From e013d78768aac68bb697eedb43c9d9a33cfa9c9a Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E2=80=9CIlter=E2=80=9D?= <“retli79@gmail.com”>
Date: Sun, 12 Feb 2023 19:42:01 +0100
Subject: [PATCH] Task is completed! Please let me know if something needs
 changing

---
 Data_Visualisation_(Seaborn_Matplotlib).ipynb | 1553 +++++++++++++++--
 1 file changed, 1383 insertions(+), 170 deletions(-)

diff --git a/Data_Visualisation_(Seaborn_Matplotlib).ipynb b/Data_Visualisation_(Seaborn_Matplotlib).ipynb
index c6c00a9..3b7c0b9 100644
--- a/Data_Visualisation_(Seaborn_Matplotlib).ipynb
+++ b/Data_Visualisation_(Seaborn_Matplotlib).ipynb
@@ -1,31 +1,4 @@
 {
-  "nbformat": 4,
-  "nbformat_minor": 0,
-  "metadata": {
-    "colab": {
-      "name": "Data Visualisation (Seaborn-Matplotlib).ipynb",
-      "provenance": [],
-      "collapsed_sections": [],
-      "toc_visible": true
-    },
-    "kernelspec": {
-      "display_name": "Python 3",
-      "language": "python",
-      "name": "python3"
-    },
-    "language_info": {
-      "codemirror_mode": {
-        "name": "ipython",
-        "version": 3
-      },
-      "file_extension": ".py",
-      "mimetype": "text/x-python",
-      "name": "python",
-      "nbconvert_exporter": "python",
-      "pygments_lexer": "ipython3",
-      "version": "3.8.5"
-    }
-  },
   "cells": [
     {
       "cell_type": "markdown",
@@ -118,9 +91,11 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 399,
       "metadata": {
         "id": "GL3nsXNYAzaL"
       },
+      "outputs": [],
       "source": [
         "import numpy as np\n",
         "import pandas as pd\n",
@@ -132,9 +107,7 @@
         "\n",
         "import warnings\n",
         "warnings.filterwarnings(\"ignore\")"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -147,14 +120,139 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 400,
       "metadata": {
         "id": "BtAf43Va20Iq"
       },
-      "source": [
-        ""
+      "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>timestamp</th>\n",
+              "      <th>cnt</th>\n",
+              "      <th>t1</th>\n",
+              "      <th>t2</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>wind_speed</th>\n",
+              "      <th>weather_code</th>\n",
+              "      <th>is_holiday</th>\n",
+              "      <th>is_weekend</th>\n",
+              "      <th>season</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>2015-01-04 00:00:00</td>\n",
+              "      <td>182</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>2015-01-04 01:00:00</td>\n",
+              "      <td>138</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>2015-01-04 02:00:00</td>\n",
+              "      <td>134</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>96.5</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>2015-01-04 03:00:00</td>\n",
+              "      <td>72</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>100.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>2015-01-04 04:00:00</td>\n",
+              "      <td>47</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.5</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "             timestamp  cnt   t1   t2    hum  wind_speed  weather_code  \\\n",
+              "0  2015-01-04 00:00:00  182  3.0  2.0   93.0         6.0           3.0   \n",
+              "1  2015-01-04 01:00:00  138  3.0  2.5   93.0         5.0           1.0   \n",
+              "2  2015-01-04 02:00:00  134  2.5  2.5   96.5         0.0           1.0   \n",
+              "3  2015-01-04 03:00:00   72  2.0  2.0  100.0         0.0           1.0   \n",
+              "4  2015-01-04 04:00:00   47  2.0  0.0   93.0         6.5           1.0   \n",
+              "\n",
+              "   is_holiday  is_weekend  season  \n",
+              "0         0.0         1.0     3.0  \n",
+              "1         0.0         1.0     3.0  \n",
+              "2         0.0         1.0     3.0  \n",
+              "3         0.0         1.0     3.0  \n",
+              "4         0.0         1.0     3.0  "
+            ]
+          },
+          "execution_count": 400,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df = pd.read_csv('store_sharing.csv')\n",
+        "df.head()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -167,25 +265,54 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 401,
       "metadata": {
         "id": "Su1S3Ejc20Ir"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "timestamp       0\n",
+            "cnt             0\n",
+            "t1              0\n",
+            "t2              0\n",
+            "hum             0\n",
+            "wind_speed      0\n",
+            "weather_code    0\n",
+            "is_holiday      0\n",
+            "is_weekend      0\n",
+            "season          0\n",
+            "dtype: int64\n"
+          ]
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "missing_values = df.isna().sum()\n",
+        "print(missing_values)"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 402,
       "metadata": {
         "id": "taPyMUnj20Ir"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "False    17414\n",
+            "dtype: int64\n"
+          ]
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "duplicate_rows = df.duplicated().value_counts()\n",
+        "print(duplicate_rows)"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -198,48 +325,164 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 403,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "array([4394, 4387, 4330, 4303], dtype=int64)"
+            ]
+          },
+          "execution_count": 403,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df['season'].value_counts().values"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 404,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Float64Index([0.0, 1.0, 3.0, 2.0], dtype='float64')"
+            ]
+          },
+          "execution_count": 404,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df['season'].value_counts().index"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 405,
       "metadata": {
         "id": "vw4INTSG20Is"
       },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
         "# season\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "df['season'].value_counts().plot.bar( color='blue')\n",
+        "plt.title('Season Distribution')\n",
+        "plt.xlabel('Season')\n",
+        "plt.ylabel('Counts')\n",
+        "plt.xticks(rotation=0)\n",
+        "plt.show()\n",
         "\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 406,
       "metadata": {
         "id": "DHPG8s5920Is"
       },
-      "source": [
-        "# is_holiday\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# is_holiday\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "chart = df['is_holiday'].value_counts().plot.bar(color='green')\n",
+        "chart.bar_label(chart.containers[0], fmt='%d')\n",
+        "plt.title('Holiday Distribution')\n",
+        "plt.xlabel('Holiday')\n",
+        "plt.ylabel('Counts')\n",
+        "plt.xticks(rotation=0)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 407,
       "metadata": {
         "id": "MbopYVNN20Is"
       },
-      "source": [
-        "# is_weekend\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# is_weekend\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "chart = df['is_weekend'].value_counts().plot.bar(color='red')\n",
+        "chart.bar_label(chart.containers[0], fmt='%d')\n",
+        "plt.title('Weekend Distribution')\n",
+        "plt.xlabel('Weekend')\n",
+        "plt.ylabel('Counts')\n",
+        "plt.xticks(rotation=0)\n",
+        "plt.show()\n",
+        "\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 408,
       "metadata": {
         "id": "y6x24xxV20It"
       },
-      "source": [
-        "# weather_code\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# weather_code\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "chart = df['weather_code'].value_counts().plot.bar(color='purple')\n",
+        "chart.bar_label(chart.containers[0], fmt='%d')\n",
+        "plt.title('WeatherCode Distribution')\n",
+        "plt.xlabel('WeatherCode')\n",
+        "plt.ylabel('Counts')\n",
+        "plt.xticks(rotation=0)\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -252,25 +495,197 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 409,
       "metadata": {
         "id": "UAVtBv_420Iu"
       },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "timestamp        object\n",
+            "cnt               int64\n",
+            "t1              float64\n",
+            "t2              float64\n",
+            "hum             float64\n",
+            "wind_speed      float64\n",
+            "weather_code    float64\n",
+            "is_holiday      float64\n",
+            "is_weekend      float64\n",
+            "season          float64\n",
+            "dtype: object\n"
+          ]
+        }
+      ],
       "source": [
-        ""
+        "print(df.dtypes)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 410,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "str"
+            ]
+          },
+          "execution_count": 410,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "type(df['timestamp'][0])"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 411,
       "metadata": {
         "id": "xnBa7KKQ20Iu"
       },
-      "source": [
-        ""
+      "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>cnt</th>\n",
+              "      <th>t1</th>\n",
+              "      <th>t2</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>wind_speed</th>\n",
+              "      <th>weather_code</th>\n",
+              "      <th>is_holiday</th>\n",
+              "      <th>is_weekend</th>\n",
+              "      <th>season</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>timestamp</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 00:00:00</th>\n",
+              "      <td>182</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 01:00:00</th>\n",
+              "      <td>138</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 02:00:00</th>\n",
+              "      <td>134</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>96.5</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 03:00:00</th>\n",
+              "      <td>72</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>100.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 04:00:00</th>\n",
+              "      <td>47</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.5</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                     cnt   t1   t2    hum  wind_speed  weather_code  \\\n",
+              "timestamp                                                             \n",
+              "2015-01-04 00:00:00  182  3.0  2.0   93.0         6.0           3.0   \n",
+              "2015-01-04 01:00:00  138  3.0  2.5   93.0         5.0           1.0   \n",
+              "2015-01-04 02:00:00  134  2.5  2.5   96.5         0.0           1.0   \n",
+              "2015-01-04 03:00:00   72  2.0  2.0  100.0         0.0           1.0   \n",
+              "2015-01-04 04:00:00   47  2.0  0.0   93.0         6.5           1.0   \n",
+              "\n",
+              "                     is_holiday  is_weekend  season  \n",
+              "timestamp                                            \n",
+              "2015-01-04 00:00:00         0.0         1.0     3.0  \n",
+              "2015-01-04 01:00:00         0.0         1.0     3.0  \n",
+              "2015-01-04 02:00:00         0.0         1.0     3.0  \n",
+              "2015-01-04 03:00:00         0.0         1.0     3.0  \n",
+              "2015-01-04 04:00:00         0.0         1.0     3.0  "
+            ]
+          },
+          "execution_count": 411,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df.timestamp = pd.to_datetime(df['timestamp'])\n",
+        "df.set_index('timestamp', inplace=True)\n",
+        "df.head()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -301,25 +716,236 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 412,
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Int64Index([2015, 2015, 2015, 2015, 2015, 2015, 2015, 2015, 2015, 2015,\n",
+              "            ...\n",
+              "            2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017, 2017],\n",
+              "           dtype='int64', name='timestamp', length=17414)"
+            ]
+          },
+          "execution_count": 412,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "df.index.year"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 413,
       "metadata": {
         "id": "kuzcXJ0i20Iv"
       },
+      "outputs": [],
       "source": [
-        ""
-      ],
-      "execution_count": null,
-      "outputs": []
+        "df['day_of_week'] = df.index.dayofweek\n",
+        "df['day_of_month'] = df.index.day\n",
+        "df['hour'] = df.index.hour\n",
+        "df['month'] = df.index.month\n",
+        "df['season'] = (df.month%12 + 3)//3\n",
+        "df['year'] = df.index.year\n",
+        "df['year_month'] = df.index.strftime('%Y-%m')\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 414,
       "metadata": {
         "id": "RYw9Klg_20Iv"
       },
+      "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>cnt</th>\n",
+              "      <th>t1</th>\n",
+              "      <th>t2</th>\n",
+              "      <th>hum</th>\n",
+              "      <th>wind_speed</th>\n",
+              "      <th>weather_code</th>\n",
+              "      <th>is_holiday</th>\n",
+              "      <th>is_weekend</th>\n",
+              "      <th>season</th>\n",
+              "      <th>day_of_week</th>\n",
+              "      <th>day_of_month</th>\n",
+              "      <th>hour</th>\n",
+              "      <th>month</th>\n",
+              "      <th>year</th>\n",
+              "      <th>year_month</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>timestamp</th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 00:00:00</th>\n",
+              "      <td>182</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>2015-01</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 01:00:00</th>\n",
+              "      <td>138</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>1</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>2015-01</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 02:00:00</th>\n",
+              "      <td>134</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>96.5</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>2</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>2015-01</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 03:00:00</th>\n",
+              "      <td>72</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>100.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>3</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>2015-01</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-01-04 04:00:00</th>\n",
+              "      <td>47</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>93.0</td>\n",
+              "      <td>6.5</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>6</td>\n",
+              "      <td>4</td>\n",
+              "      <td>4</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2015</td>\n",
+              "      <td>2015-01</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                     cnt   t1   t2    hum  wind_speed  weather_code  \\\n",
+              "timestamp                                                             \n",
+              "2015-01-04 00:00:00  182  3.0  2.0   93.0         6.0           3.0   \n",
+              "2015-01-04 01:00:00  138  3.0  2.5   93.0         5.0           1.0   \n",
+              "2015-01-04 02:00:00  134  2.5  2.5   96.5         0.0           1.0   \n",
+              "2015-01-04 03:00:00   72  2.0  2.0  100.0         0.0           1.0   \n",
+              "2015-01-04 04:00:00   47  2.0  0.0   93.0         6.5           1.0   \n",
+              "\n",
+              "                     is_holiday  is_weekend  season  day_of_week  \\\n",
+              "timestamp                                                          \n",
+              "2015-01-04 00:00:00         0.0         1.0       1            6   \n",
+              "2015-01-04 01:00:00         0.0         1.0       1            6   \n",
+              "2015-01-04 02:00:00         0.0         1.0       1            6   \n",
+              "2015-01-04 03:00:00         0.0         1.0       1            6   \n",
+              "2015-01-04 04:00:00         0.0         1.0       1            6   \n",
+              "\n",
+              "                     day_of_month  hour  month  year year_month  \n",
+              "timestamp                                                        \n",
+              "2015-01-04 00:00:00             4     0      1  2015    2015-01  \n",
+              "2015-01-04 01:00:00             4     1      1  2015    2015-01  \n",
+              "2015-01-04 02:00:00             4     2      1  2015    2015-01  \n",
+              "2015-01-04 03:00:00             4     3      1  2015    2015-01  \n",
+              "2015-01-04 04:00:00             4     4      1  2015    2015-01  "
+            ]
+          },
+          "execution_count": 414,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
       "source": [
         "df.head()"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -332,25 +958,54 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 415,
       "metadata": {
         "id": "T_KFvQBA20Iw"
       },
-      "source": [
-        "# for all variables \n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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dAGeqHAnxqzOV7+rchKeyiT2FHTyK1zUEZI6G0eAW+dvAPwKwuuX7yHrY/m/D/zs4wfBnDJ3hkkOt9xv9Mpz62bB0khGRkWzfts1iXWZ6OhEjR7b5nvsmTUKpUvHRypUW66+/8Ub2793LSbPbrp996ileNbu9164Gh4CjI+w0q6cd2+DaCJDYuDX/5jHw1GRY+nbrbS/NgPVmj1vo9YAEXN3aPexL4RcZSYFVPRWkp+PfRj116dMHBycnPrv2WiqPH29zvwoPD8JnziR91iya6uvbNWZrLpGRVFnloElPx9VWDlIpLsOHU/nbb+fLZmYilctRhYQAhhFk7e+/2/xbxatXc8pGh1/m1r715x4ZSblVTmXp6Xi0kZP78OGUmuVUkZmJRC6nS0gIqsBAdEVF1JqdP1X79uEWHo7EwQGvG2+k5OefadRoTNt33XUXp5cvb9ecLASHgIMj7DY7p3Ztg9A2zqkbxkDyZPjAxjnVbxCcsF1fHaFLZCQVVnVVmZ6OWxt15Tp8OBVmdVVlrCuXkBDco6NprKy02H5q/nxyp0wBwCkwkCqra4jq/ftt/60roIyMpNYqJ216Oqo2clIOH06NWcxaY05OxnPK+YYbqNmyhRM23t9UWoqDtzeuxjsaXOPikLm6otu/vx0zMuMfAlJHw2hwi5PboKeNY2/fevjZ7HP3+mdAowa18XP3mxmGzrOJ3rAPZQe05yHGz6WM83not22DCBt5REYatplHmp4OLfVx443oN2w4v/HkSZr79IHSUtMqyRtvoP/4Y/SHbFxz2IljSAgSR0d0Zjnqtm1DbiNHeWQkOqsc69PTURhzlLi44Dh0KEUREdRv327/4P/UxAiyNdFBvkI6nY6HH34YZ2dn1q5dy4svvsjbb79NbW0tRUVF/Pe//2XFihW8++67/PDDD2zatAl/f3/effddALZt28awYcM6OYvzJk6cyJw5c1B20u2dl6O4xgEPZRNy2fl13qomdE1SKupkNt+z/YySYUv7sijLiznXF+MsN/SkvVRNqKvPz1lX2yChUiejXGt7P3bj7A+1JdDccH5drdpwe5bSy/Z7esXAM9WGW7F/ToIGq9sIXQMMzypnvGK3sC+Fr78/5woKLNYVqdV069HDZnlvb29emT+fxISEVndc9A4M5NSJEzz97LMcOH6c3YcP87DxlsMO4esPZSXQYFZPxWrDbdGeNupp8l2Q1sbv9e1Ih3Nnz7/+51RwcICsbbbL25mzvz81VvVUq1bj0kY9lezbx9d33IHm1KkL7nfo449TXVDAsS+/bLdY2yL396feKocGtRqFjRwc3N2RKZU0mJdvaqKhtNRUXjlgAO633cawI0e49tgxes6bh8TRcHeJNjeX2n37TG9VDhqE+803U/lz+34Z5eTvT51VTjq1GicbOTkaczIvrzfmpOzRA51ajaO7u8VzrsqAAKSOjji4uaEKDER75gwD583jH/n5XL9nD75xce2aTys+/lBudU6VqMFJCR42zqnH7oIf2jingoINI9KfbjE8y7wyDXr3s0/cNihsHH/1Fzn+dFZ11Wg8/pwCA6k7eRK/SZOIOHyYkXl59H7hBVNnoEGtRmF167FTQACO3t7tmpODvz+NVjk1qtU42MhJZjy2Gq3OqabSUlP58qVLUU+fjl6rbfX+2q1bKVu0iB7r1xPc0EDApk0UPPoo9W18SXXFuvhDTQk0mR17GuPnrqqNz92+MfDvasOt2F8lQb3xc/dkOlSatecRU0HqACc6oD3394cSq3NIrTaM2ntZ5iHx9wer+kStRtKjB7i5IfH0BAcHpN9/j/TcOaSbNkG3bufL3nQTkuuvR/9Kx15XyPz9abbKsUmtRqpUIrXKUebvT5NVjk1qNTLjMaivrKQoOpoGe33x8pciOsjWRAf5Cm3bto2ysjL+/e9/069fP2JiYnjhhReQSqU0NDTwwgsvMGDAAEaNGsWoUaPYv38/MpkMN+Pogo+PD3K5vJOz+GvSNkqQyyw7Ti2v65tsT7DVz6ueDfGneTqylFk/+rLHOFFXbF8Ny7I9yCuTo2uU8PpWHwAa2tiP3TiqoElnua7R+NpBYfs9xQdgdRhsfRFiP4RuEZbbQ6ZA4S4413G3QdmiUqmo11nmVq/ToVDYzuv1t9/mkw8/5LCNb6edXVy48R//YGR0NJPuvZe35s/n9bffJm7cOLvE3opSBVa5UG98LW+jni7FtSNg7pvw3kIo6rhbQs05qlQ0WeXWpNMha6OeLtXgqVPZa/xi0N6kKhV6qxyadTokNnJoeS602aq83lhe0bMnMmdn9DodR8aP5+SMGfjcfz+9Fi5stS8HLy8GfPklVenplH3Vvs/6y1SqVjE263RIbeQkayOnlvIVO3ZQV1DANe++i0ylQhUURKBxohupXI7MxYWABx/E0cODrDvuIP+jjwhbvx63sLB2zcmCUnX+HGrxR8+poIHg7gnvvQoJcVCnhU9+BufW81PYg7Qd68rBxQVVv350S0jg8EMPcWzGDHo8/TQBzzwDgHrNGrreey9et9+ORCbD74EHcB0+HGk7X1fYOqf0bZxTLc942ipv69+g1d9yccExMJDiuXM5MWIExa++it877yAfMOAKMriAP/K5W3gAUsPgvy/ChA8No83Weo6AO96EXxcaOtx2JlHZ+FxqeW39795WWYUCXAznifSdd9B/8gnNd9wBCgXSb781fDGjUCBdtozmJ56Aujo6kqSN4xBodSy2VdbWMSsI1sTPPF2hEydO0KdPH1xczn/w3n333abbpnv16mVa7+LiQmPjX/fblD8bhUzfqiPc8trJodnme7xVTXirmgj20bG30Ikv9rsR6lfHtBGlnKly5PZPe+Eg1TPhmkoGeutwkdvej9001hlmsTbX8gHdUGv7PbVFhqVoL3SLhNDHoMDslrsB90DOUvvEewEzZs9mxpw5pte7duxAbvXBJFcoqK1tndfNt97KiJEjedJq0qcWTY2NyGQyptx/P7W1teRkZzMkJISHExL4yvy2MHupq2t9wdFyEa9to54uJjzSMDnXL9/B/BevLL7LMHz2bMLN6km9Y0erzrBMoaDRRj1dKt/wcFx69OB3G5O8tIfus2fTwywHzY4drS6CpAoFzTZyaDZe4FlfuEuM5XWnT5Pl6UljeTkAtXv3glRKv08+4eT06dBsaCMcu3Zl0I8/IpFKOXLPPcZb5f+4vrNn09csp4odO1rFKFUoaLqMnFrKN+t0ZN97L2Fr1zK6qgpdURF5CxYw+O23aayqQt/YSH1pKfsffxz0eqpycvAcNYqejz7K/oSEK8qrTbq61h3hP3pOPTTacLt2y6Rcz9wP285AzB3wzedXHquVXrNn08usrqraqa6aa2vRNzbi4ObGoYkTqTM+46/o2ZMe06Zx5q23KPvvfznx0ksM+fJLJA4OlG/ZQuFHH+Fwhbf4e8+ejbdZTlob55REoUBvIye9MSdb5W2dg9a8nnsOiURCiXF0si4nB2VEBJ6JiRROm3bZuVzUhT5369uIt7rIsBTshV6RMPIxOG32udsr0jA5V+53hk50B9DX1bXu/LW8tv53t/UZplAYyhmvU/UrVqD/5BMAmu+/H6laDZGRSO64A/2uXfDDD/ZI44Js5djy2vpYbKusrWNWsP8vS/zViA7yFXJwuPA/ofXo8J91cq6/Il+XRsq1MhqbwcF4L0RxrQwnh2a6KCw7tvvUCmQSGNz1/LeJQZ715JUZ6kflqOc/Y86h0UmRSMBF3szIFYF079JAh6o+CypvkMhAb2ywnP0MneO6CsuyfuGGMmqzCaxKD4HXoPOvXXuA9+BOmbl65dKlbFi71vT6mZkz8fXzsyjj6+eH+ty5Vu+9Z8IEegQEcLK4GDCcZ3K5nEKNhnFjxlB47hwF+fkWneujR47wj9tus1M2VgrPgqc3yGTQ8pNFXf0MFxeVFZe/v+tugE+/hV9/gIT7rrhzdTn2LV3K72b1FD5zJiqrelL5+VFjo54uVa/Royn47Td0FRV/eB8Xol66lFKzHLrPnIncKgdHPz/qbeTQWFpKk1aLo58f2iNHDCtlMhy9vEzlWzrHLbSHDyNTKnHw9KSxpAR5t24M/uUXAA7ceCONJSVXnNOppUspMMup78yZKKxyUvj5obORU70xJyc/P2qMOUmMOdUZy1fu2sUvgYEofH2pLynB59Zb0RUX01RTY9inXm9xHFYfOUKXdp6Z24L6LHhYnVM+fobOcVXF5e2rvt6wmF7rIP8E+NlnFuSzS5dSZFZXvWwcf/I2jr8GY13J/fyoNasrBy8vdOfOIXN1pUmrNXWOAWqPHEEREGB6ferf/+b0G2/g4OZGQ3Exg9esoe7kySvKqWzpUirNcvKeORMHq5wc/PxotJFTU2kpzVotDn5+1JudUzIvL5vlrTmFhVG3d6/FurqcHBRWs123m8qz4OwNUhk0G489Vz9D59j6czcg3FDmrNnnrvrQ+Um6AIJugIe/hd9/gE86sD0/exa8rc4hPz9Dh9Cq7dWfPQtW9YmfH/pz56CkBH19PeTmnt9WVgalpUgCApBMmAB+fkha5igwdkIl99xDs6urnZIzaDp7FqlVjjI/P5pra2m2yrHp7FlkVjnK/PxouoLPMuHqIW6xvkK9e/fm1KlTaM2eo5k/fz6vvvrqBd8nsTXpiHBZgr11OEj1ptukAbILlAzpWofU6p93/SE33tpu+UzWwSInAj0MF1EL0r3ZeLgLropmXOTN7FMr0OikFhOAdQj1HsNzUN3MZuvsEQ3ndgJWH7JDp8AN8yzX+YZB6eHzr7tFQNVp0JyxV8RtKi8v53henmnJ2r6dCKtZcCOjosjKzGz13hdnziR80CCuCw3lutBQXn3xRc4VFHBdaCi7d+0iKzOTnr1706VLF9N7BgQHc+oKLwov2YE9hmegws3qKSIa9uy8/IuhgYPh46/h5+9g6njTt/cdRVdeTmVenmk5t307/lb11C0qikIb9XSp/CIiKEhPv9JQ29RYXk5dXp5p0WzfjqtVDq5RUVTbykGvp3rnTrpER58vO3IkzQ0N1O7di/uttzK8pMTieV3n0FAaSkpoLCkx/KTU99+jb27mwA030NBOF18N5eXU5uWZlvLt21vNIu0ZFUV5GzlV7NyJh1lOHiNHom9ooGrvXhw9PLhu61YcPT3RqdXom5roevvtlP76KwDlmZm4XnONxc8nuQQHU2vP8+vQHmhsgFCzcyo8Gvb9gXPql2Nwt9nvOitVhmeQ83Lbfs8VaCwvR5uXZ1oqt2/Hzaqu3KKiqGqjrjQ7d+JuVlddjHVVvXcvVZmZyJRKlP3OP0PtHBxs6gD7TphAv7ffRl9fT0NxMVInJzxuuonyLVuuKKfm8nIa8vJMi3b7dpRWOamioqhtIyftzp2ozHJSGXOy7vja0lhQgGLQIIt1ioEDaTCbVK5dFewxzPvR0+zY6xMNZ2wceyOmQKzV526PMCgyfu76DYaHvjaMHH88Hpo7sD3fs8fwuWQ227ckOhp22sgjMxOJVX1KoqIgM9PQ8czONkz61cLLC7y90Z88SfONN9I8ZAjNoaE0h4bC11/D118b/t/OGvbsQd/QgNwsR0V0NPU2cqzPzERulaM8Kor6K/gs+/sSzyBbEx3kKxQdHY23tzcvvvgieXl5/Pzzz3zxxRc8++yzF3xfyyRYBw4cQGf9HIhwSZSOeu4MrmLuFl/2qRX8lOfMqhwPHgipAKC4RkZdo6GnHD+4ksx8Fav3uHOywpF3Mr3Yp3biwVBD2a7OjSzK8mSfWsGBIgXJP/hz35BK3J06+hZrLRxYDbctNYwQ94uDETMg2/i7sc6+hpkzAfa+Dz1jDD/f5NEXoueC/wjYlXp+f97X2J7VuhNsWr8ed3d3FqSmMjA4mAWpqTg7O5tGmZ2cnOjq6wtAcXGxRee6uKiIxsZGjuflUVdXx5affuLokSMsW72a/gMGcPf48UyeOpUVS5Z0TDJaLaxdDQuWGn4LeUwcTJsBy4311NUXnJwuvI8WbyyDs2fgxeng5W147+W8v50dW78ehbs716em4hkczPWpqTg6O5tGmWVOTqiM9XSpvK65hrIOnOm0dP16HNzd6Z2aijI4mN6pqcicnSkx5iB1csLRLIfCxYvplpyMZ1wcLuHhBC1ZQtHy5TRrtVRlZNCs1RK0YgVO/fvjPno0vRYu5KzxN117zJmDU1AQxyYbOmSOvr44+voiM/vypj2cW78eR3d3Bqem4hIczGBjTufMclKY5XRq8WKCkpPxjYvDLTyca5Ys4bQxp4bycmQuLgQvWICqTx8Cpkwh4OGHyTPmVPD550ikUoYsXowqKIhejz9O1zFj7DuLdZ0WNqyGV5cafgv5ljiYOgM+NJ5T3r6guMRz4tc0SHwJIm4wzGj95sdQmA+/brZf/GaKjMdfv9RUVMHB9DPWldqsruRmdZW/eDE9k5PxjovDNTycAUuWUGCsq9rff6fk228Z9OGHuAwdiuett9Jr1izOGtu62t9/p9tjj+Fz110o+/Zl8GefoTtzhtLvvmvXnKrWr0fm7o5vairy4GB8U1ORODtTZcxJ4uSEzCyn8sWL8UpOxjUuDqfwcPyWLKF8+XKbk3JZq1ixApfYWDyTknDs0wfPxERcRo+mfPHids3JpEELu1bDPUsNI8SD4wy/ZbzVeOy5mn3uZr5vmKAr+mnw7gu3zoWAEfBbqmH73cug4gx8Pd0wKu3qa/l+e9Jq0a9ejXTpUggPh7g4JDNm0Nzyu/O+5z9X9OvXg7s7ktRUCA42/NfZGb2xPpvffBPJ00/DPffAwIFIP/jA0AHPyoLTpyEvz7ToNRr0Go3htZ3ptVpqV6/Gc+lS5OHhKOPicJ0xg2pjjlJfXyTGHGvXr0fq7o57aioOwcG4p6YidXam1uzOCEFoi+ggXyEHBwcWL15MUVERd911F6+99hrPPffcRWeBHjBgAFFRUUyYMIH//e9/HRTt38/s6GIGd61j8sYAXvqfL09FlHJr32oAolcFsfmo4XafwV11LIotYP0hN/7vs17875QzK+Py8XUxfLs1aWgFMX1qeOTrHjzydXdu6l3NzOjizknql+lQmA33bYFb3oNtKfC7cbbWJwthYLzh/9U5sPEuw0jyQ/sgMBbW3QbVZrM2OvtCXXnrv9EJNBoN94wdy3WjRrE1O5vhkZGMi4013SZ9d3w8xwsLL2lfzc3N3H377UilUrbt3s2rCxcye/p0Nn/zjT1TsPTidNiXDRu3wOvvwYKU8zNVHyiEuPiL76Orr+H3jgcOhj1nDO9rWS7l/XZQr9Hw9dixdB81ivuys/GPjOSr2FjTM8j94+N55BLrqYXK15e68o47Dps0Gg6PHUuXUaMYmp2Na2Qkh2NjTc8/esXHM9wsh9I1azg7bx6By5Yx6Mcf0ezYwcnnngOgubqaQ7fdhqOPDyG7dtF35UrU779PgXGSLs+770amUjE0K4vhhYWmpU/LRWk7adRo2Dl2LJ6jRjEqOxv3yEiyYmNNz7V2i4/nFrOcCtas4di8eQxdtozIH3+kYscODhtzAtgdH49zUBDX799Pn6Qksu+9l8pdu0x/K/OWW3AZOJAbDhygT2Iiu+PjqbL6PfJ299p0OJBtmH167nuQmnJ+puodhTD2Es+J15+D79bD25/BhizD88hTYk3Pi9tbk0bD3rFjcR81iuHZ2XSJjGSv2fHXNT6eaLO6KlqzhlPz5jFw2TJCf/yRqh07yDOrq4P330/tsWNcu20bgz76iPxFi8g3Tnin2b2b3x9/nL5vvsnw7GwA9t5+e7vf1tus0XB67FhUo0YRmJ2NKjKSM7Gxpuc5u8THM8Asp6o1ayiZNw//Zcvo9eOPaHfsoMgspwvR7tjBmXHjcJ88maB9+3CbNInTsbHo7Pkl29fTIT8bHtsC496DH1LggPHYSymEUOOxdzYHPrzLMJL87D4IjoXlt0FVgaEj3CfKMIr8rzOG97UsoR3TnuunT0efnY10yxak772HPiUFNhrykBUWGn7/GECjoXnsWCSjRiHNzkYSGUlzbOz5Z5W//BL9M88gXbgQaXY2yGQ023sm+0tUMX069dnZ+GzZgvt771GZkoLWmGP3wkKUxhz1Gg0lY8eiGDUK3+xs5JGRFJsds4I5MYJsTaIXD8UKnW3R3/B285qLF/krcmn9c69/edU+nR1B+/tPJ323Y0/DOzsAOyjr7ADsYGxgZ0fQ/n5p++e9/9L8Ll7kL2fQhW/e+0tqerOzI2h/BRcv8pcT8JfuTh20474H23Hf9iMm6RIEQRAEQRAEQbgq/XVHeu1FdJAFQRAEQRAEQRCuSqKDbE08gywIgiAIgiAIgiAIiBFkQRAEQRAEQRCEq5QYQbYmRpAFQRAEQRAEQRAEATGCLAiCIAiCIAiCcJUSI8jWxAiyIAiCIAiCIAiCICBGkAVBEARBEARBEK5SYgTZmhhBFgRBEARBEARBEATECLIgCIIgCIIgCMJVSowgWxMdZEEQBEEQBEEQhKuS6CBbEx3kv5pFks6OoP09qe/sCOygrrMDsAvHWcrODqH9uXZ2AO0vqLizI2h/jp0dgB0M6uwA7GFpZwfQ/nrf2tkR2Mff8hm7/3Z2AO1PNruzI2h/xfM6O4L2F9DZAQjtSnSQBUEQBEEQBEEQrkpiBNna3/ILREEQBEEQBEEQBEG4XGIEWRAEQRAEQRAE4aokRpCtiRFkQRAEQRAEQRAEQUCMIAuCIAiCIAiCIFylxAiyNTGCLAiCIAiCIAiCIAiIEWRBEARBEARBEISrlBhBtiY6yIIgCIIgCIIgCFcl0UG2Jm6xFgRBEARBEARBEAREB9nuDh8+zO7duy3WVVRUcN1115Gfn9+hsegaJcz52ZfwZUFErwxk1W6PNst+fcSV2z7uzdDFfZmwLoB9hU6mbXo9rNztQczqPoQvC2L2T77U1Es6IoUrUl9fz9ixY9mxY0dnh3JBOp2OOXNSCA+PJjr6ZlatWt1m2W3bMvi//7uXYcMiefDBRzl+/KRpm16vZ+XK1cTEjCE8PJrZs/9FTU1tB2TQtiGhofyYmcnZmhp+zsoi5NprL+l9T82Ywd4TJyzWPZ6URLleb7G8vHChPcK2Ta6AeSsgpxy2F8CU6Rd/T1gUbMlrvT6nHPL0lovKuf1jbkOX0FCiMjMZU1NDdFYWbheplz6JifwjP5/RVVUMXbECqVJp2ib38SFs3TpuKy/npqNH6TF5smlbyAcfMFavb7VE/vxzu+ekCg0lODOTa2tqGJSVheoiOfkmJhKSn8+1VVX0tsrJXL9vv6XPBx9YrHOLjWVwTg7XajQM3rsX9zvuaLc85KGhdMvMpHdNDd2yspBfJI8uiYn0zM+nd1UV3itWIDHLQ6JQ4L1iBb3Ky+lZUIDbdMtj1is1lUC93mLp8sQTho1SKZ7z5tHz3Dl6V1XRdc0aZF27tlueALoGCXM+9SU8OYjoOYGs+rntz6gW+aUODJvelx2/n89T1yDhlbU+jJwVyMhZgbz4eVdqdfb9jOrIelJERNAtPZ3eGg09cnNxnTLFYrvbM8/Q89QpetfU4Pf99zj07XtZuUgUCrxWrKBneTk9CgroMr3ttk0eGop/ZiY9a2rwt5G384QJdD92jJ41Nfhs2IDUy8vivb31eovFf+fOVn/DISiInrV2/uySK+ClFZBeDr8UwAOX0J4Pi4LvrNrz/Xrbyx2T7BP3hTgoYNwK+Fc5zCqA6AvkFDIRph+Bl2ohIR16DD+/TSKF2+bB7HOQUgX3rQGX9j33L0YZGsqAzExCa2oYkJWF8iLnl09iItfk5xNSVUVPq/NLERRE3++/J0Sj4ZpTp+g6Y4bFe52joxm4axch1dUMzMnB9eab7ZLTn0ujHZe/JtFBtrMnnniCkydPml5XVlby2GOPUVpa2uGxLEj35oDaidV35ZNyYxGLsjz5/phLq3K7zip5/mdfpg0vJe3+Uwzz1/LIN91NneA1B91YlOXF9JElfH7PGdTVDjz7g39Hp3NZdDod06dP5+jRo50dykUtWPAWBw4cYvXq5aSkzGHRomV8//2PrcodPXqMhISnuPnmG/nyyy8YNCiYyZOnmjrBa9asZ9GiJUyf/jSff/4hanURzz47q6PTMVGpVKzdvJntW7dyU1gYWRkZrElLQ6VSXfB9vfr0Yebcua3WDxg0iBXvvccAPz/TsuCll+wUvQ2zF8KQcPhnDKRMg6dSYPTdbZfvfw28tx6kVs2ubzfo4g43BkKE3/mltsau4beQqVSM2LyZsq1b2RoWRnlGBsPT0pC1US9+48bRf+5c9iUksD0mBo/ISAYtWGDaHr5xI049erD9pps4mJTEoLfewu+uuwA4mJjIj35+pmVbZCRNdXWceOedds1JqlLRb/Nmqrdu5VBYGNUZGfRPS0PaRk4e48bRbe5cTiYkcCQmBpfISHqY5dTCMz4e99tvt1inHDKEvhs2ULxqFQdDQyletoyg9etRDh16xXlIVCr8Nm+mbutWzoaFocvIwC8tDUkbeTiPG4fH3LmUJCRwLiYGp8hIPM3y8Fy4EEV4OOdiYiiZNg2PlBSc7z5/zDoOGkTprFmc8vMzLZpVqwBwnzUL5wkTKBo/nrMREUg9PfH5+OMrztHcgo3eHDjtxOqn80mJL2LRd558n9P6M8rc3DW+1NZbnlOLNnuRdUzF+4+fZdnjZ9mVp+Stb7zbNVZzHVlPMl9f/L77Du2vv5I/bBjlKSl4vfsuythYAFwmTsT9xRcpfuwx8kNCaCopwe+bby4rHw/j3y+MiaFs2jTcU1JQ3d26bZOoVHQ15n3OmLevWd7y4cPxWrmSipde4lxkJDIPD7w//ND0fsdBg9Dl5HDGz8+0qG+7zeJvyHr0wPfbb9v8wqrdPLsQBofD1Bh4dRo8ngK3XKA973cNvLXe0Hk0d6Of5bJqPpw9CVu+smv4No1ZCN3DYWUMfD0NYlLgGhs59Y6GcSvhl