Unity 机器学习代理工具包 (ML-Agents) 是一个开源项目,它使游戏和模拟能够作为训练智能代理的环境。
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From /Users/yanchao.sun/python-envs/mlagents-env/lib/python3.7/site-packages/tensorflow/python/compat/v2_compat.py:96: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"non-resource variables are not supported in the long term\n"
]
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import os\n",
"from typing import Any, Dict, Optional, List, Tuple\n",
"from mlagents.trainers.models import EncoderType\n",
"from mlagents.trainers.models import ModelUtils\n",
"from mlagents.tf_utils import tf\n",
"from mlagents import tf_utils"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"class Encoder:\n",
" def __init__(self, path, h_size, feature_size, num_layers, input_size):\n",
" \n",
" self.graph = tf.Graph()\n",
" self.sess = tf.Session(config=tf_utils.generate_session_config(), graph=self.graph)\n",
" \n",
" with self.graph.as_default():\n",
" self.vector_in = ModelUtils.create_vector_input(input_size)\n",
" self.encoder = self._create_encoder([], self.vector_in, h_size, feature_size, num_layers, \"simple\")\n",
" print(\"---build encoder---\")\n",
" for var in tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES):\n",
" print(var)\n",
" self._load_encoder(path, tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES, \"encoding\"))\n",
" \n",
" def _create_encoder(\n",
" self,\n",
" visual_in: List[tf.Tensor],\n",
" vector_in: tf.Tensor,\n",
" h_size: int,\n",
" feature_size: int,\n",
" num_layers: int,\n",
" vis_encode_type: EncoderType,\n",
" ) -> tf.Tensor:\n",
" with tf.variable_scope(\"encoding\"):\n",
" hidden_stream = ModelUtils.create_observation_streams(\n",
" visual_in,\n",
" vector_in,\n",
" 1,\n",
" h_size,\n",
" num_layers,\n",
" vis_encode_type,\n",
" )[0]\n",
"\n",
" latent = tf.layers.dense(\n",
" hidden_stream,\n",
" feature_size,\n",
" name=\"latent\",\n",
" activation=ModelUtils.swish,\n",
" kernel_initializer=tf.initializers.variance_scaling(1.0),\n",
" )\n",
" return latent\n",
"\n",
" def _load_encoder(self, path, variables):\n",
" saver = tf.train.Saver(variables)\n",
" checkpoint = os.path.join(path, f\"encoding.ckpt\")\n",
" saver.restore(self.sess, checkpoint)\n",
" print(\"loaded from path\", path)\n",
" \n",
" def get_single_feature(self, obs):\n",
" with self.graph.as_default():\n",
" encoded = self.sess.run(self.encoder, feed_dict={self.vector_in: [obs]})\n",
" return encoded[0]"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"def my_color(i, j):\n",
" i = (i+1)/2\n",
" j = (j+1)/2\n",
" return (i, j, max(0,1-i-j))\n",
"\n",
"def build_obs(i, j, obs_type):\n",
" if obs_type == \"normal\":\n",
" return i, j\n",
" elif obs_type == \"rich1\":\n",
" return i+j, i-j, i*j\n",
" elif obs_type == \"rich2\":\n",
" return i*j, 2*i+j, 2*j-j\n",
"\n",
"def plot_features(encoder: Encoder, obs_type=\"normal\"):\n",
" x = np.arange(-1,1,0.1)\n",
" y = np.arange(-1,1,0.1)\n",
" \n",
" fig, axs = plt.subplots(2, 2, figsize=(12,10))\n",
" plt.subplots_adjust(wspace=1)\n",
" \n",
" goals = [[1,1], [-1,-1], [0.1, 0.3]]\n",
" for i in x:\n",
" for j in y:\n",
" axs[0, 0].scatter(i, j, color=my_color(i,j))\n",
" \n",
" f1, g1 = encoder.get_single_feature(list(goals[0]) + list(build_obs(i,j,obs_type)))\n",
" axs[0, 1].scatter(f1, g1, color=my_color(i,j))\n",
" \n",
" f2, g2 = encoder.get_single_feature(list(goals[1]) + list(build_obs(i,j,obs_type)))\n",
" axs[1, 0].scatter(f2, g2, color=my_color(i,j))\n",
" \n",
" f3, g3 = encoder.get_single_feature(list(goals[2]) + list(build_obs(i,j,obs_type)))\n",
" axs[1, 1].scatter(f3, g3, color=my_color(i,j))\n",
" \n",
" axs[0, 0].set_title('Obs Space')\n",
" axs[0, 1].set_title('Goal ' + str(goals[0]))\n",
" axs[1, 0].set_title('Goal ' + str(goals[1]))\n",
" axs[1, 1].set_title('Goal ' + str(goals[2]))\n",
"\n",
"def compare_plots(encoders: List[Encoder], types: List[str], goal: list):\n",
" x = np.arange(-1,1,0.1)\n",
" y = np.arange(-1,1,0.1)\n",
" n = len(types)\n",
" fig, axs = plt.subplots(1, n, figsize=(15, 5))\n",
" x_min = 10000\n",
" x_max = -10000\n",
" y_min = 10000\n",
" y_max = -10000\n",
"# plt.subplots_adjust(wspace=1)\n",
" \n",
" for k in range(n):\n",
" enc = encoders[k]\n",
" t = types[k]\n",
" for i in x:\n",
" for j in y:\n",
" f, g = enc.get_single_feature(goal + list(build_obs(i,j,t)))\n",
" if f > x_max:\n",
" x_max = f\n",
" if f < x_min:\n",
" x_min = f\n",
" if g > y_max:\n",
" y_max = g\n",
" if g < y_min:\n",
" y_min = g\n",
" axs[k].scatter(f, g, color=my_color(i,j))\n",
" axs[k].set_title(t)\n",
" \n",
" plt.setp(axs, xlim=(x_min,x_max), ylim=(y_min,y_max))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From /Users/yanchao.sun/Documents/unity/ml-agents/ml-agents/mlagents/trainers/models.py:273: dense (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use keras.layers.Dense instead.\n",
"WARNING:tensorflow:From /Users/yanchao.sun/python-envs/mlagents-env/lib/python3.7/site-packages/tensorflow/python/layers/core.py:187: Layer.apply (from tensorflow.python.keras.engine.base_layer_v1) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Please use `layer.__call__` method instead.\n",
"---build encoder---\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/kernel:0' shape=(4, 32) dtype=float32_ref>\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/bias:0' shape=(32,) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/kernel:0' shape=(32, 2) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/bias:0' shape=(2,) dtype=float32_ref>\n",
"INFO:tensorflow:Restoring parameters from ./transfer_results/model_normal_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_normal_s0/Simple\n"
]
}
],
"source": [
"encoder_normal_hard = Encoder(\"./transfer_results/model_normal_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 4)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_features(encoder_normal_hard)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---build encoder---\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/kernel:0' shape=(5, 32) dtype=float32_ref>\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/bias:0' shape=(32,) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/kernel:0' shape=(32, 2) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/bias:0' shape=(2,) dtype=float32_ref>\n",
"INFO:tensorflow:Restoring parameters from ./transfer_results/model_rich1_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_rich1_s0/Simple\n"
]
}
],
"source": [
"encoder_rich1_hard = Encoder(\"./transfer_results/model_rich1_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_features(encoder_rich1_hard, \"rich1\")"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---build encoder---\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/kernel:0' shape=(5, 32) dtype=float32_ref>\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/bias:0' shape=(32,) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/kernel:0' shape=(32, 2) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/bias:0' shape=(2,) dtype=float32_ref>\n",
"INFO:tensorflow:Restoring parameters from ./transfer_results/model_rich2_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_rich2_s0/Simple\n"
]
}
],
"source": [
"encoder_rich2_hard = Encoder(\"./transfer_results/model_rich2_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_features(encoder_rich2_hard, \"rich2\")"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---build encoder---\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/kernel:0' shape=(5, 32) dtype=float32_ref>\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/bias:0' shape=(32,) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/kernel:0' shape=(32, 2) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/bias:0' shape=(2,) dtype=float32_ref>\n",
"INFO:tensorflow:Restoring parameters from ./transfer_results/transfer_rich1_from-normal_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/transfer_rich1_from-normal_s0/Simple\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"encoder_rich1_hard_transfer = Encoder(\"./transfer_results/transfer_rich1_from-normal_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)\n",
"plot_features(encoder_rich1_hard_transfer, \"rich1\")"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---build encoder---\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/kernel:0' shape=(4, 32) dtype=float32_ref>\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/bias:0' shape=(32,) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/kernel:0' shape=(32, 2) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/bias:0' shape=(2,) dtype=float32_ref>\n",
"INFO:tensorflow:Restoring parameters from ./transfer_results_old/model_normal_easy_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results_old/model_normal_easy_s0/Simple\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"encoder_normal_easy = Encoder(\"./transfer_results_old/model_normal_easy_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 4)\n",
"plot_features(encoder_normal_easy, \"normal\")"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---build encoder---\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/kernel:0' shape=(4, 32) dtype=float32_ref>\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/bias:0' shape=(32,) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/kernel:0' shape=(32, 2) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/bias:0' shape=(2,) dtype=float32_ref>\n",
"INFO:tensorflow:Restoring parameters from ./transfer_results_old/modelbased_normal_opbuf_ibalter_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results_old/modelbased_normal_opbuf_ibalter_s0/Simple\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"encoder_normal_easy2 = Encoder(\"./transfer_results_old/modelbased_normal_opbuf_ibalter_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 4)\n",
"plot_features(encoder_normal_easy2, \"normal\")"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---build encoder---\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/kernel:0' shape=(5, 32) dtype=float32_ref>\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/bias:0' shape=(32,) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/kernel:0' shape=(32, 2) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/bias:0' shape=(2,) dtype=float32_ref>\n",
"INFO:tensorflow:Restoring parameters from ./transfer_results_old/modelbased_rich_opbuf_ibalter_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results_old/modelbased_rich_opbuf_ibalter_s0/Simple\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"encoder_rich1_easy = Encoder(\"./transfer_results_old/modelbased_rich_opbuf_ibalter_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)\n",
"plot_features(encoder_rich1_easy, \"rich1\")"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---build encoder---\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/kernel:0' shape=(5, 32) dtype=float32_ref>\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/bias:0' shape=(32,) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/kernel:0' shape=(32, 2) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/bias:0' shape=(2,) dtype=float32_ref>\n",
"INFO:tensorflow:Restoring parameters from ./transfer_results_old/transfer_rich1_from-normal_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results_old/transfer_rich1_from-normal_s0/Simple\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"encoder_rich1_easy_transfer = Encoder(\"./transfer_results_old/transfer_rich1_from-normal_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)\n",
"plot_features(encoder_rich1_easy_transfer, \"rich1\")"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compare_plots([encoder_normal_hard, encoder_rich1_hard, encoder_rich2_hard],\n",
" [\"normal\", \"rich1\", \"rich2\"], [1., 1.])"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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5ytg3z2Kna99r0nRFiDQjIU9krLHhuUeqJ1qP7w5VldcoLviEqspr9PjkDqJY60FdStvapohEYj+siEQ0bW2yVYUQ4uFlrf6TTwPR3FU1hUZzS99kYdswf/K3vs7Q838iAU+INCQhT2SsojLzHULi1ROpx3eHpoYQoyPGVNHRkTmaGkIS9MQaD+pSGgjMmz6+ut7jDVNVEaI4a4yqihA9XrnTJ4S4p0yVU6rKUSieopAt0XyYWxHyNDB77/uIjtA28a3UX6gQIiEk5ImM1egpJM8WOxUlz6Zo9BQm/dztbROmd1/a22SqqIj1oC6lJSXZps9bWe/xhmmqm2TUb6zrG/Uv0FQ3KUFPCLHss+oprmwdYjJ/gaH8G/zRZ7opzS5FoWBBQdQSG/qAwFxw+Wtv4AIVZ3+drN4vU3H21/EGLqT4HQghHoWEPJGxalzbONFlx1Geg1LgKM/hRJedGte2pJ87GDCfEhqvnmi+njtUVl2joPgTKquu4euRO4ib1YO6lLa25mO1xn5YYbUqWlvvbVXR7p4isirPRcJGXQghzDhtTq7YrzDpmKR0dt+agAfw2azPUjlwhG2X9vGPgl9nlJ+i0fgjN6j7sFOCnhCbWPLnrQmxgWpc21IS6lZzlOQwOrI20DlKkv+fnK/nDg1NoeU7iSOjczQ0hQBw1qb+ZyEezFVri9uZ1Ok06m1tUwQC85SUZNPamr9cBwgOm6/ri1cXQoiVWgu/SUPoG0T0vS5QueQyFZ7l1l3jbp7KvkteQYgZYC5SQHg+ivvj7+EqObwxFy2EuC+5kydEEjS3FprefWluTf5U0bZ286mibe0yVTRdOZ02rlyxMznp4MoVe0zAA3CUmQ/l8epCCLGSc1stp+3fpjSnGIWiNKeYrXef4u7d2ONUlsaSf+93yXBEfq8IsVnJXwBCJEGtcxsnT9spLjWmihaX5nDytJ1aZ/LvpAWC5lNC49VF+mv25GNddSPQajPqQgjxMJzbarmy530mPx/gyp73+dnMp6bHqex7v0vKrMn/4FII8XhkuqYQSVLr3JaSULdaiSOHkdG1ga7EIf+5Z6pal5Hw2t1TBIcXcJRl0ezJX64LIcSjKsktYmQ2uKau543fJbZsC579X0v1ZQkhHpLcyRMiw7Q2m08VbW2WT1wzWa3LRv+QndGFIvqH7BLwhBDr0upoxKryYos6i9mpnZRbd9L1TL2sxxNiE5OQJ0SGcdZu4/RJO6XFxlTR0uIcTp+0p6Tpirf3DhVHrpG1/xMqjlzD2ytdPYUQIh05d9RwuvwEpbkOY51eroPuz32bN5/+53zmMyF+86dNVL57DF+ob6MvVQhhQuZvCZGBnLXbUt5J09t7h7qWEOEZo+mLPzhHXYvR1dNVI109hRAi3Th31ODcUbP8vS/UR8Ogh8jCDAAj0XEaBj3GsfbqDblGIYQ5uZMnhEgId8fEcsBbEp7RuDuk+5oQQmSCtmudywFvSWRhhrZrnRt0RUKIeCTkiQ3T573JsYoBqrIucaxigD7vzY2+JLEOw2Pm3Tvj1YUQQqSXQDRkWh+ZGcc79E6Kr0YIcT8S8sSG6PPexFPnZ9w/i9Yw7p/FU+dPWdDr9d3kSOUA+wsucaRygF6fBMz1Kisyn/0dry6EECK9lFjspvWF+Rzq3u+WoCfEJiIhT2yITneQmXDs1L6ZsKbTvbZdc6L1+m7S0uAnOGIEzODILC0Nfgl66+RpLMSWF9vV05an8DRKV08hhMgErXvqsWbFdtzUC4roVCHh+Vncl30bdGVCiNUSEvKUUt9RSl1XSv0kzuMupdSHSqkBpdRfKqUOrHhsaLH+10qpDxJxPWLzCw3PPlI9kTragsxEVgXMiKajLfkBM5O5arbRdcJOucPo6lnuyKHrhH1Dm67I2CSE2IzSdWxy2qs5vc/NwlwOWsPCXA4zk3bmZraRkxNmgv9GQe+LVJ59GV/gbCovTQixSqLu5H0X+MX7PP4/gF/QWj8N/C7QterxI1rrn9daP5ug6xGbnL0s95HqiTQWMA+S8eri4blqtjF0fg8LH3+eofN7NkNXze+yicem+2054eu5Q2XVNQqKP6Gy6hq+HtmOQogM8l028dh0P057NYWfPsf0+Of59Mae5YCXZ5kkK2sejWYkEqLhw1MS9ITYQAkJeVrrvwBu3efxv9Ra/2zx278CShJxXpG+6j0O8myxU/vybIp6jyPp5y4qMQ+S8eqJ1tNzk6qqAYqLL1FVNUBPj0wTTZbNPDYtbTnhD86h9b0tJ7y9d/D13KGhKcTIqPHYyOgcDU0hCXpCZIjNPDY9DM8BJ7bse78zLblTqNhf6UTmo7R93J3iKxNCLNmINXm/DqzcOVMDbyulLiml6jbgesQGqHbtwN1Vzu7yXJSC3eW5uLvKqXbtSPq5G1sd5FlXBUyrorE1+QGzp+cmTU1+RkeN9YCjo7M0Nfkl6G0OKR2b7rflRFv7BJFVU4ojEU1be+x2FD2+O1RVXqO44BOqKq/R45MQKEQG2nR/N7kqXqDrueOU2wpRKLLUgulxgcj1FF+ZEGJJStveKaWOYAxWL6wov6C1HlVK7QL+XCn18eInXKufWwfUAZSVlaXkekVyVbt2pCTUrVbjNM7Z0RZkLDBLUUkuja2O5XoytbcHTf94b28PUlub+p+FMGzE2HS/LSfyp8yfEwjee06P7w5NDaHlf59GR+ZoajDam9c6N3yarBAiAdYzNi0+33R86pn10j7rJqiHcagyjvJLnP30TwnOD+PILqM530OtzXXfa3NVvICrwrisyrMvMxJZu71CiXXXI71fIUTipOxOnlLqGaAb+LLWevm2hdZ6dPF/rwP/CXjO7Pla6y6t9bNa62d37tyZiksWGazGuYPzV57m48mDnL/ydEoCHkAwaL7uL15dJN9GjU3323KixGH+2Mp6e5v53b72Ntl8