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": 2,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.manifold import TSNE"
]
},
{
"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": 4,
"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, extra_size=10):\n",
" \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",
" elif obs_type == \"long\":\n",
" obs = []\n",
" obs.append(i)\n",
" obs.append(j)\n",
" for _ in range(extra_size):\n",
" obs.append(1.0)\n",
" return obs\n",
" elif obs_type == \"longpre\":\n",
" obs = []\n",
" for _ in range(extra_size):\n",
" obs.append(1.0)\n",
" obs.append(i)\n",
" obs.append(j)\n",
" return obs\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": 15,
"metadata": {},
"outputs": [],
"source": [
"def tsne_plot(encoder, obs_type, goal, axs):\n",
" x = np.arange(-1,1,0.1)\n",
" y = np.arange(-1,1,0.1)\n",
" feature_list = []\n",
" color_list = []\n",
" for i in x:\n",
" for j in y:\n",
" feature = encoder.get_single_feature(goal + list(build_obs(i,j,obs_type)))\n",
" feature_list.append(feature)\n",
" color_list.append(my_color(i,j))\n",
" feature_list = np.array(feature_list)\n",
" tsne = TSNE()\n",
" embedded = tsne.fit_transform(feature_list)\n",
" for n in range(len(embedded)):\n",
" axs.scatter(embedded[n][0], embedded[n][1], color=color_list[n])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO:tensorflow:Restoring parameters from ./transfer_results/model_normal_s0/Simple/encoding.ckpt\n",
"INFO:tensorflow:Restoring parameters from ./transfer_results/normal_transfer_to_long_reuse_trainmod_s0/Simple/encoding.ckpt\n",
"INFO:tensorflow:Restoring parameters from ./transfer_results/normal_transfer_to_longpre_reuse_trainmod_s0/Simple/encoding.ckpt\n"
]
}
],
"source": [
"normal_encoder = Encoder(\"./transfer_results/model_normal_s0/Simple\", h_size = 64, feature_size = 32,\n",
" num_layers = 2, input_size = 4)\n",
"long_transfer_encoder = Encoder(\"./transfer_results/normal_transfer_to_long_reuse_trainmod_s0/Simple\", h_size = 64, \n",
" feature_size = 32, num_layers = 2, input_size = 14)\n",
"longpre_transfer_encoder = Encoder(\"./transfer_results/normal_transfer_to_longpre_reuse_trainmod_s0/Simple\", h_size = 64, \n",
" feature_size = 32, num_layers = 2, input_size = 14)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'normal transfer to longpre')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(1, 3, figsize=(15,5))\n",
"tsne_plot(normal_encoder, \"normal\", [1,1], axs[0])\n",
"tsne_plot(long_transfer_encoder, \"long\", [1,1], axs[1])\n",
"tsne_plot(longpre_transfer_encoder, \"longpre\", [1,1], axs[2])\n",
"axs[0].set_title(\"normal\")\n",
"axs[1].set_title(\"normal transfer to long\")\n",
"axs[2].set_title(\"normal transfer to longpre\")"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO:tensorflow:Restoring parameters from ./transfer_results/model_long_s3/Simple/encoding.ckpt\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"long_encoder = Encoder(\"./transfer_results/model_long_s3/Simple\", h_size = 64, feature_size = 32,\n",
" num_layers = 2, input_size = 14)\n",
"tsne_plot(long_encoder, \"long\", [1,1], plt)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO:tensorflow:Restoring parameters from ./transfer_results/normal_transfer_to_long_s2/Simple/encoding.ckpt\n"
]
},
{
"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": [
"long_transfer_encoder_1 = Encoder(\"./transfer_results/normal_transfer_to_long_s2/Simple\", h_size = 64, feature_size = 32,\n",
" num_layers = 2, input_size = 14)\n",
"tsne_plot(long_transfer_encoder_1, \"long\", [1,1], plt)"
]
},
{
"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": {
"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_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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UUkoptWV5PV2PjOfnE8ylwty85mEuFSY/v7lrtLXAVkoppZRSW1awLYbgr4gJfoJtMcAqrnPpCKvFNGBYLabJpSObWmRvWoEtIu8TkWkReUNEztT4vEtE/khEvigifykiP+b2mYn5K4RTx/Fc6yWcOk5i/orblGWj86M8k+ql81oHz6R6GZ0fbUjeK/MJjqfC9F7zcDwV5koD/88yPp/ghVSY5655eCEVZryBuSfnEwylwnzkmoehVJjJBuVOzSc4nwrz8jUP51NhUg0c88x8goupMPFrHi6mwsw0KHdmPkEyFebyNQ/JVJhMA8c8P58glQpz7ZqHVCrMfINyb7WZAKWUUjvXHv8AoUAcrycECF5PiFAgXm5wvJuNgqlco43JW/FNsim7iIhIEzAMvBfIAFMi8rox5strLvtF4DPGmN8UkXcBnwPCG31mYv4KkXSMvLkHQLp4i0ja+s1nYM+xjaYFrOL6pfRpCqYAwI3iDV5KnwbgxJ4TG857ZT5BLB3hnv1/mlvFNLG01TV7bI+7rtnx+QTD6Qj37dy3i2mG7dxHXeaenE8wko5QtHMvFNOM2LkPu8idmk9wKR1hyc6bK6a5ZOftcTnmmfkEE+kIy3buxWKaCTv3QRe5M/MJUukIK3beQjFNys7b6XLM8/MJ0ukIxs5dLKZJ27n3uMhdmgko/bAqzQQA+F2OWSmllNqIPf4Bxx1DVou112I7xZ+EzZrBfgZ4wxjzVWNMEfg08FzVNQZ4m/11AMi6eWA0O1wurkvy5h7R7LCbtACcy54tF9clBVPgXPasq7zD2Wi5uC65Z/IMN+A3sgvZaLm4Lrlv8lxoQO6xbLRcXJcUTZ4xl7mT2Wi5uC5ZMnmSDRjzVDZaLq5Llk2eKZe5p7PRcnFdsmLyTDdgzNlstFxclxiTJ+sy91acCVBKKaWceLy112g7xZ+EzSqwO4Cvrfk+Y8fW+hXgpIhksGavf7ZWIhGJiMhVEbl6+/ZtxwfOFufqitcjW6xd+zvF12vO4Tcvp3g97jjkcIrXY8Ehh1N8vXIO9zvF67HokMMpvl4Fh/ud4vUoOuRwiq/XVpwJUEoppZy0BWMglWu0Eb8V3yRbucnxg8DvGGM6gR8DLojIA+M1xsSNMYeMMYf27dvnmKzLu7+ueD2C3mBd8fXa7/Cbl1O8HnsdcjjF69HukMMpvl4Bh/ud4vVodcjhFF8vn8P9TvF6eB1yOMXXayvOBCillFJO/HsGCITieLzWGm2PN0QgFN/UZY2bVWDfAN6x5vtOO7bWC8BnAIwxfwLsBvZu9IGx4CB+2V0R88tuYsHBjaYsOxMcwie+iphPfJwJDrnKOxiMsbvqN7Ld4mewAb+RnQrG2FWVe5f4OdWA3P3BGN6q3F7x0+8yd18wRktV3hbx09eAMfcGYzRX5W4WP70uc3cHYzRV5W0SP90NGHMwGEOqcov4CbrMvRVnApRSSqmH8e8ZYH/Pdd7+7lX291zf9J6hzSqwp4CDIvJOEfECHwBer7pmFugDEJG/h1VgO68BeYSBPceIh6KEvAcQhJD3APFQ1HWDI1iNjK+EXqXD24EgdHg7eCX0qqsGR7AaGaOhOAe8IQThgDdENBR33eAIViPjYCjOPjv3Pm+IwVDcdYMjWI2MJ0Nx2u3fJNu9IU6G4q4aHMFqZHw2FCdg5w14QzwbirtucASrkfFIKE6rnbvVG+JIKO6qwRGsRsaeUByfndfnDdETirtucASrkTEUiuO1c3u9IUKhuKsGR9iaMwFKKaXU00SMMZvzYGvbvfNAE/ApY0xMRD4OXDXGvG7vHPJbQCtWw+NLxpg/eFjOQ4cOmatXrz7uoSulqojINWPMoc0eh1I7kb77lNocD3v3bco2fQDGmM9hNS+ujf3Smq+/DHz/kx6XUkoppZRSbmzlJkellFJKKfUUyeQTJOfCXL7pITkXJpPfmQeVbdoMtlJKKaWU2j4y+QSpXIQV7MPVVtOkcvbhag6HxGxXOoOtlFJKKaVcm74bLRfXJSvkmb678w4q0wJbKaWUUkq5Vlh1OFzNIb6daYGtlFJKNZCIvE9EpkXkDRE5U+PzkIgkReQvRWRcRDqrPn+biGRE5JNPbtRKuefzOByu5hDfzrTAVkoppRpERJqAYeAY8C7gg/a2s2t9AnjNGPOdwMeBs1Wf/yrwXx73WJVqtO62GE1UHa6Gn+62nXdQmRbYSimlVOM8A7xhjPmqMaYIfBp4ruqadwF/aH/9R2s/F5F3A/uBh577oNRW1OkfoCcQx+exD1fzhOgJxHdcgyPoLiJKKaVUI3UAX1vzfQY4XHXNXwAngN8AfhxoE5E9wDeAXwdOAj/8sIeISASIAHR17bw/v6utq9M/8NCCen4+QTYbpVicxevtIhiMuT6BeCvSGWyllFLqyfoY8B4R+SLwHuAGsAL8DPA5Y0zmUQmMMXFjzCFjzKF9+/Y93tEq1SDz8wnS6QjFYhowFItp0ukI8/Nv7ZWdzySYS4a5ednDXDJMPvN07qOtM9hKKaVU49wA3rHm+047VmaMyWLNYCMircA/NMa8KSLfBxwRkZ8BWgGviCwaYx5olFTqaZTNRjGmchs/Y/Jks1H27Bkgn0mQS0VgxbpmtZC2vgf8nU/XLLfOYCullFKNMwUcFJF3iogX+ADw+toLRGSviJTev0PApwCMMQPGmC5jTBhrlvs1La7VdlIs1t6urxS/Ox0tF9dlK3kr/pTRAlsppZRqEGPMMvAi8PvAXwGfMcZ8SUQ+LiLvty87CkyLyFewGhp33hYLakfyemv3C5Tiq4XaBbhTfCvTAlsppZRqIGPM54wx326M+TZjTMyO/ZIx5nX7688aYw7a1/xPxpj7NXL8jjHmxSc99u0okR8lPNeL52YH4bleEvnRzR7SjhUMxhCp3MZPxE8waP2O6fHVLsCd4luZFthKKaWU2pYS+VEiudOkV29gMKRXbxDJndYiu8pMPsHFuTDxmx4uzoWZyT+exsI9ewYIheJ4vdY2fl5viFAoXt5FpK07Bk2VBThNfiv+lNEmR6WUUkptS9G7Z8lTqIjlKRC9e5YB/4lNGtXWMpNPMJGLsIy19nlxNc1EzmosPPgY9q/es2fAcVu+UiPj3ekoq4VZPL4u2rpjT12DI2iBrZRSSqltanY1W1d8J5q6Gy0X1yXL5Jm6G30sBfaj+DsHnsqCutqOWiKSyIwTTn4Yz+X3E05+mERmvGG5RzNXeCZ5nM7LvTyTPM5o5kpD8l7JjHI82Uvv5Q6OJ3u5kmncn7XGMwleSIZ57rKHF5Jhxhu41+RkJsFQMsxHLnsYSoaZbFDuVCbB+WSYly97OJ8Mk2rgmGcyCS4mw8Qve7iYDDPToNyZTIJkMszlyx6SyTCZBo55PpMglQxz7bKHVDLMfINyb5d9SJVSO1uXJ1hXfCdaXK3dQOgUV+uzY2awE5lxIqlPkl+xeknShdtEUp8EYKDzqKvco5krvJSKUVi5B8CNwi1eSlnrhU50Httw3iuZUWKp09xbsf68datwg1jqNADHOt39aWs8k2A4FeG+vR3O7UKaYXuvyaMuf3OczCQYSUUo2rkXCmlG7NyHXeROZRJcSkVYsvPmCmku2Xl7XI55JpNgIhVh2c69WEgzYec+6CJ3JpMglYqwYuctFNKk7LydLsc8n0mQTkUwdu5iIU3azr3HRe7ttA+pUmpni7UNEcmdrlgm4sdHrG1oE0e1tbR6ulhcTdeMq43bMTPY0enXysV1SX7lPtHp11znPjc9XC6uSwor9zg3Pewq7/D02XJxXXJvpcDw9FlXeQEuTEfLxXXJ/ZU8Fxqw1+TYdLRcXJcUV/KMucydnI6Wi+uSpZU8yQaMeWo6Wi6uS5ZX8ky5zD09HS0X1yUrK3mmGzDm7HS0XFyXmJU8WZe5t9M+pEqpnW3Af4J44FVCng4EIeTpIB54Vddfr9HbFqOZysbCZvz0tj19jYVbyY6ZwZ4t3KkrXo9sYa6u+HrNFWqvEXOK1+OOw56STvF6LDjkcIqvV87hfqd4PRYdcjjF16vgcL9TvB5FhxxO8fXaTvuQKqXUgP+EFtQPUVpnPXU3yuLqLK2eLnrbYpuy/no72TEz2F2+vXXF6xH07a8rvl77fbXXiDnF67HXYU9Jp3g92h1yOMXXK+Bwv1O8Hq0OOZzi6+VzuN8pXg+vQw6n+Hptp31IlVJKPdpB/wAf2n+dyNtX+dD+61pcN8COKbBj3c/jb9pVEfM37SLW/bzr3Ge6B/E17a6I+Zp2c6Z70FXewe4hdjf5KmK7m3wMdrtfO3aqO8auqr0mdzX5OdWAvSb7u2N4q3J7m/z0u8zd1x2jpSpvS5OfvgaMubc7RnNV7uYmP70uc3d3x2iqytvU5Ke7AWMOdseQqtzS5CfoMvd22odUKaWU2gw7psAe6DxKvOdFQr591jos3z7iPS+6bnAEq5HxlZ4oHb4DCEKH7wCv9ERdNTiC1cgY7XmVAz5r7dgBXwfRnlddNziC1cg42BNnny+EIOzzhRjsibtucASrkfFkT5x2n7WRfLsvxMmeuKsGR7AaGZ/tiROw8wZ8IZ7tibtucASrkfFIT5xWO3erL8SRnrirBkewGhl7euL47Lw+X4ienrjrBkewGhlDPXG8dm6vL0SoJ+6qwRGsRsZATxyPndfjCxHoiWuDo1JqWxrNJ3hmLkznTQ/PzIUZfUyHrDwuqXyC83NhXr7p4fxcmNRTNv7tSowxmz2Ghjl06JC5evXqZg9DqR1HRK4ZYw5t9jiU2on03bdxo/kEL+UiFNbsA+3DzyuBOCeegmUSqXyCS7kIS2vG34KfZwNxehow/sx8gulslEJxFp+3i+5gjE6HQ2Kc5GcS3J2Ksro4i6e1i7beGP6DW/+/7Xo87N23Y2awlVJKKaXWOnc3WlFcAxTIc+7u07FrUvJutKK4BlgiT7IB48/MJ0ilIxSKacBQKKZJpSNk5tc/Q56fSZCbiLC6aOVYXUyTm4iQn9n+s+xaYCullFJqR8o6HKbiFN9qcg7jdIrXYzobZcVUbTNr8kxn11+8352KwnLVtq/LeSu+zWmBrZRSSqkdKehwmIpTfKsJOIzTKV6PQtFhm9k18UedJry66LDtq0N8O9ECWymllFI70pm2GL6qQ1Z8+DnzlByy0tcWo6Vq/C346WvA+H1eh21m7XjpNOFiwVr+UTpNeG2R7Wl12PbVIb6daIGtlFJKqR3phH+AVwJxOjzWjlodnlDNBscr+QTH58L03vRwfC7MlQbv1DGZTzA0F+YjNz0MzYWZXGf+Hv8AzwbiBDz27lqeUMMaHLuDMZqkaptZ8dMdtIr39Zwm3NYbg+aqbV+b/VZ8m9sxJzkqpZRSSlU74R946I4hV/IJYrkI9+xmwluraWK5CADHGlDITuYTjOQiFO38C6tpRuz8h9eRv8c/0JCCulpptxCnXUTWc5pwabeQ7bqLyMNoga2UUkop5WD4brRcXJfcI8/w3WjNAns8n+DC3Sh3VmfZ6+niVFuMow8pgMfuRsvFdUmRPGN3o+sqsB+nzj0DjtvyeX1d9vKQB+Nr+Q8O7IiCupouEVFKKaWUcjDnsCNHrfh4PsFwLsLt1TQGw+3VNMO5COMPWfKx4JDfKb5VPK7ThLcLLbCVUkoppRzsd9iRo1b8wt0o96tmo++T58JD9qVud8jvFN8qHtdpwtuFFthKKaWUUg4G22LsrtqpYzd+Bmvs1HHHYdbZKQ7Q3xbDW5Xfi5/+p2Ankz2dA/T0Xefdx1fp6buuxfUaWmArpZRSSjk45h8gGohzwN5p5IAnRDQQr7n+eq/DrLNTHKxGxpOBOO32TiDtnhAnA/FNX3+t3NEmR6WUUkqphzjmH1jXjiGn2mIM5yIVy0R24efUI2ajD/sHtKDeZnQGWymllFKqAY76BxgMxNlnz3bv84QYDMQfuovI4zAzn+BiKkz8moeLqTAz843dt3utfCrB3PkwN1/2MHc+TD71+J71NNEZbKWUUkqpBjnqH3jiBfVaM/MJJtIRlo01i75YTDORtvbVPuiw5d5G5VMJcpcisGQ9azWXtr4H/D07e0ZeZ7CVUkoppbaJqWy0XFyXLJs8U1nnnUw26m4yWi6uy5byVrtT+kkAACAASURBVHyH0wJbKaWUUmqbWCzW3rHEKe7Gaq52Tqf4TqIFtlJKKdVAIvI+EZkWkTdE5EyNz0MikhSRvxSRcRHptOPfJSJ/IiJfsj/7x09+9Opp1+qtvWOJU9wNT6B2Tqf4TrJpBfajfgDZ1/yEiHzZ/mFz0e0zEzOThC8O4Yl/hPDFIRIzk25Tlo3OjPPMxQ/TGX8/z1z8MKMz4w3Je2XmCscvHqc33svxi8e5MnOlIXkBxmdGeeFiL8/FO3jhYi/jM6MNyz05k2DoYpiPxD0MXQwzOdOYpofUTILzF8O8HPdw/mKYVIPyAszMJLh4MUw87uHixTAzDcqdmUmQvBjmctxD8mKYTAPHPD+TIHUxzLW4h9TFMPMNyp2fSTB3MczNuIe5i2HyDRyzUtuZiDQBw8Ax4F3AB0XkXVWXfQJ4zRjzncDHgbN2PA88b4z5DuB9wHkR+aYnM3K1XfQGYzRL5b7azeKnN9j4fbXb+mLQUvksWvxWfIfblCbHNT+A3gtkgCkRed0Y8+U11xwEhoDvN8Z8Q0S+xc0zEzOTRCZGyC8XAUgvLhCZGAFg4OBhN6kZnRnnpYlPUli+D8CNxdu8NPFJAE4cPLrhvFdmrhCbiHFv+R4AtxZvEZuw/k977OAxV2MenxlleOI095cLANxevMHwxGkAjh484Sr35EyCkYkIxWVrXdbCYpqRCavp4fDBjTc9pGYSXJqIsGTnzS2muWTn7XGRF6ziemIiwrKde3ExzYSd+6CL3JmZBKmJCCt23sJimpSdt9PlmOdnEqQnIhg7d3ExTdrOvcdF7vxMgtxEBOy8q4tp63vA73LMSu0AzwBvGGO+CiAinwaeA7685pp3AT9vf/1HwBiAMeYrpQuMMVkR+TqwD3jzCYxbbROlRsapbJTF4iyt3i56g7FyPJNJMD0dpVCYxefrors7RmfVATHzMwmyU1GKi7N4W7sI9sZqvldKjYx3k1FWc7N4Al209cV2fIMjbN4MdvkHkDGmCJR+AK31PwPDxphvABhjvu7mgdGpsXJxXZJfLhKdGnOTFoBzU6+Vi+uSwvJ9zk295irv8NRwubguubd8j+GpYVd5AS5MnS0X1yX3lwtcmDrrcMf6jU1Fy8V1SXE5z9iUu6aH5FS0XFyXLC3nSbrMCzA1FS0X1yXLy3mmXOaenoqWi+uSleU80w0Yc3YqWi6uS8xynqzL3HenouXiumw5b8WVUo/SAXxtzfcZO7bWXwClmYwfB9pEZM/aC0TkGcAL/HWth4hIRESuisjV27dvN2TgT6vE/BXCqeN4rvUSTh0nMd+4v/Q+rQ7uGeBDPdeJvHuVD/VcryiuU6kIhUIaMBQKaVKpCJnMW3+lLE3eFBeta0qTN05/IfX3DLD/o9d5+y+vsv+j17W4tm1Wgb2eH0DfDny7iPyxiHxBRN5XK9F6f8jMLi7UFa9HdvFOXfH1mlucqytejzuL2bri9VhYrN3c4BRfr5zD/U7xeiw65HCKr1fB4X6neD2KDjmc4uu16nC/U1wpVbePAe8RkS8C7wFuACulD0Xk7cAF4KeMMau1Ehhj4saYQ8aYQ/v27XsSY96SEvNXiKRjpIu3MBjSxVtE0jEtsh1MT0dZWama9FnJMz391gSK0+TNncs/x9xQmJsf8TA3FCY/qUsHH2YrNzk2AweBo8AHgd+qtRZtvT9kulrb64rXI9i6t674eu1v3V9XvB57W4N1xevR3lq7ucEpvl4Bh/ud4vVodcjhFF8vn8P9TvF6eB1yOMXXy+Nwv1NcKVXhBvCONd932rEyY0zWGHPCGPPdQNSOvQkgIm8Dfg+IGmO+8GSG/PSKZofJm8q/9ObNPaJZ93/p3Uyp+QTnU2FevubhfCpMqkEHxRQKDpM+a+K1Jml889A6Pc/qgjWrvbqQJjcSqSiy84lR5sK93PR0MBfuJZ9oXF/X02izCuxH/gDCmtV+3RizZIz5G+ArWAX3hsR6+/E3eyti/mYvsd7+jaYsO9P7PL7mXRUxX/MuzvQ+7yrvYO8gu5t3V8R2N+9msHfQVV6AU71D7Gr2VcR2Nfs41TvkOnd/bwxvc2XTg7fZT3+vu6aHvt4YLVV5W5r99LnMC9DbG6O5Kndzs59el7m7e2M0VeVtavbT3YAxB3tjSFVuafYTdJm7rTcGVXlp9ltxpdSjTAEHReSdIuIFPgC8vvYCEdkrIqX37xDwKTvuBX4XqwHys09wzE+t2WLtv+g6xZ8GqfkEl9IRckWrmM0V01xKRxpSZPt8DpM+a+K1JmnasuAxVcFinrtj1sx3PjFKLnKa1fQNMIbV9A1ykdM7usjerAL7kT+AsJo+joL1wwhrychXN/rAgYOHiR85Sai1HQFCre3Ej5x03eAIViPjK0depKN1H4LQ0bqPV4686KrBEaxGxuiRKAdaDyAIB1oPED0Sdd3gCFYj4+CRV9nX2mEd59raweCRV103OILVyHjySJz21hAgtLeGOHkk7qrBEaxGxmePxAnYeQOtIZ49Enfd4AhWI+ORI3Fa7dytrSGOHIm7anAEq5Gx50gcn53X1xqi50jcdYMjWI2MoSNxvHZub2uI0JG4qwZHsBoZA0fieOy8ntYQgSNxbXBUah2MMcvAi8DvA38FfMYY8yUR+biIvN++7CgwLSJfAfYDpd9efwL4AeAnReTP7X++68n+Gzxdury1/6LrFH8aJLNRlqoOilkyeZINOCimuztGU1PVpE+Tn+7utyZQak3eNFW2sJWtLliz3XejZyFf2ddFvmDFdygxpvpXkif0YJEfA84DTcCnjDExEfk4cNUY87qICPDrWFsVrQAxY8ynH5bz0KFD5urVq4976EqpKiJyzRhzaLPHodROtJPffaU12GuXifhlN/FQlIE97iejNsPL1zxArdpM+OV311ySX5eN7CKy94uL8LfzD+TytIfYf/Y6Nz0dUKueFOHtq9ULFLaPh737NmWbPgBjzOeAz1XFfmnN1wZrG6OfRymllFKqSqmIjmaHmS3O0eXdTyw4+NQW1wABb5e9POTBeCN0dg48UFBX23NwoOKvoflvS5AbiUBxzcy6109bvzXz7ekKWstDqni63Pd1Pa02rcBWSimllHJrYM+xp7qgrtYXjHEpHalYJtIifvoew0Exj5IfT3D3QpTVO7Owrx3Z5cEsLUIBuO4rd8+1xYbIRU5XLhPx+2iLue/relppga2UUkqpbWl0fpRz2bNki1mC3iBngkOc2OO+1+hx6rH3rE5mo+SKswS8XfQFY+X4k5IfT5AbjsB9u9D/+jxmFauo/jrAPLmX7EPIBuwDZ6JnWZ3N4ukK0hYbwj+wtf9bP06btgb7cdjJ69CU2ky6BlupzaPvvtpG50d5KX2agnlrVtUnPl4JvfrEiuzJ+QRj2SgLxVnavV30B2McfsKF8kbNvRBm9faDS1VYBqYBe9m7pyPE/j+9/gRHtnU87N23lffBVkoppZTakHPZsxXFNUDBFDiXfTI7W0zOJxhJR1iwt9tbKKYZSUeYbNCe1o/b6h2Hw8WagLY112X1ELJatMBWSiml1LaTLdY+mdgp3mhj2SjFqu32iibPWAO222uE+VSC1Pkw1172kDofZj5VWfh79jo0Va5gFdml64J6CFktWmArpZRSatsJemvvYFEdvzKf4HgqTO81D8dTYa48ZIZ5fD7BC6kwz13z8EIqzPhDrl0o1p7ZdYqvx0wmwcVkmPhlDxeTYWYyG5sNn08lSF+KUMxZs+vFXJr0pUhFkd12KgZGKm9cBe5iFdkAPj9tZ/QQslq0wFZKKaXUtnMmOIRPKk8s9omPM8G3dra4Mp8glo5wq5jGYLhVTBNLR2oW2ePzCYbTEW7b194uphlORxyL7HaHbfWc4o8yk0kwkYqwWLCK4sVCmolUZENFdjYZxSxVzq6bpTzZ5Fuz6/6jA/h++KdhRaxtuZeBHFAQWLTWXgdeieM/8XSsKX/StMBWSiml1LZzYs8JXgm9SofXOrG4w9vxQIPjcDbKvaplHPdMnuEayzguZKPcr7r2vslzwWHJR38whlcqT0T0ip/+DW63NzUdZXml8vnLK3mmputfclLM1Z5Fr45/08/9GwIvXsBjQnBb8ARCBH71Am9/w7D/T69rcf0Quk2fUkoppbalE3tOPHTHkDmH5Rq14nccrnWKl3YLadQuIouF2s9ZG8/MJJieilJYnMXX2kV3b4zOgw8+zxvospeHPBiv5j82gP+YFtL10gJbKaWUUjvSfm8Xt2qcmri/xjKOvd4ubte4du9Dlnwc3jPQsG35Wn1d9vKQB+NgFdepiQgry9Ysd2ExTWrC2qe6usgO9sVIX4pULBORFj/BPl1P3Si6REQppZRSO9JgMMbuqmUcu8XPYI1lHKeCMXZVXbtL/Jx6Qics9nbHaG6qfH5zk5/ebuv501PRcnFdsrKcZ3rqwSUke3oGCD0bxxsIAYI3ECL0bJw9PTpT3Sg6g62UUkqpHemYPbs8nI0yV5xlv7eLwWCsHF/rqB27kI1ypzjLXm8Xp4KxcvxxO9hpPWdqOspiYZZWXxe93bFyvLBYewmJU3xPz4AW1I+RFthKKaWU2rGO7RmoWVDXcnTPwBMrqGs52DlQLqir+Vq7KCw+uITE16r7VG8GXSKilFJKKfWU6+6N0dRcuYSkqdlPd6+uq94MWmArpZRSSj3lOg8O0HMkjq/VWlftaw3RcyRO58EB5icTpIbCXPuIh9RQmPnJp+O49qeZLhFRSimllNoGOg8OPLBjyPxkgvRIBFO0GiCLC2nSI9buInsO6xrsx2VHFdiJVIpoMslsLkdXIECsr4+Bnp6G5B5NTXIuOUY2t0Aw0M6Zvn5O9Bx2nfdKapzh5AXmcnfYH9jLYN8pjvUcdT9gYDx1hQvJYe7k5tgb2M+pvkGO9hxrSO7J1ChjybMs5LK0B4L09w1xuMd5L9L1SqUSJJNRcrlZAoEu+vpi9DSoSWMmlWAqGWUxN0troIvevhgHG5A7k0ownYxSyM3iC3TR3Rejs0Fjnk8lyCajFHOzeANdBPtiDWlayacS3E1GWc3N4gl00dYXw6/NMEop5VoqkyA5HSVXmCXg66KvO0aPw7rqRsiORcvFdYkp5smORbXAfox2TIGdSKWIXLpEfmkJgHQuR+TSJQDXRfZoapKXLo1QWCoCcCO3wEuXRgBcFdlXUuPELg1zb+k+ALdyt4ldGgZwXWSPp64wfCnG/aV7ANzO3WL4krVOy22RPZkaZeTSaYpLBQAWcjcYuXQawFWRnUoluHQpwpK9b2cul+bSJeu3cLdF9kwqwcSlCMt27sVcmgk7t5siO5NKkLoUYcXOW8ilSdl53RbZ86lExT6mxVyatJ3bTZGdTyXIXYqAnXc1l7a+By2ylVLKhVQmwaVUhCX7RMZcIc2llP0ee0xFdnHB4dRGh7hqjB2zBjuaTJaL65L80hLRZNJ17nPJsXJxXVJYKnIuOeYq73DyQrm4Lrm3dJ/h5AVXeQEuJIfLxXXJ/aV7XEgOu849ljxbLq5LiksFxpJnXeVNJqPl4rpkaSlPMln/MbHVppLRcnFdsryUZ8pl7ulktFxcl6ws5ZluwJizyWjFIQEAZilP1mXuu8loubguW8pbcaWUUhuWnI6Wi+uSpZU8yQ0cd75e3vbau4g4xVVj7JgCezaXqytej2xuoa74es3l7tQVr8ed3Fxd8Xos5LJ1xdcrl6v927ZTvB6LDjmc4utVcLjfKV6PokMOp/h6rTrc7xRXSim1PjmH486d4o0Q7I8h3srdRcTrJ9j/1u4i84krpMLHuebpJRU+znziymMbz06xYwrsrkCgrng9goH2uuLrtT+wt654PfYG9tcVr0d7IFhXfL0Cgdq/bTvF69HqkMMpvl4+h/ud4vXwOuRwiq+Xx+F+p7hSSqn1Cfgc3mMOcbfmxxNk41HM1/NgmgDwtocInYyX11/PJ66QjsQopm+BMRTTt0hHYlpku7RjCuxYXx/+lpaKmL+lhVhfn+vcZ/r68bV4K2K+Fi9n+vpd5R3sO8Xull0Vsd0tuxjsO+UqL8CpvkF2teyuiO1q2c2pvkHXufv7hvC2+Cpi3hYf/X1DrvL29cVoaan8LbylxU9fn/s9Pnv7YjRX5W5u8dPrMnd3X4ymqrxNLX66GzDmYF8MqcotLX6CLnO39cWgKi8tfiuulFJqw/q6Y7RUHXfe0uSnr7u+n6+ZVILk+TCXX/aQPB8mk3pw27358QTp4QjF22koALdWkAU/wR+NVTQ3ZqPDmHzlklGTv0c26n7J6E62Y5ocS42Mj2MXkVIjY6N3ESk1Mj6OXURKjYyPYxeRUiNjo3cRKTUyPo5dREqNjI3eRaTUyPg4dhEpNTI2eheRUiOj7iKilNoKEplxotOvMVu4Q5dvL7Hu5xnoPLrZw9qQUiOj0y4iMzMJpqaiLC7O0traRW9vjINV2+6tt3k+eyGKuV/Vp3M/z/VXPsz1ky/hDQYJnhmiOFt7aahTXK2PGGM2ewwNc+jQIXP16tXNHoZSO46IXDPGHNrscSi1E23nd18iM04k9UnyK281/PubdhHveXFLFNmTmQRj01EWCrO0+7ro745xeIO7gczMJJiYiLC8/FZR3Nzs58iReEWRnTwfppCrcSR6IETfR6+Xv7/2fqn9IAP82dsBEJ8Pz/1vYSWz9MBl3tABeq5f3tC/y07xsHffjlkiopRSSqmnS3T6tYriGiC/cp/o9GubNKK3TGYSjKQiLBTSgGGhkGYkFWEys7FTEqemohXFNcDycp6pqcodRtbdPG+vuX7AyppLCgV42yLir1wyKv7dBGPul4zuZFpgK6WUUmpLmi3U3jXLKf4kjU1HKVZtuVdcyTO2wS33FhcddrOqiq+7ef7NFVitumgV+NvK0EpugVA8ijd0AETwhg4QikfZM9CYg+d2qh2zBlsppZRST5cu317Shds145ttwWFrPaf4o7S2drG4+ODSj9bWysK5uy9WsQYbajfPewMhirk0tAFNWDPXd4HFyrlVbzDInoFjWlA3mM5gK6WUUg0kIu8TkWkReUNEztT4PCQiSRH5SxEZF5HONZ/9ExGZsf/5J0925FtPrPt5/E2Vu2n5m3YR635+k0b0lnaHrfWc4o/S2xujublqN6tmP729lYVzZ88APc/G8QVCgOALhOh5Nv5A83xwMIYYP3wduIn1v3mBu23la8TnI3jG3Q5fqjadwVZKKaUaRESagGHgvUAGmBKR140xX15z2SeA14wx/15Efgg4C5wSkXbgl4FDWK1o1+x7v/Fk/y22jlIjo9MuIqOZK5ybHiZbmCPo28+Z7kFOdG58JnY8k+DCdJQ7hVn2+ro41R3jqEPTYn93jJFUpGKZiLfJT3+dW+6VlBoZH7WLCFhF9qN2o9pzzN5pajhKcW4W7/4u3vZMP397+Y8pZrPlXUT2nHC3w5eqTXcRUUq5pruIKGURke8DfsUY86P290MAxpiza675EvA+Y8zXRESAnDHmbSLyQeCoMeYj9nX/Fhg3xvwfD3vmTn33jWau8FIqRmHlrT2cfU27eaUnWlFkX8mMMjx9lrlClv2+IIPdQxzrfLCoHM8kGE5FuL+mYN7V5GewJ+5YZDdyFxH19HnYu09nsJVSSqnG6QC+tub7DFB9KMJfACeA3wB+HGgTkT0O93bUeoiIRIAIQFfXzjxl9dz0cEVxDVBYuce56eFygX0lM0osdZp7KwUAbhVuEEudBnigyL4wHa0orgHur+S5MB11LLAPdw5oQa1q0jXYSiml1JP1MeA9IvJF4D3ADSo2T3s0Y0zcGHPIGHNo3759j2OMW162UPsglLXx4emz5eK65N5KgeHps9W3ccehOdEp/qRkJhMkh8Jc/oiH5FCYzOTGtgFUT5YW2EoppVTj3ADeseb7TjtWZozJGmNOGGO+G4jasTfXc696S9C3/5HxuUK25jW14nsdmhOd4k9CZjJBaiRCYcHaa7uwkCY1EtEi+ymgBbZSSinVOFPAQRF5p4h4gQ8Ar6+9QET2ikjp/TsEfMr++veBHxGRbxaRbwZ+xI6pGs50D+Jrqjwgxde0mzPdbx2Qst8XrHlvrfip7hi7mip38djV5OfUBpoWUzMJzl8M83Lcw/mLYVIzGyuIp8eirBQrl62sFPNMj21sr2315GiBrZRSSjWIMWYZeBGrMP4r4DPGmC+JyMdF5P32ZUeBaRH5CrAfiNn3LgC/ilWkTwEft2OqhhOdx3ilJ0qH7wCC0OE78ECD42D3ELubfBX37W7yMdj94NZ0RzsHGOyJs88XQhD2+UIPbXB0kppJcGkiQm7RmnXOLaa5NBHZUJFdWHA4tdEhrrYO3UVEKeWa7iKi1ObRd9/DrXcXkUY5fzFsF9eVAq0hPvqh63XlSg6F7eUhlXztIfrO1pdLNZ7uIqKUUkqpHelY54nHWlBXyzkceb42PpNKMJWMspibpTXQRW9fjIM19rXu7o+RGolULBNp8vrp7t/YXtvqydElIkoppZRSDRJord0UWYrPpBJMXIqwmLOWkCzm0kxcijCTenAJSefhAXpOxvG126c2tofoORmn87BuDbjVaYGtlFJKKdUgfb0xWqqOPG9p9tNnH3k+lYyyvFTZuLi8lGcq+WDjYmY8wXQ8SuHLs/iWu+j+0ZgW108JXSKilFJKKdUgPfbR5smpKLnFWQKtXfT1xsrxxVztJSTV8cx4gtRwhJX7VjFeuJ0mNRwBoPOoFtlbnRbYSimllFIN1HNwoFxQV2sNdNnLQx6MrzV9IVourktW7ueZvhDVAvspsGkFtoi8D+uY2Cbgt40x5xyu+4fAZ4FeY4yrNunE5AzRsSlmFxbpam8l1t/LwOGDblKWjU6mODeWJLuQI9ge4Ex/HycO97jOe2VykuGxMeYWFtjf3s5gfz/HDlefursx45PjXBh7jTsLd9jbvpdT/c9z9PDRhuSenLzC2NgwCwtztLfvp79/kMOHjz36xkdITY6SHDtLbiFLoD1IX/8QPYcb07wyM5lgaizK4sIsre1d9PbHONiAP8VlJhNMj0UpLMzia++iu79xf+Kbn0yQHYtSXJjF295FsD/Gngbkzk8muDsWZXVhFk97F239Mfz6Z0mllHKtty/GxKVIxTKR5hY/vX2VjYuFOw5b9FXFM4lxpqOvUZi9g69rL92x5+kcONrwcav6bEqBLSJNwDDwXiADTInI68aYL1dd1wb8HDDp9pmJyRkiIxPki8sApBcWiYxMALguskcnU7w0colCcQmAGws5Xhq5BOCqyL4yOUlsZIR7xSIAtxYWiI2MALgusscnxxke+ST3i/cBuL1wm+GRTwK4LrInJ68wMhKjWLwHwMLCLUZGrB8cbors1OQol0ZOs1S0jr3NLdzg0shpANdF9sxkgomRCMt2p/biQpqJEetPcW6K7NIpXKUO8NIpXIDrInt+MkF6JIKxcxcX0qTt3G6K7PxkgtxIBOy8qwtp63vQIlsptaNMziQYm4qysDhLe2sX/b0xDjvMTK9XabeQR+0i4tvbReF2jS369r41051JjJOKfJKVvPUuL6Rvk4pY73ItsjfXZjU5PgO8YYz5qjGmCHwaeK7Gdb8K/Bpwz+0Do2NT5eK6JF9cJjo25TY158aS5eK6pFBc4txY0lXe4bGxcnFdcq9YZHhszFVegAtjr5WL65L7xftcGHvNde6xseFycV1SLN5jbGzYVd7k2NlycV2yVCyQHDvrKi/A1Fi0XFyXLBfzTLk8LetxnsKVHYuWi+sSU8yTdZn77li0XFyXFfNWXCmldojJmQQjExEW7ANjFhbTjExEmNzgqYxrHewZ4EMfvU7kl1f50Eev19yib9939oORyuCqUPjiEslnjpMZvcJ09LVycV2ykr/PdNT9u1y5s1kFdgfwtTXfZ+xYmYh8D/AOY8zvPSyRiERE5KqIXL19+7bjdbMLi3XF65FdyNUVX6+5hdoHeDnF63Fn4U5d8XosLMzVFV+v3EK2rng9Fh1OxXKKr9fjPIWr6JDDKb5eqw73O8WVUmo7GpuKUlyunGwoLucZm3oykw23P//H8ObbYNkDBut/c2+DVQ+FG7dIvRSj8HWHd8ys+3e5cmdLbtMnIh7gXwH/9FHXGmPixphDxphD+/btc7yuq721rng9gu2BuuLrtb+9va54Pfa2760rXo/29v11xdcr0B6sK16P1vba+5Y6xdfL53C/U7weXoccTvH18jjc7xRXSqntaMHhwBineKMV5rJQ8MPX98PNt1v/W/BD0woAK4V7yDf/Xc17fV3u3+XKnc0qsG8A71jzfacdK2kD/j4wLiLXge8FXheRDR/FHOvvxe+tXHLu9zYT6+/daMqyM/19+LwtFTGft4Uz/X2u8g7297Pb662I7fZ6Gezvd5UX4FT/8+zy7qqI7fLu4lT/865z9/cP4vXuroh5vbvp7x90lbevf4gWr68i1uL10dc/5CovQG9/jGZv5b6lzV4/vS5Py+ruj9FUlbdRp3AF+2NIVW7x+gm6zN3WH4OqvHj9VlwppXaIdocDY5ziDzMzmeDiUJj4RzxcHAozM/noZSa+/Q6TRytN5S8NSzT5K9/lTf5ddMfcv8uVO5tVYE8BB0XknSLiBT4AvF760BiTM8bsNcaEjTFh4AvA+93sIjJw+CDxk0cItbciQKi9lfjJIw3ZReTE4R5eOfksHe0BBOhoD/DKyWdd7yJy7PBhoidPcqC9HQEOtLcTPXmyIbuIHD18lMGTL7KvfR+CsK99H4MnX2zILiKHDx/j5Mko7e0HAKG9/QAnT0Zd7yLSc/gEz558lUB7ByAE2jt49uSrDdlF5ODhAY6cjNNqn5bV2h7iyMm4611EHucpXHsODxA6Gcdr5/a2hwidjLveRcR/eIDAyTgeO6+nPUTgZFwbHJVSO0p/bwxv1YEx3mY//b31TTaUmugXVdushwAAIABJREFUF+yTG+0m+kcV2d2DQzTtrpxUYlXgblv5W1/HAXriL+IL7QMRfKF99MRf1AbHLUCMMZvzYJEfA85jbdP3KWNMTEQ+Dlw1xrxede048LFHFdiHDh0yV6+62slPKbUBInLNGLPhvzAppTbuaX/3JWYmiU6NMbu4QFdrO7HefgYONmY72mrjM6NcmDrLncUse1uDnOod4v9n7+7D4s7P+96/b55njBabRUEGGXBaWcdOSOwcgZomm9DinBoftEtomqyXZe2uGrbx2OfySbIKHNLE63aOiLZJ1J6d9JjGrr1o5Ic4lKw2prZDzRU1tTHaY3s5ax9ZG1cQiYUFEWMRnoT0PX/8BsTADDDM8Px5XReXZu7fb75zD5eY3z3f+T5UHYvfSbPeKiIDA2F6elqZnBwiL6+E6uog5SsmLF5sKYsU19Fy80t57Oz1NfO90d3J1dBZZkZuwt0M+GEuzHpFf7ovh/JzrRytT34JXNmcta59O1Zgb4W9/iYjslepwBbZOXv52he+1kfT5QtML9xfMcufkUX7Q4+nvMjuvdZJ6PLTzC3cX40qO8NH4KFn1yyy4xkYCHPpUhN3lq1nnZnp59Sp9qgiu/2pNLxZiisZTR+/t+Hnu9HZzdW2EDPDo/iKCjneHFBxvcPWuvbtykmOIiIisv+19ndFFdcA0wvztPYnvxztSh39Z6OKa4C5hRk6+je31GtPT2tUcQ1w5840PT3Rq4ykahL90foaqr/xIrU3+qn+xosqrnc5FdgiIiKyI4amYi87uzzeea2XyotPcrT9YSovPknntd5V53df66b2Yi0V7RXUXqyl+1r3qnPGp2Iv6Rovvp7JydiriayMb9UketndVGCLiIjIjijJjb3s7GK881ovZy4/x82pMRyOm1NjnLn8XFSR3X2tm+DlICNTIzgcI1MjBC8HVxXZBbmxV+WIF19PXl7sHuiV8a2aRC+7mwpsERER2RHBijr8GdHL0fozsghWeMvRtvU/z8xC9E6FMwtztPXf36kw1B9idiF69+DZhVlC/dG7BzdWtJCdEb0qR3aGj8aKzS31Wl0dJDMzumc6M9NPdfXqnuljJxt47Ox1mj5+j8fOXldxfQBkrH+KiIiISOotTmSMt4rI8FTsHQmXx0enYu8SvDK+OJExkVVE1rI4kXGtVUSu9XbS33GWqfFhcguKqGhs4VhV8kvLyu6nAltERER2TMOxk3FXDCnKLeDm1FjM+KLC3EJGpkZWnVOYu3r34Kpj9ZsuqGMpL29YtSzfomu9nVwOPc3CnDexcmrsJpdDTwOoyD4ANEREREREdqXmiifwZUTvVOjLyKa54v5OhYGKADkZ0bsH52TkEKhIbvfgZPV3nF0qrhctzM3Q37G5VUtkb1EPtoiIiOxK9ceqAG8s9vDUOEW5BTRXPLEUB6g55i1XF+oPMTo1SmFuIYGKwFJ8p0yNx16dJF5c9hcV2CIiIrJr1R+riiqoY6k5VpNUQd030ElXz1kmJofJzyuirrqFk+XJDePILShiauxmzLjsfxoiIiIiIgdW30AnFy49zcTkTcAxMXmTC5eepm+gM6l2KxpbSFuxQkpaRhYVjZtbtUT2FhXYIiIicmB19Zxl/k70WOn5OzN09aweKz3Q18n5lgqeeaqY8y0VDPStUYTP+HA/yIOFdG+n9IV07/6ML/5jZN/QEBERERE5sCYmY4+JXhkf6Ovk0oWnuTPvFeOTEze5dMFbFaT85OrhJP2hEO6HmfDD+6uZOOCrLR+l/3f/hLc89DP8zZ++ytTQBLkl+VQE6zjWEHs1Fdl71IMtIiIiB1Z+Xuwx0SvjPV1nl4rrRXfmZ+jpir0qyNRo7PW5Sb/L1M0xvvuZP2Pq9RvgYGpwgstNF7gW7kv8BciupAJbREREDqy66hayMqOHbWRl+qirjh4rPTkRu6c7Xjy3cPU63ADcjZRe5uDQ7aXwwvQ8/a1dG8xadjsV2CIiIilkZu8xs6tm9qqZNcc4XmJmXzWzb5rZy2b23kg808w+bWYDZvZdM9NsuG1wsryex089S35eMWDk5xXz+KlnV60ikpcfu6c7XrwiECAjJ3p9bu4Btw/dv59+N+rw1NBEounLLqUx2CIiIiliZulACPgF4AbQb2YvOOe+s+y03wY+75z7D2b2DuCLQBnwz4Bs51y5mfmB75jZZ5xz17f1RewDvQPddPSEGJ8cpSCvkMbqAFXl8ZfxO1lev+6yfNV1LVFjsAEys3xU18X+HHSsxnu+/lCIqZERWEjziutZ//2T7qZHPSa3JH+9lyZ7xIEqsMO9N2jtuMrQ+AwlBT6CjcdpqDqakrY7e6/R1tHP8PgURQW5NDdWUF91LOl2u3sHCHX0MDo+SWFBHoHGamqqylOQMfT29tHR0cX4+AQFBfk0NtZRVZWaCRZ9vb10dTzPxPg4+QUF1DU+wcmqqqTbHejtpqcjxOT4KHkFhVQ3BiivSs1mAtd6O+nvOMvU+DC5BUVUNLakZDvbG71hrna0MjM+hK+ghOONQY5Wxd5aN1G3esMMd7QyPz5EVkEJRY1BHkxB29O9YW53tHJvfIi0ghIONQbxpyhnkX2uEnjVOfd9ADP7LPAIsLzAdsADkdt5wPCy+BvMLAPwAfPAD7cj6f2kd6Cb0KUgc3dmARibHCF0KQiwZpG9nsWJjD1dZ5mcGCYvv4jqupaYExwXHaup4VhNDdc6e7l85jkWZufuH3QW1Zud4c+iIli36fxkdzkwBXa49wZNoQGm57yvYwbHZmgKDQAkXWR39l7jTOgyM3MLANwcm+JM6DJAUkV2d+8AwdAlZufuADAyNkkwdAkg6SK7t7ePUOgCc3PzAIyNTRAKXQBIusju6+3lQug55ue8N5KJsTEuhJ4DSKrIHujt5lIoyJ05701zcmyESyHvTTPZIvtabyeXQ08vbWs7NXaTyyFvdngyRfaN3jADoSbuzk0DMDM2yECoCSDpIvtWb5jBUBMu0vb82CCDkbaTKbKne8NMhpog0u69sUHvPqjIFllfMfA3y+7fAFa+qX4U+LKZfRh4A/DuSPwLeMX4a4Af+N+dczHHDJhZE9AEUFJSkqrc94WOntBScb1o7s4sHT2hpAps8IrstQrqeI7VVwHQ3/Y8U8Pj5BYVaBWRfe7AjMFu7bi6VFwvmp67S2vH1aTbbuvoXyquF83MLdDW0Z9Uu6GOnqXietHs3B1CHT1JtQvQ0dG1VFwvmpubp6Mj+QkWXR3PLxXXi+bn5ujqeD6pdns6QkvF9aI7c7P0dISSahegv+PsUnG9aGFuhv6O2LPDN+pqR+tScb3o7tw0Vztak2oXYLijdam4XuTmphlOsu3bHa1LxfWSuWkvLiKp8D7gU865o8B7gQ4zS8Pr/b4LFAFvBX7DzH40VgPOuXbn3Ann3InDhw9vV957wvhk7NU74sW3y7H6Kh77xidpuvECj33jkzz0+6d57PpZmu59nMeun1Vxvc8cmB7sofGZhOKJGB6fSii+UaPjkwnFEzE+HnsiRbx4IibGxxOKb9TkeOw3x3jxREyNx54FHi++UTPjQwnFEzEfp4148Y26F+fx8eIiEuUm8JZl949GYsudBt4D4Jz7mpnlAAXAY8B/cc7dAV43s78CTgDf3/Ks95GCvELGJkdixjdjK4cmyv51YHqwSwpi75wUL56IooLchOIbVViQl1A8EQUFsSdSxIsnIr+gIKH4RuUVxH5zjBdPRG5B7Fng8eIb5SuI/dVtvHgisuK0ES++UWlxHh8vLiJR+oFjZvZWM8sCHgVeWHHOEFANYGZvB3KAsUj8H0fibwD+AfD/bVPeu173QC+1509T8cwj1J4/TfdAb8zzGqsDZGdGr96RnZlDY3Ug4edcHJo4OTYCzi0NTRzo7d7MS5AD5MAU2MHG4/izo2fr+rPTCTYeT7rt5sYKfNnRXwb4sjNobqxIqt1AYzU52ZlRsZzsTAKN1Um1C9DYWEd2dlZULDs7i8bG5CdY1DU+QVZ2dlQsKzubusYnkmq3ujFAZnb0m2Zmdg7VjYm/aa5U0dhCRnb0h62MbB8VjcmtknW8MUh6tj8qlp7t53hjMKl2AYoag9iKti3bT1GSbR9qDMKKdsn2e3ERWZNzbgH4EPAl4Lt4q4W8YmYfM7OHI6f9BvCrZvZt4DPAB5xzDm/1kVwzewWvUP9PzrmXt/9VpFZ4YICy8+dJe+YZys6fJzwwkHAb3QO9BC+FGJkcw+EYmRwjeCkUs8iuKq8hcKqVw3lHMIzDeUcInGqNGn/d19dNS0stTz1VQUtLLX19sQvmrRyaKPvbgRkisjiRcStWEVmcyJjqVUQWJzJuxSoiixMZt2IVkcWJjKleRWTxK7mt+KpucSJjqlcRWZzIuBWriCxOZEz1KiKLExm1iojI5jjnvoi39N7y2O8su/0d4GdiPG4Kb6m+fSM8MEDTpUtM3/HmEw1OTtJ0yZus31B+/1rWOdBHW08Xw5MTFOXl01xdR335/etRqKeD2TvRc3tm78wR6umgprxq1fNWldfEndDY19fNhQtB5ue9wnliYoQLF7wOhJMnox+zlUMTZX8z70Pz/nDixAl35cqVnU5D5MAxs5eccyd2Og+Rg2g3X/vKzp9ncHL1vKHSvDyuf+QjgFdcn7l0gZk79yfe+zKzOHfq8aUiu+KZR3CsrlcMo/93/yyhnFpaapmYWD1GOz//CGfPvhgVO3+61hseskLe4SN85BMvrorLwbLWte/ADBERERGR7TUUo7heGW/r6YoqrgFm7szT1nN/VavCvNhzeOLF1zIxEbv3OVZ8K4cmyv6mAltERES2REle7En5y+PDk7FXr1oeD1Q3kpMZPbcnJzObQHVjwjnl58eeGB8rXl5Vw0/+7C9iLhMcmMvkJ3/2F7WKiKxLBbaIiIhsiWB1Nf7M6Mn6/sxMgtX3J+sX5cVevWp5vKa8itZTAY7kHcYwjuQdpvVUIOb46/XU1QXIyorulc7KyqGubnWv9EB3L9/+k6/jXjsMrxXhXjvMt//k6wx09yb8vHKwHJhJjiIiIrK9Ficytvb0MDQ5SUleHsHq6qgJjs3VdTHHYDdXR69qVVNetamCeqXFiYxdXSEmJkbJzy+kri6waoIjQE+ogzuz0ZMr78zO0RPqoLwm+Vxk/1KBLSIiIlumobw8qqBeaXEi41qriKTayZM1MQvqlSZHY2+QNjkyluqUZJ9RgS0iIiI7qr785JYW1JuVV1gQu5heSOcZ/2+R9yNvpjpYTXlD8svnyv6iMdgiIiKyZ/X29XK65UkeeephTrc8SW9fb8rarg40AhYdvAfczoVDt5kcnORS0yUGwolvniP7mwpsERER2ZN6+3oJXXiOsQlvh8exiTFCF56LWWT39fbScvpJnnrkYVpOP0lf7+pzViqvqYIfPAALaeDw/p3Mg1k/pN8F4M70HXpae1L6umTvU4EtIiIie1JH1/PMzUdPQpybn6Oj6/moWF9vLxdCzzExNgbOMTE2xoXQcxsqsvPyj8JYIYy82ft31u8duJu+dM7kUOz1vuXgUoEtIiIie9L4ROxJiCvjXR3PMz8XXYjPz83R1RFdiMdS3VxHpi8rOnjP4Pahpbt5JbHX+5aDSwW2iIiI7EkF+bF3clwZnxiPXYjHiy9XXn+SU+ceJ684si733XRvmMiM15Od6c+kOli9RgtyEKnAFhERkT2pse4JsrOid3jMzsqmse6JqFh+QexCPF58pfL6k3zkG2f53Zsfp/73f428H3kzGOSV5nGq/ZRWEZFVtEyfiIiI7CrdfX2EuroYnZigMD+fQF0dNSdXL+NXdbIK8MZij0+MU5BfQGPdE0vxRXWNT3Ah9FzUMJGs7GzqGqML8Y0obyhXQS3rUoEtIiIiu0Z3Xx/BCxeYnfd2dhyZmCB44QJA3CJ7ZUG90skq73hXx/NMjI+TX1BAXeMTS3GRVFOBLSIiIrtGqKtrqbheNDs/T6irK2aBvVEnq6pUUMu2UYEtIiIiu8boxERC8Y3o6+6jK9TFxOgE+YX51AXqOFmz+3aOlP1DBbaIiIhsuc6+Adq6ehiemKQoP4/mumrqT64ey1yYn89IjGK6MD9/U8/b193HheAF5me9XvGJkQkuBL0hJyqyZavs2CoiZvYeM7tqZq+aWXOM479uZt8xs5fNrMfMSpN9znD3LcpqB0ireImy2gHC3beSbXJJZ/cNKmt7OFrxIpW1PXR230hJu93d16itvUhFRTu1tRfp7r6WknYBertf5nTtH/JIxUc5XfuH9Ha/nLK2+7r7aKlt4amKp2ipbaGvuy8l7Q5093K+9jTPVDzC+drTDHT3pqRdgGvd3VysraW9ooKLtbVc6+5OSbs3ujvpqa3gxYpiemoruNHdmZJ2AW51hxmoLeOlijQGasu41R1OSbvT3WFGa8t4rSKN0doyplPUrojsT+G+a5S1XCTtqXbKWi4S7ou+VnX2DXDmwiVuTkzigJsTk5y5cInOvtVbjAfq6sjJil53Oicri0Bd3dL93t4+Tp9u4ZFHnuL06RZ6e+NfY7pCXUvF9aL52Xm6Ql2beKUiG7MjPdhmlg6EgF8AbgD9ZvaCc+47y077JnDCOTdtZr8GnAN+ZbPPGe6+RVNwkOlZB8DgyDxNwUEAGmoe3GyzgFdcnwkOMDPrbZt6c2SGM0HvTaO+5uim2+3uvkYweJnZ2QUARkamCAYvA1BTcyypnHu7XyYUvMTc7B0AxkYmCQUvAVBV8xNJtb1VvQUD3b1cCoa4M+vNAp8cGeNSMAREtrNNwrXubi4HgyzMzgIwNTLC5WAQgGM1NZtu90Z3JwPBp7k7OwPAzMhNBoJPA3C0pj6pnG91hxkMNuFmpwGYHxlkMNgEwIM1DZtud7o7zGSwCSLt3hsZ9O4D/iTaFZH9Kdx3jaYLl5me965VgxNTNF3wrlUNJ71rVVtXDzPzd6IeNzN/h7aunlW92IvjrOOtItLb20codIG5Oe8aMzY2QSjkXWOqqlZfYyZGYw8tiRcXSYWd6sGuBF51zn3fOTcPfBZ4ZPkJzrmvOuemI3e/Dmy+UgVaQ8NLxfWi6VlHa2g4mWYBaAtdXSquF83M3qUtdDWpdkOh/qXietHs7AKhUH9S7QJ0hHqWiutFc7N36Aj1JN32VvUW9IQ6lorrRXdm5+gJdSTVLkB/KLRUXC9amJ2lPxRKqt2robNLxfWiu7MzXA2dTapdgOFQ61JxvcjNTjMcak2q3duh1qXiesnstBcXEVmhtat/qbheND2/QGvX/WvV8ETsrcTjxWtOnuTFs2fp//jHefHs2ajJjR0dXUvF9aK5uXk6OmJfY/ILYw8tiRcXSYWdKrCLgb9Zdv9GJBbPaSDm9/Vm1mRmV8zsytjYWNwGhkbnE4onYnh0JqH4Ro2OTiUUT8T4aOw3tXjxRGxVb8HkaOwdt+LFEzE1OppQfKNmRmN/gIsXT8T86FBC8Y26F+fx8eIicrANTcS+Ji2PF+XH3ko8Xnwt4+OxryXx4nWBOtIzor+wT8/IoC5QF/N8kVTY9Ts5mtnjwAng2VjHnXPtzrkTzrkThw8fjttOSWFWQvFEFBX6EopvVGFhbkLxRBQUxn5TixdPxFb1FuQVxt5xK148EbmFhQnFN8pXWJRQPBFZhSUJxTcqLc7j48VF5GAryY99TVoeb66rxpeVGXXcl5VJc13iW4wXFMS+lsSLM+P3tjZfSAeH9++yrc5FtsJOFdg3gbcsu380EotiZu8GWoGHnXNzK48nIhgowp9jUTF/jhEMJF/oNAeO48tJj4r5ctJpDhxPqt1AoIKcnOhP3Tk5GQQCFUm1C9AYqCY7J/rNLjsnk8ZA4m92K9UF6sjKif7gkpWTlXRvQXWgkcyc6C1xM3OyqQ40JtUuQEUgQEZOTlQsIyeHikAgqXaPB1pIz4n+oJWe4+N4oCWpdgGKAkEsJ/oCYTl+igLBpNo9FAjCinbJ8XtxEZEVgnUV+LOir1X+rAyCdfevVfUnyzn3+CmK8/MwoDg/j3OPn4q5ish6GhvryM6OvsZkZ2fR2Bj7GtPV1sPdH2bDWCGMFMFYIXd/mM2nPvwCfeHULRwgstxOLdPXDxwzs7fiFdaPAo8tP8HM3gV8HHiPc+71ZJ9wcSJja2iYodF5SgqzCAaKkp7gCPcnMraFrjI8OkNRoY/mwPGkJjjC/YmMoVA/o6NTFBbmEghUJD3BEe5PZOwI9TA+OklBYR6NgeqkJzjC/YmMqV5zdHEiY0+og8nRcfIKC6gONCY9wRHuT2TsD4WYGh0lt7CQikAgqQmOcH8i49XQWWZGh/EVFnE80JL0BEe4P5FxONTK/OgQWYUlFAWCSU1whPsTGW+HWrk3OkRaYQmHAkFNcBSRmBYnMrZ29TM0MUVJfi7Buoql+KL6k+WbKqhXWpzI2NHRxfj4BAUF+TQ21sWc4AgwMRx76OM9t8CFJm8y5smG5K+rIsuZc279s7biic3eC5wH0oFPOueCZvYx4Ipz7gUz+wugHHgt8pAh59zDa7V54sQJd+XKlS3NW0RWM7OXnHMndjoPkYNI1761tVSeZ+JmjCJ7IQ1eLyS/NJez1x9bfVxkHWtd+3Zsoxnn3BeBL66I/c6y2+/e9qRERERkW3X3DhDq6GF0fJLCgjwCjdXUVCXf072orrmaC2cuMT+zbOWse8DtQwBMDCW/cIDIStrJUUREJIXM7D3Av8P7hvaPnXNtK46XAJ8G3hg5pznS6YSZ/QTe8MgH8MrACudc9Bqi+0h37wDB0CVm57zid2RskmDI25NhZZHd2/3ypoY1nqz32vnUh1/gnluAu2lecR2Z5JhfkvzCASIr7fpVRERERPaKZRup1QDvAN5nZu9YcdpvA593zr0Lbw7SH0UemwFcAP6lc+7HgCrgDvtYqKNnqbheNDt3h1BH9J4Mi5ujjY1M4tz9zdE2ugPxyfpyPnDul8mafAu8XrhUXGf5M6gLJr9wgMhKKrBFRERSZ92N1PAWi3sgcjsPWFwY/38BXnbOfRvAOXfLOXeXfWx0PPYExJXxVGyOdrLhGI+3P0R+aS4Y5Jfm8nj7Q5rgKFtCQ0RERERSJ9ZGaiuXt/go8GUz+zDwBmBxztHbAGdmXwIOA591zp2L9SRm1gQ0AZSU7N016gsL8hgZW11kFxZE78mQqs3RTjYcU0Et20I92CIiItvrfcCnnHNHgfcCHWaWhtfp9bNAQ+TfXzSzmJsTbHSTtd0u0FhNTnb0ngw52ZkEGqNf9lZujiayFVRgi4iIpM5GNlI7DXwewDn3NSAHKMDr7f5L59y4c24ab6Wtn9ryjLdAZ+81Kk9f5Ogj7VSevkhnb+wNXWqqymkNnOLI4TzM4MjhPFoDp1ZNcNzKzdFEtoKGiIiIiKTOuhupAUNANfApM3s7XoE9BnwJOGNmfmAe+HngD7cr8VTp7L3GmdBlZuYWALg5NsWZkLehS33V6uEZNVXl6y7Lt5Wbo4lsBfVgi4iIpIhzbgH4EF6x/F281UJeMbOPmdniZmm/AfyqmX0b+AzwAef5W+AP8Ir0bwH/j3Puz7f/VSSnraN/qbheNDO3QFtH/6bb7O28Rsfv/r+Mf+sNFNjbaHyyVsW17GrqwRYREUmhDWyk9h3gZ+I89gLeUn27Trj3Bq0dVxkan6GkwEew8TgNVUdXnTc8Hnvjlnjx9fR2XiN05jJzM17RPnZzitAZr0e8ql4TFmV3Ug+2iIiIrCnce4Om0ACDYzM4B4NjMzSFBgj33lh1blFB7I1b4sXX09HWv1RcL5qbWaCjbfM94iJbTQW2iIiIrKm14yrTc9FLck/P3aW14+qqc5sbK/BlR39B7svOoLnx/oYu3d3XqK29SEVFO7W1F+nujj0JEmB8OHbPd7y4yG6gISIiIiKypqHxmQ3HFycytnX0Mzw+RVFBLs2NFUvx7u5rBIOXmZ31eqVHRqYIBr0hHzU1q4d85OblcPsHq3eLz83L2dyLEdkGKrBFRERkTSUFPgbHVhfTJQW+mOfXVx2LuWIIQCjUv1RcL5qdXSAU6o9ZYPPDB+DeHKS5+7F75sVFdikNEREREZE1BRuP489Oj4r5s9MJNh5PuK3R0dhDO+LFp25mwGQeLKR7m8wvpMNknhcX2aX0v1NERETWtLhayEZWEVlPYWEuIyOri+nCwtiTIAtKfIwNAjP+6Hhp7N5zkd1APdgiIiKyroaqo1z/RDX3/qyW65+o3lRxDRAIVJCTE92/l5OTQSBQEfP8xuBxsv3RvefZ/nQag4n3notslwNVYIc7pymrHCXt6GuUVY4S7pxOWdudnbeorBzg6NGXqKwcoLPzVkra7e68QW1lDxVHX6S2sofuztVLIm1Wb+c1Tlde5JGj7ZyuvEhvZ/xZ3Inq6xygpfI8Tx19hpbK8/R1DqSk3YHOPs5XtvDM0ac4X9nCQGdfStoFuNbZy8XKJ2k/+jAXK5/kWmdvStq90dlNT2UtLx6toKeylhud3SlpF+BWZycDlRW8dLSYgcoKbnV2pqTd6c4wo5VlvHY0jdHKMqY7wylpV0SkpuYYra0PceRIrrc9+pFcWlsfij3+GqhqOEqgvZzDpT7M4HCpj0B7OVUNmyvwRbaDOefWP2uPOHHihLty5UrMY+HOaZrOTDK9bI6G3wft5/JoqPfHfMxGdXbe4syZQWZm7v8ufT7j3LlS6usf3HS73Z03CJ4ZYHbm/tJIOb50Ws+VU1Of3BvLyoX7AbJ9GQTOPZT0wv19nQNcOHOJ+Zk7S7EsXyaPnzvFyfq1t8Ndy0BnH5fOXODOzPxSLNOXxalzj1NefzKpnK919nL5zHMszMwtxTJ82Tx07kMcq6/adLs3OrsZOBPk7sz9GfDpvhzKz7VytL4mmZS51dnJ4JmncTP3/1Obz0fpuWd5sL5+0+1Od4aZPNMEM8s+gPr85J1rx1/fEPOczCBnAAAgAElEQVQxZvaSc+7Epp9URDZtrWvfdujsvkFb6CrDozMUFfpoDhynvkbFr+x/a137DkwPdmvb7ajiGmB6xosnq61tOKq4BpiZcbS1DSfVbqjtalRxDTA7c5dQ2+p1RxO1lQv3d7X1RBXXAPMzd+hq60mq3Z62rqjiGuDOzDw9bV1JtQvQ3/Z8VHENsDAzR3/b80m1e7UtFFVcA9ydmeVqWyipdgGG285GFdcAbmaG4bazSbV7u601urgGmJn24iIiy3R23+BMcICbI94GNDdHZjgTHKCze/W3rVv5jazIbnNgCuyh4XsJxRMxPDyfUHyjRodjrzsaL56IrVy4f2J4MqH4Rk0OTyQUT8TU8HhC8Y2aGR5NKJ6I+eHYH+DixTfq3vBQQnERObjaQleZmY3uCJqZvUtbKLojaPEb2ZGbXiE+cnOG4JkBFdmybx2YArukKPZLjRdPRFFRVkLxjSosij1DOl48EQVFcWZrx4knIr8oL6H4RuUV5ScUT0RuUUFC8Y3yFRUmFE9EVlFRQvGNSisqSSguIgfX8GjsDp+V8a38RlZkNzowBXaw+RD+FXWp3+fFk9XcXITPZ1Exn89obk6u0Ak0HyfHFz1zOseXTqA5+ZnTjc0VZPuiZ3Fn+zJobI49izsRdc3VZPkyo2JZvkzqmquTare6uY5MX/SHlkxfFtXNdUm1C1DR/AQZvuyoWIYvm4rmJ5Jq93hzgHRf9G5j6b4cjjcHkmoXoKi5BfNF/6c2n4+i5pak2j3UHATfinkJPr8XFxFZpqgwdofPyvhWfiMrshsdmAK7od5P+7k8SovTMIPS4rSUTHAEqK9/kHPnSikuzsIMiouzkp7gCFBTf5TWc+UcKfZmTh8p9qVkgiNAVf0xAuce4nCxN4v7cHFuSiY4ApysL+fxc6fIL84Dg/zivKQnOAKU15/k1LnHySvOB4O84vyUTHAEOFZfxUPnPkRu8WEwI7f4cNITHAGO1tdQfq4VX/ERMMNXfCQlExwBHqyvp/Tcs2QVF4MZWcXFSU9wBPDXN5B3rp204lIwI624dM0JjiKyv4S7b1FWO0BaxUuU1Q4Q7o6/KlZz4Di+nOiOIF9OOs2B6I6grfxGVmQ3OjCriIjI1tEqIiI7J5XXvnD3LZqCg0zP3q8N/DlGe2spDTWxO43WW0WkO3yLZ5u/xw8XbkV166VqVSyRnbLWtU87OYqIiAgAraHhqOIaYHrW0Roajltg19ccjbssX3f4FsGmQWans8CXB4duQ/o98t6UxW/+63eouJZ9SwW2iIiIADA0Gnv1q3jx9YRah5mdjhTsM/6l7c59WVkqrmVfOzBjsEVERGRtJYWxV7+KF1/P6FDswjxeXGS/UIEtIiIiAAQDRfhzolfF8ucYwYC3KlZn5y0qKwc4evQlKisH6OyMPwESoLAkdmEeLy6yX6jAFhEREQAaah6kvbWU0iPeqlilR7KWJjh2dt7izJlBbt6c93ZtvDnPmTODaxbZgWAROf7ogj3HbwSCyS1jK7LbaQy2iIiILGmoeTDmhMa2tmFmZqInQM7MONrahuMuS1vT4MVDrcOMDs1TWJJFIFi0FBfZr1Rgi4iIyLqGh2OPm44XX1TT8KAKajlwNERERERE1lVUFHvcdLy4yEGmAltERETW1dxchM8XPZ7a5zOamzWeWmQlFdgiIiIHULhzmrLKUdKOvkZZ5SjhzumY53WGp6ksG+V/+6V5sufeyJvemIEZFBdnce5cadzx1yIHmcZgi4iIHDDhzmmazkwyPePdH7x5j6YzkwA01PuXzusMT3OmaZKZSO39gxs+fH4f/749j/oG/8pmRSRCPdgiIiIHTGvb7aXietH0jBdfrq319lJxvWhm2ouLSHwqsEVERA6YoeF7G4oPD8U+L15cRDwqsEVERFLIzN5jZlfN7FUza45xvMTMvmpm3zSzl83svTGOT5nZb25VjiVFsS//K+NFJbHPixcXEY/+QkRERFLEzNKBEFADvAN4n5m9Y8Vpvw183jn3LuBR4I9WHP8DoHsr8ww2H8Lvi475fV58uebgIXwrhlr7/F5cROJTgS0iIpI6lcCrzrnvO+fmgc8Cj6w4xwEPRG7nAcOLB8ysDvgfwCtbmWRDvZ/2c3mUFqd5W6IXp9F+Li9qgiNAfYOfc+15FJd65xWXpnFOExxF1qVVRERERFKnGPibZfdvACdXnPNR4Mtm9mHgDcC7AcwsF/gt4BeANYeHmFkT0ARQUlKyqUQb6v2rCupY6hv8KqhFErRjPdgbGKOWbWafixzvM7OyZJ8zHIayMkhL8/4Nh5Nt8b7FdUKPpr1GZdkoneHY64kmqjt8i9qyASrSXqK2bIDu8K2UtAvQG77B6bIeHkl7kdNlPfSGb6Ss7b7wNVrKLvJUWjstZRfpC19LSbsD4QHOl53nmbRnOF92noHwQEraBbgW7uNiWQvtaU9xsayFa+G+lLR7I9xLT9mTvJj2MD1lT3Ij3JuSdgFuhbsZKKvlpbQKBspquRVOzbfK0+FORssqeC2tmNGyCqbDnSlpV0QAeB/wKefcUeC9QIeZpeEV3n/onJtarwHnXLtz7oRz7sThw4fXPHcrr30iEtuO9GAvG6P2C3if7vvN7AXn3HeWnXYa+Fvn3N83s0eB3wN+ZbPPGQ5DUxNMR+rewUHvPkBDw2Zb9axcJ/Tm4D3ONHnriSbzqb87fItg0yCz0w6AkcF5gk2DANQ0JLewf2/4BqGmAeam7wIwNjhDqMkrVqsajibVdl/4GheaLjM/vQDAxOAUF5ouA3Cy4dim2x0ID3Cp6RJ3pu8AMDk4yaWmSwCUN5QnlfO1cB+Xmy6wMD0PwNTgBJebLgBwrGFl59PG3Qj3MtD0HHen5wCYGRxjoOk5AI42VCWV861wN4NNQdz0LADzgyMMNgUBeLChZtPtToc7mWx6msU1vO4N3vTuA/6G+qRyFjkAbgJvWXb/aCS23GngPQDOua+ZWQ5QgNfT/Utmdg54I3DPzGadc89tNpmtvPaJSHzmnNv+JzX7aeCjzrl/ErnfAuCcO7vsnC9FzvmamWUAI8Bht0bCJ06ccFeuXIl5rKzMe2NZqbQUrl/f9EsBoLJslJuDq5csKi5N4xvXCzfdbm3ZACOD86viR0qzePF6cgXl6bIexgZnVsUPl/r4xPXqpNpuKbvIxODqDpj80lzOXn9s0+2eLzvP5ODkqnheaR4fuf6RTbcLcLGshanBiVXx3NJ8Hrt+NsYjNqan7ElmBsdWxX2lh6m+/slNtwswUFbL/ODIqnhW6RHKr7+46XZHyyq4N7iyHoC00mIKr/fHfIyZveScO7HpJxXZJyLXq+8B1XiFdT/wmHPulWXndAOfc859yszeDvQAxcuvb2b2UWDKOfdv13vOnbr2iRx0a137dmqISKwxasXxznHOLQCTwKpuWzNrMrMrZnZlbGx1IbNoaCixeCK2ap3Q0aHVxfVa8USMD60urteKJ2JiKPa3m/HiGzU5tLq4XiueiKmh1cX1WvGNmhkaTyieiPmh0YTiG3VvaDihuIjcF7lefQj4EvBdvNVCXjGzj5nZw5HTfgP4VTP7NvAZ4ANrdR4lYyuvfSIS355fRWSj49DizQHZ5NyQKFu1TmhhSVZC8UQUlPgSiicivyQ3ofhG5ZXkJRRPRG5JfkLxjfKVFCQUT0RWSexvR+LFNyqtpCihuIhEc8590Tn3Nufc33POBSOx33HOvRC5/R3n3M84537SOfdO59yXY7Tx0Y30Xq9nK699IhLfThXYGxmjtnRO5Cu3PGDTM/yCQfCvGA7t93vxZG3VOqGBYBE5fouK5fiNQDD5QqcxeJxsf3pULNufTmPweNJt1wUryPJHD+/P8mdQF6xIqt3qYDWZ/syoWKY/k+pgckNaACqCdWT4oz+4ZPizqAjWJdXu8eATpPuzo2Lp/myOB59Iql2AomAA8+dExcyfQ1EwkFS7h4ItxFog91CwJal2RWT7beW1T0Ti26kCux84ZmZvNbMsvIX2X1hxzgvA+yO3fwn4r8l8hdbQAO3t3rgzM+/f9vbUTPLYqnVCaxoepLW9lCOlWZh5Y69b20uTnuAI3kTGQHs5h0t9mHljrwPt5UlPcARvIuPj7Q+RX5oL5o29frz9oaQmOII3kfFU+ynySvPAvLHXp9pPJT3BEbyJjA+1P05uaT6YN/b6ofbHk5rgCN5ExvL2D+ErPQxm+EoPU97+oaQnOII3kbG0vZWs0iNgRlbpEUrbW5Oa4AjeRMa89mdJKy0GM9JKi8lrf1YTHEX2oK289olIfDsyyREgsjXseSAd+KRzLmhmHwOuOOdeiMyq7gDeBUwAjzrnvr9Wm2tN9BCRraNJjiI7R9c+kZ2x1rVvxzaacc59EfjiitjvLLs9C/yz7c5LRERERCQZe36So4iIiIjIbqICW0REREQkhVRgi4iIiIikkApsEREREZEUUoEtIiIiIpJCO7ZM31YwszFgcAOnFgDJ71W9vfZizrA381bOiSt1zsXfSlVEtswGrn07/f6QjL2a+17NG5R7IuJe+/ZVgb1RZnZlr63Zuxdzhr2Zt3IWkf1kL78/7NXc92reoNxTRUNERERERERSSAW2iIiIiEgKHdQCu32nE9iEvZgz7M28lbOI7Cd7+f1hr+a+V/MG5Z4SB3IMtoiIiIjIVjmoPdgiIiIiIltCBbaIiIiISArt6wLbzN5jZlfN7FUza45xPNvMPhc53mdmZduf5aqc1sv5183sO2b2spn1mFnpTuS5Iqc1c1523j81M2dmO76EzkZyNrNfjvyuXzGzi9udY4x81vu/UWJmXzWzb0b+f7x3J/IUke2TzHtZ5D3jy2b23cjxsj2S97lI7Ltm9u/NzLYr78jzr/de/Idm9q3Iz/fM7AfLjr3fzK5Fft6/nXlHnn9TuZvZO83sa5Hf+8tm9it7Ie9lxx8wsxtm9ty2Je2c25c/QDrw18CPAlnAt4F3rDjng8D/Hbn9KPC5PZDzPwL8kdu/thdyjpx3CPhL4OvAid2eM3AM+Cbwpsj9H9kDObcDvxa5/Q7g+k7mrB/96Gdrf5J9LwN6gV+I3M5dvLbs5ryBfwj8VaSNdOBrQNVu+p2vOP/DwCcjt/OB70f+fVPk9pv2SO5vA45FbhcBrwFv3O15L4v9O+Ai8Nx2/b73cw92JfCqc+77zrl54LPAIyvOeQT4dOT2F4Dq7f4kvMK6OTvnvuqcm47c/TpwdJtzXGkjv2eAfw38HjC7ncnFsZGcfxUIOef+FsA59/o257jSRnJ2wAOR23nA8DbmJyLbb9PvZWb2DiDDOfeVSHxq2bVl1+aN9z6Xg1doZQOZwOi2ZO3Z6DVv0fuAz0Ru/xPgK865icjr+grwni3NNtqmc3fOfc85dy1yexh4Hdiu3XuT+Z1jZv8zUAh8eUuzXGE/F9jFwN8su38jEot5jnNuAZgEHtyW7GLbSM7LnQa6tzSj9a2bs5n9FPAW59yfb2dia9jI7/ltwNvM7K/M7Otmtp1vgrFsJOePAo+b2Q3gi3if4kVk/0rmvextwA/MrDMyrOxZM0vfhpwhibydc18DvorXg/oa8CXn3He3IedFG75OR4ZwvhX4r4k+doskk/vyY5V4H3D+egtyjGXTeZtZGvD7wG9ucY6rZGz3E0pqmNnjwAng53c6l7VE/nP/AfCBHU4lURl4X1FW4X1L8JdmVu6c+8Gaj9pZ7wM+5Zz7fTP7aaDDzH7cOXdvpxMTkR0T870sEn8IeBcwBHwO7336EzuS5Wrx8i4A3s79b2+/YmYPOecu70iWa3sU+IJz7u5OJ7IJMXM3szcDHcD7d+m1ZWXeHwS+6Jy7sd0DFPZzD/ZN4C3L7h+NxGKeY2YZeF+r39qW7GLbSM6Y2buBVuBh59zcNuUWz3o5HwJ+HOg1s+vAPwBe2OGJjhv5Pd8AXnDO3XHO/Q/ge3hv9jtlIzmfBj4PS708OXgXIxHZn5J5L7sBfCvytfsC0AX81DbkDMnl/YvA1yNDWqbwvsX96W3IedGGrtMRj7JsqEKCj90KyeSOmT0A/DnQ6pz7+pZkGFsyef808KFI/fFvgSfMrG0rklxluwZ7b/cP3qff7+N9VbA4KP7HVpwTIHqS4+f3QM7vwvta5thO/443mvOK83vZ+UmOG/k9vwf4dOR2Ad7XUw/u8py7gQ9Ebr8dbwy27fT/Ef3oRz9b85PMexnexLFvA4cjx/4TENgDef8K8BeRNjKBHuDUbvqdR877n4Dry9+D8SY3/g+8CY5vitzO3yO5Z0V+1x/Zjf/P4+W94vgH0CTH5DnvE/mHgC8B38Urnl8xs4+Z2cOR0z4BPGhmrwK/DsRdYm47bDDnZ/Fme/9JZDmaF3YoXWDDOe8qG8z5S8AtM/sO3ni/p51zO/btxgZz/g3gV83s23if4D/gIu8qIrL/JPNe5ryv0H8T6DGzAcCA/7jb88ZbkOCvgQG8QuvbzrlL25F3ArmD12n32eXvwc65CbwJ//2Rn49FYrs+d+CXgZ8DPrBsObx37oG8d4y2ShcRERERSaF924MtIiIiIrITVGCLiIiIiKSQCmwRERERkRRSgS0iIiIikkIqsEVEREREUkgFtoiIiIhICqnAFhERERFJIRXYIiIiIiIppAJbRERERCSFVGCLiIiIiKSQCmwRERERkRRSgS0iIiIikkIqsEVEREREUkgFtoiIiIhICqnAFhERERFJIRXYIiIiIiIppAJbRERERCSFVGCLiIiIiKSQCmzZUmZ23czeHedYr5nNmtlfbndesZjZ28xsyszumtm/2Ol8RERkd9pL17bNMrPTkWuiM7O/v9P57DUqsAUze9TM+szs78zs9cjtD5qZbcPTf8g593Nr5PbjZvYlMxs3M5fsk5nZh8zsipnNmdmnlh9zzn3POZcLXE72eUREZGftpmubmeWb2X+O5DJoZo+tkfc/MrOvmtmkmV1P9InN7LHIc/ydmXWZWX6c8wrM7K/M7JaZ/cDMvmZmP7N43Dn3icg1UTZBBfYBZ2a/Afw74FngCFAI/EvgZ4CsHUxt0R3g88DpFLU3DPwb4JMpak9ERHaZXXhtCwHzkTwagP9gZj8W59y/w7tGPZ3ok0Ta/DjQGHmuaeCP4pw+BTwJHAbeBPwecMnMMhJ9XllNBfYBZmZ5wMeADzrnvuCcu+0833TONTjn5hbPM7PnzWws8qn4t80sLXLs75nZf418Ah43s7CZvTFVOTrnrjrnPgG8kqL2Op1zXcCtVLQnIiK7y267tpnZG4B/Cvwr59yUc+6/AS/gFcGrOOe+4ZzrAL6/iadrAC455/7SOTcF/Cug3swOxXie2cg19h5gwF28Qjtmj7ckRgX2wfbTQDbwZ+uc938BecCPAj8PPAH888gxA84CRcDbgbcAH92CXEVERDZit13b3gYsOOe+tyz2bSBeD3YyfizSNgDOub/G6zl/W7wHmNnLwCxe0f/HzrnXtyCvA0cF9sFWAIw75xYWA2b23yNjsWbM7OfMLB14FGiJ9AJcB36fyCdv59yrzrmvOOfmnHNjwB/gvVGJiIjshN12bcsFfrgiNgms6lVOgdxI2xt+LufcTwAPAI8B/20LcjqQVGAfbLeAguXjrZxz/9A598bIsTS8N6pMYHDZ4waBYgAzKzSzz5rZTTP7IXAh8piEmVlDZMbylJl1b+4lRbXXvay9hmTbExGRPWFXXdvwxjo/sCL2AHB7k+2l/Lkiw0U+AzSb2U9uQV4Hjgrsg+1rwBzwyBrnjONNNCxdFisBbkZu/5+AA8qdcw8Aj+N9tZYw51zYOZcb+anZTBsr2qtZ1l442fZERGRP2FXXNuB7QIaZHVsW+0lSNLdohVcibQNgZj+KN1zme3EfES0Tb8iMJEkF9gHmnPsB8AzwR2b2S2Z2yMzSzOydwBsi59zFW8UjGDleCvw63qd58L52mgImzayYTcx6Xot5cojM+jazHDPLXnb8UyuX21unvYxIe+lAeqQ9zZgWEdkndtu1zTn3d0An8DEze0NkKbxHgI5Y50dyzcErdi1yncpadrzXzD4a5+nCwCkzeygyufJjQKdzblUPtpn9AzP7WTPLMjOfmf0W3sojfZt9rXKfCuwDzjl3Du9N5QwwGvn5OPBbwH+PnPZhvGWDvo83Pusi95e5ewb4KbwxXn+O9yaSSqXADPc/6c8AV5cdfwvwVwm099uRNprxeiRmIjEREdknduG17YOAD3gd+Azwa865VwAixfDUsnN/Du/a9EW8XvUZ4MvLjse97kXa/Jd4hfbreB8UPrh4PDJ08v+I3M3GWz7wFl7P/XuB/9U5N5zUKxUAzLmk9+4Q2RQz+zLebO8rzrl/tInHZ+HNlv4J59ydFORzDOjH6y3/oHPuU8m2KSIiB0uy17Z12j4KfN459w9T2W6c5/rnwB8COcA7nHObWTbwwFKBLSIiIiKSQhoiIiIiIiKSQiqwRURERERSSAW2iIiIiEgKJbU8mZnlA58DyoDrwC875/52xTnvBP4D3kLnd4Ggc+5zkWOXub+70I8A33DO1S17bAXeepaPOue+sF4+BQUFrqysLJmXJCKb8NJLL4075w7vdB4iB5GufSI7Y61rX7Lr/zYDPc65NjNrjtz/rRXnTANPOOeumVkR8JKZfck59wPn3EOLJ5nZnwJ/tux+OvB7RC9Ns6aysjKuXLmSxMsRkc0ws8H1zxKRraBrn8jOWOval+wQkUeAT0dufxqoW3mCc+57zrlrkdvDeOsyRlX7ZvYA8I+BrmXhDwN/GjlfRERERGRPSLbALnTOvRa5PYK3A1BcZlaJt8bwX684VIfXE/7DyHnFwC/iDS1Zk5k1mdkVM7syNjaWaP4iIiIiIim17hARM/sL4EiMQ63L7zjnnJnFXVTbzN6Mty3o+51z91Ycfh/wx8vunwd+yzl3z8zWzM851w60A5w4cUKLeouIiIjIjlq3wHbOvTveMTMbNbM3O+deixTQMYdzRIaA/DnQ6pz7+opjBUAlXo/1ohPAZyPFdQHwXjNbcM4tH0IiIiIiIrLrJDtE5AXg/ZHb72fZJMVFke2s/zPwfJyVQH4JeNE5N7sYcM691TlX5pwrA76At221imsRERER2fWSLbDbgF8ws2vAuyP3MbMTZrY45OOXgZ8DPmBm34r8vHNZG48Cn0kyDxERERGRXSGpAts5d8s5V+2cO+ace7dzbiISv+Kc+xeR2xecc5nOuXcu+/nWsjaqnHP/ZY3n+MBG1sAWkdQJT3dSNlpB2mvFlI1WEJ7u3OmURCSF9DcusrWSXQdbRPaZ8HQnTZNPM80MAIP3btI0+TQADf76nUxNRFJAf+MiW09bpYtIlNbbZ5cuvIummaH19tkdykhEUkl/4yJbTwW2iEQZujecUFxE9hb9jYtsPRXYIhKlJK0oobiI7C36GxfZeiqwRSRK8FALfnxRMT8+godadigjEUkl/Y2LbD0V2CISpcFfT3ves5SmFWMYpWnFtOc9q8lPIvuE/sZFtp5WERGRVRr89brYiuxj+hsX2VrqwRYRERERSSEV2CIiIiIiKaQCW0REREQkhVRgi4iIiIikkApsEREREZEUUoEtIiIiIpJCKrBFRERERFJIBbaIiIiISAqpwBYRERERSSEV2CIiIiJy4E1PhxkdLeO119IYHS1jejq86ba0VbqIiIiIHGjT02EmJ5uAaQDu3RuM3Ae/vyHh9tSDLSIiIiIH2u3brSwW1/dNR+KJU4EtIiKSQmb2HjO7amavmllzjOO/bmbfMbOXzazHzEqXHSsxsy+b2Xcj55RtZ+4iB9W9e0MJxdejAltERCRFzCwdCAE1wDuA95nZO1ac9k3ghHPuJ4AvAOeWHXseeNY593agEnh967MWkbS0koTi67aXTDIiIiISpRJ41Tn3fefcPPBZ4JHlJzjnvuqcW/wu+uvAUYBIIZ7hnPtK5LypZeeJyBY6dCgI+FdE/ZF44lRgi4iIpE4x8DfL7t+IxOI5DXRHbr8N+IGZdZrZN83s2UiP+Cpm1mRmV8zsytjYWEoSFznI/P4G8vLaSUsrBYy0tFLy8to3NcERtIqIiIjIjjCzx4ETwM9HQhnAQ8C7gCHgc8AHgE+sfKxzrh1oBzhx4oTbhnRF9j2/v2HTBfVK6sEWERFJnZvAW5bdPxqJRTGzdwOtwMPOublI+AbwrcjwkgWgC/ipLc5XRLaACmwREZHU6QeOmdlbzSwLeBR4YfkJZvYu4ON4xfXrKx77RjM7HLn/j4HvbEPOa+qcDlM5WsbR19KoHC2jM4nNN0QOCg0RERERSRHn3IKZfQj4EpAOfNI594qZfQy44px7AXgWyAX+xMwAhpxzDzvn7prZbwI95h14CfiPO/NKPJ3TYc5MNjETWR/45r1BzkQ236hP0VfpIvuRObd/hm6dOHHCXblyZafTEDlwzOwl59yJnc5D5CDaymtf5WgZN+8NrooXp5XyjcLrW/KcInvFWtc+DRERERGRmIbjbLIRLy4iHhXYIiIiElNRnE024sVFxKMCW0RERGJqPhTEt2LzDR9+mje5+YbIVpi+FWZ0oIzXXkpjdKCM6Vs7PxFXBbaIiIjEVO9v4FxeO8VppRhGcVop5/LaNcFRdo3pW2EmB5u4Nz8IOO7NDzI52LTjRbZWEREREZG46v0NKqhl17o93ApuOjroprk93Ir/wZ37f6sebBERkQMsfKubsoFa0l6qoGyglvCt7vUfJLJL3JuPPeE2Xny7qAdbRETkgArf6qZpMMi0mwVgcH6EpkFvfHXDgzU7mZrIhqRllUSGh6yO7yT1YIuIiBxQrcOhpeJ60bSbpXU4tEMZyUF1azrMwGgZL72WxsBoGbc2uGPooaIgWPREXMzvxXeQerBFREQOqKH50YTiIlvh1nSYwckmXGTH0Pl7gwxGdgx9cJ3x/4vjrG8Pt06SjK0AACAASURBVHJvfoi0rBIOFQV3dPw1qMAWERE5sEqyChmcH4kZF9kuw7dbl4rrRY5phm+3rltgg1dk73RBvZKGiIiIiBxQwaIAfsuJivkth2BRYIcykoNoPs7OoPHie4EKbBERkQOq4cEa2ktbKc06gmGUZh2hvbRVExxlW2XF2Rk0Xnwv0BARERGRA6zhwRoV1LKjig4Fo8ZgAxh+ivbwjqHqwRYRERGRHfOgv4HSvHay0koBIyutlNK89g2Nv96t1IMtIiIiIjtm+kaYhautFMwMkeYr4dDxIP49XFxDkj3YZpZvZl8xs2uRf98U45x3mtnXzOwVM3vZzH5l2bHLZvatyM+wmXVF4lX/P3v3H9R4ft95/vkRIJACI1uA6REY8OUIZyeajC9Ns65cb7gwrgy5nhnC5WJ71LQTT1ZOTnOVbG6nj44q3rKvtE1152ond6NcTOVS6wY5LttHiBmb+BKdyXJZGzMTOyP/WMzY1cKghgFkyygSCNDn/pBESyDR0PwQDe9HVddIb30lfaBq4MVH7+/7q5SKZD32scOsUwghhBBCnD6xOR+RgJNkPAhokvEgkYCT2Nz+5mCfVodtEekD/FrrFsCfvr9TDLimtf5Z4GngZaXU2wC01pe11k9qrZ8EvgoMZz1vIvOY1voTh1ynEEIIIU7QWMzHlcVm2u4ZuLLYzNg+LxwizpfVaTds5Y7oYyuWqj/CDhuwnwM+lb79KaB75wFa6+9prWfSt0PAW0Bt9jFKqceAXwZGDrkeIYQQQhTZWMyHJ+JkIRlEo1lIBvFEnBKyxS7JeP5RfIXqj4rDBuw6rfW99O0FYM/J9EqpS4AR+P6Oh7pJ7YT/JKv2PqXUPymlxpRSP7vHazqVUq8ppV5bWlp6iC9BCCGEEEfJu+pmbceFQ9aI4V19tHclxdEzmPKP4itUf1Q8MGArpf5OKfWtPP+eyz5Oa60BvcfrPA4MAr+ltU7uePhDwF9m3f9HoElr/fPA/8EeO9ta6wGt9UWt9cXa2tpChwkhhBDihCwWuEBIobo4v6paPVBizi2WmFP1R9gDp4horZ8q9JhSalEp9bjW+l46QL9V4LjHgC8Cbq3113Y8VgNcAn4t6z1/knX7S0qpP1VK1Witlx/4FQkhhBCiqOoMjSwkg3nrQmQzN6SmhaxOu0lmTxFpOMdTRIAvAB9O3/4w8Nc7D1BKGYG/Au5orT+f5zV+HXhVa72W9ZwLSimVvn0pvc6VQ65VCCGEECfAVeWhgtxdyQrMuB7hC4ecF3MxH/7FZl69Z8C/2MzcCfTNmxsc1HXe5fErSeo67z7y4RoOH7D7gfcrpWaAp9L3UUpdVEr9efqY3wD+JfCbWWP3nsx6jQ+S2x4CqdD9LaXUPwH/O/DBdAuKEEIIcaoppZ5WSk0rpd5USu2arqWU+gOl1HfSo2v9SqmmrMe2sn5XfuFkV350uswO3JYBLhiaUCguGJpwWwboesRnG591czEfgYiTeDI1Mi+eDBKIOPcdsldWfAQCzbz+uoFAoJmVlfN7Uqs6S7n14sWL+rXXXiv2MoQ4d5RSr2utLxZ7HUIUm1KqBPge8H5gDpgCPqS1/k7WMf8tMKm1jimlfhfo0Fp/IP1YVGtdeZD3lN994qj4F5vT4TqXydBEZ93dPZ+7suIjGHSiddblzpWZpqYBqqvP5h9We/3uk0ulCyGEEEfnEvCm1voHWusE8BlSI223aa2/ou+nkK8BDSe8RiHyihc4CbVQPdvyP/0etW/EePx1eEcATCugdYxQ6HxOjpGALYQQQhydeuCHWffn0rVCXgDGsu5XpEfPfk0ptevaEhkyolYcB1OBk1AL1TNiMz4qv79CaQIUUJoASzAVshOJ8zk5RgK2EEIIUQRKqavAReB2Vrkp/ZHz86SufPzT+Z4rI2rFcWit8lCy4+TUEsy0PuDk1NUpN4YdHccGDVUhMBrP5+QYCdhCCCHE0ZkH3pl1vyFdy6GUegpwA89qrdczda31fPq/PwDGgfce52IPYnhlmEuBNhper+dSoI3hleFiL0kcsQazA7tlAJOhCVCYDE3YLQM0PODk1GQ0/y51SQJstvM5OeaBc7CFEEIIsW9TQItS6l2kgvUHSe1Gb1NKvRf4JPC01vqtrPrbgZjWej19jYhfBG6d2Mr3MLwyzPXgS8R1HID5xDzXgy8B0FPdc2zvOx7zMbjqZjk5S42hkd4qDx0yieRYNZgdDwzUOxkqG0lGd58cqUzVZ/YExweRHWwhTrHhmI9Li8003DNwabGZ4ROYRyqEeHha603gReDLwHeBz2qtv62U+oRS6tn0YbeBSuBzO8bxvRt4LT2i9itAf/b0kWLqD93cDtcZcR2nP3Tz2N5zPObDG3GylAyi0Swlg3gjTsbl5+CpU9XmgdIdV2MsNWP5F39SnAWdArKDLcQpNRzzcT3iJE5q2MB8Msj1iBOAHtnBEeLU0lp/CfjSjtrHsm7nvUKy1vo/AfbjXd3DCSVCB6ofhcFVN+vEcmrrxBhcdcsu9iljbklfjXHKTTI6i6Gykao2z3b9PJKALcQp1b/q3g7XGXFi9K+6JWALIU6UzWhjPrGrlRyb0XZs77lcYDRcofpZNhPzMbXqJpqcpdLQSFuVh5ZT9nvA3OI414F6J2kREeKUChX4JVKoLoQQx6XPdgOTMuXUTMpEn+3Gsb1nTYHRcIXqZ9VMzMdExEk0fXXFaDLIRMTJzDG1ysQCPhZfbubexw0svtxMLCAtOQ9DArYQp5StwC+RQnUhhDguPdU93Gq6Tb2xHoWi3ljPrabbx3qCY2+Vh/IdI+PKMdP7gJFxZ83UqpvNHZ9mbhJjavXoL+ASC/iIjDpJRlJhPhkJEhl1Ssh+CNIiIsQp1VflyenBBjBhpu+c/XIRQpwOPdU9xxqod8r0WZ/3KSLRAp9aFqofxqrfDRu5YZ6NGOEvfpj426G64Xx97w9DArYQp1Smz7p/1U0oOYvN0EhflUf6r4UQ50aH2XFkgXoy5mNk1U04OYvV0Eh3lYf2R+DnaaWhMd0esrt+1JKR/KHdsL5FMJA6yV5C9v5Ii4gQp1iP2cHX6+4y93iSr9fdlXAthDg2vrlxmv0fwfDqszT7P4JvbrzYSzoykzEfQxEn4XQfczgZZCjiZPII+pgDMR8vLzbz8XsGXl5sJnDEvdFtVR5Kd7TKlGKm7Rg+zTRY8of2LSPorRih6aNvSzmrJGALIYQQ55xvbhxn4BWC8SU0mmB8CWfglTMTskdW3SR29DEniDFyyD7mQMzHaMRJJB3cI8kgoxHnkYbsFrODy5YBKtNXV6w0NHHZMrDvKSJzKz78gWZefd2AP9DM3ErhtVV1eqAsN8wnFaymh8Uk4nKS/X5Ji4gQQghxzrmn7xDbWs+pxbbWcU/fwdHQUZxFHaFwgX7lQvX98q+62dgR3DeI4V91Yz/CTxxbzI6HGss3t+IjEHTy2Pdi/PQUGKNBNip7me/6B+qf+tNdx5vtqfcIf/HDGNa32DKmwnW8OvW40SQn2e+XBGwhhBDinJuNLx+o/qixGhrT7SG764cRKRDQC9VP2nTIzWPfi9E0ASWbqZoxqkn+1Z8Rq/pFzO27Q7vZ7iD+dggGnOit+388qBIztlY5yX6/pEVECCGEOOcaTTUHqj9quqs8GHf0MRsx033IPmZLgYBeqH7S4olZ6qfuh+sMw6ZmdaRwe0x1g4Mm+wBGU6otxWhqosk+ICc4HoAEbCGEEOKc87Rew1xSnlMzl5Tjab1WpBUdrXazg6uWAazpPmaroYmrloFDTxHprPJQtiO4l2Gm85SMUzUZGzFG8z+WDO+9y17d4MDeeZdfuJLE3nlXwvUBScAW4ozzrYzRHLiC4fU2mgNX8K2MFXtJQohTxtHQwYD9RZpMtSgUTaZaBuwvHqr/emzFx5VAM22vG7gSaGZsj5PrTkK72cHNurt88vEkN+vuHsmIPrvZwTOWASzp4G4xNPGMZeBI+6/3Ehv3sfhCM/eeM7D4QjOx8dzvcavNw0alyvtcg/V07LKfVdKDLcQZ5lsZwxn0ENNrAAQTCziDqZ0VR3VXMZcmhDhlHA0dR3ZC49iKD0/QyZpO9fAuJIJ4gqk5yl3VZ2sn1G52nFigzhYb9xHxOmE99T1OLgVT9wFzR2o9DdUO5rv+geRf/RmGTX3/yUYzVd2nY5f9rJIdbCHOMHfIux2uM2J6DXfIW6QVCSHOA2/IvR2uM9Z0DG9I5ihnxHzDLDa3cc9Qz2JzGzHf8O5jxnwsXmnmXpuBxSvNxMbu71CvDrq3w/W29ViqnqX+qT/l7dcGMVhTu+wGaxOWqwN5T3AUR0d2sIU4w2YTiweqCyHEUVhM5O/vLVQ/b2K+YSLOlyAWByD51gyR//kDRK5vYahvpKrPAyaIeJywlt6hXgim7gPmLgfJ5fzfy3z1uBXeskMiCsZKKLWyo3NcHDXZwRbiDGs01h2oLoQQR6HOmL+/t1D9vFl139wO15hiYImkR31okvNBIted/OT2722H621rMVa9qR1qQ03+7+XO+sqMj+CEk0Q0dTGcRDRIcMLJykxxe+LPOgnYQpxhHpsLs6rIqZlVBR6bq0grEkKcBy6bhwqVu0daocy4bNL3C5CcDd2/U7W6O43FY+ifrOR/7mJqh7qq1wPlO/ahy82pepbQlBu9mRvU9WaM0JS06xwnCdhCnGGO6i4Gmtw0GS+kJgMYLzDQ5JYTHIUQx6qr2oG7aYALxiYUigvGJtxNA2fuBMeHZWi03b9Tksx/0Gb+sqEutUNt7nBgcQ1gqG0CpTDUNmFxDWyf4JiRiOZvJSlUF0dDerCFOOMc1V0SqIUQJ66r2iGBuoAqzw1+/K/+NSq+AVsGKM0TskuroSKe2yZSYabKdX+H2tzh2BWodzJWNqbbQ3bXxfGRHWwhhBBCiBNkdvTwnY8liV3YRK9WovWOA0xmLH/4J1jcAxgupHeoLzRhcQ9g7jrYHy22Ng+qNLeVRJWasbVJu85xkh1sIYQQQogT9oP3z/OD96eStW0c3j0IpmWI18DjHxvA3JMK0vkC9dycj+lpN/H4LCZTI62tHhoKXGmxuiVVD025SURnMVY2YmvzbNfF8ZCALYQQQohTZXzFx2DIzXJilhpjI702Dx1nrN2k0thINJFq3Qh1pP6l6k08by/8tc7N+QgEnGxtpVpH4vEggUBqfN9eIVsC9cmSFhEhhBDiCCmlnlZKTSul3lRK9eV5/A+UUt9RSr2hlPIrpZp2PP6YUmpOKfXKya369Bhf8eENOllKBNFolhJBvEEn40W+1PpRa7N5KN0xaaVUmWl7wKSV6Wn3drjO2NqKMT0tU0FOEwnYQgghxBFRSpUAXqALeA/wIaXUe3Yc9g3gotb6CeDzwK0dj/+vwH887rUe1PDcGJf8V2h4tY1L/isMz40dy/sMhtys77gK5LqOMXjGrgLZUu3gctMAlcbUFRYrjU1cbhqg5QE79fF4avpHxQrUBuDC66n/6rndJzKK4pEWESGEEOLoXALe1Fr/AEAp9RngOeA7mQO01l/JOv5rwNXMHaXULwB1wN8AF09iwfsxPDfG9YCH+NYaAPPxBa4HUjutPQ1HO6VoucDVHgvVT0JgxYc/5CaSmMVibKTT5sF+BC0rLdWOBwbqnUymRvRcEEsQDOmTI0sT8LZZxUrAR/Ue7SXi5MgOthBCCHF06oEfZt2fS9cKeQEYA1BKGYD/Dfg3D3oTpZRTKfWaUuq1paWlQyx3f/qnvdvhOiO+tUb/tPfI36umwNUeC9ULmVzxcSPQzEdfN3Aj0MzkQ7aYBFZ8jAadRBKpKyFGEkFGg04CRWpZaW318FhIbYfrDJXUhPxna5f/USYBWwghhCgCpdRVUrvUt9Ol/xH4ktZ67kHP1VoPaK0vaq0v1tbWHucyAQjFFw9UP4xem4fyHb3J5cpM7wGuAjm54mMo6CScDsXhRJChoPOhQrY/5GZjR8vKho7hL1LLSkODg5LEzrl+KYmIXDzmtJCALYQQQhydeeCdWfcb0rUcSqmnADfwrNZ6PV1+H/CiUuou8MfANaVU//Eud39sproD1Q+jo9qBq2mA2vRVIGuNTbiaBg40RWQk5CaxIxQndIyRhwjFkQKtKYXqJ8FoaSpQl4vHnBbSgy2EEEIcnSmgRSn1LlLB+oPA89kHKKXeC3wSeFpr/VamrrV2ZB3zm6ROhNw1haQY+lpdOT3YAKaSCvpaXcfyfh3VjkON5QsXCL+F6nuxGBvT7SG768Vi6/QQHHWiN+7/EaHKzNg65eIxp4XsYAshhBBHRGu9CbwIfBn4LvBZrfW3lVKfUEo9mz7sNlAJfE4p9U2l1BeKtNx962no4pbdTb3pAgpFvekCt+zuIz/B8ahYC4TfQvW9dNo8lO1oWSlTZjoP0LJy1KrtDpqeGUjvZCuMliaanhmQExxPEaV3XZ/z0XXx4kX92muvFXsZQpw7SqnXtdanZuKBEOeJ/O7bLdODnd0mYlRmrjYN0P4QO+PHNUWkkJVJH6ERN4nwLEZrI7ZuD9XtEp5Pm71+90mLiBBCCCHOlEyIHgm5CSdmsRob6bZ5HipcA9irHccaqLOtTPoIDjnRidQfB4lwkOBQ6kqNErIfHRKwhRBCCHHmtFc7HjpQH5WZOR9T026i8VkqTY20tXpoKXA5c4C5GR8h34cpSWzl1HUiRmjELQH7ESIBWwghhBDiiM3M+ZgIONlMX9Y8Gg8yEUjtROcL2XMzPgITTmrXt3Y9BpAIywi+R4mc5CiEEEIIccSmpt3b4TpjcyvG1HT+UYHTU262NmNsGfO/ntEqI/geJbKDLYQQQggAfDOTuKdGmI2Gaay04mnrxtHSXuxlPZKi8fw7ztH4LCvjPkKDbhLLsxhrGrH1eohHU8ev2si5DDqAMpqxdcsIvkfJoXawlVJWpdTfKqVm0v99e55jnlRKfVUp9W2l1BtKqQ9kPTaRHlH0TaVUSCk1kvVYR7r+baXU3x9mnUIIIYTYm29mEufEEMFoGA0Eo2GcE0P4ZiYP/Fpjc8Nc8bfR9mo9V/xtjM0NH/2CT7lKU/4d58eDVoJeJ4mlIGhNYilI0OvksWUrAGvVEGmCTSNoYKu8hKarA9J//Yg5bItIH+DXWrcA/vT9nWLANa31zwJPAy8rpd4GoLW+rLV+Umv9JPBVYBgg/fifkrrC1c8C/8Mh1ymEEEKIPbinRohtJnJqsc0E7qmRAs/Ib2xuGE/gJRbi82g0C/F5PIGXzl3Ibmv1UFqSOz+7tMRM/RTo9dzWEb0eo2oaSkpTx69Vw5IdltrN2P6nT0m4fgQdNmA/B3wqfftTQPfOA7TW39Naz6Rvh4C3gNrsY5RSjwG/DGT+L34eGNZaz6af9xZCCCGEODaz0fCB6oV4p2+ythXPqa1txfFO33zotT2KWhocXLYPUGlKXQym0tTEZfsA+kf5v5/JH4exXx7AVJk63lTZhP3yAA0tEq4fRYftwa7TWt9L314A6vY6WCl1CTAC39/xUDepnfCfpO//DFCmlBoHqoA/0VrfKfCaTsAJ0NgoJwAIIYQQD6Ox0kowT5hurLQe6HUW46ED1c8yawDsXkgsgrEOrC5Yq2lMtYfsYKxppKHFIYH6jHjgDrZS6u+UUt/K8++57ON06pKQBS8LqZR6HBgEfktrndzx8IeAv8y6Xwr8AvDfAb8C/JFS6mfyva7WekBrfVFrfbG2tjbfIUIIIYR4AE9bN+bS3BEW5lIjnrZdH07vqc5kO1D9rFoZ8xH0OEkspHutF4IEPU4ee+JXUeW5rSOq3IytV05iPEseuIOttX6q0GNKqUWl1ONa63vpAJ23lSPdAvJFwK21/tqOx2qAS8CvZZXngBWt9T8D/6yU+o/AzwPfe9B6hTissZgP76qbxeQsdYZGXFUeusyyoyCEONsy00IOO0XE1XoDT+ClnDaRihITrtYbR7re4xCY8+GfdhOJz2IxNdLZ6sG+x4VhVnxjhNxeErOLlNSXwmNRtiJhjDYbW5V30Ws7eq3XYvzkb79E078Z2DVFpLpDfs+cJYdtEfkC8GGgP/3fv955gFLKCPwVcEdr/fk8r/HrwKta67Ws2l8DryilSkm1lLQD//6QaxXigcZiPjwRJ2ukfiguJIN4IqkLA0jIFkKcdY6W9kOP5etq6AFSvdiL8RB1Jhuu1hvb9ULG53wMTrtZjs9SY2qkt9VDxx7h9qgF5nyMBpxspGdXR+JBRtMXhskXsld8YwSdHnRsDUwxtjYj8OPUB/mJ+Xm4sAxq9/usLwT55jfdtP6+hwa7/F45qw4bsPuBzyqlXgCCwG8AKKUuAr+jtf7tdO1fAtVKqd9MP+83tdbfTN/+YPp1tmmtv6uU+hvgDSAJ/LnW+luHXKsQD+RddW+H64w1YnhX3RKwhRBin7oaeh4YqLONz/nwBpysp8PtUjyINx1uTypk+6fd2+E6Y2Mrhn/anTdgh9zeVLgGqFrNHVwNsGWA0p0dsbBlgngkSGA09fVJyD6bDhWwtdYrQGee+mvAb6dvDwFDe7xGR4H6beD2YdYnxEEtJvNfGKBQXQghxOENTru3w3XG+laMwWn3vgL25JyPkWk34fgsVlMj3a0e2g8YzCMFLgxTqJ6YXbx/pyTP5c1Xq8Dyk5zgnSyB1f8qdXtrI8a03y0B+4ySS6ULkaXOkH8STaG6EEKIw1suEGIL1bNNzvkYCjgJx4OAJhwPMhRwMjnnO9AaLAUuDFOobmzMGpy2VbL7gDUzJYZmjBea0MCmCSJPwFrD/UPiEdm8OaskYAuRxVXloYLcs7srMOOqkrO7hRDiuNQUCLGF6tlGpt0kdux+J7ZijEy7D7SGzlYPZTsuDFNWYqazNf/Pf5vHBRXpRoDVKkjmNlwrk4l3/uEfY3/1LpGrTSw9lRuuAUwW2bw5qyRgC5Gly+zAbRnggqEJheKCoQm3ZUD6r4UQ4hj1tnoo3xFuy0vM9BYIt9nCBXa5C9ULsTc4eMY+gCV9YRiLqYln7AMFp4iEL4UJXg2ybl1Hx01sbJrZrNCgwFhfT9Ot21T3pPrQWzs9lJTlfn0lZWZaO2Xz5qw67EmOQpw5XWaHBGohhDhBmT7rh5kiYjU1pttDdtcPyt7g2HMsX7apKTfRtgWW2xZy6pWVTTz//FROLdNnPe13E4/MYrI00topU0TOMgnYQgghhHig4Zlx+qfuEIouY6usoa/tGj0tHUf2+h0NjoeaGNLd6mEo4MxpEzGWmOnex+73YUSj+XfIC9Ub7A4J1OeItIgIIYQQYk/DM+Ncn3iF+egSGs18dInrE68wPDNe7KXR3uDgqn0Aa7q1w2pq4qp94MBTRA6qsnL3DrlpBS58y8CrHzXgv9HM3OTBTrQUZ4fsYAshhBBiT/1Td4hvrufU4pvr9E/dOdJd7IfV3uA49kC9U1ubh4kJJ5ubqZ1z0wq8bRZUMjWyLx4OEhhKz7pul53r80Z2sIUQQgixp1B0+UD186ClxcHlywNUVqZPirxXgtpxXZmtRIzpkYNNMxFngwRsIYQQ4ggppZ5WSk0rpd5USvXlefwPlFLfUUq9oZTyK6Wa0vUmpdQ/KqW+qZT6tlLqd05+9fnZKmsOVD8vWlocPP/8XZzOJIb13VdtBIiHZdb1eSQBWwghhDgiSqkSwAt0Ae8BPqSUes+Ow74BXNRaPwF8HriVrt8D3qe1fhJoB/qUUraTWfne+tquYSotz6mZSsvpa7tWpBWdPiZr/qklheribJOALcQpMLwyzKVAGw2v13Mp0MbwynCxlySEeDiXgDe11j/QWieAzwDPZR+gtf6K1joz8uJrQEO6ntBaZxqdyzlFv6N7Wjq4dflF6itrUSjqK2u5dfnFU9F/fVq0dnsoMe6YdW0009ots67PIznJUYgiG14Z5nrwJeI6DsB8Yp7rwZcA6KnuKebShBAHVw/8MOv+HKnd6EJeAMYyd5RS7wS+CPyXwEta61C+JymlnIAToLHxZHZIe1o6zkygDsz48E+5iURnsVQ20tnmwd5yuBMRMycyTo+4iYdnMVkbae32yAmO55QEbCGKrD90cztcZ8R1nP7QTQnYQpxhSqmrwEXglzI1rfUPgSfSrSEjSqnPa60Xdz5Xaz0ADABcvHhRn9CSz4TAjI/RCScb6ekfkWiQ0YnUtI98IXsm4GPK7yYamaXS0khbpwfTCkwPuokvz2KqaaS110NDh4OGdocEagFIwBai6EKJvBtUBetCiFNtHnhn1v2GdC2HUuopwA38UlZbyDatdUgp9S3gMqk+7UfG2MwY3ikvi9FF6irrcLW56GrpKvaytvmn3NvhOmNjM4Z/yr0rYM8EfEyMOtncSB0fjQT5+l/8Fm+bVeiNBADxpSABb3ocX4eEa5Fyavq7hDivbMb85zAVqgshTrUpoEUp9S6llBH4IPCF7AOUUu8FPgk8q7V+K6veoJQypW+/HfhvgOkTW/kRGJsZwzPhYSG6gEazEF3AM+FhbGbswU8+IZECV1rMV5/yu7fDdcZP/XBjO1xnbK3HmB6UcXziPgnYQhRZn+0GptTv1G0mZaLPdqNIKxJCPCyt9SbwIvBl4LvAZ7XW31ZKfUIp9Wz6sNtAJfC59Ei+TAB/NzCplPon4O+BP9ZaB074SzgU75SXtc21nNra5hreKW+RVrSbJc8VGAvVo5HdobsksasEQHxZxvGJ+6RFRIgiy/RZ94duEkqEsBlt9NluSP+1EI8orfWXgC/tqH0s6/ZTBZ73t8ATx7u647UY3dUuvmf9YU3O+BiZchOOzmKtbKS7zUP7Pk9S7Gzz5PRgA5SVmuls2z3to9LSSDQSzKltGaE0T8g21cg4PnGfBGwhToGe6h4J1EKIovMFArj9fmYjERotFjydnTjs9n0/v66yjoXoQt56IeMzwwxO3WQ5GqKm0kZv2w06Wgr/PJyc8TE0ePuZjQAAIABJREFU4SSRDsjhaJCh9EmK+wnZmT7r/UwRaev08HWvi5/6tpGSeAlbpi0S74pSprdy2kRKys209so4PnGfBGwhhBBC4AsEcI6OEtvYACAYieAcHQXYd8h2tbnwTHhy2kQqSitwtbnyHj8+M4x34iXWN1OTlJai83gnUmNKC4XskSn3drjOSGzGGJly73sX297i2NdYPtOcibe9YUEnUt+T0ngpZW/W8s4P/BpLb4zsmiIiRIYEbCGEEELg9vu3w3VGbGMDt9+/74CdmRay3ykig1M3t8N1xvpmnMGpmwUDdrjASYqF6ocx7b25Ha4zdGKDpb/9BzpfvXvk7yfODgnYQgghhGA2EjlQvZCulq59j+VbjuYfR1qoDmCtbCQcDeatH4W54TGm+73EQ4twYdeERQDiizJGVexNpogIIYQQgkaL5UD1o1BTmX8caaE6QHebB2Np7iXJjaVmuvOcpHhQc8NjBK57iM8vgNawWZL3OFOdjFEVe5OALcQjxjc3TrP/IxhefZZm/0fwzY0Xe0lCiDPA09mJuawsp2YuK8PT2Xls79nbdoPy0twxpeWlJnrbCo8pbW9xcPXyANbKJkBhrWzi6uWBffdfFzIz6eMf+/6QrXjWmMHVKkiqnONKKky0umSMqtibtIgI8QjxzY3jDLxCbCt14bdgfAln4BUAHA0dRVyZEOJRl+mzPswUkYPK9FkfZIoIpEL2YQN1tplJH1//oz/isagVsvP0WnqnvGoVypKY6my0um7Q0CVTn8TelNa62Gs4MhcvXtSvvfZasZchxLFp9n+EYHxpV73JVMvdzr8owopSlFKva60vFm0BQpxj8rtvb4GAD7/fTSQyi8XSSGenB7s9N5x/9tmfp2LMhsG6AqXJXa9hqr9A59dfPakli0fEXr/7ZAdbiEfIbHz5QHUhhDjPAgEfo6NONtKXO49EgoyOpmZmZ4ds41dqMGyWplpCLJGcBtoSUwWtffnHDApRiPRgC/EIaTTVHKguhBDnmd/v3g7XGRsbMfx+d06tJJruA4+bIWKBTQNo0JsG7LfcNPTsbyqKEBkSsIV4hHhar2EuKc+pmUvK8bReK9KKhBDi9IpE8s/G3lkvu/BT9+/EzfBWHdx7nDLDuyRci4ciAVsU3XjMxwuLzTx3z8ALi82Mx3zFXtKp5WjoYMD+Ik2mWhSKJlMtA/YX5QRHIcSxGw5McunlGzR8/KNcevkGw4HJYi/pgSyW/LOxd9Z/7o9/F1WRO5JPVZTwc3/8u8e2NnG2SQ+2KKrxmA9vxMk6qY/wlpJBvJFUf1yHWS47m4+joUMCtRDiRA0HJrk+OkR8IwHAfCTM9dEhAHrs7cVc2p46Oz05PdgAZWVmOjtzZ2Y3ODoAmHbfIT67jKmxhlbPte26EAclAVsU1eCqeztcZ6wTY3DVLQFbCCFOiX7/yHa4zohvJOj3j5zqgJ05kXHnFJGKFROffqGN6HKIyhobbb03aHH0SKAWR0YCtiiq5WT+/rhCdSGEECcvFAkfqH6a2O2OnIkhM+PDTHhfYnM9DkB0aZ4J70sAtHTIfGtxNKQHWxRVjSF/f1yhuhBCiJNns1gPVD8Ok4Fhbrzcxkc/Xs+Nl9uYDAw/1OtMDd7cDtcZm+txpgZvHsUyhQAkYIsi663yUI45p1aOmd4qT4FnCCGEOGl9nd2Yyow5NVOZkb7O7hN5/8nAMEOjLxGOzAOacGSeodGXHipkR5dDB6oL8TAkYIui6jA7cFkGqDU0oVDUGppwWQak/1oIIU6RHns7t565Sr3FigLqLVZuPXN1V//1WGCcKy+/QNvHn+PKyy8wFhg/kvcf8d8ksZG765zYiDPiP/iuc2WN7UB1IR6G9GCLouswOyRQCyHEKddjb9/zhMaxwDieUS9rG+sALESW8Ix6Aeiyd+QcOx4YY9DvZTmySI2ljt5OFx32wvOmw5H8u8uF6ntp672R04MNUFpuoq33xoFfS4hCJGALIYQQ4tC8/sHtcJ2xtrGO1z+YE7DHA2N4Rz2sb6wBsBRZwDuaagssFLKtFlu6PWR3PVtgchj/yE0i4RAWq43O7hvY23NPXMycyDg1eDN3ioic4CiOkARsIYQQQhzaYmR5X/VBv3c7XGesb6wx6PcWDNjdnTcYGn0pp03EWGaiu/P+rnNgcpjRoZfYSKSOiYTnGR1KTQepCJuY8nqJLi5SWVdHm8vF8//X1MG/SCH2SQK2EEIIIQ6tzlLDQmQpbz3bcmQx7/ML1QHa7and5RH/TcKREFaLje7OG9t1AP/Ize1wnbGRiDP+f/47furNCjbXUqE+urDAhCe1Y97SJZdBF8dDTnIUQgghjpBS6mml1LRS6k2lVF+ex/9AKfUdpdQbSim/UqopXX9SKfVVpdS304994ORX//Bcnb1UlJXn1CrKynF19ubUaix1eZ9fqJ7Rbu/h5u9P8cl/O8/N35/KCdcAkXD+fuyS721uh+uMzbU1przePd9PiMOQgC2EEEIcEaVUCeAFuoD3AB9SSr1nx2HfAC5qrZ8APg/cStdjwDWt9c8CTwMvK6XedjIrP7wuewfuZ1xcsNSiUFyw1OJ+xrXrBMfeThflZRU5tfKyCno7XYd6f4s1/xSQkkT+D+uji4V3zIU4LGkREUIIIY7OJeBNrfUPAJRSnwGeA76TOUBr/ZWs478GXE3Xv5d1TEgp9RZQC/z4BNZ9JLrsHbsC9U6ZPuuDTBHZj87uGzk92ABlRhPlb3+MxI9+suv4yrq9d8yFOAwJ2ELsYWzFhzfkZjExS52xEZfNQ1e1jBQUQhRUD/ww6/4cUHi2HbwAjO0sKqUuAUbg+/mepJRyAk6Axsaju/Ktb3IG98gUs+EojdZKPN1tONpbjuz1MzrsXYcO1DtlpoVkpohYf/xfUDVdTyK6DG9TgN4+trSigjbX4XbMhdjLoVpElFJWpdTfKqVm0v99e55jCvaUKaUmlFLfTP8LKaVG0vWXsurfUkptKaVO7nqsQpAK156gk4VEEI1mIRHEE3QytuIr9tKEEGeAUuoqcBG4vaP+ODAI/JbWOpnvuVrrAa31Ra31xdra2iNZj29yBufQBMFwFA0Ew1GcQxP4JmeO5PVPgr29h9+/OcXzv+Ljp16vI7H0zxA3wY8eg60SACovXOCy2y0nOIpjddge7D7Ar7VuAfzp+zsV7CnTWl/WWj+ptX4S+CownK7fzqrfAP5eax0+5FqFOBBvyM2ajuXU1nQMb8hdpBUJIR4B88A7s+43pGs5lFJPAW7gWa31elb9MeCLgFtr/bVjXmsO98gUscRmTi2W2MQ98uiNs5vqv8NmPGsm95oZ3noHlYYneP7VVyVci2N32BaR54CO9O1PAePA/5J9wH56ytI/UH4Z+K087/Eh4C8PuU4hDmwxMXuguhBCAFNAi1LqXaSC9QeB57MPUEq9F/gk8LTW+q2suhH4K+CO1vrzJ7fklNlw9ED14zY5OcbIiJdweBGrtY7ubhft7buDcWB8DP+gl8jyIpaaOjp7XURD+WdyF6oLcdQOu4Ndp7W+l769AOx5xsAePWXdpHbCf7LjeDOpXe//e4/XdCqlXlNKvba0tHv+phAPq86Yv6+xUF0IIbTWm8CLwJeB7wKf1Vp/Wyn1CaXUs+nDbgOVwOfSrZBfSNd/A/iXwG9mtUk+eVJrb7RWHqh+nCYnxxga8hAOLwCacHiBoSEPk5O57eqB8TFGvR4iSwugNZGlBUa9HkrNFXlft9JWk7cuxFF7YMBWSv1dug9657/nso/TWmuyzyDY/Tp79ZQV2qV+BviHvdpDjqMPTQgAl81DhTLn1CqUGZfNU6QVCSEeBVrrL2mtf0Zr/dNaa0+69jGt9RfSt5/SWtdlWiG11s+m60Na67Ks+pNa62+e1Lo93W2YjbkfbJuNpXi6205qCdtGRrwkErmzqxOJNUZGcmdX+we9bKznHlfyfRMboTJIqpy6oayMtr5rx7NgIXZ4YIuI1vqpQo8ppRaVUo9rre+lA/RbBY4r2FOmlKohNdbo1/I89YNIe4goksy0EJkiIoQ4DzLTQk5iisiDhMP5Z1TvrEeWdx9X9Z/rUfFySBqgahVKtmCrhDJDHS09HcexXCF2OWwP9heADwP96f/+9c4D9tFT9uvAq1rrtR3PswC/RHo+qBDF0FXtkEAthDg3HO0teQP18GSA/hE/oXAEm9VCX3cnPe32Y1uH1VqXbg/ZXc9mqalLtYdkKYkbUzfi5tS/tHWVdyCLEMfisD3Y/cD7lVIzwFPp+yilLiql/jx9zIN6ygrtUv8a8P9orf/5kGsUeUzGfNxYbOaj9wzcWGxmMiaj54QQQuw2PBng+tAo8+EIGpgPR7g+NMrwZODY3rO724XRmNtHbTRW0N2dO7u6s9dFWXnucUnzRt7XrGyUab/i5BxqB1trvQJ05qm/Bvx2+vYQMLTHa3QUqP8H4D8cZn0iv8mYj6GIkwSpEXThZJChiBOAdrPs1gohhLivf8RPPJEbWuOJDfpH/AfexR6fHGdw5A7L4WVqrDX0dl+jo71j13GZaSEPmiJi70jdz54i0vqv38fdfx9gM5bYPq7UbKTN032gtQpxGHIlx3NoZNW9Ha4zEsQYWXVLwBZCCJEjFI48sD42OYl3ZITFcJg6qxVXdzdd7bkXsByfHMc79ArridR86qXwEt6hVwAKhux8Y/l2snd0bQftjJl3TzLlHiE6G6ay0Uqbp5sWx14X1BTiaEnAPofCyfxznAvVxdEbnhujf9pLKL6IzVRHX6uLnga58IEQ4vSxWS3M5wnZNqsFSIVrz9AQa4nUjvFCOIxnKPXBdXbIHhy5sx2uM9YT6wyO3MkbsA+jxdEugVoU1WF7sMUjyGrIP8e5UF0creG5Ma4HPMzHF9Bo5uMLXA94GJ4be/CThRDihPV1d2IyluXUTMYy+rpTHaLekZHtcJ2xlkjgHRnJqS2H81/kpVC9kMDYOC9feYGPtz3Hy1deIDA2fqDnC3ESJGCfQ91VHozkznc2Yqa7SuY7n4T+aS/xrdy5rfGtNfqnvQWeIYQQxdPTbufW1Weot1pQQL3Vwq2rz2z3Xy+G81+qYme9xpr/Ii+F6vkExsYZ9XiJLCylLiyzsMSoxyshW5w60iJyDmX6rEdW3YSTs1gNjXRXeaT/+oSE4vnnuxaqCyFEsfW02wue0FhntbKQJ2TXWXOndvR2X8vpwQYoN5bT273/i7/4vYNsrOW2mWysreP3DmLv6tj36whx3CRgn1PtZocE6iKxmeqYj++e72oz1eU5WgghTjdXd3dODzZAhdGIqzt3akemz3qvKSKT4+OMDN4hvLyMtaaG7t5rtHfcfzyymL+dpFBdiGKRgC3ECetrdXE94MlpEzGVVNDX6trjWUIIcTplTmR80BQRSIXsQic0To6PM+R9hcR6aoc6vLTEkDc1ZSQTsi11Nan2kB0sdftvMxHiJEjAFuKEZaaFyBQRIcRZ0dXenjdQH8TI4J3tcJ2RWF9nZPDOdsDudPUy6vHmtImUVZTT6eo91HsLcdQkYAtRBD0NXRKohRAiS3g5f5tHdj3TZ+33DhJZXMZSV0Onq1f6r8WpIwFbCCGEEEVnrakhvLS7/cNak2r/CAxP4u8fIRIKY7G9g54bTuw9MutanE4ypk+IU8A3M0nzp29gGPgozZ++gW9msthLEkKIE9Xdew1jeXlOzVheTnfvNQLDk4xeHyIyHwYNkfkwo9eHCAzLz0pxOknAFqLIfDOTOCeGCEbDaCAYDeOcGJKQLYQ4V9o7OrjqehFrbS0ohbW2lquuF2nv6MDfP8JGPPdiNhvxBP7+kQKvJkRxSYtIEQViPvyrbiLJWSyGRjqrPNhldN65454aIbaZ+4sjtpnAPTWCo0U+/hRCHD/f+BzuwWlml+M01pjw9Lbi6Gg48XW0d3TkjOXLiITyX8ymUF2IYpOAXSSBmI/RiJMNYgBEkkFGI04ACdl5jK/4GAy5WU7MUmNspNfmoaP6bHyfZqP5f0EUqgshxFHyjc/h9AaIrW8BEFyK4/QGAI4kZI+PTzI4OMLycpiaGiu9vd10dBxs88Bis6baQ/LUhTiNpEWkSPyr7u1wnbFBDP+qu0grOr3GV3x4g06WEkE0mqVEEG/QyfiKr9hLOxKNlfl/QRSqCyHEUXIPTm+H64zY+hbuwelDv/b4+CRe7xBLS2G0hqWlMF7vEOPj+2+BC/gCJO5VQFLl1MtMRjr7ugs8S4jikoBdJJHk7IHq59lgyM26zv1jZF3HGAydjT9GPG3dmEuNOTVzqRFPm/ziEEIcv9nl+IHqBzE4OML6em4L3Pp6gsHB3N7pybFJbly5wUfbPsqNKzeYHEsF8IAvwKhzlPgcELHAZgloML2timduXZUpIuLUkhaRIrEYGokkg3nrItdyIv8fHYXqj5pMn7V7aoTZaJjGSiuetm7pvxZCnIjGGhPBpd1hurHGdOjXXl7O3+qWXZ8cm2TIM0RiLRXEwwthhjxDAHzV/VU2YhupA+Pm1D/AaLRIuBanmgTsIums8uT0YAOUYaazylPEVZ1ONcZGlhK7/xipMZ6dP0YcLe0SqIUQReHpbc3pwQYwl5fg6W1leHyG/sEpQstRbDWV9PW20dPRsn3c2HgA76CfxeUIdTUWXL2ddHXYtx+vqbGytLQ7ZNfU3G+BG/GObIfrjMRaghHvCBWzFXnXHJmNPPTXK8RJkBaRIrGbHTxjGcBiaAIUFkMTz1gG5ATHHVZ8Y/zOr76Lj7X91/zelZ/j58beDkC5MtNrkz9GhBDisBwdDQy47DTVmlAKmmpNDLjsmIhz3TvB/FIUrWF+Kcp17wTD4zNAKlx7vKMsLEXQGhaWIni8o4yNB7Zfu7e3m/Ly3Ba48nIjvb33W+DCi/l3ucOLYSyNlryPFaoLcVrIDnYR2c0OCdR7WPGNEXR6MMTWAMXbFsp5xtNEVWkN7/tX/3Z7isicb5xp9x3is8uYGmto9VyjwdFR1LULIc4vpdTTwJ8AJcCfa637dzz+B8BvA5vAEvARrXUw/djfAP8C+P+01ldOas2OjoZdE0MuvfBp4uubObX4+ib9g1P0dLTgHfSztr6R8/ja+gbeQf/2LnZmWsheU0SsdVbCC7tDtrXOSufvdzLqHL3fJgKUmcvo9HQe7gsW4phJwBYnKuYbZtV9k+RsCEOjjSrPDcyOnrzHhtxedGwtp2ZcK+HKn/0M9r774TrgfIWt2DoA8eASAecrABKyhRAnTilVAniB9wNzwJRS6gta6+9kHfYN4KLWOqaU+l3gFvCB9GO3ATPw0RNcdl6h5eie9cXl/G0aO+sdHe17juXrdnXn9GADGCuMdLu6sXelgrrf7ScyG8HSaKHT04ndYS/0ckKcChKwxYmJ+YaJOF+CWOpkmmRwPnUf8obsxOxi3tfJrk+772yH64yt2DrT7js0ODqY8U0y5R4hOhumstFKm6ebFof0Ogshjs0l4E2t9Q8AlFKfAZ4DtgO21vorWcd/Dbia9ZhfKdVxMkvdm62mkvml3SHbVlMJQF2NhYWl3SG7ruZg7RvtXamfySPeEcKLYax1Vrpd3dt1u8MugVo8ciRg72Em5mNq1U00OUuloZG2Kg8t0tLx0FbdN7fD9bZYnFX3zbwB29hYRyK4kLeeEZ9dzvte8dllZnyTTDiH2IyldkWiwTATztSZ6RKyhRDHpB74Ydb9OWCvHzgvAGMHfROllBNwAjQ2Hs8J3329bVz3TuS0iZjKS+nrbQPA1duJxzua0yZSUV6Gq/fg7RvtXe3bgVqIs0BOcixgJuZjIuIkmgwCmmgyyETEyUzsbFzcpBiSs6ED1W0eF8qcewa5Mldg87i275saa/I+19RYw5R7ZDtcZ2zGEky5R/I+RwghTpJS6ipwkVRbyIForQe01he11hdra2uPfnFAT0cLt1yXqa+tRCmor63kluvy9hSRrg47btczXKi1oBRcqLXgdj2TM0VEiPNKdrALmFp1s7njSoubxJhadcsu9kMyNNpIBufz1vOpdnQBqV7sxOwixsY6bB7Xdh2g1XMtpwcboMRcTqvnGt/v/cu8rxudPfglyMfmhvFO32QxHqLOZMPVeoOuhvy940KIc20eeGfW/YZ0LYdS6inADfyS1np95+OnRU9HS85Yvp26OuwPHagnhwOM9PsJhyJYbRa6+zpp75FwLs4GCdgFRAtcUbFQ/WHEYj5WV90kk7MYDI1UVXkwn+HwXuW5kdODDYDZRJXnRsHnVDu6cgL1TpkTGfNNEal0f5locHeYNlqreLn55X2fMDM2N4wn8BJrW6l1L8Tn8QRSveMSsoUQO0wBLUqpd5EK1h8Ens8+QCn1XuCTwNNa67dOfoknY3zsDQa9fpYXI9TUWeh1ddLR9QSQCtdD10dJxFPtJeH5CEPXRwEkZIsz4dy1iMzFfPgXm3n1ngH/YjNzBVo+KgtcUbFQ/aBiMR+RiJNkugUlmQwSiTiJneEWFLOjB8vAbQxN9aAUhqZ6LAO3C04R2a8GRwedd/+CK8kv0Hn3L7ZDd5unm1Jz7vxVg7GU5Z8YiQQjoCESjDDqHCXgC+R55RTv9M3tcJ2xthXHO33zUOsWQpw9WutN4EXgy8B3gc9qrb+tlPqEUurZ9GG3gUrgc0qpbyqlvpB5vlJqAvgc0KmUmlNK/coJfwlHYnzsDbyeUZYWUjOylxYieD2jjI+9AcBIv387XGck4huM9PuLsVwhjty52sGei/kIRJxspVs/4skggYgTgIYdO8dtVR4mIs6cNpFSzLQd0ZUWV1fdsKMFBWKsrrrP9C622dFz6EC9X5kTGbOniKxEK/jnldzjNmIb+N3+grvYi/H8PeKF6kKI801r/SXgSztqH8u6/dQez718jEs7MYNeP+truQF6fW2DQa+fjq4nCIfyj/grVBfiUXOudrCnV93b4TpjixjTq25WYj4Ci828fs9