5chdTCczoAHvwO58UvaG2bB0Anw+XhYEgFKT7i3fc/9C5GqVPQ1tue5YWHUZGTQ9wLtufu4cfjPncvphASOxsTgHBlJ95bzSyIhKC2NxuJicocN4/Rjj+H/wgt43HcfAA4+PgR98w1lX3zB4SFDKF+7lsCvvsKxe/eOSlf4kxAd5A60a9cuxo0bR629vwm1obZBwrqDbjx/fRGDu+q4JaiaqWHlfLrPvVXZ4loZ04aXETdQQ4BbA0+MKKOiTkZemQKAT/a681BoOWP7a+jnVc/rtxTy6wlnjpc7dnBWl+bYsWOMHz+e06dPd3YoF1VbW8u6dRt5/vnnGDw4mFtuuZmpUx/k00+/aFX288/XMmxYCImJTxAY2Jvk5CRcXV355ps0AD755HMeeugBxo4dQ79+fXn99Vf59dffLEaZO9Jd8fHUabW8mJzM77m5zE5KolqjIe7eey/4vreWLmV/Tk6r9QOCgzmwdy9FarVpqa6utlf4lpQqGD8VXkmEgznwwyZYvgAmPWm7/H2PwroMKFG33hYUDOoCOHPCsL1l6SDd4uNp0mo5nJxMdW4uB5OSaNJo8G+jXvokJnIiNZWitDQqd+1iX0ICAQ8/jFSpxC0sDM+oKHImTqRqzx6K0tLImz+foORkABqrqtCp1aal/0svcW7dOtRfte/Fo2d8PM1aLWeSk6nLzeW0MSePNnLyTUxEnZpKZVoaNbt2cTIhAW9jTi1kHh4ELFxIdVaWxXu9Jk6k6pdfKHr3XXR5eRQtXoxmyxY8x4+/4jxc4uPRa7WUJSfTkJtLaVISeo0G5zby6JKYSFVqKrVpaeh27aI4IQHXhx9GolQiUalwnTqV0sRE6nNyqN20iYoFC+jy5PljVh4cTP3u3TSp1aZFr9UaNjo4UPrMM9Rt3UrD4cNUvfMOTtHRV5xji1qdhHXb3Xj+7iIGB+i4JaSaqf8o59P/ubf5nq93ulJT1/oy5n+HnImPqmRILx1De+m4L7qSzCMX/iLuSnRkPanuvJOmwkLKn3+exmPHqFmzhuqPPsJl4kQApG5ulD33HNrvvqPx2DEq589HPnAgUh+fS8pFolLhMnUqZWZ/v9LqOGnhbMy73Jh3WVISzWZ5d3nySWrXrqXm449p2L+f4kmTUMbG4tC7NwCOwcE0HD5scbw1l5WZ9q+Ki6NbdjZ6ne6S6+IPUapg3FR4PREO58Avm+CDBXBfG+35vY/CxxlQaqOdLlWfX5yUMPFpmDsVqqvsmkIrjioInwrfJkJBDhzaBFsXQKSNnFz8YMsrsOdTKD9h6CirvKDrIMN2qQOkPQMnt0LRYch4B3q137l/MR7G9vyssT3PN7bn7m2cXz6JiRSnplKVlkbtrl2cNrbnEqUSB19ftHv2cPrxx9EdO0bVd9+h+flnXIxtmXNUFDQ2UvTGG9SfOIF63jz0dXU4R0Z2WL6do8mOy1+T6CDb0aRJkzh79iyzZ89m1qxZbNu2jbvvvpt33323w2PJLVHQ2CxhmL/WtC7MX8veQiea9ZZlx/Sr5vHhhg+pukYJH+a446VsJMjT8CF1psqREL86U/muzk14KpvYU2jnb3j/oKysLCIiIlizZk1nh3JRubm/09jYyLBhoaZ1YWHD2Lt3P83NzRZlz5w5y9ChQ0yvJRIJ/fv3Zc+efabtISHnt3ft6oOnpwd79uy1bxJtCI+MJHPbNot1O9LTGTFyZJvviZ80CZVKxccrV7ba1j84mGO//97ucV6S4BBwcITdGefX7doGoREgsXEr5w1jIHkyfPB26239BsGJTsoDcI+MpNyqXsrS0/GwVS9SKe7Dh1P622+mVRWZmUjkcrqEhKAKDERXVESt2e3wVfv24RYejsTBck5Ir5gYvK6/ntw5c9o3IcA5MpJqq5yq09NxaSMn5+HD0ZjlVJ2ZiVQuRxkSYloX8MYblHz8MXWHDlm8vWT1avJntb4zQ+bmdoVZgCIykjqrPOrS03FqIw/F8OFozfLQGetGHhKCPCQEiaMjdRnnj9m6bdtQRBiOWYmrKw49etDQxjlV8fLL1G7aZPhTPj64Tp1K3a+/XnGOLXLPKmhskjAs0OwzKlDL3lNOWDV9AJRXS1m4yYeX72vdSXF3buK/OS5U1kqprJXyw14XgnvYr5PVkfWk/f57ih96qPVujcdb1ZIlaJYvB0DSpQtdnniC+gMHaC4uvqRcbP193bZtyCNat22KyEh0Vnnr0tNRGPNWREZSZ5ZnU34+TadPozB2NhwHDaLxAm248vbbKf/XvyhLTLyk2P+w/sb2fI9Ze757Gwxpoz2PHgPPT4aPbbTn5p54GXb8DJnt/wjJRfmHgNTRMBrc4uQ2CLCR04H18Ou/Df/v4ARRz0C1GoqMbd0vLxs62ADOPjB8Kpz41d4ZmNhqz2vS03G+xPa8xnh+qUJCaCws5MSECTQbv0x3vu46XK6/Ho2xLWsqLcXB2xt3411PbnFxSF1d0e7fb5/khD8tMYu1Hb377rvExcXx8MMPM27cOFxdXQE6/NljgOIaBzyUTchl59d5q5rQNUmpqJPhqWz9Lc/2M0oe/qoHej28cVshznJDT9pL1YS6+vyhU9sgoVIno1wra7WPP4OJxm/W/wqKi0vw8HBHLj8/Gu/t7YVOp6OiogJPT0+z9Z6o1UUW7y8sVOPm1gUALy/L7bW1tVRWVlFeXmHfJNrg5+9P7sGDFuuK1WqCr7nGZnkvb2/mzp/PXf/4B8OGD7fY5tO1K55eXkx88EEWf/ghWq2WT1auZNGbb9otfssA/KG8BBoazq8rMY4YeHhBWYll+ccMH7bcPZlWgoINIxifboHAAXAoB15JgpMd8ziAk78/Gqt60anVuNqoF0d3d2RKJXUFBaZ1+qYmGkpLUfbogU6txtHdHalSSbNx5FEZEIDU0REHNzcazB4t6TtrFmc+/JA6O7SHcn9/tFY5NajVKG3kJDPG22CWE01NNJaWIu/RgxrA9aabcL3+eg4MGULvJUss3l+Xm2vx2mnQILrcfDNFS5decR4yf38arPJoUquR28hDasyjySqPptJSHHr0gOZmmkosj9kmtRqpUonUywvHwED0zc24P/88qjFjaCotpfKtt6j+6COLv+Mxdy4eKSk0lZVREBV1xTm2KK50wMO5CbnZVYl3lyZ0DVIqamR4ulp+Rr2+wYe7Iirp51/fal/P3VnMU8u7ETEzCID+3epZknC23WK11pH11HjqFI2nTp3fn48PLhMmUG71GIrrQw/hs2oVzXV1FFrdtnyxXJov8PebS0osytrK29GYt8zf3zJP43ZZjx6AYQRZIpXSbd8+pG5uaL/7jrLkZPQaDQCljz4KgNMNN1xy/H+Ijz9UlECjWXveMgLs7mVo680lGtvzOBvteQu/AIidCJOua/94L4WrP9SWQJNZTtVqcFQaRodrSlq/JygGHvoBkMDa+6He6jGfm+fCzSlQWwbL2u/cvxjHdmrPHY3HXYvBJ0+i6NWLym++oeLLLwGo3rqVokWL6LN+PTQ3I3Fw4OSDD6LrrC/jO8xf91lhexEjyHbk7u6OTCbD1dXV1DnuLNpGCXKZ5VBxy+v6JtuTl/TzqmdD/Gmejixl1o++7DFO1BXbV8OybA/yyuToGiW8vtVw61ZDG/sRLp1Wq0Uul1usa3ldX99gsX7MmNH8978/sGXL/2hsbGTjxq/Zv/8gDcYLm9jY21i2bCV5ecfR6XS8/vobAKbtHU2pUqGzulVOp9MhVyhslv/322/z+Ycfkms1YgfQb+BAwNDBvu+OO3h73jxmvPACjycltXvcNilVUG81ItXyWm47nzYFDQR3T3jvVUiIgzotfPIzOF/42cv2IlOpaLaql2adDqmNeml5Lrmt8hU7dlBXUMA1776LTKVCFRREoHGCH6nZca3q0wfvmBhO2uluGmkbOUn+QE4ShYLey5Zx6okn0NfVtXq/OQcvL/p++SWa9HQq2uG2calK1er2Ur1OBzbyaHnus9XtqMa8JW3tC8OkTI4DB4JeT0NuLoWxsWhWrMDn/fdR3XmnxXs0H39Mfng42p9+wv+HH5C002ebtkGC3MHqM8r4ur7R8rMlI1dF9nEl00aXYcvpYkf8PRtY/VQ+K6edRdcg4fUN9ptUqCPryWJfTk74fvkljYWFVC1bZrGt9qefyB82DM3y5fh+9ZXptuaLuay/30bZlnIX3O7ggGNQEMjllDz0ECVTpqCIimr359oviZON9rzhD7bnLcZNgYO7YH/Wxcvag6MKGq1yanktayMn9QF4Lwx+fhHu+dAw2mwu52N4LxzyfjJ0pBUdc117sePMnLSN80tv4zPtxN13c2zsWJShofR423A3gNTFBUVgIOfmziV3xAjOvfoqAe+8g2LAgPZMSfgLEB3kq4RCpm/VEW557eRg4/41DCPMwT46pg0vI6pnLV/sN9zCNW1EKdd01XH7p70IWxaEXKZnoLcOF7nt/QiXTqFQUF9vOSLS8trJycli/fXXR/HEE4/x1FPPMmTIcL766lvi4sbi4mLoWE2b9ijXXDOY228fR1hYFHK5nIEDB+Di0jGzI0+fPZszGo1pAUN+5hQKBVobz+TH3Horw0eOZMHLL9vcd8ZvvxHo5cXcWbM4dOAAaz7+mIWvvMLDjz/e/onYoqtrfeHU8lp7mXMMPDQaxoZCxs+wbyc8cz/InSCm/WZCNtd39mxGazSmBWh14SBVKGiyUS/Nxg5iW+WbdTqy770X75gYRldVcd3WrZwyXrg3Vp1/Bs/v7rup3LOH6sOH2yUn/9mzuVajMS1txdh8mTk119bSPSWFml27qPrhhwvG4NC1KwN++QWJVErePfcYpvu/TO6zZ9NbozEtYKNTolCgt5FHS+e91UWjMQ99XZ3NfQHoa2up/ugjTvn4UPnWW9Tv30/VokVUvf8+XazOqca8POqzsyl+4AEkSiXO48Zddp62KBz0rTrCLa+dzD5b6uolvPhFV1LGF+Ekb/1vXK2V8vynfsy8q4SI/lqigmv59/2FfLm9C0WV7XOXU2fWk2mdszN+336LY//+FI4de/5ZcaOmM2eo37OH0qefpunMGVwnX2C00yq+S/n7FyrbUu6C2xsbOe3tTVFcHPXZ2dT99BMlkyejiotD5t/Bk37W22jPHf9ge97ilnsg7ZMri+tKNNYZZrE21/K6oY2cqovg3F7Y8hoc+xFGPGa5vSwPzmbDugcMI9GD2+fct+Y7ezYhGo1pAdvnl632vK3zy1b52uxsqtLSyH/mGbwTEpA4OuL73HMgkVD4yitoc3I4969/UbNjB13tfZt/pxOzWFsTt1hfJXxdGinXymhsBgfj1yLFtTKcHJrporDs2O5TK5BJYHDX89/ABXnWk1dmGAFSOer5z5hzaHRSJBJwkTczckUg3bt0zsjk34mvb1fKyytobGzEwfjMZnFxCU5OTnTp0vrb2scff4QpUyaj0Wjw8vIiMTGZ7t27AYZZo//zn4VoNBokEgkuLi6MHHmjabu9rVq6lI1r15peJ86cSVc/P4syXf38UJ871+q94yZMoHtAAEeNz805ODggl8s5o9EwfswYtm/bRnmZ5ejR74cP499RM02qz4KHN8hk0GS89dPHz3AxVVVxefuqrzcsptc6yD8BfvbJ5dTSpRSY1UvfmTNRWNWLws8PnY16qS8tpUmrxcnPj5ojRwCQyGQ4enlRZyxfuWsXvwQGovD1pb6kBJ9bb0VXXExTzfnb9bqOHo3a+DxreyhaupQys5z8Z87E0SonRz8/Gmzk1FhaSrNWi6OfH3XGnJDJcPDyov7cOQImTMDRz8/U8W658PK45x52G0dPHbt1Y8AvvwCQe+ONNJrdhno5qpYupdosD/eZM5FZ5SHz86PJRh7Nxjxkfn40mOUh8/IylJdIkHlbHrMyPz+aa2tprqgw7KO83GKfDYcPo4yJAUB1++3ocnJMt8zqdToajh837LMd+Lo3Ul4jo7EJHIz92OIqGU6OzXRRnv+M2nfKiTMlcp5eYdmOPbKkO3eOqOKekVXU1ksZ2P3859egAB3NegmF5Y50dbvySWM6u54krq74f/cdDn37ci4mhsZjx0z7d7rxRpoKCiyeJa8/fBjpJdZT09mzhrIX+PvmZS+U98W2t9xK3aLB+IWZrHt3m/92dqM+C+5W7bm3sT3XVFz+/nx7QN/B8EsnzFzdouosqLxBKoNmY06uflBfC3UVlmW7h4O+yTCZV4uiQ+cn6RpwO5zLgSrjbcuNOig7bti/HZQsXUqF2fnl+wfbc51Ve95w7hwOXbviPHIklWZ3+NQdOoRUoUDapQuqsDC0ey3nadHm5ODUxqNgfx9/3Y6svYgR5KtEsLcOB6nedJs0QHaBkiFd65Ba3Rm9/pAbb223bPgOFjkR6GG4iF+Q7s3Gw11wVTTjIm9mn1qBRie1mABM+GOCgwfg4OBgmmgLIDs7hyFDBiO1+nmgb7/9jtdeW4BcLsfLy4u6ujp27NhJRIThed0FC95m48avcXV1xcXFhX37DqDRVFtMAGZPFeXlnMjLMy07t29nxHWWz2NFREWxMzOz1XvnzpxJ5KBBXB8ayvWhocx78UXOFRRwfWgoObt2MWnKFLKsnv0cEhrKUat1dnNoj+F5tVCzmS3Dow0jwJc7cvjLMctnk5Uq6N0P8uyTS0N5ObV5eaalfPt2PKzqxTMqinIb9YJeT8XOnXiYzV7sMXIk+oYGqvbuxdHDg+u2bsXR0xOdWo2+qYmut99OqdVkTm7Dh1OWnt5uOTWVl6PLyzMt1du342KVk0tUFDVt5FSzc6dpFlMAF2NO2r17yb3xRg4MGcLB0FAOhoZS8fXXVHz9NQdDQwHDLX39v/8empvJveEGmxdtl6q5vJzGvDzTotu+HYVVHk5RUdS1kYdu506LmaWdjHnU791L/Z496BsaTBMkAThFR6PbaThmPV56Cb8fLX9OTh4aSoPxnPJ84w1cH3jAtE3i4oJj//7Ut9NdAME9dDjI9Ow5afYZladkSK86i19GG9qrjh9STrBp9inTAvDqRDWJY0vp6ma40DtWeP6W/uNqw//38GqfL3E7s56QSPDdsAGHwEDO3XADDVaPoLjPnGn5u8lSqaEeL7GebP19RXQ09Ttbt226zMxWeSuiotAZ89ZlZqIwy1PWoweygAB0mZk4BgfTs6rK4tZveWgo+oYGiw5/hziyx9CeDzVrz6+NhoN/oD0HGBoB505D4Zl2C/GyndsDzQ0QYJZTr2g4ayOn8Clw6zzLdd3DDDNWA8S+AcPOn/vIXcC7PxS3z7lvzbo9r9m+HWer48z5MtpzZ+P5Vbt3L/I+fQjcsAHHbue/YFOFhdFQVERTaSkNBQU4DRpksUvFwIHUm008KVwdRAfZzlQqFcePH6fC6pvXjqZ01HNncBVzt/iyT63gpzxnVuV48ECIIa7iGhl1xtvZ4gdXkpmvYvUed05WOPJOphf71E48GGoo29W5kUVZnuxTKzhQpCD5B3/uG1KJu5O4xfpKKZVK7rzzDubOfZV9+w7w00+/sGrVRzzwgGGiseLiEuqMtxD17t2LL75Yxw8//MTJk6d49tlZ+Pv7cv31hg+Grl19WLRoKfv2HeDAgUMkJ8/hvvvG4+5+5bPr/hFfr1+Pm7s781JTGRAczLzUVFTOzmwyflPs5OREV19fAEqKiy0618VFRTQ1NnIiL4+6ujp+/fFHfP39eeWNN+gTFMS4+HgSZ87kP/Pnd0wydVrYsBpeXWr4LeRb4mDqDPjwP4bt3r6gcLrwPlr8mgaJL0HEDYYZrd/8GArz4dfN9ovfzLn163F0d2dwaiouwcEMTk1F5uzMOWO9SJ2cUBjrBeDU4sUEJSfjGxeHW3g41yxZwunly2nWamkoL0fm4kLwggWo+vQhYMoUAh5+mDyz33hV9uqFY5cuVNt4try9lK1fj8zdnZ6pqTgFB9MzNRWps7NplFni5ISDWU5Fixfjl5yMe1wczuHh9FqyhGJjTvWnT1tcrDVrNDRrNOjy8gDwnzMHRVAQJ4y3sDr4+uLg64usS5crzqPamIdXaiqOwcF4paYicXamxiwPmVkeVYsX456cjCouDkV4ON7GGY31Wi16rZbq1avxWboURXg4qrg43GfMoPI/hmO29ptvUN5wA27PPotDYCCujz2GywMPUPGGYe6Cqvfewy05GeWYMTgOGkTXTz6h8dgxtN99d8V5Aijleu4cUcXcL3zZd0rBT3udWfWzBw/cWAEYRpPr6iU4yfX08mmwWAB83Rrxcm3Cz6ORUYNq+Ndnvhw4rWD/KQX/+syX28OqWk301V46sp5cp0xBedNNFE+dSnNFBTJfX2S+vkg9PEz7dn3wQZzvuw/H/v3xXrIEqVKJZvXqS8pFr9VSs3o1XkuXIjf+fbcZM6gy/n2Zry8S4+M+NevXI3V3x9OYt6dV3polS3CZNAmXhx/GccgQvD/6CO2339J48iQNubk0HDuG1/LlOA4ejCIqCq/ly9EsX95qpNru6rTw9Wr411LDbyHHxMHkGfCJsT33uoz2HKDvNZBnv/btkjRoYfdquHOpYYQ4OA5GzYAMY04uvoYZqwF2vm+YoOu6p8Grr2Eyrh4jICPVsD3zPRiVDP3HGEaVx38Cpcfg9/Y59y+m3Hh+9TC25z2Mn1EVbbTnJYsX45ucjFtcHKrwcHouWUKJ8fyq3bmT2uxseq1ahVNwMF3GjKH7woUUvvaa4b0rVuAWG0vXpCTkffrgk5hIl9GjKV68uENy7TziFmtrooNsZ/fddx+ffvopL7zwQmeHwuzoYgZ3rWPyxgBe+p8vT0WUcmtfw1T30auC2HzUcLvg4K46FsUWsP6QG//3WS/+d8qZlXH5+LoYDvRJQyuI6VPDI1/34JGvu3NT72pmRl/aT0gIFzd79gwGDx7E5MlTeemlf/PUU49z663/ACA6+mY2b/4vANdcM4i5c5/n9dffZNw4w4/cL1u2yDTSPGnSfcTE3MgjjzzBI49M46abrmfmzOm2/2gH0Gg0TBg7lpGjRrElO5vwyEjGx8aafhf8rvh4jhQWXtK+zpw+TXxsLCOuu45t+/bx4rx5zJ05k03r1tkzBUuvTYcD2YbZp+e+B6kp8MNGw7YdhTA2/tL28/pz8N16ePsz2JBl+LmRKbHY/G0bO2jUaNg5diyeo0YxKjsb98hIsmJjTc8gd4uP5xazeilYs4Zj8+YxdNkyIn/8kYodOzj83HOm7bvj43EOCuL6/fvpk5RE9r33Urlrl2l7S2e7wep23vbUrNFwdOxYXEaNYnB2Ns6RkRyNjTU9g+YZH88ws5zK1qzh3Lx59F62jP4//kjNjh2cMcvpQjzuvhuZSsWgrCyGFRaalp7GDsWV0Gs0FI4di9OoUXTPzkYRGUlhbKzpGU/n+Hh6meVRs2YN5fPm4b1sGX4//kjdjh2UmeVROn06uuxs/Ldswfu99yhLSaF2o+GY1e3ahfqee3CZNIkeBw7g9vTTFE2caBoNrHrvPSoWLMB7yRK6G0cTC//v//7YCFsbZt9dzOCAOib/J4CX1vry1O2l3Bpq/IyaE8Tm3Zc2KdCbD55jQHcdjy7pzmNLu3NNzzpemWi/3xbvyHpyvvtuJDIZ/mlp9CosNC2+GzYAhi86Sh5/HI+5c+m+Zw+Offty7tZb0ddYzUh8AWXTp1OfnY3fli14vvceFWZ/P6CwEOf4eFPe6rFjUYwahb8x7yKzvHWZmZQmJOCekoJ/RgbN5eWUtPxElV5P0f/9H81VVfht3UrXr76i7uefKXvmmT9YC1do4XQ4lA2rtsCc92BxCvxsbM9/LYTRl9ieg6FDXWW/9u2SbZ5ueGZ46hb4v/fgpxQ4aMxpTiEMNeZUkAOf3AVhU+DpfTAgFj647fwt1ZnvwW8LIG4JTNsJ6OHj9j33L6RZoyHP2J4PNLbnx8zac4/4eIaanV/la9ZQOG8ePZcto6+xPT/bcn41N3M8Lo7mmhoGbN9OzxUrKHrnHYrfeQeA2h07OD5uHJ6TJxO8bx9ekyaRFxvb6uf9hL8/iV7fQUe40D4W/Q1nin7y73gIXni2278qD8mf87eur0R5YGdH0P6+Pd7ZEbQ/34sX+cvx6uwA7CDwwnOZ/SUdv7WzI7CPv+MISe+/46Oi9pmvsVPtnnfxMn811/6lu1MLLl7kD7u0L5v/bP6O7aMgCIIgCIIgCIIgXDYxi7UgCIIgCIIgCMJV6a/7rLC9iBFkQRAEQRAEQRAEQUB0kAVBEARBEARBEK5Sf45ZrHU6HXPmzCE8PJzo6GhWrVrVZtkff/yRMWPGMGzYMO677z4OHjx4WX/rYkQHWRAEQRAEQRAE4ar05+ggL1iwgAMHDrB69WpSUlJYtGgR33//fatyR48e5dlnnyUhIYGvvvqK4OBgEhIS0Gq1l596G0QHWRAEQRAEQRAEQegUtbW1rFu3jueff57Bgwdzyy23MHXqVD799NNWZdPT0+nbty933nknPXv2ZPr06RQXF3Ps2LF2i0d0kAVBEARBEARBEK5KnT+CnJubS2NjI8OGDTOtCwsLY+/evTQ3N1uUdXd359ixY2RnZ9Pc3MyGDRtwcXGhZ8+efyB328Qs1oIgCIIgCIIgCEK7qq+vp76+3mKdXC5HLpdbrCsuLsbDw8Nivbe3NzqdjoqKCjw9PU3rY2Nj+eWXX5g4cSIymQypVMqyZctwc3Nrt7jFCLIgCIIgCIIgCMJVyX4jyMuWLSMsLMxiWbZsWasItFptq05zy2vrDnZ5eTnFxcW8+OKLrF27lri4OGbPnk1paWl7/GMAYgRZEARBEARBEARBaGcJCQk89NBDFuusO8IACoWiVUe45bWTk5PF+jfeeIP+/ftz//33A/DKK68wZswYvvzySx599NF2iVt0kAVBEARBEARBEK5Klzfb9OWwdTu1Lb6+vpSXl9PY2IiDg6F7WlxcjJOTE126dLEoe/DgQSZNmmR6LZVKGThwIAUFBe0Wt+gg/9XUdHYA9lDX2QHYgdPFi/wF+XR2APbQfu3pn0ZTZwcgXJK/ZT39DZu+v2U9AY6dHYA96Do7ADtov8cq/zT+rueU8McFBwfj4ODAnj17CA8PByA7O5shQ4YglVo+Edy1a1fy8vIs1p04cYIhQ4a0WzziGWRBEARBEARBEISrUufPYq1UKrnzzjuZO3cu+/bt46effmLVqlU88MADgGE0ua7OMKA2fvx41q5dy6ZNmzh16hRvvPEGBQUF3HXXXVf473CeGEEWBEEQBEEQBEG4KtnvFuvLMXv2bObOncvkyZNxcXHhqaee4tZbbwUgOjqaefPmMW7cOGJjY6mpqWHZsmUUFhYSHBzM6tWr8fLyardYJHq9Xt9uexPsb76ksyNofzO1nR2BHfwN7zME+kv+fsff73/Dqvrqb/jUQrfODsAO3Ds7ADvo91tnR9D+jl7f2RHYx9+w6SOgX2dHYAdTOjuA9rdzVmdH0P6G/6W7U9PsuO/Fdty3/YgRZEEQBEEQBEEQhKvSn2ME+c9EPIMsCIIgCIIgCIIgCIgRZEEQBEEQBEEQhKuUGEG2JkaQBUEQBEEQBEEQBAExgiwIgiAIgiAIgnCVEr9MbU2MIAuCIAiCIAiCIAgCooNsd4cPH2b37t0A5OXl8fDDD3PttdcSExPD0qVLaW5u7rhgZAoYswISy+GJAhg+ve2ygybCI0dgei38Mx38h5/fNlNvexk8yf45WNHpdMyZk0J4eDTR0TezatXqNstu25bB//3fvQwbFsmDDz7K8eMnTdv0ej0rV64mJmYM4eHRzJ79L2pqajsggytXX1/P2LFj2bFjR2eHctmCQ0NZl5nJ3poavszKYvC1117S+6bMmMEvJ07YOTobFApYsgLOlcPxAki8wDkUEgq/ZUJpDWzLgmFWuT2fAsfOQEEZfPwFeHuf39ajB3z5DagrIfcEPJlol3RauIWGcn1mJrfX1HB9VhZuF6mHwMREbs3P5/aqKkJXrECmVJq2yX18GL5uHbHl5dx89CgBkydbvNczOpobdu3i9upqbszJwefmm+2SkzVVaCjBmZlcW1PDoKwsVBfJ0TcxkZD8fK6tqqL3ihVIzXI01+/bb+nzwQf2CBkARWgoAZmZBNXUEJCVheIicbsnJtInP5+gqiq6rliBxCxuiUJB1xUrCCwvp09BAe7TLY9fp+hoAnbtIqi6mp45OSit6iawvJx+er3FInF2br9kregaJMz50Jfwp4KIfjaQVf/1aLPs44u6MWBqf4tly177xWatI+vJISCAbmlpBNXU0OvoUVzuvddiu2dKCr3PnCGwrAy/L75AZt62XHJCCjxWrKB7eTndCgpwnd52W+cYGkrXzEy619Tgm5WFo1XuqgkT8D92jO41NXht2IDU6rdKu8ydS7fCQrqVluKxbJmhnTWSR0fju2sX3aur8c3JQWGv9kKugNdWwK5y2FYAD1+gbW8RFgU/57Vev6scftdbLqqOOxYt/E2u+zqy/e67aRPD9XqLxe3229stlz+nRjsuf02ig2xnTzzxBCdPnkSr1fLoo4/i6+vL+vXrSUlJYfXq1Xz++ecdF8xNC8EvHL6IgR+mQVQKDLi7dbke0TBmJaS/DCsHw9kMuPc7cDQ28Iv8LJfM+VB5Eo5+1XG5GC1Y8BYHDhxi9erlpKTMYdGiZXz//Y+tyh09eoyEhKe4+eYb+fLLLxg0KJjJk6eaOsFr1qxn0aIlTJ/+NJ9//iFqdRHPPvvn/6E+nU7H9OnTOXr0aGeHctmUKhXLN29m19atjAsLY3dGBu+npaFUqS74voA+fXhq7tyOCdLavIVwbTiMiYGkaTAnBe6ycQ6pVLBxM6RvhevCIDMDNqQZ1gNMeRQenAIP3g//GAX+3WDxivPv/2Qt1FQb3jsjEea+Bv93p11SkqlURG7eTOnWrfwvLIyyjAwi09KQtVEP/uPGMXDuXPYmJJAeE4NHZCSDFiwwbR+xcSNOPXqQftNNHEhK4pq33sL/rrsAQ+c58ptvOPvFF2wZMoSza9cy4quvcOre3S65tZCqVPTbvJnqrVs5FBZGdUYG/dPSkLaRo8e4cXSbO5eTCQkciYnBJTKSHmY5tvCMj8fdjhdOEpWKbps3o926ldNhYWgzMuiWloakjbhdxo3Dc+5cihISyI+JwSkyEm+zuL0XLsQpPJyzMTEUTZuGZ0oKLncbjl+Zjw/dvvkGzRdfcGrIEDRr19Ltq69wMNaNrFs3ZO7unAgM5Lifn2nR19TYLf8F67w5cNKJ1TPySbm/iEXfePL9LhebZfMK5Cyceo5tb+aZlqhBHfMlZ0fWEzIZ3dLS0Dc0cHrYMMoXLsTvk0+QDx4MQJdHH6XLlCmo77+f/FGjcOjWja4rVtgK44LcFy5EHh5OUUwM5dOm0SUlBeXdrds6iUqFz+bN6LZuRR0Whi4jAx+z3OXDh+OxciWVL71EUWQkUg8PPD/80PR+15kzcZk2jdL77qNk9GgUMTG4paQAIPXxweebb6j94gsKhwyhdu1avL/6Cpk92ouZC2FIODwQAy9NgydT4DYbbXuL/tfAO+tBYnUZ7dsNurjDzYFwnd/5pdZ+58kF/Q2u+zq6/VYOGkTe/feT4+dnWqp+bH1dKfy9iQ5yB9m5cyeVlZW89NJLBAYGcsMNN/Dggw/yzTffdEwAjioYOhV+SgR1DhzdBDsWwLVPti7r7AcZr8ChT6HyhKHBVHqB9yDD9hr1+cVBCWFPw3dTob6qY3Ixqq2tZd26jTz//HMMHhzMLbfczNSpD/Lpp1+0Kvv552sZNiyExMQnCAzsTXJyEq6urnzzTRoAn3zyOQ899ABjx46hX7++vP76q/z6628Wo8x/NseOHWP8+PGcPn26s0P5Q2Lj49FptcxPTiYvN5fXkpKo0WgYbTUaYu2lpUs5nJPTQVGaUangwamGDuueHPh6E7y1AB6zcQ7dEw91WpidDEdyYUYSVGtgnDG322Jh/RrY9hscOmjYz03GkRF3d4gYCa+/CnnH4Nuv4cfvz29vZ93j42nSajmYnEx1bi4HkpJo1Gjo1kY9BCYmkpeaijotjYpdu9ibkEDPhx9GplTiHhaGV1QU2RMnUrlnD+q0NI7On0/f5GQAvKKiaG5s5Ngbb1B74gRH582jua4Oj8hIu+TWwjM+nmatljPJydTl5nI6KYkmjQaPNnL0TUxEnZpKZVoaNbt2cTIhAe+HH7YYhZB5eBCwcCHVWVl2i9s1Ph69VktJcjINubmUJCXRrNG0GjFs4Z6YSEVqKjVpaeh27aIoIYEuDz+MRKlEolLRZepUihMT0eXkULNpE+ULFuD2pOH4dYqKgsZGKt54g8YTJyifNw99XR1OxrqRBwfTWFBA44kTNKnVpsVeanUS1m114/kJRQzupeOWa6uZOrqcT39xb1W2vkFCfokjQ3rX4ePWZFrkjnq7xWeuI+vJOTYWh4AA1JMm0fD771S9/z41mzfjdN11pu3Va9ag/e036g8epHzBAlSXOeoqUalwnjqVisREGnJy0G7ahGbBAlyebN3WqYy5VyYn05ibS4Uxd6Uxd5cnn0S7di21H39Mw/79lE2ahFNsLLLevUEqxXX6dCpmzEC3ZQv1O3dSlZKCPCwMAEVUFPrGRjRvvEHTiRNojMekvL3bC6UK7p0KrybCoRz4cRMsXwD/tNG2A8Q/Cl9kQKmN4z8oGNQFcOYElKjPL53hb3Ld15Htt0QuR9GnDzU7d9KoVpsWfX29XXPsfGIE2ZroINvRpEmTOHv2LLNnz2b16tW89957yOVyizLV1dUdE0zXEJA5Gr4VbJG/DfwjAIll2SPrYfu/Df/v4ATDnzE0iiWHWu83+mU49bNh6WC5ub/T2NjIsGGhpnVhYcPYu3d/q1vXz5w5y9ChQ0yvJRIJ/fv3Zc+efabtISHnt3ft6oOnpwd79uy1bxJXICsri4iICNasWdPZofwhoZGRZG/bZrFud3o6w0aObPM9d06ahFKlYt3KlfYOr7WhIeDoaBgNbpGxDYZHgMTqHBoRadhmbnu6oeMLUFYKo2+Hbt3AyQnG3wd7jZ1+rRZqauCBh8DBAfr1h8goQ6fcDjwiIymzqoey9HQ8bdWDVIrH8OGU/vabaVV5ZiZSuZwuISGoAgPRFRVRa3b7e9W+fbiHhyNxcKC+tBSFt7dpRNkvLg4HV1c0+/fbJbcWzpGRVFvlWJ2ejksbOToPH47GLMdqY47KkBDTuoA33qDk44+pO2SjXWwnTpGRaK3irktPR9lG3Irhw9GaxV2XmWm44AsJQRESgsTREW3G+eO3bts2nCIMx29TaSkyb2+cjXXjHBeH1NUVnbFu5IMGUf/773bI0rbcMwoamyQM66s1rQvrq2XvCSesn0w6XuiIRAIBPg0dFp+5jqwn5Y03ov35Z5o1GtP2c3fdRdXy5QA0lZbifPvtyLp1Q+LkhOt996G7zC8UHY0x6Mxi0G3bhjyidVsnj4xEZ5V7fXo6CmPu8shIdGa5NuXn03T6NIrISBwHD0bq7Y120ybT9trPPqP4ttsAaDYek0rjMak0HpMN7d1eDAwBB0fIMWvbs7dBiI22HeCGMTBrMnzwduttQYPgZMedJxf0N7nu68j222nAAPR6Pbrjx9s3iT890UG2JjrIdvTuu+/i5+fHnDlzSE1NJSIiwrStrq6OtWvXEmnnkRMTZ3+oLYFmswuIWjU4Kg3fEtrSKwaeqTbckvNzEjRY3SLkGmB4ZiXjFbuFfSHFxSV4eLgjlzua1nl7e6HT6aioqLAo6+3tiVpdZLGusFBNeXk5AF5elttra2uprKyivNxyP38mEydOZM6cOSjbeLbmz87H35+iggKLdSVqNX49etgs7+HtzYz58/lXQgJ6fceMDFnw84eSEmgwO4eK1KBUgtUzdfj5wznL3ChSQ3djbv9+GRobIe8sFGsgahRMvs+wTaeDpCdgSgKUa2HfEfjhO1i9yi5pOfn7U2dVDzq1Gicb9eDo7o5MqbQor29qor60FGWPHujUalOZFsqAAKSOjji6uVG6dSvHFy1i+Pr13NHQQMSmTex59FGq7dzxkvv702CVY4NajdxGjjJ3d6RKpWX5piYaS0tN5V1vugnX66+n4BX7tn0yf38areJuVKtxsBG31Bh3o1XcTaWlOPTogYO/P01Wx2+jWo1UqUTm5UXd1q1ULFqE//r19G1ooNumTagffZQGY93Ig4ORqlR037KFPgUFdEtLw7FfP/skDhRXOuDh0oTc7Lc2vLs0oWuQUlEjsyh7/JwcF2Uzz630I/rZQO55tSf/23/hRzXaU0fWk2NgIA1nzuA1bx598vPpuWcPznFxprJlL7+MvrGRwLNnCdJocBo1isL77rvsfJqtYmgyxmD9/LDM358mq9yb1GpkxtwvtN0hMJDmsjIU112H7+7d+J8+jfvbb4NxIEG3dSuaRYvwWr+eHg0NeG/aRNmjj9LY3u2Fjz+UW7XtpWpwUoK7jeujaXfBDxtt7yso2DAi/fEWw7PMy9Ogt/3Okwv6m1z3dWT7rQwOpqmyksCPPyakoIDgHTtwGz26fRMS/hJEB9mO3N3dkclkuLq64urqalrf3NzMrFmzqKmpISEhoWOCcVRBk85yXaPxtYOidXmA4gOwOgy2vgixH0K3CMvtIVOgcBecs98thhei1Wpbjci3vK6vtxxJGDNmNP/97w9s2fI/Ghsb2bjxa/bvP0iD8QMxNvY2li1bSV7ecXQ6Ha+//gaAabvQ/pQqFfU6y2OyXqdDrrB9PM55+202fvghx+w4YndBShXUW51DLfFbx6xSnd9mXralXK/eoK2FcWPh1hvgbD4sNesADwyGzd/ADZHwyINw1z0wYWJ7ZmMiU6losoq1WadDZqMeWp5LbrZRXqpQUL5jB3UFBQx5911kKhXOQUEEGSf3kcrlOLi44BwYSO7cufw2YgRHXn2VIe+8g8uAAXbJrYVUpbIZs+QP5ChRKOi9bBmnnngCfV2d/YLGELfeKg59G3G3PI/XVnlJG/sCw6RQEhcXHAMDKZs7lzMjRlD26qv4vPMOjsa6kQ8ciNTTk7JXX6UgLg69Vkv3n39G4mL7meArpa2XIHew/CKs5Zbp+gbL0a/jhXLq6iVED65lRVI+Nwyp4fF3u7P/ZBufbe2sI+tJ6uJClwcfRObhQcEdd1D10Uf4r1+PwnhbsmPv3uhraykYO5b8G26gMT+frqsu78u1i8VwKWVbyl1ou8TFBYlKhdvrr1Px7LOUPfwwyjvuwP0Nw+evxMUFh8BAqubORT1iBJWvvorHO+/g0N7tha22veW1/DKPocCB4OYJS16FaXGGR21W/wzO9jlPLuhvct3Xke2308CBSFUqKv/7X34fPZrKzZvp9803qIzn19+XGEG2Jn4HuYM1NjYyc+ZMfv31V1atWoWPj08H/eE6w2yG5loayIY2JjKpLTIsRXuhWySEPgYFZjMlD7gHcpbaJ95LoFAoqLd6LqTltZOTk8X666+P4oknHuOpp56lqamJiIjhxMWNNd3iPm3ao5w5c5bbbx+Hg4MDEybcw8CBA3Bx6aSZJ/+GHps9m4Q5c0yv9+3Y0aozLFco0Na2Ph6jb72VYSNHcvsjj9g9zjbp6lpfLLXEbx1zXV3rTrNCcb7cyo9gTjJ8Z3gGnn+OhyOnYPgIw4XUg1Ohbw/DfnZnQ7fuMPMF+OKzK06j3+zZ9Derh/IdO1p1hqUKBY026qHZeEEhtVG+qbaWZp2OnffeS/jatdxeVYWuqIijCxYw5O23aaiqot/MmSCR8Lvxm/vKnBw8IiIITExk37RpV5xbC//Zs/E3y7Fmxw6bMTdfZo7NtbV0T0mhZtcuqn74od3ibeExezaeZnHX7djRukPSRtwtF3ttlZfIZDa3ATTX1uLx3HMgkVBmrBtdTg5OERG4JyZSPG0aBaNHg6OjaVKuwvvvp/eZM7jccQcaO0w2qXDUU99o2RFu6Rg7yS3vsZ42toxJN1fg5mxYPzCglIOnFKz9zY0hvS3vHGoPnVlP+sZGmkpLKXr8cdDr0eXkoBw1CrdHH6UoIQHfjz6iJDmZmjRD21I4fjy9T51CMWIEukt8Xl5fV9dmDHqrnNoq21Kure0tuUhVKiqeftp0G3bFs8/i+fnnVCQm4mo8JquMx2RDTg6KiAhcExMpb8f2wmbb3vK67jIneptiOE9Mk3I9ez/8dgZuugO+7cBJWeEve93Xme13wSuvoH7nHZqMdyFq9+3DOSwMn0cf5VRHDWgJfwqig9yBGhoaeOaZZ0hPT+f999/n2kv8SZt2UX0WVN4gkYHe+IPgzn6GRrKuwrKsX7ihjNrsuaXSQ+A16Pxr1x7gPbhTZq5u4evblfLyChobG3FwMBzKxcUlODk50aWLa6vyjz/+CFOmTEaj0eDl5UViYjLdu3cDQKVS8Z//LESj0SCRSHBxcWHkyBtN24Ur9/nSpWxeu9b0+tGZM/H287Mo4+PnR/G5c63ee/uECfgFBJBZXAyAg4MDjnI5ORoNj4wZwy6r55PsouCs4aeYZDJoMp5Dvn6GTq/VLf0UnDVsM+frB4XnwMcHAnrCPrPn2/PzDbdv9+xlGF3OO2roHLfYmwMzn2+XNE4uXUqBWT30nTkThVU9KPz80Nmoh/rSUpq0WhR+flQfOQKARCZD7uVFnbF8xa5d/BQYiMLXl/qSEnxuvRVdcTFNNTW4h4VRtdfyuf7KnBy6XHNNu+TWomjpUsrMcvSfORNHqxwd/fxosJFjY2kpzVotjn5+1BlzRCbDwcuL+nPnCJgwAUc/P641PgPacvHvcc897HZt3e5cjsqlS6k2i9tj5kwcrOJ28POjyUbcTca4Hfz8aDCLW+blZSgvkRh+7sfs+HXw86O5tpbmigqcwsLQWdVNXU4OCmPd6OvrwewLSb1OR+OJE/aZURjwdW+kvFpGYxM4GO+oLq6S4SRvpovKsoMslWLqHLcI9K/nWIHlHUbtpTPrqencOdDrDYtR/ZEjKIYORebjg2PPnhb12JifT1NJCY69el1yB7np7FmkVjHIzGKwLiuzyl1mlnvT2bNIbWxvPneOZmOZhtxc07aGI0cMt3L7+CAPC6PB6pisz8nBsZ3bC9RnwcOqbff2M9zlU1VxeftqqDcsLep1kH8CfO07U79Nf9Hrvk5tv/V6U+e4hfbwYZTGWeL/vv66I732Im6x7kAvvvgi6enpLF++nBEjRnTsH1fvgaYGwzeCLXpEw7mdgNXznEOnwA3zLNf5hkHp4fOvu0VA1WnQnLFXxBcVHDwABwcH00RbANnZOQwZMhip1PLQ/vbb73jttQXI5XK8vLyoq6tjx46dREQYfudvwYK32bjxa1xdXXFxcWHfvgNoNNUWE4AJV6ayvJzTeXmmJWf7doYZZ15tcW1UFHsyM1u9d+HMmcQOGkRcaChxoaH858UXKSooIC40lP27dnVMAnv3GJ5RizA7h66LhuydFherAGRlQqRlboyMMqwvKzN0foPNLjy8vAzLyRNQUACBfQ2jEC0GDDRsawcN5eXU5OWZlvLt2/G0qgfPqCjKbdQDej3lO3fiFR1tWuUxciT6hgaq9u7F0cOD6K1bcfT0RKdWo29qwu/22yn59VcA6goKcBk0yGKXLgMHWkzq1R6aysvR5eWZlurt23GxytElKoqaNnKs2bkTF7McXYw5avfuJffGGzkwZAgHQ0M5GBpKxddfU/H11xwMDb3iuJvLy2nIyzMtddu3m2YnbuEUFUVdG3Hrdu7EySxuJ2Pcur170e3Zg76hwTQrNYAyOpq6nYbjt7GgALlV3cgHDqTBWDe9jh3D1ew3rSUqFY79+ll0btpTcIAOB5mePcfP3w2UfVTJkN51WDXvzFrly+wPfC3W5Z5REOhnn5lnO7OetJmZyK+5BvN/BHlwMA0nT9JUVkZzXZ1FPUq9vJB5eZnq8VI0GGMwny1aER1N/c7WbV19ZiZyq9zlUVHUG3Ovz8xEYZarrEcPZAEB6DIzqc/JQa/T4Wg2eZJjcDDNVVU0l5bSVFCAo9Ux6ThwII3t3F5weA80NkCoWdseFg37bbTtF/PTMbjL7LfflSro1Q+O2+c8uaC/6HVfZ7bffT74gN5Wk4CqQkOps1M7J/x5iQ6ynalUKo4fP87mzZvZsGEDs2bNolevXhQXF1NcXExZWVnHBNKohQOr4balhm8K+8XBiBmQ/R/Ddmdfw8yFAHvfh54xhmn8PfpC9FzwHwG7Us/vz/sa27MbdiClUsmdd97B3Lmvsm/fAX766RdWrfqIBx4wPKtZXFxCnXEUrnfvXnzxxTp++OEnTp48xbPPzsLf35frrzc0ol27+rBo0VL27TvAgQOHSE6ew333jcfd3a3T8vu7+379erq4u/N8aipBwcE8n5qK0tmZ74zfHCucnPD2NVz0lhUXW3SuS4uKaGxs5HReHjo7PwdqotXCJ6vhnaUQFg53xEHSDHjPeA75+hpmpAbYuB7c3OGNVMPzxG+kgsoZvlxrGKH46AOY94Zhcq5Bg2HVJ4bOc/Yuw7PHDQ2wZAX07QexYyF5Dix+xy5pFaxfj6O7O9ekpuIaHMw1qak4ODtz1lgPUicnFL7nOx8nFy+mb3IyfnFxuIeHE7JkCaeWL6dJq6WhvBwHFxcGL1iAqk8fek6ZQs+HH+aY8TcoT61YgW9sLIFJSaj69CEwMRHf0aM5sXixXXJrUbZ+PTJ3d3qmpuIUHEzP1FSkzs6mUQqJkxMOZjkWLV6MX3Iy7nFxOIeH02vJEoqXL6dZq6X+9GmLi7dmjYZmjQZdXl67x129fj1Sd3e8U1ORBwfjbYxbYxa3zCzuisWL8UhOxjkuDkV4OF2XLKFq+XL0Wi16rRbN6tV0XboURXg4znFxuM+YQcV/DMdv1YoVOMfG4p6UhEOfPrgnJuI8ejSVxrqpTUvD66WXUN5wA/JBg/D7+GMa8/Op2by53fMGUCr03HldFXM/9mXfCQU/5Tiz6gcPHri5AoDiShl19YZbrmNCavgmswubMlw5pXZk0TeeZB9T8k9jWXvryHqq/vxzJFIpXRcvxjEoCLfHH8d5zBjDLNZNTVR98AE+b7yB06hRyAcPxu+TT6jLzER3GV8k6rVaalevxnPpUuTh4Sjj4nCdMYNqYwxSX18kxrau1pi7e2oqDsHBuBtzrzXmXr1kCc6TJuH88MM4DhmC50cfUffttzSdPIleo6F6+XI83n0XeUQE8shI3ObPp2bFCmhqombFCpxiY3FJSkLWpw8uiYk4jR5NdXu3F3Va2LgaXlpq+C3kf8TBlBnwkbFt9/YFhdOF99Hi1zR4+iUYcQP0HQQLP4bCfPiffc6TC/qbXPd1ZPtd8fXXeP3zn3hNmoQiKIhu//oXLtHRqN99t8Pz7ljiGWRrooNsZ/fddx+ffvopX3xh+G3eF198kejoaNNyzz33dFwwv0yHwmy4bwvc8h5sS4HfjTMxPlkIA+MN/6/OgY13Gb5RfGgfBMbCutug2mxWQGdfqCvvuNjbMHv2DAYPHsTkyVN56aV/89RTj3Prrf8AIDr6ZjZv/i8A11wziLlzn+f1199k3DjDjJ7Lli0yjTRPmnQfMTE38sgjT/DII9O46abrmTlzeuckdZWo0WhIGDuW8FGj2JidTWhkJI/ExpqeQY6NjyejsLCTo7QyczrkZMP3WyD1PXg1Bb4ynkMnCw2/fwyg0cDdY+G6UZCRbfjZp7tizz+D/Nwz8NUGWP0Z/PA/qKyA8XcatlVVQezNhpmwt+2EBW/D/Fdh5ft2SalRoyFz7Fi8Ro3ihuxsPCMjyYyNpckYa/f4eEab1cPZNWs4Om8eIcuWcd2PP1K+YwcHn3vOtH1XfDzOQUHctH8/QUlJ7Lz3XiqMF+flO3awc9w4ek6ezE379hEwaRKZsbFo7DzxWrNGw9GxY3EZNYrB2dk4R0ZyNDbW9AybZ3w8w8xyLFuzhnPz5tF72TL6//gjNTt2cMYsx47SrNFQMHYsylGjCMjORhkZSUFsrOn5Tpf4eALN4q5es4byefPoumwZ3X/8kbodOygxi7t4+nR02dn02LKFru+9R1lKCjUbDcdv3Y4dnBs3ji6TJ9Nr3z5cJ03ibGws9ca6KXnuOarXr8fvs88IyMoCR0cKYmNp9ZtL7Wj2+GIG96pj8hsBvPSpL0/9Xym3hhnmjYh+NojNOw23tN8aVk3K/WqWpHkxNqUXv+S4sCLpLD28O+birCPrqVmj4ewtt+A4cCA9DxzAPTGRc/Hxpp9yKnnmGao3bMDvs8/o8b//0VxRwbk777zsnCqmT6c+OxufLVtwf+89KlNS0Bpj6F5YiDLe0NbpNRpKxo5FMWoUvtnZyCMjKTbLvT4zk7KEBLqkpNA1I4Pm8nLKHnrI4u/Uffcd3ps347N5M3Xff0/F7NmG9+7YQcm4cThPnozfvn04T5pEcWwsjfZoL+ZNh4PZ8NEWSHkP3kk5P1N1RiHExl/afhY8B/9dD29+BuuzDD8f9Yh9z5ML+htc93Vk+12+cSOnpk2j2wsvcM2BA7jHxfH76NHUnzpll9yEPy+JvlN+L0X4w+bb+E2+v7qZ2ouX+cu5xG+b/2L62/pNyL+43/+GVfVVBw2qd6S/42wA7p0dgB30++3iZf5qjl7f2RHYx9+w6SOgk35Rya6mdHYA7W/nrM6OoP0N/0t3p26247475vey25uYpEsQBEEQBEEQBOGq9Ne9FdpexC3WgiAIgiAIgiAIgoAYQRYEQRAEQRAEQbhKiRFka2IEWRAEQRAEQRAEQRAQI8iCIAiCIAiCIAhXKTGCbE2MIAuCIAiCIAiCIAgCYgRZEARBEARBEAThKiVGkK2JEWRBEARBEARBEARBQIwgC4IgCIIgCIIgXKXECLI10UEWBEEQBEEQBEG4KokOsjVxi7UgCIIgCIIgCIIgABK9Xq/v7CCES+cikXR2CO3OsbMDsAOfzg7ATn7/GzYXE/+G59Rnszs7gvZXOq+zI2h/zZ0dgB0c7ewA7KBXZwdgJ5WdHYAdvNzZAdjBF56dHYEdlHV2AHbwl74+GmDHfR+x477tR4wgC4IgCIIgCIIgCALiGWRBEARBEARBEISrlHgG2ZoYQRYEQRAEQRAEQRAExAiyIAiCIAiCIAjCVaqpswP40xEjyIIgCIIgCIIgCIKAGEEWBEEQBEEQBEG4SolnkK2JDrIgCIIgCIIgCMJVSXSQrYlbrAVBEARBEARBEAQBMYIsCIIgCIIgCIJwlRIjyNbECPJF5OfnM2DAAPLz8zs7lHYxNDSULZmZFNXU8L+sLEKvvfaS3pc4YwYHT5ywWOfu7s6qTz+lUKPhyJkzPP7UU/YI+ZIMCQ3lx8xMztbU8HNWFiGXmNdTM2aw1yqvx5OSKNfrLZaXFy60R9iXJTg0lHWZmeytqeHLrCwGX2KOU2bM4BerHP/s6uvrGTt2LDt27OjsUC6qV2goL2dm8kFNDa9kZdHnAvXiIJczccEC3j1zhuVlZTyzYQOe3bubtnfx8SFx3TqWl5fz1tGjXD95ckekYBagAsatgH+Vw6wCiJ7edtmQiTD9CLxUCwnp0GP4+W0SKdw2D2afg5QquG8NuHS1f/wtFAqcV6zAo7wcj4ICnKa3nYcsNJQumZl41tTglpWFzLz+pFJU8+bhce4cnlVVuKxZg6Tr+Twkbm44L1+OR2EhHkVFOH/wARI3N7vl5LJiBV7l5XgWFKC8QE4OoaG4Z2biXVODe1YWDlbHpPK55/A8fhyvykrcfvoJWXDw+Zzc3XH9+GO8SkvxzM/H+d//BonEPjkZOYeGMiQzk4iaGoZmZeF8kbbNPzGRsPx8IqqqCFqxAqlSadrmeeedXKfXWywD1q0DYPCWLa22XafXE7RyZfslo1DgvmIF/uXl+BUU4HKBenIMDcUnMxP/mhp8srJwbCNvlzlzcP/gA4t1Ejc33Jcvx6+wEL+iItzteewZOYWG0iczk4E1NfTJysLpIvXkmZhIv/x8BlRV4b9iBRKzenLo1o0e69YxoLSUfvn5+L75JhKFotU+HIOCGFhb2+65XKreoaG8mpnJ6poaXrtI+65QqXjk/fdZXlLCirIyHlm2DIWzcwdGaysoBfxnBRwvh4MFMO0CbXqLiCjIzrO9bfocWPSB7W32olDAihVQXg4FBXCBc4rQUMjMhJoayMoC8/rS620vkyYZtnfrBuvWQWkp5OfDm28a/rZwVRId5KuISqViw+bNZGzdyqiwMHZkZPBlWhoqleqC7+vdpw9z5s5ttX7VZ5/Rq08fYiIjmZmUxMvz53PzrbfaKfq2qVQq1m7ezPatW7kpLIysjAzWXEJevfr0YaaNvAYMGsSK995jgJ+faVnw0kt2iv7SKFUqlm/ezK6tWxkXFsbujAzeT0tDeZEcA/r04SkbOf6Z6XQ6pk+fztGjRzs7lItSqFQ8t3kzuVu38nxYGEczMkhOS0PRRr3c89JLhN91F+/dfz9zo6KQOTryzIYNpu3PbNyIZ48evHrTTXyclMQ/33qL4Xfd1VHpwJiF0D0cVsbA19MgJgWuubt1ud7RMG4l/PIypA6G0xnw4HcgN14M3jALhk6Az8fDkghQesK9H3dYGqqFC3EID6cqJoaaadNQpqQgv9tGHioVXTZvpnHrVirDwmjIyKBLWhoY6085axbyCRPQjB9PZUQEEk9PXD4+n4fz0qU4hIRQFRtL1W23IQsOxnn5crvk5LJwIY7h4VTGxFA9bRqqi+TUsHUr5cac3MxyckpIQDVjBtVPPUVFeDhNJ07g9t13YOy8uCxejLRbNypGjULzz3+iePBBlImJdskJQKpSEbx5M1Vbt7IvLIyqjAyC09KQtnEOeY4bR8DcuRxPSOBgTAyukZH0WrDAtF05aBBlX3/NTj8/03Js6lQAjowbZ7H+cFwczTodhYsXt1s+bgsXIg8PpyQmhopp03BNScHJRj1JVCq8Nm9Gt3UrxWFh1Gdk4JWWhsQqb+WECXSx8fnjvnQpjiEhlMbGUnrbbTgGB+Nhp2OvJd6AzZup3bqV42Fh1GZk0NNGvC1cx43DZ+5cziUkcComBmVkJL5m9dRj/XokKhUnR43i7IQJuNxxBz6vvGKxD4cePej57bcWX4B0JIVKxUxj+z47LIzfMzKYeYH2/YHUVALDw/n3rbfy6s03EzRiBA+89VYHR23lpYUQGg53xsBz0+C5FLjDRrvRIvga+GA9SG10D8ZNgJmdcC20cCGEh0NMDEybBikp0Ebbx+bNsHUrhIVBRgaYtX34+Vku8+fDyZPw1VeG7evXG8qOGgUTJsAdd4DVMfn31WjH5a9JdJCvInfHx6PVank+OZkjubk8l5SERqPhrnvvveD7/rN0KXtzcizWDR4yhJhbbmHK/fdz6OBBNn35JR+tXMnIqCh7pmDTXfHx1Gm1vJiczO+5ucxOSqJaoyHuInm9tXQp+63yAhgQHMyBvXspUqtNS3V1tb3CvySx8fHotFrmJyeTl5vLa0lJ1Gg0jL5Iji8tXcphGzn+WR07dozx48dz+vTpzg7lkkTGx9Og1fJZcjIFubl8lJREnUZDRBv1cv2DD7L2+efJ/e03zh4+zIpHHiFoxAj8+valT1gYA6KieG/iRE7t2UNOWhrfzJ/P2OTkjknGUQXhU+HbRCjIgUObYOsCiHyydVkXP9jyCuz5FMpPGDrKKi/oOsiwXeoAac/Aya1QdBgy3oFe0R2Th0qF09Sp1CQm0pSTQ/2mTdQtWIDTk63zUMTHo9dqqU1Opik3l9qkJPQaDYqW+nNwoPaZZ2jcupWmw4epe+cdHKOjTX9Hfs891Dz5JE27d9OUk0NtUhLyu+5q/1EHY07ViYk0GnPSLliA0kZOTvHxoNVSY8ypJimJZrOcnB58kNo33qA+LY2mo0epfvxxpF5eOBrbbnlsLNq33qLp0CEafv0V3Wef4Xjzze2bjxnv+HiatVpOJSejzc3lZFISTRoNXm2cQ/6JiZxLTaU8LY3qXbvIS0ig68MPmzpRquBgag8coEGtNi1NlZUANJaXn19fXEyvf/+bswsWUJOd3S65SFQqnKdOpSIxkYacHOo2baJ6wQJcbNST0njsVSUn05ibS6Xx2FO25C2T4bZ4MR6rVtGYl9fq7yjvuYeKJ5+kYfduGnJyqExKwskex56RmzFedXIy9bm5qI311KWNevJMTKQsNZXqtDTqdu3iXEIC7g8/jESpRD5gAKqRIyl46CF0hw5Ru20bxS++iNvEiab3u8bFEZidjV6ns0s+l2JkfDz1Wi2fGNv31UlJaDUaItvIubG+ng+efJITu3dzMieHX1etYkB0B7V7tqhU8M+pMCcR9uVA2iZ4dwFMtdGmA0x+FL7PgGK15XqZDN5YDO+sgpNtjCzbi0oFU6dCYiLk5MCmTbBgAdg4pzC2fSQnQ24uJCWBRgMt9aVWn1+USnj6acO+q6pgwAAYORIeeggOHYJt2+DFF8HsmBSuLqKDfIl++ukn/vGPfxASEsJjjz1GZWUlGzZsICYmxqLcpEmTePfddwGYNWsWCxcuJCkpiZCQEGJjYzl06BBvv/024eHhXH/99Xz33XcdlsOIyEi2b9tmsS4zPZ2IkSPbfM99kyahVKn4yOoWtOtvvJH9e/dy0uzW3WefeopXU1LaN+hLEB4ZSaZVXjvS0xlxgbziJ01CpVLxsY1b6/oHB3Ps99/bPc4rERoZSbZVjrvT0xl2gRzvNNbduva8fdDOsrKyiIiIYM2aNZ0dyiXpFxnJEat6OZKeTj8b9SKRSFj8z3+y/8cfW21TurnRNTCQyqIiiszOqdP79tEnPByZQwdMF+EfAlJHw2hwi5PbICCi9S22B9bDr/82/L+DE0Q9A9VqKDpkWPfLy4YONoCzDwyfCid+tXcGhnBCQsDRkcaM83k0bNuGQ0TrPBwiI2m0qr+G9HQcjPWnffll6jdtAkDi44PT1Kk0/PqroWBzM5qxY2ncs8fi/RIHByQuLnbJqcEqJ8c2cmqwyqkxPR1HY07VM2ag+/TT8xv1epBITLfn6ktLUfzzn6BUIvX3Rz56NI12/JLNJTKSKqt4NenpuNpq26RSXIYPp/K3386XzcxEKpejCgkBDCPI2ktov7s++CAOnp6cnT//yhIw42isp3qzetJt24bcRj3JIyOpt8pbl56O3Ji3xMUFx6FDKYqIoH77doty+uZmSseOpcHGsSdt52OvhTIyklqreLXp6ajaqCfl8OHUmNWTNjMTiVyOU0gIjYWFnLrtNpqKiizeJjO7Rdzl9tsp+te/KLTj3QsXY6t9/72N9h3ggyef5Hdj3fv06kXUxIkcamkvOsNgw/FIllmbnrkNwmy06QD/GANPTIalb1uud3aBQUPh1gjYub31++zJeE5hdk6xbRvYOKeIjDRsM5eebuj4Wnv5Zfj5Z8MCUFgIt90GVsckdn5s4c9DjCBbEx3kS7Rx40beeustPvroIw4ePMjyS7yVafXq1YwYMYKvv/4ad3d3Jk+eTGlpKWvWrCEmJoaUlBSam5vtHL2Br78/5woKLNYVqdV069HDZnlvb29emT+fxIQE9Hq9xbbegYGcOnGCp599lgPHj7P78GEefvRRu8V+IX7+/hRa5VV8gby8vL2ZO38+z9jIy6drVzy9vJj44IPsPXGCzEOHePLZZ+0W+6Xy8fenyCrHErUavzZy9PD2Zsb8+fzLRo5/ZhMnTmTOnDkoO+mWusvl7u9PuVW9VKrVeNqoF71ez4Gff6amvNy0bnRiIlXFxZzet49KtRpnd3fkZrl7BQTg4OiIqiM+pF39obYEmhrOr6tWg6PSMDpsS1AMzK023Ir9bRLU11huv3kuPF9kGD3e3DHnkdTfH31JCTScz0OvViNRKpF4ebUq22xVf3q1GqlV/SnnzsWzqAiH6GhqW9qDujoa/vtfqK83lXNKTKRx7170paV2z6n5MnJqNsupMT2d5rNnz8c8dSo4OJg61Zpp05DffDPeGg1eBQU0FxRQa8dHTOT+/tRbxdugVqOwcQ45uLsjUyppMC/f1ERDaampvHLAANxvu41hR45w7bFj9Jw3D4mjY6t9dZ85k3OpqTTX1LTa9kdJ/f1pbqOepDbqqclGPcmMeegrKymJjqZx//7Wf6iuDp3VseecmEjD3r00t/Ox18LB359Gq3gb1WocbNSTzN0dqVJpWb6piabSUhx69KC5spKaH344v00iwfPJJ6lp6awA5x59lIr332/3PC7H5bTv5h7/8EPePXkSN19fvnz5ZXuGeGF+/lBqeTxSbBw99bTRpk+6C77d2Hp9VSXERsMhG8eivfn7g9U5ZRoBtjqn8Pc3PKNsTq0G6/oKCDCMDJvfPl1ZCVbHJE8+eb4DLVx1RAf5EiUnJzN06FBCQkIYM2YMubm5l/S+a665hokTJ9KrVy/Gjh2LVqvlhRdeICgoiEmTJlFZWUlJSYmdozdQqVTUW92uVK/ToWjjlqzX336bTz78kMOHDrXa5uziwo3/+Acjo6OZdO+9vDV/Pq+//TZx48bZJfYLUapU6Kzy0ul0yNvI699vv83nH35Iro28+g0cCBg62PfdcQdvz5vHjBde4PGkpHaP+3Io26i7tnKc8/bbbPzwQ47ZyFFoP3KVigaremnU6XC8hNscw/7v/7h9xgy+mD2bpoYG8nbsoLyggP9n78zjoqz2P/4ehmFg2DcBxQ1XXFEwR0Ez+l1NpDArMVvMpVBbMK9ktmHbtdCKNBXLSrNb1yWzRe1mZjcVESFcMjHFXWRRWQYYBpiZ3x8zjMMwg9sgWuf9ep2X8pzzPPP9POf7fOecOcszYdEi5AoFAZ06EWPcjETq5NQs9jdApoA6i+mM9X9Lbegp/B0Wh8PWV+D+FYbRZnNyVsHiCMj7CSb+CHJ3u5vdCIWi0bTM+r8tNwGS2CprUU6zahWlERHU/