0bhIaGYvLkyQDeby5Qp04djlMRwh9URhFCiIDk5OSw0yuqVKmC6tWr83pXlp49eyoteHJzc1FSUgITExPMmDGDg2SKLCwslD6uq6sLQ0NDmJmZ8eaGqExlK9A+1KNHD4W1TjTpzZs3aN68OQDgq6++Qo0aNXg7BZZhGGhr//2VTktLi9O/nTqEVKApKyDy8/MVige+TH07c+YMdu/ejc6dO8PR0RHW1taoWbMmgPefGxYWFirf77hQ9j5WNhqm7D3tw9ExfBkNwzAMrKys5I4/HH1U9vwg/0xFG4ko4+vrixkzZqB+/fqfKdG/8+rVK/j7+7NllKenJ8eJCOEXKqMIIURgzp8/Dz09PQDvv/jGxcUhKSlJ7ppBgwZxEU2Bt7e30i/mZQUPn7bs9vLy4jrCJxNSgabuiIGyG/qgoKDPGUctH259LhKJULVqVQ7TqMYwDMaNG8cWUgUFBZgyZYpC3rCwMC7iKSWkAk3dAoIPZQkAnDx5EvHx8ZBKpVixYgVWrFiBIUOGYNSoUejWrRvX8RR8OBqGYRh2hzp9fX0OUykXEhLCdQTygaNHj2LixIm8LaMIIRUTMXza8oEQQkiF1Fm0k083RSUlJdi5cydiY2NRVFQEY2NjeHl58W7B3zLR0dE4c+YMm/W7777jOlKlIRaLKxwxwLcberFYDD09PTZzZmYmdHV15QoqALh8+TIX8eSou/gwnwpXsViMtm3bsoXUvXv3YGRkxMsCTd3/jXv16vWZk3y63NxcREdHQyaT4erVqzA0NISDgwNGjhyJBg0acB1Pqa5du+Lo0aO8HvVL+IHvz5W7d+/Czs6ON59rhPANjYwihBABUWdtDT4JDAxEQEAATExMUL16dYSEhODNmze8XMfiwIEDWLZsGVq1agUdHR2cOnUKf/31F+bPn891tAoJpUD7cEQBwzCYNGkSli9fjsaNG3OYSjU+PkdV4VPJpK7ymfkymlMZPpZM6vpwEfPHjx9DJpMhKCgIGzduRGJiItfxKp1bt25h06ZN2LZtG9dRCCGE96iMIoQQ8tlERERgyZIlcHFxAQD8/vvvmDRpElasWKEwwoRr+/fvh5eXF3uTXJadz2WUkAq08jf0Wlpa6NKlC29/0Va2CxVfxcXFoWfPnnLT3vhOSAWav78/Jk2ahBo1agAAMjIyBLcIcW5uLhISEnD58mVkZGTA0NCQ60iCdf78efz++++oWrUqRo0ahRYtWiAlJQV+fn44e/YszMzMuI5INORjP1qkp6drKAkhwsSvOwFCCCEVGj16NDIzM9njM2fOID8/n8NEFXv27JncbnkmJiYQiUR4+fIlh6mUS01Nlduq3cbGBsXFxbzMWqasQDtx4gQiIiKwevVqHDx4kOtYlYJEIkFhYSHXMdQyYcIEZGRksMdOTk5IS0vjMNHHxcXFobi4mOsYagkMDERubi57bG5ujtTUVA4TqS8hIQHe3t4wMzPD8uXLYWBggP379+P48eNcRxOk0NBQeHh4sCPMnJycEBERARcXFzRo0ACRkZG8WO+OaMbt27cr/PfixQv06NGD65iE8JZwfkIjhBCCK1euoKioiD2eN28eIiIieDu6pKSkRGFRYm1tbbn/DnxRWFjI7jgFvB+5U7VqVRQUFHCYqmLKCrRFixbh5cuX7Fb05J9ZvHgxzM3N8dVXXwEAzMzMcOjQIXaHPT4pv/zn/fv3eV+kTZgwARcuXGD/vk5OTti8eTMvp22W//vyfbnVly9fIjw8HDKZDI8ePUKXLl3g7e0Na2tr1KpVi+t4CsrvCsrnBfhDQkLwww8/wN3dHSdOnMDMmTNx8OBBHDt2DE2aNOE6HtGwvXv3ch2BEEGjMooQQgSM7zdFDMNgwYIFqFatGvtYYWEhfH192SkvgPoLMH9uGzdulMtVVFSErVu3srsXAu93COQLIRZoQlH+tZWTk8P715uQCLFAE4oBAwagbt26GDFiBBwdHdG6dWuuI1Wo/K6gfF4/LDU1FUOGDAEAWFpaQltbG/PmzaMiiiO2tra8LFjLpKamYsmSJQgODuY6CiG8RGUUIYSQz0bZuju2trYcJPm4nj174uHDh3KPde3aVW46TkW7wXFFKAVa+TWClJWSAH+KSSERiURyz00+Pk+FTCQSIScnB9WrV2d3fczJyUF2drbcdbq6uhwllLdx40YMHDhQMGuICWn9sPz8fPY9SyQSoWrVqjQK9T/07Nkzta7T19cHACxduvRzxvnXcnJyEBcXx3UMQnhLGJ9ShBBCWOfPn2eLBoZhEBcXh6SkJLlr+PLLspB2JBPicHshFWgflmMAf0vJMkIqeBiGwbhx49jyIT8/n7fTnMoI7e9rZWUld/xh0V5WUPFl+3ZLS0sA79flOnXqFJ4+fQqRSITmzZvDysoKPXv25DihvIKCAly4cAG9e/dWKPSys7Nx6dIl9O3bV26ELZdCQ0PZEaklJSWQyWSoV6+e3DVjx47lIprgffjdpWz05IfvDXx7rRFC/h0RQ2POCSFEMMRi8UevoS9qmtGtWzder9dF/h2xWAw9PT32RigzMxO6uroKu0BevnyZi3hy1B1NxqcRKGKxGG3btmULtHv37sHIyIiXBZq6/xuX3zGSSz4+Pjhy5Ajq1KkDAwMDMAyDx48fIzMzE99//z0WL17MdUTWnj17EBsbiz179ig97+bmBgsLC4wZM0bDyRQNHDjwo9eIRCKcOXNGA2kqn6+//hpNmjSBnZ0dzM3NVY7uU+e7EB/cvXsXdnZ29J2MEBVoZBQhhAjI3bt3uY5A/p8Qf8vhY4H29OlT5OXlwcjISKHo4ZKQRvV9asl05coVdOrUidORJuUz82U0pzKfWjJt374dLi4uqF279mdKVLFTp05BJpNh5cqVsLOzYwvV0tJSyGQy+Pr6wsTEhDd/82PHjmHq1Kkqz48bNw5btmzhRRkVGxvLdYRK7bfffkNYWBhkMhkOHToEW1tbQax7Rgj5Z6iMIoSQSmzSpElYvnw5rWlBAHBboEkkEmRlZWH8+PHsY4sXL4ZEIgEAGBoaYufOnWjatClXEeUoW++sIpGRkRg4cKDcgvJ85eHhwXkpKcQCTV2BgYEYOnQoZ2WUVCrF+PHjYW9vL/e4lpYWHB0d8fDhQ0gkEt6UUY8fP65wpEv79u3x+PFjDSZSLS4uDj/99BOOHDmiMKUwKysLLi4uWLp0KXr06MFRQmFr2LAhJk2ahEmTJiEhIQEymQyjRo1CmzZt4OjoCEdHR179aFF+J8jy8vLyNJiGEOHhz6uZEELIfy4+Pp52ViO8cOTIEbmb83PnzkEmk2HNmjWQSCSoXbu2oBcv9/HxwZs3b7iOoRYhjurz8PBAWloa1zHUwvXf9/bt2xg8eLDK85aWlrh165YGE1WsuLgY6enpKs+np6ejuLhYg4lU27NnD5ycnJQuVq+npwdnZ2fs2rWLg2SVT48ePbBy5UqcPHkSOjo6WLJkCTIzM7mOJcfCwgKDBg1S+W/48OGYNm0a1zEJ4S0aGUUIIYSQz+7x48f45ptv2OMzZ85g0KBB7ELms2fP5sWuf/8U1wVEZUd/X/W9ffsWjRs3Vnm+SZMmePfuneYCfUTbtm3x+++/y70/fOjixYto27athlMpd+/ePcybN0/leVNTUwQHB2swUeV19epVSKVSxMTEwNDQED4+PpyNNlSFT+vwESJEVEYRQggh/wCfd//io/z8fLnRBNeuXYOjoyN73KJFC7x+/ZqLaIRUKkVFRQoLwX+oSpUqKCoq0mCiijk4OGD16tVo27YtzM3N5c7FxsYiMDAQCxYs4CidvNevX6tcVBsAtLW1KxzlRSr28uVLhIeHQyaTITMzEzY2Njh48CDatWvHdTRCyGdAZRQhhBDyDwhxpAaXBZq+vj5u3bqFZs2aIT09HcnJyejWrRt7/vXr19DT0+MsHyGVycaNG1GjRg2l5/i2jo2zszPi4+MxZcoUGBkZwdDQEADw4MEDPHr0CEOHDoWzszPHKd9r3Lgx7t+/j1atWik9f+/ePTRs2FDDqSoPc3NzNG7cGCNHjsTAgQOhra2N0tJShc1b+LKbXs+ePZV+rurq6sLQ0BATJkyAqakpB8kIEQYqowghhBC832nqUxZGDQoKqnAqDB9xWaDZ2dlh2bJluH//Pv744w8YGRnJTcu5evUqb6biVHY0qq9y69mzJx4+fFjhNXxbYHvdunUYOHAgIiMj8ejRIzAMA0NDQ0yfPh3W1tZcx2P1798f/v7+6Nu3L6pXry53Lj8/H5s3b1YY3UXUV1JSgmfPnuGXX37B1q1bASh+bolEIty5c4eLeAoWLlyo9PHMzEzcunULnp6e2LRpEwYOHKjhZIQIA5VRhBBCCICOHTviwoUL+OqrrwAAa9asgaenJ+rWrav0er7dzH2ouLgYBQUFqFWrltzjXBZo7u7uyMvLw6lTp9CgQQP4+/vLnb969SqGDRvGSbYvDY3q+7x69OihUFRo0t69ezn7//1vWFtbKy2eCgoKsG/fPkycOJGDVPKmTJmCkydPwsrKCqNHj5YbxXXgwAGUlJRg8uTJHKcUrjNnznAd4ZN8bNfVDh06YPv27VRGEaKCiBHiNxJCCCFq2bZtG7777jveLfrJR2KxGBcvXmTLqG7duiEiIgItWrTgOJlqsbGxePfundwW7lu3bsUvv/yCkpIS9OnTBxs2bECdOnU4TKm+kpISVKlShesY/8jw4cMRFBSEpk2bch2FdfnyZeTl5aFLly6CeQ6o0rVrVxw9epST12N0dDQsLCxQrVo1AMCLFy/QqFEjdiRlXl4e9u3bBw8PD41n+ydSUlIgkUgwf/58rqOw0tPTcePGDVStWhXGxsbsulYHDhzA9u3bUVxcjEuXLnEdEwDw9OlT+Pr64sKFC2yxKxKJYGZmBh8fH15/ZhDNevjwIZydnXH58mWuoxDCS1RGEUKIgPj6+mLevHnsiJfIyEgMHDgQNWvWBPB+aPjcuXMRFBTEZUxBKl9GcXnzqy5XV1cMGTIEo0ePBvB+dNHo0aMxY8YMtG7dGhs2bEC/fv14v0vdw4cPIZFIEBERgQsXLnAdR6WCggJER0cjNzcXpqamMDAw4DoSAGD79u3Izc3FrFmzALwf+eTu7o6LFy8CAL766ivs3r1bENMg+VigdejQQW7UZPmi+vXr1+jbty9vpg4pk5ubi6ioKEilUly/fh1t2rRBZGQk17EAAAkJCZg8eTKys7MhEonwzTffYNWqVZg2bRqqVKkCV1dX2NnZQUdHh+uocjIyMvD48WMAQKtWrXjzfBUyVSOj9PT0YGBggEaNGmk40b9z7949TJgwgX0vJoTIo2l6hBAiIIcPH8b06dPZMsrHxwedO3dmy6jCwkJe38yT/1ZycjK6du3KHp84cQImJiaYMmUKAKB69epYsWIFL8uovLw8REdHszfH33zzDdzc3LiOxVq1ahWKi4uxePFiAO9fW87OzkhOToaOjg7WrVuH4OBgub8/V44fPy43KicmJgYJCQnYv38/Wrdujfnz5yMgIEBhaiSXhFSglf/dVki/4165cgUSiQQxMTHIz8+Hm5sbVqxYgdatW3MdjeXv74/+/fvD09MTYWFh2LVrF6ZNm4bZs2djyJAhXMdTqU6dOvj222+5jlGpTJs2TeU5kUgEa2trLF++XOXi/HwjkUh4s9g6IXxEZRQhhAiIkG+KhMDf35/9kltUVIStW7cq7PDGp2InJydHbk2rK1euyN28tWnTBi9fvuQgmWrXr19HaGgoYmJioK+vj5SUFISEhPBuDa6LFy9i9uzZ7PGxY8fw7NkznDhxAvr6+li4cCG2bt2K7du3c5jyvSdPnqB9+/bs8blz52BlZYXu3bsDeL/OzcyZM7mKp5QQCzShePPmDWQyGaRSKbKzszFs2DCEhITAxcUFDg4OvCqiACApKQlLlixBmzZtMHPmTOzevRvz5s2DhYUF19GIhpXfNa9MVlYWEhMTsWzZMmzduhVz5szRcDLlVq1apfTxrKws3L59G48ePcK+ffs0nIoQ4aAyihBCCIHiDlRdu3ZFamqq3DV8W0S5cePGSElJgb6+PnJycnD37l25suzdu3e8mdoSHBwMqVSKrKwsDBs2DPv374dYLEbHjh1VLhLPpWfPnqFNmzbs8cWLF2FlZYVmzZoBAMaOHcubNYKKi4vZ9YwA4Nq1axg3bhx73KhRI7x9+5aLaCoJsUATCnNzc1hZWWHRokUwNTX9pF1CuZCRkYF69eoBAHR0dKCjo4N27dpxnIrwiZ6eHoyNjeHt7Y2VK1fypoy6ffu20sd1dXVhYmKCzZs383qqPyFcozKKEEIIgTB3oBoyZAhWrlwJT09PnDt3Dg0bNkSXLl3Y84mJiexuT1xbt24dPDw8MGPGDEEsUq6lpSU38vD69euYOnUqe6ynp4fMzEwuoilo2bIl4uPj0aJFCzx79gyPHj1Cz5492fMvXrzgXeEntALt/Pnz7ChJhmEQFxeHpKQkAO9HQfCJvr4+rly5An19fejr6/NuJJQyycnJePXqFXv88OFD5Obmyl1D052IkZER0tLSuI7BEuL3BkL4hMooQggRmIqmkuXl5XEZTdBKS0t5P4KgvGnTpiEtLQ0rVqxAgwYN8PPPP8sVPZGRkTA3N+cw4d9mzpwJmUyGiIgIDBs2DCNGjOD16IfWrVvj7NmzGD9+PO7fv4/nz5+jd+/e7Plnz56hQYMGHCb82+jRo/HTTz8hISEBN27cQJcuXeRGdf3xxx/4+uuvOUyoSGgF2oIFC+SOfXx85I75NGoyJiaGXSvK0dERhoaGsLW1BcCvnB9yc3OTK389PT0BvM/LMAxEIhGvF4gnmpGamsqrRcxTU1PRvHlz3r6uCOE7KqMIIURA1JlKxre1d4SiY8eOcjtmrVmzBp6enry6IS4vPT0dq1evVlmi8elXW09PT3h6euLy5cuQSqVwcnJCy5YtwTAMMjIyuI6nwN3dHbNnz8avv/6K5ORk9O/fX266xW+//YZOnTpxmPBvTk5O0NLSwtmzZ9GjRw94eXnJnX/58iXs7e05SqeckAo0VevY8Fn37t3RvXt3/Pjjj4iKioJMJkNJSQl8fX1hY2MDCwsL1K9fn+uYAFTvoEbIh+7cuYO1a9eif//+XEdhWVpayn1vmDVrFn788Ufe/FBBCN+JGFr9lhBCCIFYLMbFixdVbt/OR+W3nBeS7OxsREZGQiqV4tatW/j2229hZWWF8ePHcx2NFRcXh7Nnz6JBgwZwdXWV28EpICAAPXv2lBstRT6NRCJh/75eXl5o2LAhe87X1xempqYYPHgwhwkrl5SUFEgkEkRERCAjIwO3bt3iOhIhcnr27Kl0lFFubi5KSkpgYmICf39/6OrqcpBOUfnvDV27dsXRo0d5/b2BED6hMooQQgQmOzsbNWvWVBgNU1paitzcXN58SRMaIX6pLJ9ZqJKSkiCRSHDs2DHExcVxHUdwoqOjYWFhwa7B9OLFCzRq1Ih9j8jLy8O+fft4s+A6AISHh8Pa2lpu3Si+SkxMxJo1a7B161aF99esrCxMnToVixYtEsyaRsXFxYiNjYWlpSUAYPv27XBxcUHt2rU5yaNqZJSenh4MDAx4NS2LfF5hYWFKH9fV1YWhoaHc6Ek+EOL3BkL4RFiLYxBCyBfu1KlTcHBwQEFBgcK5/Px8ODg4IDY2loNkhCtCWasiLi4O1tbWyM7OVjjXtGlTXLhwAX5+fhwkUy4oKAj5+fns8ZUrV1BYWMgeZ2dnw9fXl4NkiubOnSu3iLa1tTWePn3KHufk5GD9+vVcRFPJ29ubdwt/q7Jr1y706dNHadGvp6cHU1NT7Nixg4Nk/4y2tjZbRAFAYGAgp1Nlp02bpvTf2LFj0b9/f8ydO5fWQ/xC2NnZKf03ePBg3hVRwPvPX6F8BhPCR7RmFCGECMjBgwfh7u4uN12oTM2aNeHh4YH9+/dj4MCBHKQTvooWhy/j7e3NRTSVNm7cqPT58CE+ZN6zZw+cnJxU3tC7uLhg//79MDEx4SCdovXr18Pe3h46OjoAAA8PD7lpm/n5+Th8+DAvCqnyg9yFMOhdCBnL3Lhxo8JRZebm5ggNDdVgov8W1/9bqFqTKysrC4mJiVi2bBm2bt2KOXPmaDgZIRVjGAYLFixgR3gWFhbC19dX4TM5ICCAi3iE8B6VUYQQIiBJSUlYsmSJyvM9e/bExo0bNReoElFncXg+/gKalJSEqlWrqjzPl8z37t3DvHnzVJ43NTVFcHCwBhNVTIgFj9Dw5bn5MWlpaahVq5bK8zVr1sSrV680mOjLoKenB2NjY3h7e2PlypVURn0BOnTooNZ1fNlZ0c7OTu64bNdKQoh6qIwihBAByczMRHFxscrzxcXFyMzM1GCiyoNPO899ii1btghizajXr19DW1v11w5tbW2kp6drMBHh2rhx4yp8TgCq15DRpPr16+Phw4cq14F58OAB6tWrp+FUXw4jIyOkpaVxHYNoAMMw0NfXh52dndrFFJdWrVr1SdeXX8+PkC8dlVGEECIgzZo1Q2JiIlq3bq30/J9//gl9fX0Np6qcyooRvmx/roxQRpYAQOPGjXH//n20atVK6fl79+7J7aZGPs358+fZKaUMwyAuLg5JSUkAwNu1mczMzCocccQXJiYmCAwMRL9+/RTOMQyDwMBA3kwvrYxSU1NpEfMvRGhoKCQSCUJCQtC8eXM4ODjAxsYGderU4Traf8La2pr3u/QSoklURhFCiIBYWlpi48aNMDU1RYMGDeTOvXr1Cv7+/jRM/F/IzMzEhg0bEB0dzY4wq127NoYNG4ZZs2ZxttuUKkKaOta/f3/4+/ujb9++qF69uty5/Px8bN68Gebm5hylUy40NBQ1a9YEAJSUlEAmk7EjYHJycriMpmDBggVyxz4+PnLHfCwu3d3dBTGqb8qUKbC3t8eoUaMwfvx4GBkZAXg/Iio4OBiPHj3C6tWrOU5ZOd25cwdr165F//79uY5CNKBTp07o1KkTFi5ciJiYGMhkMqxbtw7m5uZwdHSEqakp1xH/FSF9ZhOiCSKGXhWEECIY2dnZcHFxwbNnz2BrawtDQ0MA72+Kjh07hqZNm+Lw4cNKF4kmFXv37h2cnZ3x8uVL2NjYsDecKSkpiIyMRJMmTXDo0CFe/UIbFhaGYcOGsYun8tnr169hZ2eHKlWqYPTo0XLP3QMHDqCkpARhYWEKJStX1N0EgHav/Gc6dOiACxcuCKKMAt6POvX29kZycjJb7DEMgzZt2mDlypX49ttvOU74z3l4eGDFihWcjT7q2bOn0rI0NzcXJSUlMDExgb+/P32ufaFSU1OxaNEixMfHIy4uDnXr1uU60j/WtWtXHD16lEZGEfL/qIwihBCBycrKgp+fH44fP85ux127dm1YW1tj9uzZvCpLhGTFihX4448/sGvXLqWjziZMmABjY2MsXLiQo4SK4uPj1bquZ8+enzmJep4+fQpfX19cuHCB/YVYJBLBzMwMPj4+9AX9CyIWi3Hx4kXBlFFl7ty5g0ePHoFhGBgaGvJyXZvs7Gy1ruNLuSOTyZSWUbq6ujA0NESbNm04SEW49uLFC8hkMoSFhSEvLw8jR47ErFmzPrrOHJ9RGUWIPCqjCCFEoBiGwdu3b8EwDOrXr8/LaThCMnDgQCxduhR9+/ZVev7cuXPw9fXl1UgYsVgMkUikdOh/2fNBJBLh9u3bmo5WoYyMDDx+/BgA0KpVKypQ/6WHDx8iKytLbnROXFwcfvnlF+Tl5cHCwgKTJ0/mMKGip0+fQl9fn963PoOy9wVVGIaBSCTizY5kJSUl2LlzJ2JjY1FUVARjY2N4eXlBR0eH62hEwwoLC3H69GlIJBIkJCSgX79+cHBwQL9+/VClShWu4/1rVEYRIk+41TIhhHzhRCIRrxfXFpqXL1+ibdu2Ks+3a9eOd9u3qxoZlZeXh5CQEOzdu5eXX3rr1KnD+2lN165dw7t37+TWsQoPD8emTZvYgmfx4sW8mCK5bt06tGvXjv2bpqamYvLkyejRowfat2+Pbdu2QUdHB25ubtwG/YC6u+R5eXl95iQfFxAQoNZ1fMgKACEhIex/ZhgGkyZNwvLly9G4cWMOU6kWGBiIgIAAmJiYoHr16ggJCcGbN28+eacyInx9+/ZFrVq1MHLkSCxZsoQdOZmXlyd3HV9G9X0qKt8JkUdlFCGECIirq+tHv8yIRCLs2bNHQ4kqj3r16uHJkydo0qSJ0vNPnjzh3Qiest3TypSWlkIqlSIgIABaWlrw8fGBnZ0dR+mEbcuWLejVqxdbRt27dw+LFi2CnZ0dWrdujZ07d6JRo0aYPn06x0mBxMREuLu7s8fHjh2DgYEBdu7cCQBo37499u3bx6sy6vTp0yrPiUQiPHz4EAUFBbwoeISUFQB69eold6ylpYUuXbrwspgGgIiICCxZsgQuLi4AgN9//x2TJk3CihUroKWlxXE6okkZGRnIyMjAL7/8gq1btyqc59uovk9FE5IIkUdlFCGECEhF65Pk5OQgMjIShYWFGkxUeZiZmWHjxo0IDg5WGO1SWFjI7gTHVydPnsT69evx9u1bTJo0Ca6urrwYtSNUd+/excyZM9nj6OhofPvtt1i+fDkAoEmTJti8eTMvyqi3b9/KlaiXLl2SG9HVu3dvrFmzhotoKoWHhyt9/M6dO1i3bh3u37+PUaNGaTaUCkLKKkTPnj2T2y3PxMQEIpEIL1++VPnjAKmcPhzVJwQlJSW4f/8+DAwMFKaV5uXl4fHjx2jXrh1bqkZHR3O2UQAhfERlFCGECIiyxbOLi4uxf/9+BAYGonHjxnI30ER9M2fOhIODA6ysrPD999/DyMgIDMOwu70VFhZi7dq1XMdUcPnyZaxbtw5JSUkYO3YsPDw8FEZMkU+XkZEht5D95cuX0a9fP/a4U6dOeP78ORfRFNSpUwevXr1C06ZNUVpaisTERIwfP549X1RUxPtf5FNTU+Hv74/jx49j8ODBiIyMhIGBAdexlBJSViEoKSlB9erV5R7T1tZGUVERR4kIV8qP6uO7iIgI7Nu3D6GhoQrnqlatioULF2LcuHEYMWIEAKBp06aajkgIr1EZRQghAnb06FFs2rQJ+fn58PLygrOzs6B3muFSkyZNcOjQISxduhTr16+X2+3NxMQEPj4+vPsi6eHhgbi4ONjb22PLli1o2LAh15EqjQYNGuDJkydo2rQpCgsLcfv2bcyYMYM9n5OTg6pVq3KY8G+9evXCL7/8giVLliAmJgalpaVyN3XJyclo1qwZhwlVS09Px5YtW3D48GF0794dBw8e5O16YkLKKiQMw2DBggVyIzkLCwvh6+uLGjVqsI+pu3YXES6h7QQpkUgwceJEpYura2trw93dHfv372fLKEKIPLpjIYQQATp37hz8/Pzw5MkTTJgwAePHj0fNmjW5jiV4LVq0wI4dO+R2e2vZsiXq1q3LbTAVzp8/D21tbRw/fhwxMTEqr7t8+bIGU1UO/fr1g5+fH3744QecPn0aOjo66N69O3v+3r17vFmDZ/bs2ZgwYQLMzc1RpUoVLFq0SO79ICIiAn369OEwoaLc3FwEBwdj165daNWqFQIDA2FmZsZ1LKWElBVQXEhdWbED8KfcUbauna2tLQdJCNd69OghqJ0gHz58iM6dO6s836lTJ6SkpGgwESHCQmUUIYQIyM2bN/Hzzz/jxo0bcHFxwa5du2hHvc9A2W5vDMMgPT2d3d2HD2i3qc9n5syZmD59OsaMGYOaNWtizZo1ciM3pFIpbwqJ5s2bIzo6GsnJyahXr57CrmkzZszg3do7gwcPRk5ODsaMGYPhw4cDeL9OV3lisVjT0RQIKSuguLEB34sdeh8jZYS2ZlReXl6Fo7lycnKQn5+vwUSECIuI4fsiAoQQQlhisRg6OjpwcnJC8+bNVV43duxYDaaqHDp37oyzZ8+y5V7Zduhli42+fv0affv25c0vskQzsrKyULNmTYVpGO/evUOtWrV4M1WvIikpKZBIJJg/fz7XUVgfFjcikUhuTauyY76MgBBSVkKI5owYMQIuLi747rvvlJ7fv38/jhw5goiICA0nI0QYaGQUIYQIiL6+PoCPbzVOZdSnKygokLvJjI+PR0FBgdw1fPv95ubNm+jYsaPS9SqA99NzTp8+DWtraw0nqzyULQbPMAxu3LgBqVSKTZs2cZDq43JzcxEVFQWpVIrr16+jTZs2vCqjzpw5w3UEtQkpa0WePn2KvLw8GBkZsbt7EUL+ueHDh2Pjxo3o2rWrwsjIu3fvYtOmTXB3d+coHSH8R2UUIYQISGxsLNcRvmgVrWXBBWdnZ1y4cIGdOtitWzdERESwaxllZmZi7ty5VEb9R1JTUyGVShEWFob09HSYmJhwHUnBlStXIJFIEBMTg/z8fLi5uWHFihVo3bo119Hk8HVBdWXUyZqUlKSBJOqRSCTIysqS21Fx8eLFkEgkAABDQ0Ps3LmTdxsyECIWiz/6OSsSiXD79m0NJaqYm5sbzp07BwcHBxgbG8PIyAgA8ODBA8TFxaFbt25wc3PjNiQhPEZlFCGEVCKZmZk4evQoxowZw3UUogHlR2opG7nFt9FcQlNYWIiYmBhIJBJcvXoVJSUlmD9/PhwdHXmzo9ObN28gk8kglUqRnZ2NYcOGISQkBC4uLnBwcOBdEQUAQUFBcHV1hY6ODoD3JVqnTp3Ydbmys7Oxbt06+Pr6cpiyYtnZ2YiKikJoaChu3brFm2l6R44cgbOzM3t87tw5yGQyrFmzBq1bt8ZPP/2EgIAArFixgsOUhCiqaFH969evY+/evSgtLdVgoopVrVoVwcHB2L17NyIjI5GQkACGYWBgYIBZs2Zh3LhxgpjKTQhXqIwihJBKIC4uDhKJBKdOnUKNGjWojPoHRCKR3C+yfBsF9U9Vlv8empaYmAiJRIKoqCi0bNkSI0aMwPr169G/f3+YmZnxpogCAHNzc1hZWWHRokUwNTUVxBSs9evXw97eni2jPDw85Eb15efn4/Dhw7wso+Lj4yGRSHDy5Ek0atQIgwcPho+PD9exWI8fP8Y333zDHp85cwaDBg1iFzKfPXs2vL29uYpHiEoWFhYKjz148AB+fn44e/YsbGxsMGPGDA6SqVa1alV4eHjAw8ND6fmYmBgMGTJEw6kIEQYqowghRKCeP38OqVQKmUyG58+fw9raGgEBATA2NuY6miAxDAMrKyu2vMnNzYWdnR17Y08jjL4sTk5OGDNmDA4fPsxOveArfX19XLlyBfr6+tDX1+flSKjy1BnVxyevXr1CWFgYJBIJsrOzMXToUBQWFmLLli1o06YN1/Hk5Ofny5Wl165dg6OjI3vcokULvH79motohKgtLS0NmzdvRnh4OMzMzBAeHo527dpxHUtBcXExHjx4gKpVq8LQ0JB9/PTp09i0aRMePHhAZRQhKlAZRQghAlJUVITTp09DIpEgISEBffv2xf/+9z/MnTsXU6ZM4d1NkZAIdXvx5ORkvHr1ij1+8OABcnJyAABv377lKpbgGRsbQyKR4M2bNxgxYgT69u3L21FmMTEx7FpRjo6OMDQ0ZEfB8DWzkEyePBnx8fEYMGAAFi5ciL59+6JKlSo4dOgQ19GU0tfXx61bt9CsWTOkp6cjOTkZ3bp1Y8+/fv1a6cL8hPBBVlYWAgMDsW/fPnTo0AG7d+9Gjx49uI6lVFJSEiZPnoznz58DAAYNGgRfX1/MmjUL9+/fx6hRo7B9+3aOUxLCX1RGEUKIgPTr1w9GRkawtbXF+vXrUadOHQDA3LlzOU4mfHZ2dlxH+Efc3NzkRpV4enoCkN9ynny6nTt3sqMPfX19UVBQgKFDhwLgZ8HTvXt3dO/eHT/++COioqIgk8lQUlICX19f2NjYwMLCAvXr1+c6piCdO3cOrq6u+O6772BgYMB1nI+ys7PDsmXLcP/+ffzxxx8wMjKSm7Z39epVtG3blsOEhCgXFBSEHTt2oEGDBvDz81M6bY9P1q1bh5YtW2Lx4sWIjIxEVFQUUlJS4OjoiB07drDTkAkhylEZRQghAlJSUsKubVSlShWu4xCOVZYt5/mqadOm8PLygpeXFy5evAiZTIYqVapg6tSpsLKygpWVFTp27Mh1TDm1atWCk5MTnJyckJKSAolEgo0bN2Lp0qW4desW1/HkhIaGombNmgDev7fJZDLUq1cPANjRfXxw4MABSCQS2Nvbo3Xr1hgxYgSvd6h0d3dHXl4eTp06hQYNGsDf31/u/NWrVzFs2DCO0hGimp+fH3R0dNCyZUuEh4cjPDxc6XUVLXSuSX/++SeCg4PRoUMH9OjRA1FRUfD09MTIkSO5jkaIIIgYvk/SJ4QQwiooKMCJEycgkUhw48YN9OvXD7a2tpg9ezbCw8Npmt6/MHDgQLW2lD59+rSGEhE+ysjIwNGjRyGVSnHv3j3e7KBWkaKiIpw9exaWlpZcR2ENHDhQretiY2M/cxL15ebmIjo6GlKpFH/++SdKSkqwYMECODg48GpBe3WUlJTQDxqEdxYsWKDWyFO+TKsXi8W4ePEivvrqKwBA165dERYWJogRlITwAZVRhBAiUH/99RekUinCw8ORlpaGYcOGwd7eHn369KGbjH9gz549Ks89ffoUhw8fRmFhIa/Kh2fPnql1nb6+/mdO8mW6desWL0ZGZWdnq3Wd0AoTPnvw4AEkEgmOHj2KzMxMmJiYIDAwkOtYH/Xw4UNIJBJERETgwoULXMchRNA6dOiAEydOoH79+mAYBv3798eBAwfQvHlzuevovZcQ5aiMIoQQgSstLcX58+chlUoRGxuLWrVq4dKlS1zHqhTevXuHX375BQcPHkTnzp3xww8/oEuXLlzHYnXo0IH9z2Uf5x/+qly2ZhSfCjShuHv3rlrXicXiz5xEvQwVjSag58G/s2bNGjg6OirdpbCkpARnz56FRCLhbRmVl5fHjui6fv06vvnmG1haWsLd3Z3raIQIWvn33vLrNNJ7LyEVozKKEEIqkfT0dERERGD8+PFcRxG0/Px87Nq1C8HBwdDX18ecOXPQv39/rmMp+Prrr9GkSRPY2dnB3Nwc2trKl4LkQ2EiNGU3GeVLvg+/NvHlJuPy5cvsf2YYBpMmTcLy5cvRuHFjuet69eql6WgqqVoLpjw+rL1iaWmJ1NRUdO7cGY6OjrC2tmbXuuKz69evIzQ0FDExMdDX10dKSgpCQkJ4uzMZIV5eXmpdx5c1oz58760In957CeETKqMIIaQSSU1NxZIlSxAcHMx1FEEqKSnBkSNHsGXLFlSrVg0zZszAiBEjeLl7GgC8evUKYWFhkMlkyMrKgq2trcoRHOTTPH36lP3PDMPAxsYG27dvV5jy2KxZM01H+6iuXbvi6NGjaNGiBddRVBKLxahZsya0tbWh6quoSCRS+2bvc4uPj4dUKsWJEycAAEOGDMGoUaPQrVs3jpMpCg4OhlQqRVZWFoYNG4YRI0ZALBajY8eOiIiIoLUFCW95e3urdR1f1owqKSnBzp07ERsbi6KiIhgbG8PLy4t20SNETVRGEUJIJXL37l3Y2dnxYrSG0ERHR8Pf3x+ZmZmYPHkyvvvuO1SrVo3rWGpLSEiATCZDTEwM2rRpA0dHRzg6OkJLS4vraJWCEAqeMkLIOmzYMLx+/Rq2trZwcHAQzOi9skXMZTIZrl69CkNDQzg4OGDkyJFo0KAB1/EAvB8x6eHhgRkzZsitH0hlFCH/rS1btiAgIAAmJiaoXr06Lly4gGHDhvGmLCOE76iMIoSQSoTKqH9OLBZDR0cHw4YNq3CxUXV/ueXK69evMWfOHMTHxyMuLg5169blOlKlIISCp4xQst64cQNSqRTR0dFo2bIlHB0dYWtrK5jFfh8/fgyZTIZDhw4hJycHiYmJXEcCAGzbtg0ymQwFBQXsyKh27dpRGUV4T53PV5FIhJUrV2ogzcdZWlpiwoQJcHFxAQD8/vvvmDRpEm7evEk/BBGiBuWLSxBCCCFfmJ49ewJ4v0uhKnydrgcAV69ehVQqRUxMDAwNDeHj44PatWtzHYsQlTp37ozOnTtj4cKFiImJgVQqxdq1azFo0CCsWrWK1yMTc3NzkZCQgMuXLyMjIwOGhoZcR2J5enrC09MTly9fhlQqhZOTE1q2bAmGYZCRkcF1PEJUCgsLg76+Pr7++muV03f55NmzZ3LrSZqYmEAkEuHly5do0qQJh8kIEQYqowghhBAAe/fulTtOT08HANSvX5+LOGp5+fIlwsPDIZPJkJmZCRsbGxw8eBDt2rXjOhrRoPKL/hYWFsLX1xc1atSQe5wvi/6Wp6Ojg5EjR6JZs2bYtGkToqOj4ePjw8syKiEhgV07imEYDBkyBD/88AO6d+/OdTQFvXr1Qq9evbB48WJERkZCKpXC1dUV3377LaysrGijC8I73333HaKiovDkyRPY29vD1taW16N7S0pKUL16dbnHtLW1UVRUxFEiQoSFpukRQoiAjBw5ssLROXl5eXj8+DFN0/uHMjMzsWHDBkRHRyMzMxMAULt2bQwbNgyzZs3i3Uijjh07onHjxhg5ciQGDhxIu+n9h8q/1u7duwcjIyNUrVpV7rqwsDBNR1MgtEV/P5SWlsYuwp+bm8uuIcWnRfg/LH0fPXqELl26wMHBAdbW1qhVqxbX8T5JUlISJBIJjh07hri4OK7jEKKgsLAQJ0+ehFQqxbVr19C/f384OjrCzMyMd6OTxWIx+vXrJ1ecnz17Fn369JH7MYCvPwQQwjUqowghREDU/UKj7vbI5G/v3r2Ds7MzXr58CRsbGxgZGQEAUlJSEBkZiSZNmuDQoUOoU6cOx0n/9mHJVPYlvfzHukgkonLyH6DX2udVtgh4fHw8zMzMYG9vjwEDBsgtuM0XX3/9NerWrYsRI0YIYrfKuLg4/PTTTzhy5IjC+ltZWVlwdnbGjz/+CBMTE44SEqKep0+fIiwsDOHh4SgpKUFkZCSvCmAh/xBACB9QGUUIIYQAWLFiBf744w/s2rVLYVesV69eYcKECTA2NsbChQs5Sqjo6dOnal3XrFmzz5yEcKmkpAT379+HgYGBwpbiZaMl27Vrx6sFdcViMfT19WFjY4OvvvpK5XVjx47VYCrlTp48WeHIQ76ZPHky+vTpAzc3N6XnQ0JCcOnSJWzZskWzwQj5RM+fP4dUKkVYWBiKiopw/PhxXpVRhJB/h8ooQgipJLKzs3H06FFIJBLIZDKu4wjOwIEDsXTpUvTt21fp+XPnzsHX1xexsbEaTvbPZWZm4rfffoONjQ3XUQSnoKAAFy5cQO/evRVGl2RnZ+PSpUvo27cvL9Y1kslk2LdvH0JDQxVGFhUXF8PJyQnjxo3DiBEjOEqoaODAgR+9RiQS4cyZMxpIo564uDicOnUKT58+hUgkQvPmzWFlZcVufsAX5ubm2LFjh8oRXCkpKZg4cSJ+/fVXzQYjRA0fTtO7cuUKBgwYAAcHB/Tt25dXhToh5N8Txk88hBBCVPrjjz8glUpx6tQp6OrqYvDgwVxHEqSXL1+ibdu2Ks+3a9cOr1690mCif+/Zs2f43//+R2XUP3Do0CHExsZi0KBBCud0dXWxd+9ePH/+HGPGjOEgnTyJRIKJEycqneKmra0Nd3d37N+/n1dllJBKXQDw8fHBkSNHUKdOHRgYGIBhGFy7dg379+/H999/j8WLF3MdkfX69esKR3Fpa2uzGzQQwie+vr6Ijo5GkyZN4ODgAD8/P15vIkII+XeojCKEEAFKS0uDTCZjd1HLzMyEn58fhg4dyrsFPoWiXr16ePLkicrtmJ88ecKr9aLI53Xs2DFMnTpV5flx48Zhy5YtvCijHj58iM6dO6s836lTJ6SkpGgw0b/34sULbNmyBT/99BPXUXDq1CnIZDKsXLkSdnZ27HtsaWkpZDIZfH19YWJiorS45ELjxo1x//59tGrVSun5e/fuoWHDhhpORcjHHTp0CPr6+mjRogXi4+MRHx+v9DpaEJyQyoHGOhJCiICcOHECHh4eGDJkCO7cuYP58+fj/Pnz0NLSQrt27aiI+hfMzMywceNGFBYWKpwrLCyEv7+/yil8pPJ5/PhxhbsQtm/fHo8fP9ZgItXy8vKQnZ2t8nxOTg7y8/M1mOjfe/fuHSQSCdcxAABSqRTjx4+Hvb293HuslpYWHB0dMW7cON5kBYD+/fvD398fBQUFCufy8/OxefNmmJubc5CMkIqNHDkSvXv3Ru3ataGnp6fyHyGkcqCRUYQQIiCzZ8+Gh4cHNmzYoLCODfl3Zs6cCQcHB1hZWeH777+HkZERGIbBgwcPcODAARQWFmLt2rVcxyQaUlxcjPT0dOjr6ys9n56ejuLiYg2nUq5Vq1a4du2ayvLsypUrKkfJkI+7fft2haPkLC0tMX36dA0mqtiUKVNw8uRJWFlZYfTo0TA0NAQA9r2spKQEkydP5jglIYpWr17NdQRCiAZRGUUIIQLi6OiI/fv349KlSxgxYgSsra1p6th/pEmTJjh06BCWLl2K9evXo2x/D5FIBBMTE/j4+KBp06Ycp5QXEhJS4fm0tDQNJal82rZti99//x3ffPON0vMXL16scI0xTRo+fDg2btyIrl27KhRSd+/exaZNm+Du7s5ROuF7+/YtGjdurPJ8kyZN8O7dO80F+ogGDRrg0KFD8PX1VXgvMzMzg4+Pj8KOoYQQQoimURlFCCECsmzZMixcuBDHjx+HVCrFypUrYWZmBoZhUFpaynU8wWvRogV27NiBjIwMdgpWy5YtUbduXW6DqbB79+6PXsO3Ak0oHBwcsHr1arRt21ZhSlNsbCwCAwOxYMECjtLJc3Nzw7lz5+Dg4ABjY2MYGRkBeD8SJi4uDt26dYObmxu3IQWsqKgIVatWVXm+SpUqKCoq0mCij2vWrBmCgoLk3statWpFP14QQgjhDRFT9nMJIYQQwXn06BGkUinCw8ORm5uLAQMGwMrKCpaWllxHI0TwfvjhB0RGRsLIyEhuqtOjR48wdOhQrF+/nuOEfysqKsLu3bsRGRmJx48fg2EYGBgYYPjw4Rg3bhyqVavGdUQ5Xl5eFZ7PzMxEfHw87ty5o6FEqonFYjg5OaFGjRpKz+fl5SE0NJQXWQkhhBChoDKKEEIqgdLSUvz2228IDQ3FuXPnkJiYyHUkwgN82pFMqKKjo5UWPNbW1lxH+yQxMTEYMmQI1zFY3t7eal23atWqz5zk41xdXdW6bu/evZ85CSGEEFJ5UBlFCCEC9PbtW9SrVw8A8Pz5cxw5cgT5+fkYOHAgjIyM8NVXX3GckPDB3bt3YWdnRyM2PoOCggLs27cPEydO5DoKgPcLrj948ABVq1ZlR3EBwOnTp7Fp0yY8ePCASmpCCCGE8IYW1wEIIYSo7969exg4cCBMTEwwZMgQ3LlzB46Ojti9ezeOHDmCcePG4dq1a1zHJKRSSE9Px9mzZ3HhwgWUlJQAeD8dbs+ePRg4cCC2b9/OccL3kpKSYGlpyW5q4OXlhdevX2PMmDFYtGgR+vXrh9OnT3Md85OkpKTAysqK6xhqSUlJwZo1a7iOQQghhAgKLWBOCCEC8vPPP6Ndu3b4+eefERERAU9PT/Tv3x/Lly8HAPz000/Yvn07LCwsOE5KiLAlJCRg8uTJyM7OhkgkwjfffINVq1Zh2rRpqFKlCry8vGBnZ8d1TADAunXr0LJlSyxevBiRkZGIiopCSkoKHB0dsWPHDujo6HAd8ZMVFRXhr7/+4jqGSrm5uYiKioJUKsX169fRpk0bzJ8/n+tYhBBCiGBQGUUIIQLy559/Ys+ePRCLxRCLxThy5Ai+//57aGm9H+g6ZswYODs7c5ySEOHz9/dH//794enpibCwMOzatQvTpk3D7NmzebX2EvD+fSE4OBgdOnRAjx49EBUVBU9PT4wcOZLraJXOlStXIJFIEBMTg/z8fLi5uWHFihVo3bo119EIIYQQQaEyihBCBCQjIwMNGzYEANSqVQs1atSQ26q7Tp06yMnJ4Soe0TB1diQj/0xSUhKWLFmCNm3aYObMmdi9ezfmzZvHy1GHb9++RaNGjQAAenp6qFGjBrp06cJtqErkzZs3kMlkkEqlyM7OxrBhwxASEgIXFxc4ODhQEUUIIYT8A1RGEUKIwIhEIq4jEJ7Q09P76PlmzZppKE3lkpGRwW4SoKOjAx0dHbRr147jVMqJRCLk5OSgevXqYBgGIpEI+fn5yM7OlrtOV1eXo4TCZm5uDisrKyxatAimpqbsSFRCCCGE/HNURhFCiMAsWLAA1apVAwAUFhbC19cXNWrUYI/Jl4MP295XZsnJyXj16hV7/PDhQ+Tm5spdIxaLNR1LAcMwcot9Mwwjt55VWUHFp10Ve/bsWWGxXlxcrME0FdPX18eVK1egr68PfX19GglFCCGE/AeojCKEEAEpv2Cyra2twjW0TgwB3hcQ586dg1QqxaZNm7iOI0hubm5gGIY99vT0BPB+JBKfCp6QkBCuI3yyhQsXch1BbTExMexaUY6OjjA0NGTfe2mkKiGEEPLPiJgPv2URQgghRNBSU1MhlUoRFhaG9PR0mJiYYNu2bVzHEpynT5+qdR1Ng/x8SkpKUKVKFa5jyMnJyUFUVBRkMhmuX7+Onj17wsbGBhYWFqhfvz7X8QghhBDBoDKKEEIIEbjCwkLExMRAIpHg6tWrKCkpwfz58+Ho6EjrBH0B7t69q/RxPT096OvrC270zsOHDyGRSBAREYELFy5wHUellJQUNmdGRgZu3brFdSRCCCFEMKiMIoQQQgQqMTEREokEUVFRaNmyJUaMGAFra2v0798fERERaNOmDdcRBevMmTNKH9fT04OBgQG7ex0fiMVidurgh0QiEapXr45x48ZhxowZvBtl9KG8vDxER0dDKpXi+vXr+Oabb2BpaQl3d3euo31UcXExYmNjYWlpCQDYvn07XFxcULt2bY6TEUIIIfxFZRQhhBAiUF9//TXGjBkDFxcXGBkZsY937NiRyqh/qaKFyUUiEaytrbF8+XJ28wAuqZpSmJWVhcTERPj7+8PNzQ0TJ07UcLKPu379OkJDQxETEwN9fX2kpKQgJCQEPXr04DraP9atWzdERESgRYsWXEchhBBCeIsWMCeEEEIEytjYGBKJBG/evMGIESPQt29fwU3J4itVU9/KCp5ly5Zh69atmDNnjoaTKapo3SqxWAxdXV1s2bKFV2VUcHAwpFIpsrKyMGzYMOzfvx9isRgdO3ZE3bp1uY73r9DvvIQQQsjHURlFCCGECNTOnTvx/PlzSKVS+Pr6oqCgAEOHDgVAu3x9Lnp6ejA2Noa3tzdWrlzJizLqYzp27IgnT55wHUPOunXr4OHhwfvpg4QQQgj5PLS4DkAIIYSQf65p06bw8vJCbGws1q5di7dv36JKlSqYOnUq1q9fT4sqfyZGRkZIS0vjOoZaXr9+jXr16nEdQ87MmTMRExODQYMG4eeff0ZSUhLXkQghhBCiQVRGEUIIIQLl7e2N7Oxs9tjU1BR+fn44f/48xowZg3PnzsHR0ZHDhJVXamoqrxYxVyU9PR3+/v7o3bs311HkeHp64sSJE1i7di1ev34NJycn2NragmEYZGRkcB2PEEIIIZ8ZLWBOCCGECFSHDh1w4cIFfPXVVyqvuXXrFjp27KjBVJXfnTt3sHDhQvTs2RMLFy7kOg5GjhypdFpmVlYWXrx4AUNDQwQHB6Nhw4YcpFNPdnY2IiMjIZVKcevWLXz77bewsrLC+PHjuY72ybp27YqjR4/SAuaEEEJIBWjNKEIIIUSg1Pk9iYqof6Znz55KC57c3FyUlJTAxMQEM2bM4CCZIgsLC6WP6+rqwtDQEGZmZrxbl2nQoEGQSCTs9EFdXV24uLjAxcUF9+7dg0Qiwfbt2wVZRvXo0QPVq1fnOgYhhBDCazQyihBCCBEosViMkydPon79+hVep6urq6FElYdMJlNaRpUVPG3atOEgVeUhFotx8eLFCkf1FRUVoWrVqhpMpdyHU2ErQq8zQgghRH1URhFCCCECJRaLK9w1j2EYiEQi3LlzR4OpKoeSkhLs3LkTsbGxKCoqgrGxMby8vKCjo8N1NKWio6Nx5swZNut3333HdaQKqVNG8QW9zgghhJD/Hk3TI4QQQgRs06ZNqFOnDtcxKp3AwEAEBATAxMQE1atXR0hICN68eYNVq1ZxHU3BgQMHsGzZMrRq1Qo6Ojo4deoU/vrrL8yfP5/raBU6f/489PT0Krxm0KBBGkqjWkhICPufGYbBpEmTsHz5cjRu3JjDVIQQQoiw0cgoQgghRKCENLpEaCwtLTFhwgS4uLgAAH7//XdMmjQJN2/ehJYWvzYjHjZsGIYOHfp/7d17cM13/sfx14mIRF1XELFxScQeSxGVtonbFm1aBGcZurouq0Jnqy4d3RbDRi9rmLqkKItGSauohGgmtXXbGimrXbI7VVVBNS4VpC5p5CLO748d57enEbTb8/3kG8/HX/18P9+Zvv4x4pXP5/3V+PHjJUnp6en685//rOzsbLPBbsPpdN7xncp62ogB5QAA/O84GQUAAPADZ86cUY8ePTzr2NhYORwO5eXlKSQkxGCy8nJzczVw4EDPOj4+XtOnT1deXp4aNWpkLtgdUKQCAHDvqly/2gMAAHctNDS00p3SqSrKysrKfRHN399fpaWlhhJVrKSkRDVr1vSs/fz8VL16dRUXFxtMdXu3m8EEAACqPk5GAQBgUzt37rzl8/379+vatWvq2LEj86R+IrfbrZdeekkBAQGeZyUlJUpMTFRQUJDn2eLFi03EK2fhwoVeuUpLS7V06VKvmUxTp041Ee2WmBIBAMC9jTIKAACbWr58uQoLCzVp0iRJ//kH/pgxY5SVlSVJatCggd5++21FRkYaTGlPLper3LP+/fsbSHJn0dHROnHihNezqKgo5ebmetaV7SSSy+Uqd/Kssro5i+umW5WSUuUpJgEAsAMGmAMAYFMul0sJCQnq06ePJOnDDz/USy+9pOTkZEVEROjFF19UYGCgkpKSDCcFvJWWlsrtdnudPLtw4YLWrVunwsJC9ezZU507dzaY8P/d7YmyyvilRQAAKivKKAAAbCo6Olrr1q1TRESEpP/8o7msrExz586VJGVnZ2vixIn6+OOPTcZEJdOpUyelp6cb/Rrc1KlTVb16db388suSpIKCAvXr10/FxcVq2LChjh07pjfffNNriDwAAKg6mHoKAIBNXb9+3etkycGDBxUVFeVZN2rUSN99952JaKjEKsPvIQ8cOKDHHnvMs05PT1dZWZk++ugjbdmyRaNGjdLKlSsNJryz06dPKycnRzdu3DAdBQAA26GMAgDAppo1a6ZPP/1UknTmzBl9/fXXio6O9ux/++23qlevnqF0QMXOnTun5s2be9Z79+5VXFycZ+C6y+VSTk6OqXheNm7cqFWrVnk9mzFjhnr37q34+Hj169dPZ8+eNZQOAAB7oowCAMCmnnrqKb3yyiuaNm2aEhIS1LFjR7Vq1cqzv2/fPv361782mBC4tRo1aqi4uNizzs7OVvv27b32CwsLTUQrZ8OGDapTp45nvXv3bqWlpWnOnDnauHGj6tSpw/ByAAB+JMooAABsasiQIZo+fbouX76szp07a9GiRV77eXl5GjRokKF0QMWcTqfS09MlSZ999pkuXryohx9+2LP/zTffqFGjRqbieTl58qTatWvnWe/YsUO9evVS//791bZtW02ePFl79+41mBAAAPvxNx0AAAD8dIMHD9bgwYNvuZeYmGhtGNiCw+EwHUHPPvusEhIS9OGHH+r8+fNyuVxe5dO2bdvUqVMngwn/X1FRkWrVquVZHzx40OvPXFhYmC5cuGAiGgAAtkUZBQAAcA+pDAPMH3zwQaWlpWnPnj1q2LChHn/8ca/9Nm3aeF3bMyk0NFSHDh1S06ZNlZ+fr5ycHK+i7MKFC55ZVwAA4O5QRgEAYFNOp/OOp1wcDoe++OILixLBhBs3bsjP7+4nL6xYsUKNGzf2YaK7ExERoYiIiFvuDR061OI0FXO5XHr55Zd19OhR7du3T+Hh4V7X9g4cOKDIyEiDCQEAsB/KKAAAbOp2Q5Ozs7OVkpLCZ+fvAW3bttWePXvUoEEDSdKcOXM0bty4Cr+k2LlzZwvT3drNr0DeyX9/HdKUMWPG6Nq1a9q2bZuCg4OVlJTktX/gwAH17dvXUDoAAOzJ4a4MZ7UBAMDP4vjx45o3b5527dql+Ph4TZgwQU2bNjUdCz7kdDqVlZXlKaM6deqk9PR0hYWFGU5WMafTWeHezdN+djrVV1ZWpmrVqpmOAQCAbXAyCgCAKuDcuXNatGiRNm/erK5du2rz5s1q3bq16VgwwA6/Z6zoZNS1a9e0Zs0apaSkVOoy7aYTJ05o48aNSk9P1549e0zHAQDANiijAACwsatXr2rZsmV655131KZNG7399tuV4hoWcDs/HPh948YNpaamavHixfLz89PMmTPlcrkMpbu9a9euKTMzU6mpqcrOzla7du00atQo07EAALAVyigAAGxqxYoVWrlypYKDgzVv3jz17t3bdCQYkpSUpKCgIElSaWmpli5dWq7wmTp1qolod/TRRx9p/vz5+u677zR27FgNHz5cAQEBpmOVk52drffff19bt25VaGiojh07pjVr1lD+AgDwEzAzCgAAm3I6nQoMDFRMTMxt59XcbtA57G/48OF3fMfhcGjNmjUWpLl7+/fv1+uvv66vvvpKI0aMUEJCQrkCrTJITk5Wamqqrl69qr59+2rAgAFyOp1q27at0tPT1apVK9MRAQCwHU5GAQBgUwMHDvQMe8a9KyUlxXSEHy0hIUF79+7Vb3/7Wy1ZskQNGzY0HalCr7/+uhISEjRhwgSGlAMA8DPhZBQAAICN3bhxQ35+fqZj/ChOp1P+/v4KCgq6baG6f/9+C1Pd2l//+lelpaWpuLjYczKqdevWnIwCAOB/QBkFAIBNjR8//o7vOBwOLVq0yII0MKVNmzbas2ePGjRoIEmaM2eOxo0bp3r16pkNdhubNm26q/cq0xDz/fv3KzU1VX/729/UrFkz5eTkKCUlRQ888IDpaAAA2A5lFAAANnW3A6lnz57t4yQwyel0Kisry1NGderUSenp6QoLCzOcrGoqKChQRkaGUlNTdejQIbVv315xcXH6wx/+YDoaAAC2QRkFAABgYz8so6KiorRlyxbKKAt89dVX2rhxoz744APt3bvXdBwAAGyDAeYAAACwVHR09F0N368MM6P27t2rV155RRs2bFCtWrW89po0aaI9e/Zo3rx5htIBAGBPlFEAAAA2l5SUpKCgIElSaWmpli5dqtq1a3u9c7fXOq0wbdo00xHu2urVqzVkyJByRZQk1a5dW08++aTeffddxcbGGkgHAIA9UUYBAADYWHR0tE6cOOFZR0VFKTc31+uduzmFZKUfO5g8IyNDPXv2VM2aNX2UqGJHjhzRCy+8UOF+ly5dlJycbGEiAADsjzIKAADAxlJSUkxH8LmZM2eqQ4cORsqoCxcuyN+/4h+Z/f39lZ+fb2EiAADsz890AAAAAPx88vPzq1w5YvJ7O40bN9bRo0cr3D9y5IgaNmxoYSIAAOyPk1EAAAA2d+XKFS1YsECZmZm6cuWKJKlOnTrq27evJk2apDp16hhOaF89evRQUlKSunXrpho1anjtFRUVadGiRXrkkUcMpQMAwJ4cbpO/agIAAMD/5NKlSxo6dKjy8vIUHx+v8PBwSdKxY8eUkZGhkJAQrVu3TnXr1jWc9KeLiorSli1bFBYWZvn/+8KFC3K5XKpWrZqeeuoptWzZUpJ0/PhxrV27VmVlZdq0aZOCg4MtzwYAgF1RRgEAANjYa6+9pn379mnVqlXlCpHz589r9OjRiomJsdUX7H7IZBklSadPn1ZiYqL27NnjuTLocDjUtWtXzZw501guAADsijIKAADAxnr27KlZs2apW7dut9zfvXu3EhMTtXPnTouT/XxMl1E3Xb58WSdPnpQkNW/e3NanzQAAMImZUQAAADaWl5enyMjICvdbt26t8+fPW5jo59e0adPbftHOKnXr1lX79u1NxwAAwPbM/60OAACAn6x+/fo6deqUQkJCbrl/6tQpW5zgKS4uVmZmpgoLC9WlSxe1aNHCs5eRkWEuGAAA+NlxTQ8AAMDGpk6dqtzcXCUnJysgIMBrr6SkRE8//bR++ctfavbs2YYSljd79mxdv35dM2bMkPSfnEOGDFFOTo4CAwNVVlam5ORkRUVFGU4KAAB8gTIKAADAxr799lsNGjRIAQEBGjZsmMLDw+V2uz1feyspKVFqaqqaNGliOqpHv379NHnyZPXq1UuSlJqaqjlz5mjTpk0KDQ3VtGnTdPHiRS1fvtxwUgAA4Atc0wMAALCxkJAQrVu3TrNmzdL8+fO9vvYWGxurmTNnVqoiSpLOnDmjVq1aedZZWVmKi4tT06ZNJUkjRoxQQkKCqXgAAMDHKKMAAABsLiwsTCtXrvT62luzZs1Ur149s8Eq4Ofnp/8+nJ+dna0//vGPnnXt2rV15coVE9EAAIAF/EwHAAAAwM/j5tfe2rdv7ymi3G63Ll68aDbYD0RERGjXrl2SpKNHj+rs2bN66KGHPPtnzpxRcHCwqXgAAMDHKKMAAABsrEOHDsrPz/esx44dq7y8PM/64sWL6tq1q4loFRozZozmzZunkSNHatSoUerRo4fCwsI8+x9//LHuv/9+gwkBAIAvcU0PAADAxoqLi72uvH366acqLi72eqeyfa/m0Ucf1YoVK7Rr1y516dJFw4cP99oPCgrSsGHDDKUDAAC+RhkFAABQxTkcDtMRyomJiVFMTMwt98aPH29xGgAAYCWu6QEAAMBSK1asUFFRkWf9z3/+UyUlJZ51QUGBEhMTDSQDAABWoIwCAACwMYfD4XXyqTKegvqh+fPn6/vvv/esExISdO7cOc+6qKhI69evNxENAABYgGt6AAAANuZ2uxUXF+cpoQoLC+VyueTn5+fZr2x+mKkyZgQAAL5DGQUAAGBjs2fPNh0BAADgR6GMAgAAsDGXy2U6AgAAwI9CGQUAAADLvf/++6pZs6YkqaysTGlpaapfv74kec2TAgAAVY/DzSV9AAAA2+rZs+cdh5Y7HA5t377dokR31rNnz7t6b+fOnT5OAgAATKCMAgAAsLHVq1dXuHf69GmtX79eJSUlOnz4sIWpAAAAKkYZBQAAUMVcunRJb775pt577z116NBBU6ZMUceOHU3HAgAAkMTMKAAAgCqjqKhIq1atUnJyskJDQ7V48WL16NHDdKxyDh48qEuXLumRRx7xPNu8ebPeeOMNXbt2Tb1799aMGTMUEBBgMCUAAPAVyigAAACbKysr04YNG7RkyRIFBARo+vTpGjBgwB1nSZmyZMkSPfjgg54y6siRI5o+fbpcLpciIiL01ltvqVGjRnruuecMJwUAAL5AGQUAAGBjmZmZSkpK0pUrV/TMM8/od7/7XaU/UfTll19q4sSJnnVmZqbat2+vV199VZIUEhKiRYsWUUYBAFBFUUYBAADY2PPPP6/AwED17dtXZ86c0bx582753tSpUy1OVrHLly8rODjYs96/f7+6d+/uWd9///06e/asiWgAAMAClFEAAAA2Fh0dLUn65ptvKnynsl3XCw4O1qlTp9SkSROVlJToiy++0IQJEzz733//vapXr24wIQAA8CXKKAAAABtLSUnxWufn50uSfvGLX5iIc1e6d++uefPmacqUKdq+fbsCAwP1wAMPePaPHDmisLAwgwkBAIAvUUYBAADY3JUrV7RgwQJlZmbqypUrkqQ6deqob9++mjRpkurUqWM4obeJEyfqueee0+9//3vVrFlTc+bM8ZpzlZqaqq5duxpMCAAAfMnhdrvdpkMAAADgp7l06ZKGDh2qvLw8xcfHKzw8XJJ07NgxZWRkKCQkROvWrVPdunUNJy3v6tWrqlmzpqpVq+b1/NKlS7rvvvu4qgcAQBVFGQUAAGBjr732mvbt26dVq1Z5DQWXpPPnz2v06NGKiYnRtGnTDCX8cdxut3bv3q3U1FS98cYbpuMAAAAf8DMdAAAAAD/djh079Kc//alcESVJDRs21AsvvKDt27cbSPbj5ObmauHChfrNb36j8ePHq7i42HQkAADgI8yMAgAAsLG8vDxFRkZWuN+6dWudP3/ewkR3r6SkRFu3btXGjRt14MABlZWV6cUXX9TgwYNVq1Yt0/EAAICPcDIKAADAxurXr69Tp05VuH/q1KlKNy/q888/V2Jiorp06aLVq1erd+/e+vvf/y4/Pz917dqVIgoAgCqOMgoAAMDGunbtqoULF6qkpKTcXklJiZKSktStWzcDySo2ZMgQBQQEaP369UpNTdWIESNuec0QAABUTVzTAwAAsLGJEydq0KBBiouL07BhwxQeHi63263jx49r7dq1Kikp0dy5c03H9BITE6ONGzfq4sWLGjBggLp16yaHw2E6FgAAsAhf0wMAALC53NxczZo1S1lZWbr5o53D4VBsbKxmzpyp5s2bG05Y3tmzZ5Wamqq0tDQVFxfriSee0HvvvactW7YoIiLCdDwAAOBDlFEAAABVxOXLl3Xy5ElJUrNmzVSvXj2zge5SVlaW0tLStG3bNjVp0kRxcXGKi4tT27ZtTUcDAAA+QBkFAACASuHy5cvasmWLUlNTdeTIER0+fNh0JAAA4AOUUQAAAKh0Dh06xMkoAACqKAaYAwAAwFJffvnlHd+pVq2aBUkAAIAJnIwCAACApZxOpxwOh9ewdUn67x9LHQ4H1/QAAKiiKKMAAABgqdOnT3v+2+12Kz4+XsuXL1doaKjXe02bNrU6GgAAsADX9AAAAGCpW5VMISEhlE8AANwj/EwHAAAAAAAAwL2DMgoAAAAAAACWoYwCAAAAAACAZRhgDgAAAEsNHDjQ8wU9STpy5IjCw8NVvXp1r/c2bdpkdTQAAGABBpgDAADAUr179/Za9+rVy1ASAABgAiejAAAAAAAAYBlmRgEAAMBSxcXF2rFjhwoKCsrtFRQUaMeOHSopKTGQDAAAWIEyCgAAAJZat26d1qxZo1q1apXbq1WrllJSUrRhwwYDyQAAgBUoowAAAGCpDz74QCNHjqxwf+TIkdq8ebN1gQAAgKUoowAAAGCpkydPyul0Vrj/q1/9SidPnrQwEQAAsBJlFAAAACx1/fp15efnV7ifn5+v69evW5gIAABYiTIKAAAAloqMjNQnn3xS4X5WVpYiIyMtTAQAAKxEGQUAAABLDRo0SEuXLtWuXbvK7e3cuVPLli3ToEGDDCQDAABWcLjdbrfpEAAAALi3TJkyRRkZGQoPD1fLli0lScePH9fXX3+tJ554QvPnzzecEAAA+AplFAAAAIzIzMxURkaGTp48KbfbrRYtWqhfv37q06eP6WgAAMCHKKMAAABQqRQXF+udd97R008/bToKAADwAcooAAAAWC4/P1//+te/VL16dcXExKhatWoqLS3V2rVrtXz5cl2/fl3/+Mc/TMcEAAA+QBkFAAAAS3322Wd65plnVFBQIIfDoXbt2mn27Nl69tlnVa1aNQ0fPlwul0uBgYGmowIAAB+gjAIAAIClhg8frkaNGmncuHHatGmTVq1apebNm2vy5Ml6/PHHTccDAAA+RhkFAAAASz300EN699131apVKxUVFSkqKkqLFi1S7969TUcDAAAW8DMdAAAAAPeWy5cvq379+pKkwMBABQYGqnXr1oZTAQAAq/ibDgAAAIB7T05Ojs6fP+9ZnzhxQoWFhV7vOJ1Oq2MBAAALcE0PAAAAlnI6nXI4HLrVj6E3nzscDh0+fNhAOgAA4GuUUQAAALDU6dOn7+q9pk2b+jgJAAAwgTIKAAAAAAAAlmFmFAAAACy1Y8eOWz6vXbu2WrRooUaNGlmcCAAAWImTUQAAALDU7QaTOxwO9enTR6+++qqCgoIsTAUAAKxCGQUAAIBK4erVq/r888/18ssv69FHH9Xzzz9vOhIAAPAByigAAABUKrt379Zf/vIXbd261XQUAADgA36mAwAAAAD/LTw8XOfOnTMdAwAA+AhlFAAAACqV3NxchpgDAFCFUUYBAACg0jh8+LDmzp2rHj16mI4CAAB8xN90AAAAANxboqOj5XA4yj0vLCxUWVmZYmNjNWHCBAPJAACAFRhgDgAAAEulpaXdsoyqVauWWrZsqVatWhlIBQAArEIZBQAAAEuVlZXprbfe0s6dO1VaWqqYmBiNHz9egYGBpqMBAAALMDMKAAAAllq2bJkWLFig++67T40bN9aaNWs0a9Ys07EAAIBFOBkFAAAASz322GMaPXq0nnzySUnSJ598orFjx+rf//63/Pz4XSkAAFUdf9sDAADAUmfOnPH6Wl5sbKwcDofy8vIMpgIAAFahjAIAAIClysrKVKNGDa9n/v7+Ki0tNZQIAABYiWt6AAAAsJTT6VT37t0VEBDgebZr1y49/PDDCgoK8jxbvHixiXgAAMDH/E0HAAAAwL3F5XKVe9a/f38DSQAAgAmcjAIAAAAAAIBlmBkFAAAAAAAAy1BGAQAAAAAAwDKUUQAAAAAAALAMZRQAAAAAAAAsQxkFAAAAAAAAy1BGAQAAAAAAwDKUUQAAAAAAALDM/wGRRbTnSfC49gAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1200x1000 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(12, 10))\n",
