From c39e9c63a6cffd572d27c9fd268b7e56796f7de4 Mon Sep 17 00:00:00 2001
From: jatinpapreja <47968703+jatinpapreja@users.noreply.github.com>
Date: Wed, 7 Jul 2021 12:05:02 +0530
Subject: [PATCH 1/4] [Ch3Nb09] Fixed comments and compatibility issues
1. Fixed comments.
2. Added try except block for windows and colab users.
---
...09_Visualizing_Embeddings_Using_TSNE.ipynb | 133 ++++++++++++------
1 file changed, 88 insertions(+), 45 deletions(-)
diff --git a/Ch3/09_Visualizing_Embeddings_Using_TSNE.ipynb b/Ch3/09_Visualizing_Embeddings_Using_TSNE.ipynb
index a053915..3b95ad0 100644
--- a/Ch3/09_Visualizing_Embeddings_Using_TSNE.ipynb
+++ b/Ch3/09_Visualizing_Embeddings_Using_TSNE.ipynb
@@ -3,7 +3,6 @@
{
"cell_type": "markdown",
"metadata": {
- "colab_type": "text",
"id": "JoPWS06PA-VL"
},
"source": [
@@ -19,10 +18,10 @@
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 84,
+ "height": 72,
"resources": {
"http://localhost:8080/nbextensions/google.colab/files.js": {
- "data": "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+ "data": 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0TW9kaWZpZWREYXRlLnRvTG9jYWxlRGF0ZVN0cmluZygpIDoKICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgJ24vYSd9IC0gYCkpOwogICAgY29uc3QgcGVyY2VudCA9IHNwYW4oJzAlIGRvbmUnKTsKICAgIGxpLmFwcGVuZENoaWxkKHBlcmNlbnQpOwoKICAgIG91dHB1dEVsZW1lbnQuYXBwZW5kQ2hpbGQobGkpOwoKICAgIGNvbnN0IGZpbGVEYXRhUHJvbWlzZSA9IG5ldyBQcm9taXNlKChyZXNvbHZlKSA9PiB7CiAgICAgIGNvbnN0IHJlYWRlciA9IG5ldyBGaWxlUmVhZGVyKCk7CiAgICAgIHJlYWRlci5vbmxvYWQgPSAoZSkgPT4gewogICAgICAgIHJlc29sdmUoZS50YXJnZXQucmVzdWx0KTsKICAgICAgfTsKICAgICAgcmVhZGVyLnJlYWRBc0FycmF5QnVmZmVyKGZpbGUpOwogICAgfSk7CiAgICAvLyBXYWl0IGZvciB0aGUgZGF0YSB0byBiZSByZWFkeS4KICAgIGxldCBmaWxlRGF0YSA9IHlpZWxkIHsKICAgICAgcHJvbWlzZTogZmlsZURhdGFQcm9taXNlLAogICAgICByZXNwb25zZTogewogICAgICAgIGFjdGlvbjogJ2NvbnRpbnVlJywKICAgICAgfQogICAgfTsKCiAgICAvLyBVc2UgYSBjaHVua2VkIHNlbmRpbmcgdG8gYXZvaWQgbWVzc2FnZSBzaXplIGxpbWl0cy4gU2VlIGIvNjIxMTU2NjAuCiAgICBsZXQgcG9zaXRpb24gPSAwOwogICAgZG8gewogICAgICBjb25zdCBsZW5ndGggPSBNYXRoLm1pbihmaWxlRGF0YS5ieXRlTGVuZ3RoIC0gcG9zaXRpb24sIE1BWF9QQVlMT0FEX1NJWkUpOwogICAgICBjb25zdCBjaHVuayA9IG5ldyBVaW50OEFycmF5KGZpbGVEYXRhLCBwb3NpdGlvbiwgbGVuZ3RoKTsKICAgICAgcG9zaXRpb24gKz0gbGVuZ3RoOwoKICAgICAgY29uc3QgYmFzZTY0ID0gYnRvYShTdHJpbmcuZnJvbUNoYXJDb2RlLmFwcGx5KG51bGwsIGNodW5rKSk7CiAgICAgIHlpZWxkIHsKICAgICAgICByZXNwb25zZTogewogICAgICAgICAgYWN0aW9uOiAnYXBwZW5kJywKICAgICAgICAgIGZpbGU6IGZpbGUubmFtZSwKICAgICAgICAgIGRhdGE6IGJhc2U2NCwKICAgICAgICB9LAogICAgICB9OwoKICAgICAgbGV0IHBlcmNlbnREb25lID0gZmlsZURhdGEuYnl0ZUxlbmd0aCA9PT0gMCA/CiAgICAgICAgICAxMDAgOgogICAgICAgICAgTWF0aC5yb3VuZCgocG9zaXRpb24gLyBmaWxlRGF0YS5ieXRlTGVuZ3RoKSAqIDEwMCk7CiAgICAgIHBlcmNlbnQudGV4dENvbnRlbnQgPSBgJHtwZXJjZW50RG9uZX0lIGRvbmVgOwoKICAgIH0gd2hpbGUgKHBvc2l0aW9uIDwgZmlsZURhdGEuYnl0ZUxlbmd0aCk7CiAgfQoKICAvLyBBbGwgZG9uZS4KICB5aWVsZCB7CiAgICByZXNwb25zZTogewogICAgICBhY3Rpb246ICdjb21wbGV0ZScsCiAgICB9CiAgfTsKfQoKc2NvcGUuZ29vZ2xlID0gc2NvcGUuZ29vZ2xlIHx8IHt9OwpzY29wZS5nb29nbGUuY29sYWIgPSBzY29wZS5nb29nbGUuY29sYWIgfHwge307CnNjb3BlLmdvb2dsZS5jb2xhYi5fZmlsZXMgPSB7CiAgX3VwbG9hZEZpbGVzLAogIF91cGxvYWRGaWxlc0NvbnRpbnVlLAp9Owp9KShzZWxmKTsK",
"headers": [
[
"content-type",
@@ -31,18 +30,46 @@
],
"ok": true,
"status": 200,
- "status_text": "OK"
+ "status_text": ""
}
}
},
- "colab_type": "code",
"id": "pxZ2e9cRT1v6",
- "outputId": "02ab4ee0-0d77-46ef-b251-07c7e631e50c"
+ "outputId": "2cc31a04-9443-446f-e7cd-1a836c31c58a"
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Saving word2vec_cbow.bin to word2vec_cbow.bin\n"
+ ]
+ }
+ ],
"source": [
"# FOR GOOGLE COLAB USERS\n",
- "# upload the \"word2vec.bin\" file in form the repository which can be found in the same folder as this notebook.\n",
+ "# upload the \"word2vec_cbow.bin\" file from the repository which is present in the Models folder of the same chapter.\n",
"try:\n",
" from google.colab import files\n",
" uploaded = files.upload()\n",
@@ -54,11 +81,34 @@
"cell_type": "code",
"execution_count": 2,
"metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "84Dvp9B7_bDZ"
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "84Dvp9B7_bDZ",
+ "outputId": "48be259a-f0f7-49fe-b301-4959a516cb4e"
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
+ "[nltk_data] Unzipping corpora/stopwords.zip.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {
+ "tags": []
+ },
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"from gensim.models import Word2Vec, KeyedVectors #To load the model\n",
"import warnings\n",
@@ -79,21 +129,22 @@
"cell_type": "code",
"execution_count": 3,
"metadata": {
- "colab": {},
- "colab_type": "code",
"id": "qKeqgvn5VEFs"
},
"outputs": [],
"source": [
"# load model\n",
- "cwd=os.getcwd() \n",
- "model = KeyedVectors.load_word2vec_format(cwd+'\\Models\\word2vec_cbow.bin', binary=True)"
+ "try:\n",
+ " import google.colab\n",
+ " model = KeyedVectors.load_word2vec_format('word2vec_cbow.bin',binary=True)\n",
+ "except ModuleNotFoundError:\n",
+ " cwd=os.getcwd() \n",
+ " model = KeyedVectors.load_word2vec_format(cwd+'\\Models\\word2vec_cbow.bin', binary=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
- "colab_type": "text",
"id": "KeQBFWezGJL9"
},
"source": [
@@ -107,12 +158,10 @@
"execution_count": 4,
"metadata": {
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 141
+ "base_uri": "https://localhost:8080/"
},
- "colab_type": "code",
"id": "jM8IFPOfYRVD",
- "outputId": "808ff5c9-9689-4572-b0df-f5a9962e7c4b"
+ "outputId": "6b872625-2fbb-4214-f938-a8a73e5452d1"
},
"outputs": [
{
@@ -145,8 +194,6 @@
"cell_type": "code",
"execution_count": 5,
"metadata": {
- "colab": {},
- "colab_type": "code",
"id": "gM4UhX7pXby7"
},
"outputs": [],
@@ -173,12 +220,10 @@
"execution_count": 6,
"metadata": {
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 350
+ "base_uri": "https://localhost:8080/"
},
- "colab_type": "code",
"id": "CioQ1ce73qFl",
- "outputId": "33c1b8a5-29bc-49a9-e1a7-171c58cfdf9c"
+ "outputId": "fe77be53-db68-4cf6-c43c-2f66af4ad85b"
},
"outputs": [
{
@@ -215,8 +260,6 @@
"cell_type": "code",
"execution_count": 7,
"metadata": {
- "colab": {},
- "colab_type": "code",
"id": "1vdOZBXtDeT3"
},
"outputs": [],
@@ -233,7 +276,6 @@
{
"cell_type": "markdown",
"metadata": {
- "colab_type": "text",
"id": "pqUW6lyeyowC"
},
"source": [
@@ -255,20 +297,20 @@
"base_uri": "https://localhost:8080/",
"height": 537
},
- "colab_type": "code",
"id": "LtOVUzKuhfAu",
- "outputId": "84290061-6c70-4ecf-a238-9ed93a4d232e"
+ "outputId": "b69bfbba-bdf5-447e-8293-f4f663d90328"
},
"outputs": [
{
"data": {
- "image/png": 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MHz/eWfbll18yfPhwAMLCwhg7diwffPAB99xzD+vXr+eNN94AYNSoUbi7u19UhX79+vGHP/yBvXv3YpomaWlpDB48+Krm0144H7OsrIzs7Gx69OjRUk/ymuvSpQtTpkwhzCzC3PIXjheVEBk3CC/vMv6+ajHVNbV4Rg5i9uzZTdrL09OT2bNnA03b6+abb2bjxo3YbDZ69uzZyncnIiLS8SloFRG5DDld7yQt+SlMizvVdldie3pz/GQpjFzEkC51fPzxx4SGhtK5c2emTZtGfX09H3/8MceOHePWW2/FZrNRUFBAcnIysbGxuLi4YLVasVqtANxxxx0XXdNqtZKSksLgwYMdc2rfn89cj0yqykOo7DGZgIAbm8ynHT16NLt27WLx4sUMGzaMoqIiQkND8fDwYM+ePXz77bds27aN06dP069fP2666SZngFZdXc2DDz7Izp07OXbsGHl5edx9991UVFSwYsUKSktLue+++5w9xa0hJyeHL7/80lnf4cOHs3v3blxdXbn33nv54IMPqKiowNfXl4SEBI4dO0ZaWppz/yme21iTf46+3QL5dO9J7h7WleG9zuB5IpVS3yjKy8ud82ItFgtdu3YFICkpydEeHMfKWvj0f5kfEOVYgucykkWJiIjI1ekYk5pERFpatxEwcDaJtwwkuvM57B7+MGIBFUGDKCgoYN68eXTv3t25e3V1NePGjSMxMZH09HT69u1LaGgoSUlJ9OrV65KX+N61VxuSQFUV0z2yG3knCihJeZUBgeec82mLiopYs2YNW7ZsYcCAAXTr1o3s7GxcXV1JT09n3759+Pr6Ehsby/HjxwkNDXWePjExkejoaLKyshg2bBiDBg1i7ty5zvuYOXMmo0eP5sCBA837TH8C0zS57777iI6O5sSJE8ydOxc/Pz/S0tIIDg5m3rx5hISENKmr8/4Of8uw6DAGdfdnbpwVgGq7KzP74ry/nJwchg0bRlJSEjExjQLSRm2AT4hju/5JR7mIiIi0KPW0iohcppCbYuGWZ/Drk0ENQEkJZ86ccSZMCgsL48iRIwB4eXnh7e0NQE1NzdVduFESKG+g0tYJPzeD7oWfsjy3xjmfduTIkeTl5REfH8++ffuIiooiMTERq9WKaZpERERw8uRJZsyYwUcffcScOXMuSvbk4eHR5NLBwcEYhoGfnx8lJSVXdx/NoKG+vr6+eHl5OV/b7XZncqquXbuSn5+Pj49P0/vzDMXjXGWT8wV7ghFodd7fkCFDSElJYdWqVQwcOJDo6GjHjo3aAPhuu2OxeltFRERamIJWEZHLdGFiJIDOnTtz6tQpAIqKin5w30ux2WxN1l7t0aMHb7zxBna7HS8vL4KDg0n9ei8hoWH06QoH88s5XnKW+BuC8a8roKrqu/m0y5cvp6ioiOLiYvr27cuIESN49913yczMpEuXLs6MwefOnSMmJob169fTr1+/JvVxcXHBbrdf8X1cK43r0/h1UFAQBQUF9OnTh/z8fAIDAy/ah/734LLnVey1Jph2qKvEsNU6hvme5+LiwqRJk7DZbLz22mvfBa2NEnE5uXk7ykVERKRFaXiwiMhV8PX1JSwsjNdff52srKwfXEomIiKC5cuXk5v7XaBz8OBBIiIieOCBB3B3d8fFxYXExETmzZtHcHAwBQUFDLipH9/knATgm+Pl/GJiNKOjPCAgit/85jeEhoYSERHBPffcw+TJk53Jg0JCQpg7dy6TJ09m+ohITn74FObm5zn10dPc2tuDqVOnXlTfkJAQ8vLyWLlyZQs8rZbj4eHByZMnWbp0KUVFRdxwww0X79R1CCEJ/0lelSsrt3wDXkEwOLFJT+mhQ4d4/fXXWbJkCQMGDPju2IAoqKtqer66Kke5iIiItCijvSyMPnz4cDM9Pb21q9GupaSkEB8f39rVkBagtm1ddrsdFxcX9u/fT2lpKbGxsZd9bGpqKqGhoURHR5Oeno7dbicvL4/y8nKqqqrw8PBg4a39eOdPDzFtRHc+2FvG/SOCHAHTpOcub2hqw3xMN2/Hn7qqHz4+J9Ux7LU01xGUKeHQlT/Dy6Cf245LbduxqX07LrVt6zMMY6dpmsMvLFdPq4jIVdq4cSNLly4lPT2doUOHfvdBTiqsmAP/GOfYXiJpT8PaqwCFhYXU19cTFBTEvHnzvusttMbQd9pvWXuomr7+58C7y5UFS43nYxoujq2bt6P8QtdrwqEfaytrjOOZe3eBypNX3gYiIiLyk2lOq4jIVZo4ceLFhY175hoHfxcEOv369WPFihUsW7bMudzKoUOHyM/Pb7JW6423JrJ+XxFTH30UzicgumxXMh/zekw4dJlthTWm4z4DERGRNkxBq4hIS7jM4M/V1ZXExMQmh8bFxTlfp6SkOF/36tXLmTH3igREOQKxhjrA98/HvB4TDl2PgbqIiEg7ouHBIiKX6eOPP778nUtzHYFQY1ca/OWkQmkOxX8dw7v/fgujIiyXf2xjIxc5gtTaCkfW3NoKx/tGWXOdrseEQ83RViIiItJiFLSKiFzg+xLU3XHHHZd/kqsN/hqGrNrr6RIWwfyR/kR98/JPm1t6JfMxryTA7Siux0BdRESkHdHwYBHpkHJycvjyyy8xTZPq6mqGDx/O7t27cXV15d577+WDDz6goqICX19fEhISOHbsGGlpaZimyYgRI9iwYQNhYWEUFhYyffp057I28+fPJzk5mW7dupGVlcXw4cMZOnQohw4dIiUlha5du3Lq1CnmT1jkCDqhabbZ8U9c3g00DFk1XL5LntRQ/lOGrF7ufMyGALdx9uDxT3TsYbIjr7KtREREpEWpp1VEOizTNLnvvvuIjo7mxIkTzJ07Fz8/P9LS0ggODmbevHmEhIRw4MABAGw2G4mJiURHR1NZWcmdd97JlClTyMjIuOjcN910E/Pnz2fPnj2AY+maefPmMW7cOCorK68+22xrDlm1xsCsN+FnWxzbjhywgjIDi4iItHHqaRWRDiskxJFQyNfX15nAyNfXF7vdTnh4OABdu3YlPz8fHx8fZxlAYGAgrq6u+Pn5UVNTc8lzWywWDMMAwMXFBTc3N9zc3L5LlnQ12WYbkid5NirTkNWWo8zAIiIibZZ6WkWkw2oIKC98HRQUREFBAQD5+fkEBgb+4P4/du6MjAxKS0s5d+4cFRUVnD179uor3zC31LRfP3NL2wjTNL93XrOIiIhce+ppFZHrjoeHBydPnmTp0qX4+PgwduxY8vLyfvL5Bg8ejKenJ0uXLiUsLAwfH5+rr2TDkNXdRxxDVq+HuaXNZO3atYwcOZKQkBC+/PJLfHx82LdvH7W1tQQHBzNlyhSOHDnCtm3bOHfuHDfffDODBg0iJSWFsrIyKioqmDBhAp9++ikWi4VevXoRGxvb2rclIiJy3VLQKiIdktVqxWq1Ao6gskF8fDwAPXv2ZN26dZw+fZrly5fj6+vL6NGjAfjqq6+4+eabqaqq4pNPPqG2tpZ169Yxf/58UlJSCAwM5K233sLf35+k+N6kPH0b3Syl3BYYycaDfdmVW45pmjz44IO4uLiwcuVKbDYbHh4e9O7du0l9fvgmYiCnHqZvac5H0+ENHDiQ/fv3M2HCBA4fPkxISAgxMTFERkby+eefk5eXR1RUFL1798Zut5OcnMygQYMARy/8tGnT2LVrF8OGDWPw4MHqdRUREWllClpF5Lr07bff0rlzZ6ZOncrhw4c5ceIEBw4cYNy4cRw5coSZM2eyefPmi4IdgODgYO666y6WvfgHao5tgZo6Dpvu7N9/gEP5aTz9X6+QXR9MVlYW9fX1REZGEhMTw9q1a1v5rq8PkZGRzl5TX19fiouL2bBhA4ZhUFdXR0REBHa7nS1btmCz2Th58qTz2K5duwKORFspKSmsWrWKgQMHEh0d3Vq3IyIict1T0Coi16Xi4mL279/P0aNHsdvtdO3alaKiIoYPH+5MqHSpYAcaJXgqSKXG6gGdXOnbxYsbIvw5evwkkcc/4nSff6empobKykpCQ0MBCAsLa7X7vZ4YhkFERASfffYZQ4cO5ciRIwwcONAZkNrtdpYvX85dd92Fr68vL7/8cpNjwZFYa9KkSdhsNl577TUFrSIiIq1IQauIXJeCgoIYNGgQY8aMARzL3axdu5YvvviCfv36Ofe5MNg5efLkd0mYKk9Bp95AufO8RifPJsvS+Pv7U1RURHR0NEVFRc7AV1rWgAEDSE5OZsaMGYSHh7NmzRpqa2sxDIM777yTG264gXfffZewsDA8PDwuOv7QoUPs2LGDc+fOMXDgwFa4AxEREWmgoFVErkt9+/blk08+4Y033gBg1KhR3HjjjaxcuZLf/OY3AMTGxl4U7DThEwznLsgUXF8DAX2db/v168fKlStZtmwZbm5uuLgoafuValgn97LnAuPoMe3fvz8uLi54e3tz7733ApCcnExAQAABAQEMGTKkyTHx8fGQkwornqF/aS79A6Ic2Zqto5vtXkREROTKKWgVkeuSYRjccccdF5U/8cQTzteNg50GDYmcAKb94s+w/knie3mDmxfUVWH18ICRixhs/S7Amj17Ni4uLqxdu5aAgIDmvxlpIjc3l88//5zp06df2YE5qbD+SXDzBp8Qxzq56590ZHFW1mYREZFWo6BVROSnaliWZsdix5DgC5elyUmFHYt5+5Md1LkHEDjkTiKnTm3dOrcTNpuNFStWNMm6vGXLFrKzszEMg7vvvht/f382bdpEdnY2rq6uzJ49m8zMTPbs2YPdbqesrIygoCBOnDjB2rVr6dKlC7W1tQBUVVWxevXqJsvg7HjnP9l7uARXt2omDXQlPMDXUZkdixW0ioiItCIFrSIiV8Mac+mAplGv3YO3DoC6KqhbDzlxCoAuw8GDB4mIiCAuLs45RLu8vJykpCROnTrFtm3bGD58OKWlpSxYsMC5LE3//v0ZMmQINTU1rFy5kl69erFlyxbuvfdePD09+dvf/gZAamrqRZmhDx3OYm78TXTq5PrdMjdu3k3mKIuIiMi1p6BVRKQl7FjsCHjcz/fWuavX7kqUlpYSHh4OQHh4OLW1teTk5JCcnAyAj48Pp0+fJjIyEvgu6++RI0f46quvME2TqqoqAGpqaujcuTPgSK4FXDIzdPyIm1iXnoPF3YvxNwbj49HJ8WVDQNS1vHURERG5gIJWEZGWUJrrmBfZmHrtLpu/vz+FhYVER0dTWFhIly5d6NWrl3Mess1m49SpU2zfvp2RI0cCYJomqampJCUlOZeqAfDw8KC8vBwPDw9KSkqAS2eGtnX6N6ZZnmbfSTsZOaXE9PB0BK3jn7hEDUVERORaUdAqItISAqIciXwaelhBvXZXoF+/fqxYsYJly5bh6emJh4cHPj4+zp7WAQMGMGzYMDp37sxrr73mnNPap08fli5dSkREhHMpm7i4ON59912CgoKcPa6Xygydsr+UsvIx1B9PYVp0PXhHNp2jLCIiIq1CQauISEsYucgxpxUcPax1Veq1uwKurq4kJiZeVB4XF9fk/S233NLk/bhx4xg3blyTsm7duvGzn/2sSZkzM/T5ZFmseI3pAVEwcxFYn2+muxAREZHmoAUDRURaQkNmYe8uUHnSsdXSKVckIyPDuUbr1WrooW2iIVlWVXHTJW5yUpvlmiIiItI81NMqItJSvi+zsLQNSpYlIiLSLihoFRGRNuNq12etq6vjlltuoVevXj++Pmv6LqaMvqFpBZQsS0REpM1R0CoiIm3GNV2f9chb5BUWExneKMuzkmWJiIi0OQpaRUSkzbim67N6DSWifBMEeipZloiISBumoFVERNqMa74+a9ZWSF/iGBIcEKUlbkRERNogBa0iItJmtMb6rAGz3myt2xUREZHLoKBVRETajBZbnzUnFVbMwbs0l3sDomDcIvWoioiItBNap1VERDo2rccqIiLSriloFRGRjq3xeqyGi2Pr5u0oFxERkTZPQauIiHRspbmOILUxrccqIiLSbihoFRGRdufTTz/Fbrf/6H4ffvghZW7hjqVsGtN6rCIiIu2GglYREWlXTNNk8uTJuLhc5n9hw+Y6gtTaCjDtjm1dFYxc1LIVFRERkWah7MEiItKqcnJy2L59O3gjUsYAACAASURBVHa7HZvNxqxZs9ixYwfZ2dkYhsHdd98NOHpNvby8iI6OZs+ePcyZM4eKigo+/PBD6uvr6du3LzExMZSWlrJq1Sp8fHyoq6uD7neB33OOOaxaj1VERKTdUdAqIiKtrr6+njlz5rB//3527NhBeXk5SUlJnDp1im3bthEbG0tVVRVz5szBxcWFPXv2AJCamkp8fDxRUVEsW7aMQYMGsX37dm677Ta6devG3//+d8cFrDEKUkVERNopBa0iItLqwsPDAQgLC2Pjxo24uLiQnJwMgI+Pj/OzC4cEl5aWOo8NDw+ntLTUWebi4kJoaOi1uwkRERFpEQpaRUSk1RUWFgJQVFTEoEGDOHv2LHfccQcANpuNiooKDMO46LiAgAAKCgqIioqioKCAkSNH4u/vT2FhIREREZw8efKa3oeIiIg0PwWtIiLS6iwWC2+99Rb19fXMmjWL9PR0Z0/rgAED6NWr1yWPGzt2LB9++CE2m40+ffrg5+fHmDFjnHNavb29L3mciIiItB8KWkVEpNWFhYUxYcIE5/u4uDji4uKa7JOQkOB8nZSUBIC/v7/zNTmpsGIOgaW5PBQQ5cgOrHmsIiIi7Z6WvBERkfYvJxXWPwlVxeAT4tiuf9JRLiIiIu2aelpFRKRVWa1WrFbr1Z1kx2Jw8wZ3X8f7hu2OxeptFRERaefU0yoiIu1faa4jaG3MzdtRLiIiIu2aglYREWn/AqKgrqppWV2Vo1xERETaNQ0PFhGR9m/kIsccVnD0sNZVOf6Mf+KaViMvL49PP/0UNzc3Bg4cSHl5OdnZ2RiGwd13342vry9vvfUWdrud7Oxs4uLiKCsr44MPPsBisdCrVy9iY2NJTU3l0KFDuLq6Mm3aNDp37szf//53wsLCKCwsZPr06XTu3Jn33nsPgNDQUG6//fZreq8iIiLXioJWERFp/6wxMOk5xxzW0lxHD+v4J675fNbDhw8zceJErFYrRUVFHD9+nKSkJE6dOsW2bduYOnUqiYmJdOrUiRdffJHs7GzOnDnDsGHDGDx4MKZpUllZSXZ2NgsWLODYsWPO4yorK7nzzjvJz88nIyODPn36YLVaiY+PxzTNa3qfIiIi15KCVhER6RisMa2edGnEiBFs3bqVXbt2ERoaSk5OjnO9WR8fH86dO8eaNWsoLy8nNzeXiooKbrrpJlJSUli1ahUDBw7E09OT0NBQALp27UpKSgoAgYGBuLq64ufnR01NDVFRUeTm5rJq1Sp69+7NoEGDWumuRUREWpaCVhERkWbi4eHBlClTqKioYNWqVfTq1Ys77rgDAJvNxqFDhwgKCuKee+7hr3/9KwAuLi5MmjQJm83Ga6+9RmJiIkVFRQDk5+cTGBgIgGEYTa5lmibjx48H4NVXX1XQKiIiHZaCVhERkWayc+dOMjMzqaurY+zYsZSUlDh7WgcMGEB0dDTbtm0jPz+fyspKAA4dOsSOHTs4d+4cAwcOxMfHB6vVymuvvYbFYmHatGmXvNaJEyfYuHEjNpuNnj17XqtbFBERueYUtIqIiDSTUaNGMWrUqCZlcXFxTd7/7Gc/AyAlJYXBgwcD0L9//yb7xMbGEhsb26Rs/vz5APj7+zsD2YYyERGRjkxBq4iISHuSk9o04dTIRa0+l1dERKQlXfU6rYZhRBqGsdkwjEzDML4xDOPX58sDDcP43DCMw+e3AY2OedwwjCOGYRwyDGPS1dZBRETkupCT6ljap6oYfEIc2/VPOspFREQ6qKsOWoF64Demad4AjAJ+YRjGjcDvgY2maUYDG8+/5/xn9wI3AZOB/79hGJZmqIeIiEjHtmOxYx1ad18wXBxbN29HuYiISAd11UGraZoFpmnuOv+6AsgEIoC7gTfO7/YG0JBJ4m5guWmataZpZgNHgJFXWw8REZEOrzTXEaQ25ubtKBcREemgmqOn1ckwDCswBPgKCDVNswAcgS0Qcn63CCCv0WHHz5eJiIjIDwmIgrqqpmV1VY5yERGRDqrZEjEZhuEDrAIeNU2z/ML15Brveoky83vOuQhYBBAaGupcYF1+msrKSj3DDkpt23Gpbdu3AwcO8OGHH9KpUyeGDh1KaWkp2dnZACQkJFBXV8dLL72EaZp4enry8MMPU1RUxLJly7BYLPTu3Zvp06fz4YcfcvDgQSyGyZy74gn1C+aPf/snoV0CKDp1mvsfvJ1e+nvSZujntmNT+3Zcatu2q1mCVsMwOuEIWN82TfP988VFhmGEm6ZZYBhGOHDyfPlxILLR4d2A/Eud1zTNxcBigOHDh5vx8fHNUd3rVkpKCnqGHZPatuNS27ZvO3fu5KmnniImJob9+/fz3nvv8corr5CZmcl//ud/8sYbbxATE4OXlxd//etfcXFxDICaN28es2fPxm63c/LkSWpqavj0009JS0vjk3f/weygTF44c5ilP5/Mbs9pbMwsZoH+nrQZ+rnt2NS+HZfatu266qDVcHSpvgZkmqb5YqOPVgNzgf93fvtRo/J3DMN4EegKRAM7rrYeIiIibc19993H4sWLWb16NT169CAzM5OFCxcCUFtby9mzZ3n22Wc5ffo0FRUVdOvWjTvvvJOXX36Zxx57jNtuuw1/f3+iohzDf4cMGcLSpW4wazHBHyfh8UAyXXNzqUp/tTVvU0REpEU1R0/rWOBBYJ9hGBnny57AEayuMAxjAXAMmAlgmuY3hmGsAA7gyDz8C9M0bc1QDxERkTbF39+fZ555hvz8fJ566ikGDBjA008/DcBnn33Gpk2biIiI4IUXXuCFF14AwNXVlSeffJK6ujrmz5/PX/7yF3JzHYmWdu/eTVhYGAA/MA1HRESkQ7nqoNU0zVQuPU8V4JbvOeY54LmrvbaIiEhb9s4777B9+3Zqa2uZMWMGx48fd/a0hoSE8Mgjj/Dee+/xi1/8Ai8vL7p378769etZvXo1dXV1jBs3jrCwMPr3709SUhKurq78x3/8RyvflYiIyLXVbImYREREpKmFCxc6g9QLpaSk0K1bN95+++2LPps+fXqT97/85S8v2mfp0qUAREVF8fzzzzdDbUVERNomBa0iIiLtRM0X26jalkX9WXdcvWrxju2Jx9jY1q6WiIhIi2rWdVpFRESkZdR8sY0z609gq7Xg4laHrdbCmfUnqPliW2tXTUREpEUpaBUREWkHqrZlYVjqcXG1Yxg4tpZ6qrZltXbVREREWpSCVhERkXag/qw7hsXepMyw2Kk/695KNRIREbk2FLSKiIi0A65etZi2pv9tmzYXXL1qW6lGIiIi14aCVhERkXbAO7Ynps0Ve70Lpolja3PFO7Zna1dNRESkRSloFRERaQc8xsbSeVIEFncb9jo3LO42Ok+KUPZgERHp8LTkjYiISDvhMTZWQaqIiFx31NMqIiIiIiIibZaCVhEREREREWmzFLSKiIiIiIhIm6WgVURERERErjtxcXGtXQW5TApaRUREREQu8OGHH1JSUvKTj122bNlVHf9TjxXpiBS0ioiIiIhIu/Ltt98SFxdHTEwMiYmJ2Gw2Zs6cSWxsLLfccgsAjz76KLGxsYwePZrPP/8cgNdee42RI0cye/Zs7HY7ADt37mTChAn86le/4te//jUA99xzD3PnzmXs2LH8+te/5v7772fkyJE8//zzVFZWEh8f76zLuHHjqK6uvrYP4DqjJW9ERH5EWVkZmzZtIiEh4arOs3r1aoqLi5kxYwZr1qyhrq6OuXPn4uKi7w8bmKaJYRitXQ0RuQ7k5eXx6aef4ubmxsCBAyktLSU7OxtXV1dmz54NwFdffUVBQQE9e/YkPj6ewsJC1q1bx5EjR+jevTu5ublUV1dz+vRpKisr8fX1pUePHnh6egKwcuVKtm/fTnh4OAsWLMDX15d169ZhmiYjR45k4MCBznM2LpMfFxkZyYYNG3Bzc2PatGn87ne/IyAggJUrV2Kz2QB49tln6dy5Mzt37uSPf/wjEydO5PXXX+fTTz8lPz+f+++/H4Cnn36a//mf/6G4uJi//vWvZGZmAjBq1CjeeOMNBg8ezAsvvMDo0aOZNGkSjz/+OMHBwezcuZNz584RFhbmbHNpGQpaRUSukeLiYubPn09FRQXu7u7O/yzbkkv9EjdhwgQyMjIAsFqtfPTRR3h5eXH69GnGjRtHeno6586d44EHHuDs2bM/+LmbmxtbtmwhOzsbwzC4++67AcdQOC8vL6KjoxkyZEhrPgIRHn/8cRYuXEivXr2aZb9LmTdvHkuXLm1S9uyzz/L0009f8bnkpzl8+DATJ07EarVSUFBAVlYWCxYswDRN5z5Wq5Xbb7+df/7zn8THx7N582bGjRvH7bffzv/9v/+XRx55hB07dnDbbbexb98+ysrKuP/++1mzZg21tbXU1tby0ksvsXLlSnr37s3y5cu555578PX15fXXX+emm25i8+bNF5XJj8vLy+NXv/oVZ8+epbS0lG7dunHzzTcDYLFYAPjv//5vNmzY0OTLUMMwCAwMJDAwEG9vbwCKiop45JFHOHPmDG5ubhw9ehSAYcOGAeDn50dMTAyenp7Oc82YMYM333wTm8121V9qy49T0CoicoGcnBy2b9+O3W7HZrNx2223OT/75JNPKCwsxDRN7rnnHioqKjhw4AC33XYbZ8+eZc2aNcyePdu5n7u7OwkJCWzfvp2ioiLeeecdPDw8yM7OZvXq1URHR5OamoqbmxtjxowhOjq6Fe+86S9x2dnZlJaWXrRPdXU1c+bMYf/+/WRkZPDggw+ybds2jh49Snh4+A9+HhgYSHl5OUlJSZw6dYpt27YRGxtLVVUVc+bMUa+zdEh2u/2y/m4rYL22RowYwdatW9m1axchISFERkYCNAlwQkJCAOjUqRPg+PcvPDwci8XC4MGD2bVrF6mpqURGRhIVFYVhGJw9e9Z5jsmTJ7N161b27dtHSUkJ1dXV+Pv7AxAQEEBVVdUly+THLVmyhPHjx/O73/2Ou+++mwEDBvD111+zYMECbDYbFouFNWvW8NVXX7Fz505++9vfAo4RPSUlJRQVFTmfdWhoKC+++CL5+fmMGTMGi8XC0qVLncEv0OQ1OILWf/zjH9jtdl566aVrd+PXKQWtIiKXUF9f7wy8Gr5xBbj11lvp1KkTWVlZpKenc8stt7Bx40ZM0+TAgQPceOONnDhxgrq6OubNm8fevXtJT09nwoQJ5OTkkJiYSFlZGQB33XUX77//PjNnzsTf37/Jt/utpfEvcUOHDnWWNx62GxwcjGEY+Pr6On+h8/X1dc7n+aHPi4uLycnJITk5GQAfHx8AwsLCFLDKNfPVV1/xv//7v7i7uzNhwgTy8/PZt28fnTp14oUXXgDg7bffJjs7m0GDBvHoo4+yd+9eXnzxRUzT5M4772TGjBnO8+3du5f//u//xmazMWLECPr37897773HV199RU1NDYsWLeKVV14BoHv37jz11FPY7XaeffZZDh06xIIFC7jlllucva+PP/447u7uHDt2jP79+/Pv//7vrfKc2oKFCxfy6quv8sorrzB48OAm8wivloeHB1OmTKGiosI5QmTkyJEAzn+PL5yu4OHhQWVlJTabjcrKShITEykvL+ebb74hKCiI0tJSvL29ncd37tyZu+66iyNHjpCWloaHhwdlZWX4+vo6971Umfy4iRMn8vvf/57NmzcD4O/vT3FxMbGxsbi7u7NhwwZ69OjBuHHjuPHGG53HJSUlMXnyZKKiovD19QUcoxwefvhhiouLCQoK4l//+tePXt9isWC1Wp0BsrQsBa0iIpcQHh4OOIKpXbt2OYOrL774gqysLOx2O126dAEcv4Tm5eXx7bffMmPGDL799lvn8V27diUnJ+d7rxMXF8fWrVux2+3ExsYSFBTUsjf2Iy78Ja7hP/STJ08SGhoKcNEwqwv90OdBQUH06tWLO+64AwCbzUZFRYXmsco1lZqayqJFi4iJiSEjI4Ndu3aRnJzsTMoCMHToUJ566inmzJkDwD//+U+effZZwsPDWbhwIXfddZdz3969e7NkyRJcXFxYuHAhvXv3BsDb25sXX3yRlJQU+vfvz6OPPuq8RlVVFQ8//DB1dXX813/9lzNxTIP+/fvzzDPP8Itf/ILjx4/TrVu3ln4s152dO3eSmZlJXV0dY8eOpaioiNdee63JnNYLjR8/nhdffJGCggK8vb158803OX36NDU1NRw6dAhfX1/eeust5/zG1NRUysvL2bNnDwkJCbi7u7Nq1SrsdjsjRozAYrEwfvz4i8rkx02cOJGJEyc2Kbuw3VauXHnRcQ899BAPPfRQk7Jhw4axceNGUlJSnF+MrFq1yvn51q1bAfjnh8ncPCyEJxZOodbbnW+PFfPEv/++OW5HfoSCVhGRSygsLAQc81x69OjBqVOnOHv2LDk5OcyfP5+jR4+yb98+AAYOHMiGDRtwd3fHzc2NgIAAZ+9sfn4+gYGB33udhm/h8/LySEtLY+rUqS1/cz/gwl/iMjIyePvtt5stwURYWBg+Pj7OntYBAwb8pPmAIlfjvvvuY/HixaxevRqr1ershWnc29+3b18A3NzcAKisrCQqKgpwjCY4efKkc9/c3Fz+53/+h9raWk6ePElZWRmGYTjPMWbMGHbt2sVjjz3GiBEjmDVrFj4+Ps6RCGfPnr2ojg3zGqOiosjLy+uQQavdbuc//uM/KCgowN3dndmzZzvn+c6bN++Svap2u51nnnmGgoICOnXqxJ///Ge8vLx47LHHqK+vd/aWzp49m5deeol9+/ZhGAZ/+MMfqK+v509/+hOurq4MHjyYX/7yl4waNcp57v79+ze51rRp05yvk5KSAMcXmlOmTLniHt958+Y5Xy9YsKDJZw1Jmr7v2tI2/PPDZLLXrcRiMahzd2Xj5+lUVtZwou7kjx8sV01Bq4jIJVgsFt566y3q6+u57bbbOHXqFJ6enri5ufHGG284ex3B0Xt45swZ5yLlERERZGRk8Prrr+Pu7s4999zzvddJSUnh+PHj1NXVMWnSpBa/rx8zatSoH/wlDnAmnLBarVitVgAGDx582Z/HxcVdtKC7kljIteTv788zzzxDfn4+f/rTn5wjCgBnT+iFw9W9vLzIzc0lPDycU6dOOQNOgBUrVnD//fcTExPTJDhpGEFgt9udQ3wTExOZNWvWj44uOHDgADfccAO5ubkkJiZe3Q23UR9//DH+/v4899xz2O12FixYwMsvvwzAr371q0sGhuvXryckJIQ//vGPfP7557zzzjtERERwww038Mgjj/DUU08BsH//foqLi1myZAmZmZksWbKEfv36cfvttzdZ6qQlfJl1mjfTcjhWcpbugV7MGW1lVM/vH0XzdeHXLD+4nOMVx+nm2417+93LiLARLVY/+WkObl6NxWJgurpiABMnDMWor+fg5tUwLam1q9fhKWgVEbmEsLAwJkyY4HzfEFR93y+PDZlvG0yZMuWifebPnw+ARwmMq76Bopd3MzSwG7HjRuDR0785q9/25aTCjsVQmgsBUTByEVhjWrtWcp1455132L59O7W1tcyYMYMjR46QlJTUZE7rhR566CGefvpp7HY7U6ZMcfbAAsTExPDKK6/w/vvv4+p68a9WO3fuZMmSJdhsNgYMGHBZddyzZw9r166lf//+HbKXFeDYsWPO5V0aviTw8/MDLj31AByJ8r744gsyMjKw2Wz06dOHgoIC57+/DUOzjx49SmZmJgsXLgQco1ruvPNOXn75ZR577DFuu+22i4aWNocvs07z57UH8HJzJdjHneKKOv689gB/mHrjJQPXrwu/5i9f/wVPV0+6eHbhdPVp/vL1X/jtiN8qcG1j3KtqqXN3BKwN7BYL7lW1rVan64mCVhGRH3A5a7S+/fbb9OjR4wfnITWs0Tp12K3866/LOEc9946bjq2ijjNrs2FqjxYPXE3T5J133qGuro7777+fZcuW4evry6xZs1r0uhfJSYX1T4KbN/iEQFWx4/2k5xS4yjWxcOFCZzBzKc8//7zz9ZIlSwDHaIGGYe0X7terV68mc1Ibz4sDGDt2LGPHjm1ybOPlbhqusXTpUj5PXckXKR8ypEc4vaJCGHhz9yu7uWuksLCQ/Pz8JgnbrpTVamX//v1MmjSJjz/+GLvdzr59+/Dz88M0TY4cOcKZM2eaHBMVFUV8fDw/+9nPAKirq2PdunXOzOdZWVnccMMN9OjRgwEDBjgzMtfV1VFfX8+TTz5JXV0d8+fPb5Gg9c20HLzcXPH1cPyK3bB9My3nkkHr8oPL8XT1xMfNkTehYbv84HIFrW1Mrbc7lto6zEZfTLnYbNR6u7dira4fClpFRC7QeFjr5bic9VYb1mjNWZKOu4c7s8acn69kATv1VKUVtHjQWllZ6VwfNi8vj6ioKG699dYWveYl7VjsCFjdzw/JbNjuWKygVa5rn6euJO3tN7HX2cDTDVtlDWlvvwnAxJiZrVy7psLCwggLC/tJxzZkI588eTKpqanMnz8fDw8P5syZw29/+1u8vLz45S9/Se/evencuXOTYydPnsyf/vQnZyKdhIQEbr/9dh577DF+/vOf4+7ujsViYeDAgWzZssX55UR8fDze3t6sXr2auro6xo0bd3UP4HscKzlLsE/TIMbb3cKxkovnLQMcrzhOF88uTffv5M3xyuMtUj/56fqNv4vsdSuppx67xYKLzYarzSR6/F0/frBcNQWtIiKNtPQarTVf5nOsvIBPd29m8pDxABjuFupLapr9Xux2O++//z4VFRX4+vri4uLiXB+2uLiYM2fO4OLigo+PD3v37sXV1ZVJkybRpUsXPvroI6qqqvDy8iIhIYFTp07xySefYLPZ6Nu3L7GxsWRmZjZZY7ZXr15NrpeQkMCxY8dIS0vDNE2qq6t58MEHcSvNdfSwNubm7RgqLHId+2rdKkxXC5MmDHKW2Wsc5dcyaM3IyMButzN06FBSUlKwWq0X/Rzn5+eTlZVFly5dqK2tZcSIERQVFZGens4dd9zBunXrOH36NK6uriQkJFBUVOQ8x9ChQ9m1axd1dXUMGTKEmTNnkpycTHx8PPv27cPd3Z36+noyMjJ45JFHcHV1ZciQIWRnZ5Obm8uvf/1r7HY7H3zwAUVFRXz99df87W9/w9XVlaeeesq53uq//du/AfDGro28tv8tykuK8BsfSlL/+cwdessPPYKfrHugF8UVdc4eVoCqWhvdA70uuX83326crj7t7GEFqDpXRTefjjkkvD17aFoS/8Qxt9W9qpZab3eix9/FQ5rPek0oaBURuUBLrtGaVfkVW3Z+4QxYAcxaG66BHs1+H5mZmQQHBzNjxgy2bt3qnDN21113kZOTQ1ZWFhMmTGDZsmXMnTuXTp06YZomO3bsoG/fvs6F2g8cOEC/fv1ISkrCMAySk5MZNWoUmZmZTdaYPXDgQJPrHThwwLlUUGJiIlu3biUrK4t+AVGOIcHu3yW/oa7KMbdV5DpmLzuL4e3WpMxwd8Veduleumut8c+xh4fj36y+ffvyr3/9ixEjRpCZmcmNN97It99+S+fOnZk6dSqHDx8mPT2dyMhIbDYbDzzwACUlJXh5eZGYmNhkfWrDMBg8eDDdu3enZ8+eZGRkAI4s7uXl5SQlJXHq1Cm2bdtGREQEw4YNY/DgwZimycMPP0xNTQ2hoaHcfPPNznO+sWsjL+1+EVfDHQ9LAFX1Z3hp94sALRK4zhlt5c9rDwCOHtaqWhtn6+qZM7rPJfe/t9+9/OXrvzj27+RN1bkqquurubffvc1etyuRnJzMnDlz2Lp1q7M9xBG4KulS61DQKiJygZZco9VrZBjmV3bsNfUY7hbMWhtmnR3v0eHNfh+lpaVN6pKfn3/J/eLj41m3bp1zvcDi4mLy8/PZuXMn9fX19O/fn7KyMtavX8+5c+c4ffo0VVVVF60xe6nrNV7Ww8/Pj5qaGkfSpfVPOi7u5u0IWOuqYPwTzf4MRNoTF38vbJU1GB6dnGVmbT0W/0v30l0LDUHlhT/HDUFrw3Dcs2fPkpubS1xcHGlpac4v/ex2uzORVMO/D4GBgYSEhLBq1Sq6du3K6NGjf7AOxcXF5OTkOOcU+/j4cNNNN5GSksKqVasYOHAgr7766iWPTd7/Fq6GO+4ujmfo7uIFdkd5SwSto3oG8YepN16QPbjP92YPHvH/sffmYVFc+f7/q7qhabqbXaFBVEBQ4gqiJigCaowaN6JRo2MUNTOZmczcO3f23FnvzOTOfn9zn9+dzJgYUdFoxhhFQU1mNKggLoAbCbgBgsoOzQ5Nd9f3j05XaME1uOa8nicPzamqU6eqTFOf8zmf99s4nu+P/75dPbjlKsEGoR4sEPSGCFoFAoHgBu6nR6s2xAvduADUHhos9R24+GrRxwbel3pWHx8fKioqGDp0KNevX+9h4eHAaDSSlJTEuXPnOH36NH5+foSGhirelVarlQ8//JC4uDhCQkJYv3490NNjNjQ01Ol8jmvvoQIaEmcXXequHjzlP0U9q+BLz9OzF9prWjvsGVa504JksfL07JvbZt0PtFotVVVVAFRXVxMaGnpLi57IyEiys7Px8/NDpVLh5+fHmDFjmDhxImD/DikvL1f6sFgsxMbGIkkSqampTorKKpWqhx2Nn58fQ4YM4fnnn1f6s9lszJgxA6vVyjvvvOOk3t6dpq4qtGofpzZXlTtNXffPW/OZML9bWtzcyHjj+AcapMqyzJ49e6irq8PV1ZWJEydy8OBBAKZOndprVlWW5R5Lvl1dXdm+fTtWqxWtVkt4eDhRUVEcOnSIkpISJEli/vz5eHt/ydTxBfcFEbQKBALBDdxvj1ZNgB6/BU/d9+uIjIzkgw8+ICUlBYPBwNSpU6mu7vmilp6ejslkwmKxkJSUhLe3N3v27OHkyZMATJs2jaFDh7J371769++vqCTf6DE7cOBAizokBwAAIABJREFUp/NNmjSJ8vLy3gcXEieCVIHgBhx1q8czdmAztaH21vH07IUPXIQpNDSU7OzsW052dScyMpKMjAxeesm+pHXYsGHs27ePjRs3Anb/Zze3z8WJGhsbSUtLw2az4ePjg16vV7aFhIRw4MABrl27pogwGY1GDAaDkmkdNWoUbm5unDhxgq6uLsU2pzc8XQNotTQqmVaALls7nq7+Nz3mSaeoqAi9Xs+8efOQZZmUlBRefvllADZv3txr0Nrbkm8fHx8GDhxIXFwc6enpQO9LuefOnftAr0/wZCKCVoFAILiBvvRo7Sg2UZdTwuzWaOq2FKKPDbylfU5folarWbTI+WXXce7uCskvvPBCj2N7G6PD/9BBb3YRTucrzSLkxFuENFyB2g1ECS9WgeC2TI9b9NCVgt3c3FizZo1Tm+P7IioqqkebVqvlJz/5idIuSZKSFe2tDz8/P8W32kFycjJgL7lYtWpVj2Pj4+MJ7efDqf3pfLr9FF7+RqbPnMPA4bf2vU0eudxew2qzZ1i7bO1Y5E6SRy6/5XFPMnV1dYpYlSP77ZhUuFlGvba2tseSb0mSlElch5J0b0u5BYK+4PbTZwKB4KGwYcOGHkuk+oqsrCyampru+fjS0lJlKZGDyspK8vPzv+jQHjtu5dHaUWyiMb0Ea7MZlcFV8WTtKDY9hJE+YBxerK21zl6spVkPe2QCgeAxpPzTc2RuWkdbowm9tw9tjSYyN62j/NNztzxu5dhp/Hv0d9G7eNFhNaF38eLfo79739SDHwf69evH1at2S52UlBSsVisfffQRhYWFTsJY3XEs+U5OTmb16tVMmzYNb29vZRm546djKXdycjLJycm9TooKBPeCyLQKBF9C4uL6Ptv1RTz7HiVCQkJoaGi44/1v5dHamlOBpFGh+sz6QNK6PDBP1oeO8GIVCAR9yKn96bi6aXHTfSao9NnPU/vTb5ttXTl22pc6SL2RYcOGcf78eVJSUjh27Bjf+973ePvtt/Hx8WHx4sU3PebGJd+RkZFs376d1NRUNBoNKpWq16XcMTExD+rSBE8wImgVCB4RbhRGADh48CDFxcWMGzeOsWPHcuTIES5duoTFYmHOnDkEBgayYcMG6urquHDhAjExMVy5coWqqiqmT59OeHg4GzZsICgoiLKyMqKjo4mJiWHXrl3Ex8ej0+n44IMP6OzsxGg0MmvWLE6fPs2lS5fo7OwE7Etii4qKnPw4XV1dFd/RGz37pk6dyt/+9jf69+9PXV0dc+bMYcCAAQ/z1t41p06dIjo6+gv3Y6nvQGVwdWq7X56sjxzCi1UgEPQhjdWV6L2dBZU07u401VQ9pBE9+tyJ4JIkSYSHhzN79mwGDRpEaGgo6enpSJLE1q1bFcGlbdu2YbVa0ev1hIeHM2zYMA4dOkR7eztqtRpZlvHxsT+f+Ph4RedBIOgrRNAqEDwi3CiMsHHjRkaMGEFiYiKpqamMHTuWZ555hsmTJ1NfX8/HH3+siPyEhIQwf/58/vznP/Paa68hyzLp6elKDWJkZCTPPvssKSkpTvVIeXl5jBgxgjFjxrB7925luZBer+fFF19k9+7dVFVV9fDjvHLFHnj05tkH0NTUxJo1a+jo6CA9Pf2mtaD3m9LSUo4ePYrNZsNqtbJ48WIyMzOprKzEzc2NBQsW0NbWxs6dO1Gr1QwZMgSdTkdVVRUbNmxg5syZHDx4ELPZjF6vZ9GiRVy9epV//etfWK1Wxo4dS3R0dK+TCTt37uTquU+RO60sTVxAdVMd/zxzCJvZyrgR0QQQza5du3Bzc6OiooKwsDASExMfyn26LwgvVoFA0Id4+RtpazQpGVYAc3s7nv0DbnHUl5sHIbjk6upKXV0dlz4tQHe9hMzqSrz8jUTfQb2xQHA3iKBVIHhE6E0Ywd/fH7Varfx+5swZzp0710MowdvbGxcXF/r166eIHrS3tyvbAwMDUalUeHl50draqrQ3NDQoAkJBQUHU19cr54XP/fhu9OPsbZ/uQauvry8ajQaNRmP35XyIWCwWVqxYQUFBASdOnMBsNrNq1SrOnj1Lbm4uOp1OMahvaGjg0KFDBAQEkJycTH19PTqdjmXLlil1Ph9//DFLly5Fo9GQmprK6NGje0wmJCUl0dTUxFd//BqmPcXInVayPj3O7JFT0Kvc2dWWzSSrFbBPOMyaNYu33377yQpahRerQCDoQ6JnziFz0zrAnmE1t7fT1dlB9Mw5D3lkjy4PQnDJw8MDW2sLUvV12gL9nOqNE1e8IgJXQZ8hhJgEgkeE7sIIjgDpxj8qJ0+eJDk5uYd8vGO/m/0RqqysxGaz0djY6GQt4PDxBG7pq+nw44yJiSEnJ+eW5wKor6/HbDbT3NzsZHNwP7mZeITDzN5oNHLmzBnld0eQPmLECKqqqtixYwfFxcVOx/r6+uLv78+OHTs4duwYYJ9d3rp1Kxs3bqSlpYXW1lbOnDlDSkoKu3fvprm5GbVaTVRUFHtPH+SUbzkqgyttza34BvTDd144/kMHKJMHjuDfsST8icHhxarvBy3V9p8z3hD1rAKB4J4YOHwUiSteQeflTVujCZ2XtwiKbsON7xWyLNPZ2UlnZ+dtBZdmzpxJVFTUHQkuhburiR01AjedDkmScNPpcHXTcmp/utLv/v37sdlslJaW3pVuhEDgQGRaBYJHhO7CCBqNptd9BgwYQEpKCoMH390Sy08//ZT9+/cTHR3tpHIbExPDjh07yMvLIyAggODgYGpra3scf6Mf5+3w9PQkLS2N+vp6J/uXvqa0tJScnBxkWSYoKIjLly/j4uJCUlISsiyzf/9+9Ho9paWlfPzxx4wePZr169dz7do1cnNzmTBhAiqVCo1Go2RZp06dis1mU+p1PTw8WLx4MampqYwaNQqj0cjixYvRaDRYrVbUajUnT57k61//OvX19ezZswebzcbIkSMZM2YMe/bsoSPakwDVMNTPB+Lq4UHDgQZl8uBWwf9jj/BiFQgEfcjA4aNEkHoX3PhekZCQQGpqKrIsM2XKlJses2/fPj788EPAXi50O8GlowcOEhEWSvhnK71kWe5Rbzxz5kzA/nd70KBBSv2rQHCniKBVIHhEkCSJ+fPn97rN4V83b968XrdlZmYCOPnedf88ffp0J4P4pKQk5fON6rfda14dy1Ud3nrduZVnn5ubWw9/0PuF1WolKSmJnTt3smbNGsrKyjhy5IiikKxWq9m5cydVVVUsWbKETZs2UVtbi7+/P5IkkZ+fz7vvvsu4ceOYMGECAC4uLuTn5/ODH/yA9PR01q1bh4+PD3q9nilTprB161ZkWcbd3Z0lS5b0mEwwm81s3boVm82Gm5sbAQEBTJkyhR07dmCz2Rg/fnyvFjl9iclk4uDBgyxYsIC9e/f26pkoEAgEgieX3t4rwsPDOX36tGJ7FxISQllZGRUVFVy/fp2PP/7YSVyxs7OTU6dOsWTJEmpqanjzzTeJjY0lPT1dEXiaHj+ZyuvXOXL6HDIyYUGBXCi5gkrjhtv27SxatIgNGzbw8ssvc/r0aQoLCwkLC6O+vp6kpCTc3d3Zv38/o0ePJigo6GHcKsFjgAhaBQJBn9FRbKI1p4LGf12hzq0QfWzgfbd2CQwMxGQyKfU2QUFBShAP9mXBsbGxXLlyBZ1Ox6RJk1izZg0mk4nMzEwGDBjA4sWLmT59OrW1tWRlZZGcnMzRo0fJyspi+PDhxMbGKv0NGDCAlStXOo2ht8mEVatW9RjnmjVrnNq6Tx44JibuByJgFQgEAsHt6E1ccdiwYbz//vsUFRVx9uxZJE8jP3rvJFeuVRA1PpYpRiuSrYuu0hI6OzqY9vQ46uvrUSPzvZ//guCnRir9S5JEVFQUgwYNIiwsjLNnz1JYWEh0dDSVlZVKNvZBcvbsWc6dO3dL+zoHW7duZenSpQD85je/4cc//jHHjh1jwIABhIaG3rR/m83mNMEvuDdE0CoQPOHcz2CoOx3FJhrTS5A0KpZPX4S12UxjegnMCb2vgaskSU71No7aXK1Wq9SNVldXO+3fHS8vL+XYyspKwC7eFBsbiyRJyrJgh8BVX+AI7i31Hbj4am8Z3FutVrZu3YrVakWr1RIeHk5FRYWigBwTE0NZWRnXr1/n0KFDzJgxo0eWe/369axevZr6+noyMjKwWCwMGTJEWBIIBALBlxxHbevNxBXd3NxQq9W88MILXKhsIt91JO3XipDry8n9qJLsLgurZ4zjmQVLaN2xnbZGE/7GQBLGjOdE4QWuNrY4Tfx2JzIykh07duDr63vXZU99xejRoxk9evQd7fvRRx8pQetPf/pTAHJzc7FYLDcNWgsLC7FYLCJo7QNE0CoQPCaYTCYaGhpu+sX4sGnNqUDSqFBp7V8r56ouMjIggtacivuebTUYDISEhPDOO++gVqtJSkpSAryrV6/i6+t706DTw8ODoKAg1q9fr6giNjY2kpaWhs1mU5YF9xXdg3uVwfW2wX1ZWRkRERGK1UBra6uTAvLZs2fx9fVl2bJlWK1W+vfvT0lJCX5+fj36OnDgAPPmzcPLy4v333+fpqYmPD09++zaBAKBQPDoo9Vqlcna6upqQkNDb6mvEBkZSXZ2NnlVXRjCNWh9fdFpXAiIGE1zh4VClZr5Ef5MWvwVpk6disViUZwPHBO/DlQqFTabDQCNRoObmxvHjx9n2rRp9/eib0JWVhbHjx8nNzeXQYMGcfLkSXx9fQkODuaHP/whAIMGDWL8+PFcv36dV155hWXLlvHuu+/y5ptvcujQIY4fP052djZ6vZ6oqCgSExN5/fXX+frXv86+fftoaWnh9OnT/P73v+eXv/wlFRUVuLq68pvf/EYRwBTcHhG0CgSPCSaTiZKSknsKWmVZvu+CP5b6DlSGzxVwz10pZNSgSCz198/yJiQkRKmjnTx5smLH46C3GmFHra+3t7eyPHfq1Kn2jaVZcOIteP//Y7XPYLttSx8LCd0Y3EtaF2xYbhrct7S0OFkNlJSUUFRURGtrK9XV1bi5ueHp6cnu3bvJysqira0NX19f/Pz8qK6uVozkwW5/sHPnTgA6OjpuGrTu2rWL+Ph48cdUIBAInkBCQ0PJzs7m+vXrTnoXNyMyMpKMjAzadUMIcFMjGQdz9exRLmalIwPVxqEw2V/Z/1YTvyEhIRw4cIBr166RkJDAyJEjOXjwIP369bsfl3rHNDU18V//9V+888477N69m7i4OEaOHMl3vvMdbDYbKpWKf/zjH6xbZ7ddevfdd1GpVCQkJCiB6l/+8pce/c6aNQuLxcJXvvIV9u3bh7+/P7/61a/45z//ybvvvsu3vvWtB32pjy0iaBUIHhPy8vIoKyujvLwcf39/ZXnoggULqKys5ODBg0ydOpXTp08D9j8Mu3btQqfTERERQV5eHkFBQZSVlfHss88SHh7Ovn37qKysRJZlFi5ciJeXF+vWrSMoKIgrV64wefJkPvnkE+rr63nhhRcwGo1cuHCB7OxsbDYbCQkJhIeHs27dOgxlFsqvXSVhzCRsNis1TXVszfyAiWOe5rGwfi/NsvuKavRg8IfWWvvvfWzTcmNwDyC5qW8a3BsMBqqqqoiIiKCqqgpJkjCZTCxbtkxRhLx27RphYWHExcXdcomVn58fM2fOtPvq2WxPtnKxQCAQCHrFzc2th8bCrcQVtVotP/nJT7i2JY/aZjMeWhcGjpkEQHOHhX4eGqdJZD8/PycxSPi8VGnQoEGMnDWSbUXbeHPPm+gb9UwMmtj3F3mX9O/fH61Wi5+fH1evXmXixImKIOP48eNZvHjxXfXnyCZ3p7S0lOzsbE6fPo3VamXo0KF9NfwvBSJoFQgeE2JiYvDx8WHYsGHk5uYqy0Nzc3NvekxraysrVqxApVKRlZVFQkICVquVvXv3Eh4ezrPPPourqyvFxcXk5uYybdo02tvbiY+PR5Zl1q5dy3e+8x0qKio4deoUM2fO5OjRo6xcuRJZltm8eTPh4eG0t7fzwsoFNOwt5sD5oyyIm00/nQ9LYubiNefRXM7cgxNv2QNWNw/7746fJ97q06DVxVeLtdmMpP3861futOLiq+11/0GDBlFeXq5YDXh6euLr68v69euprKxk2rRpVFdXc/78efLy8vDy8nJaGlxZWUlOTg5qtZqhQ4fy3//930RGRlJeXs6MGTMYP348Bw8epKSkBBcXF5YsWaIcW1JSQn5+PklJSWRlZVFSUqKoURYUFODv78/QoUMpKiqivr6e8ePHk5aWRmtrKzqdjgULFnDhwgWysrLQaDRMnDiRiIiIPruXAoFAIHhwrIgN4TfpnwKgd1PT2mmlzWxhReydB18nK0/yp5N/wt3FHVW1ivMF52mc1MiYyjGMN46/X0O/LTdO4tpsNr773e8CdoGqmwWtarUaq9UK2CeZq6ursdlsXLt2Tdne2dkJwODBg0lMTOTVV18F7E4DgjtHBK0CwWNGQ0MDgYGBgF0pt7S01Gl796XARqNRWfqj0+mUJTodHfasXnZ2NsXFxdhsNmVpjk6nU+o/fXx8cHFxwcPDg/b2dtra2qipqWHTpk2APSiWZRmdToffyAHodXq6fn8EW0sXKq0ar/sswtSnNFyxZ1i7o9Hb2/sQfWwgjekl2LAguamRO63IZhv62MBe91er1SxZsgSVSkV6ejpeXl7ExsY6ZdX1ej2vvvoq69evZ+HChcqxM2fO5PDhw/z/r/+R3H8cpuZUIRN0Q5k1eT5FTaUAVFRU0NDQwJo1a5zM5ktLSykpKSEpKYna2lqamppITk6mpqaGI0eOEB8fz8GDBxk6dCiffPIJ06dPJz8/n2HDhjFq1ChOnjzJp59+ysWLF1m0aBHe3t43NbMXCAQCwaPPM2F+/HTOcDbllFJW38YgXx0rYofyTFhPDYWbsa1oG+4u7hg0BgwhBvxC/Ggxt7CtaNtDDVpvJC8vj3Xr1mG1WpWa3PDwcP7t3/7NaXJ33LhxvP322xQUFPDCCy/w+uuvk5OTg06nAyA6Oprf/OY3lJSU8LOf/Yxf//rXfPWrXwVgwYIFzJo168Ff3GOKCFoFgscEh3iBj48Ply9fBj5XyrVYLDQ3NwN2UQVHDWT3mcMbZxHb2tooLS1l9erVXL58mXPnzt32GJ1OR0BAAMuXL0elUmG1WpEkSdlPG+aNITaIgORoDOtPPT4BK4DPYPuSYEeGFcDcam/vQ7Rh3jAn9I7VgwG2bNmC2WzG19eXoKAgiouL7/h8fnjQmF6Cn4snp5rPEkQAjekldIQ2ox3oSV1dHQMHDgScn/ehQ4dYsWIFarWa2tpaSktL2bBhA2CfTfby8lImMjo6OvD09KS2tpbr16+Tl5eHxWJh5MiRxMfHc/jwYWw2G5MnT+5VIEogEAgEjwfPhPndVZB6I1ebr9LP3bl+Ve+q52rL1S86tHsiLi5O8XUH+2T/Sy+9BMCkSZOc9v3JT36ifHZsi42NdVJH3rJlS49zpKSkKJ9/8Ytf9M3Av4SIoFUgeEzw9/fnwIEDNDQ0oNPpWL9+PW5ubixcuJCcnByuXbvGli1bcHd3v6P+3N3d0Wg0bNy4UQlyb8f58+eJjo5m06ZNlJWVERISwrx586ipqQHsokHnz58H7H6m27ZtIzY29qFJ2d8VE75mr2EFe4bV3Gr/b8p/9vmptGHedxXQv/zyy06/91Z7BPSoIQIoy7nA+DFh1DU3EhIwCFNLI5JGRXnWeSKWjqdfv34cPXqUCRMmAJ/bHyQlJZGRkcGLL76In58fQ4YMUfxeHUuhhg0bRnp6OsOGDQPsdUyhoaEMHz5c2c9mszFv3jzKy8vJyclhzpw5d3zdAoFAIHiyCPYIpq69DoPmc0X/1q5Wgg3BD3FU95d/Zm3neMYObKY2VN46np69kOlxi25/oMAJEbQKBI8JWq2WVatW9bpNkiSWL1/eo33BggXK5+4BjUMQYdmyZT2O6b5fd6XdBQsWKKqy3eXrS0tLGT/evqTHYDDw29/+FoAZM2bc6aU9GoTE2UWXTrxlXxLsM9gesPaxenBfccder21W3s/fi9VmY/74GWTk/Ysd+ftws9m//o1GI15eXrzzzjtONa1eXl7MmjWLDz74gMWLF2MwGJRM66hRo4iJiWH48OF8+OGHSiAaExPDnj17OHnyJADTpk2jsLCQq1evYjabH79/EwKBQCDoU16KfIk/nfwTYM+wtna10m5p56XIlx7yyO4P/8zaTs6WTcguaiS9BmtLBzlb7CVWInC9O0TQKhA85siyTHZ2NiUlJbi6ujJx4kTF5mTq1KmEhYWxYcMGBg4cyOXLl4mJieHKlStUVVUxffp0wsPD2bBhg6IsHB0dTUxMDPX19WRkZGCxWBgyZAhjxozh0qVL1NTUMHz4cLq6uhg0aBCnTp2irKyM4rzzTPUaS+aJI8yfMptinzrOXC9CkiRmz56N0WhUlIm7Kxg/UoTEPbJBanfu1Os1JCSExc+9gLXZrFjsLJo4F1uHBbWHBr+opwB6+OM5rIAAZTIkPj6e+Ph4p/3Onz/PwIEDldodV1dXZaKko9hE66EKRtf3Y6xvMPqEQLQhj9FycYFAIBD0OeON4/n++O+zrWgbV1uuEmwI5qXIlx6peta+5HjGDmQXNSqt3TVA0rpi67C3i6D17hBBq0DwELBYLGzfvh2r1YpWqyU0NJSCggJsNhs6nY5FixbR1NREWloaOp2Ouro6EhISyM3Npauri+XLl6PRaDh06BDZ2dmcO3eO1157DS8vL1JSUpTlpJs3byYsLAyA4cOHk5CQwJ///Gdee+01ZFkmPT1dCRwjIyN59tlnSUlJISoqigMHDjBv3jy8vLx4//33kSSJ8PBwxb8zMzMTsGfX9O2uRNcPpKmlBUnrQldjB4f3fMjXf/0duvqr2bt3L8uWLaO9vb2HgrHg7rkbr9e7FX66U2pqali3bp0iKNGdOw2qBQKBQPDlY7xx/BMbpN6IzdSGpNc4tUluLthMbQ9pRI8vImgVCB4CRUVFDBw4kLi4ONLT01GpVCxbtgxXV1fFfsTPz4/29nZWrFhBQUEBp0+f5uWXX+bIkSNcvnwZX19fmpqaiI+Px8vLiyNHjjB37lzA7sEGzsI6/v7+qNVq+vXrp6gDt7e3K9sDAwNRqVR4eXnR2tpKXV0dO3fuBOxqw01NTTe9nvZP65AGDUbl4oIEdKgseHp40HGiGr+vPKWoFfemYCy4OaWlpeTn55OYmKi0mUwm0j7OYO6kmU773szr9WbCTzWuzex/ezsajYbRo0dz5swZ3NzcaG1tZeHChfj4+LB9+3ZaWlpwcXFh8eLFuLm58be//Y2AgAD8/PwICQnhxIkTtLS0EBAQwJEjR+jq6mJYbX+e8g0jpzSf5vZWGtua8HDRM9tPy9naC5w9exYXFxdmzJihKGELBAKBQPCkofLWYW3pQNJ+7s8ud1pQe+se4qgeT0TQKhA8BEwmkyJ+ZDQa6erqYvfu3TQ1NdHa2oqvry9+fn70798fSZLw8PDA399ux+Kwn3EouhYUFHD27FkWLlyILMvIsqx4gnW3GHEEsDcqAjuorKxkwIABNDY2otfr8fPzY+bMmXh4eGCz2ZAkifz8/B6G2SqVCktTJ5KbGj6LgXUaLU3mVjprWzGZTGi12lueW3B3qA0a5E7rHXu99ib8dPFgPtOnTyckJISGhgays7NZsWIF169fJzs7mzlz5pCUlISrqyv5+fkUFBQQExNDU1MTa9asQaPR0NDQoGTeu7q6CA8Px2az8b/L/4vh0+1+rH4ePsyMnsJ72btpqWrkvO0iK1euxNXVVVjgCAQCgeCJ5unZC8nZsglbhz3DKndakCxWnp698PYHC5wQQatA8BDw9vamqqqKiIgIqqqq8PHxwc/Pj4ULF3LgwAFlv1vZzzgUXWfNmsUbb7xBY2Mj7777LgkJCaxdu5bW1lYWLeq9XsIhqNSdTz/9lP379xMdHY1arWbatGmkpaVhtVpRqVQsWbKE8PBwMjIyGDFihHKcv78/leY60o7uY0q0vR5UpVIRHTycf5zbh8eOIEV1VnBrSktLycnJQZZl2tvbmTx5MvX19WzevBmr1aqYm7sN80E2277Qkt/x48dz+PBh8vPzefrppwkICEClUmE0Gqmvr8dms/HRRx9RXV1NZ2cnkZGRAPTr1w+NRtOjv+vXr3Po0CGsVisN1mbkTrvCcD9PXwD0ai1Wg0RiYiIZGRmo1WqmTJmiZP0FAoFAIHjScNStOtSD1UI9+J4RQatA8BCIjIxk+/btpKamotFoGDBgAOfOneP69eu4ubndkZel0WjEYDCwceNGWlpaiIqKIiYmBoB58+ZRXFys1Iw61ILBrgi8a9cu5bOD6dOno1KplN99fX17KBIPHz5csTPpzld//Jq9hlGlYnbMs9g6LIwIGMrENTPQhnnTUWyibkshs1ujqdtSiD420GlMAmeWLVumeJtarVaWL19OQUEBeXl5jBw5Ek2AHq+ou/N6vRGtVsvs2bNpbm4mLS2NxsZGbDabMolSWVlJV1cXq1atIi8vT/EB7j554vAOBsjOzmbevHl4eHjwP8V/sAfVZivIYOuwgEVGN8GIn9FIUlIS586d4/Tp007+eAKBQCAQPGlMj1skgtQ+QAStAsFDwGEtolKpSE9Px8/Pj1dffbXHft0ta6qrq9m6dSvt7e2MC1Sx8bVv49Jex4L4KP7bYuTMmTNUVlYye/Zs8vLyKCsro7y8nJUrVyp1st0tTY4fP05FRYUi1PRFuFndpCNgFaI8d45jGbinpycdHR3KBIbRaKS4uFjZ7269Xm8kLy+PwsJCzGYzI0aM4NKlS2zbto22tjYWLFiAwWBQsryenp54enr26KN75v2pp55i69atGI1GPAb44PVcKKp3ziK3WVAHa9CNC0Ab4kV6ejomkwmLxeLAMx8LAAAgAElEQVSkUiwQCAQCgUBwM0TQKhA8JLZs2YLZbMbX15eBAwfedn9Zllm6dClH/vFXru39OyvHDWRPATTXV/PchASmThjKB/nV1NXVERMTg4+PD1OnTqWiooKGhgbWrFnjVEMYEhLCrFmzePvtt3tVgL1bbhZE3Y3SraDnMvD6+noAJQPaVzzzzDM888wzgL3Gurq62mmSBJwz8b213Zh5j46Odtp3/hsrAbua8LScsXSmlhDvG2m3vxHPXiAQCAQCwR0iglaB4CHhsKW5UxQhptJ96Hw9wc0DD/d26syuZOacoixzM6ahi5RlnA7q6uqUoPhGNWGwe2veTyz1HagMzue4mdKtoCcqlYrNmzdjsVhYvHgxZrP5YQ/prhCZdoHgyeGVV15h3bp193Tsm2++ybx58wgODu7jUQkEgi8DqtvvIhAIHgWUgLOpAsnVXWlvau9iUHAQyWNclOC0e61hv379uHr1qrK/I9v6oJR8XXy1iiiPMoZbKN1+mQkJCWHq1KkAREVFEekZwpSxcUxvGMFc16dRVZrx9vbukRH9otyPPh10z7RLkmT/qVHRmlNxX84nEAgeTb75zW+KgFUgENwzItMqEDxueAZCW4Pyq4REQdFFtulsENsF2LOoBw4cYPv27SxatAgvLy/eeecdp5rWB4U+NpDG9JIvpHT7ZcSRoZQD5cc6Q3ljpr2s9hql1eVMGjj2IY5KIPjycf36dX7+859jtVoZPHgwP//5z/nZz35GRUWF4sH8f//3f+Tn52OxWPjud79LVFQUH374IZs2bSIsLAyr1T4BefnyZf74xz9iNpuJjo7m29/+Nq+//jp6vZ5Lly4RExNDfX09Fy5cYM6cOSxdupTXX3+dV155hcDAQH72s5/R1NSEh4cHv/vd7/joo4/4xz/+gZubG4sXL2b69OkP+W4JBIJHDRG0CgSPASEhIYSEhAAQtfjH8OFPoLOZxKf6gbmVrlHxJI4bASGfK7GuWrVK+Txt2jSn/roL4NxvFd9biTQ9KEpLSykuLlaymI86GzZsYLZ6PJJGBSoJSZKUWuAP30lj1JrJioDW6dOnAXtmtjd2795NbW0tL774Yq9iSjdiMploaGggNDT0tvuWlpZSWlpKYmLiTfdx8dVibTY7e8qabb1m2mVZFl6+AsF9ol+/fvz973/HxcWFH/7wh6xduxZvb2/eeOMNZWXO6tWr+da3vsXly5f5+9//TlRUFFu3bmXt2rXU19fzH//xHwD89a9/5T//8z8ZNGgQ3/ve95TVPFFRUfz0pz/lxRdf5Kc//SmRkZF8/etfZ+nSpco4tm7dysSJE1m4cCEbN25kz549HD9+nF//+tcMHjy4hxe4QCAQgAhaBYLHj5A4mPEGnHgLGq5g0gRS0aZ2Cli74/Bk9fX1paPY9FCCxy+qdPtlxFLfgYunm1Ob5KbG2nx3Na21tbW9CirdDJPJRElJyR0FrXfCjZl2W6eF6voadlcdRrXxBM899xwffvghOp2OiIgI1Go1J06cQJIkZs+ejdFoZN26dQQFBVFWVsazzz5LeHg4RUVFZGVl4eLiQmJiIkajkQ8++IDOzk6MRiOzZs2isLCQrKwsNBoNEydOJCIiok+uSSB4HKmtreV3v/sdbW1t1NXVERQUxOjRowEUu7P333+fzMxMJ/szSZIwGAzKfwCVlZX86le/AqCtrY2KCvty/2HDhgH2koPhw4ej0Wh6TESVl5dz6NAh9u3bR1dXF5MnT2bNmjW89dZb2Gw2Vq9eLf5fFQgEPRBBq0DwOBISpwSpptJSKj744LaHCEEcyM/PVzKTs2bNIjAwkO3bt9PS0oKLiwuLFy/Gzc2NgwcPcuXKFQICAjCbzSQlJbF+/XpWr16NyWQiMzOTpKQkLly4QHZ2NjabjYSEBMUX926RZZk9e/ZQV1fH9evX6erqwmXIeP68/U1C4odTfOkc2edPEhU8nIEDBnLq1Cn++Mc/otVqmTRpknLeQ4cOUVJSgiRJzJ8/n/z8fKqqqnj33XdZunQpGRkZ1NXV4eLiwoIFC7BYLOzYsQObzUZAQECvdkk39nns2DHa29s5ceIEISEhyksq9J71vTHTrtZr0Iz2ZdV3X2X37t18+umntLa2smLFCgDeeecdVq9eTXNzM3v37mXZsmW0t7eTkJCA1Wpl7969DBkyhMOHD7Nq1SpcXV2RZZmjR48yYsQIxowZw+7du7l69SqFhYUsWrQIb29vJ+VsgeDLyJ49e5g0aRJLlizhBz/4AUOHDqWgoIAZM2Zgs9lQqVTs27ePLVu2cPnyZX7/+98D9u+nlpYWTCYTLS0tgN2C6/vf/z5BQUFYLBZUKhUffPCBU7Db/XN3goODGTt2LPPmzQPAbDZjsVh44403OH78OKmpqUpALBAIBA5E0CoQPGKUlpZy7NgxZFm2e7KOG8epU6dwcXFh7ty5fPDBBz2CjMuXL7Nx48ZberJe3JnHQIORyaNjaWhp5J9nD9HVYSasJoy5v36ZAwcOUFpailqtZuHChXh4eDzkO9G3dHR0cP78eVatWkVHRwdpaWm89NJLJCUl4erqSn5+PgUFBQwdOpSKigpWrVpFQUEBly5d6rU/R6C0cuVKZFlm8+bN9xy0FhUVodfrmTdvHqdOnSItLc1e87tNBllGlmViBo1kkFcQtf3MuLa0sHTpUpqamqipqQHsljhNTU0kJydTU1PDkSNHmDt3LqWlpSxbtozz58/j5eXFnDlzuHjxIrm5uUycOJEVK1YoL5w32iX11ufYsWPJy8tjxowZVFVV3dH1dc+0t5eWMuiiPYA0mUxcvXoVo9GISqWipaUFLy8v1Go13t7edHTYFaZ1Oh16vV55jq2trXh7eyvK15Ik0dDQoGRngoKCqK+vJz4+nsOHD2Oz2Zg8ebLieSsQfBl5+umn+d3vfkd2djYABoOBuro6Vq9ejVar5c033yQsLIw1a9Y4WVktWbKEV199lZCQEKXE4LXXXuPXv/41FosFtVrNn/70pzsex7Jly/jlL3/Jnj17APja177GgQMHuHDhAp2dnXzjG9/ow6sWCARPCiJoFQgeQRRP1iNHuHbtGitXrmTPnj00Nzf3GmRcuXKFlStX3tKTdewoI1vy0pgMHC48xsyoKXi4G0g7so+mpibKyspYvXo1kiQ9kVmphoYGqqur2bhxo9Jms9n46KOPqK6uprOzk8jISBobGxU7IKPR2CNoddybtrY2ampq2LRpEwCtra33XJPZmy2RNswbzVAfJEnCz9WTCrmLwOeGUVt5Ho1GQ2BgIDqdTrE4qq2tpbS0lA0bNgAoy/gc1NbWUlBQwOXLl7HZbAQHB9PW1kZGRgYdHR2YTCYnu6SPPvoIrVZLbm4u77//PlOmTOGTTz7h2LFjzJs3j/b2dvr374/VamXr1q1YrVa0Wq0SuN84eVJYWMiZM2e4fv06Go2GCRMmcPbsWVQqFSaTiRMnTnD69GmOHj3KxIkTMRgMaLVap3viQK/X09jYiMViwcXFBVmW8fHxoaKiAn9/f65fv87YsWPx8vJi3rx5lJeXk5OTw5w5c+762QgETwpRUVFs27bNqS0+Pt7p9zfeeKPHcbNmzWLWrFlObUOGDOFvf/ubU9tvf/tb5XN3W5yUlJQe2//whz+wMf8AGwo28/Wzv8AzKIDk55azcqyz/oJAIBA4EEGrQPAIoniyenig0+mUz3V1dRw5cqTXIANu48nqW42LbF+u1dBiIiP/AHKXFbPaSlNTE5MmTWLnzp3odDqmTp2KRqN5EJf6wHBk5hYvXgyA1WqlsrKSrq4uVq1aRV5eHs3NzXh5eTllLx1YLBYAqqurAXv2LyAggOXLl6NSqbBarfcsIuSwJRo6dChubm5KhrFLa8PsZsNr/lCunG3FLdgDKu3L6SorK2lqalL29fPzY8iQITz//PPK9XXHz8+PMWPGMHHiRGX78ePHiYyMJCoqih07dgCf2yUNHDiQK1eu4O7uznPPPceLL77Ie++9R21tLZWVlXh5eVFbW0traytDhgwhPj5eyZz0NnkycuRIoqOjOX/+PH/5y1/Ys2cPZrOZV199lfPnzytZ8AkTJrBv3z5UKpVyLTciSRJxcXGkpKSg0WhISEggJiaGHTt2kJeXR0BAAMHBwfzzn//k6tWrmM1mZsyYcU/PRiAQ9D0b8w/wv6f+BxfJDa3ah1ZLI/976n8AROAqEAh6RQStAsEjSPfgp/vnpqamXoMMR2DQr18/jh49yoQJEwBnT1ZdbCDyXhlbhwUfvRdThsaiV7nj8fxg3Af4YLFYGDp0KEeOHOHChQuMHDnyQV3uA8Hd3Z2goCBSUlKQJInQ0FBiY2Opr69n8+bNeHp64unpiYeHB0ajkfXr19O/f3+lLisiIoL169czYMAAwH5PY2NjlUxr//79mT179j2NbdiwYZw/f14ZW3V1NVu3bmXw4MGcOHGChoYGAgIClP31ej1btmxBq9USF2evbTYajRgMBiXTOmrUKGJiYpzOsW/fPiXT/MwzzxAaGsrOnTspKipS9nPYJVVUVGAwGOjq6qK4uJg//OEPuLu7069fP6xWK/v37yc0NBSz2UxgoN2+yPGzt8mTS5cucfz4cWRZZsSIESxfvhyDwUBgYCAjRoygvLycjIwM1Go1S5cudcoUdxeScqhdP/XUUzz11FNO9/ErX/mK0+/CNkMgeDTZULAZF8kNN5V9UtZNpQObvV0ErQKBoDf6JGiVJGk9MAeolmV55GdtvsB7QAhQCiyWZbnhs22vA2sAK/Bvsix/2BfjEAiedCRJ4ujRoz2CjOrq6tt6smrDvNGN6Y/aQ8OkQTF8eP4IrmGeuOUUsGTQEt577z26uuw+r45s5JNCd8ug6Ohop229KesmJiaiUqkoKCigocHuiTtlyhSmTJnitF9ERESfqFw6RI4cdLchioyMdLKUcYgcvfjiiz36iY+P77Hcz3F9kiT1mrn85je/2aPNYZeUmprK6NGjSUhIIPX/1vNU+0A++denzJ7xIobRGrTBnly8eJHKykoiIiKorKwkODjYafLEZDJx4MAB6uvrAXj55Zd55513APuEy5YtW/j2t7+N0WgkKSmJc+fOcfr0aSUYvxcelkq2QCC4M5q6qtCqfZzaXFXuNHVVP6QRCQSCR52+yrRuAP4P2NSt7cfAAVmWfydJ0o8/+/1HkiQNB14CRgBBwL8kSRoqy7IVgUDg7MnaTYXVEbhMmjSpxzGzZs1Stt/Kk/WrP7QHKH48RSSJyst9w9pPeN53HPpE8XIPcODAAa5evYokSSxatKjH9ocVFD3o8xoMBvz9/dHWQ13uVYwToyj8zHanpbAC1SQVgwYNory8nNTUVNzd3QF71tcxedLZ2Ymvry9Dhw5l/fr1BAUFKbWq4eHh7N69m9zcXMrLyzGZTFgsFqd/s3eLUMkWCO6cDRs23LNXd1ZWFqNHj74j/+cb8XQNoNXSqGRaAbps7Xi6+t/TWO4HX+TeCASCvqdPglZZlg9LkhRyQ/N8IPGzzxuBTOBHn7Vvk2W5EyiRJOkSMAHI6YuxCASCO0O83Duzd+9eJRN5q2WlN963+qpa0t7IYNlPXlHuW0tLC/n5+T2ynl+Eh/G8XnjhBQDqthTyzZkrUWldWOpvb4sbMYFrlTUU2qqx2WzYbDZGjBih+DX6+fnh5+dHSEgIBw8eJCEhgcuXLzN79myuXbvG2rVr6devH+PHj2fcuHFERESwa9cuVCoV58+fp3///tTX17Njxw4MBgNms5n58+dTUVFxS+/V1pwK+z3S2v+8SVoXbFhozan4Uv67FgjuF19kNUTyyOX2GlabPcPaZWvHIneSPHJ5H47w5tyraJ5AIHh43M+a1gBZlisAZFmukCTJMX02ADjWbb+rn7UJBIIHyJP6cn+vLyM3E/25se8b75tK64LkonK6bwaDoU8DVni4z8tS34HK4OrUJrmpsVR2YvG1sGLFCgoKCqirq7uj/g4dOsRLL72Eu7s7f/jZf1O3pZB9R/7JmKeGEzl3HNuz9zBmzBiOHj3KrFmzCAoK4u9//zvAbb1XbzrW+o57vHqB4NGho6ODkpISnnrqKZqbm518lp9//nnF79nV1ZU5c+bw5ptvEhgYiMViYc6cOQQGBnLhwgU+/vhjgoKCsNlsANTX15ORkcHly5eZOnUq8fHx7Nq1C61Wy7Vr14iIiKClpYXy8nImTJhAdHQ0u3btIj4+HoPBwK5du2htbcXHx4e5c+fy3nvvYTab0ev1va5WcdStbijYTFNXNZ6u/iSP7Fv1YIvFwvbt252UzU+fPo1Op1Ou59KlS3d8bywWiyI657Cae1It4gSCR5GHIcTU29tkr/4akiR9DfgaQEBAAJmZmfdxWE8+LS0t4h4+odzLs7W4tkP/G/539ACsMi6Zd+a/+bCorKykoKAAWZaxWq2MHz+ekydP4ubmRnBwMFqtloKCAmw2G1FRUQwYMICMjAz8/Pyoqqpi9OjRlJSU0NzczOTJk/H19VUyrU1NTRw7dgyr1UpQUBBjxowhKysLFxcXmpqaGBkcSe7ZPFxcXQgbFIoxwEih5hrFuZtozetk2rRpyLKsZFozMjLw8fGhrq6OqKgoRaDoTnE824f5vKwDOpCtMqi6nd8mU2Wspbq6hszMTBobG8nJycHf3x+VSsXFixeRJImrV69SUFCAr68vRUVFZGZmcvr0aYKCgpDNVupNDZzSlFLgdhU//xBqc3OoulbB3r17OXv2LFqtlkuXLlFTU0NWVhZqtZq//vWvyLLMqFGj8PLyuqOxSl4ShY/Y95/4Tn5yuV/PtvsqDqvVyqBBg1CpVBw+fJji4mLMZjMxMTHIskxWVhZdXV2EhobS1NTEW2+9RUJCAhkZGTz33HN0dnZy6tQpMjMzyczMZNy4cbS1tfHxxx/T3NxMQUEBAwcOZMiQIbz//vskJCQQHh7Ou+++S2NjIwUFBahUKsrLy3FxcWHYsGHIskxGRgbFxcXExcUhy/JN78Ng1Pxi0MrPG5ro03tWUlJCS0sLo0aNIicnB5PJxLlz55g/f75imXU398ZgMCj3pry8nLFjxyJJErm5uSJr+wQhvpcfXe5n0FolSVLgZ1nWQMBRXX8V6P7WFgxc760DWZbfAt4CGDdunNxdjERw92RmZiLu4ZPJvTzbui2FWOvNSuYOwNZhQe2hwS/xqVsc+fApLS3FbDYrGT6TycTAgQP5xje+gSRJbNy4kd/+9rfIsszmzZtJTEzk3LlzrFq1ClmWWbt2LT//+c+pqKigoKCAxMREiouLSUxMZPv27fzoRz/Cy8uL999/n7Fjx2IymRgyZAijRo1i53+msGzgDEIGDEaWZZpamrlY586q55dxfbSFtrY2IiMjMZvNJCYmcubMGZKTk3F3dyc1NfWun5Pj2T7M59V9abLkpkbutCKbbQyMGsCJK2dITEzkk08+wdfXl/r6ehITE+ns7CQgIICQkBDlXjjuscNHtXVnCR/XSES1DqJaFYLxmjsDDP5cvHKWWd+chV6vJzIykqCgIAoLC4mLi0Ov1zN//nzKy8s5c+ZMj/t5s7F6PYLL3sV38pNLXz7b8vJy9u/fj0ajoba2Fnd3d0pLS4mNjWXt2rWMHj0ai8WC1Wpl7ty5XLt2jZKSEgIDA9Hr9ZSUlFBVVUVZWRmXL1/G19eX6dOns27dOlQqFUVFRahUKs6dO0dxcTF6vZ5p06YxcuRIJk+ejJ+fH6WlpSQlJaFWq7ly5QqJiYmYTCbi4uIU0TWHVRvYlewrKioICgoiNja2T+7D3eLi4kJAQAAREREYDAZcXFzw8fFh6tSpAOTm5nLu3DkkSWLw4MHKd5SjPKSyspLExESKioqora2ltraWgIAAxowZQ319PQ0NDU+sRdyXGfG9/Oiiuo997wYcU2grgbRu7S9JkuQmSVIoEAGcuI/jEAgEvaCPDUQ227B1WJBluxWObLbRNUJHSUnJwx7ebXHYqxiNRoqLizEajahUKtra2qipqWHTpk2kpqbS0tKCLMvodDoMBgMeHh74+Pjg4uKCh4cH7e3tTv3W1dWxc+dONmzYQG1tLU1NTQAEBQUBEPfSsxSVXWJPzodUNFRh67Dgq/XGMDEIT09PxTfVgU6nw8vLC41Go9jn3As3e1762MB77vNO0YZ54zUnFLWHBltLF2oPDV5zQnEb5IlarWbz5s2cPHmSmJgYmpub2bJlC62trTftLz4+nq1bt5Jx6CM8PewiLk9HRJNVdIJ3j6cR5NYPT09PJk6cyP79+3nvvffQarWoVCoyMzNJSUlh7969vdoy3Wysj1rA+iiwYcMGbDYbmZmZFBcX3/FxLS0tHD58+KbbT5061RfDE3zGxYsXmT59OitXrmT16tUMGTKE5ORkSktLGTBgAMnJyQQGBuLr68uFCxe4du0aq1atIjg4mEuXLrFy5UoMBgOTJk0iOTmZixcvYjabqa+vJzg4mGXLllFfX8+3vvUtnn/+eVJSUhTBv5vZr3XH4TMN9hIKi8VCbGwsCxcu5NKlS7S0tNz/m9QL3t7eite242f3azh58iTJycnMnTtXaZNlGbPZTFNTE21tbYC9Pn/hwoUkJyfzta99jQEDBhAYGMiCBQvQ6/VcuHDhAV6VQPDlpa8sb7ZiF13qJ0nSVeAXwO+Af0iStAYoAxYByLL8iSRJ/wA+BSzAa0I5WCB48GjDvGFOaA812kqViZLiEkJDQx/2EG9JZWUlYH8ZCQ0NpaamBrAHiQEBASxfvhyVSoXVakWSpDt6+QL7C8rMmTPx8PDAZrP1WP7l/ZSRF3+0gsqDl8g4vJ9ZcdPRjw+w389SU4/+2tvbaWpqwt3dXamRuhdu9rweVDCmDfPuca4QvBWlawfLl/cUUlmwYAHwuf1OcHAwr776KnWGQqzNZgC8dJ4sjUtSssdgf+l85ZVXsNlsrF+/HoPBcEfeq72NVdB33K5m+9SpUz2spb4sOGpO7wSTyURmZuZt1bLHjx/P4cOHyc/PR6/XK+2DBw9mx44dbNu2ja6uLlxdXamqqqKwsBBJkpgxYwa+vr6sXbuWs2fPYrPZUKlUBAcHs379esrLy4mOjsbT05Pw8HDS0tLIzs7G1dXVyS7tdowdO5adO3dy5swZfH19iYuLIy0tDZvNho+Pj9OYHySRkZFs376d1NRUNBqNMgHpYMCAAaSkpDB48GClLS4ujpSUFAIDAxWv6GnTppGWlobVakWlUrFkyRIOHjxIWVkZ8ORZxAkEjyp9pR689Cabeq2ol2X5DeCNvji3QCC4d3p7uc/bcYCysjLKy8sJCQmhpKRE8RH18PBg8+bN2Gw2dDodixYtoqmpibS0NHQ6HXV1dSQkJJCbm0tXVxfLly+npaWFnTt3olarGTJkCJMnT+6TsTsyfBaLheeee04JWiVJIjY2lk2b7A5c/fv3Z/bs2Xfcb28vKE73Jy+PwsJCzFYzCT9Mwjc4GM3BazftT6fTkZmZSWVlJQkJCfdwpZ/zpAVj+thAGtNLsGFxWsrryB43NDSwe/duWq+ZGGYbQM1fzwjf1TtElmUnUZ6JEydy8OBBAKZOnUpYWFivx2RkZFBXV4eLiwsLFizA1dW1h5iNQxF6wYIF7Nu3j8rKSmRZZuHChVRWVlJVVcWGDRuYPHkybm5u/Otf/8JqtTJ27NgnPpjt6OigsLAQX1/fPutTq9Uye/Zsmpub+fd//3dFNC4kJIS4uDheeukljh8/Tnt7OzExMaSlpfGVr3yFgoICJkyYwPz580lNTXWayFOr1axfv16ZSDIYDCxfvhyz2czLL78MONuldbd+cRzTffuN35O9+V8/aBxe5SqVivT0dEJDQ50mW+bNm9fjmGHDhjFs2DCnNl9fX5YvX86x4jo25ZTy3trjLB4Xx9Cop3kmzO9+X4ZAIPiMhyHEJBAIHmFiYmLw8fFhxIgRnDhxguTkZGpqajhy5Ahz5sxh2bJluLq6cvDgQUpKSvDz86O9vV2pLz19+jQvv/wyR44c4fLly8qLVFRUVK9qr/eK0WhUapPg82weQERERA8rlO4vUY7P3t7ePbKAjheU7nR/OXvmmWd45plnnLY7+ujusft81FTqthTSfLCcF2ZPQv9svAi0buB22WM/Pz+WJrzgVKP6ZbdmulOKiorQ6/XMmzcPWZZJSUlRgpHNmzf3GrReuHABLy8v5syZw8WLF8nNzcXHx4eBAwcSFxdHenp6j2OeffZZXF1dKS4uJjc3l2nTphEQEKAEOampqSxduhSNRkNqaiqjR49GrVbf12t/0NxYc2qz2Thx4gQREREcP36cBQsW8P/Yu/OwqM404f/fKoqiKMBipwQEZBNREVEjGEXUto3RqNFo1CgBk4490z0913TSM793ut+Z7nf6nb5mOvNePZOZ7nRHBUWDmmhcULOpBExwQ4grJoIIyCI7xVIUVXV+f1TqhALcUUSfzz/AqXOqzlJA3ed57vsuLy+nvLyclJQUjh07Juec2n3zzTd8+eWXWK1WueDRxo0bCQwMJDc3F29vb7q7u/Hw8ODTTz+luroaf39/zpw5Q35+PosXL8bDwwMPDw8CAwPZvHkzer0euLcbeUFBQezYsYOkpCSHEci7YQ/qKpo6CfHWkpoUNuRB3fbt2zGZTHh7e99zEbzeTpQ18tucS2jVKvzcXTBb2vhtziV+tSh2yI9REJ4WImgVBGFADQ0NlJeXk5mZCdjuxPf09HDgwAHa2tro6OjA29sbHx8f/Pz8UCgUeHh4yMU47Pmi48aNIzc3l927dxMXF9cvmHwSOfRU1aieykCrpaWF5uZm/Pz8btuz9k6jx09qa6aHrbGxUf6QvmXLFqxWKwUFBYSEhNxyenxDQwMXLlygtLQUq9WKj48PX3/9NfPnzweQgyC7oqIiWltbKSsrw2q14uvr2+856y1n9csAACAASURBVOrqyM7OBqCzs5OOjg5GjBgxmIc65Ow5p2FhYTQ3N3Ps2DGmTp064LRYg8HAjRs3WL9+PefPn6e0tBRJkvjqq6949dVX5eJxkZGRdHV1MWvWLGbMmMGhQ4dYtWqVPDpqsVjYtm0b//Vf/9WvzVfvm3l2t7uRd6KskVPOE/jwnXxCvH1JTZpCaOi9BWJ9g7oGg+mxCOrsN2oe1NaCcrRqFR7f/R1yUirQqlVsLSgXQasgPCIiaBUEwYFSqZQ/sEZERMhT0SwWC1euXJGLUhw5ckTe5nb5okqlkvnz52OxWNi0adOgBK29RzQfR70DrVeSbaOwT1ug1dLSwrVr1/pNybsXkiSJvqv3yV4cJzo6GkmS5AIz3d3dt5zx4OPjw8SJE5k+fTpg+52/fPkydXV1REVFUVdXR1DQ923VT5w4gaurK+vXr6e0tJTz58/3e069Xs/KlStRq9XytNQnTe+c02nTpg24jv2ct7a2EhAQANiKyZWWljoUjwPo6OiQi8fZA9++Bd6cnJyIj49nz5496HQ65syZc19tVwYr2Owb1Nm/PilBXUVTJ37uLg7L3FycqGjqHKI9EoSnjwhaBUFw4O/vz5EjR2hubiYgIEAeaZ0wYQJRUVHk5+dTXV2Ni4sLPj53/jBy5coVTp06RU9PD3FxcQ957x8PItCy5f7ac6M9PDxYtmwZZ86cobi4mNDQUG7cuEFaWhpVVVX9ch4zMzMJCgrCYDAwskvNVydP4aLRMDUyngh9KFK3BZW3ZqgP8bFwq9xVSZKwWq1cv36dEydO8Oabb/Lee+/h5eXFihUryMnJkfve+vv7YzabOXv2LGfPnuX999/H39+fBQsWUF5ejtls5q233qKjowO9Xk9aWho3btzAYDBQXFxMfX09er2e06dP09jYiNFolKeYzp49m+zsbCRJwtXV9Z4K/AwXvXNOd+/eLRfw0Wg0cuXcmzdtXf90Op1cydZeTO5uisf1ZbVaGT9+PBMnTuTAgQPcuHGD4ODge973wQo2n/SgLsRbS4PBJJ8fgI5uCyHe2iHcK0F4uoigVRAEBxqNhvT0dPnnvqNkGzZs6LfNQDmd8fHx8uMDtSZ5kqm8NVgMJhS9PuA8bYGWPTc6ISGBo0ePYrVaKS4uZv369VRXV3Pjhq141bFjx/rlPIKt8ueoUaPY8acsXhj/Azw9daBWPtJWP8PBnXJX09PTUSgUREZGsnDhQkJCQujp6UGn07Fx40a+/fZbamtrMZlMhISEsGbNGnJycggODiYsLIzKykqWL1/OSy+9xCeffIKnpydXr17lb/7mb9i8eTP/+I//CNhyV3//+9/L13HU5Dn82/HK7/Ibxz8W+Y0Pi1yczWTi2WefpaioiGPHjjFt2jR0Oh1bt27F29tbbrk1WDmn9t8rFxcXefT2Xt0p2Gxvb7/t9H47e1BnulmGZLXiGxbzRAV1qUlh/DbnEmA7PxarRKfJTGpS9BDvmSA8PUTQKgjCQ2Esaxmy9ixD7U5VcZ9GnZ2d6HQ6lEqlQ27kQDmP8H1f3B+sWEDunk/puvw1UwLG4z9K/1S9l+6kd+6qfWTOxcXF4ee++uauBgcHo1Ao5MCnb+7q9u3bOXfuHF1dXcTHx98xd/ViRT3ba8+iG6F7rPIbH5bExERKSkr40Y9+hFKpZPz48eTm5uLq6sqSJUv6rX+vOafwffVeXdQU9hWUs21/BSHecQ98M6DvCKIkSXKwKUkSbm5udzW93x7UmbrNaJwVGIzmJyqoSwz34VeLYuVCUyqd4ol9PwvC40oErYIgDDqHQkTuzvdViOhuexg+joa6p+rjwJ4bbafVamltbUWSJHl6JNw659EecOl0Ol56Yw2VlZV8/fXXjF009tEeyGNuoNzV7u5ugEHLXV2+fDkWi4W0tLS7yl39cdYpdB2WJza/cajcb/5p3ynkJpNJDoh9bhRQoZlIecFBvPwCMBjakdRuTB7nxbZtl5gzZ45cAbmkpITjx4+jUqlISUmhvLyckJAQwsPDqT2Xz98mx/HeoUpqWjoJNTaQ7GsmMdyH4uJiwDYT53bt0dRq9SM5j/crMdxHPs+5ubnivSwIj5gIWgVBGHSi4uuT11P1XvXOjXZyckKpVBIfH8+mTZsIDg5GqVQC3DHnMTc3l6qqKkwmk1zFVvjemDFjuHLlChkZGajVambNmkVWVhaSJDF79uxbbnP48GG2bNkC2EYKY2Ji+OCDD8jKykKtVsvXB8DV1RW1Ws2WLVscpqH2nqra+zqe+qKcicnPO7ymwtjC+bIb8MrkuzquQ4cOyUXgHkd9A0G7q1evkp+fz4ULF/Dy8mLixImcOnWKc+fOoVKpmD9/Pi0tLRw/fhy1Ws306dOJjIzs1x+3oaFBbqMTFxfHpEmT7jv/dKAp5HYR/u4sTI7lHy8ewTxiJPGTRjNeUcWEUd7MnDmTlpYW+Xjz8vJIT0/H2dkZSZIoLy93eJ2pYd74PR+L1WrF29ubsrKyfvtyu/ZoY8eKG1KCINyaCFoFQXhgvfsUxsXFcS43F4PUhU7rwQitO+NDYsi7dJLnx8xy6Ff4wQcf0N7ejkqlYuXKlbi4uPTrYWixWNi5cycmkwk3NzdWrFgxxEcr3I2+udEACQkJTJkyhaqqKoqKigBb4PPqq686rGefCgkwb968h76vw5lCoeg3BTUyMtLhZ/v5TElJkZcNFBC+/PLLKJVKcnJy8PLycuhjvGbNmn7r972JYL+Op5wL+xWtkTSeTJjof9fHdTcBa99WL49S30DQfgMgNDSUyMhIjh49SmFhIRMnTuTKlSu8+uqrcrBXUFDAihUr8PT0RJKkAfvj9vT0yG107CPm91vsaKAp5PD9SHxiuA+pSWGsW/ciTk5O5OYa5On5dh0dHXh6esoBet/zbn+uK1euYLVaSUpKcnjMvv7t2qP1PrehoaG4urpSXFyMv79/v/0RBOHpI4JWQRAeWO8+hVVVVTh5qFkZPYeTFV9jtVpsK/VY+xUiWrp0Kc7Ozpw9e5YLFy4QHR3dr4dha2srWq2WNWvW3HK6ozA8nDx5kpKSEiwWCy+++OJt132ac6KHyvbt2zGZTHh7e8tBzp2crj3NjpIdVBmqCPYIZlXMKlKTwh2K1nR0W2ioqSRB6mLPnussW7bM4ebVn/70J/R6PbW1tbz44ovo9Xq5H2lZWRlHjx4FbLmg4eHhDtWl7UH1o3arQLC6upovvviCixcv4uXlBdhuFhw8eBAnJydmz55NcnIyeXl5WK1WZs6cOWCOcVJSkkMbnaCgoPuuYDvQFHKz2UxjY6PDerdrXebm5kZraytmsxmVSoUkSWg0GgwGA5IkUV9f77C+/TGwVU62j9Df7jXsSkpK8Pf3x9XV1aGgnyAITzcRtAqC8MB69yn08fEhLHksUoUVf40XNR0NtoqvZlshojapGbC1bPj000+5efMm3d3dxMTEDNjD0NvbG39/f3bv3k1gYKDDHXxheElKSrqr6zcYOdHCvbNXHb5bp2tP8/bpt3FVueLr6ktjVyNvn36bt6a+5VC0JsRby+rYKKSGawM+T3t7Oy+88ALV1dUUFxfz3HPPyY/l5uY6VEMODw8Hvq8uPVT6BoJ2X375JYsXLyYoKEjO/dXr9SxdupTz589TXFzMtGnTWLx4MZWVlRQUFBAZGdkvx9hqtcptdPbt28fatWv7VbDt6LbcVbGjvlPI4+Pj2bx5c78R+dtRKBTMmDGDjIwMnJ2dsVgsmEwmTp8+TUpKCkVFRUiSRFtbG8HBwXR1dXHixAna29upra2lpaWFsLAwzp8/T3NzM83NzYwfP56ioiIOHDiAyWRCp9Ph6+vL1atXqa+vJzY2lp6eHkJCQggLC2PPnj0YDAa5hVZFRQUFBQVIkkRXVxfr1q177PNiBUG4fyJoFQThgfXuU7hv3z50Oh26RQk0ZF7E2mVG6+WBNNYdTbgnN09eAWw9Cnt6ekhPT6ewsBCDwTBgD0Oz2UxSUhIKhYKsrCwmTJgg90G8lfLycsrKygas0ik8/kRO9PCwo2QHripX3NW230f71x0lO/iPlP9wyLMsLy+nuOm6XJyrd6Dn7e2NSqVixIgRGI39exkPVA15qKeL9g0E7caOHUt2djYNDQ34+fkBkJOTQ0tLC2azmaVLl/bL0w4NDe2XY9zc3OzQRgf6V7AN8daSmhR9x4JAA00hnzzZMbe495T83tPIe08RHzt2LGPHjuXKlSvcvHmTmTNn8oMf/IAbN24QFhZGcnIyBw4cYNSoUSgUCubNm8ecOXPkQkxdXV2MHz+e5cuXy9ffbDYzadIkjEYjH3zwAevWrSMyMpLk5GS8vb3Jzc0F4PLly/j5+fHSSy+Rl5fHpUuX5P8Da9asIS8vj7KyMmJiYu506QRBGKZE0CoIwgPr26fw6tWr7Mzfh+dkT7x1wQSlxOO777pDv0JfX1+amprYtm0bI0aMYMSIEQP2MGxtbWXfvn1YrVa8vLxwc3Mb4qP9nv2D11Dl1T2pzE1GlO7ODssULk6Ym/oHNMLQqTJU4evq2P7GzdmNqvaqAddXq9U0NDQAtimjdrf7/blVNeSh/p0bKBAEmDRpEpMmTSI3N1cO/vpOhR8oT9uew3uirJH/LCinoqnH1tJmVhjjewWlvSvYDpW+05mrqqpYvXo1gFyLoDd7Tqt9SvWJskY58PboqiOSWsL93OR2VwNpbm6WnzswMJDq6mrc3d3lvNhb3fAQhobVauWnP/0pRqORv/zlL6hU9x5upKenk5GRwaFDh0hMTMTb2/sh7KkwnIigVRCEB5aYmEhiYqL88/jx4wHkvDVgwA94vfsQ2tlHR+WcxvcrWOKddFc5jfY2OfY8qO7ubvbs2UNERASXLl3CZDIxd+5cIiIi2Lt3Ly4uLtTU1BAeHk5KSgpVVVUcPHgQHx8fGhsb2bBhg1wNtKenh2nTpjFx4kRyc3NpaWmRc+oOHz7sMG0N6DeV7caNG/2qgQoDU3lrsBhMKHoX8um29MuJFoZWsEcwjV2N8ggrQEdPB8HuwQOur9Fo0Ol0Djev7uRuqiE/Ke63pc2j1rdl0oULF6itrSUqKora2lqCg4MHzGn19fUl86NPON7TjVatwtdNzYWTZ2idPJ8fJEZz4eheoH+7LAAvLy9qamqIjo6murpaDmCG+uaFMLDa2lpcXV354x//+MDPlZ+fz5gxY0TQKoigVRCEx89g5DTaA9a5c+fi5eXFM888I09Bi4iIAGx9AxcsWMB7771HSkoKeXl5rF69Go1Gwx/+8Afg+2qgVquVzMxMJk6cCNg+uC1dupSLFy/2m7amUCj6Lbt582a/aqDCwNySRtKacw0rZhQuTkjdFiSTLSdaeHysilnF26ffBmwjrB09HXSZu1gVs6rfuvYCPre7eeXp6Sn3ZbYvi4yMvGU15CfN/ba0edT6tkyaNm0alZWVZGVl4erqCkBAQAAGg4Ht27fLy/R6PV9VdFJXdRhXF2dGT5uHf/Bobp75mH+/cY5lY203MewtgMaNGye/ZkxMDHv27CEjIwN3d3eeffZZKisrH/GRC3frD3/4AyUlJbzxxhuYzWYsFgtTp07lpz/9Ke3t7fzv//2/5RoWv/vd7+RR1evXr/Puu+/yu9/9DoCKigrOnz/Pb37zG5KSkigsLOTdd99FpVLxt3/7t/zyl7+UR9uFJ58IWgVBeGjCwsIICwsb8LG+bXIqKipobW1Fp9PBqRZifcL58ptCFk2ZR2V7HderK0gu0HCg8LM7tskBuHTpEgkJCfj7+3P58mVOnjyJJEkOU9Ds/+zsbRy6u7sZMWIEgHxX114N1GKxOExptOfUDTRtTalU9lvWu1iVvRqoMDBNuCcsGi2qBz/mpuqn8tbUt2zVg9urCHa3VQ+eqp/qsF5bWxt5eXn33Xe193RSWx5n2GMVxA2W+21p86gpFIp+13KgXNK1a9f2W2YNHM/46MkovxshHRmTQMCYSdS3d/PaazMBiI2NJTY2tt+29nZnJ8oa+Zsdxd+9H3RoyxpJFFWGHys/+clP+J//+R9+/etfo9FoUCqVvP7663R2dvL+++8zefJk1q5d229Eva+QkBAmTJjA66+/TkREBO+88w7Hjx8nISEBq9UqAtanjAhaBUEYEn3b5FRWVpKamkp+fj71hpsoAp0c1lc423Ial/74zm1yAOLj42lra6OkpITjx4+TlpaGxWJh06ZN3z9nn6llLi4uGAwGNBoNTU1NwPfVQD08PHjnnXf6bTvQtDWFQtFvWd9iVQN9oBO+pwn3FEHqMDBVP7VfkNrXiBEjBkwFuBvDZcrsYLjfljbDyYMe49P0fngSXL9+nf/6r/+iu7ubmzdvUl9fT1VVFS+//DJgmwre252C2EWLFrFx40bq6urk6enC00N551UEQRAG39SpU7l48SJ79uyhtLRUHpkcOXIkTh5qpG6LvK4kSUg9FpSeaj799FMyMjI4deoUBoOhX5scO4VCwQsvvMC5c+eIiooiIyODI0eOoNHcOi8yOTmZ999/n71799pGfPm+Guj+/fsH3DYmJoabN2+SkZFBXV0dY8eOHXBZYWEhGRkZvP/++6L3oCDcpd5TZpUKBR4aFVq1iq0F5UO8Z7f37bff3vM2qUlhdJrMGIxmrJKEwWj+rqVN2ODv4BB50GMcru+Hp9WuXbt45ZVX2Lx5s1xNOyQkRK4obQ9Se3p6AFuP3r6USiVmsxmA0aNH09zczBdffMGCBQsexSEIjxEx0ioIwpAYqE0OfFfAYZwP6hpn2tvbkSSJmw31SD0ShkglPXV3bpPTe1ryypUrAcc2DoCcOwff58gFBgayYcMGTCYTWVlZwPfVQHvr/VxOTk7ytLXe+i7rW6xKEIQ7Gy5TZvu626DVXlkX7r+lzXDyoMc4XN8PT6sZM2bw3//93+zZs0euILxq1Sp++ctfcuTIEfR6Pf/6r/9KQkIC6enpA/YOnjZtGm+//TYzZ84kNTWVqVOnUlRUhKenmInztBFBqyAIQ2KgNjlbtmzB09MTXaCOgMQYdDfOsOPoR/gE+OKbNIrgyRHkbiu4Y5uc+1VRUcGxY8cwmUzMmjXrgY9RroAs8jIF4b4M9pTZvrn0bW1tXLt2zaGFzb59+9BqtTQ2NjJr1izOnDlDT08Pa9euRa1W88UXXzhsY7Va+eijj3ByciIiIgKtVktzczOZmZksWLCA1tZWvvzyS6xWK7NmzSIyMpKNGzei1+txdnZm/vz58v49Di1tHrYHOcanYQr1kyA0NJR///d/B2Du3Ln9Hv/P//xPh59//vOf91snIyMDgMWLF+Pq3c3Jg7v5P3/1IcWVtUx8NmXwd1p47ImgVRCEIXGnNjmacE/W/b+f9tvudm1yHlRYWBjp6en9lhuNRq5du8bYsWNvue3mzZtZv349mZmZpKamcvrQl2iKuhjpF3DfFZAF4WmXmhTGb3MuAbYRtY5uy3fTSaPvuO2hQ4d4/vnnKS4uZuLEiSgUCodc+rq6OqqqqkhLS6O+vp78/HxmzpxJV1cXqampXLhwgeLiYtatW0d+fj6lpaV4e3vT1tbmsE1QUBCTJ08mPj5eHjn18vIiLS0NSZI4fPgwr776KpIksW3bNiIjI+ns7CQ5OVku/CbcnQd5PwjD02fHP6Bg+1YklRPF5dVUVNQzfuRFPjv+AfNm9J/lJDy5RNAqCMKw9ahGMo1GI5cvX75t0NpXZKsvFj8Tyu9GBBQaFVbMdBTUiKBVGHK1tbVUV1eTkJAw1LtyW3czndTeQqpvYTV7hdvi4mLi4uJQKBQOVbwDAgIoLy8nMzMTQO4b6+fnh0KhwMPDQ65O6uHhQVdXFw0NDf22GTduHLm5uezevZu4uDiioqLkfejs7KS+vp6tW7cC0NHRgSRJuLm5iYD1PjwNU6gFRycP7kZSOaHUOJMwfjQJ40djNfZw8uBuEbQ+ZUTQKgjCY+V2bXJ6G4xerrfTexphQ0OD3Kd1xYoVHDp0qF/bnb6+OHmcUUHBhKqDySn8nHZjB+4aLQuiZ1FeXk5BQQGSJNHV1cW6deuoq6tzmLbYN49WEAaTXq9/4On0D9P+/ftJSkqyBZD1V9kwXsPZs1fp6ejB1aACfMjNzaWlpQWDwcCcOXP4+OOP5Sm6M2fOZPPmzcyfP5/a2lq2bNnCpEmTOHv2LOvXr8dgMPB3f/d3LFmyhBdeeAEAi8WCwWBwCH77BsI+Pj5ERETIAbHFYsFqtTJ//ny5OnnvoFWr1RIQEMDatWtRKpVYLBYUCkW/5xXu3tMwhVr4nrWlE4Wb2mGZwkWFtUXkMT9tRNAqCMKw1FFQYwtYH9JIZu9phM3NzRw7doxly5YBtiJOvdvuTJ48ud/2Th5qJJOVb2rK8PHwYvHUH/Ll+ZOUdt0gGNsHrjVr1pCXl0dZWRnV1dXy69lHjoQnm8ViITs7G4vFgkajQa/X4+/vT3R0NCUlJTQ1NaHVaiktLcVoNKJUKomMjOTChQv4+PiwePFiiouLuXr1Kt3d3YDtPVVXV8fhw4exWCyMGTOGmTNncvnyZY4fP45arWb69Ok4OztTVlZGQkICR48eZdmyZfLU/JSUFN599130ej3V1dXMnj2bs2fP0t7ezurVqx/JCGFsbCyXLl1i1qxZXL16lRUrVjBx4kT55tHEiRMBWxC5dOlSzp496zBF1y4oKAi9Xk9qaipKpZLPPvuMd955B5PJRHx8PDqdTh41nTBhAhEREbfdL71ej7u7u8M2Li4unDp1ip6eHuLi4gBwc3Nj586dzJ07l6SkJHmk1c/Pj4ULFw7y2RKEJ5fSU4ul3YhC4ywvk7rNOHmKPOanjQhaBUEYlsxNRpTuzg7LFC62Xq6Dofc0wmnTpsnLrVYrn376KTdv3qS7u5uYmJgBt3cd5wMlVpo7mwnw8cVqNBOg9aE9zNZ/1j7tcMSIERiNxn6vFxQUNCjHITy+KioqiIqKYsaMGeTk5GCxWLh48SLR0dFcvHiRefPmUVZWhlarZfny5Rw4cACz2Ux6ejpZWVl0dXUBtgDppZdeYv/+/dTV1eHj40NaWhoKhYLMzEwSExO5fPkyK1aswNPTE0mSuH79+m33zWAw8Prrr1NTU8OhQ4d44403uHDhAhcvXiQpKemhn5vw8HC+/PJLpkyZglqtpqamhi+++AKLxcLNmzfl9QIDAwFuO0W3t5deeonKykqsViuhoaGMHj2a5ORkh3XsN6d6z/ro3aYqOTm53zb2nHy7WbNmyVXGfX19iXKug1N/garrsGsn6+e8ce8nRRCeQtMWLqdg+1asRtsIq9RtRmG2MG3h8qHeNeERE31aBUEYllTeGodergBStwWV9637sN4Le0ueefPm8dlnn8n95Gpra+npsbXdmTp16i23Vwe64zFnFN5+3tTU1OLkoaZ9nAr9+FCg/7TD3q937NixQTkG4fHW3t4u9xjW6/XodDq6urro7OzEaDTKI5q98yr75lj2ftx+A6SlpYXt27eTkZFBQ0MDHR0dJCcnk5eXx969e2lqahpwf3qPUHp7e6NSqfDw8MDX11fO8bS/5sOmVCrx9PTkyy+/JCYmhi+//JLFixeTmprq0C/Z/nukVCqZP38+S5cu7ff7o1Qq5d/fsLAwrl+/TkVFxV2lIQyK8uPwyS+howHc/W1fP/mlbbkgCLc1b8YKkl5JxcldAx0mnNw1JL2SKvJZn0JipFUQhGHJLWkkrTnXsGJG4eKE1G1BMllxSxo5KM/ftyVPUVERu3btYv78+TQ1NTm03bkVl5ARJM5cyJ49e9jffgJ3d3dmjx1LZWXlHV9PePK5u7tTV1dHVFQUdXV1BAUFMWbMGHJychgzZoy83u1yLAdadvr0aWbMmEFYWBibN28GQKfTsXjxYiorKykoKJBHBjUaDe3t7QAOI5h3es1HITY2lg8++IA333wTs9lMdnY2er1eDlp7B9lXrlzpN0XXLjo6mh07dpCQkEBsbCwBAQFYrdZHd1yn/gJqN3DxsP1s/3rqLxA249HsgyAMY/NmrBBBqiCCVkEQhidNuCcsGv3QqgffqiUPDNx2x74sLS0NQJ4aCLBiheM/W/u0Q2NZC6Muuny3/zriZ70oKgs/RUJCQqisrCQrKwu1Wo1SqWTMmDF88sknLFq06L6fNzo6mkOHDuHn54eTk206em5uLlVVVZhMJoe+oBqNBp1Ox9atW/H29pYr6D4OoqKiWLNmDbt378ZqtaLVaklMTOSTTz5h165dREVFYTabycjI6NcDtaGhAbPZzDfffENiYiJOYU5sKtlEVWkVlisW0uf2b2310DRft42w9qZ2sy0XBEEQ7ooIWgVBGLY04Z7DNsh72NWPhcefk5MTL7/8MkqlkpycHLy8vACIiIhAq7UVGemdS9n7RsjSpUsB2zTegR6PjIx0eK158+b1e3379NglS5b0eyw2ZQl/vb3wu7YioQSWNZIYfneVvQeb2WyW+6aWlpbS0dFBamoqCoWCLVu29OuBap8O7erqSlZWFq0jWnn79Nu4qlzpvtJNS1MLW6u24j/Sn6n6W0/xHzReobYpwfYRVgBTh225IAiCcFdETqsgCMIQ6F39WKFQ2L6qlXQU1Az1rgmP0Pbt29m0aRM9PT24urqSnZ3tMMI/FE6UNfLbnEs0GEz4ubvQYDDx25xLnChrHJL9GTnSNuVfr9dTVlaGXq9HqVQ69EDNysqivb0dSZLQarXodDp59HpHyQ5cVa64q90JnhTM+LnjcVW5sqNkx6M5gGfesAWp3QaQrLavpg7b8jsoLy/n6NGjD2W3Wlpa2LNnz0N57t5KSkoeWS7046q4uJji4uK7WvdBz5e9r7ggPGlE0CoIgjAI7rVNjbnJiMLFyWHZYFY/FoaHdevW8dprr/Hiiy/i6+vL+vXrCQ29txE4e/uV+9X3Q+6//GkbWrUKD40KjGoJrAAAIABJREFUpUKBh0aFVq1ia0H5Pe2TvfjRg6qtrQWgrq6O0aNHy7mo9h6oqamppKWl8eMf/xiFQkFXVxdtbW309PRgtVqpMlTh5uzm8Jxuzm5UtVcNyv7dUdgMmP9/wc0X2m/avs7/v8M2n7W4uJiioqK7Xv9BgrDc3FzKy8vvev2WlhauXbt2X6/1uLjb8yVJ0oD/d0TQKjypxPRgQRCeeJWVlXz88ceo1Wri4uKora2ltrYWFxcXli1bhkaj4ejRo1y7dg2VSsXLL79Me3s7OTk5AMTExJCYmMgXX3zBtWvXUCgU8pTKvXv3otVqiYqKwsnJiVOnTqFQKFi4cCF6vZ5z5845LPPz82Pnzp00XShHY3Vm6bPPy/s5mNWPBeFu2T/kjh07FgBFSAJufW6ouLk4UdHUORS7h5OTE9u2bcNsNvPDH/6Q+vp6wFYgaqAeqFqtltzcXGpra5k1axaXai7R2NWIu/r7fN2Ong6C3YMf3UGEzbjvILW2tpZt27ZhsVhYvny5Q47vihUrUCqVd/z7NXXqVLZt2+awXW+HDx+mtrYWSZJYvnw5Op2OzZs3s379elpaWsjNzWXp0qVs3LiRzs5OVCoVoaGhHDx4ELPZTEREBMnJyRQVFfH1119jMpmYM2cOfn5+XL16lfr6emJjY4mPj2f//v10d3fj6+v7QLnbA7EHraNHjx7U570fFouFXbt2yX2YIyMj5fN8q/89S5cudThf48ePZ+/evZjNZsaMGcOMGTPIzc2lpaUFg8HAsmXL+PDDDx2ua2FhIaWlpWRmZrJixQquXLkij/IuWLBAnrkgCMONCFoFQXjiffvtt8ybN4+wsDBu3LhBRUUF6enpnDt3jjNnzhAREUFzczOvvfaafOd67969LFq0CF9fXyRJoq6ujra2NtLS0qivryc/P5+ZM2fK+XUAmzZtYv369RgMBg4dOsSqVas4efKkw7LnnnsOrVbLsn/4a1oOlGE1Ppzqx8LwIEkSBw4coLGxEWdnZ6ZPny5PB50zZw7h4eFUVVXx+eefY7FYSEhIYNKkSXzzzTccO3aMwMBAeUQzMzOT1NRUlEolmZmZpKWl0dDQcMfgpe+H3I7zn6FNWIDUVkfN5dMAjAifRFj4aDIzMwkODqasrIwpU6aQkJBAfn4+V69exWw2s2jRokH/UKzX65kzZ478s72PKtiKNfXtyapUKlm8eLH88yrdKt4+/TZgG2Ht6Omgy9zFqphVg7qfD0vvnN6ioiLWrFmDs7OzHOxotdo7/v0C+m3n4+MD2EZOfXx8WLBgAe+//z45OTkolUpOnDiBJEm88MILWCwWsrOz+eKLL5g3bx5xcXEcOXIEb29v6uvr2bVrF2FhYQQHB/P111+j1WrJzs5mwYIFXLt2jTlz5vDtt9/S3t5OTU0NEyZM4Pjx44wcOZJz585hsVgYM2YMM2fOpKuri507d+Ls7IyTkxNhYWEUFxdjtVpJSEggNzeXsLAwfHx85AA+ICCAhQsXUlhYSEVFBZWVlbz66qv9bjR6ej66egElJSUEBQWRnJzMgQMH6OjowGQy3fF/T2RkJMnJyXh7e3Pw4EFSUlIIDQ0lKyuLiRMnAuDj48PSpUuRJKnfdZ08eTKtra0sW7aMzs5Orly5Qnp6OkajkX379rFq1fB43wtCXyJoFQThiTd16lTy8vI4e/YsPj4+8ofqwMBAysvL8fT0ZNSoUcD37T06Ozvx9fWVlzU0NFBeXi5PxbRXWbXn17W3t6PT6XBycsLT0xOj0UhnZ2e/Zd7e3vj7+3Ow6Ag+QR5M6B71UKofC8NDSUkJbm5uLF68GEmSyMjIYN26dQBs27aN8PBwjh07xurVq1Gr1WRlZREXF0d+fj7p6el0dXWxZcuWWz7/559/fsfgpfeHXIDpEb58bTJTd+E0Y2csoKPbwrdfHeKfXplNSd55xo0bR0pKCllZWSQkJJCYmMjMmTNpamri2LFjLF++/OGfuAGcKGtka0E5X37+DWdcCklNCiMx3Iep+qm8NfUtdpTsoKq9imD3YFbFrHo0RZgGQd+c3v3799PW1kZHRwfe3t50dXXd8e+XyWTiwIEDDtvZg1awBa4XLlzg8uXLREVF4eHhQWJiIpGRkVy7do0bN24QHx9PSkqKXDDs2rVrVFdXEx8fT2hoKEeOHCE2NpYjR46QkpKCTqejuLiYuXPnEhUVRWFhIQ0NDVy8eBFJkggKCkKlUpGWloZCoSAzM5PExETOnj1LQkICcXFxZGVl3fK8aLVa+SbNnj17aGxsZPLkyXh5eTFnzpwBbzS+8MILD+UaDaS5uVm+diNHjsRoNN7V/57bPUdzc7O8PUBPT89tr2tzczO1tbW3/RshCMOFCFoFQXjiaTQaFi5ciMFgYN++fXh42Kp4VldX4+3tja+vL1999RXPPPMMYBv9cnNzo7GxER8fHyRJwsfHh4iICJ5/3jad12KxYDAYHPLrWlpa5OUajWbAZWazmaSkJBQKBVlZWUx5cTo+j1GbEeHRamxs7Peh1cXFxeHnuro6srOzAVsw0tHRgUKhQK1Wo1ar5UrDvdkD1HsNXgAi/Nx5ISWW/3XhM5q6JUK83YmJDyIx3IeSPPD398fJyUnev6+//prz588/lL6n9vZQd2IvHqVVq0iYt0wuHvWrRbFy4DpcgtS+euf0enp6YrVaWb58OUeOHAG4q79fV69excfHx2E7u66uLqqrq/n1r3/Ntm3b6OzsxN/fn9LSUqqrq+VeviNHjuTq1atyEKVSqQgKCgJsI3/u7u6cOHGCRYsWsWTJEv74xz+i0+lQqVT4+flRUlLC2LFjGT9+PD/72c9wcnKirq6O7du309PTQ2NjIx0dHTQ3NxMdHU1LS8uA56P3e/vgwYMYjUZ5umxvt7rR+Kh4enpSW1tLVFQUtbW1eHl5UVNjK7R3u/89SqVSnj1h3yY0NJSamhqio6PJy8tj7dq1AP2ua3V1NTdu3JC39/T0JCgoiJUrVwK2/1uCMFyJoFUQhCdeYWEhly9fxmQy8eyzz3L9+nU2b96Mi4sLy5cvl3tVbtq0Sc4Jmzt3Lvv370ehUMg5re7u7vIHoAkTJhARESG/hlKp5JlnniEjIwOFQsHzzz8/4LLW1lb27duH1WrFy8sLNze3W+y18DTw9fWlqqqK6OhoubBKd3c38P2Hc71ez8qVK1Gr1VgsFpycnJAkCZPJJI/og+3mjMFgwNnZmfb2doC7Cl56f0i2Swz3Ye20UNautX2Y3rbt+8qnfYPT06dP8+Mf/5impiYOHDjwEM7SnW0tKJeLRwHy160F5SSG+9x6w2Ggd07v0qVL2blzJ9XV1bi4uODj44Ner7/j36/Y2Fjy8/MdtrPz9PTEYrGwZcsWSkpK5GJXUVFR/OEPf2D+/Pm4ubnJwXNtbS3BwcEsWLCATZs24e/vj0qlYtGiRRw5coScnBzc3d3x8PCgtbWVpKQkduzYQU1NDampqbzzzjts3boVJycnNBoNM2bMICwsjM2bN8v7U1tbi4eHB5cuXWLmzJloNBrq6uoAuHnzJqNHj+b8+fPExMQQHx/P7t27Acf38kA3Gh+lmJgYdu3aRVZWFq6urri5udHS0nLH/z2RkZEcPHiQcePG8eyzz7J3714sFgvR0dGMGDHC4TWCg4Mdrqurqyuurq40NTWxa9cuXnjhBaKiouT/QaNHj2bWrFmP9DwIwmARQasgCE+8xMREhzYi48eP77fO3LlzHX7WaDSkp6c7LEtOTiY5OdlhWe/8uvj4eIe+mr2XGcta6Dhag7nJyBLvJDEVWABgzJgxXLlyhYyMDNRqNbNmzSIrKwtJkpg9ezYAs2fPJjs7G0mScHV15eWXX2bGjBlkZGQwcuRIeQRp8uTJZGdnExISIt8MuZvgxd3dna6uLvlDrt1A+zKQoKAgMjIy7rnq8WCqaOrEz93FYdlQFo8aLAONNG/YsKHfenf6+1VeXo6HhwdWq5X29nbGjBlDbm4ura2tnDp1iqCgIEwmE01NTfj4+HDu3DlmzpxJSEgIDQ0NvPbaa2RkZHDt2jUCAwM5e/Ys//RP/4SzszMXLlygq6uLgIAArl+/jlKpZMSIESxcuJDjx4/z9ttv0+PsTvGNDn666wKGmxLPeIeQumQu27dvJysri9DQUL766is6OzsJDAzk6tWrFBUV0dTUxO7du/npT3/K5s2byc7ORqlUMnbsWEaPHs1HH31ESUmJfJz+/v4cOXKEDz74gBUrVvS70Th58uTBuzh3oFKpWLNmjcOyvv8foP+1i42NJTY2FrBdN7VajdVqpaysjMjISEJDQzlz5gyfffYZq1evZsOGDezbt4/W1lZUKhVarZaUyfEUfZzDh7/5/9D56/nBc4sYFTvh4R2sIDwCintt0zBUpkyZIp05c2aod2NYy83NdWg+Lzw5xLV9vBnLWmjNuYZCrXQouqRbNPqOgau4tk+uJ+Xa2nNJK5o6CfHWyrmkj9Jfby+kwWCSR1gBDEYzvh5q/vjKowtU7B63a1teXk5eXp5c0KmxsZGWlhaWLFnCuXPnaGtrQ6vVolQqiY+PR5IkFAqFXEHYarXK31dXV/P555+TlpZGZmYmc+fOZdSoUfT09KBSqeT81FdeeYUTJ05w3SCRcaaeyi8+IO65VbS1tNJl6uH3f/UixorzhIWFMWrUKFu/6u/yU2fNmoXBYKCsrEzOTz116hQvvPAC9fX1nDhx4pb5qadrT9vylw1VBHs8nPzlR3V9+163lpYWLly4wIYNGzh//jydnZ2MGjWKwsJCFi9eTH5+PjWl39Jd8jXOLhrUrq6Yurro6TaSkvq6CFzvwuP2u/s0UigUhZIkTem7XPRpFQRBeMg6CmpQqJUoNbYPdEqNCoVaSUdBzVDvmiDcF3trEXsuaYPBhMbYyKXCE/w25xInyhod1rdP/eyrvLxcrpZ8r3pvm5oURqfJjMFoxipJGIxmOk1mUpPC7uu5n0S9Czp9/fXXDkWBmpqaGDduHHV1dezevZurV686bGsvKqdUKtHr9Q6P2YsCtbS0sH37djIyMmhoaKCjo4OTJ0/ybvZ+Wr85w6ixk1AqFGhdVGicbX1/e+en7tq1i8zMTCoqKm6bn3rw4EF5Cn1fp2tP8/bpt2nsasTX1ZfGrkbePv02p2tPP/D5Gyp9C3H5+fmhUCgYMWIERqOxX7Gmb08V4OyiwUWrRaFQ4KLV4uyioejjnKE8DEF4YCJoFQRBeMjMTUYUffpeKlycMDcZh2iPBOHB2INWey6pu4uTLSBRO6FV2wKSRykx3IdfLYrF10NNfXs3vh5quQiTYNO7oFNcXFy/okBKpZL58+ezdOlSjh075rCtVqultbVVbv/Vmz3H+fTp08yYMYP09HS8vb0BW2qGMng8E+a+iNlkCzSdnNWorEYqmjq5efMmgJyfmpaWJhcmGyg/NS0tjbS0NF588cUBj3FHyQ5cVa64q91RKBS4q91xVbmyo2THA5+/odL7utnzjXuz5wDb1+1oaULt6uqwjtrVlbZ6x+smCMONyGkVBEF4yFTeGiwGE4peUxelbgsqb80Q7pUg3Jvy8nK++uorrFYrJ06cwM/PjwOfnEY3whO1qzsaDx2GhhrcblzjXFsrm7u/pqSkhNjYWE6dOoWfnx8XL17EYrEQFBTElClTcHd3p66ujvfff5+uri7WrVuHSqViz549GAwGPDw85LzxgZb1lhjuI4LU2+hd0GnlypUcO3bMoSjQlStXOHXqFD09PcTFxQGg0+nYuXMnc+fOJT4+nk2bNhEcHIxS2X/MIzo6mkOHDuHn54eTk+0mXUJCAqqsz7mUdw1XF2cAPHwDqbhUhKehEfwjAQYtP7XKUIWvq6/DMjdnN6raqx78BA6R3tfthz/8IfX19Q6PBwcHc+bMGbZs2YKnpydunt6Yurpw6VVV3NTVxQi/gEe964IwqETQKgiC8JC5JY2kNecaVswOOa1uSSOHetcE4Z6YzWZSU1PlFiaBQSGofEIZM202hbv/SPD4RHD3pfv0IZYuXcoXX3zBiy++SEtLC8nJydTU1GCxWEhLS0OSJK5fvw7Yesfm5eVRVlaGxWLBz8+Pl156iby8PC5duoRCoei37FG3MBnu9Ho9c+bMkX9euHChw+Pjx4/vV6Sud89db29vpkyZQlVVFUVFRQCkpaXJj0dGRhIZGdnvdf/1H/5Gbkfk5uJER7eFgKkL+o2E//Vf/3W/bXsXkxqoEF5fwR7BNHY14q7+/r3R0dNBsHvwbbd7nPW9bvYbNmFhYTh1Gtj//36H4WYtXv56Jk1NICHqZ+Ru3QjgkNM66blFQ7L/gjBYxPRgQRCEh0wT7olu0WicPNRY23tw8lDfVREmQXjc2HPn/Pz8qKmpIXFMIAo3L1ra2rFaLVz7uoAbl88S5ePC0aNHaWtrY/fu3dTW1so9OzUa2wwD+zRHf39/gAFz9Oz5lgMtEx6tkydPkpGRwccff8z06dPversHnbp9uvY0b+a+ycsHXubN3Ddvm5+6KmYVXeYu2k3tSJJEu6mdLnMXq2JW3fX+DheVl86Tu3Ujna0tuHl60dnaIgerKamvo9V50tnaglbnKYowCU8EMdIqCILwCGjCPUWQKgx79ty5pqYmAgICcHd3JxgtZa4jOGdREDt5On+f9iJJEb5IksR7773Hq6++yt69e6mursZisWA2m4Hv+9D2zdHz8vKipqaG6OhoOd9SoVD0WybcvYFa59yrpKQkkpKS7mvb+526bS+s5KpydSis9NbUtwasCDxVP5W3pr5lqx7cXkWw+8OpHvyo3O66FX2cIxdcAuSvRR/nsPjn/0sEqcITRwStgiAIgiDcFXt+XVdXFwBXrlxhxowZ+LdeJG5pEtevl3NifxYfVFYSFhZGZWUlGzduxN3dndOnT9PY2IjFYiEzM1POae0rJiaGPXv2kJGRgbu7O88++yxAv2WVlZWP9NiFR693YSVA/rqjZMctA9Gp+qnDNki9F603a3Hz9HJYJgouCU8yEbQKgiAIgnBX+ubX3a3XX38dgCVLlvR7zD6SFB8fLy9bsWJFv/X6LhuM0UPh8fYkFlYaLDp/PZ2tLaLgkvDUEEGrIAiCIAgPxYmyRrYWlFPR1EmIt5bUpLD7miY6WM8jDC9PYmGlwTLpuUWi4JLwVBGFmARBEO5DcXExZ8+eHerdEIRHJiws7J5GWU+UNfLbnEs0GEz4ubvQYDDx25xLnChrvKfXHaznEYafoS6s9PHHH8u9Yh83o2IniIJLwlNFjLQKgiDcI3sBGUEQbm1rQTlatQqP7/oT279uLSi/p1HSwXoeYfgZ6sJKzz333CN5nfs1KnaCCFKFp4YIWgVBeCKVl5fz1VdfYbVasVgsrFy5ktzcXGpra3FxcWHZsmWcO3cOT09PfHx82LhxI3//939Pbm4u0dHRuLq6cvDgQcxmMxERESQnJ7N3717UajWNjY1MmDCBsrIyLl++DNj6THZ3d7Nnzx66u7vR6/UsWLCA3NxcQkJCCA8PZ+/evaSkpFBTU8Px48dRq9VMnz6dyMhIDh48SGNjIyqVimXLltHQ0MDHH39MaWkpOp2OSZMmDfEZFYR7U9HUiZ+7i8MyNxcnKpo6h+R5hEevvLycsrKy+8qDBtsNwrozdcQ1xpGgSuDFOS/y+eefk9GYgbOzM2vXrqWsrIyjR4/S2tpKVFQUixcv5je/+Q3PPvssZWVlGI1Gfvazn8nrAcyZM4fw8HAyMzMZNWoUpaWlTJ48mevXr1NXV8e8efOIjIwkMzOT1NRUOjs72bt3L2azmeDgYLmYGEBAQAALFiwYrFP2VHv99dfZuHHjXa9/6NAhEhMTRTXxp4QIWgVBeGKZzWZSU1O5cOECp06dwmQykZ6ezrlz5zhz5gwRERFcvHiRzs5OAgMDqa+vp7a2luTkZPbs2cPixYvR6XR8+OGHtLW1ATBq1Cief/55iouLcXNz46WXXmL//v3U1dVRWlrKuHHjmDhxIvv376eqauBiIZcvX2bFihV4enoiSRLffPMNOp2ORYsW8e2333LmzBl6enqYN28eUVFRDgVqBGG4CPHW0mAwySOjAB3dFkK8tbfZ6uE9jzD89P3bWFhYiJubG4sXL5ZnvOTm5rJu3ToAtm3bBsD169d54403SElJISsra8D1wsPDAYiNjWXWrFn8x3/8Bz/5yU+QJImcnBwiIyPl/cjPzycpKYmIiAgkSSI7O5uwsDBSUlLEzJu7ZLVaUSoHNysxPz+fMWPGiKD1KSGCVkEQnlgjR44EbBVPjx49SmJiIgCBgYGUl5czffp0jh07Rnd3N0lJSVRUVCBJEk5OTjQ2NvLRRx8BYDQa5aA1MDBQfn5/f38ARowYgdFopLm5maioKHm9pqYmh/2xf7hJTk4mLy8Pq9XKzJkzaWho4MKFC5SWlmK1WgkODiYpKYm8vDwKCwuJiooiKCjoIZ6px1txcTETJ07s189TeLylJoXx25xLgG1ktKPbQqfJTGpS9G23q62tpbq6moSEhFs+z5X8A/z8X958uAcgDIq6ujref/99urq6mDBhAiqVioSEBHJzc+XqzydOnECSJLq6upgyZQpFRUWoVCpCQ0M5c+YMW7ZswWKx0N3dza9//WvKy8spKChAkiTy8/NZu3Yt1dXVlJSUUFhYSFtbG4cPH2bhwoXk5+eTnp5OR0cHu3btwmw288033wBw6dIlenp6cHZ2xt3dXW7BZG/pZNfY2MioUaMAW1/hgIAAJEli9+7dREZGMnHixEd3Qh9jRqORX/ziF5jNZrRaLc888wyfffYZHh4ePPPMMzQ2NnL27FnMZjM///nPiY+P55NPPmHr1q2Eh4djsVgA24jru+++i0qlkkdfs7OzOXLkCEajkfXr1xMZGcn58+f5zW9+Q1JSEsuXL+df/uVf6OrqIjg4mF//+tdDezKEQScKMQmC8MSqra0FbB+a4uLiqKmpAaC6uhpvb2+USiUKhQKj0UhYWBhFRUVyIOrj48Py5ctJS0vjjTfekIPG3oFT3yDKy8ur32toNBoMBgOSJFFfXw+ATqdj8eLFTJ48mYKCAnx8fJg4cSJpaWmsX7+euXPnotFoWLhwIVOmTOHYsWMP90Q95oqLi8VoxjCUGO7DrxbF4uuhpr69G18PNb9aFHvHPFS9Xi8HrLd6nsUTA0U+6zCyZs0aoqKiblnUSJIkVq9eTVRUFDdu3ODVV19lxIgRWK1WpkyZwl/+8hcyMjJ45plnuHjxorzNmjVr8Pf3p6SkhO7ubiRJYvLkyYwYMYK0tDQCAr5v/3Lp0iXmz5/PmjVraGtro62tjcbGRtavX09aWhoajeaW++/r6yvPnLH/LZo9ezbLly+noKBgsE7TsHf48GHGjh3Ln/70J9zc3ABoa2vj97//PatXr2b9+vVs3ryZf/7nf2b79u0AZGdn8+c//5kf/ehH8s3hgSxZsoSNGzfy3//93+zatYuQkBAmTJjAP//zP/NXf/VXvPfee6xdu5aNGzei0Wg4efLkIzlm4dERI62CIDyxnJyc2LZtG2azmZUrV3Ls2DE2b96Mi4sLy5cvB2wfkI1GIyqVCqVSKd9Nnzt3Lvv27cNisaBUKnn55Zfv+HqTJ09m9+7dFBYWEhAQQHBwMB4eHuzYsYMrV67IH4pyc3OpqqrCZDIxf/58QkNDOXz4MFu2bAEgMTGR5uZmLl++zPnz51m/fv1DOkOPliRJHDhwgMbGRpydnUlJSeHzzz/HYrGQkJDApEmTyMzMJDg4mLKyMqZMmUJAQAC1tbVs2bKFhIQEMaIxzCSG+9xzcFleXs7Fixflmzz2nEHn5nKKiq4QFhBGVY/7HZ5FeFz0npECyIFr7xtR9nU8PDzQftd31MPDg6CgIIqKivjJT35CT08P/v7+aLVaPvjgA5qbmwF49tln+fDDD3F1db3t34eRI0fyD//wDwCMHj2atrY2oqKi+Oijj3B3d5dH+QYyY8YMPvroI/Ly8hg1ahT19fVs3rwZi8UiTzMWoKamRp5tZJ9eHRoaikplCzc+/PBDcnNzHaYJKxQKeZTbPtLdm/39cvToUfbu3YvVauX8+fP91rtx4wZ//vOfee+99zAajcTGxsqPlZSUEBoaiqurK8XFxfj7+zvMmhKGBxG0CoLwxNLr9Q4FQBYuXNhvndmzZ8vfv/baa/L33t7erF271mHdpUuXyt/3zjNNSUmRv3/llVccttHpdGzYsMFh2bx58/rtx/PPP4+xrIWOghrMn3bi660jftaLjB49mvHjx9/qEIeVkpISh3y0bdu2sXr1atRqNVlZWcTFxQEwbtw4ORctPT0dvV5PamrqoOdDCY+vuro6wsPD5ZxBq9XK2bNnee2117hx48Yt88WFx0/vGSlGo5Hu7m4Abt68yejRo/ut0/f7wMBANmzYQHx8PLt372by5MkAlJWVARASEkJISAienp7yshkzZsh/L2bMmAHA2LFj+bu/+zs8PDywWq0oFArefPNNnJ2dyc/PZ/r06fLr2m8UpqWlAeDu7s66deuovHSeoo9zUAcEo22pY9Jzi0T13l5GjhzJt99+y7x58ygrK2Ps2LEO1/Pw4cNs376d0tJS/u3f/g2w3bxob2+npaWF9nZbayOtVkt1dTVarVYefd21axfvvvsuJpOJH/7whwAolUrMZjNgS8l5/vnn5Vka9uVg+9/j7++Pq6urqBExjImgVXhk+uYpARw/fpy4uDj5Dqzdg1YcFIThxljWQmvONRRqJUp3ZywGE60515Bibn33f7jpmxdWV1dHdnY2AJ2dnXR0dAC2URcnJyeRw/oUCw0NdcgZjIiIwNPTE6VSKeeqC8OPQqHg6tWrVFdX3/VNqNGjR/PRRx9RUlJy16+j0+nYuXMnc+fOlZcNNHtm586d9PT0ALBy5crbPmflpfPMUG+LAAAgAElEQVTkbt2Is4sGTWAYna0t5G7d+FB7o549e5YzZ86QkpJCdPTtc8EfBwsWLOAXv/gFP/7xj3FxceHmzZsOj4eHh/Paa68RExNDaWkp27ZtIzAwkJUrV+Lk5ER7ezvFxcX8/+y9d3RTd5r//1Kx3HsT7sY2NgaDMWCqCyWUQGghBJgAgeRM2TI7O1tmZsv8sTv7zc7utD2z80syG1oIIYFQDQyQAA5gejHYODa44iYbF9mWbVmWdH9/aO5Fzcb0Er3O4Rhd3Xt1Jd179Xk+z/O833FxcaxYsUIKNMEigjhjxgyGDx+Om5sbADqdjv/+7/8mOzsbPz8/tmzZwi9+8Qva2tp45ZVXWLlyJSEhIZSXl3P37l1SU1Pp7+8nJiYGuVwu9UX39vayZs0a5HI5x48fp66uDg8PDxITE11B7nOEK2h18dRQq9Wo1WrpsSAI0gyoCxePm7i4OEnk40Wg+1yjJWD9s0KqzEOJGSNmXf8zPrLHh9gXNmLECARBQK1Ws2LFClQqFSaTCYVCATj2Csvl8ieiPOni+cVkMkkBxwcffEBaWhparRaz2Sz1qrt4/rG+D4uD/0mTJjldz3odsK1g+Yu/+IshbSMuE9s/4F7W1Fn1jKgmPBSuHTmIm7sH7n8uXxb/Xjty8JGDVkEQnE7S3bx5kw0bNkjltY+TgV7zUfDw8OC3v/0tSqWSn//852RmZvLXf/3X0vP/8R//AUBxcTHTpk1j+vTpHDx4kBUrVlBQUMAPfvAD5HI5o0eP5sc//jFtbW2SpsPw4cM5ffo0vb29UivNuHHjGDbck0t/2suV82WMn5zM/B++wfzcVej1enbt2sWaNWtITEwkOzuboKAg8vPzbY559erVnDp1isrKSoxGI2FhYbz11lscPHjwsX42Lh4dV9Dq4qkhZk/LysoIDw8nLCyMlpYWsrOzaWpqsvGtdHNzs1EcXLNmDQ0NDQMqDK5evRrAweuyqanJYSZNpVI940/ChQtHjG165D5uNstk7goE48sjQJScnExZWRmbN29GpVIxY8YMduzYgSAIeHp6Dtg3PGLECD777DMyMjJs+pRcvLw0Njba9AzK5XLGjRvHxo0bX6jJKBfPH2KJb0ezBv8w9ZBLfDuaNXgHBNosU3l60nm3aUiva+8dPmfOHI4ePYqXlxdJSUkoFAouXryITCZjwYIFtLW1UV9fz7Zt21i8eDHV1dUUFhYCloxmQEAAn3/+OWDp+54zZw6ff/45BoMBb29v3njjjQG9aSMjI+nq6mLZsmUP8tENib/6q79Cr9cTHh7udIICQKvVSiJZYjJDrVZLE5PXr1+nqKjIoVRcpVKhUqmkvuebty5Rfb4GmZsS3BWYdHoOf/AhJ46dITVpglS9MxD2DgA6nY7AwECb43Lx/OAKWl08dTo7O3nnnXdQqVTs27cPcPStrKmpAWxnwDw8PCSFwdOnT0sKg3l5eWg0Gjo7Ox28LsVSROv9pKSkPLP37sLFQCiDPDB1GZBZeVEKfSZk/i9PiaxMJmPx4sU2y9atW2fz+O2334bqM3Dxj7zdVwM7TzA587tMnmybIXHx8jJQlcSECROYMGHC0z8gFy8N1iW+3gGBD1Ti6x+mpqdDK2VYAQy9vfiFhg+ylS3W3uEVFRV0d3ezdu1aADZu3MiGDRvo6uri8OHDrF69mosXL7J27Vr0ej1lZWWsX78evV7P/v37yczMtPGKbW9vx8vLi9WrVw/oYSuKRqWkpEjjo8fNBx98cN91AgICaGpqIikpiaamJiIjI20C1EuXLvH973+ftrY28vLyAEtm2GAwoNfr6enpAaDm5jUSwgNRKmQY+k3IPdyoadYyPuYuq1atYuPGjcC9ah177DPNAQEBksCXeFwunh9ctVYunjohISEO2U7Rt3Lfvn2St6X9DJj1Ml9fX5v/9/b2Sl6XW7ZskUpIBtqPCxfPGy3R/ZwuPo9Zb7QIz+iNCAazQ/b1paf6DBz9Z+huAZ8wy9+j/2xZ7uJbyfnKVv5i+xUW/v40f7H9CucrW5/1Ibl4QbEu8ZXJZLh7eeHm7sG1I/cvBR03byH9fXr6/hww9fX00N+nZ9y8hUN+fWvv8MrKSim72NPTg7+/PwqFgoCAAIexSnt7u6Si/vnnn6PX6236vm/cuEFQUBBhYWHs3r2b8+fPS9u6u7vj7u5uE6A9a+XclJQUamtr2bZtGzqdzsHqJjIyks2bN0uZZbAIam3evJn8/HxJZXiYlwfFVY1U195F5WZpLwkJ9efKhTKOHz8uKfYnJiZy6NAhLl++fN/jam5ulo7L1ZLyfOHKtD4CWq2W9vZ24uPj0el0XL16lezs7Gd9WM89znooRN/K2tpazp07x+jRo52uN5hHpuh1KSoAmkwmamtrXWIuLl4I3GP88J48DIVMhbFNjzLIA+8pw5Dd6XC6/pPoR3L2Gp9++ikGg4F169YN+gN+7do1xo0bN+Dzhw8f5tVXX3X6XH5+PjExMZYswMU/gsqb6k45/l5GAr19LStd/CPEuXrgv22cr2zlFwdL8FIpCfVxp6XLwC8OlgzJ79WFC3sepcQ3OjWN3LXvcu3IQYwmI17+AQ+sHmztHR4fHy/ZOnl5eaHVajGZTHR1dTl4xgYEBBAZGSmJRZlMJgRBkNTvP/jgA0aNGsWUKVOQyWRs27aNtLQ0BEGQ1JqtLYae9bhIqVTy5ptvIpfLOXjwIPHx8Tbj50WLFjlsk5ycTHJyss2y0LgwgkL8kHvcm9yNDQtk+PBhNm4BqampTltLrPuiL2ku8ZMzP2FkxkgKAwuJrI1kauBUh21cPDtcQesjoNVqqaqqIj4+Hh8fH1fA+gjY+1Y+DMnJyQ5el+7u7o/zMF24eCgEQbDptx4+fDju7u5kZGSQn58v/XCqInzwmTacPXv2MHv2bBq62jh06BDl5eVPrR/JGp1Oh7u7u4ONj7P3d7+gdaCA1YH2GvAJo/puCzEhXgR6q0DlbVnu4lvHx+eq8VIp8f1z2bz49+Nz1c80aK2ursbf31/qf7sfg03auHh6PGqJ7119PxqfYDzNsObHP3vg17f2Dp8zZ44UtMrlcjIzM9m8eTMymUw6V1paWjhx4gSzZ88mKSmJzZs309nZiZeXF3PmzOH48eNS33dHRwf79+/HbDYTGBiIt7c3OTk5bNu2zSbAfV7Yvn07BoOBoKCghy5VnrTgdc5t/xizHmTuSoQ+IzKjiUkLXr//xlZc0lziV5d+hafSk0unL1FsLgYvyHoli2ieTBm1iwfHFbQOQHV1tY2Az/Lly9m7dy9ms5nw8HAWLFjAlStXuHPnDrW1tSxevJgTJ06wbNkybty4YdNMr1ar+eijj4iIiODOnTvMnj2b+Ph4h4b5lx1nfUqi76Uz38rBlAEHUhgUb/T1t9opyq+js6UTv5BQ6qPaXbLlLp4Zt27dsum31mg0TidU+vr62LNnD7NmzSI0NJS8vDxeeeUVcnJynlo/kjVffvklVVVV7Nu3j56eHvr6+lCr1cyfP5/CwkJu376NwWAgLi6OpqYmtmzZwvz588nLy7O53yUmJrJp0yY2bNhAXV0dhw4dIjg4mNbWVsnDtri4mDNnzhBQIWdBso7CGi3fNHQyPMyHucneEBj7xN+vi+ePO209hPrYXive7grutPU89td6kOqF6upqYmJihhS0CoLwQAHrg1i+PWjwPBTEa9WalyXoHjdvIfkffwRYMqyG3l6nJb73U/M9c+bh2hXsvcOtJx7Hjh3rME5Zvny55D07btw4h4lB++/J/nFiYiLuhl6uHTnIuY9+T0mYmlnzFj4XZa8Potw8EK9Mt4ydLxzajVnbgyLAi0kLXpeWD5XPSj/DU+mJj8qHSTMm4eblhs6g47PSz5ionvjIx+ni8eAKWu+DKODT2Ngomdvv2bOH1tZWxo8fT2BgIDNnzkSr1QJgNpu5cOGCQzN9b28vOTk5mEwmDh8+TFBQkEPD/KPyMN6mR44cYc6cOc/FDexxUX+rnYIvbuOmUuDl50Zvp4GCL24zbXkSkSMe3w+7CxdDRey3rqiowGw209nZKVVmWF//JSUlZGRkSH3YACqV6pn1I4n3ktDQUHx8fBg7diwHDhygrq4OsNgbiBNuZWVlFhElcLjfJSYmSvs8deoUq1atwsPDg9/97nfS8tDQUBYtWsS239yiv/dr0iNUxKiDGB4gA0M3zPinp/KeXTxfxAR50dJlwMddQW3hafS6DgxmGUljMvjoI0vwYV2FEBUVRWVlJRMmTCAjI4O9e/ei1WqRyWSsW7eO9vZ2Dh06hNFoJCEhgezsbPbt24dKpaK1tRV/f3+mTJlCaGgoFy5cwMfHB3d3d06fPk1/fz+TJk1i9OjRFBYW8s033zB8+HBycnLYs2ePzaSO6AtpMBiYNWsWhw8fZsOGDTYB4ZYtW3j77bfZsmUL0dHRVFRUMH78eC5dukRpaSkxMTE2144zHjR4ftiy0GcZsNonEYKDg5k6dSphYWGcP38ePz8/bt26JVmaiJ+rM6xLfCtu36auq5uYtHROXLrKnMCQIav5BgcHc/Xq1QdS8504cSINDQ1Oz1uxembkyJFDclIQx3rvv/8+oaGhtLa2snDhQgfhoEcRnnpReGX6Gw8cpNpT11VHiGeIzTJvN2/qdHWPtF8XjxdX0DoI9gI+O3fuRK/Xo9Vq6erqcrrNQM30Xl5eeHt7o9FoKC0tZeXKlVLDfEREBFOmTHHYV2lpKbGxsZKx8uNGEATmzZvnsAyefb/Do1CUX4ebSoHK03J6i3+L8utcQesLRGFhIWPHjh3SuajRaGhoaCAjI0NaptVqyc/Pl7L5zxL7fuubN2/S0tICQHNzM/Hx8YClgqCzs5PS0lJSUlIktcS+vr5n2o/U3t5OUlISYAmYRbG0gYJn8X4HOAiK9PX14efnB1h8E0UkYbXhE9APnwa7fwvdrRCZYglYXf2szx2FhYXodDrMZrPT9piBrmFn16uIfeZw7ZQ4fnGwhM7GauQqD4ZNnEp3Xz+x+kLWrLFk6a2rEEaNGkVubi7btm1j7NixdHZ2sn79eilgO378OIsWLcLf358vvvhCEoCJjo7m1Vdfpby8nJKSEnJycigvL+eNN95AJpORmJiI2Wxmy5YtUkZM7MMuKChg1KhRg07q3I/U1FRycnL49a9/zcKFC4mKimLnzp2S7cb8+fMZNmwYly5d4vr16yiVShYuXGgTPLu7u0vHtG/fPnJzc6murpYqImbNmkVZWRlVVVWSkrfZbGbv3r0oFAoSEhLIysqir6+PvXv3otFoWLp0KWq1Wgq2t2zZIlVRjBs3jvHjxw/p/T0OxCSC2WymuLiYmTNncvv2bVatWsWtW7eGvJ/o1DSiU9Oorq7m1KlTD6Xme+zYsQdW85XJZJw4cWJQNd89e/YMyUlBRHRj0Ov1HDx4ULL/E3mS3rIvE1G+UbT2tuKj8pGWdfd3E+UT9QyPyoU9rqB1EKx/aHt6ekhJSSE9PZ3du3cDziW0B2qmF/elVquJi4vDaDRKDfMff/wxaWlpkhqaSGlpKWFhYQ8UtGo0Gj755BNMJhOZmZk0NjYyc+ZMCgsLKS8vJz09nX379kkzidevX2ft2rWcOnVKCsaXLVvGF198gdlsxsvLizfeeIPOzk7279+Pl5cXra2t5OTkcO7cORoaGvjHf/zHB/I+dVZ69KAMto/OFj1efraKq24eCjpbXMrBLxKFhYWMGTPG5jocKFOgVqufa081+37rSZMmUV5eTkNDg02Vg0wm47XXXuOLL77Aw8ODnJwcPvzwQ2pqap5pP1JgYCCNjY2EhYVJwUZLS8uAwfNgQbW7u7t0bxSDX4dtYqYgn+WNOSIC7pNpcvFs8fHxGbD1YqBreLDr1T5zOHl4MP+yMJVfbrlFu0cgIb4qfjxnBCX55VKJvfX+w8LCUCgUyGQyFAoF6enp7NmzB39/f2bOnElrayt79+4FLBMqYtAqTsCIQeiECRMkT8iamhq+/vprTCYTzc3NDsf8oJM64udgjXjcISEheHt7I5fLqamp4Wc/+5kUFL322muUlJSwYcMG5HI5giDYBM/5+flOX0sMnpuamujs7OTtt9/m7t27nD59msjISMaPH096erp0TDqdjtdee42GhgYKCwsdJrdTUlKYPXs2mzdvJj09HYVCMeD7fFxYJxEAbty4gVarxdfXF6XSdij7INVr1mq+V69eldR8dTrdoGq+XV1dkpqvSGxsLDU1NezevZvExETGjh3rNDnh7LwVzxXRScFsNpOVleXw3vV6vU3QGhQUJJ2nztwRHtVb9tvCypSV/OrSrwAQENAZdPQae1mZsvIZH5kLa1xB6xCRyWScPXuW0tJSaVlYWBhfffUVP/3pT4mNjaWsrIyRI0fS1tbG97//fYxGI2+99RZbt27l/PnzrF+/npqaGkpKSujo6OBHP/oRvr6+REREcOvWLW7cuCHNhoaEhEjlRampqaSnp3PgwAH6+voIDQ1lwYIFXLx4kRs3bqBUKiXxImsPsNZW57YA4kyiXC7n+vXr0vLg4GCWLFmCIAisXr0aNzc3Tpw4QVVVFcHBwfT29kr7LiwsZNmyZfzv//4vFRUVjBw58sl+AVbc7wfJL8SD3k6DlGEFMPQa8QvxGGQrF08KQRDIy8ujtbUVNzc3cnNz+eqrrzCZTGRkZDBu3DiHsr7w8HBpQJCRkUFVVZVUvrdkyRJ2795t019uXRp/8uRJqqqqpMEIWHpKCwoKMJvN5OTk3Lfk7nFjLawh4swvWOzZFhUiARYsWEBSxFiKTtRxdecl1CHjaSzveKpVA+PHj2f37t1cuXKF8PBwoqKipEyxiL+/P59//jmzZs0adF/Z2dl8+umnBAUF4e/vP+B6cXFxHD9+nPr6enJych7L+3Dx6JhMJnbu3InJZMLDw4PExET27NnD4sWLbUohp06dOuA1nJWVJV2vg2UOxd+1ycODeW/1NBoaGpg5czyCIHDz5P1VUc1mM6NHj2bs2LHk5eVRX19PcHAw8+bNw9fXF7PZjEwm4/Lly9J2crmcgIAACgoKpGu0oKCARYsW4evry+9//3tpPXHS2tmkjv2xiAiCgNFodPh9FtcV/7a3t9PR0WETFLW3tzNs2DBpomuwySHrz0QMiFpaWqiurmbLli2AZcJh1KhR5Ofns3v3bsaMGUNSUhJBQUEolcoBbeLEY/D396e7u1sKJAsLCzGbzZLAXFRUFJcuXbI5V9LS0vjkk09sJsWH0p5k/14jIyM5duyY9Fl7eHjQ1dWFn5+fzWTY/XhYNV8fH58nouY7VCcFkba2Nqkax5lOwuPwlv02MFE9kb+f+Pd8VvoZxg4jwZ7BrExZ6epnfc54ZkGrTCabB/wPoAA+EgThP5/VsTjDWjRInEV2VsI7bdo0kpKSyMrKkgRWYmNj+elPf8rp06fR6XSsW7eOoKAgNBoNmsoOgowjOP5hJW7dIfzDT35K/Ohw+vv7ycjIQK/Xs2vXLtasWUNiYqLUo3H06FGmT59OdHQ0X375JbW1tZSVlbFu3Trc3NykMhLrWcPLly8TExMD2N4cxZlEe8Qftv7+fvLy8ujs7KS7u5ugoCCCg4MJDQ2lrq6OgwcPotVqaWhooLW1lc8//5x/+Id/oKyszKa/Y9iwYQ49H+Lx9fX1ceDAAd544w02btzItGnTCA8P5+zZs8yfP589e/bQ1dWFr68vy5Yt486dO1JPy8SJ924iBQUFyGQyJk6cyP79++nu7kbfa8Zfn0JVfRnNnfXoe/sYGZNBj6kKzRbLoHv+/PmPdH64GDqlpaV4e3uzaNEiBEHgk08+YdWqVahUKrZt28aYMWMA27K+9evXo1arpcmVqqoqqXzPZDI59JeLdHV1UV9fz4YNGygqKqKiogJBEDh79izr1q2TXv9pB62PQn+fyaZHW9few3/96/+SMCGMiPhgEhMTaWxslMSdli1bhpubm8PAUKyW8PT0pL29nVWrVmE0Gh1KA60JCAiQhELsFYTts2uvv35PrdG6CkLsLROXRURE8L3vfQ+DwcC2bdsAWzE1sZw7ICCA9evXP8In5+JJUFpaSmRkJNnZ2eTl5UnLOzo6HEohB7qGq6urAcsE6mCZQ2uSk5MpKytj8+bNqFSqIamiGgwGduzYgdlsxt3dnfDwcGbNmsX+/fsxmUzI5XLefPNNh+1SU1PZtWsXf/d3fwdYAomNGzcyfPhwKXixnlSZNGmSzaTOjRs3Bvz80tPT2bRp033vQQEBAQQGBkrXj8lkQq/X09jYKH2+giDYBM9i4CYIghR8wb2AKDg4mISEBGkCzWQyYTabmTt3LiaTiY0bN5KUlHTf9gONRkNkZCQdHR1SG4Az9Ho90dHRTJ8+nYMHLT6ocrncYVI8ISFh0NdzRlpaGlu2bGH58uWARcRo3759qNVqh6q1wXhQNV8RT09P1Gq19Hx8fLx0TjyKmu+DOin4+fmxf/9+2trabCxeRIYqPOXCErhOVE8kPz+fDbmPVg3o4snwTIJWmUymAP4AvALUAZdkMtkBQRBKnsXxPAr2AiuiuAOAr68vXn+e3fL19aWqRMPVIzUYeox4+bnhqfTh0oEaVCoVnSYNFy5cQBAEuru7nb7OV199hUwmw2AwEBkZSW5uLocOHUKhUEg3P+tZw4SEBGnG0bqk6X4lfeXl5QQHB/P6669z/Phxm+dv375NVlYWBoOBcePGsWnTJmbMmIFMJnPo71i0aJHDspUrLaUW7u7u9PX1YTQa8fLyora2FoPBQHR0NN988w2hoaEsX76cU6dOUVJSgo+PDyaTibfeeguA06dPU1BQAMDUqVO5cOECycnJpKWlcenSJTo0BlovuiG0KJiXuxi/BCMGhZfUa2KPGFjbD8QH8t8tLCwkLCzsmRt0vwi0trZKSrcymYympiZ27NgBWMruxfPduqzPGeJn3dPTw6FDh5z2l3d0dBAebplBHjZsGBUVFfT09HD37l0+/vhjwDJQfhoepw/KQJ6ovV0Gmx7tps46wkMiGOGfidGjhu7ubgwGA+vXr+fGjRtcvnyZadOmDVotUVRURElJCSqVyqE08Elz584dTp48icFgsM2gVp+xeLG211iUgjO/6+pjfQ4Rs32ATTVDUFDQfXUa7O+XD5I5FHswrbEP/KzFd8T/2098BAUF8dZbb9ncA+z73pOSkvinf7on/OXt7c3SpUttAumYmBibfYuTOuJ+8/PzbXp2xUmb8ePHO/SBWh/3hg0bqK6uxtPTk+9+97s2QVFOTg6pqals3LhRykxbB8/p6el89tlnlJWVOWQGASmgEzOtaWlpuLu7c/HiRfr7+6UJxPtRUlLCkSNHGDdu3IClwYIgoNVqpfuxWA7ubFL8fjhLIty9e5fRo0dTX3qTa0cO0tGsITJMzbjk6UQvXTqk9yEe10Bqvunp6Q5jAuvv6mHVfAc7b4fqpKDo6eLAb97jylfHWTR7Fq/Os/RB22MtPNV5twm/0PAH9pZ14eJ54VllWjOBckEQKgFkMtlnwGLghQta7QVWKioqpMZ5sP0RLjuvwc1NgVJlGZgrVUrcVAqK8uuolZ3n7bfflmY7wbb8KDg4mDFjxkg/+mazGZPJxJIlSygqKqKwsJCoqCibWcMVK1awZ88etm/f/kB9sVFRUZw+fZqGhgbc3d0JDr7nhTdx4kR27dpFbW2tjclze3u7Q3+Hs2XWBAYGUlJSQlJSEnV1ddTW1jJ16lRu3rwpDYYiIiJoaGjAx8fHZoDU19dHcXEx7777LmAJ6hsaGrhy5QpGo5HRo0cz7fUkJpuGM358GiaTiVOnTtn0mgwFZ/67Yjbg24ZGo0EQBJvvYSiEhIRQV1fHiBEjpH62FStWoFKpMJlM0qDHfsAqnv/2A9qioiKH/nIRf39/mpqapOMFS5lXeHg4b731FnK5HJPJ9NwFrODcE1UQBExGATePewPD7t4uQoJD6GzRMzxDjV6vt7leqqurB62WkMlkUgnduHHjHEoDnzRxcXGOGdTqM3D0ny1+rD5h0N1ieTz3P1yB63NGQEAAGo2GpKQkNBqNNFC21mkQSyEHuoZFxLJa+8yhyWTiwIEDUkvB1KlTOXHiBPB8KgVb2z+JSsHDhw8fklJwTU0NTU1NhKeHU9BXQF1XHVG+UaxMXck4tWNQNHHiRJtqI7ANzEULKRH736rs7GyH37TRo0fbPBaPOSAg4J4t3eSJHPjNe5w9foJXZ+Qy79VFDoGPh4eHdP9tbm5m1KhRNDU1kZSURFNTE5GRkQNOij8INTU1fPnll2SmJr/0yrjOsFYEdvfyvu/7FoWnXLh40XlWQWskUGv1uA6Y9IyO5ZGwF1iZPHnygOvq2vvw8lWB7t4yUSBoxLQRbN68mcjISGmGNDExkUOHDjFq1CiysrLIy8ujr69PEmvJz89Hq9ViNBpZsmQJoaGhDj6oYmYSLGUn1uV+cG+Gz7o8z8/Pz+GHDywzkNU3m4kwTkRhHs5v/nkzIzKiyMjIoLu726G/Q6/XOyyzJjo6mrNnz7J06VIaGxtpaWkhMDBQGsiMGDGChoYGaSbWesDj7u4uDUCWLVtGcHAw8fHxpKamSq9VVFQkbWPfazJ27FiH3qz4+Hi2bt3qUFIp+u9+9NFHqNVq3NzcJJXG+Ph4Dh06RGtrK0qlkmXLltHS0sKRI0dQqVSMGTPGYdDxoqLRaDCbzQ5Bq1iaPpDdUnJyMjt27KCqqorKykoWLFjAjh07EAQBT09Pp+V5ACNGjOCzzz5zUBiNj49n7969Nv3lImKP+KZNm6SZfZlMxpQpU6RMq9gT/rA8jLXUUBA9Uf/t3/6NkSNHSgPgbTs2E+kxCjeVgkljcpHJ5Bwr2M+IhFRObalm0aJF3Lhxg5KSEmpra7lz5w6JiYkDVkuI6HQ6ampqmDZtGpcuXeLkyWtKRV8AACAASURBVJMPFbRevXqVy5cvk5uby4gRIx7uzV/8oyVgdfe1PBb/XvyjK2h9zkhJSWHnzp1s27bNZjLUWSnkQNewiLe3t9PMobjvH//4xwiCwObNm50qrr4MSsF/+Zd/yWXNZX72wc9InpVMiGcIrb2t/OrSr/j7iX//XPTUWQdJKi9vejo7nAZJ8fHxFBQUSAJzHh4e1NbWsm3bNlQqFXK5fNBJ8aESGxvLu+++y4HfvPdIyrjOvONfBKwVgWdPzLBZ7gpOXbzMyJ5WSZjNi8pkbwBzBUF498+P1wCZgiD8td163wW+CxAeHj7+s88+e+rH+jjpbOnFbBKQya2UFM0CcoUMv5ChZ0L7+0z0dhkwGQUUShmevirc3O+v3qfT6YbU62EwGGhsbCQ2Nha4Zyre32fiysXr1DfUYjIZSR4xksqqSnwDPMnKns6dO3coLy+XepnS09O5ffu2wzJxf11dXeTl5Uly9fX19cycOROTycTp06fp7e3F09OTrKws7t69ayNwIe6jsrKS5uZmJkyYwNmzZ+npsRjOjx8/no6ODsxmMyNGjECj0XD16lVJvGfixIlUVVXR2dnJ2LFjOXv2LKGhocTHx6NUKrl69Srh4eH4+/tL5cG7d+9m3rx5eHt7S+XBRqMRrVbLmDFjqKuro62tDaPRSEREBGq1+qmVoQ71uwVLQJ+fn4/ZbEalUhEZGUlrayttbW24ubmRnZ1NWVkZAQEBREdHc+fOHTo7O6mpqaGvr4/g4GCSk5O5efMmgiCQkpJCbW0thYWFxMbGMmnSJJuBiPVn8LTLqh/2WhmMwew6HgWxFD0iIoLm5mamTp1KW1sbmzdtZsNbP6Czq4Nb5WUkJyaz9dPNjB8/jo4uLcHBwfj6+tLe3k5LSwujRo0iJSWF48eP4+XlhZubG5GRkZI6ZnZ2NhqNhpKSEnp7e5HJZFImatSoUQ983MeOHWPWrFk2ZYIPfN63lIHczXG5uR9Ckh2XvyQ8yHX7MmPu6cHU2opgMCBTqSjRaAhSq6W2AvF+b/3/I0eO8Morr6BQKDhy5Ajz5s2TFLm9vb3JyMggLy9PUrY3GAxMmTKFsrIy0tLS8Pf3x2w2c+zYMXJycrhw4QK5ubloNBquX7+O2Wymvb2d1atX29y3zp07R0pKCoGBgZSVlaFUKi0VESaTVH10+PBhSQX21VdfRRAEjh49yrx582yO+9ChQyxYsIA6XR0njp1gxiv3ehxNggmlXPlcWG50NGkwm0zIrLQwBLMZuUKBf/jgqu1ipv3cuXMkJCTYeFA/Km31tcgVjrkXs8lIUGT0Q+93KL9Tz/LafVLv24UF13352TNjxowrgiBMsF/+rDKtdYD1lRUFNNivJAjCH4E/AkyYMEGwzga+iNTfapcEVdw8FPTrTfQbTExbnjRkJVBn+2gf4j7y8/MZymeo1Wo5ceKEtG5lZSW5ubkc+WMRyZ45pI2+d9rExE/C00/F3LnOZ/ecvZ71stdeew3AQZDgfgqk4j6s9zV79myH9epvtVOUX4e8xZuZiaNIy42SPielUkl4eDhJSUn4+PhgNpupra2ls7MTlUrFqFGjiIuLw2AwkJubS0VFhU2GLiYmhsbGRm7cuEF1dTVms5mUlBSmTJnCqVOnaGtrY9KkSQ5m30+CoX63AMXFxcydO1cSxwgMDKSlpYXFixdz48YNOjs7Wbt2rXQO7N69myVLllBZWSkpQ1ZXV0vq2D09PXz00UcsWrSIvr4+vvrqK37+85/bmLSL1kpg+dx8fHw4fvw4y5Yt48SJE1Lp8euvv46/vz8fffQRERER1NTUkJWVxc2bN2lra5M8A//0pz85bGPPo1wrgyFmWpVKpTRoXbJkCf7+/nzwwQeo1WoaGhqYMWMGV69eRafTsWrVKvz8/AZ93mw2U1paSl1dHWazmeTkZNra2ujV91JdXUVdaTuCwQOvYTGsWLqa7/3wbTZu3Iivry8rVqygrq6Oc+fOsXz5cmQymdNs8sKF98Q3du/ezZ07dwgKCpIEz+73udurMBsMBvz8/Lhz546kHhseHk5YWBje3t5cv35dyhgnJCSwb98+PDw8qK+vJykpCZ1OR21tLZnaPMaFmWnrV3HoWiNGs0BCoJzsjBGQ61j18bLwINfty0r3xUs0//73yDy9kHt5Ye7pQdbcRN+SJZIGQUVFhdQjW1FRIfmPzpgxA7lcTnV1NdnZ2WRlZaFQKMjLyyMpKYkpU6Y4KAXv37+frKwsqYKnq6sLhULB66+/TlpaGp9++ik/+clPJKXg3Nxc5HI5ERERJCYm4ubmho+Pj5TZFe2fxHsjWH4zfXx8SE5OZvr06bS2tlJTU+Nw3OJv65t5b3JXdZcLXhekz0UQBFr0LXye+/nT/1Ls2PbTv7HYpthZF3V1aFn83u8G33bbNgwGAyHennjUVVB7tQD/MPVj6as88Jv3HJRxj529wNysaeR+Z80j7duZGJg1z/Ladfa++3p68PIPeOT37cJ1X36eeVZB6yUgSSaTxQP1wEpg9eCbvPhEjghk2vIkivLrKL9dic50lzXff10aQIvBonX5rkh1dTXnz5+n8KsaqmrKkSvleKg8aGipZU7m6+z9uIq/+sWb5OfnExcXR3BwsIMtiEaj4b333iMmJga9Xs+aNWuQy+Xs2rXLRpK+tbWViooKtmzZwhtvvCEZjR86dJ6cSa8Q5BnKzYpr1DdVI5fLGRtvURx9//33UavVNobkJ06coKamhvDwcAwGg4PgxZPEOmjx8nOjt9NAwRe3paDFvjdL7PsbqNfGWebIvqdZVGNcsGABXV1d7N+/36ZE+3nAXhzDWU+kv78/vb299PT0oNfrJUsDa8Rt2tvbuXv3LkVFRUybNo3IyEgbk3Z7a6Xm5mYuXLjAsmXLcHd3Z/bs2bi5uVFZWcnly5eZNWsWvb29ZGdnIwgCH374IT/60Y9obGzk2rVrzJ8/3+k29hTl19kIGIl/i/LrHtkuRqfT0dHRwTvvvMOdO3c4ffo0CxcupKuri3fffZfGxkYOHz7Md7/7XYqLi7l58yZTpkwZ9PnY2Fjq6+tZu3Ytvb29fP311+Tm5hIQEMDf/vQvAST7hZ///HM2bjRhNBoJCwtDp9Nx/PhxVq5cOaQMZ/2tdnRl3rRXuBOdlkhrVwXAoJ/7vHnzHFSY161bx8WLF6XvWTS6V6lU9Pf3M27cOEkRXRSoi42NZd68efz+979n+fLlzJkzh62/rmKc4RzHrzeyKCMWf6WBL85V0znyOzieeS5eJtq3b0fm6YXiz5kNhY8PCYLAicN/YrOn51NXCh45ciQ7duxArVYPSSnYmf2TyFCVgqN8o6gz1dks6+7vfi6yrPBotilr1qyRyot7HnPvqTNlXJOxf1Bl3IMHD5KZmUlYWBjnz5/Hy8uLK1euSD3M1noXgiA4tP88iD7Ik8KlCOzi28ozCVoFQTDKZLK/Ao5isbzZJAjCzWdxLE+byBGBRI4IpLral8rKygcaPAuCQMbwmVTV3iYpdhST0nL4cNcvEeRGdO1mm3W9vLyc2oLU1NTwk5/8hDNnzlBZWYnRaHSQpBdLa8XgWTQa7yrz5lb5N4xN9aaptZ45U5dS31BHTdtNYIaDIfm0adNobGxk/fr1FBcXU15e/ng+xCFyv6DFvjfLaDRSVlb2QL02znqa29vb+eabbzAYDEybNu3JvcGHJCAgwEYcIyAggMbGRgCbHuLk5GQOHjwolbzJ5XKMRqO0HzE4CggIIDw8nOzsbF555RWampo4evTogNZKBQUFUsAqPhazuCEhIYDl/BXLcwIDA1Eqlfj6+tLb2zvgNvZ0tujx8rMtORV7yB8VrVYr9cxGRESQn58PIPkb+vr6EhISgkwmw9fXV7JRGOx5rVaLVqslLy8Ps9lMXFyc1ENtrfaZkJBAbm6upce8uprq6mquXLlCZ2enpMpsrUZpjziZo9f14+6lRN/VT2lpI/Vz2gf93AdSYbYmJCREKscsLy93qogulgf6+vreU4wOHQEzF9J6+e/Ze+Yb8A5BH/sqnYGjXEHrC05hYSFjx44dcDKlv64WRbDtNazw9mamXk+8lcDQoygFW3M/pWBnirADKQWL2Isdbdiwgfz8/AGVgmtLiix9ic0aDvzmPeZlTqZuZh06gw5vN2+6+7vpNfayMmUlzwOPGiRZ92DCg/eeitj7wMbGxmKISuDSmVP0d+uYPyOHlKk5RKemUV5ebiOoJQajY8aMobi4mJkzZ3L79m1WrlzJmDFjbHqYRW7duoW/vz8LFy7k9u3bXL582cEW7FkgKgIf+XQb5iYNw6JjXYrALr4VPDOfVkEQDgOHn8S+7YVSHqWPThwUPmqpgP2MXUZGBhqNhk8++QSTySSJFYkDz+7ubl5//XU8PDz4/PPPaWlpob+/nyCDJ7puHeV3bpI6PB03pQq52Y1+hZYtW7Zw8+ZNcnNzCQ4O5uOPP+batWuSKqnYb7l161a8vLzw8/NDp9M5SNLbIw60J8weQVHxddrb2vH3CcLQa8TXI5Be/zs264mG5B0dHdIAVa1WP/Wg9X5Bi1KpZPVq2wS/vaoi3JPAt5autz4fXn31VakM+fruTvxCvJmTu+SRs3lPipSUFHbt2iWJY0RHR6PVatm0aRPu7u6S32ZqaipHjx6VSkqjoqLYt28fzc3NkuAVWMRU4uPj2blzJ/X19QAkJCTY+ARaM3/+fE6fPo2/vz8eHh5UV1ezYcMGKioqKCoqAmyz2vaD3Z6eHqfb2OMX4kFvp0GarADo15vwC3G0gnhQxMAfGFAszNkgfbDnY2NjmT9/voNwWXR0tEMQKp6TbgZ/9LeC6WzRkxSSS9rUqPued/cmc9ygy6JMrFTKKcqvQ6Yc+PiGosJs/fjMmTMOiuiDfgZx0wme83cO5ZwuXmwKCwsZM2bMgN+lW1Q0xtZWKdMKlh5XNyf2HS8D1qJGYtax4+AZ3l24nCPG89Tp6ojyiWJlysrnQoQJHt02paNZYykvtkLl6Unn3aZHOi69Xk/cyFG881c/lProxQm+2NhYB0EtsNxPRRFLX19fGhoa+PrrrzGZTDbWgOBoaejMUuZxM1Q9gOjUNJJmv3rfMuYH3a8LF88zzyxofZo8D/Yk9jN2Go0Go9HI2rVrKS4u5sqVK4wePRqdTsfatWtpaGigoKCA1NRU4uLipJ7KlOgMjp8+THrSdHy8/DCbzCDIaTaU84+r3pNUVf38/Ghvb+cPf/gDeXl5lJaWMmzYMIKCgli3bp1kfm6fdYuMjLSx2oF7A8uIxABSpg4jyBjM9bJLeI5VETlBha8u2mY9EX9/fylwOXHiBGfOnKG9vZ2uri6mT58ueaPOnz+fgIAAPv/c0rsTHh7O/PnzKS0t5cyZMyiVSnJzc1Gr1Q5WA4PxJIMWa+5Xhvy8oVQqefPNN5HL5VJP60D+fAkJCZLXcFBQkE3gHhcXR/2tdvZ+/CX0uRMkJPDln04ya27OoEGrh4cHS5cuZc+ePSxbtgyVSsXWrVupqKiwsVEaCM8/lwxu3bpVmnBxRlpuFAVf3Aaw6SHPzH30gYePjw+BgYFs3LgRhULxWMrevb29SUpKcvBlHIiHPe/EyZwAZRDXyy6g6+lE4Sa3TOYMoqnyoCrMI0Y4KqLfD2flnGLm1sXTQxAE8vLyBrWcGcjOxdqGJjw8XLI9GzduHDdu3JB627du3cpbb71F4He+Q/Mv/xMTSD2tQm8Pgd/54bN6+0+UgbKOvRfL+fWPf/0sD21QHsU25VHKiwdCEAQHD3BrBgpGZTIZkZGRHDt2jIyMDAoKCli0aJHUw2yNffuP0WiUrJjKy8uJiYl5YayYYmNjUalUZGZmSsKUoriZCxcvCi910NrX18eePXtQKpWMHz9eUrATBIHe3t4BezrT09PZv38/HR0d+Pv7SyIvZ86ceWDhFRH7GTuj0Uh8fDxgyUJWVlYCloBNLpejVqtpa2sjNjaWmpoa/vSnP6FUKpk1axYxo4Lx8FHS09mPUqVgwrzhnN+0h7/5m79BJpMRERFBeHg4V69e5Uc/+hFgKWHU6x3LIu2zbnK5HB8fH3p7e9m5c6cklCQSHOHDkiWTCBln4Nati2iqBx6w+/r6olar2bRpE6GhocyePRsvLy9CQkL45ptvWL9+PXq9nv3795OZmSkF54IgIAgCp06dYv369bi5uSEIAmfPnnWwGhhs5vNJBi3WPMneySfF9u3bMRgMBAUFST/61ty9e5e8vLxBBbHEoKn0VjHzspcRGR7Fl+d7eGXqYiIigu9rrbRu3ToAKdv9r//6ryxYsIDS0lJWrVolrWftGZiRkcHJkycdMuTOsO4h72zR4xfiQWbu/TOR98PaJsG+VMz6WMX3b73+/Z4P845jWL+SzhY9vQYP6oe1DziweNjz7t5kjjuvTLFcu4ZeI55+KlZYTUo4O9akpCQHWxzrLLD1pEZOTo5D0G19r3C2nbNyThdPn9LSUry9vVm0aNGgljPOsLahWb9+PWq1WmpVuXPnDm1tbZjNZoKCglAoFHhnTiTsJz+lfft2+uvqcIuKIvA7P8Q78/nIMj5unlTW8XnmcfVg2vvAjh071sYD3DpwHSwYTUtLY8uWLSxfvpyuri6HHmYR+/af0NBQ6bo4efIk+fn5L4wVU39/Pzt37iQzM5Pi4mLS0lylxC5ePF7aoFUMWGfNmkVJSYnNc6tXr+bUqVMD9nTW19cjk8lYu3Ytp0+fxmQyodPpqKqqemDhFRH7GbuKigrOnj0LQFNTE4GBlh+x5uZmzGaztEwUnpgxYwYffPABAKMzklm71pIp06mzyJ6XyZ2WRaxYsQKVSoXJZEKhULBs2TKbZadPn0apVGI2m22yz/ZZN7lcLt2IwbnReFZW1oAD9u5mAY/mBHb+v0v4BAUzd+Y42g31XLt2DZVKRWhoKCdPnpR+CAApON+9ezeJiYkkJCQQEBCAm5ulvFcmk9HW1iYNmCMiImhraxs0aL1f0PK4ymWeZO/kk2LNmjUYjUZ27drFJ598Ik3YFBYWSoq/06dP58SJE5JSbGJioo16rKxRTU+nni69luMXDjAqIQOFwlJm2qdsd+gnys/Pp7OzE61WS0BAAIsWLaK9vZ3du3dLWUawDJjDwsKcCl5oKju4eLCSlvO++IV42KhBOyNyRCARSQEvRFnUQJnTwPEmp+uL552upxNdTxfqkMghnXdPazLngag+Y/Fkba+BwFjI/K7Ln/UZ4iyDJfag219L9n3NUp+yk2suLS2N4uJizGYzo0ePlpZ7Z058aYNUe55E1vF551HLi0XsfWDd3d3p6upi8+bNqFQqm15jZ4JaIjKZjNGjRyOXy532MCeEBXNt3+cUNGvwD1Mz88/HeubMGanlabDrwvoaUCgUpKens2fPHvz9/Zk5cyatra3s3bsXsJQ4i0Gr2MImBqETJkxApVKhUqmoqakZsIwZLIKI9uMj6326ubnh7e1NR0cH9fX193VocOHieeSlDVpLSkrIyMggLCzMJmgVbzhi36Wzns729nZJGXXYsGHU1dXZKK4+iPCKiDPBHoVCwSeffILRaGTFihUYDAa8vb357LPP6OnpYdmyZdTX13P8+HFMJtOgs9szZsxgx44dCIKAp6cnb775psOy8PBwG7N3sS/xflm3B8F+4H3h6hnyvtQQkepDZHwoc+bMobe3l8jISJvePWtVyA8++IAxY8bQ0dFBeXk5ly5dwmw2c/nyZa5evUp0dLTk33o/i45WfS118ovIwmVkL1iAWh3IRx99JAnczJ0795HeLzy9MuTHTWlpqcOEjaj4K5PJ2Lp1q41SbEJCgo167A/f/Dfm5y7ldkMxsycvpqm1nor6mxw5IadOrmby5MlcuXKFP/zhD/zqV7/iyJEjyOVypk2bRltbG2VlZWzcuJGoqCiysrL493//d2lm+e7du6SmpqLVarl79y69vb24C370VHnT1NTE3dZj9N8w0tI4g8Qsf3poZebMmVLJeVxcHPv27ZMCcJPJJPnI1tfXDypU9KwYKHPa22Vwur543nX3dtHUWo86JHJI592TykA/NNVn4Og/g8obfMKgu8XyeO5/uALXZ0RISIhNBksQBPr6+oB7QaogCBiNRknkT8Q+WBXbTeRyOXFxcZw5cwZBEAYtfX+Z+bYqvz5KebGIu7s777zzjs0ysWJNZFbmeA7+7pd0NGuIDFMzLnk60UuXSs/X1NTw5ZdfstRqmTXOeo5FpeOhXBdgew2IEzRjx44lLy+P+vp6goODHXr3L1++LG0nl8sJCAigoKCAlJQUwHnm2LqVKzAwkMbGRsLCwiQf8ZaWFptjSUtL4+jRo0RGRr4QE7kuXNjz0gat6enpdHZ2UlpaarPc/kJ11tMZEBBAVVUVABqNxmY9eDDhFevn7Mv87Pv3vLy8HAbT9n2E4LysLjIyUiq3FLFflp+fz+TJk5k8ebLNetZZ1UfFfuCdOXY6hl4jhZUF9EX08fHHH+Pj4+PQuydaCojBuUwmY/r06ezatYvq6mp+9rOfsWjRIqnsxWg0smrVqkEtOubOncuFCxfYsGEDXV1dHD58mNWrV9PT00N2drZTG5eH4bnMXA0Be+sb8a9cLqe7u9tBKdZ+GW5GDL1Gm32aTGbmzVxMd+AtPv74Y0aNGkVfXx9dXV3MmTOH2NhYyf5GXP6DH/wANzc3/Pz88Pf3JzExkezsbOkaM5vN7NixA2VTNP1uHcgUAjMzX6O6oZw7zbcxnY8kerJj36MYgANS/11DQ4MkFvW8UX67kpq7lgk2Q38fsRGJyOUKYqP8nVpZKfHGwxBPaXkxbbpmNM0NTB8zf0jnnahi/lxw8Y+WgNXd1/JY/Hvxj66g9RmRnJxMWVmZlMFyZjkzVDsX+4nS8PDwb7XI1uPKOrpwZLCAU/x8Y2Njeffddwfcx2BKx6/97U+l66K8vJz169e/UFZM8fHx7N2716ngpAsXLwIvbdAqk8l47bXX+OKLL+jp6SEmJsbpes56OqOiorh8+TJbt24lICAAf39/fHx8iIuLe6zCK4Oh0Wik2bKBEMUv7redqGzb69fDkT8W3bek8lEYqFR2VNQUVvzAtvzLviTHPjgfOXIknp6eVFRUEBcXR35+Pn19fQQHBw/JGqWnpwd/f38UCgUBAQFST6+3t/djC1jhOcxcDYK1srazCRuZTIZWq+X48eOSt+67774rlSVZq8fOnNTC+b2VmAyWTHm/3oS7mxdpuVF8svcwCxcuJCsriytXrtDa2kp+fj4+Pj6oVCpJ3CkqKgqNRkNkZCTV1dVcv36d7u5u8vLypAmXo0ePkpGRQdFeHUp3HUF+lu8+0C8YTUstXe19gErq8xEHw2IArtPp8Pf3l3rFn1d8A90xNZiZNXUhxeVXLJmsPjMKK0VfeyurEWOD6WUMFRWVTJ2U9USv7SdGe40lw2qNytuy3MUzQSaTsXjxYptl9sHpQHYu9v+fPHkyaXIF7R/+kaq6WlrMZia+M3DQ8G3gcWQdXTjyOKx1Bus5tr4u8vPzSUxMfKGsmMBSbfg8/w66cDEYL2XQai1sIpagWj8HDNrTCY43EBi8j3MgYZWHRa1WO9xY7teDKQiCw3bW5bryQNkTV7Z92FJZe5sia1rrdOz734scyz/JojnL8R3ez12dxWZnoEx3cXExY8aMQavVYjKZ6OrqkmYnn8QM/3OVuRoi9hM2Yl8N3FOKfe+991AqlYSGhkqKhtbqsdOWT+V2UwRfnjlETHQUUX/+HOLj4zl69Cjt7e3SvmNiYpg5cybXrl2TSgpHjRrFkSNHpGBWfG2x1OrGjRuoVCpGjhxJzeki2qtNtHdZtm3vbMFD4UNQmB9dXZZjb25ulrLH4vfs5eVFR0cHgiBI1RLPI8mTh1FeEWARRXL3xthnor/fiMLdcn3ExcXR09PDoUOH0Ov1aLVaMjIyyFmdQnSlipkzLYOyLVu2SIHtC0FgrKUkWMywAhi6LcsfM4Ig8Omnn9Lc3ExWVhYTJkx47K/hwpbui5do/uV/IvP04kKfgfaODpSbN9EdFvat6WN18XR4HCJXL2PPcW1JEefz9vLlqdOkpaZSWzLONWni4oXkpQxanTFYUDRQT+e1a9ekma2BBoJiFlPMsD1opkM0y05KSpLK/sLDwxk1apR0vO+//z7h4eGEhYURFhbGyZMniYiIkHoZrKXSs7KypO2uXr3Ktv85SH+vkUnp2fjx5JVtH3eprKayg+JT9aSnROLp7c7hE3vwORtAQmbwfbeVy+VkZmZKZcgueXcL1v7AS5cuZe/evZw7d46kpCR+8IMfSMGrKMb09ttvs2/fPtra2uju7sbHx4e+vj60Wi0RSQG887Ml/OlPf6KpqZERkcORy+XIZDKCgoLo6enB29ub0tJSvv76a0pLS5kwYQLjxo3j6NGjaDQalixZQlZWFmVlZfj6+jJ8+HC2b9/O6NGj+eijjzAYDGzfvp2ZU1+lv1/JjdLLVNaVYjIKzBq/lDs912g8UUNXV5fkKWuNXC4nPT1d6p99XoM59XB/0rKj8OxToa824uYjkDg+CEFmoqioiNzcXIqKikhJSSE9PZ3du3cDtn1N9qI4LwSZ37X0sIIlw2rotvyb8U+Db/cQiJ7VM2bMsLH1cvHkaN++HZmnFwofH6b5+EBUFCadjvbt211Bq4vHyuMIOF+2nmPrkul5WdMw9PY6lEy7cPGi8K0JWgfDWU+nIAg2QaszHqc/p33Zn7W4RWdnJ++88w4qlYqNGzeyfv16ent7bdR3Ran06upqAHp6eigrK2PyiHkoPc1cKPqaaUkWL84nqWz7qKWyu3btQqfToVQqWbFiBdpyOU3ttVy5pSc8OAIPlSe3q77h+tk2KuZWsGHDBurq6jh06BDBwcF8+OGHfO973yM7O5vi4mK0Wi2Kfi+GKdI4vbkOD0dTJgAAIABJREFUv5AW5uY6F2D4tmDtD/xf//VfREdHk5OTg7+/P1VVVQQHDz4h4O3tzfLlyzlw4ABNTU0EBwfz9ttvS8bu/f39JCcn4+fnx/z588nLyyMkJIR3332Xbdu2sXjxYpoquxjtN5fY/j72bTxKdFAyS5YswWw2k5KSwowZM5gwYQJjx47Fzc2NyspKqqqqmJGdwc3a80waMRd1VAjlXef5wbvv4OnpyW9/+1sbmx3r/2dkZDBhwgTq6uq4du3aE/tsH5Tq6mrOnj0rKYanpqbi6dWGXlOBzmhE2R7KhSMXAPjiiy9YunQp//d//8f7778PWK77MWPG8C//8i8cOXJEqhA5ceKEjU9gZWXlkHw2h+In+NiJm24RXbJWD57xT0+kn/XLL7+kqqqKkpISUlNT+eabbwCLorzoC61SqZg6daqDtY+Lh6O/rhZFcIjNMrmXF/1/tuRw4eJx8TgCzpet5/hxlEy7cPG88K0KWpuamvj000/p7e1l+fLl7N27V8psLliwgOrqasnHNSMjg6amJrZs2WJTEtzd3c2BAwfo6+vjzpVu0mInU1p7je7eLnr03bjLPfHL9yQ4xtPB6Fmv1zssE7Ev+xNFaMCi5GhdOilKoHtZzSaKsuYi7e3taDQa6m5XYOg1olTdyy49bmVbMQt96tQpYmJi8PLzImxCP/MyHnwWfcmSJbi5uXH16lWKi4vpbDHTZ+ph4uhs3JRuGE39DI9KRtuq4+zZsyQkJHDq1ClWrVqFh4cHv/vd76R9hYaGMj4li/f++X/IyojD28/riZdHvwiIythqtZrMzEz6+/vRarXU19cTFBR036DVXoFbq9Vy9OhR+vv7aW1tpbu722Y9X19fm/9XFDVyfv9tiisvgsJMu7adk58VETnBjZBoH5vXKigooLKyErPZTEhICJEjApnwShJvv2MRvdi06ZLko2x/3NZVEPUdZQgBWvxCPQZUjXxWWE8itLa20tnZyc9//nPu3r3L+fPniY+Px2AwsGzZMnp6ehg7diwrV6608TgeNWoUf/u3f4tKpaK8vNzGJzAjI2NAP0FrTCbTkPwEH2c/uETc9KciuiRW2gwfPpzGxkabyZdvvvmGN954g4CAgBczY/2c4hYVjbG1FYXPvWvb3NOD2yB2ZS5cPAyPK+B8mXqOv42+wC5eXr5VQSvc82htbGx0mtk0mUxSg3x4eLjUSH/69GkAzpw5w/Tp04mOjuZfTv0v2l6LtY2vtz9Txs7kQtHXVFXU4Hul08Houaamxqn5M+BQ9hcXF0dlZSVg24MpCAIGgwG9Xk9PT4+03JkqcmRkJCsWvELBF7eRKwFaMfQan7iyrbN+3KFgNps5duwYzc3N9PX1kZKSgl9IMN7ufrgpLeJOjXdruXnrOm4eCoYHW27EfX190kDaOtgPCwuj6HgdPt6+oDRZAv4nXB79IiAqYjc1NREQEIDZbOb111/n+PHjQ9re/ly7dOkS06dPJy4ujk2bNjldz/r/3xQ0UK0pZczI8YQHR3Ls3D7cVApuX26yCVp7enqorq5mw4YNVFRUUFRU5LAvDw8POjs78fDwkHzpwLEKIk41kn6DiWnZSQQHP1/fu/UkwvHjx5HL5WzZsgUAHx8fG49BcTLqd7/8/6grbadX109AZxEKo6c0sQXOvTLv57M5VD/BJxK0PgPsJ1+ys7M5deoUZrOZrKys+07euBgagd/5Ds2//E9MWDKs5p4ehN4eAr/zw2d9aC5eQl6mgPNx8DL26Lr49vKtClrtByk7d+6UMkVdXV3AvQHkQLS0tPDVV18hk8noNNylq9Ny4Qf+WdHU1z0Q3PucGj0PZP4M96TI7S167Jk+fTqbN29m2LBhkmquM7y9vUlKSuJYwT608h76m71IignH0081pHLdY8eOkZ6eTldXF19++SXf//732bt3LxMnTuSrr77CZDKRkZHhtHzaun/4/fffR61Wo9FoJO/UEydOUFNTI6nTiiWNGo0GHx8f1q9fz5UrV+jq6iItN4r9RwQMvUbcPBTcKL3C9DGvMmlJPEdO7QGQDMbtAxeZTEZnix6Fm20P45Msj34RsPYHXrJkyf/P3pvHRXme+//vWYBhhn1HkUURN0BEMbgh0RjXJFajcYmIJk1y+mtPl6Snza/tOT3nmLbpyXm1pydNc9IoKi4Y4742RqWKcUEURRE3REBkZ1hm2Gb5/kHnyQw7iqJyv/8B7rmf57lnGIbnc1/X9bnYtm0bRUVFODg4PNCNelhYGAcPHsTb2xuFQtHl/NqKBgIDQjh/NQ1XJ3cUMjlKBwW6Ett+pI6OLUJsw4YNkrlSa+Li4ti6dSuenp5SxBU67nnaV5sVnZUaWG8ijB49Gr1ez4ABAxg9ejQmk4nDhw9L9Zdubm44ylzxMIUTHK5Abg/1NU3czijl3o0q6bm1J0y76rPZ3X6Czwqtn4urqysvv/wyBQUFnD59ut36aEHP0YyPwednP6dq82aaCwuxCwjAffk/i3rWdujMe8NCQ0MDd+7cYcSIEQA2af4CQWuetRpdQf+mX4lW65sUvV7fxtCk9Zz28PT0JDIykgEDBjBjYhUnv7jOzXuVVFWX4+08kIqqMuIXzKBJWdOm0XNtbW27zZ+hRSx/73vfs7mWxYHY+h/SsGHD2vR3tXY6Dg4Oxq7JlcOfZVFTbsDfaxwvLmgRqampqcQv6d4O5KBBg8jPz6eurg5nZ2caGxvR6XQcP36cpUuXYm9vT3JyMpGRkZ2ep66ujpdeeomioiIyMzOZNGkS9+/fZ9WqVVy5coVbt25Jc318fCgsLGTTpk24uLjg4uLCwDB3Qse1iO2a8gaCg4ZQwFlc86ukCFRcXBxbtmzBw8PDRrhAi5ux8Yat4Upvp0c/TbTnbP3222+3mWepB7W89yzvMetIdnx8vPR9a9t/a3du63nz58/ncGkW9TVNzI37tjddU72ByMhIoqMjbK6/bNmyNmtbvXq1TepvkNdEIiJtN2I6ar30ODYr2nP57ky0Wm8iLF68mPPnz/Pxxx8zceJERo8ejaOjI5WVlXzxxRe89NJLGMqdOHHzAHb2Cnw9BxIxdBwKpbxTQd6dPpvd7SdoHdF9lkhNTaWwsJCmpiZmzpzZ18t5ptCMjxEitZdoaGjg2rVrkmh9VBQUFHD48GHs7e2JjIzk8uXLqNVqKioqmDp1KufPn6e5uZnXX3+doqIiSWxnZmYC7bdb6QqLMaWlpCEoKIisrCwqKiqws7Nr0yamP3H37l3+/Oc/8/vf/77NY1qtlrS0tHY32jpKmd7x1VGiSits/j+3x7Zt2xg6dGin7RcFgsdFvxKt1shkMr755ptOI5sDBw4kJSWFCRMmSGNTpkxh3759NDY2IpPJGDtzCvkpdpQWl1NafYiRscHETI2goaGhTaNnLy+vLps/PyydmUP1hMDAQL766ivMZjMRERFcv34djUbD7du32bp1K9Ai/C31ix3h4eGBUqmUotvV1dVSxNvPz08SrZ21CXr3//+B1U9tb3wGDBjA22+/TVNTE8nJycC3Qskhvoqa8inYyRRSL9FHnR4taBsNsBZtD+sw3R0DtAdtvfSgWNfDDxkyhKtXrwIwe/ZsioqKpPr42bNnU11dzalTpzCZTAwZMgRvb2/KylrKDA4cOMDEiRMJDQ1FJpOhVCqRy+U2ZnE+6hCCp4TZCONZcQskQd5en8D2+gm212ezO/0EH4bdu3cTFxdns/nxOI61YN2azILls+Jh25QJBL2Btbv74sWLOXfuHHfu3JF6hGZkZHD79m3Wr1/PokWLaGxsZNeuXVI2k0ql4tixYyxYsIC8vDzy8vKIj49vN+vpwoULksicPXu2TabZzZs3mTFjBsHBwVRVVXH27Fmp9j4zM5MVK1Zw8uRJbt++jaOj4yN5LRoaGtBoNLz88suizrwTqqurOXHiRIfZIe2mTH/VvXKg1157retJAsFjot+IVmtRZNkBtBaj1vMszJw5k5ycHHx8fEhMTCQ1NZXAwECWLFlic0yZ7i6BgfE25iYqlapNo+f2xh5kN7IzOkuLVIV1/zwajYa6ujpcXFwIDAwkJSWFcePGodPpWLx4Mfb29hiNxi7TQdtLwbPcoPdWz8z8/HyOHz9OU1MTwwOj/hFl/rYF0cO4GQsejNbRAGvR2pnDdFe9iKF7qb+93XqpOxiNRhYsWMCePXtYtWqVZJS0ZMkSLl26RGJiImazmUOHDrFy5UrMZjN/+MMfCA0NRa1Ws2zZMun5+/n5STX3qampNtd51IK8IDuLi4f3U11ajKuP31PnnNmd95A1Z3Ir2Hg6j/xKPYEeahImBBM7WNSzCvoGa2O2c+fOUVNTQ2JiImVlZZw8eZIpU6ZQXV0tbb60zmaKjY1t97yt58XFxXH9+vU2n1UWYmJiOHHiBBcuXOC5557D29sbmUzWxlivvr7eRrT29O+vI8xmMxUVFVIbwmepNKE1aWlpUpaLwWDgww8/5OOPPyYvLw9HR0c++OADaW56ejpff/0177//PuXl5fznf/4nAQEBXL16lTfffJPf/OY3HDlyhK+//hqAH/7wh0RFRbFhwwaOHTuGnZ0dP/3pT4EWN/UtW7bg7e3NBx98wB//+EfKysooKyuzGYuKiiIuLo5f/epX3L9/HwcHB8nBXiB4nPQb0fqgWETrg+wkWnYGrT9sH7ava1d0lhbZE9EKLSYwPj4+uLm5odPpGDRoEP7+/mzduhWz2Yyjo2OPd+GcnZ3x8/Nj3bp1eHt790rPzODgYFatWmUVgWtqE4Gb9dbTc9P9pGPdpqU70YDQ0ND2I40KE1MXTyU0NJTPP/8cvxt+2NnZ4e7uzuXLl1EqlcycObNNnXl3Un8ftvXSg+Dv7y8ZJVm3o7JGr9dTVlbGxo0bgZa63VdeeYXTp0+zY8cOBgwY0O5mmjWPUpBb9/TTuLmjr9b2qKdf65TCqqoq7ty5g1KplD4rzp49y/379xk8eDDx8fEUFxdz4MABzGYz48ePJzIyst0xC83NzezZswedTodarWbBggVkZWVx8+ZNmpqamD59ereN4M7kVrBmfzZqeyXeTg6U1zaxZn82v5w3UghXQZ/QlTFba1pnM1ljHZ1sPa+rzyqVSsXcuXOpra1lz549Nt0KWgtIlUol+YKUlpZ26EHQFSqVStrMLi0tZfTo0RQWFhIWFtZrYvhJpbm5mc8++4xdu3aRnJxMQ0MD69at48svv2TLli3MnTsXaNlM+OyzzzCZTBw8eJC4uDjGjRtHWVkZv//97ykvL+fMmTOsXbsWrVbLr3/9a375y1+SlpbG2rVrUSqVmEwmDh06RFBQEB988AHvvPMOWq0WoN0xgIMHD+Lm5sYHH3wgelwL+oxnVrR2dfOUkpIiRTIsPQp3796Ng4ODdEM1ZswYbt26RVlZGSNHjgTgypUrpKWl4ebmxssvv0x1dTV3797l9u3bFBUVMXnyZFJTUyVzp2nTpnHkyBEcHBwozC3Fs2EU7q7uFFXf4kTmNfYcNvHdnywnenLv1Kd0HoXpPJW3NdatQd59913p+5UrV9rMs6QgWtdGtK7HdXNzI2bkVA5/loW2VMMAnxjsZDXYu/Xeh9+TZr7zLNPTaMCNGzfajTRu2rSJ0NBQ9Ho9cXFxuLi4kJyczMqVK7Gzs2s3Jay7kcaBYe6P9fcuk8m+de1evBhoib5ao1ar8fX15fXXX0cul2M0GjEajUyYMAGZTEZycjIRERHI5XJMJlO7mzqPUpA/bE8/65TC+/fvk5ubyxtvvGHzewwODmb27Nn89a9/JT4+nuPHj7Nw4UKcnZ1Zt24do0aNanfMwoULFxg2bBgRERGkp6eTnZ0NtNzwLlq0qEfPd+PpPNT2SpxVLe8ly9eNp/OEaBX0Ce0Zs82ZMwdo+TzR6XQ2oqE9AVlXVwe0CL+O5nX1WZWRkcG1a9doampi1KhRNudqja+vL7W1tWzevPmhUoVDQkI4deoURUVFyOVyyWQxKSkJe3v7NplqzxKWTL2RI0eyadMmKdU3IiJC2uS0MGLECM6ePcvZs2f58MMPJTM9aNlULigo4K233pLG7t69y+DBg1EqWz7fLP9XLCUj7u7uVFdXdzgGLRltls3D3gg2CAQPwjMrWrtz89QerW+oQkNDpTqq1NRUvL29efnll6WdsLS0NOLj4wkKCiI5OZnRo0cDLYZN8+fPR6vVUldXR0JCApv/6yg5964Q7RFLUeldZsUtoK5Wxxcb9vWaaO0sCnOzqKKLox8d1nWIN4svUpJ1H5PRzI9/+VbXB3eCtXFDX5rv9Dd6Gg2w0DrSqNPpMJvNaDQaqZVKfHw8Bw4cQKFQ8Pzzz7c5X1+k/nYXi2t3UlISMpmMkJAQpk6diqurK9u2bWP69OlMmDBBev7e3t7ExsayZ88eTCYT7u7uaDQawsLCSElJ6dD84lEJ8oft6WedUujj49Nuap8ltdDOruVvtb6+Hjc3N6DlRkmn07U7ZqG8vJyioiIyMjIwGAyEh4ejUqna9KruDvmVerydHGzGNA4K8iv1HRwhEDxa2jNms3y2RkREMGbMGOrr6yVjttaoVCpcXV3ZuHEjHh4eHX4ed/RZZSE2NrbdVGPrUqtmv2ZSclL4cP+HBAQEsGT4EmL8Htxwy8HBgTfeeEMqUUj7v29w9fHjhaesROFByMvLA1qy+6ZMmcLNmy3/47Kyshg4cKDN3JdeeomPP/4YtVqNk5MTWq1W2nQIDAwkJCSEP/zhD0CLwZ5Wq5X6nVs2RKF98dmRIA0ODubKlSvMnDmzww1VgeBR88yK1u7cPFmwFrKtb6haY13LYUmxsdzAW9IDAZsbKF9fX+RyOcomJ+qba6nT11BVU87Rs3sxm6Gpwdj2Qg9IZ1GYm0W9dpkeYx0FjR4xAUa0OMbePlfF0KjeERuP23ynP9PTaICF9iKNMpnM5u/Sz8+P+fPnk5WVRWZmJpMnT7Y5R1+k/naF9Y3cmDFj2jgFL1y4UPrey8tLan1loXXLCusbxs4iHL3Nw/b0ay+lcPz48UD75RJms5mMjAzq6+t56623qKqqQqPRoFKpuHDhAo6OjtKYhW+++Ybly5dL2S9Go5FPPvmESZMmSWZN+fn50mZWZwR6qCmvbZIirAC6RiOBHupOjhIIHg3tGRLGxcURFxdnM2ZtzGadzWRxeX/llVfanNt63sDYgbyb+i6FtYUEhLQVm91xDr5RfoNrQdegBprLmqkIr+AX237BylErWf7Cg0dEH7ZE4WlFoVDwT//0TzQ3N/O73/2Ojz/+mFWrVuHo6MhvfvMbm6jn0KFDqaiokNz1/fz80Ol0/PjHP+ZXv/oV48ePZ/Xq1cjlciIiIvjhD3/I5MmTWbVqlU1Na0+YNWsWaWlprF69GpVKxSeffNJrz10g6C7PrGjt6ubJUoNhZ2cnpdJAW1FrvSvV3uPu7u7cv3+foKAg7t+/L13Del5paWlL/Z+9DpWdE06OLni6+TAleiZN9QbsnbrubdkTHndaZHfoKgpqMBjYvn07RqMRlUpFaGgo1dXVNnWSV65cwcfHh7CwMHJycqisrJTqbIxGIzlVJ7l+7j5qRzVTx8+kprqG05eOEzE5iP/7v29YunQpLi4u7N69m5qaGlxdXXF1de3S8l3Qlp5GAzqLNFpqdSzs378frVYr9ZFtjyfxPf6gPOo6957wsD39rFMKJ02aRElJiVRH1V79e11dHVFRUVKkPiYmRoqwHzx4EJPJJI1By2d3cHAwOTk5pKenAzB9+nSmTJnyQHVWCROCWbO/Jb1Y46BA12hE32QgYUIPDQAEgqeE9OJ0Pkr/CEelI16OXlTUV/BR+ke8F/OeJFy74xz82p9ew1BmwMXJhRpZDU72TqgUKg7nHWY5Dy5aH7ZE4Wll8ODBNmVYv/71r20ed3Nzs2l34+zszAsvvACAUqnk008/lR5bunQpS5cutTl+5cqVNqVd1q0Tf/vb3wLwox/9qNOx3/zmNz1+XgJBb/LMitaubp7Gjh3L1q1bCQwMtNnFb01oaCgHDhywqamyxrK7bzQaCQsLk1IcrdFoNKSkpHDfUEbogHDkJjv8vQI5dGInJqOZafPHA73rIvyk0VUUNCcnh0GDBjF58mT2799PY2NjmzrJuLg4jh07RlhYGFevXmXGjBnk5uYCLZsL/99PvkvpnTqSP91B3t27DBjkw6AIV97+4SqysrLIzs4mICAApVJJQkICaWlpGAyGPnk9nnb8/PyYNm2a9HNX0YCeRBqta6mfdbrTvudx0lFPv+7eLLZOKQwPD7d53HoTIjExkZ07d6LVavH19cVoNHL+/Hlqa2uZMmUKY8eOxWQyERwczPr161Gr1eTn5yOTyVCpVJzJzuWeYyjbd91Bl3WE3/78h5Cfb3O9yspKdu3ahUKhYMiQIUyZMsV2vYM9+eW8ka3cg8NEPavgmSUlJwVHpSNO9i1pw5avKTkpkmjtjnNwlbkKN5ObzblVShUl+ofrCvCwJQr9ge9973tERkY+lp7ZR9K2c/bADkxaPXI3Nc/NXciMyT3zDhAIeotnVrR2dfM0dOjQNjfOrW+ooKUo3pKG1tVcC60jdy4uLpIhjSWq4t80hGHTR/VpVOVx0lUdouXGFVoEUWNjI3l5eTZ1kq6urtTX16PX62loaLDZIGhubmbfvn3U1NTgNLiByZNDCA4ORna0GJlMhouLC5WVlW2uU1hY+BhfBUFHPEnRxsfJk2ge1m5Pv0eEZePjpZdeQqlUIpPJWL9+fZtaOp1OJxnnpaWl4RgYzqUrcqqzzzFi8ixKGoys2Z/NFPtarLdO8vLyGDt2LFFRUR36GcQO9hQiVdBvKKwtxMvRy2ZMY6ehsO7b/4XdcQ721fiirdeisdfQpG8CoKq8qtvO3R3xsCUKTyOTJ09uUwbTGY8rNfdI2nZOb96IWalAprHHWNfA6c0tWVJCuAr6AlFJ/Rjprzfm8G0doqOLPfqaZhxd7G2iSW5ubpLVfUlJiRQZSUxMJDExUYq+DRs2jP3799uktgDcunULT09PVq1aJfUGhfYdE62vI+g5wcHBNlHWh8USbayvsW1VdO9GVa9d40mlprwBO5VtecCTbh62e/duKisre/VYrVbL5s2bSUpKory83MZ4CVo2mCzGH2q1mu2XynB1ccVeZkQuk6FSylHbK0m9blv/O2rUKEpKStixYwe3bt16oDULBM8SAc4B6Jpt/750zToCnL71lsjIyCApKYktW7a0qbG1MCt4Fo3GRkwaE036Ji7/7TJ6nZ5ZwbMean1jZs2jubGBRr0es9lMo17foxIFQe9x9sAOzEoFcpUdMpkMucoOs1LB2QM7+nppgn7KMxtpfVJwc3NjwYIFT1waYF/QWR3i8OHD2b59O8nJydjb2zNo0CCampps6iTHjh3LyJEj+dvf/ibZwVsICAjg5MmTFBUV4eDggKdn+5GTgIAAzp8/z4YNG3B2dsbLy6vdeYLHx5MYbXxcCPOwFtLT05k8eTLBwcGsW7euTVTUevNJJpN16PqbW9doMyaXy5k5cyZGo5G1a9e2ya4RCPobS4Yv4aP0j4CWCKuuWUe9oZ4lw5dIc7rjHLz8heX4qOw5e2AHQ6rVyN28eiV19GFLFAS9h0mrR6axTUGWOSgxaYW7uqBvEKL1MdGfb8y7g6XWWC6Xs3//ftzd3YmMjGxTJwkwZMgQKV0pKurbWuC33367zVxLWnZwcDB2Ta4c/iyLhlJ/fH2GUG9XiLu7eO37mv7cquhJbN/TVY9rgLNnz0r9rOPj4ykuLubAgQOYzWbGjx9PZGRku2MWmpub2bNnD6WlpeTm5vLd736Xzz77jIaGBnQ6HRMnTmTv3r2YTCZGjRolGTFZsLj+WqNrNLYRstevX+fcuXM0NzfbXF8g6K/E+MXwXsx7pOSkUFhXSIDTg7WqKcjOonh/GqEOQdgHtZi2Fe9Po8Bj+EMLzMdZoiDoGLmbGmNdAzLVt/+fzY0GFG7CXV3QNwjR+pjozzfm3WXz5s00NTXh4eEhtSiypry8nL179zJ9+vQen9s60p119xTVWdXIURIdNa43li54CPpztPFJbN/TnR7XrftZHz9+nIULF+Ls7My6desYNWpUu2MWLly4wLBhw3j11VdJT0+nqamJxYsXU1BQwEsvvURubi5xcXHEx8djNpttIq2rV69mZG4Fa/Zn4zduFiazGf/xc9A3Gfi3HyTi4eGBh4eHNL+1n4FA0N+J8Yt5qH6q0H9dfvsTz81dyOnNGzE1tERYzY0GZAYjz81d2PXBAsEjQIjWx0R/vjHvLtZus+3h5eXVpp9ld7GOdE+MahG9TfUGrqUVEzTS+4HOKegdnsRo4+PkSWvf050e1637WdfX1+Pm1uIk6u7ujk6na3fMQnl5OUVFRWRkZGAwGAgPD0elUkn9rYOCgrh79y47duwgNDSU0aNH26yxK9ffM7kVrR4LFmZLAkEvIlx+n30sqd4W92CFcA8W9DFCtD4m+vuNeV8jIt1PLk9itLE/01WPa2hrcKZSqdBqtTg7O1NVVYVGo2l3zIKnpychISGSM7vRaCQrK0s6r9ls5vnnnwfg008/bSNaoWPX3zP/iMKq7ZV4OzlQXtvEmv3Z/HLeSCFcBYJeoj+6/PZHZkxeJESq4IlBiNbHhLgx71tEpPvJ5kmLNvZnuupx3R7PP/88O3bswGQyERMTg0KhaHfMwtixY9m3bx/p6ekAbVL+7927x9GjRzEajQwePLhH6994Og+1vRJnVcvfuuXrxtN5QrQ+JvLy8sjNze22y/jBgweZM2dOj+bu3r2buLg48vPzMZlMREdHA3D48GFefPFFyW3amnXr1rXJ1rGcLzMzk9GjR7fZkBG0z5hZ80jd+DnQEmFtqq8XLr8CgeCRIkTrY0TcmPcdItItEHSPrnpct9ej2t/fnzfeeMMr0cxqAAAgAElEQVRmXntj1sdaTNIsBAR8+7cYFBT0wKUAHTkL51cKx8snle4K1u7MnTWrZy1XLOfLzMwkMjJSiNZuIlx+BQLB40aIVkG/QES6BYInn96oRbU4C1sirNDiLBzoIRwvHzdpaWlcv34dpVLJ/PnzMZvNHDt2jAULFpCXl0deXh7x8fFSBHTXrl1otVpkMhmvv/46W7ZsISEhAYANGzbw+uuvs2HDBlavXk1mZiYjRoygoKCA06dPEx0dzZo1a7h+/TrTpk1jxowZpKamYjAYCAgI4IUXXqCxsZFdu3ZRXFzMd77zHfz8/Fi3bh0zZ86kuLiYDRs2EB0djclk4tKlSzQ1NTF9+nSGDBnSx6/kk4lw+RUIBI8TIVoF/QYR6RYInlx6qxY1YUIwa/ZnAy0RVl2jEX2TgYQJYY9q6YJ2qKuro7q6mjfeeIP8/HxOnjzJ5MmTO5xvNBqpqalh1apVkmO0RqOhuroas9mMq6urTYq5p6cnhYWFlJSUoFaryc/Pp7KykunTpzN79mz+8pe/sGLFCoYMGSLVYtfV1fHSSy9RVFREZmamFJUdOHAgfn5+JCQkIJfLaW5uZsyYMTQ0NLB9+3YhWgUCgeAJQIhWgUAgEHSb7tQr9rSmEXqvFrUrZ2HB40Gr1eLn5wfAgAEDSE1NtXncuoUSgEKhICoqip07d+Lq6sq0adMYMWIE2dnZmM1mRowYYTPf29ube/fuUV1dzdChQzl//jw1NTWkpaVhMpmorKxs43zt4eGBUqnExcWFhoaOTfhu3brF2bNnMZvNNq7XAoFAIOg7hGgVCAQCQZ/Tm7WoHTkLCx4fbm5ulJS0tD8pKirCw8MDlUpFXV0dAKWlpTbzTSYT4eHhjB49mn379nHv3j2GDh1KSkoKMplMcrC2oFKpqKqqQi6X4+fnx5kzZ4iIiMDV1ZWEhAQOHTpEYWEhgwcPliK3ndWryuVyTCYTcrmctLQ0EhMTMRqNrF27tpdfGcHTQnFxMUVFRZLJl0Ag6FuEaBUIBAJBjygpKWHLli3U19ezYsUK9u7dS21tLc7OzjYGS/X19Wzbtg0AX19fZs+ezY0bNzh16hQmk4mpU6eiUqnIzs4m0MOT4ooaqq6dZvBzMwBRi/o04+TkhLu7O2vXrkWhUDB//nxUKhWurq5s3LgRDw8PnJycpPlNTU1s3boVk8mEg4MDvr6+2NnZ4ejoiFwuR6lse7ui0WhQq9U4OzujVCoJCgpi//79mEwmhg4dyqlTpzhx4gSDBg1q41DdmrCwMFJSUoiOjiYsLIykpCQGDhyISiUc5vsrfn5+UraAQCDoe4RoFQgEAkGPWbZsGSdOnCA7Oxtvb29effVV6WeLGLl//z7BwcHEx8djNpsxm8188803rFy5ErPZzKZNm1i5ciVHjx5lxeRofvqXXWi8AjGZzaIW9SkmODiY4OBgAKZMmWLz2CuvvNJmvsUpetWqVW0ee/XVV9uda3Gi1p1Lp2rDRhYUFmCXX8CMt95GMz6m3WtbjnVzc5OOt4zFxsYSIVdQ9X+f4VhYwJCAQbhHjUEzd273n7jgqSEzM1NqlZSamkpwcDCnT5/GbDZLm3FFRUXk5ubi5eVFY2MjMTExlJSUcP78eZu+0wKB4PHQtpGZQCAQCASd4OPjA4CLiwtarRZ/f3+gpXaxsrJSmhcUFITZbGbHjh1cvnwZvV5PWVkZGzduJDk5mbq6OsxmM4GBgQy00zMjwERwaChldY14Odv32IRJ0L/QnUun9MPfYaioQOHphaGigtIPf4fuXHqfnkvw9LJs2TKGDh1Kbm6uNDZs2DBu3LgBwLVr1xg5cmRfLU8g6NeISKtAIBAIeoR1baCdnR33798nLCxMql20YDabef755wH49NNPiYyMxNfXl9dffx25XI7RaEQmkxEZGcnXX39N+CAv/m1hbJvrCfonWq2WqqoqQkJC2n28avNmZI5qFP+I7CucnDD+Y9wSbQWkljqd0d1zCZ49LKZg1ptxDQ0NUmq4g4MDCoUCvV7P3bt3iYuL4+7du322XoGgvyJEq0AgEDwgD+KS+6yhUqnIzc0lKSkJJycnJk2aREFBAQD37t3j6NGjGI1GBg8ejEwmY8KECWzcuBFocYCdO3cunp6eVFdXExcX15dPRfCEodVquXPnToeitbmwAIWnl82YXK2mubCwx9fqzXMJnnxUKpVkFFZaWkpISEinRl3Dhw/n1KlTeHp6IpeLJEWBoC8QolUgEAgE3ca6XjEqKgqAsWPHdjindYRr6NChDB06FGjpzfq9zRnkV+ppyC5h1PMeCAQWMjIyyM/Pp6CgAB8fH4qLi3FwcGDBggU0NDSwq6YWZUkJDQolswcPxs3BgcuFBeQ0NeOxbh2zZ8+WUtcBDh06xKBBg/Dy8uLQoUMYjUaGDRvGlClTsAsY1JIabGUOZdLrsQsI6IunLnjEhISEcOrUKYqKirolQocPH86BAwdYsmTJY1idQCBoDyFaBQJBv8NsNrNv3z4qKiqws7Nj4sSJHDt2DIBp06YxePBgTp48ya1btzAYDMybNw9/f3/y8/M5cuQICoWCcePG4eTk1MZJ197evo+f3dPBmdwK1uzPRm2vpCbrOEpXX3576Dq/VChEHasAaNkMcXd3Z9iwYZw/f55Vq1Zx+fJlzp8/T3h4OOao0cy9fZtS4HxREbHu7twuL+ed//0YRWQEe/bskUTGoUOHCAgIIDw8nObmZhITE5HJZKxfv57Y2Fjcly+n9MPfYaQlwmrS6zHX63Ff/s99+hoIHg0ODg688cYbNmOtN+Osx1QqFb/4xS8e1/IEAkE7CNEqEAj6HTk5OWg0Gl5++WXMZjNJSUmsWLECgE2bNjF48GBiY2OZMmUKlZWVHD9+nIULF/L111+zdOlS1Go1ZrNZqmuyOOnm5uYyfPjwvnxqTw0bT+ehtlfirFLiPHE2ALUNBjaezhOiVWBDVVWVjdlXXl4eAIHjx+O3aDGK5GS+OX2auoAAGiZN4str2XAtWzq+oqICpVLJrFmzgJa047/97W80NzdTUVGBTqfDbXwMPj/7OVWbN9NcWIhdQADuy/9Z1LP2cwqys7h4eD/VpcW4+vgxZtY8Bo2M6OtlCQT9EiFaBQJBv6OiooJBgwYB35oKOTg42Px86dIlsrKy2tQ5qdVqm3mtzTsE3SO/Uo+3k4PNmMZBQX6lvo9WJHjSkMvlmEwm3N3duX37NoCN2VdpaSmOCxdiN3AAYRcuMHLaNO4cOMDixYsBMBqNAHh6ehIeHs6RI0d48cUXSU9PZ/LkyQQHB7Nu3TrpeprxMZ2K1PbapJw5c0ZqkzJu3DguXryIUqlkwIAB1NbWsmPHDkwmE76+vsydO5eCggIOHz6Mvb09kZGRBAUFsWvXLhQKBUOGDGnTpkfQdxRkZ5G68XPsHFRo3NzRV2tJ3fg58Qlv9vXSBIJ+iagmFwgE/Q4vLy8K/2GwYukf2tjYSGNjo+QkmZ6eTmJiIi+99JJ0nEwmQ6/XS8dZxgQ9J9BDja7RaDOmazQS6KHuoxUJnjR8fHwoKCjgm2++QalUsm7dOrKyshg3bhwAGo2GlJQUDh06xKRJk9BoNAwdOpSkpCTWr19PWlqadK7o6GgcHR1JS0sjLCyMgwcPsn37dhQKxUOt0Ww2s3TpUoYOHcq9e/dYuXIlLi4uVFZWolarSUhIYPXq1TQ2NlJRUcHNmzeZMWMGK1euJCoqiry8PMaOHUtiYiKTJ09+qLX0Jnl5eVLJRE9Yv349JpOJzMxMioqKHsHKHh8XD+/HzkGFg1qNTCbDQa3GzkHFxcP7+3ppAkG/RERaBQJBv2PYsGFcv36dpKQk7O3tmTp1KsnJyTYtWgYOHEhSUhJBQUHScdOnT2fr1q02Na2CByNhQjBr9rekcGocFOgajeibDCRMCOvjlQkeNw0NDdy5c4cRI0bYjKtUKlatWgXAxYsXmTt3rs0xLi4uLFiwwOaYMWPGMGbMGOlnrVYr/U1PmTIF3bl0qv73Y2YXFmAXMAj35cvRuLn1eM2t26Q4OztLWRjOzs4UFRWh1+s5cOAADQ0NaLVaamtriYmJ4cSJE1y4cIHnnnuOUaNGkZqayo4dO4iMjJRMyh4VD+p4vn79ehISErh8+TI+Pj4MGDCgzRzLawK2daFPK9WlxWjc3G3G7B0dqSkrwaWP1iQQ9GeEaBUIBP0OmUzGK6+8YjMWGhpq8/PLL7/c5rjAwMBumXcIuiZ2sCe/nDeSjafzyK/UE+ihJmFCmKhn7Yc0NDRw7dq1NqLVmosXL9qI0e5i3TZHdy6d0g9/19KP1dMLQ0UFpR/+Dp+f/bxbtatdtUlpnXWRlZXF8OHDiYqKYseOHdI55s6dS21tLXv27OG1115j5syZGI1G1q5d+8hFa0eYTCZ27txJbW0tzs7OREdHU1xczKZNmzAYDDQ1NQFQXV1NZmamzWfo7t27UavVNmtPTU0lMDAQuVzO6dOnpRTqp8msztXHD321Fgf1t9kfTfX1uHj79uGqBIL+ixCtAoFA8AA05GrRnb6PobIBpYcKzQR/VIN7HrHpz8QO9hQi9QmkdTROq9Vy7NixNlFNCxcuXOD8+fPEx8dz7949bt++zZw5c9qNxlmwru0sLy/HZDKxfv16Fi1axMGDB6mrq0OpVLJ48WKuXLlCSUkJ69evZ/bs2VRXV3Pq1ClMJhO3bt1qs+FkjXXbHPnOXRSXlqJSq5kVEkKOXofGYKTu8885ePwY//Iv/0JqaiphYWHk5OSQl5eHQqFg4cKFmEwm0tLSSEtL49ixY4wcOZIzZ85w69YtCgsLqaysbNNnOCQkhF27dpGTk2OznmvXrtHU1MSkSZO4fv06586do7m5mcjIyJ78mrpFZ2LUaDSyePFiHB0d2bhxIzk5OYwYMQJHR0eKi4s5fvw4M2bMwMHBgRs3blBSUsKpU6dYsmQJVVVVrFmzhmHDhpGamsratWtRqVRcunSp3XU8jWZ1Y2bNI3Xj50BLhLWpvp7mxgbGzJrH7dKKPl6dQND/EKJVIBAIekhDrpbq/XeQ2cuRO9lhrG2iev8dmBcihKug33H16lVWr16NUqkkLS2NN9/s2qjGUtsZHBxMVVUVx48fl0Tx/PnzsbOz48KFC1y5coWxY8dy6dIlEhMTMZvNHDp0iJUrV2I2m9m0aVOnotW6bc6BTz/ltYhIcqqquFxWRpCLCzcqK6i/fZsBUyZTVlZGcXExcXFxfPXVV6xevRqZTIbZbObgwYPMmDGDN998k+TkZObMmUNGRgZBQUFMmDCB5ORkRo4cCUB8fDypqan4+/vzve99z2Y9wcHBxMbGkl6cTlJOEoW1hQQMDmDJ8CXE+PW+U/G1a9fw9vbm1Vdf5cSJE+j1egwGAwkJCVy5coWMjAyGDh1KSUkJq1evxt3dnZ07dwIt5nSvvvoqlZWVpKWlUV5eTnFxMV9++SVyuRyDwcCiRYsoLi4mLy+vQzH6NJjVtTbIqqqqYtq0aXjHTCbnmxM41tRwrbicsJjnOHjyGwICAkhLS8PHx0fa5KisrGTixIl9/VQEgmcWIVoFAoGgh+hO328RrKqWj1CZSokJA7rT94VoFTwTWEfjXnzxRWl83bp1rF69Gq1WK0Ul7927R3JyMqNGjZIionPmzGHfvn0duuK2ru20YDKZ+OqrrygtLaWxsbGNENLr9ZSVlbFx40YAdDodZrO5S0O0qqoq/AODMOn1+KrVFNTWMk6t5lRuLs2enkyaMIH8/HzMZjMKhYJJkyaxa9cu1Go106ZNs2m74+/vT1VVFWBb09rQ0IBKperytU0vTuej9I9wVDri5ehFRX0FH6V/xHsx7/W6cG3dLqioqEj62c/Pj9zcXMrLy6murmbdunUMHz6ckpISIiIikMvlyOVySkpK0Gg0eHp6MmDAAF599VXkcjk3btwAWhzVOxOjfWlW15EYzczMBFo2Efbs2cPt27dRqVR8//vf5/Dhw9TX1wNQL1fiFjGW+fPnk5KSwttvv01WVhZpaWksX76cY8eOERYWxtWrV5kxY0afPU+BoD8g3IMFAoGghxgqG5A52LqOyhwUGCqfzCjCs0xPXU7z8vJITU0FsGl30lPWr18PfFsz2RFarVaKXFlz8OBB0tLS0Gq1XV7rQZ1cHwaDwcDrr7/O2LFjpXYz7TFy5Ej8/PxYuXIl48ePx9fXl8TERAoLCzt1xbXUds6YMYMjR45gMpmAFrHc3NzMqlWriIlpK+DUajW+vr4kJCSQmJjIO++806kosm6box83DnO9nqLycpRAfkkJNDehnDiR4OBgLl68KInQkJAQFixYgEaj4caNG7i7u3P//n0A7t+/j9s/zJseRJCl5KTgqHTEyd4JmUyGk70TjkpHUnJSenyurrBet6VdUHFxMQAlJSW4u7vj6enJhAkTGDt2LGazmWHDhuHo6IhCoWDTpk2kp6cTFBSEn58fjo6OfPnll3z55Zfk5ub2+np7G2u3ZrcODLfq6+t57733cHFx4ZNPPmH48OFSD+7bt29LkXxvb29kMhkuLi40NTXh6upKfX09er1eMgYTCASPDhFpFQgEgh6i9FBhrG1Cpvr2I9TcaETp0XWURfBsYW300xPmzJnDhQsXen09xcXFFBUVER0d3eaxzMzMDp1fW+Pv749Wq+X8+fPI5fI2TtnWTrHt0ZUrbuvazosXL/LFF18wc+ZMKisr2bRpEy4uLpIQcHV1Zdu2bUyfPp0JEyZIkVZvb28bV+HW+Pj4cPToUaqqqnAaOYLD1dUY0tMZYTJRJJczNHEVspBglEolcrlc6t+ckpJCc3MzAIsXLyYgIIDdu3djNBoJCwt7KIFSWFuIl6OXzZjGTkNhXeEDn7Mjhg8fzs6dO0lKSsLJyYmBAwdKYtRgMLB48WLUajWurq5UVFQgk8kIDQ0lJCSEKVOmSCnblk2a0aNHSwZLubm5uLm5MX36dOl6iYmJQEuKtIW+NKuzjuhb/01YR+e9vb1xdHRk3rx5ZGdnc/nyZbRarRTVt7z329ugGDZsGPv372fYsGGP5wkJBP0YIVoFAoGgh2gm+FO9/w4mDMgcFJgbjZibTGgm+Pf10vol1qmsCxcuZMeOHZhMJtRqNYsWLUIul7Nnzx6qq6txdXXF1dXV5viTJ09y69YtDAYD8+bNw9/fn/Xr1xMQEEBubi7jxo0jOjqaGzducOzYMYqKirh37x52dnZcuXKF3NxctmzZwh/+8Ac++eQT7t27R3Nzs2Ris2/fPjIzMwkMDGT69OkcPXqU9PR0PDw8KCgoYMeOHVIbpZEjR9oY51ibHzU2NrJz505eeOEFGhsb+frrrzEajURHR0vOun5+fvj5+bX7OvVENFiicVqtlrFjx1JWVga0RGChxT23M+RyeaeuuLGxscTGxko/h4eHS9+vXr26zfkWLlzY0q7mP9egLCzgBUu7mi5cf63b5gDwD4G7Y8cOivLz8dCo8QGSkpJwdHQkKCiIc+fO8dxzz+Hp6cnnn3+ORqMhNTWVGTNmkJOTw40bN7h9+7Zk0LRhwwYMBgNXrlxh8uTJpKamcurUKfLz83Fzc2vjRB7gHEBFfQVO9t9uBOiadQQ4BXT6XB4EhULBokWLbMaGDBnSZl5cXFwbIynr955FjGqGa/hzzp9banGdA3AudiYmqu3voCA7i4uH91NdWoyrjx9jZs1j0MiIXnhGPaO1W7OzszPQ8v719W1xAZbJZGRkZHDy5Enu37/P6tWruXPnDj/72c+kTYyOGDlyJH/729+YN2/eI38uAkF/R4hWgUAg6CGqwW4wL0S4Bz8hWBvLXLx4kWXLlmFnZ8exY8e4c+cOKpUKmUxGQkICJ0+exGg02hwfGxvLlClTqKys5Pjx4yxcuBBoiRbGx8eTnJxMdHQ0J0+eZNKkSRQWFnLz5k3Gjx/PlStXeOutt5g+fTqFhYU0NzezdOlSNBoNX3zxBS+99BJjx45FqVQya9Ys/vrXv0ptk7Kysvj73//O6tWrUavV3Llzh//+7/+mtraW4OBgamtr+e1vf4tGo0GpVHLmzBnefPNNrl69yoULF5g7dy4ZGRl89tlnREdHs3LlSoqKiiTn3/T0dC5duoRSqWTevHlcuXJFipJ98803mEwmyUHW3t6eTZs2YTKZqKurw93dnW3btnHr1i0WL14sidahQ4eybt06Bg4c2OnvpLddcR+2XU1rrA2azp8/z6pVq7h8+TLnz59nyJAhXL16Fb1ez4ABA9o1aCq8doVjn/0vJ86cYcSw4cxctoLUjExGjx4NgJubGwkJCSQnJ7epdV0yfAkfpX8EtERYdc066g31LBm+5KFfp0dJd2txC7KzSN34OXYOKjRu7uirtaRu/Jz4hDcfu3BtHdHPzMxk8+bNODo62syLjY3Fz8+PvLw8wsPDGTJkCH/4wx/4/ve/L/XftYj4MlUZXqFevLbvNXztffHz9JPmCASCR4cQrQKBQPAAqAa7CZH6hNDaWGbv3r3U1NSg0+nw8PCgvr7exkSnsNA2DfPSpUtkZWW1Sf/z8fFBoVBI4zKZjJqaGvLy8rh48SJOTk6o1WrS0tJobm7G19cXT09PfHx8cHV1xWQy4e3tja+vLzqdDh8fH4qLi/H390cul+Ph4QEg3fDKZDLq6up4/fXXKSkp4caNG0yZMoUbN25w6dIlwsPD8fHxITs7m/Lycvbt28etW7eIjIyUosIWcaTT6cjOzmb16tXI5fI26bytHWQnTZpkI/aDgoLw9PTE29ubAQMGSDfszz//PM8//7zNuSxROPg2ShoeHm4TPX1YqjZvbhGs/0jVVDg5YfzH+IOIVum8rYyK8vLymDhxIsePH6exsZEJ7Rg0/fVPf+TmqVRGhw3FIFeiwkTqxs9RDA2XDJos9ZPtGTTF+MXwXsx7pOSkUFhXSIDTo3MP7k2sa3EB6WtKTorN2i8e3o+dg0rqb2r5evHw/scuWjuL6FuwvLcV+lpqLpwm+fAuVO6euDo4thGjFuE+2zwbTbOGjGMZuIe7k16c/sT//gSCpx0hWgUCgUDwVGNtLOPm5obJZGLhwoUcPXoUaBEQFrMky1xr0tPTeeedd6isrGTfvn3SeGsRazabcXZ2JjQ0lObmZlavXs3Nmze5e/cuDg4OVFZWSnWBRUVFODm1GO2Ulpbi6OhISUkJvr6+FBcXYzKZqKqqwsvLC71ej1qtxmw2ExgYyP379yXR6+HhgZOTE+Hh4eh0OnJycjCbzVItZ0FBAfHx8WRlZdmII4sYk8vl7T6X1kK/ubmZffv22Yh9T8+e9dDVnUunavNmmgsLsOtm+m53aS4sQOFpWwcqV6tpLnywOlBrgyaL0ZTFqEgulyOTyWhoaCA4OJikpCSpZjkkJIQcYwNFag3lOj1Oakd0BiOuDirOHj3CvEWvAV0bNMX4xTx1Iqe7tbjVpcVo3NxtxuwdHakpK3nka3xQrKPDRjsHvj51muED/SjIzrIR2hbhrjAoULupGTNvDHVNdW2Eu0Ag6H2EaBUIBALBU421scz8+fPZtm0bRUVFODg44OnpSUBAAOfPn2fDhg24ubm1qWkdOHAgSUlJBAUFdXqdyZMnc/z4cammdcOGDRQXF3P9+nUcHBz4r//6L86dO8f27dsJCAiQXEc1Gg2nT5/GYDCwcuVKDh8+zPnz53F3dycuLo6tW7eiUCjw9/cnMDCQ0tJSUlNTUalUjBgxgitXrmBnZ8eYMWO4fPkyJSUlTJgwgX379lFSUkJ5eXkbIxiLa6zFcKZ1pLW1g+ytW7fw9PS0Efs9obfTd1tjFzAIQ0WFFGkFMOn12AU8WB2otUGTWq1m3bp1ODg4SKnhfn5+NDQ0tGvQ9Pevj+Kg1hA2OBgvVxfOXs3BaDLh6ejw1DvI7t69m7i4OCkLwJru1uK6+vihr9ZKEVaApvp6XLx9H93CHxLr6LADMGtSLI16fZvosCTcDd8e+6hMtAQCgS1CtAoEAoHgqSU4OFhyJ7Xw9ttvt5k3f/78NmOWVNbWRjlgm/Jq+X7YsGFduoS+//77bcZCQkJszjdkyBC++93vkpqaSkREBBERLTfFeXl55ObmsmjRIjIzMzGZTCgUCvz8/PD39yctLQ150X0U33xD84EDTPQfQGXMOOa+9prUd9KCRqNh5MiRrF27Vqpptaa1g6zBYODkyZM2Yr8nPKr0XQvuy5dT+uHvMNISYTXp9Zjr9bgv/+cHOl8bg6ZWWKdAW2qQAVasWIFrWWGLKHNwAGDauDE06vWoXVtSguPj46W2Su29755WuluLO2bWPFI3fg60RFib6utpbmxgzKwn16yodXS4tLKK4soqhjQ12syzCHdrujLROnjwIHPmzCEzs6XmuaMofGcbBoJnj9u3b/OnP/2J//mf/+nrpTw1CNEqEAgEAsEjpr3U2dZYC3Brp19L+5CA6hpKDx5E5ukpCTe/o0fRjYshykoYWs4RExNj0+vUcp68vDz8/PyYNm2azfXbE/vWDrKd0dvpu63RjI/B52c//8drWIhdQADuy/+519KPe0Jnoiy9OJ2UnBRGVY9iX+q+PqlV/eqrr4iKiqK2tpYjR47wzjvvsGvXLmJiYto4Tu/atQutVotMJmPlypXSOZqbm9mzZw86nQ61Ws2CBQu4dfwW34/9Prvv7ib97+mMGDWCF1xf4Orhq1xsusj06dMZMmQIGTduYw4ZxjfHjuKskPHcuLF95h7cXdqLDjc3NraJDluEu9FsxGw2d8tEa86cOUBLy6nIyMg2ovXy5ctkZWWh0Wi6XOfWrVtZunQpAGvWrOHnP/85Z86cYeDAgR223bp8+TImk4moqCjpWsvb+fwRPF6GDBnywILVaDSiUCi6nviMIUSrQCAQCASPkI5SZ01WEbzu8KijmQ9Tk9rb6bvtoRkf0ycitTWDRkYQn/AmFw/vp69GJlcAACAASURBVKasBBdvX8bMmkexR4PkrquUKzt0133k6xs0iPz8fOrq6nB2dqaxsRGdTsfx48dZunQp9vb2JCcnExERQU1NDatWrbLpWwpw4cIFhg0bRkREBOnp6WRnZzNq1CgMVQY+mvoRG/I2kPhqIs3NzdjZ2dHQ0MD27duldjoxcc+T8Pb3+Otf/8rL3/3uY3vuD0qbjYiGBiq1Wu4aZKxdu5YVK1awd+9eamtrGWMcg9xHTn5BPg1XG5gYOBFlgBKtSsvu3btxcHBAp9OxcOFC3N3dWbduHTNnzqS4uJgNGzYQHR2NyWTi0qVLNDU1MX36dJYvX87u3bu7XOdXX30lidZf/vKXAJw/fx6DwdChaL127RoGg4GoqCgiIyN7xc1bAHv37uW3v/0t9vb2zJo1i6KiIi5duoRMJuN///d/AfjBD36As7MzJSUlrF69mu3bt9PU1MTevXspLCzkX//1X9m9ezcTJ04kJCSEGzdu8IMf/ICEhARWrFhBXl4eZrOZTz/9lPDwcCZOnEhgYCAqlYrc3Fy+/vpr7O3tmT17Np988kmP+4U/bQjRKhAIBALBI6QjsWmsqOj8wFb0VjSzvZTqh61J7e303SedQSMj2kQO/5j6ruSuKzPIOnTXfdQEBgby1VdfYTabiYiI4Pr162g0Gm7fvs3WrVsB0Ov16PV6oqKi2LlzJ66urjaR9/LycoqKisjIyMBgMBAeHk50dDQ7duzAw8NDqv++desWZ8+ebYk66nTS8T4+PgDY2dk9tuf9MLTeiFA5uzByyvN8/6c/48SJE2RnZ+Pt7c2rr77KiRMnuH37Nj8O+jGDnx9McHAwZrOZ6upq6urqSEhIoKioiFOnTklp+QMHDsTPz4+EhATkcjnNzc2MGTOGhoYG1qxZg7u7O7t37+bYsWOUlZXx/vvvExAQwL/8y78ALb/TmJgYioqKePPNN1m2bBlbtmzhk08+4e9//ztnz57l1KlTaDQaoqKiiI+P5/333+edd97h0KFD1NXVkZmZySuvvMLZs2d59913+eSTTzh37hx2dnb86le/IjAwkKVLlxIYGEh+fj7vv/++ELidcPDgQX7yk5+waNEiUlNT+ctf/sKJEyc4deoUH3zwAb/4xS/Q6/UcO3aM//mf/5F+vz/60Y/Ytm0bkyZNks6l1+tZs2YNDQ0N/PjHPyYhIYGPP/4YV1dXtmzZwp/+9Cc+++wzdDod//Zv/8aIESP44Q9/yJdffsmMGTMwmUzPvGAFIVoFAoFAIOgUS31pdHR0p/O0Wi1VVVWEhIRQV1fHhQsXiIuL61Bsmpuae7SORxnNfNgo7pOUvttXdNdd91Gj0Wioq6vDxcWFwMBAUlJSGDduHDqdTurJazQakclkhIeHM3r0aPbt28e9e/ekc3h6ehISEsLIkSOBb9MRHRwcOHv2LNOnTwcgLS2NxMREjEYja9eulY7vyj35ScR6IyIvL09ylXZxcUGr1TJgwACgpTXSxYsXiYmJ4cSJE1y4cIHnnnsOjUaDr68vcrkcPz8/KisrO7yWtdi39EXW6/X8/Oc/5+7du+zdu5fJkycTHh7Oj370I0wmE3K5nC+++ILPP2+JCG/ZsgW5XM7UqVMlofrHP/6xzbVmz56NwWBg+fLlpKWlAS1GbJcvX2b9+vWcPn2azz//nP/4j/+gpqaGf//3f+fixYvs3btXiNZO+MlPfsKvf/1rNm/eTGhoKNevXycuLg5AMvsbMGAACoWCQYMGSRs9/v7+VLTasNRoNJLo1Ov1APziF7+Q/vdY3N6dnJwYMWIEAKtWreKDDz6QHOT7A0K0CgQCgUDQAa1ddztDq9Vy584dQkJCcHJykm5gOhKbMvueRaEeZTSzN6K4T0r6bl/RXXfdx4GTkxM+Pj64ubmh0+kYNGgQ/v7+bN26FbPZjKOjI6+88gpbt27FZDLh4OCAr++39Ztjx45l3759pKenAzB9+nQCAgIIDw/n2LFjeHm1vFfCwsJISkpi4MCBNr1onwWshbednR33798nLCyMoqIiXFxcUKlUzJ07l9raWvbs2cO8efMoLS3FZDJJrtzWWNosyeVyG7F/+fJloEXoqFQqBgwYgE6nY+LEiVy4cIGf/vSnxMTEsHjx4h6t32QydfhYQUGBJKLGjBlDUlISAN7e3jZrEHSMr68vW7Zs4caNG7z55puMGjWKzZs3A1BfX8/Nmzdt3kOW9mPt0XqTJz8/n8uXL5OWlsamTZvYtWtXm3lRUVFUVVVx5MgRNm3a1JtP7YlFiFaBQCB4grA4yDY0NDBnzhwKCwv59NNPGT9+fLuRvosXLzJmzBgADh8+zIsvvtjpP8dnGbPZzL59+6ioqMDOzo6JEydy7NgxAKZNm8bgwYNZv349AQEB5ObmMm7cOKKjo1m3bp3kJLx+/XoSExNZv349AwcOpLa2lsGDB3P79m2uXr2KUqlk8eLF6PV6duzYgclkwtfXl7lz55KRkUF+fj4FBQW88sorHDt2jAULFnBv/HiO//dHyOwdmB4aiheQkn0V89BQbn/6KS+88ILUHqczHmU083HUpD7rWLvrmjFT11TXpUnPo+I73/mO9P27774rfW9ttgS0cVC2djtuz4RLJpNJbtcAU6dOZerUqdLP6cXpnHQ7ydZTWwlwDmDJrMf/3B8FlhrCpKQknJycCAwMJCMjg2vXrtHU1CSlemo0GlJSUtDr9W1ev7CwMFJSUoiOjrYR+/b29u1e02Qy8ZOf/ASAZcuWdShaFQoFRqMRaNmssAhnS+RcoVDQ2Gjrgjxo0CDu3r0LtPwP8fPzA57OCHlf8bvf/Y60tDQaGxtZtmwZd+7ckTYqZ8yYwSuvvPLA5x44cCAODg5MnTq1TSmHNRMmTCA9PV36/T3rCNEqEAgETyAWx8n8/HzeeustKbLRGmvROmvWrMe2vieRnJwcNBoNL7/8MmazmaSkJFasWAHApk2bGDx4MACjRo0iPj6e5OTkTlN+hw8fzqBBg8jMzMTBwYFFixaRlpbGtWvXGDFihFSftnPnTioqKhg7dizu7u5MmzYNrVYLtNx4Xtbr+N6fP6FgwwaOXMjg1QkTUU6bxqjx45k0aRIHDx7slmiFRxfN7G81qY+CGL8Y3ot5j5ScFAzVBjwdPfvEPfhRkZ2dzZkzZ1iypH0hml6cLhlReTl69ZkRVW/QnpP32LFjpcdTU1OJjY0lNjZWGtNqtbi4uLQRq5YNMev5Z3IryCx0Ym+uHqXDUPTlRQQFBeHh4UFtbS0AGRkZfP755xiNRmmjIDQ09P+xd6dRUV3p4v+/RRVVUMzzjCggalAciRIEMTE4BzEk0SgC3s5Nd+7q3B5+Sbr79lr/F+nupDs95vZNOoPilHj1JmqQGDUqCk7glKgIUaGUqZhLoJip839R1kmVoHFGcX/WclnsOsOuUxbWc/bez8NPf/pTnn/+efn4kydP5sMPP+TMmTMsWrSIX/3qVxw+fBjt1UzIEyZM4M0336S8vFye1u3v7090dDQZGRmoVCp++9vf3rVr96j4wx/+8IPbWJJrpaWlkZaWBsDrr7/e73nLtG2AAwcOALB79+5+x7PeDsyjt/PmzbvFnj+8RNAqCILwAFq1ahVPPfUUFRUVbNmyheTkZDo7Ozl48CAmk4nExET6+vqora0lOzub6dOnk5+fT3p6OgcOHKClpQWDwYCnpycuLi6cP3+eyMhIEhMTMRqNfPHFF3R1deHj4zNk/tNrbGwkJCQE+H7EwFJL03oEwdfXF6VS2W9U4dqpwJY1bIC8psjf35/q6mra29vJzc2ls7MTg8Egf9G8Vnt7O25ubrhOm8pj06ZydNUqgrOy8Pj4YxwdHXF1daWzs/MOX/mdE2tSbWVnZ8s3JW7FFP8pTPGfQl5eHlkzsu6oD9ZrpB8EY8aMkde4DmRjyUY5ERUwaImoHnRHyhp5c3sxWrUKH2cNRvvHKO+O4r9+9AoAw4YNkwMi62Q9YF7naGF5btq0aUybNk1ut0xRtWaZ/gsQHx8PwH/8x39cdzvrPggPlg+3ZlOy7wuOHviWS/VXeOOd3w12l+6bR3MOmSAIwkMgNDSUoKAgFi9eTEhICIcOHWLFihVkZGRw8OBBoqKi8PPzIyMjQy41YeHj40N6ejrNzc34+vryb//2b5SWlgLmu7Xx8fFkZGSgVqupqKgYjJd313l7e1N5dQ2mJElIkkRXVxddXV02AelAwWpvby91dXU27dbb6fV6AHmt2unTpxk1ahQZGRlyoGxZs2ZNq9ViMBjo6+vDYDDI6/4exGl4TrFTCP773xj+2f8R/Pe/PbIB682y/Bu7VyxrpB8Wla2VONnb1hodjERUg8Xd3f2m6hqvPaxDq1bh4qDCTqHAxUGFVq1i7WHdve7ida05sYektZlM+nguSWszWXNiz6D1Rbi+D7dmU567GWVXN1PjHmPJ/Mep2rOND7dmD3bX7gsx0ioIgvAQaG9vp76+nrVr1wJgNBpv+IXZUnLCxcVFfqxWqzGZTDQ0NPD111+jUCjo7u4mKCjo3r+A+yAqKorS0lJWr16NWq0mMTGRdevWIUkSSUlJ191v/PjxrFq16oZTdDs6Oli3bh0qlYq0tDTq6+vZsmULJSUl8ja+vr7s2bOHzZs3M2vWLMAcyMbGxrJ69WoUCoU87Vt4sFy7HtriwoUL5Ofn09PTw+OPP05MTAx5eXny6Hpqair79u2jsbERlUpFamoqtbW17N27l5qaGjo6Opg8eTInT55EpVKxdOlSJEni888/p7W1FRcXF1JTU7l8+TKHDx9GkiQ6OjpYvny5zRrpa9eiPogepERUD7LLTe34OGts2pw0Si43tQ9Kf9ac2MPfT/4FlUKDg9IDY+8V/n7yLwCsmPjkoPTpUXfq1Cna2towmUzyOlmAkn1foFQqkFQqFICkUtFLLyX7voCUjEHr7/0iglZBEISHgFarxc/Pj2XLlmFnZyeXrLge6+eu3c7Ly4tx48bJ019vlGXyYaJQKPolv7g2EM3IyOj3eNKkSTbr1a7dbvz48fK6NouAgAB+8pOf9OuDdWIby6iL9f7GwiIq33qbpMoKLqSkYCwssjmXMDiuXQ+9Zs0awDxNMiIiApPJRHZ2NjExMYD5M5SSkkJpaSlubm7Mnz+f8+fPc+zYMUJCQpAkiSVLlpCfn09VVRUrVqwgJycHvV5PU1OTTc3P4uJinK8mwFq6dCkHDhygrKzMZo30w8A6EZWTvRPGHuOgJaJ6kIV6amlo7cbF4fuv4MauPkI9tYPSn+wz61EpNGjszOfX2GnBZG4XQevgcXZ27vf/jsbYRbfGHLBamJRKNEbbRFtD1R0FrQqFIg34/4DRQKwkScesnvsVsBLoA34qSdLOq+2TgGzAEfgSeFW6l/NrBEEQhgCFQsG0adPkkVbLWtSgoCA2btxos6bph0yfPp2cnBy6urpQKBQsWLCgX3mGociSmflGQYDBYJCz/lonubobjIVF1L39lrkeqpc3Um8vdW+/he/rb4ipuINsoPXQANXV1ezfv5++vj6b6eOWGz4NDQ2cOXOGixcvYjKZCL6abdnd3R0wz3SwJMRxcXGho6OD5uZmeY10YGAg1dXVcokaQF7nfL0SMg/aWlcL60RUlW2VBDsHD6lEVHdL+rQw3txeDJhHWI1dfbR395I+beSg9KelpxYHpe3vf3s7R1p66q6zh3Av9PX1sWnTJvr6+nBwcCAiIoLPP/+c1NRUvv32WwoLCzmmqyEi0BMnV2cam1upqmlCKZkIDPOnp6eHbdu2YTQa0Wq1pKam8t1331FQUIBarSYuLo6IiAhyc3NtZoY4OjoO9ku/aXc60noGSAX+Zd2oUCjGAC8AjwGBwNcKhWKkJEl9wHvAS8ARzEHrbGDHHfZDEARhSLDOWgnmpBmenp4AREZGEhkZabN9cnKy/NgyYmddaNy6hEXGjAj4vwycmi/xgscwSHwJwuLv/osYIu520Nq8YYM5YL06qqZQKlE4amnesEEErYPMsh565MiRNtPuDx48yMKFC3FxceHdd9+V2y2BrZeXFzExMcTFxQHmL54VFRU3nOng4eFhU/PT8vm+druB1kiDbT3gB40lEZVwfVNHePFf88ew9rCOy03thHpqSZ82kqkjvAalP672fhh7r8gjrQA9pg5c7X0HpT+PqpKSEoKCgkhISCAnJ0duN5lMHD16lKysLIyO3ez96ANGjtRQWdXA2MggNCgIm/ssJ06cICoqirFjx1JUVERxcTHnz58nLS0Nd3d3JEniu+++6zczZPr06YP4qm/NHQWtkiSdgwETSjwDbJQkqQsoVygUF4BYhUKhA1wlSTp8db+1QAoiaBUEQbi3dAWw8zegdgJnXzA2mH9O/t0jFbjq9XrWr19PX18fzz33HIWFhZSXl/ebWlxaWipnZp46dSqnT58mLS2Njz/+mCeeeAI/Pz8OHTpEQkJCv3qt27dvJzY2Fl9fX44cOYKrqytjxoyhp7ICpZdt6SI7rZaeykcjUc2D7Nr10BajR4/m008/xd/ff8CRz6ioKHbs2CFPJ546daqcsfp6Ro0axeeffy7X/HziiScGTIZmWSO9adMmtFqtPDoiSRL19fXyWtcdO3ag1+vRaDSkpqbS2dnJtm3bcHR0pLm5mSVLluDq6nqHV0i4m6aO8Bq0IPVaGdHLzGtYTeYR1h5TB71SFxnRywa7a48U6xkYlr/h+wz0SqWSV1/8CScOH6OzrwEnOyVoHRietJAfpWSQm5tLdXU1x48fp7e3l+joaBISEjhw4AAmk4np06dfd2bIw0JxN2bmKhSKPOCXlunBCoXiv4EjkiStv/rzx5gDUx3wliRJT11tnw68LknS/Osc9yXMo7L4+flN2rhx4x339VHW1tYmr5sRhhbx3g5dd+29bdaBqRcUVknjJRPYqcAj7M6P/xDQ6/V88803JCcnU15ezpUrV2hvbycuLg6DwUBxcTHjxo3jxIkTJCQk8OWXX8qJk3bv3s3MmTPJy8vDzc1Nnk4dFhaGQqHAzs6OAwcOEBMTQ2dnJ1VVVUycOJFdu3bx5JNPolQq6amoQOrtRaFUAtDp5ISmpQWFSoX91ampwtBwu5/b9t52mjqb6O7rRq1U4+ngSUN1AwaDgXHjxlFZWUlTUxO9vb1MnDiR+vp6SktLiY+P5+LFizQ0NODl5UVxcTELFiygrKyMrq4u2tramDx58oAlfC5cuIC7uzsODg60trbafGEWBjbU/s9tbG+lsaORPqkXpUKFl6MXXlqXwe7WoBis97a8vJzW1lbGjRvH4cOH8fHxobq6mvj4eHJzc5k7dy4dHR0cOXKEJ598ktzcXObMmYNSqUSSJM6dO4dWq5VnavX19SFJEiqVirq6Oi5evEhQUBAtLS1ER0fL2yiv/n/0IElKSjouSdLka9t/cKRVoVB8DfgP8NRvJEnadr3dBmiTbtA+IEmSPgA+AJg8ebJkPeVNuHV5eXmIazg0ifd26Lpr7+2/Es0jrNcGrW11sGj/nR//IaDT6fDy8mLGjBlER0ezYcMGXFxc0Ol0AIwcOZL4+Hi6u7uZMWMGZWVl8rU3Go34+PjwzDPPUFlZib29PXFxcahUKrleq6urKzExMQwbNox169Yxfvx4DAYDTz5pTmZivabVTqulZNpUIrdvF2tah6Db+dwW6Yt4r+g9HFWOODlcTWTU0cEs91nYG+3R6XSYTCZ5vduMGTM4c+YMw4YNIzY2lujoaLZs2YKvry8eHh4kJSUxfPhwysvLb5g929JPy5pv8X/JDxP/5w5dg/XexsfHs2nTJioqKoiMjCQiIkLOweDp6cmxY8dQKBS88sorBAQE4O/vL69XTUxMJD4+npycHC5dugTAk08+yblz5ygvL6e7u5slS5YwbNgwduzYIW8zdepUoqKi7vtrvV0/GLRaRkVvUSVgfds4GKi+2h48QLsgCIJwL3kMM08J1ljdPe82mtsfIdb1VmNiYmhvb5dHU/v6+mhtbR1wP0ud3EWLFlFTU0NDQwMeHh4cOnSIUaNGMX78eD777DPAvGQmKCiIXbt2MXHiRPkYTrFT8H39DZo3bKCnshKFSiUCVkG2sWQjjipHuWSM5e+D9Qf5UcyP5HWzOp2OCxcuAOb1sRcvXgTMSaNqa2upr6+npqaG1tZW2tra0Gg0XLp0ifT0dA4cOEBLSwsGgwF3d3cWLlxIXl4eoaGhnDx5Ui6xEx4ejq+vLyNHjqSkpISmpib5/IIg3H2WkljWLNmDB8pgP3r0aEaPHm3Tdm2dYOvpv8bCIqr++jdGV1YwLjgEjxdfxOkhClgB+s8TuTu+AF5QKBQahUIxHIgECiVJqgFaFQrFVIV5IWw6cL3RWkEQBOFuiX3JHKR2tZpHWLtazT/HvjTYPbuvlEol69evp6ioiNjYWJydncnOziY7O5tTp07ZbGvJzHzp0iVCQkIwGAz4+voSGBgor28cPnw4hw4dYuPGjRgMBnlt4tixY9HpdIwYMcLmmE6xUwj++98Y/tn/YR8SclMBa3Z2NiaTiVOnTlFdXS0n4hHunVu5xufPn+f999/nxIkTnDhxgg8++GDANao3kp2dTWVrJU72TjbtTvZOGD2MGAwG1qxZw5o1a+js7KSiooLNmzcTFBSESqVi1apV8rrr6OhoYmNjMRqNzJ07t1/yNh8fH9LT07ly5QqdnZ1y+6RJk4iJiWHFihWMHTuWs2fPAnD27Fl5OqEgCA8fyyyf3sZGlF7e9DY2Uvf2WxgLiwa7a7fkTkveLALeBXyAXIVCcUqSpGRJks4qFIpNQDHQC7xyNXMwwI/5vuTNDkQSJkEQhHsvLN6cdKnwA2i+ZB5hTfr1I5WE6drMzAAJCQk2xdvh+7vV1pmZAd544w3Atq6rdb3W4q3bOP3Xv1H+t7/R4ulFxJgx2NnZIUnSDWvq3izLnXadTvfAZo8dKgbK0Hu997GkpIRnn30Wb29v1q1bR1ZWFgUFBTc8/kDHCnYJprGjUR5hBTD2GAlxCWHujLk2244aNUp+PG/ePMA8vfhPeX/iwoULPDb+MUK7QhkxYgQjRowgOztb3t5SWsfFxcUmaLXm5uZGR0cH7e3t8tR3QRAeTtdmrlc6O9N3tf1hmulzp9mDtwBbrvPc74DfDdB+DBC37ARBEO63sPhHKki9UzqdjiNHjiBJEh0dHUyePJmTJ0/K07is690lh4SS99YfqOnp5bS9PapLl6GokLaOdsZeTZZRWFiIQqFg3rx5+Pv7k5ubS2trKzU1NcyYMYORI0dSVlbG3r17AZg5c6bNSO1A0ziXLVvG+vXrMZlMaLVa0tLSaGlpEdlj79Dx48flayxJElqtlsjISNra2rhw4QK9vb3Mnz+fnp4eSktL0ev1REVFUVVVxbp16/Dy8qKgoIDS0lJUKhUpKSm4ubnx3nvv4efnh6+vL76+vuzbt4/AwEBMJhMvjHqBd4reAa6OsPYY6ejt4IVRL/xgf4v0RbxT9A59XX24ql1p7mjm1MVTzNTP7FeC5no3UK4tsRMVFcX27dsfqjVvgiD0N1Qy19+r6cGCIAiC8NCTJIklS5YQGRlJVVUVK1aswNXVlf379+Pm5saKFSuIjY1l/z/+wTj/AB4LDOTfx4/n2bFjsbNXM0NvXjt79OhRMjMzWbx4sRyUdnR0kJCQQEZGBvn5+YA5MF2+fDnLly9n3759A/bJehqnnZ0dS5cuJTMzEx8fH3lKa0dHB2lpaUybNo3i4uL7c7GGEMs1fuaZZzAajTz77LNMmDCBqVOnyu/joUOHCA0NJSIigsWLF5OQkIC/vz8rVqzA3t6e8vJyVq5cSVJSkvz+trS0MH/+fOLj48nPzyczM5OEhATa2tqY4j+FX075JV6OXjR0NuDl6MUvp/zypuqeWtbDevt6Y6w30nS6CbVSzcaSm6+64OvrK087BhgzZgwXLlxgzJgxt3cRBUF4INgHh2Bqb7dpM7W3Y/+Qlby5o5FWQRAEQRjKrKdSarVa+bFKpeL06dNyvTuVvgZFSCi0tX2/r7sbfVVVNnX23N3d5SmZDg4OuLm5AdiUIrHU+byZKcU9PT3k5OTQ0tKC0WjE09MTLy8vfHx8UCgUuLq60tTUdHcuxiPK399ffn+++eYbTp8+/YPvTVtbG35+fgAEBgaSl5cHgLe3t1wHVqFQoFarUavV8r+tKf5TbipIvVZlayXejt4oFApGzzYnZ5Ekico280hKRkYGgE1W1JSUlH5tmZmZNscNDw+X+yYIwsPJ48UXqXv7Lfowj7Ca2tuROtrxePGng921WyJGWgVBEAThOqyDE+vH3t7exMTEkJGRQVZWFokTJkJnJybr2udd3dgHB6PVajEYDPT19WEwGOQkTl1dXbS0tNDT0yNPy5Qkia6uLrq6urheHXXraZwXLlzAy8uLzMxMm0ySd2MN7aPM+hpbX8uioiIyMjJYsGDBDfd3dnamtrYWMGf19fT07HcsSZLo7u6mpaWF9mtGQW5VsEswxh6jTZuxx0iw862PpBTpi/jJtp+Q8HoCX0tfU6S/d8laCgoK+POf/zxo+wvCo8CSuV7l5UVfYyMqL6+HMnO9GGkVBEEQhFtkb28vZ3QFGJeQgNeG9RxqbGR7ZydPeHoidXfh8eKL2NnZERsby+rVq1EoFHKJHQcHB/Ly8tDr9SQmJgKQmJjIunXrkCTpurU1fX192bNnD5s3byY5OZn8/Hyqq6vRaDR4eXndnwswxFmucXNzM0qlUm4PCgpi9erVDBt241JRjo6OhIWF8fHHH6NUKuVRTWvx8fGsXr2agIAAnJ2dBzjKzbuT9bDWLGtjHdWOxC6Mxdhj5J2id256mrIgCA8mp9gpD12Qei3F9e7kPmgmT54sHTt2bLC78VATxbCHLvHeDl3ivX14GAuL5Bqs9sHB5jp4N/iS8Nprr/HH8IpoEQAAIABJREFUP/7xPvZQuF9+8HOrK7DN5B370h0nSSvSF7GxZCOVbZUEOwfzwqgXbjnQ/EXeL/plMG7rbsPL0Ys/z7j7I5oFBQUcPXoUR0dHCgsLsbe357e//S3Hjx/HYDCQmZnJt99+y5YtW/jNb37D66+/TnNzMx4eHrz99tscOXKEo0eP8otf/IKf//znGAwG1Go1f/zjH+9p8jHxe3noEu/t4FMoFMclSZp8bbsYaRUEQRCEu2Cw72R/HzRXYG8pHn8T/TEYDDQ3N4sSOveLrgB2/gbUTuDsC8YG88/Jv7ujwPV218Nas6yNteZk7ySvjb0XmpqaaGxsJDs7m8OHD/PRRx/xxhtv8Mtf/pLMzEy++uorZs+eTW5uLqGhofz5z3/m3XffJScnBx8fH/k4b775Jlqtlg0bNvDFF1+wbNmye9ZnQRDuP7GmVRAEQRAGgWWa8N1wJ8XjLTVJr/WwzMR66BR+YA5YNS6gsDP/rXYytw+yu7k29mbV19fL060nTJiAXq9Hq9Xi5ubG5cuXOX/+PFOmTKGqqkquTztmzBgqrcp19Pb28sc//pGsrCxyc3NpaGi4Z/0VBGFwiJFWQRAEQXjIWRePr2ht4WRtHX2dHXT/+tc8/Zc/X7e+bGpqqk1N0meeeYatW7fKdUkHqi8r3KHmS+YRVmtqJ3P7ILtba2NvhY+PD5cumV/7yZMn5X9js2bN4q9//SuRkZHY2dkRFBRESUkJycnJFBcXE2xVruPbb7+lq6uLVatWsX79ehG0CsIQJEZaBUEQBOEh11NZgZ1VaRIJiZQxjxHS03PD+rLHjh2zqfsKyHVJr1dfVrhDHsOg23Y0k26juX2Q3Umt2Nvl6elJdHQ0GRkZfPzxx6xcuRKAhIQEzp8/z+zZswGYM2cOly5dIisri/LycubNmycfY+TIkej1en784x9z7ty5e9ZXQRAGjxhpFQRBEISHnH1wiHlq8NUstF4Ojpja23EPCsLbqtbstfVlgwcoLm+pS9rW1jZgfVnhDsW+ZF7DCuYR1m6j+U/Srwe3X1fdjbWxNys+Pp74+Ouv4w0MDGTcuHEAqNVq/vKXv9g830ENHQ1F/OX/7SfcX8vj8+YyKz7tnvZZEITBIYJWQRAEQXjIWRePl0wSUmcnUkc7rotSB6wvGxcXB0BfXx9VVVVyTVL4vpaodX3Z1tZWub6scIfC4s1Jl6yzByf9+o6zBw8lTU1NvPbaazajqdfaXbCZwxvWIqmUKJzU9LV1cnjDWgARuArCECSCVkEQBEF4yFmKxzdv2ICptBSlqyu+r7/BFbW9TUB6bX3ZqVOnMmzYMLnu66xZs+Rtr1dfVrgLwuJFkHoDnp6efPTRRzfc5mjuZ0gqJXYO9gAoHOwxdZrbRdAqCEOPCFoFQUCv11NdXc3EiRNva/+TJ08yYcIEAL788kvx5VYQBoGl5I71hN/xVo8ttQfDw8P77ZuZmSk/Tg4OofLV/6SnsgLv4BBmzk7G4OdHQECAvI3BYCAvL4+UlBSbz78g3C8mQzsKJ7VNm0KjwmRoH6QeCYJwL4lETIIg4O/vf9sBK5iDVgsRsArCw2ug0jmKjz4iqrfvuvtYf/4F4X6xc9cidfXatEldvdi5a6+zhyAIDzMx0ioIQ1xrayufffYZJpMJPz8/HnvsMQ4fPowkSXR0dLB8+XKqq6spKytj5syZvP/++/j7+1NdXU1SUhInTpygra2NJUuW4OrqyubNm2lra0OlUvHcc89x5swZamtryc7OZs6cOeTm5pKVlYVeryc3NxdJkoiNjWXcuHFs3boVjUZDTU0NI0aMkEd+BEG4uwwGA3v37iU1NfWmttfpdBw5coQ9b/+RIKWSuOHDOVNVhcpOwQQXVwrfeovnP/+Mffv2UV5eLo+6lpaWyp//6dOno1Ao5CzDM2fOJCgoiC+++IK0tDQ+/vhjnnjiCfz8/Dh06NCAv4vUavWNuikIssfnLebwhrWYOs0jrFJXL4rePh6ft3iwuyYIwj0gRloFYYjTarWkp6eTlZVFV1cXjY2NACxdupTIyEjKyspstm9tbWX+/PksWLCAAwcOsHTpUuLi4jh79iwAKSkpZGZm8thjj3HmzBkmTZqEn58fGRkZ+Pn5ycfZt28fixcvJjMzk6NHj9LXZx6pCQsLIysri/Pnz9+nKyAIws0wmUxMdtAQ5uWF3mgkLSoKZ3s1DZJEb309ra2tVFVVkZWVJWcdjoqKkj//4eHh5OXlsXz5cpYvX86+ffvQaDR0dXXR29uLVquloqKCiooKQkJC5PNe73eRINzIrPg0pr2YjtLZAYzdKJ0dmPZiuljPKghDlBhpFYQhrr29ndzcXGpra7l8+TKenp74Xi2B4erqSmdnp01WUE9PT1QqFS4uLnh7e6NQKHBxceHQoUM8/vjj7Nq1i7q6Orq6uhg1atSA58zOzsZkMuHu7g6Ah4cHRqO5LqHl3Pb29vfyZQvCkFZRUcFXX32FWq1m3LhxNDc3M3PmTE6dOgWYbw61tLTw6aefYjQaWbx4sTwKmpqaik6nQ6fTMWPGDN577z0UCgWdnZ04e3mj09dwRQKNUomz2p4Oo5H8diOV//M/uLm5AVBWVkZhYSEtLS3yOS00Gg3wfRZiDw8PiouLiYyMpLKykoqKCuLi4rhy5Uq/30WCcCtmxaeJIFUQHhFipFUQhrjTp08zatQoXn31VeLi4ggLC7MpgXEt6+esH1+4cAG9Xk9PTw+ZmZlMmXLjOn4ODg5yuYzm5macnJz6HVMQhNtz/vx5Zs2axYoVK+SbQ9dqa2vj+eefZ/bs2Rw8ePC6x2ppaWHmzJmMGzcO58QEvJRKnvTzpdZopK21FT87BQtWruTll1/m+PHjgLkkiaurK+np6bS3t8sBpyRJdHV10dXVhSRJAISEhHDo0CFCQkJQKpU0NDTg4eEBiN8HgiAIws0RI62CMAS0t7fLo5vXrlutqanB3t6e/Px8amtrmTRpEjk5ObS0tFBYWMjkyZO5fPkyly5dYvLkyQBs3ryZuro6SktLmTdvHqdPn6a5uZkvv/yS1tZW/vSnP1FRUYFGoyE4OBg3Nzf+8Ic/4ODgQFVVFdHR0SQlJclraadMmYJSqRzkqyQIQ8eUKVM4cOAAJ06csEmiJkmSHAj6+flhZ2eHv78/TU1NNvtbAkow1261rCV1iIwkfEUGivx8PForaHV2pi9lEfnlZdR9/jkAq1atoq6uTg6Wg4KC2LBhA0899RSJiYmsW7cOSZJISkoCzEGrwWDA19eXwMBA2ttFdldBEATh1oigVRCGAI1GQ3p6OnZ2dnz++ec261YPHDiAr68vDg4OlJWVERYWRmBgIPPnz2fSpEl8+eWXvPrqq5w5c4azZ8+SlZVFT08P9vb2nDhxgjNnzrBgwQLq6+vJyspCkiTWrFnDL37xCyRJYv369SxfvpyPP/6YlStXUlVVxZ49ewgICGDlypU2/UxJSZEfZ2Rk3M9LJAhDioODA/PmzaO1tZVt27bh4uICQF1dnby2vK6uDpPJRG1tLR4eHjg4ONDW1iY/Z6FQKAgLCyMsLIytW7cSMj2esT/5MZ988gnL5s9n+/btvPHGG7i4uHDlyhWysrLIy8sjNDQUgAkTJjBjxgw5iI2IiLDpq4eHB2+88QYAkyZNYlSficpX/xOpsoKRwSEYnV0YH3vjmRuCIAjCo00ErYIwBHR1dbFp0yY6OzsxGAy3vW61vr4ek8l0w3Wr7e3t1NfXs3btWgCMRiNGoxF3d3fs7Oxsajla6HQ6CgsLaW5uxsPDg9jYWMLCwu7dBRGEIe748eOcO3eO7u5unnjiCU6dOsWGDRtwdHSUt3FycmLjxo20t7eTmpqKg4MDbm5urF27Fk9PT5ydnQc89qVLlygqKiIsLAxXV1dGjx7Np59+ir+/v83vkdthKamjcNTKJXXq3n4L39ffwEkEroIgCMJ1iKBVEIaAsrIy4uPjGT9+PJ999hlhYWE3zMR5vXWrgM261ePHj9Pa2mrzvFarxc/Pj2XLlmFnZ0dfXx8KhQKDwYDJZEKv19tsr9Pp2LlzJ2q1GmdnZ4xGIzt37iQ5OVkEroJwm6ZOncrUqVPln6Ojo/ttM9BshmeeeaZfW1ZWlvzYejYEwKlTpxg/fjwTJkywabcuV2XZR5IkPvnkE7q7u1mxYgV2dv3TZjRv2GAOWK8GzEpnZ/qutivHjaW8vJzRo0f3f8GCIAjCI00kYhKEISAgIIBDhw6xceNGenp67uhY3t7eNDU1sX79eqqqquR2Nzc3/vd//5fGxkamTZvG2rVryc7O5quvvsLOzo4JEybw8ccfc+7cOZvjFRYWolar0Wg0KBQKNBoNarWawsLCO+rnvaDT6cjLywPg5MmTd3SsVatW3YUeCcLgOnXqlM36V2NhEZWv/iflixdT+ep/YiwsAswBa1tbGxqNhszMTJuA1Xr/nsoK7LRam3PYabX0VFbS2dnZ7/eHIAiCIIAYaRWEIcHLy4vFi20LqltGMcePH9+vzTKy4u7uTmpqqvzctc9bsz6+t7c3kZGRgDnQ27Rpkzz1NzIyklmzZsnbNjc395uGqFaraW5uvo1Xev+cPHmy3+iSdZIbQXhY7dq1i/Hjx9Pa2sru3bt5+eWX2bJlCx4eHpSXl9Pb28v8+fPlmRNr1qxh4sSJeNbVs/nXv6JPZU+YtzdTGhtZ/+pP8XnueYzeXjg5OVFeXs4XX3xBaGgo58+fp7u7myeffJKTJ0+i1+tpMxp5Wq2hx8GBXTodDiolhpYWFk2YyPHjx7l48SLZ2dmkpaXJGccFQRAGQ09PD5VXb6gJd5+DgwPBwcE3XQJRBK2CINy2m5n6a6nRaqndCNDd3S2XvLhd19ap1Ov16PV6NBoNqamp6PV6ysrK+tWu3LZtG46OjjQ3N7NkyRJcXV3Ztm0bV65cwc3NDTc3N44fP05tbS3Z2dnMmTOHnJwc/P39sbe3Jzw8nPz8fHp6enj88ceJiYmhra2NrVu30tvbS3BwME899ZTczx07dhASEjLg9E1BGAwhISFcvnyZtrY2XFxc6Orqwmg0Mn/+fGbMmEFTUxP79u1j8eLF+Pv7y0ne3p87j6eGj8DD05Pcsou0q31QqDW4HDtG6ob1GAwGABYuXMipU6dwcHAgLS2Nqqoquru7yczM5Khawzcf/ItRfv509vSwKDCQc5KEfsoUJk2axJUrV+QbaYIgCIOpsrISFxeXHywVKNw6SZJobGyksrKS4cOH39Q+ImgVBOG2WU/9BeS/CwsL5aA1NjaWnTt3AuYR1u7ubrq7u+VyGLfLUqcyLCyMqqoqLl++TGZmJt9++y3Hjh0jODh4wP06OjpIT0/n9OnTFBcXExISgkKhID09nfz8fPr6+pg0aRLffPONvCawvb2dhIQEXF1d6enpISIiApPJRHZ2NjExMeTn5zNt2jTCw8NtpkLu2LGD4OBgEbAKD5TQ0FB27dqFJEmMHTuW0tJSnJyc+Oabbzh9+vR1v5w11FSz280NRX0dnX19tHV3o9Bo8LpyZcDtAwMDAfNsC0uCtvDkp7lUU4PywgXcL1/G3tubsLQ06tzd7s2LFQRBuE2dnZ0iYL1HFAoFXl5e1NfX3/Q+ImgVBOG23czU37CwMJKTk22yByclJd1xEibrOpVeXl7yl+LAwEB0Op1N0Go9rdfHxweFQoGrqytNTU02X6gDAgKorKzsdy4nJydcXV0BqK6uZv/+/fT19cllQxobGwkJCQG+T2zV2NiISqVi9uzZd/Q6BeFuc3Jyoq2tDVdXV0JDQ9m4cSOTJ0+mqKiIl19+maamJnJycgCws7PDZDJhZ2eHd0Ag8S4uuHl4YJIkFMCpri7sr3OX3PJZ8PDw4OLFi4D58xM49XGC/m0l/nv3Epyaik6nA51OPpcgCMKDQgSs986tXluRiEkQhNvm4eFBd3e3TdtAU3/DwsJ47rnn+Pd//3eee+65u5I12FKnctasWVRUVFBTUwOYvxR7enri4OAgZz6+tialNXd3dznj8bWZjwfa5+DBgyxcuJD09HS5/Ie3t7cc7FpGWr28vIiOjmb37t13/FoF4W5zdnbG19cXd3d3jEYjISEhBAUFsXr1ank6PcDIkSPZuHEjxcXFzPvZz9hddpFN337Dlu9K6WxpQeruwv3ZZ294rqCgIFQqFatWreL06dNMnjz5un3q6Ohg06ZNdHR03NXXKwiC8DD6xz/+wejRo/Hw8OCtt9666f10Oh2ffPLJPezZ/SdGWgVBuG33aurvzbi2TuWlS5dYtWoVGo2GxYsXo9FoaG1t7Ve78lrBwcEcO3aMNWvW4O7ujpubeZqiJVvyk08+abP9QDUr4+Pj2bJlCwcOHCAkJETeZ+LEieTn51NQUEB8fPw9uhKCcOsWLVokP/7FL34BmNeiXsumtM6YMbzk5kbzhg30VFZi7+vLsp/9TK6vap3YzToBHMC8efNsfnZwcCA1NRVjYRGqDRsYVllB9ZatpL74oqjXKgiCcNX//M//sGPHjuuu++zt7UWl6h/OWYLWpUuX3usu3jcK6/VXD7LJkydLx44dG+xuPNTy8vJsausJQ8dgvrc6nc5m6m9sbKyov3oXic/t0PWov7fGwiLq3n4LhaMWO60WU3s7Ukc7vq+/8dAHro/6ezvUifd36LJ+b8+dO3dLdaOPlDWy9rCOy03thHpqSZ8WxtQRXrfdl5dffplVq1YRFRVFVlYWFy9e5L//+7/JyMjA09OTkydPMnHiRBYuXMirr74KmGeGHThwgFmzZnHu3DmGDx/OihUr+NnPfnbb/biXBrrGCoXiuCRJ/abkiJFWQRDuiHWpHEEE8YJws5o3bEDhqEV5dV280tmZvqvtD3vQKgjCo+VIWSNvbi9Gq1bh46yhobWbN7cX81/zx9x24Pr+++/z1VdfsW/fPrZv327z3HfffcfXX3+NUqlkwYIF/POf/+SJJ56gra0NBwcH3nrrLd55551++z3MxJpWQRCE27Bq1ap+bZYSQEaj0aYEkE6nu/8dFIQHXE9lBXZarU2bnVZLzwDJ0ARBEB5kaw/r0KpVuDiosFMocHFQoVWrWHtYd0/Ol5aWhlKpBOCJJ57g5z//Of/4xz8wGAwDThceCkTQKgjCI+VeLomwLgGkUCjQaDSo1WoKCwvv2TkF4WFlHxyCqb3dps3U3o79dcpVCYIgPKguN7XjpFHatDlplFxuar/OHnfGyclJfvzGG2/w0Ucf0dHRwdSpUykpKbkn5xxsQzMUFwRBsKLT6Th8+DCSJBEeHs7Zs2cBmDNnDgEBAbz//vv4+/tTXV1NUlISJ06coK2tjSVLluDq6srmzZtpa2tDpVLx3HPPyfVowVyLNSQkhOHDh7Nr1y6USiWurq5MmDAB6F8CSBAEM48XX6Tu7bfoA5s1rR4v/nSwuyYIgnBLQj21NLR24+LwfWhl7Ooj1FN7g73ujosXLzJ27FjGjh3L4cOHKSkpISQkRK6gMFSIkVZBEB4JfX19pKSkUFZWRmZmJkuWLGH//v0AtLa2Mn/+fBYsWMCBAwdYunQpcXFxcnCbkpJCZmYmjz32GGfOnJGPuWPHDoKDg4mOjqagoICJEycydepUVCoVjY2NwMAlgARBAKfYKfi+/gYqLy/6GhtReXkNiSRMgiA8etKnhdHe3UtrZy8mSaK1s5f27l7Sp4Xd83P/7W9/Izo6mpiYGBwdHZkzZw7jxo1DpVIRExPDX//613veh/tBjLQKgvBICAgIoLm5Gb1ez5o1a2ye8/T0RKVS4eLigre3NwqFAhcXF+rr6zGZTOzatYu6ujq6uroYNWoUAI2NjahUKmbPng1AQ0MDRqORo0ePAuYatl1dXfetBJAgPIycYqeIIFUQhIfe1BFe/Nf8MddkDx55R9mDATknRkZGBhkZGQBkZ2fbbPPuu+8OuO+ePXvu6NwPGhG0CoLwSFAoFLi7uxMUFMRzzz0HmEdfLc9Zb2dNr9fT09NDZmYmx48fl6fbeHl5ER0dze7du3n66afx8vIiKSmJ7u5uCgsLaWxsxMnJiaSkJJE9WBAEQRCGuKkjvO44SBWuTwStgiA8MpycnIiMjGT16tUoFAqGDx9OYmLiDffx9vamqamJ9evX4+rqiqurq/zcxIkTyc/Pp6CggOnTp5OTk0NXVxcKhYIXXnhBTAsWBEEQBEG4C0TQKgjCkGddS3bChAlykiSLrKwsANzd3UlNTe23j+X5gfaZPn263PbCCy/c7a4LgiAIgiA88kTQKgiCcAd0Oh2FhYU0Nzfj4eFBbGysmA4sCIIgCIJwF4nswYIgCLdJp9Oxc+dOjEYjzs7OGI1Gdu7cKSdOEARBEARBEO6cCFoFQRBuU2FhIWq1Go1Gg0KhQKPRoFarKSwsHOyuCYIgCIIgDBkiaBUEQbhNzc3NqNVqmza1Wk1zc/Mg9UgQbt5XX32FyWRCp9PJ/2YvXLjAd999N8g9EwRBEARbImgVBEG4TR4eHnR3d9u0dXd3i6zBwkNh9uzZ2NnZ2QStERERjBw5cpB7JgiCIAi2RCImQRAeWJIk8cknn1BXV8f06dMZNWoUJ06cICEhod+2p06dwmQyMXHixPvWv9jYWHbu3AmYR1i7u7vp7u4mKSnpvvVBEG6WJEnk5OTQ2NiIvb09vb29LF++nFOnTnHu3DlGjBiBn5+f/Dnav38/5eXlKBQKnnnmGUwmE1u2bEGpVBIeHm6TOVsQBOGRpyuAwg+g+RJ4DIPYlyAs/vYPp9MxZ84c4uPjOXToEEFBQWzbto3q6mpeeeUV6uvr0Wq1fPjhh0RGRhIZGcnFixe5cuUKnp6e5OXlkZCQwPTp01m9ejURERF38cXef2KkVRCEB1ZbWxsajYakpCTs7OxwdnYeMGAdLGFhYSQnJ+Pk5ERbWxtOTk4kJyeL7MHCA6mkpAQnJycyMzN58cUXAVAoFIwfP57k5GSSk5PlbWtra2lpaSEjI4O5c+eSn5+PTqdj0qRJZGRkEB9/+1/EBEEQhhxdAez8DRgbwNnX/PfO35jb78D58+d55ZVXOHv2LO7u7nz22We89NJLvPvuuxw/fpx33nmHn/zkJyiVSkaOHElxcTEFBQVMmjSJ/Px8urq6qKysfOgDVhAjrYIgPMB2795NeXk5xcXFzJ8/H4PBwN69e0lNTaWkpISCggJUKhUzZsyQ92lpaSEnJ4eFCxfi4uJyz/toXc9VEB5kjY2NhISEAOZg9UYaGhooKCjg5MmThIaG4uzszGOPPUZeXh6fffYZ48aNIzIy8qbOW1JSwrBhw3B0dLzj1yAIgvBAKvwA1E6gufq9w/J34Qd3NNo6fPhwxo8fD8CkSZPQ6XQcOnSItLQ0eZuuri7AXDf+wIEDlJeX86tf/YoPP/yQxMREpkyZctvnf5CIkVZBEB5YM2fOJDw8nIULF9q0S5LEgQMHWLFiBRkZGQwbNgyA1tZWcnJyWLBgwX0JWAdiMBgoLy/HYDDw+eef39YxOjs7OXfu3IDPFRQU0NLSctPHWrVq1W31QRh6vL29qaysBMyfIQs7OztMJpPNtl5eXgQHB7Nw4UIyMjJYtGgRdnZ2JCcnk5KSwr59+276vCUlJXR0dNydFyEIgvAgar5kDlqtqZ3M7XdAo9HIj5VKJU1NTbi7u3Pq1Cn5j+X7wvTp08nPz6ewsJC5c+diMBjkKcJDgRhpFYRHWHZ2NhkZGYPdjVtmNBpxd3fH3t4e+H7U6NixY8ycORNXV9dB65slaL2TZEyWoHX06NE27ZIkiWmZwm2LioqitLSU1atX22S9DgsLY8+ePVRVVeHs7MzOnTsJDQ2lubmZL774grVr1+Li4oJWq8Xd3Z3y8nImTJhAY2MjH330Ea+99hp5eXmMHDmSoqIiNBoNNTU1jBgxggkTJnDhwgXq6+sZM2YM0dHRbN26ld7eXqKiooiPj2f9+vUsW7aMPXv20NPTw+zZs+W29957D39/f/R6PYsWLcLf338Qr6AgCMJ1eAwzTwnWWN0w7zaa2+8iV1dXhg8fzubNm0lLS0OSJL799ltiYmJ4/PHHSU9PZ8SIETg4ODB+/Hj+9a9/sX379rvah8EiglZBEB46Tk5OXLlyhd7eXlQqlTxqlJCQQElJCT4+PgQHBw9K344fP87ly5epqKgAYNOmTTQ3N7NkyRJcXV37JbdxcXFh/fr1mEwmtFotaWlpHD9+nIsXL5KdnY2fnx/vvfcefn5++Pr60tDQQEJCAs7OzmzduhWj0YiHhwcpKSns2LEDvV6PJEksXrwYNze3QbkGwoPJ8m/uWqGhoWRmZgJw9uxZ4uPjSUhIICcnB09PTxoaGnjmmWf49ttvaWlpYeHChZw9e5aKigoCAwOpr69Hr9fLd/PDwsKYM2cOH374ITNmzCAiIoKEhAQ8PT3Jzc1lxowZDBs2jHXr1hETE4OXlxcNDQ1cuXIFOzs7Wlpa5BtPbW1tLFiwgOrqak6dOsXs2bPv3wUTBEG4WbEvmdewgnmEtdto/pP067t+qg0bNvDjH/+YN998k56eHl544QViYmLQaDSEhIQwdepUwDzy+umnnzJ27Ni73ofBIIJWQXhAXZvpMy4ujr179wLmabMjRowgOzubkJAQvvzyS1xcXLh06RK1tbXMmjWLiIgIKisr+frrr+nr62PixIlMmDCB7777jn379hEYGIjJZKK3t5dPPvmE9PR0ANasWcOyZctQKpWD+fJvSKFQEB8fL48YJSYmAuapM4sXL2bTpk0kJyfj4+Nz3/s2adIkPDw8mDhxIhs3biQ9PZ3Tp09TXFzM8OHD5eQ29fX15OfnM3/+fJYuXYq9vT179+6lvLycSZMmceXKFVJTU8nLy6OlpYWVK1eiVqvZunUrYA6Ow8PDmTRpkhy0P/XUU9jb21NWVsaxY8d48skn7/vrFx5uzc0yz2RxAAAgAElEQVTNBAQEABAQEEBnZyfuTc1Uvvqf9Fy8wHcKO2J+8xvq6uro6upi2rRpXL58GUmS5N8Zvr6+APJMiBsdv7m5mdDQUC5duoRSqUSlUlFWViavvfX09ESlUuHq6kpnZ+f9uASCIAi3Liwekn9nmz046dd3tJ41LCyMM2fOyD//8pe/lB9/9dVXA+6Tn58vP166dClLly697fM/aETQKggPKEumz4ULFyJJEqtXr2b58uUArF+/nhEjRgAwZswYAL7++mteeeUVJEli+/btREREsG/fPpYsWYJarWbdunWMGzeO/Px8MjMz6ejoYM2aNahUKtzd3WlqasJkMuHp6XnTAatOp6OsrIyZM2fecDvLuoqUlJRbugbu7u6kpqbatFl+Hj16dL/psxbLli27pfPcbRcuXECpVOLj44NCocDV1ZWmpiYaGhrQ6XRkZ2cD4OzsTE9PDzk5ObS0tGA0GvH09MTLy8vmeN7e3jbTOcGcVCc2Nhb4fnr0wYMHKSsrw2Qy4e3tfe9fqDDkuLu7o9friYyMRK/X41Cjp2zVxwwLj6BB44BLaysNf/ojXeMn0DlmNGFhYaxevZrhw4fLx7g2yZP1mlkPDw9qamoYNmwYNTU1xMbG4u7uzieffMKECRPQaDQcOXKEZ599dsBjCYIgPLDC4u8oSBVuTAStgvCAGijTp2VBvvUXOV9fX0pLS/H29sbZ2RlATnpSW1vLp59+CkB7eztGoxGFQoFarUatVqPVagEYO3YsZ86cwWQyER0dfV9enyRJd+0LqU6no7CwkObmZjw8PIiNjb3rGX1vtr/WX9Cv3d7Ly4vw8HDmzp0LQF9fH6WlpXh5ebF48WL27NnT7xgDHQe+T6rj6+uLJEl0dHSg0+nIysri4sWLnD59+rZfqzD49Ho91dXV1607vGrVKrKysn6w7Yfk5eURGhoq3wQbNWoUmzZtYt26dTg6OmK/bx8qBwf+r7IStdKOOcNHoOjsxOnkSbSTJ6FSqbCzs6O0tJTJkycPeI6IiAhyc3N57LHHeOKJJ9i6dSt9fX2MHDlSngbc0dFBaGgoarWaXbt2iZsugiAIgg0RtArCA8oSlIwcORJJkpAkSU5rbp350xLQDBTY+Pv789xzz6FWq+nr60OpVCJJEt3d3XR2dtLe3g6Yp6AUFBRQV1dHTU0NR44coaOjg8mTJ3Py5ElUKhVLly4lNzeXxsZGVCpVvxHQgoICSktLUalUpKSk4Obmxr59+ygvL5enAwJ89NFH+Pv7Y29vT3h4OPn5+fT09PD4448TExMjT4c1GAx4enri4uLC+fPniYyMJDExkQsXLtjs4+bmxs6dO1Gr1Tg7O3Pp0iV27drF2LFjcXZ2ZtmyZezevdum3/n5+YwfP57W1lZ27dqFq6srBw8e5KWXXuLMmTMcOXKEyZMns2LFCrZt24ZaraaxsZEXXniBbdu2YTQa0Wq1pKamYjKZbNrmzp1LbW0tV65c6VcSxN/fn/3791NXVweYbxYEBASwatUqqqur0Wg0eHl54ezsTEdHB5s2bbruutSJEyeyZcsWvvnmGzw9PVm4cCFqtZo1a9bg5+d3q//chAeMv78//v7+dHZ2Ul5eft1ZBTfj1KlTxMTE9PsdYf17xMLyWbco//RTRkeORGH3fbEBSatlSkcHw+fMAWDlypXytHXr2RSWJG9jxoyRZ4RYt1v72c9+Jj9+7bXX5MeWINzd3f2WZ2oIgiAIQ4cIWgXhAXVtps/ExETWrVuHJEkkJSXd1DGSkpL49NNPkSQJR0dHnn/+eXktaEBAgDwyq1Ao8PPzk0f3lixZQn5+PlVVVaxYsYKcnBz279+Pm5sb8+fP5/z58xw7dkweCW5ra6O8vJyVK1dy+fJl8vPzSUxMpKqqiqysLE6fPs3FixcB84hvQkICrq6u9PT0EBERgclkIjs7m5iYGAB8fHxYuHAh69atIzw8nMTERD744AMSExMZNmyYzT7Ozs6o1Wp5FFqtVqNUKgkICMDf35/y8vIB+3358mXa2tqwt7fHzs6OuLg4xo4dy6FDh5g5cyaLFi2Sv+SHhIQwd+5cjh49SlRUFGPHjqWoqIji4mLa29tt2srKynjmmWcwmUzyKJl1LdeoqKh+X9rfeeedfu+dZSp4Xl6ezeiZ9Rf3559/3mafgdau3OrIm3Dv6XQ6Dh8+zNmzZ7l48eKAN1Zqa2spKytj4sSJbNq0idDQUPz8/Oju7iYlJYW+vj6+/PJLLl++zFNPPSV/JnJycqipqWHGjBmMHDmSsrIy/v73vzNt2jSeeuopeS18UFAQra2teHp6cubMGQoKCnB3d2fhwoVcuXJFzvDrYWfHxPZ2jPb27NTp6JNMhKk1TBs9mubmZj777DOcnZ3p7u4G4Ny5cxQUFKBWq4mLi7vpWq7WjIVFNG/YQE9lBfbBIXi8+CJOsUOjzqAgCIJwe0TQKggPqIEyfUZERNj8bB38WAcnlsdBQUGsWLHCZp+oqCiioqIGPF9UVBRGoxFALnFheaxSqeTg02Qy2WTnNRgM8uheYGAgeXl5XLlyRW4LCAiQg1YnJyd5SmB1dTX79++nr69PHn2E7xO5uLi4yI/VajUmk6nfPj09PXLwbeHp6UlzczMjR45Er9dz7tw5m36Hhoaya9cuJEmipaWF4uJiampqGDNmDGPHjiUnJwc3NzfKysq4fPky58+fR6FQ8Pnnn1NZWUlsbCxOTk6UlZWhVqs5f/48o0ePpqKiAjc3N55++mk8PT1vmM334MGDKBQKxowZw969e0lNTeWjjz4iMDDQJhApLS3lwoULDBs2jKqqqhuWKLof06SFu+epp57Czs6u342V3Nxczp8/j8Fg4MiRI5SUlDBs2DC8vb1ZtWoVJpOJs2fPkpiYyKVLl/jTn/7Eyy+/jNFoJDw8nNraWn7/+9/z6quvsnfvXsLDwwFYu3atXHw+OjqaH/3oRxw/ftzmJlFnZycFBQVyht+PKippPXGcotZWpvoHEKhU8nlpCdNTUjh06BBPP/00wcHBvPfee4A5aE1LS8Pd3X3AkdwfYiwsou7tt1A4alF6edPb2Ejd22/h+/obInAVBEF4hImgVRAeYZYg58iRI3JgZT2F0Pqxt7c3MTExxMXFAeb1mJayLu7u7tTW1gLmQNTT0xM3Nze5Ta/XD3jMgwcPsnDhQlxcXHj33XcH3ObaKY3X7uPh4YHRaLQpwN3X1yfXSXVwcOjXb6VSSVtbG66urixevJjf//73zJ8/H5PJxJgxY6ivr6e9vR29Xs+YMWOIi4tj8+bNLFiwgK6uLrq7u5kzZw5///vfGTt2LPPmzWP//v3885//pLKyku3btxMXF3fdbL4HDx4EIC4uDoPBIPe7o6ODxMREeRRtxIgRXLhwgbfffpvq6mqqqqpu+F5aT5M2Go3s3LmT5ORkEbg+gCw3Y1xdXfvdWGloaGD69On8/+y9eVyU57n//54ZZmMd9k0UUdlVBMEFRUQRY9xjNFHjftqetGl68kpP0u/31f5e7bdNk3O6padN2tMEyHGNRw3uGiPiFhFFUUBwAYnsCA7bsMz2/P7AecoIGheMmjzvf2DueZb7eQbH+3qu6/p8jEYjPj4+dHd3s2rVKhobG+no6GD27Nno9XpOnz7NmjVr2LRpE4WFhWg0GvLz83nllVdoa2tj9+7dBAQE4OnpyYoVK8jMzOTGjRtMnjwZi8UiPuyxzeX06dPMmTPHTuE3eFIiythY2v/6Vzy7unAYPJjQlaswDgtBf+wYV65cwWw2iw+okpKSOHbsGFarlcmTJ/cRFbsbWVlZJCcn075xY0/AentuCmdnLIB+40YpaJV4LFitVn7+859TW1uLWq0mKiqKc+fOYTabeeONN4iJiWHdunWEhYVx4cIFZs6cyZ49e/j73//OunXrmDZtGuvWrWPYsGGUlpaSmprK8uXLWbduHX/7299wcHBg3bp1fPTRR/znf/4nxcXFODg48Ktf/YqAgIAnffkSEs8MUtAqIfEdpXeQExcXh9Fo5OjRo3YqoL1RKpU0NzfzySefADB+/HgxUHR2diY4OJiPP/4YhULB/PnzcXFxISAggDVr1vTpf7URERHB5s2b8fPzQ6PR3Ne879wnISGBgwcPAmAymairq8NkMpGQkEBzczNqtZra2lq7eYeFheHs7IyPjw9ubm50d3fj5+eHyWRiy5YtFBcXM3HiRHx9fdFqtbi4uODu7s64cePYsmULeXl5YpZ38uTJ7N69m0uXLrFx40bGjh0r9h73p+bb3d1NUVER69at63Ntjo6OODk5AYg9x05OTsjlcvz8/O55X/Ly8uzKpG0/8/LypKD1KaT3w5g7H6w0NzezY8cOKisreemll2htbQV6hNVcXV1RqVTIZDJRaO3kyZPExsbS3t7OzZs32bBhA4WFhYwdO5auri7UajXd3d0IgsCkSZP485//jIODAyaTqc9coB+F33nzGKaQo4mOZtCQIRxZvx6dToebmxu3bt0iODhYrJRwc3Nj7ty5VFZWcurUKWbPnv1A98VUVYnC016ESe7oiKmq6sFusITEfbJv3z50Oh2/+c1vsFqtdHV18aMf/YiysjL+9re/ERMTA0BqaiqvvfYaCxYs4F/+5V8YP348v/3tb8WHkcnJyfz0pz9l3bp1LF68uN9zlZSUkJ6e3kdsT0KiP5qbm9m0aROvvvrqk57KU4EUtEpIfAtpbm4WS0Rtpad3YgtySktLGTlyJGVlZbi4uHDr1i2ys7PtbGySk5MBxDLD3tgCosmTJzN58mS791JSUrhx4wazZs1CflvIpXcZ85gxYxgzZozdPrZzgX3/ZnJyMtu2bUOv1+Pp6cmYMWPEc6elpZGXl8fVq1dRKpV8//vftwvU7jyH7dgymYzm5mbmzp2Lp6cnVquVZcuWifcsPT1dnINMJkOpVDJnzhycnJzE96urqzGbzZjNZrRaLRaLhaFDh4oqrHeq+arVapKSksjKyurzudwZPDg6OmIwGBAEQcxaHzhwgBkzZoj304Zer+9TJq1SqdDr9X2uXeLp4s4HK3FxcaSkpFBUVMSpU6dwdXUlPT0db29v5HI5FRUVnD59GoVCgYuLC+PGjcPHx4edO3dSW1tLWloay5Ytw2q1MnToUF577TWOHz9OUlISFy9eZOzYsRQXF/PRRx9x7do1Zs+eTUhICIIgsH//furr6yksLMTb2xtnZ2e2bt1KR0cHxcXFeHp6UlZWhp+fH7du3aKwsJC8vDxaW1vR6XR4e3tz5coVzpw5Q0REBDqdjkmTJtn1yYaFhTFp0qR+e2KVg4IwNzWJmVYAa0cHyl7tCBISA8mNGzcYNWoU0KPcvm3bNnJycvp8x0ZGRqJSqfD19cXDw4OAgADa29vF90ePHo2DgwOenp527S6AGKAuWbKEt99+G1dXV37yk5/0+c6WkOhNc3MzH3zwgRS03kYKWiUkvoU0Nzdz/fp1sUS2P/R6PU5OTqL4EfQEOS0tLeLriooKsXT4TjXhJUuWkJWVRVtbGy4uLixcuBCZTMbu3btpampCqVTa+aUWFhZSVVWFv7+/KFKUk5MjBpd3O8/SpUupqKjgd7/7Hd3d3ahUKkaPHs3GjRtxcXHBy8uLzs5OXnnlFXbv3s2NGzc4evQoQUFBbNiwAavViqOjIy+++CKtra1kZWXh6OiIn58fDQ0NTJ8+HavVyq5dux44K9TY2ChmqzUaDQaDgcOHD6PVatFqtXdV8x0+fDidnZ3s379fzK71h1wuZ/jw4Xz88ccMGjQIuVzOzJkz+922vzJpo9F4z78BiSeDTZgrJydHzOL0frCSm5vLmTNnMBqNJCYmIpPJ0Gq1+Pv7i33mycnJJCUl8de//hUXFxeqq6tJT0/n+PHj7N+/n/Pnz9PS0sL48eMZP348w4YNw8XFhSNHjjBq1Ciqq6t588030Wq17Nu3D4DQ0FBmzZqFVqtl/fr1rF27lvT0dDt/6LVr15KZmUl4eDipqank5ORgLSsj9GIhW//4RxISxtE6bBi//OUvGTJkCOvXr2f06NF2fbK2sf56Yt2XLaPhvXex0JNhtXZ0IHR24L7sx3b38H49ogeKzMxMVqxY0SeQkXj2CQ4OpqioiLS0NKxWK/v372fjxo2UlZXx3nvvidvZPvu7WZ8VFhYSFxdHU1MTPj4+ODo6UlNTg6Ojo1gtMXnyZNLS0vjLX/7CoUOHWLBgweO/QIlvjDN1Z9hSuoWqtioGuQzipfCXiPd7+LaGt99+m7KyMmJiYhgzZgwLFixg7ty5LFiwAHd3d9LT0/n444+5fv06v/71r/nDH/5Aeno6AOvWreMnP/nJQF3aU4EUtEpIPGPcz2ItPz+fGzduiD2nW7duRa/X8/LLL2O1WsnKyqK0tBQ3Nzdqa2vFDKnRaLQTCyoqKuLIkSOMGzcODw8Pqqur6ejo4MaNG7S0tBAVFcWiRYs4duwYly5dQqFQ4OTkxNy5c+1EWIqKiqiurua5556joKCgz3yPHj2Kg4MDy5Yt66NaXFdXx86dO3F1dWXkyJHU1dVRXV2Ni4sLZWVl/PjHP+bYsWOUl5cTFxeHu7s7KSkpCILA0qVLUSqVZGdnc/36dTw9PTEYDOLic9OmTWi1WmJiYvD19RXVfm0Z0P7ErXQ6nfh+cHCwGCjaMsQ6nQ4nJydkMtk91XxHjhzJyJEj73q+5ORktm7dik6nIz8/n+vXr9PZ2YnVamXFihUcO3ZMtAbS6XQkJCSwa9cucnNzAdBqtURERKDVatm1a9d9Wwj1fogh8WSwBZo2amtrqaqqoqioiJ///OfcvHkTHx8fAgMDWbx4Mc3NzZSUlJCZmYnVarVTDm5paWHixImkpqbS2NiIIAjMnz8fQRDEhyldXV1AT2bf9u+/d3DWnz+0rRevs6QUbdZnmL19cHH3oOPmTW7knSZl3DgYMgR/f3/0er1dn+ydY3K5XJyLU0I8Pm+9fVs9uArloEG4L/vxI/ezDqQvtMS3i5kzZ3LixAnWrFmDRqMhJCSEtWvX2tk03Q9ffPEFf/3rX5k+fToqlYo5c+bw9ttvExYWhouLCwBvvPGG2D6yaNGiAb8WiSfHmboz/O7M79A6aPHSetHU2cTvzvyON+PffOjA9d1336WoqIiCggK2bNnC8ePHmTt3LtXV1dTW1gI9doMvvfQS+fn5ZGRkcPr0aQRBYNy4cUyZMqXfSrNnFSlolZD4FmIL3mJjY9m8eTMrVqygsLCQ4uJiIiIiMBgMvPbaaxw6dIjKykoEQcBkMomZHaPRSEdHB+Xl5bz44oskJiby/vvvk5qaysWLF0lJSUGtVot9lgEBAdTU1CCXy0UbnN4LxOPHj/drvWILbKdMmSKqC9+pWtzZ2Ul1dTWNjY3cunULQRDw8PAQrWqgR8ymq6vLri/WZDKxe/duWltbMRgMeHh44OnpiZ+fn7hfREQEly9f5vr16yQlJT3wfX5cJbm9+40vXrxISUkJ3t7e/Nu//RsXL14Ut+ut+urn54ebmxujR49GoVBQWVnJyJEjMRqNqNXq+7YQkoLWp4/U1FS71zdv3rxnT2xvkTQ3NzeqcnOp2rOX4kvFNKo1GAIC+w3gOjs7aW1tRavViuWMX+cP3f7FFzhptCicnZHdvIncyQk3Z2cuf/QR4xMn9vTEJiT07ZNNSECn01FXV0dgYKBdOaVTQvx9Bal1dXVs2LABi8XC4sWLycnJoa6uDrVazcKFC+nq6hIrK0aMGIFCoSAvLw+ZTMbzzz+Pn58f6enprFmzhubmZnJycpg/fz5nz56loKCgj2J3dnY25eXljB07VnzAJfHsI5fLeeedd+65zUcffST+npGRQU5Ojvi7jbfeegsHh38uq1NTU0lNTeWTc4fJKaog7uNZuE70ZVX0clbGThvYi5B44mwp3YLWQYuzqmdNYPu5pXTLI2VbbUyePJk//elPXLp0icjISPR6PbW1tZw6dYo///nPpKens2DBAlEXw+ZJLwWtEhIST5T6+no2bdoklsUePXqU69evi2W6VVVVZGdnU1ZWhsVi4W9/+xsymQyTyYRWq6WoqAi1Wk1ERAQXLlzg0KFDWK1WwsPDGTRoEOXl5ej1em7evMnnn39OVVUVRqMRmUyGl5cXSqUST09PamtrCQ0NFRWDHRwcqKqqIjQ01C6zsWDBAnbs2MHixYvRaDTU1dWxa9cu9u/fT2hoKBaLhZiYGHJycigoKKC1tZXq6mpcXV1FFd/m5mbCw8MZM2YMxcXFFBQUoNfr2bNnD3V1ddy4cYPo6Gg8PDy4du0an376Kbdu3WLFihU0NjZSVFTEsdtqpxMnTsTT05NLly5x7NgxtFot8+bN4+LFi30WtR999BG+vr523pdVVVV88cUXnD9/Hj8/P0JDQ8XPZiBKcnuLKnl5eZGamipeV296WwN1dXXh4OCAVqtFJpMxePBgdDodDQ0ND2QhJPHs0Z/YmC07Ki8pRfX552wym/FydUNob6PhvXfpjuibRXJ0dBQDvylTpgB8rT+0+WYD8oBAu7H4wUM4UHiR4o8/JjQ0FFdXVxITE8nKysJisYhjEydOFHtabQutB8FsNrNixQqKiorIy8vDaDSyevVqLl68yNmzZ4mOjhYrKwA+/vhj1qxZQ1tbG/v27eu3EsJqtVJQUMCaNWv6KHZHRUWRnJzM+vXrpaBV4r745Nxh3j//BxxkajQKdwzmFt4//wcAKXD9llHVVoWX1l5EzknpRFX7wIjIBQYGotfrOXDgAElJSdy6dYutW7fi7OyMi4vLQ1mMPWtIQauExDPK0qVLxbJcNzc3Vq9eLb6WyWSYzWZefPFFsrOzuXr1KgsWLKCmpkbsLZs/fz4bNmwgISEBq9WKs7MzY8eOFY+v0+nw9fUlMjKSlJQU8vPzgX9mWDQaDQ0NDWRkZODs7ExiYiJyuZzLly+TkZGBSqVi2bJlAPj5+ZGYmMhnn33GvHnz+N///V+6urpITk4mISGB7du3i+d1d3cnKSmJ4uJiNBoNZ8+e5Qc/+AGbN2+mqKiImpoatFotarWaJUuWoNfr8fDwYOzYsZw8eRKDwcDNmzd57bXX2LhxI3/9619JS0ujoqKC73//+xw/fhw/Pz9yc3MJDw9HqVQSFBSE1WoVLUR6L2oNBgNJSUlin19oaChHjhzh5ZdfZsqUKfzqV78iKCgIjUaD0WjEaDT2u7h/EHpncF1cXKivrxeFb3pnk+/Mlnl6ejJq1CixdNNqtdLQ0PBAFkISTz+2nlig357Y3ttVvf4TJgwegtLFhcu3btHcrUGmdWROW5u4nS2T2J+i9fDhw+/pDz15TCzmpiYA0m4rj1va23k5cRKD1q4Vt9PpdOJ+hrwzVL3+E0xVlTw3KAj3Zcvuu/zXJjInk8nEcmM/Pz+ys7PFkuqAgAAqKirE9+RyOe3t7bi5uaFQKNDpdGJJtA3bgq+jowM3N7d+Fbt9fHxQKBRSmbFEH3pnYnuTWbQBB5katbynekgtdwRrz7gUtH67GOQyiKbOJjHDCmAwGRjk/PAici4uLrT1+q6eMGECf/rTn8jOzqapqYlFixaJZeZJSUmsWrWKt99+G0EQ+Oyzz1i/fv3DX9BTiBS0Skg8g/T2eGxubha9EG1lur6+vlgsFg4dOoRCocDLywuVSiXur1QqUavVdouvO/0UnZycSExMpKCggMzMTIYOHcqUKVMoKCi4p5rwvHnz7F7bFqq9F9pTp07Fx8dHzFB6eXmRkpLCsWPHmDRpEsOGDePGjRskJCSwd+9erly5QnBwMEajUVyopqSkMGXKFLKyskQ/yIKCAlasWEFlZSVZWVlif9ILL7xAZWUlJ0+eRKlUcunSJbKysvDy8hK9WG2L1TsXtf31+dmsRgBCQkJE31d3d3emTp36yBYzvUWVAgMDqaio4PDhwzg5OREXF3fX/Wz2O93d3chkMubMmfO153oY2yGJZwdTVSWnOruoq65GJoPnQ4YhVygGzELmfoWTbBjyztDw3rs9XqyeXpibmmh471183nr7vgJXm8hcSEiI6P9cX1/PqFGjxB4vW+UH/PMhjaOjI83NzVgsFtra2sS/dbPZDCBWGTg6OtLS0mKn2G1DClYlHpRWUz0ahX3ljVKupdUkVbV823gp/CV+d+Z3QE+G1WAy0Gnu5KXwlx76mJ6eniQmJhIdHc1zzz3H5MmT+fzzzxk+fDhDhgzh1q1boiZJbGwsq1atIiEhAeh5CPltKg0GKWiVkHgm6b14UiqVNN3OdNgWa2q1mueee04Ua0pPTxeDxrKyMp5//nnRt3HVqlVkZmYydepUMSizBV39WdL015v6oHh5edmVEd/t2qD/7OGxY8fE3tn+9ukve+jn58f8+fM5cOAAmZmZqNVqLly4gI+PDydOnLjrora/Pj8/Pz8WL16MSqXCYrGgUCge+Z70prf3rEajEXtT09LSxM/mbtZAL71k/x/kw1gISXx7UA4KIrGpiSYvL+oNBhyVSizt7X0sZGy9nV83dif3I5yUk5PD4MGDCQkJQb9xY0/AeruSQOHsjAXQb9z4tUFrVlYWra2tNDU1ce7cORoaGvje976HTCbjt7/9LZmZmbzzzjt4eHjQ2NhIVFQUhYWFjBs3TlRjXrt2Ld7e3rzxxhsAjBgxgvT0dAIDe0qc5XI5MTExdordEhIPi6vSF4O5Rcy0ApisnbgqfZ7grCQeB/F+8bwZ/2aPenB7FYOcH109GGDTpk12r9fermBRKpUYDAa799544w3xu+3biBS0Skg842g0Gpqbm+3KdG0iLP3xdT1qd1JRUUFeXp7o+5qQkPDIwU1YWJhdGfG9GKjs4Z49e2hubiY3N5fIyEjc3d1paWnBYDBw6dIlPDw8SEhIICMjA5lMxqxZs4D++/ymTp3K5s2bEQQBrVbLkiVLHul+3ElwcMajb1cAACAASURBVLDoPWu1WnFychqQDK6N3kJPzs7OGAwGDh48aBcUS3w7sGVCPbWOeHt6Ymlvv2cm9GG4l3DSnQ+lTFWVKDzt+77kjo73nfmNiYmhsbGRsLAwzp49K/aiX7p0iZdffpni4mK8vLwoLCzEZDIRGhoqlvlOmzaNH/3oR/zjH/8QKzamTp3a53swNjaWsWPHUlVVxalPt1L1+k+YUlVJzfkC3JctsyuPlpC4F6uil/f0sFp7MqwmaydmoZtV0cu/fmeJZ454v/gBEV2S6J9HClplMtl/AnMAI1AGrBYEofn2ez8D1gIW4MeCIBy8PR4HZAJaYB/wuvBd6B6WkBgg+utna2trs8uo9d4G7LOjX9ej1pvHFdzIZLI+ZcTw6NlD23X0lyG2+eEZjUacnZ2RyWRMmDAB6FlY6/V6YmJixHtqQy6XM3fuXLuxwMBAVq5c+TVX+Wj09vLsfb0DQW+hJ/inpUleXp4UtD6DVFRUcOrUKdHnePny5Rw6dIimpiYcHBxIe/0nXM3IoLykhCmxsVwIm0BOcRG+jTcxGo3Mnz8fq9XKvn37uHHjBtOnTxcVpXfv3m0nQlZeXk52djbQU6IfEhJil5HNzMwUqzcCAwNpa2vDw8ODoqIiTpw4gdloIqWjA4NSycGKCiyClWCVmgkREbS0tJCVlYXZbCYsLIxJkyah1+tFsSaj0Shec28LHVsP68SJEzly5Ajd3d1MmDCBGzduIAiCWAlha6tQKpX3vJ+nT5+mtLSUjmvXmHDhAmad+0OVMktI2PpWM4s20GpqwFXpI6kHS0g8JI+aaT0E/EwQBLNMJnsP+BnwlkwmiwReAqKAAOALmUwWKgiCBfgQ+B6QS0/QOhPY/4jzkJD4TnPt2jV0Ol2fgOte3E8G9UGDm9LSUoYMGYJWq32g+d/pPdve3s65c+ceyIbmwIEDzJgx42vL+Xr3i9qwKf7eOY/m5mby8/OJjY3Fx8eHxsZGjh07hlKp7PeeFRQUYLVa7ZRFs7KySEpKEnvs7pe6urrHpgb4uKx6JJ4sNnG269ev4+bmxuzZs7l69SoldXUE/X+/oLO8HLf4eJp37WL1smUUFRWJitSdnZ1MmTIFi8XCvn37GD58eL8iZDk5ObzyyisAbNiwgZCQkLvOJzw8nKCgIHJyckR7po/Kr9NVcJ7TLS2M9/MnQKFgx+VSJs+fL4rEDRkyhPXr1zN69Gi+/PJLZsyYwaBBg/jwww+RyWRYrVbc3d1FmyxbW4RcLkcmk9HV1UVwcDAZGRkMvS0OBfffkzphwgQmTJhA1es/6QlYH6KUWULCxsrYaVKQKiExADxSs4YgCJ8LgmC+/TIXsDXJzAO2CILQLQjCdeAakCCTyfwBV0EQTt3Orv4PML/PgSUkJB4rtgyqwWCwy6DaFDdt6PX6PuW79wpuSktL6ezs/NrzC4Jwz4DM2dn5vgLW3seYOXPmffWfJSQkYDQaxZ7e7u5ujEajKF5wJykpKcTExGA0Gtm9ezc3bty45z3rb24PQ11dnSgs83U86Lnc3d3tslYwMFY9Ek+O3uJsdXV1FBUVkZmZyfHjx+3+Tba0tIjb9lbHdXR0xMnJSfQ8to25ubmhUqns/m2p1eo+Qm7Q9+/Q1ofee35eMaNxee3HtKvUeHZ14eDpSejKVRiHhdhlT/39/dHr9eKYXC7H19cXb29vKisr+fLLL3FwcCA9PZ3CwkJR+dzPzw9HR0ccHBzsfKMfBlNVJXJHR7uxBylllpCQkJAYOGQD9SRfJpPtBj4VBGGDTCb7C5ArCMKG2+99TE82tQJ4VxCE6bfHJwNvCYIw+y7H/B49WVl8fX3jtmzZMiBz/a7S3t7eJ7si8exisVjIycnBarVitVoZNmwYTU1N3Lp1C6VSSVJSEiqVinPnzlFbW4tCoSAlJYXs7Gzi43uyBEeOHCElJYXTp0+jVCrR6/WEhobS2dlJQ0MDgYGBBAcH097eTn5+PlarFV9fX6KjoykuLhZFoAICAhg+fDh79+7FycmJIUOG4OHhwcWLFzGbzURERDB8+HAKCgpob2+no6MDf39/dDodQUFB5OfnU1hYSGBgIBaLhaFDh7J3714iIyNRq9WUlpbS0tLCiBEjmDNnDh988AFubm40NDSwePFibty4QV5eHmPHjiU+Pp4TJ05QWlqKRqMhPDycyZMnc/36daqrqzEajVgsFhISEjh58iQJCQk0NjZSX19PZGQkW7ZsITIykvPnzxMTE0N1dTWxsbE0NjZy5swZ2tvbCQsLY/bs2eTk5FBUVIRWq2XhwoUYDAbOnTuHn58fN2/exN/fn0uXLiGXywkJCcHf358xY8Zw4sQJRo0ahaurKwcOHGDmzJmUlJRQXl6OQqEgPj6e3Nxcuru7cXJyYsaMGeTm5tLS0oJCoSApKQm9Xk9xcTGCIIj+uveL0WiktbUVmUyGTCYTHyK4urp+bY+xxMAxUN/JdXV11NTUEBsby7Vr1zAajVitVqKjo4Ge74qbN29SU1NDeHg4X375JdOnTxf/TUyaNIl9+/aJfdy2v8nt27czc+ZM1Go1Bw8e5Pnnn2fv3r2kpqYC8N///d+8+uqrbNmyhVmzZmG1WsnLy2PmzJl2lQ8FBQX4+PgQEBDAiRMniImJobCwkKFDh+Ln58fnn39OYmIiFy9e7Hds2LBheHl5sWvXLqZPn/6N/T9mqqxEMJuR9RJaEywWZA4OKL8mGJb+v/12I32+3156f7Zubm592qkkBpZr167R0tJiNzZ16tR8QRDG3rnt15YHy2SyLwC/ft76v4Ig7Ly9zf8FzMBG2279bC/cY7xfBEH4b+C/AcaOHSsMdF/Xd43H0Rsn8eQoLi4mNTWVpKQk3nnnHSIiImhsbBSFSVpbW8VA9o033hCzIDU1NTQ0NODq6orJZKKrqwuTyYSnpydBQUEYjUZWrlyJt7c3v//972lsbOTChQuMGTMGBwcHTp06xfz585HJZISFhREREcE//vEPZs+ejdlsFkthTSYTy5Ytw2q1kpmZKf7tKRQKJk+eTEtLC9nZ2SQnJ1NSUsKECRP4/ve/T1FREYcPH2bWrFl873vf4/e//z2LFi0iNTVVXDB/+umnrF27lrFjx/LLX/6Sl156iSFDhhAREUF+fj7x8fEsW7aM6Ohozp49i0ajwdPTk8DAQJ577jl27dpFQkIC/v7+eHt7U1JSgo+PD7GxsRw9epR33nmHn/3sZyQnJ2MwGNDpdLz//vukpaVRXV1NV1cXdXV1lJSUsGjRIl588UVOnTol9vxFRUUxe/Zsdu3axdixYxk6dCijR49m06ZNxMbG0tzczKRJk/Dw8KCiooLk5GQqKyt55513UCqVCILAsGHDsFqttLa24u/vz6RJk5g8eTJXr16lrq6OsLAwzGYzy5c/nKDH4xDYkngwBuo72VbWnpycjE6nQxAEamtr+eqrrwAYP348w4YNE0vfNRoN5eXleHt74+npSXJysri/7XjJyclcu3YNi8VCeXk569atIywsjEGDBpGTk4MgCLz77rsMHz6cq1evUlxczIQJEwgPDyc5OVk8hi1Da1MPtv3tT5o0iaysLMrKykQrh8TExD5jEyZMYPv27VgsFsaMGcOkSZPQ6XT3fW8MeWduKxtXonxAT9je9jy97Xzup6dV+v/22430+X576f3ZlpSU4OLi8mQn9C1Ho9HctzXP1wattqzo3ZDJZCuB2cC0XoJKVUDvx5CDgJrb44P6GZeQkHhAepfSeXp6IghCH2ESWyYT7Pu53N3d+5TxarVa3N3d6ejowMfHB4VCgbe3NykpKZw9e5YTJ06IWVRbGem9hE1qamo4evQoFotF9EC0zQ16nmB2dnbS0dFBd3c3UVFRAKLi740bN9i8eTOdnZ0MGTIEnU4nKgir1WrCwsJQqVQYDAZyc3M5ffo0RqORhoYGAgICyM3NJT8/H7PZTHR0NBqNxq6Esquri8GDB3PlyhVMJhO+vr5cuXJF7NHz9fWlvr4eZ2dnuru78fT0xGKxoNFoaGtro6mpic7OToqKinB0dBSfzOr1eqKjo3F3dycmJoZNmzZhsVgYNWoUPj4+NDc3290n29dmcnIye/fuRaFQ9FEzbWxspKioiLKyMqxWq5hVtX3eD8OdYl0SzwaCILB7926amppQKpVMnDhRFEYKDg4mJiaGzMxMgoKC6O7uJi4ujuLiYurr68UMaUVFBUOGDBGto3bs2EF3dzfXrl0TBZigx+cvMzOT733ve2RmZlJZWUl5eTljx44lNjZW9G/u7OwUH1Sp1Wo6OztZtWoVBw4cYNSoUV8rnGZDp9P1GfPw8OBf/uVfHupePaon7P3Y+UhISEg8Lpqbm9m0aROvvvoqOTk5/O53v2PPnj1PelpPjEdVD54JvAVMEQSho9dbu4BNMpnsD/QIMY0A8gRBsMhksjaZTDYeOA2sAP7rUeYgIfFdRafTUVdXx4gRI7h16xYymUzsgbQJk3h5efHll1+K/ZqCIKDRaIiMjOTo0aO0t7cjCAImkwmTyURCQgI5OTl2AW5wcDAzZsxg5syZuLi4YLVakclknD17tk9Pm1wuFxe8/Xmlgn3wHBYWxp49ewgJCaGurg6A+vp6QkND8fb2Ztq0afzbv/0bN27cIDQ0FI1GgyAIGI1G2tracHV1xdHRkcTERJRKJStWrGD//v10dXWRmJhIREQEMpkMi8VCYWFhn/n6+fmxf/9+Bg8ezODBg9m4caMo0NTW1kZcXBw3b95ErVbj4eEhltUqlUqcnZ1RKpW88cYbDB8+HLPZzKlTp4iKiqK0tBRPT0+io6OZMGEClZWVVFdX09DQQEJCghj4urq6cuvWLXEu8+fPp7CwkIKCAlxdXTGbeyQDPD09GT16NBMnTgR6yj0rKyvvW1hG4ttDaWkpTk5OzJ07F0EQyMjI6FcYKTIykilTpvD73/+eH/7whwiCwJ49exg+fDglJSW0tLQwePBgampqeOmll+zevxtRUVEkJyezfv16UWxMJpMRExMjZlIvXrxISUkJY8aMoa6ujpkzZz7UdT5KhtTGo3jC2riXnY+EhITE46S5uZkPPviAV1999UlP5angUdWD/wKogUO3F0+5giD8QBCEYplMthW4RE/Z8A9vKwcD/Cv/tLzZj6QcLCHxUISHh7N161bWr1+P0WjEycmJ5uZm0tPTUavVvPDCC2g0Gtzc3Pj4449xcHBgyZIlxMXFcfjwYZydnXF1daW9vR2NRkNKSspdM2/Tpk1j586dWCwW5HL5XX1JbX2tUVFR/Xql3klkZCQHDx5kwYIFnD9/ng0bNmA2m/H09CQ7O5ubN28ya9YsTp06xZ49exgzZgzd3d2o1WpOnjyJwWBg6dKllJaWcuLECQRBYOLEiXz55Zd88MEHODk5ERkZybRp/Ss3KhQKFAoFQUFBBAYGcuvWLUaOHMmGDRu4fv06a9eu5ebNm8jlcpKTkzl//jyFhYUMGjSIwMBA5syZw29+8xsUCgXz5s1Dp9Mhl8t54YUX2LBhA+3t7Vy5cgW1Wi0qsrq6ujJ69GiysrLw8/MTM7Q2H1mz2cz8+fNRKBRkZWXR0NDAW2+9xf79+/nkk0+AnnLP3urHEt8dmpqa+lRP2P4Wej/EsFVLeHl5iX9jtuqKqKgoXnnlFRQKBR9//HGf923cqXlhO+a9HpaEh4ezfft2PDw8GDJkyENd46NmSG08qieshISExIMwEA/bevP2229TVlZGTEwMSqUSJycnFi1aRFFREXFxcWzYsOE79fD6kYJWQRDu+khWEITfAL/pZ/wsEP0o55WQkAAHBweWLl0K9PRg9OcxCvQJ2EaMGMGIESMAWL16dZ/te5fn2bwXPTw8+vRO9lfmFxkZSWRkpDh+Z5+Crddt69at6PV6Ua00IiKCiIgIu23nzJkj/r5o0SK79+Li4li2bJn4Ojo6moULF4qvw8LC+lxbb6Gi3uWKvbf7/e9/L/5uu97ex509ezY///nPuRdBQUFkZWVhMpnw8/Nj7ty5fR4G+Pv786//+q92YzYf2d6sWbNGzHzbRHJ6I5X3fvfw8vKiqqqK0NBQUUCru7sbsA8ybQuZuy1o7vW+IAiYzWaampr63edOeldY2CyyTp8+fdeHRV/HQGRIAZSDgjA3NYnHAbB2dKB8ANEyCQkJifthoB629ebdd9+lqKiIgoICcnJymDdvHsXFxQQEBJCYmMjJkyeZNGnSAF/J08ujZlolJCQk7hub1Y5KpUIQBLKzsxk+fDgVFRWPHIA9DcJCva+vty1OWlragMzlabhGiSdLWFgYly9fJiMjA5VKxZQpU1i/fj2CIPTphX5YYmJiSE9Pv2/VzODgYA4fPkx1dTVTpkwhOjqa7OxsvLy8vn7nfhioDKn7smU0vPcultv724SU3Jf9+KHmJSEhIXE3Buph271ISEgQH8DHxMRQUVEhBa0SEhISj4O8vDwxE6NWq5k+fTrd3d3k5eU9UPC1Zs0aO4uOO4PFgwcP0tTUJAZ2tj6/x03v64N/lm0+6PX1x+MOiCWeDWQyGfPmzbMbuzO47K9aovfvX/d+XFwccXFxdz2m7Xfbz8GDB9tVLMhkMkaOHHl/F0RPZrd3FnegMqSSkJKEhMQ3xTfRjtC7LUihUIi6F98VpKBVQkLiG0Ov1/fxtlOpVOj1+gc+Vu9y2TuDRQcHB1QqFSUlJaII1f1y5wL6QRjI67uTxxkQS0g8KrZerkuXirkowMpf/MLu/ba2NrZv3y56PUdFRXHq1CkEQSA+Pp62tjYKCgoAmJKWhvzjj9j11Vd0yuXITSZm+XgT9OMHz5BKQkoSEhLfBI+jHcHFxYW2traBmN63AilolZCQ+MZwd3fHYDDYPS00Go2ihY6NyspKDhw4gEqlYtSoUVy4cAG1Wo3BYOCFF17A3d2d9PR01qxZQ1VVFXv37kWlUjF06FAxgFOpVLS1tXHx4kVOnDiBm5sb8+bNw2QysXPnTgwGA46OjixcuJDCwkKuXr2K0Whk2rRp5Obm0traipubG25ubvftx3e/13c3KioqyM3NRRAEOjs7GTt2LAcOHKC6upqWlhaKi4sRBAGlUomvry9eXl7s27cPmUxGU1MTU6ZM4ezZs5hMJpYvX45Kpbqv80pIPAq9e7nCh4YQ2tFB+/t/wlGjEQNGR0dHVqxYgVwuZ8eOHTQ1NWGxWFi+fDkdHR3s3LmT1atX09XVxc6dO5nz1tvM+p//gdpaSlUqGmfOJFwKPiUkJJ5SHkc7gqenJ4mJiURHR6PVavH19R24CT+DSEGrhITEN0ZCQgIHDx4EeoJKo9GI0Wjs04t39epVUlNTCQ4ORq/Xc/LkSVasWEFNTQ0nT55k9uzZ4rZHjhxhxowZdHd3c+bMGQYPHgz0BIsuLi54eHgwf/589uzZQ1VVFdXV1YSFhTFy5EjOnDnDpUuXgB6D6xdffJGqqiocHBxYsWIFJ06ceKDym/u9vnshCAIvv/wyx48fp7q6mpkzZ9LW1kZZWRmurq6MHDmSc+fOAWAymVAqlaKaYEFBAa+88grHjx+nrKysj7iVhMTj4H56uTo6Oti7dy9dXV00Nzfj4eEh+gzr9Xrq6upEdWwA7dg4Lt1soKGhge7ubsKHDP7Gr0tCQkLifnlc7QibNm3qd/wvf/nLIx33WUQKWiUkJL4xgoODSUtLsxMTmjp1ap/y1vj4eI4dO8a5c+cYN24cvr6+yOVy/Pz8RF9TG/X19QAUFhZitVrp7OzEbDZjNBqJiIgQF8a2fRsbG6mpqSE/Px+z2Ux0dDQajYaAgACgxxfN9jTTz8+PqgfoR7nf67sXPj4+QE9ZkKOjI21tbbi4uIgCPN3d3bi5uWEymTAajcTGxiKTyXBxcbHb9077EgmJx8X99HIVFhYSHh5OTEwM27dvJzg4mPLycqDHczowMJDFixcDPT7EdXV1mEwmVq9eTX5+/l1L5Jqbm8nOzrZT+b4fsrKySEpKwsPD44H2k5CQkLgbUjvC40UKWiUkJL5RgoODvzaI02g0PP/887S1tbFz505aWlqwWq3U19f3KbX18/Nj8eLF1NTUkJubS0tLC2q1mrS0NG7cuEFdXR0jRoygvr6eUaNG0dHRwdChQ0VrHovFQmFhodjHqtPpqKioAP4ZEA/09UFPKXB5eTkpKSl24737aWtra7ly5QqxsbFcuXKFiIgIBEGgvr6ewYMHM23aNK5du9bvvg9LVlYWycnJ6HS6Rz6WxHeD++nlGjp0KJ999hmlpaV99ndycmLEiBFkZGQgk8kYOnQoEyZM4NatW2zYsAFXV1dcXV0HbL53+s9KSEhISDz9SEGrhITEU0d+fj4lJSUYjUaioqK4du0aW7ZsoaOjo09GZerUqWzevBlBENBqtXz/+98nMzOT4OBgbty4QWNjI5988glubm4EBQXh5+fH7t27OXPmDNDXx3bQoEGcPXuWTz75BBcXl4e27RhoHBwcMJvNmM1mJk+eTEREBIMHD7YLWiUkngT308vl7+/Pq6++ardf74c7Y8aM6ePrvGbNGrG/Xa/Xc/78efR6PSkpKaJoU3BwMK2trWzevFnseZfJZGL2taKigoqKCpKTk/nwww/x9fUVKxJOnTpFQ0MDwcHBA2YXJCEhISHxeJCCVgkJiaeO8ePHM378eKCn/K+hoaFPsGqz5wgMDGTlypV279msOPoTUFIqlX2ONegOdb+5c+cil8tFAafHRX19PZs2baKzs5NXXnmFs2fP0tbWxrZt21i4cCE6nY4rV66QnJxMeXk5s2bN4tChQ2g0Gtzc3Ni5cycTJkwgLy+PMWPGsH79eiZMmIAgCKjValpaWsjKysJsNhMWFsakSZP6HdPr9Wzfvh1nZ2eMRuNju16JbycD3ctlUyI2VVWSJ0DiihVEzp/H9evX+1Xibm9vt+t5v5tvYWtrK2vXrkWlUpGVlUVQUBDPP/88mzZtorW1dUCzuRISEhISA4sUtEpISEjcpqKigry8PLKzs5HJZISHh/PDH/7wsZ5z6dKlHDt2jEuXLuHt7c2iRYvE13fa5+zatYvjx48zffp0TCYTISEhBAUFcfjwYfLy8igvL+fvf/87Tk5OLFmyhOPHj5OcnMyQIUNYv349o0eP5sSJE33GvvzyS2bMmMGgQYP48MMPH+v1Snw7Gahert5KxApPL6JaWjj1H+9RcPkyE5csFrfrbU11r5733qXAXl5edoratn53Hx8fmpubpaBVQkJC4ilGClolJCSeanQ63QOLrDwMFRUVHDx4EJVKxeTJk0Xl36qqqsfmg2orU3R1daW5uVkUgwoICKCmpqZP0PrKK68QHR2NQqGguLiYpKQk6uvrOXPmDL6+vowaNYrq6mqamppITU1Fr9eLC3N/f3/0ev09x+Ry+XdeUl/iyXKnErGjqyvTQobRVVHBiRMncHFxAaChoUH8W21oaLDreddoNLS3t4vv2biz57uurg5vb28aGhoe2M9ZQkJCQuKbRf6kJyAhISHxNJCXl4dKpUKtViOTyVCr1ahUKvLy8h7bOXsvopVKJbW1tQDU1NTcVdU0MjKSoqIi2tracHd3Jy8vD2dnZ5qbm/Hx8aGzsxOtVkteXh7u7u7iMWtra9HpdP2O6XQ66urqsFqtdot8CYlvGlNVJXJHR/F1YWMj2yor2Z6bS0xMDG1tbWzcuBGDwSBu4+TkxJYtW9i/fz+JiYli+fz//M//cPPmzbue66uvviI9PR0/Pz8pyyohIfHMkpmZyY9+9KMBOVZwcDCNjY0DcqyBRsq0SkhIkJOTw+DBgwkJCXnSU3li6PX6PplNlUrVbw/d40Cj0VBeXk5GRgbOzs4kJiZSWVnZZzu1Wo2Dg4PoR6vX6/H19aW2thaZTIaDgwPu7u7o9XpmzJhBVlYWFouF0NBQXF1dSUxM7DM2ceJEsafVycnpG7leCYn+uFOJONbXl9FOTjh4ejIoOpro6Og++9h62Hszb968PmNr1qwR+2VHV1WiHBSE+7JlkkWFhISExDOAFLRKSEhIAO7u7hgMBtRqtThmNBr7WOwMFL2tcWJiYgCIi4vrs01sbCzwT+EpAIVCQVRUlDhvlUrF0KFDAUhISKC7uxsnJyd0Ol2fBX3vsYqKCrZu3Sp6yiYkJDy2UmgJifvhfpSI++N+/Frv7Jc1NzWx4fUfM+tX/4+g1OkDfCUSEhLfNaqv6CnMqaK1sQtXLw0jkwcRGPrwawiDwcDixYupqqrCYrHw85//nJCQEF5//XVxvXL48GGgp0Jr5syZlJWVsWDBAv7jP/4DgM2bN/POO+8gCALPP/8877333j3Hn2ak8mAJiWeUiooKNm/ezKZNm/jLX/5CV1cX27ZtIyMjg23btmG1Wtm1a5dYHnf69GmKi4sxGAxs3ryZzMxM9u7d+0Dn+6ayjpmZmVit1m/kXDYSEhIwGo10d3cjCALd3d0Yjcanrtdt9+7dODk5ib19DztvWw+vwWDA2dkZg8HAwYMHRY9aCYkngU2J2MHTE0tTEw6envi89faAZEN798vK5HLkTk7IVGqat20bgJlLSEh8l6m+oufktqt0thpxdFXS2Wrk5LarVF95+HXTgQMHCAgI4MKFCxQVFTFz5kyWLFnC+++/z4ULF/jiiy/QarUAFBQU8Omnn1JYWMinn35KZWUlNTU1vPXWW2RnZ1NQUMCZM2fIysq66/jTjpRplZB4xlm6dCk3b96ktLS0j/psZGQkly5dYsqUKVy7do0XX3yRI0eOMGnSJIKCgjh06FC/Jaj9UVFRweDBgx8689hb7XOgGYhjBwcHk5aWRl5enph5nDp16lOXeZwzZ47d64edd+8eXkD8mZeX99Rds8R3i/6UiG1+rSqVilGjRj2UX+up8+dIDI9gfXExXlotnlotMrWavMJCzmZkiH6teXl5XLx4EQcHB9LSIHlbkAAAIABJREFU0kThMgkJCYm7UZhThVKlQKXtCa1sPwtzqh462zpy5EjefPNN3nrrLWbPno1Op8Pf35/4+J7vx969+NOmTRMt+iIjI/nqq69oamoiOTkZb29vAJYtW8axY8eQyWT9js+fP//hLv4bQgpaJSSeQQRB4NChQ1y5cgWLxUJBQQEjR46kurqaXbt2cfnyZcxms/gkrby8nLNnz6LT6WhubhYzs62trcTHx2M0Gjl16hQTJ04UA9zjx49jMpkYN24c0dHRFBQUUFJSQkhICFOmTGHHjh10d3fj5+fHc889R0dHB1u3bkWpVCKXy5kwYQIAp06dQhAE4uPjuXbtGnV1dQiCwAsvvICbmxsfffSR2JOZnJxMaGgogDjvsWPHEhsbS1VVFV988QUWi4XY2FjGjBlDZmYmgYGBtLW1DYjCcO+S3WeJh5n3k+7hlZB4EK5evUpqairBwcEP7dfq4O2DtaODNpORJeHhqBQK9peUMHhoMKmrV4t+rZcvX2blypUolUo7yxwJCQmJu9Ha2IWjq9JuTKlR0NrY9dDHDA0NJT8/n3379vGzn/2MGTNm3PUBfe/WJoVCgdlsvuv317P6vSaVB0tIPIOUlpbi6OjIc889x7Jly4Ae9dmmpia8vb0ZN24c0NOTWVNTg0ql4gc/+AEqlQqr1Up8fDwvvfQSGRkZODk54e7uzpIlS7h8+TIAQ4YMYfXq1axbt478/HwUCgUxMTGkpaWRlpZGfn4+UVFRrF69GpPJRFVVFefOnWPs2LEsW7YMi8UiztVisbB06VJGjBjB9OnTWb16NcnJyZw9exbo6dlISkpi1apVHD9+XNwvKiqKNWvWcOHCBQCOHDnCyy+/zJo1aygsLBTPER4e/o1Y4nzbcHd3x2g02o09zh5eCYlHIT4+nuLiYnbs2GG3aOu9+Po6v1bn6dMROjvQIUMpk2Fpb0cwdjNixUrgn36tycnJ7N27l927d9upFEtISEjcDVcvDaYui92YqcuCq5fmoY9ZU1ODo6Mjy5cv58033yQ3N5eamhrOnDkDQFtbG2az+a77jxs3jqNHj9LY2IjFYmHz5s1MmTLlruNPO1KmVULiKeTAgQPMmDEDubz/50pNTU1iyZptAafRaGhububYsWOEhIQQGhpKV1cXLi4u7Nixg46ODgRBIDY2ll27dpGfn09BQQEuLi5if6QtqK2pqWHbtm3U19f3a72i1+sZMWIE0OMpeuvWLZqbmwkLCwPAz89P3Nbf35/MzExWrFjByZMnKS8vx2q14uXlBYCjo6NY0tL7en18fFAoFOL11dfXs3nzZgA6OjrExaTN21TiwUhISODgwYNAz+du86WdOnXqE56ZhERfNBoNzz//PG1tbezcufOh/Fq1EeH4xMWh+D//B0tTE8pBg3AbPYq2AH9xm4SEBLRaLfPnz6ewsJCCgoI+GVsJCQmJOxmZPIiT264CPRlWU5cFk9FCQvKghz5mYWEhP/3pT5HL5SiVSj788EMEQeC1114T7e2++OKLu+7v7+/Pb3/7W6ZOnYogCMyaNUtUVr/b+NOMFLRKSDyFzJw5857ve3l5UVNTQ0pKCoIg4OPjQ1xcHAaDQbSusTXVR0VF8fLLL4vBXXl5OTKZjIaGBgICAujo6GDWrFl4eHhw7NgxAE6ePElqair19fUUFxcDPQGlTRzJ3d2dmpoafHx8qKmpITY2ltbWVurr6/H29qa+vp7hw4cD/wyqOzo6qKioYM2aNZSVlVFYWAhAZ2cnra2taLVaO/GlO0tg/Pz8WLx4MSqVCovFgkKh6Hc7ifvjWenhlZAAyM/Pp6SkBKPRSGJiIgUFBWzcuFEUIYF/+rV2dHSwcOFCO79WDw+PHkunhHg8lr7M0Ntq3JqsLL766ivOnDlDcHAwrq6ufPbZZzQ3N2M2m5/6Hi8JCYmng8BQdxIXjbBTD054RPVgW3XbneTm5tq9XrVqlZ1TwJ49e8Tfly5dytKlS/sc427jT7MYoxS0Skg8BQiCwO7du2lqakKpVGI2m1mxYgXbtm3j6NGjmEwmIiMjGTVqFKWlpVy8eBGFQsEf//hHwsPDOXHiBJ999hkbNmxAp9MRHBxMfX09MpmMtrY23nzzTerq6vDw8MDR0ZGWlhaqq6u5fPkybm5uaLVazp49S0FBAZcuXWLx4sVs27aNwsJC3N3def3113FycqK8vJyQkBCcnJxoaGhALpdjMBjIzs7mrbfe4uDBg/zxj3+ktraW7du3M2/ePNzd3Tl79iyBgYGcOHGCr776ipEjR5Kbm8v8+fPRaDT84he/IDIy8p7lKVOnTmXz5s0IgoBWq2XJkiUApKens27dum/qo/pW8az28Ep89xg/fjzjx48XXz+qX6uN3kGpIe8MVa//hJjeHq63hUokJCQkvo7AUPdHClIl7o0UtEpIPAWUlpbi5OTE3LlzEQSBTz75BICqqiqmTZvGwoUL+a//+i/q6+sZNmwYs2fPJigoiF/+8pckJiYSGBiIXq/nV7/6FQUFBajVahYuXMimTZtYunQpS5YsoaCggCNHjnDy5EnCwsIYOXIktbW1jBw5klOnThEWFsb777/Pu+++S3NzMyNHjmTIkCGsXbuWzMxMkpOTKSoq4vz58/z7v/87W7duZfHixRw9ehSNRkNxcTErV66kvr4epVLJr3/9a3bu3ElSUhKff/450dHRTJ06lfXr17Nw4UK6urro7u6mqamJF154gcmTJ4v3o/fi0/Z7YGAgK1eutLtvq1atIj09/YHu9eNUMZaQkHg26c/DteG9dwfMbkdCQkJC4tGQglYJiaeApqYmgoKCAPty1/DwcGpqatixYwdtbW1ERkZSV1fH4cOHxRJfJycncfvc3FwKCwsJCQlh8ODBdHV18eWXX3Lw4EEuXbpEXV0dFosFNzc3Ojs70Wg04vnDw8MBCAsLo7KyEqvViru7O1arlerqav73f/8Xo9GIo6MjSqUSJycnDh48yGeffcb48ePR6XRkZGSwf/9+QkND+eCDD+zKfX18fMjIyKC4uJgPP/wQLy8v3n//fQ4ePMiCBQsA+OijjwgICOCrr75i8uTJFBcXc+vWLRYsWICfnx/79++nqKiI8vJywsLCCAgIoLGxEegpaZbJZMTHx7Nz504MBgOOjo4sXLiQwsJCrl69itFoZNq0aXY9txISEhK9PVwBFM7OWG6PS0GrhISExJNHUg+WkHgK8PLyoqqqCrBXw1SpVKSkpJCamkpDQwM1NTV4enqSlpbGypUrmTFjhmgR4+7uTmJiIikpKaxYsYL4+HicnZ1JTEwkICCAP/zhDyxfvlwMimUyGYIgYDKZ8PT0FJWDr1y5wqBBg3B1dUWv11NXV0djYyMvvvgio0aNEvcfPnw4+/bt4+WXXyYlJQWlUsmaNWuYOXMmSUlJPPfcc316VDs7OwkLC2P58uWUlZXh7+/PggULuH79OtDT35qUlMTy5cs5cOAAL7zwArNnz+b8+fPiOV1dXcXyZ4PBQFFREdu2bQNg4sSJnDt3jrCwMFauXElwcDCXLl0CeoRcli1bJgWsEhISfTBVVSJ3dLQbkzs6Yrr9vSwhISEh8WSRMq0SEk8BYWFhXL58mYyMDFQqlTh+5coV8vPz0el0DB06FFdXV8rLy9m5cydxcXEUFhYyatQooKfHq7i4mJycHKqrq5k3bx7Bwf9/e3cfHHV19338fZKwWfMA2YSAPLUJbYyJARIKC7HWSUAJnSKV+FCqvUXR+oBWrJ1WqePldKy9YDq1M/QqgvVCsOKtqLeiUAj4gEwtEKAJkACSiKFoKOEhULLALknO/Uc2awKBhASS3eXzmsmwe36/39mz+50Fvjnn9z0p7Nq1i8rKSmbOnElGRgbGGE6fPk3fvn3ZsmULPp+PSZMm8eGHH3LfffeRmJhIfn4+FRUVvPzyy0RGRuLxeHj33XdbzepmZGRw7NgxduzY0arkekxMDOXl5Xz22Wfk5OS0ep8xMTFERkYSHx9PcnIy0dHRZGZmcvz48cDx5r1DXS4XUVFRxMfHc/LkSQBeffVV9u3bF+ijeV+yoqIi5s+fD8ChQ4eorq5my5Yt1NfXk5WVhdPpVJVhETmnXoOHUH/4cGCmFaDxxAl6De585U8REbl4lLSKBAFjTJsFQ2bMmNGh67Ozs0lPTyc9Pb3VnqX33nvvWedOnTo1UDH27rvvxu12c/ToUe655x5GjhwZOO/qq69mzpw5GGPo1asXN910E0eOHKG4uJgFCxbQp08fRo4cyaOPPtqq/4iICEaPHs3QoUMDM63jxo0jIiICYwx5eXksXbqUTz75hOTkZG655ZZA0tpyafSZ9502Vx+eMGECNTU17Nu3D2iaQR0yZAjvvvsuhYWFJCUlkZqaSmZmJtC0T+z27dt1H6uInJPrzjupmTObBppmWBtPnMCePIHrzkfbvVZERC49Ja0il5m2KsaWlpaedZ7P52PJkiU0NDQwdOhQjhw5QlFREQ6HA4fDwZo1axg0aBBVVVUdrkB76NChQB8HDhygb9++bNy4sdW2FedyxRVX0KdPHz7++GOSkpIC7fX19aSnp3PVVVexcuVKbrzxRt5///3A5tvjx4/v0NhE5PIV6x5NvyeepHbJEk5/+SW9Bg/Gdeejup9VRILe3LlzeeGFFxg5ciRLlizp6eFcMkpaRYTs7Oyz2qKjo1ttDbF06VIcDkdgSe748ePxer0UFxe3SlofeeSRs/pqnv1NSUnB4/EQHR0dqATs9XoDy45bvl7z44SEhMD1jz/+eKvE2ev1MmbMGNxuNykpKQwbNqzV6zUbrCV+ItKOWPdoJakiEpSstVhriYg4uxzRvHnzWLlyJampqR3qq76+nqio0EsBVYhJRDqktra21f220FQoqra2ttv6SElJoaCggNjYWOrq6oiNjaWgoKDNmd6qqiqWLl3KggULWLp0aVBvmC0iIiKhbd+O7bz3/H/z1ydn8t7z/82+Hdu71F9VVRUZGRnMmDGDkSNH8uyzzzJ69GiGDx/OM888A8CDDz7Inj17mDx5Mn/84x/xeDxMnz6d0aNHk5OTw7JlywBYtGgRt912GzfddBMTJkw473mFhYVMnDiRtLQ0fvWrXwXGs2rVKkaOHMmIESMCq9jO1U95eTlut5vs7GyGDx9ORUVFlz4L0EyriHSQy+UKzJI28/l8uFwd30j7YvTR1vLmM1VVVQVmZOPi4vB4PBQVFZ0zwRURERHprH07trP2lZfoFe0kNsHFiWNHWfvKS+TddR9DMod1ut/mIp0333wzb731FsXFxVhrmTx5MuvWrWP+/PmsWrWKjz/+mL59+/LrX/+acePGsXDhQo4ePYrb7eaGG24AYP369Wzbto3ExMTznldaWkpJSQnR0dGkp6fzs5/9DKfTyU9/+lPWrVtHamoqR44cAeC5555rs5/58+czc+ZM7rzzTnw+Hw0NDV3+jDXTKiId4na78fl8eL1erLV4vV58Ph9ut7tb++iI4uLiwFJmYwzR0dE4HA6Ki4sv6uuIiIiIlKxaTq9oJ9ExMU3/74iJoVe0k5JVy7vU7ze/+U3Gjh3L6tWrWb16NTk5OYwcOZJdu3a1OXu5evVqZs+eTXZ2Nnl5eZw6dYp//etfANx4440kJia2e9748ePp06cPTqeTzMxM9u7dy4YNG7j++usDS5Db6yc3N5ff/e53zJkzh71793aodkl7NNMqIh3SvDS3ufKwy+UiPz//gmYuL0YfHVFbWxvYOqfZhS5lFhEREemIYzX/Jjah9aoxxxVX8J+DB7rUb3PND2sts2bN4oEHHjjv+dZa3n77bdLT01u1b9y4sdW2hec7r+VquMjISOrr67HWtrkLw7n6ycjIYMyYMaxYsYKCggJeeuklxo0b17E3fQ6aaRWRDktJSeH222/ngQce4Pbbb+9Usnkx+miPy+XC5/O1arvQZcgiIiIiHdGn35X4/HvKN/OdPEnv5P4Xpf+CggIWLlxIXV0dAF999RU1NTVtnvenP/0Jay0AJSUl5+yvI+c1y83N5ZNPPuGLL74ACCwPPlc/e/bsYejQoTz66KNMnjyZbdu2XehbPouSVhEJO921DDnYlJaWUl1d3dPDEBERuazkTJzEae8pvCdONP2/48QJTntPkTNx0kXpf8KECdxxxx3k5uYybNgwbr311sAe9y09/fTTnD59muHDh5OVlcXTTz/dZn8dPa9ZcnIyL774IoWFhYwYMYIf/ehH5+3njTfeICsri+zsbHbt2sVdd93VxU8ATHNmHOxGjRplN2/e3NPDCGlr164lLy+vp4chl4Bie7aqqqpWy5Cbt8UJNYpt+FJsw5diG94U3/DVMrY7d+4kIyOjw9fu27GdklXL+c/BA/RO7k/OxEldKsJ0OWjrMzbGbLHWjjrzXN3TKiJhqSNVhoNJVVUVGzZswFrLyZMnGTVqFCUlJezevZvvfe97vPPOOxw/fpz4+HgKCwtZvnw5ubm5JCcns3HjRuLi4jh48CDf+MY3SE1NZcWKFRw+fJioqCgKCwsvShEEERERaduQzGFKUi8hLQ8WEQkS1lp+/OMfk5aWxldffcW0adOIjY1l/fr1JCcnc88999CvXz927NhBZmYmO3bsAKCyspK0tLRAP7t376ZPnz5MmzYNt9uNVqmIiIhIKNNMq4hIkOjXrx8A8fHxxMTEABATE0NjYyMDBgwAYODAgVRXV3Pdddfx6aefMmrUKBwOBw6HI9DPoUOHKCsr4/PPP6exsZHBgwd3/5sRERERuUiUtIqIBImW5eRbPk5KSmL//v1cddVVVFdXk5iYSEREBAkJCXz66adcffXVrfpJSkpixIgRXHvttQA0NDRQWlpKv379GDhwYPe8GREREZGLRMuDRUSCnNPppKamhpdffpkDBw4EihZkZmayefNmrrrqqlbnp6enc/ToURYvXszixYuprKwkOztbCauIiIiEJM20iogEgZaFo7KzswPt2dnZREZG0tDQgNPp5Pjx45SXl1NSUkJUVBRPPPFEqyJN119/Pe+//36rIk319fWsXbv2nEWaDh06xKpVq3A4HAwfPpycnJwe+hREREREzqaZVhGRENBWkabevXu3KtLU0NDA888/z9atW/nzn/9MVVVVh4o0VVRUcOONNzJt2rRWCbOIiIj0jKNHjzJv3jwAqqurufXWW3t4RD1LM60iIiGgrSJN8fHxgSJNVVVV7N69G4/HwzXXXMMnn3zCe++9R2RkZKBIk7WW1157jcrKSj799FPi4uKoqanhl7/8JevWreOf//wnY8aMYdCgQT32PkVEROTrpHXGjBkMHDiQt956q6eH1KOUtIqIhID2ijQdOHAAj8eDy+UiMjKS3r17s3fv3kDVYQCPx0NiYiIPP/ww1157LUePHmXNmjU4nU5+8IMfcPz4cZYtW8ZPfvKTbn1vIiIioe7UnqN41u+n/sgpohKdxOYOwDk0odP9Pfnkk3z++edkZ2eTlpbGzp07KSsrY9GiRbz77rs0NDRQVlbGL37xC3w+H3/961+Jjo7mb3/7G4mJiXz++ec8/PDDHDx4kJiYGP7yl7+cVbgxlChpFREJYc1FmlasWEGfPn3IysoCYPDgwWzYsIHU1NTAuX//+9/xer3MmzePNWvW0K9fP+rr69myZQsLFiwgLi6OhIQEysrKKC8v58iRI0yZMoXk5GTeeOMNfD4fsbGx3HbbbT31dkVERILOqT1HObb8C4wjgoi4XjQc93Fs+RcwKbXTievs2bMpKyujtLSUqqoqJk2aFDhWVlZGSUkJp06d4tvf/jZz5syhpKSEn//857zyyis89thj3H///cyfP5+0tDQ2btzIjBkz+Oijjy7WW+52SlpFRILcuYo05eXlAfCtb30Lay0ej4eIiKZSBVdeeSXf//73iY2NDZybnZ3NRx99xIQJE2hsbGTo0KF89NFHjB07lk2bNnHPPfdgrWXBggU89thj7N+/n5KSEsaMGUNMTAx33HEH1tpufe8iIiLBzrN+f1PC6mxKrYwzikbq8azf36XZ1nPJz88nPj6e+Ph4+vTpw0033QTAsGHD2LZtG3V1dfzjH/9o9Utmr9d70cfRnZS0ioiEAbfbTVFREQAOhwOfz4fP5yM/P7/N86urq9m6dWuguvCJEyeIi4sDwOVyERUVRXx8PCdPniQxMZF+/frx9ttvM3DgQHJzc7vtfYmIiAS7+iOniIjr1arNREdSf+TUJXm96OjowOOIiIjA84iICOrr62lsbCQhIYHS0tJL8vo9QdWDRUTCQEpKCgUFBcTGxlJXV0dsbCwFBQWBGdqWqqurWb9+PSdOnMDpdOLxeCgvL6eqqgpofc8sQH19Pbm5udxyyy1UVlZSV1fXDe9IREQkNEQlOrHehlZt1ttAVKKz033Gx8dz/PjxTl3bu3dvUlNTefPNN5vGYi1bt27t9FiCgWZaRUTCRMtlxOdTVlZGr169cDgcGGOIjo4mKiqK4uLiNq8/duwYy5Yto7GxEZfLFVhyLCIiIhCbO4Bjy7+gkXpMdCTW24D1NRKbO6D9i88hKSmJ7373u2RlZZGRkXHB1y9ZsoSHHnqI3/72t5w+fZqpU6cyYsSITo+npylpFRG5TCQkJFBYWMiCBQsYNGgQxhhGjx4NwPjx46mtrQVg+vTprc5v2SYiIiKtOYcmwKTUi1o9GOC11147q+3uu+/m7rvvDjxvXiV15rHU1FRWrVrVpdcPJkpaRUQuMy6XC4/H0+qeGJ/Ph8vlanVeVVUVxcXF1NbW4nK5cLvdHZrJFRERudw4hyZckqJL0kT3tIqIXGbcbjc+nw+v14u1Fq/Xi8/nw+12B86pqqqiqKgIj8dDXFwcHo+HoqKiVr/RFREREekOSlpFRC4zHSnaVFxcjMPhIDo6OnDfq8PhoLi4uOcGLiIiIpclLQ8WEbkMtVe0qba2NrAFTjOHwxG471VERESku2imVUREzuJyufD5fK3a2rrvVURERORSU9IqIiJn6ch9ryIiIiLdQUmriIicpSP3vYqIiIh0B93TKiIibWrvvlcREREJHQ0NDURGRvb0MDpFSauIiIiIiEgXXOy9zZ9++mn69u3LzJkzAXjqqafo378/Xq+XpUuX4vV6mTJlCr/5zW8AuPnmm9m3bx+nTp1i5syZ3H///QDExcXx+OOPU1RUxB/+8Aeuu+66Lr/XnqDlwSIiIiIiIp10KfY2v/fee1m8eDEAjY2NvP766/Tv35+KigqKi4spLS1ly5YtrFu3DoCFCxeyZcsWNm/ezNy5czl8+DAAHo+HrKwsNm7cGLIJK2imVUREREREpNNa7m0OBP4sLi7u9GxrSkoKSUlJlJSUcODAAXJycti0aROrV68mJycHgLq6OioqKrj++uuZO3cu77zzDgD79u2joqKCpKQkIiMjueWWW7r+JnuYklYREREREZFOulR7m993330sWrSIf//730yfPp0PP/yQWbNm8cADD7Q6b+3atXzwwQesX7+emJgY8vLyOHXqFABOpzNk72NtScuDRUREREREOulS7W0+ZcoUVq1axaZNmygoKKCgoICFCxdSV1cHwFdffUVNTQ3Hjh3D5XIRExPDrl272LBhQ5deNxhpplVERERERKST3G43RUVFQNMMq8/nw+fzkZ+f36V+HQ4H+fn5JCQkEBkZyYQJE9i5cye5ublAU5GlV199lYkTJzJ//nyGDx9Oeno6Y8eO7fJ7CjZKWkVERERERDqpeW/zltWD8/Pzu7xtXGNjIxs2bODNN98MtM2cOTNQUbillStXttlH86xsqFPSKiIiIiIi0gUXe2/zHTt2MGnSJKZMmUJaWtpF6zdUKWkVEREREREJIpmZmezZs6enhxE0ulSIyRjzrDFmmzGm1Biz2hgzsMWxWcaYSmPMZ8aYghbt3zHGbPcfm2uMMV0Zg4iIiIiIiISvrlYP/r21dri1NhtYDvwXgDEmE5gKXANMBOYZY5prLb8A3A+k+X8mdnEMIiIiIiIiF5W1tqeHELYu9LPtUtJqrf1Pi6exQPOr/xB43VrrtdZ+AVQCbmPMAKC3tXa9bRrpK8DNXRmDiIiIiIjIxeR0Ojl8+LAS10vAWsvhw4dxOp0dvsZ0NRDGmOeAu4BjQL619qAx5n+ADdbaV/3n/C+wEqgCZltrb/C3fw94wlo76Rx930/TrCz9+/f/zuuvv96lsV7u6urqztr4WMKDYhu+FNvwpdiGL8U2vCm+4atlbI0xxMbGEhkZ2c5V0hkNDQ14PJ6zfimQn5+/xVo76szz2y3EZIz5ALiyjUNPWWuXWWufAp4yxswCHgGeAdq6T9Wep71N1toXgRcBRo0aZfPy8tobrpzH2rVr0WcYnhTb8KXYhi/FNnwptuFN8Q1fim3wajdpbZ4V7YDXgBU0Ja1fAkNaHBsMVPvbB7fRLiIiIiIiInKWrlYPbrlp0GRgl//xe8BUY0y0MSaVpoJLxdba/cBxY8xYf9Xgu4BlXRmDiIiIiIiIhK+u7tM62xiTDjQCe4EHAay15caYpcAOoB542Frb4L/mIWARcAVN97mu7OIYREREREREJEx1uRBTdzHGHKQpMZbO6wsc6ulByCWh2IYvxTZ8KbbhS7ENb4pv+FJse943rbXJZzaGTNIqXWeM2dxWNS4JfYpt+FJsw5diG74U2/Cm+IYvxTZ4demeVhEREREREZFLSUmriIiIiIiIBC0lrZeXF3t6AHLJKLbhS7ENX4pt+FJsw5viG74U2yCle1pFREREREQkaGmmVURERERERIKWktYwZIx51hizzRhTaoxZbYwZ2OLYLGNMpTHmM2NMQYv27xhjtvuPzTXGmJ4ZvbTHGPN7Y8wuf4zfMcYktDim+IYwY8xtxphyY0yjMWbUGccU2zBijJnoj2WlMebJnh6PXBhjzEJjTI0xpqxFW6Irbvb1AAAECElEQVQxZo0xpsL/p6vFsTa/vxJ8jDFDjDEfG2N2+v8+nulvV3xDnDHGaYwpNsZs9cf2N/52xTYEKGkNT7+31g631mYDy4H/AjDGZAJTgWuAicA8Y0yk/5oXgPuBNP/PxG4ftXTUGiDLWjsc2A3MAsU3TJQBhcC6lo2KbXjxx+7PwPeBTODH/hhL6FjE2d+1J4EPrbVpwIf+5+19fyX41AO/sNZmAGOBh/0xVHxDnxcYZ60dAWQDE40xY1FsQ4KS1jBkrf1Pi6exQPONyz8EXrfWeq21XwCVgNsYMwDoba1db5tucn4FuLlbBy0dZq1dba2t9z/dAAz2P1Z8Q5y1dqe19rM2Dim24cUNVFpr91hrfcDrNMVYQoS1dh1w5IzmHwKL/Y8X8/V3sc3vb7cMVC6YtXa/tfaf/sfHgZ3AIBTfkGeb1Pmf9vL/WBTbkKCkNUwZY54zxuwD7sQ/00rTX7r7Wpz2pb9tkP/xme0S/KYDK/2PFd/wpdiGl3PFU0Jbf2vtfmhKfIB+/nbFO0QZY1KAHGAjim9YMMZEGmNKgRpgjbVWsQ0RSlpDlDHmA2NMWRs/PwSw1j5lrR0CLAEeab6sja7sedqlh7QXX/85T9G0jGlJc1MbXSm+QaYjsW3rsjbaFNvQpbhdXhTvEGSMiQPeBh47YwXbWae20ab4BilrbYP/9rnBNK1YyjrP6YptEInq6QFI51hrb+jgqa8BK4BnaPoN0ZAWxwYD1f72wW20Sw9pL77GmGnAJGC8/XrfKsU3BFzAd7clxTa8nCueEtoOGGMGWGv3+5fu1/jbFe8QY4zpRVPCusRa+//8zYpvGLHWHjXGrKXpXlXFNgRopjUMGWPSWjydDOzyP34PmGqMiTbGpNJUtKXYvxTiuDFmrL/y6F3Asm4dtHSYMWYi8AQw2Vp7osUhxTd8KbbhZROQZoxJNcY4aCr08V4Pj0m67j1gmv/xNL7+Lrb5/e2B8UkH+P8u/V9gp7X2+RaHFN8QZ4xJNv4dF4wxVwA30PR/ZMU2BGimNTzNNsakA43AXuBBAGttuTFmKbCDpmWlD1trG/zXPERTNcQraLpHcuWZnUrQ+B8gGljT9G8rG6y1Dyq+oc8YMwX4E5AMrDDGlFprCxTb8GKtrTfGPAIUAZHAQmtteQ8PSy6AMeb/AnlAX2PMlzStZpoNLDXG3Av8C7gN2v23V4LPd4H/A2z33/sI8GsU33AwAFjsrwAcASy11i43xqxHsQ165uuVhSIiIiIiIiLBRcuDRUREREREJGgpaRUREREREZGgpaRVREREREREgpaSVhEREREREQlaSlpFREREREQkaClpFRERERERkaClpFVERERERESClpJWERERERERCVr/H3eBqpq82pgbAAAAAElFTkSuQmCC\n",
+ "image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
- "needs_background": "light"
+ "needs_background": "light",
+ "tags": []
},
"output_type": "display_data"
}
@@ -307,20 +349,20 @@
"base_uri": "https://localhost:8080/",
"height": 537
},
- "colab_type": "code",
"id": "MCIcu2hkJDX3",
- "outputId": "3ca34718-ba5f-4092-ac91-d8be3edf3b74"
+ "outputId": "fb43c535-dcce-4165-cb3b-cc3e2e20591f"
},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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+/hF+2wPXk+m3vLycqKioB8r025P0yeVyUVFRQXNzM52dnVom397XunPnDtu2bQO6A12bzUZQUBA6nY7o6OhHd+NCiIcmwakQQgghnkgNDQ3ExcUBfbO59gRD/v7+dHR0cPfuXQ4ePIiiKDgcDmJjY/u063mt1+txuVzU1NRw5MgRnE4nd+7c6XN9i8VCYmIiADExMTQ2NmK1WklKSgK6A98evYOkkpISKisrcblchIWFAWhLWAG3PaYRERF4eHho9zdhwgSuXLnCjRs3mDNnzgN9b8OtJ9NvVFQUDQ0NmEymPnVRe+sv029gYCBNTU00NTXhdDqZO3cuV65c6XOun58fkZGRrF27Fp1Oh9PpRFEUrFYrLpdLZk2FeMJItl4hhBBCPJHCwsKorq4Gupf49nZvsBoaGsqiRYvYuHEjb7/9tlZr86dKoJSUlJCdnc369eu1mT6dTofL5QK663Devn0bgJqaGkJCQggKCqKurg5A+9m777a2NsxmM5s3byYrK0v7vL29XZsd7Om/vzElJydz/vx5WlpaHklSpgfRk+n30KFDD5zpd+rUqXR2dqLX62ltbaWoqIg7d+4wYcIEoDt4/fjjj2loaGDmzJls27aN3Nxc9u/fj06nIzU1lb/97W9cunRpKG9NCDHMZOZUCCGEEE+kpKQkrly5Qk5ODnq9/ifbzp49m4KCAux2O4qikJ2d/bP9T5gwgR07dhAVFaUFpyaTiW+++YZbt27xwgsv8Nlnn1FWVkZkZCSjRo0iJCSE/Px8ysvLURTFLZgF8PX1Ra/Xs3XrViIjI7Xjfn5+FBUVUVtby9y5c+87Jm9vbzw9PRk9evTPjn+k9GT6LSoq0rL1DjbTb0ZGBqNGjaK0tJTp06cTHBxMenq6ds7KlSu1fsLCwrQZ7N4ZfoODg0lMTGTBggXDeLdCiKGk3PuXxpGUlpamnjp1aqSHMaJ6/0MuxEDIMyMGS54Z8SDkuRmYnv+vUhSF7du388orrxAQEPCz523ZsqXfcis9zGYzpaWlWCwWrl69yqZNm5g0adKQjXs4POpnxmw2U1hYiF6vR6/X43A4cDgcw1YLVgw9+Xfm2aAoSpmqqmn9fSYzp0IIIYQQQ8ThcLB9+3acTifx8fEDCkx/Tu+g6+rVq6iqSklJCUajUYKuXkpLS9Hr9Xh7ewNoP0tLS+V7EuIJIcGpEEIIIcQQ8fb2/skZ0Pv5qXN6B13Tp08HwG63S9B1D4vFgtFodDum1+uxWCwjNCIhxGBJQiQhhBBCPBb279/vtj+zN1VV2b59O++//z5Xr17FarXy+eefD/oaZrN5QMHKli1bBt33vXJzc+97P4NhsVj67KmVoKuv4OBgHA6H2zGHw/HYJo4SQvQlwakQQgghHguLFy92K6PSW2trK97e3vzyl7/UaoA+iIEGp/dzv1wdQ5HD4359SNA1MOnp6TgcDq1Gqt1ux+FwkJ6ePtJDE0IMkCzrFUIIIcSIUFWVgoICGhoa8PLyoquri/Xr13P06FEsFgstLS0EBQWRnZ1NQUEBX375Jdu3byczM5MNGzZw/vx5FEWhoKCAqKgoOjo6MBqNKIpCVFQUU6dO5cqVKxw6dIi0tDQ8PDy4ceMGFosFPz8/fvOb33D8+HFOnjwJwOTJk1myZAmFhYV8++23+Pr64uXlhaIotLW1UVZWRnR0NE1NTSQkJFBVVcWYMWPw9PSktraWhIQE6uvryczM1ALoAwcO8MMPP5CWlsa0adOorq7m4MGDOJ1Opk2bRmpqKrm5ucTGxtLS0qJlq+0tPT2dwsJCALdEP71L0Yju7L+LFi3SEkcFBweTlZUlS5+FeIJIcCqEEEKIEXH58mUMBgPZ2dmoqsrWrVu1z6Kionj11VfJy8ujo6MDb29vMjMzSU9P5/jx41p906ioKFJTU/Hx8SE1NZWioiIMBgPLli2jvLycjRs30tzcjIeHB+vXr+ff/u3f+N3vfoevry8ff/wxCxYsYNWqVezbt4/Q0FA+/vhjXnrpJVwuF5cuXSIlJYXp06eTm5vLW2+9xeTJkzlx4gRGo5HIyEjKy8v593//d/70pz+RlZWFr68veXl5WnCakpLC/PnzycvLY9q0aRw+fJg1a9ag1+vJy8sjJSUFgPHjxxMXF9fv9yRB18CZTCb5XoR4gklwKoQQQogR0dDQoAVkiqK4fRYREQGAv78/HR0dNDQ0cO7cOWpra3E4HLS2tmrt/Pz8CA0NZcyYMZw9exYPDw8MBgM1NTVs27aNM2fOkJSUhL+/P0ajEU9PT/z9/WlsbCQ6OpqSkhJOnTqFTqejs7OTyMhI7HY7zc3NpKamAuDl5cW3335LWVkZFy5cQK/X4+HhQWBgINBdp7Tnde+lyREREXh4eGj3V1dXx44dOwBoa2vDZrMBEBMT85PflQRdQohngQSnQgghhBgRYWFhVFdXM27cuD77Le8NVkNCQpg6dSppaWm4XC5MJhNff/01iqJobXu/hu6Z2f/8z/90C2Z1Op2WpMhoNFJZWYnZbCYtLY2QkBCOHj1KXV0d3t7exMXF8fXXX7N48WICAwOZNWsWJpOJ/Px81q1bx1dffcXVq1cBaG9vp7m5GV9fX7ckSPfeR1RUFKtXr0av1+N0OvHw8Oi3nRBCPIskOBVCCCHEiEhKSuLKlSvk5OT0yUZ7r5kzZ/LHP/6RmpoaADZs2PCz/cfGxrJjxw4uXLjApEmTgO6A+NixY4SHhxMfH8/169c5fvw4RqORhQsXkpCQwKlTpzhx4gSZmZmEh4dTVFTEuHHjuHz5MqWlpXz77bd9Muj6+flRVFREbW0tc+fOve+YsrKy2LFjB6qq4uvry+uvvz6Qr0oIIZ4JylBklxsqaWlp6qlTp0Z6GCOqqKiIzMzMkR6GeILIMyMGS54Z8SCeleem5/+LFEVh+/btvPLKKwQEBGifm81mt72f6enpmEwmtmzZ8kD1TR81s9mM2WwmMzOTM2fOaMuWH8TP3fOz8syIoSPPzLNBUZQyVVXT+vtMZk6FEEIIIX7kcDjYvn07TqeT+Pj4PoFpYWEher0eo9GIzWajsLCQRYsWDfo69wtyH6X+glNVVWWJsRBixEhwKoQQQgjxI29v7/vOBpaWlqLX6/H29tba9hwfzKzpTwW5vQPUqqoq9u/fj5eXFykpKdTV1VFbW4u3tzcrVqygtraWyspK5s2bR3l5OdCdOOnzzz/HYDBgtVpZs2YNAQEB7N69m6amJoxGIyEhIZSVlVFXV0dubi5LlizRyvF4eXmRkJBAcXExDoeDF154gSlTptDa2squXbvo6upi1KhRvPTSS0B3MLt//37i4uK0pdNCCPGgJDgVQgghhBgAi8WC0Wh0O6bX67FYLIPq56eC3N7B6bVr11iwYAEmk4lbt25RVVXFpk2bOHfuHKdOnWLUqFH99u9wONi0aRMVFRVcvHiRuLg4FEVh/fr1HDt2DKfTyfTp0zl79iwbN24EujMHz5kzh4CAADo7Oxk7diwul4ucnBymTJnCsWPHmDlzJgkJCW7Jq/bv38+oUaMkMBVCDAkJToUQQgghBiA4OBibzaYFk9AdCAYHBw+qn4EGuc8//zxHjx7l9OnThIaGEh0dDXSXnTGbzW7Bae/luOHh4SiKQkBAAI2NjVgsFu3c6OhorUZsbwaDQVvCXFNTw5EjR3A6ndy5cwfov+xPQ0MDnp6eLF68eFD3L4QQ96P7+SZCCCGEECI9PR2Hw4HdbkdVVex2Ow6Hg/T09EH1ExwcjMPhcDvWX5Dr4+PD0qVLWbBgAVVVVdy+fRvoDh5DQkLw8fGhpaUFgPr6eu28e/eMBgUFUVtbC6D9vFfvc0pKSsjOzmb9+vX4+PgAfy/7A39PGhUaGsqkSZM4cODAoO5/JJSXl2uZnoe6H1VV2b59O++//z5Xr17FarXy+eefP/S1hHgWSXAqhBBCCDEAJpOJRYsWYTAYaG1txWAw9NknOhADDXLLysrIycnho48+YurUqXh6erJlyxYqKipIS0sjMjKSlpYWtm/fjs1mu+/1Ro0ahdPpZOvWrTQ0NGjHAwMD+fjjj7l7965b+wkTJrBjxw727NmjBacZGRmUlJSQm5vLoUOHtLbTpk3D19eX4uLin73vLVu2DOj7GQ5Tp04lJiZmWPppbW3F29ubX/7yl4wbN+6hryHEs0yW9QohhBBCDJDJZHrorLo9QW7vbL1ZWVl9+p0xYwYzZszQ3ve3r3Pt2rV9jq1YsaLPWJcvX96n3cqVK7XXvRM6paamumXxVVUVo9HIunXrgO6ETvn5+XR2dpKfnz/smYbNZjMlJSXodDpsNhtpaWmcPXsWT09P3njjDb744gtaWlrw9/dnxYoV7N27lxkzZhAeHs53332H0Wjkzp076HQ6bt68ydmzZ2loaGDs2LGEh4fj5+c3qH5Gjx7NmDFj2Lt3Lw0NDZw5c4aIiAh+85vf4OvrS0xMDG1tbQB88MEHREZGUl1dzYwZM7h69SqNjY28+uqrhIeHs3PnTjo7OzEYDKxatWrYvkMhnhQSnAohhBBCPGJDEeQOJ7PZzIkTJwCIj4/nwoULQHeAfObMGYqLiwkNDaWhoYHz588TEhKCr6+vlh34k08+4dSpU1RVVbF69Wptn27v7L5jxoxhz5492O12wsPDWbp06X3Ho9PpWLNmDceOHeP27dts2LCBgoICTpw4QXh4OK+99hpHjx7l4sWLJCcnc/HiRebOncu1a9dYvXq1tne2rq6O7OxsAK5cuUJSUhJWq3XQ/Vy9epXAwECWLVvGpEmT2LdvH0lJScTExJCRkcE333wDQHt7O1lZWaiqyl//+lf++Z//mdu3b3PmzBleeOEFDAYDy5cvd0syJcSzTJb1CiGEEEKIPpxOJ7/4xS+orKxk06ZNrFmzhu3bt6PX67WMv+np6fzwww9ER0fz4osvakHs8uXLWbJkCRMnTuT8+fNan72z+xYXF5ORkcHGjRvR6/VUVVXddywREREA+Pv7u712uVxuiaIaGxsZM2YMZrMZm82GXq9Hr9dr/Xh6enL+/HkOHz7MzZs3aW9vf6B+7t69y/nz58nNzeXEiRM4HA4mTpzI999/T0FBAY2NjQD4+flhNBrx9/cnODgYT09P/P39aW9vJyQkhIiICD777DO+/fbbofiVCfHEk5lTIYQQQgjRR3R0NBaLhdraWrZu3QqA1WrV6rN6eHjg4+NDUFAQVqsVf39/7ty5g8vl4uuvv+bo0aOMGTOG8ePHA32z+969e5eDBw+iKAoOh4PY2Nj7jqV3wqber0NDQ7l9+zbjxo3TEkXpdDqCgoIoKSlhwoQJbv0EBgYybtw4/Pz8cLlcWpmcwfYTGhrKlClTePHFF7FarRw4cAC9Xs/s2bMJDw/n//yf//OT4wbo6upi5syZKIpCXl4ekydP7pPFWYhnjQSnQgghhBCiD0VRCAoKIjY2ltWrVwPdGYTb29vd2jmdTrdMw7W1tXR2drJkyRL8/f21jMK9s/suXLiQ0NBQUlJStARDLpdr0GP08fGhvr6enJwcjEYjs2bNAiA5OZlPPvmE3/zmN27t4+LisFqtHDx4EFVVMRgMD9RPUlIS+/btY+vWrbS1tdHV1UV7ezuVlZUEBgYyZsyYnx17U1MTu3fvxuVyERwcrI1FiGeZBKdCCCGEEKJfBoOBxMREcnJyUBQFHx8fHA4HXV1dqKqqve6daTgsLIzGxkZOnjzJCy+8oNVPhe7svseOHaO4uJjZs2dTUFCA3W5HURSys7MJCgrqM4be+3OnTp2qHc/MzAQgISGhzzmJiYn8/ve/79O2x8svv6y9TkpKeqB+evdxP70TTfW8tlqtdHV18emnnxIcHDzsCaWEeJJIcCqEEEIIIdz0Dgjvzd5rNpsJDg7GYrEQHh7OO++8o7Xt+bl582aKiorcgrme4Gz27NnasTfeeGNY76M3s9nsliF5KILCwfZpNpspLCzUlkbbbDYKCwsfqCSREE8jCU6FEEIIIcSAPWym4eEIEgdyzaEOCh+kz9LSUvR6vZa9uOdnaWmpBKdCINl6hRBCCCHEI9IT0NlsNreAzmw2D+t1eweFiqLg7e2NXq+ntLT0kfZpsVjcsv4C6BnY32AAACAASURBVPV6LBbLA49DiKeJBKdCCCGEEOKRGI4gcSCGIyh8kD6Dg4NxOBxuxxwOh1tCKSGeZRKcCiGEEEI8Ql999dV9P8vNzcXlclFUVERlZeUjHNWjMVIzh8MRFD5In+np6TgcDux2O6qqYrfbcTgcbgmlhHiWSXAqhBBCCPEIDSTL64NQVXVY+h1KIzVzOBxB4YP0aTKZWLRoEQaDgdbWVgwGgyRDEqIXSYgkhBBCiEfCbDZTWVnJvHnzBtRmy5YtbqU4hsuuXbvIzMzst4zJYFVVVbF//368vLxISUnhzJkz+Pn5YbPZWLlyJcHBwdp9VVdXc/DgQZxOJ9OmTXPLiAtw+vRpiouLCQwM5Be/+AWdnZ3s3r0bm82Gn58fK1asoKKigmvXruFwOJg/fz7ffvstzc3NBAYGEhgY2KeEykhLT0+nsLAQ6J4xdTgcOBwOsrKyhvW6PUFh70RMWVlZDxUUPmifD5tQSoinmQSnQgghhBBD5Nq1ayxYsACTyYTFYuH48eNs2rSJmpoaSkpKWLZsmdb28OHDrFmzBr1eT15eHikpKW59RUREMGfOHL788kuqq6u5desWSUlJTJ48mZMnT3Lx4kUAfHx8WLVqFdXV1Xh6erJ+/XqKi4vp6up6pPc+EMMRJA7m2kN9HQk0hRhaEpwKIYQQ4pGpqanho48+or29nXXr1rFnzx5aWlrw9/dnxYoVfdq3tLSwf/9+Vq1ahcvlIi8vj5kzZ2KxWJg2bRp/+MMf+Nd//VcuX76MXq9n1KhR7Nq1i66uLpKSksjIyKCpqanPMYvFwqefforRaKSjo2PI7u/555/n6NGjnD59mhdeeIHIyEh0Oh1RUVE0Nja6ta2rq2PHjh0AtLW1YbPZ3D6Pjo4G0M69e/cuNTU1lJWV0dXVxaRJk/Dx8SEmJgYAq9VKZGSkdk51dfWQ3ddQkoBOCHE/EpwKIYQQ4pHx8PBgzZo1HD16lIsXLxIeHs5rr72mvTcajW7t/f396ezsxG63U1VVRXx8PHFxcVRUVBAZGYnJZKKqqoqqqioyMzM5duwYmZmZPPfcc3z44YdMmTKF4uLiPseOHz/OokWLGDVqFH/5y1+G7P58fHxYunQpLS0t7N69m6amJlwuF3V1dX32VUZFRbF69Wr0ej1OpxMPDw+3z2tra0lMTKSuro6UlBTa2toYM2YMycnJADidTioqKlAUBYCgoCCtJEtdXd2Q3ZMQQjwqEpwKIYQQ4pGJiIgAICAgAKvVqs36xcTEUFNT0yc4BZgwYQJXrlzhxo0bzJkzB19fX9rb26mqqmLWrFncuHGD5uZmAgICsFgsbjOOFovlJ4/pdDpttnEolJWVcenSJRwOBxMnTuT69evs3LmTtra2PjPDWVlZ7NixA1VV8fX15fXXX3f7/O7du2zdupXAwEDi4uKIioqioKCAkydPAjB//ny39qNGjeLUqVNs3boVf39/wsLChuy+hBDiUZDgVAghhBCPTM8sH4CXlxe3b99m3Lhx1NTUEBIS0u85ycnJfPbZZ7hcLm32MSAggBs3bpCRkcF3332Hr68v0J0N9vbt2zz33HPcvn2b9PT0fo8FBQVRW1tLbGws9fX1Q3Z/M2bMYMaMGUD3Mtv6+vo+QWlPkqfY2Fg2bNjg9tnGjRsB+k1k5OXl1aevUaNGAd2JpEpLS2loaCA0NBSn0ym1M4UQTxwJToUQQggxInx8fKisrCQnJwej0cisWbOoqqrq087b2xtPT09Gjx6tHYuLi8Nms6EoirbXFGDWrFns2rULp9PJuHHjCAgI6PfYiy++yGeffYbRaMRgMDyyex4OZrOZwsJC9Ho9V65cobm5GUVR+mT/FUKIx50Ep0IIIYR4JHonwpk6dSoA06dPv2+b3mVkPDw8mDhxovY+NTVVC75WrlypHQ8KCtJmH/s7Zjabyc/P1zLFpqenD1tynqCgoH6TPA210tJS9Ho93t7eWo1Nu93O6dOnGTt27LBfXwghhooEp0IIIYR4rBUUFGAwGPD393+ofnrPMBqNRmw2G4WFhSxatAiTyYTZbKakpASdTofNZiMtLY2zZ8/i6enJ66+/zieffILT6cTHx4exY8diMpn4/PPPMRqNNDY2MmvWLMrLy+ns7GTt2rXo9foh+gZ+msVi6bNXV6/XY7FYHsn1hRBiqOhGegBCCCGEED/llVdeYfHixQ/dT+8ZRkVR8Pb2Rq/XU1paqrXR6XSsWbOGpKQkbt++zYYNGwgICODbb78lLi6OtWvX4uPjo7V3OBysWrWKWbNmcf78edatW0diYiLff//9Q4/3p5SXl1NeXg5077N1OBxunzscjkey5/Ty5cu0t7cP+3WEEM8GCU6FEEII8UywWCx9ZjPvnWHsySbs7+/v9trlcrnVEO0RHh6Ooih92j/KgC09PR2Hw4HdbkdVVex2Ow6HQ1viO5wGGpyqqoqqqsM+HiHEk02W9QohhBDimRAcHIzNZsPb21s7du8MY+9swr1fh4SEUFdXp9UdjY2N/cn2w8HpdJKfn4/T6cTLy4ukpCT27dtHbW0tHR0dGAwGWltbuXXrFkajkSNHjhAVFcXOnTtZv349Op2O3NxcNm7cyK5du/D09KSuro4xY8bQ0dFBVVUV6enppKam0tjYyN69e+nq6iIhIYE5c+Zo59TX1xMfH09qairXr1/nzp07JCcnExkZSXFxMQ6HgxdeeAGAoqIirFYrLS0tjBkzhoiICMaNG8fly5dpbGzkxRdfHNbvTAjxZJHgVAghhBDPhPT0dAoLC4HuGVOHw4HD4SArK+tnz/Xx8aGqqoq8vDz0ej063aNffHb58mViY2OZM2cOBQUF2Gw2HA4HmzZt4ty5czQ3N5OQkMDx48dZuXLlz85UJiQksGzZMt59911ee+01Fi5cyNatW0lNTeWbb74hOzubwMBAPv30U5qbm93Oef/998nMzGTs2LHMmTOHkJAQOjs7GTt2LC6Xi5ycHBISEgAIDQ1l+fLlNDU1cejQIcaNG8eFCxdYsGDBsH9nQogniwSnQgghhHgmmEwmFi1aRGlpqZatNysrS8vW2182Yfh7zdH4+Hh0Oh1ffvklwcHBbtl473fuULJYLERHRwMQHR3NjRs3uHPnDgAxMTFcunSJ69evk5ycDPQ/k9s7YI2IiGD//v0YDAYiIiLw8PDQzmloaOCLL74AoKOjQwtOe5Yue3l59em7pqaGI0eO4HQ6uXPnjhacxsTEABAYGEh7ezttbW10dHQQEBDw8F+KEOKpIsGpEEIIIZ4ZvYPIwdq+fTsOh4OQkBDi4uKA7gzAvYPd4S5NU1tbS2JiIrW1tSiKQkNDA9AdGMbGxjJ27FiOHz+u7TdVVRUfHx9aWlrw8vKitbVV609RFBYvXkxubm6fQDY0NJTFixdr+20VReHUqVN92ul0OlwuFwAlJSVkZ2fj7+/Pu+++63adHklJSXz55ZckJSUN7ZcjhHgqSHAqhBBCCDEA69atc3v/c6Vphtr48ePJz88nLy8PX19f/Pz8sFqt/PKXv0Sn0/HOO+9w/PhxAgMD+a//+i9u3rxJeno6KSkp7Nixg0uXLuF0Onnvvffo7OwEIDc3F5fLRWtrK3v27KG4uJjRo0czf/58du/ejdPpRKfT8frrr/c7prFjx7J3714mTpzIhAkT2LFjB1FRUW4ZjXtLTk6msLCQZcuWDfn3I4R48j10cKooShywDYgEVOA9VVX/pChKCPAxYALMwGpVVaXglhBCCCGeCr1L0wDaz9LS0mEJTj09PXnzzTe192azmbt377J+/XrOnz/PrVu3AMjKyqKyspL/+I//oKWlha+++op//Md/5E9/+hMbN27E19eXvLw8QkJCANi4cSOFhYXMnDmTtWvXoqoqiqKwdu1at+svX75ce71x40agO9jsWUYMkJqaqr0uKioiMzMTs9lMfn4+FosFg8FAQEAAfn5+A7pns9lMZWUl8+bNG9yXJYR4Ig3Fbv4u4DeqqiYDM4D/R1GUZOAd4BtVVROBb358L4QQQggxZMxmM4cOHdLeW61WPv/88wGfX15ezunTp92O7dq1i8bGxp89997SNFarFZvN5laaZrj17EGNioqisrISgLa2NgIDA/Hw8CAoKIiOjg4A/Pz8CAwM7DehU0NDg7ZUeSizDvfMLttsNlRV5dChQzQ3N2M2m4fsGr313lP7cwmhpLSNEI+fh545VVX1NnD7x9ctiqJcAmKBXwCZPzbbChQBv3vY6wkhhBBCPA7uLU1jtVpxOBxuM4n30zM7+bBqa2sBtJIwd+7cwc/Pj6amJpxOJy0tLdoS2/b2dpqbm/H19dX2ifYICwujurqa+Pj4IRsbuM8ue3t789JLL2G32wc1u1xTU8NHH31Ee3s769atY8+ePbS0tODv78+KFSu4efMmJ06cACAtLY2DBw8SGRlJREQEMTEx2h8v5s2bR3x8PLm5ucTGxtLS0qIltBJCPB6UofyrkaIoJuAoMAm4qapq0I/HFcDS8/6ec94G3gaIjIycvnPnziEbz5OotbUVo9E40sMQTxB5ZsRgyTMjHsTj+tzU1tZy7tw5FEXB6XTy/PPPc+HCBebMmcP333/P5cuXAZg5cyYhISHcvHmTiooKPDw8mDp1Kq2trbhcLmJjYzl+/DizZs3SZlJbWlqIiooiNTWV4uJiUlJSCAgIYP/+/SxevJhz585x6dIlPDw8SE1NpaysDLvdTkxMDPPmzePbb7+lqakJDw8P5syZg8Vi4cKFC0B3YqBRo0Y99L2fP38eVVVxOp2kpaVx8eJF5syZw/Xr17ly5QoAM2bMIDQ0lL179xIUFERjYyNTpkxh9OjR7N+/n4ULF2K32zl27Bgul4vw8HCmT5/+UGOD7memo6Oj37I7LpeLsLCwAd3jhQsXmD9/PmfPntVquU6dOpWzZ88SEBCAr68vFRUVWmmaHTt28Nprr+Hl5cVXX33FSy+9BMCBAwdYunQp+/fvZ9q0aVrmYfH4eFz/nRFDKysrq0xV1bT+PhuyhEiKohiBz4B/VlW1ufdf3FRVVRVF6TcKVlX1PeA9gLS0NLUnXfuzqmd/hhADJc+MGCx5ZsSDeFyfG7PZjMPh0PZdWq1WFEVhzpw5XLt2jT/84Q/avsu5c+fy/vvv8z//8z94eXmhqipnz56lqamJ6upq3nnnHfz9/XE4HMTHx5OSksJHH33EtGnTsFqtZGRkEBISgtlsJjMzk6qqKv7lX/6FM2fO0NjYiMlkIjk5mWXLlnHlyhUyMjKYPXs2165do7a2lqSkJLq6uvrs5RwO/f2uKisr2bx5833bLVmyZEjHUFRURFtbGy0tLdrsMoDdbsdgMAzoeTKbzYSHh5OZmUlQUBBWq5WYmBjGjRvHqFGjqKmpYfTo0VobgO+//14LVCsrK1m4cCEA1dXV2h7YlStX4uHhMaT3Kx7e4/rvjHh0hqSCtKIoXnQHpttVVe3Z6FGnKEr0j59HA/VDcS0hhBBCPF3279/fZ5npYAx036XNZiMoKEir0dnzh/RTp06RnJyMv79/nz4jIiKwWq1u1+tZdZaZmcmFCxfw9fVl7dq1LFy4UKvpeffuXc6fP09ubi7Hjh2jvb3drd/HQU+ior/+9a/k5+cPyz7Q9PR0HA4HFouFuro6LBYL3333nVbqpj89z0NRURE3b96krq5OW5rr5eXF7du3ge7lvj1JnXpPitwzQYLdbsdut7vtMR3KfbVCiKHz0MHpj0t2/wZcUlX1//b6aA+w4cfXG4DdD3stIYQQQjx9Fi9e3O/Sz4G6d98l4Lbv0mq14uPjg8FgoKmpia6uLuDvQeacOXO4fPky1dXVffqsr68nKChIqxXa1dWlJUuKiopi+fLlmEwmysvL3Wp+hoaGMmXKFDZu3MjmzZuZP38+MLJBUe9Z096JinqXwRnqANVkMrFo0SJUVeXmzZv4+fkxderU++43VVX1J58HHx8f6uvrycnJoa6ujgkTJride6/MzEy2bdvGtm3bmDt37pDckxBi+AzFst5ZwDqgQlGU8h+P/R74A5CvKMpbwA/A6iG4lhBCCCGecKqqUlBQQENDA15eXnR1dbF+/XqOHj2KxWKhpaWFoKAgsrOzsdls7NmzB7vdTnh4OEuXLqWoqEhr197eTnV1Nf/wD/9AWFgYv/71rzl37hzbtm3j5s2b/Pd//zejR4/m5ZdfRlEUMjIyyMnJQa/Xa8GKh4cHK1asID8/n8WLFwPwww8/cPLkSUwmEwEBAUyZMoVdu3YRFRWl7Yn78ssvsVqtdHV1sXz5cjw8PNi1axf19fUsWbKEffv2sXXrVqB732fvpa0j7VGWwTGZTERHR9PZ2YlOp0Ov1/Pxxx9jtVpZs2YNLpeLXbt24efnR2JiImfPnmX9+vUAjBo1itGjR1NZWcnUqVM5ffo0LS0tAGRkZODh4cG+ffuIjIykpKSEjIwMtyA8ISGBhIQEt/H0lMERQjx+hiJbbzFwvz8Dzn/Y/oUQQgjxdLl8+TIGg4Hs7GxUVdUCOOiejXz11VfJy8ujo6OD4uJiMjIyiIuL48CBA1RVVfVp9+abbzJhwgTee+89YmJiePvtt/Hy8sLlcpGTk8Nbb72l9T9hwgS32bbe1q1bB7jX8+wRHR3NP/3TP7kde/XVV/u06x0Yvfzyy30+H476pw/CYrH0STyj1+uHrQzO9OnTCQ4OZtq0aezcuZNNmzZRUVHBxYsXGT9+PDabjfXr16PT6Th79my/fbS1tXHlyhU2bdpER0cHu3fv5o033qC5uZm33nrLrazPvcxmM6WlpVgsFoKDg0lPT39sfhdCiL8bsoRIQgghhBAD8VM1NXsyqPr7+9PR0cHdu3c5ePAgiqLgcDiIjY3t067ntV6vx+VyUVNTw5EjR3A6ndy5c+dR3Va/Hteg6N4yOAAOh4Pg4OBhv3Z4eDiKohAQEOC2RPrnlnZbLBZqa2vd/pgB3WVwfi4wLSwsRK/Xuy1hXrRo0WPxuxBC/J0Ep0IIIYR4pHpqao4bN67PPsF7g9XQ0FBSUlK0REMul4v6+vr7JsABKCkpITs7G39/f959991huouf9zgHRenp6RQWFgLdQb3D4cDhcJCVlTUs1+u9H7e/fbcD2YsbFBREbGwsq1d37xRzOp0DOvdRLmEWQjwcCU6FEEII8UglJSVx5coVbe/nT5k9ezYFBQXY7XYURSE7O/tn+58wYQI7duwgKioKHx+foRr2oD3OQVFPoqLes7pZWVnDNq6IiAi++eYbLBbLA5dwMRgMJCYmkpOTg6IojBkzZkBJjh71EmYhxIOT4FQIIYQQj5SiKPziF7/oc7x3fcPe+z7feOONAbXLzMzk008/xWKxEBoaSmpq6ogGgY97UGQymR7Z9+Pj48OmTZvue/0VK1Zox3sSFvX+Pfe0S01NJTU11a2fe2u33msklzALIQZnSOqcCiGEEEKMpEdVGmUwgoODcTgcbseGMyhSVZXt27fzv//7v5w6dYrW1laOHj3ab9vy8nJOnz49LOMYboOtz9pTa7Wn1qndbsfhcPxkrVUhxMiQ4FQIIYQQT7zeS2gVRcHb2xu9Xk9paemIjelRB0Wtra14e3uTlZWFTqfDaDQyZ86cYbnWSHmQP0L0LGE2GAy0trZiMBgei32/Qoi+ZFmvEEIIIZ54j+MS2ke9r/PAgQPcuHGDixcvsmzZMqxWK4cOHWLFihVcvnyZ4uJiPD093ZbLNjc3U1BQoCWQetw96D7egSxhzs3NlRqoQowwCU6FEEII8cR7XPcVPsp9nfPmzQMgPj5ey4wL3ct9jx49yqZNm/Dy8kJVVaxWKy0tLU9UYAqP5x8hhBBDR4JTIYQQQjzxHnVplMdVfX09d+/eJS0tTTtms9kICgrCy8sL6E5I1dLSQm5uLr/+9a+fiMBUVVUKCgooLy/H6XSSnJzMhQsXABg7dixjxowhNzeXmJgYzGYzU6ZM4datW9TV1bFgwQLGjh1LdXU1Bw8exOl0Mm3aNFJTU7l69SqHDx8mMjISp9NJV1cXH330EevXrwdg69atrF279oEzDAshBkf2nAohhBBiWFitVm7cuIHVauXzzz9/oD46Ojq4dOlSv58VFxfT3NwMDGxf4ZYtWx5oDE86g8FAU1MTXV1dAFpt2eTkZC5fvkx1dbXb8cfR5cuXMRgM/O53v2PatGmcO3eOWbNm8fzzz3PhwgVtH+/kyZPZvHkzRUVFLFy4kLVr13Ly5EkADh8+zJo1a9i8eTMVFRU4nU6OHTvGpk2byMrKwmaz4enpSVBQEI2Njdy9e5eQkBAJTIV4hGTmVAghhBDDoic4fZiltT3B6YQJE9yOq6pKRkaG27FHuYT2UTGbzZSUlKDT6bDZbKSlpXH27Fk8PT1588032bt3Lw0NDXh6emrLenucOHGCgwcP0tLSwpQpU8jJyeH7778nJCQEb29vdDodK1as4Fe/+hXz5s0jLCyMhIQEiouLcTgcvPDCC0yZMoWioiIsFgstLS34+/sTEhLCtWvXSExMZO7cuVy/fr3POUOtoaGBuLg4TCYTixcv5uzZs9jtdoKDg5k0aZL2e4+IiMDDw4OwsDBt+W97ezsAdXV17NixA4C2tjZsNhuKoqDX69Hr9fj5+QHdAe758+dxuVxMmjRpyO9FCHF/EpwKIYQQYliUlZVx8+ZNqqqqcDqdfPzxx1itVtasWUNAQABHjhzhxo0bWt1Tf39/PvzwQ1wuF35+fqxatYqysjK+//57cnNzWbVqFdu2bSMyMpKIiAju3r3LnDlzMBqN7Nq1C5vNRnBwMMuXL2ffvn3U1taiqiorV64kMDBwpL+OB6bT6VizZg3Hjh3j9u3bbNiwgYKCAo4cOUJgYCDLli3j2rVrXL9+ncWLF1NZWcm4ceO4cOECf/7zn7l58ybnzp3jjTfeYPfu3axdu5aKigq+//57vL29mTJlCq+88goBAQF0dnYyduxYXC4XOTk5WqAZFRXFq6++Sl5eHuPHj2fu3Lm89957zJ07l+eee67fc4ZSWFgY1dXVjBs3jueee460tDTWrl0LwIcffqi1UxTF7WdvUVFRrF69Gr1ej9PpxMPDA1VVcTgcdHR00NbWBnT/kaO4uBhVVZk7d+6Q34sQ4v4kOBVCCCHEsJg+fTrBwcFMmzaNnTt3smnTJioqKrh48SJjxoyhubmZjRs3cufOHY4dO8ayZctYs2YNn3zyCaWlpYSGhpKYmEhhYSG//e1vge7ssm+99RZ6vZ5du3YB3UFwQkIC06dP15amvvTSS3h5eVFZWcmpU6eYP39+v2PcsmULmzdv1t63trZy+vTpx6oES0REBAD+/v7a7J6/vz+enp5akOlyuRg1apR2jtVqJTIyEoCYmBiKiopoampCVVXy8/OpqqqitraWqVOnYjAYCAgIAKCmpoYjR47gdDq5c+dOv2Poea3X63G5XPc9ZyglJSVx5coVcnJy0Ov1ZGZmsm3bNoAB7yvOyspix44dqKqKr68vr7/+OhkZGeTk5BAdHa3NtCqKQmRkJC6Xq98gVwgxfCQ4FUIIIcSwCw8PR1EUAgICtP18ZrOZ3NxcAIxGI52dneTn53PixAkmTJhAWFhYn37CwsLQ6/VuxxoaGrQ9hz3BRElJCZWVlbhcrn77uZ/HsTZo7wCp9+uwsDCmTJnCiy++CIDT6aSqqgqAoKAg6urqgO6AMyQkBKvVyuHDh5k9ezadnZ10dHRQWFhIU1OT1mdJSYmWvffdd9/92TH81DlDqWd2vbeEhAS3973LwPT+g0PP69jYWDZs2OB2TlJSEklJSUD3Eur8/HwsFgtVVVUsW7ZsKG9BCDEAEpwKIYQQYljodDqtpMm9AU1oaCgJCQm8/PLLQHdgdeXKFSorKzGZTJw6dYrQ0FBmzZqlzYZ+8MEHnDt3jr/85S/MmDGD4uJirl+/zoQJE6iurmbPnj1ERERoSZjGjx/PlStXtIQ2FRUV5OTk9LvUt6SkBEVRSE5O1mqDfvDBB0RERFBTU8NLL73E2LFjOXXqFOXl5Tz33HPcunVrROtienl5YbVa2bp1KwAzZszQSukYjUZMJhN/+9vf8PDwYPny5Xz99deEhYVx4sQJLXuvXq/nxo0bWp8TJkxgx44dREVF4ePjM6BxPMg5jxuz2UxhYSF6vZ6bN29isVg4e/YsUVFRT90+ZiEeZxKcCiGEEA/g8uXLPPfcc/j6+lJUVMTo0aOJj48f6WE9ViIiIvjmm2+wWCx9Mp5GRUVhNBq1mdPJkyeTmJiIv78/N2/e1BLRGI1G7HY7+fn5/z97dx4U9bkn/v7d3XQDzb63sgjKYlxAARk3EDFGjcaFRKMmRjHnniUzU3fmnqk7vzrzx6m6VVN1q07Nb+bU3DpzkhMVj0k0JqKCJi4RiYIeFxADMSwCrewKdtPQ0N3Q/b1/dPobWtCI4v68qlI0T3+/33666SCf/jzP54PJZGLq1Km8++67fPjhh8ybN4/ExESampqor6/n9OnTvPHGG+Tl5fGb3/yG6Oho4uLiqKurA5xBVF5e3oilvmVlZQDMnz8fo9Eoz3FgYIAlS5Zgt9v56quvmDx5MpWVlWzfvp22tjZaW1sf90soF3mqrKzE4XCQmpoKQHZ2NjAye+g6ByAzM5PMzEx53GAwkJKS4vZBgSRJzJo1S/5+9uzZzJ492+16rscCWLt2rdv4l19+icFgICQkhNmzZz+3gdzFixfRaDR4enoyffp0AKxWKxcvXnxun5MgPI9EcCoIgiAID6Gmpobw8HC8vb3HfK4rE/ii72fz8vIiLy/PbWx4Rd2srKwRS2jz8vIoLi5m8uTJOBwOlEol2dnZ5ObmsmPHDt5//30AgoKCePPNNzEajdTX1/P222/T19fHxo0bAcjJyWH79u0YjUaKi4sBSExMZOfOnW5Lfa1WK9XVLAZqjAAAIABJREFU1fziF78YMX+tVouPjw+AXDAnICAApVKJTqd75NdHkqQn+h4ICgrCbDbL2VUAm832UNWUh2cafX19MZvNHD9+fET7nueFwWCQ95y6aDQaDAbDU5qRILycRHAqCIIgvFSam5s5duwYarWa5ORkjEYjer0elUrF22+/zb59+3jvvfdQKpXk5+ezbds2Dh06hIeHB7du3WLy5MnMnj2b69evc/v2baZNmwbA1atXKS0tJTAwkNWrV9PT08OhQ4cYGhoiKSmJhQsXUlJSgtFopLe3l5ycHI4dO4ZWq8VsNvPmm28SFBRERUUFlZWVAKxYsYIJEyY8zZfrmXK/fY93j3V3d7N//35aW1tpaWnhlVdeQa/Xs337dhoaGqiqqgLA09OTrKwsDh06RG5u7qjX0+v1nDt3Dg8PD06ePMkbb7zB559/TmlpKWq1mtzcXM6ePUtKSgp9fX2cPHmSX//61xw8eJDXXnuNEydOYDQaUSgUbN26lcOHD6PRaOju7pYr6JrNZrRaLbm5uTgcjhFj4yEjI4Pjx48DzsDLZrNhs9keuKDQcMMzjYD89XnNNI5n4C4IwsMTwakgCILwUqmvr2fp0qXExsbS3t5OU1MT27dvl7OZ9zJlyhRWrVrFX/7yF7Kzs4mPjycrK4vg4GBKSkrcWm1YLBZKS0vJzs5m0qRJfPLJJ3J7jZCQENauXYvRaGRgYIC8vDza2tooKysjJyeH2tpa8vLysFgsHD58WM4ECg9Or9dTXV1NWFgYPj4+WK1Wvv32W6xWK7t375ar2LrEx8czMDDA119/LRcXuptSqeTdd9+lv7+fP/zhD3h7e5OVlUVGRgaXL18mOjqa5uZm+vr68PPzw2q1Yjab8fLywmQykZeX55YpjY6O5vXXX+fChQskJSUxc+ZMLl26xLVr1+jv7x8xNh5iY2NZtmwZFy9exGAwEBQUxOLFix8qmHzRMo3jGbgLgvDwRHAqCIIgvFTmzJnDmTNnqKioIDw8nOjoaGD0TNzwgNXVPkOtVo963eGtNiwWCwaDQc566nQ6+Y/2iRMnyudERETIS0Tv3LmDwWCgo6NDLnDzMgoMDByRKXR9P1oF1uHHu8YuXrzI4sWL8fT0xNPTk/nz52O1WgkODmbDhg1u13adM3PmTGbOnHnPx1u/fj0A6enpmEwmzp07R0VFBUNDQ0RFRRETE8OJEyfka9XW1uLj44NKpWLWrFkUFBQQEBBATk4O8NP7oKuri7a2NsrLyxkaGmLGjBl0d3ePGBuvQkPDl1U/ihct0ziegbsgCA9PBKeCIAjj5KuvvpIrjwrPLi8vL1auXElvby+HDx9Gq9XKbUgkScLLy4ve3l7UajV9fX3yeXcHr8Mr0Y52f1BQEO3t7UyaNIn29vYRrU4Abt26hcPhoLOzk6CgIAIDA4mMjJQDKLvdPr5P/iXxOLJ6CoUCvV7Pjh07aGpqQqPR8Pvf/57Zs2djt9tRqVRy1jQmJoZ9+/aRnp6Ow+FgxowZpKSkUFRUJBdRcr0PQkJCiIuLk5eH2+12Ll26NGLMtQz5WfEiZhrHK3AXBOHhieBUEARhjO5VxEQEps+H8vJyfvjhB2w2GwsWLKCzs5MdO3bg4eHB22+/TVpaGnv37iUmJkYuhgNw8+ZNeS8oOJeCHj16VK7sebcFCxbwxz/+kaioKBITEykoKCAmJsbtGB8fH/bt20d/fz+5ubn4+PiQkJDArl27UCgUxMXFsWjRovs+n7uruAqPJ6vX0dFBfX094eHhTJw4ka6uLv74xz8yc+ZMVq1aRVJSEr6+vkRERBAYGIjZbCY6OhqbzcbevXtxOBx4enqOWFKclpZGUVERly5dAmDJkiWjjj1rRKZREITHQQSngiC8lPR6PWVlZSiVSsxmM+np6Vy9ehUPDw82btzIwYMH6e3tpauri02bNjE0NMT58+cB57K+kydPEhERwa1bt1i3bh06nY6dO3eyfft28vPzmTBhAjdu3CA9PZ3U1FRqa2spKSlh4sSJ3L592225oPDojEYjBoOBuLg4+vr6qKioGFEF1mXu3LnMnTtX/t7VssQlISGBhIQEt7G1a9ei1+u5c+eO3Ndy2rRpcmbr7mPB+SFGdHS0/LNuaGggOzsbpVIpH+vv7z9iCetorTyEsRnvrF5sbKxcAMj13oiLi8NqteLj40NSUhIA69atk8/57W9/K9++u2Lx8HYsroJKd7t7LCoq6qHm/jiJTKMgCONNBKeCILy0lEolmzZt4uzZs7S3t7N161aKioo4f/48YWFhvPXWW5w5cwaj0Yivry92u513330XgEOHDrFmzRra2tqorKxk+fLlbtdOTk5myZIl7Nmzh9TUVEpLS+UiN66+jsL4MRqNNDU1ERcXh6+v7z0D00fV1tbGZ599xsDAAG+99RYHDx7E4XAQERHBypUr0ev18ocYs2fPprOzk/z8fLdek2azmcLCQgwGA62treTm5lJSUkLtd3rqr7SiGPRkSdYyEuaFcqHqNFarFZ1Ox4oVK7BYLBQUFLiNCSM9jqzekywApNfr3eaekZEhgkBBEF4KIjgVBOGFI0kSR48epbu7Gw8PD/z8/Jg3bx5hYWFcuHABX19fFAoF1dXV5Ofn09vby/z58ykpKaGyspKBgQGio6NZtGgRzc3NtLW1ERUVxffffy8HJv7+/gCcOHGC6upq+vr6uHnzpjyH8PBwVCqVvPxXqVSi0WjQaDRotdqn8ro8r/R6PaWlpSiVynsGheXl5dy8eZPm5mbWrFlDcXExubm5fPfdd1y8eBGFQsHKlSvR6XR8/PHHhIeH09bWxquvvkpcXBz79u1jcHAQHx8fufDNaFQqFZs2beLMmTO0t7fLLWcKCgro7u4GcPsQIyIiQs60nj17FoDS0lIWLlxIdHQ0J0+epLm5mdvNvbRXWVkwfTlXrpfRfLOZi+V/Y97KqSzdnElhYSEtLS3cuHGD6dOnk5KSIo8JoxvvrN6TKgD0ovUPFQRBGAvlzx8iCILwfKmrqyMgIICtW7eSkZGBv7+/3Iqhvr6ehIQELl26xMyZM9m2bRtqtZrOzk4AgoODeeedd2hpacFisdDV1UVAQADgDEw2b95MQkICXV1d1NTUEBkZSXZ29ohKmnfvSZUkicHBQXp7e+nv738Cr8KLZfhr7woKt2/fjtVqpbu7m7S0NFJSUti6dat8jsPh4MKFC+Tl5fHmm29SXFwMwMDAAEuWLGHz5s1cvnyZnp4efHx82LZtG2+99dZ95+GqyOvv74/FYmH//v3k5+dz8+ZNent7AX62L2lXVxfffPMN+fn5NDU10dvbS1PlbcKCw9F4exDsH4rVYcY6aKa7zlkQaeLEiXI1X9f1XWPCk5GRkYHNZsNqtSJJElarFZvNJhe6Gk1+fr5b0awHMbx/qEKhwNPTE41Gw8WLF+97nmv1gCAIwvNMZE4FQXjhdHV1UV1dTUNDAw6Hg4kTJ9LZ2Ul6erqcvTQYDLS1tWGxWGhtbSU0NBStVktgYCBeXl7YbDZ27NiBwWAgPj6ezs5OAgMDAWdgMjg4iNFoJDw8nObmZnQ63X3ntGDBAnbt2oVOpxuxNFD4eaMFhRaLBaPRKAeFd+vv7ycgIACVSkVgYCAWiwUArVYrFzqyWCwEBwcTHh7OgQMHmDhxIvPmzbvnPIZ/6NDf38/UqVOZNWsWBw4cGPWY0YSEhJCcnCy3EnE4HHzecwbJ17k81NjbTWxkIgGBZm7ecFZ2bWtrIzU1ld7eXtrb2+XMb2pqKl1dXfd9PGF8PKkCQA+7fHj40vafc6+iboIgCE+bCE4FQXjhhISEkJKSwvz58wHnMssjR45QVlbGK6+8AsDUqVPZsGGDW4Bw5swZ5s2bx+TJk1mwYAHZ2dlUVlaiUqmIiopyq4a6du1aPDw8MBqNrF27lqNHj8pFTlzLONGXsk1bDB/uIiEghqTXfoUpOJmioqJHen6uirGzZs16pOs8T34uKLy7rQs4g9Cenh7sdju9vb1ydvvuP8qHhoaYN28eCoWCPXv2MHPmzAf6AEGhUHDu3DlqamrueUxkZCT79u1zC3gzMzMpKirCarWiUChYvXo1PgEaurvucOpvhWi9fQkL0uGt8qP8+hl27txJREQEUVFRhIaGcuDAAcrLy+UxEZw+HvcrmvaLX/yCgwcPcvr0afz8/MjNzUWhUFBUVER3dzdqtVpe2g1QVVVFa2srOp1OrqxcUlIiB7bDH6enp4dLly7J/VnBmU0dGhri008/JTc3l87OTrel7lu2bHFb2v7uu+/yySef4HA40Gq1rF+/HpPJxKFDh9Bqteh0Ojo7O1m/fj0Oh4M9e/a4rToQBEF4WkRwKgjCCycpKYmvv/6a3bt3A87qrNOmTeOLL76QK2iOFiCM1dSpU/niiy/Ys2cPGo3GrQor+lI4/m+g8QHfcK7V67n09fsMJq1hxZZ/HJfn+bIaLSgMDw/n1KlTfPHFFyxduhRwBqxz5syR27Lcq9VPT08Phw8fxuFwEBQU5NY+ZrjhexhdHwyMlmUdnklbtmyZfNv1oYWPjw8bN250OyduVhjeV4OI0sWg9lJhGxhCIXnwf/7rr4hM/GlPo5eXF++8847buS/ThxRP0rVr1+jp6WHz5s0cP378vkXTrl27hkqlwsfHh9WrVyNJknydqqoq2traWLFihVsrouGGF2draGggICCAa9euYTAYMJlMqNVq/vmf/5nBwUEuX75MdHS02/7nxsZG0tLSCAoKIicnB0mS2Lx5M2q1muLiYpqamggJCcFsNsv7pD/77DOsVivNzc1Mnjz5Sb2sgiAI9yWCU0EQXjj3CkR+97vfybdHCxCys7Pl264s6PCxuwMTgLfffhulUsmRI0fcC6Nc/MgZmHr6ATBjykRmRPmBTwdER4/5Odntdvbv34/dbketVhMfH8/u3bvdMiPnzp0jPDycxMREampquHPnjpx5eZ49aFA4vF2Hqw3HrFmzRgRv27dvp7XOQFVJC9qu6Vw60May7HVuQeCTFhbtR+TEAEwNHpi6LPiHepGRHTViTq55u46ZOcoxL7onsSRVkiSmTZuGp6cnRqORnp4e4uPjAfDz88PhcLjt/W1ra0OpVMrtXobPr7S0dNTWUcMDWNeydT8/P2bOnElISAhtbW0YjUYcDgeBgYGUlJTgcDjkx7h7qfvwfe+Dg4MUFRVhMpkwm80EBwcTEhKCTqeTP0R75ZVXqK2tpamp6bFVtxYEQRgrEZwKgiA8DH0pXPyIT7++iM0ziODZbxC9atVP9xtugG+4+zkaH+f4Q3AVX8rKyqKoqAilUjkiMzJz5kyKi4tJTEzk+++/lzOIgrvWOgNlX9aj1qjQ+qsZMNko+7KeBW8lPLVAT/4QZMm9j3kW5z2empubOXbsGGq1muTkZIxGI3q9HpVKxdtvv82xY8fQaDR0d3ezceNGDh8+jNlsRqvVkpubi8PhGDFWVVVFbW0tQ0NDAGzevJkDBw6watUqvv/+e+rr69m4cSOfffYZGzduZOfOneh0OtRqNQaDgaGhIYxGI3V1dbS3t5OWlkZlZSVms5m+vj7+9V//ldraWq5cuYKPjw9arVbOeCqVSiRJYt26dRQUFLBhwwa8vLzk4mu3bt2S94cOD2YVCgWxsbEsXryYmJgYbDab2wdNdrud5ubmEQH68KXt169fJyQkhDfffJNTp065Xdtl2rRpHDhwQF4xIAiC8CwQwakgCMJYDVuyu+XVmWAzg+046LMgdqHzmKBJYO6SM6eA87igSQ/1kMOrtE6YMIHBwUEKCwvdMiNTpkxhYGCA/v5+LBaL3O5GcFdV0oJao0Lj7fwn0PW1qqTlmQ7yntd5P6j6+nqWLl1KbGws7e3tNDU1sX37drcMY3R0NK+//joXLlwgKSmJmTNncunSJa5du0Z/f/+IMXBmFlesWEFhYSGdnZ1ERkbS0tJCW1sbKpUKu92OQqFAqVTS399PVlYW/v7+7Nu3D4C0tDS6u7tJT0+ns7OT/v5+Nm7cSElJCb///e+ZPXs2AQEBfPDBBxQWFnL06FEWL17M5s2b2b17NzqdjgULFnDw4EHWrFlDWVmZnGl9EKNtUxjezsZl+NL2ZcuWcfbsWdra2vD09CQkJGTE8Z6ennh4eBATEzPmn5UgCMLjIoJTQRCEsbprya789eJHPwWnGb90BrDgPNZmdv63+Hcjr/cAAgMD6ejoICEhgY6ODnmZ3t2ZkaSkJI4cOUJSUtLDPrsXnqnLgtZf7Tam9lJh6rI8pRk9mOd13g9qzpw5nDlzhoqKCsLDw4n+cfn78Gyfq4BZV1cXbW1tlJeXMzQ0xIwZM+ju7h4x5uXlNWL5a0xMDHV1dQwODhIREcH3338vV9v28fGRP9TR6XRy4BYfH09qairff/89fn5+nD17FpVKRWZmJq+++iqnTp1CpVKxbt06Jk+eTENDA8XFxWzdulXOhLqWpr///vsjnvtoWwaGbykYbZvCaOcMX9r+q1/9asQ5ubm56PV6ueJwXV0d06ZNG+WnIQiC8HSI4FQQBGGsHmTJbuxCWPbvzoDVcMOZMV38u5+C1zGaOnUq+/fvZ8+ePXh7ezM0NERtbe2IzMi0adM4fvw4q4YvMRbc+Id6MWCyyZlHgEGLHf9Qr/uc9fQ9r/N+UF5eXqxcuZLe3l4OHz6MVquVe4i6sqeuQDUkJIS4uDg5sLLb7Vy6dGnEWFVV1Yjlrzqdjj/84Q8sX76cmJgYjh07xquvvup2/eGGL5cNCQlhypQpcrDoqgTtOs/hcDBjxgxSUlIoKiqitbVV3iP6LNDr9Rw/fhyNRkNdXR2SJFFWVoavr++4t8QRBEF4GCI4FQRBGKufWbLb0dHxYw/KhaMGozt37hxRIOXKlSvMnj37ng/p4eHB5s2b3cbuVcRkypQpaLXaB302L52Z2VGUfVkPODOPgxY7gzY7GdnPThAxmud13g+qvLycH374AZvNxoIFC+js7GTHjh14eHjw9ttvux2blpZGUVERly5dAmDJkiWjjo1GpVKRkpLCpEmTiIyMpKur674B5PDlsuvXr8fX15f8/HwAZs6cyZQpU+RjbTYbe/fuxeFw4OnpSURExKO8JOPu4sWLaDQaPD09SUtLA8BqtXLx4kURnAqC8EwQwakgCMJY/cySXZ1OJy8TfFA/F5ze14/Fmbqar1N4HZa883893HVeEpGJQSx4K8Gt6u1olXGfNc/rvB/U3LlzmTt3rvz9jBkz3O53VdAGUKvVckXm4e4ecwWdkiRhMpk4ffo0arUahUJBUlISZ86cYfr06ezfv5/AwEC2b9+O2WymsLAQq9WK2Wxm8uTJxMXFYTAY+Otf/4qfnx9xcXHU19fT19dHYGAgwcHBfPDBB5hMJpKTk9mwYQO3bt1i9+7deHh4sGzZMkJCQjh06BBms5mgoCDWrl3Ld999x8WLF1EoFKxcuRKdTsfHH39MaGgot27dIjs7m8TERFpaWvjmm2+w2+2kpqY+9O8Kg8EwooevRqPBYDA81PUEQRDGmwhOBUEQxuquJbv6wRBKB9NQnrvJwKkdZGZm0tLSQk5ODsXFxdy4cYOIiAhsNhtr167F4XBQWFhIW1sbr776Kna7nc7OTvLz88nMzHTLxPysYcWZQnWRbA82w/f/DVG6h15C/DKITAx6LoO653XeT1tNTY1bD1JXcSFwfpi0bt069uzZg8ViobS0lIULFxIdHc3Jkydpbm4ecdzUqVNZtGgRH330EZMmTeLatWvMmTMHDw8PiouLOX78OGazmX/8x39ErVYjSRJ/+9vfmDJlCmlpaUiShMPh4MKFC2zfvp3e3l6++uorNm/ejNlsZv369Xh7e7Nnzx4SExM5ffo0mzZtQqPRsGfPHpKTk1GpVGN+HYKCgjCbzW4FlWw2m6jWKwjCM0MEp4IgCA8jdtiSXb0e1fnzbNq0iTNnzsj703p7e2lvbycvL4/q6mquX78OwMDAAEuWLMFut/PVV1+xceNGIiIi2LZt29jn8SDFmQTZT0uuU3/22JqaGiZNmoS3t/cTmNlIDzLX/Pz8Ee+bsTzHl0V3d/eoBZbAvceoxWKhq6uLb775BoVCgc1mIzIycsRxrtsajYa//e1vmM1mqqqqcDgcDAwMoNFosNvtHD16FJVKxeLFi+nu7pb30CoUCsxmMwEBAahUKgIDA7FYnIWttFotAQEBAHJF387OTvbu3QtAf38/ZrP5oapxZ2RkcPz4cXnuNpsNm83G4sWLx3wtQRCEx0EEp4IgCOPg7oqgAD09PfK4TqeTg1OtVouPjw+AfOxDG+d+qi+60ZZcS5I0aiGcmpoawsPDn1pwOpa5Dr//YZaVv+hCQ0NpaWkhMTHRrTUNjAxWQ0JCSE5OlisDOxwObt26NaIXqYvBYECv15Oamoq3t7dccGhgYIC1a9dSVVVFZWWlPIfw8HAkSUKr1dLT0yMXVfLycha2GhgYwGQy4e3tLX/QpdPp2LBhgxz0PkzWFJwVfpctWyZX6w0KCmLx4sViv6kgCM8MEZwKgiCMg9EChoCAAG7fvg04Mx/3O3a4/Px83nvvvQfrg3iP4kyVPX5QWenWZuJFJEkSR48epbu7Gw8PD1JTU6moqECpVGI2m0lPT+fq1atyQakbN27Q2NhITk4O//M//0NERATh4eH4+Phw9epVbDYbS5YsITQ0lOvXr3P79m2mTZvGrFmz5H2IYWFhrFy5kosXL/Ldd9/JewpdfWgfVm9vLwcOHMDhcBAREcH06dNHnWt4eDinT58mIiICu90OwKFDh9BoNHR3d5OZmSmfV1FRQWVlJQArVqx45Dk+r5KSkqitrWXXrl1oNJr7HpuZmUlRURFWqxWFQsHq1avve3xQUBBhYWGcP3+egIAA1Go1NpuNxsZGdu3axdDQEGvXriUgIICDBw9y9epVgoODWbNmDXPmzGHXrl0oFAq5ArBWq6WkpISOjg4WLVoEwOLFi9m7dy+SJOHt7T2iQNRYDG9rIwiC8KwRwakgCMJj4ufnh06nY+fOnYSFhd032IyMjGTfvn3MmzdvbA9yr+JMM7Y9/MSfI3V1dQQEBLBq1Srq6+vp6OhAqVSyadMmzp49S3t7O1u3bqWoqIiOjg63c00mE++//z4ajYbBwUFmz56NxWLhiy++YMuWLcTHx5OVlUVwcDDHjx8fsQ+xtraWrVu3ynsKH5VWq5U/lCgoKKC7u3vUue7YsYO8vDwGBgbc9k5GR0fz+uuvo9frAefyz9raWvLy8rBYLBw+fJiNGzc+8jyfRwqFgjVr1owYH95LdHjBpbtfp3sdt23bNvR6PT09PUyaNMltqew//MM/jAgC7w4qZ82aNeIDJKVSKQfEer2e/fv3y1nOjIwMEVgKgvBCE8GpIAjCIxqeiZg1axYnTpwgJSWFhoYGampq+OCDD/iv//ovoqOjyc/PR5IkrhzdyWxzCa921JH/wV+wT8ok9bW3mTRpknzdqqoqWltbWbZsmVt2MDc3l87OTkpLS1EqlQwY57EluhlVTzP7ayTssdmoe7UkPaXX40nq6uqiurqahoYGHA4HQ0NDckEpPz8/uaWOn58fAwMDbh8QhIaGylm069evc+HCBSRJwmw2j/o4d+9DzM7OdttTeHcV1LHq7+/n6NGjWCwWjEYjwcHBo85VoVCg0WjQaDRuLYNcy1BdDAYDHR0dbgGsMP4e11LZ4T1JfX19MZvNHD9+nGXLlokAVRCEF5YITgVBEMZZdHQ0zc3N9PX1cfPmTT766COuXbuGr68vW7ZsQdN2kT3/z/9B8sI4Tt9wsGl2ABrHOfYUe5CcnAw4A9O2tjZWrFhBbW2tW3bw8uXLREdHo1KpfizCFEVjeDh2u53I6d1kZWVRVFT0lF+FJyMkJISUlBTmz58PQENDAzdu/LTf9n5LqIffV1payrZt27Db7ezYsQNwZrBce/5G24dot9vd9hQuXPhoBaiqqqqYOnUqs2bN4sCBA8TGxtLY2DhirpIkYbPZsFgs9Pf33/O5BgYGEhkZyYYNGwDkJcDC+BvPpbKuHsjDe5IC8lfRk1QQhBeZCE4FQRDGWUxMDCdOnABg8+bNAISFhdHQ0OCsuHnxL/QPqTBL3nSarOwtN8CQhX5OYjb/34AzWHL9kXp3dtDVu/HuIkx9fX3ynsKXZW9hUlISX3/9tZwdHN4ncywSExPZtWsXkZGRcmGa+Ph4jh49yvTp00fdh3j69GmMRqO8p/BRxcXFcfDgQWpqau573MKFC9m1axcTJky4b7bWx8eHhIQEeU9jXFycvIdRePaJnqSCILyMRHAqCIIwznx8fOjr68PPz4+YmBj27dtHeno6ZrPZWXHTugu79hVUKhW6AG82zI1Co1JgN3Wi+rE9xLp16ygoKGDDhg0jsoN2u53m5uZRM2UdHR0kJCTQ0dEhB7EvsuGFZFySkpwLmofv5Ru+Z9CVdXIF/wCLFi0aEbhNmzaNadOmyd9v3LiR1joD33x5gf/928+Y/3eZZGRHEZkYhNFopKCggNzc3PvOt6KigsuXL5Odne32AQQ4P1D44IMP3I4fPtfKykpSUlJISkqSn6PL8OA4NjYWtS2AYx9VYeoaYkJoOjN/nKfw/BA9SQVBeBk9QClIQRAEYax8fX2JiIggMDAQs9lMdHS0XHEz/+oQX55rAGDxtDD2nmsmv7iWL2t/Ol+n07FgwQIOHjxIQkICRqOR3bt3s3v3brklzd2mTp1Kc3Mze/bsefQWNcIIrXUGyr6sx9I3iKfWgwGTjbIv62mte/BM1vfff8/27dtJTEwc8+NXVlY+UOEl1zwHTDa0/uqHmqfw9GVkZGCz2bBarUiShNVqxWazyb1SBUEQXkQicyoIgvAYrFu3Tr7929/+Vr69detWWDTFWWHX2ktkkA9b/y7EWWF32b8Dzgqg4L6P7e6sLIiXAAAgAElEQVTsoOt++DFDqC+Fgu1s7r3hbC+T/kuIfbHbyDwprnY1pw9UYrfC1CnTuWO6TVnVcWzWQTz9FSx6NwGDwcDevXsxm828+eabeHl58fnnnwMQERHBpEmTaG1tZc+ePW6VY1taWvjmm2+w2+2kpqYye/bsEWPh4eFycaPU1FRSUlLuOd+qkhbUGhUab+c/8a6vVSUtInv6HBE9SQVBeBmJ4FQQBOFJi13oDEQvfgSGH4PJxb9zjj8Mfakz2NX4gG+4s+/p8X9zPsbDXlOQudrV/F3CMoyWNgy9d5AkiZy/W4W+tZ6r31WyiAQGBgbIy8ujra2NsrIypk2bRmxsLNnZ2UiShEKh4OLFiyN62J4+fZpNmzah0WjYs2cPycnJI8beeecddDrdA/W/NXVZ0Pqr3cbUXipMXSKb/rwRPUkFQXjZiOBUEAThaYhdOH6B48WPnIGpp5/ze9fXix+J4HQcuApSXa/rxtpvQ6GSiAiJBMDXM4jb6jbAmR1VKpXodDru3LnDpEmTuHHjBgcOHCA+Pv6e2c7Ozk5noSyc7WTMZvOoYw/KP9SLAZNNzpgCDFrs+Id6PdTzFwRBEIQnRQSngiAIzzvDDWfGdDiNj3NceGSuglSrl7xC2Zf1dJvaqW+rwjYwRNed2yQviAfg1q1bOBwOOjs7CQoKQpIkFi9eDMCf//znewanOp3OWShLo8FutzsLZY0y5mpt83OZ05nZUZR9WQ84M6aDFjuDNjsZ2S9+gSxBEATh+SaCU0EQhOdd0CTnUl5XxhSce1iDJj29Ob1AXO1q6usLMajM+GqjGLJKnL92ggmJ/ixfuxqbzYaPjw/79u2jv7+f3NxcWltbOXXqFHa7ncmTJ9/z+q5CWZIk4e3tzdtvvz3qWGJiIvv27SM1NdWtivDdIhODWPBWAlUlLZi6LPiHeslVhQVBEAThWSaCU0EQhOddxi+de0zBmTG1mZ3/Lf7d053XC2K0djWw2u07rVYrF7JyCQ4OdmsVA7gd47ovMjLSWShrmMjISF6dt9oZYLZZOPZRFTOzk5j77oP1cY1MDBLBqCAIgvDcEa1kBEEQnneuAks+odB3y/lVFEN6rj2udjD5+fk4HA5KSkpobGyko6ODioqKcZq1IAiCIDwakTkVBEF4EYxngSXhqXtS7WB0Oh06nW7cricIgiAIj0IEp4IgCILwjBlLO5gTJ06QkpJCX18fJ0+e5Ne//jUHDx5kzpw5I/qn3k2v19PY2EhOTg5/+tOfiIiI4NatW6xbtw6dTkdxcTE3btwgIiKCiooKsrOzH9dTFgRBEASxrFcQBEEQnjX+oV4MWuxuY/dqBxMdHU1zczPNzc34+flhtVoxm81yr9Tt27dTVVWF3W4fce5wZrOZNWvWsHLlSiorK+nt7aW9vZ28vDxiYmLG9fkJgiAIwmhE5lQQBEEQnjFjaQcTExPDiRMnnOfNnEltbS0+Pj40NDSMqVdqcHAwHh4e+Pv7Y7FY6OnpITzc2aJILP0VBEEQngQRnAqCIAjCM2Ys7WB8fHzo6+vDz8+PmJgY9u3bR3p6OmazeUSv1PtRKBRu3wcEBHD79m0AOjs7x+/JCYIgCMI9iOBUEARBeCkN32/5oI4dO8Zrr72GUvn4d8WMpR2Mr68vERERBAYGYjabiY6OZsKECSN6pY6Fn58fOp2OnTt3EhYWNiJ4FQRBEITxJoJTQRAEQXgAkiSxfPnyEWMwMuv4pK1bt06+/dvf/la+fXf/VFef1eGFjWJjY4Gf+q4GBgaydu1a+TilUkl1dTVNTU2PYeaCIAiC8BMRnAqCIAgvrdbWVj755BPsdjsZGRm0t7eTk5NDZWUl4AzcDh06hFarJSEhgatXr/Lee+9x5swZjEYjvb295Obm8uWXX+JwONBqtaxfvx6TyURBQQG+vr7cuXOHBQsWUFlZyeDgIO+++y4ajeYpP/P7u1JWQ9nXV+lou02/3UD0K8HYPWyYTCb8/f3djn2YDLQgCIIgjEYEp4IgCMJLS5IktmzZQnV1Nd3d3aMeYzabee+991AqlVy9elUeDwkJYe3atUiSxObNm1Gr1RQXF9PU1ERISAg2m43169dTXV1NdXU1W7Zs4ezZszQ0NPDKK688qac4Zq11Buq/NREZGE+sLolBix2bdYjg2X0jAlNBEARBGE8iOBUEQXgCjEYjBoOBsLAwKioqyMrKetpTEoAJEyYAzmq0ly9fllumSJIkL9XV6XSj7jGdOHEiAIODgxQVFWEymTCbzQQHBxMSEiLv0/Tz85Or3vr5+TEwMACAxWKhqalJDlR37twpL619mqpKWjD0ddLd10HrLT2BfiH4aAK4ekpP2pzZdHZ2UlpaikajYf78+ajVatra2vjss88YGBhgy5YttLW1UVZWhlKpxGw2k56eztWrV/Hw8GDz5s0AHD16lO7ubjw8PMjNzZWvq1Qq5es86xlmQRAEYXyJPqeCIAhPgNFopKmpCV9fXxGYPkM6OjoAZzXaKVOm0NvbC8CtW7fkY+61n9Q1fv36dUJCQsjLy3PLiA4/b7RrWCwWfvjhh0d/EuPM1GXBw9NZ2bffYmbOjCySX0nD8WOb1B9++IH169ezdetW4uPjAVCpVGzevJmEhAQaGxsBUCqVbNq0iaSkJNrb29m6dSv+/v50dHRQV1dHQEAAW7duJSMjg8uXL9/zOoIgCMLLQ2ROBUEQnoDy8nJu3rxJc3Mzfn5+5Obm8vHHHxMREUFLSwtz586lrq6OO3fusG7dOnQ6HXV1dZSVleFwOFi0aJEcCAjjR6VS8cknnzA0NMSGDRv48MMP+eCDD/D09MTPz4+lS5dy+vRpBgYGmDZtGnq9HoDKykqUSiVhYWF8++23nD9/nqNHjzJ37lysVisXLlygpqYGg8FAZmYmdrudvXv30tjYiFqtRqlU0t3dTUNDA/n5+axfvx6LxcKBAwe4deuW/B4oLS2ltrYWDw8P1q5dS0BAAH/605+IiIhwO664uJgbN24QERGBzWaTCxo9DP9QLwx6ZyTq7xOI2kONbWAI5Y+daLKysjhz5gwOh4PMzEwAOTPs6pHq5eXlli3WarXy7YGBAbq6uqiurqahoQGHw0FUVNSo1xEEQRBeLiI4FQRBeALS0tIICgoiNTWV4uJiAAYGBli8eDGSJPHhhx/yT//0T7S3t3PlyhWWL1/OuXPn2Lp1K5Ik8cknn4jgdJzFxsbKlWpd1q1bx/nz59m0aRNnz56lr6+P//7v/6aoqAiLxcLq1atRKpXMmjWLmJgYtFotv/rVr/jNb35DQUEBixYtore3l56eHv7zP/+TA58e5dt9NfR094OnjW2/+IArdWWA8z3R09NDbm4u4NzbumbNGtra2qisrGThwoU0NTXx/vvvc/PmTc6ePcuqVatGHLdgwQLa29vJy8ujurqa69evP9LrMjM7iut/aWDI5gxQbQNDDNrsaLzVgLP/6erVq2lubub8+fPMmDFj1Mzw/TLHISEhpKSkMH/+fADsdjvNzc1PveqxILzI8vPz5f3z4620tJTk5OSH3pfuKqw2fG4dHR20tbWRmpo6XtMUngMiOBUEQXhKtFotvr6+AAQFBeHh4SFnlvr7+7l9+zZ//etfAWfgMnwfpPD43Cvj5+3tjcPhAH5qIdPf38/Ro0exWCxy9V7XNVrrDDScN+ChVmJXWvFVBFL2ZT2+SdpRHzc4OBgPDw85a2g0GomIiACc+1tLSkpGPa6np0ees06ne+TgNDIxiPQVcZQc6cJ2y463v4aM7Cjq9p8AoKSkhJaWFmw2G8uWLXuox0hKSuLrr79m9+7dAMydOxdPT89HmrcgCE/PwoULx/2aOp0OnU437tcVnm0iOBUEQXgClEqlHNi43C+zpNVqiYiI4N1330WpVGK320Vg+oTc6+ei0Wi4ffs24NyTGhcXR1VVFVOnTmXWrFkcOHDA7byqkhY81ErUXio8lf6YB3qYqInhcskPrJ6yYMR74u6fb2BgIJ2dnQC0tbURHBw86nEBAQHyvFzHP6q5OSnMzUlxG1u4cCHBwcEsXbp0xPGuDPSsWbPuOza8v+rrr7/+QNcRBOHhSJJEUVER3d3dqNXOlQ8nT57kxo0bpKenk5qaytmzZ7l+/TpDQ0OsWrWKCRMmkJ+fz8SJE9Hr9aSkpNDa2kpnZydLly4lPj6e/Px8wsPDaWtrY/bs2aSlpXHo0CGysrLQarUUFBRgtVrR6XSsWLGCyspKamtrGRoaAmDz5s3U1NSMWlitpqaGhoYGubCaq03Vn/70J0JDQzEYDKxatYrIyMin+dIKj5EITgVBEJ6A8PBwTp06hcFgQKVS/ezxCoWCefPmyZnTsLAwVq5c+binKdyHSqXi+vXrtLW1yUvP4uLiOHjwIDU1NSOOH15YKDoiltIrJ+noasFhU6JUKvH19WVgYID9+/fzxhtvjDjf19eX2NhYduzYgUqluuc+Uj8/P3Q6HTt37iQsLOyxLNl73FrrDFSVtGDqsuAf6sXM7CgiE4Oe9rQE4blWU1ODj48Pq1evRpIkdu/eTXJyMkuWLGHPnj2kpqYyd+5cMjMzuXPnDqdPn+bNN98EYObMmeTk5PAf//Ef/P3f/z2SJHHkyBF5e8mMGTNYvnw5u3btcvswqby8nOnTp5OSkkJhYSEtLS2Acx/5ihUrKCwspLOzUy6sFhgYiCRJ3LhxA5VKxauvvopSqaSxsREvLy/5ur29vfziF7/AYrFw5MgRueq38OIRwakgCMIT4OXlRV5entvY8LYhrtuBgYHyHsSEhAQSEhKe3CQFt32oo2X8kpKSRpzzwQcfjHqdY9erUGvi0Xg7/6nNTF3GkNXBd/rzBAUFoVQq2bJli3zO8PeAKxDNzMyUiw6NdtycaYs49lEVxls+TAyfg1phQhPonqF/1rXWGSj7sh61RoXWX82AyUbZl/UseCtBBKiC8Ai6u7uJjo4GflpxER4ejkqlkr+/evUqVVVVI1ZkuI4LDQ2Vt5+42mCBsw2XUqkkICAAs9ksjxsMBvnfrYkTJ3Lnzh35evBTsbMHLazmEhwcjEajQaPRiGJpL7jn7+NVQRCEF52+FPa/Bx8ucn7Vlz7tGQkPYWZ2FIM2O7aBISRJ4ptzRRw/d5DIVwLkPxjv5+dazbiCugGTjfqOKxw59SUH8o9z9tSFR577zp07H/kaD6qqpAW1RoXG2wOFQoHG2wO1RkVVScsTm4MgvIhCQ0PlzKVrn/zdQeilS5fYtm3biNUbruPutZ2ko6MDh8NBT08PPj4+8nhQUBDt7e3Az29HWL16NWlpaZw/f/6+jwVw584dbDYbvb29Yn/6C05kTgVBEJ4l+lI4/m+g8QHfcDB3Ob9f9u8QO/4FJ54lL1rBp8jEIBa8lSAvV12xeN2Ylqu6gtPhvVOHGx7Upb4yD15xVtY9U3X0kebt+iN2rOc87M/O1GVB6692G1N7qTB1ieyIIDyKpKQkamtr2bVrFxqNZtRjIiMj2bVrF5MmTRrTta9du8axY8eYPXu221aVtLQ0Dhw4QHl5OREREURFRdHV1TXi/LEWVvP39+fw4cPcuXNHbHF5wYngVBAE4Vly8SNnYOrp5/ze9fXiR489OG1ububYsWOo1WqSk5MxGo3k5ORQWVkJOJeqFhQU4Ovry507d1iwYAGVlZUMDg7y7rvv0t/ff9/7NRoN3377LU1NTSgUCtasWQPAoUOH0Gq1JCQkMHv27Mf6HJ+0yMSgMS1NHf4z6OrqQpIkuQ9qbW2t/LNYsWIFpi4LbT3XaWqtAyB92gKC/EOx9A5itVopLCxk/fr17Ny5k3nz5qHT6Th37hwrVqygoKCA3t5euefuzZs35exFenq6PJ+ysjIUCgVz5szh22+/5caNG2i1WnJzc6mqqqK+vh6bzUZOTg7Hjx8HICIighUrVjzwc/YP9WLAZJOXPwMMWuz4h3rd5yxBEH7O8N+zd9u2bRsAq1evvud9MPr2E4ClS5e67W8fvif+nXfecbveaFsk7m7j5RorKSlxO17nCKT70x+wnO0gZ2U2Pksn4BUVOOpzEl4MYlmvIAjCs8RwwxmcDqfxcY4/ZvX19SxdupRt27YRFDR6QGWz2Vi/fj0LFiygurqaLVu2kJCQQENDw8/e39nZiclkYtu2bbz++uucPXsWcLbJeeutt164wPRhDP8ZvP/++0yZMoVt27ahUCiora0lLy+PTZs28e2336Lxl7jZ0sjSuWtYlLacqvpyBi12vPzUeHp6YrVaGRoawtvbm5aWFpqbm4mOjuaHH34gLCyMvLw8wsPDuXbtGuDsNbpp0yZ5v1hZmbMf6/z586moqCA6OpqtW7cSGxsrn+Pl5cU777zDwMAAsbGxbNu2jeXLl4/pOd+9/NnVV3VmdtQ4vrKC8PPy8/NHVFV3KSkpobGx8QnP6OVmaTTSc6QJe68NpZcH9l4bPUeasDQan/bUhMdIBKeCIAjPkqBJYDO7j9nMzvHHbM6cOXz//fcUFBS4LdEcvswzLCwMhUKBn5+fWz9QV6GM+93f1dWFXq8nPz+fo0ePYrVaAWcvu+exwuzjMPxn0N/fL48bDAY6OjrYvXs3n3/+ORaLhagUH7qNXRw/e4gz5ccZ6B9g0GYnKsn5wUJQUBDXrl0jISEBs9ksB6cGg4EJEyYA7gVLXGMAVquV6upq5s6dC0BXVxfXrl0jPz+fq1evygVQJk6cCMCkSZOQJIkDBw7w3Xffjek5u5Y/e/tr6DcN4u2vEcWQhJea0WikoKDgka9TWFjIzp07MZlMfPrpp+zateuewfdYbNu27Yn8zjafb0ehUaL08uCdrFyUXh4oNErM59sf+2MLT49Y1isIgvAsyfilc48pODOmNrPzv8W/e+wP7eXlxcqVK+nt7eXw4cP4+TmXFN+6dYuIiAjg/r1Zf+7+kJAQpkyZIve3tNvt9Pb2vlD7TB/V8J/BgQMH5CqZgYGBREZGsmHDBsD52lksFuYtnUmsdg6mLgs+wWpm5UzieGk1ANHR0Zw7d45169bR3t5OV1cXQUFBcsGSxMTEexYs8fT0JCsri0OHDpGbm0tISAgzZsyQl/vZ7Xa3Cp+SJLF48WIA/vznP5OS4t4j9eeMdfmzIIyH0fqAAnLPzuDgYPLz8+X3fUVFBaWlpQQEBNxzueyzpKuri+3bt8tFhO5ebvusG7pjQenrvh9d4ali6I7Yj/4iE8GpIAjCsyR2obP40cWPnEt5gyY5A9MnUAypvLycH374AZvNJu8X/fTTT/H29h6X6+t0Onx9fcnPzwecffSmTJkyLtd+Udz9M7hy5YrcBzUhIYFdu3ahUCiIi4tj0aJF/N2i2VRWXkYxUUFEXJwzwPuxuHN0dDRGo5Hw8HAmTpwoZ2KnTp1KQUEBu3btwtfXlwULFtDc3DxiLvHx8QwMDPD111+zdOlSTpw4we7duwFYsmSJ27Gtra2cOnUKu93O5MmTH++LJAjjZLQ+oPcTHh5OVlYWR44coaWlhaio8Vl6rtfrOXv2LAqFArvdzmuvvSbf9/XXX9PR0YEkSbz55pv09vZy7do1XnvtNfr7+yksLGTjxo3ycZ6enuTm5nLu3Dk6Ozv57LPP8PLyoqmpicLCQhISEigtLUWj0TB//vxnul2ZR7AX9l4bCq+fwhXJascjWOxHf5EpHqYq34iLKBQ7gVXALUmSZvw4Fgx8DsQCemCDJEmG+10nPT1dunz58iPP53lWUlIibxYXhAch3jPCWIn3jPAwRnvftNYZ5GrE/qFeY6pG7FJZWYnD4SA1NXUcZys8C5713zWlpaWEh4eTmJgIOPecvvfeexQWFsqZ0127dpGXl0dJSQmRkZEkJCRw+fJlNBoNycnJ4zIPvV7PmTNneO+996iursZoNHLr1i1yc3MZHBxErVbT2NhIU1MTS5YsYffu3bz33nuUl5fj6elJcHAwly9fZs2aNXz33XeYTCYWLlzIzp072b59O0ajkeLiYnJzcykoKCAnJ4fAwMAxVdk2Go0YDAbi4uLG5Tnfy/D3jGvPqUKjROGpQrLakWwOAlbF4TX5/kWRrly5IuoYPMMUCkW5JEnpo903XpnTfOD/A/46bOx/AackSfp/FQrF//rx+38dp8cTBEEQnmf6UvfscMYvX/hWOY+qvLycqqoqJEmit7eXhQsXulXvDQwM5PPPPwd+qphbU1NDaWkpHh4eZGdno9PpKCgowGq1otPpxlRV926uPqtqjQqtv5oBk42yL+vFflHhueHqA5qYmOi2t97Ly4ve3l78/f3lPdng7O2ZkJBAZ2fnuAWmLq493zqdjoqKCnlJf1lZGY2NjTgcDkJDQwGIiYmhubmZuro63nrrLerq6tz2kev1+ns+TlZWFmfOnMHhcJCZmUlISMgDzc9oNNLU1PRQwenDtprymhwIq+Iwn29n6I4Fj2AvfOZN+NnAFERw+jwbl+BUkqQzCoUi9q7hNUD2j7d3AyWI4FQQBEF4iXu5Poq0tDTS0tL45ptvCA0N5YcffiAvLw+LxcLhw4fJyMggNjaW7OxsJElCkiTOnDlDXl4earUaSZI4d+4c06dPJyUlhcLCwkdamji8zyqASgNnr5zk8vVTZLyeQHx8PD09PW6tg6qrq+VMVU1NDXfu3EGr1QLOfayffPIJDocDrVbL+vXrMZlMFBQU4OPjg9FoZNOmTfj7+3Po0CFMJhMBAQEEBAQ809m5F5HRaKSkpMStfcjz6F59QFNSUjh06JC8FcGlq6uL3bt3ExAQQHR09LjOpaOjA4DOzk7i4uK4ffs2/f396PV6tm/fTkNDA1VVVQAkJyfzzTff4OnpiUajISgoSK6YPnwf+WgCAgJYvXo1zc3NnD9/nlWrVj3Q/MrLy7l58ybNzc2Eh4e7LSHu6OigsbFxROux4W3CysvLCQ8Pp62tjVdffZX4+PgRS5YDAgI4evQovb29tLS0MHfuXOrq6rhjusO69esI0emoq6ujbNdBHA4HixYtIj4+no8//tjt2na7nc7OTvLz88nMzBTbR54z47KsF+DH4PTIsGW9RkmSAn+8rQAMru/vOu+XwC8BIiIi0vbt2zcu83le9fX1uf0iFISfI94zwlg99feMQQ+OIVAMq/YoOUDpAUGxT2tWz4UbN27If7yWlJTIRavA2XfQtaQvMjKSyMhI/va3v8mFigDOnz/P1KlTCQoKora2Fg8Pjwf+w+3u942hox+l6qdsyI2besz9ZqYmTKOm6SoBAQEYjUbmz5+P0Wjk2rVrJCcnc+XKFTIzM/n2229JT0+nvb0dh8NBQkICdrsdDw8PKioqiIiIICAggOLiYt544w0aGxuxWq2EhYVx/fp15s2bR1VVFXa73a0vovD49fX1UVlZycKF9/8w6an/rhknks2Oo28QaUhC4aFA6atGoVGN2/U7Ojqorq5GkiTsdjvp6elcu3aNzMxMTp06xdDQEMHBwdhsNvk1LyoqIiUlhZiYGMD5/7bBYECtVrNo0SI0Gg1fffUVr7/+On19fVRUVJCVlcXly5e5ffs2g4ODZGRkoNPpHniObW1tREdHU1tby8KFC2loaKC/v5+wsDDa2tpITU3l+vXrgDMDfPLkSdasWYNSqaSgoIAVK1bgcDi4cOECOTk5DA0N4eHhQVtbG+3t7aSlpbF3717Wrl0rF6t666236O7upqmpiYyMDI4fP85rr72GJEmcPHmS5cuXj3pt13MXnk2LFy9+7Mt670uSJEmhUIwaBUuS9BHwETj3nL7sn34+6/szhGePeM8IY/XU3zMfLnJmTO8OTvtuwbpvn968nnG3b9+mtbWVf/mXf2FgYABJktyq90qSJBcq+vOf/8zy5ctpaWlh4cKFeHh4IEkSarUaX19fUlJSMJlMpKamPnDm9O73zbGPqhgw2eTMqaW1E3+1Dm9TNEuXhmO1WqmoqJCXGCYmJrJq1SpMJhMZGRm0traycuVKec/pjBkzKCoqwmQyodFomD59OrGxsVitVhYvXkxcXBx6vZ7Q0FBiY2OZM2cOUVFRtLS0iN+B99Hc3MyxY8dQq9UkJyfT3NxMT08Pvr6+BAcHM2vWLHk/ol6vR6/Xk52dzRdffEFfXx8eHh5s2LABT09PTp8+TVNTE2FhYcyYMeNnX/en/rtmHIy677HlwfY9Pii9Xk94eDg5OTkj7hv+4dJwLS0tbNq0CZXKGSSP9joPH3NlSB/256HX62lsbCQ8PJxJkyaRkZHBjBkzOHfuHMnJyTQ2NpKdnU1AQAAKhUL+f9f1nBoaGuRtBLdv3yY7O1vuHetwOJgyZQrZ2dkcPXpUPq69vZ0lS5bIe2YzMjK4fPkyN2/eBJxF3xYtWjTqtV3zEZ4/jzM47VQoFBMkSWpXKBQTgFuP8bEEQRCEcSRJEp999hk2m4133nmHPXv24OfnJwdDjyRoknMpr+dPWb8n1cv1eXbu3DlMJhN//etf8fX1HVG9NzY21q1irkKhYOHChfKSxUWLFpGWlsaBAwcoLy8nIiLikaqNzsyOouzLeuD/Z+/No5rM83z/VxKWAAkBwhIWlV3ccS1wQZRya5ey3EptFbBPT/XM3DPT/TtnlnP7zpmZ7tt3lntmeu70nK6unirFUsuyVMrdshSlRLFVxAUXXIAo+5pAWAJk+f2RzlMJCS4IIuXzOscjefLsPAnfz/fz+bzf4CmX4SX1oVnXyOr0dG4+KnRrHQS2Usrjx48zduxYp/09fvwYtVrN2rVrycvLE5b37VULCAgQAt76+voBn//bwqNHj1i0aBHR0dFUVVVRVVXFtm3bKCgoEH4n7li9ejWenp4UFxdz584dEhMTqa6uZvv27ZSUlAhlpN93HL02ASRyDyyY6LhcO2jB6cuyd+9eYmJihMD0eRjL9QPq23REKpVisVjclhDbe3Thxa3H+itZftY2vr6+hIWFsWXLFpGdHdUAACAASURBVKRSKWazGYlEItqRfc8YyuD0KJAJ/PMf/z8yhMcSERERERlE2tvbBV+8yspKxowZw7vvvjs4Ox9GL9eRjDtfxb6CH9u3b3d6PW7cOMaNGwfYBIzyP3uEZ1Mi6mA5kxJezQYjMjGQOesSBLXehLhEtF3XOXflOF5eXowaNYqenh4n66Dp06czfvx4Tp8+7dLrFhUVRUFBATU1NXh7e/cr1BIVFUVRURG7du1CqVQKIjEi7pk5cyYXLlyguLgYtVotCOeEh4dTVVXltK691ctisfDNN9/Q0NBAd3c3SUlJtLa2CkFHeHj4WxOcvg6vzejoaKKjo194/ZfxK3XM/EoVnpgNPbQer4CXzPyGhoaSl5eHTqfD19eXHTt24O3tzdq1a/H29sZgMLyU9ZiPjw9eXl7s2rVLeK6eh0QiITU1lc8+s+mvhoSEsHz5crfrRkZG8sUXX5CamsqYMeLE50hiUIJTiUSyD5v4UbBEIqkC/h5bUPqlRCL5EfAEGITpdhERERGRocBisZCbm4vBYECpVCKVSgVfvKamJlpbW5FKpSgUCm7fvo2HhwdLliwhODiYI0eO0NHRga+vL2vWrKGxsZFTp05hMplISkpi3rx53L9/38lbL27RL8n9r7/D0FyGUq1hzf/4JU+J4uKePUilUrq6uti6dauTSInIwHkRZd2BKGpGJgY6KfNaLFOQSqUcP36cgIAAJk+eTFpamst2cXFxghCSY7/ohx9+6LLumjVrAPDsUWF8qObLwmsogmJ4d+FoKhruolKpXuqc3zbkcjnLly/HYDBw5MgR4X7ZBXjkcjnt7e2ALetlf6+3t5fs7GyuX7+OwWBApVIJmWr7tm8Db7LXpqNFTH+8SObX/j2/bt06jh07Rk9PD5mZmUil37VeyOVysrOz+z3Oli1bXJY5npfjxFlWVhalpaW8//77+Pj4cPPmTUJDQ9Hr9cKEW3t7O/Hx8YCtWsK+r4SEBBdv1u3btwvZ4WWGKTTvvc/81HeGLbMt8moMllrvpn7eyuhnuYiIiIjIG8T9+/cJCQlh3bp1XLhwQRiUrFq1Sug1WrhwIbt37yYzM1NQf7169Spjx45l0qRJXLt2jXv37pGUlERWVhYSiYScnBxSUlK4f/8+69evF7z17t3rIeS9X7Bu/nwuXLjAvc4gFAqQyWRs2rSJCxcuUF5eTlJS0jDfme8HfZV17f+fPXgFrxibBXlTUxMKhcJJOfOTTz4hLCyMqqoqPDw8qK+vp6Wlhffffx+NRsPt27e5evUqEomE5cuXc+bMGc6ePUtUVBSenp6CWIudpqYmjh49KvTGvih9g+tvL5/h2JlWJswezU/+sv8Bs4hNZfX+/fv09PQwZ84cHj9+zK5duwgICEClUiGXy1GpVHz22WcEBQWhUCgIDg6mpaWFPXv24O/vj7+/P0qlkoiICHbs2PHCIjrfB/xSw2k9XoEFk5PXpl9q+HCf2gvxIpnfpqYmtm/fjsFgECpmhprS0lJCQ0Px8fERJqi0Wi21tbUAKBQKtxNb7his7PBgYDKZOHDgAGazGblcTkxMDHfu3HGrQq5QKGhpaWHOnDncvHmT3t5etmzZgpeXF99++62T0nlAwNsTaL8WQSQRERERkTcbnU7n5JNXU1Pjdj27YIVMJmPBggU0NTVRU1PD9evXMZlMTJw4Eb1ez+nTp+nt7aW5uZmOjg4Xbz13x1MoFISGhgLg7++P0Th4ZXNvO21NRnz9nQeonnIZhvpuAkab2bJlC729vXh6elJeXk5RUREZGRl0dXWxYMECrFYrf/3Xf81vfvMbamtruXHjBkuWLOHKlSvCoPbkyZNs3boVnU5HVlYW/v7+LucRHBzsUnr8IvQNrtNmLaKny4SP0gsPD3Eo8yxSUlJISUkRXk+cOBFAED8C9yXj7n5P7gR7vu+8itfmYKPVaikoKEAikWA2m1m8eLHwXl9bFoPBwL1795geNApDcytn7hfw/js/4OztAuqb6pErfck0jqOwsJD6+no+//xzvL29OX78OBcuXGDWrFnMnj2bc+fOAbbffWxsLDk5OYKX6pQpU6iurqa+vp5FixYRHx9PTk6OYOsydepUpk+fTktLCydOnMBkMhEXF8eUKVN4/PgxjY2NjB8/nt7eXkaPHs2NGzcoKytj165dvPfee0JWuO8kmEajcbKPmd4RzRi/8DeiL7i0tJRRo0Yxd+5cjh8/jlQqZfPmzXh6enLu3DkqKipQq9X09PSwfv167ty5w507d9i6dSsFBQWUlZURFBREW1sbWVlZNDY2UlBQwMqVK1/rdQwn4je6iIiIiAiBgYHU1taSmJhITU2NUzmXIxqNhtWrV1NSUsLNmzdRq9XExMQwfvx4wCZ6c/r0aebOnUt0dDQ7duwAXL31YmJinI5n9+Ub6cIWdo+/vtYmjlYOfdcPDQ0lIiJiSM/LP1jupKwL0Gs0owz0JjzcZvVx6dIlQTnT3sfp6+srWIEoFAo8PDxQKpV0dXXR2dmJSqVCJpMREBAgTCb4+fm5DUxfhf6C67YmcQLjdTAYgjojGXlswBtzvVarla1bt3Lnzh2nvt93333XZXIpLy8P37kzKfqomITgGGpa6ujuMrJxxiqexndQVFTEwoUL0Wq1bN68mStXrhAdHc0//MM/YLVa2blzJ1u3bgVgz549xMbGArb+8YULF/Jv//Zv/Pmf/zlWq5Xjx48LZbgTJ05k6dKl7Ny5k+TkZPLy8li1ahUqlYqDBw8ikUiIj48nLS2NoKAg8vPzAZuX85MnT8jMzESv1wMI9jCOk2CbN2+mq6uLjIwMzGYz+/7it0TPd+6hH+y+4BdFr9cLPbQajYbe3l6OHj1KW1sbHR0dBAUFoVarCQkJQSKRoFQqhUlZ+3drU1MTWq1W6Nf/PtgxvQxicCoiIiIiQlJSErm5uezcuROFQsHChQuF/jNHjh8/jl6vx2QysXr1agICAjh27BjXrl0DICMjg8TERE6ePElISIigJpmfn09VVRU9PT0sWbKEUaNGOR1vzpw5VFZWvtZrfp24K1GzWq2vzZ+zr7Jur9FMb4+ZsSnhdNI8YOXM1tZWzGYzBoMBuVzudr3BoL/g2j94+Pv+RiovKsLzJpVMiiBUnGg0GoqLi4XAxd3k0ujRo2n0NFAb1cmSwIk8KH1IRHg4qhUxxPibKCwsdNp3S0uLsK39c+zt7e30GmziSDKZjODgYOH4XV1dTucolUpRqVR0dHTQ3NzMV199BYDRaKStre2Fr7e/STBfX1/8/PwA6PW2YO02vxF9wQEBAdTX15OQkEB9fT2BgYHPVSHv+53Zn9L524IYnIqIiIiIIJPJWL9+vdMyuwCF4yD2/fffd9nWnRiHfQbdzqJFi1zWEY6nvQiHsonWPSE6cAxovUhOnjuQyxgWzGYzX375JWazGU9PT+Lj49m1a5dLj5G9RO2TTz5Bo9Hg6emJt7c3o0ePJiYmhhMnTtDc3IyHhwdr1qyhqanJyZ9y2rRpwjEd+4BfhL7Kuv7BcmalR9Hr1Up5eTNXrlxBr9e/lHKmVCpl5syZgp3NUBre9xdcz0p/NcVhkefzJlqpDBTHz82OHTsGVGI+3NjFqOrr64mJiaGxsbHfyaXJkydz9uxZlKOCCF87BUt1MEVFRchjA3h4+7ZQsWJHrVZz9epVwDZ5ZrVa6e7uFl7bsQdT/U1E1dXVERkZSWtrK35+fqjVapYuXYpSqcRisSCRSCguLsZisThtJ5VKnY4DLzYJ5h0XgLXH8kb0BSclJXHgwAF2796Nl5cXkZGRlJSUPFeF3BGNRoNCoXBROn9bEINTERERkSGivxLPgZCTk0NWVtaAtv36669ZvHhxv6W6dg4fPkx6evrrFV7QXrTZynj5gSLU5n96+uew5FcQPTIC1NLSUiIjI0lLS+PYsWP99hjZ6ezsJC0tDX9/f6Gc7eHDh6hUKlasWMGjR48oKiqit7dX8KfsO2B7Efqq7/ZV1rURSHR0NPn5+axatUoo27PjOHi3B5+OypnJyckuz/erDPjtPXP27JDjubsLrl2vR2SweR1WKiIvjkwmY8+ePZhMJhYvXkxjY2O/tixqtZrW1lahaiMyMpKbN2862cA4kpCQIFS0eHl5kZ6eLti2LFiw4IXP8d69e3z99ddMnToVmUxGRkYGR44cwWw2I5VK+eCDD4iPj+fEiRNMmDBB2C40NJSGhgYOHDggTGi+yCSYZ6gvqrQ3oy/Yw8ODDz74QFAtV6vVz1Qhd5z8dfwuTUtLe2FBqO8bYnAqIiIi8j3GarWydOnS4T6N/rn6e1tg6q20vbb/f/X3IyY4dRR3Cg8P77fHyI67nsympiahh8xisRAVFUVqaqrgT/nOO+8QGRnpcuwDBw7Q3t6Oh4cHGzZswNvbm48++oiwsDBCQ0Px8/Pj1q1b9PT0kJGRQVxcHFVVVZw4cQK1Wk1zc7MwcLp16xYXL14kICCAVatWvfD1Vz/UOQWNk14haKyrq8NisbgEp1artZ/gWmQg6PV68vPzWb169XPXfZOtVJ6HVqvl4sWLgj3VvHnzBm2/fSsXXsTWZTDQaDROx7Ufb/PmzW7X9/X1dbJececLap9QCgwM5J//+Z+d3ouLi3N67ThJ6jgR5fjzokWLnCZDg4KCXKxmxo8fL2gVOLJs2TLS09Odrs1xEsxYrqd5732Wd0ylee99/FLDhXMaymBUr9ej0+mIiYlx+/7hw4eFHtq9e/fS09NDUFAQo0aNerkDaS/a/v7pnkDgGJsv+Aj5WzhYiMGpiIiIyCDSt8Rz7NixbiXhz507h1arRSaT8cEHH3D//n2XIKK6uprjx48TFBQk9PPcu3eP//qv/8JkMqFQKPjVr37F1atXnfYPtj+U9kHJrVu32LZtGwaDgcOHD3Pnzh08PDyYO3cuOp2OgwcPolAohkcdV/fEljF1xMvPtnyEEBAQQF1dHQkJCdTV1QnBaN8eIzvuSuHUajVTpkxh9uzZgO05slgsTv6U7nwEV69ejaenJ8XFxdy5c4fp06fT1tbGj370I7y8vOjt7WXq1KkYjUYOHDhAXFwcFy5cYNOmTcjlcv7jP/5D2JdGo+H9999n9+7dGI1GoXzuWfTnn/rO6hgKb50V7BTi4+Opra2lrq4Ob29v1qxZQ1FREaGhoSQmJlJaWkpLSwv379+ns7OTiooKpk+fzuXLlwGYMWMGBoNBqEZYtmyZSwA7mLxI2fTLllaPVEa6lYqjPVXfMtLBpry8fEj3/7Ls3buXmJgYofe/LyNN6Go4+5/1ej0VFRX9BqeO2EWkXprvQSXRYCAGpyIiIiKDSN8Sz+7ubhdJ+BkzZqDT6di+fbtQrjlx4kSXIOLbb79l48aN+Pj48Otf/xqAa9eukZCQwM9+9jN+//vfc/z4ceRyudP+582bR0dHB9u2bUMqlXLr1i0ALl68SHp6OmPGjBFsAAoLC1myZAlRUVF89NFHr/+GBY6x/QG2Z0wBejpsy0cISUlJfPnll+zevRsfHx9MJhMPHjx4qR6jsWPHcurUKXbt2gXY7D90Op2TP2VfLBYL33zzDQ0NDXR3dwuesMHBwXh5eQHw+PFjrly5gtVqpaOjA4Du7m4hc+vYc+aoGPmiwWl//qmn9hcwcdF3dgodHR309PSQnZ3N7du3KSoqYtKkSZw7d47ExETu3r3LokWL8PX1xWKxMG3aNLRaLWazzeams7OTI0eOkJ2djdFo5MiRI2zcuPG55/d9oLKy0qn3uLKyktbWVhQKBUFBQSQnJwsZO7s9THp6utus+vnz56moqCAkJASwTYJ88cUX9Pb24ufn59J3DsNvpeKYkTx58uRL9zYPhj2VuwxsdXU1e/bswWw2s2HDBgAqKioGtP8X5UVFrOw8y690qAK9gbafvAiD2f+s1Wq5dOkSUqmUjo4OZsyYwa1bt/Dw8GDlypXk5uZisVgICwtj+fLlXL9+nadPn1JZWUlmZqbLBDNAYWEhDQ0NxMbGCtnfl+J7UEk0GIjBqYiIiMgg0rfEs7u720USvrm5WSj1sWfR3AURRqMRlUoFIAQ4Op2O6upqcnJyaG9vp6KigoiICBfJeY1G49Jjaj+3iooKNBoNOp1OWCaVSl9YCGdQmfUntplhsP1R7umw/VvwP1//uQwQDw8Pl5I6d71C9hI1x/I3xwGMfdD9XZmsjPDgGUxa4L5Mtq6uDoVCQXZ2NtevX8dgMADOmdmLFy+SlZWF2Wzm008/BWzqm3ZhkZaWFmHdgajs9mfx0vCwmbCwSYDtWTQajU6+tlqtFpVKJVjSGI1Gt/Yz9m10Oh11dXVC8P46qKmp4fPPP6erq4utW7dy9OhRDAYDSqXSqXSzq6uL/fv3AxAWFsayZct4+PAhly5dwmKxMH/+fORyOffu3WPx4sV0dnZy9OjRFw6uHz16JPQeV1VVUVVVxbZt2ygoKHimimffrHpiYiLV1dVs376dkpISysrKBMGa1atXP7Ov+U2xUhmI6NZAnuu+fqLvvPMOJSUlJCUlodVqhUy+l5cXdXV17NixgwkTJtDa2kpOTg5Lly4lLy/PKeivqqri7FlbNcG0adOYOnUqBQUFPH78GJPJxIoVKwgPD+err75Cr9cjkUjIzMykvr6eEydOYLVamTVrFpMnT+bw4cN4eHi8UiA0EoWuBrv/WSqVsmnTJgoKCqitrSUzM5Njx45hMBiEyd3c3Fyam5uZPn06gYGBLFy4kNraWpcJZrCVQK9YsYL//u//Hlhw+j2oJBoMxOBUREREZBDpW+IZHBzsIgnf2NhIYWEhs2bNAmz9dO6CCLlcTltbm1MQERgYiFQqJSsri7t379LU1ERHR4fT/g0Gg9sBmd3LFKC2tpZZs2YJ5xsZGenWOmbIiZ5rK1ly7LFZ8D/fqlliR/ork52zLsElQA0NDaWqqoo9e/bg7+/vNrhLTExk586dREZGCpnQtLQ0Pv/8c4KCgoTJj4HSn8VLaLjayU4hICBAePYcfW3Hjh3L8ePHGTt2LGAbLJpMJmFf9uc4ICCAyMhIIUP1OqwVHMtB7927R0hICOvWrRNe2yeCamtriY6OJj09XVA4LSwsJDMzE6vVyp49e8jMzCQvLw+r1cq9e/ecRGCex8yZM4XeY7Va7TT5VVVV5bSufaDsLqve2toqTECFh4dTVlZGUFAQoaGhHDp0iIiICFJTUwfj1rnFZDJx4MCBZ5Z6e3p6smfPHiela0fsCrstLS2cOHECk8lEXFzckAjHOPqJ3rx5Ez8/P7Kzs/nyyy8pLi4GbOXmUVFRXLp0ieTkZFQqFVlZWbS0tLgE/efPn2fTpk14eXmxe/duJk+eTEpKCvPmzaOlpYXz58+zevVq2trayM7OFgTNzp8/z9q1a1EqlUIQDK8eCI1EoavB7n92rBbx9fUVfm5ubqagoACj0Yherxcm/uy4m2B23J+np/N9fWG+B5VEg4EYnIqIiIgMIn1LPOVyuVtJeJVKxaeffioo+/UXROzbtw+1Wi0EETNnzuSjjz7iww8/xGKx8I//+I88fvzYaf99BSzszJkzh8OHD3P37l1WrVqFv78/s2fP5tChQygUCsEz7rUTPfetDUb70l+ZbEl+lVNw+qzyPsfM7Pz585k/f77T+xEREXz44Yf09PTwn//3d3z9+xLamvwwPuzAO133QiI5dvqzeFn2wTwKb50V7BRGjRqFXq93UQkdP348p0+fZsWKFQBERUVx+PBhGhoanMRS/Pz8SEhIEBQ7Y2JiXK5rsHEsB9Xr9URERAC2+1dTUyMEp2PGjOHJkyccOnSI+Ph44uPjaWxsFFROOzo6sFqtjB49msrKSh4+fMi6dete+DzkcrlT77H9u8BuKSKXy2lvbwcQJpjq6uro7e11yqqrVCrq6+udtjWZTKSmpiKRSNi9ezeTJk0SrmuwKS0tZdSoZ5d6z5kz55lK13by8vJYtWoVKpWKgwcP0tbW5nZypj8lVHi+qrSjn+iBAweEwD4kJISamhr8/f2pr68nPz9feFbsuAv66+vr2bdvH2BT7O7o6ODhw4eUlJQIAY5MJiM5OZnc3FxUKhULFy6kq6tLUFAPDAwUKmteNRAaiUJXg93/3J/XaFtbG0lJSSQnJ3Po0CHANnFm71kODg52mWDuu48B8T2oJBoMxOBUREREZBBxV+IJrmWeGRkZTq/dBRFRUVHfSdBrL8KX2/B99ID3A/1ZuP3vhYAuIiLCZf+OZYf2HqCAgACysrLIz88XVCuDgoL48Y9//PIXKjIk9Fcm29Y0eNmMp0+fcv78eRoq9XjpIuny7nlultZoNPLkyXelZTdu3GDq1KnPtHgZlfSdnUJgYCCTJ092ez5xcXFC1iIoKMgpaPDsUf0xeLbte3H66tem2Os40PT09KS2tpbExESnzC/YBqZ2m43f/e53TJ48mbCwMLZs2YJUKsVsNiORSATPSW9vb6En+EW4fv26U+/x48eP2bVrFwEBAahUKuRyOSqVis8++4ygoCAUCgXBwcG0tLQ4ZdWVSiURERHs2LEDjUYDQGtrK0eOHMFisRAYGDikE1R6vV4I8Por9e7t7eXYsWP9Kl3baW5u5quvvgJsz2Z/wamdgQj/OPqJjhs3jkePbJMwjY2NqFQqZDIZjY2N+Pv7O5XHg/ugX6PRsGHDBry8vDCbzchkMq5du8ZPfvITWlpaOHbsGBaLhYkTJzJlyhSOHTtGdXU1crkcvV6PUqlEp9MJv6NXDYRGotDV6+p/lkgkFBYWUlpaKiwLDQ0lLy+PAwcOsH79epcJ5kFBrCQCxOBURERE5M3HUcHPTw2tza+u4CfK1b+R9Fcm6x88eNmM6OhosrOz+fr3JXT59jw3Swv9B6fQn3+qTSm0u7sbtVrt1k6hqamJo0ePukzU2HmZEuehRi6XU15ezs6dO1EoFMyZM4fKykrbeVZXk5eXh9lsJjY2FolEQmpqqpA5DQkJYfny5S6eky9KSkoKKSkpwuuJEycCCOJHgKDS7Yi7zKBdWVgI1j5/yntBqa9F4CggIOC5pd6PHz9+ptK1HbVazdKlS1EqlVgslmcGagMV/nH0E92wYQPnz58XMv+bNm3i8ePHXL16ld7eXqZPn05AQAALFy5k//79pKenc+LECaegf8GCBezbtw+r1YqPjw8ffPABkZGR7Ny5kzFjbGWbPT097Nu3D4vFgre3N2FhYSxYsIBDhw5hsViYOXNmv8q7L8twC10NlMHqf+4vq24vkXYnQpednS38bP/eMpbr6ThUQWrLGKyn6jGmSl9NFEqsJEIyEGPvoWLGjBnWoqKi4T6NYSU/P39gTdQiby3iM/MW8OU21z6UbgP4BcOGz156d/nfHCe94v/agl3H0qG3TK7+TcQxIHMskx2KgOzL/3MNX39PGlpquFt2AwkSzBYT0+MXMCrd4mRPdP36dQ4cOEBKSgrx8fEUFBQQHh7OsmXLaG1tdRL/iY+P55NPPkGj0eDp6UlgYCC3b9/Gw8ODJUuWvLAFzNe/L3EJ1Hu6TPj4e7H0TyYN6r0YKv5Q3sxnl7U8belkdJAvofVX+bu//JNBCTAclXlfBsdgzTFjphoCOw7Hv0/2nlOTyYSXlxfjxo2jsrKS+vp6odTbHpwplUq8vb2Ji4sjOjpaUOt17Dk9efIkZrMZqVTKBx980G82unnvfcyGHkH4B8BiNCFTeqH+4Ti327yITdBw2LCMNOuXgTCSxjSv87P0fUMikVy3Wq0z3L0nZk5FRERE3nQGW8Gvo0mUq39DeVaZ7GBjz9KCrTR14TsreFRRSo3hMaq2YBd7okuXLgkZgYcPH5KVlYXVauXUqVNO4j/x8fF0dnaSlpaGv78/u3fvJjMzE09Pz2cqwvalrclIbWsZ8aNtAcTZPxxhwcwVAypxPnz4MOnp6ULv3uvgD+XN/O/j9/D18iBE4c31vGPI/ENZ+kRPSuzz7YWex8vaitgZLpVWe/njs0q95XL5d60MDvRVug4KCnLr++uOoRD+GQ6/zeH0+BRxz0hUPB4JiMGpiIiIyJvOYCv4mbttwakjb6Fc/ZtKf2Wyg41dzKjXaCbQP5ieLhMK70CqKUerbXexJ3JHZ2enW/EfPz8/oQfQXuIok8lYsGABfn5+L9Qv5x8s58LNe0JwCoNf4jyUfHZZi6+XB8o/Dlwnpi3HYDTx2WXtoASnA2U4VVr37t1LT08PQUFBbku9n8dAMocDEf55XuA/HEGJGAi9Onq9Hp1OR0xMjNv3Dx8+TFpamlNP+bMYiYrHIwExOBURERF50xlsBT+Zt237t1yu/m3HnqU9e7CF+kf1zJzsRew4BWP952IwGJzsiexBZ198fX3div9YLBb27duH2WzGw8ODpKQkjh8/zo0bN1i5ciV+fn4upcB9vUF9R3fR3NrE1xe+YnLSdEw9Fnp7zChiesjJyaGnp4d33nmHKVOmkJ+fj06nw2AwEBAQwKpVq9DpdBw8eBCFQoHR+PoHi09bOglReDst8/OW8bSl87WfiyPDqdK6devWAW870MzhUAj/DEdQIgZCr45er6eioqLf4PRlGYmKxyMBMTgVERERedMZbAU/v2BosNkRvM1y9SK2AHX+5iQ8o1tostzC1Ghiw4INFBUVOdkTTZ06le7ubr788ktWrlyJSqVi//79ZGRkuBX/qa2tZeHChcydO5ef//znPHjwgAcPHvDrX/+a0NBQdu3a5VQKHBcX59Yb9FrxFSYEp9PWZMTLx4M56xLQxPkz13M6FouFnTt3MmXKFMCmAPv++++ze/dujEYjhYWFLFmyhKioKD766KPXfm9HB/nSZOgRMqcAHd1mRgf5vvZzcWQkqrTCwDOHQyH8MxxBiRgIuaLVarl06RJSqZSOjg5mzJjBrVu38PDwYOXKleTm5mKxWAgLC2P58uVcv36dp0+fUllZSWZmeHqqfAAAIABJREFUJufOnUOr1SKTyQTF3cLCQhoaGoiNjSU9Pd2tp25eXh5PnjzB3GRkIZNRohxRn6U3HTE4FRERERkJDKaCn5dClKsf4TxPsOXrr79m8eLFXLhwgdGjRxMbG/vM/Wk0Gqd9paWluajKLl68WBAqsfuUgs3zLyEhwWndSfEzeXBeT82Fa4RZJ5GUHMHEiRMJCwujo6PDpRTY3TKr1Uqgxo+l223iR505d4lMDKSyspJvv/0Ws9lMY2OjcEy776NSqcRoNKLT6QgPD0cqlQoWJq+TbanR/O/j9wBbxrSj20xnj4ltqYmv/VwcGakqra+SORwshVc7wxHgj9RJhaFGKpWyadMmCgoKqK2tJTMzk2PHjmEwGNi2bRtSqZTc3Fyam5uZPn06gYGBLFy4kNraWnQ6Hdu3b3eqComLi2PFihX893//N+np6W49dZ8+fUp2djYSiYSuMh2df6gbUZ+lNx0xOBURERF5GxHl6r+3WK1Wli5dOmzHr36oo+yKnh5TJ2Hjoqgvq8d4xkRgks3A3l0psD2A7Fse7I5Lly6xatUqlEolv/nNb4TlfdcPCAigrq6OyMhIGhoahu6C+yElVs3/WjHeSa13W2risPab2hnsYO118CZlDocjwH/RY76I0vD3CcdJKbtfslKppLm5mYKCAoxGI3q9HoPB4LRdc3Oz0Pfs+N1h35+np6ewXl9P3Tlz5vDVV1/h6+vLwoULUce5V30WGRhicCoiIiIiIjICqa6uZs+ePZjNZsaNG8fBgweZMWMGCQkJ3Lp1i23btgnrNjQ0cPToUZRKJf7+/hw4cIC5c+cSERHB7NmzOXv2LB0dHVRVVZGSksLDhw9paWnh/fffR6PRcOrUKfLz8ykvL2ft2rWoVKp+z6skv4roiFiulp7n/LUTNOsb0Xk10tjhS25uLmvWrHFbCuxuWWRkJH/6p3/K3/7t3wr7HzduHPv27UOj0SCX9x+YzJ49m0OHDqFQKPDz8+t3vaEkJVb9RgSj3wfetMzhcAT4I3FSYahxDCwdf25rayMpKYnk5GQOHToE2LKsFottkiw4OJjCwkJmzZoFIGRP+05yufPUNZlMJCYmUlBQwMOHDwXvYZHBQQxORURERERE3lBu3LjB1KlT3b5ntVrZunUrd+7c4f79+xiNRuLj40lOTubWrVvCeg0NDVy5coWVK1dy6dIl3n33XWpra0lPT6eiogJ/f3+6urpYsGABVquVjz/+mJ/+9KfU1tZy48YNli1bxrvvvouPjw+jR4+mqKhIMKB3R1uTEV9/b+ZNW4JUKuXo+c8JDdYwJng8oAcgISHBpRTYvsxqtQoDxCVLllBbW8uYMWMEG5upU6e63BNHX8TVq1cLP//4xz9+7j0WGRmM1HLk4aK4uJibN28CsGzZMsLDwzlw4ADt7e14eHiwYcMGvL29OXfuHE+ePCEsLIyenh5Wr14t+Mnq9Xry8/NZvXq1i2BZfHz8MF/hs5FIJBQWFlJaWiosCw0NJS8vjwMHDrB+/XpUKhWffvqpYHPkjoyMDI4cOeLkqbt//356e3sB2LBhw2u5nrcJMTgVERERERF5A3AMyuw8KzgND7dljDQaDadPnwbgd7/7HampqXR3d7Nr1y5KS0upqanhH/7hH/D2tinHXrp0iYKCAiwWC2VlZUydOpWmpiZB9OPBgwfIZDI6Ozs5ceIEVVVVdHV1UVVVhVwup6uri7q6OiwWC0lJSdy5cwe1Ws2qVauoq6vjDw++xtjZTbOhHo06ErPVjMI7EKX6O+XaU6dOUVdXh9VqFTKxn3zyCRqNBk9PTyZOnMjx48cJCgqiq6vrpe5j9UOdk0/spCHyiRV5/bxM5vDkyZOC4vTLoNfrOXfunOCtCtDe3k5xcbFLH/abitFo5MGDB2RnZ2M0Gjly5AgbN25k9erVeHp6UlxczJ07d0hMTKS2tpbs7Gzu3LnD48eP3e7ParW6CJa9CcGpo+VPcnKysNw+WTVnzhyXbbKzs4Wf+06yOU5s2SfD7J66dhsj3cd3+UHQDPzSxYmRoUIMTkVERERERIYJrVbL5cuXAYiNjeXu3buALdNRU1NDfX09OTk5LFu2jNbWViFzERcXR01NDXv37kWr1dLU1ER7ezuJiYlUVVWh1Wr57W9/y+XLlykvLyc3N5d169bR3d2NVqtl3rx5zJ8/n7KyMsCWZfD392fZsmVcuXKF+vp6goKCWLBgAcuWLeMv/uIv2LhxI11dXVy9epUf/vCHHDt2DJPJRHZ2Nrt376arqwu1Ws3/9z//nMJDjym4dZIFs5ZTrn1ET4+J8XMjKX1aD8C7776Lp6cn5eXlQia2s7OTtLQ0/P39+fzzz9m4cSM+Pj78+te/fuH7Wf1Qx6WDj/D0kuHr70lXWw+XDj5izroEMUAdobibtHkRXiQwfdF9KxSKEROYAuh0OhoaGti1a5ewzGKx8M0339DQ0EB3dzdJSUm0trYKPZYajcYlOLWXuvbnZzyQ38tIZKA2RiIDQwxORURERES+F4xUIRCz2cyaNWs4cuSIS6bj1q1bZGVlYbVaOXXqlJC5+I//+A+USiU3btwgOTmZjIwMTp06hUaj4Qc/+AG/+tWvOHr0KEVFRfj4+LBo0SJOnTqFSqXCy8uLvLw8IiIinM7DPkiVy+UYjUZMJhMXLlygtbWVrq4ujh8/TkJCAgEBtsGYUql0EiPp6urCbDaTf+00DRI9XWYDuiYD3gpPxk+LICI+gNKntmNdunSJ8vJyLBYLwcHBAPj5+eHv7w/YMj/2vla1+sV7Nkvyq/D0kuHlYxve2P8vya8Sg9M3GK1WS0FBARKJBLPZzOLFizl9+jS+vr4kJCS49cX95JNPCAsL67dP2l6a6s4K5PDhw3h5edHc3Ex6ejpff/01np6eTJ48mdjYWPR6Pfv370ev17Np0yYsFouQTf3kk08IDg6moaGB9PR0EhOHV33ZHQEBAXh6egolp2azmbq6Onp7e8nOzub69esYDAZUKpWgeF1fXy9sbzKZAAQhsf78jAeKXq9Hp9MNmt/oUDNQGyORgSEGpyIiIiIiIsNIeHg4Op2Ouro6p0yHI30zF3K5nB//+MdcvnyZ2tpaampqiI+Px2w2U19fz9q1a7FYLPzLv/wLeXl5+Pn5sXnzZmGAbTQaWbp0KUajzYZj9erVglCIPeP08OFDfvaznwllc6GhoURFRQnrgat4yLVr15g7dy7R0dHs2LGD99dMQ6vVOm3T2dmJVqtl+/btlJWVUVJS4rIvuVxOW1sbcrmclpaWF76Xtn5XZ7sRT7mMtqbn242IDC+OPdRlZWV0dHSwbds2JBKJiy9ufHz8c/uk7bizAgEYNWoUP/jBDzh37hyLFi0iOjoaq9VKa2srPT09ZGdnU1JSwr1790hKShL219HRwfr16/Hx8WH37t1vZHDq4+NDREQEO3fuRCKREBMTQ2pqKi0tLezZswd/f3/8/f1RKpVCIB8SEoJUKgVs/d87duwgMjISsH023QmWDRS9Xk9FRcWICU5fxcZI5OURg1MRERERkWHFarVy7Ngxmpub8fT0ZPbs2Zw7dw6AhQsXEhsbS0FBAY8fP8ZkMrFixQrCw8N5+vQpZ86cQSaTMWPGDBQKBTU1NXz++ed0dXWxdetWvLy8hvnqno9EIiEgIIDIyEinTIcj7jIXZrOZ1NRUJBIJ//7v/05AQABXrlzBbDazdu1a9u/fT01NDd7e3v1mH69fv05aWhoVFRUuXqCJiYl8vvMg1Q91VFVX8sGPVtJgbiN4lKLfa0lMTOTkyZOEhIQgk8ncruPj44OXlxe7du3q1380LS2Nffv2oVarn6kM3Bf/YDldbT1CxhSg12jGP/j12428Km9T2SQ491AXFxej0WiQSqX9euD6+vqiUNiexcDAQDw8PIQMviPurEAAoXJg5syZXLhwgeLiYt555x38/PwICQkRSt37To74+voKz2RVVRU3b9506nd05OjRozQ1NbFu3TqhKuBZvExGUavVotVqncTAwLkPs2+/+vbt2132k56ejlQq5c6dO+h0OgAWLFjAggULAFtJa/Pe+/i3GFkZ9M6giFBdv36dp0+fUllZSXR0NBUVFUgkEt577z3MZjO7du3CYrHg6+vL+vXraWtrIzc3F4VCQUtLC3PmzOHmzZv09vayZcsW2tvbyc3NxcPDg7i4OObNm/dK59eXN8nG6G1ADE5FRERERIaV0tJS/Pz8WLVqFVarlZ07d7J161YA9uzZQ2xsLCkpKcybN4+WlhbOnz/P2rVrycvLY9OmTfj6+mK1Wnny5AkymYxNmzZx4cIFysvLnTIebzJ+fn4kJCQ4ZTrmz5+PSqVi//79ZGRkuGQuUlJSOHLkCBaLhTFjxrBmzRrGjx/P48ePqamp4cMPP3Q5jl3kxW48/8tf/hKwBcj2e2Uf7FY/1BHvnYY6pp6I4DH4yv3Q35UzYVyM03rwnZBIUFAQ8fHxToGV48DdfvzNmzcLy7RaLefOnWP79u1OYkZjgmczafLLiRlNSo/i0sFHgC1j2ms009tjZlZ6lLDOjh07mDZtGhaLhWnTpr3wvh2prKx0KgWtr6+nrq4Ob29v1qxZg1wu59y5c2i1WmQyGR988AHt7e0cP34cgKSkJFJSUvj222+dBuYAhw8fFspZZTIZV69eRSKRsHz5cjQaDbdv33ZaFhISwhdffEFvby9+fn6sX7/e5XyNRiMVFRWMG9e/H6O9DDYnJ4dt27Zx+/ZtQkNDXcq/h4q6ujrAVl4aExMjlJv2V1Lan4VIX9xZgRQVFQnbyOVyli9fjsFg4MiRI6xYseKZ++vq6qKtrQ0fHx+nigB3NDU1uQ0I+2M4Mop5eXlUVVUhkUhcnp2h6rWcPn06gYGBTJgwgatXr5KVlUVjYyMFBQUoFAo2b96Mp6cn586do6KiArVaTU9PD+vXr+fOnTvcuXOHrVu3UlBQQFlZGV1dXcyYMYPk5GShT3YwedNsjL7viMGpiIiIiMiw4s4M3a4sa39969YtSkpKnAaN9uyJ43r2Hkh/f3+hZPVNpm+Wo2+mY+3atcLPwcHBLvYr46Onk7v3FN3tdRQc+Ud+sHYhZrOZGzduEBUVRW5uLhaLhbCwMJYvX+4kwDRjxgwKCgpYu3Ytjx8/prGxkfHjx6PX62lsbKTozGOUnoEkxI6jpbqRby8+wtyowNtfQq9XiNDfa7eriI6OdgqszGYzN2/eZMyYMVRXVwvql/0xGGJGkYmBzFmX4KTWO6uPWu9gDF4fPXoklIJWV1dTWVlJdnY2t2/fpqioiLi4OHQ6nTAJALagc8WKFQQHB2O1Wqmvr6etrc1pYD5v3jyhnBXg008/Zfv27RgMBk6ePMnGjRu5cuWK07KlS5fi5+fH6tWr+702o9HI/fv3nxmc9qW/bOBQIZPJ2LNnDyaTicWLFwvB6auWlLqzAnHk+vXr3L9/n56eHtRqtWDDlJ+fj4eHB2fOnOHRo0fcuHGDFStWIJfL+cUvfkFLSwuTJk0S9tN3oqG4uJj6+no+//xzNm3axIkTJ2hubsbDw4M1a9ZgMpk4dOiQ0+fTMaOYmZnpss+AgACOHDlCa2srCoWCoKCgV73tLFq0qN/3hrrXsqmpCa1WS05ODmATnpLL5Rw9epS2tjY6OjoICgpCrVYL2Wx3ve4TJkwgPz+fQ4cOMXnyZJfvyVdFtDF6vYjBqYiIiIjIsBIcHExVVRWJiYlYrVasVivd3d3Ad4HEtWvX+MlPfkJLSwvHjh0DbIPWzs5OIXNqX/a2UP1QR9GpCkxGM4vmreDWvSLO5xbzP36eSfGDixgMBrZt24ZUKiU3N5fm5mbAVjK8ZcsWAAoKClCpVMTHx5OWliYMds1mM9dP/h8mTppGd08XVquV9LSFVN3o4Nbtm0xZ4X5A6xhY2TNxNTU1VFdXP/d69n1ylArtY7y9vYgdlURF9UOK7/6BPWeULHxvFl5eXty8eROz2cw//dM/odVqOXHiBLGxsXz11Vf84he/YP/+/SiVSjZu3EhBwU3+UFbG+U+7GDt2LGArGb18+TLTp0/n0aNH3L9/H7Blcru7u8nNzaW7uxuNRsOyZcvIz89n9OjRxMbGcvjwYdLT06mtreXu3bscO3aMuLg4Jk6cSFlZGbt27RIUi41GoyA6M3nyZKZNm0ZnZ6cg/iSRSNwOzO3nKJVKaW9vR6VSIZPJCAgIwGg00tnZ6bIsKCiI0NBQDh06REREBKmpqYBzdrepqQmr1UpOTg7r16/n5MmTLn6XfbFfe3R0NLm5uRgMBpRKJWvWrOHp06dcvHgRqVQqlNDX19c7ZZNfNiut0WicxMwcrVzc+eI6ZiTtPwcEBDhVB8B3ViCOOFqGpKSkkJKSAsDNmzcF0aX8/HyioqKYOHEimzZt4uwXJyj+f2coy7/J/GmpLPpfKzlztwDA7UTDypUr0Wq1bN68mQcPHqBSqVixYgWPHj2iqKiI2bNnu3w+7RnFhQsXut3ntGnTkEgkbNu2jYKCApfy/8FmqHotpVIpFosFtVpNXFyc0OduNpvZvXs30dHRQnWMcNxnZMqlUilLlizBbDbz6aefDnpwCi9nYyTyaojBqYiIiIjIsDJ27FgePHjAzp078fLyIj09XciS2PueIiMj2blzJ2PGjBG2y8jIYN++fU49p28TJflVeHrKUKv/2B+nUuLtJackvwplopLm5mYKCgowGo3o9XoMBgPwXW/fs/jmm2+YNGEyvh7+dPd0EeRvC6oU3oE0etY4retYwts3sJJKpWg0mucer729HW2FlmXz19Koq+Nm6R+QyTyIiYonKWo6kZHenDt3jo8//pjc3Fxyc3N57733qK2tZeXKleh0Ok6fPs2ECRMYP348e/fuZfv27Xh4eODh4UFaWhr/+q//ysyZM5k9ezaAYJ1z9OhR6uvrKSsrY8KECUyZMoWjR49SVVXl9lzv37/Pxo0bCQkJoa2tjY8//pje3l4yMzM5duwYT58+RSKRMHr0aEFp2Wq14ufnR3NzM2q1GqvV6nZgbjAYhHvp6+tLa2ursFwul7tdZjKZhN7j3bt3M2nSJBQKhVN2V6fTcf78eSFwc/S7/Oabb/Dz8+v3d3P//n1CQkJYt24dFy5c4N69eygUCpcS+pqaGidhoZGO/RpCQ0MxluuRFBvo9JTQZe0hxFNF6/EKgkbbvnP6m2iw09TUJAg9WSwWoqKiBB/hvp9Px2367lOn0wmf3/Dw8H6f0cFiqHotQ0NDycvLQ6fTERYWJlzjpEmTCAkJ4cGDB8/tl3fkwYMHXL16ld7eXiZPnvxK5yYy/IjBqYiIiIjIsOLYb2cnLi7O6fWqVatcths9ejQ/+tGPnJa5M2T/vtLWZMTDW4ak/bssgoe3TZlWnghtbW0kJSWRnJzMoUOHhHXcZZftmQyA27dv4+XlxfJNKVw6+Iheo5mWtiasltE0tTQyeU48crlcGEw3NDQIwkZ9Ayt7+erz0Ov1hEdq6DWaUatCaO8yEBORQLexmzGxoykvv8yYMWOEftz79+8Lx6yvryctLY0zZ84AtuxZU1MTX3zxBVevXsXLy4vKykp6e3ud+if7loDrdDoh4xIREeEihGMPVtLS0ti5cydPnz4lOjpayMbag+FVq1Yxf/58/vM//5M/+7M/IzExkZ/85CdkZGRw9OhRob83JSUFhULhNDB3fO6lUikzZ84U+pB/8IMfuF3W2toq9B4HBgYKgWZfoR87ff0uAwICnhmcOgZEERER1NTUoFAoXO5f3+PZlV773j93z59jeftwIpfLhee1oaGBmJgYJBKJrbzVU4LE24P1s1fQ2Kkn1msMTy6WMj461e1EgyNqtZopU6YIEyNms5krV664fD4dP4fu9llbW0tFRQXwXY/uUDJUvZZyuZzs7GzhtaOHbH5+/jP75R2flST/aKHU9r2gVPzSxVLb7wNicCoiIiIiMuIxluvfun6gxi4tMpNzOaap2/JHZdoOJBIJhYWFlJaWotfruXPnDhMnThTW1ev1FBcXs337duLj4zlx4gQTJkygsLAQpVJJZWUlqugw5FpPTN1WLlw6z6iIaJauXoWPjw8Gg4G9e/fi4+Pjcm5SqZTk5GQ+/fRToqKiBIuK/ggICEAX0Ulvj5lGXSN+PgoamxuwmKyEjPVAwUQKCr4roVQqlUilUiQSCUajkdGjR6PVapk+fTpgC5g2bdpEZGQk69atQyKR8NVXXz2zNDAwMJDa2lpCQ0OpqakRSnENBgNWq1XogVSpVPzVX/0VlZWV3Lp1i/j4eOLi4pwCD4vFws9//nNBZEcul7sMyME2KHccmINzOWtycrLLRIvjMmO5no5ztSzvmGp77qeGuxX6OXTokJDN6+t3+eiRTUCqt7eXffv2UV5eTk5ODnfv3mXFihWEhoby5ZdfkpycTEFBAUlJSYwePZqmpiY+/vhj2traaG1t5e///u8ZO3YsZ86c4e/+7u/4y7/8S8AWbNgzg2vWrOHUqVNOJcKAS9lwdXX1K5UID5SYmBguXbpETU2N0zNrajGCl019OiE8hiNXT3OgsRpvs20YrdFoXCYa7M8i2KpDTp06JVhFpaSkEBMTw1dffUVpaamwnj2jeODAAdavX+92n0VFRezatYuAgICXUrIeCG9yr+VQiTWJDD9icCoiIiIiMqJ5WwcpPX4NhJumE6aOxGq1EqWOp6fbxKT0KCITbUItc+bMcdnOMUP17rvvAjB+/HjGjx8P2ISS+pLJUvLz850Uevv28YFzYDVt2jRmzJhBVVUVN27cAGzKvHYhJUcUCgXTUidw5cIfqK1uY1TQWJq6ntJofszTxocsXryYwsJCduzYIWSEwRYo+vr64uHhgUQiEYS1pk6dytmzZykvL+fDDz/knXfeoa6uzsV2w5Hp06dz6NAhrl+/TlhYGFFRUSiVSr744gsePHiAXG4rZczPz6eqqoqenh6WLFnCmDFjXAIPnU4niOy4+x0MBs977h2FfubMmcONGzf48ssvWbJkiZPfJUB3dzfFxcX88pe/pLOzk6ysLM6ePUtxcTE//elPaW1t5datW8yYMUPIKN++fZu/+Zu/4cGDB+zdu5fr169z584dpFIpP/3pT7l27ZqQCVar1axevZq7d++6lAhLJBKXZQ0NDcNSIuzt7e22GqO59j4TPRMEYaC1qcuxGE3IlF6ok20iU+4mGux9r/Ysd1/+7M/+zGVZ34xi33069su+Dt7UXsuhFmsSGT7E4FREREREZEQz0gcpfX1e09PTOXv2LGazmWnTpjF16lRycnIIDw/nyZMnzJgxg7CwMLoxUCMrQt6qoeJmBcpAP1SjpPiHjycnJ8dFpdceFJ4/f56KigpCQkKEc3j48CGXLl0SxGDi4+MHfD12O5ii4qu0dNUQnujP9p+4BrJ2HMv07P6EtvPVsGDB3wiZwF/96lcu2/7rv/6r8PNvf/tbp306nktbg5Go0HfoapK4WHs4Bqw//OEPnd5TqVQuJYbu1E3dBR52kZ2h4nnPvaPQD+CUNXe8B1qtlkOHDrFx40ZCQ0OZPXs2n332GVarFW9vb2QyGXPmzGHevHmo1WpycnKIjo4mPj4ef39/Zs6cya1bt0hJSSE8PJxvv/2W69ev09jYKASn9nJqdyXCUqnUZdnzSoRfN2+ClcjbWB3yLIZKrElk+BGDUxERERGREc1IH6T09Xnds2cPmzZtwsvLi927dwsCH5MnTyYjI4Pdu3eTnZ2NRqMR1D4PHz5MXFwckyZNwmw2u1XpBTAYDFRXV7N9+3ZKSkooKyvDarVSWFhIZmamcPyBBKdWq5XPfr+fq2fu4+nlSVT4KCLksYyWJHDuZCEz531nu2FXxs3IyKC9vZ1z584BsHDhQmJjYzl48CAWiwW9Xu+UjX0ZBsOa5mV43cHDYD73ycnJtLW1UVpaysWLF8nKyhKUT4V99ymD9vb2pvF2JeYbOp4cK6HZ5z7nGy+yOms9SqWS3/zmNy7b2kunExMTqampISgoCIlE4rKsr/eouyz962S4y1vf1uqQZzFUYk0iw48YnIqIiIiIjGhG+iClr89rfX09+/btA6Czs5OOjg7A1o8mk8n6tcuxZ6eepQLa2toqCAmFh4dTVlZGZ2cnjY2NgkJyR0eHkwLvi/Lw4UMaHxt5N2UVjYZqdG3NyOUyPL1kPLrZyExbUtQpMA0NDeX48eNs3boVgD179hAbG0twcDAZGRnCfRkIJflVeHrJ8PKxPRf2/0vyqwY9OB2O4GEwn3uJRMLKlSs5ePAgCQkJ7Ny5k8jISKGU2R2zxkwh51e/I9A/AFWACrOhh6gaBZ/95lNGTYx1u21SUhK5ubns3LkThUIhlDz3XXbt2rUhL4t+WYazvHWkV4cMBW9CNltkaBCDUxERERGREc1IH6T09XnVaDRs2LABLy8vzGYzMplNiMWdt5/FYhGEW+zvl5SUuFXpBVuZql2N1K726evrS1hYGFu2bEEqlWI2mwfkF9vU1ETpw/tU1T7FipUuYzsT4qfjKZfR3totrHfv3j2mTZsmqL0CTj6be/fupaCgwKXE9mVpazLi6++cWfSU29SMB5vhCB4G67l3LKvesGEDgEtvrmOfY1ZWFgCqcshcsAGTh5UvC48ilXswOXY8U5XJqN+39WH27VOWyWSsX7/e5RzWr18vZJ6bfnubhCAVyfPff2sDr76M9OqQoWC4s9kiQ4cYnIqIiIiIjGhG+iClr8/rggUL2LdvH1arFR8fHz744AO32yUmJvLFF1+4KJm6UwG1o1QqiYiIYMeOHYL/qEQiITU1VcichoSEsHz58pe+DrVazfikicSEjMfLx4MntY9pa9fTazTTK2kX1nMsIU1KSsJqtdLdbQtejUYjKpWKefPmCUH5QLK4AP7BcrraeoSMKUCv0fxHNePBZTiCh+Fl9haWAAAgAElEQVR+7rVlWi4/LabXbGJ2kk1Ea6DXLJatPpuRXh0yVLypYk0ir4YYnIqIiIiIjHhG8iDFnc9rZmam02t7tsrxZ0fBG7vSLtjKdd2pgNqzY45KudUPdXz9+xLamoxogqf/Uel3YCWvY8eO5Wr8bc6ePorMQ8q4+MlU1mipra0hKfU7f1HHElK5XE56eroQGANUVFRQWFiIj48PJpOJjIwMHjx4QEVFhdO9ys3Nxc/PD71ez6ZNm6itreXy5csAVFVVkb3hz7l00GaT4imX2YLkHjOz0qMGdH3PYriCh+F87mMTYhmjiRKyxTDwaxbLVp/NSK8OERF5GcTgVERERERE5C1ksAWDJBIJ2368gYz5f1TIbTKy8t14l4C3bwkpgNwcREl+FbV1jdQ13uJPs35Gt7SVlStXUl9fT1tbG1lZWTQ2NlJQUMC8efPo6ekhOzubkpIS7t27R0pKCmPHjqWoqIjY2FgiEwOZsy5BOBf/YDmzXiH4fhZvY/AwmNcslq0+m+HOkouIvE7E4FREREREROQtZKgEgyITA19qe8cg2UfpSc9TEzfPPGXSQpt9SFNTE1qtlpycHMDmiQq28mOJRIK/v7/gvVlVVUVFRQXr1q0b0LkMlLcxeBjMaxbLVp/PSK4OERF5GcTgVERERERE5C3BZDJx4MABzGYzxflVRI+OQdfWhK6tCU8PL1KnLETf0MuuXbuwWCz4+vqyfv162traOHnyJPX19UIZrclkIjc3Fw8PD+Li4gSP0pfFMUju6QQPLxkenlLKihtgja2XNS4uTvASNZvNGAwGlz7U9vZ28vLy2Lhx44B6VF+VtzF4GKxrfhszzyIiIu6RDvcJiIiIiIiIiLweSktLGTVqFFu2bEEVpKDd0I7J3Mui1NWMiYin9PEdVCG+bN68mezsbEJCQqioqABsge2GDRtITU3l3r17aLVaZsyYQVZWFnPnzh3wObU1GfGUy5yWeXjLaNf1AKDRaFAoFOTk5JCTk8PNmzfd7uf69eu0tbWxb98+IcvaH4cPHxayrS/Lq2wr4h55bACqFTHIlF5Y2nuRKb1QDZMY0tdff43FYiE/P5/y8nKn927evNnv8+eO0tJSurq6BvsURUS+14iZUxERERERkbcEvV4v+JzOXDCeotOPUcoDsVqtKL2DeNr2hKQ5YRw9epS2tjY6OjoICgpC/f+z995xUd35/v9zhmEY+lCkgygCdopiV1DX2FhUjCaxosk32ezud0uye783d8vv+7i7e7O5N3uTe3O/2SQbBcWWGLCbZLMYVNQoRYxEwcYovQ8MZYApvz8mc5xhACsKep7/wBxO+ZzDmXM+7/Z6e3nh7u5ulUYbExNDdnY2GRkZTJw4kfDw8Psak6WqrouTGzOi59PVocNxpFxYZ86cOcyZM8dqu+TkZMC6FUp8fPx9jWEguF+V4aeVwRJ5XrRo0UPbV3FxMT4+Pjg6Oj60fYqIPOmIxqmIiIiIiMhTglKppKamhvDwcIyKDibODeb8yau0t3TTrlczffE4OqQNeHl5sXLlSrKysoRte+uzunDhQvR6PVu2bLlv43RCQhB/Ty+gs7GNoICQe1bVrbjSZCV6NCEhCINjK1988QX29vZMnDgRtVqNSqXCzs5OaM1z+vRpamtrGTlyJAkJCVRXV3PkyBGMRiNTpkxh4sSJvS4z093dzYEDB2hra8PJyYnk5GQuXrzI1atX6erqYt68eXz55ZcA+Pr6snjx4vu6PiL9U1xczPDhw+/ZAPz73/9OVFQUra2tfPXVV/zoRz9i3759VFZW8uqrrwrr6fV6Pv30U/R6Pfb29kRGRgJw7Ngxq3vq8uXLXLhwga6uLubPn4+3tzfXrl2jrq6OsWPHYm9vz7fffotMJmPhwoX4+4spyyIivSEapyIiIiIiIk8Jo0ePZu/evaSnpyOXyxkzbgz2bgZqai7i5uDA4uSldHV1cfLkSSorK3FwcMDLy6vXfZWUlHDu3Dm6u7utjLZ7JTDCgzFzvck+XIpni/89qer2pThMYBULFiwgNDSUqqoqSktL2bx5M0ajUdg2LCyMxMRE/va3v5GQkMDXX3/NypUrcXV1ZevWrYwbN67XZWYKCgqIjIxkwoQJ5ObmcunSJQAUCgWrVq3ixo0bhIaGkpCQYHVckYeH0Wi87+hkcHAwZWVltLa24urqSmdnJ21tbTg7O1utV1xcTGBgIHPmzOHQoUMAVFVV0dTUZHVPjR8/npiYGLRaLXv37mX9+vWMGjWKOXPm4OnpSXp6Ohs3bsTe3l68H0RE+kE0TkVERERERJ4SZDIZzz33HFKplMOHD+Ph4WFjWCoUCl555RWbbc1ptfZd7miveHHpdAcB3nFMmHvbkFSpVOTk5CCVSuno6GDChAnIZDJiY2PJzs4mNDQULy8vMjIyMBgM+Pr6snTpUiqaruEQrKHD8xKre/R47cn+/fuFCX9fisPGZl++++47CgoK8PHxITg4GIADBw4I5+Hj42M6H3tTC5OOjg6USlNaqYeHB21tbb0uM1NfX09lZSX5+fnodDrGjx+PQqEgIMDU03X48OHcvHmTjIwMRo0aRVRU1F39j54mysrKrCLc58+fx8nJiba2NlauXImHhwd79+6ltbUVmUzG6tWrcXBw4K9//Su+vr54eXlZRSd9fX3Jycmhq6uLqVOnEhUVRXZ2Nk1NTWg0GpRKJUlJSZw7d47c3FyKi4uJjo4mLi6OkpISnJ2daW5uthpjU1OTEOU0/2xoaBDuKXNGwbVr1zh79ixGo9HqPjGTkJDAkSNHsLOzY+7cuYLqtIiIiDWicSoiIiIiIvIUsXPnTrq6uvD09BQm2HfL3fRGtbOz44UXXuDEiRMYDAabfTg5ObFhwwakUimZmZk0NDQwadIkPDw8mDdv3j2Np6Vei5ObdX9Me4UdLU1dJC9dikaj4cCBAzg5OTFlyhQAIWrVM01ZoVCgVqtxdXWlsbERZ2dnq2VNTU1WUTUvLy9GjBjB2LFjAVP658WLF4X9Go1G5s6dC8AHH3wgGqe9cPXqVSHC3dTUxOnTp9m0aROVlZWcOnWKxMREli9fjr29PQUFBRQVFTFp0iRaWlp48cUXkcvlNDU1Cc6K7u5uRo0ahcFgIDU1Vbjmfn5+rFixgvT0dLRaLSUlJbz88svs2bMHFxcXQkJC2LNnD5MnT7YxTpVKJdXV1YSHh1NdXU1QUBDe3t6cPn3a6p7KyckhJSVFSHMHU+q7+Tvg5+fH8uXLuXjxIoWFhQ8kIiYi8iQjGqciIiIiIiJPEevXr7/vbe+mN6o5Iunm5gYgTM7NRmF7eztHjhxBq9WiVqvRaDRWx+gZTeuvXrS+AcLlUbR1q8ktOokRIyN8x4Bcx7vvnqWgoICwsDACAgLYsmULFy5cYMqUKeh0Og4ePIhEIiE3N5f169czbNgw3njjDbq7u3n++eeFCJc5yhsXF4ed3W1V4UmTJnHo0CFyc3MBmD9/vtV5VFRUkJWVhV6vZ+TIkfd9zZ9k4uLiOHHiBAUFBUydOhVfX1+kUil+fn40NjZiMBj4+9//Tm1tLZ2dnYwePRoAb29v5HK5zf4qKys5fvw4er2euro6Ybn5nnR1dUWr1QpRzMuXLzN//nyUSiVtbW0EBwdTVFRktc/Ro0fz6aefkp6eLqQO+/n54e7uzpYtW4RshIiICFJTUwkMDEShMPVnHTVqFEeOHGHcuHGUlZWhVqvR6XQsX758QK6niMiTgGiciogMQb799lsuXrzI2rVr77ju7t27eeGFFwD44x//yD//8z/zzTffEBgYyIgRI/rcv8FgIDo6+p6OJSIi8mTTZ6SyXit8toxIarVaOjs7AaitrWXEiBFcvHiR0aNHEx0dTUZGBmAdYbKMpt2pXvTf//gu3V16Cr77hulR85HhwFdn9vObf3uNU4Vf8d///d9CvWhKSgqHDh1CoVAQHByMk5MTEyZMYOzYsVy6dIlhw4axZMkSfvjDHwrH8ff358UXX7Q6X0vDwqwYbCYoKIhvbjTw45353GpsJ8Qzig3TQ5k2sve63acdhULBUosId3NzMwaDgZqaGjw8PKiurqa7u5tNmzaRn58vODIs7zHLe+fUqVMkJSXh6urKe++9J6zTM0pujmKGhYUJkdLXX38dgJSUFMCUhmtmzZo1NmPv6YyIj4+3UYseO3asEFn39vbmxo0b95wdICLytCEapyIiQ5CJEyfetQDJ3//+d8E4/e1vfwtAXl4eOp2uT+P08uXL6HQ6oqOj7+lYD4pKpXpoL++jR4+yZMkSCgsLiYqK6rOlg2X92tOGWq2mqampz/vAkqtXr5KVlSWkseXl5ZGQkEBERMRdHy8tLU2Y+IkMTSzbvpjp1upx81b0ur5EIuHatWtUVlYilZpaq48YMYJ9+/ZRXFwsrOfj40NWVhZ79+5l0aJFQjTNsl7U8jtsjoT5BCmZOSOcMyVfINUpcPFWEDs3AmWgnI4z918ver98c6OBPx6+hJNcxjAXB+o1Xfzx8CV+mzhWNFB7IT8/n8uXL9PV1cW4ceO4du0ae/bsob29neTkZFxcXGhsbGTHjh24ubkJ0XhLLKOTY8aMYffu3fj5+QnRy944fPjwI4tiam+oaTtTRd3VGzR31aINVdu0zBHbDomI3EY0TkVEhiA5OTmcPXuW3NxcjEYjH374IW+88QZBQUH80z/9EwAhISHExcVRWVnJSy+9xJo1a9i1axfvv/8+x48f5+zZs5w6dQpnZ2eio6NJSEjgjTfe4Ec/+hGff/45ra2tFBYWsmzZMs6ePcvrr7/O+++/z7lz57C3t+d3v/sdISEhPP/88wQHB1NeXs4bb7zxyAzZO7FkyRLA1DR94sSJ4ou/F9RqNaWlpVbGaV+TpOLiYp599lm8vb1JT09n8+bNyGT9v0LECdeTx4SEIJMaLqaIac+2L5Y9R6OjowGYOnWqzX5+/OMfCy1gzu2qw81bwzMJywmM8KC7u9sqmnanetHACA/iFo7imSXh30dJv3ngetH7ZfsZFU5yGa4K03fD/HP7GZVonPbCtGnTmDZtGmB6HtXW1tpEozdv3myzneUyy+gkQExMjNW6lhHQRRMTaDtSxYzGUGSeCpzj/VEMU96VY1StVnPs2DGSk5PZunWrzbh6c75pb6hpPlyKRC5F6iyj8mYlW/6//8FhohdL1y3nyy+/xMnJifDwcOzs7Dh37hwSiYSlS5fi5+fHxx9/jI+PD5WVlfzgBz9g1KhRFBcXk5OTg0wmIyEhAT8/PzIzM+ns7MTPz4/Fixdz+fJlcnJykMvlzJgx477bPImIPA5E41REZAij0Wj4+c9/jqurKwcPHmTWrFmMHz+eX/ziFxgMBqRSKZ9++ikff/wxALt27UIqlRIfHy8YpO+++67NfhcvXoxOp2Pt2rXk5OQAUF1dzbfffktaWhpnzpzh448/5l//9V/RaDT84Q9/4Pz58xw8ePCBjdPKykp27dpFR0cH69ev5+DBg2g0GlxdXUlOTqaiosKqHm3kyJFkZGTYKDxu3bqVhQsXUl1dzbZt24iNjcVgMFj1oQsLC3ugsQ518vPzuXXrFmVlZRiNRmGS1NrayrVr19DpdCQmJtLd3U1JSQnV1dVERkZSUVFBeno6y5Yt49KlS5SUlCCTyVi+fDnu7u6CkqaPjw8+Pj58/fXX+Pr6otfrH/cpizwggREezHw23Kqv6N22fbGkP2GlssYSIZo2c+ZMampqrGr7eqO32tAHqRe9X241tjPMxcFqmbODHbca2x/K/kXuHytD0cUevaaL5sOlkDgCpANzzLYzVabjKWRIWiUgk7BqaiJX1De5fv06bW1tbNiwAYAtW7awefNmNBoNR48eZc2aNXR0dDB//nz0ej1Hjx4lLCyMEydOsGnTJqElzenTpxk3bhxRUVEcPHiQ8vJyLl++zKpVq1AqlWLbmsdMzxp6jUZDaWkpEomEZcuW4erqyo4dOzAYDDg5ObFq1SrUajWZmZnIZDLCwsKYPXs2OTk5Nu/a999/H19fX2pra1mxYgV+fn6P+3QfCqJxKiIyhBk2bBhyuZyAgADa2tqYMWMGBQUF/PrXvyYuLo7Vq1ff0/56U9Y0U1ZWxvDhwwGTZzo1NVUYgzkdrjf5/HvFUunTXAf27LPPCp9ra2uFejSj0UhzczMdHR02Co8AgYGB+Pn5Ccqg3d3dVn3onnbj1KyQGhsby86dO62u0+zZs2lsbBT6PFr267tx4wYbNmygvb2d0tJSXnzxRW7dusXJkydJTEy0UtLcsmULmzZtoqOjg23btj3uUxZ5CARGeNyzMQqmqOeuXbvo6urCtzPWSlipvrWSro5uLmY7sujl29G03iJUcrkcT09P9u/fT1JSEoWFhRgMBpva0LupF/3mRgPbz6jYu6+UEE8nNkwPvefzsiTE04l6TZcQMQVo69QT4un0QPt9GlAqlTZR04eJpaEIIFHIMKCj7UwVzHSkoqKCHTt2oNfrmTJlClVVVcybN4/CwkIAISPAkoqKCg4fPoynpycdHR0ANDc3s3//fnQ6HcMuSpgeNYWm1mb2fXMUjbaNT/IOExcwgeycHFQqFenp6URFReHu7o6dnR1KpRKt1lTD7eTkJET8tVotbW1tKJVKof2RRCKhqalJiIwGBATQ2NjInDlzBLXs2bNn99mrWGTgsayhr66uJjc3l5SUFOrq6sjMzESn0yGVSomNjeX48eO8/fbbdHR0MG/ePGbMmEF6ejpFRUUUFRXx3nvvUVRUxG9/+1smTZpEUVERL7/8MgcOHOCtt94iOjr6iTBcReNURGQI0zMFzWAw8NprrwEmAYe+jFM7OzshiuXi4kJtbS0Gg4GKigrh72YREzPBwcHcvHkTgPPnzwsPuoedtmmp9KlWq4UasICAACorK23UHZ2dnW0UHvviTn3onmb8/PyEmsALFy7cVYqjWq3G19cXMP1/srOzAWslTYlEglwuRy6X4+QkTtCfZlpbW3FwcGDt2rV8+m+5VsJKAcNCMBqNVsJKfUV8zCn7D8pA1IdumB7KHw9fAkwR07ZOPe1dOjZMv/vabJGBQdeoRepiLeYlcbBD16gFHDEajaxfv56ioiIaGhruap/Hjx/n+eefx9HRkXfeeQcwld0kJCQwfPhw/vrqW2iaW8hVnWfG6DhuVN+kta0VtbQNnU7HzJkzWb9+PXq9ntzcXPR6PRqNRqiX7fkMNvdh1el0yGQyjEYjHh4eVFVVCem/sbGxuLu7k5SURFlZGWfOnBEctiKPHss5i6+vLyqVirS0NABu3rzJ2rVruXjxIidOnKC4uJhXX30Vb29vtmzZQk1NDVOmTMHNzU2IuGq1Wnx8fEhJSUGn06HVaqmrqyM+Pp7Y2FjBSdzW1sayZcuorKyksLCQRYsWPd4LcQ+IxqmIyBNEfn4+H3/8MXq9ngkTJgAmsYif/exnVulwkydP5m9/+xtFRUWsWLGCN954gzNnzgjGQ0xMDH/84x8pLS0V0t38/PwYP348KSkpyGQyfve73w3IOVi+jO3t7amqqiIiIoLKyko8PT1t1B0TExMF49qs8GiJWclRKpX22ofuacZS5dLyuufm5vKjH/2IxsZGDh061Of2SqWSmpoaAOH/03NfRqORrq4utFot7e1iauPTzFdffUVpaSnbt2+nsOQm2vZOhgeFMX5ULDfKi+ns0BEaGkpaWpqQYm4wGDh48KBVzV1v0VSAxsZGm1S4/hiI+tBpI734beJYtp9Rfa/W68SG6RFivekgQOapQK/pQmIR1TZ26pF5mgxBf39/wPSuy8vLIyQkxLROP7XzWq0Wd3d3ACE62dTUJOxr+IxImq6rUTc3E+Ybispwi6uVpSjGeLJ8+XJ27tzJ/v37mT17NnFxcaSmpiKRSPp0wEgkEmbNmkVqaipyuZz4+HgmTZpERkYG+fn5+Pr6EhQUxFdffUV5eTldXV0sXLjwIVw9kful55wlLCxM+P+q1Wp2795NXV0d8+fP59q1axw8eJCAgADGjRvH0qVL+eUvf0lUVBRFRUU888wzeHh4YDQaycjIoK6uDrVaLTj1LZ3Enp6eyGQy3NzchEj8UEE0TkVEhiCzZs0SGnhnZ2czfPhw3nzzTQBmzpxpte5vfvMb4Xfz36ZPn8706dOF5Tt37rQ5hjlt13w8gJ/+9KcAbCvIIuX4/6Wluwa3ub5sK8hiY+x8YQwPC4VCwY0bN0hNTcXFxYWZM2eSm5trVY8GJm+ypcKjJREREezZs4fY2Nhe+9A9zZgVUpuamqzq8QIDA0lNTRXSuPvCxcWF0NBQtmzZgp2dXa+ql+aJlL+/Py4uLg/9HJ4UtFotpaWljBkz5q7WT0tLE9KwhwpmsZkf/vCHzJuq4XTGNU5eOEpk6Hi6tXp03XrGzgrk67OFwrnl5ORY1dyNGjWqz/2rVComT55MdHT0XdXZDVR96LSRXqIxOghxnu5P8+FSDOiQONhh7NRj7DLgPN0fDWqqq6sBqKmpISwsTMjCqa2tFTJEeqJQKGhpaUGhUAjrmyOZw4cPpwENk1fEU5J+E3m3Hc/OTaJ7hJwN//tFnJ2defPNN62im2YRMTOWThiz2NKYMWNsnhNr164VVIFr3jtPrGcQs+PjbFSBRR49lorUM2fOpLGxUYicjhkzhrVr15KamsrOnTvx8PAgKSkJmUzGN998w1tvvcWECRN49dVX6ezsZN++fYSEhPCzn/0MV1dXNm/ejFKppLa2Fj8/vz6dxEMN0TgVGVKIrSgeP9sKsviv8/+JTOKAws6DNl0z/3X+PwHYGPtgoiK9KX1OmjTJah1LdUcweR7d3Nz6VHjsuX7PPnRPczN0hULBpk2bbJYnJSXZLLO8TpbfwdmzZ9tEqCwnVJGRkURGRj6E0T7ZaLVaLl++fFfG6VAXOFGr1WTnfkmtRE2HXkNTvQYHF3vGxgYQMEqJ383bKeY9a+76Y9y4cWRnZ5ORkcHEiRPvqFAq1ofacqfWW0MZxUglJI6g7UwVukatSa13ur9puUqNnZ0dO3bsQKfTsXr1ajIzM9m5cyeOjo597nPOnDns3r0bLy8vIYI6c+ZM9u/fj16vJyIiAp+oEBYFP0dmZibFsiZcgzyRSqVkZ2c/tOhmf2JPooH6eOk5BwHTfQPwzTffkJGRgUKh4Mc//jGNjY1CjXNMTAyrV69m9+7d7Nq1i+DgYBISEpDJZHzy4Q5aS+pZ7TWXzgNljPII4WZDFceOHXsi5jSicSoiInJPpBXtQCZxwEFqmsA5SJ3AYFr+oMbpQGMWP7mdbhcqRjgGClUOnPsImm6Cx3CY8jKEznrco3osqFQqTp48iUQiQa/Xs3r1as6dO2el2Jifn8/169dJS0tj1apVlJSUCJOUxYsX4+/vb6WCDKY02Zs3bzJ58mRiY2O5ceMGx44dA0xRypEjR1qlwJqde/v27UOtViORSNi4cSNNTU0cOXIEnU5HWFiYMHEaKHJzc5k1axahoaFs3bqVFcmxqFSqXlPM78VIkkqlLFy4UEjbv5NxKtaH2vKkt95SjFT2aqxZOkbNrFu3zmY9sxPU/J0KCgrilVdesVpHqVTaONGVSiUvvfQSBoOBrVu34uLiwoIFCx7gTKzpT+xJNE4HL/0ZrmZ63l/aG2qGOc5EMkWKxMEOvaaLCV3+zEqcgUJaBH//GTTdZLPHcFBFoAydNeQMVtE4FXlkaDQaQdbf19eXJUuWcOjQIRoaGrC3t2fdunWcPHnSqoWFv78/V65csWlF0djYaDOZ2r9/PzKZjJqaGkaMGIFWq6WsrIwpU6YwYcIEdu3aJUi2b9u2jXXr1lmlMorcHS3dNSjsrOs67aWOtHTXPpbx3K3C40CIn4j0gSoHvvwNyJ3BxQfa6k2fF/7pqTVQLcVWzp07R0tLi6DYePLkSWbPnk1zczPJycm0t7dTUlLCpk2b0Gq1HDhwgOeff95KBfnatWt4eHgglUq5cOECsbGxZGdns379egB27NjByJEjrcZQX19PVlYWLS0tGI1GUlJSkEgkZGVlkZSUhLu7O5999hktLS24ubn1eS4PmsESERHBm2++yfTp0x/qM7ikpIRz587R3d19Vy2tHkZ9qKUC8caNG/tNsz5//rxND05Ljh492metYXZ2NiEhIVb/U5VKhbu7u02dvXlclu/XhIQE/vGPf6DX64mNjSUmJoa0tDT8/f0FB4evr69V662oqKi7vg4i/dPU1MTBgwdpq1ATaQik7v9dsI7cPiD9iz2JPEn06Yj4x0UUxt8+Ee9d0TgVeWQ4OTkJdUSZmZkkJSXxi1/8gqSkJCFNbdq0aTYtLE6ePGnTiqK3yRRAWFgYiYmJvPfeezz77LM888wzbNu2jZiYGJRKJY2NjRgMBjw9PUXD9D5xs/elTdcsRE4Bug0duNn7PMZR3ZmBED8R6YNzH5lekA6ups/mn+c+GnIvyYeFpdhKVlYWUqlUqDvqWYvb1NQkGAmWWKogg0mApbW11SrK5eBgqqHsGfkyP2Pt7OyIjo7mo48+Yvjw4cybN4+Ghgb27dsHmFJn72Sc3i+WjqTFixeTkJCAUmmamFvW2lk6m3qruTMvM0cDrqiN3xuYTYR4RrEh4e4zIh60PtRSgbg/jEbjHY3Te1UhVqlUhISE9GqcFhcX4+zsLLxfd+zYwQsvvIBcLic9PV0w3idOnMj8+fNJT09n06ZNVq23RB4eXl5evBC/Qki9NUe8Hlbq7Z3EnkSeHPp0RJTVQfCT8d4VjVORR0Z7eztHjhxBq9WiVqsxGAwEBwcDtydSvbWw6K0VRW+TKbjdhsTV1RUfHx/s7OyEfU2YMIGioiIMBgPjx49/NCf9BJIyfp2pxtRgiph2GzrQGTtJGW+bAjWYGCjxE5FeaLpp8txaInc2LX9A+osW9UZ/0ahHiaXYSmxsLBqNRmwFPtUAACAASURBVBiXXq+nra1NSGtVKpUEBgYKraDMGSM9DU6JREJFRQWnT59GIpHQ0dHBxx9/jMFgID8/n5SUFIxGI5mZmVRUVKBSqYiNjWX8+PFMmjSJ9vZ2MjMz+fbbbxkzZgzPPvssvr6+bNu2jYCAAKuU4StXrnDw4EHUarUwnqysLG7evIlUKmXlypXk5+fT1NSERqPB1dUVT09Prl69Snh4OPHx8TQ1NfHZZ5/h4uLy0NQjH3dGhFmBeP/+/bS3t9PZ2Ymfnx+LFy+msLCQq1ev0tXVRWhoKDU1NaSlpbF48WIOHToktP7oqUJcXl7OkSNH8PLyoqGhQUjru3DhAjk5OSiVSpYuXUphYSGXL19m5MiRNjWLDQ0NVu/Xmpoadu/eDZjexeZWWj3fkyIDx0Cm3vYn9iTyZNGnI4Jq03vWkof03n3UiMapyH1RWVnJ73//e/R6PcOHD+f3v/89v/vd76iqqsLBwYG//vWv/M///A8FBQXodDpee+012tvbaWxs5NSpU7S3tyOXyykvL8fOzo5///d/p7u7m9bWVj755BN++ctfUlpaSnZ2Nu3t7ZSWllJSUoKjoyPr1q3js88+Y9++fbi6uvLSSy8Joi791SqFhoaSk5OD0Wi0EcURuXvMdaVpRTto6a7Fzd6HlPHrBn29qSh+8gjxGG5KKTJ7bgG62kzLe6G/Vg096S9a1Nt+B4NhCtiIreTl5QmR0wkTJhATE0NHRweffvopP/zhDwkPDxfaSowYMaLPZ5bRaGTGjBlCQ3a12iTsMmvWLEpLSwkICODw4cM8++yzVFVVodPp2L59OydPnmT+/PkkJyczd+5cPv30U/7t3/6NKVOmoNfrrSJq5t55ixcvZsqUKUJE99atW2zatAmJRCJEZv38/FixYgXp6emMHj2a+Ph4PvroI+Lj4zl9+jQLFy4kKCiIv/71rw98TdVqNf9z4BRyiTNtNy/hGhl7XxkRBQUF5OXlkZCQQETEvdWbmhWIhw0bhouLC1FRURw8eJDy8nLAJDq2atUqwJR2bI7+dnR09KlCfOLECV544QUUCgXvvvuusNzy2nZ3dxMdHW2T6mvG29ub8vJyIiIiMBqN+Pn5sXr1auRyOXq9Xsgc6vm9s2y99bSgVqtpampi2LBhFBQUDFjN9UCm3vYr9iTyRNGnIyJQZXrP3uV7dzAjGqci94W3tzcffPABMpmMf/qnf+LDDz9EqVTypz/9SfD+b968mZ/+9Kdcv36dDz74gNdee43XXnuNH/3oR7S2tnL48GE0Gg0//vGPWbJkCT//+c9Zvnw5f/nLX4S60XfffZeFCxdiNBpZvXo177zzDgqFgokTJ/LRRx/R3d1NXV3dXU1sJRIJvr6+GAwG0Uv8gGyMnT/ojdGeiOIn90fP2rUZM2bYiO70rF2LnfIy+/78CuouOyT2Dmyc6k2TupkjTbHoUlOt6sTlcjkNDQ0olUqmTZvGsGHDOHv2LC4uLjg4OJCTk0NXVxdTp05l/PjxVtGi+Ph4MjMz+4xWzZ8/n6NHj7J58+ZehYHS0tIICAhApVIRFRVFRUUFNTU1LFiwoN+WJfeDn5+fYMiASfSi5yTYXC8KJqXGnimgPVNcVSoV/v7+LFiwgPr6em7cuIG9vT0tLS00Nzej0WgIDg4mJSWFuLg4goODKS8vZ9OmTRiNRtatW0deXh4XL15EoVAwadIk1q9fT1pamk1ETSKRYG9vj7u7u5DBMnPmTPbt24eTk5Nwbj2zVwDkcjkGg0Ho/yiVSvtszXEvqNVqrt24wZjYGUiVscLye82I+O6779i8eTMymUUk4h4cJmBKxTYLMAUEBAhtRQICAnpdvz8V4s7OTiGt2twWAqyv7Z0iz5GRkZSUlAj9MOfOncvu3bsxGo04Ojpa9b22xLL11tixY+902k8EarWa0tJSRowYcd+G6d3cLwOdetuX2JPIk0WfjghpEnx51rSS3NlkmHa1wdx/ebwDvg9E41Tkvqivr+fPf/4z7e3tNDQ0EBAQINSwmD2un332GdnZ2cJnf39/xowZI3iOc3NzWbZsGZ988gkXL17kpZdewsnJifj4eBoaGoSJWHBwML///e+Ry+UcOXIEMNUaXbhwATs7O15//XXkcnmfrS4WTIvj4H++SXNtNaVNGhY/v2agL4/IIORhiJ88jfSsXUtNTe1VdMcy0ha1YQMt4cvZFFyGsVGFxGUYWR0zSFr3M5s68eDgYJYsWcL169e5dOkS8fHxXL16ldWrVyORSBg1ahQGg4HU1FSioqKsokWnTp1i3Lhx/Uar7sSECROYN28ef/nLX/jJT36C0Wjk8OHDD904HSgs04WVSiUGg4GVK1eSlZUFmFKES0tLrdY1U3bpIlv+/Aemhw1H6uJOrfR22ntvNavd3d20tLTQ3m4y/EaMGEFERAQnT57kypUrNtv13IdSqaS6uprAwEBqax9cQC0/Px+7plt8l92Aq6sroZPnUnJ8PzgqkXY0cv68C1euXKGxsZEVK1bg5+fHlStXOHXqFAaDgfj4eLq6uqioqCA9PV14H5kVkZ2dnblw4YLg6AgLC7MR3quvr+fYsWNMnTqVqqoqZDIZO3fuJCgoCKVS2WeNaX+GjIODAxqNxqp3Zm/bmKOcfe1/2bJlVss2btxo9TklJUVQ1U7pvAmfHmPalJeZNm1wl2g8bPLz87l16xZlZWW4urqSnJxMXl4ehYWFDB8+nIqKClJSUigvL+9VVCowMBCNRsOYMWPIyclBLpczY8YMG7VoMfX27lGr1WRnZw85ldlHRe+OiFkm8SNLlfy5/zLk6k1BNE5F7pNDhw4xc+ZMnnvuOX79618TERFBUVERCxcuFFKCPv/8c3bu3Mn169d56623ANMEp7W1FbVaTWtrK2CKKPzqV78iICAAnU4nCCZZphX1TDGaNWsWu3btwmAw8LOf/azPcZZdukj29o+xd1Bwo0FNk1pN8ZeH8PP1JXjshAG4MiKDmQcVPxnKmFPXRowYcU/b9axdg95FdywjbXZ2dkT/YDWZ16/jHu5uEt358MNe68TNkaURI0aQk5PD5MmThRrzmzdvcvz4cfR6PXV1dTZju9doFdj2CDWP29vbWxAmKisr49ixY1aRzr64mxrY3tpU9IdllNdMX7WzlunCy5cv55NPPqGyshIHBwe8vLwICgoiLy+Pbdu2oVQqhV6MjZXlZG+/gLPMjrPXb+Lh6EhtYwNll5bZHANMz9wPP/yQjo4O4Trt2bOH7u5uAFavXk19fX2/5zVjxgwyMjJwcXERooYPwqRJk3ihQ8qhcgc0pRcwGI20tXfgO3YOv14YSdbfP+MXv/gFVVVVnD9/nkWLFnH69Gk2btwoiARt3LiRc+fOCSJAlorI3d3dxMTEoNVq2bt3L2FhYYC18N6CBQuQSCQ0NDRQVFTEBx98wNy5c1m9ejX/8R//IbznANzd3fnkk0+YP7//rJM5c+awa9cuPD09hf9Xb4SGhpKVlUVFRcX9laqIqtqA6T7y8PAgNjaWY8eOYTAYKCwsZPPmzVRWVlJRUQHA119/3auo1OjRowkODiYzM5NVq1ahVCp77UX8tKTe3mvWgchDJHTWE/HdFY1Tkfti6tSp/PnPf+bUqVOASW3SHO1UKBS8//77jBw5khdffNEqNei5557jlVdeITQ0VEhb+slPfsIf/vAHdDoddnZ2vP3223c8vlQqZfjw4ej1+v6l+784jL2DAgcnJyaOMkV4OtvbOf/FYdE4FXmqsExduxd61q4ZjUY6OzsBa0PPcjJiFh2Liori0KFDVFRU4OXlxaJFi3B1dRVS6/Py8oTtpFIpSqWSU6dOMWbMGABOnTpFUlISrq6uvPfee8J65miRh4cHVVVVgrBMbGws9fX1vU6MjEYjOp2OhoYGq+WWaav3w73WwN7vcXozTHszenv2xAN6jT5EONnT3q1gZsztdiHmZ2PKa28Iy8xZKJGRkSQlJZGQkCD8zTINGbD6W2+ZLJ6envyv//W/bMbyIIwNcCdyfCh/SfuOutZOlG7O/N+Vk5k20gtVrgcymQxXV1c6Ojpob2+nrq6O7du3A9DW1mZjRFgqIl+7do2zZ89iNBoFASGwTq8NDw9n9OjRbN26lbVr16LRaGhvbyctLQ1XV1eretCVK1cKv/enQhwQEMArr7xCV1cX6enpgMW1VeWwvCsTPnkHpcdwNs19gP7Boqp2r7S3t+Pu7o5UKsXPz09Y3peolNkZNmfOHE6cOIHBYGD27Nl4edk6Qp/U1FuVSsWZM2cAU5bc9evXkclkLF++HKPRyLFjx0hOTkalUqFSqUhISOD999/H19eX2tpaIbPh66+/5vPPP0ej0QAmMTizE8zZ2fmuM2JEhjaicSpyX0RHR7Nnzx6rZT1rNf70pz/ZbLd48WIWL15stSwsLMxGHOPNN98Ufv/444+F31NTU4XfJRIJixYt6neczbXVOCutJ41yR0da6mr63U5EZKhjNBo5cuQIDQ0NyGQyjEYjdXV1lJWVMXz4cD7//HOqq6txcHAgOTkZrVZLZmYmzs7OqNVqXnjhBdzc3Gxq1xISEoTJ/dy5c3s9dldXF7t378ZgMODg4ICvry/z58/nwIEDgkOpt5q3sWPHsnfvXl5//XUAxowZw+7du/Hz80OhMNVlmaNFeXl5xMfHc+zYMfLz8/H19SUoKKjP6F1raytbt261SbXrj4KCAgoLCwHTs8vf35/c3FwuXLiATCYjMTHRqgbWwcFBSDnev38/CQkJqFQqqxrYkpISSktLhbRLg8FAZmYmMpmMsLAwZs+ejVarJSMjw2rSZo6mmutBKysriYmJYdKkSXd9PpY8ymdj27lcmnbupLu8DPugYDzWrsV5Sly/25j7h9bW1jJ79mwmT55ss47ZUREX6snLc8JITp7N1q1XheyIno4AJycnfH19WbduHVKpFL1e36sCspmcnBxSUlLQ6/Vs2bKl13V6bt+bE+ZeuXXrFl9//TVdXV3WEdGHHekcQFXtoUTP9GgnJyeam5sxGo3U1Nz+PtxJVMrd3Z2kpCTKyso4c+YMiYmJj/ZEHjN6vZ7ly5ezb98+XnzxRW7dusXJkyeZNav3e7OtrY1ly5ZRWVlJYWEhM2fOpKKigiVLluDl5cX169dpbm7G2dlZMHJFng5E41RkSLGtIIu0oh1cPfINkmYp/s/EYTtluY27jx/tzWocnG4rsnZ1dOA27MHFOEREBjNXrlzB3d2dxMRErl69SnV1NQEBAcybN4+9e/cil8vZtGkT3377LXl5eYwfP56uri42bdrExYsXuXTpEtOmTeu1ds2c3mjGssbb/LtZQduMp6cn69ZZ17L1jOiNGjWKf/mX2+INvYkChYSEsGnTJrKzs+no6LDpL2nZLxNM0Sij0cjPf/5zm2tkOW7LSNbq1au5dOkSJSUlbNq0Ca1Wy4EDB/jhD3/IpUuX2Lx5M1KpFKPRaFUDm52dbXMMuF0DW1NTQ0tLCykpKdTV1XHy5EkCAwOZPHky0dHRwuSr56StpxNu/PjxLFq0iNTUVKKjo++rZ/Ojeja2ncul9q0/I3F0ws7LG11DA7Vv/Rmf//PP/Rqo5v6hc+fO7bOu0sfHh6ysLJqamu7qGkgkEqZPny44V4YNG8bSpUv7XD8iIoLU1FQCAwMF58id6M0JY9mb9m4IDQ21+f4ADz/SeY+q2k8qPe8jqVRKdHQ0W7ZsISgoSMjOupOoVHZ2NuXl5XR1ddm09nka8Pf3R61WC2JnAQEBNs9ESwPT09MTmUyGm5sbWq2W5uZmYVtz9NXT0xMfHx8yMjIICAhg+vTpj+x87pWysjK++OIL7O3tmThxIhqNxsoR6erqyo4dOzAYDDg5ObFq1SrUarWNczInJ4eSkhIh8uzu7m4TZTaXCAD4+vraBH2GOqJxKjJk2FaQxX+d/09kEgeGL46l29Bh6rcJfSrHxixKJHu7KfIqd3Skq6OD7k4tMYueLo+myNNHfX09RUVFXL9+HYPBgE6nE0R+WltbGTduHICgVgumybpEIsHNzc1KiAXuU7U3NpZ9+/ahVquRSCRs3LiRpqYmjhw5gk6nGxSqveMWjeN37/6ODqcO5M1y1sxfQ+etTs6ePYu/v7+QwgxYqc1C/6nAlpMwc9pffX09KpVKaCHj4uLCuHHjyM7OJiMjg4kTJxIeHm4zaeuJeQzu7u60tbUJJRL3wqN6Njbt3GkyTL+vU7VzcUH//fL+jFNz/9BLly4RGRnJ5cuXAVizZg3FxcWC8MysWbOsouGWTgbz70qlkuTkZADCw8Ntoud9OSni4+Ntajn7Et4zb9ebE+ah8bAjnVNeNkVezfsZwuqeD4JCobBxBsTGxjJ58mTKy8s5f/48AIGBgb2LSn3PggULBnysgxmJRIJSqRSizZWVlXh6eqJQKITaa0shtJ7PT3d3d2pqaggKChLE23Q6HdOnT0cikZCens6ECROEmvfBxtWrV1mwYAGhoaFUV1eTm5tr5YhMTExkzZo12Nvbc+zYMUpLS2lubrZyTra2tlJaWmoVeU5MTLRxWEZERBAaGkpCQsITGVEWjVORIUNa0Q5kEgccpCZPv4PUCQym5X0Zp8FjJ5Cw4SXOf3GYlroa3Ib5ErMoUaw3FXni8fLyIioqihkzZgCmmqBr164BJqOoqqoKuD2BgP6NrftS7Y2KoqWlRWhdIpFIyMrKIikpaVCo9pY2l/J57ue0drUyKmYUBmcD73z6Dv+y6V9Y4rVESOsEU8qaVqulqqpKOBej0WiVEqhQKNBoNEIKtRnzdfXy8iIsLEyoH9Xr9RgMBhYuXCikjoaHh98xFdSseGtOebsfHtWzsbu8DDsvb6tlUicnur//H/WFWYxq5MiRVFVVsXjxYg4ePEhNTQ2XL1/uV3jmsfC96q2gkjnlAWpB++JhRzpDnxx1z4fN2bNnKS4uRq/Xs2LFin7X1d5QP/EiR3eLi4sLoaGhbNmyBTs7O5YvX45CocDd3Z3t27fj6enZp3Hp6upKQEAAR48eFWqsm5ubOXDgAAaDAQ8Pj4cipDZQxMXFceLECQoKCvD19bVxRHZ3d3Po0CFaWlpoa2vD09PTxjnp6OjYa+S5p8Ny+PDh3Lx5k4yMDEaNGkVUVFQfoxqaiMapyJChpbsGhZ11jZS91JGW7v5bEgSPnSAaoyKPnL7Ucb/44gueeeaZXoW8CgsL8fHxwcnJ6b6UdS2JjIzk888/Z9u2bYBJxKysrIy9e/cybNgw2tra2Lp1Kw4ODqxcufKOfRPvW7U3OprMzEzc3b9X7W1oGDSqvWerzuIX4YeDzAEnDyekdlJcla78o+ofrPFZg1KpJDU1FYlEwogRI4iPj2fs2LFs2bJFqDm1VEw11+KXlJT0mgbq5+eHi4uLMGGZMGECDg4OnDt3ju7ubkH9805cunSJL774gpiYmPtK6TXzKJ6N9kHB6BoahMgpgKG9HfugoLveh1mAyDwxuxvhmUfKo1K9HYhI5xOi7vmwmT59+l2lkGpvqGk+XIpELkXqYo9e00Xz4VJIHPFUGaiW4myzZ89m9uzZVn/vWRoC1pkN5oyEefPmIZVKSQiVmZwmn73D5oFy9jxkFAoFS5cuRaPRcODAARtHZElJCV5eXlatvqRSqZVzcs2aNTaRZ+i9tZdZ8+GDDz4QjVMRkceFm70vbbpmIXIK0G3owM3ep5+tREQeD72p4xqNxn5FvMz1kiqV6r6UdS2RSCQ2Cq+jR48GTLVRlrV2udW57CneQ7l9OaeyT/H86OetlFfhyVTtbdQ2EmYfZjVuB5kDGhcN8+bNQ6VS2aT7xcXFERdnnY5quU5PtdyeNbBz5syxEY8bP3681efeJm3mfs2ns46xZG4Ci5YkDQmnm8fatdS+9Wf0mCKmhvZ2jB3teKztuwVYT3pL/xtUwjOPSvVWjHQOOtrOVJkMU4VpOi1RyDCgo+1M1VNlnD5Uulrhy/8Yci2O8vPzuXz5Ml1dXcycOZPGxkYrR2R4eDgnT560avVVUlJi5ZzsLfLcGxUVFWRlZaHX660UwZ8URONUZMiQMn6dqcbUYIqYdhs60Bk7SRn/dDUMFxkaWDZ2NxqNODk5ER4ezoULF9iwYQMnTpygqakJjUaDUqkkKSmJ7OxsQkJCOH/+vLBtWFgYPj4+REREUFxcTGNjo5Cq+zDIrc7l7dy3cZQ54u3oTUNHA2/nvs2v4n5FnN9tI2ywqvZWVFQwdepUMjIy7kq1Nzo6WlDt9VR40tbdZvX3Tn0nQS53H9V7FFj2a5Y7OdPe0kz29o9J2PDSoDdQnafE4fN//vl7td5y7IOC8Fj7szuq9fbHoBOeeZSqt2Kkc1Cha9QidbG3WiZxsEPX2H8mikg/tNUPyRZH06ZNY9q0aVbLejoie2v11dM52VvkWXBYqotMraS+GDoR5ftBMmjqNYDJkycb8/LyHvcwHivZ2dk2EQuR25jVelu6a3Gz9yFl/Lo+602fFsR7ZnCiUqm4ceMGsbGx7Ny5k1dffRWpVEpaWppgnDo4ODB9+nTS09NZtWoV33zzDSEhIUilUm7cuMG8efNobm7m2LFjrFixgoyMDBYsWHBfAjiWWN4zr2e/TkNHAy7y22mXrV2teDl68ZeEvzzQcQY7loa5s70zbd1tdOg6bAzzx83B/3zTRlm3s70dJ3clSRY9SQca8VnTB59usK0F7dSAszes3v74xjUIeNLvmYadl9FruoTIKYBBq8POVY7X2jGPcWRDl+zPPiSh8x8gsSh9MRqgtRZeOf74Bva4sSwfsEzrH+QR5b6QSCT5RqOx14YbYuRUZEixMXb+U2+Migw9/Pz8eq0xNdfSubq69lnz6e7uTkdHB+3t7Wi12gc2THtSrinH29FasMbZ3pny1v4Fa54E4vzi+FXcr9hTvIfmaypGXbdnWJcbVVf/QdkixaCJSor9mk18c6OB7WdU3GpsJ8TTiQ3TQ4Wepo8VUfX2qcV5uj/Nh0sxoEPiYIexU4+xy4DzdP/HPbShi52D6fvzlLc4suFRlQ8MAmxnSw8ZiUSySCKRlEgkkmsSieSfB/p4IiIiIoMBy5rIvtRX+1resyl8ZGQkhw8fJjIy8q6OnZaW1mdvyJ4EuQbZpLa2dbc9cGqrueZ2sBPnF8cvfFKIvxbEKPlwhg0LpL1ZTfb2jym7dPFxDw8w9STt6uiwWva09Wv+5kYDfzx8iXpNF8NcHKjXdPHHw5f45kbD4x7a7VpQZ29TdMfZe8hGM0TuDcVIJe6JI7BzlWNo7cbOVY77UyaG9NBx9jYZo50aU8S0U2P6POXlxz2yx0vTTZNxaslAlQ88ZgbUOJVIJHbA/wMWA2OBFyQSydiBPKaIiIjIYMDHx4eysjK++uqr+9527969gKkG89q1a4wd+/Aen2ZRo+dHP0+HroPWrlZTn7WuVjp0HTw/+vkH2v9QMU4Bzn9xGHsHBQ5OTkgkEhycnLB3UHD+i8OPe2iAqSdpd6eWzvZ2kxBVe/tT1695+xkVTnIZrgoZUokEV4UMJ7mM7WdUj3lk3xM6y5TC+8px00/RMH1qUIxU4rV2DL7/OwavtWNEw/RBkbuIzp7e8BhuMtIteUIjygOd1jsFuGY0Gm8ASCSSPcAy4NIAH1dERETksdJbY3e43bTdsg7LrMhnuazntmFhYThZ1BxaYjQaOXToEA0NDdjb3xbnuHbtGjk5OXR1dTF16lSioqLIzs4mJyeHsrIykpOTqcmrYXTpaHJrcnGMdcSj24PxDeO51nqNC20XmDx5MhcuXEAmk7FmzRqMRiOZmZloNBpcXV1JTk7m1q1b5OTkIJVK6ejoYP369VaCUD0b1w82BnvarNivGW41tjPMxcFqmbODHbca2x/TiO4Pcy26VqtlyZIlXL16laysLKZMmUJsbKzN+ufPnycmJgbovw2ViMgThSj8ZctTVD4woIJIEonkWWCR0Wh86fvP64GpRqPxpxbrvAy8DODr6ztpz549AzaeoUBra2ufDYpFRHpDvGeeXNp17dysucm5b84RFRNFREgETjJbA/XmzZvU19czadIkjEYjX375Jc888wwGgwGZTIbBYODzzz9n6dKlFBYW0tnZydSpU7l16xZqtZqJEydSXl5OY2MjPj4+fPfdd8yfP59vv/2Wjo4Opk6dyunTp4mMjKSlpYXm5maio6O5cOECbm5uODo6CttcuHABDw8P5HK50NZlsNNcU41Br0diMek3GgxI7exw9/V7jCMbXDzOZ82txnZ0eiN20tup8HqDEZmdhBDP3p02g5Hq6mqr78Xp06cZN24c7u7uva5/9OhRm5ZQQwnx/SRyr4j3TD90tZrE1/SdptpcZ29TpHkIMnfu3MEriGQ0Gj8CPgKTWu+TrOp2NzzpynYiDx/xnnkyya3O5a+5f8XR0xHnZc4UdhdypuNMr0qyOTk5TJ8+nYiICMBkrCYkJFBWVsbx48fR6/V4eXkJ90lFRQUJCQmcOnWKb7/9FpVKhcFgYPTo0URERDBs2DASEhJQKpXo9XomTZoEQEhICJWVlUJrm6CgICorKwkJCbHaBkw9Om/cuDEk7k2rVi2OjnR1dNDdqR0SrVoeJY/zWWOuOXWSy3B2sKOtU097l47fJo4dHKJId4k5cnrjxg1+8IMfkJeXR21tLTExMWi1Wk6dOoXBYCA+Ph69Xo+HhwcqlYrZs2dz8uRJmzZUrq6ueHp6cvXqVcLDw4mPj6etrY2DBw/S2dnJsGHDrHoaP2rE95PIvSLeMyIDnRtSAQRbfA76fpmIiIiISD/sKd6Do8wRF7kLEokEF7kLjjJH9hTbZpd4e3tTXm5S17XMhjl16hRJSUls2LBB6A8Kt4WYvLy8iIqKIiUlhc2bNzN//nyrv/f8HcDDw4OqqioAKisr8fT07HW9nqJOgxlz2qyTu5L2ZjVO7krRDj2hBAAAIABJREFUMB1kTBvpxW8Tx+LtKqeutRNvV/mQM0x7EhISwqhRo1i5ciXBwcGcPn2ajRs3kpKSwqlTp4iMjMTX15eUlBTCwsKstvXz82PDhg20trbi4+PDSy+9RElJCWByVs2aNYuUlBTkcjllZWWP4/RERERE7ouBjpzmAuESiWQEJqP0eWDNAB9TREREZMhzLy1eIiMjKSkpITU1FblcLiwfM2YMu3fvxs/Pz8o4tdzu888/Z9u2bYCpibiDg4PNepaMHj2azMxMUlNTcXFxYebMmb1Ofn18fMjKymLv3r2sWrXqrs75cRI8doJojA5ypo30GtLGaH+0t7dTV1fH9u2mvqhtbW30V3Zl2YbK/LtcLsdgMFBfX88//vEPJBIJXV1dBAYGDvwJiIiIiDwkBtQ4NRqNOolE8lPgS8AO2Go0Gr8byGOKiIiIPAkEuQbR0NGAi0U9SV8tXiQSCcuWLbNZHhMTI4ipmElISCA7O1vYrrd6ttDQUACio6OttjPT09gMDQ3tdZveBKFERERscXJywtfXl3Xr1iGVStHr9X22moL+sxu8vLyYOHEiAQEBAEMmg0FEREQEHkHNqdFoPAocHejjiIiIiDxJPD/6ed7OfRswRUzbutseSouXgSK3Opc9xXso15QT5BrE86Oft6mNFRER6R2JRML06dOFyKm5VjQwMJA9e/Ywffr0u97X7NmzOXToEJ2dnUgkEpKSkoRacBEREZHBzoCq9d4rkydPNubl5T3uYTxWxEJwkXtFvGeeXASDr7WcIJeHZ/A97HsmtzqXt3PfxlHmaGVI9ybeJPLgmEV15s2bd0/b7d+/nzlz5gh1wveK+KwRuVfEe0bkXhHvmacDiUQyeNV6RUTul56S/P3RW6+4W7du4e7ujoeHR6/bVFdXYzQa8ff3f6jjFhG5W+L84oaEcWcp3gQIP/cU7xkS4xcZnBQWFmIwGO74jFer1TQ1NTFixAhaW1spKChgzpw5j2iUgwhVDpz7CJpugsdwU19EsVekiIjIEEM0TkWGLH5+fvj53V0PQkvjdNGiRYAp+hASEtKvcWowGETjVETkDtyLeJPIw6GiooIdO3ag1+uZMmUKVVVVzJs3j8LCQsBU+3vs2DFUKhV2dnY899xzwralpaUUFBSwfPlycnJyKC0tFeqWi4qKhFZBxcXFNDY2EhcXx4EDB8jLy6Ouro7k5GSuXLlCTk4OcrmcGTNmEB4e/lDP716yutRqNaWlpYwYMQIXF5en1zD98jcgdwYXH1MvxC9/Awv/JBqoIiIiQwrROBUZ9PQVITWnthUXF+Pr60ttbS2jRo1i1qxZfPLJJ1y8eJF58+ahUChQqVSkpaUJveLWr19PYWEhly9fRqlUIpfLiYmJYeTIkezfv5+EhATy8/Npb2+ntLSU5ORkjhw5QkNDAzKZjOTkZBwdHR/TFRERGVzci3iTyMPBaDSyfv16ioqKaGhosPl7VVUVTU1NbN682crQU6lUlJaWsnz5curr62lpaSElJYW6ujpOnjzJnDlzOHbsGBEREXz33XcsWLCAgoICIiMj8fb2xtnZmUuXLnH16lVWrVqFUqnEYDBw8OBBGhoasLe3Z8aMGRw7dgyAefPmMXLkSNLS0vD39+fmzZtMnjyZ2NhYtm7dyubNmwFIS0sjJSWFtLQ0AgMD0Wg0jBw5kpKSEr777jtkMhmrV6+mvb2djIwMDAYDvr6+LF26lPz8fG7dukVZWRnLli3j2LFjJCcn8+2333Lu3DkkEglLly7Fz8+Pjz/+GB8fHyorK/nBD37AqFGjHs0/bKA595HJMHVwNX02/zz3kWicioiIDClE41Rk0HOnCGlbWxvLli2jsrKSd955h7CwMEJDQ0lJScFoNHL8+HGcnZ1JSUkB4OTJk0gkEqKjowkJCaGlpYVz587Z7HfSpElCSllJSQnu7u4kJiZy9epV8vLymD179kCdsojIkGKoiTc9CZgzOvz8/MjLyyMkJAQwGa0SiYSGhgaCg01txi3VXI8fP86GDRuws7Ojvr5ecNwBuLi44O7uTkdHB+3t7Wi1Wtzc3Kivr6eyspLr168zatQoxo8fz5w5czhx4oRgJDo7O5OUlITRaCQ1NZX169cDsGPHDkaOHAnAxIkTmT9/Punp6f2m6o4ePZrg4GAKCwuF/ebk5HD58mXGjBnDhg0bkEqlZGZm0tDQwKRJk/Dw8GDevHmo1WrApFB79uxZNm/ejEaj4ejRo6xZs4aOjg7mz5+PXq/n6NGjT45x2nTTFDG1RO5sWi4iIiIyhHgijdPCwkJaW1sxGAxPZ3rPE0ZvEdIVK1ag1Wr54osvqK+v56uvvsLb25v6+nqys7ORy+X89Kc/ZfPmzRQWFlJUVMSXX36Jg4MDtbW1gKlReWJiIvn5+RQVFaHT6Xj11VfJzc2lsrIStVotFOXX19dTVFTE9evXMRgMBAWJESERETNxfnH8Ku5XAyLeJNI71dXVANTU1BAWFkZjYyMAtbW1+Pr64u3tzenTp5kyZQpwO012+fLl/P/svXlUVGe6t33VBAXFPMusCKIyOeA8RY9Ro1GjYtQ4gJ3udPd6z9Dp9ElO9+n3DN/J6iQr3f12uk86q9sIEYzGWTSGaFRUcMIBEcEhKso8F0NBQU3fH5XaqaLAkUmzr7VcVO16au9nl8Vm389937/fl19+yYoVK/D29iYiIkKwEzIYDIDZ//bgwYOMGDECMFuTDB06lMjISGbNmoXBYMBoNLJ48WJKS0v5/PPPeeWVV4DvA2GLX651YOzn54dMJrOzPulawmuxQAHbILyiooK2tja+/PJLtFotarWalpaWbj+ftrY23N3dkclkeHh4oNVqAbNli0qlAhC2PRd4hplLeS0ZU4BOjXn7U9BVfCs/Px8/Pz+b/6PH2VdJSYkodiMiIvJAnsvgFMwrwNZ+eyLPPtYZ0vz8fJydnQkICCA6Opr58+fT1NSEu7s769evRy6Xo9frOXv2LAkJCXR0dDBv3jzB3xHMN01Go5Fx48Yhl8tJSEjgxo0bdHZ2smbNGk6dOsW1a9eYMmUK3t7exMfHM2XKFOD7mzgREREzz4p40/OCTCYjIyMDvV7PypUr2bNnD1u3bhXaDQICAnB3d+fTTz9FLpcLPafu7u7Mnz+fPXv2sHLlSlxcXITMaWxsLOPGjWPUqFF8/fXXLFq0CDBXkRw4cIDz589z79495syZQ3FxMWVlZXR2djJ+/HjKysqIiorCZDJhMpno6OgAbAPP7oJSvV5vV5ZsPc46CPf09OTq1atER0eTkJDA7t27AZBKpXZens7OzjQ1NWEwGGhpaUGpVHY7h+eGCT8x95iCOWPaqTH/e+HXvXoY8b5KRESkr3luglODwcCOHTswGAwoFApGjBjBnj17euw7uX79Ojk5OcjlcmbNmkVQUBD79+9Ho9Hg7OzcreDD8OHDxb7DAcTLywu5XI6bmxtarZbIyEjy8vK4cOEC48aNIyzMvEJcXl7O0aNHOXXqlHBD5u/vz/bt22325+vry5kzZ3B0dCQyMpKzZ89SXV1NTU0Nn3/+OXq9nnv37nHo0CEWLFjAV199xWeffQbApEmThKyCiMjT8rQWHyL2PI6a97NGeHg44eHhNtvWrl1rN27OnDk2z5cuXWo3fsaMGd1WGEVERODs7AyAQqFg2bJleHl5MSk0Ac2JSuIafBjrFYxq5hAch7qTmZlJamoqDg4OzJo1S/DrfOGFF3o8j4SEBDZv3vxAMaX29nbS09ORy+UkJSVRW1vL3r17uX79ujDGz8+Po0ePsnPnTubOnQuYA9bExERSU1ORSCRCdvi5JXyaWfzIWq33hV/3Wr9pR0cHe/bsQSaTMX78eKRSKTk5OUilUtrb21m3bh1SqZSdO3diMBhQKpVCyfT+/ftpamrCxcVFuMbl5ORw48YN5HI5S5cuxd3dnY8//piAgACqqqqYPn06BQUFtLa2snr1atzc3HrlPERERAY/z01wev36dYKCgpgxYwYHDhwQtnfXd7J69WpOnjxJSkoKCoUCk8nE+fPnGTFiBLGxseTl5dkJPphMJm7evCn2HQ4gXVe8w8LC+OUvfwnAJ598Qnx8PGPHjiUsLIyNGzcilUp58cUXycnJYdq0aQwfPpyzZ88ycuRIYV+vvfYa9+/fp7OzkzfeeENQp7TOkFbcKOLAH9+jqaYKT78AxsxfRIgYmIqIDGoeR81b5Hvq6urIzMy0C2wBTJ0Gmg7eReIgReqiwNDSSdPBu7gvGsqSJUtsxkZERNg8t/T8Wz8eN24c48aN63FcQkKCXaZuyJAh/PznP7ebW0pKivB42bJlPb7fIsDU9VjPBeHT+kT8yBKYzpkzh6KiImG7TCYT7qfu3LmDXq8nJCSEadOmcfDgQQBqa2txdHRk/fr1nDp1CoPBQGtrK3fv3uVHP/oR9+/f59SpUyxatAiNRsPixYuprKzk0KFD/OQnP6GwsJBr164xefLkXj8vERGRwclzE5w2NjYKvSnW1h/d9Z1oNBo8PDxQKBSAOeixCD5cvHgRvV5vJ/gwffp0se9wkGHJkBoMBkFwIygoiO3bt9v8IQsPD+fo0aOUl5eTkJDA9u3buXHjhlDmFRwczL59+6ipqbHLkIb5eFJ66igKRyUqD0/amtRkb9nErPWvEzIqtv9PWmTQcvjwYeLj42ltbeXIkSP89Kc/Ze/evSQmJvLNN99gMBgYO3YsY8aMYe/evajVaiQSCRs2bBD2odPp7Co4duzYwdKlS3FyciIrK4u4uDiqq6u5cuUKnZ2dzJkzh4iICPbt24dcLqempoZhw4Y9131d1v6X2dnZhIeH22VxKioquHPnDr6+vmi1WhITE6murubChQssXLhwoE9h0OLj42MTwFljbNWZA1Ol+dZBopRjRI/mTCXKYR79Oc3HRnM+j8atW9GVlaIIDsHztddQTRDL0B+FoqIixo4di5+fn01w6udnFmCyVDO1trbi7+8PICwMtba2Cln+IUOGUFZWhlqtFsYFBgYK7TaW6ihXV1d8fHyQSCS4urpSW1vbT2cqIiIyGHhuglMPDw+qqqqIjIykqqpKCBy76ztRqVQ0NTWh1+uRy+WYTCZB8GHUqFEAdoIPZ86cYfjw4WLf4QDQtYTNw8NDKE/rehM1b9484bFlVTw0NNRmVf2NN96wO0bsS7Fsv76dzw5+RrBrMKvmmcVcMv/wOxSOShy/K2+z/LycdVAMTkVsCAkJobS0lNbWVlxdXeno6ECj0XD8+HFWr16Ng4MD6enpxMbG0tzcTEpKiqCsasFi2WFdwTF69GiKi4sZM2YMVVVVzJ8/H19fX8aMGYNWq2Xnzp1ClioiIoJFixbx97///bkOTrujaxbHsvgUFRXFrl27SExMpLi4WLjGizw+Jr0JiaPMZpvEUYa+YXALC2nO51Hz/ntInJyRefugr6+n5v338Hv7HTFAfQQSEhJobm62KaUG+2omDw8PqquriYyMpLq6mqCgIFxcXIS+YctPyziAiooKodTXen/PbW+wiIjIQ3lugtPo6Gh27NhBenq6TR9od30nEomEadOmCf0xM2fOFAQf8vLyAOwEH+bNm0dYWJjYd/gckleVx4d5H+Ikd8LHyYf69no+zPuQtxLfoqmmCpWHp814BycnmmurB2i2g5+SkhLc3d3x9PR8+OABICcnh3Pnzgkl4b31/tDQUA4fPgyYhWVu3LiBSqXi9u3bbNu2DTBXcrS1tZGQkMCePXtwd3cXVDCBbis4xo4dy+7du/Hy8hL6qr/99lvOnTuHyWRCo9EI77dkMixVIT8ELII7XbM4luDU0dERuVxOW1sb9+7deywF9+4ytLm5uUilUjQaDePHj+fKlSvI5XLWrFlDa2urnQdnaWkpWVlZKBQK4uLiCA8PZ8+ePcjlciIiIp6p1hCJXIKpw4BE+f2tg6nDgNxLOYCzsqerwmzj1q3mwNTF7MMrc3GhsbOTb/7rv/jxlwe5fPkyY8aMGcgpD2okEgkvv/wyu3btoq2tTbAt6kp0dDQ7d+4kPT0dBwcHpFIpvr6+qNVqPvvsMzw8PHB3d8fFxYXw8HA+/fRTZDKZTS+0iIiIyHMTnFpuDqyx9Jp013cycuRIRo4cabPN0qdiwbpsV3M+j/I//j9GlpUSZykJEgPT54Lt17fjJHfCxcF842L5uf36dmb6BdDWpBYypgCd7e24+foPyFwHiq4ZvgdRUlJCaGjoIwWnj7PfwY5KpRKypqGhoWzfvp3x48ej0WhYuXIlDg4OGAwGJBIJMTExxMfHc+DAAcrLy4V9dFfBIZPJcHR05Ny5c0IfYE5ODsnJyRgMBj799FPh/c/LZ/kwlEqlkHmpqalh6NChDzz36OhocnNz8fLyQiqVPtWxpVIpq1ev5tSpU1RWVrJhwwYOHDhAVVUVfn5+dh6ct27dYu7cuYSHh2Mymbh8+TLjx48nISHBzkJlsCN1UWAqM2JEj8RRhqnDgKnTiGrykIe/eQDRlZUi8/ax2SZxckJ//z6AGJw+AOvKpZUrV9q9BrYKvq+++ipSqZSDBw/i6elJQ0NDt8Hn9OnT7RZmLJVQHh4ewv1Yd+JfIiIizzfPTXDalzxJSdDt27f56KOP+NOf/tTPsxV5XMpayvBxsr1xUSlUlLWWMWZ+MtlbNgHmjGlnezu6Di1j5i8aiKl2i8lkIjMzk/r6ehQKBVOmTOHYsWMAzJ49m2HDhpGWlsaQIUO4d+8e48ePZ+zYsXZ9j42NjXz55Zfo9XoiIiKYMWMG+/btw8HBgfr6ejw8PJg0aRK+vr6cO3cOFxcXHB0dycnJobOzk4kTJxITE0N+fj7FxcUMGzaMmTNnsmfPHjo6OggICGDBggXk5+dz69YtOjs7CQsLw8HBgQkTJlBVVcWlS5f6TVXz448/5vz58ygUCn77299y8eJF1Go1KSkpFBQUsHfvXn7zm9/w9ttv09jYiKenJ++//77NPt58803UajUODg588MEHuLi44O/vj4eHBxqNhpCQEIYMGcK2bdswmUw4OTmxZMkStm3bhtFoxNHRUei9Arqt4AgODiYmJoZjx47h42P+nkZFRZGamkpQUJCQIRwoumYG1Wo1s2fPJj8/H0DIFKpUKtRqNatXr6agoAA/Pz+ioqLsRMgehaFDh5Kbm0tFRcUjBZsW385Vq1Y98Xl2zdC6uroKaraurq60t7d368GZmJjIyZMnuXTpEhMnTmT06NFkZ2eze/du4uLiHqhUO9iQOMhwXzQUzZlK9A1a5F5KVJOHDMp+0/LycjIyMjAYDEwJGMK5mzep0OsACS+Gh2Nqb0fu7c2NGzeorq4mLS2NyZMnU1BQQFJSEps3b2by5MkEBARw+vRpZsyYYZcVP3jwIBMmTMDPz4+zZ8/i5ub2gy8b37p1K52dnXh5eRESEsLt27cf6/3lNxu5ml1Gc50WNx8lsbOCCYoanFU4IiIifYMYnD4C3ZUEGb7b3lNwGhER8cSBqSVbItI/BLsGU99eL2RMATQ6DcEuwYSMimXW+te5nHWQ5tpq3Hz9zWq9g6jf9P79+wQHB7N48WJMJhOpqamsW7cOgIyMDEEsKi4ujjlz5pCenk58fLxd3+PRo0dZvHgx7u7u7Nq1i+bmZsDcS/nSSy9x+/ZtioqKmDlzJrdu3WLlypVIJBKGDx+O0WgkNTWV+Ph4EhISCA0NZdiwYeTm5jJ69Gji4+PJzMykrKwMMGe+kpKS0Ol07NixgwkTJlBYWEhsbP98rg0NDdTX15OWlsaZM2fYtGkT77zzDm+99RYpKSlkZWUxf/58vvzyS0JDQ/n973/Pn//8Zw4cOICvr6+wn//5n//B2dmZrVu3kpmZaWPnYV32ay16BLbKomBr8dG1ggPMGVHrz2bmzJnMnDkTMJel/zL7l5TJyjhVcIpV0av6VYXUOjN49+5d1Gq13ZjOzk5SUlK4evUqRUVFxMbGcuzYMaKiorh27Zpg//GoODo68qMf/chmW9csTmnRVVrzz5F+eD/ufgGsf2UxIV0UZB/GwzK0XbO13XlwKpVKFi5cSEtLC/v37+fVV19l3rx5Qtb7WQpOAZTDPAZlMNoVk8nEunXrzCKG7VpaL19i2bAIGiUSzt69S6KrC6oZMxgxYgT+/v7C70xeXh56vR4nJyfKysrQ6XSEhITg7OxslxWPi4ujsLCQ2bNnc+vWLVavXj2wJz0IsPzteRLKbzaSu+sWCgcZzm4K2ps7yd11i6krIsUAVUTkB4QYnPZAZmYmv/vd71AoFCTW1VEvkVDc0IBEIuG/pkzFZDLx7xkZ+H97i5qaGlavXs3Bgwfp7OwUbsL/7//9v+zbt48pU6YQFBRESUkJ//iP/8j69etZt24dJSUlmEwmPvnkE2JiYpgyZQpOTk6EhIRw584dvvnmGxwcHFi4cCEfffSRnTS/SO+wKnoVH+Z9CJgzphqdhnZ9O6uizVmWkFGxgyoY7UpzczMhISHA9zfLjo6ONs/BnPGRyWRIJBJkMpld32N9fT179+4FQKvVCsFpYGAgYM5W5eTkMH78eBwcHHBwcODevXucOHECg8HQraJiY2OjcPMdGBhIQ0ODzT4VCoUgUFZeXt6tfUVfUFtby9ChQwEYM2YMqampODs74+7uzv3797l16xZvvfUWn3zyCdHR0QCMGjWKoqIiITjV6/V88MEH3L9/H61Wy4QJE/pkrkVFRZw9e7bbrN+D+qUTA/pH6MU6M2jtKWpdsu3r64tEIsHNzY2Ghgbc3d2FTKNWq+11D8PSoqtkb9n01Crbj5uhHTp0qJ0H58WLFykuLqazs5OpU6dy48YNzp8/j06nIy4u7onOT+ThWFT7AwICONqhRTdlCnuuFGBobMDNzx+ff/kFyib7hRRPT0+KioqIjIykrKyM0tJSpkyZ0m1WPCwsjOzsbNRqNa6ursjl4i3V03A1uwyFgwwHJ/PnaPl5NbtMDE5FRH5AiFfSHjh06BBvvvkmSUlJbH9lGRmXLrJryVLyKiv5y+VL/Dw6Gp1cRmZmJn/605/4+uuvOXbsGP/yL//CF198wdSpU4V9tbW18cEHH6DVavnFL37B+vXr+ctf/oK7uzuff/45H330EX/729/QaDS88cYbbNiwgX/+539m165dzJ07l87OTjEw7UMSAxJ5K/Ettl/fTllrGcEuwayKXtVvN/cAarWaY8eOdZs102q13L17165H2oK7uztlZWVERUVhMpkwmUwcPnyYkJAQm54260DVaDQSExODyWQiPz+f8vJyvL29mT9/Pq6urhiNRiQSCRcuXBDeJ5VK8fDwIDc3V5hLbm4uixcvxtXVlT//+c/COKPRCJhv9CorK/Hz86OiooKxY8dSV1dnM5fY2Fi+/vprgoKC+q1n0tfXl3v37gHmfjOL7cHcuXP54x//SGRkJFKplKCgIK5fv868efMoKiqy6UMvKCigo6ODzZs3k5GRQV1dXZ/MddSoUT2WCj6oX7q/vr9dM4Ourq6AOdNoKVnu7v/VUmrbF6Jyl7MO9orK9qNkaAEbZeSuHpzh4eFMmjSJvKo8Uq+nUtZSRvCw/r/G/NCwKMNWV1czduxYWiIjeelD8yKkRb2f79ofrAkJCeH06dO88sorVFZWUldXh6enJ6dPn7bLikskEoKCgjh8+LDNwozIk9Fcp8XZzVbMTaGU0Vw3uNWgRUREehcxOO2BN998k//8z/9k69athKpcuKNWs3zPbiQyGS5SKSatluARI5DJZISEhAgqmkOGDKG+vt5mXyqVSsjStLW1AfCb3/xGUIK0rPC6uLgI+0lJSeHdd9+ltLTURs1TpG9IDEgctDeKWq2W4uLiHoPTkJAQmpubBfXpWbNm8de//hUvLy87AQsLnZ2ddn2Pc+bMYf/+/RgMBqRSKa+++qrd+0aNGsXOnTuFktWRI0eybds2AgIChN5Ha1/ZiRMnsnv3bi5evIi/vz/BwcF2QZwl2/Q4KqpPi5eXF0OGDCE5ORm5XM5vf/tbAGbMmMEf/vAHoex2wYIFvPPOO2zcuBEPDw/eeOMNzp8/D5j7PquqqvjZz36Gl5eXTblvf/Ggfun+omtmMD8/n61bt9qopnfHqFGj+Prrr1m0qPf7twebyvZgyHD/0JDJZGRkZKDX61m5ciUXLlwgLS0NMC+IWS/4Wvtjh4SEoFar8fPzIzAwUPib3V1W3LKvtLQ0VqxY0W/n9rzi5qOkvblTyJgC6LQG3HwGlxq0iIhI3yIGpz3g7+/P559/zs2bN/nZz35G7OTJ/H5ENLqyMvR+ftRPm4Zi5w5h/INKvrpmDe7fv09BQQE5OTlkZGQIpZTW4xISEmhsbOTIkSNkZGT08tmJ9CclJSWcOnUKiUSCwWBg5cqVZGdnU1VVhaOjo022tKysjKKiIl588UXa2trIzMzE19eX27dvk5aWRlJSEjdu3BDEZhYsWIBEIiEwMJDa2lp0Oh3u7u4sWrSIxsZGTp8+TVFREcnJyWRnZ9PY2IhUKuXw4cOkpKSQnZ1NaGgocrmcnJwcdDodCoVC6J3sqrIYGRnJr3/9a+H5mDFj7FQuu/rKvvbaazavd1XOBnPJsSV72ddMmzaNadOm9fh6YGCgUG7p4ODAH/7wB7v3t1PJ/3v3dYYq25B6ODNxwWzmTkvq03l3x4P6pfuLSZMmMWnSJOG5u7s7WVlZ6HQ6jEYjly5dYtmyZeTn53Ot7hqntaf51T/9Cm8Xb5T3lOj1enJycp5KIKkr7oNMZXswZLh/SHSn8Dpjxgy7BTDLtdfaHxvgnXfeAcwCZePGjQPMC89ds+KAoL79tCrQIhA7K5jcXbcAc8ZUpzWg6zQwYVb/Xc9Enj2qqqqEyqxHRVToHtyIV9MeeO+995g+fTpr167l5ZdfJmDECNZcvsSG2hq2Bw7BOTbmifcdFBSEo6MjM2cuZU47AAAgAElEQVTO5MiRIz2Omzx5MnK5vN9u2kX6DpPJxNq1axk3bhznz58XBGJiYmK4cOGCMC44OJjKykpMJhNFRUWMHj2acePGERERQXJyMhKJhBs3bpCSksLq1as5ceIE7e3tFBUVsXHjRpKTk/H29gbMvVbr16+nqakJrVbb4zaA69evo1KpSElJsQsm+4rSoqvsfP+/+enL82i6epHSoqv9ctyeaGho4Kc//SkLFix44LgjOTs5s3ULhlYtqBwwtGo5s3ULR3J29tNMv2dV9Cra9e20drZiMplo7Wy16ZceCCwCScnJyTZ2QtfqrvHZtc9obG9EoVXQ3NZMQ2QDu07tIjY2lmvXrpnHXbtGTMyTX18BxsxfhK5DS0dbGyaTiY62tgFV2S5rKUOlUNls6+8Mt0jvoTmfR9k//ws5CxaQtmo1MT8gX+G+JCjKk6krInFyc6CtWYeTm4MohjRISUtLE9p3BpqAgIDHLqu/fPlyrx2/pKREcEgQ6R3EzGkP/O53v3vomH379gGQlJREUpI5a/L222/bvZ6TkyNsO3nyJEC3QWlOTg679u3ml/+8DEdNB8cLbhMeN+7JT0Jk0GAtznHs2DEh0xQYGEhJSQlNTU2cPXuWZcuWERoaSmlpKTdv3mTFihU0NDQIKreNjY1UVVXx2WefCfuWyWQMGTJEWLmXSCTk5+cTHx8PmG0uLIGotQ2GVqvl22+/xdHREYPBYCeq1JdYC9bMnz6Vzvb2JxKs6U28vLzYtGnTQ8ed+3I3JrkMqdJ8QypRKjBqzdv7O3s6GPql7ebUg0BS1t0slDIlKgcV7kPciZgRQVVpFVm3sti4cGOvCiQNNpXtwZDhFukdrK3lQkNCCW5rw/DJJ2jcPXpU7xd5dIKiPMVgVMSOkpIScnNzkUqlaDQaxo8fz5UrV5DL5UyZMoW7d+8ye/ZsPv74Y/z9/ampqeGVV15BqVQKeh4lJSWUlJTg6uoq2EctWLCApqYmcnNzMRqNzJw5k6FDh7J9+3Z0Oh0qlUq4v+9LnifP995ADE4HEX/fl4Zzkx5ZRyfZ+d9SXlHH1JH1/H1fGj9emjzQ0xN5CqzFOeLj46msrASgoqICLy8vm7FxcXF88803ODo64uDgQGdnJ6WlpYDZnDwoKEjoJTUYDBw+fFjItkokEkEEqbsLXddtw4cPx9/fn87OThtRpb6+SPaWYM1AYFS3IVE52GyTOMoxqtsGZD6DrV+6J4Gk+xX3CfD/rgrku6+Xk9yJsnbzwktvCyQNJpXthymCP6uo1WoaGxsFTYXuXu9O6O3QoUOP7GdcUlLCnTt3Bo32wpNYy4mIDDYOHz5MfHw8ra2tHDlyhJ/+9Kfs3buXxMREvvnmGwwGA2PHjmXMmDGUlZXZbbNw9epVysvLmT9/fp/PWSqVsnr1ak6dOkVlZSUbNmzgwIEDwv0VgEajYcmSJVRUVJCfn2/TcmJh3LhxXLlyheTkZEwmE1999RUbNmzAZDKRkZGBl5cXKpWKpUuX2ohKPoiKigo+//xz2tvbWbduHZmZmbS0tODq6sqyZcsoKCjAaDQyduxYsrOzhbaDM2fOADB+/PhnzlasLxGD00HE9eOZjB33Eia5nKmTzOI3Er2e68czQQxOn1nKyso4ffo0p0+fRqfT8f777/OXv/yF/fv34+TkxLvvvktTU5MwtqioiKamJhITE9m+fTve3t6Ulpby85//nP/+7/9Gr9ezceNGABYtWiQEt8nJySgUCn71q18BUFxczP3797l+/TqzZs0iPz+f4uJiVCqVzTYw92Olp6eTkZGBo6Mjf/3rX/v0MxlsgjWPg9TDGUOrFony+1I+U4cemYfzA971w6EngSR3iTvt+nbc+D4r2q5vx9fJLCTVlwJJA81gzHD3Bmq1mrt37/YYnPbEowamgxFdWSkyb1sRMqmzM7oysURb5NkhJCSE0tJSWltbcXV1paOjA41Gw/Hjx1m9ejUODg6kp6cTFxfX7TYwB6YVFRUPbYXpLawrv5y/W9B2dXXF39+fkpISwFwBJZfLcXNzs2ldAroNNNva2qitrWXLli2AObj19PTEz8+P3bt3ExgYyOTJkx86N5lMxurVqzl58qRgObdixQrheU8YDAYbf3QRM2JwOohw1HRgwjZjZZTJcNR0DNCMRHoLd3d33nvvPQoLCyksLCQhIYH/+I//oKCggMLCQmJiYpg0aRLBwcEcPXoUJycnOjs7GT16NCEhIbS0tLBs2TLa2tqQSCR8+umnaLVa9u/fT3t7OwCpqalIpVJMJhOVlZU4OjoyefJk0tPTUSqVJCQk2G0L9HDj5pEvOZvxKUq5A//11i8IHvl0/X6P9HkMMsGax2HiwuWc2boFo9acMTV16JHoDUxcuHygpzYo6CqQZOkfjaqK4sO8D9HJdQybNozWzlZk3jJeH76CzD/8jtryMhprGqgvuY1zL2Q8H5bV628GW4b7STCZTBw8eJD6+nrkcjkmk4na2lpKS0vZsGEDX331lZ3QW2NjI9u2bUOj0bB8+XI8PT3ZvHkzGzdu5P79+xw5cgSZTMb48eMZNWoUe/bssck4WOjo6GDPnj3MmTOHzs7OHjM5fY0iOAR9fb2QOQUwtrWhCBZLtEWeHUJDQzl8+DBgVpy+ceMGKpWK27dvs23bNsAcuGk0Gqqrq+22gbkVzbJQ3h9YV3T1VN3VdbtSqaS1tRUw25t1xdnZGX9/f9auXYtUKsVgMGAwGJg8eTISiYT09HRiY2Nxsfp97w5L4Ozm5oZarRa83AMDA6moqLBpVbEOki0tXyK2iIJIg4gOlSMSbFd2pAYDHSrHAZqRSG9hyW4GBARw5coV4YIUGBhIQ0ODzdibN2/i7OzM7du37UocrXtOv/jiC7RaLa2trXY9p2DfX9p127f5F8k//CXtLc0Y5Apc5FKyt2yirLiwjz6F7xlsgjWPw9xpSUx+bT0yFyVoOpG5KJn82vo+6zd9UrEFi2BFfn4+FRUVfTCzx8OSPfR28qZOW4e3kzeve66g6mAOVZUVXLpXRqiXO9lbNvWKOJYlqyfSe5SWluLu7s6GDRuYMGECYWFhxMfHs2HDBsrLy7sVemtvb+fVV19l/vz55Obm2uzv6NGjrF69muTkZEaPHk1xcTG+vr6kpKTg5+cnZBysA1M/Pz8hk7Nx40auXr2KwWDot8/A87XXMLW3YWhtxWQ0mn+2t+HZT0JyIiK9gUqlorW1FYlEQmhoKKdPnyYkJISAgADWrFlDcnIyb7zxBm5ubt1uA3jllVfYs2cPOp1ugM+mZ5RKJe7u7mzZsoXa2lphu7u7O1988QX19fVMnjyZLVu2kJaWRlZWFk1NTaSmprJp0yacnZ1RqVQPOIIZ66BYoVDYtW4plUqztzK2QbLYZ9o9YuZ0EBH9wmJo0iPR6zHKZEgNBuQGE5EvLB7oqYk8BcHBwUIw+ig9p2+++aZNz6lWqxVU8Xqz57Tg6NfIFQ44KJW4KRQ0NrcwxNuLS18d6PNevcEmWPO4zJ2WNCDWMQ/CujfPemW2O+sea9LS0li/fj0FBQWCt2Nf0TV7mPmH36FwVOLi7Mw/+JhLJTva2nql9/jixYvcv3+f0tJS/Pz8bDJ6BQUFSCQSZDIZR44c4V//9V/Jzs4WrGzu3buHVCpl+fLlGI1G9u3bh16vZ8SIEUybNk2wZWppacHDw4PFi38Y1+impiYKCwu5ffs2RqMRvV7P8OHDAfPCmfWim6XMzt/fH6lUSkBAgN1CnMlkEsrzJBKJ3T4qKipwcXGhqKiIsWPHCotr3WVynlZE61FRTUjE7+13aNy6FV1ZGYrgYDxf+yex31TkmcPFxQV/f388PDzQaDSEhIQwZMgQtm3bhslkwsnJiVdffZUXXnjBbhuYF9unTp3K3r17WbFiRZ/aKVnbQ1n/TZs1axYAw4YNAxAyuR4eHoIV3pIlS+z2t3z595VOPj4+RCqq4fzfoOweHA1j4+yfQHjPlnMPQqlUcufOHVJTU3FxcWHq1Kno9Xpyc3OpqKgQbaceATE4HUT8eGkyu/btxuDogKOmgw6VI5EvLBbFkJ4DuhrCHz9+nM2bN+Po6Mjy5ctteiO8vb1pamoSPPlcXFxob29nx44dvPzyy0RGRpKamopEImHo0KE4OTkxatQoPv30U+Ry+SP37DXX1iB3NGflg3x9qKitJ+fadQydHSz55a8f8u6nZzAJ1gwmjEajTWnj2LFjKS8vJyMjQ/DJdXJy4sSJE9y9exeJRMKSJUtobm4mKyuLuro6G2EFi5etVColJycHqVTK5cuXmTJlCgorC4yHBbF9QV/2Ho8bNw5PT09GjBjBhQsXSElJoaCggAsXLhAREcHRo0dpa2sTPIKrqqqYMWOG4AFsWeg5dOgQs2bNIiwsjIyMDEEFOyAggFdeeYX09HS0Wi1KpfKp5zzYcXd3Z/jw4YIHbUlJCd9++y0Anp6e3L59G7BddKupqcFoNFJdXW1jLQTmgLStrQ1nZ2dMJhOenp5UVlYSFRVls4+EhASam5u5fv060dHRBAQEsHLlShwcHDAYDMhksv76CABzgCoGoyLPOq+88orw+Je//KXweMOGDTbjgoKCvt9WkgM71pPccQ92HSN8wk8I/26x/JmlJAe+/g04qMDFDzR15ufz3n2kALW7wNnij2xBJpPxox/9qNv3itgjBqeDDB8Pb37/pz0DPQ2RXiYgIMBGbXLhwoU2ryuVSpv+KmdnZyHAkEqlrFu3TnhtzJgxNj1W2dnZJCYmkpj4/c2SZTUREFYPu27LvFOMrK6MGn0V5TUluAQoGSYPxt9H7J0aSCyljRYxhbbvSp/XrVtHYWEhFy9eJDIyErVajYuLC+Xl5bz33nusWrWK6upqtFotBQUFdHZ2ApCfn8/58+eRSqV4eHiwYsUKvvzyS/73f//X5jvRXRBrUR50cHDoYbZPR3/0HneX0ZsyZQoXLlxAo9EQGRnJtm3bKCoqwmQyMX78eD744AO8vb1ZuHAh6enpfPbZZxw/fhy5XM6BAwfIz8/Hx8eHmJgYpFIpqampODg4PPeZ1ZCQENRqtWBlNXHiREpLS9m5cydJSUnk5+fbLbqpVCq2b99OW1ubnWrvnDlz2LZtm9BzOnLkSPbs2WOTcSgtLUUikfDyyy+za9culEplj5kcERGRPqRLEKeuraRx65sMfe0PqD1iulXm7vcpPom69/m/mc/J0awsL/w8/7cnzp52P7kc8z4b74FnGEx48uzs844YnIqIDDK2bt3K0KFD+zwb4DRhOJVbT2OSy3BwVKBv76BSf5/wl2b16XFFHkx3pY3WPrl37tyhrq6Oc+fOYTQaiY6Opqmpiba2Ntzc3Fi/fj2FhYV8/vnnVFdX09bWxqpVq2hsbOSrr74CzOWUM2fOZMyYMVy5csVuDtbKg3fu3CE6OrpPznXM/EVkbzF7yzo4OdHZ3t5rvcdSqRSj0dhtRk8qlTJs2DAaGhp49dVX+eCDD0hKSsLPz4/6+nrWr1/P9u3byc3NJSgoiMLCQqqqqujs7ESj0bBgwQLCwsJwcXGhuLiYlStXEhcX1++ZVa1Wy927dxk5cmSPYy5fvtxrgkESicROadf6u9HdoltycrLdfiyld6GhoXbZhK6egtZZiZVWGZqu2R0REZE+pksQp9Y7crdJwtDzf4MXPxrgyT0FjffMGdPvMJlMSBxU5u29xVNmZ39oiMGpiEgfY31z9Si81k/CGln6s7QnuuJ/U4+8RY/O1YGqKDlZ+rPMZXD1U/6Q6K608fLlywBCaaS3tzeenp4sWbKEqKgobty4wbfffmsjvKXRaKirq6Oqqopdu3YhlUoF4Qo3N7cH9r1YKw92lePvTfqy99jPz4+jR4/S2NiIs7OzTUYPwNfXF41GI2Q3Q0JC8Pb2JjU1VRDnCQkJ4bXXXmP//v1UVlaybt06/P392b59OyUlJQQHB9Pa2kpAgNm/NSAggMbGRuH48L0gWV8Fp8XFxf0WnA40mvN53/V6lqIIDsHztdfE8loRkSegpKSE3NxcpFIpGo2G8ePHc+XKFeRyOatWrWLv3r02qtn3798nJ+s8Uid32nW1rJsWxsW7jdyv01J66BxLXjSL0H3xxReo1WpWr17db33gXXlsz1GdN1TUcuae2RljTLgHF29WoJO7oPquKuSp6a/s7HOCGJyKiPxAKWspwyfUh9owK3l2k4myVtGvbyCJjo62KW0MCgqy61l2dnbGz8+PzZs3Ex0djU6nY/To0UJgVF1djUqlwtvbm8DAQEGs4tatW8DDFQL7U0Gwr3qPlUolKSkpPb4+depUfH198fT0ZMKECYwYMYKCggKWL1/OtGnTUKlUSCQS4uLiuHjxItOnT0cZqeTjwo+pHFPJtbvXcDrtxNy5cwU7p8rKSiZMmAD03WdYWlpKVlYWCoWCuro6TCYTaWlpJCUlcejQIVpbW5HL5axcuZLCwkKqq6tJS0tjwYIFNDU1kZubi9FoZObMmYKY0bOA5nweNe+/h8TJGZm3D/r6emrefw+/t98RA1QRkSdAKpWyevVqTp06RWVlJRs2bODAgQOcOXPGzqfTxcUFmasvqxNcOXlHy50aDeOGeuLpoGf2+HjUIKh1X716laKiIhtLsf7ksT1HE1bDiQ8xdGpZOzOKhoZGVDI9S//1fUxhU3tnUl2ys4A5WO3N7OxzhBicigw4VVVVVFRUMHbs2F7ZX1ZWFi+++CL379/H3d3dToRDxEywazD17fW4OHzv36XRaQh2EXtOBxKZTGa3UhsREWE3bu3atezZs4fW1lY8PDzw9/dn0qRJQhD77//+7zg7OzNlyhROnjwJmP3swOytNhACSIOJh2VWAwIC0Gq1yOVypFIpaqWav+f9nYoTFShQ0GHoYEfADv5P/P/h+PHjGAwGoqKi+jxbcOvWLebOnUt4eDiNjY0cP35c6PNaunQpCoWCS5cuUVhYyLhx47hy5QrJycmYTCa++uorNmzYgMlkIiMj45kKThu3bjUHpt/5DcpcXDB8t10MTkVEHh/r6g6LararqytGo7Fb1Wy/CcuhdS9ucgPaThlKUzvo2s29k5irUSQSCW5ubnbK3P3JY3uOBifCzLcY8vXfoLUGL/8w/AKXs/tiNYGVZ5k8efLTT8ozzFzKa8mYAnRqzNtF7BCDU5EBJyAgQCiLe1ws9inWzJ8/HzCXrYSGhorBaQ+sil7Fh3kfAqBSqNDoNLTr21kVvWqAZybyKDxqEDvUxxP1hUqaaqoob6jEz2mRoAQNCD2B1uJI3Un2P288LLP6wgsvCI9/9KMf8cvsX+IkdyJ+QbywvbWzlS8rv+T3yb+3eW93gmS9RWJiIidPnuTSpUtMnDhR2G40Gjl8+DA1NTV0dHTY9Qm3tbVRW1vLli1bANBoNN1ePwcrurJSZN4+Ntukzs7oysRKDxGRJ8H6d9/6sbe3d7eq2ZIhcTBsPOx4D5orkQaGYxy31FyWqlYPmmtJd56j1ucil8uprjYrwtfU1DB06FAITkTygjfMno1er2eyTIZEIiE9PZ3Y2FhcXFx6OtyjMeEn5h5TMGdMOzXmfy/0vTPCs4gYnIr0Kfn5+ba1/eHhdkqgFRUV3LlzB19fX7RaLYmJiVRXV3PhwgVeeuklvvzyS+rr65HL5Sxbtozq6mrOnDkDmJVrL168iE6nQ6VSkZSURFpaGuvWrSM/P5/i4mJB+GTp0qU4OTmRlZVFXFxcn/o5PgskBiTyVuJbbL++nbLWMoJdglkVvcrGh1Lk2aa06CrZWzahcFSi8vCkrUlN9pZNBMyabzc2ryrP/F1oKSPYVfwudKWspQwfJ9vgSKVQ2ZXBlxZd5XLWQZpqqnD3C+h1/16lUsnChQtpaWlh9+7dwk1TVVUVOp2OlJQULl68KBi+W3B2dsbf35+1a9cilUoxGAyD5mbyUVAEh6CvrxcypwDGtjYUwWKlh4hIb6JUKqmpqbFTzQbMgeiL/wOAX3Q0R7dtY+fOncydO3cAZ9wzT+I52tTUxP79+wVBPZVK9fQTCZ9mFj+yVut94ddiv2kPiMGpSL/TVQnUIhQSFRXFrl27SExMpLi4mFGjRnHz5k3c3d1ZtGgRt27d4sKFC4SEhGAwGFi7di0NDQ2oVCqWLl1qLs/4DolEQkJCAqGhoQwbNoyCggKKi4sZM2YMVVVVQnb1h05iQKIYgDzHXM46iMJRKVi1WH62NTXZjMuryuPDvA9xkjvh4+RDfXs9H+Z9yFuJb4nfj+94lDL4nhYDZq1/vdcC1IsXL1JcXExnZydTp07l8uXL7Nixg3nz5tHQ0EBGRgZubm5C6Zq7uztffPEFc+bMYfLkyULm1NfX105ddzDj+dpr1Lz/HgbMGVNjWxum9jY8X/unbser1WoaGxvNWZFeJC0tjfXr11NQUICfnx/Ozs59chwRkb6kO29O+L7qo2sVTk/jU16INAdcX/yFZZ5hUOJHePi0AfPvfCrPUcpgx3q8G++xsS+sXsKnicHoIyIGpyL9hiV47KoEaglOHR0dkcvltLW1ce/ePWbMmMGZM2coLCzk9u3bGI1Ggr9bJbf0Q3h5eeHn58fu3bsJDAzssTcgOjqa3bt34+XlRViYWOMv8sOgqaYKlYdtWbuDkxMGvc5m2/br23GSOwmBl+Xn9uvbB1Vw2rUSIzg4mLy8PAwGA0qlkuHDhxMbG0tGRgZGoxFnZ2eSkpIeqEz8qDxKGXxPiwGXsw72WnA6adIkG6GRmJgY4bHFosWa5cuXm1Vu/7//QV5Wyj88oyq3qgmJ+L39zndqvWUogoPxfO2fejwPtVrN3bt37YLG3iplttz4lpSUdHscEZHnnufJHuV5OpfnADE4FelTlEqlXW3/g24MoqOjyc3NFbwIvb29iY+PZ8qUKQAYDAbBlB0w9wZMnmzTG2DB4nMI4ODggKOjI+fOnWPOnDl9dboiIoMKd78A2prUQpAE0NnejpNcYTPuUUtWBxtarZaQkBCmTZvGwYMHAfPv/Zo1a1AoFBw7doy7d+9224v7uDxKGXxPiwHNtdVPffwn5XlRuS0pKSH31k2kkyai0cQwfvx4jl65gvzWTdasWWPX/nHx4kXu379PaWkpS5YsYd++fTg7OxMZGYlMJuP8+fNIJBIWLlxIQEAAmzZtwsfHh5qaGmbNmkVUVBR37tzh2LFjAMyePZthw4YJ88nOziY0NJTLly8Lx1m7dq3dwkhzczN79uxBpVINuMWGiEiv8jzZozxP5/IcIAanIn3K0KFDH1jb35URI0Zw8OBBVq1aJTz/6quv+OyzzwBz1sDR0VEY/6DegPDwcI4ePUp5eTkzZ84kJiaGY8eO4eNjexMuIvK0WG5UrW9eBwNj5i8ie8smwBwkdba3o+vQ4u3ubjPuWVRuNplMqNVq/P39AQRRNZ1Ox4EDB2hubkaj0QhiHr3Bw8rge1oMcPP177U5PC5Po3JbUlLCnTt3mD17NgCtra3s2bNHUAfuyqVLl7hw4QKzZs2ivLyc27dv89JLL/Vaf39P1hcnTpywa/8YN24cnp6ezJ49G7VajUajYf369QB8+umnbNy4kZaWFg4dOsSaNWvQaDQkJSXh5OREeno6UVFRZGdns27dOgAyMjK6/f22Po7JZLJbGPH29h40FhsiIr3K82SP8jydy3OAGJyK9CmOjo52tf3d9S1YtimVSn7zm98I2yUSCS+99JLdfi3jvb297UrZLOqjoaGhxCyIYfv17Xx84GNUTSqmBE55yjMSEXl2CBkVy6z1r3M56yDNtdW4+fozZv4ibtfU24x7VpSbu1ZijB49murqaiIjI6muriYoKIhvv/0Wb29vli9fztGjR/t1fj0tBoyZv6hf52FNf6rcXrt2jY0bNyKXy8nJyeH111/v1f33ZH0hl8u5evWqXfuHNQEBAUilUlpbW3F3d0cmk+Hh4YFWqwXMglHu3y3aWC+kWhZDH6UUuLuFEW9v70FjsSEi0qsMoD1Kfn4+0IuK8qLVy6BCDE5FnhqLQMTJkycHVfbIWuRFWiPlRuENmqY2EV8VP6j66EQGNwcPHmTChAn4+flx9uxZnJ2duXTpEp2dnUycOJH4+O+tRUwmk115oZOT0wDO3hygdu13vF2TbfP8WVFu7lqJoVQqKS0tJT09HQcHB6RSKcHBwZw6dYqKigocHR3x9vbut/n1tBjQm2q9j8vTqtyWl5eTkZGBwWDAxcVFCNI2b97Mxo0bUavVZGdnExUVRXl5Oenp6cKiQVpaGi+99BKZmZnI5XIiIiKYPn36E59LT9YXPj4+du0f5eXlQluH9XhnZ2eampowGAy0tLQImgft7e00Nzfj5OQkvM9kMtHR0SE87g7r9pGeFkaeJVVkEZFH5nmyR3mezuU5QAxORZ5brEVeXMJd8A73prWzddCJvDwLWJfrRUVF9fnxupYTgtkqo6KigrFjx/b58a2Ji4ujsLCQ2bNnc+vWLVatWkVcXBxGo5HU1FSb4LQ7demnuRnvT54F5ebuKjGGDRuGVCol9eO/kLfzEld0Wob4BTBm+pQBCQq7WwwYSB5X5bYrJpOJdevWUVhYyPHjxwkKCup23KhRozh//jzr169HKpVSWFhIcnIyly5dYvz48SQkJPQY4D0tCoUCtVpt0/4RFhbG0aNH7WwupFIpiYmJpKam2lTmODs7k52dTVVVFTNnzgTMyqUWdWNr31tr/Pz8hOPMmzdvwBZGRET6nX62RzEYDOzYsQODwYBCoWD48OF89tlnNj3ep0+fxs/Pj6ioKK5fv05DQwOenp7k5OTg4ODAlClTiIyMHPBzEXkwYnAq8kBMJhMHDhygvr4ehULBlClTehSIsH5P1+yRQqFg586dNqqaCQkJnDhxgrt37yKRSFiyZAkeHh69NvdnVeRlIOlJydK6XK+/jtmVgIAAoa+wPwkJCSjKZ9sAACAASURBVCE7Oxu1Wo2rqysVFRWcOHECg8FAbW2tzdi6urpu1aVF+o6tW7dSVXKHsst5TI4djUMfWbg8qzyuym1XLMroAQEBVFRU2AWnDws4R48eTXZ2Nrt37yYuLq77G8NH4HGtLwBSUlKEx9Z9sgkJCXblgFKplMWLF9tsi4iIsNuvpW3Ectyux3njjTcAsxBVY2oajWWlTAgOQRMcQviExAGz2BAR6RP60R7l+vXrBAUFMWPGDA4cONCt+F1sbCzHjh0jKiqKa9euMXfuXL755huSkpLw8PB48PVKtHoZNIjBqcgDuX79OiqVisWLF2MymUhNTX2gQMSuXbt4+eWXuXPnDosWLcJgMHDhwgU8PT3tVDWrq6tpbm4mOTmZ2tpaTp06xcsvv9xrc38WRV76g5KSEk6dOoVEIsFgMPDiiy/y9ddf96hk2dDQIJTrLVmyhJKSEqHfY8GCBXh4ePDFF18A4O/vz4svvsj27dvR6XSoVCqSkpK6Vb1MS0sjKCiIlpYWRo4cabOyqVAoqKio4PPPP6e9vZ1169ZRUVEhZFM//vhjfHx8aGxsZNGiRT1mc3oDiURCUFAQhw8fZuzYseTm5rJ48WJcXV3585//bDO2O3Vpkb5l3bp1ZP7hd4TEju5TC5cnobe8Ni0ltE+KakLiEyvzVlVVAebrtSVQBbNSOph7fx+EVCpl3rx5GAwGPv30026D0wdVReTn5+Pn5/fIokpqtZpjx471KNrUHzwvCskiIoOJxsZG4Ro0ZMgQdDodmZmZNj3eERERtLe309bWhlarxc3NjRkzZnDy5EmMRiPTp08XKxqeAcTgVOSB1NfXExISAnzfN/MwgYi6ujru3r3Lrl278PHxITg4GIlEYqeqWVdXR0lJCWlpaQC4WPVE9QbPisjLQGBdqnf79u2HKllayvW0Wi03btwgJSUFrVbL/v37mTBhAuHh4cyaNQuTyURjYyMqlYqlS5cKq5Q9qV5GR0cTEhLCnj17bFY27927h0wmY/Xq1Zw8eZI7d+4IvWEALS0tvP7662i1Wg4ePMiaNWv69POKjY0lLS2NFStW0NLSwrZt2wgICLCZE3SvLj1ixIinOralp7s3vDp7m9LSUrKyslAoFMTFxZGfn4+LiwsNDQ1MnTqV/Px8dDoda9eutVlc6G0xi8Fo4QI9e20+S8hkMjIyMtDr9TYBYmRkJJs3b37owtCNGzc4f/48Op2OuLi4bsc8qCqi1wRPHsLTBP9deRqFZBERke7x8PCgqqqKyMhIqqqqBMGxrj3eFtcHy99ed3d3Fi9eTGlpKWfOnGHRooETqBN5NMTgVOSB+Pj4UFZWRlRUFEajkcuXL/O3v/0NhUJBTU0NmzZtIjc3l2nTvi+F8Pb2JiIigpdeeomhQ4eSmZlJXl4eHR0d/Nu//RsVFRVcu3YNV1dXKisrmT59OgkJCRw7doy0tLReK/F9VkReBgLrUr1Lly49VMnSQmNjI1VVVULwBRAWFsa9e/fYvXs3w4cPJz4+Hj8/P3bv3k1gYCCTJ08Gul/UsNzsdl3ZhO+VOd3c3NBqtTaBoJeXFw4ODjg4ONjNsS+QSCTExMQglUoZM2YMY8aMsXl91qxZlBZd5cAf36OppgpPvwCzEM5TBqaDnVu3bjF37lzCw8NpbGzk/PnzJCUlUVhYSGFhIevWrePUqVPcvn27T4WhBqOFC2Djtenn50dVVRWOjo4sW7YMrVbL7t27cXZ2RqPRsHz5cjw9Pbl06ZJNZYLld9VkMpGVlUVISAg+Pj589dVX6PV6oqOj+6yv2bqUFsyLTJZy1hdeeIEXXnjB7D+am8u2bdvQ6/UUFBRwfu9eOs6e4+DWrcj8/Hn1F78gr03DkCFDKCkpIScnB6lU2m1VRF5eHleuXEEul7No0SIKCwsJDQ1FKpXaVHysXLkSBwcHO1/RwcDTKiT3VsZdROR5Ijo6mh07dpCeno6TkxN6vZ4bN27Y9XiPGjWKr7/+WghCs7OzKSsro7Ozk3nz5g3kKYg8ImJwKvJARowYwY0bN0hNTaW2tpYJEyag1WrR6XRC9s1kMnH8+HGhXGvEiBFkZmaye/duDAYDISEhvP3223z00Ue8++67eHh4MGTIEJKTk3nvvffIzMzkxIkTGI1GfvGLX/Rqie+zIPIyEFiX6g0dOlTonexJydKCh4cHQUFBrFy5EjCXrZpMJkEs5JNPPmH06NFMnjwZiURCeno6sbGxPapeWgLVriubMTExD+xDbWhooLOzk46ODhvf277g3r17HDlyhFdeeaXHMaVFV8nesgmFoxLVY/Q85ufnYzQaGTt2LNnZ2YSFhXH16lWhx3vt2rXC2G+//ZacnJxuVYIHisTERE6ePMmlS5eYOHGiYJnh6upqY/vR3t5uE5w+ap/xozIYLVzgew/MESNGcOHCBVJSUigoKODChQvExMTQ3t5OSkoKFRUV5ObmMnv2bLvKBIvnc1ZWFsHBwcTExKDT6UhOTkYikZCWlsakSZNQKBQDdp7W/qN3s08wt7CQox0d6NzdoUlNzfvv0f4Pc+G7QLenqgiNRkNRUREbN25EKpXa9YdZV3xcvHiRqVOndusrOtA8rUJyTxn33v69ERF5lpDL5XZVUjNmzOh2bEREhGA3ZS2IJvJsIAanIg/EksUEyMnJEVTQwNwH5ejoyI9//GM2b97MrFmzKCkpQSKRMGnSJEJDQ6msrKSgoICMjAzc3NyIiYnh8uXLtDt68/OtFymo9ybQU8XSEWHU37rUZyW+IrZYl+oNGTKEw4cPExMTQ1RUVLdKlhZUKhWRkZHC60OHDiU8PJyjR49iMBgYNmwYTU1N7N+/H6PRiKenJyqV6qGql4+7sunm5sb+/ftpaGhg4cKFvfOh9EBYWNhD/RovZx1E4ah86p5HrVZr0+PddR7Dhw/vViV4oFAqlSxcuJCWlhb2798v3AyAfdm/UqmkpaUFMPcpWsr8e4PBaOFijXWvVGBgICUlJYC5R1sqlRIQEEBDQ0O3lQmAIC43f/58wBy8fP311+h0Ourr69FoNL0qJve4WC9EtJw7i8TJGTc3HU4KBUa5HImTEy1HjsCC+Tbju1ZFWD4nSwl71++QdcXHnTt3evQVHWi6KiTfr6khr7wMj8VLMGzaxPjx44Xs8Jo1a+wEBK0z7kuWLGHfvn09agIMhEiciMhgpa6ujszMTOZEucGO9d8r7074iSh29AwhBqcij4x1ia/JZHokDzhrgZj09HTu3btHZauB/WfvEzzSB6WuBbXGgc0XanlpiC/JyeYsgSgk0/tYr7oHBAQINi3p6en85S9/EZR4u1OytChUAt2WtXbt17I8txzzQaqX0P3KZldlztKiq7TmnyP98H6K75bxq//4z0ETfPRGz6PJZOq2x9vCg1SCB4qLFy9SXFxMZ2cno0ePfqA4jr+/Py0tLWzdurVPSnwHm4ULfO+B6enpye3btwHz/6OXlxdgDtKNRiPV1dV4enp2W5kA5utoTEwMR44c4cUXXyQvL49p06YRHh7O5s2bB+bkrLD+rhqqq5EOj4TmJhQyKQ3tWqTe3lTfutnteGs8PT2prKwUrhtd/65YV3x4enr26Cs60HRVSJZ5euIxbhwpv/13Tp06RWVlJRs2bODAgQOcOHHCzn7KknGfPXs2arX6oZoAIiIiZnx8fNg4O8rsWeqgAhc/0NSZn897VwxQnxHE4FTkkbEu8XVwcHgkD7iuAjEzZszg4jk1xhNZVF86jFSmwNVbgcLHn5MlhXh9lzmNjY1l3Lhx/XJezxOPosR76NAh6urqGDVqVL8o8faGambXstmO9puDyirkSXselUol1dXmALampob4+HibBSDrm/gHqQQPFJMm/f/svXlYk3e6///KQgiEHQSURRDFHQHFuiCiTqtWB63WrS4F9GpnOdfMmU5npmemM7855zpzpnO+ntk6XaZTBXeqValbrVVBQauiFYsLLkCQxYCGPWFN8vsjzdMEUFF2fF7X5ZXkk+d58sljQp77c9/3+z2FKVOmtBl/mO2HdZnys4DFA7OyshJHR0eh2mTp0qVCljwlJQW9Xs+SJUvarUyweG5GRkaSkZFBZmYmoaGhHDlyhEGDBiGTyXr5Xdoi9/HFqNcDIJNIUddUc69Ci9zj8RlNlUrFmDFj2LRpk9Bzao11xcfy5ctpaWnps76i1grJErUa/beLE87OzkKFgbOzM3K5nJycnEfaT3VUE0BERASzV6lCBfbO5seW2wsficFpP0EMTkU6jHWJr4WOeMC1Lg0tPpbBqGlzkclk3M3OwLWpmoDr+5DWVeDhPrxPleP1Rx6nxPuLX/yiR5V4u4LWZbPzpk+hUa/vdasQC0/b8xgcHMyZM2coLS1FKpVib29PbW2tsAC0evVqYdvRo0c/VCW4J+iMMq8m7zZNhXeoLtfgahGL6gP/b92NUqm08cC0xmJz0Hrx5lGVCTNmzDD7Z777D+YXF2HnH4D76tWoerGkt/VCxIif/YzyP73DZBdXpI6OBMnlmOr1ZhuVb7drb+HCMhYVFUVU1Hc6AZbfErVabVPxYWFNROS3GUrz+bBbvbpXbWQehvVCk/V9Ly+vNvZTJSUlGI3GNts/ThNARGSgYi0S9li7qMpCc8bUGoXKPE7fVsAXMSMGpyI9TqCHI5eOf4ZCYsTZ2MhwXRXNEjkylUuHhWREHk5fU+LtCvqqVYiFp+15tLe3Z/369TZjrUVQLAs+7QUtPcnTKvNq8m5z8dB+hgcGPJFYVHeiVquF4LkjHDlypM0i2+O2TU1NJSYmhrt37wqiV52lP/hnti5ptfP3x331T7plfv3hfDwOOzs7qqqqbOynhg4dyokTJ9izZ49Ny4NUKn2kJoCIyEDliWy53IeaS3ktGVOAJp15XKRfIAanIj3OuqlB3NU+j6NCzsjr+2hukNMkVTDCQ4W9o1lxsq9kxPojfU2Jtyvoq1Yh1nRXz2PR9RwuHz3U61nHp1XmzT1zGrlC0WmxqN7kSYKAjm7r5ub2xBm+/uKfaV3S2lW0trWB/nM+HlbmbskKt65AAmwy7tafk/Y0AURE+jIWuympVIpOp7MRBFu5ciX79++ntrYWZ2dnlixZgkajYfv27TZ2U9YiYc7OzhQWFvK3v/2NCxcu8MEHH5CamopGo+HWrVt4yg2s9CwjYjgU10o4fqUIQ3MDkStexnp5Nycnh5KSEmbOnGnTvjR//vzeOVEiAmJwKtLjTBnmydsLx7D1KzXSugpkKhdGeKhw/zYw7UsZsf6IdV/WCy+8IASnj1t17y4l3q6gr1qFdDdPa1HTHTytMm9JcVEbRdG+8h3PzMzk5s2byOVyoVTdUi6mVqtRq9XExsayefNmEhMT2b9/P1VVVUgkEtasWcPOnTuFkvktW7awZs0atmzZ0kYgzMKpU6coKCh4ai/nzvpnDjSelfOhu5BlU7rsvnp1nwq+RUQeh7XdlLUg2FdffcWgQYN4+eWXOX36NNevXwfa2k1Zi4SdP3+erKwsXnjhBfR6PdnZ2dy9exeA9957Dzs7O7b/5XeEOahJO32RVd+biGLaD9iWUUDYtyJzOTk5lJaWMn/+fPLz823al0R6HzE4FekVpgzzZMowTw6UDf82I/adR19fy4j1N1r3ZT1u1f1plXgthISEoGg0939+9fG7XPf2Zc68hV3az9HXrUK6i66yqOkKnlaZV+6oornRtoS8L3zH6+rqqK6uZv369dy9e5eMjAyiox8ulmEwGKipqSEhIUEQq3JycqK6uhqTyYSLi8sjxYnKysqoqakhPj6+XS/no0eP8sILL7T7vbEEx9b+mSfvFjI7cChXi4sZP3x4505GP6WzfqL9gYFQuiwiYl1dYy0IZjQabWy2SktLbbZvbTcF4O/vj8FgoKqqivDwcG7fvk1oaChffvklP//5zwkICMDZeQi6F39JWfFH7Gr2glN56PV6dDodYF6YtFzLtNe+JNK7iMGpSK/yrGbEBhI9ld3ri1Yh3U1f6rXtqDJvliaLN0+9SbFrMf7O/szbsBjNoUwa9fo+9R2vqqoSMrpDhgwhPT3d5vnWK+gymYzw8HD27duHq6srs2fPZvTo0Vy/fh2TycSYMWMe+XoPHjxArVY/1MvZ4mH6KKz9M2f5B2Coq+NaeRkzfve7x+47EGntJ2rU6zHV63Ff/ZPenlqX0V9Kl0VEHsXDBME8PT25d+8eoaGhgs1WaWlpm2ociy0XmKu8GhoakEgk+Pn58eWXX7J8+XJmzpzJ0qVL2bZtG+vXr0cmk+Hr68vy5ctRKBQYDAZhAfGll15i3759LF++HIlEYtO+JAanvY8oVSXSq1gyYo6ubuirq3B0dRPFkDpBUFBQh0Veugrr7J5EIsHe0RE7eyWXjx7q0XkMRFy9fWmqr7cZ6wtZx9ao1WpOnjxJliaLjVkb0dZr8XLwQluv5ePKT/FdGI3cUcXtvHzhO/7luaxenbObm5tg42O5KFIqldTV1QG0yQwbjUbGjRvHkiVL0Ov1lJSUMHz4cPLy8sjPz2+3b9AaT09PQkJCGDJkCPPnzycsLIwPP/wQgP379/Pee+9hNBqpq6tj+/btJCcnc/z4ccCs7Lt37162XrqIacMG5J6e7Lp0ifv29tQ/N4VPb1znypUrXL58meTkZD766CPBV3UgYxFfknt6YtBqkXt6DriMYnNxEVKrEnoYmKXLIs8mSqWS8vJykpKSKCsrY/To0e1u5+3tTVFREXv27AHAwcEBHx8fIbPa0NBAWVkZP/zhD7l79y6ffvopYG412rVrF8nJycIYmCvMpk+fzv79+ykpKWHz5s3861//EtwGRHoXMXMq0us8ixmxgURfyu4NNPpbZUFKbgoOcgecFOYsj+X2aMs5fvv6b5GePEmcpcy8l4NTJycn3N3d2bRpEzKZjMWLF6NUKnF1dWXr1q14eHjYZDebmprYtWsXRqMRe3t7fHx8sLOzQ6lUIpVKkcsf/XPq6+uLk5MTmZmZnDlzhiFDhuDs7ExjYyM6nQ6VSgVARkYGU6dOJSQkRMje6nQ6Fi1aRGlpKdevX2fe3/7KoM2biUpM5JqVLUJzczMRERE0NDSwZ8+exwbMA4HuEF/qSzwLpcsiA5snFQTz9fUVnrPe3lok7E9/+pP5jjqT92Pr4Ob/R2zAUFj6mo2XqZ+fH6+++qrN8S2tTNbzephOgEjvIAanIiIinaI/KOn2V/pTr21JSQlnLp9BJVcxInYEZbll1GhqAKiOrObSpUvk5eWRnJzMsmXLhGxgeXk5L730Ekqlsl0xovfffx8fHx9hO4tFUnZ2NgDz588XepY6ivVFyYwZM2yea+3lDN9duLTnWfryyy+3u+3ixYsB8PDwEJ6LiYlh4sSJHDt2DDBflN28eROVSkV1dTUAWq1W8Ae2lLZ5eHggl8uFLMHDuHPnDufPn8dkMgm9VSL9m2ehdFlE5KlQZ8IXvzF7mDp5m+1jvvgNzP2DTYD62GNc+Mjsgeo+FCa/1vF9RboNsaxXRKQTGI1GfvSjH5GYmEhLS8tTHcNywXvkyBEqKiq6cno9QsS8hTQ3NtCo15ttZfT6Pp3d628EjBlP3Bv/wZo//pW4N/7jqQLT7Oxsvv76awDS09O5d+8eBw4cICkpie3bt3fJPE0mE9PjpuMU7ERZbhlN+iZGzx3NoMhBmPJNTJw4kZCQEOLj41GpVEI2cMGCBUKg2R6tt9Pr9dy8eZOEhARWrVrFqVOnumT+3YnuQhbFP/13CpYupfLXv0F75RskEgmBgYGcPXtWCEYBvLy8KP62ZNOSOX2ULZN1L1ZmZiarV69m1apVXWrlJNJ7PAulyyIiT8WFj8yBqb0zSKTmW4XKPN4RLMGt7oFtcKvO7N55izwWMXMqItIJNBoNDg4OvP/++50+VkZGBiNHjrTJtPQH+lN2T8RMU1MT3t7exMXFdZl0/uDBgxk9ajR/KPkDJdkl2NvZk304myZjE0vGtfXzfFQ20HpOrberrKxEo9GwZcuWLpl3d9Oe2mrL+XO4BPjj5uaGTqcjICCAq1evAhAdHc3+/fs5ffo0AQEBzJkz55HHDw0NJSUlhcjISEJDQ0lKSsLPz6+Nj7FI/2Wgly6LiDwVlYXmoNIahco83hGsg1v47vbCR2L2tJcRg1MRkU7w17/+ldzcXF577TVaWlpoaWlh8uTJ/Nu//Rt1dXX89re/pbq6Gh8fH/74xz+SkJBAUlIShYWFfPjhh/zxj38E4O7du+Tk5PCf//mfTJ06lUuXLvHhhx8il8v52c9+xq9+9as2XpF9CbFvuP9gMpmoqalpUzraWTQaDc8//zwr/Veyf+x+7lXcY3LsZFaOWknkoEh0Op2Q4WvvdR8mRtR6Ozc3N/z8/Fi+fDlgtnjpy7Sntjpv+Ajk3+QA8POf/xz4rg/KycmJtWvX2hzDUirs5uYmlAtbxqZMmcJ4qYzKf36EQ3ERIf4BuIdHoFqwoNvfW39Ao9FQWlpKZGSkMFZVVUV6ejqLFy/m8uXLbeyznpSqqiqhJP1JSE1NJSYmpt8tSIqI9Anch5qznZagEqBJZx7vCJ0NbkW6DTE4FRHpBD/+8Y957733+P3vfy8Io2zYsAG9Xs/OnTuZOHEia9assbkob4/AwEDGjx/Phg0bCAkJ4d133yUzM5PIyEiampr6dGAqYlarzczMRCqVUl9fj6enJ9OmTcPb25tz587h4uLCrVu3hAvR5ORkG3/Z7kapVArKtOXl5bi6ulJcXExoaKjg2dlZZDIZ27dvp6WlhaQNSVy8eJH8/Hyuqa8hHS8lIiKC+vp6du/ebePvaT3Hh4kRWaNSqRgxYgRJSUlIJBKCg4OZOXNmp+ffXTQXFyHz9LIZ60q1VdEH89H4+vo+8u9nVwSnT0NXVSyIiDyzTH7NXIYL5qCySWf+N+vXHdu/s8GtSLchBqciIl1AYWEhf//732lsbKS8vJz79+9TXFzMihUrAHNfmDWPC1YXLlzIxx9/TFlZGdHRYnlJf0Amk7Fq1SpOnz6N0Wjk6tWrzJ49m9u3b7Nq1Spu3brVa3MLDg7mzJkzlJaWIpVKsbOzo7a2lqSkJBQKBatXr+7U8a0FhizExMQQExNjM2adEWwvG/goMSI3Nzf8pvjx8/SfU1xbjH+wPytHrSTKt28HYN2ttir6YJoXh86cOYNUKkWn0zFp0iSuXLmCXC5n2rRpFBQUMHv2bNLS0igoKGDQoEEA3Lx5k7KyMpKTk5kxYwYSiYSTJ08CMHv2bPz8/Dhw4ABTpkzh7bffZuTIkUybNo2zZ8/yyiuvsGPHDqRSKU5OTigUCnbt2oVOp2Pp0qXCsVoLfH3wwQf4+Pjg7W3O2GRkZFBRUUFQUBCzZs3izp07ZGZm0tTUxHPPPceECRNIT0+nsrKS2tpa3NzciIuL67VzLSLSE3Sk356gaLP4kbWg0axfd7wkt7PBrUi3IQoiiYh0Abt372b16tVs3rxZuPAJDAwUhF4swWhzczMAubm5bY4hlUoFUaXg4GAqKys5deoU8+fP74m3INJJLBebLi4uuLm5UVxcTFVVFc7Ozm1sRno6a2Jvb8/69euJnjAOh5J87I0tSPKu873nJnU6MO0p2vNQ3Zi1kSxN71rSPA731asx1esx1NVhMhrNt/V63LvovIs+mGakUimrVq1i5MiR3Lt3j1dffRUXFxc0Gg0AtbW1lJSUkJiYKCykjBw5Eh8fH+Lj4wkJCSE9PZ21a9eydu1a0tLSsLe3p7GxkdzcXCZOnEhUVBR6vV74Gy+VSpk/fz7Dhg2jqKiIFStWMG/ePM6cOfPQedbU1LBw4UJh0TE4OJiEhATu3btHTU0NQ4cOJT4+ng0bNnDx4kVhP19fX9atW0d1dfUjFZtFRPoChw4dEtozzp07x9WrVwW/0cOHDwNmdXGLL/OVK1cAs2BfZmYm27dvp7S0lI8//pjk5GQyMjLaf6GgaFi+FV4/Zb59kl5RS3Cr8oK6cvPtkyj9inQbYnAqItIFREdH849//IM33nhDCERWrlzJhQsXSExM5O233wYgMjKShIQEQTnVmueee46NGzeydetWAKKiopDL5bi5ufXcG+kjHD169LHZ5b5G6xVePz8/jh07xrhx4wBz2WptbS0tLS29ospcdD2H9K0fo6+uQiqTo6+uIn3rxxRdz+nxuTwN1h6qEokEJ4UTDnIHUnJTentqj6S71Vbt/AMw6vU2Y8+iD6ZlccjZ2dnmvo+P2dLK0vsPPNJ6yN7eHnt7e+H77O7ujpOTE0ajkePHj6PRaITju7ub/Z1dXFxwdXVFKpXi6+vb5vttvRjl5eWFQqEQHlvm4u3tTVVVFaWlpWzdupUtW7Zw//79dt+fGJyKdBXZ2dmPVEt/EpKTk4X7YWFhgsjb7du3KSkpITo6mvj4eBQKBUVFRQ9diHFxcWHt2rWUlZUxadIk4uPju6+CrDPBrUi3IZb1ioh0gqFDh/K///u/AO2qav7tb3+zefzGG2+02SYpKQmAuLg4m3ItqVT6WKXOgcq8efN6ewqdZvz48SQnJws+mBMmTCA1NRVfX9+H9lN2J5ePHsLOXin40VpuLx891C/ErIpri/FysO3dVNmpKK7r+xnC7lRbFX0wzVgvDrVXCujq6ir0XVuyqa0xmUw0NjYK9wECAgLIyMgQbItOnDjBiy++CCB40wJUVFRgNBopKyvD3d29wwJfGo2GQYMGUV5ezuTJkzl06BBxcXE4Ozvz7rvvPvI9iYj0VQICAkhPTxeqhx48eMDx48eRSCQ0NTXh5+eH0Wjk1KlTGAwGm4UYT09PAMaOHUt6ejp79+4lLCyMESNG9NbbEelhxOBURKQP8WXmHs4f3sulczcpqqzhP//8370yD5PJxOHDh9Fqtcjlcl566SWOHz+OVqvFzs6ONWvWkJ+fb9OfNWzYMJKTvVprjQAAIABJREFUkxk8eDCFhYVMmjSJyMjIh243ZMgQ1Go1EyZMoKSkhLKyMp5//nmGDx9OcnIy69atQ6/Xk5qaSktLC/7+/kyfPp1PPvkEAB8fnz5T8mzdcxkeHg7A/fv3GTduHCW517h89BDV5Rr8vH2JGBlNwEsv9fgcq8s1qNzcbcYUDg7U3C/r8bk8Df7O/mjrtTgpvgvsdc06/J2erQxhayyZ2codO2guLsbO3x/31T95ZvpNO4qzszNDhgxh8+bNNgJJfn5+pKSkMHXqVGJjY4XKlVmzZgHmi+xr167h4ODAnTt3GDFiBLW1taSmptpkMB0cHEhJSUGv17NkyZIOC3wVFhaSlZVFUFAQLi4ujB49ml27duHr6yvaAYl0CwaDgd27d2MwGLCzs2PkyJGcOnWKgoICJBIJixYtws3NjZMnT6JWq5HJZKxYsYIbN25w5coVmpqamDNnDiEhIZSUlHDo0CE8PDyor68HzN7UBw4c4OrVq1y/fp0NGzZw+PBhmpub8fLy4vvf/z4+Pj6kpKQ8ciFGKpUyd+5cDAYDmzZtEoPTZwgxOBUR6SN8mbmHr3ZsxSSXETExhPDGFi7t2YlCIef56GU9Opdbt27h6urKwoULuX37NpcuXUKlUtn4Ylr6swC2b9/OsGHDAHM5z5w5c9i2bRuRkZHCdmq1mvfff5+NGzcC5szi7Nmz+b//+z9+/OMfYzKZOHToEMOHDxfmkZGRwdSpUwkJCcFkMlFQUEBQUBCxsbGP7Nu0to+wVuM8cuSIkPXoTgoLC/nyyy+ZPGYk6Vs/xs5eicrNXSiljV23ocezla7evuirq4SMKUBTfT0ug3x6dB5Py8pRK9mYZf7sqOxU6Jp11LfUs3LUyl6eWe/zrPtgtrc4BBAbGwsg/G2aPXt2m33nzp1r8zgkJMTmsbu7exsfa92FLCqzLtJcXIRdRSUjVq9mxu9+1+bYjxL4AgQhMGsiIiKEv1e6C1kU//TfGVpchJ1/ALrVq9vdR0TkScjNzcXPz4+YmBgOHjxIY2MjNTU1xMfHc//+fTIyMpg0aRKVlZUkJiYKv7Xjxo0jIiKChoYG9uzZQ0hICKdOnWLlypU4ODjwl7/8BYDMzEyio6OZM2cOv/71r7Gzs0OlUqFUKjEYDBw7doxFixY9diHm5s2bXLhwgebmZsLCwnr0HIn0LmJwKiLSRzh/eC8muQyp0g4AidIOY4N5vKeD0wcPHnD16lXy8vIwGo3cvXuXV155xTwvq/Iye3v7NmPe3t7IZLI221n3cVlv5+XlJWQVLCuvFrRarY0f59ChQyksLGTv3r0MHz6cCRMmtDt/a/sI6+C0JwJTMJd7b9iwgQN//mOfKaWNmLeQ9K0fA6AEGvV6mhsbiJi3sEfn8bRE+UbxZtSbpOSmUFxXjL9T/1DrFRlY9JR1j2gRJNJdVFZWCr3OgwcPprGxEbVaLfSMOjk5tfntBbOA0fnz5zGZTOh0OgAaGhpwdXUFvivHtZTw1tXV4eDggE6nY+7cuVy6dAmZTMasWbNwcnKyWYixEBsbS3p6OmAOhi2aDSLPFmJwKiLSRzBW6ZGoFDZjEns5xir9Q/boPjw9PZkwYQLTpk0D4Nq1a218Mdvrz4K2vVGW7RobG6msrGTnzp2cPn2aUaNGoVAokEgkpKenExQUxIMHD9ixYwfnzp2jqamJ5uZm/va3vzFkyBBWrVpFTU0NhYWFGI1GPvroI9577702HqNr166ltLSU/Px8oc8sOTmZ+fPnc/jwYRITE6moqODw4cO0tLQQEhJCTEwMJ06coLCwEKlUytKlS3F2dqaz9KVS2oAx44ldt4HLRw/RYmjB0dWNiHkL+0W/qYUo3ygxGBV5LNnZ2UyYMKFDfZomk4mdO3fS1NTEq6++2sb2qzWtrXualUoKq6ux62LrHtEiSKS7cHNzQ6PRMGLECDQaDV5eXoSEhAiLt5Ye0LNnzzJ58mTA/D3JzMwkPj5eKLMFs9BfTU0NSqVSEALz9PTEw8ODb775ht///ve4u7tjMBhYvHgxOTk5ZGdnP1rgqKkOdq/7zh5m8muiUNEzhhicioj0EaRujhjqGpB8mzkFMDW2IHNzfMRe3cPIkSP5/PPP2bJlCwBTpkxp44vZXn9We1i2e/DgAWPHjuWVV14hJyfnoWq8UqmUKVOmEBwcjFarRafTkZWVhZ2dHZMmTaKlpQWTyYSnpydarRaw9RjNz88XSoQmTpzIlStXiI+Pt3mNEydOEBcXh6urK59++ik1NTXcvXuXhIQEIfDuCvpaKW3AmPEEjBlPeno6savXPn4HEZF+SHZ2NmFhYY8NTk0mE3V1ddjb27exVLIswrWmubgImed3wlyNBgN5DQ2EdLF1T+vXgWfTIkik6xk1ahS7d+9m27ZtODg4oFQqcXJyEjKn48ePZ+LEibi6urJp0ybkcjkrVqwgNDSUpKQk/Pz8hN/YmJgYdu3ahaenp5BBnTFjBgcPHsTOzo7Dhw8TFxdHWloaVVVVtLS0PLo0XZ0JNSWgewBO3ubbL34jWrw8Y4jBqYhIH+G5BUv5asdWjA3mjKmpsQVJi4HnFizt8blIJJI2JbAjR460eRwSEtKmP8s6CLTct2ynVqvJy8sDYMWKFYDZ/zUxMZG0tDQAli9fTl5eHnPmzCE7OxsnJycmTpyIvaGZqitZHP8qjVsPKhkyahweHh7U1tYCth6jDQ0NjxUS0Wq17N+/HzCXJdXU1DB9+nT279+Po6Mjs2fPtrF7eFqsS2kVDg401df3q1JaEZG+wrFjx5gwYQJ1dXV8+eWX/OAHP2D//v24u7tTUFBAS0sLCxcuxGg0otFo2LJlC5GRkQQEBLSpkkhNTUWhUKDValGpVBQUFHDgwAECAwO5ffu2IPhy+fJlNBoN9vb2LFmyhIaGBvZW16AsK6dWKmXR8OHk3L+PWvuA/cDrOh0qlapL3q+dfwAtWq2QOYW+bRFUVVXFyZMnWbJkyRPtl5qaSkxMDB4eHt00M5HWyOVyoU3HmpiYGJvHrd0CZs6cycyZM23G/P39ef31123GVCoVK1euNAeaFz6CTzbxkvtQmNWBDOiFj0AWA/bfVi5Zbi98JAanzxBicCoi0kew9JWeP7wXY5UemZsjzy1Y2uP9pt2JdSaioaFBKAsuLy8nODi4zTYSiYSi6zlkHzuMj5cXuuYWvByVDKq9j17l2O5xO4Knpyfz5s3D2dkZo9GIRCKhpaWF0NBQMjIyuHXrVpf0uliX0tbcL8NlkE+/K6UVEekLBAQEUFRURF1dHc7OzjQ2NqLT6Vi4cCGxsbFUVFSQlpbG0qVL8fX1Zd26dUilUvbs2dOmSsJyvBdffJGqqirAbOWVnZ2NUqlk2bJllJSU0NTUREJCAt988w0XL15k3Lhx2E2ayIu3bnGzsYlbWi1jHR2pUihY94c/dFlgCs+GRVBXVaiI9EHUmeaMp0L1ZBnQykIY1Kq0XqEyj4s8M4jBqYhIH+L56GUDKhh9FBKJhDt37lBaWvrIPq/LRw8ht1OgUCpxcrbj/LUblD6oQFFSxtzFj1+ld3V15ZNPPrFZBZ4zZw6fffYZBoMBqVTKihUr+OSTT2hubgbMGdyuwlJKKyIi8vQEBgZy7NgxwFx2ePPmTVQqFVeuXCEnJ+ehC1TtVUkADBkypN3tLePWojEW2ysA/6gofJYspeyDD1Dn5SEbMwbXiRO7vA+0r1kEFRUVcfToUezs7AgLC6OqqorZs2eTnZ0NmBWTKysr2bVrFzqdjqVLlyKRSDh9+jSxsbGo1WrUajWxsbF88MEH+Pj4CBUvGRkZVFRUEBQUxKxZs7hw4QLffPMNcrmcuXPnCv8PIv2ICx+Zg8onzYC6DwVTq5afJp15XOSZQQxORUREeoT27B6ee+65drez3uba7i2Ejx4pXHzOnzoZk8mEvrpK2LY9GwnL2NKl35VFW2wcPDw8WLNmDUXXc7h89BCf/O4XuHr7illNEZE+ikqlErKmgYGBpKSkMGnSJLKysvjBD35ARUUFBw8eBMx960ajEalU2m6VxMWLFx8azFrG3d3dhTaE0tJSoexUIpGgmhzFYO9BNKrVBERGcuPboLnL33Mfsgi6ffs2zz//PEFBQRQUFAgZZ2vq6+tJSEigtLSUM2fOPFT0pqamhvXr16NQKEhNTSU4OJhFixaxc+dOampquHnzJq+++ip2dnZidrW/Ullozpha05EM6OTX4OI1aKw1b9+kM/+b9evum6tIn+PRsnQiIiIivYyrty9NrSxmukJUqOh6DulbP0ZfXWXjQVp0PadTxxUREekenJyc8PHxwc3NDZ1OR0BAAH5+fiQlJQkZPIDQ0FBSUlK4fv26UCWxZcsWduzYIVRHPA4/Pz/kcjmbN28mJyeHSZMmPXRO9fX17N69u40V1kAiKiqKa9eusW/fPpvA3jp49PHxQSqV4uvrKyi3tredl5eXTU+/JTPq7e1NVVUVsbGxHD58mIMHDwqWJSL9DPeh5qDSmo5kQIOiwcUPVF5QV26+FcWQnjnEzKmIiEifprtEhS4fPdRnPEhFREQez0svvSTc//nPfw6Ye0VbM2XKFKZMmSI8XrNmjc3z1mqhbm5ugoiPdeUFwIIFC2weK5VKlixZgu5CFvIdOxhaXETp/lSWrF7dZzKc3YVSqWTBggXU1tby2WefCVZb5eXl+Pj4CPeNRiNlZWW4u7ujVCqFgL28vFw4VuustUajYdCgQZSXlzN58mQcHBw6bjsi0jeZ/Jq5xxSePAOqcILlW7t3fiJ9mk5lTiUSyTKJRHJNIpEYJRLJpFbP/YdEIrkjkUhuSiSSuZ2bpoiIyLOKRVTI0dUNfXUVjq5uxK7b0OkAsrpcg8LBwWastzxIRURE+ge6C1mU/+kds5KupxctWi3lf3oH3YWs3p5at3Lp0iWSkpLYuXMn4eHh1NbWsmPHDpvMpkqlIiUlhc8//5zp06ejVCpRqVRs3bqV+/fvP/TYhYWFbN68GV9fX1xcXDh06BBJSUmcO3eujUq8SD8hKNqc8RQzoCJPQWczp1eBJcA/rQclEskYYCUwFhgCHJdIJKEmk8nQydcT6WE6I/MuSsSLdBXdISrU1zxIRURE+j6VO3YgcXAULF5kTk4Yvh0fyNnT1tno9tTMW/tJA0RHRxMbG2szZun9B9r1vLTOkIv0Y4KixWBU5KnoVObUZDLdMJlMN9t5ahGQYjKZGk0mUwFwB5jcmdcSERER6Uoi5i2kubGBRr0ek8lEo14vepD2I6qqqigoKLAZU6vVpKent7v95s2be2BWIgOd5uIipFYLWmC2emkuLu6lGQ0cdBeyKP7pv1OwdCnFP/33AZ+NFhERaZ/u6jn1A85ZPS7+dkykj9GePLxarUYmk7FixQoAzp49S3l5OcOGDSM2NhaNRsPhw4cxmUxMnjyZsLCwdsdERPoyogdp/8YSnFr8cUV6l+zsbCZMmPDEnsP9DTv/AHNJ77eZUwCjXo+dv38vzqr/YymXljg42pRLe//qrQGdkRYREWmL5HEy3RKJ5Djg285TvzGZTJ99u0068KbJZLr47eN/AOdMJtP2bx9vAj43mUyftnP814DXAHx8fCampKQ8/bsZANTV1eFk9aPX3Xz99dcMGTIEX19ftFotV69eZebMmYKy3pkzZwgICGDo0KEcOnSIhQsXcuLECZ577jkcHBz4/PPPmT9/Punp6W3GvvrqK8LCwnBxcemx9/Ms0tOfGZH+z0D4zJw6dYry8nKcnZ1xcnJCp9Ph4OCAi4sLo0ePJi0tDTBbgjz33HMcPnwYV1dXKisrCQ8PJyAgoJffQf/jUZ+bo0eP8sILLzzSs3ggYNTrabl3D6RSkMrAaACjEfngwW0yqgOZuro6vv76a2JiYh67nfVnJjMzs93rguaiIkwtLUhkMmHMZDAgkcuxE7+rzxQD4fdJ5PHMmjXrkslkalcG/bGZU5PJ9L2neM0SwPqvif+3Y+0d/yPgI4BJkyaZWvcmPGukp6e36c/oTiZOnMjp06epqKjAx8eHgIAAJk/+rgK7urqaGTNm4OnpKRho5+fns3ChufSxsrKSqKgoCgsL24zV1tYSHR0t9px2Mz39mRHp/wyEz0xQUBD5+fmMHDmSS5cuERcXR0ZGBgaDgcDAQOzt7YmNjcVkMiGRSLhy5Qrx8fE4ODiwbdu2fv/+uwKTycTBgwfRarXY2dkxbdo0Tp48CcDs2bMZNmwYmzdvFnoE33rrLd555x2Sk5MZPHgwhYWFTJo0CR8fH86dO0dhYSERERF88803rFu3DoAtW7awZs0aZFZBR39HdyGLyh07aC4uxs7fH/dnQK23NVVVVTQ1NT32e2T9t8ZkMlFVVdXudUHB0qXIPL2QWC1umIxGDFotwXvb5DVEBjAD4fdJpHN0V1nvAWCnRCL5M2ZBpBHAhW56LZFO0Foe3tHRUQhOLdnT1mVaSqWSqqoqnJ2dqaysRKVStTsmIiIi0t1UVlYKPomDBw+muLiYoUOHUlhYyN69exk+fDgTJkzA0dERV1dXgAGf3esoubm5qFQq4uLiMJlMJCUlsXbtWgC2b9/OsGHDHrpvWFgYc+bMYdu2bSQkJODr68u6deuQSqXcvXuXiooKjEYjHh4eAyowBVBNjhrwwWh7LT+zZ88W/GSDgoKorKxk165d6HQ6li5dikQi4eTJkyxZsgS1Wo1arQbggw8+wMfHB29vbwAyMjKoqKggKCiIWbNmAWK5tIiIyHd0KjiVSCQvAe8Cg4DDEokk22QyzTWZTNckEslu4DrQAvxYVOrtm1y6dIkbN27Q1NTE9OnTKSsrY9OmTcjlcqHntDWzZs1i7969GI1GoqKikMlk7Y6JiIiIdBdSqRSj0Yibm5sgjKTRaADzwprlovfDDz9kwoQJ1NfXU1NTg4ODA0ajsdfm3ZfQarVCebNlEdLe3t7msYXWLUDe3t7IZLJ2e0zHjx/P1atXMRqN7aq6ivR9bt++zfPPP09QUBAFBQVUVVW12aa+vp6EhARKS0s5c+bMQ/1Ia2pqWL9+PQqFgtTUVIKDg1m0aBE7d+6kpqYGFxcX3FevpvxP72DALDBl1Osx1etxX/2Tbn6nIiIifY1OBacmk2k/sP8hz/0B+ENnji/S/TxOHt5a5t0iEz948GDWr19vs117Y+1JxIuIiIh0Bd7e3pw4cYLKykrs7OzYsmULbm5uuLq6UlJSwokTJzAYDEL2z9HRkfT0dDQaDTNnzuzl2fcNvLy8KC4uJjQ0FJPJZFatbmwEvgtGTSYTLS0taLVam31bB6WWxQKpVEpQUBCZmZmYTCbxXPdToqKiOH36NF9//TWRkZHCuKVMHsDHxwepVIqvry8VFRU2+1svZnh5eaFQKITHlkoHb29vqqqqcHFxQTU5Cu9fvdWqXPonAz5DLSIi0pbuKusVecbI0mSRkptCcW0x/s7+rBy1kihf8UdF5Om5fPkyERERXXKs9PR0goKCCAoK6tD2VVVVVFZWPpNKsMnJye36FXaUhoYGCgoKGD16NABHjhzhxRdf7PScLCWjFpRKJQkJCQ/dx9pLEWDDhg2dmsNAZOTIkdy8eZOkpCQUCgWxsbFs3boVQMg8h4eHs3nzZkaMGPHIY4WGhpKSkkJkZCRjxozBx8cHo9E44NV7ByqtW36cnZ0BKC8vx8fHR7hvNBopKyvD3d0dpVJJXV2d8JyF1p8BjUbDoEGDKC8vt9G4eBbKpUVERB6PGJyKdJjU1FRiYmLaCBlkabLYmLURB7kDXg5eaOu1bMzayJtRbwoB6sP2FRF5GB0NTq1X8rsK0abk6WloaODGjRtCcNrZwLSznMvXsvUrNXcr9AR6OLJuahBThnn26pz6ChKJhEWLFtmMhYSE2DyeOHEiEydOFLYHbBYvLPenTJnCeKmMyn9+REFxEQ+MRqLWiwsC/ZXWLT/Z2dns2LEDBwcHYRuVSkVKSgp6vZ4lS5agVCpxdXVl69ateHh4PFRxtbCwkKysLIKCgkQ1fxERkTaIwalIp0nJTcFB7oCTwvxDZLlNyU0Rs6ciqNVqMjIykEgkGAwGli9fLpRX2tvbs2TJEvR6Pfv27UMulxMSEoKjoyNlZWUkJyczf/58ioqKyM7OZujQoZSUlBAfH09ycjJ+fn7U1tYybdo0Pv/8c1paWhg1ahQzZsygvr6eTz75BLlcjkQiISgoiOzsbIxGI5GRkUI21dPTU+iX9vHxYcGCBVy6dIm7d+9SVFTEq6++yqlTpygoKBAu5t3c3Hr7tLZLR9RXi4uLOXr0KHl5eURGRhIREcGtW7dIS0vDx8cHg8EsD2CdrbRkUx88eMChQ4cAGDVqFFFRUWzfvh2j0YijoyPLli3j0qVL5OXlkZyczLJly/jkk09ITEwkPz+/zVxaq75GRkaSkZHBnTt3aGlpYeHChUIJ4NNwLl/Lfx+6jqNCziAnex7UNvHfh67z9sIxYoDaxVj7VJ5vbKKyuhp50mZ03t5iNqwf8riWH6DdCovWix3p6ekkJiYKCscTiouw8w94JhWORUREOoYYnIoItKfOp1arkclkgjjS2bNnKS8vZ9iwYcTGxqLRaDi99zROdk74jPbBa5gXugodhecKudZ0jW88viEsLEx4jRs3bpCZmYlCoWDatGmPLRUTGRiYTCbWrl3L1atXuXDhAk1NTSQkJPDNN99w8eJFHB0dmTRpEuHh4W2sP4xGIwcPHiQxMZHS0lJKSr5zpRo1ahQBAQE0NzcTHx+PRCIhOTmZKVOmCL1SYWFhbNu27aFzc3R0FIKwffv2odVqmThxIu7u7syePZuysjJqamqIj4/n/v37ZGRk8P3vf78nTtsT0xH11bS0NGbPns3zzz/Ptm3bCAsLIyMjg4SEBOrr69myZctDj3/8+HEWLlyIl5eX0FP2yiuvYGdnx8mTJykoKGDixIlUV1ezZMkSm33T09PbVYK1Vn2NjIxkypQpzJgxg4qKCtLS0li6dOlTn4+tX6lxVMhxVpp/6iy3W79Si8FpF1O5YwcSB0dkTk5Md3ICf38MdXVU7tghBiG9THdUlzwJ1gsXMk8vWrRayv/0Dt6/ekv8bIj0Os3NzRQXF9PQ0NDbUxmQKJVK/P39sbOz6/A+YnAqImCtznfv3j0KCgpITEy0ETYICQlh4cKF/Otf/yI2Npa0tDQmz51MLbUUnSzCY6gHJdklDJ4yGB8PH86fP8/YsWOF/W/cuMGyZctwc3Nro/4o0v+w2AqEh4c/cjtL9svX15eTJ08KK/JDhgxBrVYTFRVFeno6e/fuJSwszGbRQq/X4+rqyunTp/FvZSswZMgQwFyG+8UXX9Dc3IxWq0Wn01FUVMTw4cNtXt8ay+dPr9dz+PBhGhoaqKqqora21ma7Bw8eoFarSU5OBujT5uAdUV8tKyvj2rVrlJaWotfr0el0SCQSFAoFCoUCR0fHNse1PldeXl7C8Zqamjh48CA1NTXodDo8PDzw9Hx40NeeEmxr1dcrV66Qk5PTJRfTdyv0DHKytxlT2cu4W6Hv9LFFbGkuLkLm6WUzJnV0pLm4uJdm9GxRW1trUwEyduxYvvrqKwAmTZpEbW2t8Pd6/vz5DB48mD179lBXV4dcLmf58uXC97OrsV64AJA5OWH4dlwMTkV6m+LiYpydnQkKChJ75LsYk8mEVquluLj4idqkRLM3EYGoqCiuXbvGvn37yMvLs7nItXxhLT5llhWQ+vp64ifF02hqxORgorm+GZ1eh0Fp4JWxr+Du7o5OpxNeIyYmhtOnT5OamtpG3U+k73P58uWn2u/evXuAOTCaMGGC8Li0tBQPDw8kEglz585l8eLFpKWl2ezr6OhIdXU1JpOJBw8e2Dxn+VxmZWURHR3NrFmzKCsrA0AmkwkXYxaLEaVSKQSfFsGOnJwcRo0aRXx8vPCZtyiPAnh6ehISEsLixYtxcXHhpZdeeqpz0FFyc3Opr69/qn0t6quAjfpqY2OjEGD6+voyZ84c4uPjef3113FxccFkMtHU1ERNTQ16vTlws5wrvV4viJyoVCpBtdVkMnHnzh08PT1JSEgQekytz5017c0F2oqlZGVlER8f3yXZ6UAPR3SNti5mukYDgR5tA3CRzmHnH4BRbxv09xWfyuzsbOFvQWfozHezu7FUgCQmJtLY2IhWq8VgMLBq1Sr8/Py4efMmCQkJrFq1ilOnTgFmRf2EhATGjh3L1atXu21uzcVFSFsteokLFyJ9hYaGBjw9PcXAtBuQSCR4eno+cVZazJyKCLRW53N0dBSU9CwXk62/vEqlkhHKEfws8mf89tRvqaIKV5Urr4e+TuSgSLIrs1GpVML2rq6uxMXFUVRUxFdffcXChQt77g2KPJb2ejIzMzORSqXU19djMBgICwtj9+7dGAwG7OzsGDlyJIBNX2ZcXBwSiYTU1FTq6uqoqanhv/7rvygoKGDJkiWkp6ej1Wo5f/48cXFxvP/++5hMJrKzsxk8eDAZGRm4urqybds2QTn33LlzzJgxg6KiIr7++mvAXCo6bNgwhgwZwu9+9zuMRqPwR7C5uZkTJ06QlZVFbGws586do7a2lq+++orbt28L6pPBwcHs37+f3Nxc4TxYbEr27NnDsmXLcHJyYufOnVy/fp2hQ4cKAjEd5UnK6nJzc/H29rYRHukoHVFfnTVrFu+++y4lJSU4ODiwYsUKoqOjSUpKYvDgwUJmeOLEiezatYvAwEDhOzxnzhwOHDiARCJh1KhRjBkzhoyMDEpLS7G3t8fT0xMnJyfq6+vZvXu3TYDZ3lzaw8/Pj6SkJIYOHfrE778166YG8d+HrgPmjKmu0YC+qYV1U0M7fWwRW54Fn8rOfDe7m9YVIB4eHkLFSGVlJRqNxqZk32g0cuzYMcrLy2lsbGTUqFHdNjc7/wBatFohcwp9Z+FCRATaXtuKdB0uDFxwAAAgAElEQVRPc27F4FREoLU6X1lZGZs2bUIulws9p62ZNWuWUEr0/9b8P8LDw7k3+R5Hjhwh73QeUVFRyGQyYfv09HSKi4tpampi7ty5PfXWBjyt+4Vra2ttBHwA9u3bh5OTExUVFYL6YnNzM2vWrEGhUHDq1ClOnTqFyWRi2LBh1NTUkJKSglqtZvXq1eTm5nLjxg3eeecdxo4dy5gxY3jvvfe4fv06DQ0N1NTU0NLSgoODA3//+9/56U9/ik6n48UXXyQ/Px+1Ws3bb79NaWkpWq2W+Ph4pFIpYWFhLFiwgObmZkG8KDk5mdWrV3PhwgWcnZ0ZN24cO3bsYPjw4YIZfHx8POnp6QCMHz+e5ORk7t69y5///Gd27dqFTqdjzZo1PHjwgLKyMkpLS3nnnXdYvHgx//znP5FKpZw6dYoVK1awfPlyQehHo9EQEBCAVColpySHLb/bguNERwYFDmKovTkw/fzzz9FoNJhMJpYuXYqrqyubN28mMTGRqqoq0tPTWbx4MR9//DG+vr7Y2dkRFRXF4cOHaWlpISQkhJiYGC5fvsyVK1doampizpw5eHl5cefOHe7fv8+YMWMIDw/nwIEDNDY2MmjQIBYsWPDIz0FH1Ff9/PyYN28esbGxwtjIkSOFRQYLI0aMaNMT7uXl1ca+5fXXX28zD0tvKXxn6RISEtJmLu2pvsbFxbU53tNa20wZ5snbC8e0UusNFftNu4G+5lNpMBjaLKJZvrcWIbZvvvkGV1dXvLy8+Pjjj/nlL39Jeno6oaGhZGVlIZfLBY2FiIgIm+/muHHjSE1NpaWlhZEjRxIdHc327dtZs2YNJ06coLm5mXnz5glj77//Pj4+PpSXl/PSSy/h6+vbpe/XUgESHh7O3r17CQoKIj8/HwA3Nzf8/PxYvny5cG40Gg3Nzc0kJCRw6dKlNu0MXcmzsHAhItIZ/v73v/PBBx+g0Wj41a9+xVtvvdWh/dRqNWfPnuWVV17p5hn2LGJwKiLwOHW+xYsXC/ctF4uDBw9m/fr1Ntu1N2bZ9/nnn+/KKYt8i3W/sEajEUojLQI+M2bMoKmpiWXLlnH16lWuXr3K2rVrycjIIC8vDw8PD2pqaoiLi0Or1ZKRkcG9e/cICwsjKiqK6OhonJ2dKSkpYebMmXh7e3P27FlWr16NTCbjiy++wNnZmXPnzhEdHS30Gfv6+iKVSmlsbMTV1VUwbLfmUX2jlZWVhIaGcv78ea5cuUJJSYnNZ7R132hxcTFarZb58+dz8+ZNbty4wY9//GNu3brFhx9+yMaNG1EoFFRVVfH2228L+6emprYR+gmdHcqR7CM01zejqFZQ6VBJ9p1sZmlm8b3vfQ87Ozvy8/O5ePEic+bMaff/Ra/XExMTg4uLC3v27CEuLg5XV1c+/fRTampqGDduHBERETQ0NLBnzx7Wrl3L8OHDBdulL774gujoaAICAvjyyy8pKioSSo8HKl1t/TJlmOczG4xmZ2dTV1eH0WgkJiam3ecnTJjQrg9laWkpkZGRbfZRq9W4urri7u7e5rm+5FOZm5uLn58fMTExHDx4EJ1O10aILSQkhGvXrlFfX8+QIUO4f/8+Go1GOFetNRasv5uHDx8mNjaWoUOHsn37diZMmICnpycPHjyguroaqVRKTU2NYJWi0+lYtGgRpaWlZGdnM2/evC59v+1VgFhQqVSMGDGCpKQkJBIJwcHBTJ06lYqKCrZv346Li0u3Wrr0tYULEZG+xvvvv8/x48fb6GpYaGlpQS5vG7Kp1Wp27twpBqciIk+K6DPY/URFRXH69Gm+/vprfHx82hXwGTRoEBKJBGdnZ6F32NnZmfr6ekH05+rVq1RXVzNp0iRUKhX379+noKCAwMBA4bXc3NxQq9Xcv3+fnTt34uHhgZ2dHcOGDcPR0ZH169djMBiora0VLFwCAwPZvHkzJpNJ6Am10LpvNCgoiM2bNwuvpdFomDp1Knl5eURHR9PQ0CAco7y8nODgYCFrMGXKFGpqagDw8TELch04cICioiJaWlp44YUXkMvlQpbA8trtCf38z+b/oaKqAlmLjGaPZlxcXVDIFKTkpqBDR35+PkajUdjPgnU/pUqlEi76tFot+/fvBxAyzSUlJZw/fx6TyWTTm23hwYMHHD9+XJiTn59fxz8U/RDR+qXrcXJyeqhgWXZ2NmFhYTbBqclkwtfX96GZPbVaTWBgYLvBaV+isrJSKGsdPHgwDQ0NwmOLENu0adNIS0ujsbGRqVOncvfuXUwmk1Dt01pj4WHH9/X1pbKyksDAQAoLC5HJZMjlcvLz84XFJA8PD+RyOS4uLt2iCjp48GB+9KMf2YwFBQUJ9yMiIgTfaN2FLMp/8Utm9aCtS19auBAR6QxdfU37gx/8gPz8fObPn09iYiJ5eXn84x//ID4+HqVSyeXLl5k+fTqLFi3ipz/9KWC+Tjl9+jRvvfUWN27cIDw8nFdffZWf/exnXfQuexcxOBXpVsSLzZ6hdb9wSEgIL774IoBNoGihdabEIvozZ84ctm/fTmNjIxKJhJkzZzJkyBCzKvO3/cejRo3iypUr3Llzhzlz5hAaGsr48eM5c+YMe/fuRSaTMX78eJsSTqlUSnh4OJs2bcLf3x+ptK0WW2hoKEeOHGHQoEHCxWFkZCS7d+/mypUrwlhwcDBnzpyhtLRUOI4la2AwGATBHqPRiF6vJycnh9///vf85S9/4cCBA7i6utLU1MTUqVMB88W4RejH09NTEPqps6sjfEE4xZe/E+2wl9mjfqBGXacWfkRycnIA88omfCe01Po8e3p6Mm/ePJydnTEajUgkEj7++GPi4+MxGAxs2rRJOFfWYkxhYWFCdrk9oaGBxLNi/fKozKQFi7fsk9JeOeu+fftYtGgRKSkpNDc3o1KpmDZtmtCHGBkZSUFBAQqFAq1Wy4wZM8jPz2f27NlkZWVx5coV5HI57u7uFBQUcOPGDYYNG9anWzMsC1sjRoxAo9Hg7u7eRohNKpUikUhoaGggKCiIpKQkG0XJ1n8nrb+bluMNHTqUe/fuMXnyZNzc3Ni5cycRERHY29tz7tw5Xn755XaP1VuIti4iIk9Pd1zTfvjhhxw9epS0tDShvchCcXExZ8+eRSaT8f3vf5/33nuP6dOnU1dXh1Kp5J133mHjxo1t9uvviMGpSLfyrFxs9jat+4UrKiqEzGnrQLE9fH19cXJyYteuXchkMkaNGoW9vT0nT56kubmZsLAwwsPDycvLY+/evcydO5fJkydz5swZsrOzKSkpYcGCBdy5c8fmgtra6zIyMpJJkyZRXFwsqP5abzt8+HDB+sWa9i7QW5eNA/zoRz9CrVbj6elJZmYmLS0tvPXWW/zpoz/x4tsvUm2oZljIMH6y8CfUXKux6aduT+hH/kBOzrEcVA4qlC5KABoNjYzxHIOiScGWLVvw8fERXn/EiBFs3rz5odnNOXPm8Nlnn2EwGJBKpaxYsYLQ0FCSkpLw8/NDqVQK5+Hw4cOMHTuWGTNmcPDgQWGxIC4uDjc3t4f/R/ZznhXrl0dlJjtL63JWC9XV1ahUKhYvXiwIdPn6+goevwUFBQQEBPDiiy+iVqsBcynq9evXSUxMRCqVkpaWRnh4OIGBgYJPbV9l1KhR7N69m23btuHg4IBKpaKqqorNmzdjb28v+Of6+vrS0NCAXC5HKpU+smze+rs5ffp0UlNTMRgMhIaGChUS9fX1BAYGolAoOHbsWJvKit5GtHUREXl6evqadtmyZcLC/PTp03njjTdYvXo1S5YseWgJ8EBADE5FupVn5WKzt2ndLwy06TGzBIpBQUFCuZd1uV9MTEybfVr3HVsu6MAsjtNaMMciftMe58+fJzc3F4PB0G12LNbvDSBLk0X+6Hy85d4E2wWja9axMWsjb0a9yfo53wW4SqWyjdDP//zyf9iYtREHuQMqOxW6Zh3ez3mzavQqoma1vYibNWtWGxVa6/Ph4eHBmjVrbJ6fOXMmM2fOtBkbM2YMY8aMER6vXLmy4yegnxPo4ciD2ibhBx+e3vpFrVYL2b+e3Lejx7927Rr3798HzCXo8+fP59KlS1y+fLlTFx2ty1kteHh44O3tzd69exkyZIhQOWCNJUPf+liWCoW+kv3rCHK5vE0fVnvlzdbfWetFr/Y0Flp/N9tbOLMuq/vlL38p3Lf8LXBzc7M5dk8j+tGKiDw9PX1Na+128dZbb7FgwQKOHDnC9OnT+eKLL7rlNfsCYnAq0q105cWmSB9FnQkXPoLKQnAfCpNfg6DoNptNnTq13Qvi7iQlNwUHuQNOCnOWwHKbkptClO+jswRRvlG8GfUmKbkpFNcV4+/kz8pRKx+7X1fwrPZpt2f9omts5o0XBp71y7179xg+fDixsbGYTCaMRiNff/0169evp6SkRPDmfVJal7NaAt2WlhamTp2KRCJh27ZtjB8/XihTfVjwaSldtWRaLf2YA728vKvQXcj6VgSo53o7H4do6yIi8vT05jVtXl4e48ePZ/z48WRlZZGbm0tAQEC3Km33FmJwKtKtiD6DAxx1JnzxG1CowMkbdA/Mj+f+od0Atacpri3Gy8E2S6CyU1Fc17EsQZRvVI8Eo9Y8i33aarWajIwMJBIJEY3V3JUO5+vMU/i4u7D6hefwaNGSlHQAo9HIzJkzCQ4OtumfXLZsGXfv3uXLL79EJpMxadIknJycKC0tZefOndTX17N27Vrkcjn79u2jtrYWZ2dnoZqgvbHuJjg4GJPJxN69exk+fDghISG4ubkhlUptMp5PSutyVgvV1dV89tlnGI1G3N3dUalUhIaGkpKS8tDeV5VKxZgxY4QSeHd3dyIiIjhx4oSg3C3SPn21t1O0dREReXp685r2r3/9K2lpaUilUsaOHcv8+fORSqXIZDImTJhAfHy8KIgkItIRRJ/BAc6Fj8yBqb2z+bHl9sJHfSI49Xf2R1uvFTKmALpmHf5OfTdL8Kz2aZtMJtauXcvVq1epqqriisSPH/7wh0gkErZs2cKrr76KyWRi+/bteHh42PRPApw4cYJVq1bh6OiIyWQSVFNXrVrF6dOnyc/Px2AwMGjQIF5++WVOnz7N9evXkUgkbcacrLJK3YXBYBAsiD788EPGjx9PVVUVRqPxqbOm8Ohy1tZl99btANblqtbl8WNMMDjnKs3FRdxZvBhPTVmbEniR77CIXXk/pLfzg1//mjePf2mzj8UjubOkp6c/th+4I7YuqampxMbGDuj+dhGRp6G7rmktff7x8fFCu4BFN8TCu+++2+6+J0+e7NRr90XE4FSk2+moz2BycjLr1q3j9OnT/UJwQwRzKa+Tt+2YQmUe7wOsHLWSjVkbAf5/9u48rskzXfz/JyEECCCrgLKIyOYKqCgKKNVabbW4tq4o2nbOnE6n0+lpzyyd+Z4znXZ+nU5n6Xhqp9UCglZbW7VVWztWpYIrLlSpIAKiIPsmEJaQ5fdHzFMiuLKq9/v18gXcSZ7ciYTkeq77vi5p32iztpklwf13H2d/3qd9J1Vm71X7thynT5+WeuSq1WoqKytJTk4GjEV6nJycOuyfNBgMqFTGpVWm5ammViCm9h2NjY1m7URMFZ9vHOuN4LS0tJSEhAR0Oh1+fn7I5XLCwsL46KOPzPZN96Ubs38GrbZfZP/6M1Oxq0tvvtnp3k5dbW2P3G/7Fla309W2LnV1ddTW1ppVNhaEh8XD3Du7t4jgVBCEe+c0xLiU15QxBdCojeP9QF/uG71X/Xmfdk9WmTVlC8vLyxk6dKhULEilUuHu7s6KFSuQy+XodDp0Ol2H/ZMymYympiYpcwo330MZGBgotRORyWQdxnrajYW7jhVU8/zmU1ypacbHeSyjh/kSP2NGj8/jdm6s7CqzsEBmo3qgKrve7oRL+6xmYWEh6enpHDp0iIkTJ7JixQr27dtHdXU1CoWCBQsWUF5eTkFBAYFe3hz64QdKtVpcVTZkVVby5GBP5I6OfPnll5SUlPDoo4/i7++PXq9n586dVFRUEBMTQ2BgIAUFBVJGZNq0afj5+ZGQkICzszMxMTHs3LmT+Ph4kpKS8PT0pKGhAWdnZ77//nvS09NxdHQkNjaWa9eusXPnTrRaLUFBQURFRXU6Vltby2effYadnd1t+7DW1dVx6dIlEZwKgtAjRHAq9AqDwcCuXbuorq7G0tKSyZMnd3jj7ew2e/bsMXvjt7S0ZNu2beh0OqytrfH39yc0NJTvvvuOS5cuIZPJmDt3Lnq9nu3bt6NQKBg2bBjR0dG9/ZAfDhN+YtxjCsaMqUZt/PfIb/t2Xu30xb7RrrjdnhatVmv2GvDw8MDNzY3AwEBycnKoqalBpVKRm5tLW1sber2e4OBgsrKycHFxITY2lry8PMrLy6XerMuWLaO8vJyvv/4arVZLcHAw0dHRZGdnk56ejlKpZPLkyVhaWlJQUMDYsWM5cOAACxYsoLCwkMLCQmJiYli3bh0eHh6UlZURHR3N2bNnaWxsZOnSpVKrjZuxsLBg06ZNaLVaHnvsMSk4lclkTJo0ScqcDhw4kIiIiA77J6dPny61QjLtOb1RcHAw27dvJzExETs7OyIjIwE6jBUVFXXPf+Yd6M97jB+Gyq53e8LFwsKCiIgI/P39uXTpEg4ODsyZM4eLFy9y8uRJqRWNYt48yo8cZmFQMLnNzZzVaDC0tiALC2X69OnodDq++uor/P39UavVPPXUU9jY2JCSkkJgYCCpqanExcUBsGnTpluuJAoODsbb25vU1FQ8PDyYP38+KSkptLS0kJ6eTkxMDEOGDGHTpk2EhIR0OnbkyBFmzpyJl5cX77///i2fg1OnTnHlyhWKiopwc3OjrKwMKysrFixYwNmzZ3FwcMDV1ZUNGzYwYcIEDh48SGBgIBkZGSgUCioqKvDz8yMmJuaOn3dBEB4eIjgVekVOTg62trbExsZiMBhITEy87Rtvbm5uhzd+JycnvL29iYqKkpoOl5eXU19fT3x8PJWVlaSlpeHp6cn48eMJDQ29q+VOwl3yjTIWP2pfrfeR3/aL/ab3q9vtaTFV6DO9BnQ6HT/88AOBgYH88MMPzJgxg4KCAuzt7Xn88cfZtWsXWq2W1atXk5KSQnNzM2Bc6vr444/z5ZdfUl5ejouLC/Hx8chkMpKSkoiIiCA7O5unnnoKR0dHaR/nrajVamJjYyktLeWrr77iJz/5CVlZWfzwww+3rdTs4eFh1rqlfWGigICA27Yt8vHx6dD/trOWSU899ZTZdY4VVHNQ48eVxiZ8lCq8L9cR4efba0tr+/Me4/u9sqsp0ymXy2lubr5lpnPatGkcOHCAy5cv4+7ujkajYd68eej1einTGRwcjJubG5cuXeLUqVMUFxdjb29Pfn4+5eXllJWV4e7ujpeXF4ExMRQGBXFE3cjVK0XIVSpKpk0j+8IF9u/fT2xsLDU1NWzcuJHTp08zbtw4oqKiaGlpYePGjaSlpREYGEhUVBRNTU2sX7+ekydPEhER0eE9rX0LINNSdnt7e1paWsxaC3l4eFBbW3vLMblcbta/uTPjxo3DycmJoKAgTp48yerVqzl79iwnT55k2LBh/PDDDzQ3NzN48GDq6upoaWmR2pQNGzaMOXPmsH79ehGcCoLQKXlfT0B4OFRXV0tnlE1L7aysrNiyZQsGg4HU1FQqKirMblNVVUVWVhbvvvsumzZtorm5mbq6OumN03S2u6qqisLCQpKSktizZw+tra2MHDmS8vJyPv/8c/Ly8syOu3fvXvR6PYWFhdRe3/+Tl5dHbm5ujz4HDyzfKHg6Gf7jO+NXEZh2WYSfC+uWj2P3z6NZt3ycWZBy42vAwcGB5uZmmpqaaGlpkTKU7T+ktv/eFJzeuB+zrq6OzZs3k5iYSFVVFWq1milTpnDo0CF27txJTU1Np3Nt/0HZ2dkZhUKBvb09rq6uyGQys/vsb0xZy6oGjVnW8lhBda/N4UpNE7ZWFmZj/WWPsdPy5Riam9A1NmLQ6zHodNcruy7v66ndMQsLC5YtW0ZAQICU6Vy1ahUTJkzg5MmT0vUaGhooLS1l9erV+Pj4SOPNzc1Mnz6dZcuWce7cOWQyGWq1mvHjxzNv3jxaW1uJj49n4MCBvPnmm8yfP5/MzEwcHBxosbUl+p//5InkjTjMno1vdDSRkZFcu3aNlpYWLl68SExMDOPGjSM7O5uamhpyc3OJiYkhKiqKixcvUlVVRV5eHjNnzmT8+PE0NDRIqwpM2i9fv9lSdjDuc3Z0dOx0zNSCSK/Xd3gvvpn2Qe7gwYOpqanB3d2diooKrl69yqRJk6ioqJBaEMGPf3csLS3v6D4EQXj4iMyp0CtcXV0pLi4mMDAQg8GAwWCgtbWVtra2m97GxcWFkJAQJk+eDBirW2ZnZ1NeXk5AQADl5eV4enri4uLCsGHDeOKJJ6Tr6fV6Zs6ciVarJSEhwSzrMmvWLMB4Vt3HxwcnJyf8/f178NELQvdxdHTs8BoICgpi9+7dBAUFSde71QfWzsYyMjKIiorC19eXhIQEABwcHIiNjaWoqIijR48yatQoAKytrWlsbAQw+yB7u/u8mRv3YPaW/pC17M97jG+s7CpTKO67YkjtT8KUlZWRnZ1Nfn4+er1e6gELxlY7put6eHhIJzVVKhW2trYAtLa2SmP29vYYDAYp03n48GEiIyOxsrKSTso4ODjwzTff4O7ujkwmw83NjezsbCmrqVarGTRoECqVipKSEj788EO8vLwYNGgQMTExvPfee1RUVODj48OgQYMYO3YsH3744V3t9YyMjGTnzp3odDoCAwMZMGBAp2OTJ0/m888/x87OTnq8N2Pqj+vk5ER+fj6AtF9bLpcjk8loaWnB19eXixcvSu+5cHd/FwRBeDiJ4FToMe33mSoUCpqamkhJScHCwoLly5eTnJzMrl27pLYE+fn5XLp0iXXr1qFQKFCpVDz22GO8/fbbpKen4+/vL2VjMjMzOXz4MMOHD6e2thaZTMYnn3yCXq/HxcWF1tZW9Ho9gwcPxmAwkJSUJPVDTEpKIi4ujszMTLKzs/Hz88Pd3R29Xs/YsWPv+/2rpqrHcrlYGPEgCg4OZtu2baSkpKBUKpHL5QQFBfHNN98wZ86cez5uYGAgX331FQMHDpSyHKmpqRQXF6PRaJg5c6Z0XWtraxwcHEhOTsbZ2blXqtv2hP5QGbm/94JuX9n1cmpqvwhM76aIkSkY2rlzJ7NmzepwwtO0v9jBwUHKSJaXlwPG3/+qqirpuK6urkybNo2srCz8/PywsbFh1KhRrFq1Cq1WK51gCQ4Olr7Gx8ezdu1aFAoFMpmMNWvWsHPnTgDmzp1LaWkpzz77LCkpKcydO5e0tDRKS0sZNmwYYWFhzJ07l0OHDlFWVkZYWBghISFER0dLbV5MbScAs2Wy8+bNk75vfx0wnuAyjalPZFD8i5doKy7icS9vnJYvv+3/sZubG/v376e2thaVSkVCQgJWVlYsXLgQMAb3LS0t0mM2rZoSBEG4EyI4FXpMZ/tM//WvfwHGfabPPfccpaWleHt709jYyNSpUyksLGT48OH84Q9/4OOPP0aj0RASEoKVlRU//elPee2111i2bBmFhYW4uroyZcoUGhoaADh/tZa9p/O46jgKWXkOb/7qZwQ6yjh06JBZP0QwfmAJDQ2VWtZkZmYCYv9qd2tpaeHSpUsMHz78ttetq6sjNTXV7EPV7Zw5c4awsLCuTPG+o1AoWLx4MXK5nN27d+Pk5AQY93KZWqm032PZ2QdWf39/6YN9+8tvXEEwo5OKsaYP4HPnzu1w2YiYuderzjbh4zyEwQXVvbp/8271h6yl6AV99+61arSVlRWlpaVs3LgRMPZ5tbIynpywt7fHw8ODhIQEBg4ceMsMn0qlIjU1lbKyMqZOnQoYX0emol2PPPIIANnZ2SQmJpKfny/tuWyvJ7Kad+PGVkHa6uo7ahVkbW19y163pscPMHv2bGlFx60CZkEQBBMRnAo95mb7TNv/3J7BYKC2tpa6ujqSkpIoLCzE3d0dKysrnJycsLKywtnZmZ07d5KVlYWTkxP79u2jqKiIJoMlFzRO0NqIbfMp9BZKqeLljf0Qb6X9/lUAOzs7Ro4cSWpqKp9//jljxozpUJilrxkMBr788kupErJJXl4e6enpaDQaJk6cSEhICCdOnODs2bMoFApmzpxJXV2dWTVWf3//DhWSq6qq2Lt3L5aWlowZM+auely2tLSQnZ19R8HpvXgYg1OAzZs3o9FocHZ2xsbGhi1btjB9+vQ+nVN/rjp7Mz2VtUxKSrqrD9+ib96PuruI0aOPPgqAl5cXly9f7tCu5dtvvwWMJ11MAWZpaSkVFRVERUURGBhIcnKylG28du0alpaWVFZWMmLECIKCgrh27Zo056CgIPz9/amtrSUwMBCVSkVYWBiPPvoopaWlrF+/HqVSSWVlJQEBAd2e1bwbN7YKsrCzQ3d9/F7vp7CwUPq/aU99IuP68vAiLLvxsYiVQkKvK0w3LwI54SddrrVRWFjI448/TlRUFEeOHMHT05MvvviCkpISfvazn1FZWYlKpWL9+vUEBATg7+9PQUEB165dw8XFhYMHDzJlyhSmTJnCRx991O8+p94tEZwKPeZm+0zhxyIqlpaWNDQ0IJPJqK6uZuTIkfj7+xMfH09mZiY6nY6qqipKSkoA49ltZ2dnaYmvn58fNTU1JOcroL4VextLGqpKydm/DZVSQVJ6Hu/HmfdDNDHtm2nvVvtXdTpdv3zRX7lyBS8vLylDbcoKDBkyROqhl5iYSEhICBcuXGDVqlVYWlpiMBg4evSoWTXWziokt7W1MWPGDHx9fe8oc1xUVCQFs1VVVdKy6hkzZnD8+PEO7UcOHjzIpUuXGDhwoHSM3NxcDh8+jF6vZ+rUqfj7+7Nhwwbc3NykD5w6nY7y8iUA32AAACAASURBVHKSkpKIjo5m2LBhPfYc9zemStcmN1au7Qv9Yf/m3bqXrKXBYBD75nqYhYUFS5cu5dChQ7ds19K+iFFWVpa0T7S5uRm9Xs+SJUtISUlhxYoVqNVqxo0bh7+/v1QJ98Z2LT4+PqSlpTFy5Eh++ctfkpGR0a2tWW6sfn0r95rVvBu91SroVo9FFT5evJ6E+0dhurF9ntIW7NyMfd6/ec3YtaCLAerFixfZsmUL69ev5+mnn+bzzz+XVhwGBARw/Phxnn/+eQ4cOEBQUBDnz5/n0qVLjB07lrS0NCZOnEhRUVG/+4x6L0RwKvSYoKAgLly4QGJiIkqlstNlT66uruTl5XHlyhUGDhyIn58fJ06cYOPGjVy+fJkxY8YwatQo0tLSSElJwdHRkRMnTvDSSy9x9epVjh49ytmzZzmQcw07G6vrb3IG7AcOxtbKgoKSChITE836IZr4+vqyf/9+rl69ioODA2BcLmZnZydlTkePHo2VlRUnTpygra2NMWPG9OpzeCfq6+s7ZKjBWKDiu+++Q6fTSXupYmJi2LNnDxYWFjzyyCNSNVa9Xk90dLRUIbl9wZBJkyZx6NAhTp8+zcSJE/H09LzlfC5evCgFs7W1tRw8eJAFCxZQV1fX4boNDQ1cvXqVNWvWcO7cOfLz8zEYDBw5coRVq1ZhMBjYtGkT/v7+UtVMU3/AJUuW4O7u3iHzcLdZq/bS09MZM2bMbXtyttfY2Mjp06c7XbbXmczMTGl/84OkP+zfvBedZS1v7CXr7+9PZmYmKpWKgIAAGhsbycvLQ6vVMmfOHAYNGkRubi4HDx7E3d0dnU4HQE1NDXv27EGr1TJs2DCmTJnC/v37uXz5MnK5nIULF2Jvb98XD7tf644iRqYlpFevXpX2RppWWWRkZEjHaL+aZ8aMGVy9epW4uLgO1WW7ozXLjX9vXVxufhKkJ7KaN+qpVkFXr15l06ZN6HQ6PDw82P73f1BWUYG1SsWsoUNptbRkb34ptv/zP0T86U0sLCw4ceIEMpmM2bNnS8ur16xZY7bd4+TJk2RmZjJkyBCuXr0q/Z3ft28fly9fZvz48Q/c31WhnznxoTEwtbr+d9v09cSHXQ5Ohw4dKm3JGTduHIWFhRw5csSs/ZkpwRMdHS2dvPvNb37D+vXrmTp1KuHhfV8ToDuI4FToMaaCQu3dmN167rnnOtzuN7/5TYex119/Xdpj99///d94e3tLH/YyyjLI/Pc6GnVXsJG54c40BhBMQ4sWf+9BrFluXiTG9Ibm4+PT6b4Z09KIovPnOLN3N9cqynB18yBs1hy8R4zucP2+5uDgYJahNjl8+DCxsbHY29uzdu1awPjBad68eZw7d47MzEwmTpxoVo3V39+/Q8EQvV7P7NmzaWho4IsvvmDFihW3nE94eLhZMNsZ0zyvXbsmfXAbNGgQ+fn5NDU1UVlZKZ3IUKvVGAwGs6qZLS0tXXjGbi4q6vZvLu0zZwaDAVtb2zsOTB9k/WH/Zne5sZcsGH8PTcsH29raiI6OpqamhoMHD7Jw4ULS0tJYvXo1zc3N0uoFUz9LBwcHPvvsM+rr67ly5QqrV69GJpOJPew30f4km7W19R0VMSorK+PEiRPU1tZy7NgxLCwsiIuL48qVK3zzzTecPXuW9PR0LC0t0ev1fPfdd6Snp6PX63nyySdpbGxkw4YNHDt2jKFDh0p7SW/WmmXIkCGUlpYyYcKETsdMrVk8PT2litY3Vr++VQGz3shqOi1fTsWf30J3/dj6pqbrrYJe7NJxDQYDcXFxZGVl8e2336KqKGfx6DHk1NZytrKSIGdnmuVy5tvYMDQkhI8++og1a9bQ0NDAV199xbJlyzocU6/Xk5mZyZo1aygpKeHq1avSZWPGjGH69OmkpKSI4FToWbWXjRnT9pS2xvEuMp0oA+PqkfLychwdHaWaKO1NmTKF999/n5KSEl5//XX+8pe/kJqa2u8Ldt4pEZwK94X2e+zaV/7LKMvgnYx3cLJX0FhtT4v8Glfkn+CqWYRMM+ye944VnT9HavIGLK2ssXV0oulaHanJG4hZ+Wy/C1C9vb2pr6+XMtQmw4cPZ8uWLXh4eGBtbQ3A7t27qaurQ6vVMm/evA7VWIcMGcLXX39tVjCktraW7OxsNBoNkZGRt52PtbW1FMyainiYxm9sP+Lg4CBVxiwrK6O5uZlPP/2UCxcuEBwczJw5c/jiiy9ISkri2LFjPPPMM6SlpZGWlkZbW5tUDOtOs1Y7d+5EoVBQXl7O0KFDaWlpoaioiPDwcIqLi9m3bx8jR45ELpfj6OiIWq3mzJkz/P3vf+f5559nwIABGAwG5syZQ11dHQ0NDUybNk1arpyTk0N6ejoKhYKYmBipXZGfnx87d+40Kz7Ufm+W6c3H19eX7du3Y2dnR01NDZGRkWRmZtLW1saKFSvM/n/7m/5edfZudNZP2cPDQ9rX9v3330s9L01kMhlKpRKlUikVpqqurmbHjh2A8YRKfX09kZGR7NixA5VKxbRp0/r1/2l/cKdFjFpaWrCxsWH16tXSdg2ZTIaPjw8zZ87E0tKSkydPUlVVxeOPP05NTQ2vvfYaX3zxBX/84x+ZMWMGQ4YMQaFQ3PIkVVeKGN2s+nVneiqr2d6NrYIsvbxwWv5ilzOz7bPI+fn5POYzBH1TE+4qFUXX/2a7Wlhg5e1NU1MTDg4OWFhY4Ojo2OHEo+kEjul6crm8QzEsNzc3LCwsxPJgoec5DTEu5bVqt+JFozaOd7MBAwYwdOhQtm3bxlNPPYXBYODs2bOEhIQwYcIE4uLi8PPzw9ramtDQUD744APpZOr9TgSnwn3hxj12JltztmKjsGGgyg4bhYbi2ibUGgNN1t/x/z365D3vdTuzdzeWVtZYXf+Qafp6Zu/ufhecdpahBggLC+tQLGj+/PlmP3dWjdW037a9iIiIO57PqVOnzILZM2fO8Omnn/Lkk092aD9ib2/P4MGDSUhIwMPDA6VSyeLFi4mKiuLdd9/l2LFjqFQqXnvtNekDZ0REBPn5+cTGxvL3v/+drVu3cuXKFV566aXbZq3AmL2fM2cOa9euZdGiRTz22GO89dZbTJo0ienTpxMdHc1f//pXFi5cyLhx4wBjhtfKyooXX3wRLy8vvvvuO1xcXJg3b560XNlgMHDo0CFWr14t7ektLCy84+fNRKPR8NRTT5GVlUVWVhZxcXGkpaWRn5/fY4WlusODVHW2s16y7T/4ZmRk8NOf/pSamhp27doFGP//NRoNLS0tNDUZlzK7uLgwa9Ys7O3t0ev1yGQytFotgYGBpKWlkZubK/WOFYza97w1LXHrrOiZ6ToxMTHI5XKpaBHAM888I23NMPXYfPbZZ6Ul9VZWVpw+fZrq6mqcnZ3x8fFh1qxZpKamYm9vT0FBAQEBAffUmsXE2dm5w8qgzv7e3kxPZTVv1L5VUHcpKysDjNXvhw0bRpPPEAzHjlLS0oqjUolerQZNK07Ll2OjUnHt2jV0Oh0NDQ3SiVStVgv8eCJTdf16BoNBOqFpIoJSoddM+IlxjykYM6YatfHfI7/tkbvbvHkz//mf/8kbb7xBW1sbS5YskTpYeHt7S5/NoqOj2bJli1ldlfuZCE6F+1pxQzGuNsalT04qJU4qJQaDA1UtVV36UHytogxbRyezMaWNDfWV5Te5xYPnWEH1DYGG7x09pxEREWbBbPsP350F0e2rOjY0NPDpp5/S0tKCv78/oaGhDB48GDB+4DxWUM07m7/iYs4Fko/+k8hh7ixZsoSEhIQ7ylqB+R4y0xl3tVqNt7c358+fRyaTST+blvA6Oztjb2/PsWPHpD1vpnmZqNVqHB0dpYrJN35gutUSzvZLhU1tLEzzM821ubn5prfvLx6UqrM39pI1/e6YeHp6kpiYyJAhP54tj4qKIjExkUGDBkmrBaZPn84XX3yBTqdDLpezePFiPvnkE9ra2gB4+umne+9BPaD2799PcXExZWVlUk2A9q+1/lD47l4q1fZUVrM3WFhYsGnTJrRaLcHBweh0OvZeu4Y2I4MZlpbonJ1xGDdOeizh4eEkJiYik8mk/5OAgAASEhKkGgdyuZzQ0FA++ugjvLy8RHVeoW/4RhmLH7Wv1vvIb7u839TX15esrCzp51deeUX6fu/evZ3eJi0tTfp+2bJlnS6Hv1+J4FS4r3nZe1HdXI2d8selT+o2NV52XVv65ODmQdO1OiljCqBpbmbAQPcuHbc3daXH6J20BemJNi7nzp0jODiY0NBQPv/8czw8PKT9tEfzq3hzTzal588SNmMRtTW1fHnmELMLqu84a3Xy5MkOSzHB2DKo+PpeLtM+0sLCQqnKtFarxd/fn4ULF7J582ZcXV07BJ+2trZcu3YNrVaLQqHAYDBgbW1NQ0MDBoNB2htnYroMjNkB0zLSzuYn9K4be8kOHTrUbF9xbGxsh9sEBQVJ/RxNnJ2dWbFihXSi55MPjuPjPIKVMXd2oke4PVM20tRS68btDX1d+K4rVXd7IqvZ09pnvsG4lDkmJgZmzza73sh234eGhpr1ZgZj0cT2/VIBxo4dy/jx4ykuLubMmTOAeRZb9E4VeoVvVJeDUeHWRHAq3NeWBC/hnYx3ALC1tEXdpqZZ28yS4CVdOm7YrDmkJm8AjBlTTXMzba0thM26eQGL/qYrPUbvpC1ITwSnQ4cOZceOHeTk5ADG/WYNDQ0kJiayOeMqzmOm4+zmQX76buxcPbBSyEk+Wsgv7jBrdTMeHh40NDSwf/9+ysvLiY2NZf369Tg5OdHS0kJsbKy0z9XFxUVaetaeTCaTsmdKpZKpU6cyfPhwtm7dyoULFzrcxt3dnYaGBjZv3oyNjU33PYlCt7jZPve7dT/2f70f3Wx7w+0K37XXE0use6Pq7t3Yu3cvjz32GFeuXMHBwQEnJ6fb36ifOH78ODk5OTTl5TGlsopLSUnd2jNVEIT+QdafqgWOHz/ecPLkyb6eRp+SzjIKdyyjLIOtOVspbizGy86LJcFLCPfo+huVqVpvfWU5Awa699tqve1/ZzrrMTpw4MA76jGq0+mYN28eubm5PPWHROyUFgwOHssAd28ufLcTK3snKsrL2PHmT9HpdGzfvp1BgwYRHR3N2bNnqaurQyaTsWrVqh7J+M1Zm8ZAOyvk7Y6tNxiobGxl9897pkLdvS5t7u/3+SD8nblf+o0+v/lUhyrGDS1aXO2VrFs+rg9ndvcehN+b9u5lue3durRwIRYursjaLUM16PXoqqsZ+vln3XpfdyM1NVUq1tbT99OdvzPtM9Ht9+J2Z/9XoW/19t+Zez2JL9y5zp5jmUx2ymAwjO/s+iJzKtz3wj3CuyUYvZH3iNH9Mhi9le7qMTp51gKqGlopP72PAe7e6NpacRg2lqGjLTh58qRZj1GdTkd6ejqrV6/u0YCht1uV9EXGS2TZzBUWFpKWloZMJkOn0/HYY4/xzTffSP1GbW1tOXz4MHq9nqlTp+Lv78+GDRtwdXWloqKCmJgYAgP7tlrw/dr/9UHXleW2d8PSy5u2qioOVFdT19KCQi4nzN6e442NOG3YwLRp0/Dz8yMpKYnBgwdTWFhISEgIV69epby8nBkzZuDv73/by019QeHHXs9JSUkMGjTIrAdoUlIScXFxZGZmkp2djZ+fHzU1NcybNw8bGxv27t3LmDFjOuyp7y/6WyZaEITuJ3aUC8IDJDw8nB9++IHt27dLey9vdLMeo4DUY9S19Di5h7+isVGNTq9HK1OikVny7PRRHUr9W1hYEBoayvbt2zlw4ECP9W5cOcmXJo2WhhYteoOBhhbt9VYlvj1yf+2XNstlMuytFaiUCpKPFvbI/fXVffZ3BoOBFStWMG7cOPLz81Gr1SxatIiSkhKOHDlCSEgIq1at4vDhw4CxMNUjjzxCfHy8WcGIvuLjrELdqjMbu1/7vz5I2gc5Mrnc+NVGRe3mzd16P07Ll5NXUY61to2nAgOJHTSIo8VFPPOHPxAXF8fBgwel644ePZo1a9aQmprKY489xooVK8jIyLjjyzszZswY1qxZw/fffy+NyWQyQkNDmTlzJjNnzmTkyJFkZ2djMBgoKyvrt4EpGPu/ylXmr53u7v8qCELfEsGpIDxATD1GZ8yYwb59+6QqlXfSYxSM5frd3d35wyvP88Ef/4sJs5+mSq3BzkZx0+ydXq9n1KhRLFiwgKamJrPm6N3J1KrE1V5JZWMrrvbKHs0oXqlpwtbKwmyspzNefXGf/Z2HhwcGgwEPDw8KCgqkfqMxMTFUVlaybt06kpOTaWxsxGAwoFKpcHBwQKlU9ouKnr19UkW4M70V5NhOCIennsZ7sCe66mosXV0Z8PgTOEdFYmVlZbbSxM3NDYVCgaurq9Rqq32V7ttdDh2rgptuc6sVLcHBwVy4cIHLly+bVaDujyy9vNHfcOK1u/u/CoLQt8SyXkF4gHSlxygYz6hPmjSJ5ORkAJ4cOJDZcbNJSLjYIQj09PRk69atTJo0iQMHDkj9A03Z2J7Qm61KensZcV/dZ1/YtWsXERERDBw4kOPHj2Ntbc2ZM2fQaDRMnDiRkJAQUlNTyc3N5fTp04wcOZINGzbQ2toqtQraunUrlpaWDBs2DJlMRkREBCkpKTQ3N1NfX8+2bds6tBDpCw9S/9cHiaWXN9rqaml5KPRckOM9JZoS/2EMnTYNg8GAMiGB1tZWwDyYNAWQNwskb3W5qap4dXV1p7e5UfsWO0qlEisrK44fP8706dPv8tH1rt7q/yoIvaWuro6PP/6Y559/vq+n0m+I4FQQHiBd6TFqEhAQ0KHHn2kvE/xYrn/mzJnSWGfVMO93Kyf58sbu84Axe6lu1V3PePXcHsa+uM++MGLECM6fP8/UqVO5ePEiTz/9NCEhIej1ehITEwkJCQHA0dGRKVOmSD0QX3jhBY4ePQoYP3TPnj2bP//5z7i7u1NWVoajoyO1tbV8+eWXnD59mhdf7B8fWB+U/q8Pkt4McoKCgrhw4YJUyTsmJkY6AXhju5R7FRoaSkJCwh33Z23fYmfq1KmMGjWKAwcO4Orq2i3z6Sn3c/9XQehMXV0d69atE8FpOyI4FQThnvRFJdve1BcZr4clyzZ06FDS09MZP348SqWS0tJSvvvuO3Q6nVk/WHd3d3Q6HQsXLiQ1NZWjR4+a9aAMCAggKiqKlStXIpfLuXTpEocPHyYkJIRXXnmFoUOH9sXDE+4DvRnkdNbmZtiwYWY/t+/R2f5koOn7210+btw4xo0zr/7cWQ9Q01cfHx+eHjmK2s2bufTPf1JuZ4d/VM9UPe9u92P/V+HBIXWIaCjGy77rHSJ+/etfk5+fT2hoKGFhYcyfP5/Y2Fjmz5+Pk5MTCQkJJCQkkJ+fz5tvvsnf/vY3EhISAHj22Wd56aWXuuuh9RsiOBUE4a49LFVl+yLj9TBk2eRyOY6Ojhw+fJjhw4dz+PBhYmNjsbe3Z+3atdL1TEsS5XI5M2fORKfT8dFHH5llh0zLE08U1rLxSDV7Dv3AyWsq3nj1Z4jQVLiVhznIaV+tOF9uwencXObU1aEOCXlonxNBuJ2MsgzeyXgHG4UNrjauVDdX807GO7wS/so9B6hvvfUWWVlZZGZmsnXrVtLS0oiNjeXq1auUlpYCkJaWxpIlSzh16hSJiYkcP34cg8HAxIkTmTp1arf3nO9rfV8tQhCE+46oKit01YgRIzh58iSBgYEMHz6cLVu28OWXX2JtbS1dx8vLi2nTpnHhwgUSEhLYsGEDo0ebt3cKDAzkjX+u51cbvqK6sY3gyY/RZjmAN/dkc6yg+sa7FYQ70tLSQnZ2dpeOkZmZ2WPVy7uqfbXiIBcXloaEorIf0O3VigXhQbI1Zys2ChvslHbIZDLslHbYKGzYmrO1W44fHR1NWloa58+fZ8SIEbi7u1NaWsrRo0eZPHky6enpzJ8/H1tbW+zs7FiwYEG/qErf3UTmVBCEuyZ6NwpdFRAQwG9/+1sAwsLCOpz5bd+EfdSoUWb7p+HH5YwREREk51virjIWkqqXyxnsNwz99ZMlD3oWWugZpuD0xsbxd9PLOTMzkzFjxvRY7+euaCsuwsLFfH+paMkiCLdW3FCMq43568bW0pbixu553Xh6elJXV8fevXuZMmUKNTU1fPrpp1IRy4eFCE4FQbhrfVlV1tRg/nZjnUlPT2fMmDEMGDDglmN3KzMzEzAWJblXOTk5DBkyBBsbGzIzM3Fzc+vX/Qb7kwvXMmlTpXMuOxuabLB3WoOdYaA4WSLclaKiIvbu3YulpSVVVVUYDAaSkpJ46qmnSE5Oxt3dHTc3N3x9ffn222/R6XSMHTuWsLAwiouLzcbc3NwoKytj48aNjB07lqqqKi5fvoxcLmfhwoV9/kGzN6sVC8KDwsvei+rmauyUP75u1G1qvOzu/XVjb29PQ0OD9HNERAT/+Mc/OHDgANXV1SxatIhFixYBxsxqfHw8v/71rzEYDOzYsYOUlJR7f0D9lAhOBUG4a/drVdmoqKg7GusLOTk5uLm5YWNj06Ug92GTUZZBk+0OdDolLsOHoaeFK3yCa9sihjiPvv0BBOG6ixcvMmPGDHx9famtreXgwYMsWLAAgPr6ep555hmUSiUpKSksXbpU+n7MmDEcPHjQbGz58uV4eHhIxboSExNZvXo1MpmsXyz1FS1ZBOHuLQlewjsZ7wDGjKm6TU2ztpklwUvu+ZguLi5ERkYyatQoHn/8caKjo/n3v/+Nv78/Q4YMoaamhuhoY7GysWPHEh8fz4QJEwBjQaQHbb8piOBUEIR7cK9VZRsaGvj888/R6/W4u7vzxBNP8Omnn/Lvf/8buVzOvHnzsLe357PPPqO+vp7x48fzwgsv8PHHH/PNN99ga2srVbk8ceIE77//PnZ2dlLvy5SUFM6cOUNtbS0hISEEBgaya9cugoODsbOz4+rVqwQFBVFdXY1arcbNzY2srCz++7//m9LSUtatW4dOp2P06NH87Gc/Izc3l/T0dJRKJZMmTSI3N5fq6moUCgVz585l165d6HQ6LC0tCQoKorCwkIKCAqZNm2aWTT1w4ACFhYVYWFiwePFisrOz+f7779FoNEyfPh1XV1fy8vKorKxkxIgRtLW14ePjg6+vL9u3b6ehoQF7e3sWLFjAlStXSE9PRy6X09zcTFxcHEqlskf/v/uzrTlbGTTAgeJqPTrAQm6DVm+gSnaA3096sq+nJ9xHwsPDOXToEKdPn2bixIlml7m6ukqvs/LycrZs2QJAU1MTarW607H2IiMj2bFjByqVimnTpvX5a1a0ZBGEuxfuEc4r4a8Yq/U2FuNl1/VqvQAff/yx2c/PPPMMAJaWlh3+lrz88su8/PLLXbq//k4Ep4Ig3JN7qSqrUqmkTML27ds5cuQITk5OrF+/HplMxo4dO7Czs2Pu3LmEhYVx4MABABobG1m/fj0lJSW8/vrrACQmJvL222+jVCr55S9/SX19PWfPnmXJkiVMmDCBZ555hieeeIJHH32U7OxsfvGLX/Dcc8+xaNEiamtr+fbbb1m1ahV/+ctfuHDhAunp6cTFxREZGcmJEyc4f/48Fy9e5KmnnsLR0ZGcnBwcHByYM2cOFy9e5OTJk3h6ejJlyhR27dp108dcWlpKbW0ta9askTImo0aNIiwsjJaWFrZt20ZcXBz+/v5MmTIFZ2dnUlNTAcjOzmbgwIEsWrSIQ4cOcf78eezs7LCwsGDp0qUcOnSIgoICgoOD7+F/8MFQ3FDMIHtXbBRtFNc20azRYW1pg72DWuw3Fe6KtbU1s2fPlk6i2bVb8tp+36iHhwdPP/00SqUSnU6HhYVFp2OmStJyuZyhQ4cSGBhIWloaubm5HfZQ94WHuVqxINyrcI/wLgejwq2J4FQQhF7T1NTEnj17aGlpoa6uDmdnZ1xdXfn000+lscrKSmpqaigqKpJuV1xczObNm82WxKnVavbs2QOARqOhvr6ehoYGKbDUarVYWVlhYWEh7Se1sbFh4MCBXLp0iYKCApKSkigsLGTMmDH4+Pjw8ccf88knn+Dn50dERARTpkzh0KFD6PV6lEolly9fJj8/H71eT3FxMUuXLgVg0KBBHR6rqXBKdXU13t7ewI8fcPPy8qRS8DeeFW2vtrZWOvbgwYMpKSnBzs4ONzc3AAYMGEBLS0uX/k/ud6Y9QE4qO5xUxmxUo6YRFxuPPp6ZcL85deoU2dnZaDQaIiMjOXPmDJ9++ilPPmmegX/kkUfYsmULBoMBGxsbFi9e3OlYYGAgW7duZezYsZw6dYq2tjYAnn766b54eIIgCPcFEZwKgtBrzp07R3BwMKGhoXz++ed4eHiwb98+oqOjCQkJYfv27Zw9e5YpU6YQGhrKl19+CUBBQQGvvfYapaWl7Nu3DwBbW1uefPJJLC0tqaurw9PTE3t7e5588kmGDBmCXq/Hy8uLM2fOmGU9ZDIZLi4uBAQEEB8fj6OjI2PHjuXChQuEhoZib2/P999/T3h4OHq9ntjYWIqKiti9ezchISFMnjwZgKysLMrKyggICKCsrAwvLy+sra2lwgYVFRW4u7vj6urKkSNHpD0iBoOB9PR04uPjpb6d8GO/zvacnJwoLS0lMDCQkpISnJ2dpccgGPXEHiDh4RQREUFERIT0c/vspqk6NBgraq5atcrstp2NRUREMFpuQe0HHxJVXISllzdOy5dj2y4jKwiCIJgTwakgCL1m6NCh7Nixg5ycHACsrKyws7Pjr3/9Kw4ODkRFReHl5cXOnTvZu3cv9fX1rF69msmTJ/Pcc88REBCAlZWxhU18fDyvvvoqAwYMoLGxkba2NsaMGcPXX3+NjY0Nx44dY9myZZ3OY9y4caSkpLBx40ZOnTrFsGHDaGhoYOvWrTQ2NjJq1ChCQ0PJzs6muLgYjUbDrFmzyM7OZuPGjQBMXavQNwAAIABJREFUnDiRoqIiUlJSsLGxAcDd3Z2GhgY2b94sjXl4eODg4MBHH32EQqGQMiqJiYl4enpKfT39/f3Zs2cPI0eOlOYZHBzM9u3bSUxMxM7OjsjISLOMstBze4AEoavUJzKo+PNbxn6iLq5oq6up+PNbuP3q12I5rSAIwk3I+kPVOJPx48cbTp482dfT6FOpqalm/f0E4XbE78zD4VhB9Q0FqHzveU+l+J0R7oX4vbk7xb94qUO7Fl1jIwoXF7ze/Ucfzqz3iN8Z4W719u9MZ/2Mhe7V2XMsk8lOGQyG8Z1dX2ROBUF4qGWUZRizbg3FeNkbs266Jr9uCwS7w7GCat7YfR6VUsFAOyuqGjS8sfs8v5szQhT9EYR+qq24CAsXV7MxuUpFW3FxH81IEASh/5P39QQEQRD6SkZZBu9kvEN1czWuNq5UN1fzv4ff4rWvd1LVoDELBI8VVPfZPJOPFqJSKrC3ViCXybC3VqBSKkg+WthncxIE4dYsvbzRNzWZjembmrD08uqjGQmC0N/U1dWxbt06wJg1njNnTh/PqO+J4FQQhIfW1pyt2ChssFPaIZPJsFPaUdcIzdaH+lUgeKWmCVsrC7MxWysLrtQ03eQWgiD0NaflyzE0N6FrbMSg1xu/NjfhtHx5X09NEIR+on1wKhiJZb2CIDy0ihuKcbUxX3anabNErjDPkvZ1IOjjrKKqQYO99Y9/stWtOnycVX02J0EQbs12Qjhuv/o1tZs301ZcjKWXF07LXxTFkAThPqY+kXH9Nd2uAncXXtO//vWvyc/PJzQ0FEtLS2xtbVm0aBFZWVmMGzeOTZs2PXQV+kVwKgjCQ8vUI9NO+WPBEqVlGwatC7RLVPZ1ILhyki9v7D4PGANldauOJo2WlZMC+2xOgiDcnu2EcBGMCsIDoicqcL/11ltkZWWRmZlJamoqc+fO5YcffmDw4MFERkZy+PBhoqKiuvmR9G9iWa8gCA+tJcFLaNY206hpxGAw0KhpxNEObFqm0NCiRW8w0NCivR4I+vbZPCP8XPjdnBG42iupbGzF1V4piiEJgiAIQi+q3bzZGJja2SGTy41fbVTUbt7cbfcxYcIEvLy8kMvlhIaGUlhY2G3Hvl+IzKkgCA+tznpk/izsZ51U6w3s80Awws+lz+cgCIIgCA+r3qjAberlDmBhYYFWq+22Y98vRHAqCMJDLdwjnHCPjstxRCDY/5WVlVFSUsLYsWPv6PpfffUVTzzxRA/PShAEQXgQWXp5d+hd3NUK3Pb29jQ0NHTH9B4YIjgVBEEQ7kseHh54eHjc8fXvJDA1GAwPXfEJQRAE4facli+n4s9vocOYMdU3NV2vwP3iPR/TxcWFyMhIRo0ahY2NDe7u7t034fuUCE4FQRCE+1JhYSGnT58GYMGCBRQWFlJYWEhMTAzr1q3D3d2diooK5s+fj4eHBwkJCaxZs4aCggIOHDgAwLRp0/Dz8yMpKQlPT08aGhpYsGBBXz4sQRAEoR/qqQrcH3/8cafj//d//9el496vRHAqCN0oKSmJ+Pj4O75+Tk4OQ4YMwcbGpucmJQgPIbVazdy5cykpKSEzM5NZs2ZJl6WmphIXFwfApk2b8PPzAyA4OBhvb+8+ma8gCILQ/4kK3D1PVOsVhDtkMBju+bZJSUmdjufk5NDc3HzH44IgmJPLf3wba/8adXZ2RqFQMGDAAFpaWjrczsrKCisrK7MlvIMHD+7ZyQqCIAiCcEsicyoI7Wi1WrZt24ZOp8Pa2hp/f38yMzNRqVQEBATQ2NhIXl4eWq2WOXPmMGjQIC5cuEBqairu7u7odDrAGIyuXLkSuVwuBaZnzpzh+++/R6PRMH36dFxdXcnLy6OyspIRI0YQGhrKl19+SWtrK3l5ebz88ssioyoIt6FUKqmqqgKgoqJCGr/VvlGDwUBra6v0/Z3cRhAEQRCEnicyp4LQTk5ODt7e3qxYsQJra2vAuDxw3rx55OTkkJ+fj729PYGBgbz55pt8+umnfPzxxwQEBHD16lX27dtHaWkpALm5uXzwwQecPn0anU7HqFGjAFixYgVHjhxhx44d+Pv7ExAQwMWLF/ntb3+Ll5cX8+fPp6KigvXr13P48GHUajVbtmwhKSmJPXv29NlzIzx8nn32WbRaLf/4xz9ITU2949uVlZWxdu3am16+ZcuWbpidkbW1NQ4ODiQnJ1NZWXlHt4mJiSE5OZnk5GSmTp3abXMRBEEQBKFrROZUENqpq6uTKqWZqoB6eHiQm5uLt7c31tbWpKSk4OLiwrVr11i0aBGNjY1ER0czbdo0tFotR44cASAtLY3Vq1ezfv161Go1eXl5pKeno9PpaG5uxu56KfLhw4cTExODwWAgOTmZyMhIFAoF0dHRTJ48mW+++YaoqCi8vb3Zt28fRUVFYl+c0K95eHjw85///KaX//vf/2bp0qVdvh+tVotCoWDu3LkdLluzZg0Ajo6OzJs3z2xs2LBhVMocST5ayBdfl+LjfI2VU540WyIsCIIgCELvE8GpILTj6OhIeXk5AQEBlJeX4+npiUwmk4LWb7/9lhUrVqBWq6moqEAul2MwGDh58iRnzpzhxIkTODg4YG1tTWNjI1qtFr1ej0qlIj09nUmTJrF06VISExMxGAzI5XLy8/P5+uuvOXfuHL6+vsTHx+Po6EhgYCAAVVVVfPvtt8hkMjQaDZ6enn38LAkPAr1ez+9//3tKS0uxsrJi8eLFJCYmArB69WpiYmI6vc3//u//UlpaiqWlJW+88QYqlYpXX30VrVaLSqViwoQJRERE8N577/H222/z+uuvU1hYiMFg4A9/+AM//PADJSUlPPvssyxbtgx7e3s++OADtFotM2fOvOOgtb6+nkOHDt1T39JjBdW8sfs8KqWCgXZWVDVoeGP3eX43Z4TobysIgiAIfUicJhaEdoKDgykqKiIlJYXGxkbq6+uBH4NWT09PNm3axIULF6TbREVFsXbtWjw9PZk4cSIA48aN4/jx4+zbtw+5XE5TUxOBgYEcO3aM3bt3I5PJaGxsxN/fn/Xr1xMcHMxrr71Gfn4+GzduJDU1lWvXrgHGHlgzZ84kPj6en/zkJwQHB/f+EyM8cL766iscHR1JSEjgvffeY+PGjaxdu5a1a9fetIDXN998g5ubG+vXr2f+/Pl8/PHHfP311wwfPpz3338fW1vbDrd55ZVXSEhIYNWqVXzyySc8/vjjDB48mA0bNjBt2jQ++ugj/va3v5GQkMDBgwfRaDR3NP8BAwawZs2au+pzapJ8tBCVUoG9tQK5TIa9tQKVUkHy0cK7PpYgCIIg9IakpCReeOGFbjmWr6+vVK+hvxGZU0FoR6FQsHjxYuRyObt372bo0KFMmTJFKpSk1WqZPHkygwYNYuDAgQAEBQWxZMkSqqqqGDlyJEVFRQQEBPC73/2O1NRUvL29qaqqYurUqQwePJj9+/fj6+tLWVkZI0aMIOLJCH6/7fe02LZg42LDiJkjCA8PJz09ndraWqKjo9m1axetra3IZDJiY2NxdHTs42dKuN9duXKFMWPGAD9WvB0wYABw88JAhYWFHD58mMzMTHQ6HYGBgZSWlhIQEACAv79/h9t8+OGHfP/99+j1+k6r4RYXF/Pyyy8D0NjYSEVFBV5eXl1/gLdwpaaJgXZWZmO2VhZcqWnq0fsVBEEQBOHWRHAqCDfYvHkzGo0GZ2dnaW/nzYJWk9jY2A7HCQoKIigoyGwsICBA+iAPkFGWwQHLA3g+6omtpS3qNjXvZLzDK+GvMC18LGf27ib7sxQc3DyInDUH7xGje+hRCw8bX19fsrKymDlzJnq9HoPBIK0UuFnbpCFDhhATE8N//Md/AKDRaNizZw8XL15kxowZFBQUMHz4cOn6VVVVZGVlkZiYyIEDB9i3b1+HY3p7e/OXv/wFOzs7NBoNSqWyBx6tOR9nFVUNGuytf3wLVLfq8HFW9fh9C4IgCPevq7m1nEstpr6qhQGu1oyO8cIz0KlLx1Sr1Tz99NMUFxej0+n4/e9/j5+fH7/4xS9Qq9VYWVmxf/9+AEpKSpg1axb5+fnMnz+ft99+GzAWGvzTn/6EwWBg9uzZ/PnPf77leH8mglNBuEFcXFyn450FrV21NWcrNgob7JTG4kimr9v3f8SIc1ZYWllj6+hE07U6UpM3ELPyWRGgCt1i1qxZpKens2bNGqytrVm5cqW0XGjVqlU3vc0f//hHnnvuOQAWLFjA448/zquvvspPf/pTrKyssLCwkK7v7OyMlZUVzz33HEOGDJHG/f39efHFF1m8eDHPPPMMv/zlLzEYDNja2vLuu+/24KM2WjnJlzd2nweMGVN1q44mjZaVkwJ7/L4FQRCE+9PV3FoOf3YRS6UFqgGWNNdrOPzZRSIXBXQpQN27dy+DBw+WOjJcu3aNsLAwPvnkE8LDw6mvr5daC2ZmZnLmzBmsrKwICgri5z//ORYWFvzqV7/i1KlTODk58dhjj7Fz504mTJjQ6bipSGB/JYJTQbhDNwtau6K4oRhXG1ezMVtLW+SZxViqgrFSGTM5pq9n9u4WwanQLeRyOX/605/MxqZNm2b284YNGwB46aWXpLH/+Z//6XCsv//97ygUCv7f//t/eHt7M2TIEOls7nvvvdfh+q+99prZz+PHj7+3B3GPIvxc+N2cESQfLeRKTRM+zipWTgoUxZAEQRCEmzqXWoyl0gKljTF8Mn09l1rcpeB09OjR/Nd//Re/+tWvmDNnDo6OjgwaNIjw8HDgxy03ANOnT8fBwQGAESNGcPnyZaqrq4mJiZG2my1fvpxDhw4hk8k6HRfBqSAIN+Vl70V1c7WUMQVQt6nxalKgdLExu67Sxob6yvLenqIg3NYLL7xAS0sL7u7uUlGw29l4ej9JWZuobytngKU78aNWsGrs9B6e6Y8i/FxEMCoIgiDcsfqqFlQDLM3GLK0tqK9q6dJxAwMDOX36NF999RW/+93vOpwobs/K6sd6CRYWFmi12i7dd38kqvUKQh9aEryEZm0zjZpGDAYDjZpGmrXNDPYchqa52ey6muZmBgx076OZCsLN/etf/yIpKemO97JsPL2fd8/8DbX2GtYWTqi113j3zN/YeHp/D89UEARBEO7NAFdr2lp0ZmNtLToGuFp36bglJSWoVCpWrFjBq6++yvHjxyktLSUjIwOAhoaGWwahEyZM4LvvvqOqqgqdTseWLVuYOnXqTcf7O5E5FYQ+FO4Rzivhr7A1ZyvFjcV42XmxJHgJHsOsSU02LqlU2tigaW6mrbWFsFlz+njGgtB1SVmbUMissJJfX7YuV4HeON6b2VNBEARBuFOjY7w4/NlFwJgxbWvR0abRMSGmaxXmz507x6uvvopcLsfS0pL3338fg8HAz3/+c5qbm7GxseHbb7+96e0HDRrEW2+9xSOPPCIVPpo7dy7ATcf7MxGcCkIfC/cIJ9wj3HzQA2JWPsuZvbupryxnwEB3wkS1XuEBUd9WjrWF+f4cS7kN9W0VfTQjQRAEQbg1z0AnIhcFmFXrndAN1XpnzpzJzJkzO4wfO3bM7Of4+Hji4+Oln3fv3i19v3TpUpYuXdrhGDcbLywsvPcJ9zARnApCP+U9YrQIRoUH0gBLd9Taa1LmFKBN38wAS7c+nJUgCIIg3JpnoFOXg1Hh1rq051Qmk/1FJpPlyGSyszKZbIdMJnNsd9lvZDJZnkwmuyCTyTqeDhCE+0BSUtJdXT8nJ4fm63tFMzMzKSkp6YFZCcL9LX7UCrSGVlr1Tegx0KpvQmtoJX7Uir6emiAIgiAIfairBZH2AaMMBsMYIBf4DYBMJhsBLAFGArOAdTKZzOKmRxGEPmAwGLr9mO2D09DQUAYPHtzt9yEI97tVY6fzi7CXsVU40KKrw1bhwC/CXhb7TQVBEAThIdelZb0Gg+Hf7X48Biy6/v1cYKvBYGgFLslksjxgAnC0K/cnCHdLq9Wybds2dDod1tbW+Pv7k5mZiUqlIiAggMbGRvLy8tBqtcyZM4dBgwaRm5vLwYMHcXd3R6czVmVLSkpi5cqVyOVykpKSiI+P58yZM3z//fdoNBqmT5+Oq6sreXl5VFZWMmLECNra2vDx8UEul5Oeno5cLqe5uZm4uDjkcnmHeYWGhvbxsyUIvWfV2OkiGBUEQRAEwUx37jldA3xy/XtPjMGqSfH1MUHoVTk5OXh7exMVFSVtHFer1VKg2dbWRnR0NDU1NRw8eJCFCxeSlpbG6tWraW5uZuPGjTc99qhRowgLC6OlpYVt27YRFxeHv78/U6ZMwdnZmdTUVOm6FhYWLF26lEOHDvH/t3fnYVXXef/Hnx/WwyIgKGLiCCqjkrmkWJYZ7tpUpk7LTMsoY8vUlE23153lNfO7W5zpmrrmuqfuGif31MYWGzPXcmGotFFUUhMdlDBccEEWQeCwfH5/ACdIXFj0QLwe19XF4fv9nM95f09v4Lz9LN/09HTKysrOi0tEREREpDW7ZHFqjNkARNRxaqa19uOqNjOBMmBpfQMwxjwCPALQoUOHWh/oW6OCgoJW/x40pT179tC2bVvKyso4evQoWVlZnD59mqSkJAAOHDhAeno6xhgAwsLCOHDgAFu2bAEgMzOTxMRE9u/fT2JiIh4eHqSmppKYmMjhw4dJTU3FWktxcTGdO3dm7969eHh4EBQU5Fpz6uHhwbFjx0hMTOTgwYP85z//oaio6Ly4cnNzG3SNyhmpL+WMNITyRupLOSP1dbVzJjg4mLNnz16112uNiouL6/X/9JLFqbV25MXOG2MmA7cDI+z3i/iOAp1rNIusOlZX/28DbwMMHDjQxsfHXzLoH7PExERa+3vQlNq1a0dubi5DhgyhsLCQTp06ERoa6nqPU1NTeeWVVzhz5gyffPIJ8fHxHDp0iJtuuoni4mJ2795NfHw8WVlZDBgwAG9vb/bs2UN8fDxz5szhpZdeory8nHnz5hEfH09+fj433XQT7dq1A3BN601PTyc+Pp6QkMo9w7y8vM6Lq6HTet2dM7m5uWzatImJEyfWeT4jI4OMjAzldTPi7pyRlkl5I/WlnJH6uto5k5qaSps2ba7a6zXG66+/zt/+9jeuv/56li6t93ig2zgcDvr373/Z7Rs1rdcYMxb4b+BWa+25GqdWAu8aY/4CXAPEANsa81oiDdGzZ08++OADFi9ejI+PD/n5+bXOd+rUiQULFtClSxfXsSFDhrBgwQI6duxIYGAgAAMGDOAf//gHP/nJTwgICADgpz/9KQsWLKBTp044HA4AunfvzurVq7n22mvrFZeHR2P3JhMRERGRlsxai7W2zs+Fb731Fhs2bCAyMvKy+iorK8PLq+XdNbSxEf8f4At8VjUt8itr7WPW2m+MMe8D+6ic7vuEtba8ka8lUm9eXl7ce++9eHh4sGrVKqKjoxk6dKjr/J133nnec3r06EGPHj1qHYuJiSEmJqbWsVtvvZVbb7211rHY2FhiY2PP6zMqKgqg1uhozbjatm0598zKyMjg888/xxhDeXk5o0ePJjc3l/fee4/c3Fx+8YtfEBQUxMcff0xeXh6BgYGEhoa6O2wRERGRRsnct4dd61aRdzKL4PAI+o+9vdH3pM/IyGDMmDHccMMN7Nixg3vuuYdVq1ZRUlLChAkTeOGFF3jsscdIT09n3LhxJCQk8Mgjj/Dkk0+yd+9eSktL+Z//+R/Gjx/PwoUL+eijjygoKKC8vJw1a9ZcsN3KlSs5d+4chw4dYsKECfz5z38GYN26dTz//POUl5fTrl07Nm7cSGFhYZ39fPPNN0yZMgWn00lFRQXLly8/7/NyfTV2t97uFzk3C5jVmP5FmsLSpUtxOp2EhobSuXPnSz/hCtqetZ1l+5dx5OwR8rfmM6DdAAZED3B7XPVlreXBBx9k7969HDp0CKfTyZQpU9izZw/79u2jc+fOGGN46KGH+Pzzz127HouIiIi0RJn79pD4zly8fR0EhLTlXF4uie/MJf6hqY0uUNPS0li0aBH5+fl8+OGHbNu2DWstd955J0lJScyePZt169axefNm2rVrx/PPP8/w4cOZP38+ubm5DBo0iJEjK1di7ty5k927dxMaGnrRdikpKezatQtfX1969OjBk08+icPh4OGHHyYpKYno6GjOnDkDwKxZs+rsZ/bs2UybNo37778fp9PZJJ/3Wt5Yr0g9Pfjgg+4OAagsTF/b/hp+Xn6082uH3y1+pJWlMT5uvLtDq7eOHTsCEBERwc6dO2nfvj3GGIKCgjhz5gw5OTmuNh07duTIkSPuDFdERESkUXatW4W3rwNff38A19dd61Y1ujjt0qULN954I9OnT+fTTz91rdEsKCggLS2t1qw/gE8//ZSVK1fy2muvAZWbDn333XcAjBo1yjVj7WLtRowYQXBwMFA58+/w4cPk5OQwdOhQoqOjAS7Zz+DBg5k1axZHjhxh4sSJjR41BRWnIlfNsv3L8PPyI9Cnch1r9ddl+5cRFxHnztDqLSsrC4ATJ04QHR3NqVOnap0PCQnh22+/rdVWREREpKXKO5lFQEjtZVg+fn7knzrR6L6r9zOx1vLcc8/x6KOPXrS9tZbly5eftwzt3//+t6uvS7Xz9fV1fe/p6UlZWVm9X69Xr17ccMMNrF69mttuu42///3vDB8+/OIXewnahUXkKjly9ggB3gG1jgV4B3Ck4MqMKqakpJCSknJZbffv309RUdFl9+3p6cmSJUvYvn073bp1w+l0kpqa6jofGRlJeXk5ixYtIjs7u96xi4iIiDQnweEROH/wWclZVERQ+w5N9hpjxoxh/vz5FBQUAHD06FFOnjxZZ7s33niD6hul7Nq164L9XU67ajfeeCNJSUmuAYbqab0X6ic9PZ2uXbvy1FNPMX78eHbv3l3fSz6PRk5FrpLINpFkF2W7RkwBCksLiQy8vF3XrqT9+/cTHh6On5/fRdtV7yIXERFR61/Gxo4dy6ZNm4jrGUP+zq0sXvdPgsMjGN4EGwWIiIiIuFv/sbeT+M5coHLE1FlURGlJMf3H3t5krzF69GhSU1MZPHgwAIGBgSxZsoTw8PBa7X7/+9/z9NNP06dPHyoqKoiOjmbVqlXn9Xe57aq1b9+et99+m4kTJ1JRUUF4eDifffbZBft5//33Wbx4Md7e3kRERPD88883+j0w39+a1P0GDhxok5OT3R2GW+meYD9eNdecBngHUFhaSFFZEdPjpjdqWm/NnCkvL+f999+nvLwcb29vevTowfHjx8nKysLX15eJEyficDjYtGkTGRkZeHp6ctdddzFnzhyCg4OJjY2ld+/erFixgrKyMnr06MGQIUNITEwkNzeXs2fPMmDAABYtWkTPnj3x9/fn7rvvZvPmzWxau5pTqXu4qU9vThecI+3wd5SXlfLYs88z8NbGTfGQpqXfM9IQyhupL+WM1Jc77nPaq1evy25fvVtv/qkTBLXv0CS79f7Y1fUeG2N2WGsH1tVeI6ciV0lcRBzT46ZX7tZbcITIwEju63lfk6433b9/P506dWLo0KF88sknFBYWunbS3b17N8nJyXTr1o2cnBwSEhJc0zO6d+/O0KFDCQ0NZfXq1cTHx9OlSxeWLFlC3759AQgLC+Ouu+7CWsvLL7+Mt7c3mzZt4ttvv2XAgAFsWDyf4QOvBy8vjmVkMuamGyjIz2fZ3LdVnIpchoqKCn7/+99z/PhxfH19ufbaa9m5cydlZWU888wz9OvXj6lTp9KtWze++eYbhg0bxoEDB8jMzGTq1KmMGDGCqVOn0rlzZ9LT0xk1ahQPPPAAU6dOZfbs2Xh5eTF16lTmzp3Lq6++yr59+/D09OTFF1/kmmuucffli4g0e51jr1MxeoWpOBW5iuIi4q7o5kc/3CW3uLjY9f0111xDRkYGISEhrlvXVN2f+IJ9REREkJOT43o+QGlpKZ988gn5+fkUFhYSGhpKWFgYhXm5+PjFcCb/LLlnC9i8IwULOM+du2LXK/JjsmbNGkJCQpg1axYVFRUUFxfz29/+lkOHDjF79mzXfZLHjRvH7373OyZMmMCCBQuoqKjgT3/6EyNGjAAqp4XFxcUxdepU7rnnnjpfKzU1lXnz5uHh4UFFRcVVu0YREZGLUXEq8iMSEhJCVlYWMTExZGVl0bZtW44fPw7AsWPHCA0NpV27dmzZsoVBgwYBletIa35ArX5Oly5dOH78uKtddSF78OBBwsLCmDRpEhs3bgTAw8MDv6BgnEVFBPg5CA1uw819elNy7hy+bYKu9tsg0iJ999139OnTB6j8mfrwww9JTEzEw6P23oWxsbH4+PjQoUMHIiIiAFybZwD07dsXLy8vwsLCzttIo/rn/N5772XGjBkEBQXx9NNPExgYiIiIiLtpt16RH5GePXuSmZnJ4sWLKS4uJiAgAC8vL+bPn8+ePXsYOHAgERERBAcHM2/ePBYtWkRJSQndu3dn9erVJCcnc/PNN7N582bmzZtHVFQUQUG1i8vIyEgOHDjAu+++S25uLlC5YL9jr958kbKb0qIiIsJCWb/l32xK3klZe00XFLkcUVFR7N27F6gsIteuXcvcuXN59tlna7WrLlbrmvkAsGfPHsrKysjOziY8PBx/f3+OHTvG6dOnyc/PB+CWW27hz3/+MyEhIXz22WdX8KpEREQun0ZORX5EvLy8+OUvf1nrWPVUwJqqp/9Vi42NJTY21vX95MmTa52vuTlBUFBQnfffenrG8+xY8zHJKz/Cu/As/Tu2Z+CdExlw2/gGXEnjrFixwrWGtina1WX+/PkkJCTUOrZmzRpuu+22evclApW7Xn/xxRckJCTgcDjo2rUrv/71r2v9bF6ODRs28OabbzJy5Eh8fHy44447mDFjBj169KBNmzYAPPPMM5SUlADw85//vMmvRUREpCFUnIpIk8jct4d9SZsI7hBBe79onEVF7EtnSouEAAAQvElEQVTaRHhU1xa/eYC19oKjVDWpMJXG8PDw4I9//ONF28ydO9f1eMGCBXU+fvbZZ/Hy+v7P+6hRoxg1alStfmbPnt3YcEVERJqcilMRaRK71q3C29eBr78/gOvrrnWrmrw4zczMZN26dXh7e9OnTx9yc3Ndt8a59957AdiyZQsnT56ka9euxMfHk5WVxerVq7HWMmjQINfaPoCsrCzWrl1LWVkZPXv25JZbbiElJYW0tDScTifDhw9n/fr1AHTo0IFx48ZRUVHBypUrOXbsGCNHjqR79+6u0dQVK1ZgjOHMmTNERUUxbNiwJr1+kYZYtHMjC/cuIb/0BEHeHZjc+wF+df2ISz9RRESuiNzcXN59910ef/xxjh07xlNPPcWHH37o7rDcSmtORaRJ5J3MwsfPr9YxHz8/8k+daPLXSktLY9SoUUyePJmOHTu6bo0TFBREYWEhAN26dSMhIYG0tDQANm/ezKRJk5gyZQqzZ8/m1KlTrv7CwsKYPHkyDz/8MIcOHaK0tBQAh8PB/fffT1FREVFRUUyePJljx44BUFRUxIgRI/jlL3/JnDlzzosxOjqaKVOmcPz4cdc6P5Erbe7cubVGTast2rmRv+76C4VleTg821JYlsdfd/2FRTs3uiFKERGByuL0rbfeAirvitDaC1PQyKmINJHg8AjO5eW6RkwBnEVFBLXv0OSvFRcXR1JSEjt37iQ8PLzWrXGqp9+Gh4cD4O3tDVQWkyEhIUDlBk7VRSxU/nFYv349paWlZGdnu85V31KnS5cuHD58mOXLl3PkyBEA/P39CQgIAKjzBt7Vzw0PDyc3N/e8jaVErqaFe5fgZXzx9aia2eDhDxWVxzV6KiJyeYrTcyncepyyM8V4hToIGNwRR9eQBvc3Y8YMDh06RL9+/YiJiSE1NZW9e/eycOFCVqxYQWFhIWlpaUyfPh2n08nixYvx9fVlzZo1hIaGcujQIZ544glOnTqFv78/c+bMoWfPnk14xVefRk5FpEn0H3s7pSXFlJw7h7WWknPnKC0ppv/Y25vsNTIzM5kzZw7vvfceHTt2xMfHh0WLFrl2Jwb48ssv2bBhA19++SUAeXl5zJs3j61bt/LFF19QXl5OQUEBAQEB5OTksHTpUl566SV8fHyYMmUKBQUFrFixgjVr1pCdnc3ChQtZuHAhxcXFTJo0ibS0NFauXMm//vUvDh48CEBSUhIAO3fu5OOPP2bjxo2sXLkSgJMnT7qKYhF3yS89gbdH7ZkN3h5+5JeevMAzRESkpuL0XPJWfUv5WScegd6Un3WSt+pbitNzG9znK6+8Qrdu3UhJSeHVV1+tdW7v3r189NFHbN++nZkzZ+Lv78+uXbsYPHgw77zzDgCPPPIIb7zxBjt27OC1117j8ccfb9Q1NgcaORWRJtE59jriH5rKrnWryD91gqD2Heg/9vYmXW9aPZ03KyuLf/3rX+zfv59p06aRlZXFkiVL2L17NwkJCYwcOZL09HQAUlNTeeWVVxgzZgwzZ87km2++ISYmBk9PT9q0acOdd95JTk4OL774IuXl5Xh4eODr68ttt93Gd999R1RUFNHR0WzYsIE5c+YQFBTEiBEjyMzMJDk5me7du9eKMTo6mhEjRvDFF1/w5ptv0qtXL42aitsFeXegsCzPNXIKUFpRRJB3uBujEhFpOQq3Hsf4eODhqCyfjMOLCsoo3Hq8UaOnFzJs2DDatGlDmzZtCA4O5o477gDguuuuY/fu3RQUFLBlyxbuvvtu13Oqd2FvyVScikiT6Rx73RXdmbd6Om9JSQlxcXHcfPPN9O7dm969ewOVt4bp3Lkz/fr1Y+HChQAMGjSIkJAQQkJCuOOOOxg9ejSbNm0C4NZbb2Xt2rWUlpbSp08fxo0bR69evSgvL6dfv35cd911JCUlkZyczMCBA+nbty/z5s0jICCAJ554wvUaQ4YMAaBfjxi+XvEeO1K+xhEUwoCxo7lx+PAr9n6IXK7JvR/gr7v+AhWVI6alFUWU2RIm937A3aGJiLQIZWeK8Qj0rnXM+HpSdqb4iryer6+v63H1P5xXPy4rK6OiooKQkBBSUlKuyOu7i6b1ikiL4XA4+NnPfsaoUaPIyMhwrf+Eytu9AOfd8sXhcJCbm0t5eTk5OTmudaIA27dvZ8iQIUyZMqXWvU6r+7DWMmzYMCZNmsTWrVvr7L9a5r497N38GcePHcc3IJDs06fYvfojMvftaZqLF2mEX10/gmn9nyHAK5ji8lwCvIKZ1v8ZrTcVEblMXqEObEl5rWO2pByvUEeD+2zTpg1nz55t0HODgoKIjo7mgw8+qIzFWr7++usGx9JcaORURFqMHTt2kJqaitPp5Oabb+bEiRPMmzcPLy8v1y1kfmjYsGEsX76ciooK4uLi8PT0dJ376U9/ypo1a2jfvn2t49WOHj3Kxo0bKS8vp2vXrheNbde6VXh6+5BXXExhURGdO0YQFBR8RW6lI9IQv7p+hIpREZEGChjckbxV31JBGcbXE1tSjnVWEDC4Y4P7DAsLc80Cq2tzxUtZunQpv/nNb3j55ZcpLS3lvvvuo2/fvg2Opzkw1aMNzcHAgQNtcnKyu8Nwq8TEROLj490dhrQgypnmYfGMaew9eoJru3ahTdWOxdZazuXl8sCf/tfN0dWmnJGGUN5IfSlnpL6uds6kpqbWqyhs6t16W4O63mNjzA5r7cC62mvkVESkkbZnbeewOUHGmUN4hRTT3bMrIb7BV+xWOiIiInL1ObqGqBi9wlSciog0wvas7by2/TXCYjzpkxdJGZZDOQfp4tcZR4VXk95KR0REROTHTBsiiYg0wrL9y/Dz8sOjSyg5g0MhwAffEsMJm038Q1O13lRERETkMmnkVESkEY6cPUI7v3YAFF/jR/E1flhrOV18WoWpiIiISD1o5FREpBEi20RSWFpY61hhaSGRgZFuikhERESkZVJxKiLSCPf1vI+isiIKnAVYaylwFlBUVsR9Pe9zd2giIiIiLYqKUxGRRoiLiGN63HTC/MI4XXyaML8wpsdNJy4izt2hiYiIiLQoWnMqItJIcRFxKkZFRETE7crLy/H09HR3GA2m4lREREREROQSMjIy2LZtGzk5ObRt25ZBgwYRFRXV4P7+8Ic/EBoaytNPPw3AzJkzCQ8Px+l08v7771NSUsKECRN44YUXALjrrrvIzMykuLiYadOm8cgjjwAQGBjIo48+yoYNG3jzzTcZMmRIo6/VXTStV0RERERE5CIyMjJYv349hYWFBAYGUlhYyPr168nIyGhwnwkJCbzzzjsAVFRUsGzZMiIiIkhLS2Pbtm2kpKSwY8cOkpKSAJg/fz47duwgOTmZ119/nezsbAAKCwu54YYb+Prrr1t0YQoaORUREREREbmobdu24ePjg6+vL4Dr67Zt2xo8ehoVFUVYWBi7du3ixIkT9O/fn+3bt/Ppp5/Sv39/AAoKCkhLS2Po0KG8/vrr/POf/wQgMzOTtLQ0wsLC8PT0ZNKkSY2/yGZAxamIiIiIiMhF5OTkEBgYWOuYj48POTk5jep36tSpLFy4kKysLBISEti4cSPPPfccjz76aK12iYmJbNiwga1bt+Lv7098fDzFxcUAOByOFr3OtCZN6xUREREREbmItm3b4nQ6ax1zOp20bdu2Uf1OmDCBdevWsX37dsaMGcOYMWOYP38+BQUFABw9epSTJ0+Sl5dH27Zt8ff3Z//+/Xz11VeNet3mSiOnIiIiIiIiFzFo0CDWr18PVI6YOp1OnE4nw4YNa1S/Pj4+DBs2jJCQEDw9PRk9ejSpqakMHjwYqNzsaMmSJYwdO5bZs2fTq1cvevTowY033tjoa2qOVJyKiIiIiIhcRFRUFGPGjKm1W++wYcMatVsvVG6E9NVXX/HBBx+4jk2bNo1p06ad13bt2rV19lE9yvpjoOJURERERETkEqKiohpdjNa0b98+br/9diZMmEBMTEyT9duSqTgVERERERG5ymJjY0lPT3d3GM2KNkQSERERERERt1NxKiIiIiIirZK11t0h/Gg15L1VcSoiIiIiIq2Ow+EgOztbBeoVYK0lOzsbh8NRr+dpzamIiIiIiLQ6kZGRHDlyhFOnTrk7lB8lh8NBZGRkvZ6j4lRERERERFodb29voqOj3R2G1KBpvSIiIiIiIuJ2Kk5FRERERETE7VScioiIiIiIiNuZ5rQ7lTHmFHDY3XG4WTvgtLuDkBZFOSP1pZyRhlDeSH0pZ6S+lDOtQxdrbfu6TjSr4lTAGJNsrR3o7jik5VDOSH0pZ6QhlDdSX8oZqS/ljGhar4iIiIiIiLidilMRERERERFxOxWnzc/b7g5AWhzljNSXckYaQnkj9aWckfpSzrRyWnMqIiIiIiIibqeRUxEREREREXE7FafNgDHmJWPMbmNMijHmU2PMNVXHjTHmdWPMwarz17s7Vmk+jDGvGmP2V+XGP40xITXOPVeVNweMMWPcGac0H8aYu40x3xhjKowxA39wTjkjdTLGjK3Ki4PGmBnujkeaJ2PMfGPMSWPM3hrHQo0xnxlj0qq+tnVnjNK8GGM6G2M2G2P2Vf1tmlZ1XHnTiqk4bR5etdb2sdb2A1YBf6g6Pg6IqfrvEeBvbopPmqfPgN7W2j7Af4DnAIwxscB9wLXAWOAtY4yn26KU5mQvMBFIqnlQOSMXUpUHb1L59ygW+EVVvoj80EIqf3/UNAPYaK2NATZWfS9SrQz4L2ttLHAj8ETV7xflTSum4rQZsNbm1/g2AKheCDweeMdW+goIMcZ0vOoBSrNkrf3UWltW9e1XQGTV4/HAMmttibX2W+AgMMgdMUrzYq1NtdYeqOOUckYuZBBw0Fqbbq11AsuozBeRWqy1ScCZHxweDyyqerwIuOuqBiXNmrX2uLV2Z9Xjs0Aq0AnlTaum4rSZMMbMMsZkAvfz/chpJyCzRrMjVcdEfigBWFv1WHkj9aWckQtRbkhjdLDWHq96nAV0cGcw0nwZY6KA/sC/Ud60al7uDqC1MMZsACLqODXTWvuxtXYmMNMY8xzwW+D/XdUApVm6VN5UtZlJ5dSYpVczNmmeLidnRESuNmutNcboFhFyHmNMILAceNpam2+McZ1T3rQ+Kk6vEmvtyMtsuhRYQ2VxehToXONcZNUxaSUulTfGmMnA7cAI+/19oZQ3rVg9ftfUpJyRC1FuSGOcMMZ0tNYer1qWdNLdAUnzYozxprIwXWqt/ajqsPKmFdO03mbAGBNT49vxwP6qxyuBh6p27b0RyKsxzUFaOWPMWOC/gTuttedqnFoJ3GeM8TXGRFO5odY2d8QoLYZyRi5kOxBjjIk2xvhQuXHWSjfHJC3HSuBXVY9/BWj2hriYyiHSeUCqtfYvNU4pb1ox8/1gi7iLMWY50AOoAA4Dj1lrj1b90P4flbvfnQOmWGuT3RepNCfGmIOAL5Bddegra+1jVedmUrkOtYzKaTJr6+5FWhNjzATgDaA9kAukWGvHVJ1TzkidjDG3Af8LeALzrbWz3BySNEPGmH8A8UA74ASVM8BWAO8DP6Hy88091tofbpokrZQxZgjwObCHys/AAM9Tue5UedNKqTgVERERERERt9O0XhEREREREXE7FaciIiIiIiLidipORURERERExO1UnIqIiIiIiIjbqTgVERERERERt1NxKiIiIiIiIm6n4lRERERERETcTsWpiIiIiIiIuN3/B7TyBXNyQO/sAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
- "needs_background": "light"
+ "needs_background": "light",
+ "tags": []
},
"output_type": "display_data"
}
@@ -339,20 +381,20 @@
"base_uri": "https://localhost:8080/",
"height": 537
},
- "colab_type": "code",
"id": "dDcfoRvq70xx",
- "outputId": "6bdb1873-68f3-4b3e-82e3-6db0d5988c3a"
+ "outputId": "649b602d-1477-48f1-81eb-411d19d1c9c6"
},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
- "needs_background": "light"
+ "needs_background": "light",
+ "tags": []
},
"output_type": "display_data"
}
@@ -366,7 +408,6 @@
{
"cell_type": "markdown",
"metadata": {
- "colab_type": "text",
"id": "kVZ97Cdf8Qrm"
},
"source": [
@@ -375,9 +416,11 @@
}
],
"metadata": {
+ "accelerator": "GPU",
"colab": {
+ "collapsed_sections": [],
"machine_shape": "hm",
- "name": "Visualizing_Embeddings_Using_TSNE.ipynb",
+ "name": "09_Visualizing_Embeddings_Using_TSNE.ipynb",
"provenance": []
},
"kernelspec": {
@@ -395,7 +438,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.7.4"
},
"varInspector": {
"cols": {
From 89282ea350cc30c890977f1f69740701a26b4af0 Mon Sep 17 00:00:00 2001
From: jatinpapreja <47968703+jatinpapreja@users.noreply.github.com>
Date: Wed, 7 Jul 2021 12:08:45 +0530
Subject: [PATCH 2/4] [Ch4Nb03] Fixed dependencies and path issues
1. Fixed dependencies.
2. Fixed path issues.
3. Added try except block for colab.
---
Ch4/03_Word2Vec_Example.ipynb | 247 +++++++++++++++++++++++-----------
1 file changed, 171 insertions(+), 76 deletions(-)
diff --git a/Ch4/03_Word2Vec_Example.ipynb b/Ch4/03_Word2Vec_Example.ipynb
index 4f7fecd..ca828d4 100644
--- a/Ch4/03_Word2Vec_Example.ipynb
+++ b/Ch4/03_Word2Vec_Example.ipynb
@@ -3,7 +3,6 @@
{
"cell_type": "markdown",
"metadata": {
- "colab_type": "text",
"id": "sVtvH58nb_Hp"
},
"source": [
@@ -28,17 +27,36 @@
"cell_type": "code",
"execution_count": 1,
"metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "JQX8DAmBb_Hr"
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "JQX8DAmBb_Hr",
+ "outputId": "3e55c7d1-be7c-44bf-caf8-d00cf9dab00b"
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
+ "[nltk_data] Unzipping corpora/stopwords.zip.\n",
+ "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
+ "[nltk_data] Unzipping tokenizers/punkt.zip.\n"
+ ]
+ }
+ ],
"source": [
"#basic imports\n",
"import os\n",
+ "import wget\n",
+ "import gzip\n",
+ "import shutil\n",
"from time import time\n",
"\n",
"#pre-processing imports\n",
+ "import nltk\n",
+ "nltk.download('stopwords')\n",
+ "nltk.download('punkt')\n",
"from nltk.tokenize import word_tokenize\n",
"from nltk.corpus import stopwords\n",
"from string import punctuation\n",
@@ -54,53 +72,100 @@
{
"cell_type": "code",
"execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "path = os.getcwd()\n",
- "path = path + '\\Data'\n",
- "\n",
- "fil = 'sentiment_sentences.txt'"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 140,
+ "resources": {
+ "http://localhost:8080/nbextensions/google.colab/files.js": {
+ "data": 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",
+ "headers": [
+ [
+ "content-type",
+ "application/javascript"
+ ]
+ ],
+ "ok": true,
+ "status": 200,
+ "status_text": ""
+ }
+ }
+ },
+ "id": "S8RM8c6AS8AX",
+ "outputId": "e6e3d6b7-bd49-4dd9-a28e-59a4193187aa"
+ },
"outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " \n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "tags": []
+ },
+ "output_type": "display_data"
+ },
{
"name": "stdout",
"output_type": "stream",
"text": [
- "File already exists\n"
+ "Saving amazon_cells_labelled.txt to amazon_cells_labelled.txt\n",
+ "Saving imdb_labelled.txt to imdb_labelled.txt\n",
+ "Saving yelp_labelled.txt to yelp_labelled.txt\n"
]
}
],
"source": [
- "if not os.path.exists(path+\"\\sentiment_sentences.txt\"):\n",
- " file = open(os.path.join(path, fil), 'w')\n",
- " file.close()\n",
+ "try:\n",
+ " from google.colab import files\n",
" \n",
- " # combined the three files to make sentiment_sentences.txt\n",
- " filenames = ['amazon_cells_labelled.txt', 'imdb_labelled.txt', 'yelp_labelled.txt']\n",
+ " # upload 'amazon_cells_labelled.txt', 'imdb_labelled.txt' and 'yelp_labelled.txt'\n",
+ " uploaded = files.upload()\n",
+ " \n",
+ " !mkdir DATAPATH\n",
+ " !mv -t DATAPATH amazon_cells_labelled.txt imdb_labelled.txt yelp_labelled.txt\n",
+ " !cat DATAPATH/amazon_cells_labelled.txt DATAPATH/imdb_labelled.txt DATAPATH/yelp_labelled.txt > DATAPATH/sentiment_sentences.txt\n",
+ " \n",
+ "except ModuleNotFoundError:\n",
+ "\n",
+ " fil = 'sentiment_sentences.txt'\n",
+ "\n",
+ " if not os.path.exists(\"Data/sentiment_sentences.txt\"):\n",
+ " file = open(os.path.join(path, fil), 'w')\n",
+ " file.close()\n",
+ " \n",
+ " # combined the three files to make sentiment_sentences.txt\n",
+ " filenames = ['amazon_cells_labelled.txt', 'imdb_labelled.txt', 'yelp_labelled.txt']\n",
"\n",
- " with open(path+'\\sentiment_sentences.txt', 'w') as outfile:\n",
- " for fname in filenames:\n",
- " with open(path + '\\sentiment labelled sentences\\\\' + fname) as infile:\n",
- " outfile.write(infile.read())\n",
- " print(\"File created\")\n",
- "else:\n",
- " print(\"File already exists\")"
+ " with open('Data/sentiment_sentences.txt', 'w') as outfile:\n",
+ " for fname in filenames:\n",
+ " with open('Data/sentiment labelled sentences/' + fname) as infile:\n",
+ " outfile.write(infile.read())\n",
+ " print(\"File created\")\n",
+ " else:\n",
+ " print(\"File already exists\")"
]
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 3,
"metadata": {
- "colab": {},
- "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
"id": "COUGXAxcb_H5",
- "outputId": "f1b6d8ad-e22b-4126-d2ea-862697c4158b",
+ "outputId": "dd37e92a-942a-49c6-aa2e-8c48e542ec1b",
"scrolled": true
},
"outputs": [
@@ -108,7 +173,19 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Wall time: 15.7 s\n",
+ "--2021-07-04 11:24:51-- https://s3.amazonaws.com/dl4j-distribution/GoogleNews-vectors-negative300.bin.gz\n",
+ "Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.225.99\n",
+ "Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.225.99|:443... connected.\n",
+ "HTTP request sent, awaiting response... 200 OK\n",
+ "Length: 1647046227 (1.5G) [application/x-gzip]\n",
+ "Saving to: ‘DATAPATH/GoogleNews-vectors-negative300.bin.gz’\n",
+ "\n",
+ "GoogleNews-vectors- 100%[===================>] 1.53G 75.3MB/s in 26s \n",
+ "\n",
+ "2021-07-04 11:25:17 (60.2 MB/s) - ‘DATAPATH/GoogleNews-vectors-negative300.bin.gz’ saved [1647046227/1647046227]\n",
+ "\n",
+ "CPU times: user 3 µs, sys: 1e+03 ns, total: 4 µs\n",
+ "Wall time: 9.06 µs\n",
"done loading Word2Vec\n"
]
}
@@ -116,29 +193,42 @@
"source": [
"#Load the pre-trained word2vec model and the dataset\n",
"try:\n",
+ " \n",
" from google.colab import files\n",
- " data_path= \"DATAPATH\" \n",
+ " data_path= \"DATAPATH\"\n",
+ " !wget -P DATAPATH https://s3.amazonaws.com/dl4j-distribution/GoogleNews-vectors-negative300.bin.gz\n",
+ " !gunzip DATAPATH/GoogleNews-vectors-negative300.bin.gz \n",
" path_to_model = 'DATAPATH/GoogleNews-vectors-negative300.bin'\n",
" training_data_path = \"DATAPATH/sentiment_sentences.txt\"\n",
+ " \n",
"except ModuleNotFoundError:\n",
- " data_path= \"Data\" \n",
" \n",
- " if not os.path.exists('../Ch2/GoogleNews-vectors-negative300.bin'):\n",
- " if not os.path.exists('../Ch3/GoogleNews-vectors-negative300.bin'):\n",
- " wget.download(\"https://s3.amazonaws.com/dl4j-distribution/GoogleNews-vectors-negative300.bin.gz\")\n",
- " path_to_model = 'GoogleNews-vectors-negative300.bin'\n",
+ " data_path= \"Data\"\n",
+ " \n",
+ " if not os.path.exists('GoogleNews-vectors-negative300.bin'):\n",
+ " if not os.path.exists('../Ch2/GoogleNews-vectors-negative300.bin'):\n",
+ " if not os.path.exists('../Ch3/GoogleNews-vectors-negative300.bin'):\n",
+ " wget.download(\"https://s3.amazonaws.com/dl4j-distribution/GoogleNews-vectors-negative300.bin.gz\")\n",
+ "\n",
+ " with gzip.open('GoogleNews-vectors-negative300.bin.gz', 'rb') as f_in:\n",
+ " with open('GoogleNews-vectors-negative300.bin', 'wb') as f_out:\n",
+ " shutil.copyfileobj(f_in, f_out)\n",
+ "\n",
+ " path_to_model = 'GoogleNews-vectors-negative300.bin'\n",
+ " else:\n",
+ " path_to_model = '../Ch3/GoogleNews-vectors-negative300.bin'\n",
+ "\n",
" else:\n",
- " path_to_model = '../Ch3/GoogleNews-vectors-negative300.bin'\n",
- " \n",
+ " path_to_model = '../Ch2/GoogleNews-vectors-negative300.bin'\n",
" else:\n",
- " path_to_model = '../Ch2/GoogleNews-vectors-negative300.bin'\n",
+ " path_to_model = 'GoogleNews-vectors-negative300.bin'\n",
" \n",
" training_data_path = os.path.join(data_path, \"sentiment_sentences.txt\")\n",
- "\n",
- "\n",
- "\n",
+ " \n",
+ " \n",
"#Load W2V model. This will take some time. \n",
- "%time w2v_model = KeyedVectors.load_word2vec_format(path_to_model, binary=True)\n",
+ "%time \n",
+ "w2v_model = KeyedVectors.load_word2vec_format(path_to_model, binary=True)\n",
"print('done loading Word2Vec')\n",
"\n",
"#Read text data, cats.\n",
@@ -154,12 +244,13 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 4,
"metadata": {
- "colab": {},
- "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
"id": "m-WjFyC6b_IE",
- "outputId": "5df9e11b-6f8e-42b8-e198-6fe343293cc3"
+ "outputId": "ce75ae49-eaf7-4af9-fc70-28ad6fb984eb"
},
"outputs": [
{
@@ -179,12 +270,13 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 5,
"metadata": {
- "colab": {},
- "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
"id": "XEz30Jztb_IP",
- "outputId": "2169b2c9-e89f-439a-a23f-d322fb856841"
+ "outputId": "321faadb-db0a-4d2b-9c4f-a504f29accf7"
},
"outputs": [
{
@@ -207,12 +299,13 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 6,
"metadata": {
- "colab": {},
- "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
"id": "MFOGaDTwb_Ig",
- "outputId": "7603e297-9167-43ec-c7da-46d82dc850ad"
+ "outputId": "ccaf5749-fff8-440e-8709-026b1394afc1"
},
"outputs": [
{
@@ -245,12 +338,13 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 7,
"metadata": {
- "colab": {},
- "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
"id": "fXRiGtY1b_Iq",
- "outputId": "2d57a96f-8da8-4285-ca1e-2c617578b9e1"
+ "outputId": "2edbe27b-0400-4df7-f1f0-8b0d20549892"
},
"outputs": [
{
@@ -287,28 +381,29 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 8,
"metadata": {
- "colab": {},
- "colab_type": "code",
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
"id": "mr9IaQppb_Ix",
- "outputId": "13a84b5c-fde3-49f4-b156-5c2f36592b19"
+ "outputId": "0d1c168d-daac-40c9-b725-98a6406bc309"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Accuracy: 0.8173333333333334\n",
+ "Accuracy: 0.816\n",
" precision recall f1-score support\n",
"\n",
" 0\n",
- " 0.79 0.82 0.81 350\n",
+ " 0.84 0.81 0.83 404\n",
" 1\n",
- " 0.84 0.81 0.83 400\n",
+ " 0.79 0.82 0.80 346\n",
"\n",
" accuracy 0.82 750\n",
- " macro avg 0.82 0.82 0.82 750\n",
+ " macro avg 0.81 0.82 0.82 750\n",
"weighted avg 0.82 0.82 0.82 750\n",
"\n"
]
@@ -327,7 +422,6 @@
{
"cell_type": "markdown",
"metadata": {
- "colab_type": "text",
"id": "k7wjLB8rb_JB"
},
"source": [
@@ -337,7 +431,8 @@
],
"metadata": {
"colab": {
- "name": "Word2Vec_Example.ipynb",
+ "collapsed_sections": [],
+ "name": "03_Word2Vec_Example.ipynb",
"provenance": []
},
"kernelspec": {
@@ -355,7 +450,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.0"
+ "version": "3.7.4"
}
},
"nbformat": 4,
From f13e22ae1675f06dc8cd582150c660a63797bf31 Mon Sep 17 00:00:00 2001
From: Kumar Apurva <66004696+KUMAR-APURVA@users.noreply.github.com>
Date: Wed, 7 Jul 2021 12:13:14 +0530
Subject: [PATCH 3/4] [Ch4Nb05] Fixed errors and added dependencies
1. Added dependencies.
2. Fixed unzip command.
3. Fixed path issues.
---
Ch4/05_DeepNN_Example.ipynb | 1119 ++++++++++++++++++-----------------
1 file changed, 573 insertions(+), 546 deletions(-)
diff --git a/Ch4/05_DeepNN_Example.ipynb b/Ch4/05_DeepNN_Example.ipynb
index 303da08..5f44715 100644
--- a/Ch4/05_DeepNN_Example.ipynb
+++ b/Ch4/05_DeepNN_Example.ipynb
@@ -1,557 +1,584 @@
{
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "aLNg_Puse6EX"
- },
- "source": [
- "In this notebook we will demonstrate different text classification models trained using the IMDB reviews dataset. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "xqUcb7NBb5--"
- },
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Using TensorFlow backend.\n"
- ]
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "accelerator": "GPU",
+ "colab": {
+ "name": "05_DeepNN_Example.ipynb",
+ "provenance": [],
+ "collapsed_sections": []
+ },
+ "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": "3.6.13"
}
- ],
- "source": [
- "#Make the necessary imports\n",
- "import os\n",
- "import sys\n",
- "import numpy as np\n",
- "import tarfile\n",
- "import wget\n",
- "import warnings\n",
- "warnings.filterwarnings(\"ignore\") \n",
- "from zipfile import ZipFile\n",
- "from keras.preprocessing.text import Tokenizer\n",
- "from keras.preprocessing.sequence import pad_sequences\n",
- "from keras.utils import to_categorical\n",
- "from keras.layers import Dense, Input, GlobalMaxPooling1D\n",
- "from keras.layers import Conv1D, MaxPooling1D, Embedding, LSTM\n",
- "from keras.models import Model, Sequential\n",
- "from keras.initializers import Constant"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "0MqW5vWwfiCP"
- },
- "source": [
- "Here we set all the paths of all the external datasets and models such as [glove](https://nlp.stanford.edu/projects/glove/) and [IMDB reviews dataset](http://ai.stanford.edu/~amaas/data/sentiment/)."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [],
- "source": [
- "try:\n",
- " \n",
- " from google.colab import files\n",
- " \n",
- " !wget -P DATAPATH http://nlp.stanford.edu/data/glove.6B.zip\n",
- " !unzip DATAPATH/glove.6B.zip -C DATAPATH\n",
- " \n",
- " !wget -P DATAPATH http://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz\n",
- " !tar -xvf DATAPATH/aclImdb_v1.tar.gz -C DATAPATH\n",
- " \n",
- " BASE_DIR = 'DATAPATH'\n",
- " \n",
- "except ModuleNotFoundError:\n",
- " \n",
- " if not os.path.exists(os.getcwd()+'\\\\Data\\\\glove.6B'):\n",
- " os.mkdir(os.getcwd()+'\\\\Data\\\\glove.6B')\n",
- " \n",
- " url='http://nlp.stanford.edu/data/glove.6B.zip' \n",
- " path=os.getcwd()+'\\Data' \n",
- " wget.download(url,path) \n",
- " \n",
- " temp=path+'\\glove.6B.zip' \n",
- " file = ZipFile(temp) \n",
- " file.extractall(path+'\\glove.6B') \n",
- " file.close()\n",
- " \n",