vQT7j/+iMS9sQ7nJ5/EaexYqpphSrxNO7lyTdY2QHK87Tbc3nmHqvnz0RcaplU6dutGXVYWpZGRlN17L9JevVDMnm1POQ1wsGKvzoa99euSdTb0ydu1Q+rqil6j4fDYsZyYNQv/hx6ivcUmix7DhuEUHEyhndfsNlVPlj51pb53Jbg++SQuY8dS1ozLMazVky2/ql+XbK28g5XyASkpOPfvT9GLL9rR4utHbiW+115BfP/27bd5Sank/MmTPL95M5Jm3uTOJi4KqLGI6Tb88aZFobhkcz22NNgqa1lu8mTIyjJs4mWLlBTDBl83mU82H2IE2RLRQb5C2rVrZ/q/u7t7ow6ZLYLNfrlydnbGz88PZ2dnAFPHtMbsV2B7MmvOHApUKlMCGnWonORyqqzsEHnn8OHcNmgQb9n49VNbV4dUKmXyQw+Rk53N5ytW8OmHHzIpIcH+QiyYOWcOp1UqUwIadfLlcjlqK7qihw9nwKBBpNjQlf7rr4T4+jL3+ef54/ffWb1qFfNff51J06bZX0gTTJ0zhxyVypTAet1Z0xg1fDj9Bg3ig5b85fovStycOXyiUpkS0Kix5CiXo7nMrqsRcXE8s2YN/120iF+MU+BrNRref+ABekZH83F5Oa9s387WZcsAUJeXN4MaC+qqDbtYm1P/d60NPRVFcG4fbHsTjm6B26Y2zL+YB2ezYe2jhpHonjfgB7Tq6sadRuPfeot60dsqa1FOl5eHNjubikcfNayhtPghUD5tGoqFC6l69llqrUyhv15s2smVa7Is56hU4vnf/1KzeTNVr7wCgLRzZ1zfeQfVpEnU7d5NzYYNVM6ahcvs2YZ1iHagzZw5DFSpTMlcSz0Ocjk6K8+QrrralG+pT1dVhebUKTJ9fDg6cSJV+/ZxccMGjs+YQcATTzTYdMj3/vsp3byZOrPZHPbgaurJlp82KncZXKdNw3PhQsqefRaNHX3Pb84cuqtUplRv35XYqzfWk7XylvXa6q238Jkxg7MPP4zm4EG72X8tjJ4zhxUqlSlB4/guu4L4fvbQIY7u3s378fG079OH0KFDm83mJqmuBieLmF6vpwV3Br8qqqsbd3BtabBV1rLc/ffD55/b/sy33jKsX374YWhhn7xxiA6yJeI9yFeIg5Ud/az9KlhX19AZHC3WDlq7TnPxcVoa69esMf397OzZBAQGNigTEBhI4blzjc69f9w4gtu25URxMWDQ4eTkRIFKxZiRIyk4d478M2cadK6PHD7M/40Y0UxqLvFJWhpfm+lKnD2bVha6WtnQNWbcONq0bcsRC12nVSrGjhzJrh07KLl4scE5fx46RJDZq3huBF+mpbHJTOMTs2fjZ6HRPzCQYisaR40bR2DbtmSYaZQ5OZGjUvH4yJFkWa7REVwxP6WlkWFWL3fPno2nRb14BQZSaqVe6hkUH8+0VavYmpbG5xavqziWlcWMkBA8AwJQnT9Pn+HDKS8uRmPHaaA2KT8LCj9wkIJOazjmHgg1VVBd2rBsmwjQaw2bedVT9MelTbq6jYJzOVBunO5Wp4GLxwzXb2Z0Z88i8fMzdOi0Bh2SwED0VVXoS0sbl7WoP0lgIDpj/clGjUKbk3NpyrJGg+7YMcP1jTj/85+4LlhA5axZVC9ceMM0OTShycFCk4OZJgDZ7bfj+f331Pz4I+UPPmhYhww49uuH/vx5dAUFprJ1OTk4eHgg8fFBb4wp10NhWhoXzJ6hNrNn42RhrywwkBorz1DdhQto1WpkgYGoDx82HJRKkfn6mspbdnrVhw4hdXHB0ceHOuNsLe+77uJ0M+zurzt7Fgcr9aSzUk9aK/Uktainy+H2z3/iuWABZbNmUWln37uYlkaZWT35zZ6No4W9joGB1FmxV3vhAjq1GsfAQGrM6knq69ugfODChXhPm8bZhx9GZbabf0uxJS2NXWaa75k9Gy8LzZ424rtUJiP87rs5sGULamPnuqyoCNWFC7j7NX/cs8q5s+Db0B9pFWjoMJaVtoxNV8vZs2DxTBFo1GDxTHH2rCHPnMBAMK+v4GDo2fPSztWWLFwI06YZOsc3gU8KWg4xgnwdyGQyKs0arnq9/qZ6X3JJSQnH8vJMKXPXLgYOHtygjDIyksyMjEbnvjJ7NhE9ejA4LIzBYWG88cornMvPZ3BYGL9lZZGZkUG7Dh3w8PAwndMtNJSTJ040tyxKS0o4npdnSnt27eI2C10DIyPZY0XX3NmzUfbowdCwMIaGhTHPqGtoWBg5WVk8MnkymRbT53uHhXHkCqfU24uykhJO5eWZUs6uXfSz0Ng/MpK9VjTOnz2bmB49iAsLIy4sjPdfeYWi/HziwsI4kJV1oyT8JaksKaEwL8+UjuzaRVeLeukaGclRK/UC0DM6mmmrVvHjBx+w8plnGuS5enuTvH07bj4+lBUWotNqCRs1ikM3apOXc3tBVwttlZeOtY+Cs3tMHSgTEZNh+LyGx9qEG3asBohZAP0evZTn5AZ+XaH4ULOYbk7d3r1QW4uj8pIOWVQUdXsa66jLyEBmUX+yyEjqjPXnumABTo+a6XBzw6FrV7SHDDrkjz5q6BzPmEH1O+80jyBsa6q1ocnRiqZaoyZpz554fPstNZs3Uz52LJj9qKvNz0fi54fE3990TNq9OzqVyi6dYzB0YKvz8kxJtWsX7hb2ukdGUmHtGdLrqdizBw+znYHdBw1CV1tL1b59eA0fzoDz5xu8Fsg1LIza8+dNnWNHX1+cO3WifOdOu+gxp9ZYT05m9SS3UU81GRnILXQ7RUZSYyN2WKJ49FE8FyygdMYMKprB93QlJdTm5ZmSetcuXCzsVURGUmWjntR79qAwqyfFoEHoa2up3rcPAL9XXsF76lTOjBtH+U2yKeOVxPdukZEcsaJZr9MxfeVK+o0aZTrm27Yt7n5+nD3U/HHPKr/vNazdjTCL6QOjIMdKTL9ZMT5TmD1TREWBlWeKjAywqC8iIw3H6xk4EE6dgtOnG3/WK6/A1KmGVzzdJD55w9Brmy/doogO8nXQq1cvSktLWbVqFadPn2bevHmUGV8ncTOyYd06vLy8SElNpXtoKCmpqbi6uppGmZ2dnWkVEABAcXFxg851cVERdXV1HMvLo7q6mm0//cSRw4dZtnIlXbt1476xY5kwZQrLly694bq+XbcOTy8v5qWm0i00lHmpqShcXdlgRdf54uIGnevioiK0dXUcN+r6ZcsWAoKCeH3BAjp26sSY+HgSZ8/mfTvudHot/LBuHR5eXryYmkqn0FBeTE3FxdWVzUaNcmdn/IwaLxYXN+hcXzDW3am8PDTGqW8C+5C5bh0KLy8eTU2lTWgoj6amInd1NY0yy5yd8TTWi4NUyhOffELu//7Hd2+/jWdAgClJZTIqS0qQu7nxYEoKrTp2ZNjkyQybNInvzN4d2qzUquG3lTA6zTBCHBoHQ2ZB+vuGfLcAw47VAHs+NGzQNfgZ8O1s2Iwr+DZITzXkZyyGIUnQdaRhVHns53DhKPx5A3btV6vRrFyJa1oa0ogIZHFxOM+aRfX7Bh2SgAAwLnOpWbcOiZcXitRUpKGhKFJTkbi6ojHWX/XixbgkJSEbORJpjx64f/45uqNHqd28GYm3N64ffED1ihVo/vMfJAEBpmT1HaLXqal65Urc09JwjIjAKS4Ol1mzUFvRpFm3DgcvL1yNmlxTU8FMk/uyZehOn6Zi5kxDZ7jeZmdn6jIy0P7xBx6ffYa0Rw9kQ4fiNn8+1R98YF89ZlxYtw5HLy86pKbiEhpKh9RUpK6unDfa6+DsjMz4DAEULFlC66QkfOLicIuIoNPSpRR99BE6tZry9HR0ajWdli/HuWtXvO66i/bz53PW7BlS9OqFVq1GY7ZbvL3Qq9VUrVxpeEdxRATOcXG4zZpFhbGeHMzqSW30Pc/UVBxDQ/E0+p7abATTFhJvbzw/+IDKFStQ/+c/OAQEmJLdfc9I+bp1SL28CEhNxSk0lACjveVGeyXOzkjN6qlkyRJ8k5Jwj4vDOSKCwKVLKfnoI/RqNU7du+P/8sucf+stqnbsQBoQYEo3E7uN8X2CMb5PaCK+67Raflq2jHH/+hfdIiPp2L8/iatXk/XNN5xpqb1A1Gr4z0p4Jw36RUBMHDw1Cz40xvRWl/zxpkWthpUrIS3N8C7kuDiYNQuMzxRmzxTr1oGXF6SmQmio4V9XVzB/pnr1MrzGyZLu3eHllw3Tq3fsMFy3Pgn+logO8nXQoUMHZs+ezdKlSxk9ejR6vZ4RN2CK8bWiUqm4PzaWwUOGsD07mwFKJWNiYkzTpO+Lj+eY2dS6ptDpdNw3ahQODg7s+O033pg/nzkzZ7Lpu++aU4JVVCoV42JjGTRkCNuys4lQKhlrpuve+HgOX6Gu06dOER8Tw22DB7Nj/35emTePubNns2Ht2uaUcFkqVSoSYmOJGDKEr7OzCVMqeTwmxrQGOSY+nvQr1CiwH2qVigWxsXQbMoQ3s7PprFSSEhNjWqM2KD6epcZ6CYmIwL99e3r93/+xtKCgQaofpVgUH09Ap068deAAI2fM4P0HHuDYjRz13zTTsGZ4yja4ZzH8lAwHjbuavlAAfeIN/8/Pgc/vhfDJ8Mx+6BYDn464NKU6YzH8mgJxS2H6HkAPq+65YaMWlTNnUpedjee2bbgtXow6OZmarw06fAoKkMcbdOhVKlSxsciGDMEzOxtHpZLymBjTmrXqxYtRp6TgunQpnsYRi/J7DDpkw4cjcXfH+bHH8CkoaJAc2ra1u6YKoyYvo6YqM01+FprKjJq8s7ORmWmSBAQgi4zEsWdPfE+fxq+gwJTk8fGg1VIWE4O+shKv7dtxX7WK6v/8h0rjGuXmQKtScSg2Fo8hQ+iTnY27UsmhmBjTWlXf+HgGmMW2C6tXc3bePEKWLaPHli2odu/mxHPPAaCrqOCPESOQ+fvTNyuLzh9/TOGHH5JvtkmXLCAAreXUTDtSNnMmtdnZ+G3bhtfixZQnJ1NtrKegggIUZvV0ITYWpyFDaJWdjZNSyYWYmCtag+w8fDgO7u64PvYYQQUFDZK0GXwPQKdScSo2FsWQIYRkZ6NQKjltZq9HfDzdzOqpfPVqzs+bR9CyZbTfsgX17t0UGevJPS4OiaMj/i+/TLeCggbpZkKtUpESG0v3IUOYl51NF6WSt83i++D4eJaZ2fyfF14g86uvmLF2LS9v28a5w4dZOmFCS5lv4OWZsC8bNmyDlMXwVvKlnaoPFcC98S1r35UwcyZkZ8O2bbB4MSQng/GZoqDA8P5jMLzzODYWhgwxlFcqwSyeA4YOr7W9B+LiwNHR0EkuKGiY/g7omjHdokj0t9I7YAS4tdRuiM1I4xdw3Pr4X77ILcmff8FwMf4v+Ex9MaelLbA/F+Zdvsytxi3cdrDJkZY2oBlo39IGNBM373y3a+evuDXlf3xa2oJm4OLli9xy3MrtI20ztoOkt+Z9ESPIAoFAIBAIBAKBQPB3RNuM6SrQaDS88MILREREEBUVxSeffGKz7OHDh3nwwQfp06cPd999NxlXuH/DlSI6yAKBQCAQCAQCgUAgaDFSUlL4/fffWblyJcnJyXzwwQf88MMPjcqpVComTZpE586d+e677/jHP/7BU089xYULF+xmi+ggCwQCgUAgEAgEAsHfkZtgBLmqqoq1a9fy4osv0rNnT/7xj38wZcoU/v3vfzcq+/XXX6NQKJg7dy7t27fnmWeeoX379vz+++/XJN8a4j3IAoFAIBAIBAKBQPB35CbYECM3N5e6ujr69etnOhYeHk5aWho6nQ4Hsx36MzMzufPOO5FKpaZjX331lV3tESPIAoFAIBAIBAKBQCCwKzU1NVRUVDRINTU1jcoVFxfj7e2Nk5OT6Zifnx8ajYZSizcPnD59Gh8fH15++WUiIyMZO3Ys2dnZdrVbdJAFAoFAIBAIBAKB4O9IM06xXrZsGeHh4Q3SsmXLGpmgVqsbdI4B09+WHeqqqio+/PBD/P39+eijjxgwYACTJ0/m3Llz9rgbgJhiLRAIBAKBQCAQCAQCO5OQkMDEiRMbHLPsCAPI5fJGHeH6v52dnRscl0qlhIaG8swzzwDQo0cPdu7cyTfffMPUqVPtYrfoIAsEAoFAIBAIBALB35FmXIPs5ORktUNsSUBAACUlJdTV1eHoaOieFhcX4+zsjIeHR4Oy/v7+hISENDjWoUMHu44giynWAoFAIBAIBAKBQCBoEUJDQ3F0dGTv3r2mY9nZ2fTu3bvBBl0AYWFhHD58uMGxY8eO0aZNG7vZIzrIAoFAIBAIBAKBQPB35CZ4zZOLiwujR49m7ty57N+/n59++olPPvmERx99FDCMJldXVwMwbtw4Dh8+zKJFizh58iTvv/8+p0+fJi4u7vrugxmigywQCAQCgUAgEAgEghZjzpw59OzZkwkTJvDqq6/y9NNPM3z4cACioqLYtGkTAG3atGH58uVs27aN2NhYtm3bxocffkhAQIDdbJHo9Xq93a4maH5aSVraAvvj3tIGNAP5LW1A8zC+uqUtsD9f/BVDYOBfL04cK2xpC+yPvKUNaAa2tbQBzUBUSxsguGI6tG9pC+zPppMtbYH9uQleu2t3Ym/ltkRRM7YZWt2a90Vs0iUQCAQCgUAgEAgEf0f+ir9YXCdiirVAIBAIBAKBQCAQCASIEWSBQCAQCAQCgUAg+HtyFZtp/V0QI8gCgUAgEAgEAoFAIBAgRpAFAoFAIBAIBAKB4O+JGEFuhBhBFggEAoFAIBAIBAKBADGCLBAIBAKBQCAQCAR/T8Qu1o0QI8gCgUAgEAgEAoFAIBAgRpAFAoFAIBAIBAKB4O+JWIPciJtiBPnMmTN069aNM2fOXNP5zz//PM8//7ydrWperlfzNSGXw3vL4UgJHMiHaTMvf87ASNiT1/j408/BnmOQVwbrfoKuofa390pwksO85ZBTArvyYfIVaAqPhG1WNOWUQJ6+YVK42t9mS+RyWLoczpXAsXxIbEJD3zD4NQMuVMKOTOjXv2H+i8lw9DTkX4RV/wE/v0t5wcHw1XdQWAa5x+GpxGaR0xTtw8J4LSODTysreT0zk479+9ss6+jkxPiUFBadPs1HFy/y7Pr1+LRpY8r38Pcnce1aPiop4d0jRxg6YcKNkHDN1NTUEBsby+7du1vaFNvI5fDucjhcAvvyYeoVPE+3RcJuK8/TU89B5jE4UgZrmz9GOIWF0Tojgw6VlbTOzMSpCd8C8EhMpN2ZM3QoL8dv+XIkLi6mPIlcjt/y5bQvKaFdfj6eMxveB/nAgbTeuZMOKhXBubm4T57cIN956FDa5OQYbNm1C6c+fa5foFyO1/LlBJWUEJifj9tM23UjCwvDPyODoMpK/DMzkdm4F24vvIDXp59azfP9739RtMAz5R0Wxl0ZGYyrrGRkZiY+l6nHegZ++CF9kpMbHHPr1InoH34gXqXi3pMn6TFrlt3tlcjl+C5fTruSEoLz8/Fool6cwsIIysigXWUlQVZ81HXcONocPUq7ykr816/HwdfX6nUC/vtf3Mzqxis5mQ56faPUJs/Kc3kTa3Tw9MT3o49oW1BA26Ii/D79FAdPT7touCxyOby9HPaXQGY+TLmC2BcRCb82cY9j7ocTevvZeIV4hIUxOCODEZWVDM7MxOMyz1CHxESiz5xheHk5vZcvx8EsFjoHBxPx3Xf8o6yMYceP0yGxYbvBvVcvlNu3M6KqiiH79+MzbFhzSMIjLIzIjAxGVlYSlZmJ52U0dUxM5P/OnOGu8nL6WGhy8vcnfO1aRpSUcMeRIwRbxLmeqanE6vUNUocnn2wWXTcNumZMtyg3RQc5KCiIHTt2EBQU1NKm/LVJng9hETAmGmZPh1nJEHuf7fKhveDjdSCxcJMJCTBtFrzwNPwjAk4dhy83g1kAumHMmQ+9I+DhaEieDk8nw11NaOraCxavAwcLTQGtwcMLhoXAwMBLqaqyWc0HYN586B8BI6NhxnR4IRnutaJBoYCvN8HO7TA4HDLSYf1Gw3GAyU/AY5PhsYfg/4ZAUGtYsvzS+Z+vgcoKw7mzEmHum3DP6ObXZ0SuUPDcpk3kbt/Oi+HhHElPJ2njRuT19ltw/6uvEnHvvSx+6CHmRkYilcl4dv16U/6zX3+NT3Awb9xxB6tmzODhd99lwL333ig5V4VGo2HmzJkcOXKkpU1pmlfmQ98IuD8anp8O/7xMjOjeC5ZbeZ4eNcaIF5+GEcYY8UXzxQiJQkHgpk1Ub9/O2fBwNOnpBG7ciMSGb7mOGYP33LmcT0jgXHQ0zkolPikppnyf+fORR0RwLjqa89On452cjOt9hvsgDQggcPNm1L/8wpl+/ShJTsZ30SJcYmIAcOzQgcDNm6n8+mvO9O1Lzf79BHzzDchk16XRc/58nCIiOB8dTen06bgnJ+N8X+O6kSgU+G7ahGb7dorDw6lJT8fXyr1wGTcOj1dfbfxBEgmeCxfiPHz4ddl7LUgVCqI3baJo+3Y2hYdTnJ7OHRs3IrVRj/X0SEqiy+OPNzwokRC9cSOa4mI29evH7qlT6fXSS3R48EG72uxt9JWC6GguTp+OV3IyChv10sroo+eMPhpgVi9OAwbg+/HHlL76KueUSqTe3vitWNFIk8/ChbhY1E3ZggWcDgw0pbPdu6O9cIHy99+/pTT6pqXh1LcvhTExFI4YgSw0FN+PPrKLhssyZz70iYAHo+Hl6ZCYDCObiH3desFSK7GvHg9PmLuweWxtAqlCQcSmTVzcvp0d4eGUpKczoIlnKHDMGLrMncvvCQnsjo7GS6mku1ks7LdmDXUVFewMD+ePxES6vvkmAaNHA+Do4cFtW7ZQ8ccfbO/dm4L16wn/+muc/P3truk2o6btV6ip69y57E9IYFd0NN5KJT3MNEV8/TXOwcHsuuMODs6YQY933yXQrO3g1qMHh55/ni2BgaZ06pNP7KpJcPNzU3SQpVIp/v7+SKXSljblr4tCAQ9NgRcT4UAObNoAH6TA5Kesl3/0CdiYDsWFjfPiH4OlC2DLRjh2BJ6bBj6+hpGkG4mLAsZOgdcT4WAO/LgBPkqBR2xoevAJWJsO561o6hQKhflw+rghvz41NwoFPDbF0GHdmwPfboB3U2CqFQ33x0O1GuYkweFcmDUDKlQw5gFD/ogYWLcadvwKfxw0XOeOOw15Xl4wcBC89QbkHYXvv4UtP1zKvwEo4+OpVav5IimJ/NxcPpsxg2qVioEPPGC1/NDHHmPNiy+S++uvnD10iOWPP06n224jsHNnOoaH0y0yksXjx3Ny715yNm7ku7ffJjYp6YbpuVKOHj3K2LFjOXXqVEub0jQKBYyfAi8bY8TmDbA4BSbZeJ4eeQK+v8IYMXsaePvCgOaJEW7x8ejVai4mJVGbm8uFGTPQq1S42vAtj8REylNTqdq4EU1WFsUJCbhPmoTExQWJQoH7lClcSEykJieHqg0bKE1JweMpw31QjB6NtqCAkhdfpO7oUSpXr6bis89wGz/ecO2nn0azezelr71G3dGjXJgxA7RanEKvfQRdolDgOmUKpYmJ1ObkUL1hAxUpKbg91bhuXIz3ojwpibrcXMqM98Kl/l5IpXguWYL3J59QZzHC6NC6NX5bt+J8zz3oSkqu2d5rpUN8PHVqNb8lJVGem0vWjBnUqlS0t1GPMnd3hqxdS8/nn6fS4vlyCQjg4t697J42DdXRo+Rv3kzB1q34R0XZzV6JQoHblClcNPOVMjNfMcfVWC8lRh+9OGMGOjMf9XjqKarWrKFy1SpqDxyg+JFHcImJwbFDBwCkrVsTsHUrinvuQWtRN/rKSrSFhabk8eyz1B48iGrh9XfQbpRGiUKB4v77ufDUU9T89hs1OTlcnDEDxb33IpHLr1tHk7goYNwUeNXYlvjvBliWAhNsxL7xT8BXNtoS9cyZDyftM4J/NQTFx6NTq8lNSqIyN5dDM2ZQp1IRaOMZ6pCYyInUVIo2bqQsK4vfExJoO2kSDi4uOHp54T1oEEffeIOqo0cp+vZbzv/wA753GtoNbSZMoK6igt+nTaMqL48jc+dSeeQInhERdtXUOj4erVrNoaQkKnJzOThjBlqViiAbmjomJnLcTNN+M02e4eH4REaSM3485Xv3UrRxI3lvv00ns7aDW2goZb/9hqaw0JR0arVdNd10aJsx3aI0ewf5nnvu4fPPPzf9PXHiRB5++GHT36tXr2bo0KENpht369aNb775htjYWHr16sX48eM5ffq06ZysrCxGjx5Nnz59SExMRH0Vjpubm8u4cePo27cvQ4YM4YMPPjDlRUdHs2LFCu6++27CwsJ44oknKC4uNuX/+eefPPLII/Tp04cRI0bw73//u8G1t2zZQkxMDH379uX+++8nMzPTlFdbW8vrr79OREQEQ4cO5X//+98V22wXevY1jGDsSb90bPcO6D8QJJLG5e8cCU9PgLT3Gue9OgvWmWnX6wEJuN+gqVD1hPYFRxn8ZqYpaweE2dB0+0hImgCfWtHUpQcc/7P5bLVFH2O9ZJhpSN8BA6xouE1pyDNn105Dxxfg4gW4axS0bg3OzjD2QdiXY8hTq6GyEh6dCI6O0KUrKCMNnfIbRBelksM7Gtp/eOdOugwa1KisRCJhycMPc2DLlkZ5Lp6etAoJoayoiKLjx03HT+3fT8eICKSON9fWCpmZmQwcOJDVq1e3tClN08NKjMjcAf1sPE/RI+GZCfChjRjxlUWMkEgMoyrNgFyppNrCt6p37sTZim/h4IB8wADUv/5qOqTJyEDi5IRT37449e2LRCajOv3SfajesQP5QMN9UP/wA8UTJza+rHEqqMuwYVSazXTQq9Wc7tyZmv37r1mfrK+hbmrMbNLs2IHTwMZ146RUUmNxLzQ7d+JkvBcSNzdkffpQNHAgNbt2NTy3f3+0p09THB6Orqzsmu29VvyUSootbC/euRN/a/UIuHbsiNTZmU39+1Nx7FiDPHVBATvGjaOuogIA/8GDaTV0KIW//GI3e635iq16kSuVaKzUi9yoTa5UUm3mk9ozZ9CeOoVcqTR8lrFu8sPD0TdRN45duuA2cSIX//nP69YHN1CjTkdRbCw1e/c2OF/i6IjEzc0uWmxS35bIvsK2xLCR8M8J8LGV2AcwcCgoh8HiN5vF3KbwUiq5aFEHJTt34m0jFnoOGMBFszopNcZCj7590anV1FVWEjxxIhJHR1y7dsU7MpLyHEO7wXfYMAq/+QZ0l+bRpt92G8WbN9tdU4mFpotNaPIaMIALNjQpQkLQFBVRZdZ2KN+/H8+ICCSOjji6u+MSHEzlny3QHhTcVDR7BzkqKsrUUaytrWXv3r0cOHCA2tpaAHbu3Mm4ceManbdo0SJefPFF1q9fT0lJCampqQBcvHiRhIQEBg8ezIYNG+jcuTM//PDDFdvz3HPPERoayvfff8+bb77J8uXLG3RWFy1axJQpU1i9ejVqtZqnn34agOrqah5//HHCw8P59ttvmT17NkuWLGHDhg2AoeM9e/Zspk2bxrfffss999zD448/zsmTJ03X3bZtG0uXLuX999/ns88+u+p7eV0EBMHF82C874Bh5MfFxTD6a8mEe2Hj19avtXsnnDt76e+Hpxg6XZk7rJdvLvyDoMRC0/lCcHYxjFZZMvVe+NGGpk6hhl+R/73NsJb5443QoUvz2G1OYBCct9BQZKwXy/VngUFwLr/hsaJCaBNs+P+/XoO6Osg7C8UqiBwCE4zTCTUamPEkTE6AEjXsPww/boaVN27akFdQECX5De0vKyzEJzi4UVm9Xs/vW7dSaTZScldiIuXFxZzav5+ywkJcvbxwMpuy69u2LY4yGYobtWbtChk/fjwvvPACLi2xBOFquNoYMfFe2GTjecq0iBEPTQGpo+FHuWZAGhSE1sK3tIWFOFrxLQcvLxxcXBqW12rRXriAY3AwjkFBaC2eSW1hIQ4uLjj4+lJ38iQas3XkDv7+uI0bR/XWrQA4hoSgr6qi1Zo1tCsoIGjrVmTXMXoM4BAUhM7CJl1hIRKjTZZlLe+FrrAQqfFe6MvKOB8VRd2BA40+p/r77ymZMAHdhQvXZe+14hIURJWF7dWFhSis1CNA6f79/HL33VQav2dtMfrECUbs3Mn5Xbs4/dVXdrNXaqVezH3Fsqw1H62vl8vlq7//nvNXUDeeSUmot26lJivrmnVZ2n0jNOqrq1H/979QU2PK80hMpGbfvub3x1ZW2hLFTbQlnrgX/msj9jk5wb8+hFeeNMz4usHIg4LQWNxjTWEhzlaeIZmXF1IXF6rNyuu1WmovXMA5OBidRsPBJ5+kXUICI9Rqbj98mOLNmzljnG6sCAmhpriYXsuWcee5cwzatQvvwYPtrsk5KKiBjdeqySU4GE1hITLjd0A9Lm3b4iCT4ejpiVtoKHqdji4vvsidp08zdO9egh991O6abjrECHIjbkgHec+ePej1eg4ePEi7du3w8PDgjz/+QKfTsXv3boYMGdLovIkTJzJo0CC6du3Kgw8+yO+//w7A5s2b8fHxISkpiZCQEJ5++ml69+59xfacPXsWLy8v2rRpw9ChQ/n000/p0aOHKf++++4jLi6Obt268a9//YucnBz+/PNPvvvuO3x9fZkxYwYdOnQgOjqaqVOnmjq6H3/8MWPHjuXuu++mffv2PProowwdOpQvv/wSvV7P2rVreeaZZxgwYAD9+vXjhRdeuM47e5W4KAydJHNqjH87Xcf0pf63wdx3YPF8Q2ftRuKiuKShnmvV1Kk7ePnA4jcgIc7wxfb5VnBt5l+urWmoryfLaWUKK3Wo0Vwq174DqKtgTCwMvx3OnoE0sw5w91DY9B3croTHH4N774dx4+2ppkmcFApqLeyv02iQXcH0ufB77mHUrFn8Z84ctLW15O3eTUl+PhMWLUKuUBDQqRMxxo1jpE5OzWL/X56mfPF6YkQ/Y4xYMt/6dGw74KBQoLfwLb35s2FG/XpIy/JoNEjkciS2rgWNpnpKnJ0J+Oor6goKKF+2zGCLmxs+b79N9a+/UjByJHWnTxP0009IXK99w7+mbLLUaLNsc09TtQNShQKdhe1ajQaH67T91/vuY1tsLN5hYYS/Z2PU7xq4Kl+xUba+3OXyr8geNzdcH3zQLlOrTddsIY3uTz6JYuxYLt6IZTP2bB89/TIc/A22N579dCOw9gzpbDxD9Wt4myrvFhpK0XffsUupZN9jjxF4//20Ni4nkbq50en559GcO8eekSO5+L//MeDHH612XG8WTaW7d1Odn0+vRYuQKhQoOnUixNh2cHBywq17d9DrqcjNJTMmhlPLl9P7ww8JNK67Fvx9aPa5iBEREajVao4cOcKePXuIiIigqKiI7OxspFIpDg4OeHl5NTqvffv2pv+7ubmZRpyPHj1K9+7dkZhNe+ndu/cVT7NOSEjg3XffZfXq1QwbNoy4uDj8zTYU6G+2M17btm3x8vIiLy+PY8eOkZubS79+/Uz5Wq3WtG46Ly+PzZs3N5hGWVtbS1RUFCUlJVy8eJFQs1GEq+nU24Xq6sYNpPrAr666tmtGKA2bc/28Gd5+5frsuxY01Y2/vK5V08S7DFOs6jflevYh2HEaou+G7768flttYU1DfT1VWWiwVody+aVyH38GLyTB5o2Gvx8eC4dPwoDbDB39x6ZA52DDdX7LhtZtYPZL8J8v7K8LiJszhzizH4KO7t7dqDPsKJejsdRpQURcHE+vXs1/Fy3il48/BqBWo+H9Bx7gmTVr+Li8nLKiIr5PSeGR995DXV5ufzF/B5ryxWuNEeFKw+ZcP2+GFPvFCK85c/Ay8y3N7t2NG+tyOXorvqWvrjblN0AuR1dVhUQqtXotoMH1JK6uBH7zDbKuXcmPikJv/A7S19VR9d13lBuX7xQ//jjtTp9Gcc89VH55bbFEX119RTYBYKOstXvR0vScM4deZvV4fvfuRo1eqVyO9jptv5idDUD2s88S+e9/89usWejMRwuvkaupF1tl68tdLv9KcLnrLvRVVYaRWDvREhrdp03DZ+FCLj77LNVWltnYHY2d2kddexr2OrnrxrXvOs2ZQyezZ6jUyjPkYOMZ0hljoa3yvtHRtJ0yhZ+Dg9FVV1OWnY1zmzZ0fukl8r/4An1dHeU5ORyZOxeA8r178Rs+nDaPPELevHnXrKnznDl0biZNOo2G7AceIHzNGu4qL0dTVEReSgo933uPuvJyznz2GYXffUetcfaa6sABXLt2pf20aRQYZ4z+JbmFd5tuLpq9g+zk5ERERASZmZlkZWURFxdHUVERWVlZaLVaIiMjG3R265E1seOnXt9w23yZTHbFHeQnnniCkSNH8tNPP/Hzzz8zYcIEXn/9dR4wLvZ3tFi/qNVqcXBwoK6ujkGDBvHKK9YbeVqtlscff5zRFr8yOTs7W7W7KX3NQsFZ8PEDqRS0xjkPrQINnauy0qu/3uDb4d/fwy8/QsKDxnXIN5jCs+Btock/0PCFVl56ddeqqWkwtYsaDZw5DoFtbJ9jD/LPGl7FZK4hwFgvpaWNywYENjwWEAgF58DfH9q2g/37LuWdOWOYvt2uvWF0Oe+IoXNcz74cmP1ic6gC4Ke0NDLWrDH9fffs2XgGNrTfKzCQ0nPnbF5jUHw801atYmtaGp9bvFrkWFYWM0JC8AwIQHX+PH2GD6e8uBhN5Q3YefyvyLlmiBGrjDFiqn1jRHlaGhVmvuU1ezZSC9+SBgaiteJbugsX0KnVSAMDqT182FhYitTX11BeIkFq8UxKAwPRVVWhMz6TEnd3gjZvxrFzZ85FR1N39Kjp+tpz56jJzb30gbW11J04gWPbttesV3f2LA4WNjkYbdJbxAnt2bM4WLkXuiaes5biSFoaJ83qsefs2bhY2O4cGIj6Gmx3btUKv0GDOPPNN6ZjZX/8gVQuR+bhgcYO03a1VurF0lfMyzblo5fLvxJc7rqLqu++s+uzdqM1evzzn/gsWMDFWbPsOhLeJAVW2hKtrqEtMfI+w0y0/xk356rfePagCl5IgG/s/2P0qbQ0zpk9QyGzZyO3uMfywEA0Vvyo5sIFtGo18sBAKo2xUCKVIvP1RXPuHD5DhlB55Iip0wlQnpND5xcN7QbNuXNUmMc6oPLPP3G+jlgHcDItjXwzTZ2vQZOzFU3VxvJlWVn8HBKCPCCAmvPn8R8+HE1xMVpj26HWYhO8ikOH8IuOvi5NgluPG7KLdf065L179xIeHk54eDi//fYbO3bssDq9uim6dOnCH3/8gVZ7aWL7oUOHruhcjUbDG2+8gZOTExMnTmTVqlWMHTuW/5r92ppr9rCfPHkSlUpFt27d6NixI8ePHyc4OJj27dvTvn179u7dy6pVqwDo2LEjZ86cMeW1b9+e1atX8+uvv+Lt7Y2fnx8HzNZ8/fHHH1el+7r5fa9hfU2E8tKxgVGwd8/Vf5l27wmrvoWtm2HKWMO615bgj71QVwthZpoiomD/NWj6+SjcZ/YuPBeFYQ1yXq7tc+zBvr2GehlopmFwFGRb0ZCZAUqL9T2DIg3HL140dH5DLy0XwNfXkE4ch/x8COnc8FUz3bob8pqJypISCvPyTOnIrl10tVif1DUykqMZGVbP7xkdzbRVq/jxgw9Y+cwzDfJcvb1J3r4dNx8fygoL0Wm1hI0axSE7bsDzt+PgXoMvhpv54m1RsO8aY8TKbw0jx0/YP0boSkqoy8szJc2uXcgtfMs5MpJqa76l16PZswdns92MnQcNQl9bS82+fdTs3Yu+tta0ORKAc1QUmj17TJuNBaxfj2NICOduv51ai1iuychA3rfvpQMyGbKQEOpOnLhmvbV790JtLU5mNsmjoqjd07huajIyGt0Lp8hIamw8Zy1JTUkJFXl5pnR+1y78LWxvFRlJ8TXY7taxI7evX49L69amYz7h4VQXFdmlcwxY9RV5VBQ1VupFY6Ve5JGRaIzaNBkZyM18UhocjLRtW1P+lSAfOBDNzp3XIsUmN1Kj66OPGjrHM2ZQ/s47dtXRJPVtiX7X2ZZYsQju7A4xYYY0e4rheEwY/PSt/ew1o7akhKq8PFMqtbIO2DsyklIbsbBszx68zerEyxgLy/ftozo/H9fOnZGYtRvcunc3bXBVmpGBh3msM+arryPWWdNUYkWTT2QkJTY0lVpo8jbTJPP2ZvD27ch8fNAUFqLXamk1ahQXjG2Hrq++ykCLWQseYWGNfgj4yyHWIDfihnWQf/75Z9zc3AgICKBHjx6o1Wr27Nlz1R3kUaNGoVarefPNNzl27BjLly8n2zh96nLI5XJ+++03Xn/9dY4dO8aBAwfIyspqsAb5s88+Y+vWreTm5vLCCy8QGRlJhw4duOeee6iuruaVV14hLy+P//3vf7z55pv4GjepeOyxx9i0aROfffYZp06dYsWKFaxYsYIOHTogkUh46KGHWLhwIenp6Rw4cIB51zH95JpQq2HNSkhJM7wLeWQcTJ8FHxnfk9gqwLDz8ZWwYBmcPQ2vzARfP8O5V3O+vahWw/qV8Eaa4V3I/4iDKbNghVGTXwDIr9CmXzZC4qsw8HbDjtbvrIKCM/DLpuazHwz18vlKWJgG4RFwdxzMmAWLjRoCzO7r1+vA0wsWpBrWEy9IBYUrfLXG8Kv3Z5/CvAWGzbl69IRPPjd0nrOzDGuPa2th6XLo3AViYiHpBVhy497TmLluHQovLx5NTaVNaCiPpqYid3U1jTLLnJ3xDAgAwEEq5YlPPiH3f//ju7ffxjMgwJSkMhmVJSXI3dx4MCWFVh07MmzyZIZNmsR3Zu86FFwlljHirjjDu4zrY4T/VTzjKcsg/zQkzzSMSvsHXN35V0nFunVIvbzwTU01vDs1NRWJqyuVRt+SODsjNfoWQPmSJXglJaGIi0MeEYHf0qWoPvoIvVqNXq2mYuVK/NPSkEdEoIiLw2vWLMqM75R1nzwZlzvuoHjKFHSlpUgDApAGBODg7Q1AWWoqrvfdh/vUqTh27ozf4sXoq6up+v77a9anV6upWrkSr7Q0ZBEROMfF4TZrFhVGmxzM4oR63TokXl54pqbiGBqKp/FeqM1GZG5WTq1bh5OXFxGpqXiGhhKRmoqjq6tplFnq7IyzWT02xYU9e7iYnc2gTz7BMzSU1iNH0n/+fA68ab+dhfVqNZUrVxre32v0Fc9Zs0zvH5YGBCAx1kvlunU4eHnhY/RRHwsfVS1ditsjj+A2aRKy3r3x++wz1N9/f+U/rEilyLp1a/SDza2i0cHbG98PPqBixQoq//Mf03MlDQiw/a5he1Gthq9WwptphnchD4+Dx2fBJ2ax70raEmUlhlc71adC40aFJ/OgsqL57DejYN06HL28CE1NxS00lNDUVKSurqZRZgdnZ5zMnqGTS5YQkpREQFwcnhER9Fq6lNMffYROrabou+/Q1dbSe/lyXLt0oVVsLJ1eeIETxpH9k2lpuPfpQ5fkZBSdOtHl1VdRhIRw1uzNNfbg3Lp1yLy86GnU1NOKJrmFpk4Wmk4ZNdWWlCB1cyM0JQVFx460nTyZtpMmkWdsOxR+9x2+t99OyD//iSIkhPZTpxL86KPkLVhgV003HaKD3Igb0kHu3Lkzvr6+hIeHA4b3Hvfr14/u3bvj4+NzVdfy9PRk+fLlHDhwgLi4ONLT04mLi7vi89977z3UajX3338/kydPJiIigunTp5vy7733Xt59910efPBB/P39ec+4oYebmxsfffQRJ06cYPTo0bz00ks89NBDJCQkABAWFkZKSgpffPEFMTExrFmzhnfeeYcBAwYAMHXqVEaPHs2zzz5LQkKCaUr3DeWVmbA/G77eBm8thpTkSztV/14AcfGXv0arAMP7jrv3hL2nDefVpys53968ORN+zzbsPj13MaQmX9qpencBxF6hTW89B5vXwXtfwPpMw3rkyTENXl/QbMyeCTnZ8MM2SF0MbyTDN0YNJwoM7z8GUKngvlgYPATSsw2vfbo35tIa5OeehW/Ww8ov4Mf/GabFjh1tyCsvh5g7DTth79gDKe/B22/Axx82vz4japWKBbGxdBsyhDezs+msVJISE2NagzwoPp6lBQUAhERE4N++Pb3+7/9YWlDQINWPQi+KjyegUyfeOnCAkTNm8P4DD3DMTju3/m2Za4wRX22DeYthfvKlnaoPXOEz7m+MEd16wm+nDefVp2aKEXqVioLYWJyHDKFNdjZypZKCmBjT2kbX+HjaG30LoHL1akrmzcNv2TICt2yhevduLj73nCn/wsyZaLKzCdq2Db/Fi7mYnEzV14b74HrffUikUoI2bqR9QYEpBRhf7aTJzKRw7Fg8ExMJPnAAp9BQzhnXhl4PZTNnUpudjd+2bXgtXkx5cjLVRpuCCgpQxMeb7sWF2FichgyhVXY2TkolF8zuxc1MrUrFtthYWg0ZwsjsbPyUSn6OiTGtNWwfH8/9ZvXYFHqdjl/i4qirrGTErl0oly8nd+FCDtt52u7FmTOpyc4mcNs2fBYvptTMV9oWFOBqVi+FsbHIhwwhyOijRWb1osnI4EJCAl7JyQSlp6MrKeG8ldeJ2cLB1xeJTNboHcm3ikaX4cNxcHfH7bHHaFtQ0CBdz/KEK+Z1Y1viy23wmrEtUb9T9Z4CuLsF2jfXQJ1KRVZsLD5DhhCZnY23UkmW2TMUFB/P/5k9Q+dWryZv3jx6LVvGbVu2ULp7N7nGWFhXXk7mnXfiHBTE4D17CH3vPY6+8QanPzS0G6pPnWLPiBG0uvtuhvz+O63uvps9o0Y12kXbHpr2GDUNyc7GS6kk00xT6/h4/mGmKX/1ao7Om0efZctQGjUdMovvv8XH49qpE0MPHKDjjBlkP/AAZca2Q1lWFtn330/wI49w+++/0+GZZ8gZP976CLzgL41Eb7mg929MdHQ0Tz31FGPGjGlpU2zTyso7+W513FvagGbAvt8PNw3jqy9f5lbji79iCAz868WJYzd4k/wbwc2/r/TVs62lDWgGoi5fRHCT0KH95cvcamxq+i1mtyR/xT2hYm/ltsSeZmwzDLg178sNGUEWCAQCgUAgEAgEAoHgZqfZd7G+kbz55pusW7fOZn5CQgJTp069gRYJBAKBQCAQCAQCwU3KLbxWuLn4S3WQp02bxsMPP2wz39PTs8nzf/75Z3ubJBAIBAKBQCAQCASCW4S/VAfZx8fnqjf9EggEAoFAIBAIBIK/JX/FReHXiViDLBAIBAKBQCAQCAQCAX+xEWSBQCAQCAQCgUAgEFwhYg1yI8QIskAgEAgEAoFAIBAIBIgRZIFAIBAIBAKBQCD4eyJGkBshOsgCgUAgEAgEAoFA8HdEbNLVCDHFWiAQCAQCgUAgEAgEAsQIskAgEAgEAoFAIBD8PRFTrBshOsi3GO8Xt7QF9qfTX1DTXzXWfDGnpS1oBgIlLW2B/SnQt7QFdkcu+evVk0dLG9AMtG5pA5oB55Y2oJmobmkDmoE9J1vaAvvzV3ymXFvaAIHgMogOskAgEAgEAoFAIBD8HfmrjupcB2INskAgEAgEAoFAIBAIBIgRZIFAIBAIBAKBQCD4eyJ2sW6EGEEWCAQCgUAgEAgEAoEAMYIsEAgEAoFAIBAIBH9PxBrkRogOskAgEAgEAoFAIBD8HRFTrBshplgLBAKBQCAQCAQCgUCAGEEWCAQCgUAgEAgEgr8nYop1I8QIskAgEAgEAoFAIBAIBNyEHeSamhrWrFlj+vuRRx5h0aJFLWjRtfP888/z/PPPt7QZDfAPCyM+I4PplZWMy8ykVf/+V3TenR9+yMDkZNPfoRMmkKjXN0rPaG/Mz1AeYWFEZmQwsrKSqMxMPC+jo2NiIv935gx3lZfTZ/lyHFxcTHlO/v6Er13LiJIS7jhyhOAJE0x5fT/9lFi9vlFSbt1qd02eYWEMzchgVGUlQ69AU0hiIsPPnGFUeTlhy5cjtdA0YO1aYkpKuPPIEdqaaQLwiYri9qwsRlVUMCwnB/8777S7ngY4ymHMcni5BJ7Ph6iZtsv2HQ8zD8OrVZCwE4IHXMqTOMCIeTDnHCSXw4Orwa1V89puC7kc3l0Oh0tgXz5MbUJTPbdFwu68xsefeg4yj8GRMlj7E3QNtb+9zUBNTQ2xsbHs3r27pU1piFyO1/LlBJWUEJifj9tM23UjCwvDPyODoMpK/DMzkdl47txeeAGvTz9tcMzB3x+fNWsIKi0l8Nw5PN56C6RSu0oxIZcjX74ct5ISXPPzkTWhySEsDEVGBm6VlSgyM3Gwocnx/vtx1+sbHJO0bo3z2rW4XbiA65kzyN95x+DrzYhbWBjhGRncXllJRGYm7peJfcGJiUSeOcPQ8nK6W8RziZMTXT/4gCEXLxJVUEDIm282ONfnH/9gwN69DFWpCNuyBUXXrvYVI5fjsXw5rUpK8M/PR9FEPTmGheGTkUFAZSW+mZk4Wuh2fe45/I4do1VZGd4//YQ01Hpc8P7vf3GxiPHXg0Qux3f5ctqVlBCcn49HExqcwsIIysigXWUlQZmZOFlqGDeONkeP0q6yEv/163Hw9bV6nYD//hc3Cw2OISEE/Pgj7crLab1/Py4xMdcvzgJFWBihGRn0r6ykR2Ymisv4XkBiIn3PnKF/eTkdLHzPnC7ff09Hi3jhGRNDz5wc+qtU9Ny3D6+777abDnNcwsLokpFBn8pKumZm4nIZTf6JifQ4c4be5eW0Xb4ciXlbolMnQn74gd4qFT1OnsR/1qwG57oPH063vXvpU1VFt717cb/rLrtokIeF0TYjg06VlbTNzER+GQ1eiYl0PHOGTuXltLLQIJHLabV8OSElJXTMz8fLwp/l/fsTnJ5OJ5WK4F27cB44sEG+x2OP0f7QITqpVLTNyMB58GC7aLyp0DZjukW56TrIGzduJC0traXN+EviqFAQt2kTZ7dv58vwcPLT07ln40YcFYomzwtPSqLX4483OPbn6tV8FBhoSh+3bUvpkSPsff/95pQAgFSh4LZNm7i4fTvbw8MpSU9nwMaNSG3oCBwzhq5z57I/IYFd0dF4K5X0SEkx5Ud8/TXOwcHsuuMODs6YQY933yXw3nsBOJiYyJbAQFPaoVSira7m+MKFdtek3LSJC9u387/wcC6mp6NsQlPQmDF0nzuXfQkJ7LSi6Tajpp133MHvM2bQ6913CTJqcvL3R/ndd5z9z3/Y1rs3Z9es4bZvvsG5TRu7amrAyPnQJgI+joZvp0N0MvS6r3G5DlEw5mP4+TVI7Qmn0uGxzeDkasi//XnoMw6+HAtLB4KLDzywqvnsbopX5kPfCLg/Gp6fDv9Mhlgrmurp3guWrwMHi7D7aAJMmwUvPg0jIuDUcfhiM9hoeN0saDQaZs6cyZEjR1ralEZ4zp+PU0QE56OjKZ0+HffkZJzva1w3EoUC302b0GzfTnF4ODXp6fhu3IjE4rlzGTcOj1dfbXS+97//jcTTk+JBg7j4wAO4PPggbs891yya5PPnI42IoCo6Gs306ciTk3G0ogmFApdNm9Bu305VeDja9HRcNm4Ey1ji6YncShxzWbcOiUJB1ZAhVI8bh+PddyN//fVm0QTgoFDQd9MmyrZvZ094OGXp6fTZuBEHG7HPf8wYOs6dS25CAjnR0XgolXQ2i31d338fn3/8g70jRnBw/HhaP/44rZ94AgDXHj3os3Ej57/5hqzwcFS//Ua/n39G6upqNz3u8+cji4jgYnQ05dOn45acjNyG73lv2kTt9u2cN/qet5nvuSQk4DprFqqnn+ZCRATa48fx2WwRFyQS3BcuRD58uN3sB/CePx95RAQF0dFcnD4dr+RkFDY0tNq0iert2zkXHo4mPZ0AMw1OAwbg+/HHlL76KueUSqTe3vitWGFxEQk+CxfiYqFBIpcTsGULerWac0olZSkp+K9ejdOAAdgLB4WCLps2UbF9O3+Eh1ORnk7XJnzPe8wYWs+dy4mEBA5HR+OmVBJs5nv1+MTH4zVqVINjLr1703n9eoo/+YSDYWEUL1tGp3XrcOnTx2566jWFbNpE5fbtHA4PpzI9nZAmNHmOGUPg3LmcSUjgaHQ0CqWS1vWaJBJCNm6krriYw/36cXrqVAJfegmvBx8EDJ3njl9/zcUVK8jt2ZOLK1fSccMGnNq3vy4NEoWC1ps2od6+nVPh4ajT02ltJS7X4zZmDD5z51KUkMCZ6GiclUr8zOrFb/58nCMiOBsdTdH06fgkJ+Nm9Gepvz9ttm6l5sABTkVEULF6NW22bMGxbVsAFCNG4L94MRdff51TYWFU/vgjrTdtQhoUdF0aBTc/N10HWW/xa7bAfnSNj6dOrWZHUhIlubn8OmMGtSoVXR54wGp5J3d3YtauJeL551GdOtUgT1tdTVVhoSl1f/hhkEjYeQNGzFvHx6NVqzmUlERFbi4HZ8xAq1IRZENHx8REjqemUrRxI2VZWexPSKDtpEk4uLjgGR6OT2QkOePHU753L0UbN5L39tt0SkoCoK68HE1hoSl1ffVVzq1dS+E339hVUxujpoNGTb/PmEGdSkVrG5pCEhPJS02lcONGSrOy2JeQQLtJk5C6uOAVHo5vZCTZ48dTtncvhRs3cuTtt+ls1OQbGYmuro6jCxZQdfw4R+bNQ1ddjbdSaVdNJmQKiJgC3ydCfg78sQG2p4DyqcZl3QJh2+uw999QctzQUVb4QqsehnwHR9j4LJzYDkWHIH0htI9qHrubQqGA8VPg5UQ4kAObN8DiFJhkRRPAI0/A9+lQXNg4L/4xWLoAtmyEY0dg9jTw9oUBkc2p4Lo4evQoY8eO5ZRFXLgZkCgUuE6ZQmliIrU5OVRv2EBFSgpuTzWuG5f4ePRqNeVJSdTl5lI2YwZ6lQqX+udOKsVzyRK8P/mEujyLkX8nJ3SFhZROn07doUPU7NhB9bp1yKOawR8VCmRTpqBJTESXk0Pdhg3UpKQgs6LJMT4e1Go0SUnocnPRzJgBKhWOFrFEPn8+OgtNDt26IR00iOqJE9H98QfaHTvQvPIKjuPH21+TkYD4eHRqNUeTkqjKzeWIMZ63shH72iYmciY1lQsbN6LKyuJwQgJBxnju6O1N0OTJ5D7+OKo9eyj5+WdOv/MOHsYRoTbTplGWns7x5GSq/vyTvNmzqSsrI+Chh+yiRaJQoJgyBVViInU5OWg2bKAyJQVXK/XkbPQ9VVIS2txcVEbfczbqdnnsMSoXLECzcSPaI0conzYNia8vTpGGuODQujXeW7fifM896EpK7GJ/vQa3KVO4mJhITU4OVRs2UJaSgocVDa5GDSVJSdTm5nJxxgx0KhWuRg0eTz1F1Zo1VK5aRe2BAxQ/8gguMTE4dugAgLR1awK2bkVxzz1oLTS4xMYi9fOj+JFHqP3jDyo//5yKVavwePZZu2n1Mfre6aQkqnNzOWX0PW8bvheQmEhhaiplGzdSmZXFiYQE/Iy+V4/U25u28+dTkZnZ4Fzf8eMp//lnihYtQpOXR9GSJai2bcNn7Fi76QHwMmrKT0pCk5vLWWOdeNnQ5J+YSHFqKuUbN6LOyuJMQgK+kyYhcXHBMSAA9d69nJk2jZqjR1Ft3oxq61bcjDHOKTiYCx9+SHFqKjXHj1P83nvoKitR3HbbdWlwN/rVeaNfnTdqcLOhwSsxkdLUVCo3bkSTlUVRQgIeRg0ShQKPKVMoTkxEk5ND5YYNlKSk4Gn0Z/dHH0V74QJF06ZRe/gwpampqHfswHPaNMAwely+ciWqL76gNi+Pi6+8gragAFeLH0BueXTNmG5RrqqDfM899/D555+b/p44cSIPP/yw6e/Vq1fz4IMPcu7cOaZOnUrfvn2Jjo7mgw8+QGs29Xbt2rXcdddd9OrVi4EDB/Lqq6+i1WrZvXs3c+bM4ezZs3Tr1o0zZ84AUFhYyJQpU+jduzcjRowgPT3ddK3y8nKSkpLo378/UVFRvP7661RXVwOwe/duoqOjSU5OJjw8nA8//PCyGquqqnjllVcYOHAgAwcO5OWXX0aj0QBQVlbGyy+/zODBgwkPDycpKYmysjLTuVlZWYwePZo+ffqQmJiIWq1ucO0tW7YQExND3759uf/++8m0CKDNTaBSSf6OHQ2O5e/cSdCgQVbLe3TsiKOzM1/070/ZsWM2ryv39iZi9mx2Pv882poau9psDS+lkhILHRd37sTbmg4HB7wGDODCr7+aDpVmZCBxcsKjb18UISFoioqoOn7clF++fz+eERFIHBvuYecbHY3v0KHkvvCCfQUB3kolF61o8rGhydtCU0lGBg6X0eRl1FRz4QJyPz/TiHJgXByO7u6oDhywuy4AgvqCg8wwGlzPiR3QdiBIJA3L/r4OfvmX4f+OzhD5LFQUQtEfhmM/v2boYAO4+sOAKXD8l+axuyl69AWZDPaYacrcAf2saAKIHgnPTIAP32uc9+os+Orfl/7W6w3X8PC0v912IjMzk4EDB7J69eqWNqURsr6Guqkx+57Q7NiB08DGdeOkVFJj8dxpdu7EyfjcSdzckPXpQ9HAgdTs2tXwg2pqKHnkEbTGTqZjjx4433MPml9+sbsmB6MmrZkm7Y4dSK1okiqVaC00aXfuRGoWS6RDh+I4bBg1FtOPdQUFVI0Ygb6oqMFxiWfz+aKHUkmphb1lO3fiaSP2uQ8YQKlZ7Cs3xnO3vn3xioqirqysQf7Jt98md/JkAJxDQii3WA5QceCA9c+6Bhyt+F7tjh3IrNSTTKmk1kJ37c6dyIy2qGbNQv3vxnGhvi5k/fujO32a8+Hh6M3aIdeLU9++SGQyqq/g+ZErlWisPD9yowa5Ukm1WV1oz5xBe+oUcuOPsU79+6M9fZp8KxocQ0Kozc1FX15uOla7fz/OdqorAFelkgoL+yt27sTNhu+5DhiAykxPhfF716VvX9OxtgsWcH7VKqr/+KPB6edXruSMlQEEqZ2fLYVSSaWFpsqdO1HY0KQYMIAKM02VxufJpW9f6goKODluHLqKCgBcBw/GbehQKowxruJ//+Ns/Q8Wjo74TJqERC6n6jrbts5KJWoLDdU7d+JiQ4N8wADUZhqqjRrkffsiN/qz2syfq3fsMEyjlkiQhYSgyc4G3aWenMbMz0pSUih9993GH9uMMVFwc3BVHeSoqChTp662tpa9e/dy4MABamtrAdi5cydRUVE89dRT+Pr68vXXXzNv3jy+++4707TpzMxM3njjDWbOnMkPP/zAq6++yrp169i6dSv9+vXjhRdeIDAwkB07dhBknMKwYcMGYmJi2LhxI7169eK5554zjTS/+OKLqFQqvvzyS5YsWcKBAwd47bXXTDafPXuWmpoa1q9fT2xs7GU1vvTSS2RnZ7NkyRI++eQTsrOzSU1NBeCpp57i0KFDpKWl8emnn5KXl2daY3zx4kUSEhIYPHgwGzZsoHPnzvzwww+m6+bm5jJ79mymTZvGt99+yz333MPjjz/OyZMnr6YKrgvXoCAq8/MbHKsqLMQtONhq+fP79/Pt3XejuoyNfaZNoyI/n6NffWU3W5vCOSiIagsdmsJCnK3okHl5IXVxaVBer9VSe+ECLsHBaAoLkXl5NfgF2KVtWxxkMhwtAmDn55/n9IoVVBt/uLEn9tBUY6FJakWTzNOTC9u3c+yDDxiwbh1319YycMMG9j7xBBV//ml3XQC4B0HVedDWXjpWUQgyF8PosDU6RcPcCsNU7O9nQE1lw/w758KLRYbR403/bB67myIgCC6eh1ozTcWFhumPPlY0TbwXNn1t/VqZO+Hc2Ut/PzQFpI6we4f18jcB48eP54UXXsDlJpwG7hAUhO58w7rRFRYicXFptP7RISgIrcVzpyssRGp87vRlZZyPiqLuMj8e+f3yCwEHD6IrLaVy8WI7KWlop95Ck96oSWJFk86KJof6WOLkhPOHH1L95JNg8SMuZWVof/zx0t8SCU5PPUVdM+y5UI88KIgaC3trCguRW4l9jsa4prGIfXUXLiAPDsY5JITqEycIfOQRBh46xKC8PDq89JKpY1dbWIjcYimJc9u2yPz87KLFmu9pm6gnS9/TmtVT7c6d6M5eigsuU6YgcXQ0dao1339P2YQJ6C9csIvt9UhtaHCw8vxIbWiof34ul6/+/nvOT5iAzooGbWFho2ms0rZtcbBTXQE4BQVRa2FfbWEhTlZ8T2psJzQob/S9+vLud9yB+9Ch5FtZklCdm4t6/37T3849euBx552U2/nZktnQJLtKTZble5w4QZedO6nctYtSi7aeU6dO9FWraffxxxS+9ho119mulQYFUWehoa6wEEcrGhyMGuosNGgvXMAxOBjHoCC0Fv5cZ/Rnqa8v2sJCHC1igqxtW6RGP9Pk5FB79KgpTzFiBE7duqH++efr0njTIdYgN+KqO8h79uxBr9dz8OBB2rVrh4eHB3/88Qc6nY7du3cjk8nIz8/n9ddfJyQkhIEDBzJ79mw+++wzABQKBW+++SbDhw8nODiYu+66ix49enDkyBGcnJxwd3dHKpXi7++P1LjZyYgRIxgzZgzt2rXj8ccfp7i4mAsXLnDq1Cl++ukn5s+fT7du3ejTpw+vv/46X3/9NSqVymT3lClTaN++Pa1bt25SX1lZGT/88AOvvPIK4eHh9OzZk9dee43WrVuTm5tLZmYm8+fPp0+fPvTp04f58+fz888/c+zYMTZv3oyPjw9JSUmEhITw9NNP07t3b9O1P/74Y8aOHcvdd99N+/btefTRRxk6dChffvnl1VTBdSFTKNAaR8Pr0Wo0SK9zA5aeU6aw7wZupCZVKNBZ6NBpNDhY0VG/htdW+dLdu6nOz6fXokVIFQoUnToRYtzAwcHJyVRe0bEjftHRnGgmnVIrdaOzUTeX01Ri1NTbqMm1Uyc6mWlydHPDNSSE3Llz+fW22zj8xhv0XrgQt27dmkUbMgXUNbTV9LfUhu8V/g6Lw2HrK3D/CsNoszk5q2BxBOT9BBN/BLm73c1uEhcF1Fhoqq8Pp+t4nvrdBnPfgSXzrU/HFlwWiUKB3uLZMP1t8TzZLHuVMbH0mWcoHjYMiVyOd3PEdIXikn8ZsaXJWlnMNDm9/DLa335Du2XLZT9WnpKCQ//+1Lz44jWbfjkc7BjPHd3cUHTpQuuEBA5NnMjRWbMIfuYZ2hpHuQpXr6bVAw/gO2oUEqmUwEcfxX3AgAax/nqQ2Lr3GNbUXklZy3IAsttuw/2dd6icPx9dYfPGhaaeH2sarJWtL3e5/KZQb96Mg6cnXnPngkyGU3g47pMnI7FTXYFt37Nm3+V8TyKX02HZMk4++SR64yxGWzj6+tL5q69Q7dxJqZ2XaznYuOfWnqf6dclXUv74ffdxLDYWl7Aw2rzXcCZUXXExfw4YwOnp0wl89VU8x4xpFg3W6qUpDRK5/LL+XPHVVzgPHIjHlCkglaIYPhzXuDirfiYLCSFgxQrKP/8cTU7OdWm86RAd5EZc1XuQIyIiUKvVHDlyhD179hAREUFRURHZ2dlIpVIcHBxwcXGhtLSU8PBw03k6nY7q6mpKSkro1asXzs7OLFy4kKNHj3L48GFOnjxJVBPrttoaF8sDuLm5AYYNYvLy8tDpdAwdOrRBeZ1O12BkNtjGCKklJ0+eRKvV0rNnzwaaIyIi2LRpEx4eHnTs2NGU16lTJzw9PTl27BhHjx6le/fuSMymIPXu3ds0zTovL4/Nmzc3mJJYW1vbpO7rZcCcOUSYTQcu3L27UYdLKpdTV1V1zZ8REBGBW3Awf/7nP9d8jcvRec4cOpvpKN29u1HwdpDL0VrRoTN+Udkqr9NoyH7gAcLXrOGu8nI0RUXkpaTQ8733qDOb2hV4332U7d1LxaFDdtHUZc4cupppKrFSNw426uZKNO154AEi1qxhlFHTkZQUer/3HrXl5XSZPRskEv40/spdlpOD98CBhCQmsn/6dLvoa0BdtWEXa3Pq/6614XsVRYZ0bh+0VcJtU+G02dTIi8a1k2sfhdlnoOcY+G2l/W23haa6cUe4vj7U1/g8hSsNm3P9vBlSXrk++/7G6KurGzfkjX/rLZ8nG2UblbsMdcaRoZKJE2mVlYW0fXu09pwdVF3duHPfhKZGnWa5HKqqcOjZE9kTT1Bl9uOtLZzeegvZjBlUx8ejO3jwusw3p/2cObQ3i33ldornuqoq9HV1OHp68sf48VQb18fL27UjePp0Tr/7Lhf/+1+Ov/oqvb/6ComjIyXbtlHw2WeNZgtdK3pb957G9WSrrGU5mVKJ9+bN1GzeTMUrzR8Xrub5sVW2vtzl8ptCV1xM8bhx+K1YgedLL1F3/DjlixbhMWPG1UoyETRnDkFmvldpw/d01+B7bZKTqczKotx8BoYVHFu1otuWLUgcHMi7/37D1PnroNWcOQSYaaravdvqPW9K05WUV2dnowbOPvss7f/9b/JnzUJvHJXVlZej3rsX9d69OPfogf/TT1O2fv0Va/CeMwcfMw3VV6FBfxkNEqnUpj/rqqqoO3uWoscfx3/hQlqlpaHZu5eyJUtwueOOBufIunShzU8/UZuXR5HFprWCvyZX1UF2cnIiIiKCzMxMsrKyiIuLo6ioiKysLLRaLZGRkWi1WkJCQliyZEmj893d3dm+fTtPPvkko0ePZsiQITz55JO8amV3UHOkVl6bodfr0Wq1uLu785WVqb0BAQHs27cPAPkVjgbIZDKbeU42frXUarWm9dWWG4zJZDJTB1mr1fL4448zevToBmWcnZ2vyLZrYX9aGn+avTIrYvZsFIGBDcooAgOpPHfumj+j/V13kf/rr2hKS6/5GpfjZFoa+WY6Os+ejdxChzwwEI0VHTUXLqBVq3EODKTy8GEAJFIpMl9fqo3ly7Ky+DkkBHlAADXnz+M/fDia4mK0lZem9ba66y4KN2ywm6YTdtAkDwykwkyTk5mm0qwsfrKhySs8nHLjs1FPWU4OHr162U1fA8rPgsIPHKSgM/6c6B4INVVQXdqwbJsI0GsNm3nVU/THpU26uo2CczlQbpxOVaeBi8cM17+RnDsLPn6GV/rU76/QKhCqqqCs9OqvN/h2WPU9/PIjTH3wuhtNf2d0Z88apmGa1Y1DYKChA2URp7Rnz+Jg8dxJAwPRXUFMlLi74zxyJOq1a031VWdcd+jg52fXDrLu7FkkFpokgYGGjoaFJp0VTQ5GTY733YfExwfX+s25jN+tbioV1QkJ1H3xBQDyhQuRTZtG9cMPU3cVDd0r4WxaGkVmsa/97Nk4WdjrFBhIjZU6qDXGPqfAQKrMYp+jry+ac+eQurujVatNnWOAqsOHkZv9yH7yX//i1IIFOHp6UltcTM/Vq6k+ccIu2qz5ntRYT5a+pzt7FullfM/p9tvx+v57an78kdIHb0xc0NrQoKuqQmfl+bGmQWvUcLn8y6HevJnTAQGGcwoLcZ86lbrrqKuitDQumvle0OzZyCzskwUGUmvFvroLF9Cp1cgCA6k2+h5G36s5d46248YhCwykv3H2Yn0nzPv++/nN3TDDSda6Nd2MU3Nzhw2j7vz5a9ZSz4W0NErNNAVchSatmSaNhabac+dwbNUK10GDKDMb5a7+4w8c5HIcPDyQBQQg9fFpsOa5+o8/cBs27Ko0lKWlUWGmwXv2bBwtNDja8Jt6DY6BgdSaaZD6+hrKSySG6dJm/uxo4c/lK1ZQ/tlnSFu1QltQgO/bb1Nr5mdOPXrQZutWao8dI3/kyMvOELgluYU302ournoX6/p1yHv37iU8PJzw8HB+++03duzYwZAhQ+jYsSP5+fn4+PjQvn172rdvz5kzZ1i4cCESiYS1a9dy33338dprr/HAAw/QqVMnTp06ZepcSqxtcGODjh07olKpkEgkps+qrq4mJSWFmmvYLKpt27ZIpVJyc3NNx3766SfuvfdeOnbsSHl5OcfMNqs6evQoFRUVdOzYkS5duvDHH3802IzskNloY8eOHTlz5ozJzvbt27N69Wp+NdtYwN5oSkooy8szpXO7dhFk8f621pGRFGRkXPNnBA4cSP7OnddrapPUlpRQlZdnSiW7duFtocMnMpISazr0ekr37MHbbKTee9Ag9LW1lO/bh8zbm8HbtyPz8UFTWIheq6XVqFFcsNhox3PAAC7aUWdtSQmVeXmmVLJrFz5Xoalkzx58m9AUZaEpcNQozhs1Vefn49ajR4NLunXv3mBTL7tybi/oag0jwfW0j4Kzexo3+CImw/B5DY+1CTfsWA0QswD6PXopz8kN/LpCsX1G9q+Yg3sNa5rCzTTdFgX7rGi6HN17wspvDSPHT4yFujq7mvp3o3bvXqitxclsV3Z5VBS1exrXTU1GBnKL584pMpKaK4iJEoUCn9WrDZsXGZGFh6Ovq6POzuv5dUZNUjNN0qgotFY0aTMykFpokkZGos3IoGbRIiq7d6cyLIzKsDCqp0wBoDIsjLpvvwXA6ZVXkE2dSvW4cdQ1wyZsdSUlqPPyTKls1y48Lez1jIyk3EbsU+3Zg5dZ7PMwxr6Kffsoz8hA6uKCS5cupnzX0FBTBzhg3Di6vPce+poaaouLcXB2xvuOOyjZts0u2up9T2ZWTzIbvlebkYHMQrcsMpJao27Hnj3x+vZbajZvpnTsjYsLNXv3oq+tNW2kBYbnp8aKBo2V50ceGYnGqEGTkdFgV3dpcDDStm1N+U0h696dgJ9+AokEbUEB6PW4jBpF9XXUlbakBE1enilV7NqFm4X9bpGRVNrwvco9e0w7OAO4GX1PvW8fucOG8Xvv3hwMC+NgWBil335L6bffcjAsDDBMBe76ww+g05F7++1WO6zXqqkmL8+UKnftQmGhyTUykiobmqr27MHVTJOrmSanjh3psH49MrPliYrwcGqLitBeuIDH3XfT9qOPGlxSER6O5ipn2ulKSqjNyzOl6l27Gr1r2DkykmobGjR79uBspsHZqEGzbx8aoz87m/mzS1QU1UZ/dhk2jMAvvwSdzuBngOvIkaiNfiYNDKTNjz9Se+QIZ4cPR2e2fFPw1+aaOsg///wzbm5uBAQE0KNHD9RqNXv27GHIkCFERUXRpk0bkpKSOHz4MFlZWbz88su4uLgglUrx8vIiJyeHw4cPc+TIEZ5//nmKi4tNHVoXFxfKyso4ceIEdZf5QujUqRNDhgxh1qxZ7N+/n4MHDzJnzhyqqqrw8PC46pvh5ubG6NGjefPNN9m/fz8HDhzgvffeQ6lU0qlTJ4YOHcrs2bPZv38/+/fvZ/bs2QwYMICuXbsyatQo1Go1b775JseOHWP58uVkZ2ebrv3YY4+xadMmPvvsM06dOsWKFStYsWIFHYyvO7gRHF23DrmXF0NTU/EJDWVoaioyV1fTKLPU2RlFQMBVXdO3Vy8uWuzW2NycW7cOmZcXPVNTcQsNpWdqKlJXV84ZdTg4OyM303FyyRI6JSUREBeHZ0QEvZYu5dRHH6FTq6ktKUHq5kZoSgqKjh1pO3kybSdNIs/sHXou7dsj8/Cgohl15hs19UpNxT00lF6pqTi6unLWhqYTS5bQOSmJwLg4vCIi6Lt0KSc/+gitUZOjmxs9jZraTZ5Mu0mTOGrUdHL5cgJiYgiZMQNFx46EJCYScNddHLcy68Mu1KoN059HpxlGiEPjYMgsSDe+M9stwLBjNcCeDw0bdA1+Bnw7GzbjCr4N0lMN+RmLYUgSdB1pGFUe+zlcOAp/bm4e222hVsOalZCSBmERcFec4V3GHxk1+QfAlc4OSVkG+acheaZhVNo/4OrOFzRAr1ZTtXIlXmlpyCIicI6Lw23WLCqM72h3CLh0b9Xr1iHx8sIzNRXH0FA8U1ORuLqiNhvNsIWusBD1V1/h+cEHyMLCcIqKwmv5cioXLUJv70aUWk3typXI09JwiIjAMS4Op1mzqDVqkphpqlu3Dry8kKem4hAaijw1FVxdqVuzBkpK0OflXUrGTaD0eXlQUYFD9+44vfwyNW+9hXbHDiQBAabUXBStW4ejlxddUlNRhIbSxRjPC81in5PZ559ZsoR2SUn4xcXhHhFBt6VLyTfG86o//+T899/TY8UK3Pr0wWf4cNo//zxnly4FoOrPP2k9dSr+996LS+fO9PziCzSnT3Nhs53ih1qNeuVKPNLScIyIQB4Xh+usWVRa8b1qo++5p6YiDQ3F3eh71UbdHsuWoT19mvKZM3Hw88MhIKDB+c2FXq2mcuVKfNPScIqIQBEXh+esWZQbNUgDApAYbahctw4HLy98UlORhYbiY9RQadSgWroUt0cewW3SJGS9e+P32Weov//+ikaB606cQNajB16vvopjhw54vvQSzlFRlNtxH5CL69Yh9fKiXWoqzqGhtEtNxcHV1TTKLHF2xtHM94qWLCEwKQmvuDhcIyJov3QpxUbfqzl1qkHnW6dSoVOp0BhnawS98ALyTp04PmECAI4BATgGBCC9hrZqU5QaNbVJTUUeGkobo6ZSG5rOL1lCq6QkPOPicImIIHjpUi589JEhju7Zgzo7m7affII8NBT3kSNpPX8+hcbd70s+/xxZUBBBb72FU+fO+E2fjvfDD1M4b55V266UCqNf+aWm4hQaip9Rg8pMg9RMQ+mSJXgnJeEaF4c8IoJWS5dSbtSgV6tRrVxJq7Q05BERuMbF4TVrFqVGf675809c774bz6lTcezYEf/Fi3Hw9qZ8pWHJlt+CBSCVUjh5Mg5ubkgDAgzPgB3fnX5TcJOsQdZoNLzwwgtEREQQFRXFJ598ctlzzpw5Q79+/dht8YaC6+WqO8idO3fG19fXtMZYKpXSr18/unfvjo+PD1KplKVLl6LT6Rg7dixPP/00t99+Oy+99BKAaYfr+Ph4Jk6ciFwu58EHHzSNtiqVStq3b8/dd9/dYATWFikpKQQHB/PYY48xceJEOnbsyLtWtmS/Ul544QW6d+/OxIkTefzxxxk4cCDPGjf4ePvtt2nbti2PPfYYkydPpkuXLiw27ljq6enJ8uXLOXDgAHFxcaSnpxMXF2e6blhYGCkpKXzxxRfExMSwZs0a3nnnHQbY8aX3l6NGpeLb2FjaDBnCg9nZBCmVfBMTY1rn2jU+nseNv6BdKYqAAKrt+A7GK6FOpWJPbCw+Q4YwJDsbL6WSzJgY05q11vHx/MNMR/7q1RydN48+y5ah3LKF0t27OfTcc6b83+Ljce3UiaEHDtBxxgyyH3iAsqwsU359x7S2GXXWqVRkxMbiO2QIt2dn46NUkmGmqU18PHeZaTq7ejVH5s2j77JlDN6yhZLduzlopinLqOmOAwfoNGMGex54gFKjppLdu9kzZgztJkzgjv37afvII2TExKBqzh86Ns2Es9kwZRvcsxh+SoaDxl2dXyiAPvGG/+fnwOf3QvhkeGY/dIuBT0dcmlKdsRh+TYG4pTB9D6CHVfe0zJTkuTNhfzZ8tQ3mLYb5yZd2qj5QAHHxl7+GfwDcFgndesJvpw3n1acrOV9glbKZM6nNzsZv2za8Fi+mPDmZ6q8NdRNUUIAi3nBv9SoVF2JjcRoyhFbZ2TgplVyIibniNcglkyZRu28fvlu24PP112g2bqRs9uxm0aSZORNddjaKbduQL16MJjmZOqMmt4ICw/uPAVQq1LGxSIcMQZGdjVSpRB0TY5j+fxkc4+KQODoif/ll3AoKGqTmQqtSsS82Fq8hQxiQnY2HUsm+mBjTesNW8fFEmX1+0erVnJw3j+7LlhG2ZQvlu3eTZxb7Dj70EFVHj9J/xw56fPYZZz74gDPGTpXqt9/4c9o0Or/zDgOMP2DvGzXKrvGjfOZM6rKz8dm2DY/Fi6lITkZjrKdWBQW4mPleqdH3/LKzkSmVlBh9zyEgAKfISGQ9e9Lq9GlaFRSYUv35zcnFmTOpyc4mcNs2fBYvpjQ5mSqjhrYFBbiaaSiMjUU+ZAhB2dnIlUqKzJ4fTUYGFxIS8EpOJig9HV1JCecnTrwiG/TV1RTfey8uI0fS+vffUcTGUnjXXWhPn7abTp1KxZHYWNyGDKFndjauSiVHzHzPJz6efma+d3H1as7Nm0eHZcvoumULlbt3c9rM95rC+777kCoU9MjMpF9BgSm1M3bU7KnpeGwsrkOG0C07G4VSyTEzTd7x8fQy01S6ejWF8+YRvGwZnbdsoWr3bvLrNel0HIuLQ1dZSdddu2i3fDnFCxdyfuFCAGrPniVvxAjcbr+d7vv24ffkk5x44AHU17mBlU6lIj82FpchQ2ibnY2LUkm+mV+5xccTYqahYvVqSubNo9WyZbTZsoXq3bs5b1YvxTNnosnOJnjbNlotXszF5GQqjf6szc/n3NixeD3zDO0PHMCpWzfO/t//oTcusXO7914cAwPp8OefhBQUmJL3rFnXpVFgnZSUFH7//XdWrlxJcnIyH3zwQYM3Allj7ty5VF3HXkq2kOgtF84Kbmrev4op6LcKnVragGbgFt64r0ni5rS0Bc3A5X+gvPUo+OuF9bN/wdhn37Gjm4M9LW1AM9Dj8kVuSf6CKykpbmkDmgHbu+PcuvzFxl8B6HIrd6eWN+P365Qruy9VVVUolUo++ugjBhqXLi1ZsoRdu3axatUqq+d8++23fPnll/z222989tlnpvPswVWPIAsEAoFAIBAIBAKBQGAPcnNzqauro1+/fqZj4eHh7Nu3D52u8S5iJSUlzJ8/n9dee61Z7LmqXaxvdZ588knS09Nt5r/66qvcc889N9AigUAgEAgEAoFAIGghmnHaY01NTaONk52cnBq9Hai4uBhvb+8Gx/38/NBoNJSWluLj49Og/FtvvcW9995LF7NNGe3J36qDnJycbHrtkjV8fX1voDUCgUAgEAgEAoFA0II0Ywd52bJlfPDBBw2OPfXUUzz99NMNjqnV6kad5vq/LTvY6enpZGdn8/333zeDxQb+Vh3kVq1atbQJAoFAIBAIBAKBQPCXJyEhgYkWm/NZdoQB5HJ5o45w/d/OZrv3V1dX88orr5CcnNzguL35W3WQBQKBQCAQCAQCgUBgpPESX7thbTq1NQICAigpKaGurg5HR0P3tLi4GGdn5wav7t2/fz+nT5/mmWeeaXD+448/zujRo+22Jll0kAUCgUAgEAgEAoFA0CKEhobi6OjI3r17iYiIACA7O5vevXvj4HBpT+k+ffrw448/Njh3+PDhvPHGG0RGRtrNHtFBFggEAoFAIBAIBIK/IzfBu0ldXFwYPXo0c+fO5V//+hdFRUV88sknzJs3DzCMJru7u+Ps7Ez79u0bnR8QEGDXvaTEa54EAoFAIBAIBAKBQNBizJkzh549ezJhwgReffVVnn76aYYPHw5AVFQUmzZtumG2SPT6W/nN1n8/3pc048u8W4hOLW1AM3AT/BjXLMTNaWkLmoFPWtqAZqDgrxfWz/4FY5/H5YvccuxpaQOagR4tbUAzUd3SBjQDxS1tQDMga2kDmgHXljagGehyK3en3mvG79dnb837IkaQBQKBQCAQCAQCgUAgQKxBFggEAoFAIBAIBIK/J3/VaY/Xgegg32IMaGkDmoG/4vShvyoX5rW0BfanrKUNaAbkf8HpyG1u5elrNvj+L1hPf8V21vctbUAzEd/SBjQDzfi2mhaj5vJFbjn8W9oAQUP+ioH7OhFTrAUCgUAgEAgEAoFAIECMIAsEAoFAIBAIBALB35O/4tSL60SMIAsEAoFAIBAIBAKBQIAYQRYIBAKBQCAQCASCvydiDXIjxAiyQCAQCAQCgUAgEAgEiBFkgUAgEAgEAoFAIPh7IkaQGyFGkAUCgUAgEAgEAoFAIECMIAsEAoFAIBAIBALB3xOxi3UjRAdZIBAIBAKBQCAQCP6OiCnWjbgpp1ifOXOGbt26cebMmWu+xvr164mOjr7m86Ojo1m/fj0AjzzyCIsWLbJZtlu3buzevfuaP6s5cQ0Lo3dGBgMrK+mTmYlr//5Nlg9KTCT8zBkGlpfTaflyHFxcTHk+o0czWK9vkLqtXWvK946JoW9ODgNVKvru24f33Xc3my5FWBihGRn0r6ykR2YmisvoCkhMpO+ZM/QvL6eDhS5zunz/PR0//bTBMc+YGHrm5NBfpaLnvn14NaMuc26kRrsjl+O6fDneJSV45+fjPHOmzaLSsDA8MjLwqazEMzMTqblOBwcU8+bhfe4cPuXluK1ejaRVK1O2xNMT148+wrugAO+iIlw//RSJp6ddpTiFhdE6I4MOlZW0zszE6TL14JGYSLszZ+hQXo7f8uVIzOpBIpfjt3w57UtKaJefj6fFfZEPHEjrnTvpoFIRnJuL++TJDfKdhw6lTU6OwZZdu3Dq0+f6BcrleC1fTlBJCYH5+bg1UVeysDD8MzIIqqzEPzMTmY174fbCC3hZ+JiDvz8+a9YQVFpK4LlzeLz1Fkil12+/nampqSE2NvamjOkeYWFEZmQwsrKSqMxMPC/jix0TE/m/M2e4q7ycPhYxwcnfn/C1axlRUsIdR44QPGFCg3N7pqYSq9c3SB2efLJZdDWFZ1gYQzMyGFVZydAr0FxP3w8/pFtycjNbd+X4hoVxT0YGj1VWEpeZie8V6oj68EP6N6Fj+PffM/QGxHP58uW4lZTgmp+PrIkY4RAWhiIjA7fKShSZmTjY0Ol4//246/UNjkk6dcLlhx9wU6lwPXkS2axZ1236jYzfjh06ELhlCx0qKgg+eBCXf/yjQb7bY48RfOgQHVQqWmdkIB882OxkR3zeeot2Z8/SvqgIn/nzrzk+ysPCaJ+RQdfKStpnZiK/jGbvxEQ6nTlDl/JyAi00m7Q7OdHxwAEUt9/e4LjzwIG027mTrioVHXNz8bT4zrILcjkuy5fjWVKCR34+8su0J9wyMvCsrMTNSnvCed48PM6dw7O8HIVFe0IaFoaXXt8gue3ZY389gluCm7KDHBQUxI4dOwgKCmppUwBYtGgRkyZNamkzrhoHhYLQTZso376d/eHhlKenE7pxIw4KhdXyPmPG0HbuXI4lJHAwOhp3pZL2KSmmfJcePbj47bfsCQw0paNTpgCg6N2bbuvXU/jJJ+wLC6Nw2TK6rVuHwh4NeCu6umzaRMX27fwRHk5Fejpdm9DlPWYMrefO5URCAoejo3FTKgk202XSHx+P16hRDY659O5N5/XrKf7kEw6GhVG8bBmd1q3DpRl0mXMjNTYHivnzcYyIoDw6msrp03FJTsbpvvusFFTgsWkTddu3UxYeTm16Oh4bN4JRp8vzz+M0bhyqsWMpGzgQiY8PbqtWmU53TUvDsW9fymNiKB8xAmloKK4ffWQ3HRKFgsBNm6jevp2z4eFo0tMJ3LgRiY16cB0zBu+5czmfkMC56GiclUp8zOrBZ/585BERnIuO5vz06XgnJ+NqvC/SgAACN29G/csvnOnXj5LkZHwXLcIlJgYwNr42b6by668507cvNfv3E/DNNyCTXZdGz/nzcYqI4Hx0NKXTp+OenIyzlbqSKBT4btqEZvt2isPDqUlPx9fKvXAZNw6PV19tdL73v/+NxNOT4kGDuPjAA7g8+CBuzz13XbbbG41Gw8yZMzly5EhLm9IIqULBbZs2cXH7draHh1OSns6AjRuR2vDFwDFj6Dp3LvsTEtgVHY23UkkPM1+M+PprnIOD2XXHHRycMYMe775L4L33mvLdevTg0PPPsyUw0JROffJJs+s0R6pQoNy0iQvbt/O/8HAupqejbEJzPZ2Tkujw+OM3yMrL46hQMGLTJgq2b2dDeDiF6emM2LgRx8vo6JOURPcmdITEx9PuBsRz+fz5SCMiqIqORjN9OvLkZBxtxHOXTZvQbt9OVXg42vR0XMziuQlPT+QLFzY8JpGg2LgRfXExlf36UT11KvKXXsLxwQev2e4bGb8BAjZsQFtQwNmICCpWrSLg66+Rtm0LgMuIEfgtXkzp669zJiwM9Y8/ErRpE1JjO9f7tddwmzCB4smTOTdiBC533onvu+9ek+a2mzZRtX07J8LDUaen07YJze5jxuA3dy4FCQmcjo7GRamklUXbQSKX0/rLL5H36tXguDQggLabN1P1yy8c79eP88nJBCxahKvxO8teuBjbExXR0ainT8c5ORmZDf9zNbYnVEb/czXzP7mxPVE5diwqY3tCYdaecOjRg7qcHMoCA02pcsQIu2q5adE1Y7pFuSk7yFKpFH9/f6Q3yeiCl5cXrq6uLW3GVeMXH49OreZkUhLq3FxOzJiBVqXC94EHrJYPSkzkXGoqJRs3UpGVRV5CAq0mTTKNOihCQ6n6/XdqCwtNSVtWZvis8eMp+/lnChYtojovj4IlSyjbtg2/sWPtrsvHqOt0UhLVubmcMurytqErIDGRwtRUyjZupDIrixMJCfiZ6QKQenvTdv58KjIzG5zrO3485T//TNGiRWjy8ihasgTVtm34NIOultJodxQKnKdMoTIxEW1ODjUbNlCdkoLzU081KiqPj0evVlOVlIQ2N5eqGTPQq1TI63U6OlL17LPUbd+O9tAhqhcuRBYVZfocp/vvp/Kpp9D+9hvanByqZszA6d57QS63ixQ3o30Xk5Kozc3lgtE+Vxv14JGYSHlqKlUbN6LJyqI4IQH3SZOQuLggUShwnzKFC4mJ1OTkULVhA6UpKXgY74ti9Gi0BQWUvPgidUePUrl6NRWffYbb+PGGaz/9NJrduyl97TXqjh7lwowZoNXiFBp6zfokCgWuU6ZQmphIbU4O1Rs2UJGSgpuVunIx3ovypCTqcnMpM94Ll/p7IZXiuWQJ3p98Ql1eXsOTnZzQFRZSOn06dYcOUbNjB9Xr1iGvr8ubgKNHjzJ27FhOnTrV0qZYpXV8PFq1mkNJSVTk5nLQGBOCbPhix8REjqemUrRxI2VZWexPSKCtMSZ4hofjExlJzvjxlO/dS9HGjeS9/TadkpJM57uFhlL2229oCgtNSadW3yi5ALQxaj5o1Pz7jBnUqVS0tqHZ0d2dAWvX0uX556m6ieoxJD6eOrWazKQkSnNzyZgxg1qVio42dMjc3blz7Vr6PP88FTZ0yL29uW3+fIpuQDyXTZmCJjERXU4OdRs2UJOSgsxKjHCMjwe1Gk1SErrcXDQzZoBKhaOFTvn8+egsYoQkIADt3r1UT5uG/uhRtJs3U7d1K9LriBE3Mn4733EHsk6dOJ+QQG1uLqVvvUX1rl14GAdX3B97jIqVK6n44gvq8vIoeeUV6goKUBh/4PB88kkuzpmD+ocfqMnJ4fzUqXhMnYrkKtueHsa2Q3FSEjW5uRTNmIFOpcLDhmbvxERKUlOp3LiR6qwsChIS8DRqBnAKDaV9RgayTp0anes+ejR1BQWcf/FFao8eRbV6NWWffYaH8TvLLigUOE2ZgtrYnqg1tifkVvzPyVjf1Ub/Uxvr28msPaF+9lm027ejO3QIzcKFOJr5lzQ0FN2hQ+gLCy+lixftp0VwS3FTdpDNp1hv2rSJESNG0Lt3b2JiYvjpp5+u+Dp6vZ5FixYxcOBAIiIiePvttxvkr1+/npEjR9KnTx/GjBnDHhtTKSynWH/wwQcMGjSIgQMHstZsijFAYWEhzzzzDAMGDKBXr17ce++9ZGdnA/DSSy8xderUBuVff/11kswaJfbETamkfMeOBsdUO3fiPmhQ48IODrgNGEDZr79eKpuRgYOTE4q+fQHDCLL6zz+tflbxypWcfP75Rseldp7uCuCqVFJhoati507cbOhyHTAAlZmuCqMuF6MugLYLFnB+1Sqq//ijwennV67kzA3SZc6N1GhvHPv2BZmMuvR007HaHTtwHDgQJJKGZZVK6ix01u7ciaNRp/q116jZsAEAib8/zlOmUPvLL4aCOh2q2Fjq9u5tcL7E0RGJm5tdtMiVSqot7KveuRNnG/UgHzAAtVk9aDIykDg54dS3L059+yKRyag2uy/VO3YgN94X9Q8/UDxxYuPLGn3NZdgwKo3LPgD0ajWnO3emZv/+a9YnM9ZVjZlNmh07cLJSV05KJTUW90KzcydOxnshcXND1qcPRQMHUrNrV8MPqqmh5JFH0BobxY49euB8zz1o6uvyJiAzM5OBAweyevXqljbFKl5KJSUW9//izp142/BFrwEDuGDmi6VGX/To2xdFSAiaoiKqjh835Zfv349nRAQSR0cc3d1xCQ6m0ka8v1F4K5VctKLZx5pmQNGxIw7OzvzSvz9Vx47dCBOviFZKJYUWOgp37qSVDR3uHTsidXZmQ//+qGzouG3BAo6uWkVpM8dzB2OM0JrFCO2OHUitxAipUonWQqd2506kZjqlQ4fiOGwYNW++2aCcvqCA6nHjoKLCUG7wYKRDh6K9jhhxI+O3s1KJ5rff0FdVXTp/xw7kxs8qTUmh1MqIsIOnJw7+/jh4eKAxW9ZRs38/Eicn5BERV6XZRalEbaFZ3YRm5wEDqDLTrDZqlhvbDorbb6dq2zZOWjm/8ocfOGflO8ue7SOplfbEtfqf5rXXqDVrT8inTKHOzL8cevRA18Ixr8XQNmO6RbkpO8j1XLx4keeee46EhAR++OEH7rvvPmbOnElpaekVnZ+fn8/x48f5z3/+w2uvvcann37Kr8ZAsH79el5//XUSEhLYsGEDgwcP5oknnqCwsLDJa65evZrPPvuMf/3rX6xYsYKvvvqqQf6sWbPQarX85z//YcOGDQQEBDB37lwARo0axc6dO6kwfgHodDr++9//MqqZpkg5BQVRk5/f4FhtYSHy4OBGZR29vJC6uFBrXl6rpfbCBVN5l27d8Boxgn6HD9P/6FHazZuHxDi9U52bS5VZQ92lRw+87ryTsq1bm0VXrRVdTlZ0Sb28cLCiq+7CBVN59zvuwH3oUPJff73R+dW5uajNdDn36IHHnXdS3gy6zLmRGu2NQ1AQ+vPnobbWdExfWGj4Fd7Xt1FZnYVOfWEhDhY6XebOxaeoCMeoKKr++U/Dwepqav/7X6ipMZVzTkykbt8+9Bcu2EWLNCgIrYV92sJCHK3Ug4OxHrQW9aC9cAHH4GAcg4LQWtwXbWEhDi4uOPj6UnfyZIMGkoO/P27jxlFt9DXHkBD0VVW0WrOGdgUFBG3diuw6Ro/BeP8tbNIZ68rBSl1Z3gtdYSFS473Ql5VxPiqKugMHmvxMv19+IeDgQXSlpVQuXnxd9tuT8ePH88ILL+BiY+1+S+McFES1xf3XFBbibMUXZcZ4bl5eb4znLsHBaAoLkRn9tR6Xtm1xkMlw9PTELTQUvU5Hlxdf5M7Tpxm6dy/Bjz7afOJscDWawdDJ33333ahPnrwR5l0xiqAgqix0qAsLcbWh4+L+/fx4991U2NARdMcdBA4dSs4tEM915vHcyQnnDz+k+sknoYnZCK4nTqDYuRPdrl3UWbSxroYbGb+tfVad2WfV5ORQd/SoKc9lxAicunVD/fPP6C5eRF9Tg2ObNqZ8R+PUbKmf31VpdgwKos6KHbImNNdZ0VxfvjQtjaKZM9Fbqa/akyepNvvOkvr74zFuHJV2bB9Z8z/dtfqfEee5c/EsKkIaFYW6vj2BYQRZGhaG+/79eJw8iUtaGri7202L4Nbipu4gOzo6UltbS2BgIG3atGHSpEksWbIE+RVOn5TJZLzxxht07NiRmJgYunfvTm5uLgCrVq3ikUceYfTo0YSEhDBr1iy6du3K559/3uQ116xZw4QJE7jjjjsIDQ3ljTfeMOXp9Xr+7//+j5dffplOnTrRuXNnHnroIY4ag+LAgQPx9PTk559/BiArK4va2loiIyOv5fZcFgeFAr1G0+CYTqNBYuX+1a9t1VmU1xvLy9u1Q+rqil6j4fDYsZyYNQv/hx6i/fz5ja7l6OtLt6++onznTi5+840dFV2y1dJOW7qkNnTpNBoc5HIkcjkdli3j5JNPoq+ubvJzHX196fzVV6h27qS0GXSZ01Ia7YIVv6v/29J+ia2yFuU0q1ZRGhFB7U8/4f7jj0isfGk5P/kkTmPHUmXHGRnWniFr9gGmNV6W5THWm02tWLkvzs4EfPUVdQUFlC9bZrDFzQ2ft9+m+tdfKRg5krrTpwn66aernoJnabMtmyw1XmldXY7SZ56heNgwJHI53l9+efVG/02R2ogJDtcQE0p376Y6P59eixYhVShQdOpEiHHjGwcnJ9y6dwe9norcXDJjYji1fDm9P/yQwNGjm0ecDaQKBVorGqR2WkJxo7CmQ3uNOqRyOVHLlpH+5JNob1A85wpjhLWymMUIp5dfNiyH2bKlyY9U33cfVbGxOISFIX/vvWs2/UbGb2v59eda4hgSgv+KFag+/5yanBzQaqlcvx7vf/0LaZs2SDw88FmwAH1tLTg5XZVmW3Y21e670vJNfq6zM22M31mlxu8su2DLp+Cq/a+emlWrUEVEUPfTT7j9+KOhE+zoiEOnTuDkRNXEiVRNnoxjZCSuZmuU/9KIEeRG3NQdZHd3d4YNG8bEiRO56667WLBgAcHBwVf8C7+vry8Ks40J3N3dqTGONuXl5dHHYqOlsLAw8izXzlmQl5dHqNmoTefOnU2fIZFIePDBB8nIyOCVV17hkUce4ZlnnkGnM6xSd3BwYOTIkfzwww8AbN68mX/84x/IrnOTnXrazJnDQJXKlKBxw9tBLkdnNgWoHp3xi9aysSUxltecOkWmjw9HJ06kat8+Lm7YwPEZMwh44glwuORGslat6Pnzz0gcHDh8//1gsUvltRA0Zw79VSpTsmbn1eqqL98mOZnKrCzKf/yxSRscW7Wim1FXnp10mXMzaLQb1dWNO3zGv/UW9uttlbUop8vLQ5udTcWjjyJxJxTMSAABAABJREFUccFpzJgG+fJp01AsXEjVs89Se5nGV1N4zZlDB5XKlMxtN7fPUke9FmvlMdaDTa00vC8SV1cCv/8eWdeuFMTGmn6519fVUfXdd5R/8AE1OTkUP/44SKUo7rnnmvVeqU2AzXq1di+aom7/fmr+9z9KJk7E5Z57kLZvf/WG/w3oPGcOd6lUpgTWn3HtVcYEbVUVOo2G7AcewC86mrvKyxm8fTsnjY3auvJyznz2GT/6+3Ps3XdRHTjAiQ8+4NSHH9J+2rTmkGqiy5w5jFKpTAlo1Il0kMupu0qfu9H0nTOHCSqVKUFjHdJr1NEvOZnzWVmcvYHxvNGPZU3EiEadFmM8d+jZE9kTTxjWJV8GXXY22o0b0Tz7LLKEhCveiNCpBeO3tfz6c82RdelC623bqMvL47zZBmznn3kGvUpF+zNnaH/2LNXp6WgvXkRfXt6kZt85c+iqUpmSLc3W2g62NNsqbwuJqyvB33+PU9eunDH7zrILtnwKGrUTmvI/c+rbE1WPPgr17Ym6Osr8/KiMi0ObnU3dTz9RNWECsrg4JDfJhsGCG8tN/R5kiUTCsmXL2L9/P1u3bmXLli188cUXfPHFFw06qbawtsmX3tixsTYKrdVqTZ3ZptBbdI4cHQ23UafTMWnSJMrLy4mJiSE6Opra2lqeMttMIDY2lkceeYSKigq2bNnCfCsjsNdKYVoaF9asMf3dZvZsnAIDG5SRBQZSc+5co3PrLlxAq1YjCwxEffiw4aBUiszX11S+rqSkwTnqQ4eQurjg6OND3fnzOLVuTU/j6Pjvw4ZRd/68XXQVpaVx0UxX0OzZyKzoqrWhS2fUVW2my9Goq+24ccgCA02d0vovCu/77+c34yilrHVruhl15dpR182k0Z7ozp5F4udneEWF1vDzoSQw0NCIsFgeoTt7FomFTklgIDqjTtmoUWhzci5Nm9Jo0B07Zri+Eed//hPXBQuonDWLasudUa+S8rQ0KszqwWv2bKQW9kkDA9FaqQedsR6kgYHUmtWD1NfXUF4iMUyXM7sv0sBAdFVV6Iz3ReLuTtDmzTh27sy56OgGU/K0585RY5wBA0BtLXUnTpim4l0LurNncbCwycFok2Vdac+excHKvdBZuReWSNzdcR45EvXataYfl+qMaycd/PzQ3mRTYm8GTqalkW/mi51nz0Zucf/lgYForNz/GmM8dw4MpNLoixJjPK82li/LyuLnkBDkAQHUnD+P//DhaIqL0VZWAlBrEe8rDh3C7zpenXglnLgOzTcTuWlpHDfT0Wf2bFwsdLgEBlJ1DTo6jRuHS2Bgo453x/vvZ+UNjudYieeWMcLBGCMc77sPiY8PrvWDEMb2mZtKRXVCAtqffkI6aBB1ZrOzdH/8YRid9fC4omUzNWlpFLZQ/NaePYtTz54Nrulo8VmyHj0I2rqVumPHODdyZIMZXbriYs7deScO3t6G4xIJvm+9Re2JE01qLklLo9xMs+/s2ThaaHYMDKTOimatUbNjYCA1FpqtlbeGg7s7wZs349S5M6eio6k1+86yB9b8z6GJ9oQt/wNwNLYn9LbaE8Znqh7toUOGa7RpY9Vn/lLcwrtNNxc39QiyRqPh7bffpk+fPjz77LNs3LiRoKAgtm/fft3X7tixI/v27WtwbN++fXTs2LHJ87p06cIBszV2Z86codz4C9/Ro0fZs2cPK1asYOrUqQwbNoyioiLgUqe6b9++BAQE8NFHH6HX67ntttuuW0s9dSUlVOflmZJq1y7czd+zB7hHRlKRkdH4ZL2eij178DDb0c990CB0tbVU7duH1/DhDDh/vsGaNdewMGrPn6fu/HnDK6V++AG9Tsfvt99utSN3rWhLStDk5ZlSxa5duFnocouMpNKGrso9e3Az0+U2aBD62lrU+/aRO2wYv/fuzcGwMA6GhVH67beUfvstB8PCAMMUpK4//AA6Hbl21nWzaLQ3dXv3Qm0tjkql6ZgsKoq6PXsajbzXZWQgs9Api4ykzqjTdcECnMzXPrq54dC1q+mLS/7oo4bO8YwZVL/zznXbrispoS4vz5Q0u3Y1fFcl4BwZSbWNetDs2YOzWT04G+uhZt8+avbuRV9bi9zsvjhHRaGpvy8SCQHr1+MYEsK522+n1mLzHU1GhmnjFABkMmQhIdRdpgHVFLXGunIys0keFUWtlbqqsXxvJ+AUGUmNtXthgUShwGf1asPmX/Xmh4ejr6uj7u+6KcplqC0poSovz5RKdu3C2+L++0RGUmLDF0v37MHbzBe9jb5Yvm8fMm9vBm/fjszHB01hIXqtllajRnHBuGFN11dfZaDFTAyPsDAqzH+gaQZqS0qozMszpZJdu/C5Us03EZqSEsrz8kypaNcuAix0BERGUnQNOjYOG8b63r35OiyMr8PCOPntt5z89lu+bqZ4rjPGCKlZjJBGRaG1EiO0GRlILXRKIyPRZmRQs2gRld27UxkWRmVYGNXGV0RWhoVR9+23SDp2xHn9eiStW5vOdQgPR1dUdOV7SrRg/K7OyEDevz8SZ+eG+cbPkgYGEvTjj9QeOcK54cPRW3TG/D/7DJd//ANdSQl6tRpFTAx1hYWNvgcs0ZWUUJuXZ0rqXbtwsdDs0oTm6j17cDHT7GLUrLFoH1tFIqHN+vU4hYRw6vbbqWmGDeO0dvI/ABcr7QmpsT3hEBqKZ3k5Dh06XDo3LAx9bS06O3f6b0rEFOtG3NQdZJVKxZdffsmSJUs4ffo0v/zyC2fPnqVHjx7Xfe3HHnuMzz//nA0bNnD8+HEWLFhAbu7/s3fmcVFV/R9/D7MybMMmqyuVopkomFOKFj2aGUXZglnaZlG2aCaZtqD19LOkhcdyS1q0rEyftBTNzKzHDRfcS0xxRQTZGWAYZob5/cE4DsMgqCxq5/16ndcL7j333u/nfu987zn3bJncf//95z3ukUceYeHChaxZs4a///6b1157DRdrF2NPT09cXFxIS0vj1KlT/Pzzz7bZr6vtJhIaNmwYX3zxBUOHDm3RpawKly5FptHQKSUF1/BwOqWkIHVzo8D6tdFFpUIeEGDLnzt7NsGJifjExeEeFUXYnDmcmT+fGr2ess2bqdHrCUtNRXXddWiGDqVjcjKnrOvlhU6ZgiosjMOPPgqAPCAAeUAAUk/PZtdVtHQpUo2GDikpqMLD6ZCSgoubm60FVqJSIbPTdWb2bAITE9HExeEWFUXHOXPIt+qqPnGiTsW0RqejRqfDYP3KHTRlCsqwMI5adckCApC1kK620tjs6PUYFizAbe5cpFFRyOPiUE2cSNV//lNre0AAWAsR1UuXItFoUKekIA0PR52SgsTNDYNVZ9WsWbgmJiK/4w6k3bvj8fXX1Bw+jHH1aiTe3rh98glVX36J4bvvkAQE2JJ9t/9LodzqB9+UFOTh4fha7auw84PUzg9ls2ejSUxEHReHMioKvzlz0M2fj0Wvx6LXU75gAf5z56KMikIdF4dm4kRKrffF48kncb31VvLHjKGmpARpQADSgABcvL0BKE1Jwe2++/B45hlk11yD36xZWKqqqFy58qL1WfR6KhcsQDN3LvKoKFRxcbhPnEi51SYXO1/prb7ySklBFh6Ol/Ve6O1aLxqiJi8P/X//i9cnnyCPiEAxYACa1FQqPv64XkFR4JzTS5ci12jokZKCe3g4Pazx/LRdPFfaPYvHZ88mLDGRgLg4vKKiuH7OHE5YY4KxuBipuzvhM2ag7tyZ9k8+SfsnniDLGs/zVqzAd9Agurz8MuouXej4zDOEjh5N1vvvt6rmHKvm61NS8AgP5/qUFGRubpxqQPPlytGlS1FoNGhTUtCEh6NNSUHu5mZrZZaqVLg2UUf5iRN1Kt9GnQ6jTkdZC8Zz44IFKOfOxSUqCllcHIqJEzE6ieempUtBo0GZkoJLeDjKlBRwc8P0/fdQXIwlK+tcOnUKAEtWFpSXU7N9OzUZGag+/xyX8HCkd9yBMjm53mzXF0Jrxu+qP/7AdPIk/l98gbx7d7wmTUJ5442UffYZAD7vvw9SKQVPPomLu7stvp+dQ6KmsBDvd95B3qMHqkGD8P3kE0qmT7/g4Vy6pUtx0Whol5KCIjycdtayQ1kDmotnz8YnMRH3uDhUUVEEzplDiVVzY3g9+STqW2/l9JgxmJ28s5oFvZ7qBQtQO5QnDOcpT7hanz9Xq7+rrdoNs2ahTExEdscduHTvjtvXX2M+fBjT6tXUZGZiPnwY1/nzcenRA2n//qjnz6d6/vx6LdWCfwaXdQXZz8+Pjz/+2DbT81tvvcWECRMY0AxrZw4bNoyXXnqJmTNncvfdd7Nt2zY+//xzwpys9WZPXFwcL774Im+//TYjR46kf//+eForS4GBgUydOpX58+cTGxvLp59+yuuvv45MJuMvuy9rw4YNw2AwMKyZF1N3xKzTcSA2Fs/oaG7IyMBDq+XAsGG2sSW+8fH0zc215S9cvJhT06fTZd48uq9di27rVo698goANeXl/HX77cj9/em1YwfXfPYZeZ9+So61i7jPffchVau5Yds2+ubm2lJnaxBrTmp0Og7FxuIeHU2PjAzctFoO2enyiY+nt52uosWLOT19Op3mzeO6tWup2LqVk1ZdjeFt1dV92zZ65+baUocW0GVPa2psCSomTMCUkYHX+vW4z5qFPimJ6mXLAPDJzUUZHw+ARadDFxuLPDoar4wMZFotZcOG2cYMVc2ahX7GDNzmzMHL+sW47O67wWJBPmRIbdfdxx7DJze3TnK5hG7H9lh0OnJjY1FFRxOSkYFSqyV32DDbGDa3+Hg62vmhYvFiiqdPx2/ePALXrqVq61aK7PxQOGEChowMgtavx2/WLIqSkqi03he3++5DIpUSlJZGx9xcWwqwLu1k2LaNvAcfxGvcOEL37UMRHs7poUMveAywI6UTJmDMyMBv/Xo0s2ZRlpREldWmoNxc1Ha+KoyNRREdTbuMDBRaLYV296Ixip94AuOePfiuXYvPsmUY0tIonTTpkmz/J2HS6dgeG4tPdDTRGRlotFq2DRtmG4McHB/PYLtnMWfxYg5Pn84N8+ahXbuWkq1bOWD3LO6Mj8ctLIyB+/bRefx4Mh54gNIdO4Da7tcZ999P6KhRDNq/n04vvsiukSMpaeWWW5NOR3psLL7R0QzKyMBHqyXdTnNIfDxD7TRfrhh1On6JjSUwOpp7MjJop9WyZtgw2xjkLvHxPHwZ6zBMmEBNRgbq9etRzpqFISkJkzVGuOfm1q5/DKDToY+NRRodjTojA6lWi94unp+Xmhr0cXFYKipQb9mCKjUV48yZGC9h2Exrxm9qasiNi0MaFERIRgYejzxC3r33Yj55svZa996LLDCQ9n//XSe+ayZOBKDo9dcxHjhA8MaNtPv6a0o/+oiyiyhn1Oh0ZMfGoo6OplNGBq5aLSftNHvGx3OtnWbd4sUUTp9O4Lx5tF+7Fv3WreQ3sezgYX1ntU9L49rcXFsKtVuOsDnQT5iAOSMD9/XrcZ01i6qkJIzW++6Vm4vC7vmrsD5/Htbnr8Lu+aueNQvDjBmo58zBw1qeqLCWJ87+bSkrw33DBtx+/BHTunXoX3qpWbVctogW5HpILI4DagUtzqZNm3jjjTdYt24dEod13Bpj8wXmvxJoninKBK1Bl7Y2oAUobWsDWoAra47fphFyFb6qVl6F8fwKLg81SH5bG9BCxLe1AS3A1eir6sazXHEENp7likNzJb+jnm/Bd9EnV+Z9uawn6braOHPmDBkZGcybN4/777//givHAoFAIBAIBAKBQNBsiEm66nFFVpD37t3Lo9Yxoc4IDg4mLS2tFS1qGjqdjilTphAREcHjjz/e1uYIBAKBQCAQCAQCgcCOK7KC3K1bN5YvX97g/rPLLl1uhIWFsWvXrrY2QyAQCAQCgUAgEAiuzrExl8jlWZNsBIVCQceOHdvaDIFAIBAIBAKBQCAQXEVckRVkgUAgEAgEAoFAIBBcImIMcj1EBVkgEAgEAoFAIBAI/omILtb1uKzXQRYIBAKBQCAQCAQCgaC1EC3IAoFAIBAIBAKBQPBPRLQg10O0IAsEAoFAIBAIBAKBQIBoQRYIBAKBQCAQCASCfyZikq56iBZkgUAgEAgEAoFAIBAIEC3IVxxFbW1AC9C9rQ1oAa7W4RxX40dGZVsb0AJ4trUBLcBKiaStTWh2Yi2Wtjah2TlyFfqpi+WltjahRTgp+aitTWh2rsZWH0VbG9AClLS1AS2Apq0NuBSu1kLrJXA1xhKBQCAQCAQCgUAgEAguGNGCLBAIBAKBQCAQCAT/REQLcj1EC7JAIBAIBAKBQCAQCASIFmSBQCAQCAQCgUAg+GdyNU4wc4mICrJAIBAIBAKBQCAQ/BMRXazrIbpYCwQCgUAgEAgEAoFAgGhBFggEAoFAIBAIBIJ/JqKLdT1EC7JAIBAIBAKBQCAQCASIFmSBQCAQCAQCgUAg+GcixiDXo9VakLOzs+natSvZ2dmtdcmLJiYmhh9++OGquJZnRAT909O5o6KCAdu24dWnz3nzdx43jn9lZzO0rIwbUlNxcXW17VP4+xO5ZAm3Fxdz66FDhD76aJ1jVe3bc2NaGndUVHDroUMEPfBAs+lQREQQnJ5Op4oKgrdtQ9GIDs9x4+iQnU2nsjL8UlOR2OmQKJX4pabSsbiYDjk5eE2YUOdY35QUulgsdZLnc8/V7nRxwWf6dDqcPk2nsjLaLV6MtF27i9KkjIigfXo6YRUVtN+2DWUjmjTjxtE5O5uwsjLaOdHULjWVLsXFdM7JQeOgSTVgAO137CCsvJwOu3bhetttdfZ3KS7mWoulTpK4uV2UrlpxStxTU/EtLsYnJwdXB3vskUVEoElPx6+iAs22bcgc7oPrK6/gc+QIvqWleP36K9Lw8HO6NRo8vvoK38JCfLKzcfu//wOJ5OLtbgylEk1qKkHFxQTm5OB+Hl3yiAj809MJqqjAf9s25A34133KFDRffOF0n++aNagdfmfNjlKJMjUV9+Ji3HJykJ9Hk0tEBOr0dNwrKlBv24ZLA5pk99+Ph8VSZ5skOBjVkiW4Fxbilp2N8oMPQKlsVin2tGbs65GSQqzFUid1OhszLgOqq6uJjY1l69atbW0K0Lrx/CyysDA6VVbW2+6RkED7rCw6lZYSuHo1ss6dL02cAwaDmSlT9hAVtYYBA37l88+POM03atQWunZNq5cmT94DgNFYQ3LyAQYM+BWtdi3vvfcXJlML9otUKvFOTSWkuJjgnBw8Gol17dLTCamoIMBJrFOPGEHQ4cOEVFTg+8MPuPj61jm2vcVSJwVs3w6Azxdf1NvX3mLBf926i5IkUSrxTU2lQ3ExoTk5eJ5HkyIigqD0dDpUVBDk5Bl1GzGCkMOH6VBRgb+DJnsC1qzB3SFeyHv0IPD33+mg0xGSmYnbiBEXpcfe1suifGSH2/3308XhHXCxtJbfXPz98f/+ezqUlND+9Gm8330XpNJm0SC48mi1CnJQUBAbN24kKCiotS75j0eqVnPjqlUUbdjAhshIijdvpm9aGlK12mn+wOHDuW7qVPYmJLAlJgZvrZbuM2bY9kctW4YqNJQtt97Kn+PH0/3DDwm8914AJFIpN6alUWM08r/evclKTqb311/j0aPHJeuQqNUErlpF1YYNnIqMxLB5M4FpaUga0OE2fDjeU6dSkJDA6ZgYVFotPnY6fJKTUUZFcTomhoKxY/FOSsLtvvts++Xdu1P46qscDwy0Jd3nnwOgefVV3EaM4MyDD3KqXz9cfHzw/+qri9IUvGoV+g0bOBEZiX7zZoLPo8l9+HB8pk7lTEIC2VZNfnaa/JKTUUVFcSomhjNjx+KTlIS7VZPU35/gFSvQffcdx3v2RPf99wT/+COykJDa/cHBSDUajnbpwpHAQFuyVFRcsC6bvcnJyKOiKI2JoXzsWNRJSSjs7rENtRrPVaswbthAcWQkxs2b8UpLA+t9UCUkoJ44kfIXXqAkKgrz0aN4rV4N1he6++zZuAQHUxIdje6RR1A+9hiu48ZdtN2N4ZWcjCIqioKYGErGjsUjKQmVE10StRrfVaswbNhAfmQk1Zs34+vEv64jRuA5bVr9C0kkeM2ciWrIkJaSYkOZnIw0KorKmBgMY8eiTEpC1oCvXFetwrxhA5WRkZg3b8bVzlc2vLxQzpxZ73DXpUuRqNVURkdTNWIEsrvuQvn22y2iqTVjH4B79+4cePVV1gYG2tIJa8xoawwGAxMmTODQoUNtbQrQ+vEcQBoaSuDKlXU+egC4DhmC74wZFL74IqeiorBUVBCwbFmz6p0x4wD795eyYIGWpKTr+eSTQ/z88+l6+T7+OJKNG2+zpVmzIpHLXRg5siMAM2f+zfLlp3jnnRv47LMb2bKlkHffPdCsttqjsca6MzExFI8di2dSEq4NxDp/a6zLs/rT386fir598f7sM0qnTeOMVouLtzc+X35pO17evTvVu3ZxKjDQlvJvvx2A4nHj6mzP02qxVFVR7iS+NAVv67OSGxND0dixaJKSUDegqZ31GT1t1RTgoMn3s88omTaN01otUm9v/Ow01Z5Egs/Mmbg6xnCFgnYrVmDYuZOcXr0ofe89/BYsQBEZeVGaLqfy0VlcvLzwvUgfOaO1/Oa/aBEuXl6cvukmzjzwAG4PPYTXK680m47LGnMLpiuUVqsgS6VS/P39kYqvMa1GcHw8Zr2eA4mJlGdm8uf48Zh1ugZbdjuPG8fRlBTOpKVRumMHexMSaP/EE7i4uuIVGYlP//7sGjmSst27OZOWRtZ77xGWmAhAu2HDcG3fnt2jRlHx99+c+PRTzqxahffNN1+yDvf4eCx6PUWJiRgzMykcPx6LTodbAzo8x42jLCWFyrQ0DDt2kJ+QgMcTTyBxdUWiVuMxZgyF48ZRvWsXlcuXUzJjBp7PP287XhEeTvXOnZjz8mzJotfX7pTJKHzpJao2bMB44ABlM2eiGjDggjV5WDUVWDUVjB9PjU6HewOaNOPGUZKSQoVV05mEBDztNHmOGUP+uHEYdu2iYvlyimfMwMuqSdW/P5hMlLz/PqajRymePh1LVRUqrdam15STg+no0TqaLxq1GtWYMZSPG4dp1y6qly9HP2MGrnb3+Cyq+HjQ66lITMScmUmF9T4orfdB9dhjVL7/PtVpaZgPHaL82Wdx8fVF3r9/re3DhqH/8EPMf/2F8fffMXzzDXKH1vHmQqJW4zZmDCXjxmHctYuq5cspnzEDdye6XK3+LUtMxJSZSan1mXU961+pFK/Zs/H+/HNMWVl1jnUJDsZv3TpUd99NTXFxi2ixoVYjHzMGw7hx1OzahWn5cqpnzEDuRJPM6itDYiI1mZkYxo8HnQ6ZwzOrTE6mxlFT165Ib7qJqscfp+avvzBv3IjhzTeRjRzZIrJaM/YBuIeHU7pzJ4a8PFuqORsz2pDDhw/z4IMPcuLEibY2xUZrx3N1XByhGRlYDIZ651YPG0blL79QmZaG8dAhiqZORdmrV4OtgRdKZaWJJUtO8tprPejRw4vBgwMZM6YLixYdq5dXo1Hg76/C31+Fj4+Sjz46yJgxXejZU4PFYmHRouNMmNCVQYPa0aOHF9OmXc933x2nosLULLba4xjr9MuXo2sg1qmt/iy1xroSaww/G+vcn38e/fffU/nVVxj37aNo1ChUw4Yh7dQJAFl4OMYDB6jJyzuXiooAsJSV1dnuOW0alUuWoP/xx4vS5D5mDEV2z0qpw7NyFjerpmLrM1pk1XT2GfV8/nkqv/+eCqum/FGjcB02DJlVkzQ4mIB161DffTdmhxiu6N4deefOlLzxBqYjRyj/4guq9+1DdcstF6wJLrPykRWf5OR677WLpdX8plBgzsujcOxYjAcOYNi4kYqlS1FeRPlOcHXQJl2sV61axe23307Pnj0ZNmwYv/76a6PHFxcXEx4ezt9//w2A0WgkIiKCmXZfqV5++WU++ugjAHbs2MHw4cO54YYbuOuuu1izZk2d83333XfExMTQu3dvRo0axcGDB51ed8+ePfTu3ZulS5cCUFZWRmJiIn369GHAgAG8/fbbVFVVAbB161ZiYmL45ptviI6OJiIigsTERKqrq+tc95ZbbqFPnz7Mnj37Au7ghaPRaineuLHOtqJNm/C+6ab6mV1c0PTtS+H//mfbVJKejkShwLNXL9RdumA4c4bKo0dt+8v27sUrKgqJTIbvLbdQsG4dJp3Otn/HvfdyYv78S9ah1GqpctBRtWkTqgZ0KPv2RW+nw2DVoejVC0WvXkjkcqo2bz53ro0bUfbrBxIJEg8PZKGhGK3PmSMlb71F5fLltZfy98djzBiqfv/9gjWptFr0TjS5NlFTlVWTslcvlFZNegdNKqsmc2EhUj8/3KwtXm5xcbh4eGDYtw+ofWFXN6D3YpD16gVyOUY7e4wbNyK32lMnr1aL0eE+mDZtQm69D+UTJ2JYtOjcToul1k9eXrX/FhaifOQRcHXFJSgIxdChmHbtajYt9situqrtdBk2bkThRJdCq6XaQZdh0yYUVl0Sd3fkN9zAmX79qN6ype6xffpgPnmS/MhIakpLW0TLWVysmsx2mswbNyJ1okmq1WJ20GTetAmp3TMrHTgQ2S23UP3OO3Xy1eTmUnn77VjOnKmz/awfm5vWjH0yDw9cQ0OpaMbfUHOxbds2+vXrx+LFi9vaFButGc8B1HfeSdEbb1DopGeJubAQ14EDkXftClIpHqNHYzx6tNk+TGVmlmEyWejd29u2LTLShz17Sqipabj76Q8/nKS01MhTT4UBUFRUTUWFiV69NLY8Xbt6YjRa2L+/+WOE3HpfDU2MdQYHf1Zv2oTS6k+FVovBzn/m7GzMJ06gtH6glXfvjqkJvx1lTAzKgQMpnTLlojQ5e1Ya0qR0oslgp0mp1VJ1Hk1nY3hOZCQWhxhutlb+PcaMAYkEpVaLvFs3qi/yvXU5lY8AVAMH4nrLLRQ7vAMullbzW3U1BaNG2Sr28u7dUd9990WV765IalowXaG0+izWRUVFvPLKKyQkJPDzzz9z3333MWHCBEpKSs57nLe3Nz169GDbtm0A7Nu3j6qqKnbu3AmAxWJhy5YtREdHk5+fT0JCAsOHD2fFihWMGTOGV199lR07dgDw22+/8cknn/DGG2+wbNkyIiMjGT16NKUOgezo0aMkJCTwwgsvcP/99wPw2muvodPp+Pbbb5k9ezb79u3jrbfesh1z5swZ1qxZQ2pqKh9//DG//PILy60Vqg0bNvDOO+8wfvx4Fi9ezL59+zh16lRz3FanqIKCqMrJqbPNkJeHKjS0Xl65RoPU1bVOfovZjLGwENfQUAx5ecg1mjpd1Fzbt8dFLkfm5YW6Sxf0J0/Sbfp0/pWdzcDduwmIi2sWHdKgIMwOOsx5ecic6HCx2lgnv9mMubAQWWgosqAgzAUFYDTWOZeLqysuvr4owsOx1NSgee01Opw8Scju3biPHl3vOt5Tp9LpzBlUAwZQ+PLLF6XJ5KDJ1Igm0wVoMlk1SX19qdqwgZJPPiFo6VKuMRoJXr6cvKeftr3kFOHhuKjVhKxfT+ecHILT0pBfe+0Fa7LZGxSExcGemry82i/UDi0zLkFB1Djch5q8PFys98G0aRM1dr8R1ZgxIJPZKtW6sWNR3HYbfjodvjk51OTkUOmsy3Iz4BIURE0DuhxbnFycPLM1eXlIrbospaUUDBiAyfqRwp6qlSspfvRRagoLW0BFXZz5ynKRvkKhQPXpp1Q99xw4tp6WlmL+5Zdz/0skKJ5/HtNFjiVsjNaMfe7WmHHta69x28mTDNy9m1AnMaMtGDlyJFOmTMHVoWtxW9Ka8Ryg4Omn0X36qVNbyj7+mOrMTNpnZtK5qgrPp58mLy4OapqnVJefb8DbW4FCca6o5eenwGCooaSk2ukxFouF1NQjjB7dGTe32nlUvbzkyOUS8vKqbPlOn679jRUXOz/PpSB1Eusc76t9Xmf+PBvrGtsvDw9HHhFBwN69BB0/jvfcuUg8POrZ5Pnqq1R++SXmi5zHpjU16VeupKCBGG4+cYLiyZPxnjGDjtXVBG3ZQumMGVT99ttF67psykcKBX6ffkrBc8/Va1W+WFrTb2cJ/P13Qv78k5qSEnSzZjWLjsse0cW6Hq1eQZbJZBiNRgIDAwkJCeGJJ55g9uzZKJswWUv//v1tFeQdO3YwcOBA9uzZg9ls5uDBg1RXVxMREcGiRYu4+eabeeSRR+jYsSNxcXHEx8ezYMECAFJTU0lISODWW2+lU6dOjB8/npCQEH766SfbtQoKChgzZgwPPvggTzzxBAAnTpzg119/JTk5ma5du3LDDTfw9ttvs2zZMnTWllOj0cjrr79O165diY6OJjo6mn3WQvCSJUu46667uOeee7j22mv5v//7vybpvlikajU1Dt3KagwGXJxc8+zYvIbyl2zdSlVODtd//DFStRp1WBhdrBMluCgUSN3daf/YY8i9vdl2111kL1xI5NKleF3kuBp7XNTqet3jLAaD0wl+zo41qdedzmBAolQiaehc1E4EIe/WDSwWjJmZ5A4bhi41Ff9PP0V9zz11jtF99RXZUVHof/2VoF9+cfpCvxhNEieaXBrQZGmiJom7O/IuXSiaOpWTN95I0b//jf/MmbWtJoCiWzdcfHwo+ve/yYmLw6LXE7JuHRJ39wvSdJbG7GlKXmf3QXbjjbh/8AGVyclYrF3AZV27Ytqxg5L+/Sm9916k11+PetKki7K7Mc6ny/FZbDBvC/7eLwq1GpqoyVle7DQp3ngD886dmNeubfSyyhkzcOnTh+rXXrto089Ha8Y+d2vMKM/MZNuwYZxITaXnp58S6BAzBLW0ZjxvDGlwMBKViryRI8m5+Wb0f/yB/9dfN+nYpqDXm+tUjgEUitphZtXVzivhW7cWkpur58EH29u2yWQuDB4cyIcfHiQ3V49OZ+S99w4gk0kwGpu/iaY5Y/h598tkyMLCkCgUFD3+OEVPPomyf398Heb1kHbujDImBt3HH1/+mhpDJkPerRu6efM4feONFL30El6TJqEaNOhCJQGXV/nI+403qN65E30T3gFNpS38Vvjii+TecgsSpRL/b79tFh2CK49WX+bJw8ODW265hccff5zOnTtz22238cADDzTpC3d0dDTff/89FouF7du3c99997Fnzx4OHDjAtm3buPnmm5HJZBw5coT169fTu3dv27FGo5HO1tkps7KySE5O5sMPP7TtNxgMHDt2zPb/zJkzMZlMBAYG2rZlZWVRU1PDwIED69hVU1PD8ePHbf937NjR9re7uzsmk8l2/Ai72Qq9vb1p3/7cS/BSuWbyZK6x635UsnVrvQKhi1KJ2clMnjXWbuIN5a8xGMh44AEiv/+eoWVlGM6cIWvGDHp89BGmsjIsJhPVhYXse/ZZsFgo27ULn+hoOjz9NPsSEi5Ih2byZDR2Ogxbt9YPhEolFic6LFYd9V5USiU1lZVIpFKn5wKwVFZSvnAhlStW2LrYVe/bh/y66/B89llb12rA1g0nf/RoOmRn4zZ8OOXWDzDO8J48GR87TVUNaKq5AE2SJmiqqazE+5VXQCKhyDohkmHXLlT9+qEZN478sWPJGToU5HLbpFy5Dz9Mp5Mncb/rLnQX8XKwVFWd9x43Ja9jPplWi9fq1VSvXk3lm28CIL3mGtw++ICi9u2pyc0FoEKtxn3OHCrfew/Mzfvp8kJ00URdbU5VVf3K/Xk01St0KZVQWYlLjx7In36ayp49G72k4t13kY8fT1V8PDV//nlJ5p+lLWNf9sKF5K1YgdEaM3T79uF23XV0fPZZcu1ixj+VtoznjeE3dy4V//0vFdY4d2bkSDqcPIk6Lo6K779vXFwjKJXSehXh6urauKRSOZ+PZc2aXAYObIdGo6iz/fXXe/DSS7sYNOg31Gopzz57DXv3luDu3vzFuOaM4Q3tr6msBJOJU35+ta2N1nJS4aOPEpiRUdtj5XTtZGbq++7DuHs3pgMXPylZa2hqyjPnPno0iqgocq6/HoDqXbuQd++O56RJVP3xR6PHX67lI+OhQ3g+/TTZTXgHXAht4Tfj3r0YgYLHHyd4xw5kHTtisivjX5VcwS29LUWrV5AlEgnz5s1j7969rFu3jrVr1/LNN9/wzTffEG63fIszIiIiMBgMHDx4kJ07dzJ9+nT69OnDzp072bJlC0OsswWaTCbuuusunnnmmTrHy2S1cs1mM1OmTOEmhzEa7nYtZrfccgs33ngjKSkpDB06FB8fH8xmMx4eHvz3v/+tZ1tAQAB79tQux6BQ1H2xWeymurc4THsvl8vPq/lCOD53Ljl2L/VrJk1CaVfBB1AGBmI4XX8GzerCQsx6ParAQCqs47ElUilyX1+qrPlLd+zgty5dUAYEUF1QgP+QIRjy8zFXVNSe02KpTVbKDx7E84YbLlhH2dy5lNvp0EyahNRBhzQwELMTHTWFhdTo9UgDAzGeHVculSL19a3NL5Eg9fOrnbrfWoGSBgZSU1lJjbWbv+P4M+OBA7jGxAC149kMu3bZuulYDAaMR47UnvM8lDpo8p40CZmDJlkDmsxWTbIL0CSz06SKjMRgfTbPUrVrF0rrC9pSXQ124+QtBgOmo0eRWme5vlBqTp1C4mCPS2AglspKLA5DKWpOncLF4T64BAbaCkYA8kGD8Fq5kupffqHsoYdsz5isd28sBQW2yjGAadcuXDw9kfj4YMnPvyj7z6fLxYmuGie6zE50SR10XQ4485XE6isuwFey++5D4uOD29mJWayTMbrrdFQlJGD65hsAlDNnIn/2WaoeeQRTMy5v15axD7BVjs9SfuAAftaY8U+nreP5+VBGRlJiN1bSUlGB8dAhZHYfuS+FgAAlxcXVmEw1yGS1Lcn5+QZUKhc8PZ2/+zdsyOf55+sPcfH1VbJwoZaSkmqUSikWi4UPPjhISIjz2YovBbOTWNfQfTWfOnVefzYWCy1285YAtkqwLCSEamse1dCh6C/xY1Nza2rqM+yIIjISo8PQmupdu/CwTjzZGG39e2qofOR23324+PjQ3uEd0EmnoyAhgXLrO+BCaS2/STw8cL3jDiqXLLGVMYx//QVQe/2rvYJ8mWAwGJg2bRq//PILKpWKJ554wtaL15Hff/+djz76iBMnThAaGsr48eO5rRknaW31LtYGg