XohMsN6xafGYNeNTz6yXpmgdo9qPRjOq/fyHhT9iVC1+P++nabKO5psNVF2rpPiTAqquVdJzJ37nzNb9x7FmW2Jq1mwLrfuPr+MnIIRYj5SEPKVUGdADfE1r/cmK+meUUvlLXwNfAkw7TQmRCRwO83V/8eqJ4uu9SeWRAQr2X6LyyAC+XpkeChs7Nt1vy4nW5kKsq6YUW62K1uZ721EEA+Z3AuPVhRDpI5ljU/usmwjhVScEVmS0iA7zRuQPGZ0bMYLf3AhNoYa4Qc9ZcpTTz7xGqdWOQlFqtXP6mddwlhx9lEsTQiRQQqZrKqV+ABwGCpVSAaAV2AKgtf5j4LeBHcAfKmNl7txiRyg78J8WaznA97XWf5aIaxJiM2pudtDU5I+5A2O1Kpqbk7ce0Nd7k4YWP5HF9V8jwVkaWvwAOGsye4roZh6bljqPujsmGB6bo6woB09jYUxH0rb2CQLBOUocObQ2F+KsvfeYoySH0ZG1gc5RYj6s93rv0OGeYGx4jqKyHBo9hdS4ZFqnEBthI8emoB6Oc1Gx3+pV6+wiOkL7RBu125ymT3eWHJVQJ8QmorTWDz5qk3n22Wf1Bx/ItlUiPfX03KS9PUgwOIvDkUtzsyOp6/EqjwwwYjIdtNSRy5XzTyftvI9KKXUp3bdRSeXYtHpNHhgfGJw8bV+zJq/Xe4eWuhAz4XvH5tkUJ7rsEvSEeIBMGJvg3vhUNV3BqPavPWAB+HTl9wrCW2MOUShO7/i/aA9+i+BsEEeug2bHN6ndUZvUaxdCmLvf+JTSxitCCKit3ZHSJiuBMfP1fvHqIj0sBbn2tgmCgTkcJTk0txaaNl3pcE/EBDyAmbCmwz0hIU+IJ0xzroemaF3slE0NRO99q7RCz65dRrA96yma/N8goiMAjM6O0uT/BgCRW8W4+99iePoWZVufwlP1FbZsidB2+XsEwhOU2AppPfA1nBWHk/juhBBLJOQJkeFKinJN7+SVFKVmX0CRPLXObQ/VSXNs2HydXry6ECJz1eYaXTNjumuqX+Ks/lOCGN01j+bU4Av7iBBZfp5VWdHRXCJ6Oub1IjpCi/938P/1IcJzxu8a//QtfuMv/5i8vElmF4xxZiR8g4b3OwEk6AmRAhuxT55II2e9IV6ueJcXsy7wcsW7nPWubZEsNrfWRgfWVQ0+rHmK1sbk7wsoNoeiMvPP8+LVhRCZrTbXRf/WIUbzF+jfOkT71j+k3z7EqGOBfvsQ7TtOc9J+muKcUhSK4pxSTtpPMznzqenr3V64sRzwluX8bDngLYnMR2m7/L1kvS0hxAoS8kRcZ70hTtUNEvJH0RpC/iin6gZTEvT6fCGOVb5LVcEFjlW+S59PwuXjctbs4PSJckodxsbzpY5cTp8oT3rTFW/fTSqODZBVdYmKYwN4+6Sj50Zp9BSSZ4sN+nk2RaOnMM4zhBBPutptTvr3XGH085P077lC7TYnjlzzDwfnZq0A5OWH2Pm5d9m99wJb7VfJyZtcc2wgLNu8CJEK8jGuiKvbfY1oOLa7VjS8QLf7Gkdd9qSdt88XwtMwyEzEOPf4SBRPwyAA1c7knTeTOWt2pLSTprfvJnUeP+HFjp7+8VnqPMZCf1d1Znf03IyW1t1Jd00hxHo0O74ZsyYPjGmcszcPkpcfosA+SFaW8btb5cxhKTA+oJ2bKVg+vsQmHy4JkQpyJ0/EdX04+kj1ROlsu7Yc8JbMRBbobLuW1POKxHF3BpcD3pLwjMbdGdygKxI1rm2cH9rDxwuf5/zQHgl4QohHVrujlpPl36Y4t9iYxplbzMnyb/Ot/Y0UFP6P5YC3RGVpcvPv3bmzZltoPfC1VF+2EE8kuZMn4tpVZiHkXxvodpVZTI5OnFDAPETGqydSb0+IjvZrjAWjFDksNDbvoaZW7h4+quGQeefOeHUhhBDpoXZH7dotE3ZA0+iM6fFZ2XMolHTXFCLF5E6eiOu4Zw8WW+y/IhZbFsc9e5J6XnuJeYiMV0+U3p4QLU2DBEeNNYjB0SgtTYP09sh6wEdVZjfv3BmvLoQQIr0VW8zX6xXnOZj8lR/xuwe/ysmfnqK4t4qqs8foCfSl+AqFeLJIyBNxHXXZea1rH/ZyC0qBvdzCa137kroeD6C+dQ951th/NfOsWdS3JjdcdrSbTxPtaJdpoo/KU+/Atqqjpy1P4amXjp5CCJGJmvc0Ys3Ki6lZs/Jo3tNIT6CPpg89jEbG0WhGI+M0feiRoCdEEsl0TXFfR132pIe61Zaaq3S2XSMUiGIvsVDfuifpTVfGgubTQePVRXxLzVXcnUGGQ7OU2XPx1Duk6YoQQmSoWnsNAO3XOghGx3BYimje00itvYaqs8eIzMdO54zMz/Cb/W381l/00VrlxLn3hY24bCEyloQ8sSlVO+0p76RZ5LAQHF0b6IocyZ0mCtDTG6K94xrBsSiOIgvNjXuorUnvtYCu6h0S6oQQ4glSa69ZDnsrBSPmyx5U9hwj0xM0XOwGkKAnRALJdE0hFjU2m08TbWxO7jTRnt4QTS2DjAaNtYCjwShNLYP09MpawCeRr/cmlUcGKNh/icojA/h6ZX9BIUR6c1jNP7TU88a9hsjcLG39vlRekhAZT0KeEItqau2cOLkPR7GxBtFRbOHEyX1J767Z3nGNyEzsWsDIzALtHbIWMFPF2yje13uThhY/I8FZtIaR4CwNLf6YoNfTc5OqqgGKiy9RVTVAT4+EQCHE5ta8vx5rdux6Pb2gmJ26t2deYFrGMiESSaZrCrFCTa095VsmBMfM1/zFq4v0dr+N4n+vI0hk1f6CkRlNW0cQZ80Oenpu0tTkJxIxjhkdnaWpyXhuba1MjRVCbA7ejy7hvtjH8NRtyvK34zlUzcln3LR/3MloeJyF+RxmpwqZm7m3X2fJVhnDhEgkuZMnxAZzFJmv+YtXF+ntfhvFB8bM9xFcqre3B5cD3pJIRNPevnaT+V7fTY5UDrC/4BJHKgfo9cmn5EKI5PN+dIm6t3+If+o2GvBP3abu7R8SmdpF/9Ez/P4Xfh/9s/0xAc9mmQXLMMU/eJGqH71Mz9DZjXsDQmQICXlCbLDmxj1Y82L/U7TmZdHcmLy1gL6+EJXH3qWg6gKVx97F1yfr/1LlfhvFlxSZ7yO4VA8GzZ+7ut7ru0lLg5/giDHtMzgyS0uDX4KeEClMCrcAACAASURBVCLp3Bf7CM/djamF5+7ivmhsl+Dc+wKnDx2ndGshCsWurdlY8u7ws9lJY3uFcIim909J0BNinSTkCbHBamvsnDyxj2KHsRaw2GHh5Il9Seuu6esL0eAZZGTcaPQyMh6lwTMoQS9F7rdRfGujA+uq/QWteYrWRmN/QYfD/Lmr6x1tQWZW3fGbiWg62tbe8RNCiEQanrr9wLpz7wtc+dU/YLLOy2c/c5e7C7GhMDIfpf1yd1KvU4hMJyEvg1zwBni14hy/nHWGVyvOccEb2OhLEg+ptsZO//nnGf34MP3nn0/q9gltneaNXto6pdFLKtxvo3hnzQ5Onyin1JGLUlDqyOX0iXKcNcZaleZmB1brqhBoVTQ3x24yPxYwv+MXry6EEIlSlr/9kerB8PVHqgshHo6EvAxxwRvg9boBbvgjaA03/BFerxtIatA76wvwcuU5Xiw4w8uV5zjrk1CZDgIh84Yu8eoisVzVO+hyl1O+2why5btz6XKXL+8p6KzZwZXzTzP58UGunH96OeCB0Vzl5MlyiouN5xYX53LyZPmapitFJeZ3/OLVAfq8NzlWMUBV1iWOVQzQ55WpnUKIR+c5VI0tZ0tMzZazBc+hatPjHbZdj1QXQjwcCXkZ4g33INHwfEwtGp7nDfdgUs531hfgVMMAoREjVIZGIpxqGEh60OvrCXCs6hxVxWc4VnWOvh4Jlo+qxG7e0CVeXSSeq3oHQ2eeZqH/IENnnn6kTeNra3fQ3/80o6MH6e9/2rSrZmOrg7xVd/zyrIrGVseaY8EIeJ46P+N+Yw3fuH8WT51fgp4QGa531suR6Qr2T2VxZLqC3lkvvWEvR0IV7A9mcSRUQW/Yaxx7x8uRaxXs/ySLI9cq6L3jNX1N1xcO0vWlr1Kevx0FlOdvp+tLX8X1hYOmxzcfOI41O/b3jzXbQvOB4wl9r0I8aWQLhQwxMRx5pPp6dbcNEo2sCpWRebrbBjnqLEnKOft6AniaBphZPO/4aARP0wAA1bXJOWcmaq3fQ4NnMGbKpjUvi9b65G76LlKnxmkEv462IGOBWYpKcmlsdSzXV+t0B5kJr1rDF9Z0uoNUu6StuRCZqHfWS0u0jhnCAAS1n+boq+gZzdy8sUYuOO+nZbKOS5H/j/906z8woxePnfPTEqoDoGabi96bPjqCbYzNBijKLaHR0cpQXctDXUdtxVEAfuuDTn42e5uF+RxUpIS5SH6i37IQTxQJeRmisMzKDf/aQFdYZk3K+a4HzMNjvHoidLYPLge8JTOReTrbByXkPQJntbHer63zGoFQlBK7hdb6Pcv1ZPCeDeHuvsbw9Shluyx4ju/BdTS1+xE+aWqcO+KGutVCw+Zr9eLVhRDpr2PWvRzwltxlFnKBFX1QZnQYX6SLeb3q968O0zHhhrtbaPE3MKON3//B2RFa/A0A1OxwPtS1zEXymRgtITJnTNEMAw1vv8kH13/C+dG/JDg9gWNrIc1VX6N27+HHer9CPGlkumaGeMWzD4stO6ZmsWXzimdfUs63q8Q8PMarJ0IoaB4g49UTpbc3wJEj59i//wxHjpyjtzf9p4g6q+1cOfM8k/2HuXLm+aQHvLpTg/hDRjdPfyhK3alBvGelm+dmYS8zX6sXry6ESH9jetj8AbW2NK/m1xaBsblhOoJtywFvyYyO0BFsA6A31MORd59j/4USjrz7HL2hnjWv03bxLSJzsR8q3eU2bw7+mNHpG8bWCtM3aLrYSc/VCw9+c0IICXmZ4rCrhK93Pc3OcitKwc5yK1/veprDruTc4Treug+LdVWotGZzvDU5oRLA7jAPkPHqidDbG6ClZYBg0Fh7GAxGaGkZyIiglyru7muEo7HdPMPRBdzd0s1zs6j3OMizrVrDZ1PUe8zX8Akh0l+RKjN/QK8tZevstUWgKKeMsVnz34djswF6Qz20DH6DYHQUjSYYHaVl8Btrgl5g6taa5+daptZcTGQuSnv/98yvWwgRQ0JeBjnsKuE7Qy/x44VjfGfopaQFPICjzhJeO/009lIjVNpLrbx2+umkrccDqG/eR96qYJlnzaa+OXnBsqNjkJmZVVNUZubp6EhOQ5tMNHzdvGtnvLpIvWrXDtxd5ewuN7p27i7Pxd1VLuvxhMhgjbke8rDF1LaQS85sbGfMPGXDaa0jT9nW1BsLPRTlmv/eL8otoePat5hZWHWXbyFCx7VvxdRK8p9a83ylFtbUAILTE+ZvSAgRQ9bkicd21FmS1FC32tK6u872QULBCHaHlfrmfUldjzc2Zj4VNF5drFW2y4LfZHuGsl3SzXMzqXbtkFAnxBOkJtcFGGvzxvQwRaqMxlwPZEPHlJux+WGKsstozPdQY3NxcMvfoWPCzdjcMEU5ZTQWeqjZ5gJH7Jo8gDxlpdHRStNAo+m5x6LB5a97A718pvT/Zffdm8zPWZia2MPMlB10NphME3VsLUzwT0KIzJSQO3lKqe8opa4rpX4S53GllPoDpdRPlVIfKqX+1orHfk0pdXXxn19LxPWIzFVdW8KZ/pfoHz3Gmf6Xkt5wpajIfCpovLpYy3N8DzZL7FBjs2ThOZ78bp4yNgkhNqvNMD7V5Lo4v3WIj/MXOL91iJpcFzU2F+ftQ3zsWOC8fYgamxEGa7a5OL9niI8/v8D5PUNGwMNornKi/DSO3FIUCkduKSfKT1Ozw0mRxXzK91K9N9BLy4ctTM7dRCnI2RKlwD6IY+c0X/vCMaw5q7ZWyLHQXPW1x327QjxREjVd87vAL97n8Wpg7+I/dcAfASilngJagS8CzwGtSqnPJuiahFi3xsZ95OWtmiKal01jY/KmiAL09AWoOnaO4qozVB07R09f+q4BdB210/XaPsrtFmPzb7uFrtf2paq75neRsUkIsTl9lwwZn2p2ODn/9BU+PjjJ+aevLHfVbNzzTbYQG9S2YKFxzzcB6Pi4g5n5mZjHs7IWKHIE+fYv/DonD9VTvHUnCkXx1p2cPFQv3TWFeEgJma6ptf4LpVTFfQ75MvCG1loDf6WU2q6UKgIOA3+utb4FoJT6c4wB7weJuC4h1qumxrhT2NExyNhYhKIiK42N+5brydDTF6DJM0BkcS3g6HiEJo+xH2BtdXpuFeE6at+QLRNkbBJCbFZPwvh0J7SX8cG/y7byd8mxTDMX3cpN//PceWov2GEsMmb6vKV67d7DEuqEeEypWpNXDIys+D6wWItXF2LTqKkpSWqoW629c3A54C2JzMzT3jmYtiFvE0uLsamnN0R7xzWCY1EcRRaaG/dQWyP7DAqR4dJifLof97lz3Jz8HDfHPrem7nrmaYqsRQQjwTXPK7IW3fd1ez56h/aLPoJTEzjyC2k+5KT2Cy8k9NqFSHdp03hFKVWHMV2BsrI4bX+FyADBkHlTl3h1sbESMTb5+kJxN6fv6Q3R1DJIZMboNDcajNLUYnR3laAnhLifjf7baXhy8r71xv2NtHzYEjNlMy87j8b9sQ1beof66LjcyVg4RMGW7dyc+AzhT41un6NTEzS93Q0gQU+IFVK1hcIoULri+5LFWrz6GlrrLq31s1rrZ3fu3Jm0CxViozns5k1d4tXFumz42OTrC9HgGWRk3NgsfmQ8SoNnEF+fsVl8e8e15YC3JDKzQHvH2n0Ge3tCHKl6l/3FFzhS9S69PbLhvBBpbMPHp/UqKyi4b72mpIYTz5zAYXUYTVusDk48c4LILQeV/+YEBf/yNfb/0W/Q/Fe/SzA8jkZz++7PyMofJcd6Z/n1InOztF/0peQ9CZEuUhXyfgy8stgp6m8Dk1rrMeA/A19SSn12cdHwlxZrT4x3vEP8k4of8atZP+CfVPyId7xDCT/HBd8Qr1b+iF8u+AGvVv6IC77En0MkTnP9Pqyrmr1Y87Jprk9us5cnVErHJu/ZEBUvv0vWixeoePldvGeNO3hmIa6t0whxwTHz/QRX13t7QrQ0DRIcNcJicDRKS9OgBD0h0lfa/+3keeklbFti992zbdmC56WXlr+vKanh/NHzfFzzMeePnidyy0FD7w8ZmbyNBu5+5ifc1bMxr6GyNJb82P3yglM3k/Y+hEhHCZmuqZT6AcZC4EKlVACj69MWAK31HwN/CvwS8FMgDPzDxcduKaV+F+hffKnfWVpI/CR4xztEd937zIaN9VcT/jDdde8D8IKrIiHnuOAb4vWG94lGjHPcGAnzeoNxjsPOxJxjtbM9Q3S3X+Z6MMwuh43jzQc4Wpucc2WipXV37Z2DBEMRHHYrzfX7krYez3c2QFv3IIHrEUp2WWk9vg/n0cxY+7eZxibv2RB1pwYJR41A5w9FqTs1SPaE+Ya/gcW9BR1FFkaDa4Oeoyi2Y11H+zVmIrGvNRNZoKP9GjW1Mq1TiM1mM41PyeJ65mnAWIM3PDlJWUEBnpdeWq6baTvXR+Tu3eXvs3PMP+hS2XMx3zvyZZ9PIVZSRtOm9PLss8/qDz74YKMvY93+ScWPmPCH19QLy238wdCXE3KOVyt/xI2RtefYWWrjO1cSc46VzvYMcarpXqgEsFizee3kcxL0NiHf2QANpwaIRO/9/2W1ZHP6tadTHvSUUpe01s+m9KQJdr+xqeLld003hS+IwMLc2uNLd1u4cub5NWvyAKx5WZw8sS9mTd7+4guYDedKwcejh9fU+3whOtuuEQpEsZdYqG/dQ7VTwqAQq2XC2ATp87dTwb98jZVD2c4975KzZe3YuTCXw6fXjf1WrTm5nPzScVmTJ5449xufUjVdU5iYGF4bvgBuxqk/1jkC5q8Vr75e3e2XYwIeQDQyT3f75aScD6Cvd4hjR35E1f4fcOzIj+jrHUrauTJNW/dgTMADiETnaese3KArylzD180/jQ7nGKFtJWteFq31xh8vtTV2Tp7YR7HD2Gew2GFZE/AAihyxd/buV+/zhfA0DDI+YkztHB+J4mkYpM8nUzuFEBurpGB7zPdTN/awsBA7Rm5RW7Dd/Zyxf15+Ib/681Wc/q+vs7/rRY58/2V6r55N5SULsSlJyNtAhWU20/qOOPXHOkeJ+WvFq6/X9aB5eIxXX6++3iE8Le8zHgwbf6wGw3ha3peg95AC1807dsari8dXtss8hDlKLJx276N0txHiSncb3y911wQj6PWff57Rjw/Tf/55066ajc17yLPGDul51iwam/esObazzXxqZ2fb2mYuQgiRSq0vVWNdsY5vZspO5MbPUbDlKaM5i2037X/7t7n86g8Y/WdefvvIL/Pj/95LcDqERhOcDtFy8ZQEPfHEk5C3gZyeA+TaYhts5NqycXoOJOwcr7QewGKNPYfFms0rrYk7x0q7HObhMV59vTo7LjOzak+5mZl5OjuSd+cwk5TsMu/YGa8uHp/n+B5sltgh12bJwnPc2C7hypnnmew/zJUzz8cEvIdVU2vnxMl9OIqNsOgotnDi5D7T9XihgPldxXh1IYRIFeczBzld81VKC7ajgNKC7XS82MD7X32bj3+ln/NfPkNNRfXy8R393czMxY5dM3NROvq7U3zlQmwuabNPXiZaaq7ic1/m5nCYHWU2nJ4DCWu6Aveaq7zRdpmJQJjCEhuvtB5IWtOV480HTNfkHW9OTqgMjZnfIYxXF7Faj+8zXZPXelw6eSaa66gRttzd1xi+HqVslwXP8T3L9USoqbU/VJMVe4mF8ZG1gc5eYn63EeCsN0S3+xrXh6PsKrNw3LOHoy5ZwyeESDznMwdxPnPwoY4dm75uWg9Ohej58D1qn/liIi9NiLQhIW+DveCqSGioM3PYWZG0ULfaUnOVVHXXtBfZGDeZCmovSs6dwyW9fUN0dF5mLBSmyG6jsf4ANdUVST1nMiw1V8nU7pqbjeuoPaGh7nHVt+7B0zAYM2Uzz5pFfevaqZ1gBLxTdYNEw8bxIX+UU3XGuk0JekKIjVS0dRfB6bXriRfmc2jqfRNAgp54Ikl3TZHWltbkrZyymZeXjfvEc1TXVCTlnL19Q7R41p7zhPu5tAx6qeS9EMD9xiDDExHKCq14XtmH67ARKDOhg106jU2P0l3z5Yp3CflN7vyVW/iToeeTfalCbKhMGJsgvcanR9F79SwtF0/FTNnUC4qZSTtzkW3szM/iqfxZxqYmKMovpPHQ16j5wuGNu2AhEuh+45PcyRNpbSnIdXZcJjQWxl5ko77xQNICHkBHp/k6wI7OyxLy7sN7IUDd6wOEF6eG+m9EqHt9AGA56InUqXbaH3rLhOvD5mv14tWFECJVavYeBaDxz/8VKnsOPZ9DdKqQucg2cnLCRPQkwSnj2ODUDVre7jSeJ0FPZDhpvCLSXnVNBWfOf5n+j3+FM+e/nNSABzAWMl/vF68uDO43BpcD3pJwdB73G7Jdw2a3q8x8rV68uhAis/Xd8XLsWgVVn2Rx7FoFfXe8D3yO99JHVJzoIuu1f03FiS68lz5K2PXU7D3K9uizTI99nk+v72Eusg0Ai2UKpWKPnZmL0nHxewk7txCblYQ8IR5Rkd18vV+8ujAMT5hvyxCvLjaP4549WGyxvy4stiyOe8zX8Akh0l9f2MuxUAVVwSyOhSroCxtBru+OF0+ojvE5PxrN+JwfT6huOej13fRybKCCqktZHBuooO+mF++lj6j74dv4b0+hgTu2v+RfXf8Sz14o4Ni7lfSFfHGvw3dpgMoTv0/Ba21Unvh9fJcGTI9rfukrWLfkxtSUWjA9dmxq4jF+IkKkF5muKcQjaqw/YLomr7E+OR1Ee84O0d59meD1MI5dNpqPH6D2aEVSzpVMZYVW/DfWBrqyQtmuYbNbaq4i3TWFyEx9s146Z92E9DB2VcYL/BJnpv4DM9qYoTI+78czWQdA54R7ub5kRofpnHDDXfD46+49b9aPx1/H9b9+mfDdnwPgs44Byp/pJTvnrnFMdATPYAMA1XZnzOv6Lg3Q8MNeIneNY0duT9Lww14AnAefjjl2qblK+7m3CE7ewlHwFFm5n3J75s6a91uUX/iYPykh0oc0XhHiMaSqu2bP2SGaTr2/ZouDk689l3ZBb/WaPACbJZuurz+N63BJRjQ3kLFJiMyTCWMTxB+f+ma9eKJ1zLAiuGkFMxrmYo/dnV1OaHIYzdq/HRUKe7SM8Vn/msein27nJz9uAeBvvPj7WGyTa47ZbSnlzPNX7l1XoAf3e27UljvMRbcyca2KqRt7ASjdXsCVlv/jge+596MLtLzdGdOUJS/Hwokv1cuaPJERpPFKmnnHdxVfWz8TgWkKS7bibK3iBefehJ/nQs9V3mjvZyI4TaFjK680V3G4NvHnyUQ11RUpabLS3n05JuABRKLztHdfTruQt9RcJV53TSGEEKnXOeuODXgASoOFNSEvND+MPaeM8bm1Qc6eU0Zoatj0HLm22/e+tq4NeAChaGD5675AD54Pv0FWrjH7Y0veNPZ9FwGYurGXwG3z11htKch1XPyedNcUTxwJeevwnvcqb7n7uTU8zVNlW/mKp4ovutYXkt7xXaW74SKzEWNknRiZprvBGNgSGfQu9Fzl9aaLRBfPc2N0mtebjPNI0Ns8gtfNm7nEq292rsMlEuoeUk9fgPbOQYKhCA67leb6fdRWx/7sensDdHQMMjYWoajISmPjPmpq5OcrhHh4IW0ezFBrS/bsMuoLPXhCdTFTNvOUjfpCD52fuk3v5G1TRdi25BC+O8dspMD0Tp7dcm/s6vz4W8zMx07vz8qeo3BPP1M39lKyvQCAvqFeOi93EAqPYbcVUX+gkeqKmpjn1XzhcNxQ1/vhO3Sc8zE2OUFRQSGNLzmpeeYF85+HEGlGGq88pve8V3mz7iK3/NOg4ZZ/mjfrLvKe9+q6XtfX1r8c8JbMRubwtfWv63VXe6O9fzngLYlG5nijPbHnWXK29yovH/k+L+7v4uUj3+ds7/p+Tk8Kxy7zZi7x6iK9+M4GqHz5HAUvnqHy5XP4zhqfZPf0BWjyDDA6HkFrGB2P0OQZoKfv3ifdvb0BWloGCAaNY4LBCC0tA/T2BuKdTggh1rCrMvMHdGzKy1M26vM9VG9z4bZ3sTunHIVid045bnsX1dtc1Ds85Cnbmud9o+IkXV/9EuXb8wl+/BJ6fkvsMVlW6ve0Ln8figRNLynHMo11yxZaq1+ib6gXz/stjIeDRgOYcBDP+y30DfUuH99z6RJVJ05Q/NprVJ04Qc+lS8uP9X74Di293QQnJ9BAcHKClt5uej9852F+bEJsehLyHtNb7n5mw6vCWHiOt9zrC0kTgWnT+s049cc+T9D89eLV1+Ns71VOtVwkFJxGawgFpznVclGC3kNoPn4AqyU7pma1ZNN8PDlNXkTq+M4GaDg1wEjICGkjoQgNpwbwnTXu4EVW7cUYmZmnvfPedhMdHYPm+zV2mG9J0dcT4FjVOaqKz3Cs6hx9PRIGhRBQn+shj1XBDBtfzf5H7M5eDHLZ5bgLuqi2uQCo3ubizJ4h+j+/wJk9Q1RvW6zvcOEu72J37uLzcstxl3dRvcOF6+AXGGqp42bjdznxN/6I3ZZS4xhLKe59p2OartitDtNr1Xe3cfqrNTgPPk3n5Q5m5mdiHp+Zn6HzcgdgBLymH/6Q0du30cDo7ds0/fCHy0Gv45yPmbuzsc+/O0vHufidPoVIJzJd8zHdGjYPQ/HqD6uwZCsTI2tfY0fJ1nW97przOLZyY3TteQodiT0PQHdHP9GZVXcNZ+bo7ujnaI1MDb2fpXV3mdBdU8Rq6x40XW/Z1j3I7ZD5thLBFfWxMfNjzOp9PQE8TQPMRIzzjY9G8DQZbcira2V6pxBPsupcI6Ct7K5Zn+sx6o/xJ0H1DhfVO1z3P8buXNNJc6X6/d/E8+E3YqZs5mVbcX/RQ3WJ0VUzFB4zfe5Svb2vb7kr55LI3bu09/VRe/AgY5Pm2yiMTd6877ULkS4k5D2mp8q2GlM1Terr4WytilmTB5BrzcHZWrWu113tleaqmDV5ABZrDq80J/Y8ANfHzINvvHoi9PVdpbOzn1BoGrt9K/X1VVRXp2egrD1akbJQ57swRNsblwlMhCkptNH6ygGch1Nz7idN4Lp5SAtcj/B5u5XR8bWPO+z3tpsoKrISDK49pqho7ZYUne2DywFvyUxkns72QQl5Qgiqc13LYW8zqC6pBYy1eaFIELvVQf3+by7XAey2IsbDa6d12m1FAARvG81erPkh8guvkZ0TZX7Owq0JY3/PooJCgiZBr6hgR8LfjxAbQaZrPqaveKrItcVm5FxbDl/xrC8kveDcy/HThygs3YpSUFi6leOnDyW8u+bh2r18/eQhdhYb59lZvJWvnzyUlKYru4rMg2+8+nr19V3F47nI+LgxPXR8fBqP5yJ9fTI99H58F4ZoeP19Rm6EjemDN8I0vP4+vgtDG31pac97IUDFq+fI+uUzVLx6Du+FACW7zPcHLNllNFmx5q2appuXTXP9vuXvGxv3kbfqmLy8bBob97FayCQM3q8uhBAbrbqkljNH36e/JsCZo+/HBDyA+gON5GXnxdTysvOoP9AIgGP7dqz5IQrsg+RsiaIU5GyJ8tndn9B3tY/Gl5zkrdo8PW9LLo0vxb/DKEQ6kTt5j2mpi2aiu2uCEfSSsWXCaodr96akk+bxxipOtVyMmbJpycvheGPi7xoCdHb2M7NqeujMzBydnf1pezcvFdreMN+uoe2Ny3I3bx1W7w/ovxGh7vUBjv9CMX/y/4yu2QOx9fg+ao8ad9fu111zqYvmw3TXtDusjI+uDXR2R/yN6M/6AnS3DXI9EGFXiZXjrfs46pS7fkKIzWGpi2a87prN1dX87l/9GVlZC7FPVPN09ndy5lfPACx217xJUcEO6a4pMoqEvHX4omtvQkJdpltad9fd0c/1sWl2FW3leGNV0tbjhULm00Dj1YUhMGG+LUO8ung47jcGYzaABwhH5/nRf73B6deepq17kMD1CCW7rLQe34dzMeDVVpes2TJhtZqakofaMqG+eV/MmjyAPGs29c1r7/qBEfBONQwQXTw+NBLhVIOxhk+CnhBis6iuqFmzZcKS2oMH+b1LM6aPhaZDANQ88wI5W2bovNhNaOon/Lu/uk7Olhnmwvl09L3F2O1bFG1/isbqr1Bz8ItJex9CJIOEPJESR2v2pqzJit2+lfHxtYHObk/O9NBMUVJoY+TG2kBXUijbNazH8IT5lMjhiQjOoyXLoS6ZltbddbYPEgpGsDus1Dfvi7ser7ttcDngLYlG5uluG5SQJ4RIG7u37mZ8enxN3b7VDkDfR2fxvH2KmbkoAONTIX7nz75N5LadyKfG777g7Vu0/PBNAAl6Iq3ImjyRcerrq8jLi/38Ii8vh/r65EwPBeg9e5UjL3+f/S92ceTl79N7Nv3W/7W+Yr5dQ+srsl3DepQVmk+JjFdPluraEs70v0T/6DHO9L9034Yr1wPmwTReXQghks333kdUNndR8Bv/msrmLnzvffTA59RX1ZOXs2rdXk4e9VX1AHRe7F4OeEvuLtwlyxYbDGfuztLR99Y634EQqSUhT2Sc6uq9uN2H2L3baCqze/dW3O5DSVuP13v2Ki2nLhIMGY1egqFpWk5dTLug5zxcwemvP0fpThtKQelOG6e//pysx1snzyv7sK0KzzZLNp5XzKdKbga7SswDaLz6kgveAK9WnOOXs87wasU5LnhlLz4hxD3e965S0fx9sn6ji4rm7+N97+F+T/re+4iGN99m5NYUGhi5NUXDm28/MOhV763GfcjN7q27jT35tu7GfchN9d5qAEJT102fp7Ln1tTGbt96qGsVYrOQ6ZoiI1VX701Zk5WO7n5moqsavUTn6Ojup+Zoeq3ZdB6uSHqo874zhNt3meGJMGWFNjzOA7heSO45N5LrsHHHzP3GIMMTEcoKrXhe2bdc34yOt+6LWZMHYLFmc7w1fjC94A3wet0A0bDxnBv+CK/XGev4Drs2ke7+QgAAIABJREFU73sVQqSG972r1L15kfCs8fvSf2uaujcvAuD64v1/V7a9dZHIbOzv2cjsHG1vXcT5xS/c97nVe6uXQ13PewP89nfOcfzW+zieKiC/eDt3oj9b8xw9v/bP46LtT933PEJsNhLyhFinsevmDV3i1Z9k3neGqOt+n/DsYqfJiTB13e9v8FUln+twyaYOdastrbt7lO6ab7gHlwPekmh4njfcgxLyhBC43+pfDnhLwrNzuN/qf2DIC9yaeqS6mZ73Bmh6s5fIrLFB+uitSbbpYrbbp5lbuLdp+pasLUTC9pjnWi2zZG0Zoepffhl7QSH1L32N6mcOP/S5hdgICQl5SqlfBP4tkA10a62/terxfwMcWfzWBuzSWm9ffGweGFh8bFhr/cuJuKaN8p7vI95qu8itwBRPleTzldZDfNF5/0+ZHtY7PR/ha7/IRHCKQkc+zuZDvFCbmNcWj69o11aCJp07i3ZJo5fV3L7LywFvSXh2HrfvctLOKePT4znqLHmkJisTw+br9eLVhXjSPWlj0/At8w8+49VXKnkqnxGTQFfyVP5Dn7/9rXPLAW/JnZ8VstWSy+7iUUJT17Hn76L+0PGY7po78rNYyJpkMmIE1PHJG3h6OwEk6IlNbd0hTymVDXQCfw8IAP1KqR9rrf/b0jFa63+64vgG4G+ueImI1vrn13sd63HJ+xF97ovcHp5ie1k+1Z5DHHQ9enh6z/cRbza8zeziQHBrZIo3G94GWHfQe6fnI7qb7r32xOgU3U3Gayc66F3o/Yg3