+    "sns.heatmap(df[numerical_cols].corr(), annot=True, cmap='coolwarm')\n",
+    "plt.title('Correlation Heatmap')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b4f8879",
+   "metadata": {
+    "papermill": {
+     "duration": 0.02999,
+     "end_time": "2024-01-19T14:05:56.028799",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:55.998809",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Phase 2: Preprocessing"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2d4e0770",
+   "metadata": {
+    "papermill": {
+     "duration": 0.029823,
+     "end_time": "2024-01-19T14:05:56.089539",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.059716",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Sec 1: Preprocess the data **(P2-Sec1: 15 Points)**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "41650305",
+   "metadata": {
+    "papermill": {
+     "duration": 0.030079,
+     "end_time": "2024-01-19T14:05:56.149699",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.119620",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "drop the 'CUST_ID' column. **(P2-1-1: 2 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "aed2d31b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:56.211658Z",
+     "iopub.status.busy": "2024-01-19T14:05:56.211049Z",
+     "iopub.status.idle": "2024-01-19T14:05:56.216836Z",
+     "shell.execute_reply": "2024-01-19T14:05:56.216006Z"
+    },
+    "papermill": {
+     "duration": 0.039134,
+     "end_time": "2024-01-19T14:05:56.218897",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.179763",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df.drop(columns=['CUST_ID'], inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bfdd1889",
+   "metadata": {
+    "papermill": {
+     "duration": 0.029879,
+     "end_time": "2024-01-19T14:05:56.279204",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.249325",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Check for duplicated rows. If there is any duplicated row, remove them. **(P2-1-2: 6 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "7435c2b1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:56.340651Z",
+     "iopub.status.busy": "2024-01-19T14:05:56.340349Z",
+     "iopub.status.idle": "2024-01-19T14:05:56.361152Z",
+     "shell.execute_reply": "2024-01-19T14:05:56.360083Z"
+    },
+    "papermill": {
+     "duration": 0.053867,
+     "end_time": "2024-01-19T14:05:56.363085",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.309218",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of duplicated rows: 0\n"
+     ]
+    }
+   ],
+   "source": [
+    "duplicates = df.duplicated().sum()\n",
+    "print(f\"Number of duplicated rows: {duplicates}\")\n",
+    "df = df.drop_duplicates()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aa47c8ab",
+   "metadata": {
+    "papermill": {
+     "duration": 0.030561,
+     "end_time": "2024-01-19T14:05:56.425838",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.395277",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Normalize the values of each column. **(P2-1-3: 7 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "7d19c5ee",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:56.489105Z",
+     "iopub.status.busy": "2024-01-19T14:05:56.488757Z",
+     "iopub.status.idle": "2024-01-19T14:05:56.514150Z",
+     "shell.execute_reply": "2024-01-19T14:05:56.513249Z"
+    },
+    "papermill": {
+     "duration": 0.059,
+     "end_time": "2024-01-19T14:05:56.515917",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.456917",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.731989</td>\n",
+       "      <td>-0.249434</td>\n",
+       "      <td>-0.424900</td>\n",
+       "      <td>-0.356934</td>\n",
+       "      <td>-0.349079</td>\n",
+       "      <td>-0.466786</td>\n",
+       "      <td>-0.806490</td>\n",
+       "      <td>-0.678661</td>\n",
+       "      <td>-0.707313</td>\n",
+       "      <td>-0.675349</td>\n",
+       "      <td>-0.476070</td>\n",
+       "      <td>-0.511333</td>\n",
+       "      <td>-0.960378</td>\n",
+       "      <td>-0.528979</td>\n",
+       "      <td>-0.302400</td>\n",
+       "      <td>-0.525551</td>\n",
+       "      <td>0.36068</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.786961</td>\n",
+       "      <td>0.134325</td>\n",
+       "      <td>-0.469552</td>\n",
+       "      <td>-0.356934</td>\n",
+       "      <td>-0.454576</td>\n",
+       "      <td>2.605605</td>\n",
+       "      <td>-1.221758</td>\n",
+       "      <td>-0.678661</td>\n",
+       "      <td>-0.916995</td>\n",
+       "      <td>0.573963</td>\n",
+       "      <td>0.110074</td>\n",
+       "      <td>-0.591796</td>\n",
+       "      <td>0.688678</td>\n",
+       "      <td>0.818642</td>\n",
+       "      <td>0.097500</td>\n",
+       "      <td>0.234227</td>\n",
+       "      <td>0.36068</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.447135</td>\n",
+       "      <td>0.518084</td>\n",
+       "      <td>-0.107668</td>\n",
+       "      <td>0.108889</td>\n",
+       "      <td>-0.454576</td>\n",
+       "      <td>-0.466786</td>\n",
+       "      <td>1.269843</td>\n",
+       "      <td>2.673451</td>\n",
+       "      <td>-0.916995</td>\n",
+       "      <td>-0.675349</td>\n",
+       "      <td>-0.476070</td>\n",
+       "      <td>-0.109020</td>\n",
+       "      <td>0.826100</td>\n",
+       "      <td>-0.383805</td>\n",
+       "      <td>-0.093293</td>\n",
+       "      <td>-0.525551</td>\n",
+       "      <td>0.36068</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.049099</td>\n",
+       "      <td>-1.016953</td>\n",
+       "      <td>0.232058</td>\n",
+       "      <td>0.546189</td>\n",
+       "      <td>-0.454576</td>\n",
+       "      <td>-0.368653</td>\n",
+       "      <td>-1.014125</td>\n",
+       "      <td>-0.399319</td>\n",
+       "      <td>-0.916995</td>\n",
+       "      <td>-0.258913</td>\n",
+       "      <td>-0.329534</td>\n",
+       "      <td>-0.551565</td>\n",
+       "      <td>0.826100</td>\n",
+       "      <td>-0.598688</td>\n",
+       "      <td>-0.228307</td>\n",
+       "      <td>-0.525551</td>\n",
+       "      <td>0.36068</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-0.358775</td>\n",
+       "      <td>0.518084</td>\n",
+       "      <td>-0.462063</td>\n",
+       "      <td>-0.347294</td>\n",
+       "      <td>-0.454576</td>\n",
+       "      <td>-0.466786</td>\n",
+       "      <td>-1.014125</td>\n",
+       "      <td>-0.399319</td>\n",
+       "      <td>-0.916995</td>\n",