AYLEZK3DZMkBl+kqLlYYmLlsGjqz/Olmg1aRQ/TSYXPFxI9DMR183cCPQzOTK6d9tb3G08/zdmziTn+T5uzcJF2i/3uuyu3Wm/D3ihepCCHHeLS/m/5maqVtt+Uf5FaoL8ag5VwE7XiC86mSQYMRJIt2ukUjftwLP193F+XiS5+vuHunJjYYCrSaF6sU2ueJjKOgknEh9j8KJIENB5yMRsrM9zGV3Xa03qCgx5dQqSky4Wgv3jgshxHlWU5f/Z2qm3t3XidFUlvOY0VRGd59coVGcDecqYJsKhNfHKEHv2NnWxAituo9tLVVVHlIX68pmTtdPn5GQm4TO/R4ldIyR0MN9j1aGhwlcauP1hnoCl9pYGR4+imU+UKenkzJz7g91rRRNv/qegs/paujBbb/NBVM9CsUFUz1u+205wVEIIQrodXVSXpH7s7a8ooxeVypAt/fYuXrrGaz1FlBgrbdw9dYzcoKjODPOVQ92a5UnpwcboAQzJbt6oVMSx9iukemzflSmiIQTud8L+zh0DoJlOciirZmqPg/mnv2tfWV4mOD1l9Dx1ImDifl5gtdTUzmqewqH1rnhMab7vcRDi5hsdbT2uWjoKTxhJB+7w86b/3CPb/zZ1zHoLbYwsKqr+H8/NYftF2dod+QfR9XV0COBWggh9ikzLaTQFBFIhWwJ1OKsOlcBO3Mi4/Sqm3hyFpOhkdYqDz9adafbQ3IZj7ldw2x2nNpAvZPV2JhuD0mF62e8YExPbk3OB4lcT50sup+QHeq/uR2uM3Q8Tqj/ZsGAPTc8RuC6h634GgDx+QUC11O7/QcN2V//0jJh/Y7cYmyTEfdUwYB9GMMz4/RP3SEUXcZWWUNf2zV6WjqO/H2EEOKkjI3N4PVOsbgYpa6uEperja6u3J+fHV1P5ATqjEnfDCPuKcKzUayNlXR72o7lZ68QxXSuWkQgFbI76+5y5fEknXV3aTA7sFV5UDvaNRRmbKe0XaMYum0ejCr1PeocvB+ut8VjrPbvr10kEco/faNQHWC637sdrjO24mtM93v39Z7ZwrPRA9UPY3hmnOsTrzAfXUKjmY8ucX3iFYZnxo/8vYQQ4qB8Yys0XwlgaHud5isBfGMrD3zO2NgMHs8ECwtRtIaFhSgezwRjYzMPfO6kb4Yh5wThYBQ0hINRhpwTTPoe/FwhHiXnLmDnU2120GQZwJieGGI0NNFkGaD6EdldPgnt1Q6uNg1gNTZhWc5/TDK0v5Yaoy3/9I1CdYB4aPFA9ZnhcT596SMMNDzLpy99hJnh8e3HrI2VeZ9TqH4Y/VN3iG/m/jUS31ynf+rOkb+XEEIchG9sBacnSHAhgdYQXEjg9ATxja0wPDbHpSt+Gtpe5dIVP8Njc9vP83qnWFvbzHmttbVNvN6pB77niHuKRCz3uYn0J4hCnCUSsNOqzQ7sdXf5hceT2OvuSrjOo73awU37XUpsTXkfN9j211Jj67uBMuVO5VAmE7a+wlM5TLa6fddnhseZuP4K0fkl0Jro/BIT11/ZDtndnjaM5tzuKKO5lG5P277WfxChaP6/RgrVhRDipLi9IWJrOqcWW9P03f4e1z0B5hfiaA3zC3GuewLbIXtxMf+nfYXq2U7yE0QhikkCtjiwqj4PmHZMQDGZU/V9qO7poenWbYz1qSs6Guvrabp1e88THFv7XJSYKnJqJaYKWvtcu46d6r/DZjx313gzvs5U/x3GfXMMuGd5K1aJLkmFbGtTJVcHLh9LD6CtsuZAdSGEOCmzi4m89cRPfkR8bSunFl/bot87DUBdXf5P+zL18eEZXrj0aZ5rGOCFS59mfPh++8dJfoIoRDFJwBYHZu5xYLk1gKG+KXXJ8/omLLcG9j1FBFIh2/71KX5hbh7716f2DNeQOpHRfsuNqf4CKIWp/gL2W+68JzhGQ/l3h6PzS3idATbfmuGn3/GfsL1jkpq67/Dkf//2YzvBpq/tGqbS8pyaqbQemRA9AAAgAElEQVScvrZrx/J+QgixX411xrz1UpJ566HF1MnpLlcbFRW5nwJWVJTicrUxPjyD9/oES/Op/uyl+Sje6xPbIfskP0EUopjO1RSRsyKw4sMfchNJzGIxNtJp82CvPtmWFnOP40CB+ig09HTta2JIpa0m1R6ywzpVmHWQJssblBhSuzPGkjjf+cwogV+0Yu9pP/I1Z6aFyBQRIcRp43HZcHqCOW0i5grF28qN/Diye3fbVpdq7ctMC8k3ReSFS59mPZ7bY70e32Swf4qOnpbtzQyZIiLOOgnYj5jAio/RoJON9EVfIokgo8HUiLyTDtmnzficj8FpN8Zf2eSJoZ+nJHH/A5pSUznfCLVRX/Wft8N1hoEt/P0jxxKwfYEAbv83mY000Wh5gt97Xyc9LTL3VQhRfI6uaiDViz27mKCxzojHZcPEO7juCeS0iZgqSuhztW7f7+pq2TWWD2A5lL+XOrve7miRQC3OPAnYjxh/yL0drjM2dAx/yH2uA/b4nA9vwMn6VgzaQaN598i7Mf3IxP/f3vlHNXaed/7zSqBBsrBsYMxYQwRtTXHS4Lq1GXq6mYRWqWPamYRl0zY2njhuWnVPyTnx6cZTptqz6S9lppPk1DnHnK3ZxGnMyEk2LiFhEuJ1aGhpNp3B3sSW7YRgOyMCMngGPDJYYgTSu3/cK0YS0gADA8zwfM65B+m5733u80ri6qv3Pu/zOt27aej4MN//8yS2xE/yHh+NzGx4TMFQCF9fH7GFBQDC0Si+vj4A2upFZAuCsPW0NZcvCe1cjnWOEJmK466009FeR2tz1Yr+KtxOzk4sF9kVbsmxFnYWIrCvMqKJ/KXwCtl3Ct0jfkNcm0QaI0QaI+y2V/MF7xkADsXHefq/2bFZ48uOd7nLNjwm/8DAkrhOE1tYwD8wIAJbEIRtTWtz1aoEdS6HOhroPDyUlSayy17EoQ7JsRZ2FjLJ8SrDZctfCq+QPR+x/iBTB2p4rcHC1IEaYv3By4pluj9I6EANzzZYCB2oYfoy/WwE5+L5f2Bk2pvaqrit7X2ksGa1sRQXcfatEv606q85su9hTvWENiSmsWh0TXZBEISrnabWWtqP72f3XidKwe69TtqP76epVVJChJ3FukawlVJlwFeBGuAM8Ada6zdy2twO/E/geiAJBLTWXzX3DQGlZtObgNNa6xallAs4AXjMGD+jtf7iemK9VvC6A1k52ADFyoHXvboSebH+INGAD+aN41OTYeM54GhefYrJdH+QcMCHNv0kJsOETT/la/Az3t/DSOdR4lMR7JVu6tqPUNV86Yoi+aiwezgbX77cfWp6Dw2WZ6n02GgPuPnDzzYT+k9lDBzrJRqZoeSGUl6fszF33mg/MxHlxGEjjaOxdX2jzB6Xi3AeMe1xudblVxAEYTvT1ForglrY8ax3BLsDGNBa1wID5vNcYsCHtda/AtwNPKyUugFAa71fa3271vp24AdAj3lMO/CS1vpXgSbgs0qp/PWEdhj15W0crO7CZTNWnXTZqjlY3bXq/OvZTv+SuF5iPmbY10Ck078krtPo+RiRNfgZ7+8hFHiI+OQEaE18coJQ4CHG+3tWPjiHQ3UBdlmza3Pr+RLOf/HPjKV8wwkCvjD9wWnqWxt58PRRPjn+KOcdVcwtZJfRS8QX6D02sOYYcgl4vTiKi7NsjuJiAl7vun0LgiAIgrB9WW8O9gcwBDDAl4BB4C8yG2itf5rxOKKUeh3YDZxP25VS1wO/DTyQbgqUKqUU4ARmgOy6P9uQ0ekgwxE/c4kxnDYPDe4AtVdg4mF9edtlT2hMTeVPpShkL0SiQPtC9nyMdB4lOZ+dD52cjzPSeXTNo9hNVcbr0T3i51x8jNT0Hs5/8c+I/+vFsn7zMU2nP0Jz28UJPTOR/OkahexrIZ1n7R8YYCwaxeNyEfB6Jf9aEISrkv6ecTqPjTAViVPpttPeUUdz69rztAVhJ7BegV2ptX7NfDwJ5F/P2kQptQ+wAa/k7GrBGAl/03z+CPBNIIKRQvKHWuu8le+VUj7AB+DxrD4PeaMZnQ4yFPaxaKZuzCXCDJnl866EyL5cLJUeUpPLUykslWt77WyVHhJ5/NjW4Cc+FVmTPZfR/n6GOzuZm5rCWVlJQ3s7X2g+A0CD5Vm0Xn7M1Fh2bdcyt4uZieViusy9MWkcbfX1IqgFQbjq6e8ZJ3A4xHzcKN03OREncNiYr9LcWsVgcJxu/wjnxuJUeOwcCtTR1CbiW9i5rJgiopT6rlLqhTzbBzLbaa01xshzIT83A93AA3nE8j3AlzOevw/4EeAGbgceMUe5l6G17tJa36m1vnP37t0rdeeKMRzxL4nrNIs6xnBkbakXV5rS9gCU5CxzXuIw7GvA3R5A5fhRJQ7ca/Bjr3SvyZ7JaH8/Q4EAc5OToDVzk5MMBQKM9vcDUOnJn1GUa2/p8GKzZ6dx2OzFtHTkT+PoH+3nwBMHaOhq4MATB+gf7V8xVkEQhKudzmMjS+I6zXw8SeexEQaD43T6QpwNx43VG8NxOn0hBoPjWxStIGw9KwpsrfV7tdbvzLN9A5gyhXNaQL+ez4cpjr8F+LXW/5GzrwLYZ+5P8wDQow1eBn4G3Ho5HVwN49NBBkI1nHzWwkCohvHpILHpIFOhGl571sJUqIbY9KUrZMwVKJNXyL5VOJrbcPm7sOwxlznfU43L37WmCY5gTGSs9ndhM/3Y9lRT7e9a0wTHuvYjWEvsWTZriZ269iMrHjvc2cni/HyWbXF+nuHOTgDaA25KHCprf4lD0R7IFu+NrfXcd/wgjhsdaGARC/FdZcQpWXbO/tF+AkMBJucm0Wgm5yYJDAVEZAuCcM0zFVle3jRt7/aPcCGWLb4vxJJ0+0c2IzRB2JasN0Xkm8D9wDHz7zdyG5iTE78OPK61fjKPjw8CJ7XWmWppDPACQ0qpSqAOeHWdsTI9HSQS8ZNIjGGzeXC7A8SBUNhH0hx9jifC/PzMA1iUQmkjnSCVCBM10z0cBdI9nDYPc4nlKRPONZTP2ywczW1rFtT5KG9uW1FQnxoP0jviZyY+RpndQ0tdgEYzXzqdZ305VUTmpqYuaU/nWXf6I0yNJXj7LS/x9r3/wumHZxj5cgXe9kPUNzcBEKeE8flyLmCmhZyHzsNDAFkz4TuHO5lfzBb184vzdA530ly78hLugiAIVyuVbjuTE8tFdqXbzrln8ovvc2P57YKwE1hvFZFjwO8opUaB95rPUUrdqZT6vNnmD4B3Ax9RSv3I3G7P8PEhstNDAP4W+E2lVAijOslfaK3PrSfQ6ekg4bCPRCIMaBKJMOGwj1d//vElcZ3mZhaWxPUSOsbsJdI9GtwBilR2ykSRctCwyvJ51yKnxoOcCPmYiRuv+Uw8zImQj1PjF+8GVDW34j05zIHhCbwnh1c9udFZmT/dP9Pe3FbOyTP1PPatWW696ZskZqdBa6KTZ+kLdBLqHwSg+9hw1qIIABfii3QfG86yTc3lF/WF7IIg7EyUUncrpUaUUi8rpZZV11JK/blS6iWl1PNKqQGlVHXGvvuVUqPmdv/mRg49PdPs2xeiqupZ9u0L0dMzDUB7Rx0l9uw1BErsVto76qjw2PO5KmgXhJ3AugS21npaa+3VWteaqSQzpv0ZrfUfm49PaK2L0+X4zO1HGT6atNbfyfEb0VrfpbWuN9NRTqwnToBIxI/OEdJax9iVnF7WtlA9wNQl0j1qy9vYX92F0yyf57RVs7+6a1tNcNxsekf8JJLZr3kiGaN3ZAPy0m//ExZS2eX1FlK74PY/WdZ0oLObhfkL2W3nLzDQ2Q3AucjyZX3z2Sud+UV9IbsgCDsPpZQV6ASagXcA9yil3pHT7IfAnVrr24AngePmsWXAJ4FGjNTJTyqlbtzoGIM9MWr2TWGpeo2afVMEe4zrdE/PNIcPh5mYSKA1TEwkOHw4TE/PNM2tVfiP17Nnrx2lYM9eO/7j9TS3VnEoUMcuR7b43uWwcihQt9GhC8JVw45ZKj1RQBxb89gSwK48dssK6R615W07WlDnMlNgdcVC9rXw8Inf4MY3P4Z37+O4bOeIJioYmPgwb5z4De79u+y20an8Nz/S9gq3k7MTy0V2hduZ9by9oZ3AUCArTaSkqIT2hvasdj2hUxwb6CUSncHtKqPD20JrfePldFMQhKuPfcDLWutXAZRSX8EoaftSuoHW+nsZ7f8DuM98/D7g6fRglVLqaYz1I3Lv8l42wZ4YvsNRYmb2Rngihe+wUUnpc8cixOPZtQricc2xYxFaW8tpbq3KW5YvXS1EqogIwkV2jMC22Txmekg2Vms51lQ8K03kNYqpzsjBBkA5KN3CdI/YYJDZbj+pc2NYKjyUHgrgaLp8MT89GCTS7SdxbgxbhQf3oQDl6/CXjzK7x0wPWW5fL5GxFBO6iRfeaMqyq/PLqzm6KiuITp7Nawc41NHA//J/nZJdP8dqTZBM2pi/8DYOdfxWVvt0nnXncCdTc1NUOitpb2jPyr/uCZ3icN8J4gvGZ2ciOsPhPuMGjIhsQdgR7AV+nvF8HGNEuhAfBdIzpfMduzffQZdbotZ/bHZJXKeJxQ37YiSR95hIAXsmTW1VIqgFIYP15mBfNbjdAVROjrRSDjxv+xz11V3YzdQOu62at9V8kRuqH8Ni2iy2alzVXQUnOF5pYoNBop0+UmfDoDWps2GinT5ig5eubFKI6cEg4U4fCdNf4myYcKeP6cv0BzA+GGTgozWc/ICFgY/WMD4YpKUugC1ndUWb1UFL3fp/qLg9+T+6+eze9kMUl2Tfkygu2UX5vt/jwL4BPnV4AIfjZxQVJVAKiooSuFxh7PaZZb6aa5s5ee9Jhn3DnLz35LLJjccGepfEdZr4QoJjA71r7aIgCNc4Sqn7gDuBT6/12MstUTsWybukBGORFG53/gTJQnZBEAqzYwR2eXkb1dVd2EzRbLNVU13dRXl5G1XlbXjrz3DgjhTe+jNUlbfhKG+jsv4MN9+RorL+zJaJa4DZbj9cyFne/ELMsF8GkW4/OsefvhAjcpn+xgeDhDp9xE3BHj8bJtTpY+/LcF99F2V24zUvs1dzX33XUhWR9dARKMWeU87b7jDsudQ3N3HQ345rz25QCtee3bztrnt49HFjVrzb+RMsKvtLJ7m4SG/n2kVxJLpclF/KLgjCNccE8LaM51WmLQul1HsBP/B+rfWFtRy7Hjzu/F/7HreFjg43dnt2eVO7XdHRsfLaBIIgZLNjUkTAENnlV2GOdOpcgeXNC9hXInF2edoGQOIy/Y10+0nmCPbkhRgj3X68XzizJkE9OtjDcPdR5s5FcFa4aTh0hNqm5ZVFWtsMdX3MP0tkLIXbY6EjULpkz2X6lhlC9z7PubkIFU43U9+sZj7+6wDYrPlLSc1MrV0Uu11lTOQR025X2Zp9CYJwVTIM1CqlfgFDHH8IuDezgVLq14BHgbu11pnrRzwFfCpjYuNdwMoLA6yBQEdpVg42gMNu2FtbzevqsQiRSAK320ZHh5vW1vKNDEEQdgQ7SmBfrVgqPEZ6SB77WgmNB4k7Ffa55Ytu2i7DH0C8gDAvZC/E6GAPQ50PsXjBuPLPnZ3gqc88xPf/L3zkL/OL7EKCOpPB0R46hx7iwqLh9+zcBLzrMexvLBB/oZFE0s6uouUiu6yysCgOnhrF3zvM2MwcnjIngZYG2hpr6fC2ZOVgA9iLbXR4W1aMUxCEqx+t9aJS6mMYYtkKPKa1flEp9TfAM1rrb2KkhDiBrymlAMa01u/XWs8opf4WQ6QD/E16wuNG0WaKaP+xWcYiKTxuC4GO0iV7a2v5MkHdH5xeWlOg0mOjPeBeWmtAEIT8iMC+Cig9FCDa6ctOE9nloPTQ2nOZB0b8XNeguW0IijJKPyeLFO7L8Adgr/AY6SF57GthuPvokrhOY7PEmfzeUYLVrbRd5s2H7uGjS+I6jcWWoNT7deIvNDIxeyvVruexWi6uRKZRvDqZ5KMH/oFD7V6amm9b2hc8NYrvxBCxhPEChmfm8J0wFqZpazTmMkkVEUHYuWitvw18O8f2PzIev/cSxz4GPHblojNEdlpQr0R/cJqAL8x8zBiUmQwnCPiM672IbEEojAjsbcToeJDhET9z8TGcdg8NdQFqq9qWqoVsRBWRaHyMqLk44a3DYJ+DuBN+0qDZd5lVROoOBQh1+rLSRKy7HNStUbDPnYvktd9YEsHvZ0WBHRrsZ6C7k+i5KVwVlXgPtVPf1MzZufx+rS5jYOiNeWPme9X1P8FmjZPEyps4mcdBfDJKZ6APYElk+3uHl8R1mlhiEX/vMG2NtbTWN4qgFgThmqDTH1kS12nmY5pOf0QEtiBcAhHY24TR8SBDIR+L5sIsc/EwQyFjefa0yF5PWb40LruHaDxMpBYitZn26sIHrUCVGddIt5/4uTHsFR7qDgWW7KvFWeFm7uzy+TwzcTdjK2SbhAb76esMsHDBqFEdPTtJX2eA08NzJKjA5lpepq/Uuge9185UJM6u8lr+oOMATz72Nc5ORrPaXZhfoLtzYElgj83kX5imkF0QBOFqZWosf4m+QnZBEAx2nMCOjQeZHfGTio9hsXsorQvgWGNVi/HxICMjfuLxMex2D3V1Aary+IidCjLb6yc1M4alzENpSwBHY/5zDY/4l8R1msVkjOERP7Wm7+lTQSK9fhIzY9jKPLhbApQX8FcIb12AvpCPhYxzFVsdeNdZOq+qqW3NgjqXhkNHeOozD2GzXEznuLBo5+s/PsJKZV4HujuXxHWahQvz/PR7n2c8+WGqDz6C1XZxNcfUwi58d/13mv7Ym3XMPx7NFtdpzk1dtN9ScY5dluewWeMkknYmZut4I16Fp8yZ91hBEISrlUqPjcnwcjFd6ZHSfYJwKXZMmT4wxHU05CMVDwOaVDzM+R8d4qWTitBADdPjK9eBHh8PEgr5iJs+4vEwoZCP8ZxjY6eCRE/4SM2Y55oJEz3hI3Yq/znmCqxumLZPnwoSPuEjYfpLzIQJn/AxXcBfIeqr2jhY32WOWCv2vl7Or33PTvhvDzFwpIbxNfrbSGqbWnH+5qd5M3kDGrhgX+SVWxO89YtxAivo/+i5qbx2u3WaN15oItz3MS6c343Wigvnd/PWyd/nqWMn+dMPvJ8jH/0jTg0OAlBR6crrJ23vDw1SVvIsu4riKAW7iuJUu0Lscb5GoKXhcrsuCIKwLWkPuClxZJfuK3Eo2gNSuk8QLsWOGsGeHfFDziixQlMKvB4PEzZTMsovMaI9MuInmeMjmYwxMuLPGsWe7fVDIqd2dSLGbK8/7yi20+5hLs+qh05z1cNIrx+d408nYkR6/Wsexa6vaqO+qo3xU0FCT/lImn7jM2FCJ4zXoGqNPjMZPRVkuNfP3MwYzjIPDS0Balfp7+2/H+efKsKkuNjXd9/q45Z9AIV9uCoqiZ6dXGaPJ40cwTdeaOKNF5oAcN/4PL9a08fM2QUAZs6e5UTnIwDc9q5f4btP/gDFxZxDjeK2d/0KAJ0D3SymFrLOYbUkufWmV2lrrEUQBOFaIp1nLVVEBGFt7KgR7FSBUWKr+VcnY0RGLr3YSryAj1x7aqZA7eoC9oa6AEU5qx4WWR00mKkbiQLHFbKvhpFe/5K4TpNMxBjpvbwFZ8AQ10MnfMyZI+1zM2GGTvgYXeXIeO+wP0tcA6SI0TucP6ZgT4yafVM8drqNxVTOao27Svjl3/rjZQsnvL1qAKslWyQnLlygt/txnv73c5zHxSJWNLCIlfO4ePrfzwEwFT2XN47Z+Bv0nAqtqo+CIAjbhZ5gjH01U1RZXmNfzRQ9wdiyNs1t5Zw8U89w6g5OnqkXcS0Iq2BHCWyLPX8ibzLjcaKAgE5jL+Aj124py9+ukL22qo399V04zdQNp72a/fVdS/nXtgLHFbKvhngBcV7IniY0GuThJ2r46y4LDz9RQ2j0onge7vWzmCPaFxMxhlcp2mfmss9tny7hptBudv3rBR4+0kDoVM/SvmBPDN/hKOGJFKGZJr5x5mNEE7sBhWv3Hg62+/noQ7/P8ePV7N1rQynYu9eG3ZY/z3r67OtErT8kjoNZexHJm6ax3jxO6U2vEI0adxcqXRV5j11M2jh8ok9EtiAIVw09wRiHfVEmwim0holwisO+aF6RLQjC2thRAru0LgA5o8QpYDbjua2AgE5TVxfAmuPDanVQlzNJsLQlALacOqM2h2EvQG1VG/d6z+A7kOJe75klcQ3gbgmgcvwpmwN3jr/R0SBPPFFDV5eFJ56oYXS08MixvYA4L2QHQ1z3DfmIzhkj1NG5MH1DviWRPVdAnBey51LmvHhu+3QJrrCLokQRCkV0ZoK+Ew8tiWz/sdms1chCbzTxD6HH+OLkSR78wknqm5oBY+GE06frGR+/g9On6ynbvTvvuZO2JK7bhri+5oe4XGGKihIoBUVFCW64YYzBwVO0ew9RUpw9Up5KKWZn3cQTCxzrHVhVPwVBELaaY/5Z4jlaOh4z7IIgrI8dlYOdrhby5gsfRy9Mo5Og3wKKAQcoqwN3hlCOhYLMDvhJRcMki6y8eV2S5E3V3PJL9zM29+1LVhFJ51kbVUTM4x0xJv/t48z+8OO8aZnB7vRQ1xCgqnbl/OR0nnW6ioiltIzZUvjBdw5h/4GfOm+AeAkMDflYXDRL/c2FGRoyS/3lOUddS4DQCV9WmojV5sB1x+/yxMM1zEXHcLo8NHgD1NYbxw8M+1lYzL4iLyzGGBj2U1/bhrPMY6aHZONc5Uh7S0OAE0M+EosxSiOlWHT2b8CFRJyB3qPUN7ZSbP8W99zzCE7nFHNzlZw+/TFeeaWZsUhqqf2pU/309nYyMzPFLvtuTk+0MD25n/fc0IdVXUwTSakUs+5ZLEWLXPfLz6FeqM86r1IpPvvw47y2ywl7rkNfvwDWFKlkEW/OVjEfN26ZRmbyj44LgiBsNyJjqTXZBUFYPTtKYAMQBx2JwyIojPxrlwKrrZyK2z+3NMExFgoS7fPBgiEmrYtJXFGIEmZ2/kvcvr+L8hWEsaOxjbgDwn0+tOmH2DT2GCRcECdMyBTAqxXZ5Y1tjIeChPp8JE2f8WiYUJ+P2TI7i5ac9IzFGMPD/rwCOz2RcaTXT3xmDHuZB9cdv8vzP/0Si6bvuWiYoT5TpNe3EZ3LPxKdtje0BBg64ctKEymyOWhoCRAKBRkY8BONjuFyefB6A9TXZ8fVaMbZO+zHmrhAPqIzEU6FenjPu/8Oa5FRmq+0dJJ3v/vvjD7P/x5giOsTJwIkEkabC/HXeYfrn/i38/cxeP4g77npf2NdsJK0JZl1zzJfbpb5syVgTwSSVpgthXnzzkFqEa6Pwvwu1HwlAAoF2Jdic5flr0IiCIKwVQSD4PfD2Bh4PBAIGAt3uT0WJsLLxbTbs6NubgvCFWHH/RfNDvshZwTWouGGmDOresjsgH9JXC+1A0pnQS/GiBSYdJdLZMB/UVzn+AFILsYYWaWvNCMD/iVxnSa5EMN2djpv+7kCohgMke09eoYDj6bwHj3DT8e/vSSu0ywuxBgeMGJ0OfOPRKfttY1t7L+vC2eZmUteVs3++7qYd0Bfn8/MZdZEo2H6+nyEQstTWBpr2zh67xluKKvKf64yN70DR5fEdZri4nkaGx8h0FEKQG9v55K4XmpjTbBvby+vxG8jfEuSyTsmOVt/9qK4BlTSYvz6KkqCKwolxuuRtGB8WDKwoCk1k4zstmI6WrLraguCIGwlwSD4fBAOg9bGX5/PsHcESrHnZDLaHYZdEIT1seMEdqqA2My1p6IFKo6YP/YTlxCtmSRW8AMQX6Wvpfar8JmJs4AozsdcAd9pu7chQHFR9hW5uMiBt+Fiak1tYxv3Hj2D79EU9x49Q21jGwMDfhZyhPvCQoyBgcI/LrwtRyi22bNsxTY73pYjzETzL3/udE7R1mrENzOTvza202Yskf7jH7ewuJizWEIKY9Q6jUVD6SwpFLMF1pGxkmRvmYvj9x2ktbE+fyNBEIQtwO+HWE6edSxm2FvbHBzvcrG32mJMAq+2cLzLRWubI78zQRBWzY4T2JYCYjPXbnEVqDhivmK2VYpW2wp+AOxrEMAA9gI+ix3lFOWI36IiBw0Nq1+l0VnAd9peX9vGwf1duJzGCLXLWc3B/V3Ur5DiEi0g3AvZAeobWzl436dxle01zlW2l4P3fZr6xlbKXPkXOci0l5VV5m0zlygDIBJpJBL+CNfZdqM16EULRF0Qz34NtTVJFBfxXdZ87ri5rIzTRx8UcS0IwrZjrMAlNm1vbXNw+kwl46mbOX2mUsS1IGwQO05glzYEIEeEUuQw7JntvAEozlNxpBRUkQP3KkWr2xtAFfADYC1yULcGAQxQ5w1gzfFpLXbwzrs/x/79XThN8et0VrN/f1fe/OtCNHgDFOX4Lip20OC9GGN9bRsP3nuGT/pSPHjvmRXFNYCrgHAvZF86V2MrDx4d5pOPTvDg0WHqG1sBaPEewVacPbptK7bT4j2y9LylpR2brSSrzULSxumJFgAcJYqH7vkvfPlIPw809pKM3LJMXBvHlPAWDuNNS+WsaGaz0d7Scsk+CIIgbBWeApfYQnZBEDaGHTfJ0WGKwdlhP6m5MSxOD6UNgSX7Ujtz8l2+KiLVDYEVJzimKTf9RAb8JKJjWBxlvFUK82usIpJJlelzZMBPPDqG3eWhzhtYsq9FUOeSrhYyPODPW0XkcvF6A/T1+bLSRIqLHXi9a/txkaax3hDavQNHmYlGKHO5afEeWbIDNDYaZfoyq4g8N9HCq+fvoHqPjUC7m7Zmo/pHa3MVZWU+Ok88woWMyZVWazGvz72TKC5K5y3GokSls6iiJHvKymhvaaG5sfGy+iAIgnClCQSMnOvMNBGHw7ALgnDlUFrrlVtdJdx55536mWee2eowhAKsporIVjN4apDu3j5NZcsAAAhaSURBVMc5N3OOirIKDrV8mJn4Xo51DxM5N4e7wknHoQZam2RZ9EyUUs9qre/c6jgEYSey0ndfoSoigiCsj0t994nAFgRh3YjAFoStQ777BGFruNR3347LwRYEQRAEQRCEK4kIbEEQBEEQBEHYQERgC4IgCIIgCMIGIgJbEARBEARBEDYQEdiCIAiCIAiCsIGIwBYEQRAEQRCEDeSaKtOnlDoLhLc4jArg3BbHANsnDpBYCrFdYtmIOKq11rs3IhhBENbGNvnuW4ntcr3baKRfVxcb3a+C333XlMDeDiilntkO9YC3SxwgsRRiu8SyXeIQBOHa5Vq9zki/ri42s1+SIiIIgiAIgiAIG4gIbEEQBEEQBEHYQERgbzxdWx2AyXaJAySWQmyXWLZLHIIgXLtcq9cZ6dfVxab1S3KwBUEQBEEQBGEDkRFsQRAEQRAEQdhARGALgiAIgiAIwgYiArsASqkypdTTSqlR8++NedrcrpT6gVLqRaXU80qpP8zYN6SU+pG5RZRSvabdpZTqU0o9Zx73QI7P65VS40qpR7YqFqVUtVLq/5ntX1RK/dctjCWvr614f5RS31FKnVdKncw5z1bEcr95vlGl1P2bEMtDGfYXlFJJpVSZue/jpu1FpdSDuecTBOHaRSl1t1JqRCn1slKqI8/+XUqpr5r7TymlanL2e5RSc0qpT2xWzKthPf1SSt2WcY0NKaVKNjP2S3G5/VJKFSulvmT258dKqSObHfulWEW/3q0MXbOolPpgzr6836frRmstW54NOA50mI87gL/P0+aXgVrzsRt4DbghT7t/Bj5sPv7LtC9gNzAD2DLafg54Anhkq2Ixt12m3QmcAdxbFEteX1vx/gBe4CBwcis/K0AZ8Kr590bz8Y1XMpYc+0HgX8zH7wReABxAEfBd4Jat/v+VTTbZrvwGWIFXgF80r03PAe/IafNnwD+ajz8EfDVn/5PA14BPbHV/NqJf5nXweeBXzeflgHWr+7QB/boX+Ir52IGhC2q2uk9r6FcNcBvwOPDBDHvB79P1bjKCXZgPAF8yH38JaMltoLX+qdZ61HwcAV7HEEJLKKWuB34b6E0fBpQqpRSGeJ0BFs22dwCVwP/Zyli01gmt9QWzzS6y73RsdiyFfG36+6O1HgBmc8+zBbG8D3haaz2jtX4DeBq4+wrHksk9wJfNx28HTmmtY1rrReBfgdY8xwiCcO2xD3hZa/2q1joBfAXjGpRJ5jXpScBrXtNQSrUAPwNe3KR4V8t6+nUX8LzW+jkArfW01jq5SXGvxHr6pYHrlFJFgB1IAG9uTtgrsmK/tNZntNbPA6mcYy/1fbouRGAXplJr/Zr5eBJD+BZEKbUP45fTKzm7WoABrXX6g/gIhiiJACHg41rrlFLKAnwWyHebbFNjMX28TSn1PPBzjFHQyFbFUsDXlsWRh82OZS/G+5Jm3LRdyVjS7R0YF59/Nk0vAPuVUuXmvt8F3napcwqCcM1wqWvRsjbmj/AoUK6UcgJ/Afz1JsS5Vi67Xxh3CLVS6ikzJeHwJsS7WtbTryeBtzDueI4Bn9Faz1zpgFfJavp1JY69JEUb4eRqRSn1XWBPnl3+zCdaa62UKljPUCl1M9AN3J9HjN0DfD7j+fuAH2GMDv4S8LRSagg4jZH68B3zr10p1bRFsfRw8XUZAz6tlPoYRsrBZsbyCS6OrBYBv4Dx4T+4yXFkvibXYXw5vGC234r3xwe4lFIfMtvtBlJKqdErGEuag8D30xdWrfWPlVJ/j3HX5S0z3u0yWiMIwvblr4B/0FrPmQPa1wpFwLuABiAGDCilnjXvgF7N7MO4trsxUimGlFLf1Vq/urVhbV92tMDWWr+30D6l1JRS6mat9WumEHm9QLvrgW8Bfq31f+Tsq8D4UP7nDPMDwDFtJP+8rJT6GXAr8CywHyMVoAQoxsj1/cZmx5L7uiilHgO+vQWxdGitT5u+BoE2rfWTpo8teU3MHz2f0FofyPCz2Z+VTwJNWus/NY99FBi8wu9Pmg9xMT0EAK31F4AvmMd+CuNHkCAI1z4TZN+xqjJt+dqMm+kFLmAaaAQ+qJQ6jjGolFJKzWutH2HrWU+/xoF/01qfA1BKfRv4dWA7COz19Ote4Dta6wXgdaXU94E7MXKWt5rV9OtSxzblHDu4EUFJikhhvgmkZ5PeD3wjt4FSygZ8HXg8Lfxy+CCGSJ7PsI1hTJZDKVUJ1AGvaq3btNYerXUNRprI41rr9IjxpsailKpSStlN+40Yv8ZHtiiWQr42NY48x2ay2bE8BdyllLrRfH/uMm1XMhaUUi7gPbk+lVI3mX89GPnXT+TxKQjCtccwUKuU+gXzuvIhjGtQJpnXpA9iTJDWWuv9Wusa8zvvYeBT20Rcwzr6hXEtrldKOUyB+h7gpU2KeyXW068xjLupKKWuA34D+MmmRL0yq+lXIS71fbo+9DaYAbodN4ycowFgFKMyQplpvxP4vPn4PmAB47Z4ers9w8cgcHeOXzfG7fQQRv7qfXnO/RGyq4hsaizA72DMgn7O/Ovbwljy+tqK9wcYAs4CcYxRivdt1WcF+CPgZXN74Eq/Pxmfy6/ksQ9hfIE8B3i3+n9XNtlk27wNY97FTzHmcfhN298A7zcfl2BUCXkZIxXyF/P4+Cu2URWR9fbLvMa+aF63j291XzaiXxh3179m9usl4KGt7ssa+9WA8b39FsaI/IsZx+b9Pl3vJkulC4IgCIIgCMIGIikigiAIgiAIgrCBiMAWBEEQBEEQhA1EBLYgCIIgCIIgbCAisAVBEARBEARhAxGBLQiCIAiCIAgbiAhsQRAEQRAEQdhARGALgiAIgiAIwgby/wHJ0jkiw2bXCQAAAABJRU5ErkJggg==\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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\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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/Ul61icnY4O6+xCwiIr2pAiciIrKDPXjfk4RBvX3QwOUCwl1VXLLeOLR7d+Pw7mCoDDQSuWOveUMfIhYRkdWoAiciIrKDPXemEjtuDpzVqY4uUBsuURuuUMuEhMMVnJ8mdXPE0Re+fJOjFRGRK7liBc7MPmRmz5nZt3rM32Vm82b2980/v9Uy93oze9LMvm9mv7megYuIiPTbdnhG3nQwB14A+RIMFBtfvQDnRdSGF4iGKnihrRzqbeByPvP5yxsVkoiIXIe1LKH8MPD6K7zmi865lzb//A6AmSWBB4A3AC8C3m5mL7qeYEVERLaYD7PFn5E/8cY9kPEbe+AMSDhcxiccKuGFK41LoKWRiYOxwvBGhCMiItfpigmcc+4LwMVruPcrge875552zgXAx4E3X8N9REREtqTt8Iz86798ppG4tWhU22w5YVtqXLJ0eLfzIo694i0bEY6IiFyn9Wpi8ioz+7qZPWJmdzbHbgGeaXnNmeaYiIjIjaRvz8jHps5Q/Dtj4NkC+dkBvPLK1neLbKWByVCzgcnoQuMQ732XOHr7j693OCIisg7Wo4nJ3wKHnHMlMzsCfAq4/WpvYmYTwATA2NjYOoQlIiLSd9f9jLzW5+NjU2f4w4lvkogav6u1upFZyEAyJMw0qmy1oSK14SK1kQq1TEQ4VMEl6rh9C1cTooiIbKLrrsA55xacc6Xm308BKTMbBc4Ct7a89GBzrNd9jjvnDjvnDu/du/d6wxIREem79XhGXuvz8SOTT+KXo7YxcwnSC7lGlW20SCoyvCixvKQSGoleZFHcLUVEZAu47gTOzG42M2v+/ZXNe84BXwNuN7PnmVkaeBvw6et9PxERke2in8/ICzM9jg8Ik7icTzhUwerW1cDEpUIO5fSLVBGRreqKSyjN7GPAXcComZ0B7gVSAM65PwZ+Afi3ZhYCFeBtzjkHhGb2q8BngSTwIefctzfkU4iIiPTBVn5Gjo7lOH92HjLB0qFv4KdxJLBGz5LGHriWxiUuVcU/cIljd7x7PUMREZF1dMUEzjn39ivM/yHwhz3mTgGnri00ERGRrW0rPyNf8eY9nPrQcysdKM3hsj5hNlhuXlIdXSAcWsR5IcFoGTdQZejmBEcP3rVRYYmIyHVary6UIiIisoV87dEexwdEiWbzkgWioSpeZLh8lXB4AYsSfPD2X+1PwCIisiZK4ERERHagC2fKseMWJhvNS8KV7pRWN8gEFLJpju573WaGKSIiV2k9jhEQERGRLaaw1yiWiiv734I0hGmcF7U1L3HJOi4VgTk++Kr/uc9Ri4jIlSiBExER2WEee+gpKrUSJJrdSsxBxsfhGnvdEq7ZtMSnOlwmHLnEQC7J3be/ur+Bi4jIFWkJpYiIyA7zkfd/jbBWbx80cLkqtaFFqrsX8UeLuJxPNFTB8z0yOdefYEVE5KqoAiciIrLDXP5+lYFiHosSOC/CHy4SZupYmKI2vEBttNw4B26pQBcmuVRb6G/QIiKyJqrAiYiI7CBfmjpNdj5LIkpiGInQI3t+CC9I4DI+XthyDpwXgVfDpUIO5m7qb+AiIrImSuBERER2kJOTX280LWlhLkFmbhAyAVa3xv43z28so8wEBAfmuPeOd/YpYhERuRpaQikiIrKDXJgpgxdAJljpQOmnsTDV+NaLCIdKy2e/Eab41y96A3cf1PEBIiLbgSpwIiIiO0hhn0HWb3SgNBpfsz4u4+OSdfzRIl64cvZbJpPg/he9p99hi4jIGimBExER2UFqVm4kbq0MyPhU9y4Q7qo0llGmQkj53P8//vt+hCkiItdICZyIiMgO4pdqsePmjGhXBWguoxy5TCIb8vO337WJ0YmIyPXSHjgREZEdpJ72SXjhyv63IA1hutm4pHF4tz9Sxgs8fIv6Ha6IiFwlJXAiIiI7xJce+g6JTA2WzuQ2Bxkfh6N6U6nRvCRXJdxVxWoet+Ru7mu8IiJy9ZTAiYiI7BAn3//FleRtiYHLV6kceg4vaiylxAtwScd77/j1vsQpIiLXTgmciIjIDnHhXBG8WswRAl6j82SUwKX9xtlvBy/w8wff0O+QRUTkKimBExER2SEKyTTu2RwWJnFehD9aJBys4mrR8gHeZANI+/zLF/2LfocrIiLXQAmciIjIDvDVqafgTJqEa5whYKFHdnaIKhAMlZcTOqsbiWyN99/2n/obsIiIXBMlcCIiIjvApya/hiXbl0+anyZzYZDargr+6ALh8ALOEjir9ztcERG5RkrgREREdoCL5y5C1l85xNscZH2smsF5EbXhEi4T4O+7xIH8LX2NVURErp0SOBERkZ0gE6wkb0sMyPhUb7pMuHsBEnXC553l3bf+Xj8iFBGRdaAETkREZAdwKR9L1zoO8E5BwjWPEEjgCmXI+rxpXN0nRUS2KyVwIiIi29xXH/om1lqBax7gDeAwvMiwMAnp5v44ERHZtpTAiYiIbHOfev/nY5dPunTA4oHLWNQ4QsBqSXZ7I32JUURE1ocSOBERkW3u4rl58IKuA7wJU9SHFxpHCNxyHpcOed+t/0e/wxURkeuQ6HcAIiIicn0GRr1GB8qEa1TiEo0OlC7jY1GicaD3vjl+4SVv5U0jd/c7XBERuQ6qwImIiGxzYXIRr5glc2EQC5PLh3YvHeBdu3kOCov8x5f9dr9DFRGR66QKnIiIyDYXzdbJzg6RCD0MIxF6ZGeHSM3nqd58EfIBZKv9DlNERNbBFRM4M/uQmT1nZt/qMX/UzL5hZt80s/9uZi9pmTvdHP97M3t8PQMXERHpt63wjPzqI18lM1fA8hUolGBgEbwa5hJkLwxS238Ri+rqPikiskOspQL3YeD1q8z/I/Ba59yLgd8FjnfM/5Rz7qXOucPXFqKIiMiW9WH6/Iz8xG99GktFXfvf8GpYmMTqBlmfoZS6T4qI7ARX3APnnPuCmY2vMv/fW779a+Dg9YclIiKy9W2FZ2T4gwSJVLByxtvSId7OiNIhLu2DOf7D7eo+KSKyE6z3HrhfBh5p+d4BnzOzJ8xsYp3fS0REZDvZkGekUW8c2t1agcv4uJTPwkv+EbI+yazxhn3qPikishOsWxdKM/spGg+nV7cMv9o5d9bMbgL+3My+65z7Qo/rJ4AJgLGxsfUKS0REpO+u5xl5xedjJog9xJtMQPn5z2J1472v+sA6fRIREem3danAmdmPAg8Cb3bOzS2NO+fONr8+B3wSeGWvezjnjjvnDjvnDu/du3c9whIREem7631GXvH5mPJhoASFYuOrFzTGE3X8my7h0jVed/ub1vtjiYhIn1x3AmdmY8BDwC86577XMj5gZoNLfwd+Fojt0iUiIrITbfQz8omHvxp7gDdegEuF1PZdInj+mXX6NCIishVccQmlmX0MuAsYNbMzwL1ACsA598fAbwEjwB+ZGUDY7Ka1D/hkc8wDPuqc+8wGfAYREZG+6Pcz8pH7P0VqMUX6/G6s5uFSIcHey9TyAdW9C5D2CZ93aR0+qYiIbBVr6UL59ivMvxN4Z8z408BLuq8QERHZGfr9jCx9r0jm2RHMNRbUWC1F5tkR3P45avsuQzZmf5yIiGxr69bERERERDZX+vxuLBk2G5k0jhAwP03m/G6q++cgFbDL0/lvIiI7yXofIyAiIiKbxJyL3QNnzlG7eQ6yAe+69YP9DlNERNaRKnAiIiLbVdaHuEO8AUtEmDleN3K0z0GKiMh6UgInIiKyXaWCxiHeS/vcrHGINwDZgL35W/sWmoiIbAwlcCIiItvQE489CgPFZqOSZvXNT0OYbiZ1jne85N5+hykiIutMCZyIiMg29GcfeBByifbqW9aHKhCmcIWIu8bv7meIIiKyAZTAiYiIbEPRP9ZJpKK2DpT4aXBGlI7wDxf7HaKIiGwAJXAiIiLbkGXKeOUMmX8Yw/w0Ll3D3z9HLR+w8OKz7D/4vH6HKCIiG0AJnIiIyDbzjUcfxaukyT69H0vXIBVgzsieG8YduMjln/sWH9m30O8wRURkAyiBExER2WY+/+CDZKf3YZla2x44ywRkZ3cT3qXlkyIiO5USOBERkW1mfu4ZCul8o2lJ6/lvYRpLRjDS7whFRGSjKIETERHZZrxSGgY7jhCopmGxALX0SlVORER2HCVwIiIi20xmdjfWmcCl0gDUgwFwfQ5QREQ2jBI4ERGRbcayVcj57WfA5Xwcxuxb/o5bqi+Cob6GKCIiG0QJnIiIyHYzWGzf/+Y39r+R9Sm98wf83/tUghMR2amUwImIiGwjnz3+2zC4gHdhiMz3bsMqGVzWx7/lPLWhihqYiIjscIl+ByAiIiJr961PfYLUpQLZ79xGIhFihRKJZEh2Zi/e5QE1MBER2eFUgRMREdlGXHqRzA/uwPZcbjtCwMyRnR1SAxMRkR1OCZyIiMg24s0PdHegrKZhcRAL0uxXAxMRkR1NCZyIiMg2kp25Cdt7HgYXVxK44gBgEO7ht/d9u98hiojIBlICJyIiso3Yzc/C7oW25ZPscoARJfL9Dk9ERDaYEjgREZFtojh3Bl4SxS6fdIMlzv/aE/0OUURENpgSOBERkW2iOj+HDSbbE7hUGjCo7aH4lul+hygiIhtMCZyIiMh2YREMhuT+8jDJS4PLSVxUWKR8yzzPr/9MvyMUEZENpgRORERku0g6Br56O3bTs9i+c40K3KVBkudvJvOcx7/e82i/IxQRkQ2mBE5ERGSbSAQJ7Pk/wBL15v63DKR8DEg/t7/f4YmIyCZQAiciIrJNWKqO3QIY4BwUq0BzL9z5m/scnYiIbAYlcCIiIttFCthPM4EDCgA+1PxGEiciIjteYi0vMrMPmdlzZvatHvNmZv/ZzL5vZt8wsx9rmbvHzJ5q/rlnvQIXERHpt81+PiaqxsBjxsBjMPCYkX0yBfvBmcP/seI6fSoREdnK1pTAAR8GXr/K/BuA25t/JoD/AmBmw8C9wI8DrwTuNbM91xqsiIjIFvNhNvP56Dns5Q57OdjLHcnRGvnPDuM9s4+LH3v8+j6JiIhsC2tK4JxzXwAurvKSNwMfcQ1/Dew2s/3AzwF/7py76Jy7BPw5qz/oREREto3Nfj5aFnjByh97ISQOXyT77G4G/78D1/15RERk61trBe5KbgGeafn+THOs17iIiMiNYF2fjwkHhWLzz2XIBMALwYaK7P2dF61n3CIiskWtVwJ33cxswsweN7PHz58/3+9wREREtoTW52OlAi/fBS8fgDuTkLqpmcSZI3km2+9QRURkE6xXAncWuLXl+4PNsV7jXZxzx51zh51zh/fu3btOYYmIiPTVuj4fR3eDFcAGITsMdy5CagRwRnSwslGfQUREtpD1SuA+Dbyj2W3rJ4B559yzwGeBnzWzPc3N2T/bHBMREbkRrO/z0Zp/Eo39cNnd4I2AKw5S++0LG/gxRERkq1jTOXBm9jHgLmDUzM7Q6JyVAnDO/TFwCjgCfB8oA/+mOXfRzH4X+FrzVr/jnFtts7eIiMi2senPxwSNs98c4De+Zj2wd/yQl/2r31/HTyYiIlvVmhI459zbrzDvgF/pMfch4ENXH5qIiMjW1pfn41IVLgs4SOVgYNa4PX30qm8lIiLbz5oSOBEREdkCDBhofnWABwUPLv3SbH/jEhGRTaMETkREZLtIsLJ73YAcDALsDfoWkoiIbC4lcCIiIttFRwXOfMiG4OX7HJeIiGyaLXMOnIiIiFxBswPl8tcsmNeswomIyA1BFTgREZHtwoA8K3vggsbXQl+DEhGRzaQETkREZLvo3AOXafw126dwRERk82kJpYiIyHZlQLrxRUREbgyqwImIiGwnHo3K29IySh+cMjgRkRuGEjgREZHtYukAb2v/PtW/iEREZJNpCaWIyBb1nWCK46Vx/s9iguOlcb4TTAHwVDDFR0vjHC8m+GhpnKea46eDKf60NM7Hign+tDTO6eb4mWCKR0vjPFxM8GhpnDPNcYDZYIqvlMZ5rJjgK6VxZlvm5oIpvlka54ligm+WxplrmVsIpni6NM73igmeLo2z0DInG8joWi9pBllV4EREbhiqwImI9Nk3gik+H0wy72YYsjF+Jn2MFPA5f4KQMgBFN83n/AmeC7/MD6ITy+MlN80X/QnmwsODFpAAACAASURBVC8zE50gao6X3TR/409wKfwyz7aMV9w03/AngEbV5kl/gnpzznfTPNmc84BpfwLXnAvcNNMt1822zIVumtnm3K700cb7B1MUg0kiN0PSxhhMHyPfnAMIgimCYJKXvpSXb8CP9Iaj/E1E5MZhzrl+x9Dl8OHD7vHHH+93GCIi1+yrwRSfCia56GYYtjHekj6GBzwSTHLZzbDbxnhDM1F72J+g1kyGAFLk2U2OKnNd9x0kCURd4wWSWMz4QI/xnB1igEbS1iljhyjQSNo6pZvXhTFznh3itsJpysEU8y0JHoCRZyhznHz6KEEwhe9PAGVe+1r427/VDq61+rF/Yu6vvhI3M8Lg4IXNDkdERDaQmT3hnDvcOa4KnIjIdfhSMMXJYJILboZRG+PuZlL2//oTBM0E5qKb5qP+vyGLEREAcNlN89/8CXaTa0veAGqUqXaMLXFEPaot3UnaauMVN9PzAeC7GdI95gI3s9S5vkvoZgAoBpNtyRuAo0wxmGwmcJPQ4/PJFczS+NHlV4acD9ldH+xXRCIissmUwImIrMFjwRQfaUnU3tGsqD3YkqhdcNM86E8wTG55bEmSWlcqVaNMpUciUyd+k7L1qMBxleM5GyNDrwrcGGl6VeDG8OhVgRsDIGomcp2Wxl2PeVmDi8B7gPcCB8CdgeCB57Hrj45e4UIREdkp1MRERKTFo8EUbyuN89PFBG8rjfNoMMVjwRR/6E9w3k3jcJx30/yhP8FH/F/rStQCyizGLH3stUawHjPmBZCoWqNFfItMkCJZzcaOezHjSfIMu7u6eswnyXOgfoSwWuq6JkGeffUjRDFzRp7hVeZG08ca928mcp2Wxq3HvKzRJ4FXGIxmcC8eIv+TH+h3RCIisolUgRORG9IjwRQPBJPMuhn22Ri/0lz6+AF/Ar+ZlM26aT7QrKj5HYmaT5nSVVTPHN1JnBdAom6QccuTXgBZv3mFY/m8r1xtgLRfI2JxTeNpG+E2dzfPLp6ApGs5N8zYG72KC/4J6q7cCLY559kIB9zdXF48geuYS9oIe93dlGPmEjbCTZkP4oUwe2mcyKYbbRFtJcsz8gzUj1CaHcfFzMsa1RNQGgDAmZH8X95J/ujP9zkoERHZTErgRGRHeziY4v5gkmfdDPttjHc3lz4e8yeW95n90E1zzJ9gpEeiVlxjouYFkAkgkaQtQfECsJaEZ/m1MYlaNkhgS3W5sPkH8KhSX1oK2TKe7DHuJQvMcYrIldvGwVHisZXGJq33ShZY5FQjQYuZ83vMJZIFvCTMz0+szFcdZAwSjqQdYqB+BLd4Ajrmt2IjrS0tnYaaYWMHyRy7l/TRu/sdkYiIbDIlcCKyYz0cTPG+lkTtnJvmff4Eo+S6moRUKbNwFRW1zurZUuXMoJHYNBMUL3TkfKMzUcv0SNQsdlHl1TcvKUczq6yRj7/Gj1ZpXhKt0rwkmqFYnFxJ3qD5mRzJ5CH27TtNaXZ8JXlrmQ/9ZlcXWZPEi+9kUF2aRURuaNoDJyLb3kPBFK8ojXNLMcErSuM81DxU+v5gMjZRm4/ZowZr34+2vMyx5qDauDATdCyRDIFFR85PsnxxCCwCJTAXn6jFjy41L4kTP55PjpFL9tprFn9NJjlGusc16eQYXo85LzlGFPVoXNIcdz3mvVTPnFFERERiKIETkW3hZDDFnaVxhooJ7iyNc7KZpD0UTPEef4KzzQYjZ9007/EneCiY4tke3Q6vJlHLdCRqOMgFiZVkrZmU9drO5XpUu2JjqPVoXlJLkQximpfUUngx4+laikypRGVxuquBSbqWIhFzTcLy7EscIarENCixPMOrzI0OHiPZI7lbGrce82FNFTgREZGroSWUIrLlnQymeJc/sdxy/xk3zbv8CQD+IJjsasVfocz7g0n22xjnWtrdr7ZHLa5xSDZIQMwyx7j0K7ZJSQ0sSdevyrwaJKKO5iW1lhgA0o0b5sIB0kGNyC023vYK49lwgFRQo+aWqowO0o29aPloBC8o4jqu8RIjHPDu5vLllgYlzblkYoS93t2UY+YSiRFuGmo0L6lXSpBq/yGY5RlIHKH09DiO6caeuNZM1/I8O1s+2/XDFBERkZ5UgRORLWMqOMl46U4SxSHGS3cyFZwE4L4eSdp9wSTnelTZzrkZ3p0+RrZ54vFSkpZwrOxRqzeyjXyQ7KqoUQLWuMzRq9Go0Ln2sawPBN3jGR8IHfgsV/WynVW9ciMOz69Sd0HXeHKVcedailohUHbkqofI1worc63XVAosFjsalLTM+T3mEpUCXgjzsxO4YK7t85iNMOjdg7t8AhdON67zV37mljxEZug4cxe5GPtDFhERkViqwInIljAVnGTCfxdlKgBMu2eY8N8FwJkeSdoZN8OP2BhnOw6V9gLIBwneU/xFhtLDZDM5asFc9x610HFz8hDlVZZatnWZrLVU8JrVpKVEbfneS5WwpSYlYft4unWv3AY0L+k1Xglnev6D74erNC8JV2leEs5QvDAZ35nSKwCnYhuXmHeIwm2nm4P/qsfdRUREJI4qcCKyJUwG9y0nb0vKVJgM7uNgzMHPXgCDpQRny9NYyz6vpUqbcxEOx+Vgjmqp0qi8xZiNZripY3+WV4P8IiSqLO8hW0rUlit4zWpSpjMha1an2pqUtI3Hx7FezUt6jee8MTJe/D60jDdGusdc2hvD6zHneWNEYY/mJeEMrsdcr3ERERG5MiVwIrIlzLgzPcfvTR8j11wKCSvNReoughBc1WFxyyGbqq7clQh5NRhYhELJUamU8Jo1qKUljqsmarC8NLFXYrjWhMwLYKAEiQptDUca4waVKHbcOsah0aAkrtlJupYiWyzhF7ubmqRqKXLFEsEqc2HMnFme0dFjJHskd0lvDOsx12tcRERErkwJnIhsCWN2MHZ8X20P9136PSqVOsm6B1h3khaCW3TcUj7UtW9tKVGrV6P4ahqwEMzhqo5dNtK+xLF576tJ1K4mIeu1L88LIOcbCee6xrMx4wD5aISMb9T9xbaOmZlwgKxvhOFc1zW5aIScb0Qxc9lohKxv1GPmPO8Qw7l7qExPEvVI/PLFEi5mDsuTHj0W/8MUERGRK1ICJyJ9NVV+iPHZVzJdPt+2FBJgIEhRq5Z4JnoGwhTRYo5caS/1Hs1FzkUz7G9ZDtmaqNlq1TQgCmvkKgWSnQlHU+s7LiVphWKj7X9yqXq3SkKW9Q3rSLzWdHZcy3jWT2Ix43n/EANhR4OSZiOWVCWmqcmiI+MfIt96Tctc2j9ELixAzJznH+LmoWMEz50gCqa7krt0M/EjJvEz7xCZfcdJ7zoa+zMWERGRK1MTExHpm6nyQ0zM/wZlVwFSjaWQmRouUeeQ3Qq1RTqbFFZchV0kqa/09Aea+9aCBOeS01jGcObiE6TQ9fzN1XPhDOPeGOfDRlOUpWMHzIGlDC+bgiBob1pSc4BjID8CPRqlZEnS1lzkCnFcbeOScjCzym/j4q/xg1UalwSrNC4JZiiea2lcAsufJ5k+RBZwbq5rztKHKPzI6Z5RioiIyNqsqQJnZq83syfN7Ptm9psx8/+Xmf1988/3zOxyy1zUMvfp9QxeRLa3yeLvN5O3pjCNWxzgUPkOThe+zaX6pbbXLzUXiarJ9sYltZXGJYTgmpW2tTYM8QLIl2Cg6Kg298O1VtMMoOZwVdfe7r8pqtXIVAokelTvruYwb7j6xiX59Bi5dK99ZfHXZNJjpHtck06P4fWY89JjREGPxiXBDK7HXK/x7U7PRxER2WxXrMCZWRJ4APhnwBnga2b2aefcPyy9xjn371te/y7gZS23qDjnXrp+IYvITjETnVt1/GDyYGP5JCvNRQwaiR5g6Rou4cgHifYkabnClWwbjzvIe6khylLqVazOkYxS5MOWQ7ybolqtR2UMLgYz3Joe43KwUr1LL1XvBmj7ddlqB4pnAoNkFDtuHePQaFCSqZaouLk1X5OqpchVSwQd17TOhTFzZnlGDxyjcm6ysXyyQzI9hgEuZs56Jpjbl56PIiLSD2upwL0S+L5z7mnX2CzxceDNq7z+7cDH1iM4EdnZxpIHusa8GuxaTDD0vYMsVkLSzYV+3c1F0rjyALdUX9jWuKR1f1pUjUhdYX9a131pJGprPsS7+X6DRYdfLpG09HJSuFy981ne0raujUvqjcYltdrcmq/J1ZuNS2oxjUvqzcYlMXPp+giFSo7SN3+RerkE1r4A0yzP4IFjpA8cA8vTPplvjO88ej6KiMimW0sCdwvwTMv3Z5pjXczsEPA84C9ahrNm9riZ/bWZveWaIxWRHefY4G+St9zy90tLIevNM9wuBiVcNcOwjfRcDnkuPMP+Zlv6zmWPiVrjiIGhxEjPhiHX012yLRkDKpU5XMWR6VxmGQJVMJdcv8YlQUfjkjVckwlWaVwS9G5cki6PkKlUcLU5wOEqc1BxWHIEsOXkLvrmLxJ8b5Lk7nuw9CHAsPQhMoeOkx7ZkY1L9HwUEZFNt95NTN4G/DfnXOuGj0POubNmdhvwF2b2TefcDzovNLMJYAJgbGznLbURkRVTCw8zeeF+ZsJnGU4PkcvkuOguMRAkqHfsF6uFMFDZy14vz9lw5f+Vl5chOkc5WyOVSpMOgq5qWlhrdJcsu4u4zgPSaCRqS7/J6mpakksRumA5UWss36RRmcoYmcB1vV+91zLLEFypTiO1647jqhuX+NfQuMRfpXGJ37txiRfNdUdcq5GoFNhz2wfxn5yAeqOpifOnic6cIPOC46T37cik7Vrp+SgiIutiLRW4s8CtLd8fbI7FeRsdy0Occ2ebX58GHqN9/X/r64475w475w7v3bt3DWGJyHY0tfAwE7PvYzo8h8MxF5SolBL8SeG/4DrPcGs2F7l46SyLlTB+OSRwuVrEVTM9q2mzwQw3tezBWmla0jgGwLMeTUsqjkLy+qt3S4YyYwxm2uNYWu5pLRe1jnferLXhirle/4T3aFySGSOd6dG4JDOG12Ou176/yJ8heHpyOXlbVi83xnc+PR9FRGTTrSWB+xpwu5k9z8zSNB5CXd2yzOwOYA/wlZaxPWaWaf59FPhJ4B86rxWRG8fkhfspu2rbWNlVmbxwPwe9lT1xnfvILldLUM2wJ245JBDWwFoWFbQmQYOLCX5i4AgZy3fvT2smarke3SWzq3SX7DwbrjUpTNpKsrkUR3qhxG1DR/AS+e6EsblPrnPcOvbPtcbuqlHb3PLZdLUs1rJHbekQ8fSFaaJyKXYu05zr2tuWyJPwRmI/fzIzhvN7dJ3sMb7D6PkoIiKb7ooJnHMuBH4V+CzwHeCkc+7bZvY7ZvYvWl76NuDjzrnW30m/EHjczL4O/CXw+63duUTkxjMTPts15gVw4fI5nileWD4eIK65SK0G+cretsO225uWJEnFVNNcPeIzZ07w+t33kKslr9i0pPWelblpBrzhrvGBEiTcAKlEj6Sw6shHA21xVIM5vn36BHeOxsTR3CcXW+1r7p/rbuTSmEsF1v55q4u4qsPzRtobmgBReQ5XdSRj5lx5DqqORHMuv5hkYL7cSC5jErvB245hvap2PcZ3Ej0fRUSkH6z9ebI1HD582D3++OP9DkNENsD40z/FdLhyfEDb/jIAr4ZlauQX67FL9wzjR9JDnAue6b4W8FKQCxdju0juyxyi7M/gcG373ZwBA5CwmHiAZDpFMlEnXW3fp5ZMpHnl836Zb/7jcah37zsbtCS4mPHcIajMELcXrkCvJYtGAWKv6TilYFkmd4gCEFS62/qnc4cYAMK4udQImXoFF5VbB7GBXbjwImk3TCYAgouQHwav2N78JJFf8x44M3vCOXf4ii8UQM9HEZEbSa9n5JoO8hYRuV5Tc48w/s1/znTxYtsh3N0VpxRuMU9yleWQrx14A1nL9VxK2VlNW1raWJybpuANd3erdJCogmfp2HtGQY20392wJKoHfOfcKajH73pzMckbQLEyQyHXo0JlPQ7rzo2R63FNrz1qfmWGoBK/lDGozBD2mPNqc+3JG0BQI1EtMPr8PyFTqUDQ6EhJs2qH1+hIaZlDamAiIiKygZTAiciGm5p7hInpY0wHP2wkaNU0Vm/889OrEUiZJDnLxS6H/OSZT/HW3b+4ShORlTb/mY5Erby4EJukEUI2HOx5z17nwl2uzDDUklh5NRhYhEKpozFJy/hgOcGtI0fwkvmuOa+WJbG0f64G+cVG8ppZKHHTyBGSMde0NjNpHS+UEyRTw7Fxp3NjeFeZEEaVGYLvTkJMcmfVAoN31Sm86rSSNxERkQ2kBE5ENtzkuQfaG5eEadziAIf827k13d64ZKlall/Mcvfut5GP2bNWrVf4q9kvcHPm1uXrWvempdwwmUQ+/pDuoNYzSVssX2Q4d6hxz5ZEaGARjPYkaSmxKpQT3D5yhFQyv3yO3fJeuIBGY5LO8XrEU0+d4Pb991Cwkba5qLqI8x3Z+kBb8lnz5zjz1AkO7r+HfMc1+PXY97F6RLS4sNy0pPUz5RZK5EeOYMn2Q7ctmSeR6tG0JDeG61G16zUuIiIi60sJnIhsuJlgdvnvrcnWhYs/5OcGfpqcZbuqZfV6xMkzD+Na9pa1Xjs/d5ZXD72BXJjqWg5pZXj96C+tqc1/Z8XqxSNHyEYx9/QbnSW9WkfDknrE1586wUv292hM4scsEwXCqMwzM6cYiApdcy6okaxUu5PPqMxzM6fId16zyvsQ1EhEg2Q7kr66P0fxqRMM7r+HtI2sJKTVHNl9dy8ndq0/n/xCCXpU9KzXklARERFZV0rgRGTDjaX3Ad0t8hMOps58lqO7fyG20lapV5ePBoi79s9Of4pCLdOdHNUD/vrcX7C3RzUtyQDpuIpZPeIrT50gH3NPV4tIR4NkY+KsRWWemumxFy5sNEqJUyrPUC73qFz12D9XKc/gx12zyvtE5Yvk4hLFqEz1ByfJlCsrS1T9OapPnSDbTOzaK31zsLjQ1ZGSZJ70Hcfi31xERETWlRI4EVl3U7OPMv6Vt5F47KcZ/8rbODLwWvKWja0QVepVPjv7VVwz+elcDumHSbKJ+IYl1ahCNSw1rmtZ1phfhLmFZ3jHHcfIxVTTkuUa/zSuYgYEUZla856dKuWLPRuWzJdnGMyPxX6GpeWXneMFGybfcs3y8tES0OOavA2TyV9dA5R0foywR6IY17DERWWCmVNkY5I+ghpEg1juEGBY7hCZHz1O+qD2vYmIiGwGJXAisq6mZh9l4skPMO3P4nBM+7OcOPN57tn95p5LGs/4sxzI7I+tsqUrad46+rZVG5Z0LmtMuMb5ZoQpdtd3xVbo/r5XxYyVJZadSdWgDTPUI0kbtGFe85JjZGKWdFI1UmGyO5EsFTmw7wjpMNUVv/W4xisVGdl3hEQy3xGDMTB8FxYzPrz3CF6PpK9nw5LyDK5XdbB8kcLrTjP4pjqF151W8iYiIrKJlMCJyLqafPpBynW/baxc9zk1+wS3Zm4GuhOjvW6Q9972brJxe7hw/NW5L3Nz7pbGtR3LIVPsIRNY7HUf+fp9lPyLsXHOlWcYzo91JWJeAF5qhExMUpUoFbl935HYJC1RKkINBl13wkgtIlPtPoagXg849/QpBnpck465xtUD5p4+xcGD9zQP4V6KwVE58xWGBl/VNV7+7gny+44sJ3crP3vDkoXYn08yP4b1Svp6VQBFRERkwymBE5F1NeM/13P83tt+hXzodSVGtXIFat7yHq7OJO38wjl+5Y7fjF0OaWUwF1+eu1A+w2iPitmQDfOyvUe67pf14fCBu9kVk1RF9YCnnj4VO1evB3zxa5P41fiEsdcxBOXSDLUe11iPa/zSDIunT2Edh3q7sEx45rHY8fLTpxg+eA+ZjuSOig+JdHc1b+8R0i85Bh1dKknmG+MiIiLSF0rgRGRdjWVuWv57a1Kwa9GglmIkGuhuAlKv8f7vPsCB3IGuxiKtyyGH6917ssJ6DTOv6/0GSrDb9nD3S46RjVvWWCryradOdt3PgO+dPkWlR1I1X5qh2mOuWJqhUIiv6mHJrsqjF0C+MEaucHV72jKFMYLS1TU/CUszhDFJH36NVDXVVbVz3z0BNci88jiWb+53yx8i88rjpMe1ZFJERKRflMCJyLo6dts7yScyXfvZ6vU67/rGB7gUzAPdVbbnFn7Iu+/ovYzyga/fT9G/HJsEVZwXe5wApRLUUuzuUU0r+3ONWDruWbo4zVCPRGyoMMZgj7nBwhi37Y+v6u3JvqCr8pjxYWz/Ee54xTHSUartfukoxb47Jkh1jKeiFLe94hjZxHB3kgg9kz6vMEbUI+lL+4vdiV1YJvjaJOnxoxTefJrBt9cpvPm0kjcREZE+UwInItdl6sxjjD/6yyQefjPjj/4y1DyOv+A/MFBLdHecjHwS5vWosgFhYxllXHI0W36WPTYUmwTtsr3sdoOxzUpOfu0+FqsXY+9Zh67z55Yqfjdlnx8b44v2H+EFPZK0F+w/wuxTp2KrerXzT8aOzz11ilRIRwWs8X3Wh1zHeM43wukvkyoVu94/FaUo3DGBF6Xak9woxegrjpHsUenr1cjE9aryiYiISN8ogRORazZ15jEmvvEA05XzjY6TlfNMfOMBqHm4uutq7e/VoOy8HlU2uP/rDzBiu2OTo2Ebim1WYkAmMErVS7FJ2lzpDEOJ4dh7JhggU4tvgPLD04/Fvtf0U6c42yNJO/vUKcrFqzzXrTjD01+cxEVBx8sDLn7jeOx46RvHoWPcgLzbxZ7Rn4xNBr0QBvYfYWDR2n4+5uWxzEhsbNZraaeIiIj0jdfvAERk+5r87p9Qjjo6TkY+k9/9E/baIIv+wnKiY81q2UB6BHNnG5WvoDHuDPw0PMssL6glCDrex4BsAKXq5djrSlzmYGIPoX+x7f2yPnjZPWSDEuWYe+bDLFZfjP1szkWxSWaxOIMXOAY6YgjTUCrOsC85DPNzy3NBcw5LxiZxucEx/KtM+nqN1ysXKX5xsiu5Iwoof/7XyEQVEvXGUklrJnaJO+8hffAn8b84AWHLT8nLk36FmpWIiIhsNarAicg1m6lc6NrL5tUa43EHbzeqZTBqu2IrYiM2SLE6H/texeo8uxNDsdftTgzFVvWWEr9yJb7pSLlykcHkSOxeslTNYsf3JIfJBp0Vrsb87uQwyWKxa4lnOkqx7+a7uqpfSS/PobEjFMqJrvfJBY2fadceN+i9z21wjKhHMpjy59oTNGjse3vqFOnbj5J5zXGs0GxWUjhE5jXHSd+u/W4iIiJbjSpwInLN9lmBkl/sqnoV0gUu+8/GVssuU+TmmuF33KuRbBl7C/uZu3iOdMt1QRpGhveTvXyesMd1/vzF2KrYYuUSB5LDRDFVsZHkMIlikaX+HUvxWz1BPkrgXNg2Xkum2BVBrePYAgMyNWMwCWHM0sbBWhr/H7/SXv0KjJGDr6L4xAksitrex4UwGK38hm1pvAqkkikKUQb8UttnMS/P6GuOUfniJFFxuuu/Vc99bs2EL337USVsIiIi24AqcCKyJlOnv8T4n/47Eh/7l4z/6b9j6vSXrlBlG4ytlo3aIAvVhdj9agvVBV69/7WxjUpevf+1VOcvxVbFovnnyPWoio0mCyRiqmKZKMVgAPWYhKsQgquHXeOD7KJWjq/mJeqOsMecV1ukXuuofjlH8PRjuM5x2pO3trgCY7dvmF9qr/AlR9j3gntIfGaS/LlpBhatrWJnXh7L9tjnNqh9biIiItuJKnAickVTp7/ExN88SLmZ7EyXLzDxNw+SjIp4AV3VskuU2FdrVIxaLS1p3J0YxO/YH5f1IZMd5G+f+qvYpPDvvv4wucDAubZrqsDuMFweb3uvmjGYDKjGJGm72IUfk3DlalAI6u2VvFTzuvk5BsIkRNFK9SsF2RoMhUmsOb50Ta4GgwEkY+4F9NzL1qtalnEutnlJwQd74sRyMpioO7KBUcXhRg4x+JpjeID/uZh9bq/RPjcREZHtRAmciFzR5NdPLidvS8pRwHDNSPuuu1FJpsB8NX4J5TxFbg6tR6MS4/L82dilkMzP9kzSrN65sLIh5/skiwsU4hKo+TkGwySuJelKAUN+/NJFD/j/27v36LjO8t7j32cue0aj0cWyFDsXy8YQSigHQmOScwqB0JgWpyRkGZZhYW6FVBRCCidteqCiTQ240AR6SiGrrY9LV2hmFdSsNE3auoWE5NQpkDg+zWUFNzgJlmwncSxfZEkjzdbMvOePGY3msscaO7KksX6ftbys2bNn/MxeSl799D7vuzt9w9xMu2MsA7Fiu6NxCm2QBAe7eFXg86sCX71gF504UnPMnCMRX02yb1/FcX9nP250CGvrxbt8K95FapsUERFpJgpwIjKr548PB4aqSFl4mzbdQtkZamMyYJYtHm8jPXKQRNWsXdaDqZFhWuvMsoWrwtu0lkyGZFkQm5kV8+n0faxqfdt0gOr0DYo7TU4/10pw62LMh1YzLCBAtuaC20iT9dogMxCnNti5bOVrygNiIl8MdaEQmWi+chaPk6xvG6nc0MS7aLMCm4iISJNTgBORkxrY+1DhJttFlaGKOhuVjLEyS+BGJa0j48R8KjYOiRVP7KjbCglJa4Wx8Yp/J0IhpOFcKYhNv1f71FRg4Ir5kKwTxqoDV9wvnxFzpVm66WO5YmDMebXXrV6oKg9vFdclIPBFgXhZQLR8vnTtS22d0QQWaYGgWbgOrW8TERE52yjAichJbdk1UHNsei1bO3HymcmaWbaWeJL0yPOBs3bhsZFSeCt/v9gURDPZmjCYjUIiM0U0mydXNZuWsNqQlvB9Voz5hJ2rbMGksDV/IXxVPlcZ1AqhLEJtO2UyAy3MBKqIg3BAW2TOwI8ZUecqjo16YAFhD4IDXyzguAGxbJhsNE+4o5e2K4vr2+7tg/INUaIJvCu1vk1ERORsowAn+hAnpQAAIABJREFUIgCk9j5M/667GRo7Sm+yi61vupbNF17GgbHhwI1Ksh50ZKMcr9qqpDDLlq6ZZYtnIDzp05F2gRuEJDL+STYpyZHLVa5za/F92qs2G4ni05HJ1F13FrS+rV7rYlA7ZZw67ZJVbZERB/HJygAWcYV/fyrWSjgzXhPsXCxcWl9X/t5BQrk85/1Rvua4f38/bmQI6+jFu3Ir3uvVLikiInK2UYATEVJ7H6Zv5x2ks8VdJseO0rfzDgB6QknGi9vWw0zA6YonGR95seFZtpap+uEqGy2EtOr2yRZ/inPKZtP80oxZ8Hu14tdfwwYkfGqCU8iD1oDjrUB7g7NnQW2RHrXrA0MUwp6XqQx7HRnIX3gFk8//uOK2Ag4r3Gy7+jN11rZGeq/frMAmIiKyBCjAiQj9u+4uhbdp6axP/667afUhXXW+AYmRNF6dWbb2slm26U1F2vzgcNU55tMxNUU4l69qa5yqCWnT69vK36vF92nzK1smI9QGsiSVM3DTwYmq3SIjDroDZtQ6irN1rfmZ982FoCNfeH7635n0Zj5bEC8zXnMdQkD4+WeIvXcbozv6yR0fItzZS/iiq3CP3l7bGrlBrZEiIiJLlQKciDA0djRwM5KhsaOsGhkLnGULjY02NMsWy0DrpE/HuKt5j5Y6M2mT1A9puTHD9xy5Oq+fbmcsb13s9I2kGSEq2w5DBG8eEjyjBrGyDUXirnKDkVIgpBDiHMEhru6OkUeHSFyymcQllbNo/po34+/oxx0fwjp78TZsxbtEM20iIiJLlQKciLAi1MpYZrxmM5LOnBEPmGWLTE4FrmULmmVLNBjSoDDr1ub7hEdd3XVtEecIZyA+6XP+eKZili0K9FTNvEWAHt8Rca40a9ZenDXLGowVX9ftVx6brGqX9KgMX0EbjIQozPxNeuCHo8Sxihtvm5fAoi0wHrBjZFfwjpHeJZsV2ERERKREAU5kCUnt2U3/zh0MjR6nt62TrZdvoGUqiz2fJpmv3KDEgJaRsZpZtsRUbWtjaYOSgFm2oFDX4vs1a9siFN63tXy2zYyM5/CoPLYsC6+YdERcITTFKPzPLGsw7MFoNLgVMu4qZ9GiAedEq2bSpgVtXhIk7CDStZruawu7Q47e3U/u6BDhrl7aiscyd/SBX9YW6SXwrlVbpIiIiMyuoQBnZu8EvgGEge3Oua9WPf9R4FbgYPHQt5xz24vPfQT4QvH4l51zt89B3SJyilJ7dtP3/TtJZ6cAGBw9zvX3pujIZCBfex+1lqxPcrRyl8eWqSnOOZEhVLUbZVAr47JRn7Ypn0i+esv+wrlvOHqUXz52jNZcjvFwmEeWtXEwGaEjk6Fjyqfb94k4R7Y4a9ZZnDUzHAkKgStCZbtk1MGKYv2j0dpWyOpZNAhulwwBbVOVAa56Q5F6LZKh7tWs/cq+0uPEZcGzZ/7d/bijQ1hXL961W/HqnCeLn8ZIERGZT7MGODMLA7cB7wAOALvM7B7n3E+rTv2ec+7TVa/tAm4G1lH4eWd38bXH5qR6kbOMP5DC39KPOzCEXdCLd/NWvE0v7wd7/64U/lf6edfBQR5pa+OPLr+cOy+6CABvIs1UwA2tO8Z8ltUEsimuGnqW9z/3XyzPTHAk1sJdva/ip53dNSGtPNDFfZ+Ljh/mF08M05LP4jDacSSZCUDJXI63DR/n52PwUjxMVy43s/6taq3ZdHiD+m2M3X4hwDUya1Z3Ji0Pke7VZI8MEVneS8vFV+H/++244sxZhoDbCngJvE2zz6R5l21WYDtLaIwUEZH51sgM3KXAM8655wDM7LvAu4HqwSnIrwE/cM4dLb72B8A7gb87vXJFFg8/NYDfvwU3dADrvQBv6814mzed/vsNpMjc0AcThYDg9g8WHsNphbj0XSnSX/gM3vEjGIVg0zs6yre+/33CWfjef7uImO+IV21Q0jLls6Jslm06lH36yV1seH6wFJ56MhP8xjNP8ferf4E9bctKLY7ZkLEyM8wbjx0gnssSwkjgSjNmMRyt1AanMLAqA9lormJGrDqk1fu6XKSYSatnyYJmzerOpPWsZu2f76s4ln71mxkd6Cd3ZAi3vJfQxVfBY/+COzKELe/F27QV7y0KZkuMxkgREZlXjQS484H9ZY8PAJcFnPceM3sr8DPgfzrn9td57flB/4iZ9QF9AL29wYv5RRYLPzVApu8GSE8A4Ab3Fx7DaYc4f0t/KbyVTKTxt/SfcoBL35Vi5KY+EhPpmnCSyGb5wx/t5F9Xv5KWzEx4mW577Cybebv0xX1sfO5xejJpugnYmdHluergc4S6z2PN+DGiLoeRpZVJQsV2w+nwBjMtjHW32Hezz5qVB6564StbPOiHo8TNoHiLBJ/aQFh9DgCxBN6Ha2fSEm/ZTEIBTSqd8TFS46OIiJSr/nnsdN0LrHHOvR74AXDKPfzOuW3OuXXOuXU9PT1zVJbImeH3bymFt5L0ROH4aXL7h07p+MmM/MFncQHhbdr5Y6O88sUMyTGIlOWWdt/nkkMH+P0f38//fvAuPrbnx3Rl0oGtitM6pzK8amwYz+UwqAhvEDxjVntr6gLfap+rfly2KSaZgOfzZgx74PWs5vzP/g0rP/NtIj2rwQx6VhO/6pOEi4/DPatp/ezfEPvMt7HiMetZTezT2/CuUFCTOfOyxkiNjyIiUq6RGbiDwKqyxxcwsxAbAOdc+Z7Y24Fbyl57RdVrHzzVIkUWGze4/5SONyIfChHK52qPh8MNvT71xJPs+OY3+c37dvCqzDBG/Rmql1qSpU1L4hm4ZHAfv/7cXrr8UeIU164xs3vkyd7LN6v4TZBVRaqgGbOg9WM54KBX+1z14yxAKExLspPs6FH8ti5iAKNHsXN6abluK69eXxm+2qvD2CdrP4cCm5wmjZEiIjKvGglwu4ALzewVFAab9wMfKD/BzM51zr1QfHgNsKf49b8Bf2xmy4qPfxX4/MuuWmSB5cMRQrls7fFQY2Gr2omBu5jMR2ghV7NmK5Ob/T/T1BNPMvD1r3PTAw/QnT1R2jExKChNhiNsf82beN2hQ1z53HMsz4zVCW2VOy4GvZcDDnqVN0yr3q2x/HXTLYxZCveBm57ZywL7Y3DMg1AsQdc7P8L4T/4F/6UhQuf0kvzvV5H5yb+QfWmIyDm9dF+3lfb1ClyyKGiMFBGReTXrT4bOuayZfZrCQBMGvu2ce8rMvgg86py7B/htM7uGws9hR4GPFl971My+RGGAA/ji9GJtkWaWyUWIk60JM5P5CJa6l/bNV5/S+730ezcTJ4YBMXwMh8PI4OFWrT3pa//x67cR/cvtfGH8MCEchsPHI0amJiidiMTYduEvMzqV4N3PPk3E5U8S2maCmM9McJt+rzxwINzCES9a0TKZwSNOpmLGbAKIFj9V3ovjZadw+RzpSISpy97O8KGfkXlpiNg5vay9bisrFM6kSWiMFBGR+WbO1VuNsnDWrVvnHn300YUuQ6SuQ2suxQZ/XhO2fGL4qy9k7b4HGn6vIwP3MnzdbxHFJ1YWfKAQCpdt305iU/DGKP/49duI/dltxHM5kowV16CNEcIRwccrq+94KMmPlr2OpO+TYJwweYDS6yh7LUAEvyKIRZjZhMS3MAe9No55iZrzAMJMEY+FsEyarIU50dPLq2/8GmvWb2z4usjSYGa7nXPrFrqOZqHxUURk6ag3RjZ0I28RqXLVBqb+YjtZZtoHHeDjkR16of7rqhwa2MH+T3yOJFZ6r/LQle1aGRje/uGWbYz9nxTnjx8qBa6ZtsnCDFgWr/SeUxZi0DuHNr+wY0moGN7KXweVs2dZvOLsXaGecYvwM6+bUa+lImhm8ciEIkTJEMpnyUU8Ot/zKS6+qeJexiIiIiIyBxTgRE7DCwP/QZIY8bKw5eORJUqk99yG3uPQwA6evmEriVw2MHQ54NxbvgJAavceBr7xt1z5o8dYmR4hRoZOKlsey9+jPHj5FmHI6+FEtK10bqOhLW0tDHk9jHmJ0mvzwHg4Qnt+gojLE+3s4nW/s4ULNmh2TURERORMU4ATOUWHUveRPXKccZLkAloeu7feOOt7HBi4j72f2ILlsoWZNqIVwclh5LpW0L5pI6nde/jrW/6aD//oMWK5HLGyNWvlQaz8PabwGLcEB71ujnntJBmtvPdZcY2cVb3OcExYnP1eD6PF0GZMEQtNEc3niHYu44TncWxyAv+cV3P5dddz0foNL/uaioiIiEhjFOBETtFz/duJFFsea0LX8nNm3cDkwMB9PHHD12gp7mI5M3MWJUsUAGuJs/+t72DHhe+jbXyC37BxIq7Q9hg06zbTzhjFx+NQrKMUwKB2Z8jpWb4oPqFiaDvoLSPnWUXQywP+Oedz2Y038vr160/vgomIiIjInFGAEzlFmcFD5Oq0PL7iG/V3AN838CCPb/lb2P9zQsXAZ7iaIEg4woFf28D+B/6L9lwhtIVd8Jq1oHbJI16youURaoMeFGbhDsfamCjeBiAP5GIhVrYY/sgIyRUreNP113PhBs2wiYiIiCwWCnAip+BA6kHyFiLramff8st7WL45OOzsG3iQR264jdxEhtY6a8+yeLiYx99d+mZetfNZOnPBoa28/ZHia31ipVm38p0kKTtnHCNmU0RcjmwozCs/8F7+8//+B+74CDkz8j3d/OqNn+KS9VfM8VUTERERkbmiACfSgH2ph3i8fwAGB/GI1s6+mfHab1Sufds78BC7tgwwdmCYZGgCy+UK59aZecsR4unoObz6Pw/SRqbivarDHszsVpm1MMNeW6llMmi2LQ+MxJJMeB4OeMP73sWbb+rjzX9w0xm4WiIiIiJypijAicxiX+ohHunbTi7t0xoQvBxGxsVYsXlmjdjegYfYecN2shOFbfsphjeo3kCkEAL9UIhDXjuTtGAEr1mbpBDaptesDXk9THjRwNbI8XCUjnyaiMsTTiY4mndMhCMQCfOG92xg4019Z/KSiYiIiMgZogAnMovH+wfIpQtBrHz2rPwecC2reypes2vLwEx4o3bdGszMoE2GohyKteGHY6XzT75mLVrxb41DsTUyT86MUc9j0osyEl3Gpj/s45INb5mLyyAiIiIii4ACnMhJ7E09zPjgcClIVa8/AwgnYrxm64cA2DPwMDu33I3bP1xxTu1ukR4+Hi/GOhiNJmq2+a/e2j9rIY56LUx5VrqFAMy0RqZb4kTbwTt+grBzJDrbuPZ3PqTwJiIiInKWUYATqWNv6mF29t1BrOpeazAze5ZY3cNrtn6ICzZfwZ6Bh/n+DXeQnfBprWmBLASyKFOEyZO1EIe9NkajhXVr1S2TpdeYx+FksvDYjLHWPCvHxwk7V5pty7cnua7/g1y24bJ5uCoiIiIispAU4ETq2NV/N9m0DwH3WnOJVlZ+bD27f7iPhz71T3T88UN448dKbZP1WiAHYz0QzVUcr3d+Hhgt2+J/JB5nclUHPxs+Rmc2i2VzdK3s4trrr1V4ExEREVkiFOBEyuxJ7WZn/w5Gh47T5kaB2nutOYzzP7aenQNPMTUxBcDI/uMkGatokaxsgSzsFDkeTdDCGOFZtvmfCoUY9Twy0Sg5M9LJBB//0mbesuGS+bsYIiIiIrLoKMCJFO1J7eb7fXeSTRdCWR4r3U+tfNOS5Ooudv9wXym8TQvaOTKLR9aMw63J0vHCOjq/4l5t02vZJj0PP2y8uMyjM1eYZete2cmHr9+g8CYiIiIiCnAi03b27yiFN6jX1mgcnIozvv94zetna4MsnWcxjnktdE+dIJov3znSI2/GpR95K5/8X1fP7YcTERERkbOCApwsaU+knuT+/vsZGRoptUxOq9cGOToKibLZufLzy9sgsxZi1IuSic4EuOlAd6Ilxk/PW8aKsTE6MxnCztG6rJX391/DZVdrpk1EREREginAyZL1ROpJ7u27l6mAlslpWTz8SAuHWhIVx4NuJ1BqgywGNgekY45uv3LXyLTnMXVBO5lsjsyqXt573eVsWH/RGfykIiIiInK2UICTJWV3ag87+ndyfGiUZCgNuXzpuaAWSGfGSLj2P5MsHg6IVN9Au2y2LWfGcS/JkbY4bb5P2DnyIeNXPnApn/iDd57BTykiIiIiZysFOFkydqf2cGff95lKZwFwuXzVzbOrWyZDDHtt5D1XMzMHhbVs+1u7CDNFnEzNDbZHPY9cCMbjMSa9KCtWtvGb11/O+g2abRMRERGR06MAJ0vGjv6dpfAG9W6e7TFpMQ4nW0vHIsWAVm9zkox5HGmNcO54uqJVcjwWJbuqg5t+721cvf7CM/nRRERERGSJUICTs9bDqb3c3b+Lo0NjdPUmmRqs3KSk3jq26l0js0SZAKJV7ZIT0Sh54ETMY7jd40R8plWybVkLN/W/nSuu1mybiIiIiMwdBTg5Kz2c2ssdfTvxizNuRwfHSFoIczNr3rJEAYgW78mWtRAnvCi+F615v4x5DLV2kY35tBdDWs6MEzGP4+e30x6D0RHo7O3i+uvfxIYNmnETERERkbmnACdnpbv7d5XC27RJF61phfSJcjiWZKI46xbGr7ueLRs2XmxrY3x6lq0rzu/+/v9g/dUKayIiIiIyPxTgpOk9lNrHQP/jDA+l6e5NsGnrGzg6NFZzXhaPCSBiWaIuN9MKWdYymbEYRxJRzk1Xbv0/HvU43Fa4f9uJVy7nS5+5mM1XXDCPn1JERERERAFOmtxDqX1s73sEP50DYHgwzfa+R+jqijN+ZLLm/IzF2J9cftKZtkNV69lyZrxq/Rr++fZ3zM+HEhERERGpQwFOmtpA/+Ol8DbNT+c4lg8TNiPsZnaZLN+gJIvHSIyKkDbqeYzGY4zEPFzImPQ8Vp6X4LdvfAMbrl4zj59KRERERCSYApw0teGhdODxyckQR5IdrBofqQho0+2SuRCko5U33s4bHG7z6Ort4PPX/wIbN6hFUkREREQWl4YCnJm9E/gGEAa2O+e+WvX8jcB1QBY4DHzMOTdYfC4HPFk8dcg5d80c1S5LzIOpA3yn/2mGhybo7m3hw1t/ge7eBMODtSEuZ0YmlODp5RE6MrWtkofbYmQjMzNwfjjE/vPa+erWX2Lz+hXz9plEpLlpfBQRkfk2a4AzszBwG/AO4ACwy8zucc79tOy0/wTWOefSZvZJ4BbgfcXnJpxzF89x3bLEPJg6wLf6niRTbJc8PDjB1z70GBPJCD0QuJbNHKUZtvJWyZGYx7HWGGHnGE/EOJT06HpFkq9et1bhTUQapvFRREQWQiMzcJcCzzjnngMws+8C7wZKA5Rz7oGy838CfHAuixT5Tv/TpfA2zRx4Y3AsFqfDz1S0Sk56HrlQIcxNlrVKOoMXO2J0rk1y8/Vr2bRBgU1ETpvGRxERmXeNBLjzgf1ljw8Al53k/I8DO8oex83sUQrtI191zt19ylXKknJf6hDb+5/jpaEM5/TGuG7rWg4PTQSeG3aOo16SSS9aMwv3UlWbZEeXx01ffC0bNmptm4jMCY2PIiIy7+Z0ExMz+yCwDnhb2eHVzrmDZrYW+KGZPemcezbgtX1AH0Bvb+9cliVN5L7UIb7W9zSZdB6AQ4MZ/uTj/0XEQkRcvub8nBlZojU7Sh6PeRxr9Yg4R9eaJJ+/cS0br9Zsm4gsDI2PIiIyVxoJcAeBVWWPLygeq2Bm64F+4G3Oucz0cefcweLfz5nZg8AbgZoByjm3DdgGsG7dOlf9vCwN2/ufK4W3admMI0uURJ37tjmDiWiUiWi0cNzgUEeMXFeMbf2r2bxh+fx9ABFZSjQ+iojIvAvNfgq7gAvN7BVm5gHvB+4pP8HM3gj8FXCNc+6lsuPLzCxW/LobeDNlawNkaduROsK71jzJm0K7edeaJ/mjzx7gxcFM4LmOKM8nW8ma4YCsGSOxGGkvytFEuHQ8HzEOdcToWptUeBORM03jo4iIzLtZZ+Ccc1kz+zTwbxS2Sf62c+4pM/si8Khz7h7gViAJ/L2Zwcx2yBcBf2VmeQph8atVu3PJErUjdYStfYNMpgu/TH5x0OeePz9EK0aE2l8w58w41NbGiXi81CrpwkZ2VYJjfogLzvW4+cbz2HS1ApuIzA+NjyIishDMucXXjbFu3Tr36KOPLnQZcgb9Ss/jnBjO1hwP4xMPaJU8HotxuGvmptstLcatt65m40YFNpFmZma7nXPrFrqOZqHxUURk6ag3Rs7pJiYiQe5NneBP+4d5YShL+/IwL4VDLB/OYgHnZvFqNiQZ9TzG4h5ZM8LOYZEQt97aq/AmIiIiIkuOApycUfemTvCFvkOlVsmR4RweOfIY4aBWyRCMex4T3sxsWx443BZjNOGRiBvbvryCjVe3z9dHEBERERFZNBrZxETktAwMpPndj86Et2kGZPCovinAdFAbicVKm5LE28Lk1iQYa/VYfV6EbV9ewWaFNxERERFZojQDJ3PirlSar/SP8vxQnvN6Q7z96hi3D0zQkXUNt0rml8fpXBPnwPNZetYkuPnz3WzaqLAmIiIiIjJNAU5etrtSaW7qG2EiXXh8cDDPHbdNMOUVglkkYKMcZzBR1irZ0mLc+s0VbNykwCYiIiIiUo9aKOVlSQ34fPqjJ0rhrcSB5xdutB3UKnm0debebZ3LwwpvIiIiIiIN0AycnLbUgE/fDRna67RJmoNJLwrMtEoSNnK9cY5lIvSeF2Lr59vYvDExv4WLiIiIiDQpBThp2EDKZ0u/z4EhxwW9xtEpR3oCWuu0SRIywDHpRZn0orS0GN/8ZgebNimwiYiIiIicDrVQSkMGUj439GXYP+hwDvYPOsaeh0idNsmWBHzoUy2sWhXGDFatCiu8iYiIiIi8TJqBk4Zs6fdr1rkZEPNhPFnZJmkR49Zt7WzcnOCW+S9VREREROSspRk4qZFKwZo1EAoV/k6l4MBQQIskhXVuUFjrdjjZyolzktya6mLjZs20iYiIiIjMNQU4qZBKQV8fDA6Cc4W/+/pgWVfQNiWwvBtWrzLMCn9v+2aMzZu8ea5aRERERGRpUAulVOjvh3RVq2Q6DZkWj5ZEpqKNsiUBt/xZjE2bFdhEREREROaDuaDdAxeYmR0GBhe6DqAbGF7oIk7Dy6j7kkvqPWPs+7lx7vkQ8SDrO1446Dhy9DRrrKdZrzk0b+3NWjc0b+3NWjfMfe2rnXM9c/h+ZzWNj3NCtc+/Zq0bmrf2Zq0bmrf2M1F34Bi5KAPcYmFmjzrn1i10HaeqWesG1b4QmrVuaN7am7VuaO7aZe408/eBap9/zVo3NG/tzVo3NG/t81m31sCJiIiIiIg0CQU4ERERERGRJqEAd3LbFrqA09SsdYNqXwjNWjc0b+3NWjc0d+0yd5r5+0C1z79mrRuat/ZmrRuat/Z5q1tr4ERERERERJqEZuBERERERESahAJcGTPrMrMfmNne4t/LAs652Mx+bGZPmdkTZva+hai1qqZZ6y6e969mdtzM/mm+awyo5Z1m9rSZPWNmnwt4PmZm3ys+/7CZrZn/Kms1UPdbzez/mVnWzN67EDXW00DtN5rZT4vf1/eb2eqFqLNaA3X/lpk9aWaPmdlDZvbahagzyGy1l533HjNzZrYodt1q4Jp/1MwOF6/5Y2Z23ULUKfOnWcdHaL4xslnHR2jeMbJZx0fQGLkQFsUY6ZzTn+If4Bbgc8WvPwf8ScA5rwYuLH59HvAC0LnY6y4+dyVwNfBPC1xvGHgWWAt4wOPAa6vO+RTwl8Wv3w98bxF8fzRS9xrg9cB3gPcudM2nWPvbgUTx60820TVvL/v6GuBfF7ruRmsvntcG/DvwE2BdM9QNfBT41kLXqj/z+n3RlONjo7UXn1vwMbJZx8dTqH3RjZHNOj6eQu0aI+f/mp/xMVIzcJXeDdxe/Pp24NrqE5xzP3PO7S1+/TzwErDQN6GdtW4A59z9wOh8FXUSlwLPOOeec875wHcpfIZy5Z/pTuBKM7N5rDHIrHU75/Y5554A8gtR4Ek0UvsDzrl08eFPgAvmucYgjdR9ouxhK7BYFvY28n0O8CXgT4DJ+SzuJBqtW5aWZh0fobnGyGYdH6F5x8hmHR9BY+RCWBRjpAJcpRXOuReKX78IrDjZyWZ2KYX0/eyZLmwWp1T3InA+sL/s8YHiscBznHNZYARYPi/V1ddI3YvVqdb+cWDHGa2oMQ3VbWbXm9mzFH7T/tvzVNtsZq3dzH4JWOWc++f5LGwWjX6vvKfYTnSnma2an9JkATXr+AjNNUY26/gIzTtGNuv4CBojF8KiGCMjc/2Gi52Z3QesDHiqv/yBc86ZWd3fUpjZucDfAh9xzp3x3yTNVd0iszGzDwLrgLctdC2Ncs7dBtxmZh8AvgB8ZIFLmpWZhYA/pdBq0WzuBf7OOZcxs09QmA34lQWuSV6mZh0fi/+mxkg545pxfASNkQvgjI+RSy7AOefW13vOzA6Z2bnOuReKA9BLdc5rB/4Z6HfO/eQMlVphLupeRA4C5b+NuKB4LOicA2YWATqAI/NTXl2N1L1YNVS7ma2n8APP25xzmXmq7WRO9Zp/F/iLM1pR42arvQ14HfBgsftpJXCPmV3jnHt03qqsNes1d86V/7e4ncJvdaXJNev4CGfVGNms4yM07xjZrOMjaIxcCItijFQLZaV7mPmtxEeAf6w+wcw84B+A7zjn7pzH2k5m1roXmV3AhWb2iuL1fD+Fz1Cu/DO9F/ihK64MXUCN1L1YzVq7mb0R+CvgGufcYvkBp5G6Lyx7+OvA3nms72ROWrtzbsQ51+2cW+OcW0NhXcVCD0zQ2DU/t+zhNcCeeaxPFkazjo/QXGNks46P0LxjZLOOj6AxciEsjjHyTO6Q0mx/KPSQ30/hm/s+oKt4fB2wvfj1B4Ep4LGyPxcv9rqLj3cCh4EJCj27v7aANV8F/IzC+oj+4rEvUviPEyAO/D3wDPAIsHahvz8arPsaPbmhAAAAxklEQVRNxWs7TuE3ok8tdM2nUPt9wKGy7+t7FrrmBuv+BvBUseYHgF9c6Jobrb3q3AdZBDtsNXjNv1K85o8Xr/lrFrpm/Tnj3xNNOT42Wnvx8aIYI5t1fGyw9kU5Rjbr+Nhg7Roj5/+an/Ex0or/kIiIiIiIiCxyaqEUERERERFpEgpwIiIiIiIiTUIBTkREREREpEkowImIiIiIiDQJBTgREREREZEmoQAnIiIiIiLSJBTgREREREREmoQCnIiIiIiISJP4/1RNScq0SCuvAAAAAElFTkSuQmCC\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": 86,