Oi4yMTZFYVE+rzQe4nCNhMl4Go9X0XLqYsyUzTxLDo3Hk9PopefCVdrf6Cc4MY2jcCvNr1RRezg9poUOx9mOYfhmcrZpyITxKV0Ullm54V8b6ArLUttgRoh08CSOTWVPbcVvEujKnnrwB6KtXzlEw5tvx0zZtObm0PqVQw99/uCtSdP62Pg2Pmj712vq/z977x/W1p3n974OPyRgIDCgSIEQ7MmzbuLN2m7rcdh2oSUDm1ZPhwzXN48eT8jSratL2kucnbL2PsuFXko3WtIOy+4ksN3xVad3GchktS4lo2m164EZngu9s5jhPnXYLMl66gWMBQKhSIERSAh0/zhIcKQjDFhghM/rH1sffc9X58j4y3mf7+fz/oScNL/6+/+cOU9EScaaj86B7yoiT+FIEw/jlReBnwWDwbvBYNAPfAB8bYfxXwe+F4fPjQtjPRPcqL2Je2oJguCeWuJG7U3Geh7s2hRJX8tQWISF8K8E6GsZeujztLTKz21pffi5tzNonaCj6SYL9iWCQViwL9HRdJNB696/j8eFyopTvH21lAKdaPRSoMvk7aulB1KP1zt4h2sdQ9xfEE1e7i8sc61jiN7BxDB5KYrRjqEo78DaNCT0+pRI1JieQ50hNZhRZyRTYzq6BjMKCo+Qx25tMlVdIEMl3VvIUKVgqnrwA1FD8Wnee/1lnsnNQgCeyc3ivddffmA93nYKcrP3FA/h8Dhl43OehV1/toLCoyAeIu9p4N621zObsSgEQTgBfAn40bZwmiAIPxUE4S8EQaiKw/nsCVvjEGteqXha8wawNe5dPLlm5HPDY8X3gtMuP8dijPh+6Wofwrcq/T58qwG62uMrJkP02ya49NXrfOXC73Hpq9fptyWmmKysOMWPP3iNT35Uy48/eO3ADFdau0ZZiTB5WfEFaO0aPZDPizcmwzkyVBFOk6pkTIYDa9OQ0OuTHFbbJC999UOev/A9Xvrqh1htk4/6lADRXOXN62d48kQ6ggBPnkjnzetnlHo8BQV5jt3a9CCqi09x/fVSTuRmIgAncjO5/nrpA+vxQhiKT/Nxay2eb/8mH7fW7kngATRUlZOuSpXE0lWpNFSV73icLlsjGw+up2IdGdvTOSgoHCaHbbxyCbgRDAa3F+WcCAaD9wVBeBb4kSAI48Fg8H9GHigIQi1QC1BUVBS3E3JPy4ukWPGdyC3MwnUv+rjcwt3njMdCU5CF83703HkFDz/3dpyz8tcdK/4w9NsmaDPdDItKx9wSbSYxBbVCr6SHymF3ytcuxIofNUIumo2W20wveinK23LXfP3Rnhrsc32K59rU2z9Jq/k29nkvBdoMGoznuFhxMvy+1TZJk+kWq6viKdrnvDSZROOaSv1JyVw26ySd7bdxzHrR5WdQV38OfaV0TLwpqy5URJ2CQvw5cvdO+6W6+NSuRV28uVh8BhBr8+wuDwW52TRUlYfjsagr/zX+9X/+AxA2wrHghsDq53m099lISVmh02bB4Xaiy9FQpzegP19yoNeioLAb4rGTdx94Ztvrws2YHJeISDcIBoP3N/+8CwwizTnfPu56MBj8cjAY/PKTTz75sOccJqdIXiTFiu9EVXMpqnSpblalp1DVvPuc8VgYGuTnNjQ8/Nzb0eTLX3es+MNg7pTfNTR3Hsyu4XGgQCNfuxArfhSpLjnJ5LtfY6Pn60y++7WDbp9w4OtTvNam3v5JrrXd4r7DK6biOrxca7tFb/9keEx75+2wwAuxurpOe6fUuMZmncTUdIs5uzjXnN2LqekWNuskCgoKR4KEvndKVC4Wn2G09Rvc/3Yzo63feKDAA9FcZdWtZSOQQjAIG4EUVj06AqtPsPC5HdMNM3NuJ0Fgzu3EdMOMbWz44C9GQeEBxEPkjQKnBEH4kiAIKsTF6PuRgwRBeB74IvCTbbEvCoKg3vy7BvgV4K8ijz1I9KZSUjOk4ik1IwW9ae/iqdhwmtffe5ncZ7JAgNxnsnj9vZfj4q5ZcvE0xm++jObpLAQBNE9nYfzmy3E3XampL0WdJv0+1Gkp1NTHV0wCzDvkdwdjxRWgoeYC6Wrpv0+6OoWGmoMxeTkGHMn1yTI4yQuXPyT7le/xwuUPsQyKO3grPqmAW/Gt02reEnCzDnmDmsh4Z7u8GOxsPzgXUwUFhT1xJNemeNK/2MOl8ZN8ZSyJS+Mn6V/siR7j6OHST07ylcEkLv3kJP0OmTEzFi71v8BXrNlc6n+B/hnLYZy+hCczivj5wrMsz/0tfr7wLIHVJwBIT19mdc0vGbu65qfTdvjnqKAQyUOnawaDwYAgCG8Cf45oA/ydYDD4sSAI/xb4aTAYDC1al4APgsFgcNvhp4FvC4KwgSg439nuLHUYhFw04+GuCaLQi1fLhEhKLp4+8JYJIRfNw3DX1OqycMxFCzqtLv67hgC2/gk6zUM45pfQabOoM5air0istNCQi2aiumseNkdxfbIMTnKl41ZY0N1b8HKl4xbJi+uy4+3zWwIuX5eBfS5a6OXrpMY1jll5MRgrDtDfO4m59Tbzdi/aggyMDeeouHjyQZejoKCwD47i2rRX+j/vwexsZD4wjTalCKPGRMUT1eJ7iz20TdXiC4prjsM/RdtULQAVeZtjHD20fVqLb2NzjG+Ktk83x+g2x8xYaPvoCr510bnXsXKPto+uiGMKDdLzmezFfPsd5r12tBkFGM/9NhUnL8blWuur9DR132B1WwuGNFUqQQKy4x3uxbh8roLCwyBI143E4Mtf/nLwpz/96aM+DYWHJLImD8Rdw6uNL8e9Js/WP4Gp7WZUm4PGqy8nnNA7DCzDd2ixjDLjXKZQk0mz4QKGkoMVkoIgjAWDwS8f6IccMLtZm164/CH3FqLF1hMrAhvr0evx07oMRj8QTfcia/IA0tKSebvxRUlN3ldf+pA5e/RnPFWQwQ9+HG3g1987Sdu1W/hWtuZVpydz9ZsvKkJP4bHnOKxNsL97p35vD+alRubXp9EmF2HMMlGRUU3/5z20ObZEHIBayOCq7joVT1RzafwkDv9U1Hw61Qk+ODMJwKWfnMThkxmjPsEHf29zTP8LOFbuRY9Jf4YPKj7eOs/JXtpu/VZYDAKok9O5+uK/j5vQs46M0d5nY9blJj83h/oqPd/+4R8z545233wqR8MPmt6Ny+cqKOzETuvTYRuvKCiECQk5c+cQ844ltLosjHWlB2K60mmW9rEDWPUF6DQPKSIvAsvwHa6Yh8L9iO45l7liFuskD1roPQ7MxOgV6E0J8sWUZEnKZro6mQbjlvNoSMi1d95m1uElX5dBfd25KNOVuvpzmJqixWBdvbyLqbn1tkTgAfhW1jG33lZEnoLCY0q/t4c2z7bduPUp2jziTpvZ2SgReAC+oBezs5GKJ6qZ90/Lzrk9Pu+LMWZbfH5lRnbMnPceL7z1fvgBpPn2OxKBB+BbX8F8+50okdd/x8q7Q/+Oz9cWCPgyWV/4B1z7R7VcLNn5XqCy+DyVxeclsZSUFUw3zJKUzbRUFXV6Q+ThCgqHjiLyFB4pFfrTh+Kk6ZiXr/OLFX+cabGMShrOAqz4A7RYRhWRFwcKNRmyO3n5BRn8zmvndnTXBFHoRYq6SEIumrt115yX2fXbKa6goHD86Pf3YPY3Mh+cRisUsbK6LC/klsQUTTlCca2qSHYnT6vacvjUqotkd/K06m1j0gtld/L83hzJA8h5r13+fCLi/Xes/LvBRgJBH4IAqWnLJBfcpLnPD7z5QKEXSchFU3TXXESXkxd217SNjNDZ14fD5UKXm0tdVRX64uI9za+g8DAoIk/hsUCnzWJOxtBFpz2Y+r9EZiZGO4aZxcRo03DU6BmeFFtGOL0UaTL4WnEBH/zwb6J27JprznGx7GSUqNsv+sqTu26ZoC3IwHE/WtBpC3ZuUj9omaSr5TbOGS+awgxqms9RZtjdZyooKBwd+v09tPlq8bG5axecAhWwAZFlZ/PrYg2eIyAj0FJEgWYsMElq8kBM5zQWmMKvjc+aJDV5AOqkDIzPbhvzfLOkJg9gPZDK/dt6YOsB5JnyAhzeaHNSbUaB5LV5tJ1A0CeJJSUHyC76C1ot5yQir3/Chnmok/klB9osHcbSOipOi59rHR6n3TLArNNDviabesP/RmXJllOnbWQEU3c3q35xh2/O5cLU3Q2gCD2FQyMe7poKCkeeOmMpaRGulGnqFOqM8XcNtQ5O8NLl6zz/yu/x0uXrWAcTq8F7YYx2DIV5idOm4ajQMzxJrfkWU04vQWDK6cX8k7/h0q9+iWeezEAQ4JknM3jvzRcxlJ18ZOdpbDiHOl3apF6dnoyxIXaT+kHLJB1XbrFwT2zTsHDPS8eVWwxaJg/4bBUUFOKN2d8YFnhhBEAdPVabLJqsqAXpQyC1kIFRIwq0irxqrp64jk51AgEBneoEf89nwtiSSdJr3+PkWx/iuPMrXH3uOjr15hj1Ca4+dz1sugKiucrVs++hS3+GYBB8P89h6tarfDa1lTY5s7iM8dxvo05Ol55PcjrGc78tic0vz8pef4p6Gfvi1oPg/gkbbTdNOJbmCBLEsTRH200T/RM2rMPjNJmt2J0egoDd6aHJbMU6PB4+vrOvLyzwQqz6/XT29cl+voLCQaDs5B0CI73j9LUO4LJ7yC3IpqqhnOKLD+7NohA/QnV3B+2uaR2coKljy+DFvrBEU4fY4L2yLDFq/5oNFyQ1eQDpqhSaDUqbhr3SaLmN1y+tdfP61/nwYzuT34k2QHlUhOru9uKu2dUiX8fX1XJb2c1TUEgw5oPy6ZcI0pdqISNsvgLEdNcEUeiFnDRDD7y8flFITjm91Jpvcd34K3xQMrnjuVUUGqgoNPDCW+9zTybTpDAvM1x39yB3TW1mPo7l6NTOgC+TgrytzB7zUCe+wKpkjC+winmoE8dfVoRdNtOzHGRp7pKc4qP9z4dJf6KeirMVOFwu2WuJFVdQOAgUkSfDmGUcW8sA7hkPOYXZ6JvLOW/Ynygb6R2n+5oV/4q4ILjue+i+ZgWIi9Abto5jaR/AOetBk5+Nob6ckkpFQMqhrzh94CYr7V3yBi/tXUMJI/JCdXctllFmFpcpzDscd83jyHQMk5XpxaNX61Zx8eSeTFacM/LXECuuoKBwdNEKRWKKZgRPCHmkJ2dGuWsCVDxRLRF1OxHrgVej5TbVJSd3NceDHkBWnLz4QCdN44X6cE1eiI31FDzTv0yLYSuzZ37JIXv8/JKDWadH/OwsB9m6T0lK2hDfTF6hzdoGgC43lzkZQafLzd3FlSooxAdF5EUwZhnnxhUra5uizH3Pw40roijbj9Drax0IC7wQ/pU1+loHHlrkDVvHMTdZ8a+K8zvtHsxN4rkqQu/RMOuUN3KJFT+qGEpOKaIuDhRpMpiSEXpFeTvXuiUCmsIMFu5FX5umcOdrG+6ZxNJ4G+e0F01RBgbTOUqqTx7QWSooKOwGo8okqckDUJPBFfW3qMjanZDbiXg88IrHA8iKU5UAUe6aLVVSd01tlg7H0lzU8dosHUFNNnanhyzN3S2Bt4lvzYd5wExd1b+S1OQBpKlU1FVV7fpcFRQelmMt8j7qGWegcQDPtIfsomzKTeWcrd5Z/NhaBsICL8Tayhq2loF9iTyX3bOn+F6wtA+EBV4I/+oalvaBuIu8Qds4XZ0DOB0eNLpsaurKKdMrQjKSfE0W9oVoQZevUQxeIukZuUNj3yjTrmWKcjMhLfPYPeI0Gc5tpihtPcHOUCVjMsSudUsUaprP0XElurdeTXPsaxvumcRcewu/VzzGOeXFXHsLQBF6CgqPkArVZvrlNndNo8oUjj8s8XrgFY8HkBWnKsNiLxbG0jrabpokKZvqlDSMpXWs/GIhTWYrySk+2WPnPfNhc5XOvj4WP58hPd1LkDX++IfX+au7E/z4JzM4nG50mhzqDHr0Jedl51JQeBiOrfHKRz3jWGuteKY8EATPlAdrrZWPesZ3PM49Iy++YsUfRG5B9p7ie8E5K39OizHi+2XQNk6HycrCnEc0WJjz0GGyMmjb+bt8HKmvkTd4qa+Jv8FLItMzcofa7iGmXMuiIYlrGTJzTzzq84o31SUnuW58kRMa0WTlhCaD68YXd52edJQpM5zkzfde5MlnxGt78pkM3nzvxR3r8SyNt8MCL4Tfu46l8fYBn62CgsKDqFBV80HmJD/K2uCDzMm4CTwQH3hlqKTmTkf5gVfFaT1XX25El/WUaAqT9RRXX26k4rSeypIzvG2sRNhIlz1Wm60FRBfNb7z6j8h+YpUg4gN5h3sB60//C86fTxME5pxuTOYb2IbHDuvSFB4jju1O3kDjAGveiB057xoDjQM77ublFGbjvhctknIK9yfKqhrKJTV5AKr0VKoayvc133Y0+dk4ZXYE8/IfXkBup6tzAF/EjqFvdY2uzgFlNy+CUN1de9cQs84l8jVZ1NeUJkw93mHR2DeKN6IXH8f0oVN1ycljIerkKDOc3JPJinNaPjVrMUZcQUHheBBaAxstt5le9FKUl4HJcO5Ir40Vp/XhlgmRVJacIf2JetqsbfjWtnb01KlqjOXG8Guz7buS9wEEIYg6y0lg5QkAVv1rdFpsym6eQtw5tiLPMy2/mxUrHkLfXC6pyQNITU9F37w/URaquzsId01DfbmkJg9AlZaKof7hBeR2nA757yxW/GHo7x/HbB5gft6DVpuN0VhORUViCcnKstOHIup6hydotQxhdy5RoMmiwVC650auj4ppl9Jzby9Y++/Qbh5ldn6ZfG0m9cYLVFZIU5Zstjt0do7icCyj02VSV3cBvf5o1VVqijJwTkULuryixK9RVFBQ2Jnj9sCr4mwFAOYBM/OeebTZWozlxnAcYN7tlD1WSJY+5HQsug/uRBUeW46tyMsuyhZTNWXiOxGqu4uXuyaIQu8gWiaE6u4s7QMsznrIOyB3TY0um4W56O9So4vvjmF//zhtbVZ8vs20BoeHtjbRSCbRhN5B0zs8wTXzzbDL2H3nEtfMYquGRBB6RbmZYoqmAgC9g3do7RrF7lymQJNJQ80FLpaJAs3af4emti3XVrtjmaa2IYCw0LPZ7mAyDbG6Ko6Zm1vGZBLHHCWhZzCdk9TkAagykjGYjmbKloKCwvFkpzV3L1ScrWDF9TTtXUP8D+cSpvG7rNRMhB/0anM0ONwLUccF17duv1NSvGSkL/OVN15Dm6vBWGWgorhk/xenoLDJsUyPAig3lZOakSqJpWakUm568C7XecMZmj7+Bm2eZpo+/sZDCbyDpqTyDO/++Bv0fNLMuz/+xoG4atbUlaNOk36X6rRUauriu2NoNg+EBV4In28Ns3kgrp9zHGi1SG2kAVb8AVotQ4/ojPaGqeoCGaqoZ0wbcmOPO72Dd7jWMcT9hWWCQbi/sMy1jiF6B+8A0G4elW/LYR4Nv+7sHA0LvPCY1QCdnaPI0W+9w6WX3ucrz1/n0kvv02+9E+erkqek+iTG6y+iOSHW8WlOZGC8/qJiuqKgoHBoPGjN3Quh3rj2hSWCwa3euNbBCQCM+l9DnSrtKB8MCviWNIAo8NLSPAQJEAQcLidt3Wb6R4Yf+joVFI6tyDtbfYbK65Vkn8gGAbJPZFN5vfKB7poK0ZTpz/BmYyVPPpUtGiw8lc2bjZVxr8ebn5dP/4wVf5yxx2jJYF9MjFYN1cWnuP56KSdyMxGAE7mZsOyKbtL0GNDaNcpKhIhb8QVo7RIF2uy8/I7n9rjDIT9GLt5vvUNb0xAOu3iD47Av09Y0dKhC793Jr9Gz8XXenfyaIvAUFBR2jWVwkhcuf0j2K9/jhcsfYhmc3PMcD1pz98JOvXEBKs6XcfXVOnQ5T4oGLjlPUvnl/wXNF4oQBMhIX0YQgpLjfX4/5j7Lns9FQSGSY5uuCaLQU0RdfCjTnzlwkxWtNhuHTJ2fVhvftNAQtsFxOrsGcDg96DTZ1NWUoy9LjJ+XAk0W92WEXkFe4rRqqC4+RXXxVnqM8E51dOfYxwC7U16gheL52kzsMmItX5sZ/rtOl8ncXPQYnS4zKmZuH8UXsevnWw1gbh+lovLopHYqKCgobMcyOMmVjlus+MR073sLXq50iC1YDGUndz3Pg9bcvbCb3rgV58uoOF8mef83vy7++ZU3XpM9ft61uOdzUVCI5Nju5CkkHkZjOWp1RFqoOhWjMb5poSAKPFOHlbkFsS3E3IIHU4cV22BitIVoMJSSHpHumK5KocGgtGo4yliG7/DCW++T/dp1XnjrfSzDdyjQRAsxIByvN16Qb8thvBB+XVd3gbS0iDFpKdTVXSCS+Vn5G5lY8RCDvXe4fOF9Xnn6OpcvvM9g7+Hs/CkoKCgAtHTdDgu8ECu+dVq69taC5UFr7l6I1QN3t71xszKeiBHPon94hEtvNfCV197g0lsN9A+P7Pn8FB5vFJGncGSoqDjD1auV6HRiWqhOl83Vq5UHYrrS2TXAakT936pvjc6uxKj/u1hymm8aX+ZpTRaCAE9rsvim8eWEMF15XLEM3+GKeYh7TrE34D3nMlfMQ7xU/AzpESIuXZ1CQ40o0CorTvH21VIKdJkIAhToMnn7aqnEXVOvP0VjYylPPSWOeeqpTBobS2VNV7T58jcyseIgCryOa0Ms3BdTPBfuL9NxbUgRegoKCofGjEwz9Z3isWioubDjmrsXHrY37urnGoIbgiQW3BD4uTuDNnM3DqdLrNVzumgzdytCT2FPHOt0zXgy1juGrdWG2+4mpyAHfYOe8xf339NkxDpGX7sN16yb3Pwcqur1FFcqPVIqKs4cipOmwylf5xcrfhS5WHL6wEWdZWSClr4hZlxLFOZm0VxViqFYEZL7ocUyKmuW818/vsc33yzd0emtsuJUVMuESPT6U7ty0jTWX6CtaUiSsqlOS8FYH/sGp6t1FN9KRIrnSoCu1lHKLiopngoKCgdPoSaDewvRgq5Qs7cWLKG1NR7umg/bG9e1kEpymg51lhMhOUBwPQXfkgZ10irrSdJdS5/fj9nSR0VJ8Z7PU+Hx5LEReR9ZxhhoseGZcZNdmEN5s56zht2JqrHeMW5cuxHunee+7+bGtRsA+xJ6I9YxuptuhPvbuexuupvE+eIl9IZtY1g6bTgdbjS6HAx1ekr0iogModNkM7cQLeh0moOp/0tELCMTXOneatNwz7XElW6xTYMi9PbOTIx6j5nFZS6WndrXDcZ+CNXdmdtHmZ9dRpufibH+wo71eE67/LnHiisoKChsp2dwhsauT5l2rlCkScdU8xzVZYV7mqO55pykJg8gXZ1Mc83eW7DEc819mN644r0IBFak9x7pWT+XHT+/+FiWrivsk8ciXfMjyxjWKzfw3HNDEDz33Fiv3OAjy9iujre12iTN0QHWVtawtdr2dT597TZJA3MA/+oafe37my+SYdsYZtMNnHPi9Trn3JhNNxi27e56HwfqaspJi6j/S1OnUlcT//q/RKWlT75NQ0tfYrRpOGoUxqj3KMzbex3Iw1JReYoPfvwaP/qklg9+/NoDDVc0BfLnGCu+nWHLHd564X1ey77OWy+8z7BFSfFUUHic6BmcobZjnKmFFYJBmFpYobZjnJ7BGQYdPVz+yUleGUzi8k9OMujokZ1jcKaHPwuU8eI/vcTff/030P7CMM88mcF7b74oMV0ZnLRw+cMXeOV72Vz+8AUGJ+VdKgfv9HL5/Rd55Xohl99/kcE7vQdx6Q8k1r3IE5nyNX3avNzDOC2FY8JjsZM30CIv0gZabLvazXPb3XuKPwjXrPxxseJ7xdIpLyItnTZlN2+TkIvmQbtrWofHabcMMOv0kK/Jpt5QTmVJYjh4zrjkXcNixRWk9IzcobFvlGnXMkW5mXzt/DN88OM7EuGcrkqh2bD3OpDDpqbhAh3XhiQpm+r0FGoadj73YcsdzFeG8G8e57y3jPmK+JCgxKCkeSooHGcGF3vosjcynznNL/9LDZ8M1GAfLwPA61vn3/8/f8ippG/h2xBTMBd8U3R8WgtAma56a56ZHjo+qsW3Lo5LzVjgb//q/82bZ/8+ZYUnt8ZNWui4dQXf+oo4n/ceHbeuiPOdNGyNu9NLx9Bv4Qtsjlu+T8fQb4njTl2UXsOEla6hdpxLs2iy8qkprafsdGXUtVr779BuHmV2fpl8bSb1xgs0HFp+AAAgAElEQVQPTLGH2PciqSle2szd+Pz+8Fi1SoXRUEX/4BjmLhvzTjdaTQ7GGj0VZcq9nUI0CS/yJnrGGGq0sTTtJqsoh1KTntPV0h92z4y8eIoVjySnIAf3/eixOQU5ez9hIDc/B5eMQMzN3998kTgd8te1GCO+Xwb7x+gy23DOu9Foc6gx6imrSJyFRl925kBbJliHx2kyW1n1i4Lb7vTQZLYCJITQK8zN4p6MoCvMTZw2DY+KnpE71HYP4d0UdFOuZcw/vYPxpVP0j91jZnGZwrxMmg0XMJQcfbETqrvrah3FaV9GU5BJTcOFB9bjWVpGwwIvhH8lgKVlVBF5CgrHmMHFHjqmavEFvWI/uJwFzlZ2AISFnuZvm8MCL4Rvw0vX3UaJyOv6pDEs8MLj1r10fdJIWeG2cbdbwgJva9wKXbdbJCKva/SdsMALjwus0DX6jkTkDU5Y6bjZhC+wCsDCkp2Om00AEqFn7b/D7/6n/0j2yb/gF55bJuDL5Hf/00fAP9+10Avdi9j6J+j8oyEc80vkagt4ImuRJe8S2rxcjIYqCKTQ1nED36ZxnGPBTVuHWO6jCD2FSBJa5E30jHGz9gYBr/jDvjTl5mat+MO+XehlF+aIqZoRZBfuTlTpG/SSmjyA1PRU9A36fZ13Vb1eUpMHoEpLpap+f/NFotHliKmaEeTp4iMiQRR4HW1bC82Cw01Hm/jdJ5LQO0jaLQNhgRdi1b9Gu2UgIURec1WppCYPNneeqpQ2DQ+isW80LPBCeP0BPvzkHpPvyvdFOuqUXTy1Z5MV54x8zd5ijLiCgkLiMPh5D13ORpyBaTQpRdRoTJQ9IYquLnsjvqBUmKWofDxf3hUWeelZTtl5nb5p6euVaflxEXGnd0Z+XETcuWyXHxcR7xpqDwu8EL7AKl1D7RKR9+6fdJH77CBJyeKan5q2TO6zg7z7J6lUVvyO5PjBsX66bGac7nk0OVpq9EbKzlcAosAztd0MN1dfdKhIcz9D49WX0VeINX+XLr8dvu8Kn5NvDXOXTRF5ClEkdE3eUKMtLPBCBLxrDDVKa9vKm/WkpktznlPTUylv3p2oOn/xPK9+81Vyns4BAXKezuHVb766b3fN4srzvP72q+QWiPPlFuTw+tuvxs10xVCnR5UmvV5VWiqGuviISIAus012oekyx6eu8DgwG8Opc3YxMRw8DcWnee/1l3kmNwsBeCY3i/def1kxXdkF0y55ERMrflzRFMrX7OXFiG9npOcODSff542k6zScfJ+RHqWWT0HhsBn09nDZcZJX7Elcdpxk0CvWzA1+3kOHo5aFwBRBgiwEpuhw1DL4ufi+0y8vzNKzRWGXoU7mC0KB7BiNukj6Or1IflxEXJMhb+QSGc9I0cqOi4w7l2Zlx0XGk/OGwgIvRFJygOQ8af364Fg/HTfaWHA7xO/M7aDjRhuDY/0AdJqHwgIvxKovQKd5a555p3xGVqy4wuNNQu/kLU3L/1BHxkN1d/t11wRR6D1My4RIiivPH1jLhFDdnaXTxqLDTd4BuGs65+W/+1jxx5F8TTZ2GaGXn5c4Dp6G4tOKqNsHRbmZTMkIuqLc+Jms2Pon6DSLaT06bRZ1xtLw096jgqH5gqQmD0CVnoKheedavpGeO3TXDuH3ise5ppbprhVvdIqrlTRPBYXDYNDbQ4enNrwjt7A+RYdHrJnrckbv1PmCXrqcjZQ9UY1GVcSCfypqzhWPhhNPiu6aT5/+d3R8WitJ2VQnZVDzrElyTM3zJklNHoA6OYOa5yPGnWuW1OSJ49KpOdcsGXf/tp6s53pITtl6UL0eSOX+x9IH4ZqsfBaWonf9NFn5ktcpavmHd5HxLpsZ35pPEvOt+eiymSk7X4FjXiyPSMtykKX5G5JTfKwH1HicXwqP12pycCxE32dpNfHL1FI4PiS0yMsqymFpKvqHPaso+of9rOH8nkRdolOiP3+gJisabQ4LMjV+Gm38F5pELTKuN5RLavIA0lSp1BsUB88QPWMTNNqGmHYvgSb/6Oew7hJT1QVJTR5AhioFU9XuTFasgxM79l2KTOuZcyxhahPbW8gJvX7bBObOIeYdS2h1WRjrSqnQH7wgDNXdWVpGWZxZJq8wE0PzhQfW4/U1joYFXgi/N0Bf46gi8hQUDoBBfw9d/kacwWk0QhE1KhNdSzGE3JKYoilHKF5TYArX5IVQCxn85t/+fcrKQ78DN1M77zbi9E2jURdR86xJUo8HhOvuuj5pxLkyjSa9iJrnTZJ6PNgyV+m63YLTO4Mmo5Cac82SejyAu+O/RI7nVZ4+Z0OV4cbvzeH+bT3u6V+SjKsprZfU5AGoU9KoKa2XjMtK07Dsi049zUrTSL8b93z0F7YtrtNm4fb+jGzdX5OUtAFASqqP7KfuMDgySFlxGcYavaQmD0CtTuWX/+4ZLl36A+bnPWi12RiN5YfSc1jhaBMXkScIwj8GvgUkA+ZgMPhOxPu/DnwTuL8Z6ggGg+bN9/4p0LQZfzsYDP7xbj+31KSX1OQBpGSkUmqKX1qigjw1Rr2kJg/EhabGGN/vvn9wLGGLjEN1d+2WAWYXPeTnHYy7Zu/IOK19A9hdHgpys2moKudi8dFf3HvGJqi9cRPv2ubNfHKy6iA+51GsT9XFohDZ7q5pqroQju+EdXCCpo4tAWdfWKKpQxRwIaG3U1pPpMjrt03QZroZbn7umFuizSTOd1hCb68mK65p+SfjseIKConIo7p3imTQ30OHrxYfmzt2wSnxtRDdeBzAuS7W4C0EonfqNCliCmVZ3lZtntM/jUZVRE2BKRwPUaarjhJ1csx/8g8ZMf9HZuZXKNSm84+Nz4FMdmbZSUOUqIukQJvB/anzfDYlvYd4Widtqh6qu3uQu+Yb/+Q3+Fbf7xDY2HLCTElS8cY/+Q3JOE2OlgW3I+p8NDlimmidsZT3vtcfFnghBGGdrr7vUlZcFr7v2f7g+5f/7hn+7Acfb90nOTy0tYkmb4rQe7x5aJEnCEIy0An8KjADjAqC8P1gMPhXEUP/JBgMvhlxbC7QDHwZCAJjm8d+tpvPDpmrPMhdUyH+hMxVDtpd09wlX/uXKEXGlSVnDtRkpXdknGvdVlY2dwvvuzxc6xYX96Mu9BptQ1sC74B4lOtTdfGpHUVd7/AErZYh7M4lCjRZNBhKuVhymvYueQHX3jUUFnmhtJ5I5OLmzqGwwAvhWw1g7hyKKfIGrRN0tQ/hnF1Ck59FTX0pZZWHlwqaW5SJaypa0OUWHX5PQQWFg+BRrk2RdPkbwwIvhA8vSepkNgLrUeM1yaLJSocjeqeuRrOVQlmWVx0l6vaDpX+GK23j4Sbo9xwrXGkbB8BQsbeG6gANxnNca4tuqt5gjG6qXna6UrZlgmTMWfHhdtdAJ06PA022jpryunA8RI3eSMeNNknKpjpVTY3eCIhZGH/4p1KjlxBO19ZOYUXZeVJSVuiyWHA6/4of/fefsS7kAlulID7fGmbzgCLyHnPisZP3IvCzYDB4F0AQhA+ArwGRC5Uc/wj4YTAYdG0e+0PgHwPf2+2Hn64+r4i6R0RZxfkDd9JUiox3prVvICzwQqz412jtGzjyIm/afSj99h7p+hSL3uEJrpm3nEvvO5e4ZhZ312ad8t/L9rhOm8WcI3qcThvd3mJeZtxO8UHrBB1NWzt/C/YlOprEczssoVdluiCpyQNQZaRQZTr6PQUVFHbJkVmbnEH51MuNpHXUQka0kMsyUZaxuVMXw10znrSYP5UIMoAV3zot5k/3JfIuVpwEoNV8G/u8lwJtBg3Gc+H4fig7q48SdVFjNl00Y7lrAjyZ+yQLroWoYzW5W6mfg8PDdJjNWz30BD/qbHGHMLC6JfTm5xPD5E3h4IiHyHsauLft9QxQLDPufxUE4R8Afw38q2AweC/GsU/H4ZwOnDHrCLb2PtyzLnLyc9HXV3G+Uu6yFR4Gpch4Z+wu+UU8VvwoUZSTxdTBC70juT61WoYkrSkAVvwBWi1D5GuysC9Efy/5mi0BV2csldTkAaSpU6gzRre30OqycMxFz6fVyfc77GqX3/nrah86NJEXqrvraxzFNb1MblEmVaYLSj2ewnHiyKxNGqGIhWB06uWTwglqssXaPOf6tLiDt03glT1RfSCiLpKZ+ZU9xXfDxYqTDyXqtmO1TdLeeZtZh5d8XQb1deeo1MvPXXa+QiLqIjn3pV/lh84/QUjaErXBjWTOfelXw6+7LBZJk3QAISmIKstJYDWblBQvKtUSSUnrXL7cQE1NFWVlyv3p48hhtVCwAieDweBZ4IfAnnPHBUGoFQThp4Ig/HRhIfopx174qHeE37/QwL95+g1+/0IDH/WO7On4MesIN5q6cdtdEAS33cWNpm7GrHubJ5IR2wgNX23gjQtv0PDVBkZsDzffccBYo0etlraDUKtTMdbEt/bPNjzGV996mwuvXeWrb72NbXgsrvMfFAW58k6dseJHCZO+lIzUI+H99FDr037WJnuM3Tr74hL1NaWkqaXfS5o6hfqaLQGnrzhN49WXeUqXhSDAU7osSS+l7RjrSlGnSedTp6VgrJPvd+iclT+3WPGDorj6FK2Tr/HtjVpaJ19TBJ7C48ih3DvVqEyokdajqcmgRiUKuu/oJvl+wQbf0U2GBd5hUqhN31P8MLHaJmky3cI+5yUYBPuclybTLay2yX3N98Pvb+CePEPAl04wCAFfOu7JM/zw+1t1ek6nfH9BITlASooXtdpD0qZIXFhw