+       "      <td>-0.675349</td>\n",
+       "      <td>-0.476070</td>\n",
+       "      <td>-0.551565</td>\n",
+       "      <td>-0.905410</td>\n",
+       "      <td>-0.364368</td>\n",
+       "      <td>-0.257266</td>\n",
+       "      <td>-0.525551</td>\n",
+       "      <td>0.36068</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0 -0.731989          -0.249434  -0.424900         -0.356934   \n",
+       "1  0.786961           0.134325  -0.469552         -0.356934   \n",
+       "2  0.447135           0.518084  -0.107668          0.108889   \n",
+       "3  0.049099          -1.016953   0.232058          0.546189   \n",
+       "4 -0.358775           0.518084  -0.462063         -0.347294   \n",
+       "\n",
+       "   INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0               -0.349079     -0.466786            -0.806490   \n",
+       "1               -0.454576      2.605605            -1.221758   \n",
+       "2               -0.454576     -0.466786             1.269843   \n",
+       "3               -0.454576     -0.368653            -1.014125   \n",
+       "4               -0.454576     -0.466786            -1.014125   \n",
+       "\n",
+       "   ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                   -0.678661                         -0.707313   \n",
+       "1                   -0.678661                         -0.916995   \n",
+       "2                    2.673451                         -0.916995   \n",
+       "3                   -0.399319                         -0.916995   \n",
+       "4                   -0.399319                         -0.916995   \n",
+       "\n",
+       "   CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0               -0.675349         -0.476070      -0.511333     -0.960378   \n",
+       "1                0.573963          0.110074      -0.591796      0.688678   \n",
+       "2               -0.675349         -0.476070      -0.109020      0.826100   \n",
+       "3               -0.258913         -0.329534      -0.551565      0.826100   \n",
+       "4               -0.675349         -0.476070      -0.551565     -0.905410   \n",
+       "\n",
+       "   PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT   TENURE  \n",
+       "0 -0.528979         -0.302400         -0.525551  0.36068  \n",
+       "1  0.818642          0.097500          0.234227  0.36068  \n",
+       "2 -0.383805         -0.093293         -0.525551  0.36068  \n",
+       "3 -0.598688         -0.228307         -0.525551  0.36068  \n",
+       "4 -0.364368         -0.257266         -0.525551  0.36068  "
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scaler = StandardScaler()\n",
+    "df = pd.DataFrame(scaler.fit_transform(df), columns=df.columns)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d274fb5",
+   "metadata": {
+    "papermill": {
+     "duration": 0.030832,
+     "end_time": "2024-01-19T14:05:56.577390",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.546558",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Phase 3: Modeling"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "86e0177b",
+   "metadata": {
+    "papermill": {
+     "duration": 0.030821,
+     "end_time": "2024-01-19T14:05:56.639246",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.608425",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Sec 1: PCA and K-means with sklearn **(P3-Sec1: 40 Points)**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae3a9067",
+   "metadata": {
+    "papermill": {
+     "duration": 0.031464,
+     "end_time": "2024-01-19T14:05:56.701817",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.670353",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Use the `PCA` class from the `sklearn` library to reduce the dimensionality of the DataFrame. **(P3-1-1: 2 points)**\n",
+    "\n",
+    "Follow [this link](https://www.youtube.com/watch?v=nEvKduLXFvk) to understand more about PCA (2 minutes)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "ccd271b9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:56.764981Z",
+     "iopub.status.busy": "2024-01-19T14:05:56.764389Z",
+     "iopub.status.idle": "2024-01-19T14:05:56.815910Z",
+     "shell.execute_reply": "2024-01-19T14:05:56.814566Z"
+    },
+    "papermill": {
+     "duration": 0.086874,
+     "end_time": "2024-01-19T14:05:56.819202",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.732328",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "n_components = 2\n",
+    "pca = PCA(n_components=n_components)\n",
+    "df_pca = pca.fit_transform(df)\n",
+    "df_pca = pd.DataFrame(df_pca, columns=[f'PC{i+1}' for i in range(n_components)])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ab4abe39",
+   "metadata": {
+    "papermill": {
+     "duration": 0.033036,
+     "end_time": "2024-01-19T14:05:56.972654",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:56.939618",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Elbow Method Visualization** helps to determine the optimal number of clusters by visualizing the within-cluster sum of squares (WCSS) against the number of clusters.\n",
+    "\n",
+    "Use the `plot_elbow_method function` to plot the number of clusters versus WCSS for both the main DataFrame and the one reduced using `PCA`. Then Discuss the choice of the number of components for PCA and clusters for K-means. **(P3-1-2: 10 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "8073c2e9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:57.036722Z",
+     "iopub.status.busy": "2024-01-19T14:05:57.035842Z",
+     "iopub.status.idle": "2024-01-19T14:05:57.042296Z",
+     "shell.execute_reply": "2024-01-19T14:05:57.041382Z"
+    },
+    "papermill": {
+     "duration": 0.040273,
+     "end_time": "2024-01-19T14:05:57.044201",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:57.003928",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def plot_elbow_method(X, max_clusters=10):\n",
+    "    wcss = []\n",
+    "    for i in range(1, max_clusters + 1):\n",
+    "        kmeans = KMeans(n_clusters=i, init='k-means++', random_state=42)\n",
+    "        kmeans.fit(X)\n",
+    "        wcss.append(kmeans.inertia_)\n",
+    "    \n",
+    "    plt.plot(range(1, max_clusters + 1), wcss)\n",
+    "    plt.title('Elbow Method')\n",
+    "    plt.xlabel('Number of clusters')\n",
+    "    plt.ylabel('WCSS')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "147779aa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:05:57.106910Z",
+     "iopub.status.busy": "2024-01-19T14:05:57.106618Z",
+     "iopub.status.idle": "2024-01-19T14:06:26.814906Z",
+     "shell.execute_reply": "2024-01-19T14:06:26.814029Z"
+    },
+    "papermill": {
+     "duration": 29.741924,
+     "end_time": "2024-01-19T14:06:26.817076",
+     "exception": false,
+     "start_time": "2024-01-19T14:05:57.075152",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Elbow Method for Original DataFrame:\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x550 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Elbow Method for PCA-Reduced DataFrame:\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x550 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "print(\"Elbow Method for Original DataFrame:\")\n",
+    "plot_elbow_method(df)\n",
+    "print(\"Elbow Method for PCA-Reduced DataFrame:\")\n",
+    "plot_elbow_method(df_pca)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "85239b05",