4H33nuPG264gZdeeom0tDSCgoLYsGFDo8fKZDK0Wi2LFi3Cz88PPz8/oqKi2LJlC9u3byc6OhqAzp07c/z4cTp27GhL69atY8WKFbb9ubm5dfbPnTuX3bt3264VExPDww8/TEBAAMnJybbjdDodEonEdlxVVRUzZsyoMxFXQ1x77bW27tYA5eXldVqeLxVjcTGVWVm2VLxlS71ZpH3696c4Pb3+wRYLJdu34203Y5/3TTdhMRop27MHubc3N2/YgNzHB0NeHhazmXZ33kmhdQKD4vR0PK6/HlzOPVLu4eFU2rXKN5Wa4mJMWVm2ZNiyBaWDDlX//lQ1oMOwfXudmaVVVh3Ve/ZQvXs3FqPRNpkG1K4RbNi+HSwWvKdNI9Che5AiIgJjZiYAPu+/j4fdmBuJuzvy666jupEv2zXFxRizsmypassWVM2gybBnDwarJpWdJtcBA6iyajLl5KDo3r2upm7dMFonHep4+DAedus0StRq5Ndea9N8oZh27wajEZmdPfIBAzBa7amTNz0dmcN9kPfvj9F6H6Q9euD5009Ur15N2YMP2loZAMw5OUj8/JD4+9u2Sbt1o0ana/bKMYDRqkthp0vZgK7q9PR6z6yif3+qnfm3DamxapLaaZIOGIDZiSZzejpSB03S/v0xp6dT/fHHVHTrRkVEBBUREVSNGQNARUQEJuvQFcWbbyJ/5hmqRozA1MyTRrVl7Ltu2jT6OcQMz4gIyi/y93O10ZbxvDHMjrFRoUDeuTMmuwnZLoXwcC9kMgm7d5fYtmVkFNOzpwYXl/rrtRcVVXPyZCWRkT719iUm7mbjxnw0GgWurlL++CMfX18F11xzcUNhzofRel8dY111A7FOcZ5YV52eXmcmYGloKNL27TGkpyMLDyekrMw2ozXUrotsMRoxHj587nx9+2LYtOmSNDl7VhrSZHASv5X9+2OwajKcR1NjmHNykDu8j+XdujX5mbtcy0dlH3/MyW7dyI6IIDsiggLrOyA7IoIKu+GLF0pr+c1Frabd4sW1E5Kd1RYZicVkOu+kZFcNl8kkXTNmzGD//v0sWLCApKQkPvnkE37++ed6+TIzM3n++ee57777WL58OSNGjGDcuHFkNuN7t9UryPYTXJ08eZLff/+dU6dO0d0hYDRE//79WbZsGX2si39HRUWxfv16QkNDbd2hR44cyf79+/noo484duwYK1as4MMPPyQ4OBiAxx9/nAULFrB8+XJOnDhBcnIyq1evJiwsrM61pFIpr7/+OsuWLWPXrl2EhYURHR3NxIkT2bt3L3/++SeTJ0+msrIST0/PRm1/5JFHWL16Nd9//z1ZWVm8+eabthmwW4LTS5ci12jokZKCe3g4PVJSkLq5cdr69dFFpUIZEGDLf3z2bMISEwmIi8MrKorr58zhxPz51Oj1GIuLkbq7Ez5jBurOnWn/5JO0f+IJsqzr5+V8+y0SFxd6zp6NOiyMjs8+S7s77miWWazLly5FqtHgm5KCPDwc35QUJG5uti5wEpUKqZ2Ostmz0SQmoo6LQxkVhd+cOejmz8ei12PR6ylfsAD/uXNRRkWhjotDM3Eipf/5DwCVK1bgOmgQXi+/jKxLFzyeeQb30aMpef/92nPPmoVXYiKud9yBvHt32n39NabDh9GvXn3Bmlw0GvxSUlCEh+OXkoKLmxu6BjSVzJ6Nd2IiblZN7ebMocxOk27BAtpZNblZNZVYNZWlpuI2bBia8eORde6MZtw43IYOpdQ6i3plWhq+06bhOmgQiu7dCfzqK0zZ2VSsWnVxDtPrqVqwAI+5c5FFRaGIi8N14kT0VnskAQGgUgFgsN4Ht5QUpOHhuKWkgJsbBut98Jg3j5qTJymfMKG2MhwQYDvelJ6O+a+/8Fy4EGn37sgHDsQ9OZmqTz65OLsbwaLXU7lgAZq5c5FHRaGKi8N94kTKrbpc7HTply5FotHglZKCLDwcL+szq2+GbpvNil6PccEClHPn4hIVhSwuDsXEiRid+Mq0dCloNChTUnAJD0dp9ZXp+++huBhLVta5ZJ1YzZKVBeXluHTrhuKNN6h+913MGzfa/Cixe8abk9aMfXkrVuA7aBBdXn4ZdZcudHzmGUJHjybLGjMEdWnNeN4YZfPno3ntNdR33on8uuvw//RTanQ6Kq0f0y8VV1cp99wTytSp+9i7t4Rff83l88+PMHp0JwDy86uoqjrXt/HQIR1KpQuhofWHnGk0cj766CB//61j69ZC3n57P08/fY3TivalcjbW+cydiyIqCte4ODwcYp3EGhcqrTFcY411Guu7rNLqz/I5c3AbNQq3J55A3rMnPgsXUrVyJeZjxzBlZmI6fBif+fOR9+iBon9/fObPp2L+fFuvHGnHjrh4etpa8y5FU8WCBfhaNanj4vCaOJEyqyapnaYKqyYf6zPq4/CM6ubMwX3UKNytmvwWLkS/ciWmJjQIVCxahCwsDO9330XWpQtujzyC+1NPUXaR6wZfLuUjx4q7yfoOMGVlYSkvvyht0Hp+M+flUfHf/+LzyScoIiJQDhiAX2oqZR9/XK+Xg6BlqKysZMmSJbz22mv06NGDwYMHM2bMGBbZr2RiZeXKlWi1WkaPHk3Hjh15+OGH6devH6svsCx+Plq9guzn58fHH3/MmjVruPPOO3nrrbeYMGECA5q41lh0dDRGo5FI6+RP3bt3R6VS2VqPAUJCQpg7dy4bNmwgNjaWlJQUXn31Ve6++24Ahg0bxksvvcTMmTOJjY1ly5YtzJkzh052XzHP0q9fP4YMGcJbb72F2WxmxowZhIaG8thjj9nGUduPZT4fUVFRTJ8+nXnz5nH//ffj4+PTaLfyS8Gk07E9Nhaf6GiiMzLQaLVsGzbMNg4vOD6ewXbdU3MWL+bw9OncMG8e2rVrKdm6lQN2i6TvjI/HLSyMgfv20Xn8eDIeeIBS68zgJp2O9MGDce/WjUH799N53Dh2xsdT1gxL7lh0OnJjY1FFRxOSkYFSqyV32DDbuBG3+Hg62umoWLyY4unT8Zs3j8C1a6naupUiOx2FEyZgyMggaP16/GbNoigpicplywAw7NhB3v334z5qFKH79+P14oucGTnS9gWybNYsSmbMwG/OHEKsXzBz7767Sa0V9tTodOTExuIaHU37jAxctVpy7DS5x8fTxU5TuVVTu3nzCLFqKrDTlG/VFLp+Pe2smiqsmqq2buX08OF4PvooHffuxWPUKE4NG0a1tcBR8MorlC9dSuA339B+2zaQy8kZNuySZnItnzABU0YGmvXrcZ81i8qkJKqt9vjl5qKMjwdqfVsaG4s8OhrvjAzkWi1lw4ZBZSWSgADk/fsj69ED35Mn8cvNtSVlfDyYzZQOG4alogLNhg14fPUVVd99R4V1jHJLUDphAsaMDPzWr0czaxZlSUlUWXUF5eaittNVGBuLIjqadhkZKLRaCu38ezlhmDCBmowM1OvXo5w1C0NSEiarJvfc3Nr1jwF0OvSxsUijo1FnZCDVatFbfdUYsrg4JDIZyjfewD03t05qCVoz9pXu2EHG/fcTOmoUg/bvp9OLL7Jr5EhKLrPeApcLrRnPG6P0/fcpSU7Gd+ZMQrZtQ9quHaf/9S+nayZfLJMnd6dHDy8efTSdadP288IL1zFkSBAAAwasY9Wqc7PqFhYa8PSUI5HUr/SOH9+VsDB3Ro7cTGLibh57rDOPPda52ex0pGTCBKozMvC3xrrSpCT01vsakpuLq12sK4iNRRkdTYA11uXb+bM6PZ2ihAQ8k5Jot3kzNcXFFD3+eO1FLBYK7r6bmrIy2m3YgN+PP1K1bh3FL71ks+Ns5a45lt4qsmoKXL8en1mzKLF7Vtrn5uJmpynPqinI+oyesdNkSE+nMCEBTVISQVZNBWc1NYLp2DHyBg9GGR1N8O7deL36KoVPPkmV/Sz/F8DlVD5qKVrLbwVPPEH1nj0ErF1Lu2XLqExLo7iFJv287LgMZrHOzMzEZDLVmT8qMjKSPXv2UONQHr333nuZOHFivXPomvFjhsTiOChWcFmz0smL80qnaX0Hriyu1vkONG1tQAvQ/IuktD2N92e58mh8+porj9ir8PV75Cp8R3WxvNR4piuQk5KP2tqEZudqfPdewUvJNkirt861Ap2u5Hge3XJxu3qdod4wVIVCUW++pjVr1vDWW2+xyW44RVZWFsOGDWPLli34+NQfenKWQ4cOERcXx3/+8x8GDx7cLHZfjc+oQCAQCAQCgUAgEAgaowXHIM+bN4/IyMg6ad68efVM0Ov19SrNZ/8/3zxPRUVFvPDCC/Tp06dZJ+lq9VmsG2Lv3r08ajdRkCPBwcGkpaW1okUCgUAgEAgEAoFAcBXTgl0vEhISeNxhCIJjRRhAqVTWqwif/V9lHWfuSEFBAY8//jgWi4WZM2fi4tJ87b6XTQW5W7duLD/PNP5nl2gSCAQCgUAgEAgEAsHljbPu1M4ICAiguLgYk8lkq/Pl5+ejUqmcToScl5fHaOuqMgsXLjxvF+yL4bKpdSoUCjo209qDAoFAIBAIBAKBQCBohMtg8H54eDgymYzdu3cTFRUFQEZGBj179qzXMlxZWcmYMWNwcXFh4cKF+Nst99lciDHIAoFAIBAIBAKBQCBoE1xdXbnnnnuYOnUqe/fu5ddff+Xzzz+3tRLn5+fblsadN28eJ06c4L333rPty8/Pb9ZZrC+bFmSBQCAQCAQCgUAgELQil8lU6ZMnT2bq1Kk8+uijuLu788ILLzBkyBAABgwYwPTp0xk+fDhr1qyhqqqKBx54oM7x9957L++++26z2CKWebrCEMs8XRlcBr1VWgRNWxvQAohlnq4MxDJPVwZimacrB7HM05XBZVJ3aVauxu6rV/QyT5EtGLczrsz7IlqQBQKBQCAQCAQCgeCfyNX4ZekSuRo/4ggEAoFAIBAIBAKBQHDBiBZkgUAgEAgEAoFAIPgnIlqQ6yEqyAKBQCAQCAQCgUDwT+RqHOh+iYgK8hVGbJe2tqAFmNvWBrQAqrY2oGXYPLCtLWh+jrS1AS1AcFsb0AJcjR+4r84Jra7MCVnOx9XoJwB5WxvQAlyN5fwup9vaguZnX1BbWyAQnB9RQRYIBAKBQCAQCASCfyJX4xfoS0RM0iUQCAQCgUAgEAgEAgGiBVkgEAgEAoFAIBAI/plcjWMTLhHRgiwQCAQCgUAgEAgEAgGiBVkgEAgEAoFAIBAI/pmIMcj1EC3IAoFAIBAIBAKBQCAQIFqQBQKBQCAQCAQCgeCfiWhBroeoIAsEAoFAIBAIBALBPxExSVc9RBdrgUAgEAgEAoFAIBAIEBXkfxYKJUxPhV3FsCUHnpzQ+DGR/WF9Vv3tu4ohy1I3qd2a3+ZGMBglTFkUQFRiGAOmdOHzdd6NHpNdKKP3hGvY+rdrnfO8/b0/N73ahZte7cKb37aj0iBpSdObjMEoYcqXAUS9EMaAl7vw+ZqGNT77STBdx1xXJ63f0/p+OYtbRAQ909PpV1HBDdu24danz3nzB40bR2R2Nv3KyghLTcXF9ZyPfO65h5stljqp65IlAPRYv77evpstFsI++6xF9QF4R0QwND2dERUV3LFtGz6NaDxLv08/5YakpDrb3MPCiPn5Z+J1Ou49fpzuEye2hMn1cI+IIDI9nUEVFURt24ZHIxpCx42jf3Y2A8vK6ObgJ4lCwXWffEJ0UREDcnPp8s47dY71GTyYvrt3M1CnI2LtWtTXXdcimhrDKyKCgenp3FlRwcBt2/Bqot96ffopXR381pIoIiIITk+nU0UFwdu2oWjETs9x4+iQnU2nsjL8UlOR2PtGqcQvNZWOxcV0yMnBa4Lzd4AsLIxOlZX1tnskJNA+K4tOpaUErl6NrHPnSxN3CVRXVxMbG8vWrVvbzAZ72sJPEk9POmRn4/7oo3W2e73yCu2PHKFTaSlBv/6KPDz8wsQolXinphJSXExwTg4eDVwfQB4RQbv0dEIqKgjYtg25g271iBEEHT5MSEUFvj/8gIuvb937MHUqwbm5BBcW4j1vHiiVtn2qIUMI2L2bkMpKAnbvRjV06IXpcEJr+knWqROBa9fSqbyc0D//xHXwYKfXcB85kqD16y9ZmzMMBglT3gsg6s4wBtzbhc8Xn6f8MCWYroOuq5PWb3Yj+7Ss3vazafse1wbP15yoIiIIS0+nR0UFYdu2oWrEb77jxtEtO5vuZWWEOPhNFhxMhyVLCC8spFt2NkEffIDE7rkLSkmhp8VSJ/k+91yLabssMLdgukIRFeR/EpOToWcUPBIDSWPhhSQYel/D+a+7HmYtBReHxyQgGDw1cEsX6Bd4LlVWtKj5zpixzI/9J1QseDGbpPgzfLLah593uZ/3mKmLA6isrqvpk1W+bDus5tNnTzHv2VPsyHLlwxV+LWl6k5mxxI/9x1QsmJhN0sNn+GSFDz/vcK4xK0dB8pjTbPwgy5b6d69f0G0NXNRqwletomzDBvZGRlK2eTPhaWm4qNVO8/sMH077qVM5kpDAnzExeGi1dJwxw7bftXt3in76ie2BgbZ0eMwYAA4OH15n+4G4OGoMBnJnz25RjVK1mphVqzizYQOrIiPJ37yZW9PSkDag8SzdExO59qmn6m6USIhJS8OQn8+q3r3Z+swzXP/663R66KEWVFDrp16rVlG6YQPbIyMp3byZG87jJ//hw+k8dSqZCQnsionBU6vlGjs/Xfef/+AzeDC7b7+dP0eOJPippwh++mkA3Lp354a0NAp+/JEdkZHodu6k92+/IXVr3Y84UrUa7apVFG7YwB+RkRRt3oy2CX67JjGRTo5+a0EkajWBq1ZRtWEDpyIjMWzeTGBaGpIG7HQbPhzvqVMpSEjgdEwMKq0WHzvf+CQno4yK4nRMDAVjx+KdlITbfXXfAdLQUAJXrqzz0QPAdcgQfGfMoPDFFzkVFYWlooKAZcuaX3QTMBgMTJgwgUOHDrXJ9R1pCz8B+L73HrKQkDrbPBIS0EycSOELL3AqKgrj0aMErl5dp4LQGJrkZBRRUZyJiaF47Fg8k5JwdXJ9iVqN/6pVGDZsIM+q299Ot6JvX7w/+4zSadM4o9Xi4u2Nz5dfnrN10iTcx46l8KGHKBg6FGVMDF7Wj0+ysDB8ly2j4ssvye3Rg4oFC/Bbvhxpx45N1uHM3tb0U8Dy5ZhzczkVFUX5V18RsGwZ0vbt61xDdcst+H366UVraowZc/zYf1DFgo+ySXrpDJ986cPPvzdQfjimIPn102z8IcuW+kdVEtTOVGfbxh+yiL2tjJ7dqojooW8x288iUavptGoVFRs2cDgyksrNm+l0Hr95Dh9OwNSpnEpI4GhMDGqtliA7v3VcuhQXtZoj0dGcGDECj7vuIuDtt237ld27k/vqqxwIDLSlos8/b3GdgssLUUH+p+CqhgfHwNvj4M9d8MtymD8DRj3vPP9DT8OSzVCQV39fWDjk5cDJo7X7z6ZWptIgYckWL1677ww92hsY3KucMf8qZtEfmgaP+Wm7BxVV9R/7P/5yI75/KT07Griho4GHBpSSfvD8heXWoNIgYckGL14bcYYeHQ0M7lPOmKHFLPpNUy9vtVFCdoGcnp2q8Pcy25JCbml9wwG/+Hhq9HqOJyaiz8zk2PjxmHU6fB94wGn+oHHjOJ2SQnFaGuU7dpCVkEC7J56wFdTV4eFU7t+PMS/PlsylpQCYiovPbc/Pp+P//R+nZsygIiOjRTV2io/HpNezMzGRssxMdowfj1Gno2MDGuUeHkQvWUKPV1+l4sSJOvtcAwIo2r2brc8+i+7wYXJWryZ33Tr8BwxoUQ0BVj8dTkykMjOTQ1Y/tWtAQ/tx48hOSaEwLQ3djh0cTEggyOonmbc3QU8+SeZTT6Hbvp3i337j5Acf4NmvHwAhzz5L6ebNHE1KovLvv8maNAlTaSkBDz/cohodCYmPx6zX82diIuWZmewfPx6TTkdwA5plHh70XbKEa199lUoHv7Uk7vHxWPR6ihITMWZmUjh+PBadDrcG7PQcN46ylBQq09Iw7NhBfkICHk88gcTVFYlajceYMRSOG0f1rl1ULl9OyYwZeD5/7h2gjosjNCMDi8FQ79zqYcOo/OUXKtPSMB46RNHUqSh79arXItjSHD58mAcffJATreiHxmhtPwEo+/fH9bbbMJ0+XWe7x2OPUfL++zY/FTz7LFJfX1T9+zdJi0Stxm3MGErGjcO4axf65cvRzZiB+/P1ywpqq+7SxERMmZmUjB9PjU6Hq1W3+/PPo//+eyq/+grjvn0UjRqFatgwpJ06gYsLHhMmUDJxIob166nevp2ypCQUkZFA7Yeaik8/pTwlBfPRo5R/9BE1FRUobryxSTqc0Zp+Ut16K/KwMAoSEjBmZlLy7rtUbdmC5xNP2M6vefNNAlevxnTkyEVrOh+VeglL0rx47YUz9LjOwOCB5Yx5qJhFyzT18lZXS8jOldOzWxX+vmZbUigsSKXU2XbytJw1/3PnvSmnkbfCTEYaq99yExMxZGZy2vqceTXgN79x4yhISUGXloZ+xw5OJSTgbfWbsmtX1DfdRPbjj2P46y8qN24k78030YwcaTteFR6OfudOTHl5tmTRt/yHgDZFtCDX46quIC9cuJBbb72Vnj17Mnz4cHbs2AHA33//zahRo7jhhhu4/fbbWbRoke0Yi8XC3LlziYmJ4frrr2fAgAF88skntv2ZmZmMGDGCXr16ER0dXWefwWAgOTmZQYMGERERwTPPPMNp68srOzubrl278ssvv/Cvf/2Lnj17kpCQQElJSevcjPBeIJPDzs3ntu3YCBH9QOKkK/GgOyDxUfjio/r7ru0OR/9uOVubSOYpJSazhN5dzgWuyC569hxXUeNkwoHicheSl/vz1kP1K/MaNzNrdrlTWulCaaULv+xxJzy0fiGxtck8adV4jZ3Ga/TsOVpf45FcORIJtPc3trKVznHXainbuLHONt2mTXjcdFP9zC4uuPftS+n//ncub3o6LgoF6l69gNoWZP3fjT937R57DJmPD6fee+/SBDQBP62WfAeN+Zs24e9MI+DWuTNSlYpVffpQ7lAo0ufmsnHECEzl5QD433wz7QYOJO/331vE9rN4arWUOGgo3bQJrwb85NG3LyV2fipLT0eiUODeqxeaAQMwlZbW2X/8vffIfPJJAFRdulDm0CW2fN8+59dqQby1WoocNBdt2oRPA3aoO3fGRaXi9z59qGyhwqwzlFotVQ52Vm3ahKoB3yj79kVvd+8NVt8oevVC0asXErmcqs3n3gFVGzei7HfuHaC+806K3niDwnHj6p3eXFiI68CByLt2BakUj9GjMR49Sk1xcTOpbRrbtm2jX79+LF68uFWvez5a208oFPjPn0/Bc8/V+5hROHEi5XZlGiwWkEhw8fJqkha59foGu+sbNm5E0a9+WUGh1WJw0F29aRNKq26FVovBTqc5OxvziRMotVrkPXrg4ueHfvly2/7Kb74h//bba6/5xx+UvPRS7Q6ZDLcnnkCiVFK9bVuTdDijNf2k0mox7NyJxW6ogmHjRtu9AVAPHkzu7bdT8d//XrSm85GZZS0/XG9XfuipZ89fTsoPJ+VIgPZBjZcfPpjnx4OxZYR1bJ2yhlqrpcLBb5WbNqFuwG+ufftSYee3SqvfXHv1wpiby9Hbb8d05kzdw6y/DxcPD+ShoRiaUNYQXN1ctRXkv/76ixkzZpCUlMTq1auJiopi/PjxVFZW8tRTTxEZGclPP/3EpEmTmD17NsutQXr58uUsWLCAd955h59//pnnnnuOjz/+mD///BOAV155hfDwcFauXMk777xDamoqf/zxBwBJSUmsXbuW9957j++++w6TycTYsWOpsYtEc+fO5cMPP+Trr79m3759fPHFF61zQ/yDoLgAjHYBrSAPVK7g7aQF4Jl74ZcGus+Fhde2SC9aXzuW+bM06HRty9h9HvJLZXi7mVHYfcH08zRjMLpQUiGtl//dH/y5t18p1wZV19v3yj35ZBfK6TcpjH6TwiitlJIU3/qt4o7kl8rwdm+axiOnFbi71vDKZ4EMeLkL9/+7A3/sa7tWcEVQENU5OXW2GfPyUIaG1ssr02iQurpitM9vNmMsLLTld+3aFc3tt9P74EH6HD5Mh+nTkcjl9c4VMmkSp1NSqKlo+S7/rkFBVDporMrLQ+1EI0DJ3r38ftddVBw/ft7z3nPsGLdv2kTBli2cbKHC01mUTvxU3YifDHb5LWYzJqufVF26UHXsGIGjRtHvwAFuysqi0+uv2wrWxrw8lA5dQlXt2yP3a93hDKqgIKocNBvy8lA14LeyvXvZetdd6BvxW3MjDQrC7GCnOS8PmRM7XTQaXFxd6+Y3mzEXFiILDUUWFIS5oO47wJyXh4urq60VuODpp9E10N2z7OOPqc7MpH1mJp2rqvB8+mny4uJw+jWyBRk5ciRTpkzB9QK6DLc0re0n7ylTqN61C/3atfXOb9i0CfOpU7b/PcaMQSKT1asYnk9LTSPXb0y31Kr7fPtlXbpQU1SE8uabCdi5k6ATJ9B89BEoFHXyy8LCCNXr8fnsM8reegvzJfwGW9NPzq5lcrhWTnQ0VXYVueYmv1CGt5cZhd1r0s/bjKHahZIyh/LDcQXu7jW88k4gA+7twv0JHfgjvX75IWOfit1/upLwcFGL2e2ILCiobtmA2nspd+I3qdVvJge/max+qyktpfyXX87tk0jwff55KtatA0AZHo6lpoZ2r71Gt5MnuWb3bjSjR7eIrsuKmhZMVyhXbQX51KlTSCQSgoODCQ0NZfz48SQnJ/PTTz/h6+vL+PHj6dSpEzExMTzzzDMsXLgQgKCgIKZPn85NN91EaGgoDz30EP7+/raxTqdOnUKj0RASEsLAgQP54osv6N69O6Wlpfz444+8+eabaLVaunXrxvvvv8/Ro0fZtGmTza4XX3yRG264gV69enHXXXexb9++1rkhrmqodmgRPfu/Qlk///kI6wYaH5j1b0iIgyo9fL0O3M4/9re50RslKGR1uw+f/b/aVPdL9+ZMNRlHXBk71HlQP5EvJ8jHyIIXsvls7CkMRgnv/tCuZQy/APTVTjRau0xXG+tqPJKroKpawoAelaSOz2ZQzwqe/TiEfccu0L/NhItaXa91o8ZgqDMZhn3es/vtsVjzKzt0QOrmhsVg4OCDD3Js4kT8H36YjsnJdfJ73nILitBQ8ubPb2Y1zpGq1fVsNhsMuDjReCH87777WB8bi3dEBJEfOenF0Yy4ONFQ04AGaQN+Optf5u6O+tprCU5I4MDjj3N44kRCX3yR9taWoLzFi2n3wAP43nknEqmUwNGj8ejbFxeHQnFLI1WrMTvRIL1EvzU3zn5DFoOhzkRGZzk7Hq9e92jrb0jS0LnA6W/SEWlwMBKViryRI8m5+Wb0f/yB/9dfN+nYq53W9JM8PByPZ56h8Gzr6nlQ3ngjvh98QElyMua8pn3wvZDnpKG8Z/Odb7/E3R2JWo3Xu+9S8vLLFD3xBK533YXm/ffr5Dfn55PXty/FY8fiNW0arsOHN0mHM1rTT872Y3D+/msp9FWSekOsFApr+aHaofxwQkFVlYQBN1aSmpzNIG0Fz04JYV9mXXu/X+HF4IHlBPibWtZ4OxoqSzh7R52vLOEsf+CMGbj26UPua68BoOzWDSwWDJmZHBs2jOLUVEI+/RTPe+5pJjWCK4Wrdh3kAQMGcN1113HXXXfRvXt3brvtNh544AH+97//kZmZSe/evW15zWYzUmnt1zStVsuePXv44IMPyMrK4sCBA+Tn59tagRMSEvjwww9ZvHgxt9xyC3Fxcfj7+7Nnzx5qamroZe0OCqDRaOjcuTNZWVl0ts722dFuggl3d3eMxlbqDmuoql8RPvu//gIncXp8aG137bOTcr30MGw8CTF3wYpvL93WJqKUWepVhM/+r1Kc+2xVVS3hze/akfTgGVSK+uNxy/UuvLYokC9fzKZXpyoA/u/hXB5Jac+LdxbQzqvtBlEo5U40GutrBBgbW8So20rwcqvd3q19IX8eV/L9/7zo2alud6KWIGTyZEKnTLH9r9u6tV5hwEWppMbJ7Lg1VVW2/fZIrPkNJ06wzccHk7U7Z+WePeDiwrVff82xCRNsrVi+999PyerVtnzNTY/Jk7neTmPB1q31bJYqlZidaLwQiqxjpzNeeon+ixaxc+JEapopVnScPJmOdhrKnGhwaUBDQ34661eLyYTMy4u/Ro6kyjpGVNmhA6Fjx3Lyww8pWrOGo9Om0fO//0Uik1G8fj25Cxcia2L3z4vl2smTuc5Oc/HWrfUqwy5KJaZL9Nulopk8GY2dnQYnvyGJUlmn2+ZZLFbf1CuAW30jkUqdngtwej5H/ObOpeK//6Xi29oYf2bkSDqcPIk6Lo6K779vXNxVRJv5Sa/Hf/Fiit98E/OZ88d0pVZL4OrVVK5eTfGbbzZZm6WqqsnPSUN5z+ZraP/ZWOGiVlPy4ou2btglL7+Mz7ffUjJuXG3XcMBSVoZx926Mu3cj694d9xdeQP/DD03S0pa/J0tVVf3x+Q28/1oKpcJS70P62YqxSuVQfhhdxKj7SvDysJYfrinkz4NKvl/hRc9utc+ayQTrNrkzY0pui9rtP3ky/nZ+0zdjWcKewHffxW/8eE7Ex2Ow9hItWbgQ3YoVmK1liKp9+1Bcdx0+zz5Lmd1wgKuOK3iscEtx1bYgu7q6smTJEhYsWMCNN97IDz/8wPDhw9HpdNx0000sX77cllasWGHrYr1kyRIee+wxDAYDQ4YM4csvvyQwMNB23qeffpq1a9fy1FNPcfLkSR599FGWLFmCsoGvgmazuU4Xa7mTLqGtQt4p8PYDqV23Gv/A2spxWcmFnau6uu6M1dUGyD4KgSENH9MCBGhMFFdIMdn9sPPLpKjkNXi6nrvne4+rOFmg4MXUYHpPuIbeE64B4Kk5Ibz5bTuO5CmorHahW8i5L47d2xuosUjILW4jf1kJ0JgoLneiUVGDp7ruC87FBVvl+CxdgqrJK26d72B5c+eyJyLClgxHjqCw++0AyAMDqXaYVAbAVFiIWa9Hbp9fKkXu62vL71jp1R84gNTVFZmPj22b99ChFLXgS+zQ3LmkRUTYUvmRI7g6aFQFBqJ3orExVO3aERoXV2db6V9/IVUqkXt6XpLd9pyaO5ftERG2VOXET4oG/GS0+sk+v0QqRebri+H0aQynT2PW622VY4DKgwdR2s3cevz//o8/PD3ZGBTE7sGDkXp4UHXsWLPpc8axuXP5PSLCliqOHEHpoFkZGIjhIvzWnJTNnUt2RIQtGY8cQepgpzQwELMTO2sKC6nR6+vml0qR+vpiPn0a06lTSP3qvgOkgYHUVFZS04S5MJSRkVTv2WP731JRgfHQIWSXMKvwlUpb+cnF3R1V//74fvABnXQ6Oul0yDp0wG/uXAJXrbLlVw0aRNDatVT99htnHnrIVtlsCuZTp3Bp4nNiPnXqvLrNp07h4mR/zenT1FjzGDMzbfuMBw/WdlH290fWvTsKhwkKTX/9VXtvmkhb/p6c3RtZA9dqKQL8TRSXSjHZNfbmF0lRKWvwdHdSfvBwKD90rCav4Fz5YfefrphMEvpHtWwlv2juXA5HRNhS9ZEjdcsG1N5Lo5N7abb6TebgN5mvb50J7YJmzsTv5Zc5+cgjlDl8cDE7lDUMBw4gD2nd8m2rI7pY1+OqrSDv2rWLefPmodVqmTx5Mj///DMGg4HAwECOHj1KaGgoHTt2pGPHjuzevZuvvvoKgG+//ZbnnnuOKVOmcM899+Dt7U1hYSEWiwWDwcC///1vFAoFjz/+OF999RUPPvgga9asoX379shkMnbv3m2zobi4mOPHj9taj9uUv3aDyQgR2nPbogbA3u0X9PIE4LfDcJ/duouu6toxyFmZDR/TAoSHGpBJLew+prJty8hypWfHqjorU93QsYpfko6yfPJxWwL498g8xsUW0s6r9u1xOPdcN88jebV/h/q27YRX4e2tGo/YaTzkSs9OVfVW33r18wAmfxFQZ1vmSSVdAuuPuW4JTMXFVGVl2ZJuyxY8br65Th6P/v0pT0+vf7DFQvn27XjaFYg8brqJGqORyj170AwZQt+CgjpLz7hFRGAsKMBUUACAzNcXVVgYZXZDGpqb6uJiyrOybKlgyxb8HTS269+ffGcaG8G9c2cG/fADrsHBtm0+kZFUnTmDobDwkm0/i6m4GH1Wli2VbtmCl4MGr/79KWvAT7rt29HY+cnzppuwGI2U79lDWXo6UldXXK89NyeBW3i4rQIcMGIE1370EZbqaoz5+bioVHjfeivFLbQG6FmMxcVUZGXZUvGWLfg4aPbp35/ii/Bbc1JTXIwpK8uWDFu2oHSwU9W/P1UN+MawfTsqO9+orL6p3rOH6t27sRiNKLXn3gGqAQMwbG/aO8Cck4Oie/dzGxQK5J07Yzp69MKFXuG0lZ9Mp05x4ppr6lT6zDk5FL/5JvnWJe/kPXoQ+NNPVK5eTd6DD1KndtQEjNbrK+yurxwwgGonz0l1ejoKB92K/v2ptuquTk9HaadTGhqKtH17DOnpVO/ahcVgQG7X604eHk5NWRk1hYW43nUXPg5DZeSRkRgPHGiylrb8PVWlp6Ps0weJSlV3fyvGmPBrrOWHv+zKD/tc6dnNSflhegCT33UoPxxW0qXDufLDngMqelxXhVLZsitjmIuLqc7KsqXKLVtQO/hN3b8/+gb8pt++HbWd39RWv+mtH/javfkmvs88w4kRIyh1mOyv3bRpdHYY2+8aEYEhs3XLt4K256qtIKtUKmbNmsWSJUvIzs4mLS2NyspKBg8eTFVVFW+++SZZWVn88ccfvPPOO/ienfzC25stW7Zw9OhR9u/fz0svvYTRaKS6uhqlUsnOnTt5++23OXLkCPv27WPHjh10794dNzc3HnjgAd5++222bt1KZmYmiYmJBAYG0r+Jyyu0KFV6+GEB/Htu7VrIg+NgzET48j+1+/0CQKk6/znO8nsajJsG/QbVzmj9wVeQmw2/r2r82GbEVWHhnhvLmPpdAHuPK/l1jxufr/Nm9C0lQG1La1W1BJXCQkd/Y50EEOBlwtfDTKC3iejuFbzxTQD7TyjZd1zJG98EcGdkGT4ebdvvxFVp4Z6by5j6VQB7jyr5dZcbn//izejbSgDIL63VCBDTq4IV6Z4s3+zB8Tw5n6zwIeOwK49Y87Y2hUuXItNo6JSSgmt4OJ1SUpC6uVFg7Y7polIhDzj3Qs6dPZvgxER84uJwj4oibM4czsyfT41eT9nmzdTo9YSlpqK67jo0Q4fSMTmZU3ZrG6qvvx6zXo+hFQvsJ5YuRaHREJWSgld4OFEpKcjc3Dhu1ShVqVAFBDRylloKt2+nKCODmz7/HK/wcILvuIM+ycnse+edlpTAGaufrk1JQR0ezrVWP+XZ+UlhpyF79mw6JCbiFxeHR1QUXefMIcfqp8q//6Zg5Uq6f/kl7jfcgM+QIXR89VVOzZkDQOXffxP8zDP433svrtdcQ49vvsFw8iSFq1e3qEZHcpYuRa7RcH1KCh7h4Vxv9dspO83KJvqtJSlfuhSpRoNvSgry8HB8U1KQuLnZujRLVCqkdnaWzZ6NJjERdVwcyqgo/ObMQTd/Pha9HoteT/mCBfjPnYsyKgp1XByaiRMp/c9/mmRL2fz5aF57DfWddyK/7jr8P/2UGp2OyhUrWkT7lUSr+clsrlPhM2VlYTGZMJ85Y5sQyn/ePEwnT1I4YQJSPz+kAQFIAwLqVNTOh0Wvp3LBAnzmzkURFYVrXBweEydSbn1OXOzOVbl0KS4aDZqUFGTh4WhSUnBxc6PSqrt8zhzcRo3C7YknkPfsic/ChVStXIn52DEsOh3l8+fj/fHHKPr1Q6HV4vXee1SkpoLZTOXXXyMNCsLr3XeRXXMN7mPH4vbII5RNn375+wmo+uMPTCdP4v/FF8i7d8dr0iSUN95I2WefXbT9F4qrysI9Q8uY+mEAew8o+XWDG58v9mb0/SUA5BdKqTJYyw/9K1ix1pPlP3twPFvOJ1/6kLHPlUeGl9jOd+iogrBOrfPB3Z5Sq9+CUlJQhocTZH3OSuz8JrPzW+Hs2fgnJuIZF4drVBQhc+ZQZPWbsls32r3xBvnvvkvlxo3IAgJsCUC3YgVugwbh9/LLKLp0weeZZ9CMHk2Bw9j4qw6xzFM9rtoKcnh4uG2W6TvuuIO5c+eSnJxM165dmT9/PseOHeOee+7h9ddf5+GHHyYhIQGAKVOmUF5eTlxcHC+88AJdu3Zl8ODBHLB+tfzoo4/Q6/Xcf//9PPnkk0RFRTF27FgAJk2axM0338yLL77IQw89hFKp5Msvv0TRyhPQNMg7E2B/Ru3s01NnQUrSuZmqt+ZCbHzTzvPuK7B6KXz0DfywrXY88pPDWn02U4DJ9+XTo30Vj/6nPdO+D+CFOwsZElG7TM6AKWGs2unRpPN88NhpuoYYeHpOCM/MDeH6DlW8PbLtZ7EGmPxgPj06VvHo++2ZtiiAF+4uZEikVePLYazaXqtxSGQ5SQ/nMSfNl9ikjvy2y53U8acI9Wu9yTTsMet0HIiNxTM6mhsyMvDQajkwbJhtHJBvfDx9c8+NZSpcvJhT06fTZd48uq9di27rVo698goANeXl/HX77cj9/em1YwfXfPYZeZ9+So7dJF3ygADMrbVsmhWjTsf62FjaRUdzR0YGflotvw0bZhu/2zE+nvvtNJ4PS00Nv8fFYaqo4PYtW9CmppI5cyYHZ85sSQmYdTr2xMaiiY6mb0YGnlote+z81C4+ngF2Gs4sXszx6dPpNm8eEWvXUrZ1K1lWPwH8+fDDVB4+TJ+NG+m+cCHZn3xC9scfA6DbuZO/n32Waz74gL7WcdZ77rzzwnuxXCImnY702Fh8o6MZlJGBj1ZLup3fQuLjGdpEv7UkFp2O3NhYVNHRhGRkoNRqyR02zDZm0i0+no52dlYsXkzx9On4zZtH4Nq1VG3dSpGdbwonTMCQkUHQ+vX4zZpFUVISlcsaWK3AgdL336ckORnfmTMJ2bYNabt2nP7Xv5yumfxP43LxkzQgAFX//ih69KDjyZN0zM21Jbf4Jr7fgZIJE6jOyMB//Xo0s2ZRmpSE3nr9kNxcXK3nsuh0FMTGooyOJiAjA4VWS76d7ur0dIoSEvBMSqLd5s3UFBdT9Pjjda5TtXo1fqtW4b9qFVU//0zJ5MlAbffs/NtvRzloEAF79uD+3HMUPPAAxl27mqzDkVb1U00NuXFxSIOCCMnIwOORR8i7917MJ09etP0Xw+Tn8ulxXRWPvtSeaSkBvPB4IUMGWssPw8NY9Zu1/DCwnKSX8pjzlS+xj3fkt03upCafIjToXPmhoEhWrxt2a1Cj03EsNha36GiuychArdVyzM5vXvHxhNv5rXTxYvKnTyd43jw6r11L5dat5Fr95hkXh0Qmo90bbxCem1snAeh37OD4/fejGTWKa/fvx/fFFzk5ciSVbdy7SND6SCyWVi6ZCC6NMCdrFl/pzG1rA1qAJjbGX2lsHtjWFjQ/rbeqbesR3HiWKw5dWxvQAvRsawNagC5XYZHiiOQqfO8CbTvDRsvQtoOiWoYubTs1QouwL6itLWh+el7Jsc+tBWNcxZV5X67aFmSBQCAQCAQCgUAgEAguhKt2mSeBQCAQCAQCgUAgEJyHK3i26ZZCtCALBAKBQCAQCAQCgUCAaEEWCAQCgUAgEAgEgn8mV/Bs0y2FqCALBAKBQCAQCAQCwT8RUUGuh+hiLRAIBAKBQCAQCAQCAaIFWSAQCAQCgUAgEAj+mYhJuuohWpAFAoFAIBAIBAKBQCBAtCALBAKBQCAQCAQCwT+SlhyCLG3Bc7ckogVZIBAIBAKBQCAQCAQCRAuyQCAQCAQCgUAgEPwjES3I9REV5CuM3460tQXNT6chbW1B83O1zpjfsa0NaAGC29qAFkDV1ga0ACvb2oAWoIvlpbY2odk5IpG0tQnNTheLpa1NaBFOXoW+uhq7RR4JamsLmh+3tjZAIGgEUUEWCAQCgUAgEAgEgn8gYhLr+ogKskAgEAgEAoFAIBD8A7laez1eCldjbxSBQCAQCAQCgUAgEAguGNGCLBAIBAKBQCAQCAT/QEQX6/qIFmSBQCAQCAQCgUAgEAgQLcgCgUAgEAgEAoFA8I9EjEGuj2hBFggEAoFAIBAIBAKBANGCLBAIBAKBQCAQCAT/SEQLcn1EC7JAIBAIBAKBQCAQCAS0YAX5448/ZtSoUS11+iaxbt06Bg4cSK9evdiwYUOb2nKWmJgYfvjhh1a7nntEBJHp6QyqqCBq2zY8+vQ5b/7QcePon53NwLIyuqWm4uLqatsnUSi47pNPiC4qYkBuLl3eeafOsT6DB9N3924G6nRErF2L+rrrmk2HIiKC4PR0OlVUELxtG4pGdHiOG0eH7Gw6lZXhl5qKxF6HUolfaiodi4vpkJOD14QJdY5V9utH8KZNdNLpCM3MxOPJJ+vs93rpJTocP06nigoCf/4Z2TXXXJQmZUQE7dPTCauooP22bSgb0aQZN47O2dmElZXRzommdqmpdCkupnNODhoHTbL27QlOSyOsooKOhw7h/sADdfb7JCXR6eRJuhQVEfjdd0j9/C5K0zlxSjSpqQQVFxOYk4O7gz32yCMi8E9PJ6iiAv9t25A3cB/cp0xB88UXdbZJvLzQzJ9PYG4ugWfOoPniCyReXpdmu/35lUp8U1PpUFxMaE4OnufRoYiIICg9nQ4VFQQ5eUbdRowg5PBhOlRU4P/DD7j4+jo9T8CaNbg/+qjtf01SEp0slnopJCureUQqlXimptKuuBj/nBzU59Eoi4jAJz2dgIoKfLdtQ+ao8ZVX8DtyhHalpXj/+ivS8HCn5/FeswZXO42tgW9EBHenp/NYRQVx27bh28jv7SwDPv2UPklJDe4fsnIlAx2ey9bAYDAzZcoeoqLWMGDAr3z++RGn+UaN2kLXrmn10uTJewAwGmtITj7AgAG/otWu5b33/sJkatk5TVszntvyeXrSITu7zm8LwOuVV2h/5AidSksJ+vVX5A08s61FdXU1sbGxbN26tU3tqINSiXdqKiHFxQTn5ODRSDxvl55OSEUFAU7iuXrECIIOHyakogJfuzioHDSI9haL0yRt375ZZFwO8RxA3qMHgb//TgedjpDMTNxGjLhkbW3xm5KFhdGpstLpPveRIwlav/6K0NNYmc/9kUcIzcykU2kpAT/8gDQg4KJ1Xa7UtGC6UrmqW5BnzpzJgAEDWLVqFX379m1rc1odF7WaXqtWUbphA9sjIyndvJkb0tJwUaud5vcfPpzOU6eSmZDArpgYPLVarpkxw7b/uv/8B5/Bg9l9++38OXIkwU89RfDTTwPg1r07N6SlUfDjj+yIjES3cye9f/sNqZvbJeuQqNUErlpF1YYNnIqMxLB5M4FpaUga0OE2fDjeU6dSkJDA6ZgYVFotPnY6fJKTUUZFcTomhoKxY/FOSsLtvvsAkAYEELh6Nfrffye7d2+Kk5Lw/fhjXIcNA2qDvubNN8l/5hmye/XCXFBA4IoVF6UpeNUq9Bs2cCIyEv3mzQSfR5P78OH4TJ3KmYQEsq2a/Ow0+SUno4qK4lRMDGfGjsUnKQl3qyakUoLT0rAYjZzo3Zvi5GQCv/4aRY8eAHg+/TSeTz5J3sMPkx0djSw4mHapqResyR6v5GQUUVEUxMRQMnYsHklJqM7a43AffFetwrBhA/mRkVRv3oyvk/vgOmIEntOm1TteM3cu8l69KBw2jMLbb0ceHo73/PmXZLs93tZnJTcmhqKxY9EkJaFuQEc76zN62vqMBtjpUPTti+9nn1EybRqntVqk3t74ffmlw0kk+MycieuQIXU2l77/PicDA23pVLdumAsLKfvPf5pFo0dyMvKoKIpiYigbOxb3pCSUDWj0XrUK44YNFFh95W2n0TUhAbeJE9G98AKFUVGYjx7FZ/VqsCuoIJHgMXMmSgeNLY1Mreb2VavI3bCB5ZGR5G3ezO1pacga+L2d5YbERLo99VSD+7vEx9Phzjub29wmMWPGAfbvL2XBAi1JSdfzySeH+Pnn0/XyffxxJBs33mZLs2ZFIpe7MHJkRwBmzvyb5ctP8c47N/DZZzeyZUsh7757oMXsbs14bo/ve+8hCwmps80jIQHNxIkUvvACp6KiMB49SuDq1XUK162JwWBgwoQJHDp0qE2u3xAaazw/ExND8dixeCYl4dpAjPC3xvM8q2/9HeKg92efUTptGme0Wly8vfGxxkHD5s2cCgysk6r+9z8qly3DfPJks+i4HOI5CgXtVqzAsHMnOb16Ufree/gtWIAiMvKidbXFb0oaGkrgypV1GlHOorrlFvw+/fSK0NNYmc91yBD8v/iCso8/5tSNN1JTXk7g6tUgkVy0PsGVwVVdQdbpdERGRhISEoJKpWprc1qdgPh4avR6DicmUpmZyaHx4zHrdLRzaD08S/tx48hOSaEwLQ3djh0cTEgg6IkncHF1RebtTdCTT5L51FPotm+n+LffOPnBB3j26wdAyLPPUrp5M0eTkqj8+2+yJk3CVFpKwMMPX7IO9/h4LHo9RYmJGDMzKRw/HotOh1sDOjzHjaMsJYXKtDQMO3aQn5CAxxNPIHF1RaJW4zFmDIXjxlG9axeVy5dTMmMGns8/D4D6nnsw5+ZS/NprmA4fpmLxYsoXLsR95EgAXLy8KHrlFfSrV2M6fJjS995D0a0bLv7+F6TJw6qpwKqpYPx4anS6ei27Z9GMG0dJSgoVVk1nEhLwtNPkOWYM+ePGYdi1i4rlyymeMQMvqya3YcOQtW9P3qhRGP/+m7JPP6Vi1SpUN99s21++eDH6//2P6j//pHjGDNS33XZBeuyRqNW4jRlDybhxGHftomr5cspnzMDdao89rtb7UJaYiCkzk1Krb13P3gepFK/Zs/H+/HNMDi2mErUa1/vvp+T55zHu3Ilx1y5Kx49Hde+9oFRetP3253cfM4Yiu2el1O5ZscfNqqPY6s8iqz/PPqOezz9P5fffU/HVVxj37SN/1Chchw1D1qlTrczgYALWrUN9992Yi4vrnNtSUYE5L8+WPF96CeOff6KbObNZNKrHjEE3bhymXbswLF9OxYwZuDnRqLJq1CUmYs7MRGf1lcqq0fWxx6h4/30MaWmYDx2i7Nlnkfj6oujfHwCX4GC8161Ddffd1DhobGm6xMdj0uvZlphISWYm6ePHY9Tp6NzA703u4cFtS5Zww6uvUn7ihNM8Sm9vbkxO5sy2bS1pulMqK00sWXKS117rQY8eXgweHMiYMV1YtOhYvbwajQJ/fxX+/ip8fJR89NFBxozpQs+eGiwWC4sWHWfChK4MGtSOHj28mDbter777jgVFaYWsb014/lZlP3743rbbZhO1/2A4PHYY5S8/z6VaWkYDx2i4Nlnkfr6orI+s63J4cOHefDBBznRwPPWVjjGc/3y5egaiOdqq29LrfG8xBoHz8Zz9+efR//991Ra42DRqFGohg1D2qkTGI3U5OXZkurWW1H07EnxeT5QXaiOyyGeK7p3R965MyVvvIHpyBHKv/iC6n37UN1yy0Vra+3flDoujtCMDCwGQ71za958k8DVqzEdcd6j5XLT01iZz/OFFyhftIiyWbMwHjxIwdNPI+vQAdfBgy9a3+WIuQXTlUqzVZAPHz7MQw89RK9evRg9ejTFdkFhyZIlDB06lOuvv55+/foxbdo0zGYzp0+fplu3bvz555+2vIWFhXTv3p3jx483ek2DwUBycjKDBg0iIiKCZ555htPWF2BMTAynTp1iypQpxMTEnPc8xcXFhIeH8/fffwNgNBqJiIhgpl0B9OWXX+ajjz4CYMeOHQwfPpwbbriBu+66izVr1tQ533fffUdMTAy9e/dm1KhRHDx40Ol19+zZQ+/evVm6dGmjWi8GT62Wko0b62wr3bQJr5tuqp/ZxQWPvn0p+d//bJvK0tORKBS49+qFZsAATKWldfYff+89Mq1dUVRdulDm0CWsfN8+59e6QJRaLVUOOqo2bULVgA5l377o7ew0WHUoevVC0asXErmcqs2bz51r40aU/fqBRIL+55/Jf/zx+qe1dtstmzMHnbWFUuLpiedzz1G9fz81+fkXpEml1aJ3osm1iZqqrJqUvXqhtGrSO2hSWTW53nIL+nXrqNHpbPtP33svZVYd5sJC3O68E2lwMBKVCo+HHsKwa9cF6bFH3qsXyOVU29lj2LgRhdUeexRaLdUO98GwaRMK632QuLsjv+EGzvTrR/WWLXXyWWpqKIyNxbh7d53tEpkMF3f3i7bfZpuTZ6UhHUqtFoMTHUqrDqVWS5Wd/8zZ2ZhPnECp1dZeq08fzCdPkhMZiaW0tEGbZNdei/vjj1P08suXrA9A5sRXxo0bkTvRKNdqMTpoNG7ahNyqUTdxIvpFi87ttFhAIrF1eZf36UPNyZMUNKKxJWin1ZLnYHvepk20ayA+eXTujFSlYnmfPugaKOjd+P77HP7qK0r++qvZ7W2MzMwyTCYLvXt727ZFRvqwZ08JNTWWBo/74YeTlJYaeeqpMACKiqqpqDDRq5fGlqdrV0+MRgv797eMj1ozngOgUOA/fz4Fzz1Xr0BfOHEi5U6eWZdmHKbRVLZt20a/fv1YvHhxq1/7fMit99jQxHjuGAer7eKgQqvFcJ44aEMmw+vf/6bsnXeoKSxsFh2XSzw3FxUB4DFmDEgkKLVa5N26UX0J79zW/k2p77yTojfeoHDcuHqnVw8eTO7tt1Px3/9eEXoaK/PJu3TBYFe2tVRVYTx82LktVzCiglyfZqkgV1dX8/TTT9O+fXt++OEHbr/9dluQ37ZtG//+97+ZMGECP//8M9OmTWPp0qWsW7eOoKAgIiMj61Qw16xZQ3h4OB07dmz0uklJSaxdu5b33nuP7777DpPJxNixY6mpqWHp0qUEBgYyZcqURiug3t7e9OjRg23WloB9+/ZRVVXFzp07AbBYLGzZsoXo6Gjy8/NJSEhg+PDhrFixgjFjxvDqq6+yY8cOAH777Tc++eQT3njjDZYtW0ZkZCSjR4+m1CFIHj16lISEBF544QXuv//+pt/sC0AZFER1Tk6dbdV5eShDQ+vllWk0SF1dMdjlt5jNmAoLUYaGourShapjxwgcNYp+Bw5wU1YWnV5/3RYwjXl5KB26r6nat0d+qWNZAWlQEGYHHea8PGROdLhoNLi4utbNbzZjLixEFhqKLCgIc0EBGI11zuXi6oqLry+m48frBEMXf3/cR4ygat26OtfxePxxOpeW4v7ooxQ899xFaTI5aDI1osl0AZpMVk1SX1/kXbpgPHkS3+nT6ZydTYfdu3GLi7PlLXrrLSwmE11OnSJMp0MVHU3uQw9dsCabvUFB1DjYU5OXh8R6jx3zOvq2Ji8PqfU+WEpLKRgwANO+ffUvVFWFYc0aqK62bXIbNw7jnj3NUqiSOtFh/6w45nX2jJ7V0dh+/cqVFDz6aKN2eyUmol+3jmprvLlUnPnKbPWVpAm+Mufl4WLVYNy0iZpTp2z7XMeMQSKT2SrVhpUrKX30USzNVOC9ENRBQVQ62K7Py8PNye8NoGjvXn656y7KG/hQG3TrrQQOHMiut99udlubQn6+AW9vBQrFuVe4n58Cg6GGkpJqp8dYLBZSU48wenRn3NxqF7Dw8pIjl0vIy6uy5Tt9Wg9AcbHz81wqrRnPAbynTKF61y70a9fWO79h0ybMds+sh/WZdSyctwYjR45kypQpuLZR9+6GaM04eBb1gw8i0WgonzXritRxvnhuPnGC4smT8Z4xg47V1QRt2ULpjBlU/fbbJWlrzd9UwdNPo2ugC3VOdHSdjweXu57GynzmvDyk9mVbiQRZSAguzVC2FdTHYDAwZcoUoqKiGDBgAJ9//nmDef/66y8eeOABevXqxX333cf+/fub1ZZmqSBv3ryZkpISpk6dSlhYGA8//DD/+te/AFCr1bzzzjsMGTKE0NBQhg4dSvfu3W1jbO68805+/vln27lWr17NnU0Y01VaWsqPP/7Im2++iVarpVu3brz//vscPXqUTZs24ePjg1QqxcPDAx8fn0bP179/f1sFeceOHQwcOJA9e/ZgNps5ePAg1dXVREREsGjRIm6++WYeeeQROnbsSFxcHPHx8SxYsACA1NRUEhISuPXWW+nUqRPjx48nJCSEn376yXatgoICxowZw4MPPsgTTzzR9Bt9gbio1dQ4fDGvMRhwcdL9VGod29FQfpm7O+prryU4IYEDjz/O4YkTCX3xRdq/9BIAeYsX0+6BB/C9804kUimBo0fj0bcvLgpFs+hw/PJvMRicdqM9O0alXtcfgwGJUomkoXNRO5FDnXOpVAT897+YcnMpmzevzr7KX38lu3dvdPPnE/Djj7auVZeqydGGs3mdabI0UZOLuzuejz2G1NubnLvuomzhQoKWLkVpHfMk79QJS2UlObGxZA8ahCk7m3bnCUqNcT57HH3WYN6L6CLt9txzuD74IKWJiRd8rDMu6FlpxJ+N7W+SPe7uuD30ULN0rbadU60GJ78VcK7RWV5nGuQ33ojHBx9QkZxMTV5es9l7sUjVaswOtpsNBqQX8ZxJlUoGzJvH5ueew1xV1fgBLYBeb65TOQZQKKQAVFc7nxZl69ZCcnP1PPjguQmPZDIXBg8O5MMPD5Kbq0enM/LeeweQySQYjS0zvUprxnN5eDgezzxDofU9dT6UN96I7wcfUJKcjPkyeGYvF9oiDro9/TQVqalYmvH3ddnEc5kMebdu6ObN4/SNN1L00kt4TZqEatCgC5Vko63KSC3F5VTmK1+8GM9nn63tHSCToZkyBWlAAJJmKNteTlwuk3TNmDGD/fv3s2DBApKSkvjkk0/q1BHPUllZydNPP01UVBQ//PADvXv3JiEhgcoGJo27GJqlgnz48GE6deqE2m4Afc+ePQG4/vrr6datGzNnzuTFF1/k9ttvZ8+ePdTU1N62oUOHcurUKQ4cOEBBQQE7d+5kmHVw/Pk4duwYNTU19OrVy7ZNo9HQuXNnsi5idtfo6Gi2b9+OxWJh+/btDB8+HIVCwYEDB9i8eTM333wzMpmMI0eOsH79enr37m1LX3/9NceOHQMgKyuL5OTkOvszMzNt+6F28rBTp04RGBh4wXaej46TJzNQp7MloF5l2EWpxOzkAaqxvoic5a+prMRiMiHz8uKvkSMpS08nf9kyjr3zDiEJCQAUrVnD0WnT6Pnf/3KLwUDgqFHkLlyIqazsgnVoJk+mk05nS+AkkCmVWJzoOPtCrRfIz+qoqnJ6LqDO+SRubgSuXIn8uuvIjY3FotfXOcZ88iTVu3dT+OKLmE+exKORGXm9J08mTKezpYY01VyAJkkTNJ31nbmwkDPPPoth1y5KPvyQipUr8bJOsBawcCHFH35IRVoaVZs3k/vgg6j/9S+UN954Xk0N0dR7DEADeZ359ny4PfssXjNnUvrSSxictBRdDBeio6G8Z/M1tr8puA4diqWyEr3DkI5LwVJVVb/QcR6NzvI65pNrtXivWUP16tWUv/lms9l6IfSaPJlHdTpbAupVhqVKJaaLeJn2TkqiYMcOTv3yS7PYejEoldJ6FeHq6trObCqV1Okxa9bkMnBgOzSaugW711/vgZubjEGDfmPgwHX06eONl5ccd3dZs9jaZvFcr8d//nyK33wT85kz57VRqdUSuGYNlatXU9xGz+zlSmvEQfv3nou/P8roaCq//rrZNJzv2tC68dx99GgUUVEUvfgi1bt2UZaSQsWiRXhOmtRkLZdDGak5uRz0NFTm082fT/m33xK8YQOd9XoU119P5apV1FxE2VZwfiorK1myZAmvvfYaPXr0YPDgwYwZM4ZF9sNgrKxatQqlUskrr7xCWFgYr732Gm5ubk4r0xdL87wBqe2+ZY9cLgdgw4YNPPfcc9xzzz1ER0fz3HPPMc1uNlofHx9uuukm1qxZQ7t27ejVq1eTKo7KBr5kmc1mW+X7QoiIiMBgMHDw4EF27tzJ9OnT6dOnDzt37mTLli0Msc5EaDKZuOuuu3jmmWfqHC+TyWzXnzJlCjc5jE9wtxsTecstt3DjjTeSkpLC0KFDm9TC3RROzZ3Lme+/t/3fcdIkFA73UhEYSLXDRCUAxsJCzHo9isBAKq1jpiVSKTJfXwynTyP18MCs11NlN4FI5cGDKO2WXzj+f//HifffR+blhTE/nx6LF1Nl92GgqZTNnUu5nQ7NpElIHXRIAwMxO9FRU1hIjV6PNDAQ49mx31IpUl/f2vwSSe0SRlIpmM22c9VUVlJTUlKr28ODoNWrkV1zDadjYjAdPmw7v+qWWzDn5GC0jlcHqD5woNHuNqUOmrwnTULmoEnWgCazVZPsAjTJ7DSZT5+uHVtn9xutPngQ5Q03IPX3R96hA4Y9e2z7TNnZmAsKkHfsiOEiJiCqOXWq9n7Y2eNitcdivcc2badO4eLEtzVO7kNDuL/8Ml7vv0/pxIlUNGPrqtmJDsdnxT7v+Z7RxvY3BdehQ6lcsaKOHy8VZ76SBgZiceKrmgY02PtKMWgQmpUrqf7lF0oeeqhZbb0QMufO5ajd7+2GSZNwdbDdNTCQygu4/2cJGzEC18DAehXvzvffzwIPj0uwuukEBCgpLq7GZKpBJqv9zp2fb0ClcsHTU+70mA0b8nn++Wvrbff1VbJwoZaSkmqUSikWi4UPPjhISMj5Z/huKm0Vz13c3VH174+iVy98P/gAqG1t8ps7F/f4eHKtH+JVgwYRuHIl+l9+4UwbPrOXK80dBxuL96rbb8d89CjGZu4uebnEc0VkJEaHIUPVu3bhcQETw7V1Gam5aWs95yvzUVND4fPPU5SYiESloqa4mOCtW50O2biSuRzGCmdmZmIymejdu7dtW2RkJHPnzqWmpgYXl3Ntunv27CEyMhKJdZinRCKhT58+7N69m+HDhzeLPc3Sgnzttddy7NgxdHaTAB04ULtMxJIlS7jvvvt46623eOCBBwgLC+PEiRN1KtSxsbGsX7+eP/74o0ndqwHat2+PTCZjt90EPcXFxRw/fpzOnTtfsAaZTIZWq2XRokX4+fnh5+dHVFQUW7ZsYfv27URHRwPQuXNnjh8/TseOHW1p3bp1rLAu9dO5c2dyc3Pr7J87d24dO2NiYnj44YcJCAggOTn5gm1tCFNxMfqsLFsq3bIFL+tMxWfx6t+fsvT0+gdbLOi2b0czYIBtk+dNN2ExGinfs4ey9HSkrq64XnuugOUWHm6rAAeMGMG1H32EpboaY34+LioV3rfeSvFFrINXU1yMKSvLlgxbtqB00KHq35+qBnQYtm9HZadDZdVRvWcP1bt3YzEa60wKohowAMP27bYJWgJ++AFZly6cHjQIo8MEPJpJk+quoefigiIiAuOB8y+LUlNcjDEry5aqtmyxzSJ9KZoMe/ZgsGpS2WlyHTCAKqsmfXo6iuuvB7vgoggPx3jsGOaiImqqqlB0735Okq8vUl9fjEePnldTQxh37wajEYWdPcoBAzCevcd2VKen1/Oton9/qp3dByeoR4/G6/33KRk/nnJrIbi5cPasKAcMoNqJDoMTHcr+/TFYdRjS01Ha+U8aGoq0fXvb/qag7NcPw6ZNFyOlQc76Sm6nUd6Ar4zp6cgdNMr798do1SDr0QPNTz9RvXo1JQ8+CKaWmQW5KRiKiynLyrKlM1u2EOBge0D//py5gPt/lrRbbuGHnj1ZFhHBsogIjv/0E8d/+ollERHNZH3jhId7IZNJ2L27xLYtI6OYnj01uLjUX36kqKiakycriYys/zE2MXE3Gzfmo9EocHWV8scf+fj6Krjmmkuf6A7aLp6bTp3ixDXXkB0RYUvmnByK33yT/DFjAOt6tD/9ROXq1eS18TN7uWK03mPHeO4sDlanp6M4TzyvbkIcVLRAnIPLJ56bc3KQ271vAeTdumG6gPdtm5aRWoDLucznNX48XpMmYdHrqSkuRhoYiLJ3b/S//96s9+Bqprq6mvLy8jqp2m7umLPk5+fj7e2Nwq77up+fHwaDgRKHjzP5+fm0a9euzjZfX19yc3Obze5mqSDffPPNBAUF8dprr5GVlcUPP/zAqlWrgNpuz7t27eLgwYMcOnSIV199lfz8/Do351//+hfHjh1j27ZtDB06tEnXdHNz44EHHuDtt99m69atZGZmkpiYSGBgIP0vcomG/v37s2zZMvpYFySPiopi/fr1hIaG2lq1R44cyf79+/noo484duwYK1as4MMPPyQ4OBiAxx9/nAULFrB8+XJOnDhBcnIyq1evJiwsrM61pFIpr7/+OsuWLWPXJcxeeD7OLF2KTKPh2pQU1OHhXJuSgtTNjTzrlzoXlQqF3YLn2bNn0yExEb+4ODyioug6Zw458+dTo9dT+fffFKxcSfcvv8T9hhvwGTKEjq++yqk5cwCo/Ptvgp95Bv9778X1mmvo8c03GE6epHD16kvWUb50KVKNBt+UFOTh4fimpCBxc6PCqkOiUtVZuL1s9mw0iYmo4+JQRkXhZ5152qLXY9HrKV+wAP+5c1FGRaGOi0MzcSKl1jVlPZ58EtdbbyV/zBhqSkqQBgQgDQjAxdvbdm6Pxx7D7aGHkF93HX5z5uDi6orOOgb9QjS5aDT4paSgCA/HLyUFFzc3dA1oKpk9G+/ERNysmtrNmUOZnSbdggW0s2pys2oqsWoq//ZbJC4utJs9G3lYGF7PPovbHXfUzmJtNlP2xRf4v/8+quhoFD16EPj111Slp2O4yImgLHo9lQsW1K5RHBWFKi4O94kTKbfa4xIQANZl1/RLlyLRaPBKSUEWHo6X1bd6u6/JDSHx9sbrk0+o+PJL9N99h0tAgC3Zfwy4WCx6PRULFuA7dy4K67