- " \n",
- " \n",
- " if not os.path.exists(os.getcwd()+'\\\\Data\\\\aclImdb'):\n",
- " url='http://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz' \n",
- " path=os.getcwd()+'\\Data' \n",
- " wget.download(url,path)\n",
- " \n",
- " temp=path+'\\aclImdb_v1.tar.gz' \n",
- " tar = tarfile.open(temp, \"r:gz\")\n",
- " tar.extractall(path) \n",
- " tar.close()\n",
- " \n",
- " BASE_DIR = 'Data'\n",
- "\n",
- "GLOVE_DIR = os.path.join(BASE_DIR, 'glove.6B')\n",
- "TRAIN_DATA_DIR = os.path.join(BASE_DIR, 'aclImdb\\\\train')\n",
- "TEST_DATA_DIR = os.path.join(BASE_DIR, 'aclImdb\\\\test')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [],
- "source": [
- "#Within these, I only have a pos/ and a neg/ folder containing text files \n",
- "MAX_SEQUENCE_LENGTH = 1000\n",
- "MAX_NUM_WORDS = 20000 \n",
- "EMBEDDING_DIM = 100 \n",
- "VALIDATION_SPLIT = 0.2\n",
- "\n",
- "#started off from: https://github.com/keras-team/keras/blob/master/examples/pretrained_word_embeddings.py\n",
- "#and from: https://github.com/keras-team/keras/blob/master/examples/imdb_lstm.py"
- ]
},
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "EmifkoA8b5_N"
- },
- "source": [
- "### Loading and Preprocessing\n",
- " "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "WI4O1usEb5_O"
- },
- "outputs": [],
- "source": [
- "#Function to load the data from the dataset into the notebook. Will be called twice - for train and test.\n",
- "def get_data(data_dir):\n",
- " texts = [] # list of text samples\n",
- " labels_index = {'pos':1, 'neg':0} # dictionary mapping label name to numeric id\n",
- " labels = [] # list of label ids\n",
- " for name in sorted(os.listdir(data_dir)):\n",
- " path = os.path.join(data_dir, name)\n",
- " if os.path.isdir(path):\n",
- " if name=='pos' or name=='neg':\n",
- " label_id = labels_index[name]\n",
- " for fname in sorted(os.listdir(path)):\n",
- " fpath = os.path.join(path, fname)\n",
- " text = open(fpath,encoding='utf8').read()\n",
- " texts.append(text)\n",
- " labels.append(label_id)\n",
- " return texts, labels\n",
- "\n",
- "train_texts, train_labels = get_data(TRAIN_DATA_DIR)\n",
- "test_texts, test_labels = get_data(TEST_DATA_DIR)\n",
- "labels_index = {'pos':1, 'neg':0} \n",
- "\n",
- "#Just to see how the data looks like. \n",
- "#print(train_texts[0])\n",
- "#print(train_labels[0])\n",
- "#print(test_texts[24999])\n",
- "#print(test_labels[24999])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
+ "cells": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Found 88582 unique tokens.\n"
- ]
- }
- ],
- "source": [
- "#Vectorize these text samples into a 2D integer tensor using Keras Tokenizer \n",
- "#Tokenizer is fit on training data only, and that is used to tokenize both train and test data. \n",
- "tokenizer = Tokenizer(num_words=MAX_NUM_WORDS) \n",
- "tokenizer.fit_on_texts(train_texts) \n",
- "train_sequences = tokenizer.texts_to_sequences(train_texts) #Converting text to a vector of word indexes \n",
- "test_sequences = tokenizer.texts_to_sequences(test_texts) \n",
- "word_index = tokenizer.word_index \n",
- "print('Found %s unique tokens.' % len(word_index))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "_e0V1-bBb5_d",
- "outputId": "deb3c74b-30b8-451a-cc37-49df30520da1"
- },
- "outputs": [
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "aLNg_Puse6EX"
+ },
+ "source": [
+ "In this notebook we will demonstrate different text classification models trained using the IMDB reviews dataset. "
+ ]
+ },
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Splitting the train data into train and valid is done\n"
- ]
- }
- ],
- "source": [
- "#Converting this to sequences to be fed into neural network. Max seq. len is 1000 as set earlier\n",
- "#initial padding of 0s, until vector is of size MAX_SEQUENCE_LENGTH\n",
- "trainvalid_data = pad_sequences(train_sequences, maxlen=MAX_SEQUENCE_LENGTH)\n",
- "test_data = pad_sequences(test_sequences, maxlen=MAX_SEQUENCE_LENGTH)\n",
- "trainvalid_labels = to_categorical(np.asarray(train_labels))\n",
- "test_labels = to_categorical(np.asarray(test_labels))\n",
- "\n",
- "# split the training data into a training set and a validation set\n",
- "indices = np.arange(trainvalid_data.shape[0])\n",
- "np.random.shuffle(indices)\n",
- "trainvalid_data = trainvalid_data[indices]\n",
- "trainvalid_labels = trainvalid_labels[indices]\n",
- "num_validation_samples = int(VALIDATION_SPLIT * trainvalid_data.shape[0])\n",
- "x_train = trainvalid_data[:-num_validation_samples]\n",
- "y_train = trainvalid_labels[:-num_validation_samples]\n",
- "x_val = trainvalid_data[-num_validation_samples:]\n",
- "y_val = trainvalid_labels[-num_validation_samples:]\n",
- "#This is the data we will use for CNN and RNN training\n",
- "print('Splitting the train data into train and valid is done')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "WUHqg2vvb5_l",
- "outputId": "32c014cc-cee4-4a84-896b-7db39a24eb21"
- },
- "outputs": [
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "T4DNH1aoeEhE",
+ "outputId": "5304f679-8132-4cc3-c50a-c73502c7d44c"
+ },
+ "source": [
+ "!pip install wget"
+ ],
+ "execution_count": 1,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Collecting wget\n",
+ " Downloading https://files.pythonhosted.org/packages/47/6a/62e288da7bcda82b935ff0c6cfe542970f04e29c756b0e147251b2fb251f/wget-3.2.zip\n",
+ "Building wheels for collected packages: wget\n",
+ " Building wheel for wget (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for wget: filename=wget-3.2-cp37-none-any.whl size=9675 sha256=ff413eaabaf2d63367837f0f054d0f5b2518684987287143f3db7927f5fdd75e\n",
+ " Stored in directory: /root/.cache/pip/wheels/40/15/30/7d8f7cea2902b4db79e3fea550d7d7b85ecb27ef992b618f3f\n",
+ "Successfully built wget\n",
+ "Installing collected packages: wget\n",
+ "Successfully installed wget-3.2\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Preparing embedding matrix.\n",
- "Found 400000 word vectors in Glove embeddings.\n",
- "Preparing of embedding matrix is done\n"
- ]
- }
- ],
- "source": [
- "print('Preparing embedding matrix.')\n",
- "\n",
- "# first, build index mapping words in the embeddings set\n",
- "# to their embedding vector\n",
- "embeddings_index = {}\n",
- "with open(os.path.join(GLOVE_DIR, 'glove.6B.100d.txt'),encoding='utf8') as f:\n",
- " for line in f:\n",
- " values = line.split()\n",
- " word = values[0]\n",
- " coefs = np.asarray(values[1:], dtype='float32')\n",
- " embeddings_index[word] = coefs\n",
- "\n",
- "print('Found %s word vectors in Glove embeddings.' % len(embeddings_index))\n",
- "#print(embeddings_index[\"google\"])\n",
- "\n",
- "# prepare embedding matrix - rows are the words from word_index, columns are the embeddings of that word from glove.\n",
- "num_words = min(MAX_NUM_WORDS, len(word_index)) + 1\n",
- "embedding_matrix = np.zeros((num_words, EMBEDDING_DIM))\n",
- "for word, i in word_index.items():\n",
- " if i > MAX_NUM_WORDS:\n",
- " continue\n",
- " embedding_vector = embeddings_index.get(word)\n",
- " if embedding_vector is not None:\n",
- " # words not found in embedding index will be all-zeros.\n",
- " embedding_matrix[i] = embedding_vector\n",
- "\n",
- "# load these pre-trained word embeddings into an Embedding layer\n",
- "# note that we set trainable = False so as to keep the embeddings fixed\n",
- "embedding_layer = Embedding(num_words,\n",
- " EMBEDDING_DIM,\n",
- " embeddings_initializer=Constant(embedding_matrix),\n",
- " input_length=MAX_SEQUENCE_LENGTH,\n",
- " trainable=False)\n",
- "print(\"Preparing of embedding matrix is done\")"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "vEastnX8gdxR"
- },
- "source": [
- "### 1D CNN Model with pre-trained embedding"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "TTY-4K-Ob5_t",
- "outputId": "22425d40-4639-476a-872d-2916e9771195"
- },
- "outputs": [
+ "cell_type": "code",
+ "metadata": {
+ "id": "xqUcb7NBb5--"
+ },
+ "source": [
+ "#Make the necessary imports\n",
+ "import os\n",
+ "import sys\n",
+ "import numpy as np\n",
+ "import tarfile\n",
+ "import wget\n",
+ "import warnings\n",
+ "warnings.filterwarnings(\"ignore\") \n",
+ "from zipfile import ZipFile\n",
+ "from tensorflow.keras.preprocessing.text import Tokenizer\n",
+ "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
+ "from tensorflow.keras.utils import to_categorical\n",
+ "from tensorflow.keras.layers import Dense, Input, GlobalMaxPooling1D\n",
+ "from tensorflow.keras.layers import Conv1D, MaxPooling1D, Embedding, LSTM\n",
+ "from tensorflow.keras.models import Model, Sequential\n",
+ "from tensorflow.keras.initializers import Constant"
+ ],
+ "execution_count": 2,
+ "outputs": []
+ },
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Define a 1D CNN model.\n",
- "WARNING:tensorflow:From D:\\Anaconda\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:4070: The name tf.nn.max_pool is deprecated. Please use tf.nn.max_pool2d instead.\n",
- "\n",
- "WARNING:tensorflow:From D:\\Anaconda\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n",
- "\n",
- "Train on 20000 samples, validate on 5000 samples\n",
- "Epoch 1/1\n",
- "20000/20000 [==============================] - 49s 2ms/step - loss: 0.6787 - acc: 0.6084 - val_loss: 0.5057 - val_acc: 0.7748\n",
- "25000/25000 [==============================] - 15s 617us/step\n",
- "Test accuracy with CNN: 0.7612800002098083\n"
- ]
- }
- ],
- "source": [
- "print('Define a 1D CNN model.')\n",
- "\n",
- "cnnmodel = Sequential()\n",
- "cnnmodel.add(embedding_layer)\n",
- "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
- "cnnmodel.add(MaxPooling1D(5))\n",
- "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
- "cnnmodel.add(MaxPooling1D(5))\n",
- "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
- "cnnmodel.add(GlobalMaxPooling1D())\n",
- "cnnmodel.add(Dense(128, activation='relu'))\n",
- "cnnmodel.add(Dense(len(labels_index), activation='softmax'))\n",
- "\n",
- "cnnmodel.compile(loss='categorical_crossentropy',\n",
- " optimizer='rmsprop',\n",
- " metrics=['acc'])\n",
- "#Train the model. Tune to validation set. \n",
- "cnnmodel.fit(x_train, y_train,\n",
- " batch_size=128,\n",
- " epochs=1, validation_data=(x_val, y_val))\n",
- "#Evaluate on test set:\n",
- "score, acc = cnnmodel.evaluate(test_data, test_labels)\n",
- "print('Test accuracy with CNN:', acc)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "VdDj2FJzgi_W"
- },
- "source": [
- "### 1D CNN model with training your own embedding"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "zI0bISwRb5_w",
- "outputId": "1e96c6be-66c2-4a59-da1f-fc80e90889bd"
- },
- "outputs": [
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "0MqW5vWwfiCP"
+ },
+ "source": [
+ "Here we set all the paths of all the external datasets and models such as [glove](https://nlp.stanford.edu/projects/glove/) and [IMDB reviews dataset](http://ai.stanford.edu/~amaas/data/sentiment/)."
+ ]
+ },
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Defining and training a CNN model, training embedding layer on the fly instead of using pre-trained embeddings\n",
- "Train on 20000 samples, validate on 5000 samples\n",
- "Epoch 1/1\n",
- "20000/20000 [==============================] - 67s 3ms/step - loss: 0.5023 - acc: 0.7254 - val_loss: 0.2894 - val_acc: 0.8848\n",
- "25000/25000 [==============================] - 18s 708us/step\n",
- "Test accuracy with CNN: 0.8749200105667114\n"
- ]
- }
- ],
- "source": [
- "print(\"Defining and training a CNN model, training embedding layer on the fly instead of using pre-trained embeddings\")\n",
- "cnnmodel = Sequential()\n",
- "cnnmodel.add(Embedding(MAX_NUM_WORDS, 128))\n",
- "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
- "cnnmodel.add(MaxPooling1D(5))\n",
- "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
- "cnnmodel.add(MaxPooling1D(5))\n",
- "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
- "cnnmodel.add(GlobalMaxPooling1D())\n",
- "cnnmodel.add(Dense(128, activation='relu'))\n",
- "cnnmodel.add(Dense(len(labels_index), activation='softmax'))\n",
- "\n",
- "cnnmodel.compile(loss='categorical_crossentropy',\n",
- " optimizer='rmsprop',\n",
- " metrics=['acc'])\n",
- "#Train the model. Tune to validation set. \n",
- "cnnmodel.fit(x_train, y_train,\n",
- " batch_size=128,\n",
- " epochs=1, validation_data=(x_val, y_val))\n",
- "#Evaluate on test set:\n",
- "score, acc = cnnmodel.evaluate(test_data, test_labels)\n",
- "print('Test accuracy with CNN:', acc)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "6GwhXpmSgt4H"
- },
- "source": [
- "### LSTM Model with training your own embedding "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "SvBt2Brib5_4",
- "outputId": "1436903e-66f2-4add-d04b-143e551c534d"
- },
- "outputs": [
+ "cell_type": "code",
+ "metadata": {
+ "id": "HUKTqLHud7fo",
+ "scrolled": false
+ },
+ "source": [
+ "%%capture\n",
+ "try:\n",
+ " \n",
+ " from google.colab import files\n",
+ " \n",
+ " !wget -P DATAPATH http://nlp.stanford.edu/data/glove.6B.zip\n",
+ " !unzip DATAPATH/glove.6B.zip -d DATAPATH/glove.6B\n",
+ " \n",
+ " !wget -P DATAPATH http://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz\n",
+ " !tar -xvf DATAPATH/aclImdb_v1.tar.gz -C DATAPATH\n",
+ " \n",
+ " BASE_DIR = 'DATAPATH'\n",
+ " \n",
+ "except ModuleNotFoundError:\n",
+ " \n",
+ " if not os.path.exists('Data/glove.6B'):\n",
+ " os.mkdir('/Data/glove.6B')\n",
+ " \n",
+ " url='http://nlp.stanford.edu/data/glove.6B.zip' \n",
+ " wget.download(url,'Data') \n",
+ " \n",
+ " temp='Data/glove.6B.zip' \n",
+ " file = ZipFile(temp) \n",
+ " file.extractall('Data/glove.6B') \n",
+ " file.close()\n",
+ " \n",
+ " \n",
+ " \n",
+ " if not os.path.exists('Data/aclImdb'):\n",
+ " \n",
+ " url='http://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz' \n",
+ " wget.download(url,path)\n",
+ " \n",
+ " temp='Data/aclImdb_v1.tar.gz' \n",
+ " tar = tarfile.open(temp, \"r:gz\")\n",
+ " tar.extractall(path) \n",
+ " tar.close()\n",
+ " \n",
+ " BASE_DIR = 'Data'"
+ ],
+ "execution_count": 3,
+ "outputs": []
+ },
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Defining and training an LSTM model, training embedding layer on the fly\n",
- "WARNING:tensorflow:From D:\\Anaconda\\lib\\site-packages\\tensorflow\\python\\ops\\nn_impl.py:180: add_dispatch_support..wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
- "Instructions for updating:\n",
- "Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
- "Training the RNN\n",
- "Train on 20000 samples, validate on 5000 samples\n",
- "Epoch 1/1\n",
- "20000/20000 [==============================] - 445s 22ms/step - loss: 0.4829 - accuracy: 0.7736 - val_loss: 0.4104 - val_accuracy: 0.8264\n",
- "25000/25000 [==============================] - 135s 5ms/step\n",
- "Test accuracy with RNN: 0.8212599754333496\n"
- ]
- }
- ],
- "source": [
- "print(\"Defining and training an LSTM model, training embedding layer on the fly\")\n",
- "\n",
- "#model\n",
- "rnnmodel = Sequential()\n",
- "rnnmodel.add(Embedding(MAX_NUM_WORDS, 128))\n",
- "rnnmodel.add(LSTM(128, dropout=0.2, recurrent_dropout=0.2))\n",
- "rnnmodel.add(Dense(2, activation='sigmoid'))\n",
- "rnnmodel.compile(loss='binary_crossentropy',\n",
- " optimizer='adam',\n",
- " metrics=['accuracy'])\n",
- "print('Training the RNN')\n",
- "\n",
- "rnnmodel.fit(x_train, y_train,\n",
- " batch_size=32,\n",
- " epochs=1,\n",
- " validation_data=(x_val, y_val))\n",
- "score, acc = rnnmodel.evaluate(test_data, test_labels,\n",
- " batch_size=32)\n",
- "print('Test accuracy with RNN:', acc)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "colab_type": "text",
- "id": "tJYzsZFSg9z-"
- },
- "source": [
- "### LSTM Model using pre-trained Embedding Layer"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {
- "colab": {},
- "colab_type": "code",
- "id": "Eymx0IyCb5_-",
- "outputId": "7d665d21-4f34-46bb-ac3a-2fab1055268b"
- },
- "outputs": [
+ "cell_type": "code",
+ "metadata": {
+ "id": "qvl1qb78fUib"
+ },
+ "source": [
+ "GLOVE_DIR = os.path.join(BASE_DIR, 'glove.6B')\n",
+ "TRAIN_DATA_DIR = os.path.join(BASE_DIR, 'aclImdb/train')\n",
+ "TEST_DATA_DIR = os.path.join(BASE_DIR, 'aclImdb/test')"
+ ],
+ "execution_count": 4,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "Yu9xmAZEd7fp"
+ },
+ "source": [
+ "#Within these, I only have a pos/ and a neg/ folder containing text files \n",
+ "MAX_SEQUENCE_LENGTH = 1000\n",
+ "MAX_NUM_WORDS = 20000 \n",
+ "EMBEDDING_DIM = 100 \n",
+ "VALIDATION_SPLIT = 0.2\n",
+ "\n",
+ "#started off from: https://github.com/keras-team/keras/blob/master/examples/pretrained_word_embeddings.py\n",
+ "#and from: https://github.com/keras-team/keras/blob/master/examples/imdb_lstm.py"
+ ],
+ "execution_count": 5,
+ "outputs": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "EmifkoA8b5_N"
+ },
+ "source": [
+ "### Loading and Preprocessing\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "id": "WI4O1usEb5_O"
+ },
+ "source": [
+ "#Function to load the data from the dataset into the notebook. Will be called twice - for train and test.\n",
+ "def get_data(data_dir):\n",
+ " texts = [] # list of text samples\n",
+ " labels_index = {'pos':1, 'neg':0} # dictionary mapping label name to numeric id\n",
+ " labels = [] # list of label ids\n",
+ " for name in sorted(os.listdir(data_dir)):\n",
+ " path = os.path.join(data_dir, name)\n",
+ " if os.path.isdir(path):\n",
+ " if name=='pos' or name=='neg':\n",
+ " label_id = labels_index[name]\n",
+ " for fname in sorted(os.listdir(path)):\n",
+ " fpath = os.path.join(path, fname)\n",
+ " text = open(fpath,encoding='utf8').read()\n",
+ " texts.append(text)\n",
+ " labels.append(label_id)\n",
+ " return texts, labels\n",
+ "\n",
+ "train_texts, train_labels = get_data(TRAIN_DATA_DIR)\n",
+ "test_texts, test_labels = get_data(TEST_DATA_DIR)\n",
+ "labels_index = {'pos':1, 'neg':0} \n",
+ "\n",
+ "#Just to see how the data looks like. \n",
+ "#print(train_texts[0])\n",
+ "#print(train_labels[0])\n",
+ "#print(test_texts[24999])\n",
+ "#print(test_labels[24999])"
+ ],
+ "execution_count": 6,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "QhhqM0Jdd7fs",
+ "outputId": "87fa1f87-4a45-4921-b04f-3cec24e6a0c3"
+ },
+ "source": [
+ "#Vectorize these text samples into a 2D integer tensor using Keras Tokenizer \n",
+ "#Tokenizer is fit on training data only, and that is used to tokenize both train and test data. \n",
+ "tokenizer = Tokenizer(num_words=MAX_NUM_WORDS) \n",
+ "tokenizer.fit_on_texts(train_texts) \n",
+ "train_sequences = tokenizer.texts_to_sequences(train_texts) #Converting text to a vector of word indexes \n",
+ "test_sequences = tokenizer.texts_to_sequences(test_texts) \n",
+ "word_index = tokenizer.word_index \n",
+ "print('Found %s unique tokens.' % len(word_index))"
+ ],
+ "execution_count": 7,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Found 88582 unique tokens.\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "_e0V1-bBb5_d",
+ "outputId": "349db20b-de34-450a-8053-be6aef52f790"
+ },
+ "source": [
+ "#Converting this to sequences to be fed into neural network. Max seq. len is 1000 as set earlier\n",
+ "#initial padding of 0s, until vector is of size MAX_SEQUENCE_LENGTH\n",
+ "trainvalid_data = pad_sequences(train_sequences, maxlen=MAX_SEQUENCE_LENGTH)\n",
+ "test_data = pad_sequences(test_sequences, maxlen=MAX_SEQUENCE_LENGTH)\n",
+ "trainvalid_labels = to_categorical(np.asarray(train_labels))\n",
+ "test_labels = to_categorical(np.asarray(test_labels))\n",
+ "\n",
+ "# split the training data into a training set and a validation set\n",
+ "indices = np.arange(trainvalid_data.shape[0])\n",
+ "np.random.shuffle(indices)\n",
+ "trainvalid_data = trainvalid_data[indices]\n",
+ "trainvalid_labels = trainvalid_labels[indices]\n",
+ "num_validation_samples = int(VALIDATION_SPLIT * trainvalid_data.shape[0])\n",
+ "x_train = trainvalid_data[:-num_validation_samples]\n",
+ "y_train = trainvalid_labels[:-num_validation_samples]\n",
+ "x_val = trainvalid_data[-num_validation_samples:]\n",
+ "y_val = trainvalid_labels[-num_validation_samples:]\n",
+ "#This is the data we will use for CNN and RNN training\n",
+ "print('Splitting the train data into train and valid is done')"
+ ],
+ "execution_count": 8,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Splitting the train data into train and valid is done\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "WUHqg2vvb5_l",
+ "outputId": "295331a8-15a4-45de-9177-a88478639ff2"
+ },
+ "source": [
+ "print('Preparing embedding matrix.')\n",
+ "\n",
+ "# first, build index mapping words in the embeddings set\n",
+ "# to their embedding vector\n",
+ "embeddings_index = {}\n",
+ "with open(os.path.join(GLOVE_DIR, 'glove.6B.100d.txt'),encoding='utf8') as f:\n",
+ " for line in f:\n",
+ " values = line.split()\n",
+ " word = values[0]\n",
+ " coefs = np.asarray(values[1:], dtype='float32')\n",
+ " embeddings_index[word] = coefs\n",
+ "\n",
+ "print('Found %s word vectors in Glove embeddings.' % len(embeddings_index))\n",
+ "#print(embeddings_index[\"google\"])\n",
+ "\n",
+ "# prepare embedding matrix - rows are the words from word_index, columns are the embeddings of that word from glove.\n",
+ "num_words = min(MAX_NUM_WORDS, len(word_index)) + 1\n",
+ "embedding_matrix = np.zeros((num_words, EMBEDDING_DIM))\n",
+ "for word, i in word_index.items():\n",
+ " if i > MAX_NUM_WORDS:\n",
+ " continue\n",
+ " embedding_vector = embeddings_index.get(word)\n",
+ " if embedding_vector is not None:\n",
+ " # words not found in embedding index will be all-zeros.\n",
+ " embedding_matrix[i] = embedding_vector\n",
+ "\n",
+ "# load these pre-trained word embeddings into an Embedding layer\n",
+ "# note that we set trainable = False so as to keep the embeddings fixed\n",
+ "embedding_layer = Embedding(num_words,\n",
+ " EMBEDDING_DIM,\n",
+ " embeddings_initializer=Constant(embedding_matrix),\n",
+ " input_length=MAX_SEQUENCE_LENGTH,\n",
+ " trainable=False)\n",
+ "print(\"Preparing of embedding matrix is done\")"
+ ],
+ "execution_count": 9,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Preparing embedding matrix.\n",
+ "Found 400000 word vectors in Glove embeddings.\n",
+ "Preparing of embedding matrix is done\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Defining and training an LSTM model, using pre-trained embedding layer\n",
- "Training the RNN\n",
- "Train on 20000 samples, validate on 5000 samples\n",
- "Epoch 1/1\n",
- "20000/20000 [==============================] - 349s 17ms/step - loss: 0.6123 - accuracy: 0.6603 - val_loss: 0.4820 - val_accuracy: 0.7859\n",
- "25000/25000 [==============================] - 131s 5ms/step\n",
- "Test accuracy with RNN: 0.7855600118637085\n"
- ]
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "vEastnX8gdxR"
+ },
+ "source": [
+ "### 1D CNN Model with pre-trained embedding"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "TTY-4K-Ob5_t",
+ "outputId": "3f795778-06c6-41c5-a3f4-f2273016b020"
+ },
+ "source": [
+ "print('Define a 1D CNN model.')\n",
+ "\n",
+ "cnnmodel = Sequential()\n",
+ "cnnmodel.add(embedding_layer)\n",
+ "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
+ "cnnmodel.add(MaxPooling1D(5))\n",
+ "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
+ "cnnmodel.add(MaxPooling1D(5))\n",
+ "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
+ "cnnmodel.add(GlobalMaxPooling1D())\n",
+ "cnnmodel.add(Dense(128, activation='relu'))\n",
+ "cnnmodel.add(Dense(len(labels_index), activation='softmax'))\n",
+ "\n",
+ "cnnmodel.compile(loss='categorical_crossentropy',\n",
+ " optimizer='rmsprop',\n",
+ " metrics=['acc'])\n",
+ "#Train the model. Tune to validation set. \n",
+ "cnnmodel.fit(x_train, y_train,\n",
+ " batch_size=128,\n",
+ " epochs=1, validation_data=(x_val, y_val))\n",
+ "#Evaluate on test set:\n",
+ "score, acc = cnnmodel.evaluate(test_data, test_labels)\n",
+ "print('Test accuracy with CNN:', acc)"
+ ],
+ "execution_count": 10,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Define a 1D CNN model.\n",
+ "157/157 [==============================] - 23s 41ms/step - loss: 0.6748 - acc: 0.6068 - val_loss: 0.5651 - val_acc: 0.7040\n",
+ "782/782 [==============================] - 5s 7ms/step - loss: 0.5735 - acc: 0.7004\n",
+ "Test accuracy with CNN: 0.7003999948501587\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "VdDj2FJzgi_W"
+ },
+ "source": [
+ "### 1D CNN model with training your own embedding"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "zI0bISwRb5_w",
+ "outputId": "f34c3d27-a2fc-4996-fd11-5027d2bc170a"
+ },
+ "source": [
+ "print(\"Defining and training a CNN model, training embedding layer on the fly instead of using pre-trained embeddings\")\n",
+ "cnnmodel = Sequential()\n",
+ "cnnmodel.add(Embedding(MAX_NUM_WORDS, 128))\n",
+ "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
+ "cnnmodel.add(MaxPooling1D(5))\n",
+ "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
+ "cnnmodel.add(MaxPooling1D(5))\n",
+ "cnnmodel.add(Conv1D(128, 5, activation='relu'))\n",
+ "cnnmodel.add(GlobalMaxPooling1D())\n",
+ "cnnmodel.add(Dense(128, activation='relu'))\n",
+ "cnnmodel.add(Dense(len(labels_index), activation='softmax'))\n",
+ "\n",
+ "cnnmodel.compile(loss='categorical_crossentropy',\n",
+ " optimizer='rmsprop',\n",
+ " metrics=['acc'])\n",
+ "#Train the model. Tune to validation set. \n",
+ "cnnmodel.fit(x_train, y_train,\n",
+ " batch_size=128,\n",
+ " epochs=1, validation_data=(x_val, y_val))\n",
+ "#Evaluate on test set:\n",
+ "score, acc = cnnmodel.evaluate(test_data, test_labels)\n",
+ "print('Test accuracy with CNN:', acc)"
+ ],
+ "execution_count": 11,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Defining and training a CNN model, training embedding layer on the fly instead of using pre-trained embeddings\n",
+ "157/157 [==============================] - 14s 82ms/step - loss: 0.5217 - acc: 0.7037 - val_loss: 0.3567 - val_acc: 0.8542\n",
+ "782/782 [==============================] - 6s 8ms/step - loss: 0.3553 - acc: 0.8464\n",
+ "Test accuracy with CNN: 0.8463600277900696\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "6GwhXpmSgt4H"
+ },
+ "source": [
+ "### LSTM Model with training your own embedding "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "SvBt2Brib5_4",
+ "outputId": "08bdb448-ee92-4a7c-d65c-0259730cf340"
+ },
+ "source": [
+ "print(\"Defining and training an LSTM model, training embedding layer on the fly\")\n",
+ "\n",
+ "#model\n",
+ "rnnmodel = Sequential()\n",
+ "rnnmodel.add(Embedding(MAX_NUM_WORDS, 128))\n",
+ "rnnmodel.add(LSTM(128, dropout=0.2, recurrent_dropout=0.2))\n",
+ "rnnmodel.add(Dense(2, activation='sigmoid'))\n",
+ "rnnmodel.compile(loss='binary_crossentropy',\n",
+ " optimizer='adam',\n",
+ " metrics=['accuracy'])\n",
+ "print('Training the RNN')\n",
+ "\n",
+ "rnnmodel.fit(x_train, y_train,\n",
+ " batch_size=32,\n",
+ " epochs=1,\n",
+ " validation_data=(x_val, y_val))\n",
+ "score, acc = rnnmodel.evaluate(test_data, test_labels,\n",
+ " batch_size=32)\n",
+ "print('Test accuracy with RNN:', acc)"
+ ],
+ "execution_count": 12,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Defining and training an LSTM model, training embedding layer on the fly\n",
+ "WARNING:tensorflow:Layer lstm will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n",
+ "Training the RNN\n",
+ "625/625 [==============================] - 1343s 2s/step - loss: 0.4818 - accuracy: 0.7686 - val_loss: 0.3970 - val_accuracy: 0.8374\n",
+ "782/782 [==============================] - 219s 280ms/step - loss: 0.3980 - accuracy: 0.8356\n",
+ "Test accuracy with RNN: 0.8356000185012817\n"
+ ],
+ "name": "stdout"
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "tJYzsZFSg9z-"
+ },
+ "source": [
+ "### LSTM Model using pre-trained Embedding Layer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "Eymx0IyCb5_-",
+ "outputId": "8bdfbaa9-51b9-4fcf-aae8-c3460a7df533"
+ },
+ "source": [
+ "print(\"Defining and training an LSTM model, using pre-trained embedding layer\")\n",
+ "\n",
+ "rnnmodel2 = Sequential()\n",
+ "rnnmodel2.add(embedding_layer)\n",
+ "rnnmodel2.add(LSTM(128, dropout=0.2, recurrent_dropout=0.2))\n",
+ "rnnmodel2.add(Dense(2, activation='sigmoid'))\n",
+ "rnnmodel2.compile(loss='binary_crossentropy',\n",
+ " optimizer='adam',\n",
+ " metrics=['accuracy'])\n",
+ "print('Training the RNN')\n",
+ "\n",
+ "rnnmodel2.fit(x_train, y_train,\n",
+ " batch_size=32,\n",
+ " epochs=1,\n",
+ " validation_data=(x_val, y_val))\n",
+ "score, acc = rnnmodel2.evaluate(test_data, test_labels,\n",
+ " batch_size=32)\n",
+ "print('Test accuracy with RNN:', acc)"
+ ],
+ "execution_count": 13,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "text": [
+ "Defining and training an LSTM model, using pre-trained embedding layer\n",
+ "WARNING:tensorflow:Layer lstm_1 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n",
+ "Training the RNN\n",
+ "625/625 [==============================] - 1151s 2s/step - loss: 0.6257 - accuracy: 0.6520 - val_loss: 0.5683 - val_accuracy: 0.7186\n",
+ "782/782 [==============================] - 218s 279ms/step - loss: 0.5713 - accuracy: 0.7166\n",
+ "Test accuracy with RNN: 0.7166399955749512\n"
+ ],
+ "name": "stdout"
+ }
+ ]
}
- ],
- "source": [
- "print(\"Defining and training an LSTM model, using pre-trained embedding layer\")\n",
- "\n",
- "rnnmodel2 = Sequential()\n",
- "rnnmodel2.add(embedding_layer)\n",
- "rnnmodel2.add(LSTM(128, dropout=0.2, recurrent_dropout=0.2))\n",
- "rnnmodel2.add(Dense(2, activation='sigmoid'))\n",
- "rnnmodel2.compile(loss='binary_crossentropy',\n",
- " optimizer='adam',\n",
- " metrics=['accuracy'])\n",
- "print('Training the RNN')\n",
- "\n",
- "rnnmodel2.fit(x_train, y_train,\n",
- " batch_size=32,\n",
- " epochs=1,\n",
- " validation_data=(x_val, y_val))\n",
- "score, acc = rnnmodel2.evaluate(test_data, test_labels,\n",
- " batch_size=32)\n",
- "print('Test accuracy with RNN:', acc)"
- ]
- }
- ],
- "metadata": {
- "colab": {
- "name": "DeepNN_Example.ipynb",
- "provenance": []
- },
- "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": "3.7.4"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
+ ]
+}
\ No newline at end of file
From f28a8832ae9a3316e8fa91d03e981fc681c2864f Mon Sep 17 00:00:00 2001
From: Kumar Apurva <66004696+KUMAR-APURVA@users.noreply.github.com>
Date: Wed, 7 Jul 2021 12:16:04 +0530
Subject: [PATCH 4/4] [Ch4Nb09] Fixed code and added dependencies
1. Added dependencies.
2. Added code for missing variable (y_preds).
---
Ch4/09_Lime_RNN.ipynb | 317 +++++++++++++++++++++++++++++++-----------
1 file changed, 235 insertions(+), 82 deletions(-)
diff --git a/Ch4/09_Lime_RNN.ipynb b/Ch4/09_Lime_RNN.ipynb
index b95992a..bf132ab 100644
--- a/Ch4/09_Lime_RNN.ipynb
+++ b/Ch4/09_Lime_RNN.ipynb
@@ -3,7 +3,6 @@
{
"cell_type": "markdown",
"metadata": {
- "colab_type": "text",
"id": "hjoUGDuyTdh5"
},
"source": [
@@ -15,22 +14,50 @@
"execution_count": 1,
"metadata": {
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 680
+ "base_uri": "https://localhost:8080/"
},
- "colab_type": "code",
"id": "qiGdNSat-V2i",
- "outputId": "0cfc1f68-7585-4454-be5f-96647c677020"
+ "outputId": "9ed14812-f95f-4cb7-9797-fe7ec78d5644"
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: tensorflow==1.14.0 in /usr/local/lib/python3.7/dist-packages (1.14.0)\n",
+ "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (1.15.0)\n",
+ "Requirement already satisfied: wrapt>=1.11.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (1.12.1)\n",
+ "Requirement already satisfied: termcolor>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (1.1.0)\n",
+ "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (0.36.2)\n",
+ "Requirement already satisfied: grpcio>=1.8.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (1.34.1)\n",
+ "Requirement already satisfied: gast>=0.2.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (0.4.0)\n",
+ "Requirement already satisfied: google-pasta>=0.1.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (0.2.0)\n",
+ "Requirement already satisfied: absl-py>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (0.12.0)\n",
+ "Requirement already satisfied: keras-preprocessing>=1.0.5 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (1.1.2)\n",
+ "Requirement already satisfied: keras-applications>=1.0.6 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (1.0.8)\n",
+ "Requirement already satisfied: protobuf>=3.6.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (3.12.4)\n",
+ "Requirement already satisfied: numpy<2.0,>=1.14.5 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (1.19.5)\n",
+ "Requirement already satisfied: tensorboard<1.15.0,>=1.14.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (1.14.0)\n",
+ "Requirement already satisfied: tensorflow-estimator<1.15.0rc0,>=1.14.0rc0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (1.14.0)\n",
+ "Requirement already satisfied: astor>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow==1.14.0) (0.8.1)\n",
+ "Requirement already satisfied: h5py in /usr/local/lib/python3.7/dist-packages (from keras-applications>=1.0.6->tensorflow==1.14.0) (3.1.0)\n",
+ "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from protobuf>=3.6.1->tensorflow==1.14.0) (57.0.0)\n",
+ "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tensorboard<1.15.0,>=1.14.0->tensorflow==1.14.0) (1.0.1)\n",
+ "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tensorboard<1.15.0,>=1.14.0->tensorflow==1.14.0) (3.3.4)\n",
+ "Requirement already satisfied: cached-property; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from h5py->keras-applications>=1.0.6->tensorflow==1.14.0) (1.5.2)\n",
+ "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tensorboard<1.15.0,>=1.14.0->tensorflow==1.14.0) (4.5.0)\n",
+ "Requirement already satisfied: typing-extensions>=3.6.4; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard<1.15.0,>=1.14.0->tensorflow==1.14.0) (3.7.4.3)\n",
+ "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard<1.15.0,>=1.14.0->tensorflow==1.14.0) (3.4.1)\n"
+ ]
+ }
+ ],
"source": [
- "!pip install tensorflow==2.4.0"
+ "!pip install tensorflow==1.14.0"
]
},
{
"cell_type": "markdown",
"metadata": {
- "colab_type": "text",
"id": "F5S86uIWZKVO"
},
"source": [
@@ -42,14 +69,43 @@
"execution_count": 2,
"metadata": {
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 98
+ "base_uri": "https://localhost:8080/"
},
- "colab_type": "code",
"id": "UsCn1xlo_MMX",
- "outputId": "a5f0393a-0812-4fd0-c593-1479a8a6ed76"
+ "outputId": "380fa7ea-e8e2-449e-ca53-659c80f0f12c"
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
+ "/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
+ "/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
+ "/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
+ "/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
+ "/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n",
+ "/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
+ "/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
+ "/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
+ "/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
+ "/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
+ "/usr/local/lib/python3.7/dist-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
+ " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n"
+ ]
+ }
+ ],
"source": [
"import tensorflow as tf\n",
"from tensorflow import keras\n",
@@ -93,7 +149,9 @@
{
"cell_type": "code",
"execution_count": 3,
- "metadata": {},
+ "metadata": {
+ "id": "dlBTwerPX1EV"
+ },
"outputs": [],
"source": [
"try:\n",
@@ -117,13 +175,7 @@
"cell_type": "code",
"execution_count": 4,
"metadata": {
- "colab": {
- "base_uri": "https://localhost:8080/",
- "height": 34
- },
- "colab_type": "code",
- "id": "hEpQWHnF-hOX",
- "outputId": "75afbee2-0a05-4028-ed8f-86e50605201e"
+ "id": "hEpQWHnF-hOX"
},
"outputs": [],
"source": [
@@ -133,13 +185,15 @@
"import os\n",
"import sys\n",
"import numpy as np\n",
- "from keras.preprocessing.text import Tokenizer\n",
- "from keras.preprocessing.sequence import pad_sequences\n",
- "from keras.utils.np_utils import to_categorical\n",
- "from keras.layers import Dense, Input, GlobalMaxPooling1D\n",
- "from keras.layers import Conv1D, MaxPooling1D, Embedding, LSTM\n",
- "from keras.models import Model, Sequential\n",
- "from keras.initializers import Constant\n",
+ "from tensorflow.keras.preprocessing.text import Tokenizer\n",
+ "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
+ "from tensorflow.keras.utils import to_categorical\n",
+ "from tensorflow.keras.layers import Dense, Input, GlobalMaxPooling1D\n",
+ "from tensorflow.keras.layers import Conv1D, MaxPooling1D, Embedding, LSTM\n",
+ "from tensorflow.keras.models import Model, Sequential\n",
+ "from tensorflow.keras.initializers import Constant\n",
+ "from sklearn.metrics import accuracy_score\n",
+ "\n",
"\n",
"MAX_SEQUENCE_LENGTH = 1000\n",
"MAX_NUM_WORDS = 20000 \n",
@@ -155,12 +209,10 @@
"execution_count": 5,
"metadata": {
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 34
+ "base_uri": "https://localhost:8080/"
},
- "colab_type": "code",
"id": "830AVGaZBfnf",
- "outputId": "c5fdd29a-b8fe-44a1-d81e-ddb0f1c57be0"
+ "outputId": "4e5ae269-64b0-48c0-8b58-eac44bb8f739"
},
"outputs": [
{
@@ -170,7 +222,9 @@
]
},
"execution_count": 5,
- "metadata": {},
+ "metadata": {
+ "tags": []
+ },
"output_type": "execute_result"
}
],
@@ -182,8 +236,6 @@
"cell_type": "code",
"execution_count": 6,
"metadata": {
- "colab": {},
- "colab_type": "code",
"id": "FJo_FLISBhx6"
},
"outputs": [],
@@ -201,12 +253,10 @@
"execution_count": 7,
"metadata": {
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 34
+ "base_uri": "https://localhost:8080/"
},
- "colab_type": "code",
"id": "rZ1G3DH3dDQ4",
- "outputId": "8d6a5449-9d67-4ab5-d984-4eb80c971c4b"
+ "outputId": "ab7566da-d230-47b7-a90e-9597ce6ebc2d"
},
"outputs": [
{
@@ -216,7 +266,9 @@
]
},
"execution_count": 7,
- "metadata": {},
+ "metadata": {
+ "tags": []
+ },
"output_type": "execute_result"
}
],
@@ -229,22 +281,22 @@
"execution_count": 8,
"metadata": {
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 34
+ "base_uri": "https://localhost:8080/"
},
- "colab_type": "code",
"id": "g8I6QgXldKd0",
- "outputId": "e251c62f-451f-48cb-cce1-e46bd5dd9796"
+ "outputId": "5d7f75ae-2043-46ae-80ee-359f26840c1f"
},
"outputs": [
{
"data": {
"text/plain": [
- "array([1, 1, 0, ..., 0, 1, 1])"
+ "array([1, 0, 1, ..., 0, 1, 0])"
]
},
"execution_count": 8,
- "metadata": {},
+ "metadata": {
+ "tags": []
+ },
"output_type": "execute_result"
}
],
@@ -256,7 +308,6 @@
{
"cell_type": "markdown",
"metadata": {
- "colab_type": "text",
"id": "VfPAZEEKajly"
},
"source": [
@@ -272,16 +323,14 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": 9,
"metadata": {
- "colab": {},
- "colab_type": "code",
"id": "ibekacAMMTsr"
},
"outputs": [],
"source": [
- "from keras.preprocessing.text import Tokenizer\n",
- "from keras.preprocessing.sequence import pad_sequences\n",
+ "from tensorflow.keras.preprocessing.text import Tokenizer\n",
+ "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
"from sklearn.pipeline import TransformerMixin\n",
"from sklearn.base import BaseEstimator\n",
"\n",
@@ -336,7 +385,6 @@
{
"cell_type": "markdown",
"metadata": {
- "colab_type": "text",
"id": "8mtEN5BjbyKM"
},
"source": [
@@ -345,32 +393,39 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": 10,
"metadata": {
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 86
+ "base_uri": "https://localhost:8080/"
},
- "colab_type": "code",
"id": "6XvXEYGBMWlW",
- "outputId": "a546a0c7-169a-4ca9-fb0d-c054250f740a"
+ "outputId": "4eb6a9a5-55cb-4d51-a633-d51086721b10"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
+ "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/initializers.py:119: calling RandomUniform.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n",
+ "Instructions for updating:\n",
+ "Call initializer instance with the dtype argument instead of passing it to the constructor\n",
+ "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/init_ops.py:1251: calling VarianceScaling.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n",
+ "Instructions for updating:\n",
+ "Call initializer instance with the dtype argument instead of passing it to the constructor\n",
+ "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/nn_impl.py:180: add_dispatch_support..wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
+ "Instructions for updating:\n",
+ "Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
"Epoch 1/2\n",
- "25000/25000 [==============================] - 1486s 59ms/step - loss: 0.5025 - acc: 0.7597\n",
+ "25000/25000 [==============================] - 1590s 64ms/sample - loss: 0.4606 - acc: 0.7860\n",
"Epoch 2/2\n",
- "25000/25000 [==============================] - 1475s 59ms/step - loss: 0.3441 - acc: 0.8572\n"
+ "25000/25000 [==============================] - 1592s 64ms/sample - loss: 0.3082 - acc: 0.8769\n"
]
}
],
"source": [
- "from keras.models import Sequential\n",
- "from keras.layers import Dense, Embedding, Bidirectional, LSTM\n",
- "from keras.wrappers.scikit_learn import KerasClassifier\n",
+ "from tensorflow.keras.models import Sequential\n",
+ "from tensorflow.keras.layers import Dense, Embedding, Bidirectional, LSTM\n",
+ "from tensorflow.keras.wrappers.scikit_learn import KerasClassifier\n",
"from sklearn.pipeline import make_pipeline\n",
"\n",
"batch_size = 64\n",
@@ -404,40 +459,136 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": 11,
"metadata": {
"colab": {
- "base_uri": "https://localhost:8080/",
- "height": 34
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "rTph3cZ2anzx",
+ "outputId": "dda7c2b1-c176-4b0f-b15e-9e3dec8f4dcc"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "25000/25000 [==============================] - 190s 8ms/sample\n"
+ ]
+ }
+ ],
+ "source": [
+ "y_preds = pipeline.predict(test_texts)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
},
- "colab_type": "code",
"id": "2KKnIf5BcnQn",
- "outputId": "bef294a5-b7bb-4b60-812b-91f843b8a04b"
+ "outputId": "afe9d60e-150b-462b-9ce9-08b6b5f52765"
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Test accuracy: 81.98 %\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Test accuracy: {:.2f} %'.format(100*accuracy_score(y_preds, test_labels)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/"
+ },
+ "id": "6qOIq4RBpZr9",
+ "outputId": "5e86374a-3b78-46b2-e524-00b18bcc2498"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Test accuracy: 83.70 %\n"
+ "Collecting lime\n",
+ "\u001b[?25l Downloading https://files.pythonhosted.org/packages/f5/86/91a13127d83d793ecb50eb75e716f76e6eda809b6803c5a4ff462339789e/lime-0.2.0.1.tar.gz (275kB)\n",
+ "\r",
+ "\u001b[K |█▏ | 10kB 21.4MB/s eta 0:00:01\r",
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+ "\u001b[K |█████████████████▉ | 153kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |███████████████████ | 163kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |████████████████████▏ | 174kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |█████████████████████▍ | 184kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |██████████████████████▋ | 194kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |███████████████████████▊ | 204kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |█████████████████████████ | 215kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |██████████████████████████▏ | 225kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |███████████████████████████▍ | 235kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |████████████████████████████▌ | 245kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |█████████████████████████████▊ | 256kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |███████████████████████████████ | 266kB 9.0MB/s eta 0:00:01\r",
+ "\u001b[K |████████████████████████████████| 276kB 9.0MB/s \n",
+ "\u001b[?25hRequirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from lime) (3.2.2)\n",
+ "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from lime) (1.19.5)\n",
+ "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from lime) (1.4.1)\n",
+ "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from lime) (4.41.1)\n",
+ "Requirement already satisfied: scikit-learn>=0.18 in /usr/local/lib/python3.7/dist-packages (from lime) (0.22.2.post1)\n",
+ "Requirement already satisfied: scikit-image>=0.12 in /usr/local/lib/python3.7/dist-packages (from lime) (0.16.2)\n",
+ "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->lime) (2.8.1)\n",
+ "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->lime) (0.10.0)\n",
+ "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->lime) (2.4.7)\n",
+ "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->lime) (1.3.1)\n",
+ "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn>=0.18->lime) (1.0.1)\n",
+ "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.12->lime) (2.5.1)\n",
+ "Requirement already satisfied: PyWavelets>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.12->lime) (1.1.1)\n",
+ "Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.12->lime) (2.4.1)\n",
+ "Requirement already satisfied: pillow>=4.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image>=0.12->lime) (7.1.2)\n",
+ "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib->lime) (1.15.0)\n",
+ "Requirement already satisfied: decorator<5,>=4.3 in /usr/local/lib/python3.7/dist-packages (from networkx>=2.0->scikit-image>=0.12->lime) (4.4.2)\n",
+ "Building wheels for collected packages: lime\n",
+ " Building wheel for lime (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+ " Created wheel for lime: filename=lime-0.2.0.1-cp37-none-any.whl size=283858 sha256=142a70cba58d7f94457f79f6fc14bb59e296602f09a886c9aad67b91e467fe0d\n",
+ " Stored in directory: /root/.cache/pip/wheels/4c/4f/a5/0bc765457bd41378bf3ce8d17d7495369d6e7ca3b712c60c89\n",
+ "Successfully built lime\n",
+ "Installing collected packages: lime\n",
+ "Successfully installed lime-0.2.0.1\n"
]
}
],
"source": [
- "print('Test accuracy: {:.2f} %'.format(100*metrics.accuracy_score(y_preds, test_labels)))"
+ "!pip install lime"
]
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": 17,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 477
+ "height": 479
},
- "colab_type": "code",
"id": "jd9mzgXrZ9ys",
- "outputId": "9a640266-ef6d-40cc-8d6c-07023424b69c"
+ "outputId": "f3519bb6-5545-4f72-b2e0-41acee0a63ee"
},
"outputs": [
{
@@ -446,22 +597,24 @@
"text": [
"Sample 11: last 1000 words (only part used by the model)\n",
"--------------------------------------------------\n",
- "The film starts out with a narration of the protagonist explaining certain crimes occurring all over the city and then we get to know that the hero is a cop who is either suspended or has probably retired. I did not have the patience or the interest to verify the above before commenting. If there is a stereotype for narrators to have a deep, sleep-inducing voice then, it is high time to put an end to it. I seriously fell asleep and did not bother to shut the movie down either. Am still trying to figure out what the movie was all about and why there were no outdoor shootings. A third rate TV Serial will have more number of sets compared to this crap of a movie and I still pity the actors and producers involved in this huge bullshit of a movie. It ought to have been produced as a normal TV serial or maybe even as a local theater drama instead of putting it out on the big screen. Total waste of time and money. The movie was supposed to be in production for a long time and it would have been better to have left it that way.With redundant sleep inducing dialogs and sets, this is the worst movie I have come across.\n",
+ "It's painfully obvious that the people who made this \"movie\" have never seen such brilliant spoofs as \"The Naked Gun\" and \"Hot Shots\". This movie is terrible, and so are the actors. They wouldn't know acting even if it hit them in the face, as I felt like doing while watching this total pile of rubbish.
The movie is stupid and has no humor in it what so ever. I'm SURE that I could make a better movie with my friends. To me it's amazing that a movie can fail this much. Not a single clever or funny line. No trace of intelligence behind it. It's a pathetic movie and I'd like to meet the person who actually likes this movie. Yuck!\n",
"--------------------------------------------------\n",
- "1/1 [==============================] - 0s 347ms/step\n",
- "Probability(positive) = 0.07630403\n",
+ "\r",
+ "1/1 [==============================] - 0s 100ms/sample\n",
+ "Probability(positive) = 0.021764357\n",
"True class: negative\n",
- "5000/5000 [==============================] - 63s 13ms/step\n"
+ "5000/5000 [==============================] - 38s 8ms/sample\n"
]
},
{
"data": {
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Afwa+JOn8/FpTaiK53E8CtwPnAf+Q1DfPr/v/m6QvAF8AfhgRLwMfqHeZtZK0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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
+ "needs_background": "light",
"tags": []
},
"output_type": "display_data"
@@ -502,7 +655,6 @@
{
"cell_type": "markdown",
"metadata": {
- "colab_type": "text",
"id": "3tdpfNvHcaDB"
},
"source": [
@@ -514,7 +666,8 @@
"metadata": {
"accelerator": "GPU",
"colab": {
- "name": "Lime_RNN.ipynb",
+ "collapsed_sections": [],
+ "name": "09_Lime_RNN.ipynb",
"provenance": []
},
"kernelspec": {
@@ -532,7 +685,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.4"
+ "version": "3.6.13"
}
},
"nbformat": 4,