diff --git a/Data_Visualisation_(Seaborn_Matplotlib).ipynb b/Data_Visualisation_(Seaborn_Matplotlib).ipynb
index c6c00a9..86b6c43 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",
@@ -118,10 +91,13 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 373,
       "metadata": {
         "id": "GL3nsXNYAzaL"
       },
+      "outputs": [],
       "source": [
+        "from datetime import datetime\n",
         "import numpy as np\n",
         "import pandas as pd\n",
         "import seaborn as sns\n",
@@ -132,9 +108,7 @@
         "\n",
         "import warnings\n",
         "warnings.filterwarnings(\"ignore\")"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -147,14 +121,232 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 374,
       "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",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17409</th>\n",
+              "      <td>2017-01-03 19:00:00</td>\n",
+              "      <td>1042</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17410</th>\n",
+              "      <td>2017-01-03 20:00:00</td>\n",
+              "      <td>541</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17411</th>\n",
+              "      <td>2017-01-03 21:00:00</td>\n",
+              "      <td>337</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>78.5</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17412</th>\n",
+              "      <td>2017-01-03 22:00:00</td>\n",
+              "      <td>224</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17413</th>\n",
+              "      <td>2017-01-03 23:00:00</td>\n",
+              "      <td>139</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>17414 rows × 10 columns</p>\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",
+              "17409  2017-01-03 19:00:00  1042  5.0  1.0   81.0        19.0           3.0   \n",
+              "17410  2017-01-03 20:00:00   541  5.0  1.0   81.0        21.0           4.0   \n",
+              "17411  2017-01-03 21:00:00   337  5.5  1.5   78.5        24.0           4.0   \n",
+              "17412  2017-01-03 22:00:00   224  5.5  1.5   76.0        23.0           4.0   \n",
+              "17413  2017-01-03 23:00:00   139  5.0  1.0   76.0        22.0           2.0   \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  \n",
+              "...           ...         ...     ...  \n",
+              "17409         0.0         0.0     3.0  \n",
+              "17410         0.0         0.0     3.0  \n",
+              "17411         0.0         0.0     3.0  \n",
+              "17412         0.0         0.0     3.0  \n",
+              "17413         0.0         0.0     3.0  \n",
+              "\n",
+              "[17414 rows x 10 columns]"
+            ]
+          },
+          "execution_count": 374,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df = pd.read_csv('store_sharing.csv')\n",
+        "df"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -167,25 +359,59 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 375,
       "metadata": {
         "id": "Su1S3Ejc20Ir"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "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"
+            ]
+          },
+          "execution_count": 375,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "missing_values = df.isnull().sum()\n",
+        "missing_values"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 376,
       "metadata": {
         "id": "taPyMUnj20Ir"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "0"
+            ]
+          },
+          "execution_count": 376,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "duplicate_rows = df.duplicated().sum()\n",
+        "duplicate_rows"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -198,48 +424,147 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 377,
       "metadata": {
         "id": "vw4INTSG20Is"
       },
-      "source": [
-        "# season\n",
-        "\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Distribution of Seasons')"
+            ]
+          },
+          "execution_count": 377,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df['season'].value_counts().plot(kind = 'bar')\n",
+        "plt.xlabel('Season')\n",
+        "plt.ylabel('Frequency')\n",
+        "plt.title('Distribution of Seasons')\n",
+        "# plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 378,
       "metadata": {
         "id": "DHPG8s5920Is"
       },
-      "source": [
-        "# is_holiday\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Distribution of Days')"
+            ]
+          },
+          "execution_count": 378,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df['is_holiday'].value_counts().plot(kind='line')\n",
+        "plt.xlabel('Holiday')\n",
+        "plt.ylabel('Frequency')\n",
+        "plt.title('Distribution of Days')\n",
+        "# plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 379,
       "metadata": {
         "id": "MbopYVNN20Is"
       },
-      "source": [
-        "# is_weekend\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Distribution of Weekend')"
+            ]
+          },
+          "execution_count": 379,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df['is_weekend'].value_counts().plot(kind='bar')\n",
+        "plt.xlabel('Weekend')\n",
+        "plt.ylabel('Frequency')\n",
+        "plt.title('Distribution of Weekend')\n",
+        "# plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 380,
       "metadata": {
         "id": "y6x24xxV20It"
       },
-      "source": [
-        "# weather_code\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "Text(0.5, 1.0, 'Distribution of Weather Codes')"
+            ]
+          },
+          "execution_count": 380,
+          "metadata": {},
+          "output_type": "execute_result"
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df['weather_code'].value_counts().plot(kind='bar')\n",
+        "plt.xlabel('Code')\n",
+        "plt.ylabel('Frequency')\n",
+        "plt.title('Distribution of Weather Codes')\n",
+        "# plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -252,25 +577,266 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 381,
       "metadata": {
         "id": "UAVtBv_420Iu"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "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"
+            ]
+          },
+          "execution_count": 381,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "data_types = df.dtypes\n",
+        "data_types"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 382,
       "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>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",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17409</th>\n",
+              "      <td>2017-01-03 19:00:00</td>\n",
+              "      <td>1042</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17410</th>\n",
+              "      <td>2017-01-03 20:00:00</td>\n",
+              "      <td>541</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17411</th>\n",
+              "      <td>2017-01-03 21:00:00</td>\n",
+              "      <td>337</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>78.5</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17412</th>\n",
+              "      <td>2017-01-03 22:00:00</td>\n",
+              "      <td>224</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17413</th>\n",
+              "      <td>2017-01-03 23:00:00</td>\n",
+              "      <td>139</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>17414 rows × 10 columns</p>\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",
+              "17409 2017-01-03 19:00:00  1042  5.0  1.0   81.0        19.0           3.0   \n",
+              "17410 2017-01-03 20:00:00   541  5.0  1.0   81.0        21.0           4.0   \n",
+              "17411 2017-01-03 21:00:00   337  5.5  1.5   78.5        24.0           4.0   \n",
+              "17412 2017-01-03 22:00:00   224  5.5  1.5   76.0        23.0           4.0   \n",
+              "17413 2017-01-03 23:00:00   139  5.0  1.0   76.0        22.0           2.0   \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  \n",
+              "...           ...         ...     ...  \n",
+              "17409         0.0         0.0     3.0  \n",
+              "17410         0.0         0.0     3.0  \n",
+              "17411         0.0         0.0     3.0  \n",
+              "17412         0.0         0.0     3.0  \n",
+              "17413         0.0         0.0     3.0  \n",
+              "\n",
+              "[17414 rows x 10 columns]"
+            ]
+          },
+          "execution_count": 382,
+          "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"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -301,25 +867,500 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 383,
       "metadata": {
         "id": "kuzcXJ0i20Iv"
       },
-      "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",
+              "      <th>year</th>\n",
+              "      <th>year_of_month</th>\n",
+              "      <th>month</th>\n",
+              "      <th>day_of_month</th>\n",
+              "      <th>day_of_week</th>\n",
+              "      <th>hour</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>4</td>\n",
+              "      <td>Sunday</td>\n",
+              "      <td>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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>4</td>\n",
+              "      <td>Sunday</td>\n",
+              "      <td>1</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>4</td>\n",
+              "      <td>Sunday</td>\n",
+              "      <td>2</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>4</td>\n",
+              "      <td>Sunday</td>\n",
+              "      <td>3</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>4</td>\n",
+              "      <td>Sunday</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17409</th>\n",
+              "      <td>2017-01-03 19:00:00</td>\n",
+              "      <td>1042</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>3</td>\n",
+              "      <td>Tuesday</td>\n",
+              "      <td>19</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17410</th>\n",
+              "      <td>2017-01-03 20:00:00</td>\n",
+              "      <td>541</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>81.0</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>3</td>\n",
+              "      <td>Tuesday</td>\n",
+              "      <td>20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17411</th>\n",
+              "      <td>2017-01-03 21:00:00</td>\n",
+              "      <td>337</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>78.5</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>3</td>\n",
+              "      <td>Tuesday</td>\n",
+              "      <td>21</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17412</th>\n",
+              "      <td>2017-01-03 22:00:00</td>\n",
+              "      <td>224</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>3</td>\n",
+              "      <td>Tuesday</td>\n",
+              "      <td>22</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17413</th>\n",
+              "      <td>2017-01-03 23:00:00</td>\n",
+              "      <td>139</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>76.0</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>2017</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>3</td>\n",
+              "      <td>Tuesday</td>\n",
+              "      <td>23</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>17414 rows × 16 columns</p>\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",
+              "17409 2017-01-03 19:00:00  1042  5.0  1.0   81.0        19.0           3.0   \n",
+              "17410 2017-01-03 20:00:00   541  5.0  1.0   81.0        21.0           4.0   \n",
+              "17411 2017-01-03 21:00:00   337  5.5  1.5   78.5        24.0           4.0   \n",
+              "17412 2017-01-03 22:00:00   224  5.5  1.5   76.0        23.0           4.0   \n",
+              "17413 2017-01-03 23:00:00   139  5.0  1.0   76.0        22.0           2.0   \n",
+              "\n",
+              "       is_holiday  is_weekend  season  year  year_of_month    month  \\\n",
+              "0             0.0         1.0     3.0  2015              1  January   \n",
+              "1             0.0         1.0     3.0  2015              1  January   \n",
+              "2             0.0         1.0     3.0  2015              1  January   \n",
+              "3             0.0         1.0     3.0  2015              1  January   \n",
+              "4             0.0         1.0     3.0  2015              1  January   \n",
+              "...           ...         ...     ...   ...            ...      ...   \n",
+              "17409         0.0         0.0     3.0  2017              1  January   \n",
+              "17410         0.0         0.0     3.0  2017              1  January   \n",
+              "17411         0.0         0.0     3.0  2017              1  January   \n",
+              "17412         0.0         0.0     3.0  2017              1  January   \n",
+              "17413         0.0         0.0     3.0  2017              1  January   \n",
+              "\n",
+              "       day_of_month day_of_week  hour  \n",
+              "0                 4      Sunday     0  \n",
+              "1                 4      Sunday     1  \n",
+              "2                 4      Sunday     2  \n",
+              "3                 4      Sunday     3  \n",
+              "4                 4      Sunday     4  \n",
+              "...             ...         ...   ...  \n",
+              "17409             3     Tuesday    19  \n",
+              "17410             3     Tuesday    20  \n",
+              "17411             3     Tuesday    21  \n",
+              "17412             3     Tuesday    22  \n",
+              "17413             3     Tuesday    23  \n",
+              "\n",
+              "[17414 rows x 16 columns]"
+            ]
+          },
+          "execution_count": 383,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "df['year'] = pd.DatetimeIndex(df['timestamp']).year\n",
+        "df['year_of_month'] = pd.DatetimeIndex(df['timestamp']).month\n",
+        "df['month'] = pd.DatetimeIndex(df['timestamp']).month_name()\n",
+        "df['day_of_month'] = pd.DatetimeIndex(df['timestamp']).day\n",
+        "df['day_of_week'] = pd.DatetimeIndex(df['timestamp']).day_name()\n",
+        "df['hour'] = pd.DatetimeIndex(df['timestamp']).hour\n",
+        "df\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 384,
       "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>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",
+              "      <th>year</th>\n",
+              "      <th>year_of_month</th>\n",
+              "      <th>month</th>\n",
+              "      <th>day_of_month</th>\n",
+              "      <th>day_of_week</th>\n",
+              "      <th>hour</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>4</td>\n",
+              "      <td>Sunday</td>\n",
+              "      <td>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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>4</td>\n",
+              "      <td>Sunday</td>\n",
+              "      <td>1</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>4</td>\n",
+              "      <td>Sunday</td>\n",
+              "      <td>2</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>4</td>\n",
+              "      <td>Sunday</td>\n",
+              "      <td>3</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",
+              "      <td>2015</td>\n",
+              "      <td>1</td>\n",
+              "      <td>January</td>\n",
+              "      <td>4</td>\n",
+              "      <td>Sunday</td>\n",
+              "      <td>4</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  year  year_of_month    month  day_of_month  \\\n",
+              "0         0.0         1.0     3.0  2015              1  January             4   \n",
+              "1         0.0         1.0     3.0  2015              1  January             4   \n",
+              "2         0.0         1.0     3.0  2015              1  January             4   \n",
+              "3         0.0         1.0     3.0  2015              1  January             4   \n",
+              "4         0.0         1.0     3.0  2015              1  January             4   \n",
+              "\n",
+              "  day_of_week  hour  \n",
+              "0      Sunday     0  \n",
+              "1      Sunday     1  \n",
+              "2      Sunday     2  \n",
+              "3      Sunday     3  \n",
+              "4      Sunday     4  "
+            ]
+          },
+          "execution_count": 384,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
       "source": [
         "df.head()"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -332,25 +1373,40 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 385,
       "metadata": {
         "id": "T_KFvQBA20Iw"
       },
-      "source": [
-        "# for all variables \n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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cgrneVk0ZM6CnQa9SxfrdB3FysCfI13z6YMmG7TSpW4tm9Ws/sdx1Iuy4frvYJOzGnRLqRto/Nk3XDh5YyiXsPphpEt6wniPxiWVkZFcaw75ZHMeyNUkm8dKS7qHVaAiJaGAMC41sQGLsTbMyA9y8cpoxr82lU0/zqecXR0+lebvuVQEiEXq9HkXF46c4/dxEJGeb6knJ0eHvVn1n6GQrwkICP+5SU1j2+JcIKxm0rSfh4GUN2vviM5Oj8Qk2/Sird1AjMhOvmaXX6bRkpdzAJ7SJMcwrsAFarZrc9LsAFGTF4+QeWK3+2s360aa3YbQjO/kanoEGvarKUkQiEZ6BDY1Gz6N6c1Nv4BXc1Bjm4R+FVqsmP/MuJQVpWNo4Y+9SZVw4e0WQl3YLrVZNRsJ5fEJbILO0NZ5/fsQiIpsNAiAnNRqPgEYmdeDu34icFPO8AJQWpqHVKOnz6hbsnE2nhqxsXekyZglWtq4m4SqlaXtnpd5Fq9XgF9rQGOYf1oj0hOtm11ha/DX8w0zbyC+sIWnx1+7LriA77R4TPtqIb2gDs/xmpd5Fp9UQGF51LiiyEclx5rpS4qIJijCti8DwhiTHRgMQd/sC9ZpWuSW4uPvy0cJD2NpXjQLv/O1LmrTthYePYRo8IyEa31DT/PuGNCI94ZpZXnU6LZnJN/ALq7rGfIIM11h2quEaS4m9QEBEc0a9b/7BYSsbRxTlRdy7chC9Xs+pcxepUCjQ6fTUjaz6vEy9WpHciYk1K3/71i0ZOcgwtaxUqti0cw9ODg4E+Bna+eWxI3n+uTZVCUQi0ENZ+ZNHO2ua/4urCJ8Fgg/WU0CpVDJu3Djq1KnDxo0bSU1N5e233+brr78mJyeHAwcOsHTpUnJycpgyZQpNmzZlwIABLFy4kNdee43Tp0/j4ODwx4r+ASmLzd8O/wl5RcU42Nkitai6pJwd7VCq1RSXleNkb2eW5uKNu7w+/3v0wOwpY40+Vs4O9uQWFBnjKSqVlJSVU1Rq/tDPLyrCwd4WqfRhvfaoVGqKS8txcqhG7/XbvPnJ1+j1MOuNl7C2MvU9ycrN5+Dp8/zyyfQ/LLeLs5zElHKTsMJCFUEBNtXGd7SXMnlMEG99fJ3IMNO8eXtYkpFdydB+vvTr4Y1arWfjjjR27Dc1xIoL87C1d8RCKjWG2Tu6oFYpKS8tws7B2ST+Kx98C8DvR3eY5Se0VkOT36cPb0On1RIa2dAs7gPsrA1+Vw9TpgAPx+o7w6xCPb8d0TxW3gOaRYoprYBbyVWyy4tzcfEy/SirtZ0L+ZnmH2VVKkrQqpXYOlTtxiyWWGBl40hZURZ6vZ6CnESS75zmwsHF6HVawhp2pVX315FYyHDxrPI7qyjNxcrWhfS4c9RuMQQAKztXCrPM9aoUJWg1SqztTfVaWjtSXpyNla0LqspS1CqF0U+nrCgTnU6DqrKM0oI0bJ18OL/3K2Ku7EBu7USjTlMIqG0wFBSluTh6mNaBla0LhdnVf5jWxSuSzqN+rvac3Moe37CqB7Bep+POuTV4B7cwiVdWlIu1rRMWD33z09beFY1aiaKsCBv7qmusrDgXN+8wk/S29q7kpBvyZ2Vtz/jpj+9vyopysbFzNNFl5+CCRq2koqwI24d0lRTl4uFrWhd2Di5kpcahKC9BUV6CTqdl8acvkZl8D//Q+gwY9zEOzh4AxN48R8LdS7y7YDubl80x5t/V21SmjZ0LuRnm9VtZUYJGrcTO0fwaKy0yjLA3eu7xHxz2C2tCo/bD2frL62xfIkKn09G3exdO/H7+kT7MAZVKTUlpGY4O5i9rl6Nv8O6seej18NHU14x9WP3akSbx9hw8ilarpd4j4QL/DsII1lPg9OnTFBQUMH/+fMLCwujYsSMfffQRYrEYtVrNRx99REREBG3btqVt27bcuHEDiURiNKrc3Nxq/NMAT5tKpRrZI044svvGlkpd/cM12M+blZ9OY+LAnsz9aRU3YhMA6NyyMSt37CcxPROlSs23qw1+JBqNuZxKpcqo5wHS+4aHWqOuVm+Ivw+/fj6Dlwb34ZNFy7kZE29yftfRU0QGB1InPLja9A8jl4tRqU3fMlUaPbLHbJD32oQQ9h3JJjHF/I3SykpCkygn6tV24OPPbrNmcwqvTQjhuVaPjjZUmjyMAONvzWPK/GdIjLnB5pVf0bnPaBycXB8bTyoxTO09jFYLFv/wm9BNwiScu2MqWKNWIHmkrBILGRqN+UdZNapK4/lH42s1KkoLM9CoDPJ6jP2Wdn3f5+6lXZzcscBMlqqylKRbR/AMaEhg7U4GORKDHDO96ifrdfePwtrejTM7PkGtqqA4L5kbp1YAoNOoUCsriLm0DaWimK5jfiK0YR+OrnuTvLSbRvkSSTWytf/8w7QXD3xJfsZtGnd5wyRcrarEQmquEzCre0NcqVlcjfrP5a86Xcbr+REZ1V77UsP18MAPa9uKT2ncphfj3v0BjVrF0gWvoNPpUKuUbF42m/5jP0Iqq3qpUququcakj2nrx1xjFhYytH+ivCplOUV5qbTtOYWfv5zHiIH92HvoGGKRaX/xoA9Tqau/n4MC/Fj81WeMHTaQz777kVv3Yszi3L4Xy0+/rmZwv164ODn+Yd5qEpFEVGPHfxlhBOspkJiYSFBQELa2VUP+AwYMME77BQQEGMNtbW2rNRz+a8hlFmaGlOp+uSzl1RuLLo72uDjaEx7ox83YRLYdOkW9sGDG9e9Oek4eQ9+Zi4VEQr/n2xAe4IeNlZWZDJlUatTzAPX9Tkn+GCPV2dEBZ0cHwoP8uRmTwLaDx6kbXjV6cezsZfp1aV9t2pED/Rk5sMpv7XZMiZkxJbMQUanUPpqUZg2dqBtpz8gp5g74AFqtHokY5nx5h0qljntxZYQG2dKnqxcnfq/6bpZUZm5gPPgtk1W/0vKPiL8XzcJPXqVuwzb0HvKKybnn6olpV7/KekrL1ZsZUxIJqP7BZezjIsLeBtasWsyNU0uM4d5BUWYPOq1GZfKANObBQm48/2h8C5kV9s4+vPzpeeTWDoZpNt9a6PU69q1+FytbZy4dMujVo79fJimdR36PSGxoX61WhYX0L+qVWmIhldN5xHcc/u1Nfv24CVa2LkQ9N56zuz9DZmmLSCzB0tqRtv1mIRKLSb5zCvSwa/EQJBZy3HzrmxlTBtnm98Nf4eL+L7n1+yo6DP4aJw/ThS4WUrmZcfOgfI/WvSGu2iyuVP7nrsXqdBmv50dkSKVy82tfbbgexBLDRdm8wwCatO0NwPApC5g1uR3JcdHcvnwc36A6pCXeZuU3bxp1+oU1NW87tQqLaq4xC2n1ba3RqMxWEVbHuQNLQa+nTc8phHteIzwkmN8vXCY909S/9EEfZimXVyvH2dERZ0dHwoIDuX0vjp37D1MnoqoNb92N4b05n9KsUQPGDRv0h/mqacT/ccOophAMrKeAhcWTq/XR0al/07n9aeHm5EhxaRkarRaL+x1dflEJcpkUO2vTjud2fBJisZjIoCpDJcjXi8Q0w1SYlaWc+W++RFmFwWnU1tqKrhPfxcvN3EnbzdmJ4pLq9Mqwe8Q5/XZcIhKxmIjgKgM3yM+bxNQM4+/svAIS0zJo+5iVg9v3ZXD0dI7x9/AB/jg7mbans5OM/ELzt9lO7dxxd5Wz+zfDlg8SiQiphYiDG9vwzqwb5BeoyMlXUqmsGhFLSa+gWSPTVYSOzu6UlRSh1WqQSAzXWklhPlKZJVY25lOif8S9mxf54dPXqRXVkglvfYpYbGowXrin40ZSVZ7a1ZNg+8izxM4KyhR//zoO8xGRlKUnoP4gvMKqtthIvb6CihLTj7KWl+Zh89B03AOsbByRSOWUl+Th7GEwmHVaDYryImzsDYsOLG0cTdI4e4SgVSsJb9CNyEY9KC/JY//qd1GUF+MT1gor26rpKUVpLtb25osXLK0dkVjIUZTm4uQebNRbWVFkjO/uV49h045QUZqLpbUTaTFnsLRxQiq3wdreDZFIZDTkIpsNprQwneLcRNoO+ITrJ5eiKDWtA0VZHtZ2T15I8STO7vqEuxfW89zAzwms28XsvJ2TOxVlhSbXWFlxLhYyS+OiAGNcR3fKSnJNwsqKc7Fz+HP5s3Nyp7zU9HouLcpDWo0uB2d3SotM66K0KA97Jzds7JyQSCxw96ny37Sxc8Ta1pGi/Cyund1HSVEety4fw2hG6yEl9iL2zqaLAcpK8kymmh9gZeOIhVROWXGecUrZeI39ifJmpdzC3dd0ui44wI+E5BSTPqygsAi5TGa2wOZubBxisZjwkKrR9UA/H5JSq7ZyuXrjFtM++ZymDeoz453Xze5ngX8PoeafAoGBgSQnJ6NQVC11//zzz/nkk0+emO6Bk+V/kfBAPywkEm7GVjmiR9+Np3ZIoNkNvvPY7/y4brtJ2N2EFAJ9DE7uC9dsZc+Js9haW2FrbcXt+CTKKiqpF2E+ZRce5IfEQsKtmIQqvXdiqRVqrnfXkVP8tGaLqd74JAJ9qzrXW7EJeLg641mNMQdQWqYhPbPSeNy6W0K9Rxza69Vy4NbdErO0P61IYMSrFxn7xiXGvnGJZWuSyCtQMfaNS9yNK+XWvRK83C2xsa4aHgrwsyYrx3SJtV9QBBILCxJjbhjD4u5eJTC0zl/uTNNT4vjxszep07A1E99egMRCahZHoYKC0qojJUePv5upHn93Mam5f9/A8nUTk5KjR2blgK2zv/HwCmxARqLpR1kzEq7gFWj+UVaRWIynfz0yEi4bwzKSriGWWODmE0nSnVP89EFz42ovgNz0O1jaOOLsEYSNvRtHNs7CQiqnSZcp5GfcMdGblXQVd//q9br51SMrqWpLkuyUa4jFFrh4RVJZUcSOH4dRWV6ItZ0bYokFyXdP4B3cDDA4xBdkxaLTGUY95daOKMrycPIIwd4lAHe/BuSkmNZBdvJV3Pz+3odprx75gbsXNtB+8FcE1+9RbRxPv1pIJBakxUcbw1Jir+ATWNfsGvMNaUBqnGn+UuKu4hv85/Ln6VfLUCexVboS713BL9hcl39oFEkx10x0JcZcJSA0ConEAt/gOmQmV62YKysppLy0EGc3H17+eAXvLtjGO59v5Z3Pt1G3SQfCG3SiXe83SIs3zX9a/BV8gqpva6+AeqTFVV1j6QnXkEgs8PD7Yz8nOwd38jLjTMJKyyoQi8Xcvlfl83Xjzj0iw0LMyr/n0DGWrDL1Z4uJTyTA1weAhOQUPpz3Bc0bNWDme2/94cv+00IkFtXY8V9GMLCeAm3atMHV1ZUZM2YQHx/PkSNHWL9+PW+//fYT01ndnwK7efMmyv/YviWWchndn2vB50vXcjs+iRMXr7Fm9yEGd+sAGLZIqFQZRnX6dmrDpVv3WL/3KCmZOfyyaRe345MY0t3g6+Lq5MDSLXu4HZ/EnYRkZi76lf6d2+Jga+44bimX0/25Viz4ZRW34xI5ceEKa3cdYHB3g4NwfmExlcr7ejs/x6Wbd9mw5xCpmdks2bCdO3GJDO7R2SgvISWdwGpWFT6OY2dysbWx4I2XQgj0s+aNl0KwtBRz9LThjV4mE+PsaDBaiorVJsZZYbEKrVZPemYlKpWOS9GFpKQr+PCtSPx9rejYxo1eXbzYtjfDRKdMbkXL9r1Ys/gTkuJucu38UQ7uXEXHHgbn2uLCPFTKSv4Ma36ei5OLBwPHvENZSRHFhXl/mP5Wsg5LGXRvJsHNwfBXZoFxlMtCgtkI1x/h4SQip9jcQAtr0BWlooTjW+eRnxnH8a3zUKsUhDc0rELVqCopf2j0JKrNMC4dWUbc9cNkJV/n6MZZ1Gs5CKnMCu+ghlhI5Rxa9xEF2Qkk3j7ByR0LaNJpAgAXDi2mOC+FF0Z8jn+t9lRWFHNyy8dkJ0fz+875aFQKQqLu61VXUlFapbdOy6FEn1hG4s3D5KTe4NTW2dRqPhCpzApLa0fUygrO7f2SkvxU7pzfxL2LW4hqb9Ab2qAner2O09tmU5yXzJ1za0mLOUV4k4EABNZ9AVVlKef3fEphThzn93yKRlVBUL2u1eblSRTlxHPt+E/UbzcBj4BGVJTmGo+HkcmtiGrdl92rZ5GeeIM7Vw7z+4HlNO9sWOlcWpyL+r4/Uu0mL1BZUcr+dfPJSY9j/7r5qJUK6jT7cx/OlcmtaNquD1uWzSEl/gY3Lh7h+O4VtO02AjA4tj/QFdW8C5UVpexY9RlZaXHsWPUZKqWCqBaGUc/neozm1P7fiD53gOz0eDYs/hCfwEj8Q+rh7OaNq2eA8ZBb2iCztKFx++EoFSUc3jiPvIw4Dm+ch1qpILKJIf9qVSVlxVX106j9MM4fXEbMtcNkJF1n/9pZRLUZ9KemCKPaDCT+5kkuHF5BRlY2m3bu4fL167Rr2Yyvf1rC3dg4Tp27yIbtuxjQy6A/v7AI5f0+rNcLnbhy4xabd+0lLSOTX9du5E5MHC/2NqwE/vrHJbi7uvDquFEUl5SSX1hkkv7fQiQR19jxX0ak/1+Yn/o/SHx8PHPmzOHq1au4urry0ksvERwczKhRo0y+ifTBBx8A8Nlnn6FSqZg8eTIXLlzg66+/pksX86H76tgjjfjjSE+gh/oeZzuN/Ms7ube+8JPJ70qlis+XreXY+WvYWlsyvFdnht43mpoPeZmPJ4+iZ/uWAJy+fIOfNuwgNTOHYD9vpo4eSP0Iw5C7Vqfju9Wb2X/6AmKRiG5tm/PqsH7G4XMA3UNOppVKJQt++Y3j5y9jY23F8N5dGdLTYDS1fHE8H706lh4dDCunTl+K5ue1W0nNyibEz4c3xw6lfmTVCqIFv6ymrLyCOW9NqrbMvaeb+1bVCrPjnVfDCPS1Jj6pnC9+jDXucdWtkwcfvhlJm14nzNJ16+TBuKGBJju5uzrLeOeVMJo0cKK4RM2qjSnGVYSffNrMGE+lVLDml3lcPXcEK2tbOvcZzfM9DQ+kSQMaMPrV2bTq2MdE3+9Hd7B748/M/3kfYDDE3ptQ/U77D6c/fMnce93HVUSflhLcHERkFRp2cs8sMHQlD3Zn/2iFeac+vqsFiVl6407uD5g5QsqaoxriMky7I18vGVnJ1zmyYSb52fG4eUfQadBs3P0M22fcOr+Vg2um8db3VffUhUO/cPX4CrQaFaFRXeg4cKbRdyYvM5YTW+eTmXQNmdyGeq2H0KLrq4hEIlZ80pXCHPOtQEQiMW6+dWnbfxauPga99y5t5fjG6UxacNcY7+qxX7hxaiVajYqgel1o03eGUW9RTgInt84kN/Umds6+NO82lYDaHYxpC7PjOLV1Fjmp17Fx9KZJl7cIrFN1/+emXuf3HbMoyk3AyTOC1n1m4uJtyEvslW2c2jKdcfPumOV979JReAY1M+7kHn1iCZcPfm0WD2DW8rsmv1VKBXtWz+L25UNYWtnSqut4WnYZbYg7LpI+4+bTsI1hy4C0hOvsXjWLvMx4PHwj6DlqFl4B5lucbFtm6O8e3cldLi5jy7I5XL9wCEtrOzr0HEu77gZj7u2hdRg8+ROaPdcPgJS462xeNofs9AS8/cMZMH4mvkG1jLLOHdnE4e2/UFZSQEjtpgycMAtHF0+zvKz7aTpKtZieYz4jI/E6+9fMJD8rHjefCLoOn42nvyH/13/fyp6V05i2uOoaO7v/Fy4cNlxjEY268MLQqmvsYT6dFMGwqatMdnKPjT7CyZ3fU5KXiL+PNxNHDaNurQi++WkpJ86ex9bamsH9ejGwt2F0sX2fwbz/+st069QegN8vXmbp6vWkZWYS5O/HaxPGULdWBPmFRQwYU32/9XB6AK/IBtXGqynONW/2x5H+JC3O/7MvjDxLBAPrf4B/amD9XR41sP5NdBbVO7A/baozsP4tHjaw/k2qM7D+LXy9nk07V1Q+u25RrX42uv29nt10jJ3Vs7mv8kqenRvyC57XnpluwcD6dxCc3AUEBAQEBARqjP+671RNIRhYAgICAgICAjWGsE2Dgf+2B5mAgICAgICAwP9BhBEsAQEBAQEBgRrjv74De00hGFgCAgICAgICNYZI2NwUEKYIBQQEBAQEBARqHGEES0BAQEBAQKDGEFYRGhAMLAEBAQEBAYEaQ1hFaEAwsP4HeFYbfp5p9vIz0QsgsXo2s9viTkueiV4AmUTzTPQ6O1k+E70Akme0x6m78x/HeVocPvLnPntT07g4eTwTvQAdnaP/ONJT4EhFo2eiFyBNFPjMdHv9cRSBGkAwsAQEBAQEBARqDGGK0IBgYAkICAgICAjUGMIqQgOCgSUgICAgICBQYwgjWAYEM1NAQEBAQEBAoIYRRrAEBAQEBAQEagxhFaEBwcASEBAQEBAQqDGEKUIDwhShgICAgICAgEANI4xgPQPu3LmDQqGgUaOqPViKioro3r07GzduxNfX92/LVqrUfLF8PccuXEUukzK8Z2eG93y+2rj7T19g6eY95OQXEh7ox1ujB1InNBAAvV7Pmt2H2XzwBKXlFTzXtAHvjB2EtWXN7Ikklklpc34rN9+YS8HJC/9MllxG7a9m4NG7M9pKJUnfLydp0Ypq47p0bEXE3HexDvKj6OJ17rw9h/K4JOP5wNfG4v/SMKSO9mTvPsydd+ehLa94ov6wIBvenhxKcIA1iSkVfPVzHDEJ5X+Y7yF9fejXzYvBky4Zwwb28ua1ccEm8dZvT+PHlUkmYWqVktWLP+fS2aPI5HK69hlJ174jnqgv5vY1ln43kwWLd5iEvzKsPYqKMpOwn9adxNLK2vg7L/02p7bOoiArBiePUNr2n4Wbb93H6rp+aiXRJ5ahriwjOKobrft8hFRmBYCiLJ9T22aTHnsWSxsnGnWaTEST/gAc2/ABMZe3m8mTWdqg02px8Qql89DZePo/Xvfloyu4eHgZysoyIhp1o9Ogj426H2bLjxOxtnWm26jPqtIeW8WpHV+hUVdiIZXTvt9btOwy5rG6zh9aydkDy1AqyqjdtBtdh36EVG7QpVEr2bdmDncuH0Qqs6RFl7G0fGGcMe2BdfO4cGS1ibyuwz4CuqDXaUm5voTcxP1oNQqatx3IR9On4udlSXqOhpW7S0jOrH5fNAsJDOhoS/N6lsilIu4mqfhtXymFJToA7GxEjOphT51gGaUVOnadLOf0tUpj+uzU2xxaN5Pc9BhcvULpPOzJ9X3p6AouHjLUd2SjbnQaXFXfhTnJHN4wh/SEK1haO9Co/QiadZ5gTJsWd4mjm+azMCcOXy9PXhk7jHq1Ivhm8QpOnr2ATC5jSJ8eDOnbo1rdB0+cZsWGreTk5RMWFMhr40dSOzwUAK1Wx5I1G9h/9CSKSiUtGkXx8pjhrNiw1Si7ceeJtHqoTR4mM/k2e1bPIjs9BnfvUHqMnIV3YFU93Di/m2PbvqO0OJfQOm3oNXou1nZOxrS/zOlvIs8roA4TZ2wxCcvKSGXa68NZvPYQK3/+gotnjyGVyenRdzjd+w1/bJ0D3Lt9jZ+/mc03S7YZw0b0bl5t3ElvzqRtx+5PlFeTCKsIDQgG1jPg1VdfZcqUKUYDq7i4mMmTJ5Ofn/+PZS9cs5U7Ccn88PGbZOUWMPunlXi6OtOphemGelfvxDJv8WqmTxxB/fBgNh88yZufLWLHok+wtrRk25HTLN28h2kThxPm78M3qzYzY+Fyvnz3lX+cR7FcRsPVX2FXN/wfywKI+ORd7BvW4WKvsVj6eVP/509RpGaQveOgSTzbyFAab/qZhK+XkLlhFz6jXqTp7hWcatwdbXkFfmMHETrtVW69PoPSmzFEfvYBUcu+4MqQVx+r21IuZsFHdTh0ModPF8bQ5wUvPv+oDkNfvkSlUvfYdF4ecsYO9qeoRG0SHuhnzbZ9GazcmGoMU1Say9mw4juS4u/w3tyfyc/NZOl3s3Bx96Rpq+qN6dSkOH5Y8D5SqcwkvDA/B0VFGZ//vB25vMp4lltWGSRqVQX7lk8itGFP2g/6lNvn1rNv+WSGfnAQqcyaR0m4cYDLhxbRccgCrOxcOb5xGuf3fkGbvjPQ6/UcWDkFvV5Hr0krKS/O5tiGD5DKbQmu14VWvT+kefe3jbKUxQls/H40fuEtaNfnbaJPrWPrj5OYMPsQMrm57pirB/h97yK6j/4Ca3sX9q+axoltX/D84Bkm8e5e2kPirRPUad7PGJaReI1jm+fhF9acNt0n8Pu+JRze+Bm+IQ3wC2lgpuvO5QOc2LmIvhMWYGvvyo5fp3F48xd0G27QdXjTAjKSbjLynRUU52ewY/kHOLh4U7tJVwByM+Lp2H8qUa2r8iC3tOXE6VLS76whP+Uo4a1nYWPnzJfvhbL/0FGW5TWnQxNrpg535N3v8lCpzbJFvw62NKolZ/GWYkordAzqbMdrgx2Zs6QAgNcHOyIWw2crCnGyF/NSPwcUSj0AKmUFW36YSK2mveg28jOunVrHlh8n8dJj6vve1QP8vmcRPcZ8gbWdC/tWV9W3Xqdjy48T8Qyox+hp2yjMSWbX8qnYOnpQu2kvykvz2frTZFp0nczLL3hz5NRZps//mg6tmxOTkMQ3cz8kOzeP+d/9jKe7K+1bmRoP0bfusmDREt579SXqRoaxbd9h3pu7gI2/fI+1lSVrtu7k6KmzzHr3dRzt7fhuyUqmTJuNnZ2NUfacb3/A8aE2eYBKWcHa7yZRr3lP+oz7lEvH17P2u8m8/tlBZHJr0hOus3PFR/QcOQtPv1rsW/cJ25d/wLA3FhvaNjMeT79aDH/rF6NMscT0cZufm81Xc99GrVKy7teFJMbdYdonP5CXk8Xib2fj6u5Js9adzBsYw/38/WfTkMrkJuGLVu41+b1/xzrOnT5M4+btqpXztBCmCA0IZuYz5tKlS/Tv35+KiiePkvwZFJVKdh49w9TRg4gM8qd9swaM7NWZzQeOm8UtKC5hXP/udGvbHB8PN8YP6E5JWTmJaVkAbNp/jGE9O/FC66YE+3kz85XRnL5yk+SMrH+UR9taIbQ6sxHrEP9/JOcBEmsrfEe9yN3351MSfZuc3YdJ+G4ZARPN3/78Jgyh6Pw14uYtpDwuiZgZX6IpKcV7UE8A/CeNIGnRCjI376Xsbhw3Jk3DrWt7bO6P6lVHxzZuKFU6flyZRHKagu+XJaBQaGnfyvWJ+X5nciixiWVm4QG+VsQlllNQpDYeikqtSRxlpYKTh3cwbPzbBIZE0rhFB7r1G8mRPRur1XXswBbmfzAOB0fz7ckz0hJxdHLF3dMXBydX4yESVXWQ8dH7kEjltOjxHk4eIbTqPR2p3IaE6/ur1Xfj9GrqtRlFQO0OuPvVo23/2dy7uBW1SkFe2k2yk6/SaeiXuPrUJqB2Bxq0n0D0iWUAyK3ssLZzMx5HNs1FKrem78QfcPEMocOLHyKztCHmSvW6rxxbRaMOowmp1wGvgPp0Hjqbm2e3oFYpjHEU5UWc2LYAz4B6JmnP7v0BC6klg95YSWi9tox8dyUWMktO7/m5Wl0XDq+m+fOjCI/qgHdQPXqMnM21M1tRKxWolBVcPbWZF4ZMxyugDpGNOtOq6wQuHV1jTJ+XFY9nQG1sHdyMx4PRL71OS0DDKdi7N6B9q3A0Ohnz5kwjM0/L2v2lKJR6mtWpfjS5TQNLthwp416ymoxcLb/uLCHYR4qHs4RAbwvC/GX8vKWElCwN0TEq9p4up1srg/F07/Jew8hd//dw8Qqh48APkcmfXN+NH9R3YH26DJ3Njd8N9V1emoe7by26DJ2Fk3sgwXWfIyCiJelxlwFIj7+CWCyhWecJeHt6MHJgX6RSCw6dPMPr40cRERJEuxZNGdqvJ1v3HDTTXVBUxKhB/ejSvg3enh6MGdyPktIyklLTANBqtUwZP5IGdWoR6OdLry6dyMnPN5HduusELjzUJg+4dWEfFlI5nQe9h5t3CF2HTkduacPti4Z6uHB0DXWadCWqVV88/CLoN2EBsTdOUphr0J2XEY+rd7BJ21rbOhnl371ymI+njkYqlQJw/NBORrw0laCQSJq2bE/P/iM5uGdztXV+ZP9WZr//UrX3s6OTi/FQKZUc2L2RCVOmY21jW60sgaeLYGD9y4wcOZL09HSmTZvGBx98wOnTpxkwYAALFy78x7Jjk9PQaLXUj6iaYoqKCOVWXBI6nekoSKcWjRnbrxsAlSoV6/cewcnBjiBfTwDSc/KoExpkjO/q5ICjvS03YhL/UR6d2zUj//h5zrQZ/I/kPMCubgQiqQWF568Zw4rOXsahSX0Qmb5FWQf6UXTpuklY6a1YHJs1uH/e1+S8MjsXVV6B8Xx11A634/qdEpOwG3dLqBth99g0L7R3Ry4Xs+dwttm5AF9rUjMqq0lVRUpSDFqNhtDIKGNYeK0GJMTeMmtngBuXf2f8G7Po0muY2bmM1EQ8vJ9s7GYnX8MzsLHR6BKJRHgGNiQ7+ZpZXJ1OS27qDbyCmxrDPPyj0GrV5GfepaQgDUsbZ+xd/Iznnb0iyEu7hVZrOhyTFnuWgqwEAmu1MdHtE9yIjMTqdWel3MAvtIkxzDuoAVqtmty0u8awE1s/p3azPrh4hpqkl8qt8Y9oYaLL0tqeory0anVlJN3AP7yqnL7BUWg1arLT7pKdehetVoNfaEPjeb/QRqQnXkev06FUlFFamI2LR6CZbAC/emNx8TOMOgR56rly9Rr27g2M5+NS1YT4Ss3SiUSweGsJtxJUZuesLEW4OUkoKdeRW1hltKdmawj0liISQUZiND4hpm3tE9KI9MfVd/INfMPM6zsn7S62Du70nvAtMktb9Ho9afGXSYu7iF94M0N+bBxRlBcRc/Uger2eU+cuUqFQoNPpqRtZNbpdv1YEt2PjzK7tDq1bMGpgXwCUShUbd+7DycGeQD+Di8XYIQNo18LQPoVFxWzebTCOHpbtH9aI9ARDmzxMWsI1/MNM68EvtCGpCdeM5wMeansHZy8cnL1Iu38+NzP+sW0LEHP9BAOGT2TES1MB0Go0hEfWN54Prx1FfEz19/P1y2eZ9MYMuvYZ+lj5AFvWLqZO/SbUbdDsifGeBiKxqMaO/zLCFOG/zMKFC+nTpw/jxo2jf//+2NkZHsRpaead+F8lr6gYBztbpBZVzersaIdSraa4rBwne/OH/sUbd3l9/vfogdlTxhp9rJwd7MktKDLGU1QqKSkrp6jUfNTlr5CyeN0/Sv8ock831PmF6NVVD2dlTj4SK0ukzo6o8wsfCs/D0tvdJL2lryfqwmJjOkuvqu+xSaytkDo5IHVx4nG4OMlISjX1tyosUhPkbz6dAuBgb8HkkYG8NesmkaGmb5VODlIc7KR06+jOtNfDUKl07Dmczfod6SbxigvysLV3xEJa9YC1d3RBrVJSVlqMvYNpfl+f/hUAp4/sMstPZloiKlUln304kayMZPyDIhg2/m08fQKMcSpKc3H2CDNJZ2XnSmFWrJk8laIErUaJtX1VPYslFlhaO1JenI2VrQuqylLUKoXRT6esKBOdToOqsgwrm6q8Xzu+BDtHT5zcAkx0WNu7kJdhrltZUYJGrcTGwVS3lY0jpUWGkdeUe2dJi7vE6A93cXj9LJP0GrUSV6+qcuakx1JWlIutvfloZOV9XXaOprqsbRwpKcxGJBJhbeuExKJqStbG3hWNWklFeRFFuakgEnF6z2Libp7EysaRFp3HmEwXAqTeWA7tmpOemkJAw6qp6uIyHb7u5t23Xg+3HzGuurSwpqRcR2q2BrlUhLWlCJkU4/Sis4MEC4kImQWUF+fi4m1qeNrYPbm+baup77Ii05HuXz7uSElBBiF1OxDe8AUAfEOb0PC54exY+jq7l4nQ6nT069aZE2cvIJVWlc3J0QGVSk1JaRmODvZm+bgcfZO3Z3+KXg8fv/Uq1lamI3vL121mxYatWFrKDf3jQ7IfbhMbu6oRobLiXNy8Ta95G3tXctMN9VBWlGvS9gC29q6UFBpemvIy49HrdPw0oxeVijJC67Wly8D3kFsZ7vneY+YS5lbM7RuG0Tw7eweT+9nB0fmx9/NbH34BwMkju83q4gF5uVn8fvIgMz9/Nt9O/a8bRjWFMIL1L+Po6IhEIsHOzs5oXNUUlUo1Mqlppyu7b2yp1NU7xAb7ebPy02lMHNiTuT+t4kZsAgCdWzZm5Y79JKZnolSp+Xa1Ybhao3k2Hxx+HBJrK3RK05EPncrwgBHLTf2Nsrbuw7PvC7h1bY9IIsF7WB8cGtVFLJMazwdPfQmb8GDEchmR8983yJGZjxQ8wFIuRqXWm4SpNDqk0upvrdfGBbPvWDZJqeZTwv6+9x2Di9RMm3eb37akMXKgHwN7eZvKV1YapxYe8KBz1qjNRy6eRGZaEuWlJfQaNJ7Xp32FTCZnwYxXUCiqjEaNuhKxhak+iUSGVmOuS6M2jL49bFg8+K3VqHD3j8La3o0zOz5BraqgOC+ZG6dWAKB7SF5JfioZceewcXB7rKxHUf+Bbo1aycF1M+k0eAZSmfn0mkalMKatKC1k80+vY+/siaW1+UNdrXqMLqkMjVqFWlWJxSPnLO77v2nVKvIyExAhwsUziKGv/0LDti+yZ/UM7l45ZJLGNbALbj4NEUtduXP8bTRqQ7totHos/sTrccMIOV1bWbP5SBlaLSSkqykq1TGimz0yKbg7S+ja0vAyIBGBWq2otv401dX34+rAQmZ2HfZ56Xv6v/wzOWl3OLb5U0N6ZTlFeam07jGFn7+Yy8iBfdlz+LjJ9DRg7NNU6moczoCgAD+WfDmPcUNf5NPvf+bWPVNjsEv7Nvzy5ScE+fpQWl5B+UPuGA+3iUnZlJVILB69x6rqQa2qRPLIPSixkKFVq9Bq1BTkpKLVqukzbj69x3xCauxVti19r9r8P5yPBzzwlVT/xfv5AScO7SQ4tBahEY9fnCDw9BFGsP6HkMsszAwp1X2DyPIRY+MBLo72uDjaEx7ox83YRLYdOkW9sGDG9e9Oek4eQ9+Zi4VEQr/n2xAe4IeNlflqrGeJtlKJWG7a0YllhrLqFKZTbXmHTxP32Y80XP0dIgsJ+ScvkLFuJxb2hrfK+AU/YRXoS5sLu9CrNaT+uoHSG3fRPDRqN2KALyMGVE1v3YktRSZ95IFgIUapNPWbAmjawJE6EXYs+DGu2rJE3yqh56hzlJQa2iwhpQJHeyl9u3qxaVeGMZ5UJkf9yMNGc/+3TP7XVnlOnbkQrUZjXDE4aeonTBnZiddHdUYikQDg4huFTmOqT6tVYSE11yWxMDjdPmoAaTWG+BZSOZ1HfMfh397k14+bYGXrQtRz4zm7+zNklrZcOfozV4/+gk6rRo8eqcyqWlnVGUgWT9Its+L3vYvw9K9LUO22AOSm3yMv4x4xVw8A4BVYH61GRXlJHlsWjUWv1xHeoCPF+Rk8ioX0MbrUhrzp9Tozo+SB0SGVWVK/VV/CozpgZesIgIdfBAXZSVw+vo7xU1rSs63N/VRuJKSp8Qhsi04zh4LUk7gHd8NCIqrWwf1hGkXKeflFBw6fr+DkFYMPmloDP2ws4pWBjvw8zZ3vF/5E5w6/ILUQodZW1cGj9VdtfT+uDjQqs1WbD/zdNGole1a8Q/v+73Hh0FLQ62nVfQoR3peJCAnizIXLpGeaTp0/6NMs5aYO3Q9wdnTA2dGBsOBAbsfEsWP/EepEVI0++XoZ3B4G9OrKvG9/4uTZi3Tr9Nz9/FS1yaNl02oevceq6sFCKkf7yD34oJ4kFlLe++4sFlK50UjrO/5Tlsx9kdLCbOycPHiURw3SB4aV/C/ezw+4cOYonbr1/+OITwlhFaEBwcD6H8LNyZHi0jI0Wi0W9x+O+UUlyGVS7KxNO7zb8UmIxWIig6r8b4J8vUhMywTAylLO/DdfoqzC0DHbWlvRdeK7eLm5/Eul+XMoM7KRujghkkjQaw1GjdzDFW2FAnVRiVn8hC8Xk/j9cqT2dqjyCoha8TWKFMMUnLZCQfSYqdyyN/iMaEvL6RB/GkVK1QN2x4Esjp3JM/4e1t8XZ0dT49XZSUp+ofmbZ6c2bri7yNm5wrAaSiIRIbUQsX9tS96be4vrd0qMxtUDktMqcHU2le/o4kZZSRFarQbJ/ZVJxUX5yGRyrG3+2qioVCozWVkolcnx9AmgTlRznutimK5a8etaKkpzTdIpSnOxtnczk2dp7YjEQo6iNBcnd4MvoE6robKiyBjf3a8ew6YdoaI0F0trJ9JizmBp44RUbkPtFkMIqd+No+vfx92/PiKdgvKSPBMd5SV52Ni7m+m2snHEQiqnvCQPF88Qo25FeRG29m7cvbyHipI8vnvL4BelUSsB0Ot1jJ6+kwuHllCUl8r6b4YjEsGod1dxdMvX2DmYl9P6vq6y4lxcvarKWVFehJ2jG3q9noqyQnRajXH1WHlJLhYySyyt7RGJREbj6gGuXiEk3j3PsUsKDh05i5VDIDIrZ3q0tsbRXobc1guNsggAB1sxRaXmRvwDmteV81I/B45fUrDugOm0fmKGhne/y8PBVkxBYWcGTGzDoOft2HtNzIVDS6qvb4e/Vt82Dm6Ul+SRkXCNsAZVK1tdvELRatQoK8vISrmFm2+kicxgfz8SklNN+rCCoiLkMhm2NqbT7ndi4xGLxUSEVPmKBvr6kJRmuJ9/v3iFsOBA3FwMU39eHu7o9XoKiouN8cseapOHsXNyp6zY9JovL8nF1tHtsefLivOM5x9MBT7AzctQPyVFOdUaWKUlxab3c+Hfu5/BsDoxPTWRRv/yysGHEXZyNyCYmf9DhAf6YSGRcDO2yhE9+m48tUMCET/yRrHz2O/8uG67SdjdhBQCfQxvewvXbGXPibPYWltha23F7fgkyioqqRdhukfTs6bkxl30ag0OTascvp1aNqb4yk2DQ8pDeL3YncjPpqFXqVHlFSC2lOPSrjkFpwz7cIXPeQfvYX3QlJShLS3HvlFdpPZ2FJ2/apRRWqYhPavSeNy6V0rdSNPOuW6kPbdiSs3y+vPqJEa9foXxU68yfupVlq9LJq9AxfipV7kbX0aP5z34bZHpdhqhQTakpCtMwvyDIpBYWBB/76YxLPb2NYLC6pi185PQ6/W8N6mPiW+WslJBXnYG4bUa4OHlZzgCGpCdfBX9/frU6/VkJV3F3T/KTKZILMbNrx5ZSVeMYdkp1xCLLXDxiqSyoogdPw6jsrwQazs3xBILku+ewDvY4Ihrae2IvYs/hdmxBNbuiHdQAzISTXVnxF/BK6h63Z7+9UiPv2wMy0i8hkRigZtvJIPfWM3o6bsYNW07o6ZtJzSqE6FRnRg9fSdO7gG4+9Um7voRQMTo91Zj6+BOatxVfIKr1+UdWI/UuKpypsUbdHn4RuLpVwuJxIK0hGjj+ZTYK3gH1kUkFnN8+/f89tVYE5lZqXdw9QyiXKHn3MEvuHVpFzkFWuLS1IT4WlBZmoaVfSAAYf5S4tOqH8KqFSTjpX4OHLlQwW/7TK9DGysR08c5YWMlorhMh0RqT7vmoVTovHByDzDUd4JpfacnXMH7cfUdUH19u/tGUpyfxvYlUygtqhqRyk65ibWtM9a2ztg6uJOfaTqaW1pegVgs5vZD03w3bt8jMizY7Nrec/g4v6xebxJ2Lz6RAF/DlPqPK9Zw4Ngp4zkfT4ORKKLq4Z8SewWf+23yML7BDUiNN62HlLir+N6/FnyDG5DyUNsXF2RSXJiJb3ADcjPi+PSVRsYVhWBoW7HEAmf36heUSCwsiHvofr53O5rgsNp/6X5+QHzMTVxcPXB18/zLaWsKwcndgGBgPQOsra1JSEigqKioRuVaymV0f64Fny9dy+34JE5cvMaa3YcY3K0DAPlFxVTe90/q26kNl27dY/3eo6Rk5vDLpl3cjk9iSHfDviuuTg4s3bKH2/FJ3ElIZuaiX+nfuS0OtjaP1f8s0CkqSV+7nTrfzsK+UV3ce3Qi8LWxJP9k2MBR5u6K2NIwtVAel4TfuMF49OqMdUgAUcu+RJGWRe7BkwAos3IIff9V7BvVxb5BbaKWLCBl2XqjE3x1HP89D1sbCa+PDybA14rXxwdjJZcYR7lkMjHOjoZpgqJitYlxVlisRqvTk55ViUql41J0ES5OMl4dE4SPpyUd27gyrJ8va7eaLoCQyy1p3aEHq36eT0LsLa6cO87+Hat5vucQAIoL81Apn7wSEQwro6KatGH7+sXcvXGJ9JR4fvl2Bk4u7tRv3NoYL7jeCygVpfy+cz6F2XH8vnM+GpWCkCjDKlSNutJkhKtOy6FEn1hG4s3D5KTe4NTW2dRqPhCpzApLa0fUygrO7f2SkvxU7pzfxL2LW4hqX7X5ZFlhOmplOU4eIYQ37EplRQnHNs8jLzOOY5vnoVYpiGhk0K1WVVL+0EhCg3bDuHh4GbHRh8lMvs6h9bOo12oQUpkVDi4+OLkHGA+Z3AaZ3AYnd4MTfVFeKjqtGnffSPKzEtm96mOUlWUE12lr1PXwqEXjDkM5e2AZd68eJiPxBnt/m03DtgORyq2Qyq2o36ove1fPIiPxBnevHubcweU06zQKgPCoDiTHXOTsgWUU5KRw6dg6rv++w7gRqWd4P9LvrqMw4ywnz8Yglyj46OOZ1I5qzbCudsilIi7cMrSx1MIwogUgFsP4PvbcS1ax90wFDrZi4yGRQLlCj6VMxODOdrg5SWjXyIq2Da3Ye8bg2xXesCvKihKObjLU99FN81ArTeu77JH6vnBoGbHXDpOZdJ1D62ZRv7Whvj0D6uHpV4f9q6eTlxlHws0THN/2BS26TgagfuuBJNw6yaUjK8jIymbjzn1cvn6D51o25aufl3MnNp5T5y6yfsceXuxp2Kcqv7AIpdLQh/Xq0pErN26zadc+UjMyWb5uM3di4xnYy5DXft26sG77bs5eukpiShpf/LgMB3s79h87ZZR99sBymj9vaJOy4lyjX1ntJi9QWVHK/nXzyc2IY/+6+aiVCuo0Nchu0n4I18/u4MqpzWSn3mP70vcJr98eJzdfXD2DcXYPYNfKj8lJiyEl9jK7Vs6gUduBWNk4VHsvtu3YnV9//Jz42NtcOneCvdvX8EIvw0rrosL8P3U/PyA1OQFvv6A/jijw1BHp9Y+85gs8ddasWcOXX35J69atWbRoEWBYRdipUyeOHDnyl3dyL7p61Ph/pVLF58vWcuz8NWytLRneqzND7xtNzYe8zMeTR9GzfUsATl++wU8bdpCamUOwnzdTRw+kfoRhKFur0/Hd6s3sP30BsUhEt7bNeXVYP+OwPcCZZi//o3roob7H2U4j/9ZO7hKrqncDsZUldb6ZiUfvzmhKykj8fjnJP64CoGvJHW5Mnkb62u0A+AzvR8j7ryBzdiT/xDluT52DMvv+A0MsJnL++3gP7oVepyNj/U5iZnxlnHoEmN/JfFVOrTBb3p4USoCvFfHJhp3cYxMND6yuHdyZ/no47fqdNkvXtYM7Y4f4m+zkXq+WPS+PDiQ00IbCIjVrtqWx84BhRdZn86tGEZTKSlb9/CmXzx7FytqWbn1H0qW3YRuGsX2bMP61mbTp1MtE3+kju9i+/he+XFI1YqVWKdny24+cP3WAiooyatVryshJ7+Py0NvvuRhbclKuc2rrLApz4nHxiqBt/1m4+tQG4N6lrRzfOJ1JC6q2Qrh67BdunFqJVqMiqF4X2vSdYfTZKcpJ4OTWmeSm3sTO2Zfm3aYSULuDMW12SjTbFw1mwvzrODrIDQ/u9TMpyIrH1TuCzkNn4+Fn0H3z7Fb2/zaNd364Z0x//uAvXD66Aq1GRViDLjw/eKZR98PsW/UBgHEn9+VzulKQbb4NSf1Wfekz7jOiz2xl56/T+XhpVTnP7P2F84dWotGoqNW4C92GV5VTrVSw97dZ3LlyCEsrW1q+MJ7mnUcb0967eoTjO76nIDsJBxcfOvR7k1qNu3D4SA56vY6MO2vJit2BRllEy/aD+PjDt/FxtyQ127CTe0qWYTq5TQNLJvR1YMysbEJ8pXw8wXx/JIDPVhRwN0mNp4uEMb3sCfKWklukZdPhUqJjVLRpa5i6yky6zsF1hvp28zGv732rp/Hujw/V94FfuHS/vsMbdOH5IVX1XVaUzeENc0m+dxap3IpGz42g+QuTjI7scdePcHr395TlJeLn7cXk0UOpGxnOVz8v5+TZC9hYWzOkb08G9TYYNu36DmPaa5OMPlS/X7zCL79tIC0zi2B/P16bMIp697dh0Ol0rN22mx37D1NUXELTBvV4dewIVmzcapTduMtkWtxvk9njI+kzdj4N2hh8l9ITrrN79SzyMuPx8I2gx8hZeAXUNpb72umtHNuxEEV5MSF1WtNr9BzjXlfFBZnsXzefpLvnEYlE1GvRi84D3zNxZn+winD+h6+wbNMJfv3xcy6ePYa1tS09+g03bsMwondzJr7xMe069TRpz5NHdrN13VK+XbrdJPzXHz+nvLyUKe9+Uu11ANA0wvGx52qCxHG9a0xW0PKdfzquUqlk9uzZHDx4EEtLS8aNG8e4cdXv1H/o0CG+/vprsrKyiIyM5KOPPqJOnTo1lW1AMLD+J3jYwPo3+acG1j/hYQPr36Q6A+vf4mED69/kXMyz26TQzubZTBFYyZ9dt3j4SM4z0fvAwHoW9PK+/MeRngJH8hv9caSnRJjb40fGnzZP28BKmtCnxmQFLt3xx5HuM3fuXC5evMinn35KRkYG77//PvPnz6drV9Od+mNjYxkwYABz5syhUaNGrFixgoMHD3Lo0CGsanAhlzBFKCAgICAgIPCfpqKigk2bNvHhhx9Sp04dOnfuzIQJE1izxnyn/jNnzhAaGkrfvn3x9/dn6tSp5ObmEhdX/Qrvv4tgYAkICAgICAjUGDXp5K5SqSgrKzM5VCrzVdp3795Fo9HQsGHV1xMaN25MdHS02Y74jo6OxMXFcfnyZXQ6HVu3bsXW1hZ//5r5hNsDhG0aBAQEBAQEBGqMmtwHa/HixUZf5QdMmTKF1157zSQsNzcXJycnZLIqPzdXV1eUSiVFRUU4O1f5Jnbv3p2jR48ybNgwJBIJYrGYxYsX4+BQ/SKEv4tgYAkICAgICAj8n2TSpEmMHWu6pcnDRtQDFAqFWfiD34+OeBUWFpKbm8uMGTOIiopi3bp1TJs2jW3btuHiUnN7PQpThAICAgICAgI1Rk1OEcpkMmxtbU2O6gwsuVxuZkg9+G1paboj/pdffkl4eDjDhw+nbt26zJ07FysrK7Zs2VKj9SAYWAICAgICAgI1hkgsrrHjz+Lh4UFhYaHJ93Jzc3OxtLTE3t50M+hbt24RGVn1FQGxWExkZCQZGeafxfonCAaWgICAgICAwH+aWrVqYWFhwbVr14xhly9fpl69emY74ru7uxMfH28SlpiY+Jf3oPwjBANLQEBAQEBAoOYQiWru+JNYWVnRt29fZs2axfXr1zl8+DDLly9n1CjDTv25ublUVhp2xB80aBAbN25k+/btJCcn8+WXX5KRkUG/fv1qtBoEJ3cBAQEBAQGBGuNZfUNw2rRpzJo1i9GjR2Nra8trr71Gly5dAGjTpg2ffvop/fv3p3v37pSXl7N48WKysrKoVasWK1eurFEHdxAMrP8JdBbmDn//Bs9qN3UArUL3x5GeAlb2z25X8zKV+ede/g3+f/zWg17/3/7I7N/hWbazVKP440hPgb8wQFLjaHT/uxNINblNw1/BysqKzz//nM8//9zs3L1790x+Dxw4kIEDBz7V/PzvtrCAgICAgICAwDNCGMESEBAQEBAQqDGe1RTh/zUEA0tAQEBAQECgxnhWU4T/1xBqQUBAQEBAQECghhFGsAQEBAQEBARqDGGK0IBgYAkICAgICAjUGIKBZUCYIhQQEBAQEBAQqGGEEaxnwJ07d1AoFDRq1Ij4+HjmzZvHtWvXcHR0ZNCgQUycONFsa/8/i1Kl5sulv3H83GXkMhnDer/AsN4vVBv3wMlzLNu0k+z8AsID/Xlz7BDqhAUD0PLF8dWm+XjKeLq3b1XtObFcRu2vZuDRuzPaSiVJ3y8nadGKauO6dGxFxNx3sQ7yo+jide68PYfyuCTj+cDXxuL/0jCkjvZk7z7MnXfnoS2v+PMV8QTEMiltzm/l5htzKTh5oUZkPkyIvxWvj/El0NeK5PRKvl+ZSlzSH+/z82I3N3p1cmP0O7fNzul0Ktb8NIPo84eRyuR07DWGTr1GVysnNfEOG5bMJSMlFi+/EAa/9DH+wXUA0Ov17Nv0E2ePbkGpVBBZvxUDx0/Hzt4ZgMK8LDYsnUv8nctY2zrQvvsIXGuPIy/9Nqe2zaIgKwZnj1Da9JuFm2/dx5blxqmVRJ9chrqyjOD63Wjd5yMsZFYAKMryOb1tNulxZ7G0caJhx8lENOlvTJuZeImzu+ZTlJOIk3sA7fu/T0Bk1TWXnXqbQ+tmkpcRg4tXKJ2HzsbT//F5uXx0BRcPL0NZWUZEo250GvQx0vt5eZgtP05EJBJTUZpPXmYMbl6hdB85G6+Ax8s+f3gF5w4sQ6koo1aTbnQd+jFSuUG2Rq1k35rZ3L1yEKnMkhZdxtGiyzhj2pSYSxzcMJ/8rASc3QPoNPB9gmtXlfPC5u5o1WWA4TMgs2fPJrJWPdJztazcXUJypobqsJDAgI62NK9niVwq4m6Sit/2lVJYYtg7zs5GxKge9tQJllFaoWPXyXJOX6v8V+rX2taZbqM+M4Zt+/ll4m8c5cuH4s1/5xV+v3L9qfVhDWqFE5ecilwmo3GXSbTqOq7aeJnJt9m9ahbZ6TG4e4fSc9QsvAOr6uHGud0c3fYdpcW5hNZpQ68xc7GxcwIM99nxHQu5dHwDWq2G2o270G34R0ilhr3skmMu8evGT8hMT8LDy48XR7zCpbPHuHT2KDK5nK59RtCt74jH1jlAzO1rLPluJl8s3mES/vKwDigqykzCfl53Aksr6yfKq1EEJ3dAGMF6Jrz66qskJSWhUCiYOHEiHh4ebN68mZkzZ7Jy5UrWrVv3t2UvWr2Ru/FJLJr1Lu+8NIJlm3Zy9Owls3jXbscw/6dfGTewF2u/mUu9iBCmzvuWCoWho9295GuTY0Sfrni6udCuaYPH6o745F3sG9bhYq+x3J46h9APXsWjTxezeLaRoTTe9DM5e49ytt2LlETfpunuFUhsDB2A39hBhE57ldg533C+y3AsvT2IWvbF366ThxHLZTT87Wvs6obXiLxHkcvEzH07mJsx5UyZeY/bceXMfSsYuezJt5qnm4yR/Twfe74w+TdSEm7x2oylDJrwEfs3/8TVcwfN4ikrK/j501cIiWzEe59tICi8AT9/+irKSoNxeubwJs4e28qo1z/jzdkrKS7MZd3PM43pl3/zNnJLa979bAMDxrzP7vULibu6m32/TsIrsDH9X9uCR0BD9v86GbWqeoM34cYBLh9eRNv+s+kxcSU5KdGc22toP71ez8FVUygvzqbnxJW07DWNc7s/J/GmoSyKsnwOrHiZkKgevPjWTiIadWPb4lcoLcwCQKWsYOuPE/ENbcLID7biE9yQrT9OQqWsPi8xVw/w+95FdB46h0FvrCQzMZoT28yvpbuX9pB46wQp937HN7QJEz7aim9oQ9Z//3jZdy4f4OTORXQfMYcRb68kPSGaI1uqZB/etIDM5JuMeHslXYfN5OSuRdy5vB+A8pJ8NiyaTJ1m3Zk4axe1mnRj0w+vUFJgKKeyIhetuoyGvdbTauB2fl21idRiX2YuzicuVc3U4Y7IpNVmi34dbGlUS87iLcXMW16ARCLitcGOxvOvD3bE2V7MZysKWbu/lCEv2NG4lvxfqd9Hyc+Kp/voL0z6movXbz+1Psza0pKSsjKj7OM7f+DWpf1mslXKCtZ8Own/8MZMmrEFv9CGrPl2srEe0hKus2PFRzzX+1UmfLgBRUUx25d9YEx/eu8SLh5dx4BJXzHirSUk3j3PiR2LACgryWftdy/TvG0XPvluHc1ad+a7+e8Qd+8678/9iVGT3mfHhqVc/P1I9Q0MpCbFsWjB++h0prvDFubnoKgoY8HP2/j2133GQ25pbvA+TUQiUY0d/2UEA+sZcvHiRYqLi5k9ezbBwcE899xzjBkzhl27dv0teYpKJTuPnOKtsUOJCA6gffNGjOjTlc37jprFzS8qZuyLvejariU+Hm6MH9ibkrJyEtMMXxN3cXIwHkqVio37jjDt5THY2lT/FiSxtsJ31IvcfX8+JdG3ydl9mITvlhEwcbhZXL8JQyg6f424eQspj0siZsaXaEpK8R7UEwD/SSNIWrSCzM17Kbsbx41J03Dr2h6b0MC/VS8PsK0VQqszG7EO8f9Hcp7Ec80dUal0LFmfQWqmkp/XpKOo1NGumeMT070+xpe45OpHuXTaSspyjvLimA/wC65NVLNOdOo9lpP7zQ3xK78fQCqT03fk23j6BjNgzPtYWtkYjbHbV0/RqGVXwmo3xds/jOd7j+XejfMAVJQVkxR7nRf6T8TdK4D6TTtSK6o1dy5uwkIqp3mP93DyCKFlr+lI5TYkXDd/MAHcPLOaum1GEVCrA+5+9Wjbfzb3Lm1Fo1KQl36T7OSrdBz6Ja4+tQmo1YGo9hOIPrEMgKykK4jEEqKeG4+9ix8tuk7GQionI/EaAPcu78VCKue5fu/h4hlChxc/RGZpQ8yV6vNy5dgqGnUYTUi9DngF1Kfz0NncPLsFtaqqrhXlRZzYtgB7Fx9EYgnP9XsPV68Qugw2yL5TzQMY4MKRVTR7fjRhUR3wDqpP95GzuXZmC2qlApWygmunN9FlyId4BdQhslFnWr4wgYtH1wCQGncFsURCyxcm4OTmR5sehnKm3y+noiQZqZULlrbetGnqjVorYvNRDVn5OtbuL0Wh1NOsjmW1+WrTwJItR8q4l6wmI1fLrztLCPaR4uEsIdDbgjB/GT9vKSElS0N0jIq9p8vp1sr6qdevZ0A9k7QatYri/DQ8A+oZ+xprK0v2HD/zVPqwDXsPo9ZoeHv8cKPs1t0mcOHIGjPZNy/sw0Iqp8ug93DzDqHr0OnILW24dXH//bZfQ52mXWnQui+efhH0f2kBsTdOUpibhk6n5ezBFXQZ/B7BtVrgG1yfDn1eIyP5lqHtYw1t373fSNw9fenSawg6nZbmbToTGBJJ4xYd6N5vJIf3bKy2zo8d2Mq8D8bj4Gj+WZeMtEQcnVxx9/TF0cnVePzXDZX/KoKB9S8zcuRI0tPTmTZtGitXruSHH35AJjP91E1ZWdljUj+Z2KRUtBot9SJCjWFRkWHciktApzP9tEynVk0ZM8Bg0FQqVazffRAnB3uCfL3N5C7ZsJ0mdWvRrH7tx+q2qxuBSGpB4flrxrCis5dxaFLf7HsU1oF+FF26bhJWeisWx2YN7p/3NTmvzM5FlVdgPP93cW7XjPzj5znTZvA/kvMkaoVacyu23CTsVmw5tUIfPzz/fGsn5DIxB04WVHteVZGMXq8lKKKBMSwkshHJsTfM2jUpNprgyEbGDlUkEhEU0YCkmGgAbGwduXX1JEUF2ahUlVw+sxffoFoASGWWyORWnDu+Ha1GTXZGIgn3rqLXavEMbGwi0zOwIdnJ18zyqtNpyU29gVdQU2OYu38UOq2a/My7lOSnYWnjjL2Ln/G8s2cEuWm30GnVWFo7oqwoIvHmQfR6PbHRh1FVluPmYxhxzEyKxifENC8+wY2MBtijeclKuYFfaBNjmHdQA7RaNblpd41hJ7Z+Tu1mfZCIpVjbuZjI9gtpRFpC9bIzk27gH1Yl2ze4gaHe0u6SnXoXrVaDX0hD43m/sMZkJEaj1+mwsnVEUVbE3SuGct67ehhlZTnu98upKE7Cys5QRyG+UmJT1Cb641LVhPiaD2GJRLB4awm3ElRm56wsRbg5SSgp15FbqDWGp2ZrCPSWIhI93fp18Qw1SV+Yk4AIEY6uVdfC0+zDIoIC0Ol0JrL9wxqRnnDdTHZa/DX8w0zrwS+sIWnxhnpIS7hGQHjVNe7g7IWDsxdp8dfISY+joqyQyIbPG8/Xb9mLUW8vBzC2/aWzR9Hr9RzavQGAxi07GOOH1WpAQuwts3wBXL/8OxPemEmXXkPNzmWkJuLh/fReIP8sIrG4xo7/MoIP1r/MwoUL6dOnD+PGjaN///7Y2dkZz1VWVrJx40Y6dOjwBAmPJ7+oCAd7W6TSqmZ1drRHpVJTXFqOk4OdWZqL12/z5idfo9fDrDdewtrK9K04Kzefg6fP88sn05+oW+7phjq/EL266kGgzMlHYmWJ1NkRdX7hQ+F5WHq7m6S39PVEXVhsTGfp5WE8J7G2QurkgNTF6U/UwuNJWfz3p17/LM4OUpLTK03CikrUBPhUP9rgYCdh3CBvpi2IJzyoeiNMqypCLLXDwqLqgWrn4IJaraS8rMjoPwVQUpiHp1+ISXp7BxcyUuMA6PriZBZ/PoWPJz+PWCzB3smVqZ/8BoBUJmfg+OlsWjafE3vXGN6q2/chM7sYa3vT9rKydaUgO9YsrypFCVqNEpuH4oslFlhaO1JenI2VnQuqylI0KoXRJ6u8OBO9ToOqsgzPoCbUbjmMQ7+9gUgkRq/T0nXEpzh7GPxqyopzcfUyfVBb27uQl2GeF2VFCRq1EhsH07xY2ThSWmSYiku5d5a0uEuM/nAXty7swNLK9B6xsXchtxrZlfdl2zmayra2caSkMAuRSIy1rROSh74TamvvikatpKK8CP+wJjTpMJzNP79uLGevMZ/i4hkMt7NRlCSj1VRy68jr0OE14tKLUJR4YmVvMEaKy3T4upt333o93H7EuOrSwpqSch2p2RrkUhHWliJkUlDdv1WdHSRYSETILJ5u/R5eP8skfX5WAnIrW/aufI+V8adxd3WmWf3aT60PmzSkPxk5uSayH7SJoqwIm4fuo7LiXNy8w0zk2Nq7kpNuqIeyolyTtn9wvqQwGwuZJVY2DqTGXeXI1m+oKC2kVuMudB74DhZSGQHhTWjacRg/LPgAkUiMTqfFytoGv4AqfQ6OzqhVSspKi7F3MO333phu8Fg7dcR8piMjLQmVqpJPP5xEVkYyAUERDBs/FU+fALO4TxNhFaGB/7Z5+B/E0dERiUSCnZ2diXGl0+n44IMPKC8vZ9KkSX9LdqVShczCtNOVSg0PZbVGXV0SQvx9+PXzGbw0uA+fLFrOzZh4k/O7jp4iMjiQOuHBT9QtsbZCpzTVoVMZOnqx3HSELmvrPjz7voBb1/aIJBK8h/XBoVFdxPedSrK27iN46kvYhAcjlsuInP++Qc7jnE7+DyGXiVFrTP0i1Go9Mmn1t9qkYT4cOl1gZpQ9jF6nRCQyLbvF/XbVqE0fpipVJRZS2SNxZWg0hngFuRnI5FZMen8Rb8z6FUdnD9b+NMMYNzstgbqN2/P2vDUMf2Uu184doiQ/DYnEVL/EQoZOYz5KolEbyiF+5APkYokMrUaFu18U1vZunNnxCWpVBcV5yVw/tQIArVaFWlVOaUEajZ+fQr8pG2nRdTJHN39CfpbhutSoFCZGy4O8aKvJi/p+Xh4XX6NWcnDdTDoNnoFUZolep0UklpjGfajuTGSrHiNbapCtfkw+AbRqFSplOYW5qbTrNYVx0zfRuvtkDqz/hLxMQzkVJSloVKX41BmFs2cdNBo9t4+9iVZt8AHSaPVY/InX44YRcrq2smbzkTK0WkhIV1NUqmNEN3tkUnB3ltC1pcGwl4iebv0+SkFWAmpVJYG12vDNR2/RqmE9Vm3biwjTh3NN9WFuLo5m/eODvD/axmpVpfEeezjug/tNrao0eeGBqmtFpaxArark8Oav6DL4ffqMm0dM9DEObjR8gFhVWU5hbhp9h7zEjC9W0KBZOxSKCjLSkoyyHnd//xGZaUmUl5bQe9A43pj2FVKZnAUzXkGhKP/jxDWJWFxzx38YYQTr/wAajYb333+f48ePs3z5ctzc3P6WHJlUikpjurJIfX9ESf7INOQDnB0dcHZ0IDzIn5sxCWw7eJy64VUjIMfOXqZfl/Z/qFtbqUQsN+1wxPd16hSmxkPe4dPEffYjDVd/h8hCQv7JC2Ss24mFvS0A8Qt+wirQlzYXdqFXa0j9dQOlN+6iKf17U6dPkyE93RnSq2q07W58BVKLRx8QIipV5kP9jevaUSvUhm+n3zU79zAisRS93vThornfrjK5qfOqhVRm1ilr1CpkMiv0ej2rF02nz8i3qdv4OQDGvfUVM1/tQlLsdZSVFfx+dCvPdRvOd7PGAqDVaigrTEOrNdWv1aiQSM0fmhILg7P0o8aXTqvCQmaJhVTO88O/48iaN1kxowmWti5EPTeec7s/Qya35drxpaDX0/j5VwHISTyNWqlg5bzeSCxkeAXWN3vYazWqah/gFvfzUl18C5kVmxeNpzg/jZ1LXjfUpaUNep3WNK76MbKlj5GtViGVWaHTaavVCyCVW3J2/1JAT7teUwDwCqhDRuJ1LhxZxYDB7/DztLWGRCJISFPjEdgOnXYuBelncAvsjIVEZByBehyNIuW8/KIDh89XcPKKwSdKrYEfNhbxykBHfp7mzvcLf6Jzh1+QWohQa8EroObq9/e9i/D0r0tQ7bbV5q9lt1do1GEkltYOhHmcJizQj9OXo0m670P1gJrqw6rrH41t8kj5LKRy4z1mUg9yy6rzjxh8D64VsViCRlVJt+EfEhjRDIAug99ny+K36Tr0Q87sWwZ6PX0GvwRAq+e6cfPKWQ7tXs/oyQZH+ar7u/qR78fx9szv0Wo0xhWDk6bO5e0JPbl24RQtn+v6l2QJ/HMEA+sZo1areeuttzhz5gy//PILjRo1+tuy3JydKC4pQ6PVYiExvInnF5Ugl8mwe8Q5/XZcIhKxmIjgqqHjID9vElOrOrfsvAIS0zJo+4SVgw9QZmQjdXFCJJGg1xoeUnIPV7QVCtRFJWbxE75cTOL3y5Ha26HKKyBqxdcoUtIB0FYoiB4zlVv2tuj1erSl5XSIP40iJcNMzrNmz7F8Tl4oMv4e1MMDJwdTQ9PJQUpBkfnTsH0LR9ycpWxcZFj6LRGLsLAQsX1xPT76KoGbMYa3TonMGZ26FK1Wg0RiuGVLivKQyiyxsjadMnF0dqekKM8krKQoHwcnV8pKCijMz8InoGoFpZOrJzZ2ThTkZlCQm4G7VwDPdRtG07Y9AIi9dYH1v3yCojTXRGZFaS7WduYvApbWjkgs5FSU5uLobhj11Gk1VFYUGeO7+9Vj6AdHqCjNxdLaibTYM1jaOCGV25CXfgtn70ijvKi2QyjOT6MwJ4kXhs/jwqEllJeYlq+8JM9kSvIBVjaOWEjllJfk4eIZYsyLorwIW3s3ivPTEIsl6PU6o5zykjy+e6sh7/9wFYCykjxsHcxlW9+XXVaSh6tXleyK8iJsHdzQ6/VUlBWi02oQ32+zsuJcLGSWWFrZk5l8Cw/fSBOZnv61yEmP5dglBRduKY3hPVpb42gvQ27jhUphKLuDrZiiUlNj8GGa15XzUj8Hjl9SsO6A6YtJYoaGd7/Lw8FWTEFhZwZMbMOg5+3Yc1Vco/V79/IeKu7XJ1QZMzFXD/DGN1cRicVYWjuYyAzw8eReQvJT6cNy8gvN+kdjm1jbm8i2c3SnrMT0mi8rzsXOwXAN2zm5U1b8yPmSPOwc3LBzNMRx9awa9Xf1DDJMD5cWkJF8Cw+/qrZ3cnFDq9WQl12V7+KifGQyOdY25lOiT0IqlSF9aARbJpPj6uFNYUHuE1LVPMIUoYH/9vjb/wAzZszgzJkzLFmyhGbNmv0jWeFBfkgsJNyKSTCGRd+JpVZooNm+WruOnOKnNVtMwu7GJxHo62X8fSs2AQ9XZzzdzFerPErJjbvo1RocmkYZw5xaNqb4yk2DY8hDeL3YncjPpqFXqVHlFSC2lOPSrjkFpwx7UoXPeQfvYX3QlJShLS3HvlFdpPZ2FJ2/+ucr41+itFxLRo7KeNyOK6d2mOmDoE6YDXfjzZe5L92QycRpd3nl43u88vE9Vm3LIr9IzSsf3yMmsSq+zDoQkUhCUmyV43/C3SsEhNQxa9fAsCgSY6LR369zvV5Pwr2rBIbVx9rWAQupjKy0quujrKSQ8tIiXNx9cXByIzcrBbmlNW6e/rh5+lOpKMfK1oXs5KsmMrOTr+LhH8WjiMRi3PzqkZV0xRiWnXINsdgCF69IKiuK2PHTMCrLC7G2c0MssSDl7gm8gg3XvrW9O4XZcca0VjaOVJTm4eodhpN7AN5BDchINM1LRvwVvIKqz4unfz3S4y8bwzISryGRWODmG8mQt9Yw5sPdjJ6+k9HTd+LuVxup3IqRH2wzyk6Lu4JPcPWyvQLrkRpbJTst3iDbwzcST79aSCQWJg7yqXGX8Q6sh0gsxs7RndzMOBOZeVkJOLr6UlahY//Kgdy8tJucAi1xaWpCfC2oLE3Dyt7gwBzmLyU+rfohrFpBMl7q58CRCxX8tq/U5JyNlYjp45ywsRJRXKZDIrWnXfNQKnReNV6/g99Yzejpuxg1bTujpm0npH5HQup3ZNS07QDsW/UB+1dPM5GZX1iMRCx+Kn1Ydf1jSuwVfALrmsn2DWlAapxpPaTEXcX3/rXgG9yAlNiqa7y4IJPigkx8Qxrg6V8biYWUrNSqkenczHhkljZY2Tqatb1/UAQgQiqTG8Nibl8jKKz2X9oPUa/X8+6kvia+WcpKBdkZqXj92z5YInGNHf9l/tu5/49ibW1NQkICe/fuZevWrXzwwQcEBASQm5tLbm4uBQXVryb7Iyzlcro/14oFv6zidlwiJy5cYe2uAwzubljNkl9YTKXS8BbZt/NzXLp5lw17DpGamc2SDdu5E5fI4B6djfISUtIJrGZFTnXoFJWkr91OnW9nYd+oLu49OhH42liSf1oNgMzdFbGloQMpj0vCb9xgPHp1xjokgKhlX6JIyyL34EkAlFk5hL7/KvaN6mLfoDZRSxaQsmy90Qn+/zKnLxZhay1h8nAf/L3lTB7ug1wu5sT5IgBkUhFODoYRjeJSjYlxVlSiQauFjBwVKnWVUSqWyLFxe44NS+aSHHeT6AtHOLJrJc91N2xEWFKUh+q+T1CDFp1RlJeyZcXnZKbFs2XF56iUChq2fAGJxIIW7fuyffWXxN2+REZKLKsWTiMwvD7+IXWo26Q9EokFa3+eSU5GEjcuHefgtqXUf24cSkUpZ3fNpzA7jrO75qNWKQiO6gYY/K4qHhrhqt1iKNEnlpF06zA5qTc4vW02kc0GYiGzwtLaEY2ygvN7v6QkP5W7FzZx7+IWop6bAEBk0xdJvXeS66dWUJKfyuWjK0i8fZoGbYcBEN6wK5UVJRzbPI+8zDiObZ6HWqUgopEhL2pVJeUPjSw0aDeMi4eXERt9mMzk6xxaP4t6rQYhlVnh4OKDk3uA8XB2D0Kn1XDt5G/kZsRxcINBdu0mVbIfHrVo0n4Y5w4u497Vw2QkXmffmlk0bDsIqdwKqdyK+i37su+3WWQkXufe1cOcO7icZp1GGfLVZiBxN05y/tAKCnNTOX94BfE3T9Ok/TBEIhFO3i1JvbGc4uyrnDwbg1yi4KOPPqZO/TYM62qHXCriwi1Dm0stDCNaYHBZGd/HnnvJKvaeqcDBVmw8JBIoV+ixlIkY3NkONycJ7RpZ0bahFXvPlD/1+pXJbZDJbXByNzzsQ+p35PbFXdw6v53UzGyWbdrJzZgEOrVq+lT6sOr6x98PLKd5Z0OblBbnGn3rajd5gcqKUvavm09Oehz7181HrVRQp5mhHpp2GML1szu4cnIzWan32Lb0fcKj2uPk5oullS2N2g1k35pPSI2/RmrcVQ5v+opG7V5EIrGgUbsXib1+kgM715KTlcbxA1sBPWkpcSTE3uLyuePs3/EbnXsOAaCoMA+V8vE+mg8QiURENWnD9vW/cOfGZdJT4vnl2xk4u7gT1bj1H6YXqHlEev0jwwsCT501a9bw5ZdfUq9ePc6fP2923sfHh6NHzfd9eRwFN04b/69UKlnwy28cP38ZG2srhvfuypCehg6n5Yvj+ejVsfTo0AaA05ei+XntVlKzsgnx8+HNsUOpH1m1gmjBL6spK69gzlvVO91faP2SyW+xlSV1vpmJR+/OaErKSPx+Ock/rgKga8kdbkyeRvra7YYyDu9HyPuvIHN2JP/EOW5PnYMy+37HLRYTOf99vAf3Qq/TkbF+JzEzvjJOPQJoFeY+TX+FHup7nO008i/v5P79sA1/GCci2JrXRvvi721JYqqC71ekEZ9i8IHp3MaZd17y54XR18zSdW7jzIi+ntXv5K5V4mm1mWvnD2FlbUen3mPo0GMkAK8NqsfwV+bSon1fAJLibrBhyVyy0xLwDghn8Esf43d/Kwa1Ssnu9Qu58vs+VColkfVb8uK4acaViJlp8Wz59TOS425ia+9Eu65Dcak1lty0G5zaOouinHicvSJo228Wrj6GbTvuXdrKiU3Tmfh51Rv7tWO/cOP0SrQaFUF1u9C67wyj31JRbgKnts4kN/Umds6+NOs2lYBaVStnk24f5fLB7ynOT8HFI4h2fd8x2ck9M+k6h9bPpCArHlfvCDoPnY2HnyEvN89uZf9v03jnh3vG+OcP/sLloyvQalSENejC84NnGvPyMPtWfUBFWQHlJbkUZMXj7htB9xGz8fQ3yI4+s5VdK6bx0ZIq2Wf2/cKFQyvQaFRENupCt+FVstVKBXvXzOLulYNYWtnS4oXxNH9+jDFtzLUjnNjxPQW5hnJ2HPAOwbVbceRoNjqtkpToJeSlHEGrKqflcwP4+MN38fGwJDVbw8rdhn2swLDv1YS+DoyZlU2Ir5SPJ1SthnuYz1YUcDdJjaeLhDG97AnylpJbpGXT4VKiY1S0buPx1OsXMNnJ/fqZTVw8vJTywjSC/Hx4Y8xgaoUEPrU+7NH+sXGXl2nZxfBFhFnjIukzbj4N2xi+KpCWcJ3dq2aRlxmPh28EPUfNwiugaquaq6e3cmz7QhTlxYTUaU3vMXOwtjWs+NNoVBza+CXRZ3eAXk/9lr3oMuh94wKUu1ePcmbXN+RkpeHpHUC/oRO5+PsRLp09ipW1Ld36juCF3oaXijF9mzL+tRm07dTLpD5PHdnF9vVL+GrJTmOYSqVky28/cv7UQSoqyqhVrwmjJr2Pi5vpJsYta5lOidY0hZ++UmOynKb9WGOy/m0EA+t/gIcNrH+TRw2sf5N/amD9Xf6MgfW0eHvq4/che5rcSHx2qzftbZ+NL4dl9f7U/wpHjmY/E70PDKxnwQCPZ9OHHSh5diM7gc6lfxzpKfG0Dayiz6fUmCzH9xfVmKx/G2GKUEBAQEBAQECghhFWEQoICAgICAjUGMIqQgOCgSUgICAgICBQc/zHV//VFEItCAgICAgICAjUMMIIloCAgICAgECNIUwRGhAMLAEBAQEBAYGa4z/+DcGaQjCwBAQEBAQEBGoMkUgYwQLBB0tAQEBAQEBAoMYRRrD+B+g9/fEffX2aiDsteSZ6AazsbZ+J3tfXDn4megHWBp18Jno/H5z2TPQCnCpp+Ez0Psvtl2ePKHomem+VVL8D/L9BNI2fiV6l+tmNtPy8zvz7pP8WLec83Y1GhSlCA4KBJSAgICAgIFBjCE7uBgQzU0BAQEBAQECghhFGsAQEBAQEBARqDmGjUUAwsAQEBAQEBARqEmGKEBCmCAUEBAQEBAQEahxhBEtAQEBAQECgxhAJU4SAYGAJCAgICAgI1CTCFCEgGFh/i7S0NDp16sSRI0fw9fV91tmplrBgW959JYzgQBsSU8r58odY7sWX/WG6of186d/Dh4ETzhvD7GwsmPpyKK2buVJWrmHt1lQ270qvXm+QDW9PDiU4wJrElAq++jmOmITyP9Q7pK8P/bp5MXjSJWPYwF7evDYu2CTe+u1p/Lgy6Q/lAYT4W/H6GF8Cfa1ITq/k+5WpxCUp/jDdi93c6NXJjdHv3P5Tev4sYpmUNue3cvONuRScvFAjMv09LRjd0x5fDwvSczSs3F1Ccqam2rgWEhjQ0Zbm9SyRS0XcTVLx275SCkt0ANjZiBjVw546wTJKK3TsOlnO6WuVZnKUKhXfLF7BybMXkMllDOnTgyF9e1Sr8+CJ06zYsJWcvHzCggJ5bfxIaoeHAqDV6liyZgP7j55EUamkRaMo3pg4BmdHB6OerUs/5NalQ1hI5bTtPo423cZWqycj6TY7VswmOy0Gd59Q+oyZhU9QHQB0Oi2HNn3LldPbUSkrCK/fjl4jP8TWwRUARXkJ+9Yv4O7V4+j1OiKinqPLwKkc2vItt+/rbtPtCbqTb7PzId29R1fp1uv1nNq7lAtHN6AoK8InuB49R3yIu0/ofd3F7F49j5jrJ7GQymnYug9NJvdAfH8fIZVKxcIff+b072eRy2S82L8vL/bvV20+zl+4yK+rfiMjMxMvTw/GjBxByxbNjfnYvHU7O/fsoaysnNYtW/Dq5IlYWVkZ06tVSrb8+gnRFw4jlcnp0GMMHXqOqVZXWuIdNi2bQ2ZqLJ6+IQwcPwO/YEOZ3xpat9o0w16eR9N2fSgqyGbbys+Iu3UeqcySBi278uKIV5HK5CZ5Wbf0U66eO4xUZknn3qPo3HtUtXIfEHfnKisWfsQnP+4xO7d3yxJyMlMYM2Wu2bmslNvsXzOT3PQYXL1D6Tp8Nl4B1ZcB4MLhFZw/tAyVoozIJt3oMuRjpDJDPZYWZnNo4zyS757DQianVuPutO83FQup3ERGQU4y5zf3pPmLh55YJn9PC8b0tsfXXUp6roaVO4tJesz9LZOKGN7Njia1LRGJ4OKtStbuL0Wpeoabuv1/jjCO9z+IpVzMFzPrEn27mPFvXuHmnRIWzKyHpfzJze3tYcm4YYFm4TPfrYWXhxWT3rnC90vieHl0EM0aOlWrd8FHdbh+u5iX3rnGrXulfP5RnT/U6+UhZ+xgf7PwQD9rtu3LoO/Y88bj1w2pTy78feQyMXPfDuZmTDlTZt7jdlw5c98KRi57cl483WSM7Of5p3T8FcRyGQ1/+xq7uuE1JlMmhanDHYlJUTFrcT5xqWqmDndEJq0+fr8OtjSqJWfxlmLmLS9AIhHx2mBH4/nXBzvibC/msxWFrN1fypAX7GhcS24m56cVa7kXn8A3cz9k6qSxrNiwleO/nzeLF33rLgsWLWHMoP6s+n4BdSPDeW/uAioUBqNtzdadHD11llnvvs7iL+ZQUlbGJ9/8aKInPfEW4z74ld6jZ3B02w/cvHDATI9KWcHKryYRGNGYV2Zvxj+sIau+noxKadjI8cTuJVw/v5chr37NyzMNhs6mxe8b0+9YMYuslHuMfnsxY95dQm5GAkvmjSAj8Rbj3v+V3qNmcGz7D9y8WL3uVV9NIiC8MS/P3ox/aENWf1Ol++KxDZze9ys9R37Iy7M34eTqw8qvJqJSGgz9nSvnUFKUw4Tpqxk4eQFXTm9j245dRvlLlv1KbFwcC+Z/wpRXJvPb2vWcPH3GLB8JiYnMmfcpL3R5np8WfkuPbl2Z++nnxCckArBn/wFWr13HuFEj+eaLz8nLz+fTBV+ZyNi55itSE27xykfLeHHcRxzY+hPXzh8006WsrOCXBS8THNmIt+dvIDC8AUsWvIKy0lDm2T8dNzk69hqHk6s3dZt0RK/Xs+LbqahVlUyZuYqRr3/BrSvH2bn+BxMdW1Z/Q3L8bd6atYShL01nz6bFXD77eGMkPTmWX756B51eZ3bu4ul97N7wc7XpVMoKNi6ciF9YE8Z+uBXfkIZsWjTJ2H6PcvfKAU7vXkTX4XMYOnUlGQnRHN3yBWAwYrcufh21SsGId9fQd8I3xN04xskd35rIKCnIZNOiSei1qseWBwwG09sjnYhJVjPz5zziUlS8NcIJmbT60aHh3ewI8pHyxcoCPl9RQJCPlGFd7Z6o42khEotr7Pgv89/OvUC1dGrrjkql44flCSSnVfDdkngqFBo6tHF7Yrp3Xg0jNsF0lCsk0IYmDZyY8+UdElMqOP57HrsPZVGvtoNZ+o5t3FCqdPy4MonkNAXfL0tAodDSvpXrk/VODiU20Xx0LcDXirjEcgqK1MZDUfnndq1/rrkjKpWOJeszSM1U8vOadBSVOto1c3xiutfH+BKX/MejXH8F21ohtDqzEesQcyPyn9C8riUqjZ4NB8vIzNOydn8pCqWeZnUsq43fpoElW46UcS9ZTUaull93lhDsI8XDWUKgtwVh/jJ+3lJCSpaG6BgVe0+X062VtYkMRWUluw8f4/Xxo4gICaJdi6YM7deTrXvMH8QFRUWMGtSPLu3b4O3pwZjB/SgpLSMp1bAzvFarZcr4kTSoU4tAP18G9OzKjTv3TPT0GDEdn8A61GnSmbY9xnPu8BozPdfP7UMqs6TrkHdx9wmhx/BpyC2tjcaYTqul+7APCIpsirtPKC27jCQ55gpgeMDeuniQXqM+wieoDj6Bdegy8E0KclJ4YfA7eAfWoXaTzrTpXr3uG+cf0u0dQvdHdF85vY023cYS2aADrp5B9B49E0VZMSmxBv0x10/SuutoPHzDCK7VnKiWPbkWHW2sg30HD/HyxJcICw2hTauWDHyxPzt3m4/QHDt+kqio+vTr3Qsfb2969+xBVP16nDx1GoAdu3bzYr++dGj/HIEB/rw79U3OX7xIalqaUdf5Y1voN/oD/IJqU7/p83TsOY7TB9aa6bp2dj9SmSW9h7+Dh08I/UZ9gNzKhuj7xpi9o6vxUKsqObV/DYMnzsbK2o6cjESSY6MZOmkuXn6hhEQ2ptuLU7hwep9RvrJSwZkj2xg09l38g2vRsHlHuvQZw/F9683yAnDy4GYWfDgaOwcXk3CtVsPaX+ax6sdZuHlWP9Nw59JepDI5HQe8h6tXCM8P+hCZpQ13L++vNv6lI6to2mk0YfU74B1Yn64jZnP9zBbUKgUF2QlkJF6j5+hPcfMOwy+sCW17vc6ti7uN6WOuHebX+f2xkMqqlf8wzetaolLrWX+glMw8LWv2lVKpevz9rdHqWb2nhKRMDcmZGk5dURDm/8d6ngoiUc0d/2EEA+sfcPjwYZ5//nmioqKYPHkyxcXFbN26lY4dO5rEGzlyJAsXLgTggw8+4IsvvuDNN98kKiqK7t27c/v2bb755huaNGlCu3bt2LdvX3Xq/jR1Iuy4frvYJOzGnRLqRj7+8whdO3hgKZew+2CmSXjDeo7EJ5aRkV01VfTN4jiWrUkyk1E73I7rd0pM9d4toW7E49+iXmjvjlwuZs/hbLNzAb7WpGaYT1H9GWqFWnMr1nRq8lZsObVCrR+TAp5v7YRcJubAyYK/pfNxOLdrRv7x85xpU7Of2QnxlRKbojYJi0tVE+JrPoQlEsHirSXcSjB/a7ayFOHmJKGkXEduYZUBm5qtIdDbVFZcUgpajZa6kVUjcfVrRXA7Ng6dznT0oEPrFowa2BcApVLFxp37cHKwJ9DP8LAbO2QA7Vo0BaCwqJjdh47RoG4tEz3+YQ2M8gLCG5Maf91MT2p8NAHhjYwfmBWJRPiHNSIl7hoAnfq9Sp0mnQEoK8nn0onNBEU2vR9XzMipP+HlX8soLz87BQAP36oyBoQ3Jq063XHRBIQ9XnfXIe8R1bJXVQKRCL1eT6XC8EJhbetI9O+7UCkVlBTmEHv9FCEhhmnxhIRENBoNtWtFGpPXrV2bu/dizPLRuVNHxo8ZzaOUVxjugaysLCIjqsrj4uyMg4M9d+4btAkJiWi1GgLDqz5NFBzZkJS4G2a6kuKuExzR0KTMQeENSYqNNtO/b9Miwuo2J6JeS8BgfE36YDF2jqYvXZUVVS9YaUn30Go0hEQ0MIaFRDYgKe6mWV4Abl09zZgpc+nUc7hJuLKygrTkGN6fv5qg8Ppm6QAyEqLxDW1sUhbfkEakJ1wzi6vTaclMvoFfWBNjmE9QA7RaNdmpd7Gxd2Pw60uxsTctm1JRVba4G8dp1/sNnh/0YbX5eZhQP/P7OzZFTahf9UPUq/eUGuO7OkpoUd+Su0lPHiV7aojFNXf8BZRKJdOnT6dJkya0adOG5cuXPzbuvXv3GDp0KPXr16dXr16cO3fun5baDMHA+gds27aNr7/+mlWrVnHr1i2WLPlz3+ZbuXIlzZo1Y+fOnTg6OjJ69Gjy8/PZsGEDHTt2ZObMmdV2JH8WF2c5eQWmN1ZhoQo3F/PpHgBHeymTxwTxxQ8xPDpb7+1hSUZ2JUP7+bJxaTPW/NSUPl29qtfrJCO/UGmqt0j9WL0O9hZMHhnIlz/Fm337zclBioOdlG4d3dmwuAmrFzZiSB+fxxf6EZwdpOQXmnZORSVqXJ2q75wc7CSMG+TN9yvSavw7dCmL13HnnU/RKf6esfg4HG0lFJWaXifFZTqc7SVmcfV6uJ2golxRVbguLawpKdeRmq2hpEyHtaXIZHrR2UGChUSESFIlL7+gCAd7O6TSKvdNJ0cHVCo1JaXV+/hdjr7JC0MNU4mvjR+FtZXpG/jydZvpM+Zlbty5x6tjR5josbCoegO3tXdBo1aiKCsySV9alIu9o7tJmK2DC8UFWSZhh7cu5NMpbUiOuUK3oYYpQqnMkvD6bU1GFK6e2YFYLMHeyd1EXrW6i3Oxc3pEt70LJYUG3YHhjXFwrppyvnxiMzqdhoCwRgD0GjWD+NvnmDupCQvefA47J3dGDhsKQEFhIQ729kilVY3i5OiISqWipLTURKe/vx8hwUHG30nJKVy9Fk2DqCgAHB0dycvPN55XVFZSWlpGcUmJUZeNnSMWFlW67BxcUKuVVDxS5pKiXJO6eRC3KN+0vgvzMrlyZi9d+k82hlnZ2BMZ1dr4W6fTcergWiLqNjeGFRflYWvviMVD5bZ3dEGtUlJeapoXgJff/5aGLTqZhVvb2PPevJX4Bj5+Wr6sOBdbB9Oy2Ni5UFqYZRa3sqIEjVqJ3UPXmlhigZWNI6VFWVha2xNcp63xnF6n4/Lx3wiMbGEM6z7y/7F33mFRXN3j/8CyS+9NOgKKioCIvcfeW6JRY69JLMlrYizRiN1oqppEk2jsvffeSywoigWkKAIqRXrb/vtjcXHZxZKQ1zff33yeZx5l5t57zrlz7syZ23YuYS36VajPi9haG5Odr9tjn1egxN725a/tUb1s+XaiM7ZWxuw5/ep5t/+XWLRoEbdv32bNmjXMnDmTZcuWcfiwfm9kfn4+w4cPJyAggH379tGuXTvGjRvHsxfaSGUgBFh/g0mTJhESEkJoaCidOnUiJibmtfLVrl2bAQMG4OPjQ9euXSkuLmb69On4+/szaNAgcnNzyczM/Mt6mZoaI5PrvnhlCjUSseHbPX6kP4dOpPHgkf68A3NzEfVC7QmuZcuMhXfZsP0R40f609LAsJ+ZqTEyuW50IlOoEFckd7gfh06l8TBZX663p2bSaHaOnKnz7rJ+RwqD+njRp5u7YaPLYSoxRq7Q1UUur7gOxgzw4Nj5LJJSKzcI+ieRiNGzUaFUY/IaS1fCAk3p2MSC7ScKUCohMVVOTr6KgZ1skIjBxUFEx8aa3r4Xl1xLpVKdF75GD41AmVw3oH1OVR8vfvtmHsP7v8eCJcu5Exunc719q2b8+s1c6oXU5rOIBRQWFRmU8zwIUih0Px7kshJE5YZcTEwkKOW66cKaduejiG34BzVm9eKR2l6kF7l0bAOP4m5gbqk7BP480DMk+8UgEEAklqCQ6/ccJCfc5NCmRTTrNBxrO81wfebTB3j41mb09A0MGL+EtJQ4tmzbARiu6+d/yyuoa4Dc3Dxmz