8a1vdTE4qNxPPo7E4w7rPvDMtteFbBUJAxAMBhe3vTQD/37bsWURxw7KfUgwGLwOXAf48pe/HIx8f8IywlBLH0szLrIKcyltruK0IfrJxUe9I1ivdbO2Ij4F8dx3Yb3WDcDZi7t70mFr72NtVfoUZW3Vj629b9+7eSO2EbpN3fg353XNueg2iedVrH98n8DIFRnH213TNjyGyXwj7II553RjMovmLvqSo50K3FBVLqnJA0hXpdJQdfQdPKvPi4Ik5K4ZXF/3P+CQ/XDg69OD1iYAy8gELX1DzLiWKMzNIicrjc+WomsvCvKywnV3O7lrgij0dtMyIVR3t1t3TU1+Fgv2aEGnyZff+Qsx3DuBpXUIp30JTUEWhoZSSi4erZYOCgpHiCNx7wRQptpMvYxw1wzFHzXNxuckNXkg1tA1G597hGcl0t55m9VVaSrp6uo67Z23Y+7m7YTDsUwwWMjqZ9I0VIewVaOs0WhYkBF6SahQqZYQBOk/cyAQ4Pq3/1TZzXsMiYfIGwVOCYLwJcSF5xLw2vYBgiDkB4PBUPfIV4CJzb//OfC7giB8cfP1y0DDXk9gwjLCzSvdBDaF29I9FzeviAIpUugNtPaFBV6ItRU/A619uxZ57lnXnuK7oa+zLyzwQvhX/fR19sVN5A33j2Ax9+Gcd6HR5mIwVlFScfT/01eUnT9Qk5VOi03S5gBg1b9Gp8V25EVeqO4uEd01QRR6IbEn/N7V8QP4iEe+PllGJrjSvVV/d8+1RMaGgDolibXA1tPZdFUKDQZxd62y7HSUqHsYKvSnd+2kWVNfKqnJA3Hnr6ZefucPRIFnvnYz3A/PeX8J8zWxjk8RegoKsjzytWk7ZarqIyPqIgnV3bWYPw27azYbn9tXPV68mXXIO5DGij8InS6Tublo0ymdbst0qsZgkNbkAWqVijeNRn7vne/Kzru0dLiZGApHg4cWecFgMCAIwpuIi04y8J1gMPixIAj/FvhpMBj8PvCWIAivAAHABfz65rEuQRB+B3GxA/i3oULivTDU0hcWeCECK36GWvqiRJ7HLj99rLgcOfm5YqqmTHy/uBzynx8rvleG+0cwt3Xj94nfk9PhwtwmCuFEEHoHiSOGiYtjMTHMXS4Wn0kYUXfYHIX1qaUvuv7OmxQkM1uFVlBhX1yiIG/LXfNRE6q724u7pqVV2vAcwL8SwNI6pIg8BQUZjsLadFj09DtoNN9let5HkVaNyfgs1RW6Pc1hqCiMi6jrtc3Q2vkpdscKBbp0Guqe46J+//Pm6zKwz0ULuvyIdgy7pa7uAibTEKvbHrKlpaVQV7dlOlVWUgKItXnOxUU0eXnUGAyUlZTwzfXvkZQS7Vq9sZ7CYP/YgTuiKxwt4lIQEwwG/xvw3yJi/+e2vzcQ4ylTMBj8DvCdvXyea/w+15PeILMolwumKpZm5Nc2uXh2QS6e+/Lx3aKvr+JGU7ckZTM1TYW+vmrXc0SSq8vFNRd9Xrm6/QvH7VjMfWGBF8Lv82Mx9z32Ik+nyWFORujp8hRzFwDL2DgttgFm3B4Kc7Jp1pdjOJ84ovKw16dIZlzyT1AX/D5+9u03Zd971JRVnt6TyYpTJr0TYDFGPJIRywR9LUO4ZpbILcyiqrmUYoMiDhWON496bToMevod1LZ9itcnZi1MOXzUtn0KsGeh97D02ma4ZhpnZTO98v7cCtdMYgLJfoVefd05mky3JCmbaWnJ1NdFt2PYDXq9WHvc2TmKw7GMTpdJXd2FcDxEWUlJWOxtJy25EN/GFELSVspmcEMglTxJb+MFh5uONrEsRRF6x5fDMl6JK+v+AARhecrFUG03WZlfkB2XVRgtkMobqkhNl/ZcTk1XUd6we4F2vrKYV99+nZyCXBAgpyCXV99+/aHcNavqqlClSc9Llaaiqm7/wnE7znl5IbwYI74fBgdHuHy5gVdeeYPLlxsSptC3zqAnTSU1d0lTpVJniK+5SyJiGRvnyg0r99wegsA9t4crN6xYxg4is/J4UpgrX8sWK56IaArkryUvRnw7I5YJuq/cxHVvCYLgurdE95WbjFgmHnisgoLC0abRfDcs8EJ4fRs0mu8e+rm0dn4aFnghVlbXae38dN9zVupP8nbjixQ8lYEgQMFTGbzd+OK+6vHCBFLh51+ApSzxz0Dqg4/Z5F/WVbHuzWcjkEIwCBuBFNa9+WSoBNmew11m2/7PU+HIcySs7R6GgNePOiOVlXSVJGUzJV1FaXO0QArV3Q209uGxu8guyKW8oWrX9XghzlcWx7VlQqjurq+zD5fDRa4ul6q6qrjV42m0uThlUj/ztPHZKRwcHKGjoxvf5m7hwoKLjg4xHfSoF/uG6u46LTYci250eTnUGfRxr8ezjozR3mdj1uUmPzeH+io9lcVH+wlai22AlbWIPnxra7TYBhJqN+9R0lxVKqnJA7H+rrkqdo1bomFoKJXU5AGo0lMwNDz4Gvta5FM9+1qGlN08BYUEZ3ret6f4QWJ3yLdciBXfLZX6kw8n6rZhs05iatraGZyzezE13QJAX/ngzxBrrw2YO4dwzC2RJCSxsZLKEpOy453zbgZt43R1DuB0eNDosqmpK6dMr/x+Pw4kvMgD8C3+nJc/uLwrd00Qhd5eRd1hUKwvPjAnTYOxSlKTB6BSqzAY47NT2NXVFxZ4IXw+P11dfUde5IEo9A7SZMU6MkZT95aDp93lpqlbTJU4ykJvxi3fby9WXEGkZ2wi7BpalJPFpV95gf7bd8Pums1VpRiKj4+ACdXdWVqHWLQvkbcHd03XjHxKZ6y4goJC4lCkVTPliBZ0RVr1oZ9LgS6d+3PRgq5A9+hbMYTobJd36+xsv70rkQebQi+QQlvTVs/TjUCKbK1eZtYX6DBZ8a1upnHOeegwWQEUoXcMOBYiL7Mol9OG4piiTmHLXMVi7mNx3kVenN01nU75tM9Y8ceN9j55B8/2PtuRFnmFOdnckxF0hTlHvw/fo6JnbILaGzfxrom/UKfcS5hvf8z1V18OO4nuB9vgOJ1dAzicHnSabOpqytGXRf8S7u8fx2weYH7eg1abjdFYTkXFwf+yLrl4el8mK7mFWWKqpkxcQUEhsTEZn5XU5AFkqJMwGZ899HNpqHtOUpMHkJ6WTEPd/lsxWK0ztLd/yuzsCvn56dTXP0dl5f6NXByz8q6cseKxMLePShyS/Usa1NkOSa2eWp0Kq6qwwAvhW12jq3NAEXnHgIQXeSkZKi6Y4rMbddwpqSg+MJMVjSaXhYVoQafRxCcdNET/8AhmSx/zThdaTS5GQxUVJUdf3M+65J06Y8WPCs36cq7csEpSNtNTU2nWH/0+fI+KRttQWOCF8K4FaLQN7SjyrMPjtFsGmHV6yNdkU28op7JE/CVrGxzH1GFldbOmYm7Bg6lDfNq6Xej194/T1mYN1144HB7a2sRxsYTeo07VqWoupftKdKpnVfPu01nHeiawNQ7hnl4ipygLvamU89XHZ6dUQSFRCZmr7Ndd02Jz0NJ5lxmHj0Kdmua6ZzHo92fYov2F/5eX/tm/5ueBOXzLeXz2169zpapW1nRleKIXy9A7OJfsaLIKMJT+NiWnL0rGWK0zNDWNk667xQuVNlQZn/HHQ19kcvFfcOXXfz16zjEbFlsnTrcDTY4Og76OkvPS2n9dfgZz9mhBp8vfm1vn/Ky0DUNg5QkAVFlOklMDYXfN9oYfyB7vdCjZOseBhBR5yaoUWCPsrnmq+ujf5B93amqqJDV5AGq1ipqa+Anw/uER2szd4d4wDqeLNrNY93fUhV5+bg52GUGXn3u0HTxDdXeJ7K552Ey75dMMY8VBFHhNZutWOq/TQ5NZFGeVJWfo7BoIC7wQq741OrsGJCLPbB6QLa43mwdkRd6gbfyRp+qE6u7266451jPBjdqbrHlFkeieWuJGrdijTxF6CgqPnuoK3b6cNC02B1dMn7KyKu4C3pvzccUkmqRsF3rDkz1Ybjfi9E6jySjCcM5EyUlpz7/hOxbMQ1fwr68gCJCW5eRE8bfR/sIvAQbp2IlezDd/C39ATO10Lt3HfPO3ACRCr739U9J1tzjx4p+SnCKuoaqMz/jv//P3+Dsf5VFytnJrzjEb5hsm/Gur4pzuOcw3TOKc24ReXf05fv/3u8l+ZoQU9TIBXyaee8XU/avX9/TdafMzcdijhV7eFwv44Edb7Ri7/mCIhbloQSeQxCvP/96uWugoHF0SUuTlnnma2p9+O27zfWQdZqDdgmfWSXa+hvJ6A2cro61pH8SYbRhbpwW3w0mOToO+zsB5/d7nSURCdXddXX04nS40mlxqaqriWo9ntvRJmn8C+Px+zJa+Iy/y6qv0kpo8EB0866uOvoOn4fwZRdTtgaKcLKZkBF1RTuz0w3bLgHw6r2WAypIzOJzyT1Uj4/Pz8uNixbs6B45Eqk6x4fS+TVZsjUNhgRdizRvA1jikiDwFhQTmW3/2H/h7b/wR6dnzrHi0fDJgxP6XFbR03g2LvOHJHsy3avGvi7tfTu8U5lu1ABKhZxltCYu2EP7ACpbRFkpOSUWeZegd+bFD70hE3uzsCi9U2sICL0RSsh/LQLtE5FlsnWGBF55zbRWLrVMi8rK0P0P3/BDr6+K9TmraMrrnh8jS/jJwUnL88PAgFst3cTqdaDQaDIZfo6SkDABj/QVJTR6AOi0FY/0FyRw1deWSB30ABGFjJRWCsGBfoqNJfGimCL3EIyFF3k5M9A4z1Gphye4kq0BDaYOB0xdjC62PrMNYm8zhnnceuxNrkxlgT0JvzDbMDdPWPO45JzdM4jyPk9A7SJOV+Rj1ffOLR7/uL1R3d5Dumr1jY7TabNjdbgpycmjQ67l4/ujW+wH0fDRO48AA0x4P6HTHQkma9KWSmjyAjNQUTHox/bB3ZJzWvgHsLg8Fudk0VJUzG0PEzS6KcZ0mm7mF6DE6jbQ2UqvNxiGTZqPVytdQxkrJeVCqzrB1HEv7AM5ZD5r8bAz15ZRUPpp/Pve0/A5prLiCgsKjZdjRg+VuI07fNBp1EYZnTZToInbeZnp4+h+8Q4pKNG3JyHFwtrINgJmPK8LjLLcbwwIvhH/di+V2o0TkOZdnZM9lUSbuXLLLj42I5+eno8r4TH6sZ1Y6p9shPy4ibukzhwVeiPV1P5Y+MyXFW9c9PDyI2dyJ3y9+P07nAmZzJwAlJWVUVJ7iL28t8EPbj/iC5n+SnOJDrcoiLetvAVs990IP80Ip+wKiG+f2tg2+1QBd7UOKyEtAErJPXiwmeoe5ec3M0n0nBGHpvpOb18xM9A7HPGag3SJpag6wtupnoN2yp8+2dcrPY+vc2zyRjPQP03DpLd74yms0XHqLkf7Y13Lc0cao79Pmxbfu76CoLD7Pj1ub+OTbbfy4tSnuAu/ajRvcd7sJAvfdbq7duEHv2FjcPiPe9Hw0Tq3VypRH7MFHUpLqQcckAtXnT3P91Zc5kZOFAJzIyQqbrvSOjHOt28p9l3jN910ernVbyc6Sd3fLzxPFWV1NOWnqiF6O6lTqaqS1kUZjuVhMvw21OhWjUb6GUqOTF3+x4iAKPHOTFafdA0Fw2j2Ym6wMWx9N78ScIvkd0lhxBQWFg2V4sYe3xk/y2lgSb42fZHixZ+s9Rw/mT2tx+qaAIE7fFOZPaxl29EjmsHzSGBZ4IVJUPp4vN1Oo23LmdHqnZc9hMSKekZQvOy4vM7oeT5NVID82Il5f/xxrK1+UH5st/TxNjny6at62uK13hoXFGGLQNS95bbF8NyzwQvj9PiyW7wLQ3zvJj37wE7K0n5KS6kMQwL+2xLf/4P9ieFB6H1mmP8N3fvANvj/aTHApQ7Yvn3NWeWiWiCSkyPN9tsz7L7zF9ezXeP+Ft7hjEX9gh1otkl55AIEVP0OtsYWWZ9YZI764p3NyO+TncTv2Ns92RvqH6W4z43KIotXlcNLdZn5shZ7RUIVaJdUBapUKo0Ex3mm12WT72bXajm6j08aBAbwR53xcqD5/msmmWjbafpPJptqw4Upr3wArEWmZK/41VlVi+u520lSp1BtEcaYvO0Pjm5U89WQ2ggBPPZlN45uVUe6aFRVnuHq1Ep1OHKfTZXP1amVM05WaunLUaRGiMC2VmrrYxjqW9gH8ESme/tU1LO0DO3wjB4feVEpqhjQpJTUjBb3p+PQhVFBIFM5ftpMAACAASURBVIYXezBP1eL0b4o4/xTmqdqw0LPcbcS/EbHztuHFcrdREnOuyIu39Ox5muu2nDk1GUWy4/K2xXutDj76s6+zviZt25BMGoYLzVHHGkp/G1WK9MGbKiUdQ+lvS2KVlYX8w1/8F2ysS+9LVKlpGMrrpXPq61ClpkWP09cBosAzXRsnsCL/cCovVyt57XTK33MuLopxc+tt0p78K5KSpe0Y1tfXsHSJ98TD/SO8damB177yBm9damC4fwRNvvznCyQx2HtH9j2Fo0tCpmsuTTtZThd/kJfvORm6IqZFLtnlf+iX7LGFVna+Bo/Mcdn5eXs6pxydBvdc9Dw5ur3Ns50+s0XS1w7A7/PTZ7ZQXPHwKaDDg8NYuixb+dw1BkrKjm5qaajuzmzpY37RhTbvYNw1bSMjdPb14XC50OXmUldVhb74aNf82d3yLp2x4keBac/j595ld8VIj/Sv8EfGi6K75qKH/DypuyaIQk+uZUIkFRVndt0yITJVZzfums5Z+WtYjBHfzkjvOH2tA7jsHnILsqlqKKf44sOleYbq7hR3TQWFw2H48x4szkacgWk0KUUYNCZKnhBTIy32RvzBCBEX9GKxN1KSV43TF2PnLSKuSS/CuTIVNS5DeFpiumI4Z5LU5AGokjMwnDOFX7e23+W+/R/iXwvybMl3UT/hxPe5hs8+vkxJrbQeD7bMVSxD77C4ZCcvhrsmwJVf/3X+zkd5WAbaWfTMkpedj6G8XlKPB1vmKhZbJ4tuB3kR7pqdrZ+yurKOc6IU3bmbkp52KpUaQ5VR+v1oNDidC1Hnk5enAWDe7kWnk2/yvuhcZLh/RNI72elwYW7r5lf0X+HPe1YktXyhGr2Oa0MAlF08JTetwhEkIUVecCMoeR1Y8TPaYiGrQCOmakaQVRBbaJXXGyQ1eQCpaSrK66P/4++Evs4gqckLzaOv29s823HNy4tW1/z+dwdDDA8OY+4wb/0HX3Bi7hDF8lEXegdpsmIbGcHU3c3qpsHLnMuFqVt08DzKQq8gJ4f7MoKuIOfouncWZWczdcyFnmVsXOJMmpOZzmfLMs14c7OpLDkjEXWHRZn+zJ5MVjT52WKqZgR5+Tv3ThzpHaf7mhX/irgL6Lrvofua6OQZD6GniDoFhYNn+PMezI7asJBzBqYwOzaNTp6oxumXF3EhcadRF22makrJU0t35AzPmzB/FC3e/tnZdyTjQnV3ltuNLHqnyZNx17TPimmN85+UMf9JWTguCLGvs+T0RVlRJzv2bGWUqJMdd14f1TIhhMMu/l5YsovrmOb0ECnpSwRWsvjfL78lqccDMBh+TVKTB5ti0PBrAGgLMlj3p5Oijv59k6fJw2Luk91EGP//bvHm2zW82/CfUak+RxA2CG4k41t/Et+Kiq7WUUXkJRAJma6ZvAFfWIaUbT+fyzOLlDYYSEmXbpunpKsobYgttM5WllD5tpHsAg0IAtkFGirfNu7ZXfO8voRXG43kPCXOk/OUhlcbjQ9lupKr1cSI7393MISlS36XMLSN/7jS2dcXFnghVv1+Ovv6HtEZ7Y4GvZ70VGnaXXpqKg36o+veaSovJyM1Ovf/uGAZG+fKDSv33GL93T23h8Wgj9SUZMm4dFUqDVWJ03fQUF+OKiLFU5WWiqF+52voax0IC7wQ/pU1+lofTZqngoJCbIa9PbzlOMlr9iTecpxk2LuZbumMsVPnFNMtNSr59EnvZzp6bIsYnjWhSpL2fFMlZWB41iSJlRRWYzx7HU36CQQENOknMJ69Tkmh1KAFRKH37tcm6fn6Bu9+bTKqfUJBvjrqmJ3iD8La6+ClCz/h+acHeenCT7D2ytfR7QVdwVZ66JL9NH8zUMudH/wmK5/8RpTAA9FcxWisQ6N5EkEQ0GiexGis23LXbDjH6sIvsrEu/X2TnJyKocaAc17esG5x3kVKihe1ykNS0gaCAEnJ66RlO0hJ/xxnRFsGhaNNQu7kASQFIc0Hq0BABZmFeWEXTdFdc5GsgrwHumuCKPT20zIhkvP6krg6aVYZDXS3mSViTKVWUWXc/+5giJj53M6H3yVMZBwu+YUvVvyoEHLRTCR3zeqz4u5NyF0zuLHhf8AhCUWLbSCqTtKbtEHmE+loUUncNS8WJ46xaMhF09I+wOKsh7xdumu6ZHb/doorKCg8Goa9PZg923br1qcwe8TdOmcgRrrlZtxQYOK9vzaSrNpqFxDwpfE/euv4H/fsTP5gc+ftbiOLvmnyYrhrgij05ETdXmmof5ZrTVv99gDS05JoqH92h6PksfY6aLr2Kasr4lz2+z6arom9+yov7q9JO0Bdw3OYro2zurJVQ5eWnkxdw3MxjykpKQuLukgqLp7kL//iJX5oC/KF/AmSVSuoU5/A+BuvU1JWguWP/itOR/R9TZ42F0unDSFJmjEnJAVRZzlRZWby1kt/cCSclRUeTMKKPAABUPuBbBUXmkXhc/piyQNFXaIQqrvrM1twzS+Sq82jymiISz2eRqPBuRAt9PI0D79LGGJweJguy1bNX43BQFnJ0f630eXmMicj6HS5R9/B8+L580da1MlRffZMWOwJLf/m0dgzHhAzbnnxsrC2ws/afuuQzya+lFSe2fMv9tyCbFz3o7+T3IKd0zy3M2YZx9YygHvGQ05hNvrmcs4blBsMBYWHYdjfg8XfiDM4jUYoYnV1WX63bqkRTUoRzoBMumWKuINXklfN69/9G85VdZKR68Dr0nH7v9QxNapHEMTneCW6allRd1BcrBTFV2v7XeyzPgry1TTUPxuO74X21rthgRdidWWD9ta7DyXy9BdFl8/O1k9x2FfQFaRT1/BcOL5X+i0z/NkfO/CtPI936nkA1OnJrH79JAAGY5WkJg/ETQSDsYo/bPhT2TmF5AAbKws47eL1h5yVAUXoHVESWuQBCEEofc/IKcPRFg/7pbiiJC6iLhJDjUFSkweb/8FrHn6XEESB12E2h5uXLziddJjFmr+jLPTqqqokNXkAaSoVdVWPt4On5aMxWgZszHjcFGbn0Fyux3A2sQTlYVOYk809GaFXmLN7UWMbHqPTYsPhdKPT5FBn0KMvkX7v/YNjmLtszDvdaDU5GGv0VJTJ/9sM9o/RZbbhnHej0eZQY9RTVnE4/45VDeWSmjwAVXoqVQ27S1Uds4xz44qVtc3j3fc83Lgi3mAoQk9BYX8M+3sw+2rxs7lrF5wCFbABBKRjF9en+Zea70pq8gBUQgYGzbZ0y+mv8f3/I7pUoEi3uy45FusiLe12Zmb9FOaraK4vwFD5cA+gL1bq9iXqIpm1+/YUfxA2i4POlrs4ZnzoCtXUNf8S+v+fvfcPayy/73tfhx8SsDCShRYMi5nJplPvPNsdt8VjmltIWEN9o15jK3MddWt2uM8TU9wWs7Hpju9SSAjuqLhdilN71BvPo7Q3/HBdRZkqUW6VTKAhD9wm2rFuu2zd2c2km4EBZgRClhYWkNBw7h8HSRzpiOGHGMSsXs+zzw4ffc/RkeZw5rzP5/N5f0xHP05r/3uENuTOmqGNR1j736PJVEVdk+QxYLM6WFnyU1qmw9RmpK6pFtuv/xG+hwqmbdsC24/kAjfqrJwVeZnJqRd5z5zVP7UC7ziJmqvYhm2s+FYo1Zem1V1z2GaLCbwooXCYYZsto0Ve1FzlON01nR43Qy4HDwJ+KrQ6ugxGmmsy19TFNuOh02mPlR7eDwbodNoBskJvD/oMjXTanbKSzcL8fPoM+xM1rmkPZqudzZ2RCw99AcxW6XuPCr3xSQ+D1+2EQtIa73KAwevSmkShNznu4fpgfO2yN8D1QWntkxB6UXOVw7pruvonYgIvytbGFq7+iazIy5LlkNjCPTGBF0MA1CSJvNLc6riLpq+HlcgcpQnumgDmjkrazbOsb8ZL/ooKBMwdyvPnZMfjXKGzd5aNnW3vL4bp7JUyh0cVeumgolLN4kKyoKuoPHh/n8vmxdwZL/18eD+EuVMq/Tyq0FuaV3bW3B2va6qNib3dmDoMWM122agccVuAkLJI9y0Gee3SDXyLq+grSzB111N3OWuElQmcapGXW6TiU+bUmac7zkmmhkZYfeCjpEJPfdcVLjQ3PHa/M65JJiwjBL0+NOV6GjuucNHw+O1OG3UNdcfmpJmq58+3kvk9f4ba2mNz0nR63PTaR9nckgTwYsBPr11y78xUodc/oTyDr3/ClRV5CozNvBPrMyx/phDdVh4/+XCDKq2GPkMjppq4IHG6PQw5XDzwB6jQaekyGmiulb5Ti80VE3hRNsNbWGyumMizDrtioi1KKLSFddiVJPKGrcprh62ulCJv2uXBZnHh8wbQl2sxdRioMxz+77z28kuHdtIMzCuXv6aKZ8mS5fH4ROUeOxKcJ1VCEaYSKVtXd6ZFJuoSaTFIYqzHssicN0x1uQpzR2Usvhf9Q4sxgRdlY1Okf2gxI0ReV/fzsp48gILCHLq6D97fZ+lXLv209L9/ZJFXVlWI936y0CurKlRYLSd6jb/+xu8g5IURIypCvkrUBUGEvEjyBqKAb0Ealu5bWMV69Za0n6zQO3FOpbsmgEpfTKRc5NY33+QHl77C3ZuTstfvOCe51WthdXEZRJHVxWVu9Vq445xU3F+UGdckTrOF4ENpu+DDZZxmCzOuvbdTwjM+ybVXvsLrn/0i1175Cp7xg+/jtKLXKzuD6ktP/iJ9kgy5HDGBF2VzK8yQK3PdO+eDyrP2UsU/yvg3Nmh3OpkNSo6aDyMbLKsi/JvWy/y49+tJAq931M6iP4AILPoD9I7acbo9AHh9yt+vdyUeX0qxRinuW1Jemyo+7fJgNdulsh0RfA8DWM12pl0exfXHjbZKucw1VVyJmbF3+M65X+fXcvr5zrlfZ2bsqWoDzZLlwOgFZTfMYqEUfe6Os2XuWdo0N6gr2n8fXYuhlHu//xLbt2u49/sv7UvgAcw/UPbfShVPxc2bK1y69A7PPefh0qV3uHkzPQ+Ymy+Xc+3NT1L5nBpBgMrn1Fx785OH6sfzziuXeKaKH4S2vk+iLpQ7a6oLc2nrS23ksps6Qw1FkVrW7tbw4V++RGS1lNCqXsroJbIpz/CFNyL8m3/s4rUXf8C0LTtA/SQ5lSLvmZ/WEzzzE9Y2fwKiyNrCMlNXLTKhNzU0QmRT/osS2QwxNTSy574nLCNsJWy3tRliwrL3dol4xiexD1oIeCWxGPAuYx+0fGSEXqvJhFol/8VXq1S0mtLT8xdl3D3NK92v8dmvfplXul9j3D2d1v2nmwcBZZfOVPFMoEqjPGsvVfyjzMIHH7Ce6Ki5tUXPRPKYgCGHcqZuyOECoFyv/P2Wl8bjZSnWKMX1ZcprU8VtFpesXAd2+i8sLsX1x42hr5H8QvnohvzCfAx9+yt/nRl7B2e7k+BsEEQIzgZxtjuzQi/LRxqTyoyKhJEGFNGq/td8t/weY5XbfLf83oEE3lGoqlAuCUwVV+LmzRWuXp1lYSGMKMLCQpirV2fTKvT++PbP8O5CA398+2cObbhSXqVc4pkqvh/Gx7y8cu5P+eev/AXqnALO6FQIApR/opDXv/cSTab9G7lcavoE7EqqRjbPsBksR11QiCCAvlIDm2qIKIxCEkR899ewdk5lhd4JcipF3ocPVohsJAi4jRC3B+JCbPWBcrlgqniUoFf59VTxVLisI2yFEsRiKITLejCxmIh7cpLuX/oKX/3CF+n+pa/gnpw80v6Oi4a6Or7W1sazej2CIPCsXs/X2trS2o837p5mcNSK1+9DBLx+H4Oj1owWehVaZZfOVPFMoK9ReQZfX2PmzuA7KcKPHinG54JBbno8XLp2jedef51L166x6FfOoD3YiXeYDBSo5N97gSqfDlP8e29rNaBWy9eo1fm0tSb/3bS2Ka9tbVP+e/R5lY9vJUV8N26nh+6Xr/HVF16n++VruJ1Hz/7VmF7iS99rRvsJDQig/YSGL32ved/9eBM9E2ytJ/T0rW8x0ZOd05flo0udqoU29Q30wk7WTjhLm/oGdaon5365m76uSgoL5NmiwgKBvq7H9/NFGRhYZGMjoeRzQ2RgYPFQx+S0rfDyi+/wgsbDyy++g9OWHrHY0fc8BYXy2/CCwhw6+g5e+gmSwBtsfw/vbAhRhA8eCoSWC/in/+YSP/xx44EEHsDt3/2JJOK2BUnsbQtEfvIsQrCGsXf7+O4ffx19WYp7F1H6OwxvRLD13z7U58lydE5nT95mhGfypB7Q3Q8Q1hbjQqykQi+VaiZQUqFcRhhFU66XSjUV4gchsKQsClPF94N7cpLR6xbCO+LRv7zM6HULALUNDYfe73HRUFd3rCYrVoeyuYvVYaOpNjPNXboMRllPHkBBvoouQ+a6d0b77rLumo9HlZuLUlHRc3l5XLXHzWsWAgGKc0DYTl5boZMya9G+O4vNhXclQHlpsrtmtO9uP+6a0b67/bpr6su1ig5rpeV7Z3DdTg+jvfGmff9igNFeyeCltvlo50yN6aVDm6wE55R791LFs2T5qFCnajkxUZdItO/uKO6ai4vKpZ2p4nvhtK3Q2znL5o5oXLwfprdTMoJpNh2t/STadyd313z+0P141p73Ca3L/1EJrW9j7XmfppaD79M3twGiShpGnRjfwdRdj/XqLcIbu3r1RCAc32ZlPjtA/aQ4nSKPhGHoO0KvuDIuxOq7rnCr1yIr2cwrUFPfdWXP/TZ2XMFptshKNvML1DR27L1dItoyvVSqqRA/LI7hkZjAixIOhXAMj2SkyDtulvzKgnnJn7nmLlFzldPkrgmS0MuKusfz3JkzePPzZSWbRfn5lIRDBBLKODfzoTCMrBymQJVPlzGeWTPU1SSNTEikqaEm5ciERBqaavbtpKnksKYqyMfUsXcG1zGkXObpGHIdWeQdBU21RirVVIhnyZIlczA1lx7JZKWyUsXCQrKgq6zcf8lnlKH+xZjAi7K5ITLUv3gokecaW8HSs4h3Lkx5tYovvPYuL33ht3jO70WnK0d3tgNQvsa6p8dx2Kz4fUvo9GUYTW3U1jXFXl+aC1FSeQf9C9PkFa4S2SjB924dS3OHM0DRVxeyPJts3qKvjpu3RM1VbANTkvnKtiAJvF3CUBBymB67R13LuUMdR5bDc2pFHsSHoUfyIa9QzaXuuBCLumge1F0z6qJ5VHdNQ9sV7IMWWclmvlqNoe1gYnE3/hSOlaniB2V6ehKbbSQ2vNxkukJdXUNa9n0clOn0eBWEXpkus81dmmtqj03U3ZxxMzDhYDHop1Kjo7vRyOWLmS0gx+546JlyQVX5qVeRusJC/llzc8xds1qjwdzYyDeHfytpbUQlPaR6/hmtorvmSRN1WLNZXKx4A5Tu013T/0C5nDNVXAnPTQ+uAReBxQDaSi2GbgM1l4/2vTSaG3G2O2Ulm/lF+TSa99fTlyVLltNBd3clV6/Oyko2CwsFurv3X/IZ5cF8XCyWfXKS5+tHUJf4CK3qcc/8KrUXLytu5/Y4cbiG8AceoNNWYDR04X/3f8HcPsvmunRcobwpbv94lJw86T38/oeMjkoOprW1cqHnnh5n1DpIOLxTyeXzMmodlNbuCL3nXvoLCir/iJwdB8z8olXKL/4RGn0+0BDf1/g0DqsN/5IPXZkeY5tJcR5zq/mTXG9/h9B6vA1BXZRLq1lu3lJ3+QJ1ly8wbbuLtXOKcESe1dv+MB9r+1vS2qzQe6KcSpGXsw3PrEolvyEVFP/VZ7nUfYXzlxtk6y40N+xrZEIiFw0NRx6ZUNMkbe+yjhBY8qEt02NouxKLHwadXo9/OTk7qEvhZHkQpqcnsVotsQuIz7eM1SqVgmaq0GszmhgctcpKNtUqFW3G9Jm7uDzTWFw2vAEf5Vo9HQYThprMLAW9OePmqnOUjZ1S0IWgn6tOaTxDpgq9sTse2m/ZWY9sPX7xKaHl4ku0XHwpNkD+H9/8LUpyBcRHYtLasjItf9zbewJHuT/qDDUHHpmgq9DiX0wWdLqK/Rn1eG56sF+1x4eeLwSwX5XKPY8i9C62SGWeEz0TBOeCaKo1NJobY/EsWbIcjTHnB/QM+Zh7EKG6Ig9zl56W5jNP/DguX5Ye9A4MLLK4GKayUkV3d2Usvhv3HRuOqX78q/PoSqow1vdReyF+D1FRpWLxfpiyT07yyc9ZyM2X7pEKziwz6vwmQJLQc3ucjNp7CW9tAuAPLDJq7+XhdDub638rtu65zzhiAi9KOLyJw2FJEnkOmzV2fxZfG8Jhs8ZEnv6FadbX5SMOcvIi6F+YBtqkYxufZnTQSji0Iyy9PkYHrdLn2CX03C43f/jvHZRe8CM+KiIw90mKS87Tav4kDS3KvX11pvMA/Eb7n0hD06M36REV4cgjbD1vZ0XeEyYtxiuCIPy8IAjvCYLwF4IgvKHwepcgCP9DEIQZQRAmBEE4u+u1R4Ig/Led/35vX++381+OCAVh+NmvJwu8TKCmqYHeH/4mg//5d+n94W8eSeABGFuvoFLLXZdUajXG1sNnB6PYbCOKFxCb7WhGMcdJU20dr7/aRrlOj4BAuU7P66+2pa0fz+WZxmy38jAgGbs8DPgw2624PJlp7DIw4YgJvCgbW2EGJjJ3PEPPlOvYBd6Tvj5BfID8/aA0HmE9TyRR4hXm59NtePrMa4xdBlQFcoMXVUE+xq79fVbXgEt56PnA0V09L7a8xDfufZ1f2+7jG/e+nhV4WU6Uk7g2HRdjzg9o7/UyuxhBFGF2MUJ7r5cx5wcncjzPvfQHNH2jmc/3XaLpG80899IfJK1x37ExeqsT/+p9QMS/ep/RW52479hia7r6KikoFHi+fiQm8KKEtzZwTHw7ab8O11BM4MXXbvLMhR/IYqpiZVdtv9+bHPMtKa9dicfXN36iuGZ33GG1xQRe7NhCYRzW+Gd2u9yMmkfxP5SOT8hdp/zCj/nq/1VMQ0vVnsZadabzbH/wDKyVwIfFsrLNlbl1xePLcnwcOZMnCEIuYAH+DjAP3BYE4fdEUfwfu5b9V+DToiiuC4Lwj4B/Cfy9ndc2RFH864d+fxHe7RmhqqXhsLs4NUT77hzDI/h9PnR6PcbWK2npx0s1vHxlJT2loMdFU23dsZmsWFw2xZl2FpctI7N5i0HlfzBSxTOBudXjnbV3UtenxAHy0b7hooiU0avUauk2GLhcc/DM1Pi0G6vNwZLPT5leR5vJSFNdcqZ2ctLN8LADn8+PXq+jtdVIQ8PxZ3SjfXeOIRf+BwF0FVqMXYZ99+MFFLKAe8WzZDmNnPS9U7rpGfKxnjDEfH1TpGfI99hsnu3mB/QP+JhfjFBVmUdftx7T5eRt3PfGcLzdg399Dl1RNcZPmak9l2wY4747xuhUO+GIJCr8a7OMTrUDUHs+vt4x1U84Iu85C0c2cEz1x7J50b47549TtMsEkx07/YEHimtVJXK/gPCaDnVJ8r/POl2ySYpOX4bflyz+dKVlu9Y8vtrLn8L8z78UPzaHxUF4M0EIboZxWBwQydvTWMt98x1KPv6XiOIW4qM8Qqt6IpvS32VptXxUR5bjJx3lmp8B/kIUxfcBBEH4IfBFIHahEkXxj3et/zPg1TS8b4yNub2FyB3XOFMWK6veJUrKy6jvaOOCoWnPbTKV2oaGYzFZ0ev1+HzJF4fS0qOXgkaZdE8y7BjB5/eh1+lpNV6hobYhbftPN96A8nnlDWSmsUulRseCgqCr1GTueIbqEi2zxyv0TuT6pDQoPpIPq/kiwV8bTLmdy+3G4nDg9fsp1+noMBox1MaF2fi0m0HraKxE2evzM2iVSnJ3C73JSTfXr48S2nliu7zs5/p1aV0qoTc97sZmdeBb8qMv02FqM1LXdDhRWNtcc2iTFW2llsBC8venrdz/XMYZm4eJfhfB+QCaKi2NfQYumjKj1zFLlh1O/N4pncw9iBwoHsV28wM6r3op+2u/R3PHEEW6Bzh/UsGD/9jPL/9CW2yd+94Yo2+1E360I9zWZxl9a0e4JQg9x+2emMCLEo6s47jdIxN5/tV5xWNKjDebSvkv36nEH1xIWqvTJPf56bQV+APJ4q9IVUZBkRDryVt4y8i5nxuVlWyqVAUYjR1J2xpNbbKePGmtGqMp/h0ZW6/IHNghudpLV6bHrzASTFcWL2X1e1NkGL3+PY212FIxetUJbCEIIORFKNB42coNkS9sE/I/ovvFGxj76qk1Hc4MJsvBSEe55nPA/V0/z+/EUvEVYHfdTYEgCD8SBOHPBEE4lI/8tgpuvPBZfvDyK9x1jsteu+Ma55Z5kNWHXhBFVh96uWUe5I5rPMXe5MyMj/OdV17h1z77Wb7zyivMjO9vu9OGyXQFlSqhFFSlxmQ6eikoSALv+qiFZf8yIiLL/mWuj1qYdE+mZf/HQblWWeCWazPT2KW70Uhhvtw9rDBfRXdj5o5nMNcbKMpTGKSaPk7k+nSYAfIutxvz6CgP/X6pPNjvxzw6isvtjq2x2hzKY0Ns8pLc4WFHTODF1oXCDA8rl+5Oj7uxDo7i8/pBBJ/Xj3VwlOlxt+L648TQbVAeet69v3LPGZsHZ6ed4P2ANPT8fgBnp50Z29Fn9WXJkkZO/N4pnVRXKOcMqivycHvH6P7Tc3x1MofuPz2H2zsWe71/wEfZX/s9PnOll2dKFxEEkSLdIu9sv4Z7Pr7O8XZPTOBFCT9ax/F2DzdtH3Dpxfd5TvPnXHrxffxrc4rHkhjXlSj3linFjY1voMovlMVU+YUYG5OqbDEaulDlFySsLeDvf+kqPTfO8vGz0oBydaSeSy9+A53u44CATvdxXn21J6kfDyRzlVfbXkenLwdBQKcv59W212XumrUNDbz6tQ50zz4rrXn2WV79WocsMWBsM6FSy+8TVGoVxrZ4H6KuXPnBsK5ct6exlmNggnBCqb2QI6IqDiAIknmL//4qo523cNvuKO4nS3p5osYrIWTFkwAAIABJREFUgiC8Cnwa+Lld4bOiKC4IgvA88J8FQXhHFMX/qbBtO9AO8CzxXzRREAl+bANEkbVFL1O90lPy883SiT9lscrGKABENkNMWayPzebNjI/jHByMOWQGvV6cg9L+LzYdPBPomRzHNWwl4FtCqy/D0NpGTUNmZBSj5io22wgrKz5KS9PrrjnsGCGU0PMXCocYdoxkbDavw2DCbLcmzbTrMKTP2CWdRM1VTpO7ZssFKbvSM+Vi9oSP5bDXp93XptKKj3PuxjUWNwMUCMjGI+weIO/0uJPGaHzf4WAzQcBthsNYHI5YNm/Jp/yEdWlFHvelWJcqbrM6FPs0bFbHntk8t8uNw+LA7/WjK9dh7DBSazja+RY1Vzmsu+ZEv3JP30S/K5vNy3IqSde9U3V19bEdo7lLT3uvV1ayWVQg8No3/zOj7/0y4e2dDFxoltH3djJw5S3ML0Zo7hgiTy3vYctVbeB4t4faKinz5l9PIdzW57j6dW/MSXPhfoQLP6mg8GPJmTRdsfzzG+v7GL3VKSvZzKWQH//2P+KFf/jnVFTn0WXW09xyJmau4pj4Nv7gIjpNJcbGNxTdNWtrmqW1Ce6atTXNUAOGlt0Pil8CflHxsyXtt65JJuoU1zym2itqriK5a66gKytNctc0dhgZNY/KSjZVBSqMHUYc//KPUhpr+f88xcxRQV7GG96I8H+3/wH/9pUpdNXFGM2XqG05v+fnynI40iHyFoBP7Pq5aicmQxCEJqAH+DlRFGN3+6IoLuz8/31BECaBvwEkXahEUbwB3AD4K4JWFBERc0XWPhZi80y8HCCyGeL2kDUm8la9ys2qqeK7mbBaZSMQALZCISas1gOLPM/kOPbrccEYWPZivy4JxkwSesflpOlLMdMuVTwTiPbdSe6aK5RrSzPaXRMkoZfJok6Jlgs1tFyoQfjqrxxHquXYr0+7r0251RXiymoAVJK+K9iSBp5/YtcAeafHTa99NPbwYDHgp9c+Sr5feVCv1x8XZmV6HV4FoVZWKn/yqtfrWF5OXqfXKz+h9S0pi7+VFHGIN+dHbwT8D/2MmqWS0HQIvcM6aQbnlZ80p4rvxZ0xD1M9LlbnApRUa6k3G7jQkhWKWdLCE793+vSnP51s8ZsG3Ctj/PdzPbz6m3Ns/KSCP/33XWz95S9g7tLz37XXCIcSMnDb6zje76G2vIWqyjyKdMo9bP6NuLDTFVXjX09+FBgKVMhGJQD8j//UxV83/Qq5+XHxpsorwnjJLFsX7buLumsW5lQy8x/+EQvuzwGwOBuht13qg4sKvVQjExKprWmOib1Mo7apTnFkQuz1neu34gO8hJ48iBtrOb41hX9BQeiJQlJIct8E/+wao+1T0vtmhV7aSYfIuw2cFwThp5AuUK8AX969QBCEvwF8H/h5URSXdsU/BqyLohgSBEEP/G2kxuI92c5/xIf6tZ2dJL++9iAu4ErKy6RSzQRKysuSYokEl5SFYKr4XriGlQWja9iaMSLvONHr9Cz7k3v+9Lr09fwdB4aaumMTdc6ZaYYmbDwI+qjQ6OlqNNF8MXMFpO2Om/4pB/OrfqpKdPTVGzFdyHhB+USvT9ti/GYjooI1FZwt0fLj9viYhCGXQ9HQR5Wbg/hoO2mf5bq4MGszGWU9ebAzNsQkr9ZqbTXKevIA1GoVra3KVV36Mp1UqplAaVnqfs69mvOPKvKOgqZKK5VqKsQPwp0xD7fa7UR25uqtzga41S4ZDGSFXpY08MTvnY6C+4MxHL4e/JE5dHnVGPVmas+04F4ZY3S2nbC4DgIU6hb5+a/9Kq+e/Ti1pS18dTJFBi4kxfu69Th/UkGRTiHzVhjPvBk/ZZb15AGocov4/36nK2m7xf/ajCBAU/v38K/NoSuuxnjJLOvHi1J7wRQTey+fe5/FWXkP4ea6yFCPj+aWJz8K4iSpNdQqXsf3NNba6clLLNkkrDCEfpfwC69HcPTczoq8Y+DIIk8UxYggCF8D/hDIBf6tKIo/FgThW8CPRFH8PeBNoBj4bUEQAOZEUfwCcAH4viAI20j9gd9OcJZSJOcRPLMWH8GRSHFFXMDVd7RxyzwoK9nMK1BT39GWvGECmrIygt5kgagpe7xATCSQwv42VXy/uKfHcdis+H1L6PRlGE1tj03nnwStxitcH7XISjbVKjWtxvT0/AGMeyaxukZYCvgo0+ppM1yhqaYhbftPJ86ZaXqd8VLQxaCPXqc0qyYThZ7tjpvOW6NsRKTjvb/qp/OWlLXJZKF3EtenRJZWlrj0ne5YCe0HAeXs2EbeNtpclaxks0ClosMYF2ZRcxWrzcHSip+yUmV3zai5yn7dNU1tRqyDo7KSTZVahaktdavPXs35+8HjdOMachB44EdbocPQZaSm+ejnUmOfAWenXVaymV+YT2PfwcZVTPW4YgIvSmR9i6keV1bkZTkymXBt2i/uD8YY9e4IOcAfmWXUK5VcOhZ7YvEoYXEdx2IPtaUt6NTV+EPJGTidWhJwpstnePAf+3kn/Bq5ql2Zt9wijC/EM29Rc5VEd80/6/8ZQMHcZfkXGPjyPznQ53wwp2wSkyr+USWVsVbtZWkkjWNgAv9iEF2lhpdefoE//a33kgakJ968++fWjvOQP7KkpSdPFMX/BPynhNiv7vqzouoQRfG/IBUkH4jonDxBhIIQFKzD5o4za16BmktdcQEX7bs7jLtmY1ubrCcPIF+tprHt8QIxEa2+jMBysmDU6g8uGKO4p8dlbkt+n5dRq1QCmmlCL9p3d1zumuOeSQbtFkJb0nfhDSwzaJeGuWei0BuaUB7PMDRhy0iR1z/liAm8KBuRMP1TjowWefDkr0+7KQiH0YbDLOxcQxaCfopzpBLORJ4t0/HNv2Pc010TJKGnNDIhkYaG2n2PTIj23dmsDlaW/JTuw11TV66LzVFKjD8Oj9ONvXeUrZ1MYGDRj71XemhwVKEX7bs7qrvm6pxyeWeqeJYsB+Ukr02pcK+P4Vjtwf9oDl1uNcYSMw5fCiHn68EfTpGp24kbnzcz+l57rCcPQJVThPH5uID75V9owz1fiOPdHvwbc+gKqzG+YI7140WpPdeS5KTZ3fcBVzu9spLNwkKB7r6DVwlVVOclZfKi8Sz7o/bySzGxF+WnP30WR/8U/vlVcoQctj/Ml83PA9BVFz/Jw/zIcOrPXAHQbOSw+YxIcUUZl7raYv14US4Ymg41MiHadzdhtRJcWkJTVkZjW9uhTFcMrW2ynjyQBKOh9eCCMYrDZlUcYO6wWTNO5IEk9I7LZMXqGokJvCihrRBW10hGirwHQeVexAfBzBzPML+qnJ1JFf+okiMI7NZvmq0tEOX9Ipv5UBhGZspSkK+iy2DEUFObJOqeFHVNtQcambBXc/7jcA05YgIvytZmGNeQIy3ZvIummiObrJRUa1mdTRZ0JdUHK/vMkuW04F4fYzS4K2P3aFb6GeUh1v7IHDpVNf6wQqZOJWXqast3MnDv9+APzaFTV2N83hyLR6mtakkSdfvhskkqoxzo97E4H6GyKo/uPn0sfhC6zHp6272xEQcABUUCXebMbivJdGpNF2IjE9xjdxltn5Jl9lRFeRjNl07q8J5qTr3IywuDem0bjV9AvQlnPkjv/i82NR1K1CUS7btLp7umP0Wpp3/laCWgUabd49gcVnz+JfS6MkzGNupqM088AiylmGmXKn7SVGj0LCoIvQpNZo5nqCrRcV9B0FWVZO4MvpPg7JmPsV2iZW41QHWJlvDqatKaSD5sAs8X6mTums01mZ0RTWTP5vzHEHig/HAgVVyJmZtuJgYcBBf9aCp1NHYbuXg5fd9hvdkg68kDyCvKp958sLLPLFkyFXd4DEe4B784h06oJrS5ppixy1Hlsh15lLS9Lq+aZ9/vY/lMB7nqXaWWQhHGyl2lluUtSaIunVw2nTmUqEsk2nc31OPjwVxE5q6ZJT1E++4cPbfxz61l3TWPmVMt8vLCUrmm1L4pEpr18l67VK5Y3pJ5YqSmoSmtJis6fRl+X3IJqK708CWgUabd41hH46WgPr8X66j03Wai0CvT6vEGko1dylLMujtpuhpNsp482MnmNGbmeIa+eqOsJw+gME9FX/2Jj2fKKHQFRfyovTdmUrMpQI6Cn12ZXscff2NgX/scd09jddhY8vso0+lpM5poqpWX9E5OTzNss+Hz+dDr9bSaTDTUpS77nZ6cxjYcX29qNVHXcPAy4VTN+Y9DW6EjsJgs6LQV+3toMHPTjfPqKFsb0vkYXPDjvCqVe6ZL6EX77rLumlmeRtzhMUZD8SydX5wFFbBNUovbds4jVEKRTACqhCKe/cs+fqXj56n4zJt8pnWAYv0iH65UUsM/o/ZvphZ1Nts6/f2rzM8/oqoql76+Ekymon0d982xdQZ6Vlmc26ayOoducwmXW/a37X5objmTFXXHTG3L+ayoe0KcapGnDieba26vh/jzru+lFHl3xl1MWS2sLnkpKSunvq2DC02n88ms0dQm68kDaYC50XT4EtAoNodyKajNYc1IkddmuCLryQNQ56tpM6TP2CWdRPvuJHfNFSo0pRntrhntuzuF7ppPnN0mNXkqUIfk16nEAfUuz/TOmA4f5Vq9bEzHuHuawVFrzE3T6/cxOCoZ9ESF3uT0NNet8TXLPh/XrdIaJaE3PTmN9bo1ZrLiW/ZhvS6tP4zQOwyGLqOsJw8gv0CFoWt/Dw0mBhwxgRdlayPMxIAjrdm8Cy01WVGX5anEEe5JLsMUADVJIk+XexZjuTnJXfPvfbmJ9Y1t/uefXOZ//kl8tMD/+1wOXT+v/L422zqdncFYD939+4/o7JRs9x8n9G6OrXO1PcjGzmEvzG5ztV3aNp1CL0uWp4VTKfJEQUBERFCYvQEQWQpy1+XivEEu3u6Mu7g1aCYSkoZurnofcmtQKinYr9CbmXQxMWwh6POi0ZfT2NrBxYaTEYnRvjuHzYp/ZQldafrcNX1+5ZLPlRTxkybad3dc7pqumUksEyN4gz7KNXo6Gq9guHi0fTdfrDsWUXfzzjQDUzYWV31Ulujprjdx+cLR38d0ofZYRN3YXTc9tx1QrX8q7qZ3m9REe8tVYSmj91zCgHqXZxqzPZ7RfRjwYbZLgstQU4fVYZONSwAIhcNYHbaYyBu2Ka8ZttkURZ5t2KY8+HzYllLkucend4bn+tCV6ZOG5x6UaN/dYd01gwpZwL3ie3HH5maq38HqvJ+SKh31fUYumLIPL7I83fhFZcOUxCfnKqEIY4mZ2qIWas/Is3Nzi8rz7eYWFZyldujvX02aa7exIdLfv/pYkTfQsxoTeLFt16V4VuRlyZLMqRR523mP+LBijaKNZ8iL5CS9HlGJ3LZYkkTelNUSE3ixtaFNpqyWfYm8mUkXzutmtnb2EVx+iPO6JBJPUugdh8mKXleGz59cClqqO3op6HHRVNNwLCYrrplJzE4LmztZwofBZcxOybnzqEIv3dy8M83VW9aYyFhY9XH1liQa0iH00s3YXTftU6OsJzh3nmYSzWgiKuk/AfjVxv+NoYkx/unNf02FRk9OYFPRZdXismGoqWPJn6LX1B836PH5lNf4VpRNfFKtX/Epr3ePTzM6GM/8+b0+Rgelc+qoQu+wJiuaSh3BhWRBp6k8WI/oHZubW52jRHaygqv3/dzqlMo+s0Ivy9OMTqiWSjQTeEYoRZ1bLHPXrC1SLr2srsxhdiFZ0FVXJt+XRZmfT+7t2yu+m8U5ZfGYKv404pkcf6y3g2d8Epd1hMCSD22ZHkPbFWqaGpL35ZrGZbER8PrQlusxdJioMcSv6Y8bc+O56cE14CKwGEBbqcXQbaDm8lPxrPapIfVvYgaTsw1Fa7CuDbEtyJ8IbQsivsoQawrz7VaXkmN7xROZGLbEBF6UrdAmE8OWfR65HM+0i2uvfZ7Xv3yJa699Hs+061D7OQ5MxjZUKrUsplKpMRmPXgoKMOkZ55euvcIXXv8sv3TtFSY942nZ73FgmRiJCbwom1shLBMjJ3REqRmYsimOOhiYsp3QEe1Nz23HUyXw/KEPEXKUL6sVuSp6nVYWgz5EpNmIgQ+VZwN5A5LgKtMp95SW6eIGPXq98hp9qbKJT6r1pXrl9Q6rcubPYd3fOeVxTXPt86/x+qUvc+3zr+FxTe9ru71o7DaSXyi34M4vVNHYfbAe0al+R0zgRYlshJnqdxz5GLNkyWSMKjMq5NkvFUX8PfW/ZqD8Ht+v3Gag/F5KgQdg7i6hqFAeKyqU4qmoqso9UHw3ldXK19ZU8ZPG43ZyrftlXv/qC1zrfhmP26m8bp/3gp7JcezXB6VxXKJIYNmL/fognsn4/ZNnfBL7oIWAd1la413GPmjBMz4p35drGrvZSuChD0QIPPRhN1tj1+fomJvAol96fWfMjcfpll6/6cF+1U5gISC9vhDAftWO56ZHet32Dtde/HVe1/Rz7cVfx2N7R4qP3eHauRu8nvOvuHbuBp6xO0f6jrPsTWb+ZjwGgR0zg/wIa6WbRPK2ERHZUm3jPbvJammE4vLypO1KypJje8UTCSqYnOwV3wvPtAu71UzA9xAQCfgeYreaM0bo1dU20fbq6+h15QgI6HXltL36elr68SY941y3D7Ic8CIishzwct0+mLFCz5ti3EGq+EmyuKp8TIurmTmaYW7t6RrBMLu6wof52yR6rRTmqTgTDidl7VJUnFOulQRXm9GEWiUXM2qVijZj3KCn1aS8ptWkbOJjajWhUsvXq9QqTK3K6/1LyueUf+nx59TjbiQOy8XLtTS/+Sqa53QggOY5Hc1vvnrgfrzVeeXzL1V8L+6OufnBuW5u5HyVH5zr5u6Y+8D7yJLlSVGrauFV9Q10wllAQCec5VX1DWpV+3fBbLlcxI03NZx9LgdBgLPP5XDjTQ0tl1OXTvb1lVBYKL/wFRYK9PWlFoZRus0lFCbsurBIij8pPJ6bXLv2GV5/vYpr1z6Dx3NTeZ3biX20l4B/ERAJ+Bexj/YmCb2D3Au6hq2yMVwAW6EQrmFrfI11RHmNVf5Q2mWxKY+xsUgP7/YacwPgGnCxtbElf31jC9eAC4/tHeydTgL3g9J1/34Qe6eT3/nlP8DefovA7KoUn13F3n4rK/SOkVNZrhklfwvU4QhCYYRIHvj0sHoG8goKuNTRkbS+vq1D1pMHkKcuoL4tea0SGn05weWHivGD4rJZ2AonZAXDm7hsFmrqMsMIpq626VhMVoZdVsWZdsMuKw01mWfqUq7R8zCY7NxZrsk8587KEj0LCkKvsiQzRzNUF+uYfYqE3rYosq2SRiSow5AvhlETJiciElQYNRVS7XYIlijIV9FhkARXtO9OctdcoUxXmuSuGe27G7bZ8K2soC8t3dNdM9p3Zxu2seJboVRfuqe7pq5Mj9+bfE7pyh5/Tu11I7G7LCgVM85pJoZsBB/40FToaewycbFZ2u7i5dojm6yUVOlYvZ98/pVUHazs8+6Ym6n2USLr0mddm/Uz1S6VfZ5vyZZ9ZslMalUtBxJ1SrRcLtpT1CUS7bs7jLtmtO8u3e6anhkbrol+AsF5tJoqDI191FxMfujl8dzEbv8mW1vSuIhAYAG7/ZsA1NRclq11OYaU7/EcQ9TUNsfXHeBeMJBibNbueCDFQ7nEeEDhmi7FpYd3jxtzE1hMniEajbv6JxQF4J/91m3Edfnf1dZ6BFfPFDUtFxT3l+VonFqRl7clvznKj0C5Fwo0Z/hrPVeT+vEgbq5yWHfNxtYOWU8eQL66gMbW/YnE3QRSZP8CKwfPCu7G7XbhcFjw+73odOUYjR3U1maGaIziCyhfqFLFT5qOxiuynjyAgnw1HY2Z59zZXW+S9eSBlEXqrs/M0QzmS8anricPpB68PMIUh0KxcolthXEKkXwoKCzmYxTgDaxQri2VuWuCJPQSRyYk0lBXt+fIhETqGur27aRpbDPJevJAyvwZ2x5/Tj3uRmIvZpzTOHutMZEYXPTh7JWeWEeF3lGp7zPKevIA8gpV1PcdrOzzdo8jJvCiRNbD3O5xZEVeliwJmExF+x6ZkMjllqJ9izrPnTFcUz0EVufQllRjqDdTc0Euaj0zNuzOzrhwC97H7uwESBJ6Lte3Y+uibG1t4HJ9O0nkBfzKpjSJ8YPcC2r1ZVKppkI89ucyvVSqmbimTP5QWluulyosEteVSw/vHjfmRluplUo1E1+v1BL482BSHEB8pNw7GZhLniebJT2cWpGnND4hR4SPrxcpCrwoF5oMhx6ZEDVXSYe7plZfvpOeT4iXHjwrGMXtdjE6aia881TI73/I6KhkDJNJQk+vLWM5kHyh0msz09Qlaq6SbndNAOedSYamRniw6qOiRE9X/RWaLxx+v1FzFcldc4XKktK0uWseBy3npRvgntsOki0ATjcl4bCsHj5V1u6N5tYDu6xOuicZdozg8/vQ6/S0Gq/QUNuQjsNOImquIrlrrqArK923u+bjbiT2YmJIOQs4MWRLm8iLmqsc1V1zbU75qXeqeJYsWQ6P5+4Yrts9BNbm0BZXY7hkpuZ8gni7M4b9VjtbEamEIrA6i/1WO4BM6Lkm+pWF20R/ksgLBBYVj0cprtVV7JRqJsdlPx/gXtDQ2ob9+qCsHDNfrcbQGvdKMLRdwT5oSV7TJn8obegwYTdbk8fYdEif+XFjbgzdBuxX7bKMXX5hPoZuA65fmZJKNRMQcnOSWhkAtNVPrtz2o8apFXmC0pkChOa9rIy5WOyxEJ7zoqoup9LcQWlLekTOxQZDWpw0DaYO7FazLE2fryrAYDp4VjCKw2GJCbwo4fAmDoclo0Req6GN6/bBpJl2rYb0mLqMz4xjnbCyFFyiTFNGW2MbTRePVgZquNiQdidN551Jem9Z2IxI38Pi6jK9tyQTn6MKveMQdba70/TftjG/5qOqWE/fJROm80d/n5bztbScr0Vo+bYnDYd5ouQIAjlIJZq5ovwiFdlVxpkrCilnI457JvccBTLpnuT6qIXQzhzLZf8y10el8yZR6E1PT2KzjcSHnpuuUFcnX7MfapvqDuWk+bgbib0IPlDOAgYfHKy/9M7NaaYGbKwu+iip1FPfbeLC5fhnuWCqPbKTZnG1jrXZZEFXXH2wss8sWTKdMVuYnv4wc/Mi1VUC5j4VLSZVyvW2sTD9PWHm50SqqgX6zCpMLcrrPffGcL3dQ2B9Dm1RNYZPmak5lyDe7o5hn9ol3tZmsU/tiLddQs811RNbE2Urso5rqkcm8gLBecVjUYprtZUEAguK8UQMxi7so73J93jGLvm6A9wLRl0093LXjLpoPs5dM1ouL7lrrqAtL5W5az5uzE3URVPRXTOiwt7pTBKAn37lb/Ij63tsrccHMeYX5WEw1yd91izp4dSKPDEHBIXMr0pdwPv/x6+Qs+PGG559yGy7lM1Kl9BLB9Faa5fNQmDFi7a0HIOp40j9eH6FkQd7xU+KaN/dsMuKL7CEXltGq6EtLf144zPjDDrjAtIb9DLoHAQ4stBLN0NTIzGBF2UzEmJoauRIIu84sN2dpnMqXgZ6f81H55RUOpcOofe0oC94hg3CgIgoJD+MiqigvFTP7fbv7sxe/Hd86+absexw/hYM2i3x8zewzKBdEnBRoTfsGIkJvCihcIhhx4hM5E1PT2K1WgjvrPX5lrFapX2lEnruyUkcwyP4fT50ej3G1ivUNiiv3Q+Pu5HYC02FnuBistDTVOy/v/TOzWluXbXGRyQs+Lh1VTpvdwu9o3LJbJT15AHkFam4ZD5Y2WeWLJnMmC1Me2eI9Z3E1+x9kfZO6fqiJPRsY2E620Ox2Xb3Z0U626X1iULPc28M+1vtbD3aEW/rs9jf2hFvu4Se63YK8Xa7RybyAqvKcwAT41pNFYHg/aR1Wk1VUsxgeEPWkweQn1+IwfBG0tpo353LMUTA/wCtrgKDsUvWjwcHvxesaWhKGpmQtKapQXFkQtI6Q92e1+LHjbmpuVyjODKhxvQSAK7+CQLzQbRVGgx9jdSYXuLcZ87i6pkiMLeKtroEg7k+2493jAiimCIllsH8lYIC8btlP01hsEA2EF1Q56MOhsnfSrasU539OC/d+31Z7M6kk6nhIVZ9DyjRV1Df2sWFhuakbU8L3d2fx+9PTvvrdB9nYOD3FbY4GNMeFzaXBV/Ai15bjsnQQV1N5ghngFe+8wreYLKoLdeU88Nv/PAEjig1L/yrLyIqFC8ICLz7T373BI4oNS/+4DXuryXfcH+iWM+Pv/zdtLyHIAgeURQ/nZadnRCFz5eL+W80ApAXBnVCeWZhnoo3P9dG4VZEsc+zNKzigw+T+xPKtc/yw97fBOALX0193vze9+PnzWuvfQWfL7k3Q69/lu9+9zeT4u7JSUavWwjvKvNRqdW8+rWOxwq9/c5lOgiJPXkgZQGbr7Xtu1zzxqXXWF1IPm9LntPTfjs9522Uu2Nubvc4WJvzU1yt45LZmO3He0p4Gq5NAJ/+9KfFH/3oR4fe/tyLa8zeT772nP2EwL0fFyfFXzy3xv1Zaf1P/6yNz7T2U6yfZzNQxS81DlBTFRdl1373HIH15KJ9bdFZer94L/bz6zdyQLHoT2CwPf7k/9qNcwRWFfZXcpbe9vj+EnvyQBJuX2r+XkrzFZfr2wQCi2i1lRgMbyT142XJ8iTZ6/p0KjN5AvCoMMKGuIl6TU3OIwFRnUPwhRw+kcKZOzwnv/G/M+nk1vXemNPm6vIit673AhxI6M1MO5mwDRH0PUCjr6DR1MXFupMRikZjh6wnD0ClKsBoPHwJaJRpjwur3Ux4S9q3L/AQq13KkGaS0FsKKpu3pIqfJBUlehZXk2/CK0oyz7VzXkHgSfHMHM1wUoQfRcjf+XNk50G1Kgz54hbPCBHEyBrfm/p3O0PQk2cvfvChPBZlKRD//vU6Pct+BfGWMFMv5dDzFeU5bQo8AAAgAElEQVS4Y3hEJvAAwqEQjuGRPUVedC5TtAckOpcJOJLQiwo5yV1zBU1Fqcxdcz+sKmQCpfjBz9u7tmlu99tYm/dRXKXnUp+J86b4sZxvqc2KuixPNXPzykmBuXkRj3cM1/s9BEJzaNXVGJ43Mz/3BUASeD/7tU7yCyQhVai7j31mJ0u3I/QC6ykybwlxbXE1gTUF8VZcLfvZUG+W9eQB5OcVYag3y9ZFhdx+3DVBctHMirosp4VTKfIQ4Zk1EMQIYlGEgAY2nxFYzYdydRHqkEImr1rexDo1PCQbpQAQCW0yNTy0b5E3M+3EaY3XXAd9izitklA8CaEX7bs7DndNm8sSE3hRwlub2FyWjBJ5ZZoyxUxemSbzTF266q/IevIACvLUdNVnnmtnVbFeMZNXVZyZoxlOjIRLj+SyuUVRKEy0amJxdZni9WTjKFB24AQo08YFXKvxiqwnD0CtUtNqlJ83er1eMZNXWqr8EMGfQhSmikfZay7TfkTejGuSCcsIQa8PTbmexo4rXDRI211srjuSyUpJpV45k1d5sPP2rm2aqc542efafR9TnVLZ526hlyXL08zf/sXf5oVf+DXOlM3zwVIV09Y+3p0w8beNv439vU62tndKLUOz2N9r55IpxFv/4Rf5TGt/TOBF2Xq0juvdnpjI0xZVp8jkJYi3S2ZZTx7siLdLCeJtp+/uce6aIAm9VKIuS5bTzKkUeTli/EZIEEETBLVGg1hWxMLzS5x9r4Dc7fgt1HYuVJrl2axVn7K9baq4EhM25TkoE7ahE8vm1dYajsVkxafghgmwkiJ+UrQ1tsl68kAydWlrTI+pSzqJ9t2l013zuOi7ZJL15IFUeth3KfsP4262BamQKJ8tVIQREClWmA6h1K8HUKApQfgwnHz+GuICLtp39zh3TZPpiqwnD0ClUmMyKT9E0On1+JeTRaFOv3dmeb9zmZSYcU3iNFvY2pSOMfhwGadZygJGhd5RqO82yXryYGdEQvfBztvb/TbZPgAiG2Fu99sOLfLujU3zdo+N9TkfRdV6PmU2ca4lKxizZCaelTH+1lc7EXMkcaX5+H0+93onKhXUtX4rJvCibG2v85m2ft5x/iLF+hTmJhvxLJ3hU2ZZTx5Afm4Rhk8liLedvrvHuWuCJPSURF2WLB8VTqXISyRHhJI1OPtXf44PJv49Oc+sIYoCbKrYysvnzNf/9yTTlRJ9BavLyfa2JfqKpFgqgikEYXBl/0JxNx6387FNuieFXluOL5Dc71eqPfzIh+Mgaq6SbndNANedcSxTVryrS5SXlNFR34bhwtH223yh4VhE3c27kwzcHmFxzUdlsZ7uS1e4fP7w7xM1V5HcNVeoKi5Nm7vmU4UAYu4W6kehWKZOScwpj1NQ8/Xmf0D+Fnu6a4Ik9B43MiFqrmKzjbCy4qO0dG93TWPrFcWePGPr3pnl/c5lUmLCMhITeFG2NkNMWEbSIvKi5iqSu+YKJZWlSe6a+2FtXlmwrs0frlz53tg0b7VbebRj1LI+6+OtdikzmBV6WU4azwdjuHw9BCJzaPOqMejNuBZ7YgIvSn7BBn/3G99iazPZuAQgnHef791Q8yeBKgp1CuYmhfEsXdRc5XHumiAJPSVRlyVLFjlPhcgDEB4GCH3/P6KK3i8IItvPhDnz2mVe/NY/TVpf39ol68kDyFMXUN/albQ2FRp9BUFfslDUlO5fKEbxuJ0yu92AfxH7qFT6mQlCz2TokPXkAajyCzAZjt7vNznjYnjCgi/oRa8pp7Wxg4aLh89GNl1sSruTpuvOOOZbg7HSyoerXsy3JNfOowq9dHPz7iRXpyxs7BzrwtoyV6ek7MhRhd5xiLqxe9P0vG2Dn/pYsk3XKaRoOywTb6lcNgsKS/iYWKA4ezFR1E16xh/rRjvtHsfmsOLzL6HXlWEytlFX17TvkQnRvruDumvudy6TEsEUw9JTxVNxxznJ1NAIqw98lFToqe+6woVm6bgvXK47spNmcZWetfvJx1Rcdbhy5bd7bDGBF+XRepi3e2xZkZflieJZH8O12kPg0Rza3Gou5P1dfuT/LbbEndLLyCx2b3tSpi7KVv59tGI1gZBCqaW6GlOLip+eH8A+o5CleyEhS3euRVHUZcmS5XA8NSKv4FEuYkKPXc62yPbv/Al8K3l9tO/uKO6ajaYuWU8eSPNNGk37F4pRXA7l0k+XYygjRF60787msrAS8FKaJnfNyRkX151mQjvicTn4kOtO6cJ/FKGXbixTVsVxB5Ypa8aJvIHbIzGBF2UjEmLg9siRRN5xMHZvmva3rKw/CqPcpXbaEJPm4ylm7fLUvPG5fxDL4kqzHX+DN29+Kyn7POkZl82VXA54uW6XHjBEhd60exzr6GB8XILfi3VUWlNXq3x+uqfHcdis+H1L6PRlGE1t1DY0HXhkwn7nMimhKdcTfJicBdSU79986I5zklu9FiI7GcHVxWVu9UoPNaJC76hc6jPJevJAKvu81He4cuX1OWURuz6XNTLK8uTwrI9hD7bHBd2jWf408huQK0J8lBlb4jpCQS7i2qOkfWhV1RiqzNjfkwvB/JwiDM9L/5ZH++5c7/YQ2JhDW1iN4QWzzF0zS5Ys6eepEHliDgiR5IsPQOj+Aj/4pc9wqfUNzjfIHZEuNDQfaWRCtO9uwjZEcOUBmtLDu2sG/Molnqni+8XtceJwDeEPPECnrcBo6KK25nCfua7GkHaTleEJS0zgRQltbTI8YckokeddVXbnTBU/SRZTOGGmip8kPW/bdgTe00EO20mZu+gQ9KKtHPK2QxQKEcTIKt+f+g3yiEiz8faY7Tjsssp69ABCWyGGXdaYyLM5rLLeO4BwOITNYVUUee7pcUatcVHo93kZtUrvWVuX+qGFZ3JccRDvfucyJdLYcUXWkweQX6CmsWP/5kNTQyMxgRclshliamjkQCLv7s1Jbg+MsLboo7hSz6XuK5y/LG0f7buT3DVXKK4qTXLXPAhF1XrWZ5N/H4uqs0ZGWY4fT3gMV7iHwPYsFAEh4qJOEEGFTOQBbPOIyEYR+YW7hJxQhKHSTE3pjohLcNesKY+LuJqqlqyoy5LlCXMqRd52rsh27jbCI4HtXJEPng1TGFKTr+CqGVaLrC0vcOeb/yfi3L+ApSB51RXozV2caTl6huxiXXNaTFa0ugoC/uTST63u4KWfUdweJ6P23liJpT+wyKhdKgE9rNBLNz4FJ8y94idFeUkZD1cV5u+VZJ5rZ2WxnoW15OxIZXHmjWaYW8884XlUwqrk+Xj5RWq+/FM/y62Z/4fNiHT3FC35LQ2pFUWcdcJK08UmfAHlBwm74z6/8pqVFHGHTVkUOmzWlCLPMzmO/fpgfFTCshf7dUkYPm44byqifXep3DX3w+qDFGMSUsSVuHtzkqmrFiIb0mdbW1hm6qqUDdwt9NLlpPkps0nWkweQW6TiU+askVGW48UTHsMeameLHYtfAShAehIVE3rJ232weJbpf2Gm7ms9nCmfQ/Womi+djwu8mvIWmajL8uTYy6E4tsY5vTOOxoemQq84jmbmppuJAQfBRT+aSh2N3UYuXo6PhZmxeZjodxGcD6Cp0tLYZ+CiSeqymBl7h4meCYJzQTTVGhrNjVxseenYP3uWvTmVIi9HFBGK1hEFCKlhUwO+CJTPFZATn4XJoxyRhZ8KUzafx/l3BHgUACAyu4i3XRI7u4XenembTNm+zapvkRJ9JfWmN7hQ92TmoRiMXbKePJBKPw3Gg5d+RnG4hhTHHjhcQxkj8vSacpaDyYYuek1mGbp01LfJevJAKrnrqM88187uS1dkPXkAhXlqui9l3miG6iI9s0+Z0JPPxwtTQJicyCrO/+ZA3N6Wrd2MhPhgPcVsvJ3ZjnptGcsKLrZ6bfwBg15Xhs+fvKZUp/wQwu9TFn/+ldSZadewVXlUwrD1sSJvZnycCauV4NISmrIyGtvauNgkbXPR0HAkk5WSCj2ri8kPNUoq9v9Q4/bASEzgRYlshLg9MBITeQfhnm2St/tHWJ/3UVSl51N9Vzhniu8n2ncnuWuuUFRdmnXXzPJEcIV7JIG3GwFQExd5osDugeNbG0VMD5l59w9bePcPJSF39iwM3Dv+431amZl0MTFsIejzotGX09jawcWG5Oqlva6dsD+H4hnnNM5eK1ub0kOl4KIPZ69k9BQVejM33TivjrK1U5IeXPDjvDoqrblcy4zNg7PTztbGlvT6/QDOTrt0EFsqnO1OttZ3XpsN4mx3Sttmhd6JknPSB3BYBCRXzcJN0C2DPhBBKFqDM5uIeWFC6m1m/2qIn5RHeP49FbmP5I+mxPVNfD1DsZ/vTN/klvWbrPoWAJFV3wK3rN/kzvTNJ/J5amqb+dKr19DqKgEBra6SL7167Uj9eP6AcqlnqvhJ0NrYgTq/QBZT5xfQ2nh0Q5fxOy5eufF5PvuvLvHKjc8zfsd16H0ZLjTR87nX+XhJOQICHy8pp+dzr6elH895d5yXf/AKL9z4LC//4BWcd8ePtL/L5xt4s76D54qfRUDgueJnebO+I+P68QDMnzJRlKs66cNIK3mEUanWyFetUkiInJ2bpe0EgRdlO0UrYnS2Y6uhDXW+WvaaOl9NqyH+gMFkbEOlkq9RqdSYjMoPIXR6ZfGnK02dmQ6kEIap4lFmxsdxDg4S9HpBFAl6vTgHB5kZP9p5HqW+6wp5BfLPnlegpr5r/w811lIMTU8V34t7tkne6rSwfn8ZRJH1+8u81Wnhnm1Stu5cSx1fvPdd/v72GF+8992swMvyRAiIykPHo9m7fKGInyn8h2jzzgICHyyc5VbvDd79fXmWbi7Fbj7qzEw7+c5rL/NrX36B77z2MjPTzuQ1ky6c180Elx9K18Tlhzivm5mZlN+j7OfauZdDcWzNkC0m8OJrwkwM2eJrBhwxgRdbsxFmYsAhvd7vigm8+OtbTPS7mOiZiAm82GvrW0z0TKT8nrI8GU5lJm83+WEoWd1VXbAdQSwSWKgO85Od9gb1hvJdVGQuLnambN8mEpYP64yEN5iyfXvf2bwZ900mHN8m6F9Eo6uk0fgGF2v3nwmsqW1Oq8mKTluBP5BcAqrTHr4ENMr0jBPbxBC+4AP0mgpMjV3UXTz4sUf77tLprgmSwBu8ZSYUkTKZ3tWHDN6SmsCbLhxu34YLTWk3WXHeHad3Kp4hXFzz0jsllcA1nz/8e10+35B2UWe7N0n/2yPMr/uoKtLT96krmM4d7T1azkk3tj1v25hFYdbAKUNARI00PqEgzGNdNgEKNGcQPgylnO0Y7bvby10z2ndnc1hZ8S9RGnXXTGG6YjS1yXryQBKFRlPqzLRWX0ZgOTlbqE0hGKNMWJUzgBNWq+yJ9F7ccY0zZbGy6l2ipLyM+o42LhikbaN9d6ncNfdDcaWetYXkbGBx5cFLnN/uH+FRQlbw0UaIt/tHZNm8gzI/Nsm7PSNszPkorNbzgvkKVS2H31+WjyZaoZqAmOyEiQja3LMYSszUFLXAzv3Tuc/BrMLy6urk2NPKfu/tZqadMjO+oG8Rp1WqGtvd1jMxbGErwShwK7TJxLBFls3bz7VzPw7FwRSl68EHcaOn4KJfec1OPDgfUH59PgCryp4YwbmgYjzLk+PUizx1OLl8PGdbpOqBwE9KpTuqUKFIgYLQy6uOi51VhVEIAKsryvFEZtw3cY5+k60doRj0L+Ac/SbAgYReOjEaumQ9eSCNPTAaDl8CCpLAszrj+/UFF7E6pQvZYYVeuk1WrFOWmMCLEopsYp2yHFrkHQdDt5VdO4duW48k8tKN7d4knW9Z2HgkHev99WU635JKQtIh9FrO1SEYv+c56nGeNALbKefjpXLZ/PrnOqXZeLtmO9adr+EHE7/Od292xx58/NveH8r2N+1xYXNZ8AW86Hfcbr87IF8D4Ha7cDgs+P1edLpyjMYOauuk3wGHzYp/ZQld6Y675h6mK4bWNllPHuyMSmjdu2Q5uKSc6UsVT+SOa5xb5sG4e+ZDL7fM0oOQ3ULvKE6al7qvyHryAPIK1VzqPniJ83qKmXqp4vthfmySmXYLj3ZKezdml5lpl37/skIvy0EwqMzxnrwd8iniS4U3qNEk99SZzdDeDuu7KjyLiqT4aWfGY2PC1U8wMI9GW0WjoY+LNfK+2IPc203YlF3SJ2xDMpEX9Cl7DiTG93Pt3I9DsaZCT1ChKkFTETd60lTqCC4kCz1NpU76f5WW4P1koaep0sKHxQRnkwWdplqjePxZnhxpKdcUBOHnBUF4TxCEvxAE4Q2F19WCIPyHndfdgiCc2/Va9078PUEQ/tcDv3eKh/+qsEjxs89R9v+z9/ZRbeV5eufnCr0gIRkKKKvAGBN302XGU3YSN+XpHZO4CqcS+jTTDqfCVIp6OelhNdml6WzTZR975BmKrDUmVW5q0y4yGQ47e9pleXpZH4571Ns6y8DEGznpMbTPrKmugMOMBwyWLRtoVJIlJAR3/7h6170gwO2XGp5/sL/3RVey9eP3/L7P8/zuQ45+EYx+yHsIaqmlLBhyKbYlyI6puFT2PqYi+Xo6hi53xgeBGJbCQYYud2Z1vRyuX+/n9OmXee+9Mk6ffpnr19cnHT14oJ63Xj9NYYEkAS0sKOWt109v2o/XNyTv9esb6lK44vHjvkxIymr1J4W7fvlBXKn+pNBx45M4wYshuByi48YnClc8PXhS45OYtq4U0cKiDgSVCgGBIp2eInWED396kt6//N9o/mfv8hfv/wX/uvZdrtz4MQ+89xAR49uKXBlNSHmuXnfSe8nG7MI9QGR24R69l2xcvZ4q97l2zcmFCzbm56Xz5ufvceGCjWvXnBw8dIQzP/gRf2z/C8784Edxgnf9qpPT3/kG771ZzenvfIPrV6V7Hjh8hNe//R4Fz5tBECh43szr335vTT9e/nb5Tp9SPR2u7l759Mzu3qyuj2HCMcjFV96gZ8+rXHzlDSYcCclTZcNhaj5swbjjeRAEjDuep+bDlg358Qxl8t0/pXo2GLd+Eid4MSwHQoxbn/7v3xaU8STGpgPaJl7X9VAgSHLMAmEXr+t6OKCVD01paoKeHsmDJwjSz54eqf60YnTUzkcfVfD++yo++qiC0VF75jnX+3BcasW7MA2IeBemcVxqZfR6X8p565nbeWflrTDeudR6frF85kB6PZuxs7blbTRpcvX0hOLatkY0udq0c7TUtiUIbe3Jo2j0aefotdSePCodb69Do9ekHddQ215Hra0WjSHtmEFDra1W9vm38Piw6U6eIAg5QDfwT4AZYEQQhD8TRfG/JZ32O8AvRVH8siAIbwD/DvhtQRB+DXgD2AuUAoOCIHxFFEX53q8MlCRQ2tIdfOOfncDzfx9HXApGU6REyA0hGJ/DfPb9lNCVmsYTDPQeT5FsqrV6ahozxl1ZeGWSMVerr4Xr1/u5dOk4S0vS8yws3OHSJWn16MCB7DuDBw/UP/KQlVmv/EA2p1B/EthuMuPxZQa6bDc9XYEuJcbtuP2ZxLPE+HSlds4ohKMo1Z8WPMnxKblzpyaMjjCCVmSbqYCvl/8T/nz0J3wuIye+mMW2In3ObvmFFmd3yjYnly93E05bWQ6HF7l8uZuDBzM72tevOrnUa4uvRi/M3uNSb3Svq0N10nYJ60zSrG1uxnE2swNY25xdaJHPI7/goVSXw4RjENepRDfQ7/bgOiV1AyvrpfdT2XB4Q6QuHfvb32a4tTtFspmj17G/fePBR0GFffWU6lt4+vEkx6YD2iZFUieHpqang9SNjtkZclnx+m6TbyqntsbGvqrUBxsdteNwWFhaklqPXu8UDocFgH37EucOOTvi86sYlpaCDDk7Urp565nb5ReX4JVRheUXpVpkat9pwfGxLUWyqdHlUvtOahZBNmNnNgnFsXAVKV1zjvySoox0zViKplK6ZixFUyldE9hK13wK8Sjkmi8Dfy2K4i0AQRB+BHwTSB6ovgm8H/3zJeBjQRCEaP1HoiiGgL8VBOGvo/f72aqvqFpGNPpAFPBp1Jh+qUOVtGwu6PWUnjzB7O93IgZTv8QIkFOYk7F9Qsx35+rrxDfnxlS0vnTN/MJSvPN3ZOsbgdPZKTsAOZ2d6yJ5vwoU55cw680cyIryN+/1e1RormlJ8eQB6NS5NNdsPtDFOeGke6Qbj9+D2WimpbqFusqNSUDbqptTPHkgSfjaqp+u1M4yQzHTgUxJSJnh6duWIQ2PdXwSVSKiwY8mIqITAA3khFP9ed7QAo7/7xJCWg5LTE4cyGJbkVmZtE2AubT6vEzi5mp1Z1+3rNzI2dfNgUOr/x9XSouLeUdWS4hbDSbzdnz3Mp/XZM5+IWSkS74bONLVGyd568Fk/yA3zvQScN/HULqd/SebqWiQ7hPz3a2Wrrle6MuLCU5lfv/05U/9928Lynj8c6enGKMTdoZGrHj9t8k3llNbbWNfZYKUjY7ZcQxYWIpEyZtvCsdAlLwlEb2hIWuc4MWwtBRgaMiaQvK8CzOyz5FeX8/crraxLcWTB1JKem1jqkUm5rtbK10z27Ezm4TiffWHMrZMyDin4WDKlgkZxxsPpJC6lGNNL22RuqcQj4Lk7QCmk/4+A6T/L4mfI4piRBAEL5Ktdwfwl2nX7pB7EUEQLIAFwKwVEKKdObVqCdG0hLgCiAIrKzq+9OE5ihoamPtXrbIPHJmRvrABez8+ayfLt93klJeyy3aCqh8Mr+vNx1B79ESKbhtAo9VTezS7TmA6FmQCU1arP0401ralePJA8vo11m7O6wdwZczBeVcXs767FJtKeKemjcNV6+9Exnx3va5u7vs8bDeZaa5p2bQfzznhxOaysRglj/f897C5pE7HRohezHfXNdLLXf99Sozbaatu3rQfr39ykDM3enEH7lNq2M7J/c00VGz8nu37307x5AHoc3S073/6tmVIw698fEoem1TPa9EsiwlSJ0Duksy2U/JBm9z3eajIYluR4gJzVKqZiqKC1E51YaE5KtUkoy6HBQWvyMLc6jLnWFpcbGU6lhYHxIneWqRubNCJq7cb330Ppu1mappbqDpSR01Lc4onD6LpmS3ZL4T478p3/ZTqq2Gyf5DhY2fjnbrAHQ/Dx6SuYDLR2wypS8ce29spnjyAHIOOPban/vu3BWU89rlT+RNKSxmdtDN0w4o3cJt8Qzm1+23sq0gicBN2HK4kAuefwuGKErgo0RtyWePHY1iKBBhyWVNIntcrH/uZXs8vKItKNcmoJ2M9c7uY726orwvv3F3yi0qobWyT3Ut53+E62S0TMs7LYuzcwhaU8MwEr4ii2AP0ALyYlyMCqMNJQQZR0ifkLIJG2uwlZBDQPczUcoYMAgF7P17LccSA9MVdnrqD1yLJIQ1NDYxd68N1uQPf/AymwjJqjrZTdVB5o9qYAXcz6ZrJKCgoZWEhc/WooGBjnUGAa6P9XB7qZN7rpjC/lKO1Jzi4b/3PFwtX6RvqYs57l6JNpGsm48qYg48HTsW7bw98bj4ekAJdNkr0HnXISvdId5zgxbAYWaR7pHvD3bz6yiOPNGSlf3KQY8Nn44TsTsDDsWFpErpRohcLV3nU6ZpfBCSPTdrKPDE9DEpOTq4kM99uMvPOb7TwscOWItlM31aksa6F3ku2zIWWutRO9dGjLVy4YEuRbGq1uRw9Kt/RLig2szCbSQoLilaXOWebFqeEsUEnA2dtRKL38HnuMXBWIolVddL1Suma2cBYsh2/O5OoGkvWL4u+caZXPj3zTG+c5K0HM32DjHf0Epy5j75sO3vamylrTL1PLFxlK11zC+tF8vj01a9+9VcWYTw6Y2do3Io3eJt8fTm1e2zsK2tidNKOY9jC0nKUwAWmcAxHCVyU6A2NKBC4EWuc5Hl9CuQtrZ6fX47XmxkHmp+fSnBr69pxXGpNUUxpNHpq69pTzlvv3G7foXpZUreFLTwJPAqSdwfYmfT3smhN7pwZQRDUQD4wl+W1ipBN1hTB3dWBZgkEzeeIeSCIAoS1ENGynCPyN19ZZLu1M07wYhADQXzWTqa+HGHgQmvcn+ebn2bggtQVXIvoPaokzbq6EymePJAGoLq6jXUGr432c8FxnHD0fvPeO1xwSKR2o0Rvs6QuHeddXbKJmOddXRsieb8KeGT8c6vVnwTO3OiVDUk5c6N3U928xorDvxJSZ5+5gnX8E/hSvrwOZHN47ONTOnlLJnRxb16eKB0ISeOSVF/ioW+C83/5AbVf/aeM/Ldr8W1FvlZ5kP6hD+jp/258y5Lm1630ObuZW/BQFE3X1BDh5OlXmF+4S2FBCUfr2njrLWtmuqaMHw+grrElxZMHktyornF1mXO2aXFKcPV2xwleDJHQIq7ebqqO1FFVd2RNUjfhdDLS3Y3f48FoNlPd0kJllCBWtzWnePJA6gZWt61fFh1wy3f/lOqrYaZvkNHWRFcwOO1htFVakJEjeushdR77ILesvYRu30dXvp3dtmbMTVsdgacIT2zutFGMeuwM3bLiDd0mX1dO7W4b+8xNjM7YcYwmEbngFI5RicgN3bDG6zEsLQcYumGNkzyvX4HAJdXzTeV4fTLkzZRG3mptKZ48AI3GQG1tahxozHe3VromPNq53Ra28DjxKEjeCFApCMLfQxpk3gDeTDvnz4B3kfTirwN/IYqiKAjCnwEXBUHoQjIPVwJZ6yWVkjVXpqbxHGtFGyHe4RN1IZa0In/9lRUC+0tYdsnLHpdvu3Fd7pDfM+9yx6okLx3ZxPMqIea7czo7WVhwU1BQSl3diQ378S4PdcYJXgzhpSCXhzo3RPJ+FZj1yQe3KNWfBMxGM/f8mZ0Os/HpCXRxB+Qnm0r1Jwn7zBUso90ElkMymsZHgsc7PqmWETUhBM2SJCcPA3kCIiKaZG9eLAhKH0btXyZXXIboPoEPfG6Gxi/x7X92msNV9bjCzBEAACAASURBVIpbljTXn+YHp34Sf+lr1x0pW6bML7i5cOkUb71+mjNnfkI6rl9z4LzcxcL8XQoKS6g72saB6Aq0s6+bhTkPBUVm6hpb1vTj5RebpY19ZerZwHdfngwq1dMx4XTistmILErv3X/vHq5oxntlXV3cdzfS1Yv/7n2MJdupbmvekB/PULqdwJ3M5zKUrr8rON4h3xUc7+jNIHnrgcc+yE3LWVai8s7QlIebFok8bhG9pwZPbO60Fkbn7Ay5rXjDt8nXllNbaoMIOG5aWFqJErnQFI6bUSI3rkDkxiWJphyS6/nGcrx+GQJnTBC42hpbiicPQKM2UFuTRt6ivruhISte723y88uprbWl+PHi5x5ozHpOtoUtPIvYNMmL6sS/Dfw/QA7wJ6IofiYIwr8Ffi6K4p8B/zvwSdQcPI80mBE9rw/JaBwBWh5FsmZuJAcxkkpoBAFWcsPM79ZT09iO8H/9PqLvnnSDpBX1nPJSfPM3ZV/PNy9v1JVDLJ431omLxfMC6yJ6jypkZV4mKGW1+pNAsamEB77M5yk2bS7QZXDCQe9IF/f9d9luLKG5uo0jlRvrDLZUt6R48gBy1bm0VG8+0OVRodSwnTuBzEloqeHpSuwEsI5/IhG8XxEe+/gkgqALA9JuLblLIEQHKZ2cNw8RvSAiiqkDWXIHe7UtS5K76Zed8udddnZlJOxev+bg0oVEQMDCvJtLFyRp9IFD9YqkbvSqQ/KbzN4lvzjhN8k2LU4Jpu1mfJ5Mkmjanh1JHOnujhO8GCKLi4x0d8e7eZX1R7IidZMOJze6ugnc9WAoMbO/rYWK+sTnsf9kc4onD6LpmSfX3xUMzsgvvCjVs8Uta2+c4MWwEghxy9q7RfKeEjzJuVMyRj+3MzRrxRu5Tb66nErd17nh+SFLYpTMhadwTFlQL+njBC+GpZWA1NkLKhC5oOTB8wZkCJwhicBV21I8eRAlcNUJAhfz3a2VrgkS0ZMjdVvYwt81PBJPniiKPwV+mlb7g6Q/LwL/QuFaG7C+bTVVK4h5fhZFPYZFLUQSY5uQq0fwBWUv04WgpvkcO9ywsDQnaTshvrUCohaT7QSmX/w+vvlMQ66psCyjpoRs43kfFwrzS5n3Zqo5CvM37vGL4epYP32uTmZ9bopNpTTWnOBQ1frJ6Ts1bSmePJASMd+p2Xigy+CEg7OuxD09fjdnXdJkdiNEL+a7e1TpmjE4Jp103ejmbsBDicFM2/4W6is2ds+T+5tTPHkghaSc3P90JXYC3A7+6iPgH+f4pBITRC4bbx7AysqybBMz1sHOdsuS+QX58+Tqzsvym/Y6L3dx4KD892L0qiMlOc4768bRK32X9h2OBg6skhY3dsWB63wXvtm7mIpLqHmnjarodTXNLSmePAC1Lpea5uxIot8j3/FTqith0uFk+JSN5ShhDLjvMXxK+uePEb2Y704pXXM90JdtJzid+Yz6ss0tyIRuy5NEpfoWngwe+9wpitGAnSGfFe/yFKwIxFQE3sgUP1/6j5AjStQxiiUxwJIqIHsvb0jy4HmDMkROX07tl20pnjwATY6B2v1JBK4y4c1TStcEiejJkbotbGEL8nhmglfSIahEyA2wogqgEkFcEVhe1uCtzMMoFsLsfMY1mh072X2oEc/evRAOp90QhCIthqYGaq6levIgumfe0XayRbbxvNni+mgfzqEOFrwzFOSXUVfbzoF92ZPFo7UnUjx5AFqNnqO1G/P4xXB1rJ/egeOEo53TWd8degckr996iV7Md/co0jVj6B2R9/n1jnRtuJtXV1m3aVKXDMekk1PDNhaXped0B+5xalj6BbgRohfz3T3KdE2AvplBOsZ7mQnep0y/nfY9zTSWbe6e5fpipoKZ0fBfBKzmzUuGSpWDuJK5CB/rYGe7ZUlhQQnzMum7hQWZnfCFeXlCqFQHKTFOjhgO9XVJYQOrpMWNXXEw8PGpRLDKAzcDH0sEsepwPVVHouEqMuma2cBoNuO/l9kJNJrXJ6O+0dUdJ3gxLC8ucqOrO6WbV9FwJCtSN9PvZPxMN0G3B32pmT0nWyhrSNxnT3tziicPpK7gnvbNLcjoyrcTmsokj7ryp6+bv4XHh6A4z7/zFRMU5yAXCAEREWJ7aUeQBikdKSQPUJTT5+uiRG5UhshFw1eAVdM1QSJ66aRuC1vYwubwzJK8lGRNJNKnygkTXrzHA6OW5xcjwEpciilo8on8iyNcPFnBP56eQ5ATTv1SIoZf+mt455KenHtB/Eb49JVCyq0frMuPl208bza4PtrHJUdC+rngneaSQ5J+Zkv0Yr67R5GumYw+V2ec4MUQjgTpc3VuqJt3uKr+kYas3PfLT1qV6k8CXTe64wQvhsXlRbpudG+4m9dQcWTTpC4ZfTODtI4muoPTQQ+to5LHZzNEz7bn7YQn74sAQYS8h5IPOKRB0ESSvHnSerkQHZPUEdCxhJi3AisqCGkgogFAL4B6aZY3v1+GMfc5cnSQ/BFpNbl8tfI3OfnRy/Hv80svvcbP/tKRkbh5tC6zE15QWMKCzGa+BYXK0mjvrPx3xju39nfJdb5LPljlfFe8m1d1pG5VUjcx6GCktwv//bsYt5dQ3dxG5RHp2uqWlhRPHoA6N5fqlvXJqAN35Tt/SvXVMNPvZPSYjeWg9EzBO/cYPSYt3sSIXsx3t1a6ZjI8fU5udXQTmvGgKzOzu70Fc2Pq57bb1pziyQNQGXTstj193fwtPD4siFMEWYl6gpGI3iISodOSIHYyhE6vLiKiCqZINjUqQzx8BZBN1wQpRTOd1G3h0WGs/yquM3343LOYSoupOdlIVUNiT7yxvmu4Oi7jm5nHVFZITftRqhoTu3WM2a/jsjrx3V7AVF5Aja2OqqZfRQ7aFh43nlmSp5SsWXoH9MGkg9FwA/Ef/wOuTvcSCQcIGvIwBDJHsZyyMsL2PkKWVtTR5E2TH/6HoSC63yZzB5tVkG08bzZwDslLP51DHevq5h3c1/DIQ1ZmZTx0AHMK9ceN7cYSPP7MZ9lufHo2br8r459brf4k0DEun9jZMd67KZLXVHYYkLx5U7+ycO/HCEEElUTqBN0SkOzNS5yjzgmRm7xSrloBfRiC8FzOc7A0j3/RD4B/cR51rhajtpCHvocU5Zfw1crfZOTGj1LScn/2ix/xtd94g08//S8p6Zpqljh9+uWUAKe6o20pnjyIpmgeVZZG5xeX4J3N/C7lF639XfIpEESlejomBh24ziY6gX6PG9dZqRNYeaQ+7rtTSteMYdLp4EZ3FwHPXQzmEva3tFFRl1hUMpSYCbgzO4KGkvUHK42f6Y4TvBiWg4uMn+lO6eaVNR7JOmTF0+fkZquNleh9Q9P3uNkqEcdkohfz3a0nXXPO7sRt7SZ824O23EyprYWipke7Bc0WnizE9A06BRJdu+QpkZiQcAJoBAN1O/89RJBN1wTYV9YUJ3VbyA5jzsE1t4YZc1zB1fUJvruzmEqKqWl7m6r6w4nj/VcZONZLJCip03x3Zhk41gtAVcMhxvquMdB6IXF8ep6B1gvS8caDjNmvM2C5RCQg/b7yTS0wYLkkHd8ies88nlmSp+RvMQQTVrsERELDg0QOLlM6Azm6h1HpVGJrBUGvx9TeTvh4B6RtrUAgyHyLBftfvYGpoJyaOhtVB1YfzNYTz7sWFrzyEk+l+uNEsamUWV+m16/ItDmv35WJfs6PdDLrd1NsLOWd6hMcrlw/QW2ubkvx5IHk82uu3vzG7Y8KJQYz7kDmxLLE8PQkds4E5b08SvX1oKnsME1lhxH+5k+ub/pmTwmSF6HkFqS04fQrAESef74Yox9mQ6knRFbC5Jpy6PneOAAnP3pZNi3301sDnDmVCNm7fr0/ZSuWhYU7XLp0nNdf/4DX3zqdma4Z9eONXuvP2BeqtrEtxZMHEjGsbVz7u2QqLsH3IJMgmoqzW2wZ6ZXvBI70dsW7eZV1dRmkLhmTTgfDtlMJv909N8M2iSjGiN7+tpYUTx5ATm4u+9vWH6wUlNmXb7V6NrjV0R0neDGsBBe51dGd0c0zNx3JOmRlzu5kymJDDEj3Dk/dY8oikcctovcFR2xwis6bNIKB/aZ3mVj6aUq65r6iKJkz/90mcqt5i1POG3SuKj8fcw4yYEts6+K752HAJqljYkRvzHGFgVPdiXPcDxg41S2dEyV6rjN9cQIXQyQYxnWmj6qGQ7g6Lssf77hMVeNBXFZnnODFjweWcFmdWyTvC4BnluQp+VuUyJ82KBG8faOgXiZlawVVYRH5f/gRhsZGfG/8j7LXG7xSxLlvYYqBS1JscDZE71GErBTkl7HgzZR+FuSvX/oZw7WxPi67Opj3zVBoKuNoTTsHq9b/rI01J1I8eQBatZ7Gmo17/a5M9POx6zih6D0f+O/wsUvy+a2X6MV8d48qXTMG56SD7htdeAJ3MRtKaNnfRl3Fxu7Ztr8lxZMHkJuTS9v+pyexs0y/nelg5uS0TL/l8UmBahm1zoewIsSTewV/Huk0T2mcmvW7WfTJH0vujmeblut0dsqrAJydnDo1LBuyMnqtH8eF4yxFPcne+Ts4Lhyn/q0PqG8+LaVrzt0lvyiRrhnD2NV+XH2d+GbdmIpLqWk8QdWhBmreaUvx5EE0WOWd7BZb/PflO35KdTnc6O6S99t1d8VJXsx3t1q6ZgwzDgfjXV0E795FX1LCnrY2yuoTn4W+1EzwTubijb5044s3oRl5gqhUzxZua3ec4MUgBhZxW7u3SN4XHSLShCoskq/eRW2xjX3bmmDHk36wxwulsSvlnDW8xfHzBp0pQVI+zz0GzkqLJnH/cXdvyr6dAJHFEK7u3jjJc3V9In9O1ydxkudzy4eX+dxz0s+ZzHyK5Lrv9oL8cYX6Fp4tPJskLweWjKBdiUqgRCAEK8sQUYMm3TAMhPU57BlflgheEgQBVM9pMDQ2Eu6zw7YALEdStlUA8JsSs7LIUgCX07omyUvG6Kg9q31b5FBX257iyYPoxui165d+gkTwLgy0xonZvG+aCwOSx2+9RC/mu+tzdTLnc1O0iXTNGM6PdMYJXgyhSJDzI50b6uYdqazfNKlLhnPSgW34VJyU3Qu4sQ1LA/1GiF7Md/eo0jVj6J9xcma8G3fQQ6nezMk9LTSUbeye7XuaUzx5ICV2tu/Z8vgkQyDqFY7KCdRLIhgexgmfOqhCK66AUW4z9DAqRFQmNSvBnPjYE0NydzzbtNwFmSCW1eoAQ5c74wQvhqVwkKHLnXz3zHAKqUvG2NV+BnqPxwOrfLN3GOiVFmeqDkvf29VWwCeu9DNyvhP/rBtjcSnV75ygMnqdcXsJfk/mMxu3Zy+7DnjkCWF6vaK+TpbUJWPG4WD0VKIrGHS7GT0ljQExorfnZEuKJw8gR5/LnpOZizeefge3znQRct9FV1rC7pNtmBsyP2ddmZnQdCZx1JVtrusfvi1PEpXqW3g2IaCCZMmmCPqlIuqe+/fsMzx7Hbqx63ZcTiu+hdurqqzGrvXhutyBb34GU2EZNUfbUzIWVh27koheNt5ikAKkZM/r7Y6TPJ9HXgWTXPfdVSBwSXVTaTG+O5nnmUqLpJ9lhfimM4meqaxQ+llegG8qk9CZygtkX3sLzxaeSZIniJJHWFDFCiDmwpIAqECMRFfKQ0AEhFwDunffRf/hH8neb9l9m3CfnVCrBVYiiY2Kc0OwCEtoGK5JXU3xLcjvCyOH