PiNXGibf1haUAAEquOCqs/fazPqI/DM6qbMwf3UaNwf+IJ5D174rdwIfqVKzE1tYeFVIq8a9d6L+9LRq9Hv2ABnnPnIouKQhkXh9vEiVQ48VWV1VceKSlIw8PxsGqssmr0nDcP88mTlE2YgIuf3zlfXAZL7B1duhSFRoM2JQVNeDjalBTkbm62VmapSoWr3e/tfJSfOFGn8m3U6TDqdJRdxNCei8XVVco994Qydeo+9u4t4ddfc/n88yOMHt0JgPz8KqqqzrUJHDqkQ6l0ITS0/gRQGo2cjz46yN9/69i6tZC3397P009f47Si3Ry0Wjw3m+sUuk1ZWbXDTc6csU3o4z9vHqaTJymcMAGpn58t3ksug2f2cuFsPPexxkHXuDg8HOL52ftVaY2DGms811jfa5VW35bPmYPbqFG4WeOgz8KFVK1cidkuDsqvv7754xyXTzyvWLQIWVgY3u++i6xLF9weeQT3p56i7BJ6P7VmGak1uJzKfMajR9FMmoTqlluQd+9OwNKltcvC2a2+czXQkmOQ582bR2RkZJ00z2FeHwC9Xl+ncgzY/nesUDeU11nF+2JplgqyXC5n3rx5lJaWcu+99/Ltt9/ysHX92+effx5fX1/i4+N5/PHHUSqVPPTQQ7YWZqjtfjxw4EAiIiLwdZhN8HxMmjSJm2++mRdffJGHHnoIpVLJl19+We+mNZXo6GiMRiOR1smLunfvjkqlsrUeA4SEhDB37lw2bNhAbGwsKSkpvPrqq9x9990ADBs2jJdeeomZM2cSGxvLli1bmDNnDp2cTOLUr18/hgwZwltvvYXZ3PwdHMw6HXtiY9FER9M3IwNPrZY9w4bZxvu0i49ngN3XljOLF3N8+nS6zZtHxNq1lG3dStYrr9j2//nww1QePkyfjRvpvnAh2Z98QvbHHwOg27mTv599lms++IC+GRkA7Lnzzmb54mjR6ciNjUUVHU1IRgZKrZbcYcNs40fc4uPpaKejYvFiiqdPx2/ePALXrqVq61aK7HQUTpiAISODoPXr8Zs1i6KkJCqXLas91333IZFKCUpLo2Nuri0F/PADAJUrVlDw7LN4T51KyO7dyK+5htNDhmCpqLggTTU6HTmxsbhGR9M+IwNXrZYcO03u8fF0sdNUbtXUbt48QqyaCuw05Vs1ha5fTzurpgqrphqdjlODByPv1o0O+/ejGTeO0/HxtqWcCl56ifIffiDwm28I/eMPakpKOH3PPRekx5HSCRMwZmTgt349mlmzKEtKospqT1BuLur4eKDWt4WxsSiio2mXkYFCq6XQ7j6cD9WQIbh4eOD22GME5ebWSVK7rv+XQtGECVRnZBC4fj0+s2ZRYvestM/Nxc1OR15sLMroaIKsz+gZOx2G9HQKExLQJCURtHkzNcXFFDhZWqIhXHx9kcjl9dbUbA7KJkzAlJGBz/r1eM6aRXlSEgarxna5ubjaaSyx+sovIwO5VkuxVaNLQACK/v2R9+hBu5MnaZeba0tnj29LjDodv8TGEhgdzT0ZGbTTalkzbJhtDHKX+HgebsYvz63B5Mnd6dHDi0cfTWfatP288MJ1DBkSBMCAAetYtercrK6FhQY8PeW27mj2jB/flbAwd0aO3Exi4m4ee6wzjz124b2wmkprxvPzIQ0IqO2C3aMHHU+erBPv3S6DZ/ZyosQaB/2t8bw0KQm99R6HOMSIAmscDLDG83w731anp1OUkIBnUhLtrHGwyCEOSgMCWmyd9MshnpuOHSNv8GCU0dEE796N16uvUvjkk1RdwpwGl8tvqrm4rMp8P/5I6YwZtFu0iOCNGzH+/TdnRo1qtXtxNZCQkEBGRkadlGCdv8gepVJZr4J79n+Vw0fLhvI65rsUJBbHwcNtxIgRI3jggQe477772tqUy5rfnBRwrnQ6tbUBLcDlMJ6jJWieUYmXF8bGs1xxXI3tXyvb2oAWYIyl8dmVrzSOSD5qaxOanS6XRzGp2Tl5FZYnrsZ3b8vMJy9obq7kOHGoBWPBtU28Lzt37uSRRx5h7969tnmd0tPTSUhIYNeuXXXGIL/xxhsYjUbeffdd27ZJkyahVCp56623msXuZmlBvhTS09OZPXs2WVlZTe5eLRAIBAKBQCAQCASCS8PcgqmphIeH15tbKiMjg549e9apHAP06tWLXbt22eazslgs7Ny5s87KRpdKs81ifbH8+OOPrFu3jrfeegs3Nzfb9ueee47Nmzc3eNy0adNs3ZobY+/evTx6nmV4goODSUtLa7rRAoFAIBAIBAKBQCC4ZFxdXbnnnnuYOnUq//d//8eZM2f4/PPPmT59OlA7MZeHhwcqlYqhQ4fywQcf8M477zBixAi+++479Ho9d9xxR7PZc9l0sXbkzJkz6B3WnrXH19e3ztJJ56O6uprT55l+XyaTERIScsE2tgWii/WVwdXYzQtEF+srBdHF+spAdLG+MriSu06eD9HF+spAdLG+MriS48RfLRgLul/AfdHr9UydOpVffvkFd3d3nnzySR577DEAunbtyvTp023LOO3du5ekpCSysrLo2rUr06ZNo7vDDPGXwmVbQRY4R1SQrwyuxpc0iArylYKoIF8ZiArylcGVXPA9H6KCfGUgKshXBldynLhcKsiXE23exVogEAgEAoFAIBAIBK3P1fhh6VJp80m6BAKBQCAQCAQCgUAguBwQLcgCgUAgEAgEAoFA8A9EtCDXR7QgCwQCgUAgEAgEAoFAgGhBFggEAoFAIBAIBIJ/JGIiuPqICrJAIBAIBAKBQCAQ/AMRXazrI7pYCwQCgUAgEAgEAoFAgFgH+YqjJdcqayuuxrV1pW1tQAuha2sDWoCr8fm7GvFtawNagJK2NkDwj6b9VVj8O3IVlpGUbW1AC1Da1ga0AFfqer8AW1vwd9PvCr0vogVZIBAIBAKBQCAQCAQCxBhkgUAgEAgEAoFAIPhHIsYg10e0IAsEAoFAIBAIBAKBQIBoQRYIBAKBQCAQCASCfySiBbk+ogVZIBAIBAKBQCAQCAQCRAuyQCAQCAQCgUAgEPwjqWlrAy5DRAVZIBAIBAKBQCAQCP6BiC7W9RFdrAUCgUAgEAgEAoFAIEC0IAsEAoFAIBAIBALBPxLRglyfS2pB/vjjjxk1alRz2XJRrFu3joEDB9KrVy82bNjQprY4snr1agoLC4G2u1eqiAg6p6fTraKCztu2oerT57z5fcaN49rsbLqWlRGUmorE1bVeHolCQZd9+1APGlRnu3rAADrv2EG38nK67NqF2223XbL9EqUS39RUOhQXE5qTg+eECQ3mVUREEJSeToeKCoK2bUPhoNVtxAhCDh+mQ0UF/j/8gIuvb51jO1ksdVLQ9u31riELC6NDZeWliVIq8U5NJaS4mOCcHDzOo0keEUG79HRCKioI2LYNuYMm9YgRBB0+TEhFBb4OmgA8p04lODeX4MJCvOfNA6XynOYBAwjYsYOQ8nICdu1C2Qz+cqQ5nz9ZcDChS5bQtbCQa7OzCfjgAyR2es4iDwuj26X6yAmt9Sy6eHnhO38+7XNzaX/mDH5ffIGLl9cVp8OegDVrcH/00TrbZF26EPDLL3QoKyN4715chw27dHFnUSpRpqbiXlyMW04O8vNodImIQJ2ejntFBept23Bp4BmV3X8/HhZLnW2SsDBcf/4Zd50Ot+PHkU+c2KwaWiNOyCMiaG+x1EkB1tjn88UX9fa1t1jwX7fustYE5499qiFDCNi9m5DKSgJ270Y1dOjF6WkjjcpBg5z6pb3FgrR9++bT0kxUV1cTGxvL1q1bW/3aiogIgtPT6VRRQbCTGOaI57hxdMjOplNZGX4O7yCJUolfaiodi4vpkJODl4NvZZ06Ebh2LZ3Kywn9809cBw+us9/rpZfocPw4nSoqCPz5Z2TXXOPUBr9PP8U7KeniBCuVaFJTCSouJjAnB/dGnj//9HSCKirwd/L8ncV9yhQ0X3xRZ5uLvz8+339PUEkJgadP4/nuuyCVXpzNTaA1yxKu/frRadMmuul0hGVmonnyyRbTJbh8ueK7WM+cOZMBAwawatUq+vbt29bm2Dh16hTjx49Hr9e3mQ0StZr2q1ZRuWEDRyIjqdy8mQ5paUjUaqf5PYYPx3/qVE4nJHA8JgZXrZaAGTPqnlOpJOTbb1Fdf32d7VJ/f9qvWEHZd9+R1bMnZd9/T/sff0QWEnJJGryTk1FGRZEbE0PR2LFokpJQ33efU63tVq2iasMGTkdGYti8mQA7rYq+ffH97DNKpk3jtFaL1Nsbvy+/tB0v794dw65dnAwMtKW822+vqzE0lICVK3Fx8tHgQtAkJ6OIiuJMTAzFY8fimZSEawOa/FetwrBhA3lWTf4Omrw/+4zSadM4o9Xi4u2Nj50mj0mTcB87lsKHHuL/2TvzuKiq/o+/ZwYYZtg3AcW9VDQTBZVCs+gpyzRKK20107KsJ8w0lxa05ZdpPQ+PlUtSZtbTpmaZS1lZjxsu5FIqLqgoq6wyDMMAM/f3x1zGmWFAkM3lvF+v81LuOffe7+d+zzn3njlb/h13oI6NxUd+6SqDgghau5ayr74ip3dvyr75hsDvv0fVSH852t+U+S9s5UoUWi2nBg8mc8wYPEeMIOiNN+yu4RIWRocm8JEzWiovBixejFufPuQOG0bu0KG4hocTsHTpZafDchEF/gsWoLn9dvvDajXBmzYhGQxkR0dzbt48gr7+GrcmqsPV8+ejioqiLDYW46RJqBMScHGiEa0Wzfr1mLZsoSwyEtP27WjWrQPHPOrjg3rBghratOvWIeXloe/bl/Knn0b9yiu4PPhgk2hoqXrCtWdPKvbuJTMkxBry5LqvKD7e7nhudDRSeTmljs/iEtNUV93n0rUrAd99h/7TT8np1Qv98uUErlmDqmPHi9LUGhqN27fb+SUzJITy//2Psu++w3TmTJPoaCqMRiNTpkzh2LFjLX5vhVZLiFyHZcrPOKSOd5DHyJH4zZ5N/sSJZMfG4h4djb/NO8hfrjuzY2PJnzQJv4QEPGx8G7xmDaacHDKjoihdsYLg776z/mDh+dBD+L72GnlPP01Gnz6Y8vMJWbu2hg0+06bh/eSTF63ZR85/+bGxFE+ahFdCAu615L8AOf/lRUZSsX07AU6ejWbMGLznzKlxvt8XX6Dw8SHvhhsovP9+NA8+iOdLL1203XXRkt8SquBgOmzYQNnvv3Oib1/yEhIIef99PJvyB9xLEHMzhssWqREsWLBAeuSRRxpziUZzyy23SCtXrmxVG5xx5swZqVu3btKZM2ckSWq6Z3UQ6h0yx42TjGlpdsfKjx6VMsaOdZq+9I8/pLMJCda/T8TESCa9Xjqk0UgHQToWHi4Z9u6VDPv2SZIkSSeHDLGmPX3PPVJlXp7d9Srz86XTo0Zd0M6TtYRTWq1kKiuTsocMsR4rfPllybB5c420eePGSRVpaXbHKo4elfLGjpVOgqRbvlzSLVtmjTsdFiaZTSbpTKdO0kmQit54Q9J98UWttuTGxUlVubmSsVp7HXafBOl0LeGMrCl3yBDrsWJZk2PagnHjpMq0NLtjFUePSvljx0qnQSpdvlwqXbbMGpcpa8rs1Ek6rVRKVbm5Uv5jj1nj8x96SDL89JN0GqS8e+6RqvLy7K5dlZ8v5Y0aVavtpxuQ95o6/x3r3l2SJElKbdPGGn9mzBipIiPjfB6Mi5Mqc3Ot+bO+dl7Ily2ZF09ptZK5slLKHDDAGp8VHS2ZKyulU2p1vWy9FHScBOl027ZS2W+/SZWnTklVhYXW806ClDtqlGQ6d0465e1tPXZu4UJJ99//1mp7SX2DViuZy8ok/ZAh1mPlL78sVW7eXCNt2bhxkiktze6Y6ehRqWzsWLtjxo8+kiq3bJEkSbIe04WESBVffSWVeHpaj1WsWiUZP/yw3ra2ej0BUvEbb0ilX3xRZ7mvDmUbN0qln31Wr7SXat2XO2SIVPLvf9vXfQUFUt7991+Urtbym23IHzNGMhUWShkBAQ2yt7k5duyYdPfdd0sjRoyQunXrJiUnJzf7PdPAGs7KdZjtsYqjR6XcsWPtjlWHsj/+kAoTEqx/Z8jvoBMajXRC9m3mkCHW+IKXX5bKNm+W0kDKvOUWyaTTSSe0Wmu8ftMm6/XynnlGOvvkk9a4M717S5IkSSeDgqQ0kE54eUm6b7+VqgoKpMr0dHs76hky5brv7JAh1mPnXn5ZKt+8uUbaQjn/2R6rPHpUKhw71vK3SiXpFi6UzGVlUkVqqlS6bNn5tG5ukn7FCim7a1frMd1770mGdevqbeul+i2RNXGiVH7okN31Chcvloo///yCdl7ObIRmC5cryoY0po8fP86DDz5Inz59eOyxxygqKrLGffvtt9xxxx1cd911DBw4kDlz5mAymcjOzqZHjx4cPHjQmragoICePXuSnp5+wXsajUbmz5/PkCFDiIiI4OmnnyY7OxuA2NhYMjMzmTVrFrGxsRe81urVq3n00UdZtGgR/fv3JyYmhjVr1rBx40ZuueUWoqKimD9/fr3unZGRQffu3fn555/5xz/+Qe/evZk4cSLFxcUA3CoPV7311ltZvXo1AJWVlcyZM4d+/fpx4403ssxhyEpTo4mOpmzrVrtjhm3b0N5wQ83ESiWa/v3R/+9/59MmJ6Nwc8O9Tx8APIYMQb95MyednG8qKMAlMBCve+8FwCsuDpWXF8a//rpo+9369EHh6kr59u3WY8atW3EbOBAUCru06uhojA5ajdu2oZZtVUdHU26jzZSRgen0adTR0YClF6Xq6NFabdHcdRdFr75KYXz8ResBcJU1Geuhyc2JpgobTW7R0Rhr0eTaqxfKwEAMa9ZY48v++19rz5C5oABVYCAa2V+auDiUXl5UNsJfjjRl/qvKySF96FBMZ8/anaayGXrsedddnH31VXIa6SNntFheNJs5O3w4Ffv22Z2vcHFB4el5+egA3Pr1w3TmDFmRkUjnztldx6VLFypTU5FKSqzHKg8cwN1Z3mggyj59wNUVk41G09atqJxoVEVHY3LQaNq2DZWNHaqbbsLl5pupeOstu3RSTg7lY8ZAaakl3Y03orrpJky//95oDS1VT8CF675q1LGxqG+6iXOzZl3Smi5U9xn/+IPiF16wRLi44PHEEyjUaip27booXa2h0Q4XF3zefJOSt97CLE/pulTYtWsXAwcO5Ouvv26V+6ujoyl3eMbl27Y5r2eUStT9+2OweeZG+R3k1qeP07qzfOtW1LJv3aOjMf75J5LN9B7j1q1Wf5YsWoROHgmk8PbG+9lnqfj7b8x5eQC4du6Mwt2dzH79qDxx4qL0usp1X0U981+Fk/rdTbZX4emJ6/XXc3bgQCp27LC/UUUFRY8+iiktDQCXnj1xv/tujE1Q9zmjJb8lSjduJGvcuJqXbcJpTpcipmYMlyv1biBXVFTw1FNP0b59e1avXs3QoUOtld6uXbt48803mTJlChs3bmTOnDmsXLmSX3/9ldDQUCIjI/npp5+s1/rpp58IDw+nYz2GNCUkJLBp0ybeeecdvvrqK6qqqpg0aRJms5mVK1cSEhLCrFmzWLlyZb107N27lzNnzrBy5UruuusuZs+ezWeffcaiRYuYMWMGSUlJHDp06IL3rmbx4sX861//4vPPP+evv/6yNnq//fZb67/D5KEZe/fuxdXVlTVr1vDUU08xd+5c0uQKpjlwCQ2lKivL7lhVbi4uYWE10qp8fVFqNPbpTSZLw1dOX7R4MblTpiA5GTZetmULhR98QNjKlYRXVtJ+zRqynnqKinp8eNWGKjQUc34+VFaeNyk3F6VGU2O+mSo0FJODVlNuLirZ9gvFu4aHW+YqHThAWHo6AYsXo/DysqYteOopSj/66KK1tLQmly5dMBcWor7xRoL//JPQ06fx/fe/wc0NAOOWLeg++ICAlSsJq6wkcM0aCp96ql4fyvWlKfOf+dw59D//fD5OocD/uefQ28yFzH7qKYqbwEfOaCm/SeXlGH76CSoqrHHe8fFU7N/fJB+/LVmmDD/+SP7YsU7tNuXmogoNtb9f+/YoAwMvXpyMMjQUyUGjlJuLQqNB4aBRGRqK2UGDOTcXZXUedXPD/aOPKH/2WahjuozHqVNot23DvGMHVatWNVpDS9d9rhERBB84QGh6On4OdV813jNmUPbpp5gyMi5pTReq+6px6dqVMIMB/48/puT11zHV4wf7S0WjLdoHHkDh60vphx822v6m5qGHHmLWrFlommHKS32o7Rk6ewcp5XeQqZZ3kEtoKKY6fOvsXs7ed17jxtH53Dk8x44l/9lnrccrDhwgd8QIqhqRD5VO8p9Zrvsc85/Sib1mm/wlnTtH/qBBVF3gR/PA338n+OBBzMXF6JspD7bkt0RlejoGm7nyqqAgvMeMsfvWEFwd1LuBvH37doqLi5k9ezZdu3bl4Ycf5h//+AcAWq2Wt956i9tvv52wsDDuuOMOevbsaZ1zctddd7Fx40brtTZs2MBdd911wXueO3eO77//ntdee43o6Gh69OjBu+++y8mTJ9m2bRv+/v6oVCq8vLzw9/evlw5JknjllVfo2LEjo0ePxmAw8M9//pMePXpw3333ERAQwIkTJy5472qef/55rr/+evr06cOIESP4S65Mqu3x9/fH3d0dgODgYGbOnEmHDh14/PHH8fb25siRI/Wy+2JQarVIRqO9fqPR6cJG1XM5nKVXOklf416enrh26ULe7NmcHDCAvDffJGTBAty6d79o+xW12A/U0FBb2up0dca7uODatSu4uZE/bhz548ejjokhaMWKi7a9NlpKk8LTE4VWi8/cuRS/+CKFTzyBZsQIfN9913KupycuXbpQMns2uQMGcO7NN/FbsACXRvjLkebMf8Hz5uHerx9nX365yeytixbLiw54Pfss2gceoHDatEZrqOve0Lw6HDFs2IDSxwff2bPB1RW3yEi8xo9H4dCIuSi0WqhFI462OUmL0WhN5/bqq5j+/BPTpk113tIwahRlw4ejjIhA/e9/N8p8aNm6z6VrVxRubhSOG0ehXPcFONR9qs6dUcfGonv//Ute04XqvmpMeXnk9u9P0aRJ+MyZg2bkyIvW1tIabfF46in0SUlI5eWNtv9Ko7Z3UI16gNrfQVTnqwv41lk8TvxV9ssvZPTti27pUoK//x6XTp0uQplz6rLRUXOtaetRf9tS/Pzz5N18Mwq1Gr8vv2y40fWgtb4lFO7utF+1iqqcHIqWLGmMhEseMQe5JvVuIB8/fpxOnTqhtZkU37t3bwCuu+46evTowYIFC3j++ecZOnQo+/fvt/a03nHHHWRmZnL48GHy8/P5888/rb2qdXHq1CnMZjN95CG+AL6+vnTu3Pmie14DAgKsGtRyYQmz+RXK3d2dioqKet/bthfc09OTSptf7hwJCwtDYTPMxcvLC6NjhdoIAmfOpIdOZw3g5KWsVtsNAaqm+uXqLL25HisCB7z0EgqFgvw33qB8717yXn0Vw86d+DdiuKtUXu7UHqCGhtrSVqerM76qitOBgZyNi6MiJYXyX34hf+xYtHFxNXq5GktLaDKXlSFVVaHUail+/nmMmzdj/OUXil98EY8JE0ChwOull0ChoOSNN6jcu5eSV1+lYudOvBrhr5bKf23mzsV/8mQyH3kEo83UjeakxfKiDV7PPIP/ggUUvvAC5RdooF3KOpxhzssjb8wYvJ55ho4GA0FffUXJ++9jthlyfdGUl9f8GKxFo7O0qNVQVoayVy9cn3oK4+TJF7ylOSUF07p1GF94AdeJE8HVtTEKWqyeoKqKzMBA8uPiqExJwfjLLxSMHWuZcmFT92lHjaJy3z6qDh++5DVdqO6z3qOkhMp9+yhdtIjSpCQ8//nPi9bW0hqrUQYFoR48mLLPP2+07VcKnXQ6a4DGv4OozlcX8K2zeNQ131+mM2eo2LePguefx3TmDF4Oq/s3hobkPxpRf9tSdeAAFX/8QdG4cWjuvrtJFru7FL4lFB4edPjxR9y6dePM8OFOR05eSYgh1jVp0BxkyWGLC1f5I2DLli2MHDmS/Px8Bg8ezIIFC+hnswS7v78/N9xwAz/99BM///wzffr0ISQk5IL3UztWNjImk8lumHNDcHGpufWzwmFuRkPu7dqADyGVkyXwHZ9pYyhcvJi0iAhrqDhxAheH5+wSEkKVPI/aFlNBAWaDwT69SoUqIMBpekfcIyMp37/f7lj53r24NqKyNGVmWoZc2jw3VUgI5rIyzPJcb9u0KgetqpAQTLLtF4qXdDqoqrLGVcofgk25qnO1HU2pSekk3pydjVlOU5maao2rPHLEMhwsKAi3yEgqHfxVsXdvo15uLZH/QhYsIODFF8l85BF08tz+lqAl8yKA94svErBwIUUvvYTuIlcMvhR01IVhwwbOBAeTERZGZrdumAsLqTp1quGiHDBnZqJw0KgICbF8TDloNDspQ0q5DLmMGoXC3x+PtDQ8dTo0GzYA4KnT4fLQQyjatMElLs7+eocOWXqTvL0bpaGl6gmoWfdVN4JtdyBwv+MOuzm9l7KmC9V9Lj174jZokN25VYcOoWqC4f0t6TcA96FDMZ08SeXffzfa9iuFjIgIa6g8caLedZRZfgepnLyDTNnZVGVmWvJILb515k8Xm3u533wzrt262cVXHD7cJNNKrBqc5D+lbKPkJP9dKH/VhsLLC80DD9j94FQlT01sCj2t/S2h9PKi408/ob7uOtJjY6k4frzRmgSXH/VuIF977bWcOnUKnfxrDsBh+UX67bffMmrUKF5//XXuv/9+unbtyunTp+0af8OHD2fz5s388ccf9RpeDdC+fXtcXFzYZ7NgTVFREenp6XTu3Lm+pl8Ujb23s0Z3c2MuKqIyLc0aDDt2oLnxRrs02pgYypKTa54sSRh270Zr8+GgveEGpMrKGg1fZ1RlZaHu2dPumLpHDypPnrw4MUDFvn1IlZV2i5KoBw2iYvducPhhwZicjNpBqzomBqOs1ZicjNpGmyosDFX79hiTk3END6dDSYndUCe3iAikykqqmrhirJQ1udVDU0VyMm4OmtxiYqiQNVXUoali714ko9GyaIeMa3g45pISzAUFmLKycHXwl2uPHlQ1wl/Nnf8CX3sNv6efJmPMGEpaeNGXlsqLAB6PPYb/u+9SOHkyJe+9d9nqqAvXHj0I/uUXUCgw5eSAJKG56y7KN29ujDwAzPv2QWUlKhuNqkGDMDnRaEpORuWgURUTgyk5mYr330ffowf6iAj0ERGUT5gAgD4igqoffkDRuTPuq1ejaNvWeq4yMhLz2bNIjZwv3lL1hEt4OO1KSlDZ1H2uct1XaVP3ufXvj9FmatGlrOlCdZ9mxAj8HbZNc42MtP4oejlotKYfOLDRfrnSqEpLswbjjh016jD3mBjKa3kHGXfvxt3mmbvL76CK/fud1p3ugwZhlH1bnpyMul8/FPKUOmu8fC/f6dPt901WKnGLiGiSfFdNpVz3Oea/ylryn+Ozsc1/daHQavH/+mvL4l8yrpGRSFVVTbKOSat+SygUhK1ejWuXLpwaMgSj3PC/0hE9yDWpdwP5xhtvJDQ0lJdffpm0tDRWr17N+vXrAcvQ471793LkyBGOHTvGjBkzyMvLo8JmoZl//OMfnDp1il27dnHHHXfU654eHh7cf//9vPHGG+zcuZPU1FSmTZtGSEgIMTExDZTaMBp77+pFKVJTU9Hr9c1qa22UrFyJyteX4MRE3MLDCU5MROHhQck33wCW+RWq4GBr+qKFCwmYNg2vuDjco6IIWbSIoqVL6zW0pDgpCc9hw/CfPBnXzp3xj4/H8447KFq48KLtlwwG9MuXW/aFjYpCGxeHz9SplPznP4Blv7rql5F+5UqUvr74JybiGh6Ov6xVL2vVLVqE56OP4vnEE7j27k3gZ59h+PFHqk6dojI1lcrjxwlYuhTXXr0sc/CWLkW3dGmNX/0bi2QwULZ8Of6yJk1cHF5Tp1Iqa1LaaCqTNfkmJuISHo5vYiJKDw/KZE2lixbh8eijeMia/D/7jPIff8R06hSSTkfp0qX4vf8+bgMH4hYdjc8776BPSgKTCX1SEu7DhuE5eTKqzp3xjI/H/Y47KG2Evxxpyvzn1qMHQa++Sv7cuZRt3YoqONgaWoKWyotKPz8CPviA0k8/Rf/VV/Y6lQ0a8NOqOi5E1alTuPbsie+cObh06oTPK6/gPmgQJY2Y42rFYKBy+XLUixejjIrCJS4Ot6lTqZQ1KoKDQdZYtXIl+PqiTkxEGR6OOjERPDyo+uYbKCpCSks7HzIzLc8wLQ1KSzHv3o05JQX3Tz5BGR6O6s47Uc+fX2O164uhpeqJqtRUqo4fx1+u+9xiYvBfuhT90qXWHidVx44ovb2pbOSH4qVS95V9/jmq0FB85s7F5Zpr8Jw0CY9HHqHk7bcbpa8lNVbjet11jfbLlUyp/A4KkOuwAIc6zPEdVLJwIb7TpqGNi0MdFUWgvPK0ZDAgGQyULl9O0OLFqOW603fqVM7Jvi3/4w+qzpwhaNkyXHv2xGf6dNQDBlDy8cfWa3s9/jgeDz6Ia7duBC5ahFKjQbd8eZPprc5/vosX4xoVhXtcHJ4O+a+67jOsXInC1xcfOf/5yM/GID+bujDn5mJYtQqfDz7ANSICt0GD8E1KQv/++5YRKU1MS35L+I4fj8ctt5A9YQKm4mJrnNLPr8l1CS5xGrIn1OnTp6XHHntM6t27t3TfffdJc+fOlR555BEpNzdXeuKJJ6Q+ffpIMTEx0qxZs6SEhATpiSeesDv/ueeekx5//PEG7UNVVlYmJSQkSAMGDJAiIiKkSZMmSVlZWdb4W265RVq1alW9rrVq1Srplltusf7tuFex4/Xqurezcx33Op46darUq1cvadmyZU73QW6I7dU0ZO+4gyCl9e8vlaWkSKayMqksOVlKi4iwxmWMHVvjmjnTp0uVOTlSVVGRVJiUJB1Sq2vd7812H+SDIKWPGCEZ9u6VTDqdVLZnj3Tq1lsbvQ/tKY1G0n36qWTS6aTKjAypID7eGidJkt3eqpn9+0vlstby5GQpMyLCfl/XsWOlyvR0yaTTSaWrVknp/v52e7iWrlolVRUWSlX5+dK5//xHOunmVsOe7CFDLNovYHede2VqNFKpjabC+Hi7fSmr98E8DVJO//6S0UZTdkSE/f6XNpr0q1ZJGf7+5+NdXaWSf/9bqiookEyFhVLJggXSaTc3a/zZESMko+wv4549Uu6tt15w38zWyn8506fXu0yclH3UlPsgt1RePDt6dK06z3Ts2Oh9kFuyTNmGypMn7a57EqSsgQOl8t27JVNpqVSenCxlRUfXaXdJQ4JGI1V8+qlk1ukkU0aGZIiPt8ZJkmS3z3Fp//5SVUqKZC4rk6qSk6XSiAin19TL+cr2mC40VKpYtUoyFxdLpsxMqXzmzAbZeSnUE5lhYZJ+1SrJJNd9Jf/5j109kTNggCRJkt2xiw2XSt2XM3CgVL5jh2TS66WKgwelsyNGNFpbi2sEqeLQIangqacu2taWpDX2QU4DKcOmDjMkJ0tnIiKscbnyO8g2fb7NO+hcUpJ0Qq22xp3QaKQSG9/mxcfbnZvetatU9vvvkslgkIx//SVl3XprjX2ZjUeOWN6Hv/4qne7Rw/l+zJs3X9Q+yBkgZWo0kl62sSojQyqKj7fGSZJ0fp9jkHLl/GcuK5OMyclSbkSE02uWLltmvw8ySJne3lLpxx9LVXl5UlVenqR77z0pw9W1WfZBbslvCd2GDU7jSjdvvqL3Qf4Wmi1crigkqQknwV6AMWPGcP/99zNq1KiWuuUVx6FWGLrd3GgvnOSyo+Zs8yuDpv9tuPW5EvPflUjAhZNcdhS3tgGCq5r2Lff512KcuAK/kRq2rvTlwbnWNqAZ6HkZl6eVzVhu7rtMn0vNFauageTkZP7880/S0tLqPbxaIBAIBAKBQCAQCATNx+U8V7i5aJEG8vfff8+vv/7K66+/joeHh/X4s88+y/bt22s9b86cOdx99931useBAwcYW8dy+W3btmXdunX1N1ogEAgEAoFAIBAIBFcVLTrE2pGzZ89iqGMBqICAADw9Pet1rYqKCrLrWJ7excWFdk28ZU9rIIZYXx6IIdaXD1di/rsSEUOsBYKmRQyxvjwQQ6wvDy7nIdb/bcZy89Bl+lxapAe5Ntq0adNk13Jzc6NjE2xQLhAIBAKBQCAQCARXA+bWNuASRNnaBggEAoFAIBAIBAKBQHAp0Ko9yAKBQCAQCAQCgUAgaB3EIl01ET3IAoFAIBAIBAKBQCAQIHqQBQKBQCAQCAQCgeCqRMxBronoQRYIBAKBQCAQCAQCgQDRgywQCAQCgUAgEAgEVyViDnJNRA+yQCAQCAQCgUAgEAgEiB7ky46eL7a2Bc3AT61tQDNgbG0Dmocxx1rbgqbnqytw+/Td6a1tQdNzJc6RuhJ/oRZ+unw4oVC0tglNThdJam0Tmpwr0U/a1jZAYIfoQa6JaCALBAKBQCAQCAQCwVXIlfjDZmO5Un8YFQgEAoFAIBAIBAKBoEGIHmSBQCAQCAQCgUAguAoRQ6xrInqQBQKBQCAQCAQCgUAgQPQgCwQCgUAgEAgEAsFViehBronoQRYIBAKBQCAQCAQCgQDRgywQCAQCgUAgEAgEVyViFeuaiB5kgUAgEAgEAoFAIBAIED3IAoFAIBAIBAKBQHBVIuYg10T0INdBRkYG3bt3JyMjo7VNaRpc1HB/ErxRBK9lwZAptaft+xBMPwJvl8Fz26B9f/v4W16CWSfgzXMw8RcIDm9e22vDTQ1zkmBbEfyWBY/VoamavjGwIc3+2F+S8zDi0eaxuy7c1PBWEuwpgq1Z8EQ9NEXGwK9pNY/vKYKjkn3QejS9zRdJp4gI3kxOZrlez1u7dtG5X79a06q1Wp786COW5ueTVFjIk0uWoPZoRS1qNbyTBAeKYFcWTKiHn6Ji4H9O/FTNsPvglNR0NtYTbUQE4cnJ9NPr6blrF9o6/AAQHB9Pn4wM+pWU0CkpCaVG4zTdtT/+SOdly+yO+QwbRq+9e+mn09Fr/358R4y4aLvdIiJom5xMJ72etrt24XYBu73j4+mQkUGnkhICk5JQ2NitUKsJTEqiY1ERHbKy8Jli70+XTp0I2bSJTqWlhB08iOa22+ziPR9/nLDDh+mk09E2ORn1jTfanOyC/9y5dMjMpOPZs/jPnw8qVZ22KtRqApKS6FBURFhWFt5Tas9fbhERhCYn00GvJ9TJc/AYM4Z2x4/TQa8naPVqlAEBTq8T/NNPeI4da3fMtVcvQn7/nQ46He1SU/EYM6ZOu+vDpeS3ajwfeojQzZsbrOVK8tOl5BefF16gQ3o6nfR6QjZuxOWaa5zaEPjRR/glJDRYa2OpqKhg+PDh7Ny5s8XvfaX5qSXLkN/bb9P+7FnaFxTg9847oFCcf06TJ9NJkuyC3/z5NW0YMICOVVW4dOxYq52XG+ZmDJcrooF8NTF8PrSPgsWxsHoS3JYA14+qma7zIHjgY9j0OszvBae2w4QN4CY3Rm6YCEOmwnf/hMQoKDxpiXd1/pHcrLw4H3pFwYRYeHMSPJMAtznRVM2118G/VoLCIevfHGIfPnkHMk/B5u+b1XynTJ8PvaPgsViYMwmeS4ChdWjqdh0scKIpuC14+8KtXeDGkPOhTN+s5tcXtVbL9PXrSd2yhZmRkRzdvp3p69ah1mqdpn8sMZEuUVH83+238+att9J1wAAe+9e/WthqG2bOh+uj4MFYeHUSxCfAnXX4qft1sGglKGupdr19YPaC5rG1DpRaLdeuX0/pli0cioykdPt2uq1bh7IWP/iNHEnb2bM5NXEiR2Jj8YyOJmzevBrp/EePxveuu+yOaXr35prVq8n75BMORkSQt2QJXVeuRHP99Q22W6HVErJ+PeVbtpAZGYlx+3ZC1q1DUYvdHiNH4jd7NvkTJ5IdG4t7dDT+Nnb7z5+POiqK7NhY8idNwi8hAY9R5/0ZvGYNppwcMqOiKF2xguDvvkPVvr1F19ChBH74IcVvvEFGRASGn38mdP16VKGhlmf2+ut4jh1L3vjxZA8diubWWwm4QN71k+3JiY2lcNIkfBMS0I6qmb8UWi1t5OeQLT+HYJvn4Na/PwEff0zxnDlkR0ej8vMj8NNPHS6iwH/BAjS3325/3M2NNmvXYvzzT7L69OHcO+8QuHw5bpGRddpeF5eS36pxv/lmAj/66KL0XCl+upT84vnQQ/i+9hp5Tz9NRp8+mPLzCVm7toYNPtOm4f3kk/XW2FQYjUamTJnCsWPHWvzeV6KfWqoMeU+ZgsdDD3H23nvJGzUKj4cftmuMu/bsScmHH3ImJMQaiufMsTfCxYXApUtRXOAHTkHTI0kS7777LtHR0QwYMIB58+ZhNtfeBN+3bx9jxoyhb9++DB06lG+//bZB9xMN5KsFNy0MnADfx0PmXvh7DWyeBzHP1UzrFQK/vAF/fmFp/G56HTwCILinJT7qcfjjXTi8DvKPwapnQBsAnWJaUhFotDByAsyNh8N74bc1sGwePOhEE8D9T8GK7VCQWzOuIPd8cNfAQ8/D7AlQWtKsEmqg0cL9E+DNeDi0FzatgaXz4JFaNI1+Cr6qRVPXcMjNgjMnIT/3fLhEuGH0aCoMBj6fNo2s1FSWT56MQacj+v77naavqqhg2XPPcfLPPzm1dy+/f/IJ3QcNamGrZTRaGDMB5sTDwb3w0xpYMg/G1uKnh56CVdvrfv4z50N6Hb3LzYT/6NGYDQbOTJtGeWoqpydPxqTT4VeLH4Lj48lNTOTcunXo9+zh1MSJBD7xhF0vssrPj/bz51O6a5fduQEPPUTJb79x9v33MaalcXbhQnSbN+P/wAMNtttz9Ggkg4HCadOoTE2lYPJkJJ0Oj1rs9o6PpyQxkbJ16zDu2UPexIl4PfEECo0GhVaL14QJFMTHU7F3L2Vr1lA8bx7ez1n86X7LLbh27Ur+xIlUpqZSPHcu5Tt24P3EEwB4Pf44pcuXU/rf/1KVlkbRa69RlZODVv6BwOfZZymcORPDxo1U7N1L/tNP4/300yhqGQGh0GrxnDCBQht7ztnYY4uH/ByK5OdQOHkyZpvn4P3cc5R98w36FSuo/Osv8h59FM2wYbh06mTxVdu2BP/6K9q778ZUVGR3bbeePXHt3JniV1+l6sQJSpcto+Kvv3C/+eYG+6uaS8lvAL6vvUbIhg1UnTjRYC1Xkp8uJb8ofXwofOklDBs2UHX8OOfeeQe3Hj1QBgVZnruXF22+/RbfGTOoOn263hqbguPHj/PAAw9wuoXvW82V5qeWLEPe8fEUv/Yaxm3bKP/9d4qmT7e7j2t4OBX792PKzbUGqbTUzgafl17CXNLC34UtgKkZQ1OxbNkyfvzxRz744AMWLFjA2rVrWeYwQq2avLw8nnzySQYMGMB3333H888/zxtvvMHvv/9e7/uJBnI9+OWXX/jHP/5Bnz59ePrppzl37hwAe/fu5cEHHyQiIoLY2Fi+/PJL6zkzZsxgxowZdtfp3r27dThObGws8+fPZ9CgQdxzzz1IUjMPqwztA0pXS29wNae2QoeBdkNMADiwEn79P8v/XdzhphdAlwu5hyzH1k61NJ6tSJZraHyaVUINuvUBF1fYZ6Ppz63Q24kmgEF3wstjYcW/677us6/Dzl8h+demtbc+9JA17bXRlLIV+tSiacidMGMsLHOiqWtPOHW0+WxtJNdGR3Nk61a7Y0e3bePaG25wmn7Zc89xdLvluQR17EjMQw9xqAGVXZMSLvspxcZPe7ZCRC1+uvlOeHEsfFxL3ht4E0TfDB++1Szm1oVHdDSlDn4o3bYNT2d+UCrx6N8f3f/+dz5tcjJKNzc0ffpYj7V/913yV6yg/NAhu9Pzly8nw6FeBFD5NLzuUEdHU+5gd/m2bbjXYre6f38MNnYbk5NRuLnh1qcPbn36oHB1pXz7eX+Wb92KeqDFn+7R0Rj//BOprOz8+Vu3opbvVTxvHsVOeoSVPj4og4JQentjtBmKWXHgAAo3N9RRUU61ObPHuHUrbgNr5i91dDRGh+dg3LbNaps6OppyG92mjAxMp0+jjo623KtfP0xnzpAVGYkkv9usaQsLAfCaMAEUCtTR0bj26EHF3r1O7a4Pl5LfALS33UbO0KHoV61qsJYryU+Xkl9KFi1Ct3QpAApvb7yffZaKv//GnJcHgGvnzijc3cns14/Ki/hhozHs2rWLgQMH8vXXX7fofau50vzUUmVIFRqKS4cOdvHGrVtx6dQJVUiIxd7wcKqO1v7N5HLttXg9+yyFL75YaxpB8/HZZ5/x/PPPExUVRXR0NFOnTuWLL75wmvaXX34hMDCQKVOm0KlTJ+666y7uuece1joZ4VAbYpGuevDdd9/xr3/9C0mSeO6551i6dCn33nsvY8eO5fHHH+ett95i//79zJkzh8DAQG6rZY6TI2vXruXjjz9GkiQUzj6qmxLvUNDng6ny/DFdrmVYtDbAEufINbHw1M+AAv77MFTIQ3NPbbNPN3ACKF3g5NYal2hWgkKhOB+qbDRV9wD7BkCRg6b4ey3/xtnP3bIjpD0MewgevbH2NM1JUKjF7sp6apoka7rXiaau4ZaezhWboXN3Sy/7W5PhVMsPC3OGb2goGQcP2h07l5tL2HXX1XneM59+ypCxYzl78iSrXn+9OU2snTZO/JQn+8kvAAod/PSU7Kf7nPjJzQ3+7yN47VmorGg+m2vBLTQUg4MfKnNz0Tjxg8rXF6VGQ2VW1vmDJhNVBQW4hYWhB7xuuQWvm27i79696bRokd355ampdn+79+yJ9623cnbx4gbbrQoNpdLBblNuLm5O7FbKdpsc7DYVFOASFgZmM6Z8e3+acnNRajQoAwJQhYbanwtU5ebiERYGUKMhohk6FLfu3TH89hvmwkKkigpc2rWj8vBhAFzkIYrKwMBatZnrsMecn2+X1tlzcJWfgzPbTbm5qGTbDT/+iOHHH53aYTp9mqKZM/GbNw+/d99F4eJCUUIC5b/95jR9fbiU/AaQNXgwAJpbbrkoLVeKny41vwB4jRtH0CefYC4vJ2foUOvxigMHyG3E2gWN4aGHHmqV+1ZzpfmppcpQ9XQX23hTrmVElyosDMlsRhUQgOfjjxP46aeYDQZKP/6Ykvfes6YP/OgjimfPxpx76YzEayou9UW6cnNzyc7Opn//8+shRUZGkpmZydmzZ2nTpo1d+sGDBxMeXnNtpFKHEQF1IXqQ68G0adO4/vrr6dOnD3feeSepqal888039OzZkylTptClSxfuvfdeHnnkEZKSkup93bvvvpvu3bvTo0ePZrRexlULJqP9sSr5bxe183Ny/obESPjpNRjzqaW32ZEOA2DEe/D7fEuDuyVx10KFg6ZK+W+3WjRdiJHj4eAe+GvXhdM2BxonmiouUlOXHuDjD4vehElxUG6A5b+Ch2fT2NpI1FotlUZ7rZVGI67qunX+8M47vBIdTX56OjM2bGj+H5ecodGCsYn89M9X4eCfsGVT09jWQJRaLWYHLWajEYUTP6jkuV7O0ivVahRqNZ2WLCH92WeRysvrvK9LQADXrFqFbts2ir9v+Fx/pVaL5GCHZDRaFk9zoHqOmmN6ZJ2K2q4FtcZTyzNy6dKFoE8/Rff555aGs8mEfvVq/P7v/1C1a4fC2xv/d99FqqxE4ebmVNuF7KlP2up0F4qvExcXXHv0QLdkCdkDBlD4wgv4TJ+O+5AhFz63Fi5Vv10MV5KfLkW/lP3yCxl9+6JbupTg77+3DpW9mrnS/NRSZcjZs7C9j6v8HW7KzSV3xAjOvf02vq+8gvfkyQB4jh8Prq6Uyj3mgvpTUVFBaWmpXaioaFhnQJ48KsG2IRwo/8Cck5NTI31YWBgRERHWvwsKCli3bh031DJC0RmigVwPOnToYP2/l5cXRqORtLQ0rndYWKZv376kpdV/DmG7du2azMYLUlUOKocKtLphXFFWMz1A6VnI2g+/vgVHN8ENT9vHd4yGJ3+C1A2WRnRLU1FeszHiKv9tqEXThbjtPlj3eePsagxGJ5qq/y5voKbxd0BcBGz/FQ7shhcfBrU73NI6v7zfM3Mmn+p01gDUaAy7qtUYy+rWmXn4MMd37uQ/o0fT8frrCb/ppmazuVaM5TU/SNwuIu916wUPPgWvT24y0y5E6MyZ9NPprAFA6aBFqVZjduIHs9zorS19u4QE9Hv2UPLzz3Xa4NKmDd1/+w2FUknaffdBPaaY+M6cSSedzhrAyQeUWm03HLCa6sZ6jcaGbLdUXu70WgBSLfE4eUau115L282bqUpLI99mUZr8559H0unomJFBx8xMyrdvx1RYWOtctgvZU5+01ekuFF8Xno89hltUFIXPP0/F3r2UJCai/+ILvKdPv+C51VwOfrtYLmc/+VwGfjGdOUPFvn0UPP88pjNn8Bpbx+ivK5gr2U8tVYacPQvb+xj/9z9OBwRQNGMGlX//jX7FCorfeAOvZ55BFRyM31tvUTBxYr11XW405yrWS5YsITIy0i4sWbKkhg3l5eWkp6c7DWWyj91sflSu/v+FGtvl5eX885//JDAwkNGjR9f7mYgh1vVA6WTVWbWTX+vMZjMmk2WggkKhsJtXXFVVVa9rNBvnMsEjEJQqMMuDKbxCLI3j8mL7tO2jLGkybYYN5h46v0gXQNch8MSPcPRn+PzBen3gNjm5meAbaNkuRX7uBIZYGii64oZfLzgMrukFv7XCytXV5GaCXy2aSoobdq3KCvshuxVGyDgJwS34w4wNmxYvZsc331j/vnv6dHzluT/V+ISEUJydXeNclasrkSNG8NemTRjkj4RzZ8+iKyjAq5Zhqs1KjhM/tbkIP905Cnz94Q/5h7XqlTEP6mDWRPj+v01qNsDZxYsptPFD6PTpuDr4wTUkhEonfqgqKMBsMOAaEkL5kSNWm10CAqjIzqb9mDG4hoRYG97VHyB+993Hn15elmu3bUt3eehn6s03U2UzhK4uShYvptTGbt/p061zx6pRhYRgcmK3WbZbFRJCpY3dqoAAS3qFAlWgvT9VISGYy8owFxdjyszErVcvu2u6ONzLtWdPQn/9laoTJ8i+8067HnRzXh7Zt96K0s/PclyhIGDuXKpOnXKq1ZSZaRl+XYs9jmnreg4Xiq8Lt8hIKv/6y+5Yxd69eMXUf0HGS91vjeFy9pNu8WJ0l6hf3G++GVNWFpU280ErDh+udUrClU6GTU/YleanlipDpsxM699V6enW/wPW883yXP5qKg8fRtWuHe5Dh6IMDCQ0OdkSIY9aa3vwIOfeeotzb79db71XIxMnTmTcuHF2x9ycjJ7av38/jz32mNNrTJs2DbA0hqvbTtUNY00t20wC6PV6Jk2axKlTp/jvf/9bZ1pHRA/yRdK5c2f2799vd2zv3r107twZAFdXV/T689vpnDlzpkXtq0HWPjBXQofo88c6D4Izu2s2bgeMh2EOBT4sEs5a5s8R0gvG/WDpOV7xAJhrNv5bhCP7LPOPr7fR1G8QHHSiqT5cPxCyT0NOK/rq8D6LpggbTZGD4K+L0PTLcfu5yRotdLwWTqTWfk4zoi8qIjctzRqO7dhBN9u9YoHuMTEcq34J2SCZzUxavpy+NtsGBbRvj1dgIJnyvM4W5dA+i5/62vgpapClp74hfvr0fbi1BwyLsITpEyzHh0XALz80nb02mIqKMKalWUPpjh14OvjBMyYGvRM/IEnod+/G02b1cM8bbkCqrMSwfz+pN9/M3717czAigoMRERT/8APFP/zAQfkDT6nV0m3jRjCbSR0yxGkjvDbMRUVUpaVZg3HHDvu9hgH3mBjKa7HbuHs37jZ2u8t2V+zfT8W+fUiVldYFkQDcBw3CuNviz/LkZNT9+qFwd7ePl++lCgkh9OefqTx2jOzbb0eSfyCoJuizz9DcdhvmoiIkgwHtsGFU5eZS6bCIWTXO7FEPGkTF7pr5y+i45zKgjomx2mZMTkZto1sVFoaqfXtrfF2YsrJw7dnT7phrjx5UnTx5wXOruZT91lguZz9dyn7xnT7dfj9epRK3iAjrHP6rjSvZTy1VhkzZ2VSlp9vFqwcNoio9HVNODp7jx9POYY0Mt4gIKlNTKVu9mszu3cmKiCArIoLcYcMAyB02DN1FrJ9xKdKcq1i7ubnh6elpF5w1kAcOHMiRI0echhHyXPbqoda2/w+SV013pLS0lPHjx3Ps2DGWL19OpwZO0RAN5IvkoYce4vDhw/zrX//i5MmTfPfdd/z3v//l4YcfBqB3795s27aNHTt2cPToUV5//XVcXV1bz+BKA+xZDvcttvQQ94qz7GW85T+WeK9gy4rVAMkfWRboGvQ8BF4Dt8+G9gPgf4mW+FFLoPgM/DDF0ivtFWx/fktRboAflsOriy17IcfGwdip8LmsKSDYMqS4vlxzHaQ5/2BtMcoN8N1ymLPYshfyP+Jg/FT4TNYU2ABNv6+D5+fAgCFwTU+YvwJyMuCP9c1nfwPYuXIlWl9fxiYm0i48nLGJiag9PEiWezVc3d3xCQ4GwGwy8cuSJYz5v/+je0wMnfv1I/7rr9nz/fdk1NLIaFbKDbBqOby12LIX8u1x8ORU+ET2U1A9/XSuyLK1U3XItfzKTXoa6Ou/mERjKFy5EpWvLx0SE3EPD6dDYiJKDw9rL7PC3R0X2Q8AZxcuJGTaNHzj4vCIiqLjokXkLV2K2WCg4vRpu8a3WafDrNNhlKeehM6ahbprV07KQ/BcgoNxCQ5G5e3dYLtLZbsDEhNxDQ8nIDERhYcHehu7VTZ2lyxciO+0aWjj4lBHRREor8AqGQxIBgOly5cTtHgx6qgotHFx+E6dyrn/WPxZ/scfVJ05Q9CyZbj27InP9OmoBwyg5OOPAfB/911QqcgfPx6lpyeq4GBUwcHWbZzMBQX4vfUWrr164T5kCAEffEDx22/X+mOKZDCgX76cgMWLcZPt8Zk6lRLZHlVwsPWjVb9yJUpfX/zl5+Dv8Bx0ixbh+eijeD7xBK69exP42WcYfvyx1t5rW/RffIFL1674zZ2LS5cueDzyCJ5PPknJgovfr/tS8ltjuZL8dCn5pWThQrwefxyPBx/EtVs3AhctQqnRoFu+vN56rlSuND+1ZBnSLVqE3zvv4D5kCO5DhuA3d671PoZNm1CFhuL37ru4dO2Kx+jR+Eyfzrl33kEqLbX7kcIk90Cb0tMxO2y5drlyqW/zFBwcTNu2bUlJSbEeS0lJoW3btjUW6ALLiN7nnnuOjIwMVqxYwbXXXtvge4oG8kXStm1blixZwpYtWxgxYgSLFi1ixowZjJI3N4+Li2Po0KFMmjSJCRMmMHz4cKdObFF+mAIZKfD0Zhj5IfycAH9/Z4lLyIEIeWx+5l749F5LT/KLByB8GCwdCiVZloZw5xhLL/KrZyznVYfq81uS+VPgUAp8shlmfQgLE+BXWdPvOXBHA2wKCIaSS6Cye3sKHEyBzzZDwoewIAF+ljVtz4Fh9dQ07yX4aSW8919YucuyLdGTw6COjdVbEoNOx7zhw+kxeDBvp6RwbXQ07wwbZp2DfOPo0SyxWXzhq1mz2LVqFZO//ZZXN28m+8gRFrXmnLQ3psDfKfDlZnj9Q0hMgJ9kP+3OgRGtUB4uArNOx7Hhw/EcPJheKSl4REdzbNgw6zwz/9Gj6Wvjh8Kvvyb77bfptGQJ3TZtQr9zJ2deeqle9/IbNQqVVkvPXbvom5NjDR3kj5SGIOl05AwfjvvgwbRLSUEdHU3OsGHW+Wgeo0fT0cZu/ddfU/T22wQuWULIpk2U79xJoY3dBVOmYExJIXTzZgI//JDChATKvpP9aTaTExeHKjSUdikpeD3yCLn33otJHhnkce+9uISE0P7oUTrm5FiD79Splmf2yitUHj5M261bafP555z797+tH2a1UThlChUpKYRs3oz/hx9SbGNP+5wcPOS5VJJOR+7w4agHDyZUfg5nbZ6DMTmZgokT8U1IIHT7dsxFReQ7DHerjapTp8i97TbUgwfTdt8+fGbMoGD8eMovMMe8Li4lvzUFV4qfLiW/lK1dS/4zz+A3ezbt9u3D9ZprLCMzbEblXa1ciX5qqTJ0bv589F9/TdB33xH07bfoV6yg5N+WrRdNp0+TO2wY6htvpO2BA/i+/TZF06dT9u23DdIiaD4efPBB3n33XXbu3MnOnTt577337IZkFxYWWkfurly5kp07d/Lmm2/i7e1NXl4eeXl5FDsM268LhdTsG/AKmpSprbBib3PzU2sb0AwYL5zkcmTMpbFDVJPyVcfWtqDp2Z3e2hY0PQGtbUAzcCX+Qn1p/PzWtFyJfoIr01ddrsBP2hOtsVNDM3MllqlOl3Hem9WMeez/mui5mEwm5s2bx+rVq1GpVNx33328+OKL1p1MYmNjuffee/nnP//J+PHj2eqwZzbAgAEDWLFiRb3uJxrIlxuigXx5IBrIlw2igXx5IBrIlwdXYqPrSvQTXJm+Eg3ky4MrsUyJBrJzmqqB3NKIVawFAoFAIBAIBAKB4CqkqeYKX0lciT/iCAQCgUAgEAgEAoFA0GBED7JAIBAIBAKBQCAQXIVcidMtGovoQRYIBAKBQCAQCAQCgQDRgywQCAQCgUAgEAgEVyViDnJNRA+yQCAQCAQCgUAgEAgEiB5kgUAgEAgEAoFAILgqET3INRENZIFAIBAIBAKBQCC4ChGLdNVEDLEWCAQCgUAgEAgEAoEA0YMsEAgEAoFAIBAIBFclYoh1TUQD+TLD9F5rW9D0qGa2tgXNgE9rG9A8fDWvtS1oetant7YFTU/b1jagGahobQOaAbfWNqAZ6JLd2hY0PSdCW9uC5kHd2gY0AycUitY2ocnpIkmtbUKT89cV6CfBlYVoIAsEAoFAIBAIBALBVYjoQa6JmIMsEAgEAoFAIBAIBAIBogdZIBAIBAKBQCAQCK5KxCrWNRE9yAKBQCAQCAQCgUAgECB6kAUCgUAgEAgEAoHgqkTMQa6JaCALBAKBQCAQCAQCwVWIGGJdEzHEWiAQCAQCgUAgEAgEAkQPskAgEAgEAoFAIBBclYgh1jURPcgCgUAgEAgEAoFAIBAgGsjNzuHDh/nzzz8B2LlzJ927d2+5m6vVKJKSUBYVoczKQjFlSu1pIyJQJiej1OtR7toF/frZx48ahfLIEZSlpSh/+gk6dHB6GeWPP6JYtqwJRVwAFzWMTIJXi2BGFgyqQ2Ofh2DKEZhTBhO3QVj/83EKJQx9G2ZmQ0IJPPg1eLZpfvudoVLDnUkQXwTPZkH/OjT1fAiePAJTyuCRbRBqo2m65Dz0erT5NThDrYb/JMGJIjiYBZPq0FXNwBhISXMeN2UWfNCCeU3GOyKCG5OTGarXc+OuXXg7lhUHOsXHE5uRwe0lJfROSkKp0Vjj3MPCiFq7ltvOnePmkyfpFB9vd67XddcRvWULQ8vKGHzgAP4339wcktBERHBtcjLX6/V027ULzQU0BcXH0zMjg94lJbRPSkJho8mta1e6bNxIb52OnunpBE2daneu1+23033fPq4vK6P7vn143XFHs2hSR0TQMTmZbno9HXftQn0BTX7x8XTNyODakhJCHDRVo3Bzo/Nff6EdMsTuuPvAgXTYto1uOh2dU1PxGT++yXS4RUTQNjmZTno9bXftwu0COrzj4+mQkUGnkhICHXQo1GoCk5LoWFREh6wsfBzeCQGJiXSRJLvg/eyzNe7hcd99dJGkphFog9GoYNY7wUTd1ZVB93bhk6/9ak37zKy2dB/SzS5s3u5BRrZLjePVYff+mj5tKlrST9W4dO1Kp7Iyp3GeDz1E6ObNFy/IFrUa36QkQouKCMnKwrOObwnXiAiCkpMJ1esJ2rUL11qeg+esWfg6fCsog4Lw/+YbQouLCcnOxnvuXFCpGmV6S/rFpVMnQjZtolNpKWEHD6K57Ta7eJ8XXqBDejqd9HpCNm7E5ZprnNoQ+NFH+CUkXKTii6eiooLhw4ezc+fOFr/3hXCPiKBrcjK99Hq67tqF+wX8GBAfT4+MDHqWlNDOwY8ubdvS4dtvCS8ooEdGBqHvvYdCrQYgbNkyektSjdD511+bVV9rY2rGcLkiGsjNzLPPPsupU6da5d6K+fNRREVhjo3FPGkSioQEGDWqZkKtFuX69UhbtmCOjETavh3lunWg1Vrib7gB5ZdfIr33HuZ+/cBoRPnVVzXvN3o0irvuamZVDtw5H9pFwcex8MMkiE2A65xo7DQIRn4Mv70Oib3g9HZ4fAO4eVjih8yA68fAlw/AooGg8Yf7V7SslmpumQ8hUfBVLPw8CWISoLsTTWGD4M6PYdvr8HEvyNwO928AV1nTByH2IfkdOHcKjn3fonKszJkPEVFwTyy8NAleSoARTnRVE34dLFsJSifV1MgxMH1O89laCyqtlqj16yncsoWtkZEUbd9O/3XrUFWXFQdCRo7k2tmz+XviRHbGxuIbHU2PefOs8X2/+Yaq0lK2RUZyKD6ebm+9RfA99wDg4u3NgE2bKD10iC29e5OzejWR332HW1BQk2pSarV0Wb8e/ZYtHImMRL99O13WrUNZiyafkSMJmT2bjIkTOR4bizY6mrbVmhQKuqxbR1VeHkf69uXM008T8sor+D74IGBpPHf+7jsKP/2U1F69KFy+nM5r1uDWsWOTalJotbRfv56yLVs4FRmJYft22q9bh6IWTV4jRxI4ezY5EydyJjYWTXQ0bWz8BJaP47Zffon6uuvsjquCg2m/YQNlv//Oyb59yU9IIPj99/EYNqxJdISsX0/5li1kRkZi3L6dkDp0eIwcid/s2eRPnEh2bCzu0dH42+jwnz8fdVQU2bGx5E+ahF9CAh427wTXnj0pmDGD9JAQa9B98ondPZQ+PgQsWNBobc6YtyiQv4+4s/zfGSS8cJYPPvVn4++eTtOmnXJj/ivZbF2dZg0xUWWEtqmyO7Z1dRrDby2hd49yInoZmsXulvYTgCosjJAff7T7wa0a95tvJvCjj5pMn8/8+bhFRZEfG0vxpEl4JSTg7uRbQqHVErB+PcYtW8iLjKRi+3YCnDwHzZgxeM+pWX/7ffEFCh8f8m64gcL770fz4IN4vvTSRdvd0n4JXrMGU04OmVFRlK5YQfB336Fq3x6w/GDh+9pr5D39NBl9+mDKzydk7doaNvhMm4b3k09etOaLxWg0MmXKFI4dO9bi974QCq2WTvI76nhkJGXbt9OpDj96jxxJ8OzZZE6cyEn5HRVq48eOK1ei1Go5MXgwp8eMwWvECILfeAOArPh4DoeEWMPx6GjM5eUUNFOdJ7h0EQ3kKxWtFsWECZjj42HvXlizBmnePJTPPVcjqWL0aDAYkKZNg9RUpMmTQadDcf/9ACinTkX6/HOkjz6Co0cxP/88hIZCQMD5i/j5oZg/H2nXrhYSCLhqIWoC/BgPWXvh0BrYMg+ia2rEMwQ2vwH7voCik5aGsjYA2vS0xCtdYN0LcGoLnD0M2xdAx0Etp6UaVy1cPwF+iYfcvXBsDeycB/2caPIIge1vwKEv4NxJS0NZEwCBsiZ97vngooHI52HDBKgoaVFJgOXHlkcmwKx4OLAX1q2B9+fBBCe6AMY+BRu3Q16u/XGVCt5dCAs+gVO19Cw3I6GjR2M2GEidNg19aiqHJ0+mSqcjRC4rjnSKj+dUYiJn163j3J49/D1xIu2feAKlRoOLry9+N9zA8TffpOz4cc7+8AP5GzcScOutALQbO5aq0lL+fuYZytLSODZ7Nvpjx/CJimpSTb6ypqxp0zCmppI5eTJmnQ7fWjQFxceTl5hIybp1GPbsIWPiRAKeeAKFRoNLcDCGffvIeOYZKo4fR7dhA7pff8VzkKUsuYWFUfDRR+QlJlJx8iR5//43Zr0e7YABTarJW9aUN20aFampnJU1edeiyS8+nqLERPTr1lG+Zw85EyfiI2sCcAsPp2NyMq5du9Y41+uee6jKySH/5ZepPH4c3ddfc+6zz/B+6KFG6/AcPRrJYKBw2jQqU1MpmDwZSafDoxYd3vHxlCQmUrZuHcY9e8ibOBEvWYdCq8VrwgQK4uOp2LuXsjVrKJ43D2+bd4JbeDgVf/6JKTfXGiSDfaPSf/58qtKavuyVGRR8u86Hl/95ll7djNx2UykTHizii+98a6StqFCQkeNK7x7lBAWYrMHNTUKlwu7YmWxXfvqfJ+/Mysa1mVZdaWk/aePiCEtJQTIaa1zb97XXCNmwgaoTJ5pEm0KrxWPCBIrj46ncu5fyNWsonTcPTyffEhr5OZRMm0ZVairn5OegqX4OKhU+Cxfi98knNfOQmxvm3FyKJ02i6vBhKrZupXzlStSDLv493JJ+cb/lFly7diV/4kQqU1MpnjuX8h078H7iCcDyw1LhSy9h2LCBquPHOffOO7j16IFS/sFT4eVFm2+/xXfGDKpOn75ozRfD8ePHeeCBBzjdwvetL76yH3Pkd1S2XJ/71OLHwPh48hMT0cnvqMyJE/GT/aju3h3tDTeQMW4cxkOHKNu6ldzXXsNXrq/NJSVU5eZaQ/CcOZz79ltKvm+ljoUWwtyM4XLlqmwgZ2Rk0L17d37//XdiY2Pp27cvb775JkePHmXkyJFEREQwceJESktLAVi9ejV33nkn119/PSNHjmT37t3Wa8XGxvLFF1/wwAMP0Lt3b+Li4vj7778BePTRR8nMzGTmzJnMmDHDes6XX37J4MGD6du3LzNnzqSioqLpRfbpA66usH279ZC0dSsMHAgKhX3a6GhLnA3Stm1www2WP26+GWn16vORp05h7twZCgqshxTvvou0YgXSoUNNLqVWQvuA0tXSG2y1bSu0d6Lx75Xw+/9Z/u/iDjEvQGkunJXt/e11SwMbwCMI+k+Ak783t4KatOkDKldLb3A1GVshdCDgoOnISthho6n/C5bGcL4THwx6HdJ/tYTWoJecH3fZ6EreCpFOfAXwjzvh2bGw+N/2xz08oef1cPtA2L2jeW12gm90NIUOZaVo2zb8qsuKLUolPv37U/i//1kPFScno3Bzw7tPH8wGA1V6PWHjxqFwccGjWzf8YmIo2bsXgICbbyb3++/BfP4Vs33AAPI2bGhSTdroaPQOmvTbtqGtRZO2f39KbTTpZU2aPn2oyskhfcwYzHLd6XHjjXjedBOlv/8OQOkff5D5wguWE11c8H/iCRRqNWVN/MOaJjoag4Mmw7ZtuNeiyb1/f8psNBlkTeo+fQDQDhlC2ebNpDs5X79xI9njxtU4rvLxaaQKUEdHU+6go7wOHer+/THY6DDKOtz69MGtTx8Urq6U27wTyrduRS2/ExReXriEhVF59Git9rjfdBOam2+m6K23Gq3NkdQ0NVUmBX2vO98gj+xtYP8hd9siAMCJM64ogPahlRe87ntLAnlgeAldO1447cXSkn4C0N51F4WvvkqBw5QMAO1tt5EzdCj6VauaRJur/C1RYWOPcetW3Jx8S7hFR1Ph8ByM27bhJj8Hhacnrtdfz9mBA6nY4VB/V1RQ9OijmOSGs0vPnrjffTdGue64GFrSL+7R0Rj//BPJZsi7cetW1PK9ShYtQrd0qeU5eHvj/eyzVPz9N+a8PABcO3dG4e5OZr9+VDbRjxv1ZdeuXQwcOJCvv/66Re9bX5y9o8rqeEdp+vdHb+PHMpt3VGVODieHDqXq7Fn705zU1x6xsXjcdBO5s2Y1jRDBZcVV2UCu5qOPPmLhwoW88cYbrFixgueee44XX3yRjz/+mH379rFy5UpWr17NG2+8wcSJE1mzZg033ngjTz31FLm553u23n//fZ566il++OEHvLy8ePPNN63HQ0JCmDVrFi+//LI1/U8//cTHH3/MBx98wMaNG1nVRC8yO0JDIT8fKm0+CnJzLT0itj2/gCI0FLKy7M/PzUURFgY+Pij8/cHFBeXGjSizs1GuWQNt255Pe8stKG66CUkeotJieIVCWT6YbDSW5oKrxtI77IyusTC71DIU+8fJUKG3j791Nrx81tJ7vP7F5rK8djxkTWYbTWWyJk0tmjrGwgullqHYv06GSgdNXu0tc5W3t7B/bAkJhQKH/JiXCxoN+DvR9ei98ON3NY+XnINhg+DQX81nax2oQ0MxOpQVY24u7mFhNdK6+vqi0mgot0kvmUxUFhTgHhaG2Wjk4LPP0mHiRIYaDAw5coS8DRvIkIe0art0oSIvj+uWLOHW7Gxu2LEDvxtvbHJNrqGhVDpoqszNxdWJJpWvL0qNxj69yURVQUGN9D1PneLabdvQ79hBsUMd59a1K30MBjp8/DG5r79ORXp60wkCXEJDqXLQVFWLJqWsqcpBk8lGU/HixZydMqVGbypAZXo65TZz9lRBQXiPGYO+CeasqUJDMTnoMOXm4lKHDpMTHS5hYbiEhmJyeCeYcnNRajQoAwJwCw9HMpvxffllOpw5Q7t9+/B87LHz13JzI/Cjj8h/9lmnz6Gx5BW44Odjws31/LFAPxPGCiXFJfbzUE+ku+Hpaealt0IYdG8X7pvYgT+Saw63TPnLnX0HNUx8uLDJ7bWlJf0EkP/UU+hqGUKdNXgw5TaNg8aiDA3F7GCPWf6WUDp8SyidPAdzbi4q+TlI586RP2gQVX/VXX8H/v47wQcPYi4uRv/hhxdte0v6xdm9qpzcy2vcODqfO4fn2LHk28zvrzhwgNwRI6hq4rqwPjz00EPMmjULjZPh+pcCLk7eUbXV56pa6vMq2Y/mc+co/fnn83EKBQHPPee0vg6aMYOiTz+lMiOjybRcqog5yDW5qhvIkyZNokePHgwfPpyAgADuuusuYmJiiIyM5IYbbuDEiROsWLGCRx99lHvuuYcuXbowdepUunXrxueff269zr333ss//vEPOnfuzLhx46w9yL6+vqhUKry8vPDy8rKmT0hIoFu3bsTExHDjjTeSmpra5NoUWi04Dr+q/ltejMBKbWnVavC0zP9SLliA9PnnmEeMALUa5Y8/Wn49VqtRLlmC+dlnoby8yXXUiasWqhzsrv5bpa6ZHiD3b/gwEn59De771NLbbMveFfBhFKT9AuN+BrWX08s0G65aMNWiyaUWTXl/w/JI2PIaDPsU2jpo6jMecvZAdgsOf3dEo4WKeubHSxiVVovZoayYjUaUTjRUz0uuK71neDhn165lR3Q0+x9/nJD77qOtPNRL5elJ1xkzMGZns/vOOyn84w/6//yz08Z4Y1BqtTWGakq1aKqel1yf9CdHjeLE8OFoIiJo92/7kQBVeXkc7d+fM5MmETJnDj4jRzaFFCuKWjQpGqjJWfo67+vuTrtVq6jKyaF4yZIGWl2T2nzjrMwoatGBrKO2ZwKW+dWuPXqAJFGZmkrOsGHokpII+ugjtPKceL9XX6Xizz8xbNrUaF3OMJQrcHO1X/jLzc3yd0WFfU/lidNulJcrGDSgjKT5GQyJ1vPMrHb8lWr/XL5Z68NtN5USHFTVLDZX05J+amnqssdRX61pG2h38fPPk3fzzSjUavy+/LLhRsu0pF+cxeOkDin75Rcy+vZFt3Qpwd9/j0unTheh7OrCmR9re+8qa3nv1vZOC5k3D02/fuTYdGKBpUffMzaWgvffb6z5lwWigVyTq7qB3F5ePAHA3d2ddu3a2f1dUVFBWloa119/vd15ERERpNnMn+lkU8F5enpSWVn3UK4ONitAe3l5NcsQa6m8vOZLoPpvx1Uva0tbVgZVlg8LKSkJ6fPPYc8ezA8/DL17Q3Q0ioQEpD17wPYXuZaiqrxmo7H670rnK3tSehay98Pmt+D4JhjwtH18YRpkpsC3j1l6bXs17Yf7Bakqr9m4v5CmsrNwdj/seAtObYIIB03d74ODnzs/t6UoLwe3eubHS4iuM2dyu05nDUCNl6xSrcbkRINZ/sGotvQBsbG0nzCBA088wbmUFDKXLydt7lyueeUVAKSqKkr27uXY7NmU7NvHkRkz0B89SrtHG7cKeZuZM+mt01kD1PzwVqjVmOvQVJ/0hpQUStatI/OFFwiYOBGF6/muQXNJCYZ9+yhYtIiCpCSC/vnPRmkKmDmTbjqdNTREk9QATXWh8PAg7McfcevWjYzhwy+ql9V35kw66XTWUJtdUgN0IOuQysudXgtAKiuj9LPPSA8K4ty//kXFX39R8sEHlHz0Ed7PPINrr154P/UUBZMnN1hTfVG7SVRU2jeEqxvG7u72Y6wnPVbI/1adYOSdJfS4poJ/jivgpgF6vll7fphkVRX8us2Tu29r+jUXWtNPLU2D7KklbUPtrjpwgIo//qBo3Dg0d9+Nqp6L+Hm2ol+cxeOkDjGdOUPFvn0UPP88pjNn8Bo7tl7ariaCZs6kp05nDVDTL8oLvKMc37vO6vOQuXMJnDyZM488gvHgQbs4n1GjKN+3D+Phw43WI7g8uaobyCqH7QOUTlbLVTv5xclkMmG2mRTlavPhdzH3lZphuwwyMyEw0H6LhJAQy4uhuNj+/pmZEBJif35ICFJ2NuTnI1VUgG0vd2EhFBSgaN8exZgxKO65B6VOh1KnQ/HwwygefhilXKk1KyWZoA0EpY1GrxCoKIPyYvu07aKgbV/7Y2cPgUeg5f/d7wJvm2HjVUYoPGG5fktSKmtS2GjyCLE0jh01hURBsIOmgkOgsbHZKwwCe7XeytXVZGdCgEN+bBNiaRyfK241sy7E6cWL2RoRYQ1lJ06gdigr6pAQjNnZNc6tKCjAZDDYpVeoVLgGBGDMzsYnMhL9sWPWFzpAyd69aOSPQWN2NqUOo0v0R4/ibvPD3sVQsHgxRyIirKHixAlcHTS5hoRQ6USTqaAAs8Fgn16lwiUggMrsbFzatMEnLs7unPJDh1Cq1Si9vXHv2RMPh0V3yg8dQhXYuHJWtHgxJyMirKHyxAlcHDS5hIRQVYcmFwdNqoAAp+mdofTyov1PP6G+7jpOx8ZSefz4RekoWbyYjIgIa6g8cQKVgw5VSAgmJ3aZZR0qJzpM2dlUZWZanrNNGVSFhGAuK8MsvxPMRUV216w8fBiXdu3wGDUKpb8/7dPS6KTTESLPg++k0+HZBIuRAQQHVVF0TlX9mywAeYUq3NVmvD3tG8hKJfh42R/r0rGC3Pzzq3DtO6ihqkpBTFTTNypb208tiTkzE6WDPUrZHsnBHlNmJkonz8Fcj3Kk8PJC88ADdvOaq+Q1TZT1rB/0regXU2ZmjXu52NzL/eabce3WzS6+4vDhemu7mihcvJjjERHW4Owd5XKBd5Rjfe7iUJ+HLlhA4IsvcuaRRyixXWNHxuuOOyhZs6bJNF3qiEW6anJVN5DrQ+fOndm/f7/dsf3799O5c+dWsqie7NtnmSsTHW09pBg0CHbvBscGeXIyCoe5jYqYGEhOBpMJUlIsi35VExAAgYFIp05hvvlmzL17Y46IwBwRAT/8AD/8YPl/c5O9zzJXt/15jXQcBJlONEaNh9vftj/WLtKyYjXAsHehr+18O08I7AZ5LfzrYe4+y5zqtjaawgZB9m7AQdP142GIg6bgSCiwsbntQCg5DbozzWVx/fh7nyU/RtnoGjgI9jrx1SVEZVERZWlp1lDsZB6wX0wMxcnJNU+WJM7t3o2fTYPQ94YbkCorKdm/n/KsLDyuucauZ9WzRw/KTp4ELAt6eduWOzne0Mht40xFRVSkpVmDfscOtA6aPGJiKKtFU9nu3XaNXA9Zk2H/ftw6d6bT6tW42qxRoI2MpPLsWUwFBXiPGEF7eaEa2/jG/kpvLiqiMi3NGgw7dqBx0KSJiaG8Fk3lu3ejsdGkkTUZHep+pygUtFu9GrcuXTg9ZAgVjVio0FxURFVamjUYd+xA7aDDvQ4dxt27cbfR4S7rqNi/n4p9+5AqK1HbvBPcBw3CKL8T/ObMIcRh+LRbRASVqamUvP8+Z3r0sDY88idMACAjIgL9Dz9ctF5bwq8x4qKS2HfI3Xos5S8NvXuU19jpbcbbwcycG2x3LPW4mi4dzo/G2n/YnV7dylGrm75+aU0/tTSV8reEm4096kGDqHRiT0Vyco3n4BYTQ4Wz5+CAQqvF/+uvLYt/ybhGRiJVVVFVx8Jxtkit6Jfy5GTU/fqhcHe3j5fv5Tt9uv2+yUqlpXyJHsoaOL6jypy8o7QxMRhq8aNh9260Nn7U2ryjANq89hoBTz/N6TFjOFfLwmSa/v3Rb9vWdKIElx2igXwBHn/8cT7//HPWrFnDyZMneffdd0lNTeW+++6r1/larZYTJ05Q3NK//BoMSMuXo1y8GKKiIC4OxdSpmP/zH0t8cDDIFbm0ciX4+qJITITwcMu/Hh5I33wDgPm991A8/zzcdx/06IFy2TJLA3zXLjh9GtLSrEHS6ZB0OsvfzU2lAf5cDvcstvQQh8fB4KmwXdboGWxZ3Rlg90eWBbpufB4CrrEsxhU2ALYnWuKTP4TB06DbnZatnx74HAqOw9GmXTH4glQZ4O/lMHSxpYf42jgYMBVSZE0eNpr2fwQdYi3bN/ldA4NmQ+gA2JN4/nqB1zlf1bqlMRjgq+Xw3mLoGwXD4uC5qfCRrKvN+fx4KZOzciUuvr6EJybiGR5OeGIiKg8PsuWyonR3xy34/Id7+sKFdJk2jeC4OHyiorhu0SLOLF2K2WDg7Nq1mCsr6Z2UhMe119Jm+HC6zprFKXm/xfTFi/G6/nquTUhA27Ur186Zg7ZLFzI/b9rh8sUrV6Ly9aVdYiLq8HDaJSai9PCgWNakcHfHxUZT/sKFtJk2DZ+4ODRRUYQtWkTB0qVIBgNlu3djSEmh/SefoA4Px+vOO2k7fz658qrHRZ9/jmtoKKFz5+J2zTUETpqE3yOPkPv2205tu1h0K1ei9PWlTWIibuHhtJE1ldhoUtloKlq4EP9p0/CMi8M9KoqQRYsoljVdCJ/x49HecgvZEyZgKi5GFRyMKjgYpZ9fo3WUyr4JSEzENTycgMREFB4e6GvRUbJwIb7TpqGNi0MdFUWgvHKuZDAgGQyULl9O0OLFqKOi0MbF4Tt1Kufkd0LZ2rVohgzB58UXcenSBa+nn8bzsccofvfdGg3CqsxMAKrS0pDkFcsbi8Zd4p47Spj9r2AOHFbzyxYPPvnaj8fuKwYgr0BFudHSuxgbo2ftJm/WbPQiPcOVDz71J+UvDY+MLLZe79hJN7p2aoYdIpzQkn5qaSSDgbLly/FdvBjXqCjc4+LwnDqVUtkepc23hGHlShS+vvgkJuISHo6P/BwM8nOoC3NuLoZVq/D54ANcIyJwGzQI36Qk9O+/b/mmuAha0i/lf/xB1ZkzBC1bhmvPnvhMn456wABKPv7Yem2vxx/H48EHce3WjcBFi1BqNOiWL78obVcT52Q/hsrvqNALvKMKFi4kaNo0vOV3VLtFiyiU/aju0YM2r75K3ty5lG3diktwsDVU49qxIypvb4wtuStLKyPmINdENJAvwLBhw3jhhRdYsGABd999N7t27eKTTz6hq5P9MJ3x4IMP8sUXX/CKPK+wJZGmTEFKSUG5eTPKDz9ESkiA7ywrA6tyciz7HwPodJiHD0cxeDDKlBQU0dGYhw07Pzd01SqkF15AOX8+ypQUUKkwOwyjbDXWT7HMGZ6wGe7+EH5JgIPy6sezcuB6WWPWXvj8XogcD88fgO7DYNlQKJFXOkz+EP43D+IWwSS5t3bF3a3Tu/nbFMhJgQc3w20fwtYEOCprei4HesiacvfCd/daepLHHYAuw+DboVBqs3qjRzCUF9W8R2vw6hTYnwJrNsO8D2FuwvmVqg/nwL2jW9e+elCl07Fn+HD8Bw8mJiUFv+ho9gwbZp2DHDp6NP/IybGmz/76a9LefpvrlixhwKZNFO/cSepLL1muVVLCrltvxT00lBt37yb83//m+JtvckZenbb89Gl2Dx1KmxEjGPz337QZMYLdd91VYxXtxmLW6Tg5fDgegwfTPSUFbXQ0J4YNs87X8hs9mutsNBV//TW5b79N2JIlXLNpE2U7d5Ila8Js5kRcHGa9nm47dtAhKYm8BQvIlxv9lZmZpA0diueQIfTYv5/AZ5/l1P33Y5C3tmpKTRnDh6MdPJhOKSlooqM5M2yYde6h9+jRXGujSff11xS8/TYhS5bQftMmDDt3klet6QJ4jRqFQqWi/bp1XJuTYw1hTobtNRRJpyNn+HDcBw+mXUoK6uhocmx0eIweTUcbHfqvv6bo7bcJXLKEkE2bKN+5k0IbHQVTpmBMSSF082YCP/yQwoQEyuR3gnHPHnLvuw/PRx8l7O+/8Xn+ec4+9JC1B6wlmPlsHr26lTP2hfbMSQzmn+MKuP0mSwN80MiurP/Nsmji7TeVkvBCLotWBDB8XEd+2+ZJ0vxMwkLPj8/OL3SpMQy7uWhJP7UG56ZMoTIlhcDNm/H98ENKEhIol+0JzclBK39LSDodBcOH4zZ4MG1SUnCLjqbA5jlciKInnqBy/34CNm3C/7vvMK5bx7np0y/a7hb1i9lMTlwcqtBQ2qWk4PXII+Teey+mM5bRW2Vr15L/zDP4zZ5Nu337cL3mGrJvvx1J77DrhKAGZp2OU/I76hr5HXXKxo8+o0cTbuPHc19/Td7bb9N2yRI6y++oHNmP3nFxKFxcaPPqq4Tn5NiFaqoby6aiS+TbSdAqKKRmmQAraC5MzvaMvcxRzWxtC5qBxm+Bemkyr7UNaHrWN+8OMK1C2wsnuey49McXNBy31jagGehSv2nblxUnQlvbgubh8tk/oP4YL5zksqPLFfiZ/tcV+C3b+zL2013N6I91l+lzET3IAoFAIBAIBAKBQCAQAC4XTiIQCAQCgUAgEAgEgiuNy3mucHMhGsgCgUAgEAgEAoFAcBUiGsg1EUOsBQKBQCAQCAQCgUAgQPQgCwQCgUAgEAgEAsFVScus9395IXqQBQKBQCAQCAQCgUAgQPQgCwQCgUAgEAgEAsFViZiDXBPRgywQCAQCgUAgEAgEAgGiB1kgEAgEAoFAIBAIrkpED3JNRA+yQCAQCAQCgUAgEAgEiB5kgUAgEAgEAoFAILgqEatY10Q0kC8zslrbgGYg7+3WtqDpuVKHq/RvbQOagSvxxeDR2gY0A0GtbUAzUNzaBjQDf4W2tgVNz5VYngDOtbYBzYC2tQ1oBv5SKFrbhCantyS1tgkCG67Ub9bGIIZYCwQCgUAgEAgEAoFAgOhBFggEAoFAIBAIBIKrkitxJF1jET3IAoFAIBAIBAKBQCAQIHqQBQKBQCAQCAQCgeCqRMxBronoQRYIBAKBQCAQCAQCgQDRgywQCAQCgUAgEAgEVyWiB7kmogdZIBAIBAKBQCAQCAQCRANZIBAIBAKBQCAQCK5KzM0YmgpJknj33XeJjo5mwIABzJs3D7P5wnfQ6XQMHjyY1atXN+h+Yoi1QCAQCAQCgUAgEFyFXA5DrJctW8aPP/7IBx98QFVVFdOmTSMgIIDx48fXed78+fM5e/Zsg+8nepCvJtRq/JKSaFdURNusLLymTKk1qWtEBG2Sk2mn1xO8axeu/fo5Tec1axb+y5Y1l8W1oomIoHtyMhF6Pd137UJTi33VBMXHc11GBn1KSuiQlIRCo7HGqbt25ZqNG+mj03Fdejptpk61O9dj0CB67NlDn9JSeuzdi9ettzaLJm1EBOHJyfTT6+m5axfaC2gKjo+nT0YG/UpK6JSUhNJGky3X/vgjnR18dM2aNfSXJLvgc9ddTaYFtRqSkqCoCLKyoI68RkQEJCeDXg+7doGtbklyHh591BLfti18+y0UFEBGBrz3nuXezYh3RAQxycncqdczaNcufC7gp87x8fwjI4M7Skq43sFPbkFBRH77LUOLirjl2DHCxo61O7dXYiLDJckudHr22UZrUEdE0D45ma56Pe137UJ9AQ2+8fF0zsiga0kJbRzKj0Ktpk1SEl2KiuiclYWvg6/V/foRtn07XXU6wnbswH3gQLt478cfp+Phw3TV6WifnIz7jTc2Wh9qNZqkJHyKivDOykJdR/5TRUTgmZyMj16P565dqGyfhVKJ+9tv452djU9JCdqvv0bRpo3dub6SZBc8d+9uvP1OUKjVBCQl0aGoiLCsLLzr0OQWEUFocjId9HpCd+3CzcG/HmPG0O74cTro9QStXo0yIMAapwwKIuibb+hQXEz77Gz85s4FlapZNFXjHhFB1+Rkeun1dN21C/cL5MeA+Hh6ZGTQs6SEdg750aVtWzp8+y3hBQX0yMgg9L33UNjUCaGJifSWJLsQ0ARlyi0igrbJyXTS62nr5Jk74h0fT4eMDDqVlBDopEwFJiXRsaiIDllZ+DiWqYEDabttG510OsJSU/Fy+ED0fOQRwlJT6XTuHMGrV6MKDm60PrD4qXNyMj30ejrXw0/+8fFcm5FB95ISQp34Kezbb+leUMC1GRkEO/hJM3AgnbZto4dOR9fUVHwv8BHsjJYqMwB+b79N+7NnaV9QgN8774BCYY3znjyZTpJkF/zmz69pw4ABdKyqwqVjxwZrtaWlylPYsmU1ylJvSaLzr782yv6mpKKiguHDh7Nz587WNkXQSD777DOef/55oqKiiI6OZurUqXzxxRd1nrNnzx6Sk5MJCgpq8P1EA/kqwnf+fNyiojgbG0vRpEl4JySgGTWqRjqFVkvQ+vUYt2whNzIS4/btBK1bh0KrtUunHTMGnzlzWsp8K0qtlmvWr6d0yxZSIyPRb9/ONevWoXSwrxrfkSMJnT2b0xMnciw2Fo/oaNrNm2eJVCjoum4dVXl5pPbty+mnnyb0lVfwe/BBAFyCgui6di2FX33F4d69KfrmG7p8/z2u7do1uaZrZU2HIiMp3b6dbnVo8hs5krazZ3Nq4kSOxMbiGR1NWLUmG/xHj8bXScNX07MnaQ8/zN6QEGso2bSp6QTNnw9RURAbC5MmQUICOMlraLWwfj1s2QKRkbB9O6xbZzkOEBJiH955B06dgu+/t8SvXGlJO3gwjBkDI0bAG280nQ4HVFotA9avp3DLFrZERlK0fTv9161DVYufQkaOpNvs2RyYOJEdsbH4RUfT08ZPUd99h3tYGDtuuYWDkyfT81//IuTee63xnj17cnjGDDaFhFjD6U8+aZQGhVZL2/XrMWzZwunISAzbt9PWSfm22jByJP6zZ3N24kQyYmNxj44m0EZD4Pz5uEdFkRkby9lJk/BPSMBT9rUqKIh2v/5KxV9/cToqitKvv6bdpk24tG8PgHboUII+/JDCN97gdEQE+p9/pu369ahCQxulUTN/Pi5RUZTGxmKYNAn3hARca8l/HuvXU7VlC7rISEzbt+Nhk//UM2bgNmYM+gceQDdwIAp/f7QrVlhPV/bsSdXevZwLCbEG/dChjbK9Nvzmz0cdFUVObCyFkybhm5CAtpb6u8369ZRv2UK2XH8H2/jXrX9/Aj7+mOI5c8iOjkbl50fgp59azw/64guUPj5k33ADZ++/H48HH8TnpZeaRVO1vZ3Wr0e/ZQvHIyMp276dTnXkR++RIwmePZvMiRM5GRuLNjqaUJv82HHlSpRaLScGD+b0mDF4jRhBsE2doO7Zk5wZMzgcEmINhU1QpkLkZ54pP/OQOjR4jByJ3+zZ5E+cSLZcpvxtNPjLvs6OjSV/0iT8EhLwqC5TwcGEbNiA4fffyejbl6KEBALefx/NsGEAaG6/naBlyyh5/30yBwzAXFpKyIYNdg22i9XYfv16yrZs4YTspw51aPQaOZKg2bPJnjiR9NhYNNHRBNtoDFu5EoVWy6nBg8kcMwbPESMIkv2kCg6mw4YNlP3+Oyf69iUvIYGQ99/HU9ZYX1qqzHhPmYLHQw9x9t57yRs1Co+HH7ZrjLv27EnJhx9yJiTEGoodv51cXAhcuhRFI3+MasnylBUfb1eOjkdHYy4vp2DBgkZpaCqMRiNTpkzh2LFjrW3KJY+pGUNTkJubS3Z2Nv3797cei4yMJDMzs9be4YqKCl599VVee+013NzcGn5TSXBZcRouKpzRaiVTWZmUO2SI9Vjxyy9Lhs2ba6QtGDdOqkxLsztWcfSolD92rOVvlUrSLVwomcrKpIrUVKl02bKLtus0SCkNDKfGjZPK09LsjhmOHpVOjh3rNH3JH39IWQkJ1r9TY2Ikk14v/anRSPtDQqTCr76S9np6WuOLVq2Szn74oZQC0vF77pEq8/LsrleZny+ljRpVp427GhhOjBsnGdLS7I4Zjh6V0saOdZq+5I8/pIyEBOvfh2JipCq9Xtqj0ViPpfj5ScbTpyXdzp1S3rJl1uO73dwkc2WltP/aaxtsZy39ufZBq5WksjJJGjLk/LGXX5akzZtrph03TpLS0uyPHT0qSWPH1kzbqZPlurfeavm7e3dLoWjT5nyaMWMkKSOjfnbKYW0Dwr5x46TStDS7Y6VHj0p7x451mj7/jz+kIwkJ1r+3yn5ap9FI/4uMlCRJkn7t3Nkaf+ill6TC7dutf5edOSPtuO22Btm4FqSjdYScceOkirQ0u2PGo0el7LFjnaYv++MPKT8hwfr3abn8HNNopGNyvXJmyBBrfN7LL0v6zZuloyCdffFFyXj8uHRUqbTGl65fLxX83/9JR0Eq+fJLqWjhQntbUlOlnAkTathRVN+g1UrmsjJJN2SI9VjZyy9LlZs310irHzdOqkpLsztWdfSopB871nLea69JpffcY43TjRghmfV669+GN96QjF98UX/bHMLJeoZT8nPOHjLEeqxQrr8d0+bJ/rU9VnH0qJQ3dqx0EiTd8uWSbtkya9zpsDDJbDJJZzp1kk66uUm6FSukM127WuOL33tP0q9bV29bDzQwnBk3TjKmpdkdKz96VDo9dqzT9KV//CHlJCRY/z4u58e/NBrpiFwnHGrTxhqfPmaMVJGRYf274swZ6cRttzXIxrQLhLPyM7c9VnH0qJQ7dqzT9GV//CEVJiRY/86QNZzQaKQTsq8zhwyxxhe8/LJUtnmz5V4TJ0rGQ4fsrndu8WKp5PPPpTSQSteulUo+/dQad8LdXarKz5eybr+9hh0HGxAyZT/ZHis/elTKGDvWafrSP/6QziYkWP8+IWs8pNFIx2Q/pbZpY40/I/vpIEhZEydK5YcO2V2vcPFiqfjzzy9oZ4uXGZAq09OtaU+CdPbhh6XKkyetfxu2bJHynnyyznJTOGuWZNiyRZIkSTrTseNFl6mWLk+2oWTjRqnws8/qZWdzc+zYMenuu++WRowYIXXr1k1KTk5u9nteznSHZgtGo1HS6XR2wWg0Nsi+v/76S+rWrZtUXl5uPWYwGKRu3bpJ+/fvd3rOf/7zH2nKlCmSJEnSLbfcIq1atapB9xQ9yHXwyiuv8PTTT9sde+ONN5g2bRrZ2dk8/fTT9OnTh9jYWD744ANMpvO/lXz77bfccccdXHfddQwcOJA5c+ZY42fMmMGMGTO4++67ueGGGzh16lSza3Ht0weFqyvG7dutx4xbt+I2cGCNX5bdoqMxbt1qd6xi2zbUN9wAgMLTE9frr+fswIFU7NjR7LY74hEdTamDffpt2/CQ7bNDqcSjf390//vf+bTJySjc3ND26UNVTg4nx4zBXFpqufaNN+J5003ofv8dAFNBAS6BgfjKvXo+cXEovbww/PVXs2sq3bYNz3pqKk1ORunmhqZPH+ux9u++S/6KFZQfOmR3unv37kiShPHEiSbVYKVPH3B1tfQGV7N1KzjJa0RHW+Js2bYNnOl+/XX49VdLAMjJgaFDwfHXQx+fxmuoBd/oaIoc7C3ctg2/Wvzk278/BTZ+KpbznnefPmi7dMF49ixlJ09a40sOHMAnKgqFiwsuXl5owsLQHz3apBrco6MxOGgo37YNTS0a1P37Y7DRUC5rUPfpg1quVww2vi7futUyjFqhwLVLF4wpKWCzkIbxwAHc5XsVzZtH8b/+VfO2jfChSs5/VTY2mbZuReUk/6miozE5PAvTtm2oZPuMr79O5Zo1ACiCglBPmECVXDeApQfZ3MT+cYab/JzL61F/q53U30ab+lsdHU25jT9NGRmYTp9GHR0NFRXkP/ooVWlpgKXnS3v33ZTbaG5qtNHR6B3sLdu2DW0t+VHTvz96G/vL5Pyo6dOHypwcTg4dSpVDnVCdn5ReXriGhWFsYp+po6Mpd1Km3OtZpoyyBrc+fZz6unzrVtSyrw0bN5I3blzNy8oaXbt0wWgznFQqL6fy+HHntjQATXQ0ZQ4aDQ3wk0HW6C6/d9OHDsXk4CeVrKF040ay6tBYH1qqzKhCQ3Hp0MEu3rh1Ky6dOqEKCQHANTycqjrynMu11+L17LMUvvhivfXVRkuWJ1s8YmPxuOkmcmfNarSGpmDXrl0MHDiQr7/+urVNuSxozkW6lixZQmRkpF1YsmRJDRvKy8tJT093GsrKygDseoKr/19RUVHjWsePH+err75i5syZF/1MRAO5Du666y62bdtGqdx4MpvN/PTTT9x1110899xzBAQE8N133/H222+zdu1aFi9eDFgK5ptvvsmUKVPYuHEjc+bMYeXKlfxqMy/j+++/Z/LkySxZsoROnTo1uxZVaCjm/HyorLQeM+XmotRoasylUYWGYsrKsjtmys1FFRYGgHTuHGcHDaKyiRuJ9cU1NJRKB/sqc3Nxk+2zReXri1KjsU9vMlFVUICrQ/pep07Rfds29Dt2ULxqFQClW7Zw9oMP6LxyJX0rK+m6Zg2nn3qqyT+w3JpIU3V6r1tuweumm8hyMtxYEx6O6dw5uqxYQZ+sLMJ37sTnjjuaTkxoKDjkNXJzQaMBh7xGaKhljrItubngqLt9e3joIfvh0+fOwc8/n/9boYDnnjvfgG4G3ENDKXew15ibi7sTP7n6+qLSaOzSSyYTlQUFaMLCMObm4ir7shpN+/YoXV1x8fHBMzwcyWzm2pdf5tYzZ7hp3z7CHnus0RpUoaFUOWioys3FxYkGpWxflUNeMxUU4BIWhktoKCYHX1fJ9YoqIABTbi4uDtMRXNu3RxUYCIBx714qjx+3xmmHDsWte3cMv/120fqUoaFIDjaZc3NRaDQoHPKfMjQUs8OzMOfmonR4Fu6zZ+Nz9iyqQYMw2HzEqsLDUUVE4HXgAN7p6WgWLwYvr4u2vTaasv6+UHw1Ib//TruDBzEXF6P78MOmlGOHi5O6ryo3t0b9DOfrPsf8WCXnR/O5c5Q61AkBzz2HXq4T1HKZavPyy/Q4c4Zr9u3Dt4nKlLNnWleZMjWgTNn6uio93a4BrAwKwnPMGMpljabcXFS2ZU6hwKVdO5RymbtYXBpQb9TmJ5ONn/QOfvK38VNlejoGG42qoCC8x4yxxteHlioz1dNBbApEYG4AAE3iSURBVONNubmW88LCULZpgyogAM/HHyfs5EnaHjqEt0NDOPCjjyiePRuzfF5jaMnyZEvQjBkUffoplRkZjdbQFDz00EPMmjULTS1rswhajokTJ5KSkmIXJk6cWCPd/v37uf32252GAwcOAPaN4er/O/pYkiReeeUVnn/+eQIbUe+JBnIdDBw4EB8fH36TP9b27NlDZWUlKpWKrKws3njjDbp06cLAgQOZPn06n332GQBarZa33nqL22+/nbCwMO644w569uxpNw+id+/exMbGcv3117eIFoVWi2Q02h2r/lvhsKhRbWkd07UWDbGveg6vs/RKh/QnR43i+PDhaCIiCPv3vy3ne3qi7tKF7NmzSR0wgOw336T9ggWou3dvSkkotVrMDjaaa9FUPd/VWXqlWo1CrabTkiWkP/ssUnl5jfPde/RAqdVy7qefOHrHHZxbv55r165FGxnZNGK0WnCwzfq3o57a0jqmGz8e9uyxLOJVG/PmWRb4evnli7O7Hqhq8ZNjXqpOWx3vLH3xzp2UZ2Vx3fvvo9Jq0XbtShd53prSzQ3PHj1AkihNTWXXsGGcTkqi90cfEXLPPY3SoGyi8qNQqy9Yr5SuWoX7wIF4T5gAKhXa22/HIy4OhZP5QK5duhD86aeUfP45xr17L15gM+S/ihUr0EVFUfXLL3j+/LOlEezigrJrV3Bzo2zcOMrGj8clJgYPmznKTUVT1t/1rT8Lnn+enJtvRqFWE/Tll02iwxnO8mNtZUpZS5lyVp8DhMybh6ZfP3LkOkEtlyljaiqnhg2jKCmJdh99hHczlSlnCwYqailT1LNM2V3L3Z3gVauoysmhRO6RKf36a7yfecYyIsDFBd9Zs1AFBzstc02h0Vm9UZvG2vwUPG8e7v36cdZJ3a1wd6e9rLHISa9TbbRUmXGm1fY+rj16AJZGc+6IEZx7+218X3kF78mTAfAcPx5cXSldurTe2uqiJctTNa6dO+MZG0vB++831nxBK9Gcc5Dd3Nzw9PS0C87mBA8cOJAjR444DSNGjAAgLy/Pmr76/44LcGVlZbF3717eeecd+vbtS9++fcnKyiIhIYEJEybU+5mIbZ7qQKlUcuedd7Jx40buvvtuNmzYwG233UZ6ejrFxcVE2jQozGYz5eXlFBUVcd111+Hu7s6CBQs4fvw4R44cIT09nUGDBlnTt2viRZ4uhFReXvOlIP8tyUMXLpTWMV1LETxzJiE2w3b0O3c6tc/sxL7qBmJ90pelpACQ8cILdPriCzKnTiX4pZdAoSBH7rk07N2Lx8CBtImP58ykSRetKXTmTEIdNDm+kJS1aDLLmmpL3y4hAf2ePZTY/vJrQ9Ybb5C7YAGm4mKLpgMH8IiMJOipp0h38qtegykvr/lhWP23o57a0jqmu+8+kEdoOGXuXJg8GUaPhoMHL8psZ1wzcybX2PipuBY/mRroJ1NZGWajkZT77yfym2+4o6QE49mzpM2bR69//5uqkhIyPvuM3LVrqSwqAkD31194dOtGx2eeIUce9lsf/GbOxN9GQ3kTlh+FSlVrvWIuK6MqM5OzTz5J0IIFtFm8GOO+fZxbuBDNLbfYneN67bW0++UXKtPSOPvkk/XW5pRmyH9mechx2WOP4Z2RgdvIkVQsX865wEAwGKCqyhI/dixeKSkoQkORsrMbp8OGpqy/61u/Vx44QCWQP24cbffswaVjR6rS0xutJWjmTIJs8qPBSX5saN3nLP+GzJ1L4OTJnB49GqNcJxR/9hm6tWsxyWWq/K+/cOvWDf9nnqGkAWXKd+ZMfG00GGspU87embWVKepRpmyvp/DwIOT773Ht1o2sQYOQDAYAdEuX4ta7N223bAFAv3IlZevXYy4pqbc+gMCZMwm8gJ8aqtGZn9rMnYv/5Mlk2PjJVmOH77/HrVs3TtlorA8tVWZstTo2wKWyMir27uV0QADmwkIAKv/+G1VQEF7PPIP+yy/xe+stchqxM0ZrlqdqfEaNonzfPoyHD1+0DoGgLoKDg2nbti0pKSmEyaMhUlJSaNu2LW1sdpaoTvuzw/fvo48+yqOPPsrdd99d73uKHuQLMHz4cLZu3UppaSmbNm3irrvuoqqqii5durBmzRpr+OGHH/j555/x8vJiy5YtjBw5kvz8fAYPHsyCBQvo57DMvrqFe2NNmZmWIVY2KySqQkIwl5VhlhtKtmmr587YpjU14QdfQ8hfvJjUiAhrqDhxAlcH+1xDQqh0Yl9VQQFmg8E+vUqFS0AAldnZuLRpg09cnN055YcOoVSrUXp7o42MxLB/v128Ye9e3Bq5DcPZxYs5GBFhDcYm0lSRnY3/mDH43XMP/XQ6+ul0+D/8MP4PP0w/nc6SVpKsjWOrpsOHcWuqH20yM8EhrxESYml0ONyXzExLnC0hIWCrOywMevU6v3K1IwsWwIsvwiOPQAM3gr8Q6YsX87+ICGsoO3ECtYO96pAQjE78VFFQgMlgwN0mvUKlwjUggHI5/bk9e/itSxd+adeOX9u3R3/kCMa8PEx6PYC1cVxN6eHDuDfQT+cWL+Z0RIQ1VJ44gYuDBpdayrdJzmsuDnlNFRCAKTubqsxMy3BpG1+7ONQrJZ9+SpqvLyfDwjgTFYUkSVTarLvg1rMnYf/7H1UZGWTdeafTUQ8NwZyZicLBJmVIiOVj1iH/mTMzUTo8C2VICGb5WbjcdReKtm3PRxqNmE+csFwfQKezNo4BTPIHorKJfwBtyvq7rniFlxfaBx6wm6NZKa9h0NghutUULl7M8YgIa3BWn7vUUvfVlh9dAgKoskkfumABgS++yJlHHqHEoU4wOZQp4+HDDd6VoGTxYjIiIqyh8sSJer8zzbIGVQPKlKOvFV5ehP70E67XXUd2bCxVNtMUMJspeO45Tnl7k96mDWcffNAyraKBa50ULl5MWkSENVTUUm9UNbDesE0fsmABAS++SOYjj6Bz8JPSy4uOP/2E+rrrSI+NpcJWYz1oqTJjysy0/m0bB1jPr24cV1N5+DCqdu1wHzoUZWCgZXspnY62csOz7cGD+NRz7mRrlycArzvuaNAPTIJLj+acg9xUPPjgg7z77rvs3LmTnTt38t577/GYzRSZwsJC9Ho9Li4udOzY0S64uLgQEBBAcAO2vBMN5AvQp08fgoODWbp0KZIkMWDAADp37kxWVhb+/v7Wh5+RkcGCBQtQKBR8++23jBo1itdff53777+frl27cvr0aSRJajUdlfv2IVVW4hYdbT2mHjSIit27wcGuiuRk3Bz2InWLiaEiOblFbHXEVFSEMS3NGvQ7duDhYJ9HTAx6Z/ZJEvrdu/G06b33uOEGpMpKyvbvx61zZ7qsXo2rzUewNjKSyrNnMRUUUJmVhXvPnnaXVPfoQYXNwkpNoal0xw48HTR5NkCTp6zJsH8/qTffzN+9e1sb38U//EDxDz9wMCICgM7LltHp44/tLqmNiKA8NbVRmqzs22eZ92WT1xg0CJzkNZKTwXHf25gYy/FqBg6E06fhzJma93rtNXj6acsWT82wGEdlURFlaWnWULRjB34O9vrHxFBUi5+Kd+/Gz8ZPfrKfSvbvx9XPjxu3bMHV3x9jbi6SyUSbu+6iQF4QqducOQx02HrLOyKC0gb6yVxURGVamjWU79hRY69h95gYymvRYNy9G3cbDe6yBuP+/RjlesXdxteaQYMol32tuflmQr78EsxmTDk5AHjceSeGzZsBy4dku59/pvLYMTJvvx1z9Y84jcAk5z+VjU2qQYMwOcl/puRkVA7PQhUTg0l+Fpp338XNdo6qpyeqbt0wHT6MMjwcn5ISlDZrSKgiIpAqKzE38GP+QlTIz1ldj/rbmJyM2kGTOiYGo6zJmJyM2safqrAwVO3bY0xORqnV0ubrry0LQsm4RUYiVVVR2UTrLpiKiqhIS7OGsh070DrYq42JwVBLfjTs3o3Wxn6tTd0H0Oa11wh4+mlOjxnDOYc6oc2cOXR2KFOaiAiMF1GmqtLSrMG4Y0eNZ34xZapi/36nvnYfNAhjta8VCoJXr8alSxeyhwyx/oBRjc/kyfhMn45kMGAuKkIVEoK6b18MDVxozbHeMOzYgcaJn8oa6Kdy2U+Br72G39NPkzFmDCWOdbdCQdjq1bh26cKpIUMwOmisDy1VZkzZ2VSlp9vFqwcNoio9HVNODp7jx9POIX+5RURQmZpK2erVZHbvTlZEBFkREeTK21jlDhuGrq4RUza0ZnmqRtO/P/pt2+plr+DSpDmHWDcV48ePZ9iwYTz33HPEx8cTFxfH448/bo2/7777+KSRW/bZIhrI9WDYsGEsW7aMO+64A5VKxaBBg2jXrh3Tpk3jyJEj7Nmzh1dffRWNRoNKpcLX15e9e/dy5MgRjh07xowZM8jLy3O60lpLIRkMlC1fjv/ixbhFRaGJi8Nr6lRK//MfAJTBwSjc3QEoW7kSpa8vvomJuISH45uYiNLDg7Jvvmk1+20pWrkSla8vYYmJuIeHE5aYiMrDg2LZPoW7Oy42vxLlL1xI8LRp+MTFoY2KosOiReQvXWp5Jrt3U5aSQsdPPsE9PBzvO++k3fz55Lz1luXcpCR8hg2jzeTJuHXuTFB8PN533EHewoVNqqlQ1tRB1tRBfuaFtWg6u3AhIdOm4RsXh0dUFB0XLSJv6VLMBgMVp0/bNb7NOh1mnQ6jPEy0+IcfCHjkEQIefRR11660ffVVPAcNIrep5g8ZDLB8uWVIdFQUxMXB1Kkg5zWCg0HOa6xcCb6+kJgI4eGWfz08wDavXXcdOPtA6tEDXn3VMrx661bLdatDM5G9ciWuvr70SkzEMzycXnLey5btVbq7o7a5f/rChXSdNo3guDh8oqK4btEiTst+qiwqQuXpSfi8eWg7d6b9+PG0f+IJ0uQ9KHPXriVgyBC6vPgi2i5d6Pj004Q99hhp777bKA2lcvkOTEzELTycQDmv6WzymspGQ/HChfhNm4ZHXBzqqCjaLFpEiVx+JIMB3fLltFm8GHVUFB5xcfhOnUqx7OuKo0fxGDECn6efxqVzZ4I+/BClnx8ly5cDEPjuu6BSkTt+PEpPT1TBwZb5kh4eFy/QYKBi+XK0ixejiorCNS4O96lTMco2KWzyX8XKlSh8fdEkJqIMD0eTmIjCw4MK+VkYP/wQ9bRpuNx5J8qePfH4/HNMx49TtWED5tRUTMePo1m6FGWvXqhiYtAuXUrF0qU1eqobi2QwoF++nAC5/tbGxeEzdSolsiaVTf2tl/3rn5iIa3g4/rImvaxJt2gRno8+iucTT+DauzeBn32G4ccfqTp1ClNuLvpVq/D/4APcIiJQDxpEYFISJe+/j9QEP14445xc94UmJqIODydUzo+11ecFCxcSNG0a3nFxaKKiaLdoEYVyflT36EGbV18lb+5cyrZuxSU42BoAdGvX4jFkCIEvvohbly74P/00vo89Rn4TlCmVry8B8jMPcHjmjmWqZOFCfKdNQyuXqcBFi9DZlKnS5csJksuUVi5T52Rfe40fj+aWW8ibMAFzcbG1zCj9/ACoPHkS3+nTcb/5Zlx79iR45UrK1q2jspFTT0pkjcFyvREsayypRWPRwoUETJuGV1wc7lFRhCxaRJGs0a1HD4JefZV82U/VGqrP9x0/Ho9bbiF7wgRMTjTWh5YqM9Xxfu+8g/uQIbgPGYLf3LnW+xg2bUIVGorfu+/i0rUrHqNH4zN9OufeeQeptNTuhxaTPIXBlJ6O2WGkQ31pyfIE4NqxIypv74v6EUMgaAgqlYqZM2eye/dukpOTmTp1Kgqb0U6//fYb//znP52e+9tvvzFy5MiG3bBBm0JdpaSmpkrdunWT9uzZYz12+vRp6cknn5Suv/56KTo6Wpo9e7ZkMBgkSZKk3Nxc6YknnpD69OkjxcTESLNmzZISEhKkJ554QpIkSZo+fbo0ffr0i7KlMfsNn9FopNJPP5VMOp1UmZEhFcbHW+MkSTq/zzFIOf37S8aUFMlUViaVJydL2RERTq9ZumxZi++DnALS4f79Jb1sX2lysnQoIsIad3LsWEmSJLv0GdOnSxU5OVJlUZGUl5Qk/alWW+MOhIZKRatWSVXFxZIxM1PKmDnT7tzjI0ZI+r17pSqdTtLv2SMdvfXWC9rX0P2Fd4F0sH9/qVTWpEtOlv6OiLDGpcmabNOfttF0NilJ2q1WO71u3rJldvsg7wLpxPjxkuHIEclkMEile/ZIhwYPbrp9kEGSNBpJ+vRTSdLpLPsSx8efj5Mk+32O+/eXpJQUyx7HycmSFBFhf62FCyXpv/+teY+6ylADbG3oHsNb+veXilNSpKqyMqkwOVn6IyLCGrdX9pNt+kPTp0vlOTlSRVGRlJ6UJK1Tq61xv3XrJuVv3ixVlpZK5/76S9p511125+66+27p3L59UlVZmVRy6JC0+957G70P8lGQ0vv3lwxyXjMkJ0vpERHWuGxZg236vOnTpcqcHKmqqEgqTkqSjqnV1rhjGo10zqZeORsfb3duxrBhkvHQIclUWirpf/lFOtm9uzXOpNc7dZ/tvsvVoaghQaORjJ9+Kpl1OsmUkSGVxcdb4yRJsu5zXARSSf/+UmVKimQuK5Mqk5OlkoiI89dRKKSy6dMl06lTklmvlyq++04qDg21xheHhUnGVaskU2GhZMrPl8r/8x+pyM2tyfdBPgnSKY1G0tk854L4eGucJEl2+7Bm9u8vldvU35kREfb7vo4dK1Wmp0smnU4qXbVKSvf3P38fb2+p5OOPpaq8PKkqL08qfu896aSra7Ptg3wApGP9+0tlsr365GTpaESENe60nB9t02fLdV9VUZFUkJQk/aVWW4/XRvW5J+++Wyrbt8+S9w8dkk7de2+j90FOAynD5pkbkpOlMxER1rhcWYNt+nybMnUuKUk6oVaf37tYo5FKbHydFx9vjdNv2OBUX/U+yWkgFcyYIVVmZkpVhYVSySefSCc8PZ3a3JB9kA+ClGbjp7LkZCktIsIalyFrtE2fY6OxMClJOqRWW4/XxkGQdLVoLN28ud77ILdkmTmpVErF770nVRUWSlVnz0rFb79td25WTIxk2L5dMun1UsWJE1L+xIlOy86Zjh0lSWrcPsgtXZ6ODRggSZIk/eXm1iAbWxKxD/KFaQvNFi5XFJLUiuN+LxO2bdvGq6++yq+//mr3a0VrcKaV798c5F04yWVHUw4ruZTo39oGNAM/trYBzUDTrrF+aRB04SSXHcWtbUAz0Dz9zK1LI8YzXNI0brb/pYm2tQ1oBq7EMtVbND0uKdo1Y9si8zL1tVjFug7Onj1LSkoKS5Ys4b777mv1xrFAIBAIBAKBQCAQNBVNuZjWlYKYg1wHOp2OWbNm4efnx7hx41rbHIFAIBAIBAKBQCAQNCOiB7kOunbtyt69e1vbDIFAIBAIBAKBQCBocq7UaYGNQfQgCwQCgUAgEAgEAoFAgOhBFggEAoFAIBAIBIKrEtGDXBPRQBYIBAKBQCAQCASCqxCxSFdNxBBrgUAgEAgEAoFAIBAIED3IAoFAIBAIBAKBQHBVIoZY10T0IAsEAoFAIBAIBAKBQIDoQRYIBAKBQCAQCASCqxIxB7kmogdZIBAIBAKBQCAQCAQCQCFJktTaRggEAoFAIBAIBAKBQNDaiB5kgUAgEAgEAoFAIBAIEA1kgUAgEAgEAoFAIBAIANFAFggEAoFAIBAIBAKBABANZIFAIBAIBAKBQCD4//buPCrquv3/+HMSIUxxgURBTMIFcUFU3EAzLENMLUwzt9Rc0HDJDRdEXHAlF8StUFxuvV34CqGVUmrmLrgALriggkqZW4AbCMzvD27mJ40mm378wPU4p3PiM3Of8+KeYZrr836/r0sIQApkIYQQQgghhBACkAJZCCGEEEIIIYQApEAWQgghhBBCCCEAKZCFEEIIIYQQQghACmQhhBBCCCGEEAKQAlkIIYQQQgghhACkQBZCCCGEeO1otVqlIwihKomJiUpHEMWEFMgCgMjISDIyMvSup6en8+uvvyqQSJREt2/fJikpSe8fNXhW7uf9I14fXl5e/P7772RmZiodRZRA27Zte+b16Ohounbt+orTiOdxd3fn/PnzSscQL/DFF19w+vRppWOIYsBA6QDi9dC3b18OHjxIpUqVcl2/ePEio0ePJiYmRqFkAmDjxo3s2LGD1NRUWrVqxeDBgzE1NdU9fvfuXbp168bu3bsVTFlwO3fuZOrUqaSkpOS6rtVq0Wg0nDt3TqFkeefi4oJGo9G7nrMK9PRjavh9nufatWts3LiRhIQEfH19+f3336lRowZNmzZVOlqBlC1blsmTJ/PkyRPat2+Pm5sbzZs3f+Zr+boLCwvL83M/+eSTl5bjZUhJSWH16tXExsaSkZGht7q6bt06hZIVzowZM0hJSaFfv34A3Lt3D39/f7Zt28ZHH32kbLhCuHz5MufPnyctLU3vMbW99wD++usvSpUqpXSMIvXkyRO2bdtGXFwcaWlpen9Ts2fPVihZwZmZmXHnzh2lY4hiQArkEmzjxo1Mnz4djUaDVqvFycnpmc9r1arVK05WcPlZnbOwsHiJSYrOypUrWbt2re4L1JYtW9i+fTvLly/H3t4egKysLFWvTM6ePRs3Nzd69+7Nm2++qXScAnn65sRvv/3G+vXrmThxIg0aNMDQ0JAzZ84wZ84cunfvrmDKwomMjGTw4MG0bt2a/fv3k5aWxuXLl/H19WXBggW0b99e6Yj5NmXKFLy9vYmMjGTnzp2MHTsWgA4dOtCxY0caNWqkbMB8CAgIyPXzH3/8gaGhIVZWVpQuXZqEhATS0tKwtbVVXZEyfvx4YmNj6dSpE2XLllU6TpFZs2YNHh4e/P3331SpUoWFCxdibm7O2rVradasmdLxCmTNmjXMmTMHExMTvddKo9Go7r0H2UX9wIED6dy5M5aWlhgZGek9rjY+Pj7s3LkTJycnypUrp3ScImFnZ8ewYcNo0KABlpaWGBoa5npcjUW/UIZGK4dcSrTIyEiysrL48ssvWbJkCeXLl9c9ptFoMDY2pnbt2nofMq8rJycn7t69C/z/1cd/UtOqJMAHH3yAj48Pbdq0ASAtLQ0vLy/27dvH999/T9OmTbl9+zatW7dWze/0T46OjmzZsgVra2uloxSJtm3bsnjxYt0NjByxsbEMHTqUAwcOKJSscLp3707nzp3p3bs3Dg4OhIeHY2VlxZo1awgJCWHHjh1KRyy0+/fvExQURHBwMOnp6VhYWNC9e3f69eun96X4dbZ8+XJiY2OZNWsWFSpUALJ/Nx8fH8zMzJg0aZKyAfOpYcOG/Oc//6Fhw4ZKRylyV69eZeDAgSQlJTFp0iR69uzJG2+o9wSck5MTgwYN0t3ULQ5cXFye+5hGo1Hl7i0HBweWLVtGy5YtlY5SZCZOnPivj0uBLPJKVpBLOEdHRyB79cvCwkKV2wqf9uOPP+Lh4cHjx48JCAgoFlui7t27R/Xq1XU/GxkZsXDhQsaOHcvgwYNZtWoVVlZWCiYsvJ49exIcHIy3t7dqbsb8mwcPHjzzTP/9+/d58uSJAomKxoULF3jvvff0rrdr144FCxYokKhoPHjwgL1797Jz504OHDiAubk5/fv3x83NjVu3buHv78+xY8dYtWqV0lHzbNWqVWzevFlXHEP2dnJPT08+++wz1RXI5ubmqi4an/asrfCff/45AQEBHDt2LNeqqxpXJh8/fky7du2UjlGk9uzZo3SEIleuXDkqV66sdIwiJQWwKCpSIAsAKleuTEhIyHPPd6nlQ6dChQqsXLmSrl278vPPPzNkyBClIxVao0aN+P7775k2bRoGBtl/shqNhnnz5jFy5EgGDhzIhAkTFE5ZOK6urnz55ZeEhYVhZmamd6NGbXfnO3fuzPjx4xk1ahS2trZotVpiY2MJCAigR48eSscrMEtLS2JjY/VuyPz2229YWloqlKpwhg4dyqFDhzAxMaFDhw6sW7cu1ypl7dq1SUlJYfLkyQqmzL9y5cpx9uxZbGxscl0/fvy4Xq8JNRg/fjy+vr6MGDGCd955h9KlS+d6XC1HZkB/K3yOt99+m9OnT+uaDKl1O3KXLl3YuHEjXl5eSkcpMpGRkf/6eM5ig5oMGzYMPz8/fH19sbKyUv0CCWTvENy9ezcXL17M1XgxPT2ds2fPEhQUpGA6oSayxVoA2V8+IiIiaN269TPPd6mlQM4RFRXFoUOHGDFihNJRCu3y5csMGjSI1NRUli5dmus/xBkZGUyZMoXQ0FBVbRv/p48//pjy5cvz8ccfP/MM8qeffqpAqoLLyMggICCAkJAQ3ZZ/MzMzevXqhYeHh2q/iPzyyy9MmDCB7t27s2HDBgYNGsT169f58ccfmTdvHm5ubkpHzLcpU6bQsWPHf23MdevWLVJSUvSKzdfZpk2bmDVrFp07d6Zu3bq6mzQ///wzs2fPpmPHjkpHzBdbW1u9azn9M9T82Vdc9OnTR/f38+TJE06ePEmVKlWoVq2a3sq/GhuqPev9B2BoaMjbb7+tmpu4tra2utfpWQ0kn6bGv6np06cTEhKCnZ0dMTExODg4kJiYyO3bt/niiy/w8fFROqJQCSmQBZB9FiUwMPC5jbrUaOLEiUyePFmv4E9OTmbKlCnPvYv/Onr8+DHHjh1j/fr1LFy4UO93+umnn9iyZQtr1qxRJmAhNWrUiO3bt6t+q/iz5BTIaly1e5a4uDhWr15NfHw8mZmZWFtb069fP73z1mqXnp7OuXPnVP177d+/n5CQEOLj4wGoVasWvXr1UmXH8Rs3bvzr42rdwQCQmppKeHg4V69eZejQoURHR1OzZk1VfR4GBgbm+bmenp4vMcmrkZmZSWJiIjNmzKBTp06quYl77NixPD9XjU3iWrRowfTp02nfvj2urq4sWbIEa2trJkyYgLGxMTNmzFA6olAJ2WItgOzteObm5krHKLSTJ0+SkJAAZJ/zqlevnl4xefnyZVU1SXr6dzpw4ABhYWHP/J3UPIrr/fff59ChQ3z++edKRyky/xyHFBISgrW1NU2aNFE6WqHY2toyb948pWMUmZMnT+Lr68ulS5fIysrK9VipUqVUPVOzdevWtG7dWukYRSKnAD548CDx8fFkZWVhbW1Nq1at9LZbq8mFCxf48ssvqVq1KhcuXKBv375EREQwevRoVq5cqZoi5emiNywsDDc3N71+Eg8fPiQkJORVR3spSpUqpSu8Bg8erJoC+en304sWEdTy3nva/fv3qV+/PpB9PCYmJoZatWoxZMgQvvrqK4XTCTWRAlkA2efw/Pz88Pb25p133tGddVUbY2NjlixZglarRavVEhQUlGt7l0ajoUyZMrpRLmpQHH+nf7K0tMTPz4+wsDCsrKz0mqupbYt/cRqH9KKuoE9T2+sE2XNoLS0tGTt2LCNHjmTevHncvHmTwMBApkyZonS8Anvy5AlhYWGq7yuR488//2TYsGFcuXIFa2trMjMzSUhIwMLCguDgYNXe4J05cyZffPEFI0aMwMHBAch+bSpVqsS8efNUU1DevXuXx48fA9mfGbVq1aJixYq5nhMXF4e/vz99+/ZVIuJLcefOHVJSUpSOkWfFcRHhaVZWVpw9exYLCwtq1apFTEwMXbt2RavVkpqaqnQ8oSLqrIJEkfv+++/566+/+Pjjj3NdV9v5LltbW91ZoD59+hAYGJhrdJUaFcff6Z/u3LmjujOR/2b+/PmMGTNGNw4Jss/5V65cmYCAAFUVyE979OgRO3fupEGDBjRo0IDSpUtz9uxZTpw4ocpmQgAXL15k/vz52NjYUK9ePUqXLk2vXr0wNTXl+++/V+W5aoDJkyf/a18JtZk2bRqmpqYEBwfrPv/u3bvHuHHj8PPzU9WRmafFxsYyc+ZMves9evRgw4YNCiQqmGPHjjFq1CjdedbPPvss1+M5N2g6d+78yrMVhWfdKHzw4AGHDh3C1dVVgUQFU9xvuA8YMED3meDm5oa7uzsGBgacPHlS9bu3xKslBbIAYM6cOTx69AiNRsObb76JVqvFz8+PMWPGYGxsrHS8Alm/fr3SEYpccfydQH2rWS9SnMYhPf3ajBo1Ck9PT70zhEFBQRw+fPhVRysSxsbGuh0L7777LufPn+e9996jYcOGXLlyReF0BffLL7+wdOnSYtNX4siRI2zevDnXzcGKFSsyduxYevXqpWCywqlUqRJXrlzJNcoP4MSJE5iamiqUKv9cXV3Zs2cPWVlZfPDBB2zdujVX3wWNRoOxsbHeqrKaVahQAS8vL7p06aJ0lDwr7jfcu3XrRo0aNShTpgw2NjYEBgaydetW6tevz/Dhw5WOJ1RECmQBwPnz51m4cCFTpkzRnaVxcnLim2++YcKECao8iyLU40UNXtTW1KU4jkOC7PyjRo3Su96uXTuWLFny6gMVgRYtWvDtt9/i7e2Ng4MDa9asoXv37uzZswcTExOl4xVYcekrkaN8+fIkJyfrXU9JSVH1GeRBgwbh7e2Nh4cHWq2WI0eOEBoaytq1a/nmm2+UjpcvOaO24uLiFE5S9IrbTVwovjfccyZ9JCcn4+TkhLOzs2onRwjlSIEsAAgODubbb7/l/fff113z8vKiadOmzJ49m+7duyuYThR3R48ezfVzZmYm169fJyUlhY8++kihVAU3atQoJkyYQGxsLJmZmYSFheUah6RW1tbW/N///R9jxozRXdNqtWzYsIE6deoomKzgJk+ezLhx44iIiKBHjx6EhITQokULSpUqha+vr9LxCqy49JXI0bFjR7y9vfH19aVBgwYAREdHM336dNVug4fsrdSVK1dm1apVvPnmm8ybNw9ra2tmzJih2t8rJSWF1atXP/f8uxrHPAH8+uuvBAUFcfnyZV0H/969e6v2eMnZs2eZOXOm7nX6J7UcrXuaVqtlxYoVrFmzhtTUVHbt2sXixYspU6YM3t7eeo3jhHgeGfMkgOwxTyEhIXpzPi9fvoy7uzunTp1SJpgo0WbNmoVGo8lXo6jXRXEchxQVFYWHhwempqa6gvjMmTM8fvyYoKAg6tatq3DCwtNqtVy6dAkTExNVr8C6uLjw119/kZmZ+czH1fblNz09HR8fH8LDw3UFV6lSpejWrRteXl7PnJ8ulOHh4UFsbCydOnV65vl3te0Iguy54nPnztX1lcjKyuLEiRP897//ZdKkSXTr1k3piPn2ySefUK5cOfr37//M10mNOwcDAwP58ccfGT9+PN988w3bt28nMTERHx8f3n//fby9vZWOKFRCCmQBwMCBAylbtiyzZ8/WnTlOS0tjypQp3Lp1i+DgYIUTipLo2rVruLu7ExkZqXQU8T93797l559/zjVbt2PHjqrajpyf91POdj21edG8UzV++YXs1cmrV69iaGhI9erVKVOmjNKRCu348eOsXbuWhIQEVqxYwfbt27G0tFRt48KGDRvyn//8h4YNGyodpch88MEHeHp66q0Wh4aGsmLFCnbt2qVMsEJo2LAh27dv55133lE6SpFp164dc+bMwdHREQcHB8LDw7GysiIqKoqRI0dy8OBBpSMKlVD3nitRZHx8fBgwYADOzs7UqFEDgMTERMzMzFi2bJmy4USJtW/fPoyMjJSOUSDh4eGsWbOGxMREQkNDWb9+PWZmZgwePFjpaIVSqVIlnJycqFKlim4WrZqKY8huTvM0jUaDVqvF2NiY0qVLk5KSQqlSpTAxMVFt87GcAvj+/fskJiZSs2ZN0tPTVd3R+vfff6devXo0bNiQkJAQFixYgJ2dHcOGDVPt1smIiAgmTpxI9+7d+e2338jIyMDAwIAJEyaQnJxMz549lY6Yb+bm5rk6IxcHd+7coVGjRnrXHRwc+OOPP159oCJQt25d4uPji1WBfOfOHSpXrqx33cTEhIcPHyqQSKiVFMgCgOrVq/PTTz+xf/9+rl69ioGBATVq1MDZ2VlvJq0QRc3FxUWvicaDBw/4+++/8fLyUihVwW3cuJFly5bh4eHB/PnzAahXrx6zZs0iPT1dlVsMIXv1bsKECezduxcTExMyMzN58OABjo6OLF26lHLlyikdMU+ebiIUEhJCSEgIfn5+uiMm169fx9vbG2dnZ6UiFlp6ejrTp09n27ZtAOzatYu5c+fy6NEjFixYoLrOtUuXLiUoKIg1a9YQHx+Pj48P3bp145dffiE5OZmpU6cqHbFAAgMD8fX1pVOnTmzatAnIHlXz9ttvExAQoMoCefz48fj6+jJixAjeeecdvSZqOc281KRu3bqEhYXpNSkMDQ2lZs2ayoQqpC5duuDt7Y27u/szXyc1nq1u0aIFq1atYvr06bpr9+/fZ8GCBTRv3lzBZEJtZIu1EEJxoaGhuX7WaDSULl2a+vXrq/LudocOHfDy8qJt27a5tnnt27cPHx8f9u3bp3TEAhk/fjzx8fHMnz+fd999F4BLly4xYcIEateuzaxZsxROmH8tW7YkODgYW1vbXNcvXLhA7969X7hV+XU1c+ZMTp8+zbRp0+jRowfh4eE8fPiQiRMnYmNjo7txoxbvvfcefn5+ODs7M