"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/model_normal_f2_bisim_varp_sepall_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_normal_f2_bisim_varp_sepall_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_bisim_normal_hard = Encoder(\"./transfer_results/model_normal_f2_bisim_varp_sepall_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 4)\n",
"plot_features(encoder_bisim_normal_hard, \"normal\")"
]
},
{
"cell_type": "code",
"execution_count": 88,
"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/model_normal_f2_bisim_varp_sepall_5e-4_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_normal_f2_bisim_varp_sepall_5e-4_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_bisim_normal_hard1 = Encoder(\"./transfer_results/model_normal_f2_bisim_varp_sepall_5e-4_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 4)\n",
"plot_features(encoder_bisim_normal_hard1, \"normal\")"
]
},
{
"cell_type": "code",
"execution_count": 87,
"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_f2_bisim_varp_sepall_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_rich1_f2_bisim_varp_sepall_s0/Simple\n"
]
},
{
"data": {
"image/png": 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5Tvm9jCV3p4X8XsaSP69Q83i+UzoZS34vLaSTseTxCu4v853ylYwlX0wL+UrGkr/UuKfynfL1jCVfTQv5esaSpyrUHM93yp9mLPlGWsifZiw5XsE9ne+UQxlLHk0LOZSx5OkK7mS+U57IWHIkLeSJjCUnNe6ZfKccz1hyNC3keMaSZyrUzOc7ZSZjyXRayEzGkvkKrpRSAkflJ+DPAPMyr1vtdbF1z2C4GejslNKypBSi+M/OykvSx0Klde+mGyw0GAzXDjNYaDBcH8y6ZzBcH26pwUKDwWAwGAwGg+FaY5pog8FgMBgMBoPhMjFNtMFgMBgMBoPBcJmYJtpgMBgMBoPBYLhMbsom2sl1Y7vLCYw1YbvLcXLdWrcr10Wr28qCsQW0uq105bqUXnfOod21WTQWoN216c7pH+jem3NY6dq0jAVY6dr0VnAP5BxWuzbtYwFWuzYHNG5fzmGda/PgWIB1rk1fhZr9OYcnXJsvjgV4wrXpr+Aeyjk86do8NhbgSdfmkMY9nHPY5tp8fSzANtfmcIWagzmHXa7NlrEAu1ybwQruUM7hWdfmW2MBnnVthjTuOzmHmGvz3bEAMdfmnQo13805vOjaxMYCvOjavFvBTeQcelyb/WMBelybhMZN5Rz6XJvesQB9rk2qQk035zDg2vSPBRhwbdwK7kTOYdi1GRwLMOzaTFRw0zmHuGtzfCxA3LVJa9xczsF1bcbGAriuTa5CzULOIevaZMYCZF2bQgXXYDAYDIYrpcsp0GpnWRDI0Gpn6XIK1/uUfm2qr/cJXG2cXDeRyW+Sk1MAJKdHiUx+E4D14UfL3K5cF5smNzHluaemT7FpchMAa8NrZ73unMPWyQhTsvhA99HpJFsniw90fzRc/kD33pzD9skIZz13bDrJds9d43MP5ByiJe74dJKo564qcftyDrsnI+Q9z51OstvzHvbV7M85PFfifjCd5DnPXeFzD+Uc9k1GKHju6ekk+zz38yXu4ZxDZ4n34XSSTs/7rK/mYM7h5ckIv/Lcj6aTvOy59/vcoZxDb4k7OZ2k13PbStx3cg6vTUY453mZ6SSved6nfTXfzTkcLHGz00kOeu6nfG4i53BkMsK05+amkxzxXLvETeUchkq8qekkQ57X5Kvp5hxGJiOc99z8dJIRz23wuRM5h+RkBOm5hekkSc9d6HPTOQe3xD03ncT13Pklbi7nMFniTU8nmfS8sK9mIeeQn4yA58rpZPE9EPS5BoPBYDBcKV1OgU2RPFPFZYdTScmmSB6AteuD1/HMfj1uui3ubHc5yenROblVtYhEw5GyrNVt5dT0qTnu4qrFvN3w9uz7dtdmdHruA90XVVm82ZAoy1a6NmMKt7HK4g2fu9q1GVe4d1dZ/KjEXefauAqvocriB76aT7g2HyjcO6ssvu9zn3RtTivc+iqLPy9xt7k2Hyq8O6osnvbV3OXafKRwb6+y2O5zn3VtJhXugiqLPypxY65NRuHVVVlEfDVfdG2yCndelcVjPrfHtckp3HCVxZdK3D7XZkrhhaosHvbVHHBt8gq3psricz532LUpKNxglcVnfG7ctTmncKurLJpLXNe1mVZ4VVUWDb6aWddGKlxRZTHP585+Zra4MxiuC2aLO8PNQKud5VRybt+52BK8nZh3Hc7o4txSW9ydnB675Dw1nVK6/nxsWv3gdlX+nsZV5a7G9efvazxVflrjqnKdO+HLP9R4qvwjjavKJzWuP89oPFWe1biqPKdx/fmUxlPleY2rygsaV5Wf07j+fFrjqXKpcXW5wWAwGAxXQuqk+sKtLv+kc9M10UuqGi85b6pqUrr+vLFK/eB2VX6PxlXlDRrXn9+l8VR5vcZV5Tp3oS+/Q+Op8ts1ripfoHH9eZ3GU+XzNK4qD2tcfx7SeKq8RuOq8qDGVeXVGtefV2k8VS40ri43GAwGg+FKaFoiLiv/pHPTNdHRuqcIi1BZFhYhonVPzXF31O0g5HNDIsSOuh1l2ba6KCER9nlhttXNfaD75rootT63VoTZrHA3atyNPndDXZQan1cjwmxQ1Hxc4z6ucNfWRQn63KAIs9bnPqLxHlHUXFUX5Tafe5sIs0rhPqRxH/K5D9RFqfZ51SLMA4qa7Rq3XeHeVxelyudWiTD3+dwWjdeiqNlcFyXgcwMiTLPCbayLInyuEGEaFW69xq33uXUar05RM1gXBZ+LCBdzg8FgMBiuMjuiQUK+ZScULuY3JLrngV/OC/gdYAT4BfCU4vNngb/2XseBj0o+my757NVLOd79999f8TnnnWd+KK3xdilGF0lrvF12nvmh1n3pzEvy3vF75fzR+fLe8XvlS2deUno/PNMpl41bsnFUyGXjlvzhGf0D3V890ylXjFty6aiQK8Yt+WoF98dnOuXvjlty2aiQvztuyR9r3NfPdMqvjFty5aiQXxm35OsVar5xplN+bdySa0aF/Nq4Jd+o4B480yk3jVvysVEhN41b8qDG/dmZTvnUuCUjo0I+NW7Jn1WoefRMp/zTcUv+8aiQfzpuyaMV3LfOdMo945bcMSrknnFLvqVxf36mU35v3JK7R4X83rglf16h5vEzndIZt+T3RoV0xi15vIL7yzOd8pVxS744KuQr45b8pcY9daZTvj5uyVdHhXx93JKnKtQcP9MpfzpuyTdGhfzpuCXHK7inz3TKoXFLHh0VcmjckqcruJNnOuWJcUuOjAp5YtySkxr3zJlOOT5uydFRIcfHLXmmQs38mU6ZGbdkelTIzLgl8xVcKaUEjsqr8GeGeZmXeV3e62LrnsFwo/BSZ17ea2XkfJGW91oZ+VJn/nqfUkUqrXtXPFgohKjyGuPfAlLAm8DvSSl/rvE3AX9HSvmE9z4rpbysu8nNgIXBcH0wg4UGw/XBrHsGw/XhWg8WLgd+IaWMSykLwA+AL1Xwfw/YfxWOazAYDAaDwWAwXBeuRhO9CCjdJy7lZXMQQljAbwL/tSSuFUIcFUL8TAjxiO4gQoiI5x394IMPrsJpGwwGg8FgMBgMvx4f92DhOuBlKeV0SWZ5l8kfA/5MCPG3VF+UUsaklMuklMvuvPPOj+NcDQaDwWAwGAwGJVejiR4FFpe8b/IyFevw3cohpRz1/hkH+oG/cxXOyWAwGAwGg8FwHeh2crTbLosC79Fuu3Q7uet9SteEq9FEvwl8Sgjxm0KIIMVG+VW/JIRoAX4DGCjJfkMIUeP9XA/8fUA5kHg5OOle7PhKAsdbsOMrcdK9Wrcr3U1rfDkLjjfRGl9OV7pb6XWnu2iPt7Lo+ALa4610p7u0NXvTDivjNi3HA6yM2/SmHa17IO2wOm7TfjzA6rjNAY3bl3ZYF7d58HiAdXGbvgo1+9MOT8Rtvng8wBNxm/4K7qG0w5Nxm8eOB3gybnNI4x5OO2yL23z9eIBtcZvDFWoOph12xW22HA+wK24zWMEdSjs8G7f51vEAz8ZthjTuO2mHWNzmu8cDxOI271So+W7a4cW4Tex4gBfjNu9WcBNph564zf7jAXriNgmNm0o79MVteo8H6IvbpCrUdNMOA3Gb/uMBBuI2bgV3Iu0wHLcZPB5gOG4zUcFNpx3icZvjxwPE4zZpjZtLO7hxm7HjAdy4Ta5CzULaIRu3yRwPkI3bFCq4BoPBYDBcjG4nx9bIJKPJ80gJo8nzbI1M3pSN9FV57LcQ4h8BfwZUAd+XUkaFEP+K4rYgr3rOt4BaKeVTJd/7e8D3gPMUG/o/k1L+Xxc7XqUpZSfdS8TdTk6enc3CopZYwy7Wz19T5nalu9nkfpMpOTWbhUSIvQ3fYe38R2ez7nQXW91Nc7xnGvby6Py1ZTV70w7b3Qhn5YX/WGpFmF0NMdbMX1/mHkg7RBVuR0OMVSVuX9phtxshX+LViDBbGmI87KvZn3Z4TuF+oyHGCp97KO2wz41QKHGDIsyGhhifL3EPpx06Fd5XG2J81ldzMO3wshvhVyXubSLMlxti3O9zh9IOvQp3TUOMthL3nbTDa26EcyVetQjzhYYYn/bVfDftcFDhPtAQ41M+N5F2OOJGmC5xq0SY5Q0x7BI3lXYYUnhtDTGafDXdtMOIG+F8iRsQYZY2xGjwuRNph6QbQZa4QoSxGmIs9LnptIOrcBsaYswvcXNph0mFt6AhRthXs5B2yLsRKHERYWoaYgR97oVaZncOg0EIcQfwEmADCWCtlPJvFN5/Bv4ucEhKubok/02KQ/gLgUHg973BfC1mdw7DjUK77TKaPD8nX2QFeDPRcB3O6MqotO5dlSb646bSHyZ2fCXJc3Mf8W1VN5JofqMsa40v59S5uXeeLK5exNvNR2bft8dbGT13ao63qHoxbza/XZatjNuMnUvOcRurLd5oTpRlq+M24wr37mqLH5W46+I2rsJrqLb4ga/mE3GbDxTundUW3/e5T8ZtTivc+mqLPy9xt8VtPlR4d1RbPO2ruStu85HCvb3aYrvPfTZuM6lwF1Rb/FGJG4vbZBReXbVFxFfzxbhNVuHOq7Z4zOf2xG1yCjdcbfGlErcvbjOl8ELVFg/7ag7EbfIKt6ba4nM+dzhuU1C4wWqLz/jceNzmnMKtrrZoLnHduM20wquqtmjw1czGbaTCFdUW83zu7GemiTYYEEJ8B/hQSvltIcRTwG9IKf9E4T0EhIGv+5roLqBbSvkDIcS/B96SUv67Ssc0TbThRmFR4D1UraUQMHr+no//hK6Qa73F3SeKk+feu+Q8pWi2VfnYuZTSU+XvnTupdFW5q3H9+fsaT5Wf1riqXOdO+PIPNZ4q/0jjqvJJjevPMxpPlWc1rirPaVx/PqXxVHle46rygsZV5ec0rj+f1niqXGpcXW4wGGb5EvAX3s9/ASh3lpJS/gTIlGZCCAE8CLx8se8bDDcijUvUraUuv5G56f4XLalW/y1HlTdVNypdf95Y3aT0VPk91UuUripv0Lj+/C6Np8rrNa4q17kLffkdGk+V365xVfkCjevP6zSeKp+ncVV5WOP685DGU+U1GleVBzWuKq/WuP68SuOpcqFxdbnBYJilQUo5c2VmHLic31EvpPjU3nPe+0rbwpqtXQ03HNuidcpHe2+L1l2fE7qG3HRNdLR+M2FRW5aFRS3R+s1z3B31TxESobIsJELsqH+qLNtWv0PpbavfMafm5vootaL8v55aEWZzfXSOu1HjbvS5G+qj1Pi8GhFmg6Lm4xr3cYW7tj5K0OcGRZi1PvcRjfeIouaq+ii3+dzbRJhVCvchjfuQz32gPkq1z6sWYR5Q1GzXuO0K9776KFU+t0qEuc/ntmi8FkXN5vooAZ8bEGGaFW5jfRThc4UI06hw6zVuvc+t03h1iprB+ij4XES4mBsMtzhCiD4hxH9XvMoeJuY9Fvia3BdptnY13Ig8uj7MM7EFLLICCFG8F/qZ2AIeXR+++JcvgtNVwG7NEliQwW7N4nRVHCW49uieB/5Jft1///0Vn3PeOfmqtE6skGJkqbROrJCdk69q3ZcmfyjvPdEu548skveeaJcvTf5Q6f1w8iW57MS9snFkvlx24l75w8mXtDVfneyUK05YcumIkCtOWPLVyU6t++PJTvm7Jyy5bETI3z1hyR9r3NcnO+VXTlhy5YiQXzlhydcr1HxjslN+7YQl14wI+bUTlnyjgntwslNuOmHJx0aE3HTCkgc17s8mO+VTJywZGRHyqROW/FmFmkcnO+WfnrDkH48I+acnLHm0gvvWZKfcc8KSO0aE3HPCkm9p3J9PdsrvnbDk7hEhv3fCkj+vUPP4ZKd0TljyeyNCOicsebyC+8vJTvnKCUu+OCLkKycs+UuNe2qyU75+wpKvjgj5+glLnqpQc3yyU/70hCXfGBHypycsOV7BPT3ZKYdOWPLoiJBDJyx5uoI7OdkpT5yw5MiIkCdOWHJS456Z7JTjJyw5OiLk+AlLnqlQMz/ZKTMnLJkeETJzwpL5Cq6UUlIcFr7ufwaYl3ldzxcwAtzj/XwPMFLBXQH8qOS9AE4D1d77zwH/5WLHvNi6ZzDc7HS+lJfhu9KSuguv8F1p2flS/poet9K6d9MNFhoMhmuHGSw0GEAI8QwwIS8MFt4hpfymxl0BbJHlg4V/BfxQXhgsHJJS/ttKxzTrngxR3pQAACAASURBVOFWx27Nkjw1t2e1FgsSb8+7Zse9pQYLDQaDwWC4xnwb+C0hxLvAw957hBDLhBD7ZiQhxEHgr4CHhBApIcRvex/9CbBZCPELivdIX3RrV4PhVudkSn3RV5d/HFRftyMbDAaDwXADIqWcAB5S5EeBDSXvH9B8Pw4sv2YnaDDchCxpEsor0UuaxHU4myLmSrTBYDAYDAaD4bLoddKstOO0BI6z0o7T66Sv6fGiO4KEy/d4IBwq5tcL00QbDAaDwWAwGC6ZXifN9ojLWPIcUsJY8hzbI+41baTXrw0S21uDtVggRPFe6NjeGtavNU30VcWZOIA9vJrAYDv28GqciQNat2uil9bhlSwYbKF1eCVdE71Kr3uim/bh5SwabKJ9eDndE93amr0TXawcbqVlcAErh1vpnejSugcmHFYP27QPBlg9bHNgwlF6fRMO64ZtHhwMsG7Ypk/jAfRPODwxbPPFwQBPDNv0V3APTTg8OWzz2GCAJ4dtDmncwxMO24Ztvj4YYNuwzeEKNQcnHHYN22wZDLBr2Gawgjs04fDssM23BgM8O2wzpHHfmXCIDdt8dzBAbNjmnQo1351weHHYJjYY4MVhm3cruIkJh55hm/2DAXqGbRIaNzXh0Dds0zsYoG/YJlWhpjvhMDBs0z8YYGDYxq3gTkw4DA/bDA4GGB62majgpicc4sM2xwcDxIdt0ho3N+HgDtuMDQZwh21yFWoWJhyywzaZwQDZYZtCBddgMBgMBoA9Hac5myu/teJsTrKn4/Q1Pe76tUESb8/j/GQdibfnXdcGGm7Ce6KdiQNEklFy8iwAycI4kWRx39v1C1eVuV0TvWxKbmfKc08VxtiU3A7A2oVrZr3uiW62Jr/JlJwCYLQwytZkcRD70YWPltXsnehie3ITZz13rHCK7clNAKxZuLbMPTDhEE1GOCtzAIwXkkSTEQBWLVw/6/VNOOxORsh7nltIstvzHi7xoNhAP1fiflBI8pznrvC5hyYc9iUjFDz3dCHJPs/9fIl7eMKhs8T7sJCk0/M+66s5OOHwcjLCrzz3o0KSlz33fp87NOHQW+JOFpL0em5bifvOhMNryQjnPC9TSPKa533aV/PdCYeDJW62kOSg537K5yYmHI4kI0x7bq6Q5Ijn2iVuasJhqMSbKiQZ8rwmX013wmEkGeG85+YLSUY8t8HnTkw4JJMRpOcWCkmSnrvQ56YnHNwS91whieu580vc3ITDZIk3XUgy6XlhX83ChEM+GQHPlYVk8T0Q9LkGg8FgMMzw3slzl5XfrNx0V6I7xp6fbaBnyMmzdIw9P8fdObZntoGeYUqeZefYnrLs6bFvzzbQF7wpnh779pyae8Z2zjbQM5yVU+wZ2znHfX6sY7aBvuDmeH6soyzbN9Yx2xTPkJc59vk8gBc07gsKt2usY7YxnqEgc3T53Fc03iuKmgfGOmab4hl+JXMcULg/0bg/8bkHxzpmm+IZzskcBxU139S4byrct8Y6ZhvjGaZljrd87jGNd0xRMz7WMdtAz3Be5ogr3LGxjtlmdwYpc4wp3NMa97TPzWi8jKJmYaxjtoG+IOeKucFgMBgMGu5Zor4Gq8svl66uHK2tLgsWjNHa6tLVlbv4l64DN10TfbLgXnKeKrynMOfmY4UxpafK3yuklK4qdwsnla4/f1/jqfLTGleV69wJX/6hxlPlH2lcVT6pcf15RuOp8qzGVeU5jevPpzSeKs9rXFVe0Liq/JzG9efTGk+VS42ryw0Gg8FgANgcrac2XL4rRm1YsDlaf8W1u7pybNo0yalT00gJp05Ns2nT5Ceykb7pmuglwYZLzpuC9yhdf94YbFR6qvyeYJPSVeUNwSVK15/fpfFUeb3GVeU6d6Evv0PjqfLbNa4qX6Bx/XmdxlPl8zSuKg9rXH8e0niqvEbjqvKgxlXl1RrXn1dpPFUuNK4uNxgMBoMBYM36+eyKNdBoVSMENFrV7Io1sGb9/CuuvXNnhqmp8vutp6YkO3dmrrj21eama6KjjRsJi9qyLCxqiTZunOPuaNxMyOeGRC07GjeXZdsanyIkQj4vxLbGp+bU3Ny4g1qfWytCbG7cMcfd2BilVoR9bpiNjdGybENjlBqfVyPCbPB5AI9r3McV7trGKEGfGxRh1vrcRzTeI4qaqxqj3OZzbxNhVinchzTuQz73gcYo1T6vWoR5QFGzXeO2K9z7GqNU+dwqEeY+n9ui8VoUNZsbowR8bkCEaVa4jY1RhM8VIkyjwq3XuPU+t07j1SlqBhuj4HMR4WJuMBgMBkMF1qyfzxuJZo6d/9u8kWi+Kg00QCo1fVn59eSma6LXL1xFzOrACt6NQGAF7yZmdcwZKoTi8OBeaxeLg40IBIuDjey1dpUNFUJxePAZ6zssCi5CIFgUXMQz1nfmDBVCcXhwl7WXxuBiBILG4GJ2WXvnDBVCcXiww4pxd9BCILg7aNFhxcqGCqE4PLjFitHgeQ1Biy1WbM5QIRSHB79hxbjTc+8MWnzDis0ZKoTi8OAGK0a959YHLTZYsbKhQigOD37VinFH0AIEdwQtvmrF5gwVQnF48MtWjNs99/agxZet2JyhQigOD66xYizw3AVBizVWrGyoEIrDg1+wYtR5Xl3Q4gtWbM5QIRSHBx+wYszz3HlBiwes2JyhQigODy63YoQ9Nxy0WG7FyoYKoTg82GbFCHleKGjRZsXmDBVCcXhwqRWjxnNrghZLrdicoUIoDg9aVoyg5waDFpYVmzNUCMXhwQYrRrXnVgctGqxY2VAhFIcHF1gxqjyvKmixwIrNGSqE4vBgjRVDeK4IWtRYMTNUaDAYDIbrRlNT1WXl1xMh5fV7XOKvy7Jly+TRo0ev92kYDLccQohBKeWy630eBsOthln3DLcKM/dEl97SEQoJ9u5dwNq14QrfvDZUWvduuivRBoPBYDAYDIYbk7Vrw+zdu4DFi6sQAhYvrrpuDfTFuOn2iTYYDAaDwWAw3LisXRv+RDbNfsyVaIPBYDAYDAbDHA44E6y2h2kPDLLaHuaAM3G9T+kThWmiDQaDwWAwGAxlHHAmiEaSjCcLSAnjyQLRSPKqNdLdXWnaW+MsWnCc9tY43V3pq1L34+SqNNFCiN8RQowIIX4hhJiz75sQ4g+EEB8IIf7ae20o+ewfCyHe9V7/+Gqcj+P2YQ+sI9D/IPbAOhy3T+t2uQdoHVjNgv52WgdW0+UeUHrdbi/tAytZ1N9C+8BKut1ebc1et5uVA8tp6W9i5cByet1urXvA7WL1QCvt/QtYPdDKAbdL6fW5DusGbB7sD7BuwKbPdbQ1+12HJwZsvtgf4IkBm/4K7iHX4ckBm8f6Azw5YHNI4x52HbYN2Hy9P8C2AZvDFWoOug67Bmy29AfYNWAzWMEdch2eHbD5Vn+AZwdshjTuO65DbMDmu/0BYgM271So+a7r8OKATaw/wIsDNu9WcBOuQ8+Azf7+AD0DNgmNm3Id+gZsevsD9A3YpCrUdF2HgQGb/v4AAwM2bgV3wnUYHrAZ7A8wPGAzUcFNuw7xAZvj/QHiAzZpjZtzHdwBm7H+AO6ATa5CzYLrkB2wyfQHyA7YFCq4BoPBYLh1eL5jjLO58s0nzuYkz3eoH0B3OXR3pdm6yWX01DmkhNFT59i6yb3hGukr3p1DCFEFHAd+C0gBbwK/J6X8eYnzB8AyKeU3fN+9AzgKLAMkMAjcL6X8m0rHrDSl7Lh9REZ2kzufn83CgRpiS7ewvuHhMrfLPcCmkShT5y88+jsUqGXv0g7WNlzYEq/b7WXryPY53jNLd/FoQ/l2eL1uN9tHvsnZ8xce/V0bCLFr6XdY01C+Jd4Bt4voyKY5bsfSvaxquLAlXp/rsHskQv78haf11ATCbFka4+GG8u3I+l2H5xTuN5bGWOFzD7kO+0YiFErcYCDMhqUxPl/iHnYdOhXeV5fG+Kyv5qDr8PJIhF+VuLcFwnx5aYz7fe6Q69CrcNcsjdFW4r7jOrw2EuFciVcdCPOFpTE+7av5rutwUOE+sDTGp3xuwnU4MhJhusStCoRZvjSGXeKmXIchhde2NEaTr6brOoyMRDhf4gYCYZYujdHgcydch+RIBFniikAYa2mMhT437Tq4CrdhaYz5JW7OdZhUeAuWxgj7ahZch/xIBEpcAmFqlsYINqi3uTO7cxgM1wezO4fh46Y9MIiqRRQC3jx//5XVbo0zeurcnHzR4mrefLv5impfba717hzLgV9IKeNSygLwA+BLl/jd3wZel1J+6DXOrwO/cyUn0xHfV9ZAA+TO5+mI75vj7ow/X9YYA0ydP8vO+PNl2dPxPUrv6fieOTX3xL9d1hQDnD0/xZ74t+e4z8d3Kt3n4zvLsn3xjrKmGCB/Pse+eMecmi9o3BcUble8o6wxBiicz9Hlc1/ReK8oah6Id5Q1xQC/Op/jgML9icb9ic89GO8oa4oBzp3PcVBR802N+6bCfSveUdYYA0yfz/GWzz2m8Y4pasbjHWUNNMD58zniCncs3lHW7ALI8znGFO5pjXva52Y0XkZRsxDvKG+gAc7nirnBYDAYbmkalgQvK78cxlJzG+hK+SeVq9FELwJOlbxPeZmf/1UIMSSEeFkIsfgyv4sQIiKEOCqEOPrBBx9oT+Zk/v1LzlN5V+n687H8e0pPlb+XV/+aQ5W7+ZTS9efv508qPVV+WuOqcp074cs/1Hiq/CONq8onNa4/z2g8VZ7VuKo8p3H9+ZTGU+V5javKCxpXlZ/TuP58WuOpcqlxdbnBYDAYbh02RhupDYuyrDYs2BhtvOLajU3qzeF0+SeVj2uwsBewpZRtFK82/8XlFpBSxqSUy6SUy+68806tt6TmrkvOm2oalK4/b6y5R+mp8ntq1P9xqfKGmial68/vqlmi9FR5vcZV5Tp3oS+/Q+Op8ts1ripfoHH9eZ3GU+XzNK4qD2tcfx7SeKq8RuOq8qDGVeXVGtefV2k8VS40ri43GAwGw63DqvUL6YhZ3G0FEQLutoJ0xCxWrV94xbW37agnFCpv0EMhwbYd9Vdc++PkajTRo8DikvdNXjaLlHJCSjlzj8U+4P5L/e7lEm3eQDhQU5aFAzVEmzfMcXc0byQUqC3LQoFadjRvLMu2NW9WetuaN8+pubn5KWoDobKsNhBic/OceUs2Nu9Quhubd5RlG5qj1ATK90usCYTZ0BydU/Nxjfu4wl3bHCXoc4OBMGt97iMa7xFFzVXNUW7zubcFwqxSuA9p3Id87gPNUap9XnUgzAOKmu0at13h3tccpcrnVgXC3OdzWzRei6Jmc3OUgM8NBMI0K9zG5ijC54pAmEaFW69x631uncarU9QMNkfB5xIIF3ODwWAw3PKsWr+QHyU+w5vn7+dHic9clQYa4NG183lmbwOLFlcjRPFe6Gf2NvDo2vlXpf7HxdW4bv4m8CkhxG9SbIDXAY+VCkKIe6SUM/c+fBF4x/v5vwD/WgjxG977LwDbruRkZoYHO+L7OJl/nyU1dxFt3jBnqBCYHR7cGX+eVN6lqaaBHc0by4YKgdnhwafjexjLv0djzT1sa948Z6gQmB0e3BP/Nu/lx7inppHNzU/NGSoEZocHn4/vxM2naKhpYmPzjrKhQmB2eHBfvIP38ye5q2YJG5qjc4YKgdnhwRfiHZzOn6S+ZgmPN0fnDBUCs8ODXfEOJvInWVizhLXN0bKhQmB2ePCVeAcf5k9yR80SHmmOzhkqBGaHBw/EO/gof5Lba5awqjk6Z6gQmB0e/Em8g8n8SRbULOGh5mjZUCEwOzx4MN5BJn+SupolPNAcnTNUCMwOD74Z7yCbP8m8miW0N0fnDBUCs8ODb8U7yOVPEq5Zwn3N0bKhQmB2ePBYvIOp/ElCNUtoaY7OGSoEZocH4/EO8vmT1NQsobk5OmeoEJgdHhyLd1DInyRYs4TG5uicoUJgdnjwdLyDc/mTVNcsob45WjZUCMwOD2biHUznT1JVs4S65uicoUJgdniwEO9A5k8iapYQbI5qhwoNBoPBYLhaPLp2/g3XNPu54t05AIQQ/wj4M6AK+L6UMiqE+FfAUSnlq0KIpyk2z+eAD4F/KqU85n33CeBfeKWiUsr/cLHjmSllg+H6YHbnMBiuD2bdMxgq43Tn6Hg6w8mx8yxpDBDdVsf6R6/8qYeV1r2rcge3lPLHwI992f9e8vM2NFeYpZTfB75/Nc7DYDAYDAaDwXBr4XTniGydJOdteJYcPU9k6yTAVWmkdZgnFhoMBoPBYDDcwvQ5LuvsAR4M9LPOHqDPUe9edrn0dk2wsnWYlgWDrGwdprfr2jw2vOPpzGwDPUNuqphfS26svUQMBoPBYDAYDFeNPsdld2SEfO48AG4yz+7ICAAPr1fvYnYp9HZNsH1TkrNTxduGx04V2L4pCcCatVdnQHGGk2PnLyu/Wpgr0QaDwWAwGAy3KPs64rMN9Az53Hn2dcSvqO6enWOzDfQMZ6cke3Ze+WPD/SxpVLezuvxqcVM20U6qH7vvDwn0fgm77w9xUv1atyvVR2vfOhb0Pkhr3zq6Un1Krzt1gPa+1Szqbae9bzXdqQPamr2pXlb2raSlt4WVfSvpTfVq3QOpblb3Lae9t4nVfcs5kOpWen2pLtb1tfJg7wLW9bXSl+rS1uxPOTzRZ/PF3gBP9Nn0pxyteyjl8GSfzWO9AZ7sszmkcQ+nHLb12Xy9N8C2PpvDFWoOphx29dls6Q2wq89msII7lHJ4ts/mW70Bnu2zGdK476QcYn023+0NEOuzeadCzXdTDi/22cR6A7zYZ/NuBTeRcujps9nfG6CnzyahcVMph74+m97eAH19NqkKNd2Uw0CfTX9vgIE+G7eCO5FyGO6zGewNMNxnM1HBTacc4n02x3sDxPts0ho3l3Jw+2zGegO4fTa5CjULKYdsn02mN0C2z6ZQwTUYDAbDzcf7J/OXlV8q76UKl5VfCdFtdYTLdwwmHCrm15Kb7nYOJ9VPZOh5ctPF/+Mnpz4gMlR8jPf6phVlbleqj01Du5ny3FNTLpuGdgOwtunClnjdqQNsHYoyNV189Pfo1Dhbh4p76T7aVL4dXm+ql+1D2znruWNTY2wf2g7AmqbyLfEOpLqJDn2Ts9PFG3nGp0aJDn0TgFVNF7bE60t1sXtoE3nPc6dOsXtoEwAPN5Vvh9efcnhuKEJ+uvg45w+mkjw3FAFgRVP51mWHUg77hiIUPPf0VJJ9nvv5EvdwyqGzxPtwKkmn533WV3Mw5fDyUIRfee5HU0le9tz7fe5QyqG3xJ2cStLruW0l7jsph9eGIpzzvMxUktc879O+mu+mHA6WuNmpJAc991M+N5FyODIUYdpzc1NJjniuXeKmUg5DJd7UVJIhz2vy1XRTDiNDEc57bn4qyYjnNvjciZRDciiC9NzCVJKk5y70uemUg1vinptK4nru/BI3l3KYLPGmp5JMel7YV7OQcsgPRcBz5VSy+B4INplt7gwGg6GU/oLDC4UOTsuT1IslPB6MsiJ44/9ZedeSGtzk3Ib5riU1CvvSuacpyNipuQ3zPU1X/thwPzPDg9did45K3HRXojuO/eVsAz1DbjpPx7G/nOPuPLZvtoGeYWo6z85j+8qyp489P9tAX/DO8vSx5+fU3HNsz2wDPcPZ6bPsObZnjvv8sW/PNtAX3CmeP/btsmzfsZ2zDfQM+ekp9h3bOafmC8c6ZhvoC26OF451zHG7jnXMNsYzFKZzdPncVzTeK4qaB451zDbFM/xqOscBhfsTjfsTn3vwWMdsUzzDuekcBxU139S4byrct451zDbGM0xP53jL5x7TeMcUNePHOmYb6BnOT+eIK9yxYx2zze4McjrHmMI9rXFP+9yMxssoahaOdcw20Bf+h+WKucFgMNyk9BUc1mVtHswEWJe16Stc/Ddw/QWH5/IRPpBJJJIPZJLn8hH6L+G7hwoOT2ZtHssEeDJrc+gSvvNxsiHaTE24vB2sCQfYEG2+orqbdzRS63sqYW1IsHnHlT02vKs7TWt7nAWLjtPaHqerOw0UG+nEmw2cH72HxJsN17yBhpuwiT45dfqS89TU+0rXn49NqadUVfl7U+8pTHXuTqnvC/Ln70+llJ4qPz11Uumqcp074cs/1Hiq/CONq8onNa4/z2g8VZ7VuKo8p3H9+ZTGU+V5javKCxpXlZ/TuP58WuOpcqlxdbnBYDDc6PQVHHbnI7heM+zKJLvzkYs20i8UOsjju0BFjhcKlS86HCo47MtHOC2TgOS0TLIvH/lENdIPr29gS2wpDVYNQkCDVcOW2NIrGiqE4vDgrr0WjYuLjw1vXBxk117rioYKu7rTbNrqcmr0HFLCqdFzbNrqzjbSHzc3XRO9JKR+7roqbwrdpXT9eWNI/R+SKr8ndI/SVeUNIfXfxvz5XaEmpafK60NLlK4q17kLffkdGk+V365xVfkCjevP6zSeKp+ncVV5WOP685DGU+U1GleVBzWuKq/WuP68SuOpcqFxdbnBYDDc6OzTNMP7LtIMn5aaC1SafIauQgcF3/EK5Oi6yPE+bh5e38APEp/jv55fwQ8Sn7viBnqGNWsX8sbbn+HY5P288fZnrnhXjp1Pn2bKN6w4NSXZ+bT6Auq15qZroqMtv0+4qvw+nnBVDdGW35/j7mjZQMjnhqpq2NGyoSzb1rKRUFWtz6tlW8vGOTU3t2ym1ufWVtWyuWXzHHdjy1PUVoV8boiNLU+VZRtadlDj82qqQmxo2TGn5uMtUWqqwj43zOMt0Tnu2pYoQZ8brAqz1uc+ovEeUdRc1RLlNp97W1WYVQr3IY37kM99oCVKtc+rrgrzgKJmu8ZtV7j3tUSp8rlVVWHu87ktGq9FUbO5JUrA5waqwjQr3MaWKMLniqowjQq3XuPW+9w6jVenqBlsiYLPpSpczA0Gg+Em5H1N06vLZ6gXmgtUmnwGXZM9cZHjHS44bMvafD0TYFvW5vAn6Mr19SQ1du6y8mvNTddEr29aQaxtI1boTgQCK3QnsbaNc4YKoTg8uLdtC4tDDQgEi0MN7G3bUjZUCMXhwWfaOlgUuhuBYFHobp5p65gzVAjF4cFdbbtoDDUiEDSGGtnVtmvOUCEUhwc72r7D3aFFCAR3hxbR0fadsqFCKA4PbmnbS0NoMQJBQ2gxW9r2zhkqhOLw4DfaYtwZshAI7gxZfKMtNmeoEIrDgxvaYtR7bn3IYkNbrGyoEIrDg19ti3FHyAIEd4QsvtoWmzNUCMXhwS+3xbjdc28PWXy5LTZnqBCKw4Nr2mIs8NwFIYs1bbGyoUIoDg9+oS1GnefVhSy+0BabM1QIxeHBB9pizPPceSGLB9pic4YKoTg8uLwtRthzwyGL5W2xsqFCKA4PtrXFCHleKGTR1habM1QIxeHBpW0xajy3JmSxtC02Z6gQisODVluMoOcGQxZWW2zOUCEUhwcb2mJUe251yKKhLVY2VAjF4cEFbTGqPK8qZLGgLTZnqBCKw4M1bTGE54qQRU1bzAwVGgyGTzwHCg6rszbtmQCrszYHLrHJvEvT9OryGR4PRqnBd4GKMI8HK1900DXZCysc73DBoTMf4UPvFpAPZZLOfOQT20gf6HJZ3TpA+4J+VrcOcKDr6jyoRUVTo3o/DF1+rRFSyotbnzCWLVsmjx49er1Pw2C45RBCDEopl13v8zAYbjXMuneBAwWHaD7C2ZLbJGoJ01ETY9VFdsuYuSe69JaOGsJsqYnx8EW+++vszjFzT3TpLR1BwmyoifF5zXe3ZW2vgS7nDmHx9LxExeN93BzocoluGuHs1IV9pmtDATr2LmXV2qtzS0gpM/dEl97SEQoJ9j7TwNpH51/140Hlde+muxJtMBgMBoPh5uX5QkdZAw1wlhzPX8J9xg8H17OlJkaDKP4GtkFYl9RAA6wIruf78xK8Wnee789LXNL2dp8PrmdDTYx673j1wqrYQAN8qLnVQ5dfT57fGS9roAHOTp3n+Z1X9qAWHWsfnc/eZxpYvKgaIWDxoupr2kBfjJtun2iDwWAwGAw3L66mmdTlfh4Orr+kpvlq8fng+opNs587xBLNleirM/Td76R4oWOE0yenqF8S4vHoUlasV29gcDHclPqBLLr8arD20fnXrWn2Y65EGwwGg8FguGFo0DSTuvxG45FglKDv/usgYR7R3H89WHDYlbXZkgmwK2szWOHe6X4nxXORYT5ITiElfJCc4rnIMP2Oeivdi9HQpH4giy6/VLq7J2hvH2bRokHa24fp7p64onrXipuyiXYSh7B7niSw/zHsnidxEoe0blein9aeP2TB/i/R2vOHdCX6lV53oo/2nnUs2v8g7T3r6E6oHw8O0Js4wMqe1bTsb2dlz2p6E/pHhB9I9LK6ZyXt+1tY3bOSAwn1I8L7Et2s61nOg/ubWNeznL6E+vHgAP2JLp7oaeWL+xfwRE8r/Qn9I8IPJRye7LF5bH+AJ3tsDiU0j/1OOGzrsfn6/gDbemwOazyAwYTDrh6bLfsD7OqxGazgDiUcnu2x+db+AM/22Axp3HcSDrEem+/uDxDrsXmnQs13Ew4v9tjE9gd4scfm3QpuIuHQ02Ozf3+Anh6bhMZNJRz6emx69wfo67FJVajpJhwGemz69wcY6LFxK7gTCYfhHpvB/QGGe2wmKrjphEO8x+b4/gDxHpu0xs0lHNwem7H9Adwem1yFmoWEQ7bHJrM/QLbHplDBNRgMhk8CG4NRan1NZi1hNl5kyO9G4bPB9Xy1JsYdwhvmFxZfrYnxWcXV7MGCw8v5CB95Q4gfySQv5yPaRvqFjhHyuemyLJ+b5oWOkV/rXDfuaKY2VN5K1oYCbNzx6z+opbt7gq1bk4yOFpASRkcLbN2a/EQ20jfdYKGTOETkyD5y0xceNRmuChJbvoH19ufL3K5EP5uOPF/21MJQVQ17l29krb1iNutO9LH