19AUK2aNCmd5N6qeXM2b93Oo0fJyGQyVvy2stQeuVZW+WEr0XOby9kil5boBGKguTfPy3rOn6d24OUXhE+A4d4jgH0bvyX1wT16DBinPSeT6tdp2b2v2O6/glxWrLXzOSKxBKVC//4pZJpnQ/n0hnwN4OTOxaQ9ukvLHv/5S7pJxEYoys1nlytBLHr5sNmB8wXM/vUZmTkqPhtk/3ZG2d7CEGFRURHbtm3jyy+/JCgoiHbt2jFy5Eg2bNAf2t+1axcWFhZERETg4+PDhAkT8PHx4fbt25VZC8Iqwr+Dt3fZnBpra2ukUulLUpfx4spDMzMznJycMDPTfNWbmmp6e2Sy1+/aHdTHm0F9ynS5ez9PL5CQmBhRItWfv9QgzJ7aNWwYNO6a3jUApVKNyBhmf3OPEqmK2PgCAqpa0aOjGz5elgx810ub9l5cvt4ETImJMVIDcuvXsSMo0JpFP8cblHvzTh5dB/9JXr7mCZP4qAg7GzE9O7qxbd9jvfT9urrQr5ur9u+YhCLEJrq6iMVGlMj0ewbDa1tTM8CSH6a9XoD8tuja3IKuzS21fyemyPVsNBEZIXvFO6huDVM+es+W45eLOHtdM99MroCftubwcR87lk91Ia9QxcELRQzoaI1aWXb/JBKx3stdJtfcIzNTwz2VDna2ONjZUs3Pl7v349lz+ARBgdW01z3dND080z79iPdGjOPspauYmZnqyXn+ohdLdHvATMT6LziFQobY1FznnKOrDwDvjV7Iok9bcffaMeo2L1uR9+fxjRxYP4+6zXpyP/q8XnkVyS4fdCnlMiQSXdmP4m+w9tsxVA9pTpveEwDIfPqQw5sWMen7k9peEZmshK1rZ/J+n3eRiPXr+vnfphXUdXZ2NlOmf4VapWbGtCna1YgD+r/Pk6dPGfXxOExEIjp36oi/X1UsLDRBtEQs1gukngcZ5evRUDClkMuQlKubm5eP0aRtX4N6Auzb+B1nD61n8IRv8PAO0J4XG6jT57qVl/GmHNrxO4d3rdT+XcUnVC+YUsplmBiQ83wlYPn0CoVMu4rwOad2LObqiTX0HPU9zh6vt7ClawtLur3QvhNS5XofS2IReh+x5XmcoQSU/Lw1hx8nORPoI/mvDxW+jcnpMTExKBQKwsLKhrnDw8NZvnw5KpVK2xYArly5Qps2bRC90Du/Y8eOStdJCLD+BsYGnMjIQMStKPcZYlKu1Rgq503YfegxJ8+na//+4F1vHOx1v7Ic7CU8y9ZvZG1auODiZMr+9U0AEImMEJsYcXRrMz6PiOZZloz0Z1JKpGWByaPUIhrUtWfPkaeculDW0zagtycOduXlig3LbeaMi6Mpe1c31JF7eGNjvphzh1v38rTB1XOSUopwcjA8afPAqWecvZKj/btvF1fsbXW/su1txWTl6EcfrRrZ4ewgZusyzdJskbERJiZG7F4RzPRvE7l9/9XbTPw3OHWtmCt3yoL4Lk0tsLXS9R1bK2Ny8iteCNCwtimjetly+loxm47o9uA8eKxg0o+Z2FoZk1+kora/hLxCFeoXVmY5OTqQm5ePQqnEpPThlJWTg6lEgpWl7vy2e3EJGBsbE+hfNnTl6+nBwxTNFh8Xr16nmp8vzo4OAJhKJLhVcSEnP5/aHm7k5uWjVCoQiTTtpSA3E7HEDDML3bmENvau5Ofq9vgW5GRqe4libpzCzacWtg6aAFwsMcXexYvC/Gxt+nMHV3F482I69puEd7Uwoi7uez3Zdq4UlJOdn5uJlV3ZgpLEe1dY//1HBNRuQt+PvtG29ydJ97CwttcZcnL3qUlRcTF5+fk4OjqSm5eHUqnUvgiysrMxNZVgZWlJeTIzn/HFtOkAfLNwHna2Zb1w5mZmTJ86mcLCQjAywtLCgj4DBuHqqqkTR0dHCvNzdGzOy3mGWGKGuYXuHEpbB1fyc3RtzsvJxMa+zObsZ09IS00guJ7ufNTn7PhjPhePb+GDsQsIbdgOKGvrdg4uFORVoIvl31sV16J9H8KbtC/TY8s6CvPK+U5ept6wIYC5pR0mYlMKcjNxrOIPgEqpoLgwB0vbMtuPbprD9bOb6D58MTXqdnht3U5dLeLK7bIe9C7NLLG10h3utzUwLQBAJNL0St9OkFEi1QRgeYUqCopUWFn8uyeKy2QyvQ4HiUSCRKL7LsjIyMDe3l7nvJOTE1KplJycHBwcHLTnk5OTCQkJYcaMGZw8eRIPDw8mT55MeHh4peouDBFWMmKxWPMQK0WtVpNSulLnnyK/QEHqkxLtcScmj+ByE9qDa9pyJyZPL+8vqxMZOPYqwz65xrBPrrFyw0Mys2QM++QaMfH53InNw83FDEuLsobu42XB03SpRu7TEu1xJzZfbyJ97Ro23LmfX14sy9c9ZPCE64yYeIMRE2+walMSmVkyRky8QUxCAV3aurJ+WV2dPAFVLXmUaniFX36hksfpMu1xN76QWtV0X/hB1SyJSdAfjvx9yxNGT43h4xmxfDwjlrW7nvIsR87HM2K5/8Dwcu23QWGxmvQspfaIT9Gf8FrNW0xCiuEurJpVJYzqZcuJK0WsP6R7TyzNjZg23B5LcyNyC1SoVBBazZTYcl++1ar6IDIRcfeFYb7ou7HUqOan96Fw4Phpfl2nu/IrNuEBPp6aYd6fV2/gyKlz2mtFxcWkpD7F19NDKyc5vmzi9MP7kXhUra0nx8s/lEdxN1CXTp5Tq9Ukxd3Ay18z/+jQ5sVEXdijTS8tLuTZ04c4u2smk18/t5vDmxfTecAUmncejpt3DYxFJiQnlMlOqkh2gL7sRy/ITku5z4YfPqZaSHPeH/s9ohfnONm7UJSfTUFe2byPjCeJmJubY2dri7+fHyYmJtyLidVev333LtWrVdPTo7ikhGlfRWBkZMQ3C+fj6Ki7ou63VX9w9PgJLC0tsbSwIPZ+HEWFhdoJ9P5+fohEJiTF3dLmeRB7HW8/fZt9A0J4eD9Kx+aH92/oDAUmxUdj51gFeyf9+ZqHt//MxRNbGTRhMXWbdNa77lU1EJGJCQ/uR2vPxd+7gW9A0N/+GLW0tsXFzVt7ePjVISVB9/6lJFzHo2qoXl4jY2PcfIJJiY/UnktNjEIkMsHVS1OP5/Yt48bZzfQc+R216hveG64i9Np3spxqr9m+1WrN3Ks61ct6Nh1sjbGyMOZJxuutvK5UjIwr7VixYgXh4eE6x4oVK/REFhcX6wVdz/8uH6AVFRXx66+/4uzszG+//Ub9+vUZMWIET57oLvL6uwgBViVTu3ZtcnJyWLduHcnJySxYsIDc3NxXZ6xETl3IwMrShE9G+ePrZcEno/wxMzPm5PkMACQSYxzsNA03J1euE5xl58pQKtWkPilBJlNx7WY2j1KL+fI/NfD2NKd1M2e6tXdj10H9YbrTFzOxshQxYYQfPp7mTBjhh7mpSNvLpSf3heAsO1eOUqUm9elzuTk42ksYO7QqHlXMaN3MiQG9PNm48/WC1fNXc7CyEPHhBx54u5vy4QcemJoac+ZyjkYXsRH2tpqv49x8hU5wlpOnQKmEx+myV3bHv02u3pViYWbMgI7WuDuLGNDRGlOxEVfuaL6CxSZoe7iMjWFEDxtik2QcvFCErZWx9hCJNA93M4kR77ezxtleRIu65jQPM+fgBd3eOzNTUzq+04Jvl6/iXlwC5/68yuY9B3iva0cAnmXnIJVqHmbd2rfmevRdtu07RPLjJ6zatJ17cQn06dYJgF6d2rNp934uXbvBg0cpzPn+ZzzcXGlYN1QrZ8/qCFISo7kbeZzzh/6gSftBgGZiu7x0TkztBh0oKcrnwIYFpKfGc2DDAmTSIoIbanRq1GYA5w6uIvbmGdJS4ti6/AscXLypHtKCooIc9q2bQ1iznoQ06kx+TgbS4gJq1+/A3nKyGxuQHVRfI/tgqeyD5WTv+SMCW4cqdOo/maL8bPJzMrT5vfxDcXb3Z8evU0hLieNBzBUOb/6G7l07Y2RkhJmZKe3atObHn34m9n4cFy79yfadu+nVXbMqMSsrWzstYfOWbTx5+oRJEz/VXsvKytZ+7Dk6OLB+42Zi78dxPy6er7/5jq5dOmFjrekRMjMzpV6L7mxbOZtHCdFEXz3Bqf2radFJszIvLycTWanNoQ3bU1yUz661C3maksCutQuRSoup06ist+ZpchxVPPz1fDYtNYFju1bQpvsI/ALrkpeTSV5OJrnZZb1IElNzGrXsxsZf5/Iw/jZRV05ybN9aWnceAEBudiYyaeXMlaxRtyPS4jyOb51H5uN4jm+dh1xaTI16Gh+Vy0ooyM3Qpq/bagCXj67kftRxHj+8xeGNEYQ264tYYk7mkwQuHPyZRh1H4RkQTkFuhvb4K1y9W4KFmWbzUHdnER90ssZUYsTl2/rtW6XS9HC/19aKat5ifN1MGNvXjhsxUlIzDG9M+o9ibFRpx5gxY4iMjNQ5xowZoyfS1NRUL5B6/vfzKTjPEYlE1KxZkwkTJlCrVi0mTZqEr68ve/bsoTIRhggrGV9fXyZPnswvv/zCDz/8QO/evenQ4fW7iSuDomIlX8y+zedjq9G9gxsJDwuZNOu2dpivTXNnvvy0Bs26nXllWSoVTJoVzecfV2PVD+Hk5slZ+nsCF648w9hEt/u6qFjJlHl3+WxMAN3auZKQVMQXc+9o5bZu6sS0CdVp0eu8IVE6pGVI+WLuXT4a4kuPjlXIzpGzfN1DTl18vcn/RSUqvvr+AeOHeNK5lSMPkouZ8W0i0tI5WC0b2vP5KG86DIl6rfL+FymRqvl+YzZDutrQKtyR5DQF323I0c7BaljbjJE9bRkakUZVdzFOdiKc7ET8+LnufmgLV2cR81DOz9tyGdrNhrkfOZKRo+SnbTk8eKz/cB43fCDfLl/FpzPmYmlhwbB+79GycQMAeg37mKnjx9CpTUsC/asyb8p/+HX9Flas24yftxffREzRDgn26tyOYqmU71b8QU5uHvXrBLPgy8+1vRTjhg8kecluVi4YiqmFFW16jSOovmZ4Z+GEFrw7aj51m/fCzNyKQRN/Yc/qCK6e2koVr0CGfLYCiammB7Nh2wHIpMXsXT2LwvxsAmo3ZdB/fsbY2Jj42xeQlRRx4/xubpzfrWNnrfB2rFo4FFPzUtn1NLK//qQFvUe+IPs/v7BnTQRXT2tkDy6VnZ+TwaP4GwB8M1F3qOx5/sGfreDAhvn8Pn8QElML6jTtzpCBZc+LMSNHsOTnn5k09UssLS0Y/EF/mjXVDOf3GzSEzz/9hPbt2nDu4kWkUhkTJn6uI6ddm9ZMmvgpPbp1JS09nS9nRmBkZEzb1q0YOWyoTtqeg75g28o5/DRnOOYW1nR8bywhDTTbW8z8qBX9P5xLg5Y9MbOwYuSkn9i2cjZ/ntiOm3d1Rn/xC6ZmZT3G+bnPMLfU3xYm+topzc76u1ZwbJduL8Ty7VHa//cZ+hkbf53H9xGjMLOwolvfD7UrBSePasvgsbNo8k4PvfLfFFNzK/qMXcHhDTOJOrcVZ49A+o7/Ves7964d5MCaqUxdoelFrFW/C7nPUjm0/iuUChmBddvT+t1JAMTdPIFapeTiwV+4ePAXHTnP878JJVI132/IYUg3G1rVsyA5Tc6367K1H30Na5szqrctQ77SrHjcflzTKz3ufTtMxUZcuydl/UH9UYt/G4aGAw3h6upKdnY2CoVCOw0nIyMDMzMzbGx0fdHZ2Rk/P91fCfH19a30HiwjtbqyF6UL/Ld5nUDpn6B8gPXfxNzG6q3InbCxcveyehO2fXn2rcj9+v1/doj7ZZzLC3t1on+At/lUbOAU9+pE/wB38vxenegfwlz8FnpZgKRn5q9O9A9x6qT+VhD/LdbMrvxfq3iRkk1fV1pZZv0nvzoRmiHChg0bsmrVKurV0+xV9tNPP3Hp0iXWr1+vk/bbb7/l6tWrbN5cNoWhe/fudO3aldGjR1ea7sIQoYCAgICAgEDlUYlDhK+Lubk5PXv2JCIiglu3bnH8+HFWrVrF4MGa37DMyMigpEQzvNqvXz9iY2NZunQpSUlJ/PjjjyQnJ9Ojx9/vFdWphkotTUBAQEBAQEDgLTB16lSCgoIYMmQIs2bNYvz48bRvrxnab9asGQcPHgTAw8OD33//nVOnTtG1a1dOnTrFr7/+ql1VW1kIc7AEBAQEBAQEKg+jt9N3Y25uztdff83XX+sPUcbG6s6DCw8PZ+fOnf+oPkKAJSAgICAgIFB5/Mt/pLmyEAIsAQEBAQEBgcrjLezk/r+IUAsCAgICAgICApWM0IMlICAgICAgUHm8pTlY/2sIAZaAgICAgIBA5fEG2yv8X0YIsP4PMHdBg7ciVyJ6O5sDAhTITF+d6B9gY9W3s9knQJ95Ld6K3Jg+N96KXIAS2dt5UL/FPXS5mFb9rch98no/kvCPYGz0dl5FLg5vb0fZ0f3ezmbJAv89hABLQEBAQEBAoPIQhggBIcASEBAQEBAQqEyEbRoAYRWhgICAgICAgEClI/RgCQgICAgICFQewj5YgBBgCQgICAgICFQmwhAhIAwRCggICAgICAhUOkIPloCAgICAgEDlIawiBIQA6/8ccpmUTb8t4PqfxxFLzGjfYzDtug9+aZ74ezf4Y8l05v1yQHtOrVZzZPdqzh7dRmF+Lj4BQfQbMRl3L/+Xyl634muuXTqJxNSUjj0G0bHnwJfKvn83it9/nMmiFXt0zn88oBXFRQU6537ZdBYzcwvkMikbfpnHzcvHEUtMad1tKG26DTFYfvKDe2z5bQ6PH8Xh5uXP+6Nm4O0XpLXx0LZfuHRyB1JpMTVCmtBnxDSsbRwAyM58ypbf55BwLxILK1tadR4IdNWT4V3FhCFdbfB0NSE1XcGa/XkkPTG8R5iJCN5tbUXDYDNMxUbEPJSx/lA+2XkqAKwtjRjcxYYgPwn5RSr2nS3kfFTJS+vwdTCWiGl2eSe3P5lD1tkrf6ssuUzKxt8WcP3SiVIfG0T7Hi/3sbh7N/hjyQzm/7Jfe06tVnNk12rOHN1OYX4uvgFB9Bv5BQq5nPUr5pGaFI+TewBdBkbg5lu7wrIvH1vDpSMrkRYXUKt+Jzr2n47Y1BwAhVzKoQ2zuRd5FLHEjEbth9G4w3Bt3pSEKI5tXUhayn2s7Vxo0mEEYS36IJdLObBuNneuHEIhl4KREe4+QXQbMosq3jV05D9Jusu+tRGkp9zH2T2AbkMicDeg75l9y8lKe0ivkQt1zqvVatZ9O4LgRl0Ja9Zbt67lUg6um83dUv2bdBhGk47DMcSTpLvsXxtBWup9XNwD6DrYsB5n9y3nWfpDeo1YqF8IkJl6l3M7I8h6eh971wCa947A2bPi+r91bg03z6xEXlKAX2gnmvaYjliiqf/igmec2zWL1LhLmFnaU7fNhwTWK7Pxwp553L6wTqc8Y5EJjm41aPnuy+XePLeGm6dXIpMW4B/SiWY9y+QW5Dzh7M4IHidew8zCluDmQwhtXvaMePYklrM7Z5GRchuxxAylUo6pmRWNOwyjSYeK6/fAurL67TJIt36jL+/n1K4fyc/NICCoGd2GzMHC2h6AkqI8jm5dxP2bp1CrVFQLacmojz/FwtIaKH12/vo1kZdOIDE1pUOPQXTsMahC2wHu373B70tmsmj5XoPXr144xi/fTGHVrsiXlvOPIMzBAv6HhwhTUlIIDAwkJSXlL+WfMmUKU6ZMqWSt/ln+rs0A29d+T1LCXSbO+o0Bo6exf+sKIi8dqzB9alIcK775HLVapXP+7NHtHNu7ln4jpjBt0UacXDxYOnccMmlxhWVtWf0jDxPu8cWc5QwaM4U9W37j6sXjFaZPfhjPT4smo1Lpys5+lk5xUQFfL9/ND38c1h6mZuZaOY8S7zD+q9/pO3I6h7f/wo0/j+qVLy0pYvmCj/GvUZcvFm6havU6LF8wFmlJEQAXjm/j0qmdDJ6wkE9nrSE3O4NNy2dq86/6/jNMzSyYtHAL7w6dzP7NS3mWrLvRqEQMEz+w4/4jGRErnhGfLGfiB3ZIxIZt7vWOFXVrmrJiRy7zVmUhEhkx/n077fUJ79vhYGPMwtXZbDycT78O1oTX/HubqhqbSghb/x3WtStnA8vta74nKf4uE2f9ygejp7J/669EXqzYx1KS4lixeBJqlb6PHd27lv4jJ/Pl4g04ubjz4+yPWTJ3HNVqhjH9mw14+YexacmHyKRFBsu+F3mEM3uX0XnQLAZ9voaUxJsc375Ye/34tkU8fnibQZ+vptMHX3F230/cvXYYgILcDDb9OBqfwAaM+monLXuM5/CmucTdOs3RLYtIjr+BSqmgZnh7RCYSJGYWbFryMQqFTFu+TFrE+u/H4FMtnDEzd+AVEMaG7/X1jf5zP6d3L9XTX6VScXDDXBLuXDRo37GtGv2HfLGaLgO/4vTen7hTqv+LyKRFbPhhDN7VwxnzVakePxjW49QefT2eI5cVcWjVGKpUDaf3hB24+oRxaNWHyGWG6z8x+giRx5bRovcsuo5ZQ/qjm1w+qKl/tVrNkTXjKMxNo9uYNTTpNpVL+74mMbqsrWanJ9Cg00QGTD6KuZUDtRr1o9e4LVTxDePAyorlJtw6wrWjy2jx7iy6j1lD2qOb/Hmg7L4fXfcpYokl732yg6bdv+TKoR9IjNb4qLQ4n32/jsDe1Z+geh0RmYgBI9r0/g9n9pb5R/n63fjjGLyrhTN6xg48/cPY+GNZ/aYm3mLv6um07D6WkdO2UFyUy+5VZe+f/WsjSEuOYcAnKxg48XcynySy+qc52utb1/zIw4S7fDF7OQNHT2Hvlt+49pJnZ0pSHD8vnqzXpp5TVJjPxpWLDV77r2BkVHnHv5j/2QDLzc2N8+fP4+bm9rZV+dcgLSnmwold9B0+CW+/moQ1bE37nkM5fWizwfRnj27n62lDsLF11Lt26dRe2nUfTEi9Fri6+/DB6GkUFuQQHxNVoeyzx/cwYMRn+PrXILzRO3TqNYgTB7YaTH/qyA7mTxmOrZ2D3rXHKQ+ws3fCpYontvZO2sPIyEgr572hU/Dyq0Vogza06T6Ms4c36ZVz/eIRxBJTeg76jCqefrw7dDJm5pbaYOzujXPUbdyRarXq4+5djbbdhxEbfRmAooJcHsbdokPv0bi4+RBSvzU1Q5uSm6b7NdiwthkyhZotRwt4kqlk4+F8iqVqGgSZGbS7WR0zdpwoIDZJzuMMJX/szcPPQ4yrgwhfdxOqeUtYviOPR08V3Lwv4+D5Qjo1sTBY1utgVdOfJhe2YuHv/ZfLeBFpSTHnT+zm/RFf4ONfk7BGrenQcwinDm0xmP7Mke18PXUoNrb69/niyX20f8HHBoyZRn5uNgDvDfkPbp5+tO83DVMzS+4ZeOkBXDm+joZtB1M99B3cqwbTZdAsoi7sRC4tRiYt4sa57XToNw03nyBq1G1Hk44juXZyAwCxN05gaeNE694TcXT1pXaDLoQ07sGti7u5fnY7Lh7V8AyoQ9+Pv6d551Eo5DKMjEVkPk7Uyr99+RBiiSnt3/8CZ3d/Og2YhsTMkjtXNfoqlQr2rY1g96ovsXfx0tE9LzuNNYuHEht1CjMLGz3bZNIirp/dTscB03D3CaJmeDuadhrJlRMb9NLevnIIE7Ep7ftq9OjYX1NvL+qxf20Ee/74EgdnL738z0m4eQiR2JRGXb7A3tWfJt2nITa1JPGW4fqPPr+O4GaD8an1Di5ewTTvPYvYqzuRy4rJTLlNWtIN2vT/BiePWvjUeoc6rUZy88xKbf6c9AScPGrxOPEqJhILWvSeiYtnEE27a+ox4WbFckOaD8a3VG7Ld2cRUypXWpRL2qOb1G37IXbOvlSt3QavwGakxl/S3PfIXYhNLWjc9QvuRh7hvTHf4ezmh6WNI007juTKSf36vVNav+3K1e/d0vq9cnIDQfU6EtqkJ65egfQauYi46LNkZ6QgkxZxN/IInT6Ygbtvbdx8gujQbyrXL59GLpOWPtN2M2DE5/j41yS8UWs69RrMiYOGn52nj+xg3pTh2Bh4dj5n6+ofcHb1rPC6wH+H/9kASyQS4ezsjEj0Fn+z4l9GysNYlAoF/oF1tOcCatThQdxtvV4igNvXzzN0/BzadP1A79p7QybSsEXnshNGRqjVar1hu+c8engfpUJBQI1Q7bnqNeuQGHfHoOzoyIuM+CSC9t0G6F17nPwAV3fDAcFzOVVfsNG/Rl2S4qL15DyMu4lfjboYlX4FGRkZUTWwDg/v3wTA0sqOOzfOkpOVhkxWQuSFg3hWrQmAWGKGxNScP0/vRqmQk/b4AYmxN7C0r6Yjw99TTNwjuc65+GQ5/p76XVhGRrBiZx53EmV618zNjHC2F5FXqCIjW6k9n5ymwNddjOgvtlSHFg14dvoyF5q9/9cKKEeZj5Xd54CaYRX72I0LDJswm7bd9IeK3xv6Hx0fMzIyQqVS4eruo3PPPAPCSEmI0suvUil5/DAa7+r1tec8/UI19yslhrTkGJRKBV4BYdrrXgF1SX1wC7VKhX/tZnQfNl+v3Lzsp6iUCrLSHlEzvB0A3tXr8vjhbSYsPKIzRJiSGIV3tXAdfb2rhZEcr9FXJi0iLTmWUTO24uVfR0fOk6Q72Dq4MWbmDszM9X825akB/b2r1SU18ZZeXack6OvhVa2s3mTSItJSYhk5fSueAbp6vEhaUhRVfHXLqeIbRlpSlF5alUpJRnI0bn5l9e/qHYpSKefZkxjyslIws3TAxrEsoHNwCyQz5Q5KpRxZSQGFuWnYOfmS9igKt/JyfSqWm16R3McxiMRmmIjNib26E6VSTnZ6Ik8f3sDJoxYAjxOuUjWoNdlP47T1O2rGdqqFtNTWb/meIUP32SsgjOTEKO11nxf80NbBDVsHN1ISozAyMmbAhOVU8aqpZ0dJSRHJz5+dL7SpajXrkFhBm4q+foGRE2YZfHYCxN6OJOZOJF3fG2Hw+n8FI+PKO/7FvBXtu3fvzvr167V/Dxs2jIEDyx7AW7ZsoUWLFjrDZYGBgezZs4euXbtSu3ZtBgwYQHJysjbPtWvX6NmzJyEhIXzyyScUF1c8lFWemJgY+vXrR2hoKM2bN2fZsmXaa61bt2b16tV069aNOnXqMHr0aDIyMrTX79+/z6BBgwgJCaFDhw5s2KD79XPs2DE6d+5MaGgo7733HleulM1/kcvlzJkzh3r16tGiRQvOnDnz2jobIjc7EysbO0zEZS93GztH5DIphfk5euk/nvIDdRu1MVhWQM0w7B1dtX+fP74LlVJJQI0wg+lzsyqWXZCfq5d+wrRvqde4tcGynqQ8QCYrYeGXo/l0WAe+mz2Bp6lJunJMyuRY2zoil0spLNC1MS87E1t7Z51zNraOZD9LA6Djex9ibCxixodtmTS4EQkx1xn6ydcAiCWm9BkxjQvHtjFxYH3mftqdWmHNcPXXnYNlZyUiJ1/3IZhboMLBRv/DQK2Gu4kyCovLfv+sfSML8gpVJKcpyCtQYWFmpDO86GArwkRkhLnZX+sqf7RiE/c+X4Cq+O/P4wLIMehjDhX62Ngp31foY9VqhmHvpOtjarUKTx/dINbSxom87DS9/CVFeSjkUqztXLTnjEUmWFjakZedRkFuBhZW9ohMJDplKeRSigpzsHPyxPOFoKcw7xl3rh7EwdUXCyt7cjJTEEvM2fLTJ2xZNgGFXEpyvO7vMubnZOjIL6+vuYUNI7/cRBWvQD39A+u0pveor7EsnadTnoIcjf4mL+hvVap/cTlfL8jV18OqnB4jphnW40WK8jOwtNEtx9zaicJc/fqXFeehVEixsNGtfzMLOwpz0zC3ckRWko9cVvYsLsh5gkqlQFZSQHZ6AhgZcf3kCu5H7uFR7Dliru3SkVvwErmWFcg1EZvSvNcM7vy5ld+m1WHz4s5412hOzQbvAZD3LBkzSweuHF0KahV/fD2IR3HXAV3/eFX9Wto4kZ+VVmpXxfUvlpgRENwcE3HZfbx8fB2evtWwtrE33KZsK352jp/6HeEVPDvlchmrf5nHwNGTkZi+nd9rBYQhwlLeSoDVrFkzbaAhl8uJiooiOjoauVzTE3DhwgX69eunl2/p0qV8+eWX7Ny5k+zsbH744QcAsrKyGDNmDE2aNGH37t0EBARw+LDhrmVDfPHFF9SsWZP9+/czb948fv/9d51gZ+nSpYwcOZItW7ZQXFzM+PHjASgpKWHUqFGEh4ezd+9eJk+ezM8//8zu3bsBTeA2efJkPvroI/bu3Uv37t0ZNWoUSUlJ2nJPnTrFL7/8wo8//sjatWvfuC5fRCYt0XkYA9q/FQq5oSyvxYP70Wxf8y3tegzB1t6pQtlisW6vzfMHhkKu32PzMp6kPKQwP49ufUcwYeq3SCSmLPrqY4qLC99IjkxWovNQ06SVaOfQZGU8RmJqzpjJy/gk4g/sHFzZ+MtX2rRpKYnUDm/FZ/M28MHHc4j68xgZD3XneknEIFfo/mCsQqnG5DWWj4QFmtKxiQXbTxSgVEJiqpycfBUDO9kgEYOLg4iOjTXDgyai/40HjcbHytX/cx+T/3UfS7wfzbbV3+Hg5Ialta1e+UqFvg/JZZqgUVTO50ViCQq5DLnMQHso9QdlOV+Ry0rY9ssELG2c8A4IRySWIJMWcXzbN/gE1qPnCE1P15afxiMtKdTJJypfH2LD+r4pcgP+K9K2Z339Tcq1C5GJ5I3bnkJegnE5e0Qiw/Yo5BXUf+n9cvEOxcLGmQt75iKXFZGbmUT0udUAqBQyctITMcIIO+eqOLrVwNmzFme2f6WdKyWq4L6/Si5AdnoivrVa0XvcZt7pO5/E6CPcv74P0Mwzu3HqN8QSCyxtHPGpXp/1340gN+tJxf4hNXyfn98HuawEkYH6L18OwJUT67lz7RB9h3wCVO6zc9/W3/Hxq0HtOo3fKJ/AP8NbWUXYrFkzPvvsM9RqNXfu3MHb25usrCzu3r1LcHAwly9fZtSoUfz44486+YYNG0bjxhrH6d+/v7a36NChQzg4ODBp0iSMjIwYP378G/UGpaam0qZNGzw8PPDy8uKPP/7A07Ns/Prdd9+lR48eAMyfP5+2bdty//59bt68iaOjI59++ikAvr6+pKamsnbtWnr27MnKlSvp27cv3bp1A2Dw4MFcvXqVTZs2MXnyZLZt28bkyZOpX1/TtTxt2jRGjx791yoVEEskeg/e539LJIbnBL2KhNibLJ07ltphzeje7+OXyDbVBsha2aV/S0zfTPbEmUtRKhSYmWuCizET5zJxZBeirpx7hRxznfMmYv0XjEIuQyIx16zcWjaNHoM+o3Z4SwCG/+dbZo5tz8O4W0hLirh4cidzlh9HIjHD2z+I3Kx0fF3kjBpV1iuWmCJHbKIb/JiIjJC9ItaoW8OUj96z5fjlIs5e13zhyxXw09YcPu5jx/KpLuQVqjh4oYgBHa0plqpfXuB/CbHEVC9Y1/rYG95ngIPbV3Jg+2/IZVKMjUU4uXro3zOFDBMD/msi1nyhl38JK+UyxBIz1GqVfnsoLVv8QnmykkK2LBtL1tOHDJmyQTO0KJdhbCyiep13aNR2EBmPEwDNxO3YGycJadxNq4OyfH2Uyv+7mIhN9eriua3ly9ekleulFb/inpzdv5xzB34FND2sLt4hqMrZo1TKMBHrlyMyqaD+FZr0JmJT2g38kePrP+WPGfUwt3IktOUILu1fyL3LW7l59g9EJqZcO7YMV+8QnNxrYuvkw51Lm/ALbqcpx0A9vlSuxIyUuEvcu7KNwdPPYCI2w8UrmMK8dCJP/EL1ut00fuZRk+ph3chIvkm7Pp+TeOcCty7toUZYuwrr92X32URsitJQ/Zcr5+rJjRzaNI8O70/VBkFisaRSnp0pSfGcObqT2T8ang/5X0VYRQi8pQCrXr16FBcXExcXx9WrV6lXrx7p6elERkYiEokwNjbGzs5OL5+Pj4/2/1ZWVlqnjI+Pp0aNGtrxcYDg4ODXHiYcM2YM3333HVu2bKFVq1b06NEDZ+eyl2jdunW1//fy8sLOzo6EhAQSExOJiYkhLKxs2EypVGrnjSUkJHDo0CG2bClzeLlcTrNmzcjOziYrK4uaNcvG5YODg19L34qwc3ChIC8HpVKBSKS5tXnZzxBLzDAvXQ78JsTevspPCyZQM7QxI/+zAOOXNBo7R2c92bk5z5BITLVLkV8XsViC+IUvd7HEFGdXd3Ky0gmoGapvY06mxkYLXTl2Di7k5WTqnMvLeYatvRMFeVlkP3uKh0/Zyjp7pypYWtuTlfGYrIzHuLj56ASmnr412PBrBMnK7tpzXZpaYGulWy+2Vsbk5CupiIa1TRnVy5bT14rZdER3TtuDxwom/ZiJrZUx+UUqavtLyCtUIZX9bwRY9g4G7vPf8DF37wCMgFqhjeg7YhLH964nN+eZTprC3AysbZ318lpY2mEiNqUgNwMnNz8AVEoFRYU5WNs5o1arKSrIRqVUYFyqa2FeBiYSM+2kcmlxARt/GEV2+iMGfr4aR1dfivKzKCrIxtreFacqmnILcjMQS8ywc/IkN+upVgcbexcKcjN09CrIzcDKgL5virW9C0UF2Tp1XZCrq782rZ0LBXn6ehiqtxep16ofQfU7AZCRDVGnf6coX7ec4vwMLGz0yzGzsENkYkpxfgb2LmX1X1KUo03v4hXMgKknKMrPwMzCnpT7FzCztKd2s0FUq1vWjm6e/p2ivAxcvENIjS9daJKfgaV1xXKLDMm1dubJg0hsnXx1gkIn95pcP7EcAAsbZ+yc/bC0ddH6h2MVX3KznlKQV0H9GrjPhXkZWNk5V3i9IDdTex3g4uGVHNu2mHZ9JtGo3WBA0xNq76j/3M7NyXzjZ2fknycpLMhjykeazoDn87c+6t+MwR9Oo3HLzi/LXqmo/+VDe5XFWwkzJRIJ9erV48qVK1y7do3w8HDCw8O5fv06ly5domnTpjrB0nPKd6O+iFqt+wJ6WdryjB49mmPHjjFq1CiSk5MZMmQI27Zt0143KTfeo1QqMTY2RqFQ0LhxY3bv3q099u3bpx0iVCqVjBo1Suf6gQMHmDVrlkG930RnQ3hVDURkYsKD+9Hac/ExN/ANCHppcGSI1Efx/LzwU4LCmjL6s0V63ePl8S6VnRB7W3su7m4UVau9mWy1Ws0XY3pw/sQ+7TlpSTFpj5Nx8/DVynkYd0t7PTHmOj7++nJ8q4Xy4P5NbR2r1WoSY2/gWy0ECytbTMQSnqaUrQgryMumMD8HRxdPbO2dyXj6SKe3Ju3xA0oUlqRnKbVHfIqcAC/duqnmLSYhxXAXVs2qEkb1suXElSLWH8rXuWZpbsS04fZYmhuRW6BCpYLQaqbEPvz7w02VhWdp/Se+6GP3buAbUOvNfSwpnlU/fknt8OaMn74Ud08//AJDSIjRvWfJ8Tfw8AvVy29kbIy7bzDJ8de151ISohCJTHD1rEEVr5qIRCakJN7UXn8Udx1339oYGRujVqnY9vN4cjJTGPzFOlw8NHO/qnjVxFhkgoOrN2nJMQAkxV3HzTeInIwU7J08yurDrw7J8Tf09PXy19f3TdHqn6Crv4dvbb269vTX1+NR/A08DdTbi1hY2eHo6oOjqw+2Tj64+tQhLUm3nKcPb+Dibbj+nb2CefqwrP7THkVhbKzZx6qkKIc9Pw+gpDAbC2tnjEUmJMWcwd2vAWYWdtyP3MO5nRFauU+TbpCRehc756paua4+huW6eAXz9EGZ3KdJpXLda2Bp40JeZpJOD1dOeiLWDppRCVfvUJ49icHRvcw/Mp8kYufooa1fo/L161eH5ISK69fTrw6PXvDD3Kwn5GY/wdOvDgBRF3ZxbNtiOvSbSpOOupPPvapWL312lrWpuHtRb/zcbtP5feYt20HEd5uI+G4TQz+eDkDEd5uo06Dla5cjUHm8tX685/OwoqKidAKs8+fP07x58zcqq1q1aty9exelsqzX4N69e6+VVyqVMnfuXCQSCcOGDWPdunX07duXI0eOaNPExMRo/5+UlER+fj6BgYFUrVqVBw8e4OnpiY+PDz4+PkRFRbFunWbjvKpVq5KSkqK95uPjw5YtWzh79iz29vY4OTkRHV3WqO7evftGdpdHYmpO41bd2LBiLg/jbxN1+SRH966ldRfNapPc7Exk0teb7Lxh+RzsHV3pM/RzCvJyyM3OfGl+U1Mzmr7ThbXL55MYd4frf57m8J51tO3a741kGxkZEVqvGbs3ryAm+hqpjxL49YevsHd0ISS8qVbOlt/mkBR/m5tXTnBi3xpadtYsksjLyURWOjenTqN2FBfms2P11zxJSWDH6q+RSYsJa9wBkciERq16snvdN8TfvcbjR3GsXToV3+ohePsHUbteK0QiEzYun0n644dEXzvN0V2/4xb4ro6+V+9KsTAzZkBHa9ydRQzoaI2p2IgrdzQ6iE3Q9nAZG8OIHjbEJsk4eKEIWytj7SESQWGxGjOJEe+3s8bZXkSLuuY0DzPn4IVC/lcwNTWncauubFg+j4dxd7hx+RRH966jTdc397H1y+di7+RK32GfaX2sWs0wigrz2bJqMY+TEzi6eT5yWTG1SntZ5LISnZ6C8Hf6c+nISmJuHOfxg2gOrp9FWPM+iE3NEZuaE9KkJwfXRfD4QTQxN47z59FVNGij2RT1xvntPIy5TNchczCzsKYgN4OC3AwUcil1mvYkJyOFO9cOs3f1TC4c/B2RiQQTsSnuVWtr53/Vqt+BkqJ8Dm2cT3pqPIc2zkcmLSaoQae/XdcSU3NCm/Zk/7oIUh9Ec+/6cS4eWUXDdhr983MzyvSop9Hj8CaNHoc3zUf+F/TwC+6AtDifi3vnk50Wz8W981HIivEP1ZSjkJfo9HAFNe7PzTMreXD7OOnJ0ZzbOYuaDfsglphjZmGHXFrEnwe/Ie9ZMvcubyP26g5CW40EwKfWOzxJvMrNMytx9qhFUV4GsVd34hfcnguG5L7QQxfUpD9RL8g9u3MWtUrl+tR6B2ORmNPbZpCT8YCHd09y/eQKgpsOLNW5H8+e3Cfq9O/UCGvDlp/G8yztIRbW9lw6soqGbTX1W1BB/WY8fqF+S/2yXqt+3Lq0h+vntpOWHMvu3ydTPaQV9s6eFBfkcGjDHEKb9KR2g85aP8vNzkSlVGJqak7TVl1Zt3wBD+LucP3yKY7sWUe7rv2B129TVta2uLp5aQ97R82ke1c3L8zNLd/ID/42wipC4C3u5N6sWTO++eYbXF1dcXV1xcnJieLiYq5evcr3339PUZHhDeYM0aVLF5YuXcq8efMYOHAgJ0+eJDIyEg8Pj1fmNTU15fr168yZM4eJEydSWFjItWvXaNu2rTbN2rVrqVmzJh4eHsyZM4emTZvi6+uLk5MTy5Yt46uvvmL48OGkpKQwb948hg0bBsDQoUP54IMPCA4OplWrVpw8eZLVq1ezZs0ajIyM+OCDD1iyZAkeHh5YW1uzYMGCN6/IcvQZ+hkbfp3HdzNHYW5hRbf3P9Su4vpiZFuGjJ1Fk9Y9XlpGbnYmCbGar+apYzrqXHtZ/n7DJ7J2+QIWzfgQcwsrevYbo10p+OmwjowYP5Nmbbq90oa+QyYgEpmw4rvpFBUVUDO4Pv+Z8SPGpUOv/YZPZNVPi1gyazjmFtZ07vsxdRpq7teXo9/hg4/n0KhVT8wtrBgzZRlbfpvDxePbcfepzodTf8bUTDO3q/eQL9i/eSlrlkxGJpNSI6Qxg8bPx8jICHMLa8Z99Ts7/ljI4qn9sbKxp0Pv0TyWdtHRtUSq5vuN2QzpakOrcEeS0xR8tyFHOwerYW0zRva0ZWhEGlXdxTjZiXCyE/Hj57pDHwtXZxHzUM7P23IZ2s2GuR85kpGj5KdtOTx4bHhX+LdFn2GfsXHFfL4t9bHuL/jYpBHtGDpuFk1ad39pGS/62JTRukFAlz6juHXtHOeO7cTZI5B+n6xAYqq5Z3evHmTvH9OY8bvmo6d2gy7kZqZycO1MFAoZNcPb07bPJG1Z7ftO4eD6CNZ+MwQzcytadh9PzfD2AMREHkWtVrF5yYc68n2q12fgxF/ZvzaCO1cPcePcdgCUcimDPvuNHye3p+eI+YQ1642ZuRUDPl3O/jURRJ7ZiqtXIAP/U6bv36XD+1M4sC6C1Ys0+rfqMZ5apfp/+5/m9Bj+gh6fLGf/2lI9PAP54NM310NiZkWnYcs5tzOCe5e34ugWSKfhKxBLNOUk3DzI6a3TGLNIU/8BdbqQn53KuZ0zUSpkVA1uT8POZfXf9oPvOLtzJtu+6461gyftBv6Ai5dmKoSLVzDtBv3I1aNLuHpkCebWjpgZGXN623Qc3QLpPKJMbnzUQU5tncZHizVyq9XpQn5WKmd2aOT6BbenUReNXFNza7qN+YMLe+azY0kfzCwdqNv2I2o10mxVYm3vQdeRv3N+z1yynsZp6+j07iW06lHmH99ObE6PYfOp06w3puZWDJiwnP3rIrh+VlO/A17wS6+AMLoOmsWpPUspLszFP6gp3YbM1tTZnQvIpEXcvLibmxd369T3ohX7cHJx5/3h/2Hd8gUs+moM5hZW9Oj3oXal4H+Gd2D4+Jk0e0Wb+p/iXx4YVRZG6vJja/9FWrZsScOGDVm0aBEAw4cPJycnh507d5KSkkKbNm04ceIEnp6eBAYGsnbtWho2bAjAzp07WbZsGSdPngTgzp07REREEBMTQ/369XF1dUWtVrNwoeGfg3iRpKQkZs+ezY0bNzAxMaFjx45MmzYNMzMzWrduTbt27Th//jyPHz+mZcuWzJo1C1tbW63c+fPnc+vWLezs7HjvvfcYP368tmv3wIEDLF26lJSUFLy9vRk/fjydOmleKCqViu+//56tW7ciEokYO3Yss2fP1tr8upy+/fpbUlQmEtHbe/EXyN7OEuSNu7LfilyAPvNavBW5VlE3Xp3oHyI5y/zVif4BTN7i9ntv64n8JPPVaf4pjN/SlB2Xivfq/MfxcXh7PdNNa+nvu1aZFJ/W3/j5r2Leqn+llfXf5q0GWP8GWrduzbhx4+jdu/erE78lhADrv4cQYP13EQKs/x5CgPXf5f9ygFV0xvCvh/wVLFrqb9n0b0H4sWcBAQEBAQGBykMYIgT+Pwiw5s2bx/bt2yu8PmbMGD788MMKrwsICAgICAi8AcI2DcD/BwHWRx99pPMzPOV5PpeqIp7P8RIQEBAQEBAQeF3+zwdYDg4OODi8xYF2AQEBAQGB/58QdnIH/j8IsAQEBAQEBAT+ewg7uWsQwkwBAQEBAQEBgUpG6MESEBAQEBAQqDyEVYSAEGAJCAgICAgIVCJqIcAChADr/wTHr72dXREd7M1enegf4m1txvj1+ylvRzAQ0+ftbPhZUCfsrcgFMDkT8+pE/wCmJqq3IhfA2uztbOCrUL6dzXsB5G9tz+K3t8/23cf/7GafL6Nprbcm+v8rhABLQEBAQEBAoPIQJrkDQoAlICAgICAgUIkIQ4QahABLQEBAQEBAoPIQerAAYZsGAQEBAQEBAYFKRwiwBAQEBAQEBCoPI+PKO94AqVTKtGnTqFevHs2aNWPVqlWvzJOSkkJYWBiXL1/+q9ZWiDBEKCAgICAgIFBpvK2d3BctWsTt27dZs2YNjx8/ZvLkybi7u9OxY8cK80RERFBUVPSP6CMEWAICAgICAgL/aoqKiti2bRu//fYbQUFBBAUFERcXx4YNGyoMsPbu3UthYeE/ptO/IsCSyWTs3r2bvn37AjBo0CAaNGjA+PHj37Jmb86UKVMAWLhw4T8qx83BiO6NRbjaG5Geo2bvJSWPn716z5eeTUTkFcHJKCUAYQHGvNtM301UajU/7IXM1Luc2xlB1tP72LsG0Lx3BM6etSss/9a5Ndw8sxJ5SQF+oZ1o2mM6Yok5AMUFzzi3axapcZcws7SnbpsPCazXG4BTW6ZwP3K3XnliU0tUKiUOrgE06/Vy2dHn1nDzbKnsEI1skxdkn981i9R4jeyw1mWyAZ48uMalffNZm5mAp1sVPh42gHqhwUhlMr5fsZqzl64gMZXQr0cX+vXsYlD+0TPnWb1lJ+mZz6hW1ZfxIwZRq3oAAEqlit82bOHwybMUl0hpVDeUT0YPxcHO1mBZcpmUjb8t4PqlE4glZrTvMYj2PQZXaDtA3L0b/LFkBvN/2a89p1arObJrNWeObqcwPxffgCD6jfwCdy//l5b1uhhLxDS7vJPbn8wh6+yVN8orN4Ldq77k3rWjmEjMaNJxGE07DjeY9knSXfatjSA95T7O7gF0GxKBu6++L5zZt5ystIf0GlnW/grynnFg3WwS7lxALDYjtGlP2vUaw/71C7h97RhisSnNOw+jRedhBmWnPrzL7j9m8TQlDlePAHoOm4ln1SC9dLcuH2bjsoksXHdXey43K4196xeQcPdPxBIzatdrj1KWx62rpxBLTGnTfQhtuw0xKDf5wT02/TqHx4/icfPyp/+oGXj7azY4UqvVnNi3hrOHN1NUmE9og9b0GT4VM3MLAEqKi9ixZhG3rpwCIzARSyjIz8XZLYDOg2bh5lNxO7p8fDV/HlmJtLiAmvU60bH/DMSmmnakkEs5tGEWMdePIpaY0aj9cBq1L7tnT5Juc3jjHNJT7+PiXo1270/D078OAGnJd9m1Yjy5z1IxMjLCsYofHT6Yjad/uEE9rp5YzZVjK5GVFBAY3ol278/QPkuy05M4unk2qYnXMbOwJbzVQBq2H4lCLuXo5lnEXDuIUiEDwNk9gDbvfUa14BY65T9JusuBdRGkpd7HxT2ALoN0fSr68n5O7fqR/NwMAoKa0W3IHCys7XXKUKvVrP9uBMENu1KnWdnzJCv9EXvXRJCacL00nRIn90Da9Z9FFe+K6z7y5GquHl+JtKSAwLqdaNO3zOYX2fHzaCysHOg0uMzPE26f5vze78nJeMReX08+/fRT2rRpU6Gsv0UlriKUyWTIZDKdcxKJBIlEonMuJiYGhUJBWFjZvn3h4eEsX74clUqFcbkfoM7Ozmbx4sWsWrWKrl27Vpq+L/KvmIN14MABli9f/rbV+NcgNoHBbU1ISlPzyz45j9LVDGprgvgV4XSz2sbUq667aWn0AxULt8i0x+KtMjLz1Fy6q0IuK+LQqjFUqRpO7wk7cPUJ49CqD5HLDHe3JkYfIfLYMlr0nkXXMWtIf3STywcXA6Uv+jXjKMxNo9uYNTTpNpVL+74mMfooAE26f8mgGee0R5dRqwFw929I7/Ea2Yf/eIXs48to3nsWXUZrZP/5guyjazWyu45eQ+NuU/lz/9c8uK2RXVzwjCOrP8I/tAurf1zIO00bMm3+d6RnPuOX1RuJTUjk+zlfMnHMMFZv2cnpi/pj+TfvxLBo2W8M7dubtUsWUbtGdb6Ys4ii4hIANuzcy8lzl4iYNIEVi2eTV1DA3O9/rvBebV/zPUnxd5k461c+GD2V/Vt/JfLisQrTpyTFsWLxJNQq3Q00zx7dztG9a+k/cjJfLt6Ak4s7S+aMQyotrrCs18XYVELY+u+wrl39L+Xf5wCPH95myBer6TroK87s+Yk7Vw/rpZNJi1j//Rh8qoUzZuYOvALC2PD9h8ikur4Q/ed+Tu9eqpd/x4pJSIvzGfnlZvqO/YHblw+watFIUh7cYdTUP+gx9CtO7PqZ6CtH9GWXFLH6mw/xDQxn/OxteFerw+pvP0RWoiu7uDCPfevm65xTq9VsWPopcmkxH05fR/+x33D9/G7u3DjHhJm/8f7ILzm0bTnXLx3VkystKeLn+WMJqFmXKV9vxq96KD8vGIu0VO7549s5sPUXug+YwMS5a8jJSmf1j5O1+TeuiCD+biTDPv0alUpFSVEB9d8ZiGdAGJuXjNGru+fcizzC2b3L6DxwNgM/W0Nq4k1O7FisvX582yKeJN1m4Gdr6DhgJmf3LeNepOaeFeY9Y/23Q3HxqM6IL7dTq35nNn4/jNxnj5FJi9j8w1Dysp/QstdnBDXoTu6zVLYuHUV+TpqeHrHXj3DhwDI6fDCbfp+u4fGDm5zeWdqeVSq2/zQaC2t7hk7bRYcBs7h46BfuXtnHqZ2LSE24gUqlJKhhD0RiU1y9arBl2VhyMss2EZZJi9j44xi8q4UzesYOPP3D2PhjmU+lJt5i7+rptOw+lpHTtlBclMvuVVN0769KxaGNc0m8e1HnvEIuZd23wzEWmSCWmONVrT5GRiLsnLzY+XPFdX//xhEuHlxGu/6z6fvJGp48uMmZXYv10sVcO8CDO2d0zmWkxrD3t3EEN36XwVN3069fPz755BNiYv6ZjXzVGFXasWLFCsLDw3WOFStW6MnMyMjA3t5eJ/BycnJCKpWSk5Ojl37hwoX06tWLatWq/SN1AP+SAEv9trbt/pcS7GuMXAmHrynJyIWDV5RI5VDb1/DtNhVDv1YmtAgWkVOgW9cKJRQUlx2h/sYYAUcjlSTcPIRIbEqjLl9g7+pPk+7TEJtaknhL/yUIEH1+HcHNBuNT6x1cvIJp3nsWsVd3IpcVk5lym7SkG7Tp/w1OHrXwqfUOdVqN5OaZlRodza2xsHbWHhf3zMVEYkH7wT9h7+pP424vl337wjpqNxuMT80XZF/biUJWTGaqRnbr57JrvkPoC7KfPryOkbGI0JYjcK/iyqA+PZFIxETdvsf+46eYMGIwgf5VadGoPv17dWXnAf0XYlZODoP79qJ9q2a4V3Fl6Pu9yMsv4GGy5qGuVCoZN2IQdYJq4uvlybtdOxJ9L9agLdKSYs6f2M37I77Ax78mYY1a06HnEE4d2mIw/Zkj2/l66lBsbB30rl08uY/23QcTUq8Fru4+DBgzjcKCXBLu3TRY1utiVdOfJhe2YuHv/ZfyS43gT2voNGAa7r5B1AxvR9NOI7lyYoNe2tuXDyGWmNL+/S9wdven04BpSMwstcGYUqlg39oIdq/6EnsXL528CrkMKxtHugyaiYtHAD7V6xFY5x2SE6LpNmgqHr61qF2vLS26jODisY16sm9ePoRYYkbn/pNw8fCn28CpmJpZcqtcMHZw8zc4uOrWRcaTBzyKv8l7o+fh6lkND59ayGUlqFVqvP1qUadhG9r2GMbZw5v15EZePIJYYkqvQZ9RxdOP94ZNxszckuuXNEH2mUMbadNtMPWadcbdK4DB4+Zy+/pZ0lIfUJCXTeSFw/QfPYOszCeYW1jRf/RXRP+5h/bvf4nEzJJ71wy3oysn1tKg7RCqhb6De9UQOg+aRdSFHcilxcikRUSd30b7fl/i5hNEjbrtaNxhJFdPau7ZrUu7Mbeyo9PACJzc/GnYbihe1cKJPLOJmEhNj1JIk/do1H4UnYcsxMrWBYnEjITbZ/T0uHZqLfVaDyEg+B3cfEPoOGAWty7uQC4rpjA/ExevmrTvH4GDiy/+tVviW6MxSfcvc+vCNuo0f586zfvRefACmnUaRW7WY8QSC1IfRGvLv3PlECZiU9r11fhUx/7TMDWz5G6pT105uYGgeh0JbdITV69Aeo1cRFz0WbIzNO05LzuNtd8M5X7UKcwsbHR0v3/zFEUF2fgFtURiZknvj38jqGFPwAiJmSX3rxuu++un1lL3nSH4B7+Dm08I7frP4vYljc3PKS7M4cyuRVTxCdbJe+/qfryqN6LuO4Oxd/Hhgw8+oGHDhhw6dMigrP8lxowZQ2RkpM4xZswYvXTFxcV6vVrP/y7fA3bx4kUiIyP5+OOP/znFqYQAq3v37qxfv17797Bhwxg4cKD27y1bttC/f3+ePHnChx9+SGhoKK1bt2bZsmUolUptum3bttGxY0dq165Nw4YNmTVrFkqlksuXLzN16lRSU1MJDAwkJUXjwGlpaYwcOZLg4GA6dOjAxYtlXwl5eXlMmjSJunXr0qxZM+bMmUNJiaan4PLly7Ru3ZqZM2cSHh7Or7/++kobi4qK+Oqrr2jYsCENGzZkxowZSKVSAHJzc5kxYwZNmjQhPDycSZMmkZubq8177do1evbsSUhICJ988gnFxbo9A8eOHaNz586Ehoby3nvvceXKmw2jGMLL2YikNN2eikfpKrydDU88tLcywkQEP++Tk11QcTBrLoHmwSKORipQqiAtKYoqvuEYlU5oNDIyoopvGGlJUXp5VSolGcnRuPnV155z9Q5FqZTz7EkMeVkpmFk6YONY9gJ0cAskM+UOSqVcp6yUuEvkZCTiWb3pm8muWibbxTsU1XPZzwzIrhJIRsodVEo5ZhZ2SItyeHD7KGq1mnN/XqWouBhjkTFKhZLaNcp6aEJqBnI3Lh5VuZ6id5o2YnCfngBIpTK27j2Eva0Nvl6eAAzr9y4tGmn0y87JZf+xU9SpXdPgfUh5GItSocA/MFR7LqBmGA/ibuvJBbh94wLDJsymbbeBetfeG/ofGrborP3byMgItVpNcVG+Qdmvi0OLBjw7fZkLzd7/S/kfS0BlBF4BZd393tXrkpJ4S8/GlMQovKvp+qF3tTCS46MATW9EWnIso2Zsxat0OOo5JmIJ745ZjKOrDwDpqXHcu3ECUONTrSytb2BdkhP0ZSfH38Knel0d2T7V6vKoVDZA4r2rJN67Quvuo3XyWts6MXzSr1jbOgHw5FEsKpUKmaxEm8a/RhgP46L15D68fwv/GmE6cv0C6/DgviYwzkxLxbdaiDa9rb0zVjb2JN6/RWaa5hnqWy1YW46nbyAFuRnkPkvFy78uKYlRlEelUvLkYTTe1eppz3n61UGpkJOWEkNacgxKpQIv/7J75lUtnMcPbqJWqcjJTMbNOwhj47JechePQFISonj84CZe1RvQoN1wrT0e/nVRyKVIi3V9UaVS8jQpGq+AMj3cq9ZBqZSTnhKDla0LPUb+gKmZFWq1mpSESJLjrmLj4IZSqaBuywG07fslAB5+oSTH30Ahl+JRtSwoMeRTXgFhJJfWS0piFD7Vy54ntg5u2Dq4aevtSdIdbBzcGP3VDkzNdX8SJzsjBSc3PzJSY/Hw18hw9gjkycObePjV5fEDw3X/9JFhmzNSynqhzuz8mloNeuBYJUAnf1CjXrTo8bleufn5f6+dV4TayLjSDolEgpWVlc5RPpACMDU11Quknv9tZlb2s24lJSV89dVXzJw5U+f8P8HfDrCaNWumDQrkcjlRUVFER0cjl2teihcuXKBZs2aMGzcOR0dHdu3axYIFC9i3b5922O/KlSvMnTuXiRMncvjwYWbNmsX27ds5ceIEYWFhTJs2jSpVqnD+/Hnc3NwA2L17N507d+bAgQPUrl2bL774QtvT9eWXX5Kfn8+mTZv4+eefiY6OZvbs2VqdU1NTkclk7Ny587XGXqdPn05kZCQ///wzq1atIjIykh9++AGAcePGce/ePZYvX84ff/xBQkKCdp5VVlYWY8aMoUmTJuzevZuAgAAOHy77OomJiWHy5Ml89NFH7N27l+7duzNq1CiSkpL+1j2xtjAiv9wIT0Ex2FgYDrCeZqtZf0JBTsHLy21Qw5j8IriTpKnnovwMLG1cdNKYWztRmKvfpS8rzkOpkGLxQnpjkQlmFnYU5qZhbuWIrCRf52usIOcJKpUCWYmuYlGnf8PStgq2Tr66sq2cKMyrWLZlRbKtNbIVL8guzH2CulR2lar1qNV4AMfWf0Lrdwfx5cLvmfTRSExEJtjaWCN+YezV3s4WmUxOXr7hyoy8eZsO/TVDieNHDMbCXLeBr9q0nR5DPyL6Xixjh+kHRAA52ZlY2dhhIhZrz9nYOSCXSSnMz9FLP3bK99RtZHiuRbWaYdg7uWr/Pn98FyqlkoCaf+/3Bx+t2MS9zxegKi55dWID5JmApRJMTMoepFY2TijkUooLcnTS5udkYG2n64eWNk7kZWt8wdzChpFfbqKKV+BLZa5aOJCfpnfDxESCpbWDjmxrG0cUcilF5WTn5WRgY68r29rWkdwsjWyFXMbOVTPpMWQGJhLde21uaUP1kGbav3Oz0zEyNqZGSCPtORtbR+Ry/fuam5OBbTm5NnaO5DxLK83noNUBNEOKhQV5FOZnY23nCEBOVrq2nOxnTwEoKsjG0saR/OynevVTUpSHQi7VqWtjkQkWlnbkZT+lIDcDCyt7RAbuWVFhDpbWTnrDfXnZTykuyKYgNwNn9+o4uPhqr8llRUhLCvAJbKSTR1qqh1U5Pcwt7fT0Xj69NRu+GYC7XxgOrn46+mWnJ7H++5GolAoadxiGnZOnNl9BrmGfyi+t0wIDPmf1gs8F1mlNr5Ff683J0pTjSEFOBgW56VjZasrIL60HCxtH8nP06/65zZa2BmwuTf8o9hIp8ddo1Em/V8axij8unjW0f8fFxXHp0iUaN26sl7ZSeAvbNLi6upKdnY1CUfbDlhkZGZiZmWFjU9aLeOvWLZKTk5kwYQJhYWHaOVujRo3iq6++qrw6oJICrKtXr6JWq7lz5w7e3t7Y2Nhw9+5dVCoVly9fRiwW8/jxY+bMmYOfnx8NGzZk8uTJrF27FgALCwvmzZtH+/bt8fT0pGPHjtSqVYu4uDgkEgnW1taIRCKcnZ0RiTRfPx06dKB37954e3szatQoMjIyePbsGY8ePeL48eMsXryYwMBAQkJCmDNnDrt27dKJ1keOHImPjw/u7u4vtS83N5fDhw/z1VdfER4eTlBQELNnz8bd3Z2YmBiuXLnC4sWLCQkJISQkhMWLF3Py5EkSExM5dOgQDg4OTJo0CT8/P8aPH09wcNlX0sqVK+nbty/dunXDx8eHwYMH06JFCzZt2vS37olYpBnaexGlEkz+5m9C16sm4s97ZQUr5CUYm4h10ohEEu3k0RdRyDUv2hcfvs//VipkuHiHYmHjzIU9c5HLisjNTCL63GoAVC+Ul/csmcfxf2Jh7YRIJNYrS/US2cblZBuX6uripS/7VqlspVKGXFZIflYK4W3HsXzxHAb16cmPv68l9elTxGJdHSSlwZZMrtvr9pyqPl789s08hvd/jwVLlnMnNk7nevtWzfj1m7nUC6nNZxELKDSwfFgmLcGkXL0/DwYUFch9HRLvR7Nt9Xe07zkEW3unv1xOZSA3ApNynanPfUdR7h7LZSWIyteH2LAfvozOA6YzdPIaFAoZJcW6AbJIrJFdvky5rFjvXohekH1i9y94+NaienDTV8q/dnYnKqWC7v3LFu+YiA3bLJOW6ATYoPGB5+nqNunIkV0reZqSiFwmZceab0rLkePo7E7VaiFs++NrSooKUCoVHNj6S6l9ckRiiZ48ja0VtOFSe+WyYoPtG0Apl1EjvD2pD25x/exWVEoFCbfPcT/qBEqFHEW5vNkZj0i8fRZLGyeqeOsuGKhQDxP9e95z9BLe/Xg56Sn3uHV+m04eC2sH+o1bBsCFQ79z91rZsK5catinnteLXFaCSKz//FHKX+1z1YJbUFKcT+aTOIyMRTxNiib60naUSrlBGwDkr3h+KuRSjm6aSZv3v0IseXmvTFFBFuPHj6du3br/3CT3t0DNmjUxMTEhKipKey4yMpLg4GCdCe4hISEcPXqU3bt3aw+AuXPn8sknn1SqTn97FWG9evUoLi4mLi6Oq1evUq9ePdLT04mMjEQkEmFsbIy5uTk5OTmEh5etBlGpVJSUlJCdnU3t2rUxMzNjyZIlxMfHExsbS1JSEs2aNatQrpdX2XCOlZWmC1YqlZKQkIBKpaJFC90VISqVSqdnyNPTk9chKSkJpVJJUFBZI69Xrx716tXj4MGD2NjYULVqVe01f39/bG1tSUxMJD4+nho1ami7mQGCg4O1w4QJCQkcOnSILVvK5s7I5fKX2m2IlsHGtAgpi55SMtR6wZRIBLK/8Yv1Ho5GbFq/nJ9+WqH9/XlXn1BUCt0XulIpw0Ss38BFJqaa6+UeHkqFJr2J2JR2A3/k+PpP+WNGPcytHAltOYJL+xciMbPi+snl3Dj5KyqlHDVqTCQWekOHSoUM0Utklw++VEoZJhKN7LYf/MiJDZ+y+qt6mJXK/nP/QiSmVkSd/h3UasLbjiXQ/zqB/lW5dz+eyFu3tT21z5HJNZVsZmpqsB4d7GxxsLOlmp8vd+/Hs+fwCYICyyZZerpVAWDapx/x3ohxnL10lU5tWuqUIZaYoihX788f/BLTv9blnRB7kyVzxlE7rCnd+330l8qoTEzUoCjX4frcd8q/QEzEpijL14dc9soXTXmqeGu+8Bu2+YDj278jKyMVB2cPjWx5xbLL3wulXIZYYs7T5DiunNrGpwt2v1L2oc3fEhd9ATMLa9y9y/xBUSpXUm6lmFhsqhdMKxQyJKX6dXpvNJnpKcyd2AuRyISm7frg6RvIg/u3+M/AhqjVahRyKWq1mofxt3lv6Bc8uH8TU3OrUv31685EXEEbLrVXpVIabN8AYlMzbByq0GXwHI5umsvBdV9hZGSEkbEx2RmPsLavok2blfaAzT8Ow9TcGhcv/WHyCvVQyLSrgp/jVjoXSSGXsm/lRMws7bTXTM2tcXDRDA2HNunOlZPrqVWvg1bGy3zKRGyKUq7//HmZz507sJxzBzRTUtQqJQU5aVw+spzYyIOEtRzI9VNrKizD5GXPT4k5Fw8uo4p3barWal6hfIDCvEy2LR2GlUTNkiVL9FbWVRZvYx8sc3NzevbsSUREBPPnzyc9PZ1Vq1axYMECQNObZW1tjZmZGT4+Pnr5XV1dcXR0rFSd/naAJZFIqFevHleuXOHatWv06NGD9PR0rl27hlKppGnTpiiVSvz8/Pj5Z/1VUdbW1pw7d46xY8fSs2dPmjdvztixY5k1a9ZL5T7vyXoRtVqNUqnE2tqaHTt26F13dXXl5k3NHAXTCl6A5SnfQ/EihsaBQTNh+fn8svIT9MVisTbAUiqVjBo1ip49e+qkedNx4SuxKqIfls3RaBEswqrcyl1rcygo/uuLBap5GOFU7X3uF7fTnntwYzVF+Rk66YrzM7CwcdbLb2Zhh8jElOL8DOxd/ABQKRWUFOVo07t4BTNg6gmK8jMws7An5f4FzCztEZtaUqtRP/xDOnFy82RcvENQSIspLie7KD8DC+uKZRflZ2BXXrZ1mez+U16QHVcmOzP1Dg7uNXTKrFbVl5t3Y8jNy0ehVGJS6o9ZOTmYSiRYWVropL8Xl4CxsTGB/mXBuK+nBw9TUgG4ePU61fx8cXbUTEQ3lUhwq+JCjoE5EvYOzhTk5aBUKhCJNE04N/sZYokZ5pbWeulfReztayybP4FaoY0ZOXHBP/bQfRNsFVAoQsfGgtwMxBIzvUnDNvYuFOTq+kJBbgZWtvq+UJ6S4gLib52lVv2OWrufz8UpyMnUBlj5uZkGZdvau5Kfk6lzLj83E2s7J25fPUpxYS6LP9O8tJ/Po/pqZDi9hkUQ1rQbAHvWzuXyiS206fkxJ/f8omNzXk6mwftq5+BCXjm5eTmZ2NhrbDY1s2DkxG8oLswHIyPMLayYPKIlrbsO4t0hk7R5Dm77BYyMCKgZjpGRMbYO7hTkZWqHrl7EwtIOE7EpBXmZOLlptvFQKRUUFeZgZeuMWq2mqCAblVKB8Qv3zERihpm5pt7qNH2XkMY9efb0ASITMRcP/UZe1hOs7N0ozMsk43EcW34ciq2TF7YO7kjMrPT0MC/VozAvE8cqZXoUl+pRmJdJamIU1eu01eZxcgtApVJSXJhDWkoMsuICvKrVoyBPo18Vr1qkJNzSprc24FOFeRlY2TlXeL0gN1N73RD1WvYjqF4n7d+n9/+OtCSfbsO+J+r8JmwcPSjMy9SbdvFKm22ciYk8QFFeJj/+RzPc9TwQu3/jCJ98fwOA/Jw0tv6o2cpl7ea1ODjoL3qpLN7Wjz1PnTqViIgIhgwZgpWVFePHj6d9+/aAZrRtwYIF9O7d+xWlVB6VUgvP52FFRUVpl1Fev36d8+fP07x5c6pWrcrjx49xcHDAx8cHHx8fUlJSWLJkCUZGRmzbto13332X2bNn06dPH/z9/Xn06JE2ODF6g2i4atWq5OfnayablsoqKSlh0aJFehPgXgcvLy9EIpHOctbjx4/Tq1cvqlatSl5eHomJidpr8fHxFBQUULVqVapVq8bdu3d1JvPfu3dPR9eUlBStnj4+PmzZsoWzZ8++kY7FMsjKLzsepavxdta9td4uxiRn/PUAy9PZmOwSW6wcvLWHq08d0pJuaO+TWq3m6cMbuHiH6uU3MjbG2SuYpw+va8+lPYrC2NgER7calBTlsOfnAZQUZmNh7YyxyISkmDO4+zUANEGSjaM32Wlx+NZqjYsB2WlJN3D9q7J/0ZX9KOYMbqWyLWxcyE6L1ykzKfUxfr7eiExE3H1hmC/6biw1qvnpBSkHjp/m13W6q8FiEx7g46kZov559QaOnDqnvVZUXExK6lN8PT3070XVQEQmJiTeL1v1FH/vBr4Btd44OEpNiuenBZ8SFNaU0Z9/rTfc9bbwkIGxGlISylYzJsVdx71qbT0bPf3qkByv6wvJ8Tfw8tf3hfLIZcVsWz6R1MQyOWq1JhAqfmFy9cP71/E0INsrIIRH5WQn3b+Od0AoTdp/wMRF+5kwbycT5u3k3RGaeaAT5u2kVt3WABzf+ROXT26l/9hvaNFlGMYiEx7cL3vRJ8TcwMc/SE+ub/UQHty/qSM3ISaKqtU1E9t3rfuOP0/vwdzSGnMLK5Lib1NSVECt0KY4uXqy5fd5yGUlVK/dgKS4aKIjz1DFuxYSM0tS4q/j4We4Hbn5BpMcF6k9l5IQhUhkgqtnDap41UQkMtGZIJ8cH4m7bzBGxsY8jPmTnb/+B2NjEc7uAdg7e5P64CbV67TGw68OyfFX2fLjMOydfeg77neeJEXjXtWwHlV8gkmJL9MjNVGjh4tnDXIyU9j16zid+V5PH93G3NIekciEqLMbObxhOmq1mkdx1/Hwrc2TR3dxdvPTpvf0q0Nygu59fRR/A8/SevH0q8Oj+LLnSW7WE3Kzn+DpV0dP3+eYW9nh4OqDUqlg/9qZuPmGaiaoGxmRePsMngENeJxwHbeKbPYOJjWhzObHDzQ2O3vW4P1P1jFk2j4GT93N4Km78Q9pjX9IawZP3Q1oFnrs+GkkRkbG9Pt0Pa6urnoyKhUjo8o73gBzc3O+/vprbty4wblz5xg6dKj2WmxsbIXBVWxsLA0bNvw7Fhuk0gKskydPYmVlhaurK7Vq1aK4uJirV6/SvHlzmjVrhoeHB5MmTSI2NpZr164xY8YMzM3NEYlE2NnZcePGDWJjY4mLi2PKlClkZGRoAyJzc3Nyc3N5+PChzgQ2Q/j7+9O8eXM+//xzbt26xZ07d5g6dSpFRUU6E91eFysrK3r27Mm8efO4desW0dHRfP/99zRq1Ah/f39atGjB5MmTuXXrFrdu3WLy5MnUr1+f6tWr06VLF4qLi5k3bx6JiYn8/vvvREaWNZChQ4dy8OBB1q5dy6NHj1i9ejWrV6/G19f3jfV8kTtJKswk0LmBCGdbzb8SE7S9XCYi9Hq4XoWrvRHpuboBml9wB6TF+VzcO5/stHgu7p2PQlaMf6jmK00hL9Hp4Qpq3J+bZ1by4PZx0pOjObdzFjUb9kEsMcfMwg65tIg/D35D3rNk7l3eRuzVHYS2GqnNX5CdilxaiL2rv1b2pX0a2Zf2zUcuK8avAtm1GmlkP7yjkX1+1yxqNOiDSalshbSIy6WyY66Uym6pkV2j/nskx57l1rnVPH6axta9h7hy4yZ9unak4zst+Hb5Ku7FJXDuz6ts3nOA97pqdg1+lp2DVKrx4W7tW3M9+i7b9h0i+fETVm3azr24BPp00+jbq1N7Nu3ez6VrN3jwKIU53/+Mh5srDevqP2xNTc1p3KorG5bP42HcHW5cPsXRveto03UAALnZmcikrze5fP3yudg7udJ32GcU5OWQm535Rvn/KSRqqF8A+9dGkJoYzb3rx7l4eBWN2mq+wPNzM7RzcWrV70BJUT6HNs4nPTWeQxvnI5MWE9Sg00skaLC2daZmeDsOrJ/Dk6S7JN2/xoH1c3D1rM7BjYtITozmzrXjnD34B007DNLIzimTHdygA8WF+exbv4C01Hj2rV+ATFpMSIOOWFjZ4eTqoz1sHDQvNSdXH0zNLUlPTeDknuW06joS3+p1kRYXENygAxuWR5AUf5ubV05yfO8a3unyAaB7X8MataOoMI/tf3zNk+QEtv/xNTJpMXUba77WbR2cObhtOUnxt3mUcJfVS6bSvH1fLK1tMTY2RmJqxp4NP+LlW4O83Gfs27yU4EY9OLplHnJZMbVKe1rkshKdnpp6rQbw59GVxN44zuMHtzi0IYKw5n0Rm5ojNjUnpHFPDq2P4PGDW8TeOM6fR1fRoI3mnjm4ViXu5ikiT28kOyOZwxtnUVKYS0jjngSGdaQgJx1pST6NOozm5PYFyEoK8apWH1lJoZ4eYS0GcPnYSu5HHefJw1sc3RRBaNO+iCXmuPkGU8U7iINrp5H5JJ6E22c4vXMxTTp/RO1GPUmKvUJe9lN2/TqOi4d+x8HVl+g/91K3ZZ8yn6qn8anDm+aT8Tiew5vmI5cWE1S/U2k99OPWpT1cP7edtORYdv8+meohrbB3fvXUEzsnDzKeJJCV/oDiwhw2fvM+KXFXkRblIpcVE1i3rO4LX7C5TosBXD2+kribx3mSdItjmyMIbqKx2dbRA3sXH+0hMbVEYmqJfekQ6OUjK8jJeESnwV8DmuGyjIyMf2wVoYAGI3UlbTLVsmVLGjZsyKJFiwAYPnw4OTk57Ny5E4Dk5GTmzJnD5cuXsbCwoGPHjkyePBkzMzPS09OZOnUqkZGRWFlZ0bJlS8RiMcnJyaxcuZKcnByGDx9OXFwcGzduZNGiRTo7uaekpNCmTRtOnDiBp6cnWVlZzJ07l9OnT2NiYkLz5s2ZPn069vb2XL58mcGDBxMba3iPIUMUFBQwb948jh49ilgspnPnzkyZMgWJRKIjSyQS0aZNG6ZOnYqtrWYH7jt37hAREUFMTAz169fH1dUVtVqt3cn9wIEDLF26lJSUFLy9vRk/fjydOr36xfAi01fr98x5OBnRo7EIZ1sjnmZrdnJ/kqW51c93ZzeUb0RHEx48VWt3cn/OzIFiNpxUEP+4zF0c7MWkP7rFuZ0RZKcn4OgWSPPeETh5aHaTjr22k9NbpzFmUVnv341TvxJ9TjPXoGpwe5r1/Eo7pyInPZGzO2eSkXwbawdPGnaaiE+td7R50x7dZPey9xk5/xbGIgnpyRrZOekJOLgF0ryXruwz26Yx+usy2VGnfiX6fKns2u1p+qLsjETOvSC7QaeJ+NQsk/3w7kkijy6hKPsBXu5ufDikP/VCgymRSvl2+SrOXrqCpYUF/Xp2pW93zf1r0XMAU8eP0c6hunj1Or+u30LKk6f4eXsxfuRggku3eFCpVGzctZ89h4+Tk5tH/TrBTPxwOE4OZauQYlRl81Gk0mI2rpjP9T9PYG5hRfseQ2jbTfMiHt07jKHjZtGkdXede3jx5F72bVnOghUHAc0Le9KIdhjixfwFdf7eisIu8lgutRn0xju5y4xg0wc9uBd5DFNzK5p2GkHj9ppdzWcOq0HPEfMJK90dOyXxFvvXRJDxJAFXr0C6DY7AzaeWXpm7ftes8H1xJ3fNi3QBsVEnAQht0oN2vT9k//qF3L56FDMLa1p0Hk6zjppAYcqgWrw3ah71WvQCIDnhFrv+mEX640TcvKrTc9hMPHz1ZSfcu8Jv84dqd3I/ve83Dm/93qDtElNzzC2sadtjCK27aAK7sX1CGPjxHBq/0wOAh3HRbP5tDk9THuDuU43+o2fgVVXjIyqlkp1rv+HKuQMYGRnRoEU3eg789IUh5Uw2rZjF/TtXMbOwwthYRH5uFi6egXQeOIsq3hr9b17Yyb7VU5n+W9nz8sKhX7lybDUKhYwaddvT6YOZ2nYklxZzcEMEMdePYmZuRaMOI2jYdqg2b9yt0xzf9jV5WU/w8Aul44CvcHLzRyZX8+34EJRK/WdS0y7jsHX04ODaqUz+pUyPP4/8ytUTq1EqZFQPa0/7fmV65OekcXzLHB7GXEJiak7dlgNp1HEMCnkJRzdGEHP9ECqV5hnn4OJD2/c+Y/PSj+kxbL52x/XUxFvsXxdB5pMEXD0D6TJI16eizu/k1J6lFBfm4h/UlG5DZmNhpb9q8IcvWtOq+zidndxTEqLYv34OmY/jMTI2Qq1S4uxRk3b9Z+HqpZFx+9JODq+fyuc/ldl8+eivRJ7U2FytTnvavl9m84scWqvx8+c7ua+a3ZGstAd66Xr16vWP/KrIs9sXX53oNXGs3aTSyvpvU2kBlsDbw1Cg9N/Awf7tDSe9La8dGHj91Yn+IV4MsP6b/N0A6++Qf+af2Wn6VZia6O8n9t/C2uxvrEb5GzzJeb15qf8E8rdjMmaSt/f6Kyx5Oz+IDDCq7avT/B0yb1+qtLKcav9DW0n8F3j7s1kFBAQEBAQEBP6P8a/4sed/krFjx+rsAl+eWbNm0b179wqvCwgICAgICJTxtlYR/q/x/32ANXPmTL2fr3mRyt4XQ0BAQEBA4P80b2EfrP9F/r8PsFxc9PccERAQEBAQEBD4O/x/H2AJCAgICAgIVB5qYXo3IARYAgICAgICApXI2/ipnP9FhDBTQEBAQEBAQKCSEXqwBAQEBAQEBCoNYRWhBiHA+j+Ap5vhH53+pzHwe9v/5zmX9/Y23SyRvZ1ud5O3tNkngHXLGq9O9A8Qu/3t2Wxn/XY2/LSzenubqxYUv50Xsrnk7dmsUr/NIOSffZao/+Hy/y0IAZaAgICAgIBApSH0YGkQakFAQEBAQEBAoJIRerAEBAQEBAQEKg1hFaEGIcASEBAQEBAQqDSEOVgahCFCAQEBAQEBAYFKRujBEhAQEBAQEKg0hEnuGoQAS0BAQEBAQKDSEIYINfxrAqyUlBTatGnDiRMn8PT0/Etl7Ny5k2XLlnHy5Mm/lL9169aMGzeO3r17M2jQIBo0aMD48eMNpg0MDGTt2rU0bNjwL8l6U9KT73Ji60wyH9/H0S2ANn1n4epdu8L010+t5trJlchKCqge1ol33puBWGIOQPzNY+xbOU4nfUBoB7qNWAJA4p3TXNz/PTkZj7C0dcLIyJj87Kc4ugXQrv8sqrxEbuTJ1Vw9vhJpSQGBdTvRpm+Z3BfZ8fNoLKwc6DR4ofZcwu3TnN+rkWvr5Emzbp8SENJGez0t+S7HNpXVwT+hi1wmZd/a2dy5dgwTsSnNOw+nWadhBst//PAue1bPIi3lPi4eAfQYGoFH1SAAVColx7b9wPXzu5FJi6ge0oJug77EytYJgOLCPA5tXsSda8eRFRegBlw9q9N18BzcfCu26fKxNVw6shJpcQG16neiY//piE01NinkUg5tmM29yKOIJWY0aj+Mxh2Ga/OmJERxbOtC0lLuY23nQpMOIwhr0Qe5XMqBdbO5c+UQCrkUjIxw9wmi25BZVPHW3afqSdJd9q2NID3lPs7uAXQbEoG7AX3P7FtOVtpDeo0su78Fec84sG42CXcuIBabEdq0Jz2Bv7rdmrFETLPLO7n9yRyyzl554/yZqXc5tzOCrKf3sXcNoHnvCJw9K677W+fWcPPMSuQlBfiFdqJpj+lafyoueMa5XbNIjbuEmaU9ddt8SGC93tq8F/bM4/aFdTrl2Ti4U5SfhZN7AB36z6KKT8Wyr55YzZVjmvYcGN6Jdu+X+XJ2ehJHN88mNfE6Zha2hLcaSMP2I7V5UxOjOLljIRkpMRiLRKiUCszMrWjeeTjNO1fs27v+KPPtXsN0ffvoth+IPKfx7cCQFnQb/CXWpb79+OFdls54V6e8Kj5BdBk0l0PrZ5KeqvGdTgNn4fYSm68cX82loyuRFRdQs14nOvSbofX15yjkMlbN602H/jPwCSx7Fqcmanw9PeUexiKTF2weRosKbE59eJfdf8ziaUocrh4B9Bw2E89Sm1/k1uXDbFw2kYXr7mrzPEm+j8hEjFIhx9LGnibtPqBe21F6ef9O+83OSOHA2hmkJERh6+hO+35T8Q9qpr0edX4HFw//Tl52GnsCA5gyZQrh4eEAyOVyfvjhB/bs2YNCoaBXr1589tlnmJj8a0KE/0n+Nf14bm5unD9/Hjc3t7etCgBLly5l+PDhr074X0AuLWLXitF4+NdjwKSduFUNY/eKMcilRQbTx0Ud4c/Dy2j7/mzeG7eGJw9vcm7PYu31Z0/j8av9DqPnntce7frPBSAjNYb9v48jqNG79P9sE0X5WWRnPKLz0G/w8Atj589jkFUg9/6NI1w8uIx2/WfT95M1PHlwkzO7Fuuli7l2gAd3zuicy0iNYe9v4whu/C6Dp+4mtFk/9v7+Cekpmg0hZdIidv48Gs+AegyasvMf0+Xw5sWkPrjD8Cl/0H3IV5zc9RO3rxzRyyeTFrHm2zH4Bobz8azteFcLY+13H2r1ObP/N25dPki/sd/x0cwtFBfksG3FZG3+PasjePzwHsZGRgQ36oyLuz/SkkI2LfmwQpvuRR7hzN5ldB40i0GfryEl8SbHt5fZdHzbIh4/vM2gz1fT6YOvOLvvJ+5eOwxAQW4Gm34cjU9gA0Z9tZOWPcZzeNNc4m6d5uiWRSTH30ClVFAzvD0iEwkSMws2LfkYhUKmY/P678fgUy2cMTN34BUQxobv9fWN/nM/p3cv1dN/x4pJSIvzGfnlZvqO/YHblw9wys6gqa/E2FRC2PrvsK5d/S/ll8uKOLRqDFWqhtN7wg5cfcI4tOpD5DLDdZ8YfYTIY8to0XsWXcesIf3RTS4f1NS9Wq3myJpxFOam0W3MGpp0m8qlfV+TGH1Umz87PYEGnSYyaMY5Rs8+hoW1I9VC2zJkqsaXt7/El2OvH+HCgWV0+GA2/T5dw+MHNzm9s1S2SsX2n0ZjYW3P0Gm76DBgFhcP/cLdK/sAzX3ftmwU3tUaEFS/LeYW1qhUSsJbvsuJXT8Rbci3S4pY/c0YqgaGM272dnyqhbH62w+RlZT69r7fuPnnQQaM+46PI7ZQVJjD1uVlvp2WmoCbT02mLT2rPd77cBmbl4zGq1o9Rkzfiad/GFuWVmxzTOQRzu5bRueBs/ngszWkJt7kxA7d9quQS9n9+0QyHsfpnC/IzWDzklH4BDagdv12WpvrtXyXE7t+fonNH+IbGM742dvwrlZHx+bnFBfmsW/dfJ08PtXrYmXriLWdExJTC7p+MIWTe1YQfXmfTt6/037VajVbfxqLpY0TI6ZvJ7hxd7b9NJ7cZ48BiL99jkMb59C868eM/moXTZs2ZfTo0aSlpQGwZMkSdu/ezbx581i5ciWXLl1i4cKF/FXURsaVdvyb+ddoLxKJcHZ2RvQ/sn24nZ0dlpaWb1sNAGKvH9T0pvT4Ascq/rTq/SUSM0vuRx02mP7GmbWEtRyCX+13qOITQtv3Z3Hnzx3IZcUAZKUl4OhWHUsbZ+1hZmEDQEzkfryqNyKs5WDSHt3G3NIOn8DGpD26zTvvlcq9blju9VNrqfvOEPyD38HNJ4R2/Wdx+1KZXIDiwhzO7FpEFZ9gnbz3rmrk1n1nMPYuPoS1/ADv6g2JvX5IUweRmjpo2UtTB/+ELjJpEdfObKfLwGl4+AYRVK8dzbuM4M/jG/TKv/XnIcQSMzr2m4SLhz9dPpiKqZmFNhhTKZV0HjCFqjXq4+IRQOP2g0i6f10r587VowSGNsfU3Io+Y76m57AIsjNSkJhacO+aYZuuHF9Hw7aDqR76Du5Vg+kyaBZRF3YilxYjkxZx49x2OvSbhptPEDXqtqNJx5FcO6nRPfbGCSxtnGjdeyKOrr7UbtCFkMY9uHVxN9fPbsfFoxqeAXXo+/H3NO88CoVchpGxiMzHiVr5ty8fQiwxpf37X+Ds7k+nAdOQmFly56pGX6VSwb61Eexe9SX2Ll46uivkMqxsHOkyaCYuHgH4VK9HrXrtSTQzaOpLsarpT5MLW7Hw937zzKUk3DyESGxKoy5fYO/qT5Pu0xCbWpJ4y3DdR59fR3CzwfjUegcXr2Ca955F7NWdyGXFZKbcJi3pBm36f4OTRy18ar1DnVYjuXlmpTZ/TnoCTh61sLB2JjnuCmKJOW36TMPJzZ82fb5EYmpJbAW+fO3UWuq1HkJA8Du4+YbQccAsbl3U+HJhfiYuXjVp3z8CBxdf/Gu3xLdGY1ISIgGIu3kcS1snGnf6kNtXjtJnzELCm/ciOyOVFl1GcOmYAd++fAgTiRmd+mt8u+tAjW8/D0yUSiVdP9D4tqtHAE1e8G2AjMcJuLj7YW3nrD0e3LuIWGJKm/e+wMnNn3bva9rvvcgKfP3kWhq0GUK1kHdw9w2h88BZ3LywA7m0uFRGPH8s6Et2xiO9vLFRx7G0caJp5w+JvnKUPmMWEN68J9kZKbToMoKLxzbq5bl5WdOeO5fa3G3gVEzNLLlVLhg7uPkbHFy9dfI07zwMb/8QxkVsxdzSGmlxIQFBjUiOu66T9++034cxl8nOSKbL4Fk4u/vTrPMYPP3rEHV+h0aXC7sIbdyT4EbdcHD14dNPP8XJyYkzZ86gVqvZsGEDEydOpGXLlgQFBTFr1iw2b95MYWGhwfp/FWqMKu34N/OvCbBSUlIIDAwkJSWFgwcP0qFDB4KDg+ncuTPHjx9/7XLUajVLly6lYcOG1KtXj6+//lrn+s6dO+nUqRMhISH07t2bq1evGixn0KBBLF1a9hW+bNkyGjduTMOGDdm2bZtO2rS0NCZMmED9+vWpXbs2vXr1IjJS84CbPn06H374oU76OXPmMGnSpNe26UnSTTz8wjEq3XvEyMgI96p1efIgSi+tSqXk6aNoPALqac+5+dZBqZSTkarpDcp6moC9i69BWbUa9KJZ9881ch/exMNfI1danI+RkREefnV5/BK5Xi/Ida9aKjel7GdJzuz8mloNeuBYJUAnf1CjXrTo8bleudLifD1dntdBZeuSkRqDSqnAu1odbRqf6uEkJ9xCpdL9yY3khJv4VK+ro493tbo8itfo06bXWILqtQM0Q2PXzmynao36pWmNGTTxF/JzMnXKQK3C3bc2KQmGbXr8MBrv6vW15zz9QlEq5KSlxJCWHINSqcAroOynfrwC6pL64BZqlQr/2s3oPmy+Xrl52U9RKRVkpT2iZrhGX+/qdXn88DYTFh7RGSJMSYzCu1p4OZvDSC61WSYtIi05llEztuLlX0dHjolYwrtjFuPo6gNAemocsVGnCCjmjXFo0YBnpy9zodn7b565lLSkKKr46tpSxTeMtKQovbQqlZKM5Gjc/Mrq3tU7FKVSzrMnMeRlpWBm6YCNY1lQ6eAWSGbKHZRKObKSAgpz07Bz8gXg8YObeAaU82X/uqQmGpb9NMmwL6enxGBl60KPkT9gamaFWq0mJSGS5LireFVvAIBfUHM6D1pAeoqub5cU5+MbaNi3H8XfxLecb/u84Ntte7/g27nPuHa6zLcB0h8n4FTFV6fM1Ac38Spns5d/XVIr8PUnD6Pxrl5ms4efxua00vb76P4VfAMbMnTyFr38/kHN6Ta0zGYfrc0F+AbWNdye42/ptecXbQZIvHeVxHtXaN19tE4eW3sXBoz7DjMLK3yqhXEn8jgPYq7hE9hAx6a/035TE6Nw866FxNRC53pKqc806TiChu2H6tVFfn4+WVlZFBYWEhoaqj0fGBiIXC7n9u3benkEXp9/TYD1nKysLL744gvGjBnD4cOHeffdd5k4cSI5OTmvlf/x48c8ePCAzZs3M3v2bP744w/Onj0LaIKrOXPmMGbMGHbv3k2TJk10ulErYsuWLaxdu5b58+ezevVqduzYoXP9888/R6lUsnnzZnbv3o2rqysREREAdOnShQsXLlBQUACASqXiyJEjdOnS5bXrpDA3A0tbF51zFtaOFOQ81UsrLc5DKZdi9UJ6Y5EJ5pZ2FOQ8Ra1Wk5X+gKR75/ljTgdWzWrLub3foCwdCnKs4o+zh+alWpCbgbFITFLsJXwCG2vk2jiSb0huUR4KuVRHz+dyn6d/FHuJlPhrNOr0sV5+xyr+uHiWvcwzH8fpyC3IzdCx6Z/QpTA3Awtre0xMyn770crGEYVcSnFBjo6M/JwMbOx09bGydSQ3S1ef4zuXsmBcM5LuX6dTf80wilhiRvWQ5hTkPdOWcfHoOlw8A7FxdCcvW98fS0ptsrbTtcnC0o687DQKcjOwsLJH9ILuljZOKORSigpzsHPyxPOFoKcw7xl3rh7EwdUXCyt7cjJTEEvM2fLTJ2xZNgGFXEpy/A09m63L2Wxp46TV19zChpFfbqKKV6Ce/i+yauFAfpreDTMLa5rmvTSpQR6t2MS9zxegKi5588ylFOVnYGmja4u5tROFufp1LyvOQ6mQYmGjW/dmFnYU5qZhbuWIrCRfp3e0IOcJKpUCWUkB2ekJYGTE9ZMrWD+vJfeuHdDzJ8tX+LKVnQFfztZNv3x6azZ8MwB3vzACwzoAYOvoiYdfHa1vlxTmc/PPgwTUaqT17SJDvm3/at8+tmMp88Y14+H963QZUDZEmP44kSdJMfwwtTsLP23NrlUzyct6omPDc5vzsvVtfu7r5Z9hFi/YHN5qAO3en6Y3JwvAzkljc0FOBhbWdqU2H8K/ViOsK7A5z4DN1raO5GZp/EEhl7Fz1Ux6DJmBicSswjx3rh3n3vVTeAfUoWZ4ez2b/mr7LcjNMFB/ZW3PzScIR1df7bWzZ8/y8OFDGjVqhK2tLWKxWOc99+TJEwCys7P16u91EIYINfzrtDcxMUEul1OlShU8PDwYPnw4P//8M6amr/cDqWKxmLlz51K1alU6d+5MjRo1iInRfPWsW7eOQYMG0bNnT/z8/Pj888+pXr0669evf2mZW7duZciQIbzzzjvUrFmTuXPnaq+p1Wratm3LjBkz8Pf3JyAggA8++ID4+HgAGjZsiK2trXbi/bVr15DL5TRt2vS160QhL9ZpeAAiE4nO/BhtWlmJ9nr59EqFjPzsxyhkmvK6DPuBFj0nE3NtH2f3LNIrS1qcR/yt43j41dVONn9eTnnk8pfLVcilHN00kzbvf4VY8vJxoaKCLPb+Pl5H7nOdDZVdWbrIZcWYmIh18piINWWUr2u5rASRWLd8ExMJSrluurCm3fkoYhv+QY1ZvXgkJcUFemVcOraB21cO07bPJE0Zhmyq6L6KJSjkMuSyEp3A8EXdy+skl5Ww7ZcJWNo44R0QjkgsQSYt4vi2b/AJrEfPEZqeri0/jUdaUqiTT2Sgfgzp+zI6D5jO0MlrUMhlrHd5dfp/AoW8BONytohEhm1RvMKfXLxDsbBx5sKeuchlReRmJhF9bjUAKoWMnPREjDDCzrkqnYb/iqWNMw/unuN+1DHdsuRvcN8N+EnP0Ut49+PlpKfc4+S2BbrlyIsRiUzYsOQTrG2daND6/TL/MOTbBnypfBsIa9adsbO2ERDUmFWLNL6tVMjJSktGoZDx3qj5vDtiDkn3r/Mk6fZrt9/nzzAT8es98ypCLitGJBKzvtTmhq37atusvs36bV/0gm+f2P0LHr61qB7c9KV5Qhp2xM07kCePYji6ecELaf9e+9VcN9D2DPhMVvojpk6dSrdu3QgKCsLExIR27drx3Xff8fTpU/Lz8/n666+179q/gjBEqOFft0TA2tqaVq1aMWzYMKpWrUqbNm3o06cP5ub6XyqGcHR0xMKirBvV2toamUzjhAkJCYwdO1YnfZ06dUhISHhpmeXzBQQEaGUYGRnRv39/Dh48yPXr13nw4AG3b9/WdkEbGxvTqVMnDh8+TPfu3Tl06BDt2rVDLBYblAWwfPlyVqxYUWaTZ4jeA0GpkBkMVEQmptrr5dObSMyxcfDgowWXMbWwxcjICBfPmqjVKg6tm4S5lQPXjv0GgLrU9Y1NxHQfuQQjY+OXyjV5hdyLB5dRxbs2VWs1r9BugMK8TLYtHUZRQTZ52U9Z8plmFYyb7+vXwV/VxURsikKh+8BRlD7Ayssx9HBTKGR6X9TPh8TeG72QeR83Yv7YpohEmmbp6R9CclwUCXcv0XnAFPyDmvHg3p/aL+Tyuhm0Sa6pA7VapffyMaS7rKSQLcvGkvX0IUOmbNAMTchlGBuLqF7nHRq1HUTGY017UKvVxN44SUjjblodlAbq51UBc3meDzv2HDGfX2f3IcsEHBRvVMQbc9xOczzHCVCVs0WplGEifsM2JTbDRGxKu4E/cnz9p/wxox7mVo6EthzBpf0LkZhZUZibhsjElGvHlnHt2DI8qoYgMbXkxtlNVK/TTluWQV+u6L6X+vKLuJXOJVTIpez/43PeefeLshe6WjOcp1TIGTNjPRJT85f7tgFfkpST51Tq233GLGThJ624c/UY4S16Mf2Xi1w4spbf5g/RiFarkMtKKC7Q7S2p8BlWarNCbqi9v9574DnPbf5wxjokpubaNqtvs37b17Qtc54mx3Hl1Dbqt3qXr0aG6wwvls9jYWWHnaM7rXt8yOZfvqBdX809+Lvt10RsSpG0WO96eTuePX3A+u+G4+/jpdMRMH36dP7zn//QsmVLLCws+Oijj7h16xZWVlYvr8AKEH4qR8O/LsAyMjJixYoV3Lp1ixMnTnDs2DE2btzIxo0bqVmz5ivzG5okr1arAQz2gimVSr3xeEM8L+M5z5e3qlQqhg8fTl5eHp07d6Z169bI5XLGjSvbBqFr164MGjSIgoICjh07xuLF+qvZXqRfv3506tRJ+/fEmb9RlJepk6YwP1NviAPA3NIOkdiUwrxMHFz9NToqFRQX5mBp4wyAmaWdTh4HV3+UcinV63SiRt0uFOZlcnjdJEqKcvEJbIKFtUOZ3LyK5ZqUynWsoivXysaZmMgDFOVl8uN/NHMMnj9o7t84wiffa4ai8nPS2PrjYE0dfLpe52vvyrHfKCxfB5WsS0zkQdQqBUqlQhsEFeRmIpaYaRcBPMfG3pX8XF19CnIysbbT1HHMjVO4+dTC1sEVALHEFCe3G5ynuAABAABJREFUqgTUbkr9Vu8BsPWXL0hJvEXHfpNo0mEwJTLNMKW1rbOeTRalNhXkZuDk5qe1qagwB2s7Z9RqNUUF2aiUCoxLdS/My8DkBd2lxQVs/GEU2emPGPj5ahxdfSnKz6KoIBtre1ecqviV2pyBWGKGnZOnzrCQjb0LBbkZujbnZmBlQN/ylBQXEH/rLLXqd8S4NFh3dtfMfSs0BoeXZa4EGudBaFnnIbsaeVGUr2tLcX4GFjb6tphZ2CEyMaU4PwN7l7K6LynK0aZ38QpmwNQTFOVnYGZhT8r9C5hZ2iM2taRW4374h5a157sXfkeWep/8nLIhm8LcTL1pAPAKX7Z1pjAvk9TEKKrXaavN4+QWgFIhR1pSgIWVA9LiAi4f+x2lUs7wL37Xzo/Kf5lv5+j6dn5umW/fu3EK93K+7eDiRWG+JoAyM7eicdsBhDbWTIOQS0tY8mVPcp+l6pRZkJepN+wPZb5emJeJk1uZzUWlNr8O0uICLh3V2Dzii99eabNthTY7cfvqUYoLc7lwZB2g1r4LHsRcQ6lQkJ+byaO4KILqtdXmcfHw19yD4kIsrCV/u/1a27mQkVputWReBlZ2ZfWRnhrH+m+HYe/sye+//46ZWVnw5ejoyNq1a/l/7J1leFXH1oDfuLsbUQiWkASKBooUCC6FFigOBXpL/dIWKQQoUKRyW0pxt+IeJDgUCBCSYHH3BOJy/PtxwgmHE6CSNm2//T7PfiB7z8yaNbNm9jpju7i4GAMDAxQKBV9//TUuLi6/qjwF6uYfN0UoEolYunQp/v7+fPTRRxw/fhwnJycuX778h9P29PQkOjpa7V50dDSenp4vjNe4cWPu3r2r+jszM5PSUuXikcTERG7evMnmzZuZNm0aXbt2JT8/H6h1ylq1aoWDgwPr1q1DoVDQtm1bTSFPYWlpibu7u+py8gggO+WOKj2FQkF2ciROHq004mppa+PYyI/s5Nuqe9mpUWjr6GLn0pTUh5f56fN2autFCrIeYmhiibWDJybmdpzdE4qungEd+06nICtWXW5SJE6ez5eblfSU3JQodHR0sXNtypsfbGPcrKOMnXmIsTMP4e3fHW//7oydeQhQLpDe/+NktLS0GfHhdmydG2Nl7666nD3rKIN6zsvoT/eiraNLRmKtjaTG38bFs6XKKXiCm3cr0hPU85OWcAc3b2V+wnYvJ+rqYVV4UVUFRQWZePi2xsbBnbT4O2Qmx2BsZqU6Z0uhUJCReAcXr7p1cvbwIyOxdmdSZpJSJwfXpji6NUNHR5fM5Nq8pydE4uzREi1tbRRyOXtXvUdxYSZjP92GvUtjABzdmqGto4u1QyPyMpRT6WkJkTh5tKC4IBMr29oO2NUrgIxEdZ0zEmt1fhEScRV7V39M1lP5y0m7j7YC7H7fLMVvwkQOdtLay8E9gLw0dV1yU+9g36jusrdz8yM3tbbs89Kj0NbWxcapKdWVxRxeNYrqiiKMzezQ1tElLfYizl7Kdn738lYuHwjFwtYdC1t3XLwCeJSbhLW9p0p2ZnIkzs+zZXc/MhNrbTkrWVnv9q5NKS7M5ODa6WrOWm76PYxNrTE2tUYhl3NwzXQqy4rQ0dVXm/JNjb+Nax223cinFWnP1HNa/B3cfGpse9dy7lxRt+3C3FTsXbzIy0pk3tutqa4sx9bBHVsHd8TVlWhpaVOYm6yWZmZi5HNt3cnDj4yndM5MrrX1l6GQy9n303QqSuvSObJOnd18/EnX0DmSRj6t6NjrLT5edowPFh/kg8WHGDZ5IQA9h71HWXEBj/Mz2f79BxQ/ylXFyUp5gLGZNcZmViqd/kj7dfEKICf9gWqqESAjobb8yorz2fntJKwd3Hnrow0aI1MzZszgypUrWFpaYmRkxMWLF7GxscHHR32z0a9FodCqt+ufzD/OwSorK2PXrl2sWrWKjIwMLly4QFZWFs2bN//DaY8fP57t27dz6NAhUlJSWLFiBbGxsQwbNuyF8UaPHs3WrVs5deoU8fHxzJ49W9VAzc3N0dbW5vjx42RlZXHy5EnV7sMnU5MAffv2ZdOmTYSEhPzmoygaB4QgqirlwoFFPMpJ5MKBRUjEVTQJVP4qloqrqSit/TXeKngUt85uIDEmnNy0GM7tCcWvwxvo6Rvh7BmIrp4BZ3bN4XFeMikPLnLp8DLa9FAeTBhxZg0lhen0Hr0U75bdqKoo5vSOOeSkRHN+n1Kub5BSrkRcTcVTIxoBXUZxM3wDCdHh5KTFcGZ3KH4dlXItbFzUHCZ9AxP0DUywsldOM9w4tYbignT6jFXu+qwoKaCipEC1i7BJYAjVlaWc37eIwpzEPyUvdi6+BAYP5vDmUDKT7/LgdjhXwjbRsdcYQLn490kH17Jtb6oryzi+Ywn5WYkc37EEsagSv3YhALTvMYrLJzYSF32RvMwE9qz+FGv7RjTx70JleTFHty3Ev30/UCg4uPELUh7e5NjWLxCLKmn+Sq1OT48Yte42kmunNhB7J5zslLuc2D6fwM7D0TMwQs/ACP+OgzmxLZTslLvE3gnn+umNtO2hHBG8c2UfqbE36D9uIYbGZpSXFFBeUoBUIiKg02CKCzK5f+skRzbP4+qJ9appDWfPliqdm7+i1Dls52LysxIJ27kYsaiKFm1rR2eeh5mFHc1a9+T49oXkpD0gLf4WhzfNIbgUDBUvjV7vePn1RlRVxi9HFlOUl8gvRxYjFVepRpqkkmq1Ea4WHUYSfXEDKffCyc+4y+UD82nWbjh6+kYYGlsiEVVy/cQKSh9l8PDGXuJu7qdVV2Wbcm/ejZzkm0Rf3EDJo3RElWWIq8vR1tGhMCeRs3sXIRFV0bR13fUe2GUUN85sID4qnJzUGE7vCqVVJ6UtO3n44dioBSe2zqIwJ5Gkexe5cGA5Hfoody5H/7KP9Pgb9B2zCP92Iezf8AVx0ZeIvHKYyyc20bH3c2y7ooxj25eQl5XIse1LkIgq8W9bY9uvjeLSiY3ERilt++fVn2LjoLRtOycvbBzcObDxC3Iz4kmNu82BjV/g33Eo4uoKzvy8iILsRM78vAixqIpmbZ5j66+O4vqpDcTdCSc7NYaTO0IJ6PxGnYvanyXq6j7S4m7Qf9wTneeqdL50YhOd6tDZr21vqirKOFqj89HtSxCLqvBvG4KxqaXKWbR1cMe8ZuSuw2ujqK4qJ+raceydvVm98C2qqsoxMDLlxO7ldOg9qd7ar7vvK5hbO3Fk0yzysxK4emIt2SkxBAYr313he5chl8sZMO5LxKJKCgoKKCgoUB3DYGlpybfffkt8fDw3btxg4cKFTJkyRcPR/LUo0K6365+MluLZua2/KU+f5P7E+UlJScHGxobx48czbty4l6ZR10nuz57IvnXrVjZv3kxBQQHNmjVjxowZvPKKcuvsi05y37x5M+vXr6e6upopU6awYcMGvv/+e9q1a8fPP//Mjz/+SFlZGZ6enkycOJHPPvuM7du3ExionIaKi4tj4MCB7Ny5U3W67q9l9SnITYvh7M/zeJSXhJ2zLz3emI+9m9LpvH/jAKd3zOSj7+NUcSLOrOXOhc3IpGJ8WvWi+/B5qnUAhTkJXDywmJzUKPQNTPDrNIL2Ie+ipaXF5i9DKMpP0ciDlpY2Do1a0nPkfBxq5N67doCT22fy3x9r5d44vZbb55RyGwf04rU3a+U+TdjWzwFUJ7lvXBDC4zxNuS3aDVGFyUmN4czueTzOTcLW2fdPyYuJfgVHNs/n/q0zGBib0rnPRDqFKG1v9thmvP72YoI6DwEgIymGw5tDKchOxtHNl0Hj5+HsocyPXC7n8vENRJzbRUVZET4tOzFw3FzMreyJuX6cn1dpHkkBMOK9n2jcqhsA0VcPcGTTLL5YX3u0xNUTa7lxZgtSqZhmrXvR5625Kp0koipObA/lYeQZ5TRN70m066nM+85vJ5N0/4qGPPcmrzD647Uc2xrK/ZthyGUyAFy9WzFg3Hx+nDOAwZMWExisPJU8MzmGY1tCKchJwsHNlwFjQ3Fy1/zxc3C9skyfPsm9urKMk7uWEBelbJ+tOg5iyOotf2gdQz9JHNd6jPnNJ7nH7YslPz2GywdCKcpPwsbJl85DQ7F1UeoSd+sAF/bMYuqy2rK/c34tdy9vQSYV4+nXi+DBtWVfnJ/MpQPzKMi4h5m1K+36fIx7826quKn3z3Lz9PeUFKRiYeuCX/shxN4O41FuEnYuvvQeVWvLd68d4MTWmXz2U60tXz+1lptnlbbcJLAXvUbU2nJZcR7hPy8kNfYa+gZGBL06mvYhU9HS0mLPD5NIeaBZ7zq6eoS8+QnBNbY9c0wzhr29mNZdam370KZQ8mtse8gEddu+dHwDN84qbbtxy04MGj9XtaOu+FEOx7YvJulBBFraWgR0GECXwZ+RlxlL2PZ5PMpNwt7Flz6j5+PYSJlm9C8HOLZ5JrPX1ur8S9haIsI3I5WKaRrUi5BRdbffRVN8Gf3JVtVJ7rv+N4nkOmxdR1ePPm9+QnCI0mn5fExzhr29iDZP6Xxw03zys5NxcmvC4AnzcPHQtO2khxGsWzyer7Y9eCpOEnr6hkilEgyNTOnYcxT6Jg4c3Vw/7RfgcV4aR7fMJis5Bmt7d3qNmIlX844oFAq+ejdQtTngaaZPn857771HRUUF8+fP59y5cxgbGzN69GimTJmiEf7XkpCU9rvjPktjb/d6S+uv5h/jYP3buXr1Kl988QVnz56tPffoV7Ja8+Dhv4S/yZmvfylWZi9fj/dnUS1umOFy3QasZ7NXXz7l82cQty/25YH+JCzNGqaeLU0bzrbLqxpmpMLMSNYgcgEqRA03OjO6859rY/FJmge8/l6a/IEDgxuaf9wi938b+fn53L59mzVr1jBs2LDf7FwJCAgICAj8nfinH69QX/xrHKyYmJgXThM6Oztz/PjxvzBHv46ysjJmzZpFQEAAEybU/ZFRAQEBAQEBgX8W/xoHq2nTphw6dOi5z/+uXwX39vbmzp07Lw8oICAgICDwD0AYwVLy9/Q6fgf6+vq4u/9zF8MJCAgICAj8GxAcLCX/7D2QAgICAgICAgJ/Q/41I1gCAgICAgICDc8//YDQ+kJwsAQEBAQEBATqDWGKUIkwRSggICAgICBQbyjQqrfrtyASiZg1axZt2rQhODiYjRs3PjfshQsXGDRoEIGBgQwYMICzZ8/+UbU1EBwsAQEBAQEBgX88y5Yt4969e2zZsoV58+axcuVKTp48qREuNjaW6dOn8/rrr3Po0CFGjBjBBx98QGxs/R4wLEwR/guorG6Yw/jtrRtELNBwc/wN+d2DhjpR3UC34U74bqgT1X2HNcwJ8gAl5xtG54b6UgCAtnbDNKxqScONMWj/i2fRGmKKsLKykr1797Ju3TpatGhBixYtSEhIYMeOHYSEhKiFPXbsGO3bt2fs2JpvObq7c+7cOcLCwmjatP7avuBgCQgICAgICNQbDfEDODY2FqlUqvq+L0Dr1q1ZvXo1crlc7cPVQ4YMQSKRaKRRVlZWr3kSHCwBAQEBAQGBvyVisRixWKx2T19fH319fbV7BQUFWFlZqd23tbVFJBJRXFyMtXXtlIu3t7da3ISEBK5du8aIESPqNe/CGiwBAQEBAQGBekOOVr1da9asoXXr1mrXmjVrNGRWVVVpOF1P/n7WQXuax48f89577xEUFESPHj3qtRyEESwBAQEBAQGBeqM+12BNnTpV4zu9zzpSAAYGBhqO1JO/DQ0N60y7sLCQCRMmoFAo+P7779WmEesDwcESEBAQEBAQ+FtS13RgXTg4OFBUVIRUKlV9e7igoABDQ0PMzc01wufl5akWuW/dulVtCrG+EKYIBQQEBAQEBOoNhUKr3q5fS7NmzdDV1SUqKkp17/bt2/j5+WmMTFVWVjJ58mS0tbXZvn07Dg4O9aW6GoKDJSAgICAgIFBvNMRBo0ZGRgwePJjQ0FBiYmIIDw9n48aNqlGqgoICqqurAVizZg3p6eksXbpU9aygoKDedxFqKRQNc7JPZmYmPXr04OzZs7i6ujZEFn413bt3Z/r06QwdOvRvKeubwwoKsx5w+UAoj3PjsXLwofPQUOxcWz43TszlLURf3ICkuhyvVn3oNGgOevpGAFSVP+LywflkJVzD0MSKoB7T8G2jzE9h1gMu7JnF49x4FCgws3Cg55uf0eKVPnXKuXFmC9dObUBUVU7zV/oQMnIOegZKOVKJiLAdC3h4+zR6+oa07zWBDr0nquKe2rWIiLPb1NKzsHGmouwxdk4+2Dn7kHT/ChJRJd4tu9B71BeYmtvWyg7fzPUa2c3a9CFk5BfPyJ5PbOQT2RNp36tWdnr8LU7/vJhHuclY27vTY/hneDXviA5VHN22gMhLBzR0/WLNLQwMTVR/Z6c94Mjm+eRlxmPv4sPAcaG4eLYAQKFQcPnEeiLO/UxVeTEuXn70Hz0bexcfZR1UlHBs2yLiYy6hq2dAYKdBdB7wH07s+JKHt06jq29Ix5AJdAqZqJEPgJy0BxzdGkp+Zjx2zj4MGBeKs4emPVw8uprHeakMmfyV2n2FQsG2ryfh174/rTv24fCWhdy7dQY9PQM6951Al74TNNICyEp9wKFN88nNTMDBxYfBE+bhWqPz08TcOMnOlR/z1bYHqnslj/M4un0JSQ+uo6dviH+7Pvh2/pji/KS/xLYBrh5exL2r6jY3pBA6lz5XnAba+noE3zjAvQ8W8vhSxEvDS7Rgvw3EmICeAtqP+pSOvZ9fr8e3hZKXFY+9sw/9xqjX690bxzh/8H+UlRTg0yKYAeMWYmxmpZaGQqFg+zeT8GvXn4DgWt2lEhFHNs3h7o1jGJtZ0anP5D8lHxWljzixfQEJ9y4hk0gABQ5uTek3Zj5OddjoE+q7LzEwNOXVgf+h41Nt6P7Nk+z96UNCN8aSk/aAY1trdew/9hkdrx/j3NM6jl+ISY2OOWkPWDNfvQ93bNQMp0bNib52GLlMqqGfR9N2jJux5Q+X7xOeV8/5mfHcOraQ+/fvY29vz3vvvUf//v2fW+6/h9vxj+strdZNfv3UXVVVFaGhoZw+fRpTU1MmTZrE+PHjAfD19WXJkiUMHTqUkJAQUlJSNOIPGTKEr776SuP+76XBRrCcnJy4cuUKTk5ODZWFfw0ScSVhG6fi6Nmaoe/vx8E9kLCN05CIK+sMn3z3FLfPrKTL0Pn0n7qF/PRobpxYDigb5akt06koyWPA1C10HDCTa0eXknz3NBJxJSc2TqGiJBcnr1fwaz8AUXUZB9fNID8rXkPOw9unuHhkJX3HzGfMf7eQmRxN+L7lqufhe5eRnXqPMf/dTJ+35nLp6I88uFV76m5BdhLdh37MR19fZvri0xibWeMb0IPJc/ajraPL3etHGDDhKybM2ktVZQmHN3yqJvvSkZX0Hb2A0Z9sISs5mrP71WXnpN1j9CdbCBk1j0tHV/LwtlJ2Rekjfl45jRZt+zIl9CjN2vRh74//ofRxLqd+Xk5GYjQAA8bORd/AmEETFvDZ/y6hb2CsSl8sqmTr11Nxb9Kad+bvo5FPINu+nYZYpKyTm+d/5krYJvqPmc078/diZevClq+nIBZVAXBkywJKi/OZPGsbw6ctI/LKQbZ9PYns1HuM+3Qz/cfM5eLhH7l/U/OUYrGoku3fTsW9cWumztuPm08gO56S/YS7149x4dAPGvHlcjkndnxJ0v1fADixezmZKfd5e+YmBo2fy9mDq7gbcUpTbnUlm1dMw8O3Ne8t2EujxgFs/noa4mp1uVUVpRzdtljtnkKhYMcPHyIRVTFtzjZGvruCh3fOc+PEir/Etp9QlJ9E2z4fE5qG6mr3G37UahvoE7j9G8xaNvnVcY5aQ4YB/CcHXi+Ei0fU28ETxKJKdv5vKo0at2bKF/tx9Q5k5/9q6zUrOYYjm+fw6sB3mTzrZ6oqSzi08XO1NBRyOWE7vyT5wS8a6Yft/JLYO2cABd0Gv/+n5ePAuhlUVhSjp2dIs9a9MDKzQkdXj13fa9roE+qrLwnoNBRbJ29GfbSevmPmc+HIj9yvCVdVWUrYzkUqHXd8N5VGTVozdW5NG/quNn+ZyTEcfqLj7BodN3yuJs+xUTM++fay6nL2aEF26j3G/ncTAycsQt/AmAHjFjBp1m50dPVp12PMn17PUomYXT+8Q/PmzTl8+DBvv/02n3/+OXfv3q2z3H8vDTFFCMpRrKVLl3Lnzh0uX76scq4A4uLiVAMXJ0+eJC4uTuOqT+cKGtDB0tHRwc7ODh2dBjqe+l9EUnQYOnoGtO/3KVYO3nQcOAs9AxOSYzQ7R4C7V7bhFzwW9+bdsHfzo/PQ+cTdPIBEXEVh5j3y0u7QY+QKbF2a4968GwFdJxN9cQNJ0WGgUCCTSek97kcGTVyKqbkt9i6NyUy8oyEnInwb7V4bS5NW3XD29KPfmPlEXT2ARFSFWFTJncv76D1iFk7uLWga1JOOIZO5dW6HKn5hbhKO7s0xtbAjLf4m+gbG9BoxCztnb7yaB2NibkNFSQF2zj607T6GjMTbtbLPbqXta+No3Kobzp7+9B0zn6ir+1Wyo67spdeI2SrZHXpP5maN7IzESLR1dOjQezJWdm4E95uGrp4BafE3uHVxH0FdhmJmaUe7HiPp3G8y0deOYmZph5ZWbWdw90YYevqGhIyYgb2zN33fmomBoTH3ahyTyCsHCe4zgaYB3bB19GTguHlUlZeQnhAJQHzMJTqFjMPBtTFezdrR8pXeZCRG0WfULJw9WtCsdU869ZlMxNna8nrCvRth6Okb0OvNT7Fz9qbPqFnoG5qonDGZTMrRraEc2jgbK3s3tbilRXlsWT6euKjzGBqbI5WIuXlhPwPGzMTFozkt27xGl36T+OXMTg250TU69x05A3sXbwaMnomBoQkxzzhjJ3avwNqhkdq9gpwU0hOjGTZlEQ6ujfH0bUPP198j/vahv8S2n1Ccn4StS3PMZagu/V85xm/azJuOV/dg7N3o5YFrEGnBdTMY8ghcxeBfCZ1CJhNxTrNe70eEoatnQM83lPUaMnIWBoYmPKip14hzO2jRJoRWHQfj4ObLkMnLSLh7iaKCTEBZt1tXjCe+pm6fJun+VSIv7cXU3A4An5bBf0o+pBIxJuY2eDfvhL6hCa9P/Rq/tv0wMDTDwNCEh3U4dFA/fYmtszf3Io7T5625eLcIpmW7fmpt6Mye5VjZKdvDvRodez2j45M2FHF2By1eCSGg02Ac3XwZ+rZ6WRfkJGHr5IWZhR1mFnbKdnDtKCGjZuHh+wpBnV+nU5+3ibl+lAuHf6BFmxCaBr32p9dzQXYixYVZfPDBBzRq1Ihhw4bRpEkTIiJePtL6W2iobxH+3WgwByszMxNfX18yMzM5ceIEvXv3xs/Pj759+xIeHv7S+EVFRTRr1oz4eOXIiUQiISAggO+//14V5pNPPuHbb78F4NatWwwdOhR/f38GDBjAqVPqnf7u3bvp3r07gYGBjBkzhri4uDrlRkdHExgYyL59+wAoLS1lxowZBAUFERwczMKFC1XzvDdu3KB79+7s3LmTzp07ExAQwIwZM9S2ku7evZuuXbsSFBTEqlWrfkMJ1pKXFoWjR2vVC15LSwtHj0Dy0qI0wsrlMgoy7uLk9YrqnkOjVshkEh7lxFL6OBNDE2vMbWpfvNZOvhRm3ic3NRIDYwtcG3dA39AULS0tXH0CcfH0I+jVNzXkZKfepVGTWjmuXq2QSSXkZcaSlxGLTCbFzaf21F03nyCyUmJQyOWIqsopK8rDxsEDgMzkKNwa1+r46qD38GoeTGZyFBWlj7hzZS/uTdqqZOek3qVR4zZPyQ7QlO39lOzGrclOiUYhl2NkaklVeTGxkadRKBTE3QlHVF2BtrYOcpkUbbSxcVTmy71JazKTYpDL1T8nk5EYjXvjILU6adQ4iPREZZ2EjPiUVh0G1EbQ0kKhUFBdVQ6Asakl0b8cRSyqorQon7ioCyhQqJVXoyZBZCZrys5MjqJR49bPyA4ko0a2WFRJXkYcb3+xBzfvALW4OWn3sbB2Yuq8/RgamVLyOAe5TIp749pwHr5BZNSpcwzuTdR1dn9KZ4DkhzdJfhhB94FT1OKaWdgyccZazCxs1e5LxJV/iW3LZBLE1eVUlORhaeuhkfavwbpLWx5duMHV4DdfHriGbH2Qa4FHde29Ro2DyEpWtoOnqate3XwCyUiOUj13f6q9WVg7YWHtRGbN85y0+5hbOzFl7n4MjEzV0r57/RhaWlqMfP+nPzUfunr6DH17OUWFGTRq3JqC7ETios/j0bQdrj6BZCZFaZRRffUlcplUI9wTHVNir5MaG0GX/tOUOiTVoWPj2vw9V8ea5wXZSaq+CyC3jjw2ahxEZlIUqXE36f76R/VSvvDiejYysQBg7969yOVy7ty5Q3JyMs2bN9co9z9CQ41g/d1o8GMaHj9+zKeffsqCBQto164dJ0+e5OOPP+bSpUtYWlo+N56VlRUtWrQgIiKCJk2acPfuXaqrq4mMVI4AKBQKrl27xvfff09BQQFTp07lo48+onPnzkRFRfH5559jY2NDmzZtOHfuHCtXrmThwoV4enpy6NAhxo4dy+nTp7GwsFDJTElJYerUqbz33nsMGzYMgNmzZyORSNi1axcikYgvv/ySBQsWsHixcgokPz+fU6dOsX79evLz85k+fTqvvPIKb7zxBpcvX2bRokUsXLiQFi1a8M0335CVlfWby7CyrABrh8Zq94zMbCnKTdAIK64qRSYVYWxur7qnraOLobElFSV5GJnaIK4uQyKuUq1bKS/OQS6XUlGSi1wuw8TSiRsnviYp6jAyqRRzG81p3urKUqQSEWaW6nKMTSwpLcpDS0sLY1MrdHRrt9+amNsilYiorCimuCADtLS4cnwNifcuIaoqV3OYlOFtiL1zhm8v/YyhsQXjP9/1K2TnoqWlrSHb9CnZjRq3oU23t9i3+n20tLRRyGUMGL8EbR09jM2seJSXikRUzfolY8nPTEAqEZGZHEMjnwBVemUlBar1VLUybMjLUtaJR5PWas9uX9yHXC7FvXEQoJx+3Lf2MxZObYNCIcfBrQkmZtbo1pHnqvJiTMxr1ymUFRdg76JuDybmtuTXyDYyNmfy7F0adQbgG9Ad34Duqr+rK8swNrNUk2tmbqMsq/JiTJ+SW1pcgIOrus5mFjbkZirlSiViDmycx6BxX6Cjq6cWzsjEnCb+waq/5XI5187sxNDYEpOnbBX+HNsWV5dT+igdtLSIPLeG443AWAZdS+CV8jqLSoP0NXWX6Yso1QUTmXpH/HQ7MDGrLd/ykgLsnDXrtaCmXsuLC9RsHpQ2UlqUB2jW7dM0adWVxHuX0TOoPS/oz8rHkzRy02OJuXYYJ/cWtOk+iktHV6nSeJr66ktuX9gNCgXrvxxO+57jadVpiKoNHdn0Bf3GzFPZZV06mj7Vhl6mY2FOEgqFnFVfDKC6qhxbR0+MTdTbkYm5LTKpBP+Og7Gwru1D/8x6trR1ofvQj1ixYgXLli1DJpPx3nvv0aFDhzrDC/wxGnwXoa6uLhKJBEdHR1xcXJg4cSKrVq3CwMDgpXE7deqkGtq8desWXbp0ITo6GplMRlxcHGKxmICAAHbs2EHHjh0ZPXo07u7uDBo0iDfffJMtW5QLCtevX8/UqVPp1q0bHh4efPjhh7i4uHDkyBGVrMLCQiZPnswbb7zBxInKRZHp6emEh4ezfPlyfH198ff3Z+HChRw8eFC1G0EikTBnzhx8fX3p3LkznTt3Vs137927lwEDBjB48GAaN27M4sWLf5XezyKVVKP9zAtLR0cfmVTz9FqpRPlT+enO6MnfMqkY+0atMDa34+rhL5GIKykpTOPu5c3KuOIqFDIZ8bcOIqoq4c33fsLBzZfctPtkp6rP4UvEz5Gjp49UIkYirlbrbAB09ZR/yyRiCnOS0UILG0dPRr6/FlMLO5LuXSY28oxaWiZm1kycvQ/PZh3Y8e1ERFXlL5Qtk4qRiKvq1P+JbLGogqKCDLoMmM7EWXvp1Hcap3Z/SVF+Gjq6ehTkpFBVUULXgdMYPGEBADt/eB9RVYWa/s/q90T3Z8lIiiZs1zKC+0zEzFI5RVOYm4KLR0umzNnBqPe+p7gwWyPukzxLn6lnibhaw4HR1avbHl6GTCqpUw/ls2flVqH7rB0+JffsoZ9w8WhOE79OL5UbtnsFWakPMLNy+UtsWy4VU5yvtDlLO0/ezoX2ZbDHDmKMn5VUf0i0QPeZKcin24FaWFHd9fqk/iXianT0nikrXX2NdOrMx0vaY33nQyKqxsf/VcbN2IJMKubA2k/Q1a27XuurLzE2s8bE3IbAzsM4vm0usZFnVGnau/jg07LWwZeIq9GtQ4cnbVApU9PWpVIxMqmEx/kZyKQSBk1czKAJX1KQk4SoWt1Tryh9BEBAx8Hq+v6J9SyTSniUm8ybb77J3r17mTlzJuvWrePGjRsvjftbkNfj9U+mwUewzMzM6Nq1KxMmTMDT05MePXowfPhwjIyMXhq3c+fO7NmzB4VCwc2bN3n99deJjo7m4cOHRERE0LFjR3R1dUlOTub8+fNqH4GUSCR4enoCkJSUxPLly/nmm29Uz0UiEampqaq/v//+e6RSKY6Ojqp7SUlJyOVyunTpopYvuVxOWlqa6m93d3fV/01NTZFKpar4T3/7yMrKCjc39TUxdbF69Wq1TwVYOvsjl6p/uFImE6Orp3l6rY6u0oF7tiOTSZXhdfUM6Dn6f4Rv/5CNc1oDCrR1lI1ZS1u5Xs7Q2JLOQ0JxsNXG0b0F+VkJRF7ag7OHnyo9Xb3nyJGI0dM3RKGQazgGTzovPX1DSovy0NUz4OKRlVw8shIXT3/0DYy5fWEXTYN6qtIyMrXE2cOPQZOW8b9PuxAbeRof/64vkG2EXC6rU38APQNDrp1cDyjoMmA6AE7uLchOiSEl9hoyqYRx/12HTCbBwNCE/OwkVfzYqPO06tC/Rn99Df1kEjH6+up2nZ54h61fT6WJf2d6DH0fgMLcVE7uWsaMb8+pfqkmP4zgevgOZDIpOjq66nnWV69nXT0DZM/Yg7Sm3H8rOrq6derxPLnSZ+2wpsxzMxKIOL+XD5cceqG880fWcObAj8hlUnT19NE1MP5TbHvTF20wMrWh1auTuHbsK/QNTWnSejDuzbthaGyJ8w/LcBZDgR78Yq5cG/VnoKsA6TOzINIXlO+L6lVXz6BmV14tMumvq3dl3T2/Pf7RfBQXZnLp2CquhK0DwNXTHyNjczyatmPQxMWsWzgcM0t7dOvI6x/tS/w7DqZJq24104A3aNtjDI/zUrl9YRdte7wFwGvDZmiWR11laVCrY922boiOrh6ffn8NPT0DlaPUrsdbhO/7htKiPMytlGcuxcdcAMDRramG7D+rnqOvHSY79T4/b1ROCbdo0YLExETWrVtHu3btXhr/1/JPn9qrLxrcwdLSUn5rKCYmhrNnz3LmzBl27tzJzp07adas2QvjBgQEIBKJiIuLIzIykiVLlhAUFERkZCTXrl2jV69eAEilUgYMGMC0adPU4j857VUmkzFr1iyNYVJT09r5665du9K2bVu+++47QkJCsLa2RiaTYWZmxv79+zXy5uDgQHS0crfZs6fQPn0yxrOnZOg988ukLkaMGEGfPrXHIrw/Zx2VZQVqYarKCjCuWbD6NIbGlujoGlBVVoCVvRcAcpmU6spiVXh7Nz9GzTxLUX4SKLTITb3N9RPLsbD1oKIkDwtbd7RqDm6rKCnAxNyW0se5anKMTSzR1TOgvKQAW6daOZUVxZhZ2qFQKKgsL1KuaapxGCpKC9DVN8TQ2Jw2XUeoHf3wy8n15GfFU1qcD0BC9HmKCjMwtVA6ILp6BljZulFZXlQru7QQWydvNdmmFnXLLi+pkW1kTk7afRxc1Ts9x0bNSE+4RWVZEVra2hjomdTEK0RP3xArWze1KRBzSwfKSwrV0igrKcTUsrZOkh9GsP3bd/Bp2ZE33lmhOgwvJ+0hxmZWatMAbt7+XA/fTkXpI1UHXV5SgF5NeT2NuZU95SXq9lBeUoCphaY9vAxDY3Mqy4rVHLuyGp2flWth5UBZsabOZpa23Lt5mqqKEpZ/0htAtX5r7uTWDJkQSmAn5Xq0RwWZKORy+r/1OU0DX+XYno1/im1XlhVgaGxFZvxVDE2s0DMwUaXxNA4SSHj5b73fjYUUKnRABjzZ7lP+VDt4GrM66rWitEBlU3U9L3/G5p6HuZV9TZuQ1catx3woFNDj9U/wbNqO1LgI8rMSVGHsnJTTyqWPc1W2/TR/tC/R0tLCyNQSM0t7VThbJ29SYm/w8LZyRHzNgtfR0tJCIVfqn3jvCqIq9RGn8pICzCxeUNalharnhs+sfXry47PkcY5Kx5QH12qmsP+6es5JvY+9SxO1DTnNmjVTLa0RqF8afIpQJBKxdOlS/P39+eijjzh+/DhOTk5cvnz5pXF1dXVp3749O3bswNbWFltbW9q0acO1a9e4efMmnTt3BsDT05O0tDTc3d1V19mzZzl69KjqeW5urtrz1atXq50I2717d9566y0cHBxYvny5Kl5ZWZlyMW9NvOrqapYtW/bCj0s+oXHjxmrbY8vLy9VGvp6HpaWlWl4d3APIS7ujctYUCgW5qXewb9RKI66WtjZ2bn7kptY2qLz0KLS1dbFxakp1ZTGHV42iuqIIK3tvrBy8KMx+iKtPBxzcA5CIynmUE49cLkOhUJCReAe0wNLGRUOOs4cfGYm1cjKTotDR0cXBtSmObs3Q0dElMzla9Tw9IRJnj5ZoaWtzI3wrJ7aHYu3gjrWDO67eARTm1C4cPbP3K9Jir+PipdRRVF3Oo7xUbJ280dLWxsnDj4yE2y+RHaV6npF4G2cPP7S0tTGztKcgJ1FNn8LcZOxdfNHW0WXFxz2IvHwQgLT42zi5N+dxfjp2NZ0/gJtPK9IT1OskPeEObt7K/OZlxrPju//Q2L8zb777rdqUgJmVPZVlRZTXTCEoC1TZIT7Oz1DdSkuIxNmzpcYpxa5eAWQkqsvOSKyV/VuwsHFCW0dXdTQFQGp8JK51yHXz8Sf9Gblp8ZE08mlFx15v8fGyY7y/6ADvLzrA65OUU6vvLzpA8yDlepHwAz8Sefkwo6Z/TXDIWGwd/jzbNjazQ1tHl7TYizh7KTdH3Dz1PcfWqp/vlaUP9uqDBfWKixi0FZD21MqA9IRIXGrawdO4egWQkfSMTSXewbWmDbh6BZD+VHsreZxDSVEOrl4BL83HkzaRk157Lll95qOsJI+mga9hamHLqd1LMDGzVqWRnXYftLQpzElSteen+aN9yYVD37P96wlq4XIzHmLr6ImZpT3Onn68M/8Q00IPMnD8lwB0H/IBZSUFL9Yx4ZmyfpyDq3cA+VmJLH4nSLWrT6mE8p/qihJVegU5idjV9Fd/tHx/bT3X1belpKTU+1mUwi5CJQ3uYJWVlbFr1y5WrVpFRkYGFy5cICsr61fvaujUqRMHDx4kKEi5OLhNmzacP38eV1dX1XTeqFGjuHfvHt9++y2pqakcPXqUb775BmdnZwAmTJjAli1bOHToEOnp6SxfvpywsDC8vb3VZOno6DBnzhwOHjzInTt38Pb2pnPnzvz3v/8lJiaG+/fvM3PmTCorK+v89tGzjB49mrCwMPbs2UNSUhJz585V7UD8LXj59UZUVcYvRxZTlJfIL0cWIxVX4d1KOQIklVSrjQK06DCS6IsbSLkXTn7GXS4fmE+zdsPR0zfC0NgSiaiS6ydWUPoog4c39hJ3cz+tuk7Gy683CoUCcXUpZ3d8zJGNM6kse0xBVgKBXYYjEVer/bJq3W0k105tIPZOONkpdzmxfT6BnYejZ2CEnoER/h0Hc2JbKNkpd4m9E8710xtp20N56m6TVt1Ii7/JtVMbeJyfTlVlGaKqcrR1dCnITsTUwo6qilIMjcwoyErg4NqPsbBxwqelcrq2TddRXD+9gbg74WSnxBC2I5TAzm/Uyu4wmLDtoWSnxBD3jOyA4OEk3r3EjTObKSrI4Eb4ZpLuXaFtj7EEBg9GKhFxau/XnD/8E5ePb0Auk2Jh7YCTR3PVepEWr/SmurKMEzuWkJ+VyIkdSxCLKvFrFwLA4U2hWFg70mfkZ1SWFVFWXEBZcQEScTVu3q2wc/Zm/9rPyctMICU2gvD93+Po1pTj2+aTlXyXh5Hh/HJyI+1fU+a5rKRAJbt5jeywnYvJz0okbOdixKIqWrSt+zDYF6Grq0/rzoM4uGk+Gcl3uX8rnEsnNtGpt/LMnid5BvBr25uqijKObl9CXlYiR7cvQSyqwr9tCMamltg6uKsuc2vlr3hbB3cMjEzIz0ri3OHVdO0/GY8mQarycPRs/ZfYNoB7827kJN8k+uIGCnXhqhncMoVuxb+52H41+grlIvp9dpBuAHeN4dqpjbSrqdfyp+u1jbJeT+5aTEF2Iid3LUYiqlKN9LbpOoKYa4eJvLyPvIw4Dq3/jCb+XbGye/nLU8/AiFYdB3P+4P8A5bENf0Y+TC3saBbUk4S7F6ksK2LvTx9wcP2nOLj6IpWIaF6Txp/Rl9y6sBPfwNfYv/pDoq8exNnTj5vndxLc921sHNzRNzTGyNQSgFe6j0JUVc7JXco2pNKxpg290q1Gx0v7yM2I4+D6z2jSSqmjrZMX1g7uHNn8BXmZ8aTF3yZsxyLsnH04vXcFWSl3uX1xDzKphHavjflL69mv/QCK8jNYvnw56enpHDp0iD179jBmzJiXxv0tCLsIlfwtTnJPSUlhxYoVpKSkYGNjw/jx4xk3btyvSic9PZ2ePXuyaNEihg0bhkQi4ZVXXmHkyJF89tlnqnC//PILK1asID4+HgcHByZMmMDo0aNVz7du3crmzZspLCzEx8eHGTNmqKYMnz1d/f333ycjI4N9+/ZRUlLCl19+yYULF9DV1aVz587MmTMHKysrbty4wdixY9WOfPj8c+WBcE8ONDt69Cjfffcdjx8/5vXXXycyMpLRo0f/5pPc89NjuHwglKL8JGycfOk8NBRbF6WTGnfrABf2zGLqslhVnDvn13L3snKBqadfL4IHz1WtdSjOT+bSgXkUZNzDzNqVdn0+xr15NwDy02M4v2cmxQXJoABza0d6vTmTZq17EX31AEc2zeKL9bVyrp5Yy40zW5BKxTRr3Ys+b9XKkYiqOLE9lIeRZzA0MqVD70m061lb73F3znLh8Pc8zkvFwsaFVh2H8OBWGIU5Sdi7+OLs5U981Dkqyx9j4+BJXsZD5qyrLeurYWuJOLMZqVRM06Be9HlrnrrsHaHERp7G0MiU9r0n0e618aq48VFnuXj4ex4XpGPj4En31/+LV/OOaCsqOLxpLncjTqKQy9HS1qGxXycGjJ3Lio+7M3TyYoI6DwEgMymGw1tCKchOxtHNl4Hj5+Hs3pyy4gKWfqC+bu8JT+KXPM7l+I7FpDyMQN/AmIBOA+nYexIndi7i4e0zGBiZ0qnPJDr0UpbXvAlNGTxpMYE1JzZnJsdwbEsoBTlJOLj5MmBsKE7umj9aDq5X2uOzJ7kDfPvf7nQdPJ2gDr05tHkB926extDYjC59JxIconx5fT6mOcPeXkSbLkqdM5JiOLhpPvnZyTi5NWHwhHm4eGjKTXoYwbrF41UnuV84uo6Te76ts0yGTN/zl9g2QOr9s9w8/T2lWXFYS6Hv49+3/qqfJI5rPcb8qpPcxVqwz1Z5kruhHDqMnkn7mnYwf1JTBk1YrDqJOys5hmPbQinMScLB1Zd+Y9TrNerKAc4f/oGqihK8W3RiwLgFGJtaacj87tPudB04Xe2Eb4moioPrP+Vh5BlMzG0I7jvlT8lHdWUZp3Yv4WHkadXBuk6NmtF37AKcGinT+LP6kke5KejqKtdHGpta0jGktg2FTmxKpz6TuRq2ntCNsco2tLVWx/7PtKE7Vw5w/lCtjgPH1+pY8jiHsJ2LSY29gZaWFn7tB9Bt8Huc3LWYB7eVX0SoLC9i9uoYdPX0/9J6zkiM5M7J5cTFxeHs7My0adMYMGCARtw/wtUHv3Lr7a+gU3PTlwf6m9JgDpZA/fHN4YapQvv6//j4r6ahftkY6jfcvhaZvGF0NtBtOJ1TchpmkN13WNOXB/qTKDkf+/JA/zLkDfQW0mnAOZyGfPOOCv5z+5IrDypeHuhXEtzc5OWB/qY0+CJ3AQEBAQEBgX8PDeUw/9342zpYMTExL5wmdHZ25vjx439hjgQEBAQEBAQEfh1/WweradOmHDp06LnPnxyxICAgICAgIPD34Z+++6+++Nt6Kfr6+moHdAoICAgICAj8/fmn7/6rL/62DpaAgICAgIDAPw9h65ySBj8HS0BAQEBAQEDg34YwgiUgICAgICBQb8iFNViA4GAJCAgICAgI1CPCGiwlgoP1L0AiaZgJ7/CzBS8P9C9j/ujiBpP9S16TBpFrZihtELkAlmYGLw/0J9CQh31adGuYQ04rLz9sELkAvjaFLw/0JxCdY//yQH8SOtrCQqV/O4KDJSAgICAgIFBvCIvclQgOloCAgICAgEC9IZyDpUTYRSggICAgICAgUM8II1gCAgICAgIC9YbwLUIlgoMlICAgICAgUG8IuwiVCFOEAgICAgICAgL1jDCCJSAgICAgIFBvCLsIlQgO1r+UR9kPuHp4PkV58VjZ+9BxUCi2Li1eGu/KwS8wNncgqMd01b2KkjxuHF9MdvINdHUN8PTvQ+ueH9UZv5GjLuP6m+PqoEtWvpQtx0pJy6n7HCVdHXi9uynt/Awx0NMiNlXM9rAyikrlAJiZaDG2nzktvPQpq5Rz9FIFV6Kqn5v3hpAtFov5YdVqrvxyDQN9fYYNHcywoUPqlHkj4iabtm4nOycHJ0cHxo8ZTYf27QBQKBTsO3CII8ePU15eQacO7Xl32hSMjIzqTEsiEXFi2wIe3D6Nnr4hHXtPoGPIxDrD5qQ94NjWUPKy4rF39qH/2FCcPVpqhLt0dDWP8lMZMukrdVliET+vX0zUjXD09A3oMXAcrw0YV6esjJSH7Fq7kOz0RJzcvBn59hc08m6u0vHs0S1cOrmbyooyWrXtzvCJMzE0MgaguqqS/VuWERNxHl09PV7tM4qmwe+Ql/GAUzvnUZAVj62zD71HzsfRXTP/T7h5djMRZzYgri7Ht3Ufer75BXr6ynIsyk/j9O4FZCVHYmhsQeuuo2nXazJSiYjTu+cTezsMmVQMaGFl60LHkEkEdRmuUZ7Ht9WWZ78x6uV598Yxzh/8H2UlBfi0CGbAuIUYm1mppaFQKNj+zST82vUnIHio2rMKbVjqCh9mg/VvPIJMW1+P4BsHuPfBQh5fivhNcSViEUe3LeDBrTPo6hkQ3GciwX0m1Bk2O+0BRzbPJy8zHnsXHwaOC8XFs4VKt8sn1hNx7meqyotx8fKj/+jZ2Lv4aKRzdOsC8rISWb7im+fmSywWsf6nb7nxy0X09fUZOGQkA4aOqDPs7Zu/sGvrOnJzsnBwdGLEmLd5pV2wRriUpHjW/riC1NQU7Jx86DtmPk4vsKkb4Zu5fmoDoqpymrXpQ8jIL9AzUNqUVCIibMd8YiOVbbF9r4m07zWx5pmY41vncD/iOHK5FEMjc/qMDqVF236qtL+a/gqiqjI1eU7uLQgZOZtGjYOem6eX8TI7PXnyJN9++y15eXkEBQWxcOFCXFxcfre8pxFOclciTBH+C5GIKzm9ZSqOHq0Z9J992DcK5MzWaUjElS+MF3NpPfG39qndUygUnNv1AVJJFf3e3kbXEV+TEXueyPDvNeLr68HHb1kSny4mdM0jEjMkfPyWJfp6dcsb0s2UoGYGrNlfwqKNj9HR0eK9Ny1Vz99/0xJrc22+2lzEzpNljOhtRutmdR882VCy123YREJiIssWf8n0/0xj+87dXLpyVSNcckoKCxYtoXev1/jph+/o1yeEhUuWkpScAsDxk6fYtnMXE8eO4dvlSyl89Igly76uO/PAmT3LyE69x7hPN9Nv9FwuHPmR+7dOaoQTiyrZ8d1UGjVpzdS5+3HzCWTHd9MQi9Rt4e71Y5w//EOdsg5u+4b05Pu8P28db06eTdje1UReO60RTlRdyarF7+LTLIjPl+7Gq0krVi15F1G1UtaV8H0c3/MTA0e9z8dfbqH4cT6b//eZKv7ONaEkPrjNlE+/Y8KHS7l8eg/XTq5h78opuPq0YdzMA7h4BbJv1VSN/D8hLvIUV4+vpPdbCxjx4RayU6K5cGA5AAq5nH0/TsHYzIrxsw7Se9R8fgn7iQcRRzl/YBnZyVGAFj5+3dHR1cPHrwthO78kPvqCWnnu/N9UGjVuzZQv9uPqHcjO/9WWZ1ZyDEc2z+HVge8yedbPVFWWcGjj52p5VMjlhO38kuQHv2jkv6qihA2OUP47fvpqG+gTuP0bzFr+vgNpT/28nOyU+0z8bBMDx87l/KEfuXfzlEY4saiSrV9Pxb1Ja96Zv49GPoFs+7a2DG6e/5krYZvoP2Y278zfi5WtC1u+noJYVKWWTnrCHSLO7X5pvrZtXEVyQizzFn3H5Hc+Ye+uTVy7cl4jXFpKIisWzaF7z34s/34jPUMG8fWSL0hNTlQLV11dxeLQGTRr0YrJcw7g6hPI7u+fb1MPb5/i0pGV9B29gNGfbCErOZqz+5ernofvXUZO2j1Gf7KFkFHzuHR0JQ9vK9viqV0LeXDzBC7eAQwYvxiZXMqh9f8lPysegNKiPERVZQycsBhdPQP6vvUFE2fuwsevMzv/N4WyoryXlk9dvMxOIyMj+eSTT5gwYQIHDhxAX1+fjz/++HfJqguFov6ufzKCg/UvJCUmDB09Q14JmYGlvTft+s1Ez8CY1HuanSWAuLqcczs/IObSekwsnNSelRSmUJARTefXF2Pl0BhHjzYE9nif5OhjGum0a2mIWKrg59Pl5BTK2HmyjCqRgrYtDOuUGxxgyP6z5cSlScgukLHpSCleLno4WOvg4axL40b6rN5fSnqulOh4MSeuVNCno3GdaTWE7KrqasJOn+GdKW/T2Meb4I4dGD5sKEeOHdeQd/7CJVq18mfIwAG4ODszsH8/Wvn7cenyFQAOHz3GsCGD6db1VTzcGzHj4w+5cfMmGZmZmvUlqiTy0j5CRs3C2b0FzVr3pFOfyUSc3aER9l5EGLp6BvR641PsnL0JGTkLA0MT7t9UvgBkMinHtoZyeNNsrO3c6pT1y9kDDJvwGY28mhPQrgevDZrApZOaL8bbv5xCT9+AIWM+wdHVi2ETPsPQyITIa2cAuBi2kx4DxtImuC/Obj6Mnf4l9yIvkZeVQnlpEbevnmTklC/wbhqIT7PWDH7rQ26cXouungHdhn6KrZM3PYbPRt/AhLhITWcS4Nb5rbTpPg4fv244efgTMmo+Mb/sRyKuoqKsEHu3ZvQaGYq1vQfeLV/Fo2kH0uJvEHN1L57NgzGzcmDI1B8I7vM2uRkP8e84iHs3am39fk159nymPB/UlGfEuR20aBNCq46DcXDzZcjkZSTcvURRgbIeS4vy2LpiPPFR5zE0NlfLe3rCbdYueB3R7/jxb9rMm45X92Ds3ei3RwZEWnDr4j76vjULZ48WNG/Tk+C+k7germlTd2+EoadvSMiIGdg7e9P3rZkYGBpzL0LZv0ReOUhwnwk0DeiGraMnA8fNo6q8hPSESFUaUqmYQ5vm4uYd8MJ8VVdXcfb0MSZM+QAvH1/adezCoNdHcfLYAY2wly+G07JVEH0HDsPJ2ZWQ/kNp6RfIL1fOqYX75dI59PUNGDPxP9g6edPrzdnoG5rwsI4fKAARZ7fS9rVxNG7VDWdPf/qOmU/U1f1IRFWIRZVEXdlLrxGzcXJvQdOgnnToPZmb53ZQVVFM1NV9aOvoMuK9NbTq9DrB/d7BzMqBzKQ7ABTmJGFqYUfSvSu06jSEV7q/hZtPIN2HfIipuS3xMRdfWD7P42V2unHjRgYOHMiIESPw8vJi9uzZFBQU8Pjx498lT6Bu/t85WFu3bqVbt274+fkxdOhQbt26BUB8fDxjxozB39+f3r17s2NHbceiUChYvXo13bt3p2XLlgQHB7Ny5UrV89jYWEaMGEGrVq3o3Lmz2jORSMTy5ct59dVXCQgIYNq0aeTk5ACQmZmJr68vp0+f5rXXXsPPz4+pU6dSXFz8h3TMz4jGwT0ILS1lT62lpYV9oyDy06PqDF9WlIlMKmLQu/sxs3ZVe2Zkakuv8eswMrVVuy8WlWuk4+2qR0K6RO1eYoYEb1fNYSQtLVhzoJT7yWKNZ0aGWthZ6VBaIaegSKa6n5EnxcNZD506rPavkv00yckpSKVSmjer/bRJy+bNiY2LRy6Xq4Xt2aM7k8ZrTqtVVFYAkJubS1Pf2pEHG2trLCzMefgwTiNObkYsMpkUN59A1b1GjYPISo7RkJuZFEWjxq3VbMGtcSCZSVGA0oHKy4xj8pw9uPoEPFeWV5PaZ95NA0lNuKshKzU+Bu+mgWqyvHwDSImPBqAwLwuPxv6q8BZWdpiaW5EcH0NhntIB8Wjsp3ru4t4EUVU5Dm7N1NJ08Q4iKzlKI69yuYzctLu4+bRR3XP2DEAmk5CfGYuphT2DJn+HgaEpCoWCzKTbZCTcxNzaCZlMSmCXkfQds0StPBUKBdVPTd9kJtdRnj6BZNTkJzM5Cvcmr9TqaO2EhbUTmTXPc9LuY27txJS5+zEwMlXLf+K9KwQGv8743zFoYd2lLY8u3OBq8Ju/PTKQrQ9ymZRGjQNU99ybtCYzSdOmMhKjcW+s3r80ahxEemIUACEjPqVVhwG1EbS0asqxts+4dGwdjm6+eLfs+MJ8paUkIpPKaNKsdmqraXN/EuIfaOSra48Q3ho3TSONyooKtb/j4+7TtLm/eh16B6nq6Gnkchk5qXdp1LjWply9ApBJJeRlxpL3pC1617ZFt8atyU6JJj3+Fjo6eni37Kyq6059pvD+0gsEdVHWU0F2IjaOHnTqM4kOvcZryH8ydSiViAnbuYhlH7Rn2QftObBuBlXlxc8tt5fZaUREBD179qzNs5sb586dw9ra+rlp/hYUCq16u/7J/L9ysB48eMCyZcuYN28eYWFhtGnThg8//JDKykrefvttWrduzZEjR/jss89YtWoVhw4dAuDQoUNs2bKFRYsWcfLkSd59911++OEH7t+/D8Cnn35Ks2bNOHbsGIsWLWL9+vVcvKj85TFv3jzOnDnD0qVL2b17N1KplP/85z9qncPq1av55ptv2L59O3fv3mXTpk1/SM+qsgKMzdW/sWVkakNFSW6d4W2cmtJz7GrMrDTn3w2MzHFtXLuGQSGX8/D6Dpy92muEtTTVobhMvdMrKZdjba6jEVahgAfJYiqqaseAe7U3prRCTkaelNJyOcaGWmpTfNYWOujqaGFkqNno/irZ2tq16T0uKsLC3Bw9vdqAVpaWiMViSsvU11Q0auSGt5en6u/UtHTuREUT0KqVMv+WlhQ+eqR6XlVdTVlZOSWlpRr5Ly8uwNjUCl1dfdU9U3NbpBKRRqdbXlKAmaW6LZia21JaM/VgZGzOpFm7cHTz1ZDzRJaJmSW6T+lobmGDRCKiokxdVklxARZW6rLMLW0ofpRXE8+akse13oOoupKK8lIqyoows7QBoPhxvup50SOlveoZmqilaWJuQ1mxpi2LKkuRSkSYPqWvto4uRiaWlBWph189pzs7VozC2SsQawcvjE2tsHbwxMUroEaGsjzvR5zAs1mH2vKoozxNzG0pq9GrvPjF5e0b0J0hk5dqrMkC6D7kA7oMeAdNi3056Wt28fC/S5BXPX+N4oso1QVjs2dsysKmTpsqKynAzOpZHW0orSljjyatsbB2VD27fXEfcrkU95r1RAXZyUSc203fUepTp3VR9PgRZuYWam3MwsoKiVhMWVmJWlhXNw88vGrXeWWkpXA3OhK/Vq3VwhU/foSVjfoPRhNzGw0bAaiusSmzZ2zK2MSS0qJcykuUbVGnjraYnxWPjq4+4uoKvv6wLYumNuPbTzoSG1k7vV6Qk4xEXM2pn79i89Ix7PhuCo9yU0i8e5lHeal4NlP2s2cPfEN26l3e+mAt42ZsQVRVxt6fPnxuub3ITqsrSykpKUEmkzFp0iQ6derEO++8Q17e75uOrAu5ov6ufzL/rxysrKwstLS0cHZ2xtXVlQ8//JDly5dz5MgRbGxs+PDDD/Hw8KB79+5MmzaNrVu3AuDk5MSSJUvo0KEDrq6ujBw5Ejs7OxISElTpWlpa4uLiQpcuXdi0aRPNmzenpKSEw4cPM3fuXNq3b0/Tpk1ZsWIFKSkpXL1au07n/fffx9/fn1atWjFgwADu3r37h/SUSqrR0dFXu6ejq49Mpjli81u5eWoFj7If0LrXBxrP9PVAIlVvEVKZAt1fsZ4k0NeAkI7G7DtbjkwGyVkSisvkjO5jjr4e2FvrENJBOUWnq6PpYP1VsrWeEi0SidQ6fkD1t0SiPpr2NCUlpSxYvIQWzZvRsWaRe9fOndm9Zx/p6RmIxWLWrNug1EGqmY5EXI2unmb9KsOL6wirpxFWKvl1tlCXrCd/PytLLNKUpaurrwoX1DGEUwc3kJuZjEQsYv+WFSodbeyc8Wzsz95NS6koK6GkqJDje34CQFtLvZvS0dVHVkf+JeJq1XON8M/kdfCU73n9P6vJz3xIzJW9GnEUNYs/jE2taPNq7aiQRFSNju4zOurV6igRV6NTR3nXld+/ExItNPV6kU09W8Z6ddtURlI0YbuWEdxnImaWdigUCg5tmkv3IdMxtbDVCP8sIlF1HW2sJl8vaGOlJcWsWDIH3+YteaW9+iL3utLUeaoOn+a5NqWntCmJuKpOewMQVZUjFlWSEnsNt8Zt6D70v4irK9m3+n2yU5V9/KOcZKoqSujS/x1GTP8RPT0DNi8dw6ENn+PXfgBO7i2QiKq4eW4H/cfOx8XLHwdX5dRzalwEeZmaI9zwYjsV16yJ/PLLLxkwYAA//fQTYrGYqVOnaowKCvwx/l/tIgwODqZJkyYMGDCA5s2b06NHD4YPH86lS5eIjY0lMLB2mFcmk6Gjo/wt2b59e6Kjo/n6669JSkri4cOHFBQUqIxx6tSpfPPNN/z888907dqVQYMGYWdnR3R0NHK5nFY1oxSgHKnw9PQkKSkJT0/liIa7u7vquamp6QtfznURfWEN0RfXqv62c/XXcKZkUjG6enXvSPu13Dy5gvu/bKXbm99g5dCENk0r6N+5dnQhOVOCnq6686Oro4X4JeoENTXgnWEWhN+o5FKkciGsRAo/7inmP8MtWT3TntIKOSeuVjIqxIwqkYL+nY0bRPbTHZC+np5GXT3528Cg7sX4RUVFfD5nLgq5gi9mfY62ttJ5GDXyTXJyc3n7P9PR1dGhb58QvL08MTbWXHOmq2eg8TJ74kDo6RvWEVaiEVbPoO61ab9G1pO/9fXV7UmvDllSqRj9mjz1GTaFwvxMvvx4CDo6unTqORxXD18Ma6ZPxr63mG/njufTiZ2Vsp+8ILTU61UmFWvo+SSvT54/G173mbw6ufvV6CLi6IaPMTSxVD0TV1dwZNNsAIZN+1a1W+yJDNkzTq9UUpsfXT0DZHWVdx35/Tuhq0BTr+falKYzIpOINewhPfEOW7+eShP/zvQY+j4ANy/sQSGX80rXN35VvvT1DepoYzX29xwbLi56zMIvPkIhl/PJzIUc2redA3u2q543btJMI02Z5DfalESMnr4RcrmsTnsD0NU3QCGXYW7txPB3VqKlrY22jg4XDn3HnUt7cPNqyVsfrUcuk6BfM0r76qDprAkdjJV9IwaMWwhAUUEGMqmEDYtHqslRKOQ8yk0lPvo8l4/X9v9vfbj2hXaqXfNeGz58OIMHDwZgxYoVdOrUiaioKIKCfv/Oxdq8/eEk/hX8v3KwjIyM2Lt3LxEREZw/f54DBw6wa9cuunXrRocOHZg7d26d8fbu3cvixYsZPnw4vXr14rPPPmPs2LGq51OmTKFPnz6Eh4dz7tw5xo0bx8KFC/Hz86szPZlMpvaifvbX1G+lads38fQLUf0dc2k9VWWFamGqygsxNrP73TKuHf2S2IjdvDp8KR4tewFw/lYVEfdFqjD9OhljYao+2mBhqk1xmYzn0a6lAW8PseDCrSp2nVJf15WSLWXG/wqxMNWmrFJOS299SivkiMSKBpOteKrnsLGxoaS0VM0Zf1xUhIGBPqYm6tNaAIWFj/h01hwAVny1CEsLC9UzI0ND5sz8jIqKCtDSwsTYmOGjxuDg4KCRjpmVPZXlRchkUnR0lE24vKQAXX1DjYXTZpb2lJcWqN0rLynAzOLX2YKZlT0VZcVqskqLC9HTN8TIxEwtrKW1PaXF6nZXWlyIuZVSloGhMZM/XkFVRRloaWFkbMpnk17Fxt4ZAHunRsz55iD5OWkYGJlQVJDDqiX/QSoRqaVZUVKIiYX69AeAkYklunoGVJQWYuPoDSjXFVVVFGNqYUdFaSFZyVE0CXhNFcfWyQe5XEZVRTFymRSJuJq9KyfzKC8FXT19nN3VjzYxs7KnvES9PCtKCzC1tHvu8/KSQtXzvysWUqgse9amlPX8rE2ZWzpQXqJez2XP6Jj8MILt376DT8uOvPHOCtUPibvXT5CVeo+FU5VrmmRSCXK5jNHDevHtqm3Y2avbu7WNLWWlJWr5Ki56jL6BASYm6mvYAB4VFjB/tnJ0PXTJD1hYWNGzz2A6BHdXhTm8bwfFRY/U4pWXFmJah00Z19hUeWkhtk61NlVZY1MKhYLK8iLkMinaz7RFK1s3tLS1sXP2QatGfxsHT6QSMaVFynW4unr6UDMil5+VwLavJ6Grb4R/h0Eqh08uV/ZhEz/fgb6B+g8uE3MbPJu2o0WbPqp7ZlYOL7RTY1Mr9PT08PLyUj2zsrLC0tKS3Ny6l5H8VoSPPSv5fzVFeOfOHdasWUP79u2ZOXMmJ0+eRCQS4ejoSEpKCq6urri7u+Pu7k5UVBTbtm0DYNeuXbz77rvMmjWLwYMHY2VlxaNHj1AoFIhEIr788kv09fWZMGEC27Zt44033uDUqVO4ubmhq6tLVFSUKg9FRUWkpaWpRq/qAwNjS8xt3FWXvVsA+el3VM6AQqEgL+0Odm6tXpJS3dw5+yOxET/T9c2v8fKvPb+lokpB/mOZ6krMlODjpu4sNm6kR1Jm3cNIzTz1eXuIBWcjKtkepr5mycRIi1kTrTAx0qKkXI5cDq0aGxCXKm5w2U/w9vJCV1eXh7G1w/T3HjygSePGqhfKE6qqq5k1NxQtLS1WfLUYGxsbtefrNm7idPhZTExMMDE2Ji4+gcqKCrUF9E9wdGuGjo4umUnRqnvpCZG4eLTUkOvqHUBGorotpCfewdXr19nCE1kp8TGqe0mxd3D3bqEhy6OJPynx0WqykmKj8GyiXNh+cNs3XL9wGCMTM4yMTUlLvEd1ZTleTQKQy+X8sHAqxY/z8Gzij7ObN9kZCZjbuJCbdk8tzczkSJw9NfOvpa2No7sfmYm3VfeykqPQ0dHF3rUpxYWZHFw7nbLi2rUmuen3MDKxQkdHl6ykOxxcM53iwkz8OwzExdNf9WJUladXABlJzy9PV68A0hNrd8uVPM6hpCgH15q1XX9XXMTKtUUZT9lUWvxtXDw1bcrNpxXpCc+UQcId3LyVZZCXGc+O7/5DY//OvPnut2pTVcOnLuP9xUd5d+EB3l14gFe6v4mLZ0uWf78R62faBICHZ2N0dHWIj32guhd7Pwbvxk018lVdXcWief9FW0ub+V/9gHXNOiszM3OcnF1VV5OmLYl/+IxNJUbiUkeb0NLWxsnDj4yEWpvKTFLalINr09q2+NQC+YzE2zh7+OHqHYBCLic3/aHKSSrMSUZXzwALGxcUCgXff96TqCsHKCvOZ/s3k7Cyc0VbWwdHt9p2b2Xnhpa2DpXlxVg7uGPt4I6BkSmnfl5CRekjjEwtVfetHdzR0zd8oZ1q6+jSokULYmNjVTIeP35MUVFRvZ2DJaDk/5WDZWhoyI8//sjevXvJzMzk+PHjVFZW0rNnT6qrq5k7dy5JSUlcvHiRRYsWqV6CVlZWXLt2jZSUFO7du8dHH32ERCJBLBZjYGBAZGQkCxcuJDk5mbt373Lr1i2aN2+OiYkJw4cPZ+HChdy4cYPY2FhmzJiBo6MjnTp1+tP09GjZG3F1GTeOL6EoP5Ebx5cgFVeqRrmkkmoqywpekoqS4vwkoi78hH+XyTi4B1FZVqC6nuXmAxHGhtqMCjHD2U6HUSFmGOhpEXFfuY5BTxfVKJO2NkwaZE5cmpgTVyuxMNVWXTo6SgfKUF+LN3uaYWelQ5cgIzoHGnHiaoWG3IaSbWhoQM8e3fnfj6uIi0/g6rXr7DtwiCEDlTuoHj8uQiRSjr7s/nkvObk5zPj4Q9Wzx4+LlCNWKHcNbt+5m7j4BOITElm64hv69+uDuZn6KBGAvoERrToN5ti2ULJS7vIwMpxfTm2kXU/lqGpZSYFq7UjzNr2prizj5K7F5GclcnLXYiSiKlq07aORbl3oGxjRrutAdq9bSFriPaIjzhF+ZAvd+r0FQElRIWKRUlZg+55UVpSyb9NScjKS2LdpKWJRFUEdlCOeFtZ2nNi7mrTEe6QnPWDz9zPp3OsNTMws0NbWRt/AkMM7/kd+ThrREec4sXc1XQZ+iKiylLN7F1GYk8jZvYuQiKpo2lqZf4m4Wu2XemCXUdw4s4H4qHByUmM4vSuUVp3eQE/fCCcPPxwbteDE1lkU5iSSdO8iFw4sp2Pfd2jZfjBHNn5MWtx1/DsOI+rqQVp1HEx5SQEF2Ul1lmdB9lPl+YoyP226jiDm2mEiL+8jLyOOQ+s/o4l/V6zs1Hfn/t3QV0Bg8GCObA4lM/kuD26HcyVsEx16jQGgrLjWplq8oiyDEzuWkJ+VyIkdSxCLKvFrp+xfDm8KxcLakT4jP6OyrIiy4gJVfHNrB2wc3FWXkYkFuvoGODm7qkaonsbA0JCu3fuw7scVJMY/JOLaJY4c3E2/gcrDX4uKHqna2IE928jLzeLdj2apnhUVPaKiQn10un1wVyoqytm09nsKshM5/fMiJOIqmrep26badB3F9dMbiLsTTnZKDGE7Qgns/AZ6BkboGRjh32EwYdtDyU6JIe5OONdPb6Rtj7HYOHrh1SKYqopi9q/5kKir+7l05Huk4mpadXqditJCvFsGc+HwSg6u/0w5nW5gjKmFLU7uzSkvKUBcXYGBkSlBXYZzfHsoqbE3KMhO5OCGz3icn47lc+zqZXb6ZDAgLCyMpKQkZs2aRbNmzfD3968zvd+KsMhdiZZC8f9rtvTw4cOsWrWK7OxsnJ2def/99+nXrx/3799n8eLFxMTEYGlpybBhw3jvvffQ1tZWGeDDhw+xsbGhT58+pKenY21tzYIFC0hLS2PBggXcuXMHXV1dQkJCmDVrFoaGhlRVVbF06VLCwsIQi8V07NiROXPm4OTkRGZmJj169ODs2bO4uiobyg8//EBERIRq9OzXsHSf5sLEgowYfjkcSnFBMlaOvnQaNA8bZ+WJ2gmRB7m8fxYTFz3UiHdi/VgcPduqTnKPvriO26frPmW5w8hLGvc8XZSnqTvb6pKRpzxNPT1XeRx1cIAhkwdbMD40D29XPb6YXPeW4K82PyY2VYKjjQ7jB5jj6axHQbGMveFlRMc/f7HwXyF7/uhitfDV1SK+X7WKK1evYWJizPChQxg6eBAAvfoN5L8ffkCvnj2YOPUdMjOzNOT17NGdGR9/iEwmY+2GjZw9fwEtLW1e696VyRPGq6YeAX7Jqz3GQSyq4vi2UB7cPoOhkSkdQybRoZfyGIjQiU0ZNHExgTUnhGcmx3BsayiFOUk4uPrSf2woTu7NNfJycINyV9ezJ7lb6Jewe92X3LkejpGxGa8NGkf3fsoX77vD/Rn9n4V06KbUOTXhLrvXLSQ3MwVn98aMnPIFbp7NAJDLZBzYuoKIy8fR0tKibZcBDB79oerFWlJUyK4184m/fxMzC2tCXp+Ci9+bZKfGcHrnPB7lJmHn4kvvUfNxcFPm/+61A5zYOpPPfqodRbx+ai03z25GJhXTJLAXvUbMU62lKSvOI/znhaTGXkPfwIigV0fTPmQqUkk1a+f2orykdhfj0wyasFh14npWcgzHttWWZ78x6uUZdeUA5w//QFVFCd4tOjFg3AKMTTV3DX73aXe6DpyucZK7rGdTvmwEc9J/+0nuAP0kcVzrMeY3n+ReHB7JkS3zeXDrDAZGpnTuO5GOvZU2NWdcM4ZOXkxQZ+VXCjKTYji8JZSC7GQc3XwZOH4ezu7NKSsuYOkHXepM/+n4Tzh7cCUpsREvPMldVF3NulVfc/2XixgbmzDo9ZH0G6RcwzW8f2f+8+FMur3Wlw+mvUV2ZrpG/Fd7hDD9o9lq9xLiHrBu1Qoy0tOxd/Wl7+j5ODZS1mH01QMc3TyTOetqbepq2FoizmxGKhXTNKgXfd6qtSmJqIoTO0KJjTyNoZEp7XtPot1r4wGorizj8MZPSYy5gEIhx8jEkr5jFuDk3oKVM3sw+qP1JNy7zI0zW+rU/dWB79J10HtIRFWc3rOM+zdPIJNJcW/Shj6jvnih4/4iOx0VrMWePXtYvXo1jx49om3btixcuBBHR8fnpvdb2Hu9/hbLD2//zx0H+n/nYP0bqcvB+it4eO/XjYL9m3jWwforedrB+iuxM2u4HXDphXVvFvizMdRvuG7RopvmtPBfQeVlzR9cfxW+NoUvD/QnEJ2jue7qr0JHu+FsbFTwn7tGSnCwlPy/WuQuICAgICAg8OciDNso+ee6hgICAgICAgJ/O+QKrXq7fgsikYhZs2bRpk0bgoOD2bhx43PDPnjwgOHDh9OqVStef/117t2790fV1kBwsAQEBAQEBATqjYb62POyZcu4d+8eW7ZsYd68eaxcuZKTJzW/MVlZWcmUKVNo06YNBw4cIDAwkKlTp1JZWfcHv38vgoMlICAgICAg8I+msrKSvXv3Mnv2bFq0aEHPnj2ZPHmy2neFn3DixAkMDAz49NNP8fb2Zvbs2ZiYmNTpjP0RBAdLQEBAQEBAoN6ozxEssVhMeXm52iUWa268iY2NRSqVqn2RpXXr1qovqjxNdHQ0rVurfww7KChI7czK+kBwsAQEBAQEBATqjfo8B2vNmjW0bt1a7VqzZo2GzIKCAqysrNDXr/02pK2tLSKRiOLiYo2w9vbqO0htbGzq7ST7Jwi7CAUEBAQEBAT+lkydOpUJEyao3XvaiXpCVVWVxv0nfz874vW8sHWNjP0RBAdLQEBAQEBAoN5Q/Mbdfy9CX1+/TofqWQwMDDQcpCd/Gxoa/qqwz4b7owgOloCAgICAgEC90RDnYDk4OFBUVIRUKkVXV+naFBQUYGhoiLm5uUbYwkL1w20LCws1pg3/KIKD9S+gkVPDfLncxsqhQeRCwx1kd7+07k/s/BXkNMxh10hlDXOaOoClacN8paBa3DBtChruRHXjzs0aRC7A7dNxLw/0J6DVcNWMjrACul5p1qwZurq6REVF0aZNGwBu376Nn5+fxofBW7Vqxbp161AoFGhpaaFQKIiMjGTatGn1miehigUEBAQEBATqjYb42LORkRGDBw8mNDSUmJgYwsPD2bhxI2PHjgWUo1nV1coPloeEhFBaWsqiRYtITExk0aJFVFVV0adPn3otB8HBEhAQEBAQEKg3Guqg0ZkzZ9KiRQvGjRvH/Pnzee+99+jVqxcAwcHBnDhxAgBTU1PWrFnD7du3GTp0KNHR0axduxZjY+N6LQfhY8//AnZdbZgqrKhuuPH1hrJaF2tJwwgGYjMaZkbfzqrh6tnE8P/fFKGebsMYd0NOEeb/P5wi1G+geoY//2PPm87XX1oTutVfWn81whosAQEBAQEBgXpDGLZRIjhYAgICAgICAvXGb1k79W9GcLAEBAQEBAQE6g1hBEuJsMhdQEBAQEBAQKCeEUaw/mVIJCJObFvAg9un0dM3pGPvCXQMmVhn2Jy0BxzbGkpeVjz2zj70HxuKs0dLjXCXjq7mUX4qQyZ9pfEsL+MBZ3bNoyArHlsnH3qOmo9jI800nnDr3GZuntmAqLqcpkF96PHmF+jpGwFQlJ9G+M8LyEqOxNDYgqCuo2nbc7IqbmbiLc7tXczjvGQs7dxp1XkE964doDA7HhsnH3qOfLHs2+c2czNcKds3qA893qiV/TT7V03B2NSaPmNr9T24+h2S7p5TC2dkYk7PwVPo1n98nfIyUx6yd8MCcjIScHT1Zvikubh5tQDgo5F153PUO4t4pcsgih/ncXDLVyTev4GeviEBHULw6fQJxflJXD4QyuPceKwcfOg8NBQ71+frHHN5C9EXNyCpLserVR86DZqj0rmq/BGXD84nK+EahiZWBPWYhm+boQAUZj3gxIa3qSp/pJZe75Ff8Er30RpyboRv5vqpDYiqymnWpg8hI79Az0ApRyoREbZjPrGRSpts32si7XvV2mRO2j1O7lxIflY89s6N6fnmLFy9A5BKROzfFkr09RPIpBK0tLRxcm9Gv7c+w6NJkJr87NQHHNw0n7zMeOxdfBgyIRQXT2VZy+UyTu/9jtuXDyEWVeLr34UBY2djZmGrivvDF6+rpefYqBmOjZrzsKYddeg9gY69n9+Ojm+rbUf9xqi3o7s3jnH+4P8oKynAp0UwA8YtxNjMCoCK0kec2L6ApAdX0dUzxK9df0RVJTyMDEdXz4DgPhMJ7jOhTrnZaQ84srlW54HjanVWKBRcPrGeiHM/U1VejIuXH/1Hz8bexUcjnaNbF5CXlcj7dUr5dWjr6xF84wD3PljI40sRvyuN3PQHnNpZ05c4+xAyaj6O7s+37ZtnN3Pj9AbE1eU0bd2HniNq23NZUR7hexaRFncdXT0DmrXpy6uDP0ZXz4Bjmz/n3vWDGulpaWnj0Kg5IW/Nx+kFciPCN3PjzAbEVeU0bdOHXs/IPbNnEWmx19HR08fI2JKy4lx09Qxp12sirt5BnN37FflZcZhb2tMxZBJBXYb/IRtSKBSc3f8Ndy7vQy6XE9RlGK+9/glaNWc/XTu9mdM/q/fdGRMn8tlnn6ndi46OZsSIEZw5cwZXV9cXVdVLkTfM3pS/HcII1r+MM3uWkZ16j3Gfbqbf6LlcOPIj92+d1AgnFlWy47upNGrSmqlz9+PmE8iO76YhFlWqhbt7/RjnD/9QpyyxqJL9P07BxbsNYz8/gLNXIPtXTdVI4wlxd07xy/GV9Bq1gDc/2EJ2ajQXDy4HQCGXs3/VFIxMrRg38yC9Rs7nWthPPLh5FICKskcc+GkaTdv0Zfyco/j4v0b47lDsXZsx5vMDuHgFcuAFsuPvnOKXEyvpOXIBb3ywhZyUWtlPE3vrOCn3L2rcf5SbRN9xy2nbdQgOLt5MnbmW4ZPmcurAT0TdOK0RXlRdydpl7+DVNIhPFv+MR5MA1i37D6JqZf7m/3RB7eo+YCJWts60bNMdhULB5u8+RiKuZvq8rYx5fzn3Iy9w48QKwjZOxdGzNUPf34+DeyBhG6chEdetc/LdU9w+s5IuQ+fTf+oW8tOjuXGiprwVCk5tmU5FSR4Dpm6h44CZXDu6lOS7p5GIKwnbOBUdXQP8Oo8jIHgYxmbWvLvoDAGdXteQ8/D2KS4dWUnf0QsY/ckWspKjObu/tmzD9y4jJ+0eoz/ZQsioeVw6upKHt5U2WVH6iO1fj8fepQmTZu+j+St92fntBEoeZRO+dxlJDyNQyOW07/kWOrp6WNg4sHnFVEqL8lXpi6sr2bxiKp6+rZm+YB/ujQPZ/PU0xDVlffHoOqKvn2DU9G/4T+jPVFYUs2d17cslLysJJ/dmzPrhkupycm9BTuo9xs3YTN/Rc7l45EcePKcd7fzfVBo1bs2UL/bj6h3Izv/VtqOs5BiObJ7DqwPfZfKsn6mqLOHQxs9V8Q+sm0F1VRmTZu1m+DvfcfvSHhLuXmbiZ5sYOHYu5w/9yL2bp+qUu/Xrqbg3ac078/fRyCeQbd/Wyr15/meuhG2i/5jZvDN/L1a2Lmz5egpiUZVaOukJd4g4t7tO+/m1aBvoE7j9G8xaNvndaYhFlexdOQU3nzaMn6Vsz3t/fH57jo08xZVjKwl5awEjP9pCdko05/fX2vbBte8jEVfx1n93MGjytyTGnOfSke8AeO3N2UxfeoXpS68w7cszGJlYoqWlzWtvzsbVO5C9K3+l3I+3kJ0czbmn5B5Yo5Q7esYOXL0CKSpIpbF/N3qPmsfloz+w69vxNGrSlomzD9J10HuE7fySB7dO/SEbunZ6E3dvHOPN6St5493/cff6Ua6d3qR6XpCdRJtuo/jkm8uq691331XTSyKRMGfOHOT15Bk11DENfzcEB+tfhFhUSeSlfYSMmoWzewuate5Jpz6TiTi7QyPsvYgwdPUM6PXGp9g5exMychYGhibcv6l8ichkUo5tDeXwptlY27nVKS/u9gl09QzoOvRTbJy86T58NvoGJsRHar6IACLPb6V1t3F4+3XDycOfXiPnc/eX/UjEVVSUFWLv2oxeI0OxsvfAq+WruPt2ICvxNgBZSZFoa+vQtudkLG3dMLd2QktLm0a+HbBx9KbbsNnoG75YdtAT2e7+9Bw5n3vXlLKfUFVRzMWDy3B091OLK5WIKXmUiY1TY+5cPcGwibNp6t+RwA4hdO8/kSundmrIi7p2Ej19Qwa+9V8cXLwZMvZzDIxMiK5xxswtbVWXRFzN5ZM7eHPKfIyMzcjPTiEtIZqRUxfi5OaDd9PW9Bk2nfjbh9DRM6B9v0+xcvCm48BZ6BmYkBxTt853r2zDL3gs7s27Ye/mR+eh84m7eQCJuIrCzHvkpd2hx8gV2Lo0x715NwK6Tib64gaSosPQ0TNALpfi5tuZfmO/xMDIjPSEW6pRqaeJOLuVtq+No3Grbjh7+tN3zHyiru5HIqpCLKok6speeo2YjZN7C5oG9aRD78ncPKe0yZhrhzAytaTP6FBsnbxp13M8bo1bE3F2K1FX9mJl60zrLkMYMHomr/afTGVZMWYWtsRGXVDJj7kRhq6+IX1GzsDexZv+o2diYGjM3QilYyKTyej/1ud4Nn0FBxcfOvYaQ1p8pCp+QXYS9s5emFnaYWZph4GhCXevHyVk5Cyc3FvQLKgnnUImE3FOsx3dr2lHPZ9pRw9q2lHEuR20aBNCq46DcXDzZcjkZSTcvURRQSZSiRgTcxv6jZ6HnbMPTu7NkUpEWNo44ezRguZtehLcdxLXwzXl3r0Rhp6+ISEjZmDv7E3ft5Q636vROfLKQYL7TKBpQDdsHT0ZOG4eVeUlpCfU6i2Vijm0aS5u3gF12s+vwbSZNx2v7sHYu9HvTgPg4a0T6Oob0O31T7F18ua1N5R9Seztum371rmttOk+Dh9/ZV/S+635xNT0JY/zkslOiaLfuCXYOTfGrXEbOg98nwcRxwAwNDLD1MIOUws70uMjkIiraPZKP9p0G62Ua/gCuWe38kqPcTT274azhz8ho+cTc1Vdbv9xS7CwcSHp3kXa9ZpMatx1fAN74u7bDoVCQdchH2Pt4EHLdv3w7ziIX05u+N02BHAjfBvdBr1Ho8at8WzanteG/VfNVgtzknB081XpbGphh6mpqZpe69ev17gn8McRHKzfyJw5czSO01+4cCEzZswgJyeHadOm0apVK7p3787KlSuRyWSqcHv37iUkJISWLVvSrl075s+fr3r++eef8/nnnzNw4EA6dOhAamrqb85bbkYsMpkUN59A1b1GjYPISo7R+GWSmRRFo8at0ao5CEZLSwu3xoFkJkUBSmctLzOOyXP24OoTUKe87JRoXLzV03DxDiIrJUojrFwuIzftLq6N26juOXsGIJNJyM+MxdTCnoGTv0Pf0BSFQkFm0m0yE2/i1qQtAEYmllRVFBN/5zQKhYLY2ydQoMDe1bdWtlcQ2c+TnX4XNx9N2QWZsap7Fw8spXnbQdg4qk+jFOUno4UWkupyZDIpHk1qy9eraSDpiXc1yjc1MQYv30C1svFsEkhqQrRG/sL2rqRxy3b4+nUAlM7X1M/XYGZpqxZOIq7E0UO9vB09AslLq1vngoy7OHm9orrn0KgVMpmERzmxlD7OxNDEGnObWufZ2smXwsz75KZGYu/mT2VpPpa2Hkrb8A4iM7luOTmpd2n0VL26egUgk0rIy4wl74lNeteWmVvj1mSnRKOQyykuzMCpUQu0tXVUz+1dfEmNvY5MJqX3Gx8R3Gc8AB6+rclIikGhUFBdWa4Kn54YjUeTILVycW8cRHqiMr+vDX2XFm16AlBe8ohbF/bh2bS2XPKzk7B19FD9nZMe99x2pHi2HSXX0Y58AsmoKavM5Cjcm9TKsrB2wsLaiczkKHT19Bn69nKsHdwBiI0MRyGX0Sywhyq8e5PWZCZptt+MxGjcG6vr3OgpnUNGfEqrDgNqI9R8DqS6qrbcLh1bh6ObL94tO/J7se7SlkcXbnA1+M3fnQYo+xLXOvqS57bntLu4PWVzLk/1JSbmdrzx3npMzNXbj6i6/NmkiIs8jUwqoduQT1RyXb2DyHqerT9Hbl6GUu6b7yvl5mcq7d7a3gNRTZk3f6U/CoVMw4bKSgp+tw2VFeVR+jgHd9/a540aB1HyKJuyYuUob2FOEjYOHhr6PCElJYUdO3bw+eefPzfMb0UYwVIirMH6jfTr148pU6ZQXl6OqakpcrmcU6dO8eWXXzJ9+nSaNm3KwYMHKSgoYO7cuWhpafHuu+8SERHBl19+yfLly2nevDn37t1jxowZdOjQQXXS7OHDh/nxxx+xtbXFw8PjN+etvLgAY1MrdHVrvzxuam6LVCKiqrwYE/Pa7+iVlxRg59xYLb6puS35WQkAGBmbM2nWrhfKqygpwMZZ3RkxMbOhMDtBI6yoshSpRISpRe3HNLV1dDEysaS8OFct7NovulP6OBvvlt1oEtgbAFefNgS++haH17+PlpY2CrkMzxavYu3gpYpnbP5i2SZ1yC6rkZ0ed43MxFuMm32U8N2havEf5SZjYGTKpSPfoFDI+SF0DCHD3qVZQGfMLGyQSERUlhdj+lT5lhYX4OiqXjZmFjbkZKjnr6gwh8irJ/hgwXbVPSMTc5q26qT6Wy6Xc/n0TgyNLTExV/8YqZGZLUW5mjqLq0qRSUUYm6vrbGhsSUVJHkamNoiry5CIq1TrR8qLc5DLpVSU5GJkagtaWkSeW8PR1ZeQSSWYWtppyKmuKVszS3U5xiaWlBbloqWljbGpFTp12GRlRTEmZrbkZcSqpVlalEtVeRHGplY0esq5NzW3QSoR8SgvDe8W7VT3y4oLcHimrE0tbMjLVC+XM/t/4NyhVRiZWDDti9pf+PnZySjkCr6bOZDqqnLsHD0xNrFUy7OJWp5f3I5MzG0pqGlH5cUFamXzRP/Sojy1e5uXjiYt/hba2rp06D1GTY+62m9ZSYHGeipTcxvyauR6NGmt9uz2xX3I5VLcGyvXrhVkJxNxbjfTFx7kxh+YIkxf8+I+4teiLMdn+pKXtOdnbc7IxJKyolxcvALxatFZ9Uwhl3P7/HbcfdtrpJWdGoOdqy/m1k61cs1sKKhD7vNs/Uk/4updK7e8RNkX37m8G4+mSrkObs2QSSVUVRRjbGZNRekj7kecwMzKQcNGfq0NlZUUAKg9f+JYlhbloaWlTVVFCVFXD3Jo40z09A0JDH6dkZ0mqb7BN3fuXN577z1sbGw0dP69CMc0KBFGsH4j7dq1w8LCgnPnlAueb926hUQiQUdHh+zsbBYuXIiXlxft2rXjs88+Y+vWrQAYGxuzaNEievXqhaurKyEhITRv3pyEhNqG7OfnR/fu3fH39/9deZOIq9HV01e79+QlIZWK6wirpxFWKlEP90J5kiq1l5AqDalmGhJxtVp+XiRz0NvfM/Sd1eRnPuT8viXK+KIKigsz6NRvOmM+3Yu5tQtpsb/wKDdJLS1ZXbIlz5ctk4qRSkSc3jWPHm/ORU/fUCP+49xkJOJqbBy9MbWwoVlAZ9Yvn0560r3a8n1GB4moGl1d9fLV1dNHKlU/Cf76+f24ebXA3ef5dX5059dkpTzEzMoF7WfS1NGpW2fpS3S2b9QKY3M7rh7+Eom4kpLCNO5e3qyMK65CXF2GFlpY2nky4oO1OLo3Jz8rntjIM+p6Pq9e9ZRyJOK6bQRAJhHTtHUvslJiiLy0B7lMStK9y8RHnUUmlWrEKytRfu26eevXcPFooZaHZ8Mqy1q9XAKDB/Lu/L34tOjAxmWTqa4qRyaV8DgvA6lUzLC3F/P6pIXkZydqjHY8aVeyOupZp856FtfmrY529mw6IaPmENx3CmjBnlX/rU3rRe23jjKvq/1mJEUTtmsZwX0mYmZph0Kh4NCmuXQfMh1TC1uN8A2B9Dl28lv6Et3nhD9/YDl5GQ94ddBHaveLCzKoKi/C1TNAXa7ec9rUC+Rq2IW4Com4irz0WrlP98UScTV7Vr2PqbktJmY2v9uG6iqLJ3Yhk4opzE0GlE7XyPd/IrjvFC4dW82WLVsA2LdvHxKJhDfeeENDX4E/jjCC9RvR1tamT58+nDx5koEDBxIWFkbPnj1JS0ujuLiY1q1rfznK5XKqq6spKiqiZcuWGBoa8v3335OYmEhcXBxpaWkEBwerwru4uPyhvOnqGWh0sE86imcdB2VYiUZYPQNNB+MJl46t5vLxtaq/nTz8NToimVRcp5Oiq2eglh/18Orrep6sgZJKRBzf/F+6Dv2UA6vfITPhFpmJt4g4swEnd6VDEnl+Kz1Hzn+xbN3ny9bVN+KXEytxbNQSz+adNeICdOjzH4K6jSEt9hdS758jZNi7ZKQ84Nq5fXTtqxxteHZtUl3OlFQiRv+Z/EXfOEPH1+ru3M4cWsupfauQyaTo6umja2CM/Jk0ZTIxunqaOuu8SGc9Q+Waj9H/I3z7h2yc0xpQoK2j7MS1tHWwtPei6xuLMTS2xM5KCwfXpjzKTeH2xV00Der5lJ7PkSNR1qtcLqszDwB6BoaYWzvSb+xCTu/6krDt83Bwa0brriOJjTytenkAFOSksLvG8Rg4do5aerp1vBCVZa1eJ7Y1U3HDp37FVx905f7NM7TuMoQ5P/2Cnp6B6iXXsedoTu75hrKiPMysHFTpQd3tSFZHPT8Jp6tngKyudvZMOo5uTXmUm4qBoQmxUecpKsjCys5F9ZLVlKvpTMjq0Dk98Q5bv55KE//O9Biq3Cd488IeFHI5r3RtuJdquKXyeoITz+sbfn1fIq2jLzl/YDk3z21h0ORvsXNpwi9hq7l2cg0AcqkEfQMT9I3U1x7JJGJ0/6DcuNunEFdXMGTq99i5NFGLp5DL2btyKo/yUpnw+Q5O7Vryu23o6Tw9+f/TNuPk3oIZ/7uGsalyx6GDqy8VZY/ZtWsX/fr149tvv2Xz5s2q6cn6on6/wNeA3zP6gwgO1u+gf//+jBkzhvLycs6cOcPy5cuJi4vDy8uLVatWaYQ3MzPj8mXlzo3BgwfTuXNn3n33XebPn68WzsDA4A/ly8zKnsryImQyKTo6yqotLylAV98QQ2Nz9bCW9pSXFqjdKy8pwMxCcxroCW26jqDFK7VfG794bD0VpYVqYSpKC9Wm4p5gZGKJrp4BFaWF2Dh6AyCXSamqKMbEwo6K0kKyk6NoHPCaKo6Nkw8yqQRRdTlaWjr4dRpG29eUxzbcOL2OirJHlD7OVpdt/ttkm5rbEXv7OJWlhfzvI+WamycdYfydU3zw7R20tLUxNLbA1NKBirJiZDIpDs5e5GYmUlr8CD19Q4yMzdRkWlg7UFasXjalxYWYW9WWb9GjHPKykvBr073O8n6Un4VcLmfQmE9pEdSVA7s2UVmmXmdVZQUYm2vWmaGxJTq6BlSVFWBl76XSubqyWBXe3s2PUTPPUpSfBAotclNvc/3EcixsPagqK8TQ2FKVXnlpIWZWDpQ9M7VlXFO25aWF2DrVlm1lRTGmFsrRksryIuQyKdrP2qSR0iYDOr2Of4fBVJQ+wszSnrP7lmFu7UxG4m1kMimFOSms/2oixiYWVFeWYfbMVKW5lWZZl5UUqsI9vHMeZ/fmWFgrnSU9fQOs7d2oKCtSltUzL1gXL6WDX/w4R+VglZc+px1Z2VNeol4nFaUFqunUup6XlxRiammHqKqchLuXaNEmBC1tbcyt7FVrpCrLi7Cyc6G8pBC9OuSaWzpQXqKp89PTuMkPI9j+7Tv4tOzIG++sQLtm2/7d6yfISr3HwqnKtUQyqQS5XMbnHvBZBljJ+NPpUAqtnhokPNHZTUOfitJCtSUFT3jSnstL6mjPT/Vfp3cv5M6lXQyYsJymQcqlBoFdRtCstbIPO7rpU+QyiUYfVv475Jo8LXfXQhLuXkBLS5smrWrX01WUFqCrZ8Ch9R9RXJDBuBmbsXHw+EM2ZF4zNVheUoClravqGaAqiyfO1RPsnLy5kpfHlStXKCoq4s03levnnjhF/fv3Z9q0aRprjX8L//S1U/WFMEX4O2jVqhUODg6sW7cOhUJB27Zt8fT0JDs7G2tra9zd3XF3dyczM5Pvv/8eLS0t9u7dy+uvv86CBQsYPnw43t7epKen16un7+jWDB0dXTKTahdSpydE4uLRUtW5PsHVO4CMxDsq+QqFgvTEO7h6tXpu+samltg4uKsuZ88AspPV08hKjsTZUzMNLW1tHN39yEq6rbqXnRKFjo4u9q5NKXmUyaF10ykrrn2B56Xfw9jUGmNTayxsXKgoKcDK3h0re6Xs0keZmNu4qGRnJ0Xi9DzZjeqWbefalDc/2Ma4WUcZO/MQY2cewtu/O97+3Rk78xAAYVs/5+S2mdi7Kss3LSGGrLRYHJy9SImLpJGXZvl6+PiTGh+lVjap8XfUpgLTEu9iaeOIla0Tz3Jy3ypuXjrM2A9W0LXvWOwcG+HgHkBemnp556bewb5R3TrbufmRm1q7aywvPQptbV1snJpSXVnM4VWjqK4owsreGysHLwqzH+Lq0wEH9wDSHpzn6JrxKjmZiZFoa+lg6+SlIcfJw4+MhNqyzUxSlq2Da9Nam3xq0XBG4m2cPfzQ0tYmNfY6B9Z+hLa2DmaW9igUChLvXcY3oAc6OrrERl1g47LJ2Dq40+KVnrh5+WmUdSOfVqQ9Y8tp8Xdw81GWS9iu5dy5clgVXlRVQWFuKvYuXuRlJTLv7dY8zs/UKMPqihLV/5+0I61n25FXABlJz29Hrl4BpCfW1kHJ4xxKinJw9QpAIq5i/5qPyUxWtldHt2Zoa2ujpaWNTc2i+7T427h4atqXm08r0hOekZtwBzdvpdy8zHh2fPcfGvt35s13v1Wbgho+dRnvLz7KuwsP8O7CA7zS/U1cPFvySSaY/wXOFYCJHOyktZezVwBZz/QlmUkv7ksyn2rPWcm1fQnAlWMribq0m0GTvqH5K/1U4YxMLLGyd8fSrhGFOQk08m1HZpKmXJfnyHVy9yMzUVOug5tS7uWjK7lzaTcDJixFR1dPbcNPRsItdHT1KSnMYvR/t2Hvoly790dsyMzKAQtrZ7XdoekJt7GwdsbM0p7IS3tZOStE7T2Tm/EQLy8vevbsycmTJzl06BCHDh1i7Vrl7MTatWsZMWLE8ytP4FcjOFi/k759+7Jp0yZCQkLQ0dEhODgYFxcXZsyYQVxcHLdu3eKLL77AyMgIHR0dLC0tuXPnDnFxcSQkJPD5559TUFCAWPzr1zy9DH0DI1p1GsyxbaFkpdzlYWQ4v5zaSLueYwHlwtgn0y7N2/SmurKMk7sWk5+VyMldi5GIqmjRts+LRKjRJDAEUWUp5/YuojAnkXN7FyERVeEbpExDIq5W++UV0GUUEWc2kBAVTk5qDGd2heLf6Q309I1wdPfD0a0FJ7fNojAnkeR7F7lwcDntQ5S/ovw7DSf5/iVund1McWEGlWWPkIirEFeXU5iTyPl9i5CI1WVXPCP7ZvgGEqLDyUmL4czuUPw6KmVb2LioHDcre3fltIGBCVb2yiklb//uPLh5lPg7p2jZpjubvv2QpIe3sXP24PyxzXTp8xagHKES15Rvq3a9qKos4+DWr8jNTOLg1q8QiaoIaN9blafcjAQcXbw1yjUvK4kzB9fQY+AkvHyDKC0upLS4EEfP1oiqyvjlyGKK8hL55chipOIqvFspdZZKqtVGuFp0GEn0xQ2k3AsnP+Mulw/Mp1m74ejpG2FobIlEVMn1EysofZTBwxt7ibu5n1ZdJ+Pl1xsFCrKTbnDt2FKObPqcyrLHZCZH0b7XRI16bdN1FNdPbyDuTjjZKTGE7QglsPMb6BkYoWdghH+HwYRtDyU7JYa4O+FcP72Rtj2UNmnt4ElC9HluX9hJUUEGJ3fOp7qihMDOw/HvMJh9a2YhEYvwb9+HX05tIzB4EGXFBRTmpalsuWXb3lRXlHFs+xLyshI5tn0JElEl/m1DAGj/2igundhIbNRF8jIT+Hn1p9g4NKKJfxfsnLywcXDnwMYvyM2IJzXuNke3fYmdkw9n9q4gK+UusZHhXDu1kXavKfNc/px2VJD9VDuqGelt03UEMdcOE3l5H3kZcRxa/xlN/LtiZeeKqYUdzYJ6ErZzITlpD8hOu4+ungGGxuYU5qTw4HY4V8I20aGXchq6rLhWbotXlHJP7FhCflYiJ3YsQSyqxK+dUufDm0KxsHakz8jPqCwroqy4QBXf3NpB7YeSkYkFuvoG2Emhdi/nX0vToBBEVaWE71lEYXYi4XuUfUnT1nX3JUGvjiLi9Abia/qSU7tCaRWsbM+FOUlcPbGK9iFv4+rTmvKSAtX1hJJHWYirKwjs/Gbdcts8R27XUdyokZudGsPJnXXL9WjagaZBIZzYOoeke5eIjwrn2sm1iKrK6Tv2S6RSCUUFmZSXFODZrP3vtiGANt1GEL5vBamxN0iNvcHZ/V/T7jWlzXg170hZSQGn9yzlcV4a924c52rYeiZPnoypqalqMMDd3R1nZ2cAnJ2dsbS0/EP1KZfX3/VPRktRv5Ol/2+Ii4tj4MCB7Ny5U7XuKiMjg4ULF3Ljxg2MjY0JCQnhs88+w9DQkPz8fGbOnMnt27cxNTXl1VdfRU9Pj4yMDDZs2KDaIvvVV5qnpb+MXVdrq1AsquL4tlAe3D6DoZEpHUMm0aHXOABCJzZl0MTFBAYrT+vOTI7h2NZQCnOScHD1pf/YUJzcm2ukf3CDMm/PnuReUa1FTmoMp3fN43FuEnYuvvQcOR8HN2Ua964dIGzbTGasilPFuXFqLbfObUYmFdMkoBevjZinWjtQXpxH+M8LSYu7hp6BEUGvjqZd76mq9QGJMWe5cux7igvSsbb3pGX7ody9vp/HuUnYOmvKPrl9Jv/98SnZp9dyu0Z244BevPZmreynCduq1Pfpk9xjru7lZvh6Sh9nYWBojERUjbGpBd36T+DVmnVYH41sychpX9L21cGAcoRq74YF5Gcl49SoCcMnzcXVs5kqzb0bFlBVUcbY99UPPA0/vJ7ju7/TyBfAkOl7uHwglKL8JGycfOk8NBRbF6XOcbcOcGHPLKYuq92Vd+f8Wu5e3oJMKsbTrxfBg+eqdC7OT+bSgXkUZNzDzNqVdn0+xr15NwDy02MI3/kJZY8zQQssrJ3p+cbnNA3qRfTVAxzdPJM562rL9mrYWiLObEYqFdM0qBd93qotW4moihM7QomNPI2hkSnte0+i3WvjVXETYi4QvncppY9zcPFqRcioudg6eSOurmT5B601trU/Ydjbi2ndZQgAGUkxHNoUSn52Mo5uvgyZMA9nD2W5yOVyLh3fwI2zu6goK6Jxy04MGj8Xcyvl9ErxoxyObV9M0oMItLS1COgwgM4D3uPU7sVq7ah9T2U7mj+pKYMmLCagph1lJcdwbFttO+o3Rr0dRV05wPnDP1BVUYJ3i04MGLdANW1TXVnGqd1LiItWbppp2bYf4upSHt4+i4GRKZ37TqRjb6XcOeOaMXTyYoI6K3XOTIrh8JZQCmp0Hjh+Hs7uzSkrLmDpB13qLLOn4z/h7MGVpMRG8P6Jm3XG+bX0k8RxrceY33WSe/7pOLJTYji1cx6PavqS3qPm49hIWY4xvxzgxNaZfL661uaunVzLzbPK9uwb2IteI5U2d+3kWi4e+rpOOU/iZ6dEs3XpG8xYeZf8zFhO7qiVG/KWutzjW2Yyc4263IjwGrlBvej9lNwLB+uWa2ppj76BCY/zUjSeufu+Qs9hM363DcnlMs7sWUbU1YNoa+sQ2HkYPV7/WNVvpifc5syeZeRmxmFqbkOnPm/zzZyRGvnIzMykR48enD179g+f5P7dkfpzKz4c+M9dgyU4WL+Tq1ev8sUXX3D27Nl6XyD4W3nawforqahuOL0bympdrCUvD/QnEZvRMEsm7awarp5NDBvmJ2y1uOF01tNtGOM27tzs5YH+JPJPx7080J9AQ3bd+g1UzwCjgv9cxb85XH+6fTzon+tgCYvcfyP5+fncvn2bNWvWMGzYsAZ3rgQEBAQEBAT+fghrsH4jZWVlzJo1CysrKyZMqPsjrAICAgICAv9fEU5yVyKMYP1GvL29uXPnTkNnQ0BAQEBA4G+Jol6Pcv/nzhIJI1gCAgICAgICAvWMMIIlICAgICAgUG8I3yJUIjhYAgICAgICAvXGP33tVH0hTBEKCAgICAgICNQzwgiWgICAgICAQL0hF+YIAcHB+ldgZvQXfUDsGbpbR7880J+EnrSqQeRG07pB5AJoazVMc5VIG0QsAOVVDTPIrq3dcC8IX5vClwf6E7jdQId9Atj38m0QuWUXY18e6E9C2jDd9l+CMEWoRJgiFBAQEBAQEBCoZ4QRLAEBAQEBAYF6QxjBUiI4WAICAgICAgL1hlzwsADBwRIQEBAQEBCoRxQN8432vx3CGiyB/2PvrMOjOr4G/EZ2424QIYZrcHd3d7dCW6ACFIcABVqsLVCkuFMIUtwp7m4BIoQYIe5Z//7YZJPNbtCk9Pv1vs+zD2TszJyZe++5M2fmCggICAgICBQywgyWgICAgICAQKGhEpYIAcHAEhAQEBAQEChElMISIfA/aGCpVCpmzpzJoUOHcHBw4MyZM5+7ShrS0tI4ffo0Xbp0AaBZs2aMGTOGbt26fXSZEomEP9f48+DGKURiE5q0H0qTDkP0po0Ifcre9bOJDn9BMXdfug+fhYdPBU38/esnOLrrN1IS3+BVuio9R87G3slVp5x1P3+JhbUdNb/vrV0XqZRf1mziwtUbiE3E9Oncnj5d2uuty8nzl9j05z7exMVTytuLscMHUr50SQAUCiVrt//J8bMXyMySUKdaFb75Ygj2tjb6dSCVsXjdNv6+dhsTsZh+nVrTr1NrvWlPXLjG+j0HiYlPoLRXCb4d2ocKpXwAqNtjuN48M8YMp12TenrjZFIJO9ct4O6104jEprTsNIiWnQbpTZtD0NO7bFo+nR9XHtGJO7p3LW+iXzFkzFy9eWMjn3Bhrz8Jr59j51KSxt39cXKvWKCs+xc3c//v9UglafhWbkuDLtMRic0ASEuK5sI+f6JCbmFqbkOlhoOp0nCwJm989DMu7JtNXORjLG1dMDQ0JiUhCkfXkrTuO5tingXLvXlmEzdOrUealUaZ6m1p2XuGRm7imzBO7ppDZMgdTM1tqN5kALVbjdDkDXlykb/3LSLxzUvsXbzwa9CTR9cO8ibyOU6uJWk7YDbF3yL7xulNXD25HmlmGuVqtKV1nxmITMy00shlUjbM60brvjPwLFNbE/7gyn6O75yDTJKBkbGYuq2H0bTrtwXKun5qM1dPrEeSmUb5mm1p03e6RpZcJuHY9jk8vX0SkdiUOq2GUrf1ME3eEzvncePMVq3y2vSbTuV+2mP36qVzLP1pJnsOX0QqlbBu1S9cv3IesVhMp6596ditj9663b55hZ1b1vI6OhKXYsXpM3AkNWs3KLAtObx+9YQTO2YRG/kcR9eStOn37r6+flLd12Wrt6Vln9y+Tk2M4fTueYQ9u4axyIRyNdrRuMv3GItMOLxpMo+u7VcX4pNbXslM+Cr6ndXUYCgW0eD6Ph59M5eECzfePyMgk0k4snUOT2+dxFhsSr02Q6nfZpjetNFhTzi0xZ83Eepx2HGwP65euno5f2g1CTEv6TriJ02emPBnGItMUChkmJhYUKV+F5p0+RZDI+1H8KeMp8TYCI5smUFE8D1sHFxp1WcKvhVy+/vayY1cP72FjLREztWqwYwZM/Dy8tKp//Tp03FxcWHs2LEfpEsBXf7nfLACAwPZvXs3v/32G9u3b//c1dFi06ZN7N27t1DLXLhwIeEhj/hy+ga6D5vByX0ruX/9hE46SVYG6xaOxrtsdb6bvxuv0lVZv/BLJFkZAIQ+v8u25T/QpP0Qvpu/B2ORiG3LJ+iUc/fKUZ7eu6C3Lqs27eBZcAi/zJ3G96OGsunPffx95bpOuvuPA1m4Yi1DenVjy7KFVCxbmh/mLiQjMwuA7fsOcvbiVfwnjmPNojmkpKXx4y8rC9TBiq27CQx+yQr/iUwYOYD1ew5y9uotnXT3njxn/qqNDOvZkR2/zKVSGV++n/erRu7htUu1fgM6t6GYkwONavoVKHvv1l8IC37Cd/5r6TtyKkf2rOH21VMFpo8Me8EfSyag1OMFevPSMQ7/ubrAvDJpBkfXj6K4d3V6fLOXYl5VObJ+NDJpht70wQ9OcOvkChp1n02nUZuJeXWfa0cWaeJPbv0WkdiCHt/spX6nadw49ishD9V1l2SmcuiP4di5+DLwh92kp8SRHB9Or7EbcPOpSsDKUUgl+uU+u3OCy0dW0Lr/HPp8u5mo0Pv8vU8tV6VUEvD7F5hb2TFk6n5a95vNlWOreHLjEKA2vvavHkOlut0YPuMIFWq25+SuH3F2L8Pw6ftw963Kn8sLlh14+wQXDq2g3YA59B+/mciQ+5zZu0grjVwm4cC674mNeqEVnhj7ikObpuDkWpI+3/yBV9naXDqymqe3da8ngKe3T3D+4AraDZzNwAmbiQi5z+mAXFmn9ywk6uUjBk7YRNv+M7lw6Hee3DquiY+NCqZZt+/5bslFzc+vfnctGelpqWxY86vm760bVhLyIpBZ835lxJfj2bNzI1cvndOpW1hoEIvnTadZy/YsWraBlm06s2TBDF6GBOltSw5SSQZ7VnyBR8kaDJm6Dzefquz5/S36vnOCS4dX0Kb/HPp+p+7rc9n6VqlU7P9jHDJpJv0nbKfziF8IenCOCwfV7WnRexpjfr7EmJ8v4R8G4yLBWAkNk99aRS0MTcRU3bYUq4ql3z9THk7+qe6jwT9sosPAmZz/63ce3zyuk04qyWDbL6PwLFWdUbP24lGyKtt/Ga2jl4fXDvP3geU6eYqVKIeJqQXGIhO6jvyJR9ePcOX4Oq28nzKeVCoVu3//GgtrR4ZPD6BS3U7s+X0syfFR2fU6xIVDK2k3wJ8vZh3A1taW0aNH6yzlrV27lj179nyULvOiUqkK7ff/mf85Ays1NRWARo0aUaxYsc9cG20Ke7BkZGSwZ88eugyegrt3eSrVbEHTDsO4fGKnTtp7V48jEpvSsf8EXNx86TxoMiZmFhpj7PzhTVRv0IG6LXrh7OpNl8FTSUmMJS0lMVdeWhKHti/Bw1f3rS0zK4vDp88xbvggyvh606hOTfp27cC+Iyd10iYkJTGoV1daNWmAazEXhvTuSkpqGi/DIwBQKBSMGT4Qvwrl8PJwp3uHNjx8qv+U6cwsCQfPXOS7oX0p4+NJk9rVGNC5DQHHzuqkjU9KZmiPjrRpVBc3FyeG9+xESlo6oRHqm5CDnY3mJ5FK2X3sDFO+HIKlhble2ZKsTC6f2U+voRMp4VOOqrWb0arzEP4+tktv+gsnA1g4bTBWNg5a4QqFnB1/zGPLSn+cirnrzQsQdO8YRiIT6nb4ATsXX+p3morY1ILg+7oPBICHl7ZSueEgvMo3xdmjEo27zybw5j5k0kwkGcnEvLpPtRajsXXywrticzzKNCAy6CoAz27vR2RiTqNu/rx+9QhzS3scXUsjlaTRvOc0xCYWPLujX+6tc1uo0WwwJSs1pbhXZdr0m82DK3uRSTNJT43D2aMcrfr6Y+/shW/FxniVrUtE8G0AUpNeU6VBL2o2H4KtkwfmVg4YGBjgVa4ujsV9adl7GmJTC57e1i/7xtkt1Go+mFKVm+LqVZl2A2Zz//JeZBL1yf+xUUFsXNCLxNhXuv1zaDmGRkYMmbybUpUa0febPzAxteTqiQ36ZZ3eSu0WgyhdpSmu3pVoP3A29y7vQybJRCrJ4O7FAFr3mUpxzwqUrdaSem1GcOts7ktf3OtginmWx9LGSfPLP9O2dcNKXIq7AZCVlcmZk4cZ+sU3+JQsQ+16jejcvR/HD+/TqdvF86epWKUa7Tr1oLirO206dKNipapcuaR7XeTl6a2jGItNaNr9BxyL+9Kil7qvAwvQ962z2X1dWd3Xrfvn9nVCTAhRofdoP3gBTq6l8ChVg4adxvHkxmEATM2sNO22VsAJO6iSDpX023I6WJbzpd7l3Zj7lni/DPmQGMCdCwG07TcVV68KlKvekvptR3DjjO6L+aPrxxCJTWjV+wecXH1p20997eUYYwqFnENb/DmwYRp2zh5aeZp1+xZ7Jw8GTdyImbkNqUlvKF+jFeEv7mjJ+JTx9DLwOomx4bQfNBsnV18atBuFu68f9y6pX+glmam06DGBUpUb4+DixciRIwkNDSUhIQFQr66MGzeOtWvXUrx48Y/SZ16UqsL7/X/mvQ2s6dOnM3r0aK2wuXPnMnHiRKKjoxk9ejRVqlShWbNmrFixAoUi9zsAe/bsoU2bNlSsWJHatWsze/ZsTfzkyZOZPHkynTp1om7durx8+fKddQkODmb48OFUq1aNhg0bsmLFCpRKJdevX2fgwIEAlC1bluXLl7+zrIEDB7J+/XqGDh1K5cqV6dGjB2FhYcyYMYOqVavSqlUrbtzInXYuSDbA8uXLGT9+PLNmzaJatWrUrVuXtWvXArBv3z5WrFjBjRs3KFMm97MQL168oE+fPlSqVIkuXbrw9OnTd9Y5h8DAQORyOV6l/TRh3mWrERb0QFOnHF4F3ce7TDUMDAwA1A+t0lUJe6H+3E3QkxtUqtlCk97B2Z3py09haW2nCTu4bTE1GnbExc1Xpy5BL1+hkCuoWDb3TbJyuTI8eRGkU5em9eswqGcXACQSKbsPHsPOxhovD7VxMbRPdxrVqQlAYlIyh0+dw69iOb06ePEyHIVcQaUyJTVhVcqW4nFQiI7c5vVqMqR7BwCyJFJ2HT6JnY013u66y6Br/zxAjYrlqFW5vF65ABEvn6GQy/Et46cJ8y3rx8ugRzqyAR7fvcSQMXNp3qG/VrgkK4OIsOdMmr8V79KVC5QX8+oexb2qa/VhMc+qxITd00mrVCp4E/6Q4j41NWEuJaqgUMiIjwrESGSKsciMZzf3oVDISHwTwuuXd3F0U7c3Kvgm3hWaYWhoRFTofdxLVmfIlH34VmyMgYEBbr7ViAzRL/d12EM8StbQhLl6+6FQyHgTEYiljTOdR/yKiaklKpWKiODbhL+4iUfpWgCUKF2bFr2mAaBQyHhwdT8YGOLmXUXTZg/fakQG65cd/fIhJUrnynbzUcuOiVB/EuXV8xt4lanNkEl/6uZXKPAuW1dLvxY2jqQmvdErK+rlQ0qUztWvu08VFHK1rJjwQBQKOR4lq2riPUpWIzL0ASqlEklmGqmJMTi4eOmUncPjh3d5/PAe3Xupl5zDQoNQyBWULpf7glO2fGVePH+iM96aNG9D/8Ha92uAjPT0AuUB6r721R5jbr7ViAq9p1cHr8Me4lEqj77z9LWFtRO9xq7DwtpRK58kK02nrOemEGwK7RLeWj0t7BvVIv7v61xu0PvdifUQJQZlvj4qUboaESG698+IkHuUKKWtlxKlqhIedA9Qz1bFhD9j5IzdePj6aeURiU3oPmoRjsW8KFGqKs/vn+fZvXN4lqmlKf9Tx1NkyD2KlyiP2MRcKz4i+xqt0bQf1Rqr9ZSVkcqOHTsoVaoU9vb26rpGRCCRSNi3bx8eHh4fpU8BXd7bwGrfvj2XL18mLU19cSiVSk6cOEH79u0ZM2YMDg4O7N+/nwULFnDo0CFWr1Yvddy4cYMff/yR77//nuPHjzN79mwCAgK0fKP++usvvv32W9asWaN3TTgvCQkJ9OvXD2dnZ/bs2cOsWbPYtm0bW7ZsoWrVqhqj6tKlSwwbpn8tPT+///47vXr1Yt++faSmptKjRw8cHR0JCAigVKlS/Pjjj++UncOJEycwMTFh//79DB8+nMWLFxMaGkq7du0YNmwYVatW5dKlS5r0AQEBjBgxgoMHD2JjY8OsWbPeq84AsbGx2NnZYWws1oRZ2Tggl0nISEvSSpuSFIu1nZNWmJWNA8nxMWSmp5CZnoJSqWDNgpH4j27EhsVjSE6I0aR98egaIYG3aNlN96YNEJ+QhI21FSJRrk+Bna0NUqmMlFTdGyrA7fuPaN1XvZQ4dvggzM1MteI37Ayg85Avefj0GV8PHaBfblISNtaWWnLtba2RSmUkp+p/mNx88ITmA79i/Z5DfDu0j47c17HxnLx0nWE9OurNn0NyUhyW1rYYi0SaMGtbB2RSCempSTrpv5z0K1XrNNcJN7ew5od5m3H3evsyR0ZKLBY2zlphZlaOpCXH6KSVZqagkEuwsM5Nb2hkjKm5LenJMRiLTGjYdQaPr+1m7VQ/di1qR4myDSlXqwcAKfHhmFrY83fADB5d28/Lp1c0s0wAFtYOpCa91pEryUhBLpNgaast18zCltRE7fSrpzdj++J+uPpUpUxVbb+jxDdhLBlXhfAXt/AoWQ1bx9yZPQtrB1ISdWVn5ci20ZZtnkd29Sb9aNl7qs5MEagfks4eZTV/p6fEkxwfqfXQyi/LylZXVkpiDGnJsZhb2mGU59q0sHZUX5vpScRFB4OBAZeOrOHXiY1Z49+Z+5f3a9LKZFLWrFjEiC+/Qyw2UeskIR4raxtEecabjZ0dMqmU1FTtdTV3Dy+8fHJfOsLDQnl4/w6Vqrz9W5ppybFabVLX20Gn7yC3r/PrIKevTc2t8anQUBOnUiq5fW4bnmXq6JR11hZqpYHdB3yf79WanTydsABl9hL/h5JiDOaW2vdPy+w+ysx3/0xN0qcXR1IS1deembk1I6btpJhHmbfmCXl6jSe3TmBqbkWNZv004Z86ntKSY7Wuufz1y+Hepb0sGleT/fv3M3PmTI3BWLZsWdasWYO7e8Ez6B+CSqkqtN//Z97bwKpduzY2NjacPaueYr516xYymQwjIyOioqKYO3cuPj4+1K5dm0mTJmmMDnNzc+bNm0erVq1wd3enTZs2lC9fnhcvcv0fKlWqRLNmzahcueC39xwOHz6MmZkZc+fOxdfXlxYtWvDNN9+wbt06xGIxNjZqR2gnJycsLCzeq21Nmzalbdu2lCxZkhYtWmBpacm4cePw9fWlV69ehISEvFN2Dra2tkyaNAlPT09GjBiBra0tjx49wtTUFHNzc0QiEU5OuYZO3759adGiBd7e3gwcOJDAwPf/+GhmZiZisVgrLOdmIZdJtcKlkiytGwmAsUiMXC7V+GHt37SA6g06Mmzi78hlUtYt/AqlUolMKiFg/Wy6DZ2OSKxtjOQgkUi0bvwA4myjRyqT6c3j7enB2sXzGNa3BwuWrebxM22fmFZNGvDH4h+pUbki4/0XkJ6hu3aQJZEiNtZ2FM2ph0yuX65vCTc2/jyTkb078+OKDTx6HqwVf+jsRcr6eFGhtI/e/DkUpFMAeQGyPwW5LAtDI20dGxmLUciletPmxBeUPvFNCF7lm9BtzC6a9ppPyMMTPL+j9oWSSTO4e24t5lZOOLuVxdbRnd3LhpOSEJ1bjkxXrkz6brk5dPliGd2/Ws2biKec3bNAK87cyp7BkwOwd/Ei/MVtAvP4QRXY5mzZOX2QN71cT3rd/JmaesukWexZNQ6RiTkW1g46aQtsp0iMXCZFJi14bChkUuKiQzDAAIdi3vQd9wdVG/bgyNaZBN5R+8AF7NqMj29pqlTLneWQSLJ0rjFRzngr4BoDSElOYvGC6ZQpX5Gadd7u5J5XB5o2FaC/gnRgXED6c/sWERP+hMadv9MKT4oN54UZNPgA36vCQGag7q+85LQlf/1l0iyMjLV1byzSPw7flqdUpUYU9yyPXCZl3x/jtdLmla+pz3uOJ3W8nvrlu0a9y9VlxMx99OrVi6+++orw8PAC6/8pqFSF9/v/zHvvIjQ0NKRt27YcP36cTp06cezYMVq2bElYWBhJSUlUr577ZqRUKsnKyiIxMZGKFStiamrKsmXLCAoK4tmzZ4SFhdGgQe6F7ubm9t4VDg4OpkKFChjneahWrVqV2NhYUlJS3rucvOS12k1NTXF1ddVY9qampsiyb17vI9vd3R0jIyNNvIWFBXK5vEDZeadjrayskEgk711vExMTpFLtCyjnxiA20TaERCITnZuGXCZFJDbFMLu+tZt2p0bDTgD0H7MQ/9GNCAu6z5Pbf+PuXYGyVQq+OYvFIo2ecpDK1O02NTHRm8fe1gZ7WxtK+Xjx5HkQfx0/Q4UypTTx7sXVPnRTv/2SHsPHcOHqTdo2b6wtVyRCmk+/OfUwyWd85pdb2rsEj56HsP/k31Qsnbvsee7qbbq2alJgW3MQiXQfJDmGrbgAQ/RDOLZ3Hcf3r9f87eheBaVCW8cKuRRjPbKMjE008frSR7y4ytMbexg0/TzGIlOcPSqRnvKG22dWkZoYSUp8OAYGBty/sAk378oU86yETJrF4+t/UbftaBRyqV5j21j0Nrnas0bFPSsBaqfzwxsn0LT7D9w4tYGrJ9Zo0rh5V0YkNufmuW2Urd5aU5Y+2UbZsvO/XKjT685YAexaNhIDQyONLIVcijQrnT0rvyLh9UvKVWtFWkrc+7cz+5pSqZQFjg2R2JTK9bpQukpTzCxtAXDxKENCzEtu/72TOuWtOX38IEtWbNbKLxab6FxjMpn+6z2HpMQE5s74DpVSyfgpczE01H6n3rd7C/t2bwNAqTLA1auy3r77kL6W69H3uX2LuHl2M51H/IKTm/ZM7bO7J3CTQrHCfyd5K8YqdAyQnLbkb6+xyARFvpemnPtnDhcOr+bi4T+Qy9T3cM8yNXXymJpbY23nQuNOX/HHnJ4kxUVg6+j+yePJWGRCRrafYUH1A7BxcMXGwZX+/cpz48YNDhw48J/ZLahSqViyZAkBAQEolUp69OjBhAkTdK6JHO7du8dPP/3Es2fPcHZ2ZsSIEfTs2fODZH7QMQ0dOnRg4MCBpKWlcerUKRYtWsSzZ8/w8fFh5UrdXV5WVlZcvHiRr7/+mi5dutCwYUO+/vprZs+erZXOpIAHsD70pc1ZL8/r9/UhGOebASlI4e8jO/8bJrzduT2vMfahuLi4kJiYiEIhxyh7u29qUhwisSmm5tZaaW3snUlN0n5QpCbFYW3nhIWVHUZGxji7eWviLKxsMbe0JSn+NfeuHiMlKY4pQ9S+FjmzM61vHOfEro0AODrYk5ySilyhwDi7TQlJSZiIxTpO4k9fBGNoaEgZ31x5Xu5uvIyIBODKzTuU8vHCyUHtH2AiFlO8mDNJ2RsY8uJkb0dySpqW3PikFEzEYqzyyX0SFIqRoSFlfDw1Yd4eroSGR2n+jolLIDQiioZv2TmYg629M2kpSVr6T0mKRyQ2xczC6p3530WjVj2pXq+V5u+dW7eSkRKrlSYjNRYLK6f8WTE1t8XI2ISM1FjsnNUzcUqFnKyMJMytnIgOvY2NoxfGotwbsKNrOe6cWU2Fun14+eQs1vYe1Go9jkeX1pGeEoe9ixcpieoZrPTkOJ3lSgAzC1uMRSakp8ThUMxXIzczPQlLGyfSU+KIDLlHab9cfz/H4iVRyGVIstLwKF0LGwd3inupja8bp9YilTwnMy13s0VaSpzWMmAO5nlkOxbPlZ2RLVsf7Qf+iKuP2r/r6vG1pCREs/O34SS+ecWACZu4enwdVnry5shKS47FsXiufjPSk7CydUKlUpGRlohSIddsxU9PicU4+9o0MDDQGFe5evAlNPA616+cJy01lTEj1ccvKJXqe8vypT8il8m0xltSYgJiExMsLCx16hgfF8vsad8A4L9gOTY2djppWrbtQt0GzQB4/NqBayfWkpasfZ9IL0DfZhod6O/rHE7umsvdCzvpOHQRZavpHp8S8vgiFd/uGlYk2MghI037/pmWHKv3/mlt50xasva1l5Ycq9XOGk36UKFmW07tVu/8M7O0Iy05lqzMNIIeXKB8zTaaPE6u6uXbjLREbB3dP3k8Wdk6ExupvQKQlhKLpa26fi8Dr2Fp64xjMXXZBgYG+Pj4kJiYSFGg/Bcu7W3cuJHDhw+zYsUK5HI5EydOxMHBgeHDdY/niY2NZeTIkfTt25effvqJx48fM2XKFJycnGjSpMl7y/ygXYRVqlTBxcWFtWvXolKpqFWrFt7e3kRFRWFvb4+npyeenp5ERESwbNkyDAwM2LNnD927d2fOnDn07NkTX19fXr169dE76ry9vXn8+LHWm9zdu3ext7fH1tb2o8r8p2TnzIoVFuXKlcPY2FjjqA4Q+uwOHj4VdYzEEiWr8PL5PY3eVSoVoc/v4lmyCkZGxrj7VCA6LHenXlpKIumpidg7ufHljE1MXLif8T/tZfxPe6lQvQkVqjdh/S+5yzqlvD0xMjbiSZ5lvodPnlG2lI9OXY6c/ps/tmrvtHsWHIpntrP5yk3bOXHuoiYuIzOTiMjXeLnrznSW9vbAyNiIx89DNGH3n76gXEkvHbmHzlxk1XbtYzICg1/i5Z67a+bxixBcHO0p5qS7LJQfD+8yGBkbE/r8oSYs6OldvEpWKNBI/xAsrGxwLl5C83Px9ON12F2tPnz98i4unlV08hoYGuLsUYnXobk7lV6H3cPQ0BgH17JYWDuTEhem9cac9CYEK3t3TM1tcfOtTWpiJDaOnrj5+BEZcpe46GBsHNzUzukhd3D11i+3mGclIoJy/bUiQ+6pDXj3siTFRbD/jzGkJuX6huTsUjS3tCci6BaXj67A1qkEds5q2XHRwdi7eGvaHBF0Bzcf/bKLe1UiPI/siGzZLu5lddIDWNm5YO/sib2zJ27eVXh29zQJb8IZ9MNWnFxLEh50t0BZrl6VCA/K1W9EcK6sYh7lMDIyJiIk99p89eIOrl4VMTA05O8Dy9i2ZKhWma/Dn+JYzJs2Hbvz6+ptLFq2gUXLNvDl2EkALFjyB8bGIp4HPtHkCXz8AN9SZXXGW1ZWJvNmTcDQwJDZPy3H3kHb0VzTfitriru6U9zVHTtnT1yz+zrvGIsIfkdfB+vva4BLh1dw78IuOg9fSvmaumfiqVQqosMe4v1xblSfhJtU7ecUEZzbR2Ev7uDqrXv/dPfxIzxIWy/hQXfx8M3Vi7mlLQ4unpiYWWJiZomHrzqPVJLBntXfExF8T5MnOuwxBoZGOGSP608dT24+fkS/eqJZagQIf5F7nVw5to7rJzdp4hQKBYGBgfj66m5YKgz+jcc0bNmyhXHjxlGjRg3q1KnDhAkTCjzK6fTp0zg6OvL999/j5eVF+/bt6dKlC4cOHfogmR/8FGjXrh0bN26kTZs2GBkZ0aBBA9zc3Jg4cSLPnj3j1q1bzJgxAzMzM4yMjLC1teXu3bs8e/aMFy9eMHnyZGJjY3WWtt6Xjh07IpVKmTlzJsHBwZw+fZrly5fTt2/fQjdgClu2mZkZb968ISIiolDqY2ZmRpcuXdi7fg6vgh/y8OYZ/j68iYZt1Q7hKUmxmguuSu1WZGWk8teWn3gdEcRfW35CKsmkSh31G2Xj9oO5eHwb96+dICYymD/XTMPNqywlfCth7+SKYzFPzc/E1AITUwvNEh6olwHbNG3EktUbePoimIvXbrLrryP06NAGgPjEJCQSdZ93bNWMOw+fsOfQMcKjotmwM4CnL4Lp2bEtAF3btmLngcNcvXWX0FcRzP1lJW7FXahdTfcmb2piQrvG9Vj4xxaeBIVy/sYddhw6Qe92LbLlJpOVLbdLy8bcehTIn0dOER4dw9o/D/A0KJTe7Vtqygt5FYmXnl2F+hCbmFGncUd2/PEjL4Mece/GWU4d2kKzdmrn1eTEOKSSwnty+FZujSQzlcsH55MQE8Tlg/ORSzPxraLWm1yWpTXDVaFeX+6dX0/oo9O8CX/IhX2zKV+7JyKxGZ7lm2JoJOLvPTNIig3l5ZOz3Dm7hkr11WOnQt0+xEc/5+bJ5bi4lyc1KYaEmBCKe1XhzJ55yCSZlK2uliuTZmm93Vdt1I/rp9bz/N5pol8+4OROf6rU74VIbEZxr0oUK1GBo1umEhcdRPCj8/y9bxF126o3T5Sv1Ym05FjOH1hMwpuXZGWkIM1Kw8hYRGxUEKf+nIdUkkm5GvplV2/cj2sn1vPs7mmiXj7g+HZ//Br20uvUnh+pNBO5LAs378qkp8RxeMsMJFlpeJerp19W075cPbGewLuniQp9yNFts6nasCciEzNEJmZUrteFo1v9iQp9SODd01w7uYFazdU7AktXaUrY85tcPbGehDevuHVuJw+u/EXd1sO0jJ7iru7YO6hnITy9fWnSvC1rf19M0POn3Lh6gYP7d9G+k3rZIjExXuNisG/3VmJeR/L1d1M1cYmJ8aSn699wkkPZam2QZKZwevc84qKCOL377X1drXE/bpzM7esTO/2p0kDd13HRwVw+upI6bUbiXrI6acmxml8OyfGRSLPScfmHlwcBxCrwq9+Fw1v8iQx5yNM7p7lyfAN1Wqj7KDU59/5ZvmZrsjJSObZjPm8igzi2Yz5SSSYVarUtsPycPJeOrMWnfF12Lh9DVkYKVnYu/LVxOjUa90EmzV3W+5Tx5FmmJtb2xTm4cSpvIl9w+egfRIU+oGqDHtll9+P+lf08vH6IuNch+Pv7k5WVpTn0urBRKQvvVxjExMQQHR1NzZq5uzSrV69OZGQkb97o7hJu2LAhCxYs0AnP2eT3vnzwSe7t2rVj9erVtGvXDlAvca1atYq5c+fSq1cvzM3NadOmDZMmqd+6xowZw5QpU+jduzeWlpY0btyYvn37ftBxBHmxtLRk3bp1zJs3jy5dumBvb8/gwYMZNWrUR5X3T8pu2bIlu3bton379prNAp/KlClTCB47k1Vzh2JqbkXrHl9TuZbaYJj9ZRN6j/6RWo27YmpuyfCJvxOwfg5Xz+zBtURpRvywGhNT9TJaldqtyUxL4dD2xaSlJOBbviZDxy//IKN1zLABLFm9gW9n/IiFuTlD+/SgcV21k27XoV8xZewo2jZvTBlfb+ZN/o4/tv3Jmq278CnhwWL/yZolwa7tWpIpkbB0zUaSklOo6VeJBdMKXiv/ZkhvFv6xjTH+i7AwN2NEr840qaP2Ceww8numfz2U9k0bUMbHk58mfs3qHftYuX0vvh5u/DL9e5wdcpdOEpJTsC7g3Ct99Bwynh1/zOMX/5GYmlvSsddozU7BSSNbMOjr2dRr2vm9y3sbYlNL2g1bzYV9/jy5thuH4mVoN3wNIrG6vkH3jnJu91S+XKTeKFHKrz2pCZGc3zsLhVyKT6VW1Gk/EQATMys6jtrI5b/ms3dZT0wt7KnW4kvK11Fv5bayc6PDiHVc+utH7p5bi7W9K6Ai4PeROLmVoeeYPzS76wJvH+XolilMWqWeAS1fsz0pCZGc2DEThVxK6aqtaNJNLdfQ0Ihuo1dy+s+5bF3YG7GJGdWbDKR6U/WDwtquGL3GrufMnvncPrcNW0c3mnf/gUc3DrNhXjec3crQZ1yu7Ce3jnJ40xSm/aGWXaFWe5LjIzm2bSZyuZSy1VrRvPvE99Jv8KPzALx4cJYXD3Kvz7/W/8CgH7by5OZRDm6cyox1av1WrNWe5LhIjm6ZhVwupVz1VrTomSurVa/JHN3mz5bFgzE1s6Rxp7GUq65e8nX1rkSP0b/x91/L+PvAMmwc3Og6cjHuvlUB7aWovAweMYa1K5fgP/UbzM0t6N1/GLXrqf0SvxjYha++nULTFu24fuU8UomEqeO1702Nm7dhzHfTCizfxMySHl+t4cSOWdy/tFunr5/eUvf15NW5fZ0cH8nx7eq+LlO1FU2z+/rF/TOolAquHF3FlaOrtOTk5M9IjQfA/OO8Oz6Z1n0mc3iLP5sWDsbEzJKmXcZSvoa6jxZ/25Auw+dTtUE3TM0s6fftag5v9uf2+d24eJRhwHdr9O4wzSFvntjoYMQm5igVcvaumUCVep1xKFaSX8Y3LJTxZGhoRO+vf+fQ5mmsm9sde2dPen69AhsH9ctiGb9mtBvgz4WDK0hJeE31an5s2LDhvTeCfU6kUqnOhIxYLNbZ4PU2YmPV15Szc+5St6Ojelb39evXWuGg9qXO65sdHx/PkSNHPthfzUD1gXNwly9fZsaMGZw5c6bIZ4wE3o/Ddwp2oi9Kaprdf3eiIkIkz3x3oiLgPm/f5l6kskM/3XH+Y7C2/HzXufHHuyh+EoaGn8+HpHKxgg2souR2hK6f1T+Fc6sy705UBKSef/9d24WN/DMZlQADGhbtNT1h1XueFvseeMrXs2LFCq2wMWPG6Bg7WVlZxMToHlkD6hmsnF36OXaLUqmkXLlybN++nRo1aujNl1PusGHDiI+P58CBA5iZvXs2PIf3nsF68+YNt2/fZs2aNfTo0UMwrgQEBAQEBAR0KEzfqVGjRjF0qLa/or7Zq/v37zNokP7vwE6cqJ4JlEqlms1qObNibzOY0tPT+eqrr3j58iU7duz4IOMKPsDASk1NZerUqfj5+ek0trCIj4+nRYsWb01z9+7d9y5v3rx5BAQEFBg/atQondPpBQQEBAQEBP4dvO9yYO3atXn2TP8n1WJiYli0aBGxsbGapb+cZcO851LmJS0tjREjRvDq1Ss2b978zkPQ9fHeBpavr+8HGTcfg62tLQcOHCi08r788ksGDNB/AjigOZRUQEBAQEBAoHD4tx3T4OLigqurK7dv39YYWLdv38bV1VXH/wrUy4djxowhIiKCrVu3fvRuyw92ci9KjIyM8PT0fHfC98Te3l7zrSUBAQEBAQGBouffeAJ73759Wbx4McWKqXe/L1myROtzegkJCZiYmGBhYUFAQADXr19n1apVWFtba2a7RCLRBx0H9a8ysAQEBAQEBAQECpvhw4cTHx/PmDFjMDIyokePHgwZMkQT36NHD7p27crYsWM5ceIESqVS54SAWrVqsXXr1veWKRhYAgICAgICAoXGv/EjzUZGRkyZMoUpU6bojc97dNL69ev1pvlQBANLQEBAQEBAoNBQ/hvXCD8Dn/49DwEBAQEBAQEBAS2EGaz/AeJSPk83nsmo9lnkAnyuY9gkss93/puz/ed6K/x8b6Nm4kL6VsYHkiX7fO+e96M/z4Gfn/Now8914KdVY/3fqPwnSDz7+Q45LWr+jUuEnwPBwBIQEBAQEBAoNAQDS41gYAkICAgICAgUGoJ9pUbwwRIQEBAQEBAQKGSEGSwBAQEBAQGBQkNYIlQjGFgCAgICAgIChUZhfuz5/zPCEqGAgICAgICAQCEjzGAJCAgICAgIFBr/to89fy4EA+t/hNevnnB8+yxiI5/j6FqSNv1nU9yzYoHpb5zexPVT65FmplG2Rlta9ZmBSGymlUYuk7Jxfjda9ZmBZ5nayGUSTuyczdNbx1DIpGAATq4ladXrB3zK19PKGx32hCNb/YmJfI6za0naD/TH1Su3Pg+vH+bc/t9ITY6lZIUGdBw8F3MrO03eP+Z00yrPzMIWpVKBSGxK3dZDqd9mGPExYaya2Ynpa+5ryT28JVduh0H55F47zNm8cofMxSJbrkql4u+/lnPr7z9RKOSUr96Ktv2nIxKZABD2/BbHdiwgLioIDAxQqZQ4uZX+JF2nJsZwavc8wgKvYSw2oVz1djTp+j3G2TJzeBP5gg1zOyE2tdDooF7rYfrEfZLuszJSOL5rAY9vHEUuk2IsEtOw/Wgadfyy0GXloFKp2LZ0OJVqd8CvQW6/v4kMYtvSoaQmxWJoaES1hl3oMWKu3npEvnzCgY2zeR3xAhe3knQZOgt37wo66R5cP86OFd/z09YnmrC4mDD2b5xD6NMbKFVKTEzMadzpa+q1KVi/HzvGosOesGa29tgu7lmBTkPmsnXJcDLSEnXkeZapzcAJW7TCrp/exLUT65FkplGuRlva9J2ByEQ9puQyCce2zybwzklEYlPqtBpGnVa5bUmOj+LotlmEPb+BlY0zTbt+R/ma7QD1fWTT/O6oVNrnj43/7Q5iUwudun3K2I4MuceZPT8RExGIkZERCrkcU3Mr6rVRX98F6f7QFn/eRDzHybUkHQdr6z6H84dWkxDzkq4jftKEpaXEc2TrHIIfX0YkMqVK/S50AYz0Sno3hmIRDa7v49E3c0m4cENvmggxBDhCtBiKSaFHHHhICy7z+qnNXM3u1/I129Km7/R8/TqHp7dz+nUodfPcAxJjIziyZQYRwfewcXClVZ8p+FZooIm/dnIj109vISMtkXO1ajBjxgy8vLx06jB9+nRcXFwYO3bsxykGYYkwh0JfIly+fDkDBw4s7GI/iDNnztCoUSOqVKnCxYsXP2td8nPs2DHi4+OBwtOVVJLB7uVf4FGqBkOn7cPdtyp7VoxCKsnQmz7wzgkuHV5Bm/5z6Pv9ZqJC7nN27yKtNHKZhL/WfU9c1AtN2NmAhUSFqI2Z8jXbY2QsxsnVl13LvyYl4bVWfXb8NooSparzxYy9uPtWZcdvozX1iQx5wMFN02nc6WtGTP2TzIxkDmyYrMkfGx1MMY9yjF96kfFLL+LXoBuWNo4MnriJdgNmcv7g79w8t4sdv41GLpNoyd3+6yhKlK7OqJl78ShZle2/5sqNCHnAXzlyp2XLXZ8r99LRtdw8u5Puo5Yw4Lu1hAZe5/xfKwD1zXnHb19S2q8FYlMLipWogIGBAc5uZT5a1yqVin1rxiGTZjJg4na6jPiFoIfnuPDXr1plpCREs21RP1QqpZYOntw6rncsfIruD2/xJ+jBeaztitFt5EKs7Ypx/uCKIpEFoFIqObbjR0KeXNEKl8skrJ/fG2lWBv3GLKVOi77cOr+Xcwf/0K1HVgabFo/Gq0x1xs7ZQ4lSfmxaMhpplnafZKancGjrfK0wpVLJpsVfkhwfjYNLCTr2n4xCqeDs/t94XECbP2WMxUYFU6xEOcb/clHz6z1mOdt/HUXFWu0YMnkrfg16YG5lT//vN2NkLKZW80FadXh6+wQXDq6g3YA5DBi/mciQ+5zJc/2e3rOQ6LBHDBi/mTb9ZnHh0Aqe3la3RamQs2v5KIyMjBk5Yz91Wg/nwPofeBP5HKkkgz+XDUelUtJ73Hqq1O+BuaU9o388hcjEXEcXnzK205Jj2b18JCVK16JM1ZaYmluhUimo1rAb5//6ncc39et+2y+j8CxVnVGzsnX/y2ida+/htcP8fWC5Tv69ayYiyUxlxLRd9Pr6Vx5dP8I5W51k74WhiZiq25ZiVbF0gWkkBrC2GPhkwfeR4CWBdcXU4fp4evsE5w+uoN3A2QycsJmIkPucDtDu16iXjxg4YRNt+8/kwqHce4BKpWL3719jYe3I8OkBVKrbiT2/jyU5PipbJ4e4cGgl7Qb488WsA9ja2jJ69GgdQ2jt2rXs2bPn45QioMP/pA/WsmXLaNCgAUePHqVmzZqfuzoaIiMj+fbbb8nMzCzUcp/eOopIbEKz7j/gWNyXFr2mITa1IPC27k0K4NaZLdRsPphSlZvi6lWZNgNm8+DyXmRSdb3iooLY/FMvkuJeafJIJRncv7yHcjXaYWwspuOwhTRoO5LUpDcYi8REhNzTpH184xjGIhNa9voBJ1df2vSdiompBU+yb5o3zm6nQo02VKnXBRePMnQdsZAXDy+QGBuRLT8YR1cfLG2cEJta8Oj6Edr1n0FxzwqUq9aS0lWacmzHjxgbi7Xa9Shbbqt8cnNu1jfObKdCzTb41e9CMY8ydBuZK1epVHD15CZa9f4Bn3J1cPepTNPOY4kKewxA+Is7GBoZYWnrjNjUnAETt2MsNsOnQsOP1nVCTAhRoffoMHgBTq6l8ChVg4Ydx/H45mFN/uf3TrNhXlckmakAGh3UbzOCG2e368j7FN1LJRk8vnWcrMxUOg6eQ6U6Heky/CeUKiXXT28rVFkAKYkxbFk8hOf3zmFqbq1V9pNbx5FmpdPnq0VUrt2GTgOn4u5dkUvHt+jU4/71Y4jEprTrOxFnN186DpiCiakFD26c0Ep3dNdi7F1KaIWlpcRTzL0kSfHRdBk6i/qtB1KmcgOc3Utz44yufj9ljIH65cGxuA9WNk6aX8iTqxiLTGjbfzpepWvSftCPmJhZcXLXj5Sr0YYyVVto1eHGmS3UajGYUlWa4updmXYDZ3Pv8l5kkkykkgzuXdpDqz7TKO5ZgbLVWlK39QhuZo+VoIfnSUmIpvPwRTgU86F64z6UrNSIiOC7PL11FAMDIyysHfGp0IC2A3/ExNyK8Be3MNBzzPunjO3n905jYe1IvXajeXbnBF1H/IRf/a4kxkVSv+0I/bq/fgyR2IRWvdW6b9tvKuI8ulco5Bza4s+BDdOwc/bQyiuXSbG0dqD9wFk4u5XEs3QNytdoRYipjph3YlnOl3qXd2PuW+Kt6e5ZgkgFHRPARQZd4sFEBfd1JwIBuHF6K7VbDKJ0laa4elei/cDZ3Lu8T9Ovdy8G0LrPVE2/1mszglvZ/foy8DqJseG0HzQbJ1dfGrQbhbuvH/cu7QVAkplKix4TKFW5MQ4uXowcOZLQ0FASEhIASEtLY9y4caxdu5bixYt/uFLyoVKqCu33/5n/SQMrNTWV6tWr4+bmhqnpR1xBRURRTZtGhdzHvWR1zU3QwMAAd99qROYxenJQKhVEhz3Eo1QNTZibtx8KhYyYcPWnG169uIFnmdoMmvSnJs2biEAUCjluvtXITE/i2Z2TeJSsRkTQPbIy03F2z32Tiwi5R4lS2vXxKFmV8Oz6RITcw7N0ruFrY18cG/viGiMtNjoYBxcvAGLC1XI9SlbVpM/KUBsbrftqz4ZEBOuRW6oqEcHvkBt8jzeRQWSkJVI2z8Osct2ODBq/AQAzS1sy05J4cuMIbr7VeXH/DNKsdJzdy3y0ri2sneg9bh0W1o5a+SSZaZr/Bz38m8r1uuk84EqUqkZkyANUSu2lnE/RvYGBIa16TkSpVGrpG5WKqJeFKwsgOuwx1vbF+WLmXkzMLLXKDg9SpylVKXfp2bN0NdJTE1Dmq0d40AM8S1fTqodnqWq8yi4DIOTpTUKe3qBZpy+08lrbOtGw7VCUCjklSlbh5fM7hAbeomTFRkSGPNCR9SljDNQzWDlj+21l2jm6E/c6mKZdv9dKq1QqiH75kBJ5xpS7jx8KuYyYiMDc68U3t/88SlUnKvQ+KqWSsGc38C5XV0vfvb5eSbVGvYkKuY+VXTEcivlo6lFUY9unQkPaD16gua/kjDdJZiolSlcjQp/u9Yy3EqWqasaKVJJBTPgzRs7YjYevn1ZeY5GY7qMW4eDiCaiX3J/dO0fJj3jXtW9Ui/i/r3O5Qe+3pgszUc9e5Vy5BoB3FrzU80hSKhVEvXxIiTxjx92nim6/5rkuPUpWIzJUfV1GhtyjeInyiPPMNHqUrKa51mo07Ue1xur6ZmWksmPHDkqVKoW9vT0AERERSCQS9u3bh4eHtnH6MQgGlppPNrCCgoLo27cvVapUYdCgQSQm5voQ7NmzhzZt2lCxYkVq167N7NmzUSgUREdHU7ZsWR4/fqxJGx8fT/ny5QkLC3unTIlEwqJFi2jcuDF+fn6MHj2a6OhoAJo1a0ZkZCRTp06lWbNm7yxr3759DBw4kFWrVlGzZk3q16/PgQMHOH78OE2bNqVGjRosWpQ7Tfs22REREZQpU4aTJ0/SokULKlWqxKhRo0hKSgKgefPmmn/37dsHgEwmY/bs2VSrVo169eqxcePGd9Y5P2nJsVjaaH+/zMLKgdTE1zppszJSkMskWNnmpjc0MsbMwpbUJHX6ao370aLXVC2frLTkWMwt7fAqW4dqTfqz749xbFkyFIVCRuveP+CYfVPOSZu3fAALa0dSE2LU8Um68ZbWjqQkquPjooN5/SqQVTM7snP5VxgZiZDLch0XWvX6AaVCrmWIFCQ3b7lvk5sYG46ZhQ3hQXdZ7d+VpeObcGzHfI1cz9I1qNmsHy8Dr/D4+kH2rvqatgPm4FDM56N1bWpujU+Fhpo4lVLJ7b+34VW2jias3cAfcfWugomZlY4+5TIJGelJ79TB++peJDbFxsEVc0s7jLJnB6+f3oqDixdymbRQZQGU8WtG1xE/6/hkARgYGmJgYIiRkUgTlrMUlJGmXY+UpFis7bTlWNk4kJxdD7lMyr4Ns+g8eAbGYt2nW0pyLOZWtiyZ2I7VcwdQoqQfFWq2Ri6TkJlP1qeMMcge2+GBrJzRkaUTmnJo80ySE17r5ImPCcXK1gUbe+3ZhILGlLmFLSmJrzXXqVGe2V3LPGMlMS4ca7tinN27mN8mNuSP2Z14dve0pm1KpRyZNJPtSwaybGIDXr24SfzrEB2dferYtnV0x83HT1PfrIxUHt04ine5upr65td9qh7dWuTRrZm5NSOm7aSYRxmd+uZlw08D+H16R0zNraif8takenm1ZidPJyxAmZn11nQpRmCt0A6zVECyHs/nt/drjN5+zXsPSEuOxfItusnh3qW9LBpXk/379zNz5kyNsVq2bFnWrFmDu7v7+6hA4D35JANLKpXyxRdf4OHhwb59+2jdujV//qme9bhx4wY//vgj33//PcePH2f27NkEBARw5swZihcvTvXq1TlxIncK/8SJE5QrVw5PT893yp01axanTp3i559/ZteuXcjlcr766iuUSiUBAQEUK1aMqVOnEhAQ8F7tuHv3LuHh4QQEBNC+fXv8/f3ZsmULq1atYvLkyaxbt44nT568U3YOq1evZunSpWzbto2HDx9qjKacte09e/bQrl07jWyRSMSBAwf44osv+OmnnwgODn6veucgk2ZqXXgARiIxCrmuN6Vcqr4p5E9vbCxWO66/Q4ZUkk5SXDgNO4yhzxi1n8OZfb8QF517E5ZJsjAyFmnlNxaJkWfXRybNwkikHW+ULV8hl5HwJhyFQkbnYfOp2qA7SqWc/et+0CoL1EsC2nXMwlhPuTlGkkyahXG+ehll10sqyUAmzeJ0wBJa9Z5E52HzeH7/HCd3/wyANCudxNgIbBzd8WvQk3ptR3Pqzx+Jfx1caLo+u28RMa+e0Ljzd/nalYmhkfZdWaODfOV8iu5zdaQu+8aZbTy+dYwG7UYViay34VjMB5VKxel9K5DLpUSEPOLxLbUhkF/XMmmm3n7NSXfmwCrcvMpTulJ9vbJkEnWbB4z7jcHfryT6VSCXj68H0LQlV9bHjzHN2Jarx3bnoT/yKugu0S8faZWZGBtOcnyUjjGRU36OTH3t1XsvMM4dK1JJBvev7CczI4VeY1ZTuW4XAlaPI+rlQ2TSTLLSk8lMT6Zeuy/p8dVKjI3FRIXeR5Kl/TJTuGNbxJ8rxmFp40iNJr01ZerTvb7xpu/aexvt+k1nyKTNyGVSthXhd7VlhmCcbwLGWAVyfWnf0q9ymVTrutSUleceoG/cGYt0+8K7XF1GzNxHr169+OqrrwgPD/+Ilr0bpUpVaL//z3zSLsIrV66QlJSEv78/5ubm+Pr6cuPGDRISEjA3N2fevHm0atUKAHd3dzZu3MiLFy9o1aoV7du3Z9OmTXz/vXoK/NixY7Rv3/6dMpOTk/nrr79Yu3Ytdeqo34YWL15MkyZNuHz5Mg0bNsTIyAgrKyvN9Oe7UKlUTJ8+HXNzc3r37s3mzZsZO3YsZcuWpWzZsixdupSQkBDc3NzeKtvb2xuAcePGUblyZQA6duzIw4cPATT1sbe31yxduri4MGXKFAwMDBgyZAi///47z549w9fXt8D6rl69mjVr1mj+dvKorHOTUciket/Wc3bw5E8vl0t1dhHmz6eQS7l2Yh2oVDToMIbkN0EAuHpV5NrpLXQY6J8nrUy7fJkUUXZ9jEUmKGTa8Qq5Ot7IWMQPv6l9UoyMRSTGRmJiasmze2dJTYzBys5F8zDTveGYINdXrkmuXHm+eimy62VoaIRcmkXb/tPwKlMLgFa9J7Fn5TfcvbQPhVyGSqWkRKlamFrY0LjLd0S9fMDNM1swMbX8ZF2f27uIm2c202XkLzi5aTvOGotMUOYzJnN0IMon91N0n6sjKTfP7uDYznm07j0FN5/KRSLrbVhYO2BqbsW1M39y9q812Du5UaVuB66e2qa3Hvr71YzX4S+4cW4P3y44UKCsHKPQ3adidhsk7Fw5scA2f+wYMzIW8cOyq1w/tYVNCwcD6pkduSyLjNQkTfrAOyewsHLA3Er3/lXQmMppr1Kp0I3L/ltkoh7nZpa2tOvvz+Vjf3D5mPo+smlBHzxK1aBs9TY07DBGs2PQt2Jjbp3bRtCDc1So1fGd9fjQsY0K0lPiUCqkDJ+yHbGJWW59P3C8vS/FSpQFoMvw+fwxpycJxmCvz+r5QE7bqn85eEpAns91TW4AYj02w9v71RSVSqljcOa9BxiLTMiQZOrE59eNjYMrNg6u9O9Xnhs3bnDgwIFP2i1YEP/fl/YKi08ysIKCgvDy8sLcPHfdt1KlSpw/f56KFStiamrKsmXLCAoK4tmzZ4SFhdGggXrbaJs2bZg3bx5Pnz7FycmJO3fuaC3FFcTLly9RKpVUqVJFE2Zra4u3tzfBwcE0bNjwLbn14+DgoGmDiYl6oOedKjU1NUUqlb5Tdo6BlXcWztLSElm+G3Je3N3dtfxrrKyskEgkBaYH6NOnD23bttX8PXHOWtJT4rTSpKXE6Swbgvq4A2ORCWnJcTgUUxtxSoWczPQkLGycCpRpZetCRloi0WGPcHEvmy0jFmOxKa5elYiNCspNa+dMWnKsVv70lFgsbZ0KjE9LjtPE5/UPsbZzJivbwTsl6Q1Wdi4auWJT7Z1NVrbOpKXkLzcWK5u3yE2JUzsbZ8vOu9TpWMwbpVLB0PEbORWwBMdi3iiUKo2uXTzKERv1AnNL+0/S9cmdc7lzYSedhi2ibLXWOuVY2bponNxz663WQX7n8E/VvbWdMxmp8RzdPoeWPSdSp+UgQgOvFYmst2Ft54wkK5256++QkZaEpbUDh7f/jIGBgU49bOxcSE3SHv+pyXFY2Try6OZJMtOTWTRerdecmeaZI6rTdag/JSvWJT7mFRmpSSgUcoyMjHF280WpkGMsMtFt8yeMMQBTM0tqNutHxdrql0mZNIvVszqTFB+pSR/86CKWtk56x5R5zphKicOxeO6YykhPwtLGCZVKRUZaIkqFXDPrmZacPVbMrLG0ccbAwAADQ0OqN+lD+ZptuXJsLQkxodg6eZCZlqh1HENGWiKmZlak5ltqKoyxLclM49qpdSgVMgaNX49DMS9NfUV6xpu13vEUi+Vb7ls5ZGWmEfTgAuVrtsHQUL1w4+RaEoB0Q3i/V/G3UzcFquSZ6DtrC6n5zoBINQKrfMuGkKdfk2NxLK6+B+X0q5Wt/n5Nz3MPsLJ1JjbyhVaZaXmuxZeB17C0ddbc3wwMDPDx8dFy6SlMhGMa1HyyD1Z+RYqyp7ovXrxIt27diIuLo2HDhixbtoxq1app0tnb21O3bl1OnDjByZMnqVKlCsWKFXunvBwDKD8KhULHKfJ9MTbWtTP17Zp5X9mifEsIb8PISPcUlncNTltbWzw9PTU/Nx8/IoLvavKpVCoigu/g5l1FJ6+BoSHFPSsREXRbExYZcg8jI2NcPMoWKNPFoxxGRsYYGhoRF602pl69uIObV0XiX4di65hrkLr7+BGerz6vgu7i7lNFE/8q6I4mfXJCNMmJ0bj7+BEbFcSCr6ppdl0V8yiHoaEhBoZG2DuX0JJrYKA9fN19/QgPeofcF/nkJkTj7utHsRLlMTIW8Trb0R/UzvZiUwtcvSvi4OJJWkqslq7jX4dgY+/2Sbq+eGgFdy/sosuIpZSvqX8G18WjHIaG2uNEowPDfDr4BN0DxES+QKVSUav5AOq1GV6kst6GkbEJqJS8CrqPta0ThoaGPHtwAWs7Z80DMgePkpV5la/fw57foUTJKtRr1Z/vFx5m3Lx9jJu3j+7D5wAwbt4+yldrRmJsJCf2/IqhkRHhQeojSCJDnyASm+HmXUlH1qeMsTeRQcz/shqSzDQcXDxxcPFEKknHwMCQuOgQVCoVKpWKyNAHpKck4OZTwJjyqkT4i9wxFRGcPabcy1Is+zrNu6s3POg2rl6VMDA0xM2nCm8iX6BUKjCzsMXe2ZP01DgcXUvi6u3H4+uHuH95r6ZtEUG3kUozNI7vWvX4hLGtUirZt3oMGSmJGBmLkWSla+LCXtzB1buiru59dHUfHnQXD19dPeVHJs1kz+rviQzJe2beYwxV4FTw++8HYaEEJ3nuz0sCL00g526uAkJNwUuP65aBoSGuXpUIz3O96O/X3Pq/enEH1+zr0s3Hj+hXTzRLjaDe+Zwzhq4cW8f1k5s0cQqFgsDAwLeulAh8Op9kYJUqVYqXL1+Smpr7dv306VNA7WfUvXt35syZQ8+ePfH19eXVq1daxkOHDh04d+4c58+ff6/lQQAPDw+MjY25d++eJiwxMZGwsDDNDFJR8amy9RlthUHZam2QZKZwevc84qKCOL17HjJJJmVrqGe5ZNIsrTe/ak36cf3kep7fO03Uywcc3+FPlQa93rpEKBKbUaluF+Kjgwh6eJ4jm6dy5dg67JxKEPToEhVqtNFc3OVrtCYrI5XjO+cTGxXE8Z3zkUkyqVBTXZ8aTfrw4Opf3LkYQEz4Mw6sm0Tpyk2wc3LHsZgP9s6eHNo8gzcRz4l+pX7YmZhakvDmFYF3TnP1xAZqt8w9G0if3DeReeTWUsut2TRb7oUAXoc/Y/+6SZSuopZramZJtUY9Obb9R8KD7xEedJfTe5ZQrVEPjIyMqdaoBy8eXCA9JZ7M9CS2LR5A8KOLSLPSPlrXcdHBXD66kjptRuJesjppybGaX37de2cfGBgZ+jBXBy3UOkhLji0U3WemJXHqz59xcPEi+PFlgh5e4O6lvVw5vp6azQcUqqx34eTqi5HIhO3LvuHxrTPs/H0C8a/DaNZ5NKB2eM6pR6VarclMT+XQtgXERAZxaNsCpJJMKtdqg7mlLY4unpqftb0LAI4unpiYWeDuUxF374qYW9mxZ+00Lh3fzMGt81CplJoxllpAmz90jDkW98HexZODm2YQE/GcsOe3ObRpJn4NuiHJSuf4zvkEP7mCTJKBUqmgfAFjqkaTflw7uZ5nd08TFfqAY9v9qdqwFyITM0QmZlSu24Vj2/yJCn3As7unuXZyg+YsrYq1OoBKybHts0l4E8atc9sJfnSRqg17Ua56GwyNjDj95zweXNnHoQ0TSU2KwdbeHd9KjQt1bN+/HEDYs+u0HzyPctXb8tfG6Tx/eIF7l//iyvEN1GmhR/c11bo/tkOt+2M75iPNo/u3YWXjRLnqLTmybS7RYU8Ie36LvzZOp0EKmBbRZEuVNMg0ggMO8Fqk/ldqAFWybcn8+qzetC9XT6wn8O5pokIfcnTbbKo27Jnbr/W6cHSrP1GhDwnM16+eZWpibV+cgxun8ibyBZeP/kFU6AOqNuiRXXY/7l/Zz8Prh4h7HYK/vz9ZWVl06dKlSNquVKoK7ff/mU9aIqxXrx7Fixdn2rRpfPPNN9y/f5+jR49SpUoVbG1tuXv3Ls+ePcPQ0JA1a9YQGxuLVJq7jtyiRQtmzZrFq1evmD9//lsk5WJhYUHPnj2ZO3cuc+fOxcbGhsWLF1OsWDHq19fvxFpYvEv2mzdv3prfzExtwAQGBmJnp7tz6mMxMbOk59drOL59Fvcu7sbJrQy9xv6h2bL79NZRjmyewpQ1zwD1IaHJ8ZEc2zYThVxKmWqtaNZ94jvlNO85hePb/UlNOsaja3+BgQExEYH0/3YNmxcNovPQ+fg16IaJmSX9xq3m8FZ/7lzYjYt7Gfp9s0ZTH4+SVekwcDbn/lpOZnoyvhXq03GwembBwNCQPuNWcnznfDb+PAADAwMq1GqHNCudzYsGY2pmSZPOYylfvRWhgdcBeHTjKFUbdMPUzJJ+36zm8BZ/bp9Xy+3/bT65g2Zz7kCu3E5D5mja17rPZE7tXsz2X0eBSkXluh1p0X28Oq+vH72/Xs7Z/cuQSTN5HfYIQwMDEt6EfbSuX9w/g0qp4MrRVVw5ukpL1zn5c6jWuB9BD85p6aBcdbV/45LvGxaK7oMfX0YqySA+5iUA23/NPdLALfu07MKS9S5EYlP6f7OG3avGsfW3sRgZGVOv1UBqN1NvNZ83tjE9Rs6jRqOumJpZMmT8SvZvnM2Nc3so7lGaIRNW6ywh68PQ0IhB361g/8bZPHtwkcPbf8bE1ILm3b+jfI5+v2uYveHi08aYoaEhfcet5NiO+Wz8ST22K9XpSKteP1C9cS8Ob/Hn1t+7AOg1ZpWmzCc3j3Jo0xSmr1WPiQq12pMUH8nRrTORy6WUrdaK5j1yr9+WvaZwdLs/W5eox0qjTmMpW03dFhMzS/p9t5Fj2/1ZM6sDNg6udPviF4p7VkChhD7fbGDfmrEc2Twl+5iG6nQavhhDQyMe3fqr0MZ24J0TqFRK9qwYpQnfvvQLjIxFtOw5gfI11PVd/G1DugzPo/tvV3N4c7buPcow4Ls1WkcTvI0uw+ZzfOcCtixWn35epV5nOlx5+V55PwZTFQx/rT7J/aoVuEph5Gv1WVig7teDG6cyY5161rxirfYkx0VydMss5HIp5aq3okXP3H5t1WsyR7f5s2Wxul8bd8q9BxgaGtH76985tHka6+Z2x97Zk55fr8DGwRVQ79htN8CfCwdXkJLwmurV/NiwYQMWFgUcyvWJCD5YagxUn7hYGh4ezvTp07l79y5lypShRo0aPHr0iCVLljBlyhRu376NpaUljRs3RiQSER4ezvr16zX5x44dS1pa2gcdT5CZmcnPP//MsWPHkEql1KtXj+nTp2sOSGvWrBljxoyhW7du7yhJfUzDihUrOHv2LKA+aqF58+acOXNG44eVt7y3ydaXd/ny5dy4cYOtW7cCMHHiRI4dO8aECRNITU3VivvQuuew6e/3TlqoiPNvkfkHKaLJwHcikX0mwXxefX8uzMQft+z/qWTJPt8RgXLF5xljis+jagBM9Xl+/wNYNS7YLaKoSTwb+O5ERcSAhkU7xvpPiXx3ovdk+wK3Qivrn+aTDaxPpU+fPvTs2ZPu3bt/zmr8v0YwsP45BAPrn0UwsP45BAPrn+V/2cDqNzmi0Mra8dP/37O5PtvHnq9du8adO3