3nyZK5fv87atWuJjY1l4MCBeo3+1MLe3p4dO3ZgZWWV67MiISGBTp06ERMTo3TEfPvn3xL8/10aGo1GdeffAU6ePEm/fv2ws7PT9ZE4deoU586dY+XKlbRo0ULhhPnn4uLy3Mc0Go1uHJSa/Pnnn3h6evLHH39w7949bGxsSEpKwsLCguXLl1OtWjWlIwqVkBVkIYTi2rVrR1BQEHFxcaSlpema8GzevBlQX9fTpKQkvYZ3AFZWVvz999+vPlAR2bNnD8HBwbriGKBmzZr4+PgwaNAgBZMVnEaj4ebNm3pf6q9evara7f2QvXV36dKlubqL16lThxkzZjBgwAAFkxVMcnIy7777Llqtlt9++033fitbtuxzG5GpQc2aNdm/f7/eSrGaVybVWFi9iIODA9u2bWPr1q1cvnwZIyMjmjVrxqJFi6hSpYrS8Qpkz549SkcocgsXLmT48OGUKlWKhIQEMjIysLa2xtnZudht+xcvlxTIQgjFTZgwgdOnT9OhQwfVbNP9N/b29oSFhTF8+HDdNa1Wy+rVq1XduMbIyOiZXzI0Go1qi5SePXsyfvx4+vfvj62tLVqtltjYWNatW5fr9VObBw8e6BouPi0rK0uVr5WtrS2rVq2iQoUK3L17lw8//JCbN2+yYMGCZ54NVYuJEyfi4eHBkSNHePLkCStWrCAhIYHTp0+zfPlypeMVSM6s94MHDxIfH6/rVdCqVSvVzqxOTU3lhx9+4PLlyzx+/JhHjx5x6tQp3YQPtd3EzfHXX3+xYcMG3bSFd999l27duul60ahN2bJl8fb25smTJ7Rv3x43NzeaN28uc5BFvskWayGE4ho1asS6detUXTw+7cKFCwwePBhTU1Pi4uJo2bIlV69e5fHjx3z//feqHYc0ZcoUzp8/j7+/P9WrVweyV1q9vLyoVq0a3377rcIJC2bz5s1s3bo1V2fu3r1707lzZ4WTFdy4ceN4+PAhc+fOpXXr1oSHhwMwduxYVb5WcXFxeHl5cePGDTw8PBg4cCB+fn4cP36cxYsXY2VlpXTEArt9+3auIsXa2pqePXuq8qwuZG9zHTZsGFeuXMHa2prMzEwSEhKwsLAgODhYlePThg4dypkzZ557E1eNfSWioqIYNGgQderUoVGjRmRmZhIdHc358+dZvXo1TZo0UTpigWi1WiIjI9m5cycRERFA9rGnjh07qvpmmni1pEAWQijuww8/ZNGiRdSrV0/pKEUmLS2N7du35/rS27lzZ9566y2loxVYSkoKX3/9NZGRkbomT8nJybRp04Z58+ZRoUIFZQMKndTUVCZNmsTu3bvJysrCxMSE1NRUnJ2dmTdvHhUrVlQ6YqGlp6ertnt1jsWLF9OmTRvs7e2LzRbQoUOHkpGRgb+/v+5z4t69e4wbN44yZcoQEBCgcML8K243cQE+++wzWrZsyZgxY3Jd9/f3JyoqStc0Ts3u379PUFAQwcHBpKenY2FhQffu3enXr5+qj9CIl08KZCGEIpKSknT/HhERwQ8//MD48eOpVq2aXud0ta6kXLp0ifj4eN544w3q1KmjW3VVu/PnzxMfH4+RkRHW1ta5ziSrQWBgIF999RXGxsYEBgb+63PVuDL0tGvXrhEfH687i2djY6NrlqQ2586d4+LFi2RlZQHZK0Xp6emcPXuWadOmKZyuYMaMGaPbXt2yZUtat25N69atVbnKmsPBwYHNmzdTu3btXNfj4uLo1asXx48fVyhZwRXHm7j29vb88MMPetupr169SpcuXYiOjlYmWCE9ePCAvXv3snPnTg4cOIC5uTkdOnTAzc2NW7du4e/vT6VKlVi1apXSUcVrTM4gCyEU8fRop5z7dP3798/1xV2tXU9v377N8OHDOXXqFCYmJmRlZXH//n2cnJxYuHChas9Zp6ens2jRIiwtLenVqxcA7u7utGrVipEjR6rmfOHRo0fp27cvxsbG/9r9WI1FZI5t27bh7u6OlZVVru3H0dHRTJs2TTf+SS0CAwMJDAzEzMyMO3fuYG5uzu3bt8nMzOTDDz9UOl6B5Wx1j4uL4/Dhw0RERODn50e1atVo06YN48aNUzhh/pUvX57k5GS96ykpKar5jIDcN3F79eqFt7d3sbqJa2lpSUxMjF6BHB0djZmZmTKhCmno0KEcOnQIExMTOnTooLfqX7t2bVJSUpg8ebKCKYUaSIEshFBEcex0mmPy5MmULl2aX375RTdWIiEhgcmTJ+Pr66u68585Zs6cyfHjx3PNmBw2bBiLFi3i8ePHeHt7K5gu79avX//Mfy9OZsyYQUpKCv369QOyt7j6+/uzbds2PvroI2XDFcDmzZuZNm0an3/+OS4uLqxdu5by5cvzzTffFIudGXXq1CErKwsDAwMMDAzYu3cv169fV2WB3LFjR7y9vfH19aVBgwZAdtE1ffp03NzcFE6Xd8X5Ji7AwIEDmTp1KvHx8brRVdHR0axbt05v27VamJmZsXLlyn9tzNW0aVO2bt36ipMJtZEt1kIIUcQcHBzYsmULtWrVynU9Li6Onj17cuLECYWSFU6LFi0IDg7WazIWGxvLkCFDOHTokELJ8icsLCzPz/3kk09eWo6XKTo6Gg8PDz7//HOqVKnCwoULMTc3x9vbm2bNmikdL9/q169PREQEFhYWfP3113z00Ud07tyZ06dPM2LECNWOrAkMDOTEiRNER0djaGhI48aNadKkCU2bNsXOzg4DA/WtY6Snp+Pj40N4eLiusCxVqhTdunXDy8uLN998U+GEeXPjxo08Pzenc7fahIaGsn79et3oKmtra/r164erq6vS0YRQlPo+eYUQ4jVnZWXF+fPn9QrkpKQkVW7Fy6HVaklLS3vm9SdPniiQqGDy2iRIo9GotkC2t7fnv//9LwMHDiQpKYlJkybRs2dP1TaCMjc359q1a1hYWGBjY8PZs2fp3LkzZcuW5e7du0rHK7CgoCDS0tJo06YNXbt2pWnTplSqVEnpWIViaGjInDlzmDRpElevXsXQ0JDq1atTpkwZpaPli1qL3rx6+PAhKSkp1K9fP9e89H379rFv3z5mz56tYDohlCUFshBCFLGuXbsybdo0zpw5g4ODAwYGBpw7d45169bh7u6eawVTTQXYRx99xJQpU5g6dSp2dnZA9qr4zJkzVXUOVK2rjS/yrJXxzz//nICAAI4dO0bZsmV119X0vgPo1q0bo0ePZtasWXzwwQf069ePypUrc+jQIWxtbZWOV2BRUVHExsYSGRlJSEgIkydPxtTUVLeK/OmnnyodsUDi4uK4fPky6enpup9zqO29V1yNHj2akydP0qpVK9Ws6gvxqsgWayGEKGIuLi55ep5Go1HVWexHjx4xefJkdu3apeskXKpUKbp06cKkSZNUO8Lqr7/+yjWH9t1336Vbt256zWted8X1fZcjLCwMCwsLmjVrxtatW9m0aRMVKlRg8uTJquuk/jxxcXFs3LiR0NBQMjIyVHm21d/fn6CgIExNTfVG6aj1vVccOTg4sHr1ahwcHJSOIsRrRwpkIYQQ+ZKSkkJCQgKlS5emWrVquVYmAXbs2IGLi4sqtlRGRUUxaNAg6tSpQ6NGjcjMzCQ6Oprz58+zevVqmjRponREUYxdunSJo0ePcuzYMaKiokhLS6N58+Y4OTnRunXrXB3I1cLR0ZEJEybQtWtXpaOIf9G1a1fGjh1Ly5YtlY4ixGtHCmQhhHgJfv/9d+rVq4epqSkhISFERERgZ2fHsGHDMDQ0VDreS9W4cWN++OEHVXy5/+yzz2jZsqVe11Z/f3+ioqLYtGmTQskKLzU1lfDwcK5evcrQoUOJjo6mZs2aqnhdniU8PJw1a9aQmJioay5kZmbG4MGDlY5WYHZ2dtSvX59WrVrh7OyMg4OD3gghtXFxcWHFihV6c5DF6+XixYt4enrSqVMnLCws9PoTyFZ4UZLJGWQhhChiS5cuJSgoiDVr1hAfH4+Pjw/dunXjl19+ITk5malTpyod8aVS033Xixcv4u/vr3f9s88+U/UIqAsXLvDll19StWpVLly4QN++fYmIiGD06NGsXLlSdZ2sN27cyLJly/Dw8GD+/PkA1KtXj1mzZpGeno6np6fCCQvm0KFDVKhQ4YXP69SpE9999x1Vq1Z9+aEKycvLi+nTpzNixIhnFl5qblRYnGzZsoWEhAT++9//PnMrvBTIoiSTAlkIIYrYli1bWLJkCfb29kyePBlHR0emTZtGbGysbvakeD1YWloSExOjd944OjoaMzMzZUIVgZkzZ/LFF18wYsQI3RnD2bNnU6lSJebNm0dISIjCCfNn/fr1zJw5k7Zt2+rmiHfp0oUKFSrg4+Oj2gI5L8UxwPXr18nIyHi5YYrI48ePOXPmDH379i02M4OLo5CQEBYsWKCq2dRCvCpSIAshRBFLTk7m3XffRavV8ttvvzFo0CAAypYtS2ZmpsLpxNNyblhcvnyZhg0bAtnF8fr16xk9erTC6QouNjaWmTNn6l3v0aMHGzZsUCBR4SQlJWFjY6N33crKir///vvVBxLPNX/+fLp370737t2lO/JrrGLFitSsWVPpGEK8lqRAFkKIImZra8uqVauoUKECd+/e5cMPP+TmzZssWLCARo0aKR1PPMXd3R2A//znPwQHB2NkZIS1tTV+fn506NBB4XQFV6lSJa5cuUL16tVzXT9x4gSmpqYKpSo4e3t7wsLCGD58uO6aVqtl9erVuhsb4vWQnp5O7969VXvWvaSYOnUq06dP5+uvv6ZatWp6Z99lK7woyaRAFkKIIubr64uXlxc3btxgzJgxWFpa4ufnx40bN1i8eLHS8cQ/uLu76wrl4mLQoEF4e3vj4eGBVqvlyJEjhIaGsnbtWr755hul4+Wbt7c3gwcP5rfffiM9PZ1p06Zx5coVHj9+TFBQkNLxxFMGDBjAypUrmTJlit7ZVvH6GDJkCAD9+/eXrfBC/IN0sRZCiFcgPT1dr3v1d999R48ePTAxMVEo1cvh4OBAeHi4alaQDhw4QFxcHGlpaXoNxtR6thVgz549rFq1Sjff2dramn79+qn2zOGjR490XbkfPHiAubk57du3p1atWkpHe+nU9DfVp08fTp06hVarxczMTG9lUuYgvx5u3Ljxr49bWlq+oiRCvH5kBVkIIV6BZ412WrFiBR06dFBNgRwUFMTHH39MlSpV/vV5Tk5OGBsbv6JUhTNv3jyCg4OxtbXVm+f89KqKGrm4uODi4qJ0jCJx/PhxRo0axfz583n//fdxd3cnLS2N5cuXM3/+fFVvh88LNb0Xi+OOjOJICmAhnk8KZCGEUIjaNvCsWLGCjz766IXPCwwMfAVpisbWrVv59ttvVbuq+m+OHz/O2rVrSUhIYMWKFWzfvh1LS0s6duyodLR8mzVrFm5ubtjb27Nq1SqMjIzYs2cPP/74IwEBAaoqkA8ePIijo2O+5qGr6bPi008/zdPz1DS6SghRsrzx4qcIIYQQ8PHHH7N8+XKuXr1Kenq60nGKRKlSpahXr57SMYpcREQEgwcPxtLSkitXrpCRkYGBgQETJkxg48aNSsfLt4sXL/Lll19ibGzMnj17aN++PYaGhjRr1oykpCSl4+WLp6cnd+/eBaBdu3bcu3fvhf+bdevWvXDnhtqoaXSVEKJkkRVkIYQQefL777+TlJREaGjoMx9XY1OX3r17ExAQwKxZs4pVQ6HAwEB8fX3p1KkTmzZtArKbJ7399tsEBATQs2dPhRPmj5mZGZcuXeLhw4ecPXuWCRMmAHDo0CHVrUCamJiwdOlSGjduzI0bN/jxxx/1tvfn+OSTTwBo0KDBK0wohBAlmxTIQggh8mTOnDlKRygSLi4uujOdWq2WpKQkIiIiMDMz4403cm+sUmtDoYSEhGeOFGvYsCE3b9589YEKqV+/fnz99de88cYbNGjQgGbNmrFixQoCAwOZPXu20vHyxcfHhyVLlnDo0CE0Gg1BQUF67zvIPnecUyALIYR4daRAFkIIkSfNmjUD4P79+yQmJlKzZk3S09Ofu/r1unp6lm5xVbNmTfbv36+3UhwaGkrNmjUVSlVwffv2xdHRkRs3buDs7AxAixYtaNu2Lba2tgqny5927drRrl07IPtmTUhICJUqVVI4lRBCiBxSIAshhMiT9PR0pk+fzrZt2wDYtWsXc+fO5dGjRyxYsIDy5csrnDBv8tpE6Glqayg0ceJEPDw8OHLkCE+ePGHFihUkJCRw+vRpli9frnS8Aqlbty5169bV/fysFXK12bNnD5DduCs+Pp6srCysra1p1aoVpUuXVjidEEKUTNKkSwghFNKtWzdVrb7OmzePS5cuERoaqjuvO3z4cO7du8fMmTMVTvdyqa2hUNOmTdm5cyc2Nja4uLjw999/06hRI3766SdatmypdDzxPzdv3sTd3R1PT0/CwsIIDQ1l5MiRdOnSRZVb4fNDTaOrhBAli6wgCyFEEZg4cWKen5tzZnLSpEkvK85LERERwdKlS6lTp47uWp06dZgxYwYDBgxQMJn4p8WLF9OmTRuGDx/+zPOt4vXg6+uLqakpwcHBuh0Y9+7dY9y4cfj5+REQEKBwwrwp7qOrhBAli/xXUwghitijR48IDQ3l0qVLGBsbY2JiwvXr1wkPD1d1sfLgwQOMjY31rmdlZZGZmalAIvE8iYmJeHp60qJFC0aOHElISEixX5FUoyNHjjBu3LhcxxMqVqzI2LFjOXjwoILJ8kdGVwkhihNZQRZCiCLwdCfdUaNG4enpiaenZ67nBAUFcfjw4Vcdrci4uLiwcOFC5s6dq7t27do1Zs6cyXvvvadgMvFP3377LQBxcXEcPnyYiIgI/Pz8qFatGm3atGHcuHEKJxQA5cuXJzk5We96SkqKqs4gy+gqIURxotHKHhchhChSjRo1IiwsjBo1auS6fuXKFT755BOio6OVCVZIqampTJo0id27d5OVlYWJiQmpqak4Ozszf/58KlSooHTEl8bBwYHw8HCsrKyUjpIvWq2Wc+fOcfz4cQ4fPszevXt58803OXnypNLRBDB//nx+/fVXfH19dQVjdHQ006dPx8nJCR8fH4UT5s3u3btZsmQJqampJCUlYW5u/tzRVWodnSaEKDmkQBZCiCL26aef4uzszJgxY3TXtFotfn5+xMTEsGXLFgXTFV5iYiKXL18mIyMDa2trbGxslI700jVu3JgffvhBNQVyYGAgJ06cIDo6GkNDQxo3bkyTJk1o2rQpdnZ2GBjIBrLXQXp6Oj4+PoSHh+vO5JYqVYpu3brh5eXFm2++qXDC/JPRVUIItZMCWQghilhUVBQeHh6YmprqGlqdOXOGx48fExQUlGtUjRrdvXuXtLQ0vSY7FhYWCiV6+dS2gtyoUSPS0tJo06YNXbt2pWnTplKwvMZSUlK4evUqhoaGVK9enTJlyuR6fMeOHbi4uOhdf53J6CohhFpJgSyEEC/B3bt3+fnnn4mPjwegVq1adOzYERMTE4WTFdzhw4cZP348t2/fznVdq9Wi0Wg4d+6cQskKJyUlBSMjI4yMjIiLi+PAgQPUq1cv1zik2NhYbG1tVfMFPyMjg9jYWCIjI4mKiuLkyZOYmprqVpELMgtaKEdNOxhu3rzJ0KFDuXLlCtbW1mRmZpKQkICFhQXBwcGYm5srHVEIIf6VFMhCCCHyxNXVlfr16zNw4EDKlSun97ilpaUCqQrn119/ZezYsSxbtgxLS0vc3d2pUqUKSUlJjBkzht69eysdsUjExcWxceNGQkNDycjIUO3NjJJKTTsYhg4dSkZGBv7+/nqjq8qUKaOa0VVCiJJLDiEJIUQRu3HjBosWLSI2NpaMjAy9rchqbVKTlJTE999/r4ov6Xm1aNEiRowYQatWrfD396dq1ars2LGDvXv3MmPGDNUWyJcuXeLo0aMcO3aMqKgo0tLSaN68ORMnTqR169ZKxxPF2JEjR9i8efMzR1f16tVLwWRCCJE3UiALIUQRGz9+PPfu3aNXr17PHXWiRs2bN+f48ePFqkBOTEykQ4cOQPaNC1dXVyB7S3zOXFc16ty5M/Xr16dVq1b06dMHBwcHSpUqpXQsUQIUl9FVQoiSSwpkIYQoYjExMYSGhlKzZk2loxRaYGCg7t+rVKmCj48PBw4coHr16npjXP4591kNLCwsOHr0KObm5ly5cgUXFxcAtm/frjemS00OHTqUp7FbnTp14rvvvqNq1aovP5QoETp27Ii3t/czR1e5ubkpnE4IIV5MCmQhhChiNWrUUPXq49OOHj2a62d7e3tu3rzJzZs3c13XaDSvMlaRGTFiBOPHjycjI4O2bdvSoEED5s6dy6ZNm3LdHFCbvM6kvn79OhkZGS83jChRRo4cyZ07d/jqq6/0RleNHz9e4XRCCPFi0qRLCCGKWHh4OIGBgfTv35933nlHb1uho6OjQskKJykpiSpVquitHGdmZhIXF0e9evUUSpY/SUlJVK1aFY1GQ1JSErdv38bQ0JBy5cqh0WhIS0sjNTUVMzOzYj26CtTV/KkkU+PrVBxHVwkhSgYpkIUQoojZ2to+9zE1j0OqW7cuBw8e1Junm5CQQOfOnYmOjlYoWf7Y2tpy8OBBTE1NsbW1febqt9pHV+WVGguv4uTatWt5+v/e09MTX19fzMzMXkGqV0NNo6uEECWLbLEWQogiFhcXp3SEIrN161ZWrFgBZBeNXbt21VtBTklJwcbGRol4BbJ7925dka/WjuKieHB1dcXOzo6OHTvSoUOH584IVvN2/+eR9RkhxOtKCmQhhCgC/9y2+2/UtG33k08+oXTp0mRlZTFp0iT69++fawayRqPB2NiYFi1aKJgyf56e16zG2c2i+Ni/fz+7du3i559/xt/fn0aNGuHm5oarq6veTg0hhBCvhmyxFkKIIvCsbbvP+nhV87bdY8eO0bhxYwwM5N5qcSHbXF8fd+7cISIign379nHs2DEcHBz4+OOPcXV1xdjYWOl4RU629wshXlfyLUcIIYrA09t2zc3N+eKLL2jdujXly5dXbYfnf3J0dGT37t1cvHiRzMxM3fX09HTOnj1LUFCQgulEQcg98tfHrVu3uHXrFn/++SdZWVm89dZbbNmyhTlz5jBjxgzat2+vdEQhhCgRpEAWQogi8PRW3a+//pqDBw+yZs0aSpUqhZOTE61bt8bZ2ZmKFSsqmLJwZsyYQUhICHZ2dsTExODg4EBiYiK3b9/miy++UDqe+IeUlBSMjIwwMjIiLi6OAwcOUK9ePVq2bKl7zrp166hSpYqCKUu2c+fOsXPnTnbu3MmNGzdo1aoV/fv354MPPuCtt94CYNmyZUyZMkUKZCGEeEVki7UQQrwkWq2Ws2fPcvjwYQ4ePEhkZCR169Zl69atSkcrkBYtWjB9+nTat2+Pq6srS5YswdramgkTJmBsbMyMGTOUjij+59dff2Xs2LEsW7YMS0tL3N3dqVKlCklJSYwZM4bevXsrHVGQ3Rm+SZMmdOzYEVdX12feQDt69ChhYWHMnj1bgYQvj2yxFkK8rmQFWQghXoLMzEzOnDnDiRMniI6O5sKFCxgaGmJiYqJ0tAK7f/8+9evXB6B27drExMRQq1YthgwZwldffaVwOvG0RYsWMWLECFq1aoW/vz9Vq1Zlx44d7N27lxkzZkiB/JrYu3fvC1fwmzdvTvPmzV9RosLL6+gqJyenYnm2WgihflIgCyFEEevTpw+nT5/GxMQEe3t7mjRpwpAhQ7Czs9MbkaQmVlZWnD17FgsLC2rVqkVMTAxdu3ZFq9WSmpqqdDzxlMTERDp06ABkn493dXUFoFatWty9e1fJaOIp5ubm/Prrr8XqXH9JHl0lhCgepEAWQogiZmBggEajoWLFilSuXBlzc3PMzc1VXRwDDBgwgHHjxuHn54ebmxvu7u4YGBhw8uRJmjRponQ88RQLCwuOHj2Kubk5V65cwcXFBYDt27dTo0YNZcMJneJ4rl9GVwkh1E7OIAshxEuQkZHBmTNniIyMJCoqilOnTlGuXDmaNm2q6rOEkZGRlClThnr16rF//362bt1KhQoVGD58OG+//bbS8cT//PTTT4wfP56MjAzatm3LihUrmDt3Lps2bSIwMBAnJyelIwqK/7n+kja6SghRPEiBLIQQL9GlS5c4evQoR48eZe/evZiZmbF3716lYxVacnIy5cqVQ6PRFJsxVmqXlJRE1apV0Wg0JCUlcfv2bQwNDXWvU1paGqmpqZiZmWFhYaF0XAHUr1+fiIgILCwsGDFiBO+99x5du3bl4sWLfPXVV/z+++9KRyyUuLg4IiIi2LNnD1evXqVNmzbcunWLy5cvy+gqIcRrS7ZYCyFEEduwYQPHjh0jKiqKhw8f4ujoiJOTEyNHjsTGxkbpeAWm1WpZsWIFa9asITU1lV27drF48WLKlCmDt7c3hoaGSkcs0VxcXDh48CCmpqa4uLg888aFVqtFo9Fw7tw5BRKKfyqO5/pldJUQQu2kQBZCiCK2ZcsWnJ2d6dGjB02aNCk2hePSpUv58ccfmTNnDt988w0An376KT4+PsybNw9vb2+FE5Zsu3fv1p3x3L17t8JpRF4MGDCAsWPHMmvWrFzn+k+cOEHjxo2Vjlcg7u7uNGnShH79+j13dFWTJk24du2aAumEEOLFZIu1EEKIPGnXrh1z5szB0dEx1wzTqKgoRo4cycGDB5WOKITqREZG8tZbb2FnZ8eBAwfYsmULFStWZPjw4ZiZmSkdL9/+/PPPF46uEkKI15msIAshhMiTO3fuULlyZb3rJiYmPHz4UIFEQqhPnz59Xnhu/++//2b06NGsW7fuFaUqOsVxdJUQomSRAlkIIUSetGjRglWrVjF9+nTdtfv377NgwQKaN2+uYDIh1OPpv5V79+6xefNmPvjgAxo0aEDp0qU5d+4cP/30E7169VIwZcEVx9FVQoiSRbZYCyGEyJM///wTT09P/vjjD+7du4eNjQ1JSUlYWFiwfPlyqlWrpnREIVSlX79+tG/fnp49e+a6vm3bNjZv3szmzZsVSlZwxX10lRCi+JMVZCGEEHkyZswY2rVrh4GBAWXKlCEjIwNra2ucnZ154403lI4nhOqcOnWKqVOn6l23t7fPtVNDTe7fv0/9+vUBqF27NjExMdSqVYshQ4bw1VdfKZxOCCFeTL7RCCGEyJMuXboQFxfHqlWrWLZsGWfOnCE5OZnk5GSlowmhSnZ2dnz33XekpaXprt2/f5+AgAAaNWqkXLBCyBldBehGVwGqHl0lhChZZIu1EEKIfNFqtZw9e5bDhw9z8OBBIiMjqVu3Llu3blU6mhCqEh8fz+DBg0lOTuadd95Bq9Vy9epVLCwsWLlyJZaWlkpHzLetW7fi5+fHrFmzqFOnDu7u7nz22WecOHGCSpUqsWrVKqUjCiHEv5ICWQghRJ5lZmZy5swZTpw4wfHjxzlx4gSPHj3CwcFBvvgKUQDp6ekcOnSI+Ph4IHvVtVWrVhgYqPcUXHEbXSWEKFmkQBZCCJEnffr04fTp05iYmGBvb0/jxo1p2rQpdnZ2cgZZiBIsL6OrcqhxdJUQomRR7+1JIYQQr5SBgQEajYaKFStSuXJlzM3NMTc3l+JYiBKuuI+uEkKULLKCLIQQIs8yMjI4c+YMkZGRREVFcerUKcqVK0fTpk2ZPXu20vGEEAorjqOrhBAli9z2F0IIkWcGBgbY29vTtm1bWrduTbNmzfjzzz85cuSI0tGEEK+BU6dO0bJlS73r9vb2nD9/XoFEQgiRP7LFWgghRJ5s2LCBY8eOERUVxcOHD3F0dMTJyYmRI0diY2OjdDwhxGsgZ3SVr68vRkZGgPpHVwkhShbZYi2EECJPunTpgrOzM87OzjRp0gRDQ0OlIwkhXjPFcXSVEKJkkQJZCCGEEEIUmeI4ukoIUXJIgSyEEEIIIYQQQiBNuoQQQgghhBBCCEAKZCGEEEIIIYQQApACWQghhBBCCCGEAKRAFkIIIYQQQgghACmQhRBCCCGEEEIIQApkIYQQQgghhBACkAJZCCGEEEIIIYQA4P8BVZeVg0Tebw4AAAAASUVORK5CYII=",
+            "text/plain": [
+              "<Figure size 1200x600 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# for all variables \n",
+        "plt.figure(figsize=(12, 6))\n",
+        "sns.heatmap(df.corr(), annot=True, cmap='hot')\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 416,
       "metadata": {
         "id": "8t4Iv-Q520Iw"
       },
-      "source": [
-        "# for the target variable\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 200x700 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# for the target variable\n",
+        "plt.figure(figsize=(2, 7))\n",
+        "target_corr = df.corr()[['cnt']].sort_values(by='cnt', ascending=False)\n",
+        "sns.heatmap(target_corr, vmin=-1, vmax=1, annot=True, cmap='terrain')\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -363,14 +1018,30 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 417,
       "metadata": {
         "id": "14fNdyUL20Ix"
       },
-      "source": [
-        "#with pandas\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 800x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "#with pandas\n",
+        "corr = df.corr()\n",
+        "plt.figure(figsize=(8, 6))\n",
+        "corr_target = corr['cnt'].sort_values()\n",
+        "corr_target.plot(kind='barh', color='g')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -383,15 +1054,31 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 418,
       "metadata": {
-        "scrolled": false,
-        "id": "53T6Nuor20Iy"
+        "id": "53T6Nuor20Iy",
+        "scrolled": false
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "plt.figure(figsize=(12, 6))\n",
+        "# plt.plot(df['cnt'])\n",
+        "sns.lineplot(x=df.index, y='cnt', data=df)\n",
+        "plt.xlabel(\"Date\")\n",
+        "plt.ylabel(\"Bike Shares\")\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -404,60 +1091,304 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 419,
       "metadata": {
         "id": "r37qftbg20Iy"
       },
-      "source": [
-        ""
+      "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>cnt</th>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>year_month</th>\n",
+              "      <th></th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2015-01</th>\n",
+              "      <td>546639</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-02</th>\n",
+              "      <td>543594</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-03</th>\n",
+              "      <td>695934</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-04</th>\n",
+              "      <td>831582</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-05</th>\n",
+              "      <td>895413</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-06</th>\n",
+              "      <td>1033252</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-07</th>\n",
+              "      <td>1120687</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-08</th>\n",
+              "      <td>1033951</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-09</th>\n",
+              "      <td>892478</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-10</th>\n",
+              "      <td>865046</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-11</th>\n",
+              "      <td>677332</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2015-12</th>\n",
+              "      <td>602838</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-01</th>\n",
+              "      <td>582518</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-02</th>\n",
+              "      <td>592910</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-03</th>\n",
+              "      <td>656527</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-04</th>\n",
+              "      <td>768845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-05</th>\n",
+              "      <td>1001935</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-06</th>\n",
+              "      <td>933878</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-07</th>\n",
+              "      <td>1165527</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-08</th>\n",
+              "      <td>1137314</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-09</th>\n",
+              "      <td>998619</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-10</th>\n",
+              "      <td>935706</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-11</th>\n",
+              "      <td>703859</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2016-12</th>\n",
+              "      <td>651908</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2017-01</th>\n",
+              "      <td>37680</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                cnt\n",
+              "year_month         \n",
+              "2015-01      546639\n",
+              "2015-02      543594\n",
+              "2015-03      695934\n",
+              "2015-04      831582\n",
+              "2015-05      895413\n",
+              "2015-06     1033252\n",
+              "2015-07     1120687\n",
+              "2015-08     1033951\n",
+              "2015-09      892478\n",
+              "2015-10      865046\n",
+              "2015-11      677332\n",
+              "2015-12      602838\n",
+              "2016-01      582518\n",
+              "2016-02      592910\n",
+              "2016-03      656527\n",
+              "2016-04      768845\n",
+              "2016-05     1001935\n",
+              "2016-06      933878\n",
+              "2016-07     1165527\n",
+              "2016-08     1137314\n",
+              "2016-09      998619\n",
+              "2016-10      935706\n",
+              "2016-11      703859\n",
+              "2016-12      651908\n",
+              "2017-01       37680"
+            ]
+          },
+          "execution_count": 419,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# df['month'] = df.index.month\n",
+        "# df['year_month'] = df.index.strftime('%Y-%m')\n",
+        "grouped = pd.DataFrame(df.groupby(['year_month']).cnt.sum())\n",
+        "grouped"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 420,
       "metadata": {
-        "scrolled": false,
-        "id": "rx3Gh3Cw20Iy"
+        "id": "rx3Gh3Cw20Iy",
+        "scrolled": false
       },
-      "source": [
-        "# with lineplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 2000x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with lineplot\n",
+        "plt.figure(figsize=(20, 5))\n",
+        "sns.lineplot( x= grouped.index, y='cnt', data=grouped)\n",
+        "plt.xlabel('Month')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.xticks(rotation=90)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 421,
       "metadata": {
-        "scrolled": false,
-        "id": "yddCIi3R20Iz"
+        "id": "yddCIi3R20Iz",
+        "scrolled": false
       },
-      "source": [
-        "# with lineplot\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='month', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 421,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1500x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with lineplot\n",
+        "plt.figure(figsize=(15, 5))\n",
+        "sns.lineplot(x='month', y='cnt', data=df)\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 422,
       "metadata": {
         "id": "2VXlvX_b20Iz"
       },
-      "source": [
-        "# with pointplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with pointplot\n",
+        "df.groupby(\"month\")[\"cnt\"].mean()\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "sns.pointplot(x='month', y='cnt', data=df)\n",
+        "plt.xlabel('Month')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 423,
       "metadata": {
         "id": "AfIj8A4820Iz"
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with barplot\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "sns.barplot( x='month', y='cnt', data=df)\n",
+        "plt.xlabel('Month')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -470,37 +1401,114 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 424,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "df['day_of_week'] = df.index.dayofweek\n",
+        "df['day_of_month'] = df.index.day\n",
+        "df['hour'] = df.index.hour\n",
+        "df['month'] = df.index.month\n",
+        "df['season'] = (df.month%12 + 3)//3\n",
+        "df['year'] = df.index.year\n",
+        "df['year_month'] = df.index.strftime('%Y-%m')\n",
+        "df['Holiday'] = np.where(df['day_of_week'] >= 5, \"Weekend\", \"Weekday\")\n",
+        "def get_season(month):\n",
+        "    if month in [12, 1, 2]:\n",
+        "        return 'Winter'\n",
+        "    elif month in [3, 4, 5]:\n",
+        "        return 'Spring'\n",
+        "    elif month in [6, 7, 8]:\n",
+        "        return 'Summer'\n",
+        "    else:\n",
+        "        return 'Autumn'\n",
+        "df['Season'] = df['month'].apply(get_season)\n",
+        "grouped = df.groupby(['hour', 'Holiday', 'Season']).mean()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 425,
       "metadata": {
-        "scrolled": false,
-        "id": "MAXUb-Tn20Iz"
+        "id": "MAXUb-Tn20Iz",
+        "scrolled": false
       },
-      "source": [
-        "# with lineplot (*whether it is a holiday or not*)\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with lineplot (*whether it is a holiday or not*)\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "sns.lineplot(x='hour', y='cnt', hue='Holiday', data=grouped.reset_index())\n",
+        "plt.xlabel(\"Hour\")\n",
+        "plt.ylabel(\"Average Bike Shares\")\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 427,
       "metadata": {
         "id": "ly1idLJL20Iz"
       },
-      "source": [
-        "# with lineplot (*You may want to see seasonal breakdowns*)\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with lineplot (*You may want to see seasonal breakdowns*)\n",
+        "grouped = df.groupby('Season').cnt.mean()\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "sns.lineplot(x=grouped.index, y='cnt', data=grouped.reset_index())\n",
+        "plt.xlabel(\"Season\")\n",
+        "plt.ylabel(\"Average Bike Shares\")\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 428,
       "metadata": {
         "id": "fZFUlVJn20I0"
       },
-      "source": [
-        "# with pointplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with pointplot\n",
+        "grouped = df.groupby('Season').cnt.mean()\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "sns.pointplot(x=grouped.index, y='cnt', data=grouped.reset_index())\n",
+        "plt.xlabel(\"Season\")\n",
+        "plt.ylabel(\"Average Bike Shares\")\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -514,25 +1522,66 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 430,
       "metadata": {
         "id": "7GB4NtqL20I0"
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with barplot\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "df['Holiday'] = df['day_of_week'].isin(df['is_holiday'] )\n",
+        "df['Holiday'] = df['Holiday'].apply(lambda x: 'Holiday' if x else 'Not Holiday')\n",
+        "sns.barplot(x='day_of_week', y='cnt', data=df, hue='Holiday')\n",
+        "plt.xlabel(\"Day of Week and Holiday Status\")\n",
+        "plt.ylabel(\"Average Bike Shares\")\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 437,
       "metadata": {
         "id": "9fxEGhPQ20I0"
       },
-      "source": [
-        "# with pointplot\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<AxesSubplot: xlabel='day_of_week', ylabel='cnt'>"
+            ]
+          },
+          "execution_count": 437,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 1800x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with pointplot\n",
+        "plt.figure(figsize=(18, 6))\n",
+        "sns.pointplot(data=df, x='day_of_week', y='cnt', hue= 'season')"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -545,16 +1594,34 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 442,
       "metadata": {
-        "scrolled": false,
-        "id": "Uh2gF1kn20I1"
+        "id": "Uh2gF1kn20I1",
+        "scrolled": false
       },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 1500x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
         "#with lineplot\n",
+        "plt.figure(figsize=(15, 5))\n",
+        "df['day_of_month'] = df.index.day\n",
+        "grouped = df.groupby('day_of_month').cnt.mean()\n",
+        "sns.lineplot(x=grouped.index, y='cnt', data=grouped.reset_index())\n",
+        "plt.xlabel(\"Day of Month\")\n",
+        "plt.ylabel(\"Average Bike Shares\")\n",
+        "plt.show()\n",
         "\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -568,25 +1635,57 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 443,
       "metadata": {
         "id": "kWyoqrrF20I1"
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with barplot\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "sns.barplot(x='year', y='cnt', data=df)\n",
+        "plt.xlabel(\"Year\")\n",
+        "plt.ylabel(\"Total Bike Shares\")\n",
+        "plt.show()\n",
+        "\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 451,
       "metadata": {
         "id": "HnY7QtrQ20I1"
       },
-      "source": [
-        "# with barplot"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with barplot\n",
+        "sns.barplot(x='season', y='cnt', data=df, hue='is_holiday')\n",
+        "plt.xlabel(\"Season\")\n",
+        "plt.ylabel(\"Total Bike Shares\")\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -599,37 +1698,83 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 452,
       "metadata": {
         "id": "u9i63ZQ59LW0"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "0.0    12444\n",
+              "1.0     4970\n",
+              "Name: is_weekend, dtype: int64"
+            ]
+          },
+          "execution_count": 452,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df['is_weekend'].value_counts()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 459,
       "metadata": {
         "id": "CYXHD4gp20I1"
       },
-      "source": [
-        "# pie chart"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# pie chart\n",
+        "df['day_of_week'] = df.index.dayofweek\n",
+        "df['Weekend'] = df['day_of_week'].isin([5, 6])\n",
+        "df['Weekend'] = df['Weekend'].map({True: 'Weekend', False: 'Weekday'})\n",
+        "grouped_weekend = df.groupby('Weekend').sum()\n",
+        "grouped_weekend.plot.pie(y='cnt', autopct='%1.1f%%', startangle=90, counterclock=False)\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 460,
       "metadata": {
         "id": "W9Z30UH120I2"
       },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
       "source": [
         "# with countplot\n",
-        "\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "plt.figure(figsize=(12, 6))\n",
+        "chart = sns.countplot(x=df['Weekend'], data= grouped_weekend)\n",
+        "chart.bar_label(chart.containers[0], fmt='%d')\n",
+        "plt.xlabel(\"Weekend/Weekday\")\n",
+        "plt.ylabel(\"Number of Bike Shares\")\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -642,25 +1787,93 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 464,
       "metadata": {
         "id": "hPDyFzw320I2"
       },
-      "source": [
-        "# with countplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with countplot\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "sns.countplot(x=df['weather_code'],   data=df)\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 467,
       "metadata": {
         "id": "LRnODYJ_20I2"
       },
-      "source": [
-        "# with catplot\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "<seaborn.axisgrid.FacetGrid at 0x1f108143760>"
+            ]
+          },
+          "execution_count": 467,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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+            "text/plain": [
+              "<Figure size 2000x500 with 4 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with catplot\n",
+        "sns.catplot(x='weather_code', col = 'season' , data=df, kind='count')\n"
+      ]
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "collapsed_sections": [],
+      "name": "Data Visualisation (Seaborn-Matplotlib).ipynb",
+      "provenance": [],
+      "toc_visible": true
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.10.10"
+    },
+    "vscode": {
+      "interpreter": {
+        "hash": "9e35676d33e03a9093a17dc7760f2b2aa4960ff6d3c0d7dc06348afdc0ca22c8"
+      }
     }
-  ]
-}
\ No newline at end of file
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}