1U9O8ewAAIABJREFUyO453jPLt/CoXb6TR2/iANuPRMueWlhbVcuu5R2ssct38ziQ6CV6ZPsct2P5LlbZF3bz6Et0s/vIN8ueWlhTFWLL8u/wsF2+k0d/oovnjmya435j+V5W2OW7eRxKOOw7Eil7GmGwKsyG5TE+b5c89jvh0Knwvro8xmft8v+nHkw4vHwkUvYkwtuqwnx5eYz7fe5QwqFX4a5ZHqOtxH0n4fDakUjZkwirq8J8YXmMT/tqvptwOKhwH1ge41M+N5FwOHIkUvY0wqqqMMuXx7BL3FTCYUjhtS2P0eSr6SYcRo5Eyp5aGKgKs3R5jAafO5FwSB6JlD1hUFSFsZbHWOhz0wkHV+E2LI/x/7P3/lFR3nme7+uhflFPKIuWHyUlFjXOtWM6o9y9NsnOdDjHiO02faTjel02MyTuvVkus3eJfbrZpCduuUPYY61267DZTjhnpw6buZ2kpjOsw9EmOzXjhYl78E5WaW5fsTPE0M1AiUAp2BRFF1RR+Nw/CpSnnu+jaFDT5nmdkxN5867v84BCvetb38/ns2aZNz4UJCrwOZ8KIGesmRwKkjhfp55aaJKxPRXA6hW/9WgUFhoYPBwexcLCjmSQ5qSPMSVMkeShweqnaoXHHkLJIC1JHxEljEvyUG/137Go8FHk8Ix3MUCryZVKOCQoQvxW1geIYp8kwU9u7L6newi1RWhpGiQyksBVbKO+ceNnKiosK7vIlSvaceHr11vp6dlyz+veK7d73nvkQrT31LcZjmubbpfI+Qw990OV9uSpf8nl+DWNd4NcwMfP/ZebH5edep4rcW3LlvWyi57n3ldpz57azWh8XON1y+v48LkPVNruU88yHtdOLVwnu/nguQ9vfvz8qaeIxK9ofC55Pe8/d16lvXTqSa7FL2u8BfIG3n7uY5X27VNeJuLaH758uYQfPjd08+ODp7xcF/jWyiUcWeYDOHzKy5TAmyuXcCjD+x9PeYkKvE65hO8u8wZOeYkJfA65hLqMNf/8lJcZgTdHLuEPMrynTnmJC7yyXMJzy7ydp7zMCnx2uYSdGWt+dMpLQuC1ySX8bob34ikvSYHXKpewJcM7eMpLSuA1yyVsXOaNnPKyIPCZ5BJcGWvOnPKiCLySXEJOhvfm54wQbWDwUHjUQnRHMsghQYeNw7bAioO0AbwSywJEOU7iuOOGRn3J28W14VmNXlBi5+2hitW/wXtg/fpe3aB/5cq2B34/X6juHGFBgE7r2rcBRnS8mfpoXDweXKSPCcK2nh6Ji0eEZ+pXBUFbT5+Ii881ifSJuE4T+Az9uo5PpE/peEV6VMebqcd0fCJ9Rscr0uM63kx9Vscn0hM6XpGe1PGK9JSON1Nf0PGJdEXHq6cbGBgYrBbNOh02mj9nk/w+7+TqnAPX0/f7H8cmm1SaTTax3//4qt/bveJ2W+9Kf5g8ciHaI+uM/Za1oyaLdbyZulsWjwcX6UWy+C0Mke6SxSPCM/VCWTweXKTny+IKW5GeL+s0gc/Q1+r4RHqujlekO3W8mbpDxyfSc3S8Il3W8Wbqdh2fSLfpeEW6Vccr0s063kzdpOMT6ZKOV083MDAwWC3GdDpp6OmfBzrjQZ6PeNkxmsXzES+d8dvXkJyJB3kp4uVbo1m8FPFy5g7+e6HS6seScT7cgkylzvnw7TXFvBzYQkGJHUlK70C/HNhyz9057gcHD7qx2yWVZrdLHDwozkIPk0cuRPtLq5FN6lcrssmKv1Q73a+x9EXx2O9S9Yjwg6Xi8eAHS9XjwQEaSuvFY79LtSPC60vFI8LrS9UjwmtLXxOP/S5VjwcH2F8qHhG+v1Q7Iry6VGfsd2nG2G8d355S7Q9pZanO2G+Bt0LHW5HhLS/VGfstWLNMx1sm8JaW6oz9zvBu1vFtFqy5sVRn7LfA6y7VGfst8ObrePMzvA4dn0OwprVUZ+y3wGtgYGCwmhTp7JTq6Q+bzniQ49E6IgvDKChEFoY5Hq3TDdJn4kHeitZxbdF/bWGYt6J1ukH6bDzItyNe/mA0i29HvJxdYeDeZq1hny1A7mIRYq5Uwj5bgG23ORKzvaaYt4cq+MmN3bw9VLHiAN3ZNsLzT3axw/kBzz/ZRWfbvXX0uBN79+Zx7FgJ69dbkaT0Wehjx0rYu1e7GfqwWZUz0ZIkfQP4T4AJaFUU5WjG5xuAWiAFXANeUpT0SXhJkhaAi4vWsKIo37rT9e50Niw4dBbfhTbC8Uk8ch7+0mpNUeESbUNnaLrwLiPxCYrlfBpLX1QVFS7RPtTJkQutjMav4pYLOVhaqykqXKJjKETzhRbG4hGKZBcNpfWaosIlQkMdtFxoJhIfwyUXUV/aoCoqXKJzqJ3WC0e5Gh+lUHZTW/qapqhwiTNDbbxzoYmJ+Aj5cjH7Sxs1RYVLnB0K0nbBx2Q8TJ7sobrUryoqXOLcUJCTF3xcj4dZK3vYU+rXFBUu0TsUJHTBx1Q8TK7sobLUrykqXKJvKEjXBR/ReBin7KGi1K8qKlyifyhI9wUfsXgYh+yhvNSvKSpcYmAoSM8FHzPxMDmyh7JSv6aocImhoSAXLviIx8PIsofSUr+qqHCJkaEgn1zwMRsPY5c9bC71a4oKl4gMBRm84CMRD2OTPWws9WuKCpeYHAoyesFHMh7GKntwl/o1RYVLTA8FmbjgIxUPY5Y95Jf6VUWFS8SHgsQu+FiIhzHJHhylfk1R4RLJoSDJCz6UeBhJ9mAt9esWFYJxJtrA4GFhnIl+uDwf8RJZ0NaQuEwlvO8a0ugvRbxcE/gLTCW8neE/Gw/SGq0jqSwr3pdkap0BnpFX93vRlwzSlfQRVcI4JQ8VVj9bV/D97mwb4fiBiyRmb3X2sNlNvPLmFnZW39sudkd7hOYjg4yNJihy22g4uJGqvas/5TDYMY2veYLwWApPkRl/Qz41VSvvM31fCwslSTIBnwJfB0aAHuD3FUX5+2WeZ4FziqLEJUn6P4HtiqL888XPzSiKknM313zUfpkYGPymYIRoAwOQJGkt8BeAFxgCqhVF+ZXA99fAPwbOKoqye5n+MvAd4LeBAkVRxAU6y3gUn/c+S3eO1SAUD9IS8xFZCOMyeah3+KnUCa07RrNQBAV8EhJ/69YW8H3rNv6fZPi/HfEyIQjc+aYSfigI6PdKXzJIR6KO+WUvXCzIVNkCdwzSzz/ZReSytiDRtcHO+x/ffUFiR3uEQ69qx4UfPvb4qgbpYMc0dYcixOdu/V3I2RKBw64VB+n7XVj4FPALRVEGFUVJAu8Dzy03KIryoaLcfIn1P4DPz+EbAwMDAwODu+M1oEtRlE1A1+LHIo4BLwr0/wfYCWiT0xeIKmsNH+YM8YnjBh/mDD3wAO2P1jG+eNxifGEYf7SOkM4xikKT+JiJnp5/F/rEgk6Rv45+Lh7kYMTLH45mcTDi5dwKj350JX2qAA0wT5yuFRRzXh3RBujb6Xei+Yh4XHjzkdUdF+5rnlAFaID4nIKv+Y6vW1fEaoTo9cDynmoji5oe/xJYPn0kW5Kkn0qS9D8kSdqj9yBJkuoWfT+9dk3bls7AwMDAwOAB8Rzwo8U//wgQPncpitIFxAT6zxRFGbpvd/cAaU8GKZvxsj6WRdmMl/bbTMv7PNES8zGnZHQHUeK0xMSBstbhxyapa0hskkytQ1xDsl/Hv1/g1wvceQL9XDzIe9E6ri+kh6tcXxjmvWjdbYP02eAQ3/aeYkqw2w0QXUExZ2Gx/a70OzE2Kh4LrqffK+Gx1F3pd8sDLSyUJOkF4KukX50vUbK4Tf4HwBuSJP226LGKogQURfmqoihfLSgoeAB3a2BgYGBgIMSlKMpSL9JxYPUPcvL53zxqTwZ5NVHHFSW9m3tFGebVRN1vRJCO6Ozy6uk75RpecQZwmUqQkHCZSnjFGWCnzvGP7XINLzsDFCz6C0wlvOwMsF3gr3b4sWYEbqskUy0I3CdjPtXZaYCkEuekTvg/Gxyite48E8NxUiPijmTOFRRz1jY+js2e0RrPbqK28d5a4xW5xWPB9fR7xVNkviv9blmNEH0F2LDs4+JFTYUkSTsBH/AtRVFuvtRQFOXK4v8HgTPAP1qFezIwMDAwMLhnJEnqlCTp54L/Mo8rKoinXXxmPu+bR0eSPmYzjgfMEufIQ+j13BEP8mzEy+bRLJ6NeOm4wxEHl87ur54O6SD9vmuIv3Xf4H3XkG6AXmK7XMPbriF+4r7B264hYYAGeEauodYZIH8xcOebSnSLCq/rhHw9vc13geTimO+J16u5EVd3L7MgU7GCcek7q4t55c0tuDakW+O5Ntg/U1Fhw0HxuPCGg/c+LlyEvyEfOVvdLk/OlvA3iF9Q3C2rEcV7gE2SJP0W6fD8POld5ZtIkvSPgD8FvqEoytVl+peAuKIoCUmS8oGvAT/4rDcUHDiHr+ck4ZnreHLW4i/bQ82mp4XetoGzNPW0MTIzQXFOPo1l1VRv0nbyaB84w5GedxmdmcCdk8/BshfZu2m7cM2OgU6ae1oZm7lKUU4hDWW1VG0Sd/IIDYRo6WkhMhPBleOivqyeyk3aTh6dAx209jRzdWaMwpwiassa2LlJ28UD4MxAO+/0HGViZpT8HDf7y15j+yZxJ4+zA2209TQxMTNCfk4x1WWNPLNJ28nj3ECQkz0+rs+EWZvjYU+Zn6c36XTnGAgS6vExNRMmN8dDZZmfbTrevoEgXT0+ojNhnDkeKsr8bBV4+weCdPf4iM2EceR4KC/z84TOmgMDQXp6fMzMhMnJ8VBW5meTjndoIMiFHh/xmTByjofSMj9egXdkIMgnPT5mZ8LYczxsLvNTrLNmZCDIYI+PxEwYW46HjWV+XDreyYEgoz0+kjNhrDke3GV+8nS80wNBJnp8pGbCmHM85Jf5WSPwxgeCxHp8LMyEMeV4cJT5kXXWTA4ESfb4UGbCSDkerGV+rDpeA4MvEoqiiH9pA5IkRSRJKlIUZUySpCJAPJHrEWdU5xiAnn6/6IgHORStu3k8Y3RhmEPROgCqdIJrvcOPf9ljALIlmXqd4xn3m2fkmhV14lhr8iwe5dDqIibCt76+2Il0tsl/vQ1z8SS5ppV354B0kL7X0JzJUvHganXnaOuYpKl5lJGxJMVFVhob3FRX5d0sHvws3Tlux2q1uPsm8AbpFndvK4rilyTp3wM/VRTlJ5IkdQJbgKW3v8KKonxLkqTfIx2ub5DeFX9DUZT/IriEittVKQcHzlHX/R7x1K2567LZSqD8BU2Qbhs4y4HuVmaXee1mK2+W16qCdPvAGV7tbmE2lVjms3GsvF4TpDsGOjnUfZy5Zd5ss43D5a9ognRoIIS/289cam6ZNxtfuU8VpDsHOjjefYjEMp/NnM0r5Yc1QfrMQDtvdX+PRGp2mdfOy+U/0ATpswNttHYfILnMazXbqS1/UxWkzw0Eea+7jmRqWfsds8wL5QFNkO4dCHKiu475ZV6LWWZfeUATpPsGgnQIvFXlAVWQ7h8Icrq7jtQyn9kss6s8oAnSAwNBugXe8vKAJkgPDQQ5313HwjKvySzzVHlAFaRHBoL0CXxbywOaIB0ZCHKpu44by7xZZpnHywOaID05EGS4uw5lmVcyy5SUBzRBenogSETgdZUHVEE6PhAkKvA5ywOaIJ0cCJLoroNlXswytvKAbpA2unMYGIAkSceASUVRjkqS9BqwVlGU7+l4twOvLO/OsexzQ8BXf1O7c5TNeLmiaAPdeqmEnpyhB3Yfz0a8jAqCpdtUwoe36W5xN905Pi8snYnObIf3gjPA08vuvTceJBTz8av5MAujecSOVDN78lauyS+R+eGQ6k2V31jaOiY5cGiY2WUFhPZsiTcPl1Bd9dl7S9/3sd+KovyVoihfVhTltxVF8S9qf6woyk8W/7xTURSXoij/8+J/31rU/05RlC2KopQu/v+OAfpO+HpOqgI0QDyVxNdzUuNt6mlTBWiA2VSSpp42lXak511VgE77EhzpeVezZnNPqypAA8ylEjT3tGq8LT0tqgCd9s7R0tOi0lp7mlUBGiCRmqO1p1mz5js9R1UBOu2d5Z2eoxpvW0+TKkADJFOztPU0qbSTPT5VgE774pzs0b5lF+rxqUIxwHwqTkjg7dLxdmV4u3t8qlAMkErF6Ras2aPj7RF4L/T4VMEYYCEV50KG9xMd3yeCNQd7fKoADXAjFWdQ4B3t8anCLoCSijMq8E7oeCcyvDEdX0ywZrLHpw7QAKl4WjcwMLgdR4GvS5I0QLrLxlEASZK+KknSzV/2kiR1A/8VqJAkaUSSpH+yqH9bkqQR0scf+5Y/5jeJg1Y/9oxpeXZkDq7geMBqMqZzlEFPX6JSruED1xA97ht84Br63AdogKflGl5wBlhrSg9XWWsqEQboE9E6phaGkbIUzMUTOI+1Yt9zFgCrbKLaX6p7jb/sfoMjnxZyPCpx5NNC/rL7jXu+31D7CLvLuihb/wG7y7oIta/+gJam5lFVgAaYnVNoah5d9Wtlsjonqz9HhGeur1gfmRG/+B+ZmVR9PKrjE+ljM+J39UR6ZCYi9GbqV2fGhD6RPjEj/kcj0idmxP+YJzP06zM6Z7AE+pSOV6RHdbyZekzHJ9JndLwiPa7jzdRndXwiPaHjFelJHa9IT+l4M/UFHZ9IV3S8erqBgUEaRVEmAU1zXEVRfkp6sNjSx+U6j/8h8MP7doMPiL2LxwCOJH2MKmHckoeDVv9N/UFRZPIId6KLbnO++TeZp+UaVWjOJBTzMZ9RfJglJ3EcbOOxn+2i2l/KMzVe4WP/svsNfvnlP8IqpzcYrUXX+KXzj/jLbvhfy79zV/cZah/B/+pF5hYHtIxfmcX/anq2XuXe1et0PDKWvCt9NXnkxn57ctauWC/OER8sL85Rb/+7dXwivSinUOgV6a4c8dmfTL0wp0joE+n5OeLZ8iI9P0f8jzgvQ1+bI/5FJNJzdbwi3anjzdQdOj6RnqPjFemyjjdTt+v4RLpNxyvSrTpekW7W8WbqJh2fSJd0vHq6gYGBQSZ7rTX05AxxxXGDnpyhBx6gARocfrIzultkSzIND+l888NmSmcH3lw8yQ+HntMN0ACfuv4DJlkdPk1ykk9d/+Gu76PlyKWbAXqJudkFWo5cuuu1bkdxkfWu9NXkkQvR/rI9yGb1N042W/GXadt4NpZVY8/w2s1WGsvUhXUHy17EbrZl+GwcLNP20G8oqyU7w5ttttFQVqvx1pfVk23OzvBmU19Wr9JqyxqwZfhs5mxqyxo0a+4vew2b2Z7htbO/TDsLoLqsEWuG12q2U13WqNL2lPmxmjPa75hl9pRpf0FVlvmxZHgtZplKgbdCx1uR4S0v82PO8JnNMuWCNct0vGUCb2mZH1OG12SWKc3wbtbxbRasubHMT1aGN8sss1HgdZf5kTK8klnGLfDm63jzM7wOHZ9DsKa1zA8ZXsxyWjcwMDB4iLTHg5RFvKwfzaIs4qX9Nt02quQaDjsDuBe7W7hNJRx2BnSLCh80ndNBnh/0suPTLJ4f9NI5rf1azkwHeWnQy7c+zeKlQS9nBJ6VkquzA6+nL8fiErdStLjufjhJZFQ8iEVPv1caG9zYMzpw2LMlGhvEm4qrySN3nGOpeHAl3TmWigfT3TkmKc7JE3bnWCoeXEl3jqXiwZV051gqHrxTd46l4sGVdOdYKh5cSXeOpeLBtp4mJmdGyNPpzrFUPLiS7hxLxYMr6c6xVDx4p+4cS8WDK+nOsVQ8uJLuHEvFg3fqzrFUPLiS7hxLxYMr6c6xVDy4ku4cS8WDd+rOsVQ8uJLuHEvFg0Z3DgMDg88T7fEgr0brmF08knBlYZhXF7tt7NUJxlVyzQMPzaHpIC0TPiKpMC6zh/p8P5Vr1PfQOR3keKSOxOLXEkkNczyS/lp2LnrPTAd5a5nnWmqYtxY925etd3Y6SNuEj4lUmHyzh+p8P8+s0X7NlQ4/J6J1qiMdFkmmcgU78/ORAqxF2iA9H8kH5x0frsLltjN+RTAq3H1vA1oA2jsiHGkeZHQsgbvIxsGGjVRXpd+9F3XnuN+sSneOB83nsUrZwOCLgNGdw8Dg4XA/n/fakkGakj5GlDDFkodGq5/qh3AsY4myiJcrgjPO600l9Nym28aDJDQdxB/RtsjzuQKqIP38oJdISvu1uMwlvL9xCICXBr1cE3gKzCW8veg5Ox2kNaLtylHrCgiD9FJ3jqmFMLkmD5UOP9syXmT0xYN0xXxEF8I4TR4qHH4Geq/xyy//kepIx0Lcym9/+v3PfCYaINtuwndsyz2diW7viPDqoUvMzt0aF27PzuLY4cfZW3Vf5h0BD6A7h4GBgYGBgcFvHm3JIAcSdVxenDp4WRnmQKKOtoc4dXBU50yvnv4waJnQGRs+oe5udDUlvufl+oSOZ7neNiGeVNiWcT2Ac8EBTnxF4nLRv8Xye+/x9c7/WxigO6J1RBfHh0cXhumI1rFpWwG//en3SY4VoNyQSI4V3FOAhnTxoO/YFtatTw9oWbfefs8BGuBI86AqQAPMzt3gSPPgPa23GjxyxzkMDAwMDAwMVkaTztTBpqTvoe1Gu00e4U60+wF12+iYDtI84WMsFabI7KEh309Vxm5vRCf4ZuqFZo9wJ7rQfOtryTd7hDvR+cs8ekF7cpl+bjrIXwx/j19vG4U/WwvNe7j+wdO8V9cNwNM1m256uwQdPOaVOF0xH98tHwIWQ7MT+LLw0iuicm/xqnXiGB1L3JX+IDB2og0MDAwMDL6gjOhMF9TTHwQHHX7sGd027JLMwQfQbaNjOsihSB2jqfTO/GhqmEOROjoyCv1cZnGgz9Rr8/3YMr4WmyRTm3/ra9mv49m/zJOvc728Rf3cdJD3InX82jaaTnbrr8Ph92D3OZLxFCd9ParHRXV29fX0O9HZPsTzZafYsf7HPF92is72oXta53a4i2x3pT8IjBBtYGBgYGDwBaVYEoczPf1BsFeu4ZgzwPrFbhvrTSUccwZ0iwpXk2adYxrNGccm6vPFbfXq89VBf+eaGl5xBXCZ01+Ly1zCK67AzaJCSBcPvuwKULDoKTCX8LIroCoqrM73Y824nlWSqV683knBcQ/sSWhID5q7Hp5Rfcqps6uvp9+OzvYhjr96nsiVOIoCkStxjr96ftWD9MGGjdiz1bHVnp3FwYaNq3qdu+GRPM4R7O/F1x0iHJvC48jFX15JzRPbhN62/nM0dZ9kJHadYsdaGsv3UP2EtpNHe/9ZjnS3MRqbwO3I52B5NXufeEawInT0n6G5+13GYhMUOfJpKH+Rqie2C72h/k5auluJxK7ichRSX15L5RPaTh6d/SFau1u4GotQ6HBRW17PzicqBSvCmf4O3uluZiI2Rr6jiP3lDWx/QtvJA+Bsfztt3UeZiI2S73BTXf4azzyh7eRxrr+Nk91NXI+NsNZRzJ7yRp5+olqwIvT2Bwl1+5iKhcl1eKgs97PtCfEvv77+IF3dPqKxME6Hh4pyP1sF3v7+IN3dPmKxMA6Hh/JyP0/orDnQH6Sn28dMLEyOw0NZuZ9NOt6h/iAXun3EY2Fkh4fScj9egXekP8gn3T5mY2HsDg+by/0U66wZ6Q8y2O0jEQtjc3jYWO7HpeOd7A8y2u0jGQtjdXhwl/vJ0/FO9weZ6PaRioUxOzzkl/tZI/DG+4PEun0sxMKYHB4c5X5knTWT/UGS3T6UWBjJ4cFa7seq4zUwMHj0aLT6OZCoUx3psCPT+ICnDmayV655IKE5kzGdYxOZ+lLx4J26c0A6SO8U6MvZvqZGFZozWSoebJvwMZkKk5fRneO6zn1TlB40t9aTo5IrHH46Mjp4KHNWiocOwB1q9AaSQXqSPmaUMDmSh3Pn9pKYLVN5ErMLtB65wM693tsvJqCjY4Tm5kuMjc1SVGSnoeFxqqqKbxYPZnbnuJ9FhXfikevOEezvpe70CeKp+ZuabLYQ2LVPE6Tb+s9x4PR7qtHfdrOVN3e9oArS7f1nefV0q8Z3bFetJkh39J/h0OkW1ejvbLONw7vqNUE61N+J//Rxjde36xVVkO7sD3H8tF81+ttmzuaVXT5NkD7T38Fbpw9pvC/vOqwJ0mf722k9/T3V6G+r2U7trh+ogvS5/jbeO31A43th15uaIN3bH+TE6TrVOG+LWWbfroAmSPf1B+kQeKt2BVRBur8/yOnTdapx3mazzK5dAU2QHugP0i3wlu8KaIL0UH+Q86frVCO9TWaZp3YFVEF6pD9In8C3dVdAE6Qj/UEuna5Tjf7OMss8viugCdKT/UGGT9epxnRLZpmSXQFNkJ7uDxIReF27AqogHe8PEhX4nLsCmiCd7A+SOF2nHv1tlrHtCugGaaM7h4HBw+GL1J3jYfLsoJdRwflkt7mEDxc7ZXweOTjo5brgvrmyFuvuY7wQKMdcdZ7QhI+pVJhcs4f8a7/HiOk0pnWTpMbWMtG8h8Tffo3aN8t5pnqTdi3SAbo7UUdq2Yuu1KyV84dqGf5AnYckCf72yu/f1dfR0THCoUMXmZtb1tEj28Thw1uoqlq9KYd3wxeqO4evO6QK0ADx1Dy+7pDG29R9UhWMAWZTSZq6T6q0I91tQt+R7jbNms3d76pCMcBcKkFz97sab0t3q9Db0t2q0lq7W1ShGCCRmqO1u0Wz5jvdzULvO93NGm9b91FVMAZIpmZp6z6q0k52Nwl9J7ubNGuGun2qUAwwn4oT6tZWEHfpeLsyvN3dPlUoBkil4nQL1uzR8fYIvBe6fapgDLCQinMhw/uJju8TwZqD3T5VgAa4kYozKPCOdvtUYRdAScUZFXgndLwTGd6Yji8mWDPZ7VMHaIBUPK0bGBh8Yai21vBxzhBRxw0+zhla9QDdFm/jyciTOEedPBl5kra49rnzQdA+3UbZ4JOs/9RJ2eCTtE9r76NB55hGQ/7newjVHsFxD2atPPbO8zcD9IlIHVOWxPsgAAAgAElEQVSpdDeOqdQwA/a/ZOz7zzHwlT/lHyqOEPtvT5OcTdHW1EN/PEgg4uVPRrMIRLz0Lw676Un6VAEawGxPUtqg/V4WumWNdieamy+pAjTA3NwCzc2rM+UwGJrEu/siWWW9eHdfJBia/EzrPXLHOcKxqRXrI7HrQm+mPhoTT+oZjWm/+WM6XpEeiV0VejP1q7GI0CfSJ2JjQq9In4iNCr2TGfr12IjQJ9KnYuK3lER6VMebqcd0fCJ9Rscr0uM63kx9Vscn0hM6XpGe1PGK9JSON1Nf0PGJdEXHq6cbGBgY3C1t8TYORA8wq6Q3Yi4vXOZA9AAA1bL4SOD9oH26jVcjt+7jSuoyr0bS97F3za37WOrCcafuHJ83nl68v5MTPq6nwqw1e9jzW36e/rO0fnjw65puHFJ2EsfLJ5n9G/UR1hulXZyOvk9q0R9bGOb04rCbGZ2CU7lInYdsdhO1B0vv+usYGxNPM9TT74ZgaJI6/zDxufQJjOHxJHX+9O59TeW9DWZ55HaiPY7cFevFjrVCb6buduQLfW6H9ptepOMV6S5HodCbqRc6xOd9RHq+o0joFen5DvFIzLwMfa1D/BaKSM916IwbFehOHW+m7tDxifQcHa9Il3W8mbpdxyfSbTpekW7V8Yp0s443Uzfp+ES6pOPV0w0MDAzulqZY083gusSsMktTTPtO5v3kyIT4Po5MaO+jak0NH24c4pMv3+DDjUMPPEB3TgZ5/qKXHb1ZPH/RS+fkynp2P72mhiMbh/jTL9/gyMahm8EaYErnzLTJpd1M3PDqT24G6CVSSpzumI8cnYJTS8KNa72MJIFrvcwrx566p/PQRUXiaYZ6+t3gaxm9GaCXiM8p+FrEG4or4ZEL0f7ySmSzRaXJZgv+cm0RXmP5Huxmq0qzm600lu9RaQfLq4W+g+XaV9EN5S+SbVa3W8k222gof1HjrS+vFXrry2tVWm15PTZztkqzmbOpLa/XrLm/vEHo3V/eoPFWl7+G1az+h2k126kuf02l7SlvFPr2lDdq1qws92Mxq9/CsZhlKsu1b4VV6HgrMrzl5X7MGT6zWaZcsGaZjrdM4C0t92PK8JrMMqUZ3s06vs2CNTeW+8nK8GaZZTYKvO5yP1KGVzLLuAXefB1vfobXoeNzCNa0lvshw4tZTusGBgYGq8DIgvidTD39fjGaEl9PT7/fhCaD7L7opaw3i90XvYQWg3LnZJDjw3VEkukWe5HkMMeH624G6TOTQV666OVbvVm8dNHLmRUG7FydFnk3rqo3A612M+ZC8RGH2EKYnL4DLMyp85AZmfLc7/N+z3P87ZXf5/2e5+4pQAM0NDxOdrZJpWVnm2hoePye1ltOOJK8K30lmF5//fV7fvDDIhAIvF5XVyf83NYCN17nl+gdH2E6OUeJI5c3djwn7M7xZEExJc48fjY+TCw5ywbHWr6/o1rTneOJAg8bnPlcGP8HZpKzrHfk8+93vCjszvF4gZdiZyE/H/8FM8lZ3I4CfDtqhd05NhVspMi5jv7xT/l1Ms46h4t/s+NlTXeOjQWbWOcs4tPxfuLJX+NyrOPlHf9G2J3DW/A4hc5ifjH+c2aTMxQ43PwfO3zC7hyegifIdxbzD+N9zCZnyHes58UdTZruHMUFT5LnLGF4/GfMJmOsdWygesf3hd053AVb+ZLTy8h4L3PJaXIdJTy34w1hdw5XwVZynV5Gx3tJJKdxOkr4xo43NN05Cgq24nR6GR/vJZmcxuEoYceON4TdOfIKtpLj9DKx6M1xlPC7O94QdufILdjKY04v18d7mU9OIztK2LbjDU13jjUFW7E7vUTHe0klp7E7SnhyxxvC7hw5BVvJdnqJjfeykJzG5ihh0443hN055IKtWJ1e4oteq6OEDTveEHbnsBVsxeL0Mjfey43kNGZHCYU73tB057AUbMXk9DI/3ouSnMbkKGHNjjeE3TlMBVuRnF5ujPdCchrJUYJtxxu37c7R1NQ09vrrrwd0DQYGBveF2z3vfZ55L/4e08q0Rt9g2kB9jnYj6H7xfvQ9Yje097HevIG6Lz24+4B0gPYP1zG1kD7mObMQ5aPoX1Nk9fJnoz6iC+rjnwvM82m8l3xzAW8N1zG9+Pn4QpT/N/rXFFq9eOWtnJ0McvyX3+LdkQb+++Sf4TAX4JG3AvCYqYBLv/5rbnCrZswiyfwvE3/M9Y/ymI0lyd+Qw4vf/12mN/6EpBLV3Lc14eYn//SbTP/Dl8j9nWHMObPMjeWxfuiP+T3vH97d96BjiO/+q//Ofzz6M37yl4N8KS+bTY/n8vjjaygutvPzn0eZmUnhdtvx+b5y10WFbaEI1d+9yL/9j7/kvZ+MUfAlK+f/fo7ozILGW7LOynf+QL/Dx+2e9x657hwGBgb3D6M7h4HBw+FOz3vBZBu+ZBNhZQSPVIzf2kiN9cGdOdYj80w0gF2y86bzzYd6JnrpPo653lSdiV4tOibbaB5tYiw5QpG1mAZ3I1V56evsvuhlPKntpLHOWkI8GUZBm8skJLxWD9cEjyuwlvD1v/Nx/vUwWREnC65fEasPsfDNS9SWBHgmL70x0jsdVHXnqMz3s21NDX3TQbomfERTYZxmD19xfpNPkj9SHekwSzL/cPx/45c/1p5zLlifw9s9f7Di702oYwj/ofOaDhy+w09RWeVd8Tp6tIUiHPBfUo0It2dn8fxuN60fTKuOdMjZEgFfyW3PRH+hunMYGBgYGBh8kQgm26hLHGBYuYyCwrBymbrEAYLJh9MFYznVcjVvOt9kg2kDEhIbTBseeICGdPHgMdebrDen72O9ecN9DdCHhg8wmkz/fYwmL3No+AAdk+m/j0hSZ2R4MkyhVXzsotDqYULncYlTefz0O5OYxnORFAnz+Fqc/n+G6a8ep230VrelbWtqOLRxiONfvsGhjUM3A3RHpI7oYteOaGqYn17/EZut/wKHqQSQcJhK2OUMMPi+uFBwYnRGqOvR0nxB2IGjpfnCXa2jR1PLoCpAA8zO3aDz7DUCvhJK1lmRpPQO9J0C9J0wdqINDAxWjLETbWDwcLjd85535kmGlcsavUTawFDOx/f71h46bdPtNE0cZSQ1SrHZTWP+a1Sv0Q4Ne1A8e/FJRpPavw+3dQMfbvn4tjvR33H7OT5cR2LZLrBNknmlJMCfj/qEO9H/U9UfYxpbo9FT665z7YMjfNv7LidHfVxPhnlsfh20VvLr//oV1hY7cP7F68xZtd27nOYSvpvRF/ulsj/n2hVtYL7bneiyzT9GFD0lCXo+ubu+0iKcZWd014/2bL/r9YydaAMDAwMDg0eUsCIujtPTHyXapts5EPkel1NXUFC4nLrCgcj3aJtuf2j3NJYUf9+X9Hq3zshwt5+deTW8UhLAZV0cE24t4ZWSADvzatjv9mPLeJxNkjGNawM0gCnyJZymtbw3XMf1ZHqn+deWMX79v78LO3q5fjnGrFncFjcq6Oax/2AZNru6M7LNbmb/wTKN93a4isT9o/X0u6XYZbsr/bNghGgDAwMDA4PfYDySuOhKT3+UaJo4Km6hN3FU5xGrQ/tkO2UXn2J9bzFlF5+iffJWaC+yir/vS3plXg2+kgDrFoPyOmsJvpIAlYtnl3fm1fD+liH+dtsN3t8yxM5FfXteDS+XBChYfFyBtYSXSwLkehzC691wRckGkhnt6sieh9r0ALqFiLgtsFPQzWP73k28fKyczb9/gYqOg+w+/4d8s/Pfsf4b5296hpJBTs14+XEsi1MzXoaS2u4h9Q2lwg4c9Q1311e6PTRC2e4u1pd9QNnuLtpD6RcpjfUbsWer4609O4vG+o13tf5KWJVhK5IkfQP4T4AJaFUU5WjG523AO8A2YBL454qiDC1+7iDwL4EF4NuKovzNZ72fYN9FfF1dhKNRPE4n/ooKarZuEXrb+npp6goxEp2i2JlLY0Ul1Vu1nTza+85xpOsko9HruJ1rOVixh71bnxasCB19Z2nuamMsOkGRM5+Gimqqtmo7eQCE+s7Q0vUukegELmc+9RUvUrl1u8bX2ddJa1crV6NXKXQWUltRy86tO7ULAmf6QrzT1cJENEK+08X+inq2b9V28gA429dBW1czE9Ex8p1FVFc08MxWbSePc33tnOw6yvXoKGudbvZUvMbTW8Vvl/X2tRHqamIqOkKus5jKika2bRWfO+vrC9LV5SMaDeN0eqio8LN1q7Y7RH9fkO4uH7FoGIfTQ3mFnycEPoCBviA9XT5momFynB7KKvxs0vEO9QW50OUjHg0jOz2UVvjxCrwjfUE+6fIxGw1jd3rYXOGnWGfNSF+QwS4fiWgYm9PDxgo/Lh3vZF+Q0S4fyWgYq9ODu8JPno53ui/IRJePVDSM2ekhv8LPGoE33hck1uVjIRrG5PTgqPAj66yZ7AuS7PKhRMNITg/WCj9WHa+BgcHnE7+1kbrEAeLcCpMydvxWbRvS1SAYb8cXO0p4YRSPyY3f8Ro18sM5PjGSEvf41dNXg/bJdl4d/t6twS3JK7w6/D0A9ubtpcHdyKHhA8wtC/fZkp0G962/j8q8mpuh+W7YnlfD9ozHOfz9nKg7zXw8dVNTsud56nUPZxbEQ+UoTA+gi71VifPQCbLs6q4dFToTGtd/4zxP/O7/dbPoMGUbpXtxEIvFDOcTdSwsTjSMK8N8FK/lTf/f8bO/KKWwKIfahjIqq9IjxVuaLxAZi+MqkqlvKL2rosL20Aiv+i8yu3i2+sr4LK/6LwJQXZl+sdLUMshIJEGxy0Zj/UaqK/U7cNwrn/lMtCRJJuBT4OvACNAD/L6iKH+/zPOvga2KovwrSZKeB/6poij/XJKkrwA/Bp4C3EAn8GVFUbQ9SJZxu7Nhwb6L1HV0EJ+/9Q9CtlgIVFVpgnRbXy8HOk4wu8xrt1h4s2qfKki3953j1Y73mJ1PLvNZOVb1giZId/Sd5VBHK3PLvNkWK4erajVBOtR3Bn9HC3PziWVeG76qelWQ7uzr5HjHcRLLfDaLjVeqXtEE6TN9Id7q8JOYn1vmzeblKp8mSJ/t66C14xDJZV6rJZvaqsOqIH2ur533Or5Hcn52mc/OC1U/0ATp3r42TnQcYH6Z12Kxs6/qTU2Q7usL0tFRx/x8fJlXpqoqoArS/X1BTnfUkVrmM1tkdlUFNEF6oC9It8BbXhXQBOmhviDnO+pYWOY1WWSeqgqogvRIX5A+gW9rVUATpCN9QS511HFjmTfLIvN4VUATpCf7ggx31KEs80oWmZKqgCZIT/cFiQi8rqqAKkjH+4JEBT5nVUATpJN9QRIddbDMi0XGVhXQDdLGmWgDg4fD56U7RzDeTl30e8SXBURZshNw/uChBOknB5/icuqKRt9gXs/HG88LHvHZKbv4FFeS2muut66nZ0v6mrfrznE/6A32E/J1MxWOketxUOkvZ1vNExy86F08yqHGPGXHNmdDKpzCkniML63LZvbGdZxmDxX5frauqeFk1zEuZR/FlHedhcm1PD73GvHfaWFmQbtejqmExx5LB+dMYmNr+XHVEQBs2WZeOVzOzsUgfa+U7e7iyrh2iuH6dXZ6Pqj4TGtncr/PRD8F/EJRlEFFUZLA+8BzGZ7ngB8t/vkEUCFJkrSov68oSkJRlH8AfrG43j3j6+pSBWiA+Pw8vq4ujbepK6QK0ACz8/M0dYVU2pGuk6oAnfYlOdJ1UrNmc1ebKkADzM0nae7SVkm3dL2rCtBpb4KWrndVWmtXqypAAyTmE7R2tWrWfKerRRWg09453ulq0XjbuppVARogOT9HW1ezSjvZdVQVoNO+WU52ad8uC3U1qQI0wPz8LKEu7VSori6fKkCnvXG6unwqrbvLpwrFAKn5ON0ZPoAeHW+PwHuhy6cKxgAL83EuZHg/0fF9IlhzsMunCtAAN+bjDAq8o10+VdgFUObjjAq8EzreiQxvTMcXE6yZ7PKpAzTAfDytGxgY/EZRY61mKOdjbjiiDOV8fN/a2/liR1UBGiCuzOKL3d/jE3o05r+GXVIPA7NLdhrzX9N5xGdnNCne5V6uV+VV8+GWj/lkW5QPt3x8XwM0wLaaJzg0VMfxG/+GQ0N1bKt5AoA9bj/WjHPU5mQW2XKSrHVTSFmQsv+aqelZqvLe5bsbh24G6IECH+aC60hZYC64zkCBj5mUNiQDzCyEieuMBM9ZNhUxMZeitbnnM3+9oxHxGHA9/X6xGiF6PbC8DHVkURN6FEVJAVEgb4WPBUCSpDpJkn4qSdJPr127pnsz4ai2QbiePhKdEnoz9dGo+O0QkT4WnRA4YSyqnQAU0fFm6lejV4U+kT4RjQi9In0iKi4omMzQr0fFvzBE+lRUXFAh0qNR8Q9cph7T8Yn0GR2vSI/reDP1WR2fSE/oeEV6Uscr0lM63kx9Qccn0hUdr55uYGBgEF4QPx/o6feb6jV7edP1AzaY16db6JnX86brB/e1O4fb6r4rfbUIRdrY/dGTlJ1xsvujJwlF0ptznZEgz3/kZceZLJ7/yEtn5NY55KfzanihJMBaa7pd3WPzRWQn7EhW9Rv+80qc0LJ2eJeyj5KVrd5kzMqeZyEljo05Jg+yzkjwmcha1cdXx+6uJV5HaIhnd59ic9mPeXb3KTpCQ7hd4jHgevr94jemsFBRlICiKF9VFOWrBQUFuj6P07livdgpPlCfqbuda4U+kV7kzBd6i5zaPoQuHW+mXugsFPpEer5TfOZHpOc7i4TevAx9rVP8i0Gk5zrFBRUi3ekU/8Bl6g4dn0jP0fGKdFnHm6nbdXwi3abjFelWHa9IN+t4M3WTjk+kSzpePd3AwMDAYxI/H+jpD4LqNXv5eON5ol8e4eON51ctQLdNdvDkxWdx9m7myYvP0jbZAcBBt3j3+6D7/u1+hyJt+C8dYDyR7j09nriM/9IB/uTTAxy/VEcksTgmPDHM8Ut1vPXpv+alj7x860wWf/qpj39S6OdPt92g+R+PIjniwmtMLetDbcoTbx4m5m9gztzZlmTKHH5KrX5MqD83P2vl/Ft7VFphUc6Kv+6O0BCH/OcZHY+jKDA6HueQ/zzfeOZL2DOKE+3ZJg7Wf/bx4HfDaoToK8CGZR8XL2pCjyRJZsBJusBwJY+9K/wVFcgWi0qTLRb8FdozMo0VldgzvHaLhcYK9dnhgxV7sFusGT4rByvU/zAAGiqqyc7wZlusNFRo38qpr3iRbIstw2ujvuJFlVZbUYstw2ez2KitqNWsub+iHpslO8Obzf4K7VjT6ooGrBleqyWb6ooGlban4jWsFnuGz86eCu0vjMqKRiwZXovFTmWFtsClosKPxSJneGUqKtQFDeUVfswZPrNFprxCW/hQpuMtE3hLK/yYMrwmi0xphnezjm+zYM2NFX6yMrxZFpmNAq+7wo+U4ZUsMm6BN1/Hm5/hdej4HII1rRV+yPBikdO6gYGBgQC/4zXkjAApS3b8jtUPkMHpDryDz5L16Wa8g88SnO5Y9Wvo0TbZwYHhQ1xOjqZb5yVHOTB8iLbJDvbm7eVYyQ9Yb03vfq+3rudYyQ/Ym7d6u98dkXae/egpNp8p5tmPnuL4wB8xd0N9VGHuxiz/bfQ/k7iRcdzwRpy/Gf3PXFsM1tcSw7x1qY4zizvUuToDXZbrC5PizcNEZC3lzgA5i4NYckwllDsDbJJr8FpreMoWQJbSn8uac/PR9/fzy7+5VTtmyzZT27DylnjNLeLBLGfPXuaYbwvr19mRpPRZ6GO+LeytfLAdaVajsNBMurCwgnQA7gH+QFGUj5d56oEtywoL9yqKUi1J0pPAn3OrsLAL2PRZCgvh89SdY5IiZ95vRHeOyegYeUZ3DqM7xx26cxiFhQYGD4fP05CxB9GdIzjdQV3kEHHlVt2OLGUTcB2mZo32OWq1efLis1wWnH3eYHXz8ZYP7+u1OyLtHLr0PVVoziGGJPCKdJlbO6SOM1soeLcC84SThfwosRe7cFSOYrPEWFBu1W9ZJJl/nPcvGJz+K6LJMHZpDVnWGbKWHfu4MWdh0zU/eypeXfHX0tkxQGtzD1fHZm5257ibosLNZfqDWT7pubfBLMHOCL7WQcJXE3gKbfhrN1KzU79zx+2e91ZlYqEkSd8E3iDd4u5tRVH8kiT9e+CniqL8RJKkbOBd4B8B14HnFUUZXHysD3gJSAHfURQlJLzIMj5Pv0wMDL5IGCHawODh8EV73vMOPsuwoE1didnN0Mb7G2IBnL2bUdDmIwmJ6LZP7uu1n/3oKUYT6jflH2OGrIz7cXdu5iutX8N21UmiMMpgbRfXdl7kMUAiHaDXtVSRlbj17vgNW5JofQemr3+C67E1zC5cJ9fqYcuab/LzyR8xv6yntMVkxpyyYcr59c3uHKIAfaajn3eau5kYi5Ff5GB/Qznbq55Yne/F7lOMjmuPn7jXyXz4QWYPizsT7IxQd/wS8cStseCyLYvAK4/rBunbPe+tSp9oRVH+CvirDO2Pl/15DvhnOo/1A8b7xwYGBgYGBgYAhFPiwnc9fbUpthYJd6KLreJaos9Ce6SDI4PNjCbGcNuKmE5oT7UmsJJN4uaus7tzM6XHd2FKpI+kZkdyefx4eoc+vvPngELBuxWqAA2QlbDieLeC69svcnUq3UTBYoP+hTZVgAaYX0gh29bz3c36hYBnOvp569Bp1n3tHN/6kxBy4RS/uPYl4mcP8s1nVr5jHQoN0NLSQyQyg8uVQ319GZWVm2ioL+WQ/7zqSEd2tomG+rsbzLKEr3VQFaAB4okb+FoHb7sbrceqhGgDAwMDAwMDg9XCYy4S7kR7zKsfYkU0uhs4MHyI2WXHSexSNo3uhts86u5pj3Tw6qVDzN5IX+dKYpQcspBQB70UVrJNa/mS2UwkMcKTrdtvBuglTAkrm1r/CUX7n+HM+I8wT4gbLZgmnKSrodLB9HpiGKslfUQik2hS3a1pYDpIz4SPmVSYHLOHn3VXsO5rszz9ygnMi908HnP9iuuJQwzF3XjlOw+UCYUG8Pu7mZtLD4sZH5/B7+8GoKoyffSjueUCY5E4RS6ZhvpSqiq9d1wXoK1zhKbWS4xcnaW40M5o5AZg0fjCVxPaB68AI0QbGBgYGBgYfK7w5zcIz0T781c3xOpRnZfe1W0abWYkOUaxtYhGd8NNfbU4Mth8M0AvMYcFO0lYdnwjO8vOa18+QpUrffb89ava2QsAlqs5vPzlY/yO82ucKvj/MF3VdsJQ8qOac9QLCpgFIdq5rNhwYDpId6Tu5rTCmdQwv/XCu9jNlpsBegmTLcmFmG9FIbqlpedmgF5ibi5FS0sPlZWbqKr0rjg0L6etc4QDxy8ym0i/WLgcmSWb9Hc1lRGkPYU27QIrwAjRBgYGBgYGBp8rlooHfRPNhFNjeMxF+PMbVrWoMDgZwjfaQjgZwWN14XfXU5N3qwi/Oq9qVUNzWyRE02ALI4kIxTYXjRvrGU1oj6eksDAHbLTlM5YYpcjmpmHjazcDNIDT4yQ6rJ1/4fSkd5+3u2pw/IetnDjQwfzsrYB7w5Zk7kXt8Ll4AhzZ6t1o03wWVtMMf9KbhcPqwWafuRmglzBnz2N7bB4R8YX0LvZIMsgnSR+zShi75GGz1U+x9Va4jkTEx0X09JXS1HrpZoBeTjZJZpaFaNmWhb924z1d45EM0cHefnyhbsJTMTy5DvyV5dRsEx9yb+u9SFOoi5GpKMW5ThorK6jepu3k0d7by5FQiNGpKdy5uRysrGTvNm0XD4CO3nM0h04yNnWdoty1NFTuoWqbuJNHqPcsLaE2IlMTuHLzqa+spnKbtpNHZ+8ZWkPvcnVqgsLcfGorX2Tntu3CNc/0dvJOqJWJqavk5xayv7KW7dvEnTzO9oZoC7UwMRUhP9dFdWU9z2zTdvI419vByVAz16fGWJtbxJ7KBp7eJv7l0tvbTih0lKmpUXJz3VRWvsa2beLK