0VE7DoeFpaXovjPeKRwOqRuYDdGL+e42k66ZjMuuDtmwlMuujg118w5VNWyK1KVjVsZDt1r9caP7RpdsUEr3ja4Nd/PqK+o2TeqS0T/j5NiojWD0Oe8E73FsVFpJ3AjRi/nuHnW6JoDdM4j1Vi98xfjMa0OEpC0U4uFQMcIXEdGJy6mboeeGUD+MkCsmtlFYIQK5kWgggkT0cgVQLz3gd7+fT6GpjJd+rY6f/fxyRlruP6j8R5z+aG98nNCb8gj6/BnPWVCgLKf2ygSyrFaPwdXXmZJIDBAJB3H1dVJ1qEFK0ZSRNYFE8FwfHycSkq73P7iD62NpklV5uIHq5rYUTx5IncDq5uxl1wZzCYF7me/BYF6/P3e8S74rON7VFSd5Md/daumaIBG8m8dOJXx2d9zcPCYRxnSit7u9JcWTB6DS57K7Xb7rP9fnwN3RRXjmLtqyEkrb2yhqzPw30JabCU9lkkdt+dMjGd/C5lEg7CJfWMEr3iZfKKdWF+3aPYUYG7XjGrLi897GlF9OTa2NqqT50th1OwOXLESi8yolldXYtb6UtHTf/DQDF6RF7RjRW2vsiiFbb7HvvvziSHLdZN6O717meSZzQh1jKinG585MnzaVFMf/XHOyMcWTB6DWa6k5Kb23mvajKZ68+PH2o9JxW12KJw9AbdBQY9vq4H8RoFr7lKcPyROpGDRLUOQDzXK0u6eSiB8FeZhP91D25d8EkwqMQB4p9DantJxwhxWCafvACLCiD/OfX1vkb6pS24OmgnKyxdCQNU7wYlhaCjA0ZM36Hgf2NXLqu59x9n0vp7772YYJHsC8T97Lp1R/3Cg2yk9AleqPG56A/ECvVH8SODPeHSd4MQSXFzkz3r3hezaWHeGzIz/CW/8XfHbkR4+M4FlunmUq9MXoGAiIkOcHow/d0krKOKWV8eYhgA6ZffIEUOmXERAo0BnJFUI8XJwDROZ90/xs/BO+9tWjFObvAAQK83dQs/8of3Xjk6i0W2TBO01YNYdKl3prjUZPXd0JRq/38dHpvbz/Xj4fnd7L6PU+APIL5b9nSvUYfDKhLAC+ubUXZ0bOd8YJXgyRUJCR852AFK5S895pjOZSEASM5lJq3jsd9+PFMDnYz4/feJk/fbWMH7/xMpOD/fFj+1vayMnNTTk/JzeX/S3r9+cG78p/19PrZQ11HBn5CfV3Rjgy8pMMggdw60yXvM/uTFfGuebGOl48Z0W38wUQBHQ7X+DFc9YMPx5IBG+q9RThaTeIIuFpN1Otp5jrc2ScW2prQTCkfjaCIZdSm7Jk/HO7g1sVr/DfVXu4VfEKn9sz77uFpwt6oZCWH3/Aey9V0bztl+z+yh8Stvc9kWcZG7PT01PB97+voqengrExe+LYqJ0BhwWfdwoQ8XmnGHBYGBtNnONyWuMEL4aYyioZrssd8gTuckf879mOXUoe4vS6abv84khyvaalGXVu6uCsztVR05JQx9S0vS1/Ttvb8b9XNRzitQ+bMe0oBkHAtKOY1z5sjqdrVjUe5LVzb2HaWQgCmHYW8tq5t+LpmlVNB3it53VMuwqk47sKeK3n9S0/3hcEz2wnLx1y4QaCAGHNImrAe8qCIBMdvIzA4htfx/Bv/6P8awkiU/u0sJQgeWqNgZq67Pcg9Xrlu35K9bVwfcyO02VlwXebAlM5dTU2Dqxjg9BCUxnzvkyPX6Fp4x4/gKsTffSNdDDrn6HYWEZjdTuHKtdPRt+pPpHiyQPQqfW8U71xn9/gZD+9Nzq5H3Cz3VBK8/4THKnYWPfRbCjhXiDzl4LZ8PQkdrpl/HOr1Z8UrLd6Cax8QbZPACn1SSV18QR9IC7TJKRFELWylyj580SWsX9vhpM9e5lPC2IJR4J8OuXkzHc/i9dOf7Q3w3+3vBzGsM2Edun5lHRNDZGU9F/vwjSOS9Lqdu3REymePACNVk/tUen7pyR9MhWX4pvNlJCaitZenPErTLKS65VH6jNIXTImB/sZPnuc5ShZDHjuMHxW6gZWHGmI++5WS9eMYcbZz3h3J0GPG725lD0tJyirS4wX+pISgu7MZ9aXrH8MCLnlCaNS3dxYJ0vq0uHu6EJMI49icBF3R1dGNy/mu8s2XfNzuwOP5VTcxxeZcuOxSN3HbU2PThq/hUcLcf6XhH63GYw++BKIwn8j9P5vE/6zXoz/58C67zc2acd1w4ovcBuToZya/TaqolsljE3YcY1Y8flvYzKWU1Ntoyq6D97YmJ2BAQuRSLQL55tiYCDahatqwjWkQOCGrPFunpKaKr3um5dfvE6uZzt2ZestrmluSfHkxc9rTiyaxH13q6RrxsNVVknXBInoJW+ZkI6qxoMpWyZkHG86sEXqvqB4JkmeKLOHi9JESbO4jK/Lirgo06XLhRsvieiGeyk2CggrouTvCxPfL0ZVtovXXrdlpftWQn5+OV7vlGx9vbg+ZufSgIWl6OC44JviUnRwzJboHa1pT/HkgRSWcrRmYx4/kAherytxz1n/NL0uadK4XqIX8909inRNkAje2eHjhJalZ/ME7nB2WJr8bYTotexvS/HkgRSU0rJ/44mdjhkHXeNd3A3epURfQtueNurLNj5ZKtWbuRPMlF+V6p8u+dXt0ObTOZ8qqECtSpVpxrZMwBBOkL5wbJ+8MEKaPy+GIqO06JJt510pbTcQnOffvv+3KbWPTmcSwqWlIEPODr57SiKO6ema+w42rCp9qmk8keJrAVBr9dQ0SuRw4mofI30d+GdnMBaXUd3YTuUhaWwwFpfif5A5yTIWZ9+9v9HbGSd4MSyHgtzo7aTiiPQ9r6irlyV1yZhx9jNqO87yonSv4L07jNqk8SJG9Pa0taV48kDqCu5pSx0DPI5+bnV1ErrrRldSyu62E5jrU8ccXWkJoTuZhFFXurlFo/CMPElUqhc11WUdsjJr7ZINapm1dm2RvKcY4vQ0FC3BNkCDtH2CBsR7f47vFQHBvAttsw3tkdS5xNiMHde4FV/wNiZ9OTV7bBCBgWELkegG6L7AFAPD0lyEJRhwJZE4/xQDriiJq2zC5bLGj8UQiQRwuaxUVTXhU1gAT66bCsrxLWTOq9JVVqbCMnzzmYvapsLEovZaY1cMMbn5Wuma8XCVVdI1QSJ66VsmpKOq/nAGqdvCFrKFIIrP3uZUVQWC+MlvJoWuhCWFlEqL1KVL8uOFc3MonF0BmfcpAr/4dXh5mNRAltj1GgO6cz1oG5P03WvoxOWQ7skD0GgM1Nf3ZB2+EsPpngoWfJkDW4FpF6csk1nf51Gla8bwnYt7mfVnDqTFxp384M3PZK54fHjjxy/jCWROIM2GHfzom8MyV6yNR5mu6ZhxcGo0kzSe3nd6w0Qv3ZMHoM/J5cN91g2HrwD0eZx03OpmJuShTGemfXcLjeaN36/iZ28kpJq/+3PEmz6ZJZxnB3n7BPGrfwwqNfGxSP056AKpSgN1GHLT1QcisKiDiJZcAQq0Oh6G5lCRIxvEkq8zsU2riXf0Q74lgr7MaM6C/J2c+m7qd/D99/JJ3gcrAYH3z3oV31/Pyb0KE6adWM58lkiom3NjKkok1E1c7cPV25o5iWo+R+WhxgxPHoBap6fm2x/Ew1cmr/Rx43wHgdkZDMVl7H+nnYrDiTHrT18tkx3nEQT+5V9kL0Uf/MbLBO9ljhf6F3Zw5CeJ8WKtdE2Po5+bp46zsph4T6pcPS+e/iCF6KV78kDy2b344WnZ8JW5/n7cZzoJu91oS0spPXmCoobMxapP974iSTXToN1Zykuf/acsPgll/HfVHsXP+isr45u699MIQRCui6L41Sf9HJvFP8wRxP93N1KoQS4S0Yv9zJP+LAoQUQv8538kcv/Xd7E7/+t8NvnDOJkDUOcYyFnSEwrMZbyGybALHkrELuOYcReWNyf5/vdVKI0/3/veCj0fVUSlmmnX5+/C8t1JINOTB5LK6rXXe1b15IE09rz21rmM8BW5sWsLW3jasdr49Ex28gRSQ1fUOSDohcQvnagccyUExurDcPWKFL2ZRP4AgnrYf4OMxE0EwJCDriuT4A04koy+UZ04sCrRixG5jaZrJmPBJ7/CpVRXwsGqxjipuzZh5/LIcf7E9QaFxnKOVts4WLm+Z5v1y0+i5hTq2eDKZB/nb3QwG5ih2FDGO/vbOVyxfiJ6X0ZauVo9G9RV1G+Y1KWja1w+yKVrvGvDJC9G5B5VuiZIBK/1po3givSs06F7tN6UZMsbJXq23c1Ybp79wkg2BUDQEGdv6iXQCSAYSRl/dEvy/jx0YQpyimBplochibApBbEIS7MsRGWcC74pclRaVDodyR+lRqPnpcpX+eijipSxJ7+gDO9CJlnLL1hdsr2W9KnqUIPsxGikT94XM9LXQeWhxjiRU0rXnLzSx/DHrQkp5oNphj+WOogxomfYXkrAk0nODNtTu4Ezg32M93YQvD+DfnsZe5rbKTuSGFeCMimecvWy+voUUpeOW12dKQQPYGUxyK2uzhSSFyNy2aRrzvX3M3XsOGJQum/4zh2mjkldxnSiV9rexlTrqRTJpqDPpbRdXnHweV8/sx2dRGbcqMtKKW4/wbZG+UmuuryEyFTm56QuV+4+Buz9+KydLN92k1Neisl2AkPT1iT6sSO2AXrsZ4zg6aWaoAaNTuTVEVgcneK//sM/IvJC6i0iywEipKmjovAFbkNm1pN0zC/NU0ymcnwyi9Umk9SFq6m1pcy1IGqTqU3YZGJEbi2VVTxcZZV0TVAeu7awhWcZzyTJS4cuDEL6qqIAORrQXHOBuJzhxYuIMLcdtj9ECmNJI4CIKykED8hKJ66Effua4qRudMzOkMtK/5+/Tb6pnNoaG/uylFoWmMoVOnnrl36CRPAuuCyEo9KJef8UF6KyivUQvWJjmWwnLyY5Wy+uTPbx8XBrXGL5IDDNx8PSpG69RG+7oVS2k7fdsLkgF+dMP93jnXiCbsz6Ulr2nKCubP2/JO4G5eVTSvVs0VBWtylSl46OW91xghdDcGWRjlvdGyZ5TWZJqmK91Uvm/+pnD8JylNAJoH4IulDmgpQuAoKBDGk4SOfmazQZHrxYEMuKT6DQVIZm6T6BtA31llfCGLZtQxveHk/XfKnyVX5x408ykn33v/QtbvxlX8a2LLV1kmRbKZp8LenTxDU7I5et+OdvYywsp/qojcqDTfhn5cmhfy5RrzzcECd16bhxvkNe1CODnAAAIABJREFUinm+I07y9jefSPHkAeTo9OxvTkiuZgb7GD2bIItBzzSjZ6VxJUb09OZS+U6eOXW88Dj7uNXdQcgzg85cxu6Wdsx1ibEpdFeeLMrVzQ31sqQuHe4znXGCF4MYDOI+05lB8mK+u2zSNT/v68fTmiCPkek7eFol8ihH9IptbSmePJCCWopt8gQyYO/HazmOGJDuvzx1B69Fuv8W0Xt8WFEjjTuxFSaBRFdPQJoRRv8sqEGvh1f/Fl6dhEU1/Ned8DdFSdfKwGQoB1GpkxclcTW2FE8egFptoKYmupdcdK60lmqq6kBTVtaZqoONGaRuC1v4u4BnMl0zHUp+PH0QhHDmZGklF+6WwVdmohOwaBonucRpr1CaSZqy0YmvhdExO44BC16flBrl9U3hGLAwmpQstRrqamxo1IaUmkZtoK4m+yCYZFwescYJXgzhSIDLI9knfwI0VrejVetTalq1nsbqjfn8zt/oiBO8GELLQc7f6FC4QhnN+0+gy0l9Nl2Onub9Gw9ycc70Yxs9zr3gHURE7gXvYBs9jnOmf+2L01Cil1/9Vqpni36Pg+qfvcKOK3uo/tkr9Hs2l343o5CAqVTPFk3mI0x+7Ufw3/3XN3WjpwE5gEny5elihC+a5hvbUkFFIgEYXfRY9DQjIvPiVMbymxrQE8Fk8pFnfEggIr9/UmBxLiWF99aEQzbZd+KWg/rXz5FfsBMQyC/YSf3r59h3oDEug5L8LmI8mnzsup2ao+2otanfJbVWT83Rdiau2XFdsOCfl67zz0/humBh4podY7H8Yo+xKFGfvGrnx9+p4E/fVPHj71QweTUxJgYUSGJyveJIAy+/9wEG8w4QBAzmHbz83gdxPx7AeK88WRzvTYwre1pOkJOb+h5zcvXsaUmMFx5nHzdtrYTuTYMoEro3zU1bKx5nIqlQVyK/iCRXn3P08ekre7m+J59PX9nLnEM+8TAsE/ayWr2osZ6XPvtPHPCO89Jn/0mW4AHMdsiTx9mOTtnztzXVY+45jXqXlHaq3lWKuee0oh/PZ+2ME7z4/QNBfFb5+2/hVwMxIiD6SCglY4QvRthiHT410uK3XpojCRrQ58Krs/D2X8OXPodcbRHqnNS5iDrHQM1+GzXVNtRp8xS12kBNdZTEVTXx2ms9mEy7AAGTaRevvdZDVdJid9W+JizfneR7769g+e7kmgvpW9jCFjLxbHbyVMS7b+oAYCDhxUtaGVcif4IAFbM5qJfTd0YnKl8woD2ZSZpM+eUKOvF1bKfgssZDU2JYigQYclmz6ubFwlU2k66ZjHm/PEFVqishFq7SN9LBnH+Gok2kawLMBuQndUr11RALV3lU6ZoA3eOdLKaR0MXlIN3jnevu5rXtaZP15LXt2XiQS7/HwbGbp+KdtzshN8duSul3DeaNSUDLdGamQ5lhLmW6pyvM5YkiB9QroPNldvBy1VEpZ7JqQAC1kFhIBxILTovSOUmL64DIgn8K9AIExZQuIIBJV8hHPRV4fbfJN5XjfSjfH/V6b7PvQCP7DmR+P1eLJrecmpTOkZE+XTxZQSScdl04wMhlK9WNH8h68qobpUWgyat2hnstLEevD8xOMdwrKQoqDjVhKC4j8CCzg2hII48VRxpSSF06gvflx4/keixcZbV0zVvdHfJSzO6OeDdvd9sJWU/e7rbUxaU5Rx9Tp1oRo+eF3dNMnZK6i0X1qf8+2tJSwncyu4za0kzi+Hl/H7NnOoi4Z1CXllF8sp1tDfLjcWRGniQq1UEietmGrCzflr+PUn0LvyLoRBZNoPOCUABCiISSKZ3sJRO+5O6eDl71w0o4xMKL7zLw4Key6ZqAYromSESvaoPzli8iJvquMtLRh39mFmNZMdXtjVQ2SomZE/ZrjFgv4789j7G8kGrbUSqblNMyt7CFGJ7NTl50MFJHIFdM68ZFV8ZVEFsaz9gXT/3CLgzhZdnjogALre+ibcgcfGpqbag1aatTaTrxteBV8M4p1eVwoKqJU5ZJzn5vhbpXbDj/ysp7PSpOX6zg+kR2HcEYCo3yBFWpvhoOVTbygzc/43967T9A3kP+w8/f4Ds/ruDq5PqeCaDYIL/yr1RfC0cqGvjRN4f5vZouyHvIH376r3hjcC+DMxvbI8gTlJ+cKNVXQ31ZPaf3naZUX4qAQKm+dFOhKwBnbnXJSivP3MrceytbtO9uQa9K3UtLr8qlfbfyXlrZwD7npOLTb0CV4dnPcBZA643KMaNji3o5lrZJimpALUSzDrTR89Wp9yG6PVJsrpUKUTL7JUEnaFAt+VJUAugF2aW8/Pxyxkbt9HxUwfffV9HzUUV8D6q1osnV6iWMeQ8xmXwY8x6iVkub6Prn5a/zz9+m8lAjNc3nMBbvlPa5K94ZD10BuNFnjRO8GJbDAW70SYqC/e+0k6NL667p9Ox/J1UpMHPFzuC3KnD8lorBb1UwcyV17NFvlx8/0utldQ0c+ckw9SMzHPnJcArBAwh55Mlict1c38CLpz9AVyp1FnWlOzJCVwDcXR1xgheDuBjE3ZWpWig9eQJBn/o5CHo9pSdTiePn/X14jrUSuSN1GiN3pvEca+XzfvnxTl0m33VUqgf6+vDs3Ys7Px/P3r0E+lYfR3PK5e+jVAcI2/vwV+zFp8rHX7H3ie3n9oWCGiJfgYdVENwGIQ2IfhAXkYhebGFcqbuXC0Q7ezlaP0WTf8S/jPhp/donWL45mULwqiqbsLw5yfcsK1jenEwheF9ETDgGufjKG/TseZWLr7zBhGMw9Xj/FS5W/w49O77JxerfYaL/SuJY31Vcrb34p2dBBP/0LK7WXib6rjJhv4bLcgH/1Lx0bGoel+UCE/Zrj/kdbuFZxLNJ8qKQ2xsPAXJU0WACGSmmkGsg79DXpRNkjgfywCX+VPb1qvY18Vp9D6Z8SWKgMxWhLtDz0z9/O2MzTyXkK3jnlOqr4fqEnUsui7SyH13hv+SyrIvoHa22oU2TVWjVBo5Wb0z+eXXSTu+whdmA9EyzgSl6hy3rJnrv7G+XlVi+s3/j2zwMzvRxdrQVT3AaERFPcJqzo60bInpmvfzkRKm+FurL6ml7qZWS4m3cVU/QNf2/4vCsX/oZgzsk7+dTqmeDRnMd5160slP3AgICO3UvcO5F66bSNe1zTixTNqbCmR3CZxGqZRCeA4xSRy8vALkqENIXmpakBSo56SbRH3kCGI2gSrs28WIiBVG5U4FpF9t021heSZOny5BBjcbAr1V+XXGz4fQI8hhMBeVMXLfjumTBH5Vy+hemcF2yMHHdjrFQ/rpYXaNZIi/vISajj7y8h2g0S/FzArPyBDEwJ9UrDjfy8rfPYXheIomG53fy8rfPpaRrzlyxM/qxheCDKRBFgg+mGP3YkkL09jTLk8U9zYlxxTNo52dvVHDlVRU/e6MCz2Dm2KUzy5PF9LpaHcSYdx+TyY0x7z5qdTDjmvBdecIoVy9qaGDXhx+g3SERR+2OHez68IMMP97smQ55+eUZebl7cbs8eSxuz5S0B/r68La2sjwtEcjl6Wm8ra2rEj2T7QSCIe3+Bj0mm7xkPmzvI2RpRZySXkOcmiZkad0iepuFCsmD9xwsfxlCVfDLX4fPflNLUJDInhgje8mEDzLJnhZplUozR+jG2wT+6n9+vO8lS0xc6efit16m57fKuPitl5m4kvl7dWLQwcU3XqHn1T1cfOMVJgZTrQ0TTicXv/ENeqqrufiNbzDhdKYedwziOnUWv9sDoojf7cF16myc6E30X8F1rBv/nQfS8TsPcB3rjhO9kY4+IsHUsTsSDDPS0ceI9TKRQNqxQJgR6+XNfjRb+DuAZ5rkKckxdUvSnsSpJwOGHPKtPXD1p2TE9wog6uDGfvCv4rGL6cS//tufsKwOsrg4B4jxzTzXInq1Cp662g146pwj8tJP5zr8dAcrm3irpodCozRZLDTu4q2annWna8bQd8NKeDnN47ccoO/G+jx+hysa+fbL53jesBMBgecNO/n2y+c2lK4ZQ++4vM+vd3z9Pr+WPSfITSOhuTl6WvZszOfn8PRz6uZx3CHJ4+cO3eHUzeMbJnqlOnk/n1I9WzSa6/jsaz/Be3iEz772k00RPACru5uAuLj2ic8IBBUIJlCLkBuUxiEhaSEp3r3TZBK/WAhCfMFcSL02neiZdEXkGcFogjwjBCOZceYAapWIyZSD0QgmUw5f/eq7TE38VDFEqqZOQbFQZ2NEQco54rRSfdSGWpt2ndZA9VEbk9fsDF+wEIj69QLzUwxfsDB5TRovDcXyBNFQlKir1UvkGR9iNEq+xFgHMYbx81aWQ2ndwFCA8fOJsafsSCP73juH3iyRRb15J/veOxcPXfEM2rl51kLIIxHFkGeKm2ctGURvd0s7qjTfnipXz+6WBFmcc9qZslkI35PuFb43xZTNwpwz9V7aEnnCKFf/3GHHe64Nne/nPPcVNbv+4N/Ibp8QccsTR6X6tsYGzOc+QL1TIo/qnTswn/tANnTF1yFPIH0dyuOooamB/J4PyNkl3T9n1w7yez5QDF0JWzsgzcNHICjVt7BxCMS9drGOnEYHu2bDRCpV+L8E4dIiaXAKoUz2YnvsqaJ/NoksL/wRvqvFhD3rV+4oYeKanYsnK+j5XRUXT1YwcS3z3hNX+7j4nb30vJnPxe/sZeJqYiEgtjWL/8EdiVw9uIPr4+MpRG9i0IHr7Cn8Hrd0jseN6+ypONGbcDpx2Wz4792Tjt+7h8tmSyF6I129RBZTE6IjiyFGunql42c+IRJMOx4MMXLmEwD8M/Iea//MHP7b8/LHFOpb2EIynk2SpwLyQIxF/6ZJLoUcJJ9eXvRnTIopLqPWgOibkpVxooKpCjBm4bFbbTPP1bCvqon613rIj67A66PdwH7X23x0sYLRdXThFhR8c0p1JRysbOLMm5N867VPIA/+5Odvc/LHFVzbgMxyNiD/2nMK9dVwuKKRP/nmZ7TVSPLPrk/f4FuDFVyZ2dgvkftB+QmOUn011JU1YN33AS/odyAg8IJ+B9Z9H2woXROg61YniytpHr+VIF23NhZMcHJ3m6y08uTujfv8APrmHOz99BXyr+9h76ev0De3uTCX2+HNhbY8dYjKnHRpkk3UCt27KHmLB68IkGuQvC8Z99Ul/hqXZka7+N6YT082sEUAlqXXZJnx8R/iU/Dq+by3qTrQxN//jXcxGXMw5oHJmMPf/413qTrQhF9ByulfuE3lwSZq3urBWCiNbcbCXdS81UPlwSZuXFaQY16OyjEbbeSkEcQcrYH9jdLi18xVO6O9FoKz0vsNzk4x2mthJimcJajQDUyue67Ymb54HHVgjOKK53jpX/9eyvYJt3qtrKQRxZVQgFu9qeO6ua6RF63n0L0gkUXdCzt50XouJV3T3W1FXEy9l7gYwN2deq/StnaENMIo5OopbUtVLXzusOM5ZSHilkhjxD2F55SFzx2Z46G6VJ44ytUD/XY81RX4v/s6eYb7lP0f/47dnw0rbp+wPCM/XsrVw312/Hsr8OWrWPnDNp774N9QujKDeXJ41VRN8bb8ayjVt5AlYgnj6R25XECzAnkQNs7heyHAclUtqIokb3A62dPK3MMI5M6xePst7l1PbPA9MWrn4kcV9Lyv4uJHFUyMJv6/Tly3c/F0BT3vqbh4uoKJ60nHVglyip8T3X/TPzstnTM7jau3NU70Rs53puy9CRAJBRk5n/i9OtLbRSS0mHbOIiO9krVhpLubyGLa8cVFRrq743/3370v+3HH6n63AomL1o1lxbLHjWVFGMsL5Y8p1LewhWQ8myQPyY8nRPXhKT4XjSqxwpQug9IIhM5aZGWaAIHopGxJ62dijY6cT8FDp1RPxr6qJr5rmaThtz4hog4SDEndQK9/CofLkjXRK1DwzSnVV8O1STsXhi3MR2WW84EpLgxb1k30ig3yr12kUF8LV2bsfDxq4UFwChGRB8EpPh61bIjobdfLT3yU6muhrqyBlpfew1ycj0d9k+7p38fp2Zic6G5I3sunVF8LDeZ6PnzxNDt0ks9vh66UD188veHQFZAIXuvUKabDbkREpsNuWqdObYrolWu/WKEtwgrk+RKSTTTSWJW3rNy9U6viVheEmMxcl3qeGjAIUsfOaMzBkKvNSpqpiydSJRCJBBD0ObLPb8ovZ2LUzt/84ockE8O/+cUPmRi1Y1SQcsbqGjXk5YHJJP3UxMZWBb9erF5xqImXm3swFO+S5JjFu3i5uYeKQ5KiYFzBszfelyBMeoVuYKzuuWLn5scWQlE5Z+jBFDc/tuBJknOG7ss/Z3p9btDO/R8eRxsYo+hLz/GV/+X3UggeQNgjf6/0elF9I7tOn0NbKhFGbelOdp0+lxG6MtslTxpnuzIXFotPtsvLL0+mEsdAvx3vMQvLd6TPZPnOFN5jFgL9yuNrTpn8eJleD/fZCbVaEKele4vTU4RaLYT71h67hXL511Cqb2EdSJdfaklsip7UmXu4PMTnX57j8y9D4Pk8EPMSUs70rl4S0RO2gSFviHu/OMLEqB2Xw4I/Kgv3e6dwOSxMjNpXlX4DjFy2KgY5xbDa/psA/ln535/Jdf99eQtDrO73yC9EJteNJdtlz4nVjaUKJC5ar25vRK3XphxT67VUtzdSbTuK2pB2zKCl2nZU9p5b2EIynkmSpy2Bv/fvYfsfQm510gEBtMtidGKSWhe1oBNFSFulja2QR3IkqSYChBbncA1YViV6JgUPnVJdDkMKcsuhLOWWddUK2ylswE93WUFmeXmdMsvG/Ta0abHK2hwDjfs35vE7P24llPZcoeUA58fX91wAzXvkfX7Nezbm83N6+rDdbOVeSPL43QtNY7vZuiGiV6KT9/Ip1bOCegmMD8Hkl36mydvWiw53F8E0aWVQXKTDvfEwF1tpCwYhd+0TnxEIAqiM0a0TtInQFSXZppEo+ZPr3EV/r6uJrlvF5JvCMks5D2W7dnkqMU6wTKYiVOmy9ChEltHpNOTlSb6/vDzQ6TTU1NoYUdgPdGTISrWClLO6zsbkdTvDlywEopO2wMIUw5csTF63Y1Dw6yXX1RpSnketSZyn2KWbS9RLv/Z18oxC4no15OgM7HlHGntunVfo0iXJOXXb5Z8zuT43aGfqrIVwVNIZ9kwxddbCXJqkU2uWv1d6/XOnHe8fH0fnH+O5Lz/HruO/l0HwACJ35T+D9HrAYSd47jh56gcYtgVRa5ZQ79iJ+cNzGemavjNWxGAacQwG8J3JHF/D/Xb81RUYfjlGXt5D1OrEIoOg12NqTx1Hwx1WSLs3wYBUXwNaWzukefgw6KX6FjaHdPllTCWQ1pkTYtsnqGG54CGf73iIfxuEQ1HfXvK1yUQvT5KsGwqGCMz+ruJYspr0G1YPcor/eY39N43F8r8/k+vG7fIWhljdaJZfiEyuV7c1o87VpRxX5+qobmuWjp98G7U+7bheR/XJtwGobDxEzblmjDuLpWCqncXUnGumsvEQlU0Hqel5C+OuQhDAuKuQmp63ttI1t5AVnkmSp1JLkx11EeS/A7k1xCVPgl6UT9RUgTZmFE5LshMFGH5ZkmrGEIkEGFlFellTk7YPTDQpwccUPRcrGMuiG+dVkFUq1dNxoLKJ12t6KIj66fTGIjT5ev70529z+scVXF9HF25eQU6pVFfCoYomml/uodiwS0o5zcshrA/Q99dWrm6g+zYblH99pfpqOFLWyHv7zrHNYII8Pxh96LatgGZj5Kf7VoesxLL71vp9I227T5CrSvP4qfS07d6Yx69/rp9jU8e5E5Y8fnfCdzg2dZz+uY2HucyE5Vc8lerZoKmojp5dVnZpX9jwPZ4mCLFUOpUUvJKbtlcepMk2iXbukhQFaqJqcwEMBtCq5QOmkuWbScF3AKhUUuiHzlSUfiUg+flycwVUqigxVUFuroBao+xJ9ntvo9FAfoFeIlIGMJqKqHm9h8oDTdxwWllOm7QtLwW44bSy/6iCHPNoVI55zc7oBQvBqDQrOD/F6AULM1FplmKXLurZ81y1M/tffohKEBPvRy9Q8U/fpeyw1A0MKRDF5Lr50NfJyxMw5knvT60Glc7A7ubEIpW714qYRhbFUAB3mqSztMWGkJv6noVcA6UtiXt97rTjsVmIRH17kXtTeGwWPndmjpXqEvnPILkecNjxnrKw7JY+R5UYQV+g4oU/+D3Z7ROW3fKfSXo93G8ndMyCeCd6X2GF3NwwavUSOTt3kn/uHIbG1PuLM/L3VqonQ9vUiK7nHMIuqbsp7NqJrucc2qatDa03A3FFJkkzvTOXTvp0SKTPCLwAixUwt0RqVy/Zp5fU0ft7Bx5y4B9lPoffe3tV6TewZpATsOb+m9XvnECdFrSk1umpfifxe7W6uQ21LjftnFyqmyVrQ3VLC+rctOO5uVS3JFKlK+uPUHP6PYylZomklZqpOf0elfWSbLWy4TA1H7Zg3PG8dHzH89R82EJlw+HEPRoP8eZnP8DitfPmZz+Ib58AUNl0kDcnz2BZ+WPenDyzRfC2kDWeSZKXDJUWTF+X9qHSIZ+oKflSkN1qASSZ5lRF5r39q0gvUzbzVCP5YaJpLz7/FAMuy5pEL19BVqlUl8OByiZOvTnJv3xNkn4GwpL0cyEwxaVhS9ZEr1BBTqlUXw2HKppoPGBDm2dgRZD2IpwNTtE7alk30SvWy7++Un1NaJYIaRairRX4PDLL2ZsWBjdgFveE5FcRleqrod7cwD8vO0qOMQhGHznGIP+87Cj15o15/M64OwmKqQQ0KAY549745sNlWvkVT6V61tBEIO+hFE35BYA6LEk24wRPg0T6ctYIXdElde1IkC9VmnQTUtM38/JAJ0MEI5EAgg7Zjp1OgJU0uefKSpgRl1XRk2zUFzLssBAOzknDaJRIaqIdt4DCpC2wcJuKg01U1rxLnimHPCPkmXKorHmXioNROaaCZ288Ks3ao+DZ2xP17N3qs7KSdr2AiPfTRFKyToEoxupzV+wsXEkjirkCZd94F/ORRBBVWEHSmVz/fNCO94dWjJoAxm05qDWgfWEXu6w9FNUl7jWr4NubTfPtBZx29Co/eUYwRLuUIJHG4rYEafQpSDp9MpJOgJxS+c8kvR4+k9mVExAxfMmM+bPPMggegFAmf2+lejq0TY0YJz/DtOLFOPnZFsF7BFjJhVARrCwlJWmGke/ugayUUzCBtgJ82yAcu4ec7DMqPa888P+3d+7BcRV3vv/85q3RSLIl2bKFLSnONU9jszGPcGOCCd4sZiFQ3C2HWIDz4Cok5LHhQi6UqCLsooUQFqqy8WbX5U3FgALrZUkcE3w3a4ITnE2w4yU2EEycgOSHjGzJsSxppHn2/aPPzJyZOUcPW0JjuT9VU5rp033md87M/NTf/v26GxrPzbcjUtUwaur3SAs5Zbhk1QP4AgUizrb/5sLlN3HFlx4lMksv+BOZdRZXfOlRFi7P/V9duOJ6rrj7ISJ19bpOXT1X3P0QC1foqQ0LV67kitZWInPm6ONz5nBFaysLV+YvOrbw+hWsfvlZWvb+jNUvP5sVeNnjNy1n9c5/oeXQJlbv/Jc8gWcwTBanvcgD8M6EgMt2CgRd9pnKOKVgmL0XFYx2Z1ZBqFD84AdN7HMRa+ed10xLSwcVsxpxmvfyyihpl1cXpltaPbc+6eSJTU3sGUckbsvuVhIFaY2JVJQtY0y3vLEwzdKaBHTM08l9W5t4dZzibONel1U2x5lmedu5bQS9YdvKFEC5cEn9teM6T4b177QSSxekf6ajrH9n/OmfdUHnUUS38pHY3LuRHx5/ipQkQSAlSX54/Ck2957cHL+uuPNcBLfysfBA/V26Q18+CJEBKB/E79flJ0v7ic20dN9PZ3J6bIosSm96nknZ9Ck9Hy+SKfc5L7qSidwFy4tTN30C5UGy0aWgL3/1TY8HPA6rbwIkY72OEbuYy0qcA/37WXC+Fc2ypT36/GGC4Bype0n/dsIunbbwjAYO7mrn8GsbEGuen5Di8GsbOGjNvxlySc3KlM9b1kzTx9YQsVYJjVR4afrYGuYtGyVKZ0vnrHNI5/QEwyyw0jm7niyO0AmKwf/O31In4JLSmSk/sbWd7sdaSHbrxW1EpQhXhWn867Y8gQeQdJm3Zy+Pbmmnr60F1deb/QyDIQjU1lD30Doqr8+dM+WS0llYHt/czsBVTYRPdFIekaxoBJCyMBX35afXK5eIn1s5QOCBNijL76RTFtblhqnBA8kZEP0gDJ4NsTpIY+2VVxjdA+dUTmtVTpkHw4shHrQJPYfOlnhgSS4opdO7r24bMfUbGHEhpwyj7b8JWuit/t4OWn58kNXf25En8LJ1VlzP6mdfpuVne1n97MtZgZc9vnIlq194gZadO1n9wgtFAs9gKFWmhchDWStqOqy06c3sUeWQwqk88Ls7owzdA+VnW8PRBXlPAwOdvPJKi6vQA+h3Sa90K8+weGEz11+xjqqIFQ0M5aKBfdFONu9oGbPQO+6SVulWXshlTc3ccuk6qq00S4I5W44NdfL0npZxCT23dMrecaZZLp/XzNVNawr2NVS81LOBbScRfTsSc35/t/KRuHPBA3rekJX6SfkAPr8uHy+Pdz3IcEHkbVgN8XjXyS0ZXh9wnovgVj4m/AkkFM9GQfEo/fok010BWnsen15bKKA7Nb6E1sIhD3jKrE5RobATKA9pYZcRf06pm4WCzh90nsPnCxbMafNBmXgdI3ZuC69EgtXs37sBjyc/7fH8i9cQH3JesjtqpXc2XHgt4XKhvFynmfp84PWHWbKyjb0uqZx7rfk34arqItsByqzUrO5X2+nZmS8Se3ZuoNtK53SN0lnpnL3b2znukM457y/WUGelc8ZdhGJhebVDSqcEw9RbKZ09LumcPQXpnNGt7YQrPEXROQCfbd5ev0O0TwTKZkayAi+1T04eAAAgAElEQVS+pZ2B65qIRFTe/cvgtaV0xje3E7u/BdWlRahHFKEynarrPauRqm+tI3xTvhgVl4ifWzlAYFUzwX9Yh8zXi+nI/EaC/7COwKrpvSl2yeMju41CcgZEz4bB82G4DtJJS7DZt08oTOW0tZcAxBshYRd6DoQrAYRIVSNXXL+OhYubWbi0mSv+ah2RGZaIm9GYTf3OsPCyZlY/3EHLP6dZ/XBHnsDL1lm2itXffpOW9j5Wf/vNPIF3qnRs3MamCz7HM1U3sOmCz9GxcVvuWPt2NjV9hWc8q9nU9BU62rdP2PsaDBPFKYk8EakWkf8UkX3W35kOdS4SkV+JyJsiskdEPmk79n0ReVdEfms9Lhq3EQq9xK/TSpvikKZp60DFauHIckj6eqn6qDBjUU3RSJSvEYLXRtlZdwubBproiBcLiwp7eqUt4iQRD2+NItIWL2zma6s7qKpppHDjv0QqyktjjMTNCBfYYG0hIeUedo1RnF3W1MzDN3RQPbPYlngqyo/GEYXLS6csuCfbxynOdva9WGRPLB3lyZOIvs0OOndK3MpHxJdAymL5oqcsdlILnByOO6d4upWPxn3191pRt5wA9ft1+cnyYM8jxMkXDHHiPNhz8img+5MnP59vNKbCP4lAudIpmZ5yLe7w6DnB2Xl2IR2Ny1tN0y7sLPEXiUDIIbLnL4js+Xy2MSIPNJ0FN66Az/wVfOL6FI2NxXa6LbwSFEgli6NZ3Z0vEq5qwOfTgsQuTMJVDRzc087hN/JFVDAkLPzwGpqWNjPkkso5dHw/3bva8Ul/QbQRAiE/51qpWe/8qDgdMx2P8o6Vzll3sUOULhBmgZXO2bWxFeWQzjloS+cMzXAWmgGbgDyxrZ2oQ0pn3XVrqLFSOpMu6Zz28ujWdvoea8GjUnnROZ/PSsG0zdtLuUT7MuXxLe3E2lpQ73Vm02hDofyUzgpbSmf88VYoFI0owgsaqdvZUSTwAAL3uUTl7hs5KhdY1UzkzQ4q+tJE3uwwAs9iSvtOQfK3UbAEW8qK8GWje8O2lE7IF3v2xVY8ui+V8NrqFuDxNNLyjTSrv9bBwsXNdGxvZ9NXmvjN399K+RH4+I1Psfr+DhYubaZj20Y2ffYCnvlEFZs+ewEd23LZLB1bn2fTzZfyzMfmsenmS+nYmptj3rFlM5uuu4pnLjmXTdddRceW/FWfOzZvYdNV1/HMuZew6arr6Nic2+eu4/mtbLrkZp4562NsuuRmOp7fSsfGbez48lqiB/QG5tEDR9nx5bV0bNxGR/t2drSsJ9rZAwqinT3saFlvhJ6h5HBI8BkX9wIvKaUeEZF7rdf/t6BOFLhNKbVPROqBXSLyH0qp49bxe5RSz43rXZXtEQPiOk88+zoJiDVPJbOfi/1YEFIeeMc24KM8cao/EuF45zEyuQq+D0Do4lwnK6o62RFrAaApkPtndcUlbfz0lRaSRPEtgOB5IGWghlK89PvPAHBe08j/3PrsETcf2X1o+lQnew62s3jeyO1XLmnjuR0tJCSaJ1QVKZ7bo21eOso5Mhxziba5lTux6tw21u9pIS7R3D8UIE2K9W9re5bVjc2eHpcom1v5SNy+oI3H3m4h5rHdJyV8uGb86Z9ru1pJqHzRk1Bx1na1srJmfJ2ZuYF5dMUP6AldwbgWtUqoSp3kfDd/Ui/rmMm7EaVf+5Mndz7goEtKpVv5WGjwzaWTTp1v7U2f9HlceN/9kwcddQN0dM0LgYQVyfOhfVUS/ZsY1tsrBNHiRoUgOaw/IrGdI1OXZC6yJwL1s+HcBVAWhKFh2PuW7nddujjXwS8vh0svhWAQDh2CWAzOmg0XneehLJRgaAj27oWuLi1W4oO9+HwQCFo2Kb2aXrR/P+cuuoMDr383a5uIFibzz7+WvS8VR+oERe87WkSFK6qRVG/2nLE4JJNQNqOBd7a0olL5vyMRKK+qZJ41cp860Ul5ec6mWEy3jx3bT++r7RzfqYVXpm2oTKj+yBrqlo0SpbPSOU9sb8dPf3bYU0QLpVjKT/1tOSHT45LSGbOldAZmVuMbzl1r3LpWny3Ns98h2icCgbCXynvWUbmymfjWduLrW4lEFCqdu+YMXivaF1/rINpEf+ZqdiMVd7URtqV0KpeUTrdygIAl/OIPt6K69iP1DQTua8uWG8bN1PSdgMxenkBOsNnSMZMVkJyXKwtEwT9sjbOK7VEwIB6LAEk9CGVf4TwZh7dfHGDO2e00XaYF3o71Ldk5uNGeTnasb7Eq+9nxnS+Tsva2ix49wI7vfNk65mPHY1/PHes+xI7Hvq6PJfzsaLuflLWfXfS9Lna03Q9A08rr6di8hR33t+WOd73Hjvvbcm3veYyUtVl59FA3O+55DI9UZssypIZi7H7wKRgsJxXN91mpaJzdrRtpal6GwVAqnGq65g3ABuv5BqBo4w6l1O+VUvus513AEWDWKb1rGhgABoEEEAdfE0XzXKRwvzzrmPLA27fDkYLf4pDaT8SKyvnm6+0ZCkfRU0TZHc+PIJ23sJmPX7EO/wIhtAQ8YWtEOgz+RQleee+rI17OW/F2Kq72EPlLKL9av7fd7s17WtjjEI3bE2/niYEmvtHv4Re1rXx42Rok6C1KmUikomwZRxSu2iUK54l4eHWMUbhl85q5ffE6PKFie+LpKBvHEYWrDbpHBbf1ji8quKKumWvmFad//r/jG9g6znN1x507RW7lI3FXvZX6GcqPDA76e9h8YvxpqQ/3PEiiIOqWIM7DPSeX/gkwz1evRWh4QK8sEh4AX1yXnyTXVn0EgrFsavAEMyX+KRtIV1bEzm+bhxe0InUCkZCO1HmsRVM8AmUhHaGzL6iSqWtfYKV+Niw+R0cFRfRq80uWwNJFxal6Ph8sWqQjPAsa4NIlEC5L63ZhWLwY6ut1Guf8RrhyOVx1FVx+OcyZo4VcuKKa3s4Xi7anEYHezhcZ6tuPz1ecLjrUt5/uPe34PAWRuiAEgn7OXdlG7LjVNpwfnUxGdXpo7652QmWF8wp1nWB1A10/conSvTWGKJ2VztmzsVX3RguuLTyjkhornTO6vZ1AtNMxvTJpicjotnYC6fxrDQbBF/JTe3sb8W3tDHy2ibKBzux12vGQzgq82GMtqO4RonNWtE+5RPo8XqHu5Y48gQcgLqt0upVnCNzUTGRnBxWH0kR2dhiBd2pMTd8Jijc2L0zHLEjLjDdAbK4tlbMwjdNGzAdDQGIoglIQPQZ7/g3e3d7Ljqdb6Hi1nd0ue17u3tjK7icfzIq47LHYELuffJDd6x9xPrb+EXavfTwr4LLHhofZvVZv77P78bXOxx9fy+6H1zuKucSA8wbm0YM9RPe7HNvvPNfZYJgqTlXk1SmlMvlW7wEj7mwsIpeiY1R/tBW3WakIT4hI0KVpPhknkwZiIAkILsVSdnpuSsjaqyVvHp7lwGLVxQIPoEwauOSSNoLz/YQWWWlUDgymO9lXILp8Z0HwIlUkCsUH6QW9rNvaxFsFbd6KtvOdnlpeHL4Fyqy0nTIInQs+296aiVSUlwpE2p54O5tjLfSpTkDRpzp5o2ID3jrbCoU2QXTc08kum0DbFW/noYEm7u738NBAE7tsaag3nmstwmKfnyiQlhRPv93CD3q+yH0DTXy+38N9A0286pDCClropSVdZAvl0JPqdL65Dty2oI2gx9me73S2jFvo/XrwRfCrPHti3ijru8aX/lkXsDpFBddWEaoe13kArq9ZRSQcLBboxHm8Z/xpqV1JK82zQJQd4p1xnyvDX1R9NCfILBFKMKbLT5IXkz91nccxAbzv/inTR/KgR7QjHi3QIuUQ8Vmra3qLj2cEXJklDLLz70JaBNZVw/9cDFd9BD78YVi0UEcJ7Xi9EPAXmQTo7WPmzYPzFxS38/ngvPO0cFx0DpSV5SJZ55wDdXVaqFSVd3L55XDllTkBCDDUv59wRTX19VowLl2aE47himreeakVr8TzRJbfD+WVlcxb2kxZRTWhIEUisKxC/47ee+GrRMIqfw6c6HTQBTe2kbaifIUCLm4t2nLiVR2lKxSJ/pCfeiudk+OdRWmoAOlBLTSj29vpW9+SL95sostX20B8ezuJdWuIhOJ5duj5c5WEfBD7TgvqaGfeddqFnteK9sXXtxbt6ZqJznnnNFLVuo6wtYiLuOzH51YeuKsNCrZ2IBTW5Yb3i6npO6VzaZh5GVGQ88MOUb5kNUQvsIk9W5JIIYN98NNHh/jJPfCzv4Ou13R5Kh5l949aibpE1aO9+4m67HsX7TlI9Ihzxkj0SBfRbue0/0x59LDzhubRw91Eu444X4jLwGN4Xi3hBufNzcMNzlvWGAxTxajpmiKyFXDaxCqv56mUUiLiOhwvInOBp4A1SqlMXtZ9aAcXANah0xX+xqV9C9ACML8eHcWDbBqmBHSaJG+BP2CNnGeWBxay6U5K4J1rKRqJUimoiV3LwoXNvFZ2BylPwnW0SsXgFSsFkkr4r2NfJebv1aLSyfYQ9Hs6eXHfLfys46uc07iKvamNxPy9WhgUjo57IbgAkkfIrqneJ5088asmrl7QBhXww8QaVMGS8wmihD7oZeBIypbXlTvHMwdu4bljn4caSIQGs+97XHXynJWGujTQzGVWWuf3963RWyBk1nUXiEei/Nz/3ayDP6Y6edpqe1mgeGS3NtigBZ0tZRMBZkHLiVoG5Bi10sCqQBvLHNoDLLfSOp84YLNnhr73MW+Ux1O3QRyWu7QvpDvtYE8IuofHLjwB7qxv48FDnyFZnrClfsJA/DhbTrSzsnJ8I9196d68VN3M9/dwcvyRwXrfPA7xRy3KstepkGCM56Pt3BQe/yj8fyS3gD8/nZRYQJfz2LjPB7A/1ZVLUT2JLRRKwT/ZfVPV/LzMJ/1c9DpGEgJlbYcgSb3yZggI+6EiBF6BVApSw1AV0mIskYThAZhTpReRAkuguFyJ29oHSmmRFwo4twuF4LwFWija8XphwQLoeLuXs5u0MAEtNs4+Wz/vG2xgbvgwZ9XnH29sBK9/mOOdvcyaBbNmWRG6JBw9CkeP6lHvWTX9zKzS75VKQW8v9B3XIurEnnZ86d7sgJuIFkbDQDKpKPNBpAKCgVwqp98PAwPgqdQi59i/f5VwKJ6XfppMWlG6Zc0MbPwiNbX5qaCS+Z8xo4H4q+0knlpDeSCF8ufSJkV0WmvKG6b28muJrW/BQwokJ5KHh3VdNXCM+JMuwi1gnS8YpsJavEW5zOvzeIW6FzryygJ3thFra8lP2QyFCdzpLNoCmcVaHm9FHd6PzG0gcFdbttwwMZSCb7LaZ/3TnFoYWAK+QQj2ggyjt0UIkXMehWmZkBN7lfrhi0JgQA+k26P76SHh2N/OZvZPwwxXDxE8NAvPkB/lTUMsgAyVUVExj4EPdqKCcSTpRflSxGv7CYTmIB1+iKlsWbJyGF9vBcH36mDYg/Ilidf2Q9JPoKsWifsgpFCNHuK9/QS6ZiFxHyqQJF5/lMAFulMWnltHtOu9onsTnlsHFRGih4pFYGBmFamUPy/K5y0LsuSBWyHhY0fL+ryUTW84wJI2s82HobQQ5TZTdiyNRd4GliulDluOaJtS6hyHepXANuDv3HLIRWQ5cLdS6rrR3vdDi0T9/N/Jn2eXBtUPdIH0oNM5k7Y6cWAQ4mXwX18nT7ioNMQ6INkPVKATIgp7ahYqBcP2umXo4XmP7W8B6RgMvkHeJOdsXQeRB7qzMfBLioQaEaDSem/H3hzEtodJhKL6/PZrKLfaRZztnCGN3B/pyL7+/DZPrieasaERcFiYr1oaedjWNsP27nb+cf+telSs8Bps9gcIc3twnavQA/jELg/Kp2AmWuTZ2nuUj6+Fvj8moXf1276cWCwnd31paA0/zYoxikWAK96NMBQYzG0Ea/2TDA2Ws71+YMznAbiso5bjZb05e6xFhWYM1fBqk3N6iBvPn9jIl098ChVI59lFDM5Sjeys6xjX+QAqj5RBaDj/e6eA4RAnZg+5NRuR2p5z6A0c1ue8chD136kJi+tNhX+q/5Colp/nft4OYy2IAq/1s/KLtTiUddU+9Ebp9o5TubLN87MI45yG4U3raKC9vVJabCQSUJ4uFnKgxZUnmt/O3j75J7L74dlJJKA39gVqE98tSj0ELYh6O4U5dSorAAHSaXivW5h7wR3Q8d28rAmVhiNHoe+4MLOqgWCyk0hFToQN9EN/PyQCjdRID+WBwTyBlkjoOYozb3qa4Hu/JLXru3lzARMJiA1DMik0tTzF8DO3IrawROZ+xRNC5bI7kJ0bwJZeljmeTOqvf0XL03ieb0X1FA8SpdMwOAjeWY2Ee/Y7rkyhFAxFGqm4vY2wtXjLwM1NqO7i80ldI5FnO4rK41vaia9tRXXvR+oaCNzZRmClEW0ThYjsUkpdPIHnm5K+0/n/Q9RTT5DXZ/ElINiNnt5irQRMCP1/OtNXcOmneNPg6/bgq0uTfM9LzxMz6f+xjsArBRILQtIaWVLAsH6tPGmGG7pJ1vRbhxSSKIfhnCNQkiYRjuM/UoOkbeUoGA4iyVzwUnxe0gNeJJErU5408//P1fzZo18rmpMH4A2FuPSh1qI5eaDF3KXfuhuSPnY/+BTRgz2E59Wy5IFbaVq1HNCra+5u3Uh0fy/hhhqWtK0y8/EMU8JI/ulUF175MbAGeMT6u8nhzQPAD4EnC52UiMy1nJygc9LfGMubqsycvGwBOponaBGT+a1mhF4ASEDKB3+4xjqW1A+lIHZYL3hAGdq5ZUaykujRXJsYHO6E5ICtrn20K4ajKIwdItfbK2wzQrSwaH8aPzlx59KuytPIRxe38cy+W3RB4bLH4twO4LgqWCo82MAxX2d+e5cU1mPKeeR5WV0z/3jwFudrsBEnysZ464girzbQwFF/Z5FABEhLknWxr45J5OUJvDLbubzwzdhnAcYs9Ib8g7lVxmyRweHIIFvi7awch2CMlQ/nT2YXbV/MM/4tBm6qXMWXhj/pGLE8NM6IZQZvMEmRBBNdftIE46PXOXned//kwQukiqa5OEb2KHIX2UVY8u0ofp84ECwQg0rBoJVGFQrlR6aSyZzIKQsVt4vFIegiANPp4rljGXw+UPufxOsyUygQgNmz8gUe6Ijf7FmKdMc/ZyOU2ev1QG0tDCkt8Coqc/aKQEWldn/lF1yL93f5C8GEQrlrqiiD4df+KfvemShg5jiVDcS3tOYJvEy9YFBHCj1vvVg83y97HHy1jVQub6Z/3a2O1y9iRehuayP9ZCvqaPFvzzO7kbrvdeTft9vbiD3Wkh/5C4YJ3O4SnVvZbETd6cWU9J1yJ8j9TdZAshYIg2/AFuHzURzlKyB2RDhwcwQGI7ognaskgl5QKyPyBO3vkwEk7SHYVZsVeYKAdwj9T9mqrjz4B8ryBF62biABNpGnkikkkNZ7OWTqpT30bnwDHoWm6/W+drsfX0v0cDfhuXUsuevObDnA7ofXE+06Qrh+Nkvuu52mm1YAZEVdIU3Ny4yoM5Q8pzon7xHgz0VkH7DCeo2IXCwi6606q4CPAp92WO63XUReB14HaoGHxvSuaeuRmZdnpWJmHVFGTGV+76J9z9sfhyNn57dVUUu0ZXpjgu5BZf7vJ4FBHSUc3qdHtPPqUlB3OHd+lbJE4UhtHHLbPSqA52BNUapEngBwaOcnzNWBNpbOa2ZGqDF77XnnoLhdhhmSP4fjxgVt+e2D7m2rxXn+B0BtoDH3/plURAd6XYRihtvqLXtcvrX9amyTnut8jdqOwh42kCTO+oKFdUak8HOxla8dz3lARwQdzjMUGHSsPxpeh0V4tChz3iNtNFIu6ZRu5WPhGM57r00Q77t/qpIG/ISLprnYvyL2n4DDx1OE008uCQwrLcCU9TdmRZcGEjpdcWBAR5GyAs+Kcg3H8tsNW+WxWHGgKdPOLeFDKQgHB92Pe2schSNoQenJzNktwOOB+qvbshE8OyJQUQH+g84LwQSDWijGX3IRcFZqZ+2NbSiXrR1EwFvdiHLZpF0EJBCmwprTJy779CnxUvWldYSXNxO4rQ2CBXPhgmFdXkBgRTPBu9chdY0ggtQ1Erx7HYEVRshNE6am75RB2f7anFWyEgYv1CmdAx+E4Qik4+RvpWCRHob+9QHytjcqzDod4bXECxcwKHYihb/fkeo6lQ3ZFkhpun4lN7z8Ap/au5MbXn4hT+A13bSCG3Y+y6cO/Ywbdj6bFXgGw+nOKaVrThU1M0Q11Dl0iOzCL5X7q4DhMPQOQZVtNxqFFmIqTS4FMSMgxPawzpnKbH/mVLdQeChUOpY96thm8E9QXmN7HyCdItnXxYHBXo7VLeBCj49AXltPrm5hVK7vAO9Ge3WvuayK6orZNIoXT9Y+D/nXZR/NT5PuP0jnUC8eIOsZa85miXjx4bGuwaEtCgYO8O5wr3OPPTiD6vKz+ED2Pnhw+PAgnSB+/A1eLyiutdtTeS5LJITPrTfc91t2Odlgxz+T6uB8PuBmBwoG3M+TZ0/ZBSwRv7s90THYkyF4EUtdU3BHPk+eTRn8I5wvMQ67MngWcSF+imd1JYin8z83R3scWeTJnbMzjepVLkMApwcicjRcQ39lPfN9PnyZn7td59i/dpnjfT1QVev80xDILV+eQVnpUE7uO221kVw0L/OQNEVRNdBiT1Ru8ROA3j9B9YyCY/kmkE4D1vw0cTh+oJt359fyAbc00IytRceA377LrosaWJo53jMAtZHc8ZHaJhIk/R58rseTJN88yu5FtVzo9xZ/p5WC/Sd4tz7MWX6Pw3Hg98fpiSbpBKgJUj0vTKNHcv8J0or0wSidvbGcX6wJUD03yFk+D4FkmvjhGId64xM60jH23977w3Sxp1EpdeorW04xMypE1deR67PY+waegnIbf+qBmTOstUh8QBJSR4V0v1iOwObh7JG3wmP246JIl8UL6uY7JwVIYXugL5WkquhnKUXtk6h4BycK+xSTxXT5rk8WpWYPlJ5NE+6fTkuRd7KIyG8mMq/+VCk1e6D0bDL2jE6p2VRq9pwOlOI9KzWbjD2jU2o2GXumB6V230rNHig9m4w9o1NqNk2GPaearmkwGAwGg8FgMBgMhhLCiDyDwWAwGAwGg8FgmEacaSJv3VQbUECp2QOlZ5OxZ3RKzaZSs+d0oBTvWanZZOwZnVKzydgzPSi1+1Zq9kDp2WTsGZ1Ss2nC7Tmj5uQZDAaDwWAwGAwGw3TnTIvkGQwGg8FgMBgMBsO0ZlqLPBGpFpH/FJF91t+ZDnUuEpFficibIrJHRD45CXZcIyJvi8gfROReh+NBEflX6/irItI00TaM0567ROR31v14SUQaJ9Oesdhkq/e/RESJyKSuiDQWe0RklXWf3hSRH0ylPSLSICIvi8hr1ud27STb8z0ROSIijpvwiubblr17RORDk2nP6Uap+CbrfYx/OgV7bPXOSN80FpuMfzq9KBX/ZHzTqdtkq3dG+qcz3jcppabtA3gUuNd6fi/wTYc6ZwMLref1wGFgxgTa4AX+CCxA74O8Gzi/oM4XgX+ynt8M/Osk3pOx2HMVELaef2Ey7RmrTVa9CuAXwK+Bi6f4Hi0EXgNmWq9nT7E964AvWM/PBzom+TP7KPAh4A2X49cCW9A7Ln0YeHUy7TndHqXgm8bx3Tpj/ZPxTRNmk/FPp9GjFPyT8U0TY5NV74z0T8Y3qekdyQNuADZYzzcANxZWUEr9Xim1z3reBRwBJnLT00uBPyil3lFKxYFnLbvc7HwOuFrEafvg98cepdTLSqmo9fLXwLxJsmXMNln8LfBNYLgE7PnfwFql1J8AlFJHptgeBVRaz6uArkm0B6XUL2DETZxvAJ5Uml8DM0Rk7mTadJpRCr4JjH86ZXsszlTfNFabjH86vSgF/2R80wTYZHGm+qcz3jdNd5FXp5Q6bD1/D6gbqbKIXIpW+3+cQBvOAg7YXh+0yhzrKKWSQB9QM4E2jNceO59DjypMJqPaZIWs5yulfjLJtozJHvQo5tki8ksR+bWIXDPF9nwDuEVEDgIvAl+eRHvGwni/Z2capeCbwPinU7bnDPdNY7XpGxj/dDpRCv7J+KbRMf7p1O35BtPYN/lO2ZwpRkS2AnMcDrXaXyillIi4LiVqKeWngDVKqfTEWnl6IiK3ABcDV06xHR7gceDTU2lHAT502sFy9GjdL0TkQqXU8Smy51PA95VSfy8ilwNPicgi812eOoxvmlxKwT8Z3zRmjH8qMYx/mjxKwTdZdhj/NDrT2jed9iJPKbXC7ZiIdIvIXKXUYcsROYaFRaQS+AnQaoVHJ5JDwHzb63lWmVOdgyLiQ4eMeyfYjvHYg4isQDv7K5VSsUmyZaw2VQCLgG1WJsYc4Mci8gml1G+mwB7QoyuvKqUSwLsi8nu049o5RfZ8DrgGQCn1KxEJAbW4fOffB8b0PZvOnAa+CYx/OlV7znTfNFabjH8qMU4D/2R806nbdKb7J+Ob1ClM6Cv1B/At8icPP+pQJwC8BPz1JNngA94BPkBu4ucFBXXuJH/y8MZJvCdjsefP0GkXC9+nz2lUmwrqb2NyJw+P5R5dA2ywnteiw+s1U2jPFuDT1vPz0HnlMsmfWxPuk4f/kvzJwzvej+/S6fIoBd80ju/WGeufjG+aMJuMfzqNHqXgn4xvmhibCuqfUf7J+CY17UVejeWE9gFbgWqr/GJgvfX8FiAB/Nb2uGiC7bgW+L3142+1yv4G+IT1PAT8G/AHYAewYJLvy2j2bAW6bffjx+/DZzWiTQV1J9VRjfEeCToN4nfA68DNU2zP+cAvLSf2W+Djk2zPM+jV1BLokbnPAXcAd9juz1rL3tcn+/M63R6l4pvG+N06o/2T8U0TYpPxT6fRo1T8k/FNp25TQd0zzj+d6b5JrJMaDAaDwWAwGAwGg2EaMN1X1zQYDAaDwWAwGAyGM0bJoX0AAABtSURBVAoj8gwGg8FgMBgMBoNhGmFEnsFgMBgMBoPBYDBMI4zIMxgMBoPBYDAYDIZphBF5BoPBYDAYDAaDwTCNMCLPYDAYDAaDwWAwGKYRRuQZDAaDwWAwGAwGwzTCiDyDwWAwGAwGg8FgmEb8f3f803kcNflGAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compare_plots([encoder_normal_hard, encoder_rich1_hard, encoder_rich2_hard],\n",
" [\"normal\", \"rich1\", \"rich2\"], [0, 0])"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compare_plots([encoder_normal_hard, encoder_rich1_hard, encoder_rich2_hard],\n",
" [\"normal\", \"rich1\", \"rich2\"], [-1., -1.])"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compare_plots([encoder_normal_hard, encoder_rich1_hard, encoder_rich2_hard],\n",
" [\"normal\", \"rich1\", \"rich2\"], [0.1, 0.1])"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compare_plots([encoder_normal_hard, encoder_rich1_transfer],\n",
" [\"normal\", \"rich1\"], [0.1, 0.1])"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compare_plots([encoder_normal_hard, encoder_rich1_transfer],\n",
" [\"normal\", \"rich1\"], [0.9, 0.7])"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compare_plots([encoder_normal_hard, encoder_rich1_hard_transfer],\n",
" [\"normal\", \"rich1\"], [0.1, 0.1])"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compare_plots([encoder_normal_hard, encoder_rich1_hard_transfer],\n",
" [\"normal\", \"rich1\"], [-0.5, -0.5])"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compare_plots([encoder_normal_easy, encoder_rich1_easy_transfer],\n",
" [\"normal\", \"rich1\"], [1,1])"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.arange(-1,1,0.1)\n",
"y = np.arange(-1,1,0.1)\n",
"for i in x:\n",
" for j in y:\n",
" plt.scatter(i, j, color=my_color(i,j))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---build encoder---\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/kernel:0' shape=(5, 32) dtype=float32_ref>\n",
"<tf.Variable 'encoding/main_graph_0/hidden_0/bias:0' shape=(32,) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/kernel:0' shape=(32, 2) dtype=float32_ref>\n",
"<tf.Variable 'encoding/latent/bias:0' shape=(2,) dtype=float32_ref>\n",
"INFO:tensorflow:Restoring parameters from ./transfer_results_old/transfer_rich2_from-rich1_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results_old/transfer_rich2_from-rich1_s0/Simple\n"
]
}
],
"source": [
"encoder_rich2_easy_transfer = Encoder(\"./transfer_results_old/transfer_rich2_from-rich1_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compare_plots([encoder_rich1_easy, encoder_rich2_easy_transfer],\n",
" [\"rich1\", \"rich2\"], [1,1])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "mlagents-env",
"language": "python",
"name": "mlagents-env"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}