cIDg6mTZs2n6saAgICAgICAoVI/q8+/Ff5bAbWX3/9xZkzZ5gzZ47WOvDXX3/NlStXCsw3e/ZsOnXq9F4yHjx4wODBgwuMd3V15ciRI+9faQEBAQEBAQGB9+CzGVgLFizQGz5r1qy3fgzZwcHhvWWULVuWAwcOFBiv73gGAQEBAQEBgY/n//vuv8LiX2dhODsX3rcLxGLxe316R0BAQEBAQKBwEA4aVfP5PDkFBAQEBAQEBP5H+dfNYAkICAgICAj8/0U4B0uNYGAJCAgICAgIFBqCgaVGMLAEBAQEBAQECg2lSjimAQQD63+C1sXufRa5EQZen0UugFz5edwHV+/M+CxyAb7oY/lZ5D6J+jxyAZSqz9PPhp/vPFmMDD/P27/RZ/TIlSs+j9zPedinXbPPd8gpsmfvTiPwyQgGloCAgICAgEChISwRqhEMLAEBAQEBAYFCQzCw1AjHNAgICAgICAgIFDLCDJaAgICAgIBAoSEcNKpGMLAEBAQEBAQECg2l8LFnQFgiFBAQEBAQEBAodIQZLAEBAQEBAYFCQ3ByVyMYWB9IREQEzZs358yZM7i7u3/u6uggkUr5bc0Gzl+9jolYTO8uHejdpaPetKf+vsjmP/fyJi6OUt7ejBkxmHKlSwLqNfSd+w5y8PgpUlLTKFvKl3Ejh+JVouA2S6USNq9exM2r5xCJTWjfpT/tuvZ/a32fPbnH6l9m88va/ZqwAZ1q60076ttZNGzWTq/crWsWcuvqWcQmJrTpPIC2XQa8Ve7zJ/dY+9ssFq35Syv8y35NycxI0wpbvfM8pmbmby0vLyWKGTOkkzXuziIiY+VsPpjMy2i53rRikQH921pRo7wpBgZw83EWO46nIpG+/QYlk0rY+sfP3L56BrGJCa07D6RN54FvzfP8yV3WLZvFwtUH9cbfvHyKVYsns2H/bZ24mPAnnNo5i7io5zgUL0nLvrMpVqJigbJun93EzdPrkWSlUaZaW5r3moFIbKaTbu/KLzAwMCQjNV5TdrlanXh8dR9Jsa+wc3KnSddvKePXTJPn+qnNXD2xHklmGuVrtqVN3+mITNRly2USjm2fw9PbJxGJTanTaih1Ww/T5E2MjeDIlhlEBN/DxsGVVn2m4FuhgSbfo+tHUChkGBgYUrxEOVr1nkyJUtUAUMhlnN3/G3cvBSDJSAXAxaMsHQbNxtUrVxcPrx/m3P7fSE2OpWSFBnQcPBdzKzutdsukElZMbU1mehJiUwuqNuhOs27fERv5gqPb5xAV9gRrW2cadx6DXCbh8rF1pCTG4OxaUqtOH4JcJuHItjk8uXkMuVwKQDGPsrQf6K9V/ye3jnPiz59JTXwNGODkVorOQ+e9dxtVKhVn9i7l7sUAlEol1Rr1oEX38bwOD+TIVn+iXz1BqdC+Huq0GkrLXpO0wk7ums/101sQic2oUKvdJ/VzjWb9eXDlAG8in+PkWpISJavz9M5JMtISKVGqOm36zcDBxUuTP2eMpacm4ORaiqGTd3zyGMvh2smNXD+9hUwv8MmCbnHgpOf28Kcj2CigTaJunKFYRIPr+3j0zVwSLtzQ09ufF9W/8KBRlUrFkiVLCAhQj8sePXowYcIEDA3fvpCXmppKu3bt+O677+jWrdsHyRSWCP/HWL1pG8+Cgvll7gy+GzWczbv28vflazrpHjx+ysIVaxjUuzubli+hQrnSTJqzgIzMLAAOHj/NnwcOMe6LoaxZMp9izk5MmrOALImkQNk7Ny4nNOgpU378nSGjf2DfrnXcuHymwPThL4NY9tMUHYfIFZuPav06dBuIo3NxqtdupLecPzct42XwUybNXcWgUZP468913LzydrkrFk5Cme8tKzH+DZkZaSxcvZ9fNx7T/ExMdQ2DghCLDBg/0I7nYTJmrY4j6JWU7wbYIRbpP7myf1srvN1ELNqcwM+bEvB2E9GvjdU75eze/Bsvg5/ww5zVDPhiMgf/XMutK6cLTB8R9oKViyahKsA3IiM9lR3rF+mNk0oy2LfyC9xL1mDg5H24+VRl38pRSCX6D119fvcEV46uoGXfOfT6ZjPRofc5v1+37MBbRwh9fJ5Xz65oyrZ39uLvgPmUr9mRQVMOUK1xbwJWfcPrcPWBkE9vn+D8wRW0GzibgRM2ExFyn9MBuWWf3rOQqJePGDhhE237z+TCod95cus4oL7B7v79ayysHRk+PYBKdTux5/exJMdHcXrPQl4GXkelUlKzWX+MjEVY2RVjx29fkJoYA8C5v5Zx7/J+VEolFWu1x97ZE6VCzo7fRmt0ERnygIObptO409eMmPonmRnJHNgwWavdKqWStXO7k5L4mrqthtJt5GLuXNjDzbM72Ln8S4p5VmC0/wHqtx3J/nWTOLJ1No06fsXoWfvxqVBfq04fwsndC4kKfYCRSEzJio0wMhZhbmmvVf/woDsErBmPJDOVKvW7UqJ0dTJS4j+ojVdPbuTh9cP0HrOCXl//xsNrh7h0dA07fhtFiVLVKePXHGf30phb2TNuwUnGL71Io05fa9X18Y2j3DizDYCuIxd9Uj+Xr9mW49vn4OJehhHT92JmYcv101to1XsKX8w6gLmlHX8u/1JzH8oZYz7l66NUyElNfF0oYwzg4bVDXDi0knYD/JkQARYKWF8M8r9OnbWB69b6+9HQREzVbUuxqlj6Q7r/P8/GjRs5fPgwK1asYNmyZRw6dIiNGze+M9+iRYt48+bNR8kUDKz/ITKzsjhy6ixjRgyhtK8PDevWok+3juw/ekInbUJSEoN6daNVk4a4FnNhcO/upKSmERYeAcDxs3/Tu0tH6tWsjoebK99/OYLk1FQePdV/AnBWViZ/nzrIgJHf4+1blpp1m9Ch20BOHgnQm/7M8X3MnjQSG1t7nThbOwfNTyqRcOLwbkaMmYq5he6J4pKsTC6c/ot+w8fj5VuW6nWa0q7rQE4f2a1X7rkT+5g3eTg2tg46cVERodjaOeJczB1bO0fNz8Dg/Y/1rl3RFKlMxa4TqUTHKdh+LJUsqYpaFUz1ppcrVGw9ksLLaDlh0XIu3smkVAnxW2Wo23yAfsMn4Olbjup1mtG26yDOHNXf5r9P7GXe5GFY69F1Drs3/YqTi/7ZyWe3j2IsMqFx1x9wKOZL0x7TEJta8PzOcb3p75zbQrWmg/Gt1JTinpVp2Xc2j67uRSbN1KTJTE/i/P6FWDu4YWBopCnb0rYYxmJTzCztsXP2pGaz/niVrcWTm8cAuHF6K7VbDKJ0laa4elei/cDZ3Lu8D5kkE6kkg7sXA2jdZyrFPStQtlpL6rUZwa2z2wF4GXidxNhw2g+ajZOrLw3ajcLd14/bf+/i7sUAbBzc8KvfjdZ9ptKg7Ugy0xOxtHbk+YPzqFQqbp7dQenKjTA1t6bLiJ/pPHwBb6KCEZuY8eSmWhc3zm6nQo02VKnXBRePMnQdsZAXDy+QGKu+rlISY9j48wBio4IQm5hj5+SBT/m61G09lOAnl0mKi6RZl3HYO5egasPumJhaULxEOSrX6Yi9iyfNun6jqdOHkKObkhUbYWJqSZ+xv9Og7RfIpJmYmFpo6n/lxEbcfSpjZmFLpyHz6Dx0AYbGIkRi0/du4/XTW2naeSwlSlXHu2wdWvSYwNWTmzEWmdCy1w+kJcdSs2k/TM2sCHt+C0sbJ0xMta/tM3uXYGXrDKhnCT+ln23si2MsMsHSxgknV19KV2mKuZUd0qw0HFy8qNdmJPGvQ8lITQDg2slNWNo68ezeWazti1OqcpNPHmP3Lu0FQJKZSoseEyhVuTFOcmiWDG/EkJb9JM4ygE3OcMYWbPXMalmW86Xe5d2Y+5b4oP7/p1EpVYX2Kyy2bNnCuHHjqFGjBnXq1GHChAls3779rXlu3brFtWvXcHJy+iiZgoH1kZw+fZoWLVpQpUoVRo8eTXJyMgB3796lb9+++Pn50axZM3bu3KnJM3nyZCZP1n6bLVOmDNevXwegWbNmLFq0iAYNGtClS5cP3uoaHBqGXK6gYtkymrBK5cry9PkLnV0dTerXZWAv9XSnRCJlz8Ej2NnY4Omhfsh+OXQgLRrnTmtjYAAqSEvXP2vxKvQFCrmc0mUra8JKl69C8PPHeneUPLh9lVHfzKRN575vbdPeHWuoULkGFf1q6Zf78jkKuZxSeeSWKudHyIuC5F5hxDezaNVRV25UeCgurp924yrpIeLFK5lW2ItXMkp6iPSm33okVZPe0daIOpVNCXwpfauM8Ow2lyxTRROmbvMjvW1+eOcyI8bNplXHfnrLe/boNoGPb9Ohx3C98dEv7+PmW11jaBoYGODmU42o0Hs6aZVKBa9fPcSjZA1NmKu3HwqFjNiI3M+SnN/3M+VrdcbIUIS5lYOm7Ip1u+FZpp5O2ZLMVJRKBVEvH1KidE1NuLtPFRRyGTERgcSEB6JQyPEoWVUT71GyGpGhD1AplUSG3KN4ifKITcy14kMDr6JQyGnW/TtqtxoCQIlS1YgMeYBKpUKSmUpGagLSrHSkkgxKlFLrwsW9DCqlHHtnT8JD1PWNCLmHZ5762dgXx8a+OBHZ8dFhjzE0MsbMwgYzS1tNugbtvqBt32kA3LkYgEqpJDzoLnKphOpN+ujoWZKpXqKUy6Qc2zGPhd/UYeE3ddi3diKZaUk66XN0k5GepKl/iVJq3bj7+mnq/zLwBiITc00aOyd3vlt0Ds/SNd6rjamJMaQkRONZJje+RKlqZKYnUdyzAgYGBsRFB+NYzBuPklU1ZeYlNiqI5PhI6rUdWSj9HBFyD3sXLyJD7wNQs1l/SlZqRETwPbIyUrl1bjtOrqUwt7JHqVQQHfYYUzNLRs7ci52jO9Z2xT55jOX0f42m/ajWuDcAmQZwyRqKScEy+7KNF4HcAMZHgoP2bQQA+0a1iP/7Opcb9NaN/BdRmAaWVColLS1N6yeVvv0emZ+YmBiio6OpWTN3XFavXp3IyMgCZ6ekUikzZsxg5syZiMVvf+ktCMEH6yPZv38/S5cuRaVSMWbMGNauXUvXrl0ZPHgwQ4YMYd68edy/f5/Zs2fj6OhIy5Yt36vcQ4cOsX79elQq1QfNnADEJyZhY22FSJTbrfa2NkilMlJS07C10Z1zvn3/IRP956FSwfTvx2Jupp5pqVxe+ztZR06eRaFQUKm8/u9nJSXGYWVtg7Eo15CwsbVHJpWQlpqMtY22D8p309RT7hfOHC6wPXGxr7ly4SSzfl5bYJqkhHgsP0DuN1MXA3DxzCGdsqIiXiKVZrFg2iheR4Xh6V2GfsO/p5ibZ4Hy82NjZUjkG+1Xz5Q0BW4ub7/URna1oUFVM2IT5fz1d9pb0yYlxmFpbavVZmsbhwLbPHbKUgAundX1vZLJpGxaNY8BX0zC2Fi/EZiWHItj8ZJaYebWDsRFvdBJK8lIQS6TYGHjrAlTGxS2pCa9BuDVs6tEBN1i8LRDPL7xF6ZmuUuiDsV8sS/moyn7TeQLQp9eo3rjPmRll50zs5FTtrmFLSmJMRgYGGBuaYeRce7N0MLaEblMQkZ6EmnJsVjmyZsTn5oUi7mlHe4+fjr5Et6E4V2uDmYWNhgaiUhOeI1XGbWxn5IQDYCxSExqgnrJLi0pVqt+AJbWjqRkL+mV8WtGYmw40qx0kuIjObNvKecPrcSvQTcatR9Ns27fcWrPYk7uXohKqaBxpzH41e+qKSvo4UXiY17iXa4OAGf2LSXq5UP6f/MHxmITzu77hT2rvmXQxE1adchpY0ZqPE6upbTaaGJmSVJsBFkZKWRlJJOZnkxCzEsWf9cAd5/KtBswCwtrR2IjX7yzjanJsQBa8RbWjgCITExJS44jMz2Ze5f38/TOaVQqBQ7OntRuNQwDAwNUKhWHN8/IHgvehdLPaUmxWn2Qkz740QUWjauJkbGY/t+tw8DAgMz0FBRyKZ2G/oSto/pl08DQ8JPHWEq+Jd17l/ZyyBuMlfDFa8i507tJYcRbVn9frdlZcOS/iML82POaNWtYsWKFVtiYMWMYO3bse5cRG6sel87OuX3j6Kgel69fv9YKz2H16tWUL1+eBg0a6MS9L4KB9ZFMnDiRypXVsyZt27YlMDCQ3bt3U758eb7//nsAfHx8CA4OZt26de9tYHXq1IkyZcq8O6EeJBIJYpH2Q1KU/bdUpud1CPD29GDNkp+4eus2P/22kmIuTlQoo722/+TZC1Zt3Ervrh1xsLPVW45UkoWxSNvKF2X/LZN92NtGDudPHcSnZDlKlinYmVoqydLIySHH8JB/oNzoiJekp6bQ48uvMDOz5Mi+zSyc+RXzVuzGzMzivcoQiwyQ55valylAZPR2Y/nIpTTO3sygZ0srxg+0Y9bqeAqawFS3WbufP7bNh3avw9OnLBX96hL46JbeNHJpptYDBcDIWIxCritLJsvSxOtLL5dJOLlzFs17z0QkNkWlVGBgaKQ3bUZaAgGrxuFRsipl/JqTkhSjv2yROLvdKoyN848F9d8KmRSZNEvHiDQWiVHIZYhEJlrhaSlxAJSt2oLinhUAKFetJS8ensfdx4+sjFRO7l6IoZExBgaGyOXq5U+ZNAujfH1jZCxGkadfpFkZJLwJQy6TUK/1cIp7lufwllkYG4uJfx1C9ca9qNqgGy+f3eTs/l/xKlMTr7K1SXjzigMbplCpTkeKe1ZAJsnk5tntjJwRgIu7+p7RdcRCFo6rQ0zEM01YTr2MjcXIJFkYZesgRzeGhkbI5VKkWerZ6TcRzylZqSEN24/m3IHf2PnbaEpVaaJxjH9bG2VS3f7P6RNDA0PiXocAaqOjUu12vHpxhwuHV4OBEXVaDeHexQCNHKN8ffWx/SyTZiE2MdPqA2NjMSamloyYuY/7l/by54qvGTlzP4ZGRjr1/xTZOfGKfNeld7m6fB8BN6xgg0v2jJX+fTD/eUaNGsXQoUO1wvTNKGVlZRETo986zcjI0MmX8399s2FBQUHs2rWLgwf1bwh6XwQD6yMpUSJ3KcnKygqJREJwcLDG6MqhatWq7Nq1673LdXNz++g6icUiHUNKlv23qYmJvizY29pib2tLKR8vnjwL4uDx01oG1uPA5/wwZwG1qvkxrF+vAmWLRCY6D/ccw8rERL//0bu4cfkszdu+fdeGSCzWMeDk2W0Wf6Dc8bOWoZDLNTsGR30/l/EjOnDvxkXqNm6jN0+HRhZ0bJhrfAVHyjDOd1WJjEAqe/tyb1SsAlCwcncSv010ooynuMClQpFIrOnXHD6mzRFhQZw/uY85v/2pFX44YANH9m7Q/O1SooqOMaWQSxGJdWUZG5to4vOnNxabEbBiOMnxERxcO05dX1MLVEqFTloDQ0N2/zYYlUpJjy+XYWBoiLGogLJl6rqoVErNwzmHnDEpEptiLDIhQ5KpE28sEmvli38dyt4/xgPQtv8MTXjbftMImX6F66c3c+fiHhp1GE1k6AMMDA01ujAWmaDI1zf5dWVoZIQkMw0rW2fsnUtQrnorkhOiuXT0D8wt7fhyziEMDAwo7lmB2KhgLh9bh5WtM1uWDMPe2YOOg+cCkBgbjkIuY/187eVulUpJ/OuXPL9/jotH/gBAqZAjMjFT108u09KNUqlEJDbVGBc29sVxLOaDm3cluo1cxOLvGuDkVvK92pjTRxcOreTy8fU5NcqulwqvMrWY+NtVzC3tOLVnMXZOHvg16Mbt8zupWLs95/b/Svcvf2XLwoGaen5oP8dGBhEV9oind04B4OZdGblMuw/kcimmFjYUL1GeYn3L8fLZDR5c2U+NZv017fkY2QWNsfzXio2DK3ZScIuHIDO4aaV/t+D/VwrTd0osFr/XEt39+/cZNGiQ3riJEycCamPKJPtZmGNYmZlpb2JSqVRMnz6dcePGaWa5PhbBwPpI9G3tNNFjxCiVShQK9QMkZwo8B3n+qY4CynhfHO3tSU5JRa5QYJx9s0xITMJELMbSQvuYgcAXQRgaGlLa10cT5uXhxsvwSM3fdx8+ZsqPP1PTrzIzJ4x763ZWOwcnUlOSUSjkGBmph1VyYjxisQnmFu/eFZef+NgYIsNDqVbAzsG8ctPyy036OLkikVhrNkwsNsHRxZXEhNgC85y7mcGNR1mav9s3sMDGUntGxsbSiKRU3SlzIyOoWsaER8FSsiTqcZGSriQtQ4mlecEzXnYOzqSlJOVrc9wHt/n2tbOkp6Uw+cvOQO7py4cD1tOl72iq1moCwI5t20nPntHJIT0lDgtr3Wl1MwtbjEUmpKfE4VDMV12uQk5mehKW1k4kx0dgaGik2cadnhJHekocv31XlW9+uatuS1w40aH3sbB2ZPAPW7CwUjvnm2eXrV6y9NGUnZGehJWtEyqVioy0RJQKOYbZeklPicVYbIqpuTVWts6aZa4c0lJisbRxJDpMfXRA3OtQti0ZipmlDZKMVKxscp1bLawdKFe9JdKsdDoNmYcK9XEECrkMS1t1Ois7Z9KStcdLWnKcJh7A0sYJY5GJpo6gXg7LSEvCq0xtLdeA4iXKEfr0Ght/Hoidkzv9v12reVgrsw3TYZO3a/n85NTVu2xtKtRoC6h9v/aunYilraOmfmnZupFkpmBp64S5pR2GRiKs7Ytr0phb2mFuaUtyQrRG529ro3X28lgZv6ZUqt1B3Z8Jr9myeLBmdsvc0k7TN5a2TjgV9yU18Q3Bjy6RkZbIjl+/AGDXstEArJ7ZkXptR753P3uXr4tKpaTrSLU7wJXj64gMfaDpg5eB14h/HarpWwMDAxyL+5KRlqh3jKmUyk8fY3lkW9o641hMXbYB4CKF9P8xb+iCdisXJbVr1+bZM/2bsGJiYli0aBGxsbGa45Vylg3zO7BHRUVx9+5dnj17xs8//wxAZmYms2bN4ujRo6xbt+696/Q/1q2fF29vb+7fv68VdvfuXby91b4EIpGI9PR0TVx4eHihyi/p44WxsRFPnuVe4A+fPqNsKV8d4+jIqXOs3aK9nv88OBRPd/UMWkjYK6bNW0Ttan7M+uE7jPNPy+TD06c0RsbGBD17pAl79uQ+PqXKv/OcEX0EP3+Eg6MLjk7F3pquhHcZjIyNCc4j9/mTe3h/oFyVSsXEUV20fLMkWZnERIVT/C0+WOmZKt4kKDS/oHAZpfI5tJcqISI4QneJVqVS+175lc41qu1tDLE0NyQ6VqGTPgcP79LZbX6oCXvx9B5eJSt8UJubt+vNvBV78V+6E/+lOxny1XQAZv+yi8atuuFS3AOX4h64evsRFXpX83KgUqmICr5Dce8qOmUaGBpSrEQlIoNzz9KKCr2HkZExTu5l6fPddoZMO8zgqQcZPPUgzh7lEZmYMXCy+hw0SVY6QQ/OIhKb0efbbVjZumiV7epVifCgO5qwiGB12S7uZSnmUQ4jI2MiQnKvwVcv7uDqVREDQ0PcfPyIfvVE86AHCH9xB6+ydTAyMub5g7/Z8ctw7F08KVetJW7elTDIo8/9a39AbGJBVNhjjMWmvHhwAXMre2KjgnD3UevC3cePV3nql5wQTXJitJZ/l7tvFeQyCYo8Z0HFRQVjZm5NbHSQlj6jwh6RmhSDg4snA79fj4lZ7m47OycPDAyNyEhLwt7FE3sXT0zMLDnx5wLSU+Ixs7TVhJeu0hQjI2PMLe0JD1b3ZY5uwoPv4e5TBUMjY1w9y2MsEmvSZKQmkp6SQGJs+Hu10crOBRt7V95EBmlkpyS+xszCltfhT7l9fjcrprZBqVTyKugu7j5VeB3+FIdi3pSt3pKvfjzGqFkHKO5VkUp11Of39f1mDcVLlH/vfvYqW4e41yFY2blg7+KJu68fCTFhuHqrVxcuH11LWOB13LLbo1QqiAl/imNxX71jLCXx9SePsRxZV46t4/rJTZo4JRAlBhf9HhwChYSLiwuurq7cvp17X7p9+zaurq46/lcuLi6cPHmSAwcOaH7Ozs6MGzeOefPmfZBcwcAqRPr168fTp09ZunQpoaGh7N+/nx07dtC/v3rauVKlSly+fJmrV6/y/Plz5syZo+NL8ymYmpjQumljlq5aS+CLIC5eu8mfBw7RvaP6LTY+MQmJRD0t2rF1c+48fEzAoaNEREWzccdunj4Pokcn9UGeS1euxdnRga+HDSI5JZX4xCSt/PkxMTGlYbN2bFz5M8EvnnDr2nmOHthO647q3S5JifFIJVl68+ojPCwEVw/vd6YzMTGlftP2bF69gJAXj7l97W+O/7WNlh36ZMuNey+5BgYGVKnRgAO7/uDpw9tEvgrmj19nYu/gTJXq9d+73jefZGFuqj481NXJiP5trTARG3A9e5ZLZAw2lurLTqmEc7cy6dHCklIlRHgVN+brXrbcDZQQGVuwQ4aJiRn1m3Rg6+oFhL54zJ3r5zjx11ZadlAvFSW/Z5strWw0RpRLcQ/sHLK3xRf30PI5K121DVkZKZwLmEdcdBDnAuYhk2ZSppp6XMmkWaTnmdHwa9SPm6fX8+L+aaLDHnBqlz+V6vVCJDbDxsENO2dPzc/e2RulQs69C9uIiw5i92+DUCpkdBiqdsxPiosgJjyQrOyDPas37cvVE+sJvHuaqNCHHN02m6oNeyIyMUNkYkblel04utWfqNCHBN49zbWTG6jVXL1s4FmmJtb2xTm4cSpvIl9w+egfRIU+oEaTvlSu14WDG6Ygk0moULMd109vpUq9LqQlx5IQE4ZMmoWZpS0vn10nIy2JPSvHcWTrLByL+yCTZlGhploXNZr04cHVv7hzMYCY8GccWDeJ0pWbYOeUewSGYzEfSlVuTGZaIskJ0QQ9usilY2up0bQfCTGvOLJtDrFRwdy/8hf3Lx9AJDal05AfkUoySEuOJS05FmlWOiZmllRr1JMj2/x5GXid2Kgg9q+fRMKbV9g6aR+5ITIxo0q9Ljy7d4b01ER2LhvNlWPrEJtYIJNk4lm6JjJpFnVbD+Xls5ukJ8ezf90kdq8ah7mVHSql4r3bWKNpH04HLOZl4HVeBl7nzN4l1G01hKyMVCKC75KSGMPaud2RZKZhgAGXj62jdsvByCSZGqOsTquhmqM5sjJSOLN3yUf3c3J8FHJZFqmJMcRGBWFkLEKSlYYKiHsdwuHNM5BmZVClXhedMSbJSuPFw/OfPMaqNuiRXXY/7l/Zz8Prh3gjggBHkBlCzdR3Xq7/r/g3HtPQt29fFi9ezPXr17l+/TpLlizRWlJMSEggPT0dY2NjPD09tX7GxsY4ODjg4uLyFgm6GKiEz15/EPpOcl++fDk3btxg69atXL16lYULF/LixQtcXV0ZNmwYffqoH/ZSqZRZs2Zx/PhxrKys+Oabb/j9999ZsGABtWvXplmzZowZM+aDT4uNDryn+X+WRMIvq9Zx/up1LM3N6d21Iz07tQegSefeTBr3JW2bNwHgys3brNu6i4joaLxLeDB2xBAqlitDfGIS3YeM0isrb/4IAy+tOIkki40rf+bm1XOYm1vSvmt/zTEMAzrV5otvZtCoeQetPBfOHGbfznX8uu6AVvjGlT+Tnp7KmIk/6q2HXJn7biCRZLFl9U/cunoWM3NL2nYZQOtO6iMJhnSpyfCxM2nYXPs0+4tnDnFg11qWrM11YpRKJezdtpLrF0+SkZFGuUo1GDRqEg55ZtFW79R/TEVefNxEDO5ojauTMeExMjYdTOHVa7XB1MDPjJHdbBg8U72jztgIerSwom5lU0xEBtx6KmHb0RTNkmFevuiTO3shkWSydfUCbl9Tt7lNl0GaYxiGda3OsLGzaNCsk1b+S2cP8teuP1j0h/6dm4GPbrFwxiidk9yfRFkS/fIBp3bNIuF1MI6uZWjZdzYuHuUBeHR1H8e3TWHC77nT89dP/sHts5tQyKWU8mtFi96zNP45eTm2ZTIZaQmkp8SS8DoYlQoUct3DbCvX60LnYT8BcPnoH1w/tRm5XEq56q1o23+mpmyZJJOj2/x5eucUpmaW1G09nNotB2vKSYgJ49DmaUSGPMDe2ZNWfabgU74e0qwMFo6rUeDSRueh8ylfozVHts3h6Z1Tah8dlYrinhVoP9Cf4p7lNWnvXdrHub+Wk5mejG+F+nQcPEezLJZDVkYqS8c3QqlUYGpuRc2m/WjU8Sue3j7JnlXfYCwywdbRncQ3r1AodKc3Gnf6miadxyKTZHJy90Ie3zyKQiHHs3QN2vaboWXQ5SCTZHJkmz+Pbx5XLy/mqf8fc7rReej8bH+o3Zw7sIz01HgMUB9H0WnovPduo1Kp4NTuhdy7vB9DQyOqNuxB8+7fExX6kMNb/YmNeoGhkQilQo6VrRP1247EyFjMwY1TmbEu9yiP0wGLuHp8PWJTC8rXaPNJ/VytcW/uX95HXHQwzu5lKFmxIY9uHCYl4TU2Dm7Evw7Rkp0zxjLSk3B2K82wqbs+eYzl6m4vl4/9QUp0GF4S6B6nfwbr9+Lgm1Wwb1Z72TOuNh/4USe5t5fpX0orLJr3KbzT5c/s0n9Ez4eiUChYuHAh+/btw8jIiB49ejB+/HjNknyzZs3o2rWr3t2JH/tsFgys/wHyGlj/JPkNrH+SvAbWP8n7GFhFRV4D65/kSdTnkQtgZvJ5bk+GH3ZCisAn8l/8dJ1dM/1H3vwT/BcNrM+B4OQuICAgICAgUGjk/wzZfxXBwBIQEBAQEBAoND7HLsJ/I4KTu4CAgICAgIBAISPMYAkICAgICAgUGoW5++//M4KBJSAgICAgIFBoqArxW4T/nxEMLAEBAQEBAYFCQ5jBUiP4YAkICAgICAgIFDLCDJaAgICAgIBAoSHsIlQjHDQqICAgICAgIFDICEuEAgICAgICAgKFjGBgCQgICAgICAgUMoKBJSAgICAgICBQyAgGloCAgICAgIBAISMYWAICAgICAgIChYxgYAkICAgICAgIFDKCgSUgICAgICAgUMgIBpaAgICAgICAQCEjGFgCAgICAgICAoWMYGAJCAgICAgICBQygoElICAgICAgIFDICAbWf4ibN28il8t1wqVSKadPn/4MNRIQEPj/yKtXrz53FQQE/vUIH3v+D1GuXDkuX76Mvb29Vvjjx4/p27cvDx48+Ew1K3x27NjB4cOHSU1NpV69enzxxRc4ODho4hMSEujZsydnzpwp8rrExcUhlUp1wl1dXQtNRlRU1HunLUy5+ggPD2fHjh2EhYXh7+/PhQsX8PLyokaNGkUqd9KkSbRv35769etjZGRUpLIADhw48N5pu3TpUmT1+BzUr1+fNWvWULFixc9dlX+UkJAQnj17hkQi0Ykryj7u1q0bCxYsoEyZMkUmQ6DwMf7cFRAoWnbs2MGcOXMwMDBApVJRv359venq1atX6LI/10N/zZo1bN68mSFDhgCwe/duDh06xKpVq6hSpQoASqXyg+r3MRw/fpxZs2aRkpKiFa5SqTAwMODp06eFJqtZs2YYGBjohOe8P+WNK0y5+bl58yZffPEFDRs25OLFi0gkEkJCQvD392fp0qW0atWqyGRbWloybdo0ZDIZrVq1ol27dtSuXVuvXgqDZcuWaf0dHR2NWCzGw8MDkUhEWFgYEomEsmXLFtnDNyUlhQ0bNvDw4UPkcjn535e3bNlSJHIdHR2Jj48vkrLfRWBgIP7+/gQGBuo1dIpqfG/atImffvoJa2trLC0tteIMDAyK1MB68+bNP/LSIFC4CDNY/wFu3ryJUqlk8ODBLF++HBsbG02cgYEBZmZmlC5dGrFYXKhy69evT0JCApBrVOSnKIyNFi1aMHPmTBo1agSARCJh0qRJnD9/nrVr11KjRg3i4uJo2LBhkRobjRs3plmzZgwYMABTU1OdeDc3t0KTFRkZqfn/33//zdatW5kyZQqVKlVCLBbz+PFjfvrpJ3r16kXfvn0LTW5+evXqRadOnRgwYABVq1bl4MGDeHh4sGnTJgICAjh8+HCRyQb1eLp58ybHjx/n5MmTALRt25b27dvj5+dXZHJXrVrFw4cPmT9/Pra2tgCkpaUxc+ZMHB0dmTp1apHIHT16NA8fPqRjx446D32AMWPGFIncKVOmcPDgQSpVqoSbm5vOvWPBggVFIhega9eu2NjYMHDgQKysrHTia9WqVSRy69evz8iRIzUvbv8kixcv5vDhw3Tq1Ak3NzdMTEy04v/XZkj/VxAMrP8QkZGRuLq6FtkbfX6SkpIYPXo0WVlZLFu27K1vYIVpbFSvXp29e/fi5eWlCVOpVEyYMIFz586xfv16PDw8itzAqlmzJrt378bb27vIZOijSZMm/Pbbb5rZuhwePnzIl19+yaVLl4pMtp+fH4cOHcLDw0PLwAoPD6d9+/b/6DJ0Wloa69atY+PGjUilUlxdXenVqxdDhgzReUB9KjVq1ODPP//E19dXKzwkJIQePXpw586dQpWXQ+XKldm2bRuVK1cukvILYsqUKW+NL0oDq3Llyhw6dAhPT88ik6GP6tWrc+DAATw8PP5RuaCeoS4IAwODf8TVQeDDEZYI/0M4OzsTEBBQ4HJCYd8UbW1tWbNmDd27d+fYsWOMGjWqUMsvCD8/P9auXcvs2bMxNlYPcQMDAxYuXMg333zDiBEjmDx5cpHXo1+/fmzcuJHp06cX+uzg20hPT9e7mSEtLQ2ZTFakst3c3Hj48KHOQ+jvv/8uVCO6INLT0zl37hzHjx/n0qVLuLi4MHToUNq1a0dsbCyLFy/mxo0brF+/vlDlWllZ8eTJEx0D6/bt2zo+j4WJi4sLhob//F6lojSg3kX58uUJCQn5xw2szp07s2PHDiZNmvSPygU4e/bsPy5T4NMRDKz/ENOmTePkyZM0bNhQ73JCUWBjY8NPP/3ElStX/hF5oG7nyJEjqVevHr///js1a9YEwMjIiF9//ZUZM2YwY8aMIp/Ja9OmDYMHD+bAgQM4OjrqyCuqt85OnTrxww8/8O2331K2bFlUKhUPHz5k2bJl9OnTp0hk5vDtt98yefJkHj58iEKh4MCBA0RERHDkyBEWLlxYpLK//PJLrly5grW1NW3btmXLli1aMzulS5cmJSWFadOmFbrsUaNGMW3aNK5fv065cuU0Oj927FiRGiM//PAD/v7+jBs3Dk9PT0QikVZ8UW1oUKlUnDlzhhcvXqBQKDThUqmUJ0+esG7dukKVl3dDQbVq1Zg8eTJ9+/bFw8NDZ2a8MJfLBg4cqLluZTIZd+/e5dixY7i7u+sYtkXl7wZqN4+3kXOPE/h3ISwR/oeoWrUqK1asKNDRvSiZMmUK06ZN0zHskpOTmTFjho7D8KeSlZXFjRs32Lp1K7/88ouO3KNHj7J79242bdpUqHLz0qFDB2xsbOjQoYNeH6yuXbsWiVy5XM6yZcsICAjQ+MA5OjrSv39/Ro8eXeSGZWBgIBs2bCA4OBiFQoG3tzdDhgzRWbIsbGbMmEH79u3f6tgeGxtLSkqKzkxTYXDx4kUCAgIIDg4GoFSpUvTv379Id0+WLVtWJyxnQ0th+zbmZc6cOQQEBFC+fHkePHhA1apVefXqFXFxcfTt25eZM2cWqry3LZHlpbCXy1asWPHeaYvK3w309zOAWCzGyclJWCL8lyIYWP8hGjVqxIYNGyhZsuQ/Iu/u3buEhYUBBRtYISEhbNu2rVB9VD6X3Pzk9Uf6XOQYWEW5TPVvRyqV8vTp0yI38D4HeTc36KOolmXr1KnDnDlzaNWqFW3atGH58uV4e3szefJkzMzMmDt3bpHIfRcJCQlFNtYPHDhAu3btdJb7MzIyCAgIYNCgQUUiVx8KhYJXr14xd+5cOnbsWGQvawKfhrBE+B/iyy+/ZN68eUyfPh1PT0+Nf1JRYWZmxvLly1GpVKhUKtatW6c1rW5gYIC5uTkTJkz4n5Cbn6ZNm3LlyhV69+5dpHL0kf8sqoCAALy9valevXqhy3qXw3NeinK57O7du/j7+xMUFIRSqdSKMzIy4tGjR0UmWyaTceDAgV0bgfgAAChzSURBVH/MvzGHHAPq8uXLBAcHo1Qq8fb2pl69ejrLhYVJWlqa5gys0qVL8+DBA0qVKsWoUaMYPnx4kcmFgs/zi4yMpEOHDty9e7fQZCUkJJCVlQWox3mpUqWws7PTShMYGMjixYv/UQPLyMhIY9B+8cUXgoH1L0UwsP5DrF27ljdv3tChQwet8KJaTihbtqxm6nrgwIGsWLFC64iIouJzyc2Pm5sb8+bN0+w8yu8rUlQP3c95FlVmZibHjx+nUqVKVKpUCZFIxJMnT7hz506RbyWfO3cubm5uTJgwgW+++YaFCxcSExPDihUrmDFjRpHK/hz+jQCvX7/mq6++IjQ0FG9vbxQKBWFhYbi6urJx40ZcXFyKRK6HhwdPnjzB1dWVUqVK8eDBA7p3745KpSI1NbXQ5R04cIB9+/YB6vvV119/rWNAvnnzBicnp0KVe+PGDb799lvNknOPHj204nMM6U6dOhWq3PclPj5e55w9gX8PgoH1H+Knn34iMzMTAwMDTE1NUalUzJs3j/Hjx2NmZlaksrdu3Vqk5f/b5IL65te+fft/XO6iRYsYP3685iwqUDtDOzs7s2zZskI3sPIait9++y1jxozR8UdZt24dV69eLVS5+Xnx4gWLFi3C19eXChUqIBKJ6N+/Pw4ODqxdu5Z27doVmexTp07x+++//+P+jbNnz8bBwYGNGzdqXiISExOZOHEi8+bNK3TfxhyGDRumkdGuXTu6deuGsbExd+/eLZJZ0pYtWxIREQGojR4/Pz8sLCy00pibm9OyZctCldumTRvOnj2LUqmkRYsW7NmzR2vmLOccwfyzWoWNvlni9PR0rly5Qps2bYpUtsDHIxhY/yGePXvGL7/8wowZMzRTyvXr1+e7775j8uTJRXZA33+Vz7WV/fnz5zRu3FgnvHnz5ixdurRIZf/99998++23emUvX768SGWbmZlpZgl9fHx49uwZjRs3pnLlyoSGhhapbCsrqyKbLXob165d488//9SaobWzs2PChAn079+/yOT27NkTLy8vzM3N8fX1ZcWKFezZs4eKFSsyduzYQpdnYWGhMdrd3Nxo165doZ9lVhA5OzEDAwP/EXnvi62tLZMmTaJz586fuyoCBSAYWP8hNm7cyJIlS2jatKkmbNKkSdSoUYMFCxbQq1evz1i7/z3etQOpqHYdfc6zqLy9vdm7dy/jx4/XhKlUKrZv317k31GrU6cOS5YsYfr06VStWpVNmzbRq1cvzp49i7W1dZHK/qf9G3OwsbEhOTlZJzwlJaVIfbAg92iA5ORk6tevT4MGDf6RQ4y7du1KWFgYjx490nuu2//aZ4ng8547JvDxCAbWf4jExERKlCihE+7t7U1cXNxnqNH/NtevX9f6W6FQEBERQUpKCq1bty4yuZ/zLKpp06YxevRoTp48qTGoHj9+TFZWVqGfjaRP9sSJEzl58iR9+vQhICCAOnXqYGRkhL+/f5HKLsi/MYeiOi6hffv2TJ8+HX9/fypVqgTA/fv3mTNnTpEuiapUKlavXs2mTZtITU3lxIkT/Pbbb5ibmxf5wbrr1q1j8eLF2NjY6CwTFuU3AX/44Ye3fpaoqDl9+jTr1q0jJCREc/zJgAEDhM/k/IsRjmn4DzFixAgsLS1ZsGCBxudKIpEwY8YMYmNj2bhx42eu4X+D+fPnY2Bg8EG77z6Uz3UWFah3Xh07dkzrPKj27dsX+SxSflQqFUFBQVhbWxf58t2NGzfeGl9Uy+9SqZSZM2dy8OBBzYyKkZERPXv2ZNKkSXrPXysMVqxYwZEjR/jhhx/47rvvOHToEK9evWLmzJk0bdqU6dOnF4lcUH+Yfvjw4UW+WzE/n+uzRAC7du3i559/1vhVKpVK7ty5w86dO5k6dSo9e/b8x+sk8G4EA+s/xKtXrxg2bBiJiYma7/S9evUKR0dHVq5c+Y9/M++/Snh4ON26dXvn6cz/n3n58qXWsQFFdfbah+jwnzjtOi0tjVevXlGyZEmkUuk/NtORkpLCy5cvEYvFlChRAnNz8yKV17x5c3766Sdq1qyp9c3JW7du8c0333D58uUik/25vgnYsmVLfvnlF83xFP8kLVq0YMyYMTqzVfv372f16tWcOHHiH6+TwLsRlgj/Q5QoUYKjR49y8eJFXr58ibGxMV5eXjRo0OCtH2IWKFzOnz9f5A66Bw8eZNOmTbx69Yr9+/ezdetWHB0d+eKLL4pUbkpKCpMnT+bcuXNYW1ujUChIT0+nZs2a/P7771hZWRWqvIEDB2r9nXOKuZmZGSKRiJSUFIyMjLC2ti7SXYxSqZQ5c+ZojhI4ceIEP//8M5mZmSxdurRIjwm5cOECFSpUoHLlygQEBLB06VLKly/PV199VWRLdfHx8Tg7O+uEW1tbk5GRUSQyc+jYsSM7duzghx9++Mc+XA+f77NEoNa3n5+fTnjVqlWJjo4uMrkCn4ZgYP3HEIvFNG/e/HNX4z9Bs2bNdB4A6enpJCUlFekHY3fs2MHKlSsZPXo0ixYtAqBChQrMnz8fqVRapJ/0+PHHH4mJieHIkSP4+PgAEBQUxOTJk1mwYAHz588vVHl5d3YFBAQQEBDAvHnzNJ/CiYiIYPr06TRo0KBQ5eZn4cKFBAUFsX//fs33HseOHcuUKVP48ccfNf1Q2Pz++++sW7eOTZs2ERwczMyZM/+vvXsPqzFf/wf+bkptbUI1s9IBCeWQSiepMBlNh3HYEVPhCiGEmT0jVJJU49AQipgOCrOZTOW0pZHGDJl0mA5kOZTKtLa203QwtFTr+0e/1k9Wg22ez1pa3a/rmuviWc+4HzTT/Xw+9+e+4e7ujh9++AF1dXXYsGEDk7hjx45FfHw8QkNDxdcaGxuxfft2WFtbM4n5Ypxjx47h1KlT0NXVlUh0WBWbt5+OfPElRRpjiYC25qrp6ekSJ3TT0tKkNpmD/O9oi5AQRtLS0jr8XEFBAT169MCoUaMwcOBAZnGdnZ2xZs0aTJw4scP2zYULFxAcHIwLFy4wi21hYYHExERxwXW7kpISLFq0SKLwn0s2NjZITEyUmNt28+ZNzJkz57V1Un/F+PHjERMTA2Nj4w5/5teuXcOCBQuY/b4nTJiA8PBw2NnZITAwEL/99huSkpJQWloKHx8fZnHv3bsHPz8//Oc//8Hjx49hYGAAgUAAbW1t7N27F7q6ukziArI7nSursURA25QCb29vjBgxQlxHWVRUhOvXr2Pfvn0YO3Yss9jk7dEKFiGMTJo0CXFxceDz+WhqahIXIR89ehQAuzdtgUDQ6TBjPT09/P7770xitlNRUekwlqidgoICWlpamMZWUFBAbW2tRIJVWVnJfEv2yZMnnTbrbW1tZfr7rqurw+DBgyESifDjjz9i0aJFAIBevXoxjbtjxw6sWLECioqKqKqqQnNzM/T19WFnZ9fp3z+XXkygGhsb0dLSIpVJDbIaSwS0bQWmpqYiJSUFFRUVUFFRgZWVFaKioqClpcU0Nnl7lGARwsjatWtx9epVODs7c1579ComJiZIT0/v0PBRJBIhISGB+QkoBwcHbNy4EZGRkeKWIJWVlQgLC+u0+SmXPD094e/vj/nz58PIyAgikQilpaVITk5m0vzyRQ4ODtixYwe2bNkivnb37l3mv28jIyPEx8ejb9++ePToESZPnoza2lps376905odrvTq1QtBQUF4/vw5HB0d4eLiAmtra6nVRCUlJSEuLk7cXkZdXR0eHh5Mt79lNZYIABoaGnD8+HFUVFTg2bNnePr0KYqKilBUVASAbQ8u8vZoi5AQRkxNTZGcnCz1Y903b97E4sWLoaGhAT6fDxsbG1RWVuLZs2f45ptvMHz4cGax6+vrsXz5cuTl5YlXFerq6jB+/Hhs3boVffv2ZRYbaFsdTElJ6dAiYs6cOcxnxTU0NCAgIABZWVlobW2FmpoaGhoaYGdnh61btzIbpcLn87FmzRrU1NTA19cXPj4+CA8PR0FBAXbu3Mn0pJ1IJEJeXh4yMjKQmZkJoG172tXVlWlyFxMTg0OHDmHVqlUdWhZER0dj/vz5zA5yLF26FM3NzeIeXMD/H0ukqqrKbCxRe+xr16796csay8SSvD1KsAhhZPLkyYiKisLIkSOlHrupqQknT57s0Adr6tSpEo0ZWblx4wbKy8uhoqICfX19ccG7vLt79y7Ky8vFW2YGBgbiImhpEQqFTBt9dqaxsRFxcXFITEyEUCiEtrY2Zs2aBW9vb863ZydMmIANGzbAwcGhw/Vz584hPDwc2dnZnMZrZ2ZmhqNHj2LYsGEdrvP5fHh5eaGgoIBJXEB2L2vkr6EtQkI4JBAIxD/28vJCUFAQ/P39oaurK9EKg+WxbhUVFZiamqJ379547733YGhoKJXkSigUIioqCjo6OuJZeG5ubhg3bhxWrVrFea1KdHQ0Fi5ciJ49e8qs+BkAUlNT4ebmBj09vQ6rRsXFxdi4caO4fQML169fx61bt9Da2gqgbWVJKBSirKwMGzduZBb3yZMnyM7ORkZGBi5evAgej4f58+fDxcUF9+/fR2RkJK5cuYL4+HhO4zY2Nor7+L1IX18fjx494jTWi2Q5luj999+nVjpdECVYhHDoxdYM7YvD8+fP77CCwfpY94MHD7BixQoUFRVBTU0Nra2taGxshK2tLXbs2MG0HiwsLAwFBQUdju8vW7YMUVFRePbsGecdvnNzczFv3jz07NnzlSfmWK8gbdq0CfX19fD29gbQtnUUGRmJ1NRUpmORoqOjER0dDU1NTTx8+BA8Hg8PHjxAS0sLJk+ezCzu0qVLkZOTAzU1NTg7O0usrgwbNgz19fUIDAzkPLaZmRkSEhIQGhoqLqhvaWlhXmMo7bFE78rLGnl7tEVICIded5T7RayOdS9ZsgRPnz5FRESE+Lh8VVUVAgMDwePx8PXXXzOJC7T1R0pMTJSo8yotLcWSJUuQk5PDLLYsFRcXw9fXF7Nnz4aWlhZ27NgBHo+HoKAgZmNyAMDe3h5+fn6YPXs2HBwckJSUhD59+uDzzz/H8OHD8eWXXzKJu379eri6ur6ysP3+/fuor6/v9ETrX1FeXg4vLy+oqqqKt9+vXbsGoVCIuLg4iVOkXJH2WCIjIyOJlzUAUn1ZI38NJViEyBkzMzN89913GDp0aIfrfD4fnp6eKCwsZBbb2toa+/btkyhyLikpwcKFCzkfD5Senv7G97IeiltZWQkfHx8IBAIEBATA09OTecuCUaNGITMzE9ra2li+fDk+/vhjTJ06FVevXsXKlStx/vx5pvFl5fHjxzh58qS4ZYG+vj6mTJkilW1waY0lehde1shfQ1uEhMgZPT093LhxQyLBam8EydLHH3+M9evXY8OGDRgxYgSAtsQuLCyMyZbVm57cUlBQ4DzB6iy5mz17Nnbt2oUrV650mEPIKrnj8Xi4e/cutLW1YWBggLKyMkydOhW9evViWo8ka/369cO8efOkHpfP56OiogJCoVD883Zc/x1T0tT10QoWIXImKSkJ0dHRmDlzJszMzKCkpITr168jOTkZbm5uMDQ0FN/L9TeFp0+fIjAwEGfPnhUXXSsqKmLatGkICAiQ2ilGaXj5FNufUVBQQFZWFpNniI2NxcGDBxEREYF+/frB29sbfn5+yMnJQWNjI44cOcIkrizl5+cjLCwMFRUVeP78ucTnrLbLIiMjERcXBw0NDYmTkSz/jknXRQkWIXLmXfjGX19fj6qqKvTo0QO6urodVnMA4NSpU3BwcOB8e+W///0vDh8+LG5PMXjwYLi7u3d66kxepKenQ1tbG1ZWVkhJScGRI0fQt29fBAYGymV7jI8//hhDhw7FrFmzOq17YlXzZmlpibVr12LGjBlMfn0ifyjBIoRI3ZgxY3D8+HFOG2Hm5+dj0aJFMDQ0hKmpKVpaWlBcXIwbN24gISEB5ubmnMXqTENDA06cOIHKykosXboUxcXFGDJkCNNmn91R+9gYfX19qcZ1cHBAbGysRB8sQv4M2wpMQohM/PTTT3j48CEA4NixY1i8eDGioqLEtSOyxuK9bvPmzZgzZw6OHDmCtWvXIjAwEN999x3mzp2Lbdu2cR7vRTdv3oSjoyO+//57/Otf/8KTJ0+QmZmJqVOnMh0yDQAnTpyAm5sbLCwscPfuXURERGD//v1MY8rSlClTcPr0aanHXbNmDUJDQ3HlyhX89ttvEAgEHf4h5GVU5E6InImJiUFcXBwOHDiA8vJyBAcHw93dHT/88APq6uqwYcMGWT8iE7du3UJkZKTE9ZkzZ+LgwYNMY4eFhcHDwwMrV66EmZkZAOCrr76Curo6tm7dimPHjjGJ++2332LPnj3w9fUVJ5EjR45EREQEhEKhXI5Q8fHxwcyZM5GamgodHR2JNhGs5vI9e/YM165dw7x586hVAnkjlGARIme+++477N69GyYmJggMDISlpSU2btyI0tJS+Pj4yG2CpaOjg5KSEol6q+LiYmhqajKNXVpairCwMInrn376KQ4fPsws7sGDBxEWFoaJEyeK+5tNmzYNffv2RXBwsFwmWF9++SXU1dXx0Ucfcd576lW2bduGWbNm/WntFyEvowSLEDlTV1eHwYMHQyQS4ccff8SiRYsAAL169UJLS4uMn46d9uSxoqJC3NG7uLgYBw8exD//+U+msdXV1XHnzh0MGDCgw/XCwkJoaGgwiysQCDpt5Kmnp4fff/+dWVxZunHjBlJTUzlvYPo6QqEQc+bMoZo68sYowSJEzhgZGSE+Ph59+/bFo0ePMHnyZNTW1mL79u0SDUDliZubGwDg0KFDSExMFDegDA8Ph7OzM9PYixYtQlBQEHx9fSESifDLL78gLS0NSUlJ+Pzzz5nFNTExQXp6OlasWCG+JhKJmI+NkSVzc3OUl5dLPcFasGAB9u3bh/Xr13M+wJrIJzpFSIic4fP5WLNmDWpqauDr6wsfHx+Eh4ejoKAAO3fufCfewM3MzHDixIl34lm4cv78ecTHx4tbROjr68Pb25vJnLp2N2/exOLFi6GhoQE+nw8bGxvcuXMHz549Q1xcnMTIInmQkJCAPXv2YOLEidDT05OYy8dqW3Tu3LkoKiqCSCSCpqamRFzqg0VeRgkWId2AUCiEsrJyh2v79+/Hp59+CjU1Nc7ixMXF4ZNPPoGWltYr7/Pz80NISAjntVEXL14En89HU1OTxElFeaxHAtqau7a3h3jy5Al4PB4cHR0lOvnLi7lz5/7pZwoKCsyK3NPS0l75+T/+8Q8mcUnXRQkWId0Ui15UFhYWSEtLk8nK1NatW5GYmAgjIyOJxqYsv/G2KygoQFJSEqqqqhAbG4uTJ09CR0cHrq6uTGN+9tln2LZtGwYPHgw3Nzc0NTXh6dOn2LZtG/Ot0XcZixeINzFlyhTs378f/fv3l2pc8u6hGixCuikW71affPIJ9u7di8WLF0NbW1ti1YyllJQUfP3110y35P5MZmYm1q1bh1mzZuHHH39Ec3MzlJSUsHbtWtTV1cHT05NJ3IiICLi4uMDExATx8fFQUVHB+fPncfr0aezatatbJ1ixsbFwdnaWeoL122+/obm5WaoxybuJEixCCGd++uknCASCP91OYdkrSFFRESNHjmT2679KdHQ0QkJCMGXKFPH8vwULFuD999/Hrl27mCVYt27dwu7du9GzZ0+cP38ejo6OUFZWhpWVFUJCQpjE7Cpoc4bIGiVYhBDObN68WWax58yZg127diEiIkLqp7yqqqo6PaE5evRo1NbWMourqamJ27dv448//kBZWRnWrl0LAMjJyaEtKkJkjBIsQghn2gftNjY2orq6GkOGDIFQKJSoieKKg4ODuKu2SCSCQCBAZmYmNDU18d57HSeBsTzlNWTIEPz8888SK1VpaWkYMmQIs7je3t5Yvnw53nvvPRgbG8PKygqxsbGIjo7GV199xSwuIeT1KMEihHBGKBQiNDQUqampAICzZ89iy5YtePr0KbZv344+ffpwGu/F/k+ytG7dOvj6+uKXX37B8+fPERsbi6qqKly9ehV79+5lFnfevHmwtLRETU0N7OzsAABjx47FxIkTYWRkxCwuIeT1KMEihHBm69atuH37NtLS0vDpp58CaEuC1q1bh7CwMM6HLr/N0XgWp7wsLCyQkZEhHovz+++/w9TUFFu3boW2tjZncTozfPjwDv2u5LmZbFfw8mxE0n1RgkVIN+Xu7s751l1mZiZiYmJgaGgovmZoaIhNmzZhwYIFnMZ6WyxOee3cuRPjx4/HihUrJLYmSdd16dIlWFpa/k+nYam4nrSjBIsQObBu3bo3vre9NicgIIDz53jy5Al69uwpcb21tVWu5yBWV1fDz88Pz58/h42NDezt7WFvbw8ejyfrR5MLkydPxqFDh8Dj8RAdHY2FCxd2+nX2Ii5eIPz8/HDmzBloaWlh0qRJOHbsGPr16/fKfyc5Ofm1jXZJ90AJFiFy5unTp8jIyICxsTGMjY3Ro0cPlJWVobCwENOnT2ca28HBATt27MCWLVvE1+7evYuwsDBMmDCBaWxZ+vrrrwG0jSm6fPkyMjMzER4eDl1dXYwfPx6rV6+W8RN2bQ8ePMCtW7fA4/EQExMDT0/P1yZYXLxAqKmpISYmBmPGjEFNTQ1Onz79p0lb+39bxsbGfzkukQ/UyZ0QOfPZZ59hyJAhEqNh4uLicPnyZcTHxzOL3dDQgICAAGRlZaG1tRVqampoaGiAnZ0dtm3bhr59+zKL/aZYzkEUiUS4fv06CgoKcPnyZWRnZ+Nvf/sbfv31V85jdSfr169HSkrKG9U3cdlrLSsrC7t370ZDQwMEAgF4PF6nW8AKCgo0i5BIoASLEDljamqK9PR0DBo0qMP1O3fuYPr06SguLmb+DNXV1aioqEBzczP09fVhYGDAPOabYpFgRUdHo7CwEMXFxVBWVsaYMWNgbm4OCwsLjBgxAkpKtFnwV/H5fNTX12PevHnYvXv3n55IbW8VwjUHBwccO3YM6urqTH59In/ov3pC5Iy+vj6+//57fPHFF+JrIpEIhw8f7lB8zlKvXr1gaGgoLvgVCAQAwPxE3ZtgccorLi4OTU1NGD9+PGbMmAELCwv6Rsyx9rYTycnJGDNmDJSUlNDY2IiWlhbO23905vz58wDaCt/Ly8vR2toKfX19jBs3Dj169GAen3Q9tIJFiJzJz8+Hr68vNDQ0xAnVtWvX8OzZM8TFxXU40s+1y5cvw9/fHw8ePOhwXSQSQUFBgemonDfFYgWrubkZpaWlyMvLQ35+Pn799VdoaGiIV7Hepp0E+XNJSUmIi4sTf52pq6vDw8NDYlucS7W1tVi6dCnu3LkDfX19tLS0oKqqCtra2khMTKQDDUQCJViEyKFHjx7hzJkzKC8vBwAMHToUrq6uzAffOjk5YdSoUfDx8UHv3r0lPtfR0WEav76+HioqKlBRUQGfz8fFixcxcuRI2NjYiO8pLS2FkZER01UHPp+Pb7/9FmlpaWhubn4nEkt5ERMTg0OHDmHVqlUwMzNDa2srCgsLER0djfnz52Px4sVM4i5duhTNzc2IjIwUr5g9fvwYq1evhqqqKnbt2sUkLum6KMEihHBm9OjROH36NJMC8tc5d+4cvvzyS+zZswc6Ojpwc3ODlpYWBAIBvvjiC8yZM4dZ7Nu3byM3NxdXrlxBfn4+mpqaYG1tDVtbW9jb28vkz0NeTZgwARs2bICDg0OH6+fOnUN4eDiys7OZxDUzM8PRo0cxbNiwDtf5fD68vLxQUFDAJC7puqgGixA5U1NTg6ioKJSWlqK5uVmi8SHL007W1tYoKCiQSUIRFRWFlStXYty4cYiMjET//v1x6tQpZGdnY9OmTUwTrKlTp2LUqFEYN24c5s6dCzMzMygqKjKL1501NjZKHOAA2moPHz16xCxunz59UFdXJ3G9vr6earBIpyjBIkTO+Pv74/Hjx/Dy8mI2ZPlF0dHR4h9raWkhODgYFy9exIABAySOtLOskamuroazszOAtiTSyckJQNv2KMtvvACQk5PzRi0oWIzp6W7MzMyQkJCA0NBQ8ddXS0sLEhISMHr0aGZxXV1dERQUhJCQEHGvq+LiYoSGhsLFxYVZXNJ1UYJFiJwpKSlBWloahgwZIpV4ubm5HX5uYmKC2tpa1NbWdrjOekabtrY2cnNzwePxcOfOHfEW0smTJztd8eDSm/b3YjGmp7tZt24dvLy8kJOTg5EjRwJoO8QhFAoRFxfHLO6qVavw8OFDLFy4ULwqrKioCHd3d/j7+zOLS7ouSrAIkTODBg1ivmLzooMHD4p/LBAIoKWlJbFy1dLSAj6fz/Q5Vq5cCX9/fzQ3N2PixIkwNjbGli1bcOTIkQ6rbKRrMzAwwJkzZ3Dy5ElUVFRARUUFtra2mDJlCv7+978zi6usrIzNmzcjICAAlZWVUFZWxoABA6CqqtrhvlOnTsHBwUHiOul+qMidEDlz4sQJ8YmqgQMHStSHWFpaMos9fPhwXLp0SaIHVFVVFaZOncp5k1OBQID+/ftDQUEBAoEADx48gLKyMnr37g0FBQU0NTWhoaEBmpqa70QPLpZd5ElHY8aMwfHjx6X+Zy2ruOTdQytYhMiZ9u2KjRs3SnzGohdVSkoKYmNjAbT1u5oxY4bEClZ9fT2Tbu4ODg64dOkSNDQ04ODg0Ok25LvUg4tIj6zWDmjNgrSjBIsQOcN6K+5l06dPR48ePdDa2oqAgADMnz+/Qw8sBQUF9OzZE2PHjuU8dlZWlni1jGbBEULeJZRgESIHXt4qexWut8p69OiB6dOnAwB0dXXFY0yk4cXGpaybmHKBdaE/IeTdQQkWIXKgs62yzrYqWG+VWVpaIisrC7du3UJLS4v4ulAoRFlZGdNTXl0BbR8R0n1QgkWIHHhxq4zH48HDwwP29vbo06ePVFdNNm3ahGPHjmHEiBEoKSmBmZkZqqur8eDBA3h4eEjtOWThTcb0JCcnQ0tLS4ZPSQiRlvdefwsh5F2no6MjTqSWL1+O69evY+HChZg9ezZ27tyJwsJCqKqqMt9G+/e//43IyEgcOXIEAwYMQEhICLKzs+Hq6ornz58zjS1L586dw/jx41FQUICqqip4eXkhLS0Ny5Ytw6FDh8T3GRsbU9dvKaHtWCJrlGARImdmzZqFnTt34vLly9i/fz+GDRuG1NRU2Nvbw93dnWnsxsZGjBo1CgAwbNgwlJSUQElJCUuWLMGFCxeYxpalF8f0pKSkoH///jh9+jS2b9+OhIQEWT+eXKmurn6j+7jejr179+4b3Wdra4uePXtyGpt0TZRgESKHWlpaUFpairy8PBQXF+PmzZtQVlaGmpoa07h6enooKysD0DaipqSkBEDbN7uGhgamsWXp5TE9kydPBiCdMT3djYeHB65evfra+7KysjhdsXVycoK7uzsOHDggMaXgRdHR0dDU1OQsLum6qAaLEDkzd+5cXL16FWpqajAxMYG5uTmWLFmCESNGSPSn4tqCBQuwevVqhIeHw8XFBW5ublBSUsKvv/4Kc3NzprFlSZZjerobTU1NPHz48LX3vdzs9q/6+eefcfbsWZw5cwaRkZEwNTWFi4sLnJycOI9F5AMlWITIGSUlJSgoKKBfv3744IMPwOPxwOPxmCdXAODu7o5BgwZBVVUVBgYGiI6ORkpKCkaNGoUVK1Ywjy8rNKZHekaMGIFly5bB2NgYOjo6UFZW7vD5V199xSSuuro6PDw84OHhgYcPHyIzMxMXLlxAZGQkzMzM8Mknn8DJyYm2B4kYjcohRA41Nzfj2rVryMvLQ35+PoqKitC7d29YWFgw+wb0srq6OvHIGnksOO5qY3rkxbp16175uTS+vvl8PjIzM3H+/HlUVlZi/PjxuH//PioqKrBp0yY4Ojoyfwby7qMEixA5dvv2beTm5iI3NxfZ2dnQ1NREdnY2s3gikQixsbE4cOAAGhoacPbsWezcuROqqqoICgqSWG3oyoyMjMS9x4yMjGhMj5y7fv06MjIykJGRgZqaGowbNw6urq746KOPxEOm9+zZg6SkJOTm5sr4acm7gBIsQuTM4cOHceXKFeTn5+OPP/6ApaUlbG1tYWdnx2Qe4Iuio6Nx+vRp+Pv74/PPP8fJkydRXV2N4OBgfPjhhwgKCmIaX5pqamqgra0NBQUF1NTUvPLertBlvqsQiUQyaWY7fPhwmJubw9XVFU5OTujXr5/EPbm5uUhPT5faKjF5t1GCRYicmTZtGuzs7GBnZwdzc3OprhpNmjQJmzdvhqWlJczMzHDixAno6ekhPz8fq1atwqVLl6T2LEQ+hYaGvrKZbXBwMJO49+7doyax5H9CRe6EyJnjx4/LLPbDhw/xwQcfSFxXU1PDH3/8IYMnIvKmvZmto6MjnJycEBISAn19faxdu5ZpM1sej4dz587RGCjyxijBIoRwZuzYsYiPj0doaKj4WmNjI7Zv3w5ra2sZPhmRF501sx06dCiWLFmChQsXMovbncdAkbdDjUYJIZwJCQlBWVkZbG1t0dTUhGXLlmHChAmoqamRq/orIjuyambbXcdAkbdHK1iEEM588cUXmDRpEpSUlKCqqorm5mbo6+vDzs5OKn24iPyTVTNbWa2cka6LEixCCGemTZuGS5cuITc3F4qKirC1tYW6ujrq6uo6PXVFyP9KVs1s21fOtLW1xStnM2bMkPsxUOTt0SlCQgjnRCIRysrKcPnyZVy6dAl5eXkYPnw4UlJSZP1oRI5Is5ltSkoKwsPDERERAUNDQ7i5uWHmzJkoLCyEuro64uPjmcYnXQ+t2RNCOCWrQdOkexCJRNi7dy+sra1hY2ODmpoarF69GsHBwRAKhcziuru745tvvsGgQYNgYGCAmJgY3L9/H6NHj8aWLVuYxSVdF61gEUI48/Kg6TFjxsDCwkIqg6ZJ9yDNZrZz585945Wx5ORkzuIS+UD/xyOEcEaWg6ZJ95CWlobQ0FB8+OGH4uTH1tYWW7ZswZkzZziNZW1tDSsrK1hZWWHo0KHi7cAJEybgo48+go6ODoqLi8XF74S8iIrcCSGcSUxM7DBo+vjx49i4caPUB00T+SXNZrZ+fn7iH3t7eyMgIACenp4d7rG0tMTRo0c5jUvkA71WEkI4paSkBBMTE0ycOBH29vawsrLCvXv38Msvv8j60YgcaG9m+yJpNLMtKiqCjY2NxHUTExPcuHGDWVzSdVENFiGEM7IcNE26h3v37sHPzw//+c9/8PjxYxgYGEAgEEBbWxt79+6Frq4uk7ienp4YOHAgQkJCoKKiAqAtsQsMDERdXR0OHDjAJC7puijBIoRwRpaDpkn3sGbNGri4uEBRURFVVVVSa2ZbXl6OxYsXo66uDgMHDoRIJEJlZSW0tbWxb98+6OjoMItNuiZKsAghhHQZmzZtQmZmJp4/fw5HR0e4uLjA2tqaeR8soG2wc05ODsrLywG0jeoZN24clJSonJlIogSLEEJIlyISiZCXl4eMjAxkZmYCAJydneHq6gpTU1PZPhwh/w8lWIQQQrqsxsZGxMXFITExEUKhENra2pg1axa8vb3FtVKEyAIlWIQQQrqUJ0+eIDs7GxkZGbh48SJ4PB6cnZ3h4uKC+/fvIzIyksbXEJmjjWNCCCFdxtKlS5GTkwM1NTU4OzsjOTkZo0ePFn8+bNgw1NfXIzAwUIZPSQglWIQQQroQTU1N7Nu375WF7RYWFjRYnMgcbRESQgghhHCMOrkTQgghhHCMEixCCCGEEI5RgkUIIYQQwjFKsAghhBBCOEYJFiGEEEIIxyjBIoQQQgjhGCVYhBBCCCEc+z87nD9np6W3uAAAAABJRU5ErkJggg==",