+   "metadata": {
+    "papermill": {
+     "duration": 0.032166,
+     "end_time": "2024-01-19T14:06:26.882528",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:26.850362",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Use the `KMeans` class from the `sklearn.cluster` module to create clusters from the DataFrame that has been dimensionally reduced using `PCA`. **(P3-1-3: 3 points)**\n",
+    "\n",
+    "Follow [this link](https://www.youtube.com/watch?v=R2e3Ls9H_fc) to understand more about KMeans (4 minutes)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "a2844330",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:06:26.950152Z",
+     "iopub.status.busy": "2024-01-19T14:06:26.949271Z",
+     "iopub.status.idle": "2024-01-19T14:06:28.391133Z",
+     "shell.execute_reply": "2024-01-19T14:06:28.387849Z"
+    },
+    "papermill": {
+     "duration": 1.478907,
+     "end_time": "2024-01-19T14:06:28.394735",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:26.915828",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "k = 3\n",
+    "kmeans_pca = KMeans(n_clusters=k, init='k-means++', random_state=42)\n",
+    "clusters_pca = kmeans_pca.fit_predict(df_pca)\n",
+    "df_pca['Cluster'] = clusters_pca"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "56dcc352",
+   "metadata": {
+    "papermill": {
+     "duration": 0.032907,
+     "end_time": "2024-01-19T14:06:28.469318",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:28.436411",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Complete the definition of the following class to implement PCA, which is capable of reducing the dimensionality. **(P3-1-4: 10 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "955a0d5f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:06:28.535873Z",
+     "iopub.status.busy": "2024-01-19T14:06:28.535545Z",
+     "iopub.status.idle": "2024-01-19T14:06:28.542017Z",
+     "shell.execute_reply": "2024-01-19T14:06:28.541168Z"
+    },
+    "papermill": {
+     "duration": 0.042529,
+     "end_time": "2024-01-19T14:06:28.543844",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:28.501315",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "class CustomPCA:\n",
+    "    def __init__(self, n_components):\n",
+    "        self.n_components = n_components\n",
+    "        self.components = None\n",
+    "        self.mean = None\n",
+    "\n",
+    "    def fit(self, X):\n",
+    "        self.mean = np.mean(X, axis=0)\n",
+    "        X_centered = X - self.mean\n",
+    "        U, S, Vt = np.linalg.svd(X_centered, full_matrices=False)\n",
+    "        self.components = Vt[:self.n_components]\n",
+    "\n",
+    "    def transform(self, X):\n",
+    "        X_centered = X - self.mean\n",
+    "        X_transformed = np.dot(X_centered, self.components.T)\n",
+    "        return X_transformed"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e48fe55a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.031453,
+     "end_time": "2024-01-19T14:06:28.606873",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:28.575420",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Complete defining the class below to implement `KMeans`, an algorithm designed for clustering. **(P3-1-5: 15 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "42f01b09",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:06:28.672343Z",
+     "iopub.status.busy": "2024-01-19T14:06:28.671565Z",
+     "iopub.status.idle": "2024-01-19T14:06:28.683208Z",
+     "shell.execute_reply": "2024-01-19T14:06:28.682363Z"
+    },
+    "papermill": {
+     "duration": 0.046442,
+     "end_time": "2024-01-19T14:06:28.685114",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:28.638672",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "class CustomKMeans:\n",
+    "    def __init__(self, n_clusters, max_iter=300, tol=0.0001):\n",
+    "        self.n_clusters = n_clusters\n",
+    "        self.centroids = None\n",
+    "        self.max_iter = max_iter\n",
+    "        self.tol = tol\n",
+    "\n",
+    "    def initialize_centroids(self, X):\n",
+    "        centroids = [X[np.random.randint(X.shape[0])]]\n",
+    "        for _ in range(1, self.n_clusters):\n",
+    "            centroids_array = np.array(centroids)\n",
+    "            distances = np.sqrt(((X - centroids_array[:, np.newaxis])**2).sum(axis=2))\n",
+    "            min_distances = np.min(distances, axis=0)\n",
+    "            probabilities = min_distances / min_distances.sum()\n",
+    "            cumulative_probabilities = np.cumsum(probabilities)\n",
+    "            r = np.random.rand()\n",
+    "            for j, p in enumerate(cumulative_probabilities):\n",
+    "                if r < p:\n",
+    "                    centroids.append(X[j])\n",
+    "                    break\n",
+    "        return np.array(centroids)\n",
+    "\n",
+    "    def fit_predict(self, X):\n",
+    "        self.centroids = self.initialize_centroids(X)\n",
+    "        for _ in range(self.max_iter):\n",
+    "            distances = np.sqrt(((X - self.centroids[:, np.newaxis])**2).sum(axis=2))\n",
+    "            labels = np.argmin(distances, axis=0)\n",
+    "            new_centroids = np.array([X[labels == i].mean(axis=0) if np.any(labels == i) else self.centroids[i] \n",
+    "                                      for i in range(self.n_clusters)])\n",
+    "            if np.all(np.abs(new_centroids - self.centroids) <= self.tol):\n",
+    "                break\n",
+    "            self.centroids = new_centroids\n",
+    "        return labels"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cd288b93",
+   "metadata": {
+    "papermill": {
+     "duration": 0.031664,
+     "end_time": "2024-01-19T14:06:28.748430",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:28.716766",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Sec 2: Fitting implemented Kmeans **(P3-Sec2: 5 Points)**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5397ed41",
+   "metadata": {
+    "papermill": {
+     "duration": 0.031794,
+     "end_time": "2024-01-19T14:06:28.811964",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:28.780170",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Use your implemented `CustomPCA` to reduce the dimensionality of the DataFrame. **(P3-2-1: 3 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "c4950bb3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:06:28.879744Z",
+     "iopub.status.busy": "2024-01-19T14:06:28.879411Z",
+     "iopub.status.idle": "2024-01-19T14:06:28.899914Z",
+     "shell.execute_reply": "2024-01-19T14:06:28.898494Z"
+    },
+    "papermill": {
+     "duration": 0.058286,
+     "end_time": "2024-01-19T14:06:28.903512",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:28.845226",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "n_components_pca = 2\n",
+    "pca = CustomPCA(n_components=n_components_pca)\n",
+    "pca.fit(df.values)\n",
+    "transformed_data = pca.transform(df.values)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "018c7889",
+   "metadata": {
+    "papermill": {
+     "duration": 0.062252,
+     "end_time": "2024-01-19T14:06:29.036303",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:28.974051",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Apply the `CustomKMeans` implementation you created to perform clustering on the DataFrame. **(P3-2-2: 2 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "09c34ae7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:06:29.102898Z",