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "corr = df.corr()\n",
+        "sns.heatmap(corr, annot = True, cmap = 'coolwarm')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 386,
       "metadata": {
         "id": "8t4Iv-Q520Iw"
       },
+      "outputs": [],
       "source": [
-        "# for the target variable\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "# corr = df.corr()['cnt']\n",
+        "# sns.heatmap(corr, annot = True, cmap = 'coolwarm')\n",
+        "# plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -363,14 +1419,27 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 387,
       "metadata": {
         "id": "14fNdyUL20Ix"
       },
-      "source": [
-        "#with pandas\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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vX/8elA0AAB50LoUQb29vtW3bVmPGjNGkSZN0/vx5RUVF6d1335WU3Svi6+srLy8vhYSEXLd8cHCwAgMD703lAADggebyHVOHDx+u0NBQ9ezZU2PHjtWAAQPUtGlTSVJERIRWr159z4sEAACFj8XhKNhXVePjGZgKFEQ2W/bA1IEblyo2KSHf2q3kH6ipz7dXYuIVZWYyMBUoaCwWKSgobwNT+QE7AABgBCEEAAAYQQgBAABGEEIAAIARhBAAAGAEIQQAABhBCAEAAEYQQgAAgBGEEAAAYAQhBAAAGEEIAQAARhBCAACAEYQQAABgBCEEAAAYQQgBAABGEEIAAIARhBAAAGAEIQQAABhBCAEAAEYQQgAAgBGEEAAAYAQhBAAAGEEIAQAARhBCAACAEYQQAABgBCEEAAAYQQgBAABGEEIAAIARhBAAAGAEIQQAABhBCAEAAEYQQgAAgBGEEAAAYAQhBAAAGEEIAQAARhBCAACAEYQQAABgBCEEAAAYQQgBAABGEEIAAIARhBAAAGAEIQQAABhBCAEAAEYQQgAAgBGEEAAAYAQhBAAAGEEIAQAARhBCAACAEYQQAABgBCEEAAAY4XIISUtL04gRIxQeHq6IiAhFRUXddN7vv/9ebdq0Ue3atdW6dWtt3LjxrooFAACFh8shZPLkydq/f7/mzJmj0aNH69NPP9XatWuvm+/QoUPq37+/OnTooOjoaHXp0kVvvvmmDh06dE8KBwAADzabKzOnpKRoyZIlmjlzpkJDQxUaGqojR45o/vz5atasWa55V65cqaeeeko9evSQJIWEhGjTpk1as2aNqlateu/WAAAAPJBcCiGHDh1SZmamateu7ZwWFham6dOny263y2r9b8dKu3btlJGRcd1zJCcn30W5AACgsHAphMTFxSkgIEAeHh7OaUFBQUpLS1NSUpKKFy/unF6pUqVcyx45ckQ//fSTunTp4lKBFotLswP4HeH4ABQ8ruyXLoWQ1NTUXAFEkvNxenr6TZe7cOGCBgwYoCeeeELPP/+8K00qMNDXpfkB/D4EBBQ1XQKAu+RSCPH09LwubOQ89vLyuuEy8fHx6tWrlxwOh6ZOnZrrkk1eJCQky+FwaREA+cDNzWo0CCQmXlFWlt1Y+wBuzGLJeweCSyEkODhYiYmJyszMlM2WvWhcXJy8vLzk5+d33fy//fabc2Dq3Llzc12uySuHQ4QQADfEsQF4sLnULVGtWjXZbDbt3r3bOS0mJkY1atS4rocjJSVFffr0kdVq1bx58xQcHHxPCgYAAIWDSyHE29tbbdu21ZgxY7R3715t2LBBUVFRzt6OuLg4Xb16VZI0Y8YMnTp1SpGRkc6/xcXF8e0YAAAgycXLMZI0fPhwjRkzRj179pSPj48GDBigpk2bSpIiIiL07rvvqn379vruu+909epVderUKdfy7dq103vvvXdvqgcAAA8si8NRsK+qxsczMBUoiGy27IGpAzcuVWxSQr61W8k/UFOfb6/ExCvKzGRgKlDQWCxSUFDeBqbyA3YAAMAIQggAADCCEAIAAIwghAAAACMIIQAAwAhCCAAAMIIQAgAAjCCEAAAAIwghAADACEIIAAAwghACAACMIIQAAAAjCCEAAMAIQggAADCCEAIAAIwghAAAACMIIQAAwAhCCAAAMIIQAgAAjCCEAAAAIwghAADACEIIAAAwghACAACMIIQAAAAjCCEAAMAIQggAADCCEAIAAIwghAAAACMIIQAAwAhCCAAAMIIQAgAAjCCEAAAAIwghAADACEIIAAAwghACAACMIIQAAAAjCCEAAMAIQggAADCCEAIAAIwghAAAACNspgsAAOBBY7VaZLVa8r1du90hu92R7+3eL4QQAABcYLVaVDygqCwGQojD7tCFxCuFJogQQgAAcIHVapHFalHiykRlJmTmW7u2QJsCWgXIarUQQoA7ZaobUyp8XZnAvcA+eWcyEzKV+Vv+hZDCiBCCfGW1WhQQ4C2r1c1I+3Z7lhITUx/Ygx5wr2Xvk0WNhpDEQnR5Aa4hhCBfZZ9xuemHH95T0sVT+dq2f7GH1aDBsELVlQncrZxekNU7knQhOX/P6ov72tTiSX/2yd8xQgiMSLp4ShcuHDVdBoD/cyE5U+cvcmkB+Yv7hAAAACMIIQAAwAiXQ0haWppGjBih8PBwRUREKCoq6qbzHjx4UJ06dVKtWrXUoUMH7d+//66KBX6vrFaLbDZrvv8zNVgRwO+Dy2NCJk+erP3792vOnDk6d+6chg4dqjJlyqhZs2a55ktJSVHfvn3VunVrvffee1qwYIH69eun9evXq0iRIvdsBYDCzmq1yD+giNys+d9xmWW3KykxhUGDAO4Ll0JISkqKlixZopkzZyo0NFShoaE6cuSI5s+ff10IWb16tTw9PTVkyBBZLBaNHDlSP/zwg9auXav27dvf05UACjOr1SI3q1WTf16k08lx+dbuQ74lNCS8M99cAHDfuBRCDh06pMzMTNWuXds5LSwsTNOnT5fdbpf1mjO1PXv2KCwsTBZLdneuxWLRE088od27dxNCgDtwOjlOsRfPmS4DAO4Zl0JIXFycAgIC5OHh4ZwWFBSktLQ0JSUlqXjx4rnmrVy5cq7lAwMDdeTIEZcKtFxzSdpqtThDTX5yOG59Rz9TdUm3rq2g1iVl37Mjv13b5s02S0F9j0nZPRP56dr2brVJHvL1v//F3KS9gvY6Sg/uPlncN//v2HBtmzfaLAV5e0nZt1HPT9e2d7PNYrGY+2E9h8PxfzXkfTmXtmBqamquACLJ+Tg9PT1P8/7vfLcTGOjr/L/DbpfFwHXx27Vrqq7btV1Q67Lbs9SgwbB8rui/bQcEFL353x1Zslry/26ut2vX7rBrSHjnfKzov+3eenvZNbhOo3ys6L/t3rouh6yGPrxu1XZBrqvFk/75W9A1bd/stXTYHUZ+JC4vbTvsDgW0CsjHiq5p9xbv/QeNSyHE09PzuhCR89jLyytP8/7vfLeTkJAsh0Nyc7MqIKCoLm3YoqzESy49x91wC/CTX+MIJSZeUVaW/fq//19dCes+V2Zi/naV2wLKKLBp3xvWllPXwc1TdCXpdL7WVdT/IVV/bvBNt1lBPbuxWi0q5u8tGSjN4ZAuJF4ucGfQBbUX8FZ15bz339+2Q2eSk/O1rnK+vvpr3SdvuU9+vD1WZ5JT87kub71Vp9IDtU86j2FbLinlUla+1lTEz03VI/xuur2kgvnelwpOT8i1HQi34lIICQ4OVmJiojIzM2WzZS8aFxcnLy8v+fn5XTdvfHx8rmnx8fEqWbKkK03K4cj+lyMr8ZIy4y+49Bz3iuMWPXOZieeUEZe/tyG/1s1qu5J0WpcTYvO3mGvcqK6sLIekgjfQMSvLoaTEVGM78K0OLAV5mxXEuiTpTHKyYpMuGmv/ZvvkmeRUHU9Kyd9irvEg7ZOSlHIpS5cvmLuT681ex4K6zfJyGakgcSmEVKtWTTabTbt371Z4eLgkKSYmRjVq1Mg1KFWSatWqpZkzZ8rhcMhiscjhcGjnzp167bXX7l31wD32IP+iJ1AYFfHL/8ujJtr8vXIphHh7e6tt27YaM2aMJk2apPPnzysqKkrvvvuupOxeEV9fX3l5ealZs2b64IMPNHHiRHXp0kULFy5Uamqqmjdvfl9WBABQeOScEFSP8Lv9zPexfdxfLg/tHT58uMaMGaOePXvKx8dHAwYMUNOmTSVJERERevfdd9W+fXv5+PhoxowZGj16tBYvXqwqVaro888/50ZlAIDbstsdSky8YuyuvYSQ/OFyCPH29lZkZKQiIyOv+9vhw4dzPa5Zs6aWLVt259UBAH63CAKFHz9gBwAAjCCEAAAAI/L/FnkA8DtWztf7d9EmkBeEEADIB3a7Q1l2u96qU8lI+1l2O+MrUOAQQgAgH9jtDiUlpvBtD+AahJB7xBZQpkC2WdT/oXyoxHybwIOAIADkRgi5S3a7Qw57lgKb9jXSvsOedcODWvbBLkvVnxtsoKrsH4rjYAsAuBVCyF2y2x26YOj3RnLav1kISSyAdQEAkOOBCyFuAfl7C9+8tFdQP3ALal0AAEgPUAjJvuxhl1/jiHxv28GocgAA7rkHKoRcMDSynB4FAADuvQcmhEiEAQAAChNu2w4AAIwghAAAACMIIQAAwAhCCAAAMIIQAgAAjCCEAAAAIwghAADACEIIAAAwghACAACMeKDumAoAeVXO1/d30SbwILM4HI4CfR/0+PhkFewKARQkVqtF/gFF5GY109GbZbcrKTGFn5jA75bFIgUF5S2Q0xMCoFCx2x1KMvRjlzntE0CAvCGEACh0CALAg4GBqQAAwAhCCAAAMIIQAgAAjCCEAAAAIwghAADACEIIAAAwghACAACMIIQAAAAjCCEAAMAIQggAADCCEAIAAIwghAAAACMIIQAAwIgC/yu6FjO/xg0AAO6AK5/bFofDwe9dAwCAfMflGAAAYAQhBAAAGEEIAQAARhBCAACAEYQQAABgBCEEAAAYQQgBAABGEEIAAIARhBAAAGDE7zqEOBwOzZ8/P1/b/OWXX7Rz585c05KSklSvXj2dOXMmX2u51rV1xcbGqnfv3nriiSfUqFEjTZ8+XXa7/b60e+bMGVWpUuW+rPvdPvewYcM0bNiwe1xV3qSnp2vx4sXOx927d9e0adNuu9ydrPO9eA2WLl2qRo0a3fBvt9uOOe1/8cUXkm6/rlWqVNG2bdvuuNa70ahRIy1durTQtVUYOBwOvfPOO3r88cf1/PPPa9q0aerevbvRmjZu3KgGDRqoZs2aioyMdE7Pj9f2dvv1mjVrlJCQIElGt9XvOoTs2LFD48aNy9c233jjDZ04ccL5+OLFi3rttdecbwZTcupKTU1V3759FRwcrK+//lqjR4/WnDlztGDBAqP13YnSpUtry5YtKl26tOlSXLZq1SpNnz49X9oyvZ1Kly6tUqVKqVixYpKyD4i9e/c2UgseXIcOHdLixYv1ySef5PvJ5c1MnTpVERER6tKli/bu3Wu6HKezZ8/qrbfeUmpqqulSft8hxPTP5vz8889q3769UlJSjNZxrR07dujixYsaO3asKlasqGeffVavvPKKVqxYYbo0l7m5ualEiRJyc3MzXYrL8vO9aXo7ubm5yc3NTVZr9uHI399fRYsWNVILHlzJycmSpAYNGqhUqVKGq8mWnJyssLAw+fr6Ot/fBYHpz75rFfhf0c2rkydPaty4cdq5c6eKFSum3r17q0qVKho+fLj69Omjzz77TMnJyWrSpIkmTpyo8+fPq0ePHpKyu3fnzp2runXr3tcau3fvrrNnz2r48OHavn27SpUqpQ4dOqhly5Zq2rTpfW07r3VFRETob3/7mzw8PHLNc/ny5ftaw4YNGzRv3jzFxcXp6aefVmRkpDZu3KhPP/1UmzZtylVrnTp1tH79enl6eqpOnTo6e/asvvvuO3l4eGjBggX67rvv9OWXXyojI0N2u10bN25UuXLlVKVKFU2ePFkzZ87UiRMnnF2kDz30kKTsUDhhwgQdO3ZMzz33nCTJ29v7ulpfeOEFvfjii3r55ZclSb169dLFixfl4eGhX375Re7u7vLx8dGCBQs0duxYff/99/Lz85PNZtOVK1dUt25dTZw4Ud9//72++OILnT59WpJkt9v10EMP6dlnn9XcuXMlZb83x44dq7179yomJkazZ89WWlqaypYtq9GjR+vJJ5/Ue++9p+joaGVmZjovm02bNk1jx46Vl5eXtm3bpuHDh+uZZ57RypUr1a9fP/Xt29e5PmfOnNHzzz+vjRs3au/evfrkk0907tw5eXl5KTMzUx4eHmratKnefvtteXp66uLFi3r//fe1ceNGpaWlqVGjRnr88cflcDg0bdo0zZ49WykpKbJYLGrSpIlzOy5dulQzZ87U6dOnZbVa5XA4VKVKFfXq1Utnz55VYmKiVq9ereHDhysjI0Ply5fXoEGDdOjQIc2fP192u11//etfc70Wv/32m0aPHq3NmzfLZrPp0Ucf1bBhw9SvXz9VqFBBwcHBmj59uv7yl7+oXLlyunz5so4fP66kpCQdPXpUISEh6t+/v/7whz84n3PhwoX6/PPPlZiYqMcee0xvv/22qlSpct37YM+ePXrllVc0cuRIdezYUZcuXdL48eO1ceNGFSlSRCEhITp79qwSEhJUpkwZXb58WW+88YamTZumpKQkSdLDDz+sHj16qFu3blq4cKE+++wzJSQkyNvbW5cuXdKkSZN07tw59e/fX1L22f6YMWP0yy+/yM/PT507d3b+LS0tTVOnTtXKlSt18eJFPfXUUxo9erRKly7tfI2nTZumyZMn67ffflO9evUUGRkpf39/5zq9/fbbio+Pz9UL17JlSyUnJ2vRokUaO3asfvrpJ7m5ualcuXL6+9//rgkTJuinn36Sl5eXpOxjhY+Pj1q0aKGqVavqyy+/1IkTJ+Tu7q4iRYrIYrFo4cKFzjYOHjyouLg4LViwQOXLl79uO18rNjZWkyZN0q5du1S0aFF17txZr7/+unbs2OE8nletWlVly5ZVw4YNncstWbJEX3zxhc6cOaOiRYuqRYsWOnLkiMLCwjR9+nS5u7uratWq+uCDD/Tpp5/q22+/VZkyZRQZGak6derctO1XX31Vn376qRYuXKjU1FQFBwcrMTFR3t7eyszM1KVLlzRixAhnHVWqVNHhw4clSUeOHFGXLl104MABVapUSY0bN9a2bdtUr149RUVFycPDQ4MHD5aXl5ciIyOVnJyszp07a/DgwXl+vSWpQ4cOSkpKktVqVf369fXBBx84//b888/L3d1dXl5e8vf319ixY7V8+XJlZmbqkUce0TfffJOr9pzPyUaNGql58+Zavny5goKCtGzZMlnu8CfvC040uwtpaWnq3bu3ihYtqsWLF2vUqFH66KOPlJKSovPnz+u7777TrFmzNG3aNK1bt07R0dEqXbq087rzli1bVLt27fte57Rp01SqVCmNGDFCI0eO1FtvvaXXX3/d+Jn6tXV9/PHHucLY1atXtXjxYj311FP3tYZly5bpww8/1Ny5c3XgwAHNnDnzlvNHREQoPj5ec+bMUVhYmDw9PZWWlqYePXooISFBTz75pEJDQyXlTv3Tpk3TyJEjtXTpUiUmJurjjz+WJF24cEH9+vVTvXr1FB0drcqVK2vt2rU3bXv79u2SpIyMDO3evVsHDx5UlSpVtHLlSj366KOKi4tTz549FRgYqBIlSigtLU0Wi0Xt27dXamqqXnnlFU2YMEH9+/eXv7+/GjVqJDc3N/3hD3/QqlWr1Lp1a5UqVUqzZ89WZGSkypQpI6vVqoYNG8pisahChQoaMmSIpk6dqs2bN6tatWoKDQ1VUFCQJOnw4cO5LjWePXtW6enpWrp0qVq1anXD9bpw4YKGDBmifv36qX79+nJ3d1dGRoY++eQTxcTEOLdV//799csvv2j69On68ssvFRsbqyVLlujcuXM6fPiw7Ha7nn32Wdntdrm7u2vt2rU6efKkxo8fr9atW8tms6levXrO9ckZL3L58mUNGTJEpUuXVrdu3dShQwe9+eabmj17tiZNmqTZs2fnOihK0l//+le5ubnp0UcfVZ8+fRQcHKyRI0fq6tWrkqStW7cqOTlZP/30kyIiIrRmzRrFxMSoffv2WrFihfr06aNhw4bp559/liRt2rRJn376qd555x0tW7ZMYWFh6tGjhy5evJir3ePHj6tfv34aMGCAOnbsKEkaOXKkkpOTtWDBAg0ePFgxMTGqUKGC1qxZoypVqig+Pl6rV6+W1WpVixYtZLPZVL9+ff3973/X5MmTNXHiRDVo0EBFihRRxYoVJckZHA4cOCBJGjJkiKpVq6aVK1dq4sSJmjVrlv7xj39IkkaPHq3169crMjJSCxcuVGZmpl5//fVc47mmT5+uDz/8UPPmzdO+ffv05Zdf5lqvli1bauvWrc6TDrvdrri4OCUkJOhPf/qTAgMD9c0338jd3V2JiYnq2rWrAgMDNW7cOF25ckUeHh56+eWXNXbsWC1evFjjx4/XoEGD1KRJE2VkZOjy5ct69dVXnWFj+fLleuuttzRjxozbBpALFy7opZdeUsmSJbVkyRKNHj1a8+bN09y5cxUaGqrixYtLkubPn6/u3btr0aJFkqTt27drwoQJGjRokNauXauxY8fq66+/VmJior766itVrFhR7dq1U3Jysjp27KikpCQ98sgjql69uiZMmHDLtrt3767169ercePGslgsslgsKlu2rHr37q1Lly4pKChIQ4YMUdeuXVW7dm1t2bLFuT5ff/21+vTpo2+//VbFihVTdHS0du3apdOnT+vrr79Wy5YtNWbMGM2dO1efffaZhg0bplmzZungwYN5fr0lqVixYpo0aZJ8fHwUExOjmTNn6qOPPpIktWvXTl9//bXq1Kmj06dP69y5c4qOjtajjz6q/fv3KzY29qavx4oVK/TFF1/ovffeu+MAIhWSELJlyxZduHBBkyZN0iOPPKJGjRrp7bffltVqVUZGhvNM5plnntEzzzyjffv2yc3NzXkNukSJEted+d8P/v7+cnNzk6+vr3x9fe97e3l1s7rsdruGDRumK1euqF+/fve1hsGDB6tmzZqqVauWmjdvrkOHDt1y/pwQEhoaqho1aigkJEQ+Pj5KSUnRiBEjtH//fr366quSsg8gOXr16qWnn35ajz76qLp27ar9+/dLyh6kVbx4cQ0ePFgVK1bUgAEDVKNGjZu2vWPHDjkcDh04cEAPP/ywpOxAUrp0acXGxqpTp066ePGixo8fL3d3d3Xu3Fnjx4/X6tWrNWnSJB09elT9+/d3nj1NmzZNoaGh8vLy0p/+9CfFxMTIzc1NS5cuVefOnRUUFKQ//OEP+uCDD9SwYUP5+fkpLi5OixcvVrdu3RQTE6MZM2ZozJgxkqRBgwZp2bJlzi5qSerTp49CQkJUpkyZG66XzWZTRkaGfH199cMPP+jDDz/U9OnTVatWLY0bN05lypTRoUOHtH37dk2ZMkU1a9ZUzZo1NWXKFP3yyy+y2WwKCwtTUFCQPvvsM1WtWlWPPvqoatSoodjYWHXv3l3Hjx9Xly5dNH36dFWtWlVpaWnO0Ovm5qaMjAx5eHjIz89PvXv3VtmyZfXyyy/rueeeU7Vq1ZwfClJ2uGzcuLHeeecdNWrUSMePH1e3bt105swZNWjQQCdOnJCfn5/mz5+v9PR0ZWZm6vLly4qIiNDLL7+skJAQtWnTRp07d9acOXMkSbNmzVK/fv303HPPqXz58nrrrbdUtmxZffvtt8524+Pj1adPH7344ovOsSunTp3Shg0bNGXKFFWpUkVFihSRzWbTTz/9pGLFijmDSp06dRQcHKwPPvhAzz77rDIyMvTaa69pyZIlat26tVq2bKnJkydr+vTp8vT0VN26dVWiRAkdOXJEUnaY9Pf3V9myZdWgQQN9+eWXql69ui5evKjly5dr1KhReuqpp1S1alW9//77On78uLZu3eqsfeDAgc79rHXr1tq3b1+u90DdunVVrFgxZ+9jTjgrWrSoTp06pfHjxzv3p86dOysuLk7jx49XpUqV9N5772ns2LGKjo5Ws2bNVLFiRTVq1EhNmzZV0aJFVbNmTT322GNKT093tlejRg01atRINWvWvOF78lorV66Ut7e3s73GjRvrzTff1KxZs/Tzzz87L2uHh4erV69eaty4sSSpSJEimjhxopo2bapy5cqpWbNmql69ulJTU/Xcc8+pe/fu2rZtmxo3biwfHx9dvXpV7du314svvqhjx47dtO2+fftq3759GjVqlMqVK6eAgAAtWbJEZ8+eVdWqVeXv76+srCwFBAQoMDBQ7u7uKlGihHN9unbtqsaNG6tChQrq3r27/vOf/8jhcOjtt99WSEiIOnfurNTUVA0YMEBVq1ZVx44dFRgYqGPHjuX59ZakUaNGqUOHDmrfvr2KFSumQ4cOOcNQ//79VbVqVVWrVk1FihRRYmKiHn74YVWuXFnu7u7OXpsbeeGFF1SlShVVrVr1tq/drRSKyzHHjx9XhQoV5OPj45zWoUMH5wj6kJAQ53QfHx9lZmbme40PmszMTA0dOlTff/+9oqKicu0890POB7kk+fr6Ki0t7Zbzh4eHKysrS8WKFdOOHTsUHh4uNzc3nTp1SseOHZPVanX2CmRkZDiX+9/3Qs7fjh49qqpVq+ZK9DVq1LjhwK3w8HClpqbqyJEjzrazsrL0zTffaMOGDbp69arc3Nx06dIlhYWFKTU1VQsWLNCiRYt09epV+fj4yN/fXzabTV9//bUOHDigqlWryuFwaP/+/XJzc5PD4VCJEiUUGxurNWvWKCsrS1arVZs2bVJGRobCwsIkZX+zytPTU3a7XQ0aNHD2+gwYMEB2u10nT5501l2uXLlbblNfX181bNjQ2b2/adMmvfTSS/L29lZ4eLjCw8O1evVq+fn5qUKFCs7lKlWqJG9vb3l6eurUqVPO7ejr66v09HTVqFFDBw4cUM2aNbVlyxatWbNGixYtUnp6uvbt2+fc5l5eXmrYsKG+//57/fbbb7p69ap+/fXXXB9QlStXVpEiRSRJFotFXbt21erVq/Xvf/9bP/zwg3744Qc5HA61b99ee/bsUd26dbVixQrVq1dP69atU1BQkP7xj3/k6vnMyMhwrk9sbKymTJmiDz/80Pn3tLS0XIPJp06dqszMzFzjDmJjY52vgZQdkLKysuRwONSpUyc9/vjjkrJ7ew4dOqTatWs73+M2m03p6emqVq2annrqKe3Zs0dRUVGy2WyKjIxUUlKS8+y2X79++vDDD7Vo0SI1bNhQbdq0UYkSJbRnzx7Z7XbVqlXLWZO/v78qVKig2NhY5/rd7P2fw2q1qnnz5lq7dq1eeOEFrVmzRk2bNtXJkye1fft2hYWFKT09XQ6HQ5999pkcDoeeeOIJWSwW2e12ZWZmKjMzU40bN9aZM2cUHh6uqVOnatu2bbp48aJSUlIUERHhbK9s2bK3eEfmFhsbq9DQUNls//3Yql27tuLi4nTgwAGVKlUq1+tUo0YN/eMf/9Bjjz0mLy8vTZ06VUePHtXhw4d18uRJlS5d2hlKJk6cqOTkZJUoUUI7d+7UlClTdPLkSef2uVHbgYGBkqSKFStq165dKleunAIDA53bvGjRorpy5cpN1yfnMrCUve9lZmYqODjY+f729PSUlHu/9fLyUnp6uk6cOJGn11v677HVx8dHFotFaWlpOnXq1HX1lC5d2hm6JMnd3f2Wx2FXXrtbKRQ9Ide+MW7kf3s5CtKgnIIoIyNDb731ljZt2qTPP/9cTzzxxH1v80aDtm7UxZcTID08PBQUFKTExET9/PPPCgsLU/ny5ZWRkaGffvpJ9evXv+Hy7u7uN63hf98XN5vXw8ND4eHh2r59u7Ptjh07KiIiQrVr15aPj4/mzZunoKAgRUdHq2TJkho+fLi+/fZbrVu3zhmyPvjgA125ckWVK1fW9OnT9dhjj6lLly5asWKFBg4cKEnKysrSH//4R+ffoqOjtWrVKv35z3/OtU18fX0VHR2t//f//p8k6fPPP9e6detUuXJl53w5B7WbsVgsmjFjhiZPnixJ+uGHH9SuXTv98ssvudb9Rux2u/M1vHY7OhwOubu7Oy855qxPdHS0WrVqpfDwcEVFReVqv3r16qpcubI2b958wwNmzv5ut9vVu3dvRUVFqUaNGrLZbHrzzTclZQfFJ554QiVKlNCxY8f05JNPav369SpZsqRat26t6Oho579rv4mUlZWlESNG5Pr7mjVr9Prrrzvbb9iwofPSZU6vQFZWlvM1iI6O1vLly7V69WpNnjxZ9evX148//ihJSklJ0dNPP63o6Gg1atRIjRo10ooVK/TQQw/J4XBoyZIleuWVV5SWlqZixYrp1VdfzRV2+vbtq/Xr1+uPf/yjTp8+rZ49e2rJkiU3fW2zsrJydc/f6v2fo1WrVtqyZYsuX76s9evXq2XLls5gOX/+fPn5+WnSpEnOnrVvvvlGI0eOlN1uV9OmTfXnP/9ZU6dOVaVKlbRo0SLFx8crODhYdevWve5Ycrv35O3mzVk3u91+0/33xx9/VPv27RUfH69nnnlGU6dOddZhs9lUvHhxPf3004qNjVVSUpJq1ap13cDWG7Wd8z7MysrK1d7/bvObudFl+Bt9lt3oOJbX11u68bH1RvuxxWJxrktOmznb9EYn7q68drdSKEJI+fLldfLkyVxnrZGRkbm6bm/kbq5jFWajRo3S1q1bNXPmTOegLBPc3d1znUk4HI5c33kvWbKk4uPjtXv3bmcISU9P15YtW/TMM8+41NYjjzyigwcPOndCSbk+fP9XzriQ3bt3q0aNGtqzZ48OHDigq1evaujQoWrQoIESEhJUvHhx2Ww2XbhwQWfOnNHUqVN16tQppaamqlmzZnrppZeUmpqqp59+Wr/99puKFSum3bt365///KckqUKFCjpz5oxz4FhISIgWLVrkHJMSEBCgK1euKDk5WRaLxXn5JS0tTZMnT87V9X07aWlpioyM1PPPPy83NzeNHz9epUuX1o8//qgNGzaoXbt2qlChgi5dupTrjOno0aNKS0uTzWa76Xb08fHRnj17nOsTEhKiY8eOKTQ0VCtXrpSUHX4jIyPl4+Ojp556SqtWrZKnp6c2b97sfK4zZ87o0qVLznZ37Nih2bNn6/XXX1f9+vW1bt06SdlnqeHh4Tp16pQcDodOnDjhPGs/efKkQkJCnP82btzo/PZXhQoV9Ouvv+b6+/Tp07V7925nDY0aNVK3bt0UHBysKVOmOJfLeQ1CQkJ04cIFzZs3T+vWrdObb77pvEdEqVKldPz4cZUrV04+Pj7y8fHR7t27ZbFYtG/fPi1YsEBvvPGGBg4cqKSkJBUtWlQJCQlyOBxKS0vThAkT5OHhoV69eumrr77Siy++qO+++04PPfSQbDZbrjoTExN18uTJXGfFeVGrVi0FBwdr5syZcjgcqlOnjrP3YsWKFbJarWrdurW8vLx05swZBQYG6ocfflDHjh3VsWNHHTlyRJUqVdKpU6dUrVo1jRs3TuXLl5evr6/z9bgTFSpU0IEDB3L13uzatUvFixdXzZo19euvv+aaP2f/XbJkiTp06KBx48apU6dOztqu1apVK504cUJJSUlq2bJlnto+f/68pOye+Bw32+b3+rPmbl/va3thcly+fNm5rLu7e64wkzN4/n4oFCEkIiJCQUFBGjVqlGJjY7Vx40YtXLhQf/nLX265XM43H/bv33/b7v97pUiRIjp27JhzdHxBkVPX6tWrtXTpUg0bNkwhISGKi4tTXFxcrnEV+eWxxx5TUlKSvvrqK50+fVrvvvturgGCJUuW1K+//iofHx8FBwerTJkycjgc2rFjh8shpGXLlkpNTdXEiRN17NgxzZo1SzExMTedPyIiQps2bZKPj48eeughnThxQpcuXdL27dsVGBioM2fOyM/PT4MHD1ZGRoaioqI0ePBgpaWl6Z133lFwcLCOHj2qatWq6fLly2rVqpXi4uIUGxuriRMnKiAgQBcvXnQOVP3111918eJFzZ49W7Nnz3Z20bZt21YLFy5UjRo19Prrr2vUqFGSpMmTJyslJUV+fn553gY5gyrnzp2rJk2aaPjw4Tp9+rS8vb310Ucf6amnnlKlSpXUoEEDDR06VHv37tXevXs1dOhQVahQQe7u7rm2Y2pqqnbu3KmYmBhVrlxZ8+bNU8WKFbVq1Sq98sorznEkX3/9taTsQdALFizQ2bNndenSJX3//fey2+3atWuXvvvuO/373//WyJEjnWd2fn5+slqtWrVqlc6ePauAgADnDffS09MVHh6uzZs3y9/fX0uWLFGzZs3UrVs37d+/Xx999JFOnDihFStW6MMPP3SOk+nVq5fmzJmj6OhonTp1SlOmTNGaNWtUqVKlXNvKzc1Nb7/9tpYtW6Zdu3apUqVKeuaZZ/TXv/5Ve/fu1dmzZzV//nwdP35cly5d0r/+9S9JUpMmTXT16lWNGjVKycnJ+vXXXzVx4kTVqVNHa9asUVpamjZu3KhBgwY5L+NlZGQoPT1dnp6e2rlzp8aPH69jx45p3759+vnnn1W9enUVLVpUnTp10vjx47Vt2zYdOnRIgwcPVqlSpVS/fv08vwdytGjRQl9++aWaNWsmNzc3RUREyN/fX7Nnz1bdunW1a9cuLV68WEWLFnUOLN66dauGDRum9PR0jRw5Uunp6frPf/6jw4cP69KlS9q5c6fi4uJcCsbXat26tdLT053H+Q0bNmjatGnq2rWr6tWr57w8Ehsbq6VLl2r16tWSsi9T7Nq1S4cPH9aRI0c0bNgwxcXF5QpDjRs3VlJSkpKTk9WsWbM8tT1jxgw99thjmjBhgs6cOaOUlJSbbnNvb2+dP3/+nt2U8W5f786dO0vKPlk/ePCgfvnlF50/f17dunWTlH0pKy0tTUePHtW///1vjRs3Lk+9aHeiUIQQm82mv//97zp//rzatWuniRMnasiQITf8euW1qlSpovr166tLly7OEeb3W9euXTV//ny9/fbb+dJeXuXUtXDhQknZvSERERHOfzkD6/JT+fLlNXToUH322Wdq27atHA5Hrq9S+vn5ydPT0zk+wmq1ysPDQ1WrVnWOlM+rYsWKadasWdq3b5/atGmjf/7zn2rTps1N569cubICAwOdbX/88cfOQb2DBg3Sk08+qXnz5jm/XZCVlaXMzExt2bJFJUqU0JdffqnAwED16tVLVqtVKSkpzjEf3bp1cw5OGzJkiAYOHKjz589r/vz5Wrx4sT744APnOIlu3bqpbdu2OnnypE6ePKlz585Jyj7TuXZcQ14EBQVp2rRp+u6777R582bFx8dLkv72t7+pbt26zktAOV9rfuWVV/Tqq6/qkUcecd5t8drtuH//fp0+fVpt2rRRuXLl9Oc//1nR0dGyWCzauXOn8+vTI0eOlJR9XXzatGlKTEzU/PnzNW7cOA0ePFiDBg3S+PHj9dJLL6l+/frOYFWqVCmNGTNGM2fOVKtWrbRnzx5J2e+DgwcPqnr16vLy8tKzzz6rtLQ0tWjRQmXLltX06dP1448/qlWrVvr44481bNgwvfDCC5KyP3xzLie0atVKP/30kz777LMbfnOjbt26atq0qcaNG6esrCxNnjxZ5cqV0yuvvKJx48apVq1aysjIUPPmzZ09LVWqVHF+RXzTpk3atWuXunXrpnHjxundd99VcnKydu/erS1btshms6l06dJq0qSJ86z+o48+Umpqqjp27KhXX31V4eHhzktFQ4cOVb169TRw4EB17dpVnp6emj179h0Num/RooVzm0nZoSsyMlJ2u13r16/XgAED1LBhQy1YsEB2u13ff/+9zp07p4SEBO3cuVOenp5q27atsrKy1LlzZ23dulVWq1Vdu3a9ZQ/jrfj4+GjWrFk6deqU2rZtq/Hjx6tnz57q37+/3N3dnSed7dq104IFC5wfqP3791dgYKA6d+6sXr16ydPTU127ds3Vy+rj46OHH35YPj4+zjCTl7bnzp2revXqac2aNTp48OBNt3mTJk1kt9vVsmXLe3Zjyrt5vatXr66nn35a69atU8eOHfXzzz/r4YcfVocOHSRJbdq0kbe3t7766iv16dNHrVq1UsmSJe9J3f/L4mCABHBfNWrUSP3791f79u1Nl/K7tHXrVr3zzjvauHEjl2Dz6EbbrLBvxy5duqhTp07OD2Lkj0Lx7RgA+F/nz593fnW5Y8eOhfKD81670TYr7NvxX//6l3bu3KnY2NgbXorB/UUIAW5j4sSJznELN9KvXz+99tpr+VjR3XnjjTecA19vZOzYsc7LE5K0d+9e9ezZ86bzlylTRqtWrbqnNV7rTttPTk7WiBEj9Pjjj6tXr173rb7C5EbbLD+2Y0JCgvO+Hjeza9euPD+fK/vs8uXLtXHjRo0bNy7XzwW4up/ciul9qCDjcgxwGxcuXMh106//VaxYsVy3vi7ozp8/f8sfrgoMDMx1z52cAYY3Y7PZ7tk9A27EdPu4/7Kysm47aPPae5zczr3YZ13dT26F9/DNEUIAAIARheLbMQAA4MFDCAEAAEYQQgAAgBGEEAAAYAQhBAAAGEEIAQAARhBCAACAEYQQAABgxP8HjwlUZ+OOuIgAAAAASUVORK5CYII=",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "corr = df.corr()['is_holiday']\n",
+        "sns.barplot(x = corr.index, y = corr.values)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -383,15 +1452,30 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 388,
       "metadata": {
-        "scrolled": false,
-        "id": "53T6Nuor20Iy"
+        "id": "53T6Nuor20Iy",
+        "scrolled": false
       },
-      "source": [
-        ""
+      "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": [
+        "plt.plot(df.index, df['cnt'])\n",
+        "plt.xlabel('Timestamp')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares Over Time')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -404,60 +1488,122 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 389,
       "metadata": {
         "id": "r37qftbg20Iy"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "year_of_month  month    \n",
+              "1              January      1166837\n",
+              "2              February     1136504\n",
+              "3              March        1352461\n",
+              "4              April        1600427\n",
+              "5              May          1897348\n",
+              "6              June         1967130\n",
+              "7              July         2286214\n",
+              "8              August       2171265\n",
+              "9              September    1891097\n",
+              "10             October      1800752\n",
+              "11             November     1381191\n",
+              "12             December     1254746\n",
+              "Name: cnt, dtype: int64"
+            ]
+          },
+          "execution_count": 389,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "scrolled": false,
-        "id": "rx3Gh3Cw20Iy"
-      },
       "source": [
-        "# with lineplot\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "grouped = df.groupby(['year_of_month', 'month'])['cnt'].sum()\n",
+        "\n",
+        "grouped"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 390,
       "metadata": {
-        "scrolled": false,
-        "id": "yddCIi3R20Iz"
+        "id": "rx3Gh3Cw20Iy",
+        "scrolled": false
       },
-      "source": [
-        "# with lineplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 600x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "grouped.plot(kind = 'line', figsize = (6, 6), color = 'blue')\n",
+        "plt.xlabel('Year and Month')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Year and Month')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 392,
       "metadata": {
         "id": "2VXlvX_b20Iz"
       },
-      "source": [
-        "# with pointplot\n"
+      "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": [
+        "point_plot = df[['year', 'month', 'cnt']]\n",
+        "\n",
+        "\n",
+        "sns.pointplot(x = 'month', y = 'cnt', data = point_plot, hue='year')\n",
+        "plt.xlabel('Month')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Month and Year')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 393,
       "metadata": {
         "id": "AfIj8A4820Iz"
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 600x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "grouped.plot(kind = 'bar', figsize = (6, 6), color = 'blue')\n",
+        "plt.xlabel('Year and Month')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Year and Month')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -470,37 +1616,62 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 395,
       "metadata": {
-        "scrolled": false,
-        "id": "MAXUb-Tn20Iz"
+        "id": "MAXUb-Tn20Iz",
+        "scrolled": false
       },
-      "source": [
-        "# with lineplot (*whether it is a holiday or not*)\n"
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "is_holiday  is_weekend  season\n",
+              "0.0         0.0         0.0       3454857\n",
+              "                        1.0       4653041\n",
+              "                        2.0       3889779\n",
+              "                        3.0       2755041\n",
+              "            1.0         0.0       1223768\n",
+              "                        1.0       1727753\n",
+              "                        2.0       1183261\n",
+              "                        3.0        722974\n",
+              "1.0         0.0         0.0        171611\n",
+              "                        1.0         43815\n",
+              "                        3.0         80072\n",
+              "Name: cnt, dtype: int64"
+            ]
+          },
+          "execution_count": 395,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "# with lineplot (*whether it is a holiday or not*)\n",
+        "grouped_mix = df.groupby(['is_holiday', 'is_weekend', 'season'])['cnt'].sum()\n",
+        "\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 396,
       "metadata": {
         "id": "ly1idLJL20Iz"
       },
+      "outputs": [],
       "source": [
         "# with lineplot (*You may want to see seasonal breakdowns*)\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 397,
       "metadata": {
         "id": "fZFUlVJn20I0"
       },
+      "outputs": [],
       "source": [
         "# with pointplot\n"
-      ],
-      "execution_count": null,
-      "outputs": []
+      ]
     },
     {
       "cell_type": "markdown",
@@ -514,25 +1685,55 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 398,
       "metadata": {
         "id": "7GB4NtqL20I0"
       },
-      "source": [
-        "# with barplot\n"
+      "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": [
+        "sns.barplot(x = 'day_of_week', y = 'cnt', data = df, hue = 'is_holiday')\n",
+        "plt.xlabel('Day of Week')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Day of Week and Holiday')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 399,
       "metadata": {
         "id": "9fxEGhPQ20I0"
       },
-      "source": [
-        "# with pointplot\n"
+      "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": [
+        "sns.pointplot(x = 'day_of_week', y = 'cnt', data = df, hue = 'is_holiday')\n",
+        "plt.xlabel('Day of Week')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Day of Week and Holiday')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -545,16 +1746,32 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 400,
       "metadata": {
-        "scrolled": false,
-        "id": "Uh2gF1kn20I1"
+        "id": "Uh2gF1kn20I1",
+        "scrolled": false
       },
-      "source": [
-        "#with lineplot\n",
-        "\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 600x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "day_of_month = df.groupby(['day_of_month'])['cnt'].sum()\n",
+        "\n",
+        "day_of_month.plot(kind = 'line', figsize = (6, 6), color = 'blue')\n",
+        "plt.xlabel('Day of Month')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares by Day of Month')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -568,25 +1785,31 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 401,
       "metadata": {
         "id": "kWyoqrrF20I1"
       },
-      "source": [
-        "# with barplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 600x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
-    },
-    {
-      "cell_type": "code",
-      "metadata": {
-        "id": "HnY7QtrQ20I1"
-      },
       "source": [
-        "# with barplot"
-      ],
-      "execution_count": null,
-      "outputs": []
+        "is_holiday = df.groupby(['is_holiday'])['cnt'].sum()\n",
+        "\n",
+        "is_holiday.plot(kind = 'bar', figsize = (6, 6), color = 'blue')\n",
+        "plt.xlabel('Holidays')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares in Holidays')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -599,37 +1822,81 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 402,
       "metadata": {
         "id": "u9i63ZQ59LW0"
       },
-      "source": [
-        ""
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 600x600 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "is_weekday = df.groupby(['is_weekend' ])['cnt'].sum()\n",
+        "\n",
+        "is_weekday.plot(kind = 'bar', figsize = (6, 6), color = 'blue')\n",
+        "plt.xlabel('Weekday')\n",
+        "plt.ylabel('Bike Shares')\n",
+        "plt.title('Bike Shares in Days')\n",
+        "plt.show()\n",
+        "\n"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 403,
       "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": [
+        "df['is_weekend'].value_counts().plot(kind='pie')\n",
+        "plt.xlabel('Day')\n",
+        "plt.ylabel('Frequency')\n",
+        "plt.title('Distribution of Weekend Days')\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 404,
       "metadata": {
         "id": "W9Z30UH120I2"
       },
-      "source": [
-        "# with countplot\n",
-        "\n"
+      "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": [
+        "sns.countplot(x='is_weekend', hue='day_of_month', data=df)\n",
+        "plt.show()\n"
+      ]
     },
     {
       "cell_type": "markdown",
@@ -642,25 +1909,81 @@
     },
     {
       "cell_type": "code",
+      "execution_count": 405,
       "metadata": {
         "id": "hPDyFzw320I2"
       },
-      "source": [
-        "# with countplot\n"
+      "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": [
+        "sns.countplot(x='season', hue='weather_code', data=df)\n",
+        "plt.show()"
+      ]
     },
     {
       "cell_type": "code",
+      "execution_count": 406,
       "metadata": {
         "id": "LRnODYJ_20I2"
       },
-      "source": [
-        "# with catplot\n"
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 598.486x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
       ],
-      "execution_count": null,
-      "outputs": []
+      "source": [
+        "sns.catplot(x='season', hue='weather_code', data=df)\n",
+        "plt.show()"
+      ]
     }
-  ]
-}
\ No newline at end of file
+  ],
+  "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": "3.11.1"
+    },
+    "vscode": {
+      "interpreter": {
+        "hash": "5238573367df39f7286bb46f9ff5f08f63a01a80960060ce41e3c79b190280fa"
+      }
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}