+     "iopub.status.busy": "2024-01-19T14:06:29.102561Z",
+     "iopub.status.idle": "2024-01-19T14:06:29.183778Z",
+     "shell.execute_reply": "2024-01-19T14:06:29.182951Z"
+    },
+    "papermill": {
+     "duration": 0.117282,
+     "end_time": "2024-01-19T14:06:29.186115",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:29.068833",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "n_clusters = 3\n",
+    "custom_kmeans = CustomKMeans(n_clusters=n_clusters)\n",
+    "cluster_labels = custom_kmeans.fit_predict(transformed_data)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1e641ab1",
+   "metadata": {
+    "papermill": {
+     "duration": 0.032325,
+     "end_time": "2024-01-19T14:06:29.251519",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:29.219194",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "# Phase 4: Analyzing"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1cec977a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.031688,
+     "end_time": "2024-01-19T14:06:29.315294",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:29.283606",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Sec 1: Visualizing and Comparing **(P4-Sec1: 5 Points)**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2999ce4c",
+   "metadata": {
+    "papermill": {
+     "duration": 0.034979,
+     "end_time": "2024-01-19T14:06:29.382347",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:29.347368",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "Visualize and compare the clustering results from the sklearn library with those from your custom clustering implementation. **(P4-1-1: 5 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "67fd0707",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:06:29.454641Z",
+     "iopub.status.busy": "2024-01-19T14:06:29.453955Z",
+     "iopub.status.idle": "2024-01-19T14:06:30.269152Z",
+     "shell.execute_reply": "2024-01-19T14:06:30.268229Z"
+    },
+    "papermill": {
+     "duration": 0.851298,
+     "end_time": "2024-01-19T14:06:30.271163",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:29.419865",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x550 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x550 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def plot_clusters(X, labels, title):\n",
+    "    unique_labels = set(labels)\n",
+    "    for label in unique_labels:\n",
+    "        plt.scatter(X[labels == label, 0], X[labels == label, 1], label=f'Cluster {label}')\n",
+    "    plt.title(title)\n",
+    "    plt.xlabel('PCA Component 1')\n",
+    "    plt.ylabel('PCA Component 2')\n",
+    "    plt.legend()\n",
+    "    plt.show()\n",
+    "\n",
+    "plot_clusters(transformed_data, cluster_labels, 'Custom KMeans Clusters')\n",
+    "plot_clusters(transformed_data, clusters_pca, 'sklearn KMeans Clusters')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "54ab6405",
+   "metadata": {
+    "papermill": {
+     "duration": 0.033412,
+     "end_time": "2024-01-19T14:06:30.338582",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:30.305170",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "## Sec 2: Silhouette Analysis **(P4-Sec2: 10 Points)**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f3a5fd30",
+   "metadata": {
+    "papermill": {
+     "duration": 0.03276,
+     "end_time": "2024-01-19T14:06:30.404634",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:30.371874",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "source": [
+    "**Silhouette Analysis** involves calculating and plotting the silhouette coefficients, which measure how similar each point is to its own cluster compared to other clusters. The closer these coefficients are to +1, the better the clustering.\n",
+    "# Plot for sklearn KMeans\n",
+    "Calculate the silhouette scores for each sample in the dataset using `silhouette_samples` and the average silhouette score using `silhouette_score`. Then, visualize these scores in a plot for each cluster for both results from the sklearn library and those from your custom clustering implementation.  **(P4-2-1: 10 points)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "9ff976fa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-01-19T14:06:30.472558Z",
+     "iopub.status.busy": "2024-01-19T14:06:30.471732Z",
+     "iopub.status.idle": "2024-01-19T14:06:35.287553Z",
+     "shell.execute_reply": "2024-01-19T14:06:35.286667Z"
+    },
+    "papermill": {
+     "duration": 4.852123,
+     "end_time": "2024-01-19T14:06:35.289592",
+     "exception": false,
+     "start_time": "2024-01-19T14:06:30.437469",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x550 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x550 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.cm as cm\n",
+    "silhouette_vals_custom = silhouette_samples(transformed_data, cluster_labels)\n",
+    "silhouette_avg_custom = silhouette_score(transformed_data, cluster_labels)\n",
+    "silhouette_vals_sklearn = silhouette_samples(transformed_data, clusters_pca)\n",
+    "silhouette_avg_sklearn = silhouette_score(transformed_data, clusters_pca)\n",
+    "def plot_silhouette_analysis(X, cluster_labels, silhouette_vals, silhouette_avg, title):\n",
+    "    n_clusters = len(set(cluster_labels))\n",
+    "    y_lower, y_upper = 0, 0\n",
+    "    yticks = []\n",
+    "    for i, c in enumerate(set(cluster_labels)):\n",
+    "        c_silhouette_vals = silhouette_vals[cluster_labels == c]\n",
+    "        c_silhouette_vals.sort()\n",
+    "        y_upper += len(c_silhouette_vals)\n",
+    "        color = cm.nipy_spectral(float(i) / n_clusters)\n",
+    "        plt.fill_betweenx(np.arange(y_lower, y_upper), 0, c_silhouette_vals, facecolor=color, edgecolor=color, alpha=0.7)\n",
+    "        yticks.append((y_lower + y_upper) / 2)\n",
+    "        y_lower = y_upper\n",
+    "\n",
+    "    plt.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\")\n",
+    "    plt.yticks(yticks, [f'Cluster {c}' for c in set(cluster_labels)])\n",
+    "    plt.ylabel('Cluster')\n",
+    "    plt.xlabel('Silhouette coefficient')\n",
+    "    plt.title(title)\n",
+    "    plt.show()\n",
+    "\n",
+    "plot_silhouette_analysis(transformed_data, cluster_labels, silhouette_vals_custom, silhouette_avg_custom, 'Silhouette Analysis - Custom KMeans')\n",
+    "plot_silhouette_analysis(transformed_data, clusters_pca, silhouette_vals_sklearn, silhouette_avg_sklearn, 'Silhouette Analysis - sklearn KMeans')"
+   ]
+  }
+ ],
+ "metadata": {
+  "kaggle": {
+   "accelerator": "gpu",
+   "dataSources": [
+    {
+     "datasetId": 1777806,
+     "sourceId": 2901065,
+     "sourceType": "datasetVersion"
+    }
+   ],
+   "dockerImageVersionId": 30558,
+   "isGpuEnabled": true,
+   "isInternetEnabled": false,
+   "language": "python",
+   "sourceType": "notebook"
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
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+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 65.404253,
+   "end_time": "2024-01-19T14:06:35.943527",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "__notebook__.ipynb",
+   "output_path": "__notebook__.ipynb",
+   "parameters": {},
+   "start_time": "2024-01-19T14:05:30.539274",
+   "version": "2.4.0"
+  }
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+ "nbformat": 4,
+ "nbformat_minor": 5
+}