7b7eNrpCTUSnRnDmFlNR2cjWbdpOHv29QbpDPmJTYRy5Hsor/TyxTac7R2+QnpCPmakwObkeyir9bNLxDvUGuRDyEZ8KI+d6KK304xV4R3qDfBLyMTsVxp7rYXOln2KdNSO9QQZDPhJTYWy5HjZW+nHpeCd7g4yGfCSnwlhzPbgr/eTpeKd7g0yEfKSmwphzPeRX+lkj8MZ7g8RCPhamwphyPTgq/cg6ayZ7gyRDPpSpMFKuB2ulH6uO18DAwOBBUrOm6r514ghOhqgb9t/c6R5OjlM3nC7PWh6kV4u2SIgDl/w3d50vJ8Y5cMlPvjmXX6V+pfEX2kr48Hf1Cygr/BV01HUwH78VYC2yhQr/rXa+26rTWSbU1MXUSBSlYIboC3+Defvfq9YyA1IKEnNgtaWDtFmBbAnmFtKD4mLJYRSr+MiHooh12eRhJBmkL1HHAunwPasM05eoA7gZpF2uHMbHtYHZ5Vp5P+n2ziGOtF5g9Gocd6HMwdpSRq6KpxdKKJS4bCvuznE7VqU7x4PmdlXKwd5+6k6cJj5/660B2WImsG+XJki39V7kwIkO1ehvu8XCm/uqVEG6vbeXV0+c0PiO7dunCdIdvec4dOI91ejvbIuVw/te0ATpUO9Z/CdaNV7fvlpVkO7sPcPxEy2q0d82i41X9tVrgvSZ3k7eOnFc43153yuaIH22N0TrCb9q9LfVkk3tPp8qSJ/r7eC9E4c0vhf2HdYE6d7edk6c+J5q9LfFYmffvh9ognRfbxsdJw5ovFX73lQF6f7eIKdP1KnGeZstMrv2BTRBeqA3SLfAW74voAnSQ71Bzp+oU430NllkntoXUAXpkd4gfQLf1n0BTZCO9Aa5dKJONfo7yyLz+L6AJkhP9gYZPlGnGtMtWWRK9gU0QXq6N0hE4HXtC6iCdLw3SFTgc+4LaIJ0sjdI4kSdevS3Rca2L6AbpI3uHAYGD4cvWneO+4334m6Gk+MavcS6jqEtH1KRRrgAACAASURBVKz69Z78aDeXE9rrFZpkFCWqOtJhz8rm2OOH2eu6/QuIvuBFunxdRMNRnB4nFf4KttaoNwFDI+20fHKUyOwoay2PkU0SRRlnXXYCSUrnv8fQDg0peAzMGeJjj0GWYLqIDScmyywm260sY5JknnIG+MUNH7OKdlT49HguHd/9PrX15cxjVp2JBsjONuPzlVNZeed2eO2dQ7x6/Lxq19luMyHZZK5Oa/0bXHY+fl87O0SP2z3v/cZMLFwpvlC3KkADxOdT+ELdGm9TqEsVjAFm5+dpCqnf6jgSCgl9R0LabnzNoZOqUAwwN5+kOXRS420JtQm9LaE2ldYaelcVigES8wlaQ+9q1nwn1Cr0vhNq1XjbQi2qYAyQnJ+jLdSi0k6GmoW+k6FmzZqh0FFVKAaYn58lFDqq8XaFmoTerpD6rFd3yKcKxQCp+TjdIR+Z9Oh4ewTeCyGfKhgDLMzHuZDh/UTH94lgzcGQTxWgAW7MxxkUeEdDPlXYBVDm44wKvBM63okMb0zHFxOsmQz51AEaYD6e1g0MDAweYcLJyF3pn5WRhHjdawuzHHv8MOtt7vTgFpt7RQEaYGvNFr479B1ev9HId4e+czNAd4x08Gzns/xOx0b+3c++zfjsFUwkSMyPMT0/SSxl4epcFqkbi7vIgr1Uk2BnOZFA07N5Yc5C3uhrPON6G3lxAItsKuEpZwCvXMOsEtYuBDgKp4iMxzjuP42FFD5fOevW5SBJsG5dzooDNMCR1guaYxuziQVsJLHbMqYa2kw01q7eVMNH7jhHeCq2Yn1kSnueSKSPLraByUSkj02JR2WK9MjUhNAbmZpUfXxVxyfSJ6auCr0ifWJK/EM9maFfnxK3FBLpU1Paamo9PTo1IvRm6rEp8Q+hSJ/R8Yr0uI43U5/V8Yn0hI5XpCd1vCI9pePN1Bd0fCJd0fHq6QYGBgaPCh6rS7gT7bHe29v6d6LY5hLuRBfbXOx1Va0oNK+EjpEODvUdYm5hjseWFSfaSN4sJjSTJJVa4OrifqP9MbAsC81mxEc0UimIXbVjlazY8qMkJpwMvlNB/0A2uz+sERYR2iWPcCc6djUXgMRcitaWbt7/oG7FoTmT0as6Y8xjCd78t0+punM01j5O9c7Vm2r4yIVoT66DYUFg9uQ6NFpxrpPLgiBdnKtuC+POzeWKIDC7c3M1WlHuWkYFgbkoVztC05Wbz7ggCLty81QfF+bmE5m6pvEV5uZrtPzcQq4JwnF+bqFAczExpf2hzstV/xJZm1vEdUEIXpurbTWUm+tmakrb4zI3163RnLnFRKcuC/XlOHI9xKa0P4SOXO3o0pxcDzMCb47AK+d6iAu8cobXnuthVuCzC9a05XpICLw2gdea6yEp8FoFXnOuh5TAa87wmnI9LAh8JsGaUq4HReCVBF4DAwODRwm/u151JhoWu3+46+/L9Ro31qvOREP62Ebjxs9+vfaREEc+aWF0NoJDiuM5W0hp2xPIE3Zm8+N8Un2B6a/9/KY//9xvUXjyGczX15BaO038D/8bjt8ZI0tKh0Ib6V3n7IxCw4WEheG3K/nV321VXV+SxBuSAJutftWZaID5OQvdrbeOjF6NiDc/M+noHKC5tYexqzMUFebQUFtG1c5NuAtlrkQEA1kKZap3Fq9qaM7kkTvO4a8sR7aoXxvIFjP+ynKNt7GyArtF3ebEbrHQWKk+K3OwslLoO1ipLT5oqNxDtkXd3DzbYqWhco/GW19ZLfTWV6oL62orX8RmUbdfsVls1Fa+qFlzf2Wt0Lu/slbjra6sx2rJVmlWSzbVleof6j2VDf8/e+8f3WZ93v2/bku+b0uRYmMrFjHBdtMxwpdCng6cjI2socnY3JnW4zAtI8HdqObtnEC25oSOfMWzjC0arGRpB073zMf7UROxTOVJzWO+1cbjrG7tjpo0a5O0C2n25LGNcZAjG9tyZEuW9Pn+cUu2b90fJYbQUcL9Oicn1uW3biuGI7310XW9L6muudEcNdTY+DilpQ5DrbTUQWPj4ybtlsZ9Uu2Wxn2G2qbGIPZSp6FmL3WyqdG8o6ehiLZBol3fGMRWoLWVOllfoF1XRLdOcs21jUFKCrQlpU7WSrQ1jUGUAq1S6qRGovUU0XoKtO4iOrfkmmpjEAq0lDr1uoWFhcU1zPaqRtrrAtSp16OgUKdeT3td4D0ZKgxFe6h/dRslvZ+k/tVthKI9+LyNPHdzgBs1/efdqF3PczcH8Hmv7ucdHYnw2Kkgb86+hUBwY381GzrWsyLmREHBGVvB7R0bWPWdnwHguoGPsvrwvZROlKOgUDpRjvsvf4PED1eTzoIq9G2H6TTMzUE21/KBsJE83sDNv3mMTxz+E37+r77ELf6X2fK3X+LXXvoTXjpfz+B0yPT41qjbuV1rx6HUIbJ6L/QrBx7g7LHFebJqr/mQs5DunnM8caCP0egMQsBodIYnDvTR3XOOvf710raNvf53t5DlnXDNnUTnhweXk86RHx68UjpHfnhwOekc+eHB5aRz5IcH9XSOcbwVVdJ0jvzw4HLSOfLDg8tJ58gPD4YjhxifjFJVJJ0jPzy4nHSO/PDgctI58sODV0rnyA8PLiedIz88uJx0jvzw4JXSOfLDg8tJ58gPDy4nnSM/PLicdI788OCV0jnyw4PLSefIDw9a6RwWFhYfRrZXNb7nSRyhaA+tZw+QyOqzSUPJKK1nD+g/z9t41aYZ4EzoBP/yR18nPTrLtCdJ3UMreX2zfsK9PnwL9pTR2tlTdtaGN3DxF/+TG7o2UJIyHgqWpEop+5tfY+KpDsqXBGKk0/ofAIc9w/W/8O+IEv3nuFZP4fnI9xZOqhPpIV6L6qkb9Su30xs5TeehY8SiU3i85bTs7MaJna8EXyG5ZIBQK7Pj32k+5CzkYMdx5pIFWdLJNAc7jvPNIw8CmNI57t9af8XrXi3XXDqHhYXFTw4rncPC4v3Bet37YFD/6jaGJEOEdZqXwbuOXPX1z4ROEPndf0LMLm40nNcyvLLzLK9vHuN3t38CxbRKBQSC74Zf5mMPNxX9fvxvDlItSeUA8K4owVay+DOLJXU47XU4or/PuPMvWFE1yUysnNc6tzDy2h08EriPNHY6DvUxFo1T7XXj37mJrY3GQ85IzxkOdfQRHYvjrXaz07+Jz/95n2moEfR2k9f/tfUyvzEzod4RAp1nGY7NUutxEGy5me2bi7d8XO5175o7ibawsLCwsLCweD8YTsqH+4vV3yl9gYjBQAOUJm3c/fxaXt88xowniTtWZrpfxY3X8S+/epb9N+xn8k3zjJeonEYB4kmoWNILbQc0ASWK8WfKcqEBUgyRvf6PcWl6opm7eopfeqSbb7dB5yEnf/fyH5pM81IiPWcIHnhl4dT5rWic4IFXqHKvIDadNelXVy8/Sxp0A93adppELs1j6OIsrW2nAS5rpItxzfVEW1hYWFhYWFi8H9Rq5iH+y9XfKfFheVrYypg+C/Wa7zxp1Rj3VuooZcs+vY2kcW8jpQ5jO4dQ55lr7geMvdA2AWUCShRztF2xJgZNtWHXjJHApWXzbGjRWzuuxKGOPmnbRhkpyjTjuW+ZZme3v+Gy1wv3DnLrwy9R/ul/5NaHX2JP+w8WDHSeRDJDoPPsFR+bDMtEW1hYWFhYWFi8BwTX+nGWGIf7nSUawbXm4f53Qmikl/qez/G2R75ie9qj92DPbS3hI/tvo/zGClCg/MYK7nvuAW736TNcd9x/Bw888wAVN+jfr7ihAs+uUlIbXgf0ZI5MGhKXckOGuRPnwoxoWWa0TXGilJjXbAO4PHpv9JWIjsmTOqbjs+zfs4kar54lXeN1sX/PJu7bWjwWL9w7yKNtr/HGxQRCwBsXE8zE49hJmbTDMfl2wytxTbZzhAbOEeg6zvDEDLWVLoLNDWzfKP9FhwfO8GRXHyMTcdZUutnXvAnfRvNHDUcHTvNU1zFGJ6aoqSxnb/MW7t9oXg8O0D1wgoNdES5MTLK6soLdzY3ct1G+IjwyMMChri6iExN4KyvZ2dxM40bzEGLPQD8dXWHGJmJUV3rwN/vYutG8Hhygd6CXzq7niU3E8FR6aGl+iM0bN0u1/QM9hLs6iE2M4amsxtfs5+6N5iHEgYEIXV2HmJiIUlnppbl5Jxs3ygckTgx0E+k6yOTEBSoqV9PYvJs7NsozME8NHOVY19NMTYxSXlnDlubHuX2jeQjxzECYvq4niU+M4K5cw6bmfdyy0bweHODcQIjjXQFmJoZxVdbS0Bzkpo1F1n4PhDjZFSAxMYyzspb1zUHqJdqRgRCvdwWYnRjGUVnLuuYga4pcMzoQ4nxXgOTEMFplLWubg3iLaMcHQox2BUhNDKNW1lLTHKSqiHZ6IESsK0B6Yhh7ZS2e5iArJdrEQIh4V4DMxDC2ylrczUGcRa6ZGgiR6gogJoZRKmtRm4OoRbQWFhYWFpdnu1d//Qyc72A4OUatVk1wrX+h/m4IjfTSeuoQiUySbzw0x28c8qImF89AU1qGb3/2Il/++NP41myFrcDvF7/eHfffwR33657kvx9/hvB/fosbk9fzES26sMUQjAtX8ifUWm4teFlJHWtdn2J48uuk7W8xG3Mz8i+/wp0P95NVzdG5l8YraNlpTD7r6TlNR8cxxsamqK4ux+/fgrfazVuSyDtvtZv7tt5U1DQf7T3HU53HGY3NUONxsbelgSc7/8O0hEVBz8xOY0xGq/UYk8KWyzU3WBgaOEfr4T4SqSVrv1U77Ts2mYx0eOAMjx5+hdklWodq57kd9xqM9NGB0zx2uJvZ1JK132opz+y4z2SkuwdO8MThF5lboi1TS9m/4wGTkY4MDBA8fJi51JK136pKYMcOg5HuGejnwOEOkkt0mqqyZ4ffZKR7B3ppO3yIZGrJ2m9V45EdO01Gun+gh47DB0gt0aqqhn/HHoORHhiIcPhwkFRqydpvtYwdOwImI31ioJsXDz/B/BJtqVrGAzv2m4z0qYGjdB/+AvOpJWu/VQf37fiiwUifGQjzyuFHSS/R2VUH9+54zmSkzw2E6DvcSjq1ZO236mTTjnaTkR4cCPHa4VYyS7Q21cmGHe0GIz0yEOKURHf7jnaTkY4OhDh7uJXsEm2J6uTmHe0mIz0+EGLocCtiiVZRndTtaDcZ6emBEFGJ1ruj3WCkEwMhpiS68h3tJiOdGgiRPNwKS7SoTrQd7UWNtDVYaGEBiqJUAv8E1AODgE8I8bZE98/AzwP9QoimJfUQcCcwD7wG/J4QQn7EmMMaLPzwUt/zOYZmF3dFfLzXzaeer6IiVsqUJ8UPPjfDQzu36wZawqmjAxx7qoup0QnKayrZsreZ2+/fyNHBHh5/9f9FIYuLOKvtY9ykTWLL5UVXFRkevM5RRZXTRSI5zOzbbv7j6N2MHtc909otP2bjo/8bShY9QDpZyoq3/pR773qcaCrE+VSAueww07Fyer76SX74bT13WtNK+eVf/Tm+/s9nDS0dZZqdwJ57adwq76U+2nuOx9r6mF1yH4dm5+2kzWSWQV8/M8NirJ5Ts9H+yG1Fe6I/XGu/u44bDDRAIpUm0HXcpH2yq89goAFmU2me7DKuCH+q65jBQOu6eZ7qMq4HBzjYFTEYaIC51DwHu8wrwg91dRkMtK5NcajLuCK8oytsMNAAyVSKji7jenCAzq7nDQZa1ybp7DKvCA93dRgMNEAqlSTcZVwR3tV1yGCgdd0cXV3G9eAAka6DBgMNMJ+aI9JlXhF+rOtpg4HWtbMc6zKuCO/retJgoAHSqVn6uozrwQGOdwUMBlrXJjjeJVn73RUwGGOATCrByQLt60V0r0uueb4rYDDQANlUgvMS7WhXwGB2AUQqwahEGyuijRVo40V0cck1U10Bo4EGSCX0uoWFxeV4HDgmhLgJOJa7LeMZwBzoDyFgHXAb4ACu7rN+i2ua4VnjUrbvb44T/NtBvvDSf/JnY8/R/dTfc9u/uWm/dS9/Wf57tN+6lzPhAUA30N2PHWbqzQkQMPXmBN2PHab9b/6BXd/9C0Af1qs+Vc1Hnmmi5IV7sKWVhYUrQuiGegXgAirs4LRPkUgNgSJwVE6z/qFXWL+jh0//VTsbfqeb1IRCqVIFKDhsdTR4/37BQJ9NtpIUQyiKoHzVJPc90s3HfukUAMnkPMe/+zqBPfdyvdetrwD3ug0Gurv3DPc83M66T/8l9zzcTnfvGZ7qPG4w0ACzyTTOEvn70iq3Rt0qB4oCdasclzXQV+Kaa+cYnphZdn1kQt57U1gfnZA3w8vqFybkTf+yenRCviK8sD42UWTt98S4qRYropXVYxPyaeHxgvrEhHw9uKw+OSFfES6rT03IV4QX1uMT8vXgsvrMRJG135J6ooi2sD5bRCerJ4toZfVUEa2sni6iLaxniuhkdVFEW6xuYWGxwGeAzbmvvwr0An9UKBJCHFMUZbOk/o3814qivAb85FaqWXzgqXV4DCfRS+sAZ8IDvPLoYdKz+mFb/I0JXnn0MADHnuliftZ4CDc/m+Lss/1knkgjULjhVAU3d9dhn7fB929C+8y/obiSpNMg5qGsdLE3ukwDgdGwlq1Ic8uvnkTJHcuqZbNkZxQ+7n2eNSsXP9U8nwqQxXhwo5bNs6Xl2MJp9NjYFI1bb5GeOnf3nuGJtsXkjtGLcZ5oe4XJpA0kJ87ZbBaHZjO0dDg0G19s/Tl8m+tN+nfDNXcSXVspjzuR1ddUyrfkFNZrKuXN8LL66krzKvBidW+leRW4rF5daV7vrderTDVPEa2s7qmUTwtXFdQrK71SnaxeUWleBV6sXl5pXgUuq7sr5a8vsrqrUr6yWlZ3FtEW1h1FdLK6VkQrq6tFtLK6vYi2sG4ropPVlSLaYnULC4sFvEKI/MnAW4D8SfIKKIpSin5S/c9Fvt+qKMr3FEX53sWLZhNl8eEguO4hnLaCYUWbRnCd/iFH35NdCwY6T3o2Rd+TeguHDNfbJQgUkqjccuwG3UDnUFYsfkLtshvj7GTRdqrGgoHOkxEJXo8F6O05wcPb9vPpT+5hLjskfSzlnsUDyerq4sOHBzvlyR2OIifON6xy8dwjG7hxlRNFgRtXOXnukQ3vmYGGa9BEB5sbcKoFa79VO8FmcwzKvuZNOAq0DtXOvmbj9py9zVtwqAVrv9VS9jYbm+QBdjc3UlagLVNL2d1sHsLb2dxMmVqw9ltV2dlsXBHub/ahFeg0VcXfbB6sa2l+CE0tWPutarQ0mz9R9DX7UQu0qqrhazZ+stjcvBNVLVj7rZbR3GxcDw7Q2Lyb0gJtqVpGY7N5RfiW5scpVQvWfqsOtjQbPxnd1LwPe4HOrjrY1GxcDw7Q0BzErhas/VadNDRL1n43B7EVaG2qk/UF2nVFdOsk11zbHKSkQFuiOlkr0dY0B1EKtIrqpEai9RTRegq07iI6t+SaanMQCrSoTr1uYfEhR1GUHkVRfij585mlOqEPFr3b4aKvAN8WQvTJvimEaBdC3CmEuHPVqlXv8kdYfNDZvmYz7bfvpM6xSl9R7lhF++072b5mMwDxEblRjo/oPdDS712XIYXKPCqOKaO/EG/rh4529Hg7w/eKLDyRMTs/TNuBF7kYnUQImL4oP7iciunGWdNK8ft1XxXpPU3Tw1+m4dNP0vTwl4n0nuZCTN49ILJZHAXxdw7Nzt6WBnyb6/nR332Gr3zhLi65YFv7q9TveolQ/6D8Qb9DrqqdYznDFYqi/Dfgr4GVQAYICiH+Kfe9fwA+AeTfhvy2EOIHV/OY8sODy0nnyA8PXimdIz88uJx0jvzw4HLSOfLDg1dK58gPD+rpHONUV1YVTefIDw8uJ50jPzwY7upgfGKMqiLpHPnhweWkc+SHB5eTzpEfHrxSOkd+eHA56Rz54cHlpHPkhwevlM6RHx5cTjpHfnhwOekc+eHB5aRz5IcHr5TOkR8eXE46R3540ErnsLAwI4QoGqegKEpUUZTVQogLiqKsBt7xJg1FUfYBq4Dfu4qHafEhYfuazQumuRD3mkrib5iNtHtNJT+/t5nuxw4bWjrmS7P0NcYXhu4uladxTS0e/qUiDWi/+S00exYhjCY5mYSyMmMtmwXb4kH2AomplSSTi6fE/Z2buPeRVygtWzxNnk+Wcuz5LXi9ejrH1q23Eek9TbCtm7ncfd+6OEWwrZsql5NY3ByhV7PKzaMtmwzpHPdsvJH/fvQ4v9P+Ta5zlRGbVbiU0S3vUCxBa8dr+u/17nrp73S5XFU6h6IoXwQmhBBPK4ryOHCdEOKPCjQ/i/5m/ZyiKDXACeAWIcRkzkS/LIR48Z38XGtK2cLi/cFK57CwAEVRngHGl7z2VQohvlBEuxnYU5DO4QceBrYIIZYVUGu97lmcCw1wPNDFzPAErtpKGoLN3LR9o6knGsDuULn3uR3c4tu4kM4x+eYEU9dlOXfbJX72fJaVUwrxcsGPbxL8zMly7POLzti29x9YVZmitHTRNNvRc6SVfAuyDWZSNoYulfNza6ZQbYsGN5Oy09f5SUpK7dzt62OlJ850zM3502v56F3nWVk9g6bUslYN4lWNBzdND3+Zty6aZ87K3U5iKdXQ0lFqL8FWUUosmaTG42avbxNp7DzaYQyOEMAcmiGto87jZPBZwwdLUn6Sa7+vOFwhhPjxkq9HFUUZQ3/3LZ/As7CwsLCw+OnmaSCsKMrngCHAB6Aoyp3A7wsh/LnbfegpHC5FUUaAzwkh/gX4H7n7varoR3pHhRB/+l//z7D4oHAuNEBf62HSCd0ozwxN0NeqDw/esl3/9LrvyS7iIxO411Sy9tfW0fdMiG98/q9w13j41b0+bk1+hVtPwX3doM7r3bwrpxTWnxRU/ko9s/8eZ/LCBBWrK5lUU2QElKZBzIFdgzIldwKdAfs8qAq41AwrmOLkf6zh/7lhAud1cRITLk5+vQFnaZpf8v8rpZpuZstXxfnYL/6IV7/WzB9/4WsA9PSe4A869zMWm6TaU4G/pZFoTB7mMD2TYP/uJg529nEhFqfcXcZ4JkkiqfdwvxmL81jHKyjqCmZTBWvKMedDD48XpFO9C672JHpSCFGR+1oB3s7fLqLfgG62bxVCZHMn0XcBSXIxQUKIZJH7tgKtALW1tXcMDckb1C0sLH5yWCfRFhbvD9ZJ9IebF+r3MjNkbtlw1VXy4OBThtqZo/288liH6WT65W0qt/7vGSokHrW8xsPnv/ksACci/RwZ+RRVlXGuyyVzrFiSGW23g1bQ0pFO2Xjta7/E0PcXW2d/68sv4F4lSUxLXc/m+gv09J7gQNuLhpYPTStFqC7G42nT3cpXOshWqVyITbHaU87EHFycMbd3ZFFIYA6TKMyHfi9Ooq84WPheDVfk+saeB35HCJF/i7AX/V16A1CJJCJoyfWtAQsLCwsLCwuLDx0zw/LhQVm976mwNK3jU9+AcvkhL1MX9MjcE5F+Xgx2IL71MVYuSeZYaphVzTxMaFczrG807uNweeSRw6h6PG5HZ8RgoEHPii4jRZlmDGgotdsYzyQZjU0hgNHYFLMzU9gxJ3OUFLGigsUH7VRtBH3r5Y/vHXBFEy2E2CqE+Jjkz0tANGeO8yZZOlyhKMpK4P8DAkKI7y659gWhkwT+Hthw1f8iCwsLCwsLC4trCFetJGXDnkJZmaC9/EFeuHUX58L9AMRH5fsismOXKK2WxwCXr9YjcyOHwszPpeD1esPa76VNC8XSOJzXGU3zTEz+s+Jvu+jtHWAsJu/qjc9coulXbqXEnQBXnBJ3gqwrw2yJvEXDRImCTTOeZNtKFNwufYFLncdJu3/DVQ8VwtX3RP8v4LPo/WGfBV4qFCiKogJfBzoLBwiXTDcrQDPww6t8PACE+gcJhE8yHEtQ63ES9K0v+ssK95/jyfBxRmIzrPG42OdrwHe3OcnjaP8Zngr3MRqLLzSv33+3fAVld/9pDoaPLXzksNu3hfvuNid5AET6T3AoHCEam8TrqWCnr5HGu81JHj39A3SEuxiLTVDtqcTva2br3RslV4Te/n46w2FisRgej4cWn4/Nd5uTPAD6+3sJh59f0Pp8D3H33ZtNuoH+HrrCHUzExqj0VNPs87Pxbvnw+on+CJHwISZjUSo8Xhp9O7njbnOSB8Cp/m6OhQ8yFbtAuWc1W3y7uf1uc5LHmf6j9IWfJh4bxe2pYZPvcW65+37JFeFcf5jj4SeZiY3g8qyhwbePm+42J3kADPaHOBkOkIgN4/TUst4XpP5uczrFSH+I18MBZmPDODy1rPMFWSPRAUT7Q5wPB0jGhtE8taz1BfEW0Y73hxgNB0jFhlE9tdT4glQV0U73h4iFA6Rjw9g9tXh8QVZKtIn+EPFwgExsGJunFrcviLPINVP9IVLhACI2jOKpRfUFUYtoLSwsLCzee1InQqQiAcTkMEpFLWpjEPUO4/NwQ7DZ0BONPQVlSfKf68+8EaPvUX3bsLvGQ/xNs5F211Txy1/w0f1Eh26Uc5SWqWzZrb9GTkYX7ycElCq5YcIk2MpAU9B7DiRGOptS+a0/fwFX5QwzEy4GT6zh5i0/Ri1dNL/zSTvf/p93cu4HX+U6VzkTcfNJstvt5OXvfJcsGVAgSwaRiWMvGAwEUBB6g3ZaP7kWQLJUkC6dRWQ1lHkVoUDWAW2fu0Oa1HY1XG1PdBUQBmrJDVcIISaWDlcoirID/ZT5R0vu+ttCiB8oivKv6EOGCvCD3H2KnP8vcrnesFD/IK0dr5FILfbJOFWb9F1HuP+caYLTodp5zr/JYKSP9p/hsY5XTLpn/PeajHR3/2me6Og2rP4uU0vZ77/PZKQj/ScIdrxo0gb8DxiMdE//AAc6DhtWf2uqyh7/DpOR7u3vp62jw6R9xO83Gen+/l46Og4ZVn+rqobfv9NgpAf6ezjcccCk2+HfYzLSJ/ojvNgRNKz+LlXLeMAfQdHA6wAAIABJREFUMBnpU/3ddHc8YdLe599vMNJn+o/ySscXDKu/7aqDe/1fNBnpc/1h+joeNWk3+Z8zGenB/hCvdbQaVnrbVCcb/O0GIz3SH+KURHe7v91kpKP9Ic52tBpWf5eoTm72t5uM9Hh/iKGOVsOabkV1UudvNxnp6f4QUYnW6283GOlEf4gpia7c324y0qn+EMmOVuPqb9WJ5m8vaqStnmgLi/cHqyf62iE1EFqIFqW8EpQ4ZJacqJY60R5oNxnppekcysoEImvuB3bd6OHjf+Yz9kTb56FsHpQs7ppV1H1iI//xrR8ydWEcR5UGZSlmp+OUez1MJwTxaf01+aa9/4g71xNt6IO2A2UYjLSCQpkD7PZFTzmfsnHmZB31t0dxV15iesJF/9cbeP247q/cbhdjaUGmJAGKAKEgUirKihXEM2ZznVXgkk2DtGqsrQAxpyEypaTUxW9nUbi0pDe6rtLF4FMPLuO/kJHLve5dlYl+v7jck0n9rpcYipknLmUN5LfueoE3YmbPfqPHxY+eXfxFN+xq501JyPcNHjfHn2011O7Z9WVGJZOlNZ5yvvnsHxpqTbv285bk44zrPRW8/OwTC7e37dpLNGbue/J6KjnyrHGg4OFdu7gYM78DXeXx8HfPPmuo7dr1OWIx8xYsj2cVzz77twu39+7axkTMvOK70uPlqWePGGr7dzUxGXvLpK3wXM8Tz75sqH1p1z1Mxcyrv8s9NXz+2W8u3G7ftYF47E2Tzu25gdZnXzPUXth1KzOxN0xal+dGHnz2R4baS7vqScTMA6pOTx2feXZw4XbPrnpmJTqHp46tS3QAr+6qJynRap467irQnt5VT0qiVT113FagPb+rnrREa/fUsXaJNrqrnoxEZ/PU4S245syueoREq3jqcBVoF75nmWgLi/cFy0RfG6QGQiQPLzm8WIG5sdYOlNmALEp5LeqWIOrtRkPdXv6gfApNUWidCnHmaD99T4WJj12AshRLxfYyjXv372TeDt3BQ8zPLR6Q2UrtzAkN9WeG+JnfeHVhmNC5ZLBw4TFqIBSYfdtJeWWaMre5tSI+4eSF4GdM8XK3/cI5tvzmcco9M7w94SLy9Qa+f/wmBDCrQkZFv3hy0RULYMYFzOlGWix+mRsmXGH42YWDhAqQ/RujZ1sOVzVY+EFjWGKgQR5lMiIx0AAj48b6aJEtOaPj5vqFItEsF8bN9WiRfqDouLE+JjHQAGPj5npMYqABYuPjy9aOjxvrEzH5HoGJcXN9UmK2ASbHzfWp2AWJEqbGjfW4xGgDxMfN9ZnYiFQ7M26uJ2LDUm1i3FifLaKbHTfXk0W0SYk2VUSbkmjTRbTpAm2miC4juaYoohUSrYWFhYXF1ZPqChg//Stsi8iHMZMBBGJqiGR3K6lTIYPMtcZTcL95cF6CFXFeaPgcdtK0Hn8W99qVFLrt9FySvoPPc+zQ8wYDDZCZT7NyhY3qT/zw8uu+02BPgktA9XUJNJekNxlwXZdY7F22p2DFDLd98jT3/e63qVg1g6JAZdUMv/FQHx9vOIeCfmiOApQIKEvq90P31CggtBRZZdFA679G8zsKUfDLra2U92hfDdecia71OOX1KnN9jUf+C11TZazXeOSrKmuqzPXVHvne99VV5rrXI08D9FYZ69Ue+drO6ipz3ePxSJTgqapatraqyliv9FRLdZVV5nqFxyvVVlSZ6+We1VJteZWx7vbUSHXuKnPd5Vkj1bqqzHWnp1aqdVYZ644iOkeVua4V0WoSrVpEq0q09iJae4HWVkRnk1xTKaJVJFoLCwsLi3dPqj+kf/o3XvDpX6H3UzEb6/kEs0c/S+LEopFu2OfD7sg5SPs8aEnddAIzb16k77FDnDvaS/yC/LAsfiHGVFT+vdnpOJorDkL39E7J47Tb9SUsJSW6wVaKNDXMvK17L4WcIS4RbPn1k6iasRVF1dI0/rr+ybJimGIEtJTe65w/yC4RXHIZujpMhlkAySUn307VTrC5Qf4gr4JrzkQHfetxqsb9k8WiTPb5GnCoBfvWVTv7fMZf9F7fJqlur2+T6Zq7fVsoU43RLGVqKbt9W0zanb5GqXanz9g77Pc1o6nGZnpNVfH7mk3XbPH5pNoWn3mwzud7CFXVDDVV1fD5HjLUmn1+qa7Z5zdds9G3k1K1zFArVcto9O00abf4dku1W3y7DbVNvsexqw5Dza462OR73HTNBt8+qbbBt8+kXe8LYlONb65sqpP1vqChtq6Ibl2BDmCtL0hJgbZEdbJWoq3xBVEKtIrqpEai9RTRegq07iI6t+Saqi8IBVpUp163sLCwsHhPyM+fiNiQ2TQnMdaKJF8otgzzx3YwfUBh6hmF695oZvOf1eK60QNqynS/9GyS4089j3t14Ym1fhqMaxq3ksAuSbfwbpiiLLdoRRO6UVQKHqdWGHNX+O9A74l+7dg6sM8jbJmFx1heKe8YuK7yEthTiBLjhYQiDKfOouDfKoAZm0pW0b++sdLNw5/4OW6orERB74Vu37HpPR8qhKtP5/ipIz88GAifZHg8QW1V8XSO/PDgk+HjjIzPsKZKns6RHx58KtzH6Hicmqri6Rz54cGD4WNcGJ9idVXxdI788OChcITo+CTeKnk6R354sCPcxdj4BNVVxdM58sODneEwsfFxPFVVRdM58sOD4fDzjI/HqKqSp3Pkhwe7wh1MjI9RWVU8nSM/PBgJH2JyPEpFVfF0jvzw4LHwQabGL1BeJU/nyA8P9oWfJj4+iruqeDpHfnjwePhJZsZHcFUVT+fIDw+eDAdIjA/jrJKnc+SHB18PB5gdH8ZRVTydIz88eD4cIDk+jFZVPJ0jPzw4Gg6QGh9GrSqezpEfHoyFA6THh7FXydM58sOD8XCAzPgwtqri6Rz54cFUOIAYH0apstI5LCwsLN5rUuElLRxJjEN5afRkCaeGSM2AkLRO5Ab5SpZkNqtiHPf40zT/499zuLHAnNtToKWYmYqjlZSTsguSaWUh0WPhZ2fTlJFmDvR+ZXsKyua5bsO3cSigLMmJJp078C7N3V3S3sEcCE3/3swlO69966P8nx/dgChLMu+aBXcG5lSm3nZQUWnedv/2206EliJpz+hxGjlEyRIDDcypkE0tzCIyp8Kl3IFkXYWbHz2h9z3/1eX/s7wnXHODhRYWFj85rMFCC4v3B+t174NL/MESDC433/esAK4qknOQmh+HErCXQVk5KEv6BMQK4+082SxcQkEoAiFgZqqU1/vXMTZaZTC5JaWlZFdUEJ+PLbR8GCixE7fZoSxJzcazXH/7qJ7IsUKPtFMAYQdl6ZZC2UAkcGmyjFBfriUwq0DMw7qfmebuXznHyoo5pqY1zp5fxcd//gKqutjSkUrZ+NrXNvDv369nZoUCl/S22vygYTrlXmKYF4cUBeSGFktxltppf+Bett8hjx9+t3yoBgstLCwsLCwsLH5aMM2fpIFLAFXMTMySmhxfML3pOZib0g2yEPrfRVs8csN3iqL3Jrsr5vnYPaeprjcO8mfn53E5S8BWcIF8a4fzbWrWneP2X+/j+ttGFyLtysi1cgAly2jfSKcVfvA9L/bp3CmyIlj38Te59/4fUX7dHIoCFeVJPv6xUb7/6homJxwIAROTDr72tQ18//v1eqZzSk/eyCowq8GUVkbcDaXeFfzWJzaxumIVClDpdOJylJOhlLoK90/EQF+Ja66dw8LCwsLCwsLi/SbVGyLVGUBMDkFZfktJDtWp+9B8m8eSBSbpOUinWWj7WLFCb60opLA3WFGgzAm3/PIZblHOkM3AxdGV2CvnUFekqE+o/N+Tdbw1dAPYU1x38yg3/LdRVKc+uJcuBXvu5Bm1wDRfoX0jMWvj5Bk3pZ5pHv7kBVwrU0xfslO6UlCqGjcNqqVZbl47xpf+fCuX3CyGPStw+6238cOpaUYnJxA2O2/ZXVR6VhPcsoXtt+ttsV9c5u//vwLLRFtYWFhYWFhYvIekekMk21ohmTfJQjfSikDx1KH6gsS/smSIX9IrLWZBlMFcHByFLR5CN70rcifEQkAyCfMCVpQt1lTnNPO5hSnClcK5+Rw/az+HUpJLsFB0P6zYoXRpu0ahaZZtKUzD7Az0/Fs5l0pW8NG6BL+0cZLS3MKVclca4UBKefls7k2AngXtrfTgb/axdaN8u/JPK5aJtrCwsLCwsLB4D0l1BhYNNOhOdUagrNKXWSV6Q+jNEpnF78+xsMBECEjN5k6kL0FyDlZW620bQsB8KahLTK+i6JFzAsgsreVOlNO5246lt4Eyu36arCi53SYA9sWWbT0qTn98Wt6M52qZEihfCQ9+eoqZ2Rns5dkFA51HKbIifGrKQdl1bj7/wO+y9Y7NV/fLfh+5Jk10qHeEQOdZhmOz1HocBFtuZvtmeX5wuHeQJztPMhJLsMbjZF/Lenyb6026o73neKrzOKOxGWo8Lva2NHD/ZnlcSnfvGQ529nEhFme1x83ulk3ct1nepxPpPc2hzmNEY1N4PeXsbNlC42ZzkkdP7wk6OiOMxSap9lTgb2lk6+Y7JFeE3t4BOju7iMUm8HgqaWlpZvNmc5IHQH9vP+HOMLFYDI/Hg6/Fx92bze8EB3p76ep8nolYjEqPh+aWh9i4ebP0mid6e4h0djAZG6PCU01ji587NpuTPABO9UY41nmIqViUco+XLS07uX2zOcnjTG83fZ0Hiccu4PasZlPLbm7ZfJ/kinCu9yjHO59mJjaKy1NDQ8vj3LTZnOQBMNgb5mTnkyRiIzg9a1jfso/6zeYkj5HeEK93BpiNDePw1LKuJciazfIUi2hviPOdAZKxYTRPLWtbgniLaMd7Q4x2BkjFhlE9tdS0BKkqop3uDRHrDJCODWP31OJpCbJSok30hoh3BsjEhrF5anG3BHEWuebCx42xYRRPLWpLELWI1sLCwsJieRRdZhUbJtEbYqqtFTIZ0+mzUuJkLpUgvXAH/ftzcZibZUFfvdac4qEo+rcvFdRU/dILt7X87YJhwbypRpPUSgtqNv2UPL/F0O3M6K0dhaQWTXqe+XkbWmY3//Op/dLf0QeJa85Eh3pHaG07TSKpv7sbujhLa9tpAJORDvcO8mjba8zmtG9cTPBomx72vdRIH+09x2Ntfcwm9f8N37w4w2NtfQAmI93de4Yn2l5hLqcdvRjnibZXAExGOtJ7mmBbN3NJfUf8WxenCLZ1AxiMdE/vCQ60vUgyp4tenORA24sAJiPd2ztAW9thkkk9+/HixQna2g4DmIx0f28/HW0dpHLa2MUYHW0dAAYjPdDby+G2Q6SS+majiYsXOdx2CMBkpE/09vBi2wHmc9rJi1FebDsAYDLSp3ojdLcFmU/OATB18S262/SM4qVG+kxvN6+0PUE6p4tfHOWVNn0teqGRPtd7lL62L5BO6vE5MxffpK/tCwAmIz3YG+a1tkfJ5LSJi2/wWtujAAYjPdIb4lRbK5ncqcLsxSFOtekROoVGOtob4mxbK9mcNnlxiLM5baGRHu8NMdTWishpUxeHGMppC430dG+I6BJt+uIQ0Zx2qZHOPznndZmLQ/qTNZiMdOHHjeLikH4bLCNtYWFhcRUonlrExSFpPd4ZWHiOzp8+owCKDfUXP0v8m+0snFAvbfNY0odcUjgkmL/+MmqKfUkbSO70ecFkS5a9KJqkVmZODJGeOqdBZN1o7kpSmWFUWy31FUGq6q6N15hrLp0j0Hl2wUDnSSQzBDrPmrRPdp5cMNB5ZpMZnuw8aag91Xl8wUAv6tI81XncdM2DnX0LBjrPXDLNwc4+k/ZQ57EFA72onedQ5zFDraMzsmCg8yST83R0RkzX7OzsWjDQi9oUnZ1dJm24M7xgoPOkkinCnWFDravz+QUDvahL0tX5vOmakc6OBQOdZz6ZJNLZYdIe6zy0YKAXtXMc6zxkqPV1Hlww0HnSyTn6Og+arnm88+kFA72oneV459Mm7cnOJxcMdJ5McpaTnU8aaq93BhYM9KIuweudAdM1z3cGFgx0nmwywXmJdnTpE2kOkUwwKtHGimhjBdp4EV1cck3Tx40AyYRet7CwsLB416gtQdAKlllpTtSWIJmlp9T5pI4ZIJ5h4l++CrOZxRnEvHHOp3Wk9FPptHzLtmT5tR5P51wBK1z63/YlmwZL0D36wonqclx4sVpSf4wGmeJkbfVfc5t3kDtqstzmHaTKeW0YaLgGTfRwzBzgXaw+EpNvzSmsj8ZmpDpZ/UIsLtXK6tHYlFRbWB+LTUp1snosNiHVyuqxmHzl53hs3HB7oohOVp+MjUm1svpULCpRmuvx2AWpTlafiY1KtbJ6IjYi1RbWZ4t8LCerJ4toZfVUEa2sni6iLaxniuhk9ct93GhhYWFh8e5RN29He6QdZVUdKArKqjq0R9pRN2/HVhh5lyNbYtMPQfL90VlAgEjBXAxmpuHSJUgnIfYmZDMF98/CnDEIA2HTT40XTHOJPt+4tA1BATQ7rHCCCz0C2tCmIHXmkloaklM2RKYaUFDtddR526laee2Y5kKuORNd65GPgsrqazxOidJcr/G4pDpZfbXHLdXK6l5PuVRbWK/2VEh1srrHUynVyuoej0eihCpPleF2ZRGdrF7hqZZqZfVyj1eqLay7PaulOlnd5amRamV1p0feJ19YdxR5wpPVtSJaWV0topXV7UW0hfViT86yuim79Ap1CwsLC4srk+oJMbOtnuSfPgQJ0HY9j+vvBhfa5NwtQZSCU2pFc5Ja6oqXnlBfyg0Y5rOZ0xAfheggzOdOf1NzMDgII4O6KV6xAlwuWOGA0sJWDMitKslh11s2ip1OZ2fNhj2T0Fu6DddVnKz76Fe585Yod/xsltvWDl7TBhquQRMdbLkZp2ZsFnJqNoItN5u0+1rW4yjQOjQb+1rWG2p7WxpwaPYCnZ29LQ2ma+5u2URZgbZMs7O7ZZNJu7NlC2VaaYG2lJ0tWww1f0sjWoFO00rxt5gH8FpamtE0tUCr0tLSbNL6WnyoBVpVU/G1GAfrmlseQtW0Ap1Gc8tDFNLY4qe0QFuqaTS2+E3aLS07KdXKCrRlbGnZaahtatmNvUBn18rY1LLbdM2Glsexa44CrYOGlsdN2vUt+7AVaG2ag/Ut+wy1dS1BbAVPeDbNybqWoOmaa1uClBRoSzQnayXamiJPpDUSraeI1lOgLfbk7JZc83IfN1pYWFhYvHNSPSGSB1oR0SEQAhEdInmglVRPiERPiOi2eib/9CEQDhR3FSgKtlV1qJs/S1qRNzovHPouOaEW8zA1BP/xHfj3b8Hp78Lbo/qSFIdz0RDblIJ2jRwGX12YCZ37viZyyXx2WFkCzizYBKQzbj667jAf/ehhVLUOUFDVOurq2qmqWp5pnk6FOD9Tz4/jJZyfqWc6FVrW/X7auOYGC/PDg8tJ58gPD14pnSM/PLicdI788OBy0jnyw4NXSufIDw8uJ50jPzy4nHSO/PBguDPMeGycKk+VNJ0jPzy4nHSO/PDgctI58sODV0rnyA8PLiedIz88uJx0jvzw4JXSOfLDg8tJ58gPDy4nnSM/PLicdI788OCV0jnyw4PLSefIn4pY6RwWFhYW7w2pDvmsSfK5P2AmObswsyImxlE0JxV7nicNRA/k0joKhviE0LOcF0jrfwS5FA47hsHDGz4CtgIvrrAkkSN/3aVfK0Xanu3gVHVjDrohd6Cx9mN/zUqv/jqxXNO8lOlUiGiyFUFuUF4MEU3mBuXVD9brjyIKu8A/ANx5553ie9/73vv9MCwsPnQoinJCCHHn+/04LCw+bFivex8M4p8sMU/XoZtW2XSVzVvHJSAdzSV52NF7LXJZ0XNpfalKobGeA9L5mn1xc+Ad95lPlQt/fjYLl9Jgd4Cq5rKnFUhhNNpZpzwFRHFUYXO6SKeGsau1eGqCrKzazvR0iFgsQDo9jN1ei8cTZOXK7UwnQsTiAdKZYey2WrLOGbKMm65rV+pY6xqU/JbeXy73unfNnURbWFhYWFhYWLwfKNW1eitHAcWOKzNjwwbjmj9pXnqTLEZjncrV87UUzM1opIHkpSRlkjEuodhAZLE5a6lYH6TSDlOnWhEZ/TQ4f1qd/5mKzUmJTRK+YAdhGyed0k1wOjVEdKiVxNx3iCe+ihC50+X0ENFoK4n57xBPLalnhuTbD4G0+OANtV9zPdEWFhYWFhYWFu8Hql8+azK/skqqt1XXYq+WD3MbeqETwCUQ+SHDXE3MKMy97SKddkBaZeT1GoRxbBBsThw//1VqfiuL9zODOOu3E389sGCg8+QHDu2OOry3t2PX6swPSpIZLUSC6Zn2BaNsqM+a68XeUdiVD95Qu3USbWFhYWFhYWHxHqBuzc2adAQQY8Mo1bWo/iA2YP5AqyHHX9GcuP1BHOg90Uu/J0Ru3XZhf/S8DexZUARCKGRL1nHb3r9gzX2LM0KpwRCpkwFEYhjFWYu6Pohav53USIjU6wHE7DBlCMOSlTwlKKzdOqjfKIXo2VZEdokJljVPAwvLYQpRJPWlC2QWLuvEo37whtotE21hYWFhYWFh8R6hbt2+YKYXarm/4x0BMmPD2KprcfuDpOchdiiAmEqAw4bIZnSznMwZ3NzJrxAwl9RIp1VIgmJXuWXfV/A2+ihErd+OWl+woXYkRPJUq55Nx2KM3RxGI21z1JKIhoifD5BJDuOyV5JUHKQyE9i1WrL2GbIZcz8z2JAaaWEzG+k0KKkqbGUu0mIYu1KLRw1+4IYK4SpNtKIolcA/AfXAIOATQrwt0WWA07mbw0KIT+fqHwGOAFXACeAhIUSRPTzLJ9QTJdBxnuGxJLXVGkH/WrZvlWcSh3tGeLLjLCNjs6ypdrDPfzO+reYkj6M9gzzVcZLRsQQ11U72+tdz/9Z66TW7e85xsOM4F8ZmWF3tYre/gfu2mpM8ACI9ZzjU0Ud0LI632s1O/yYat5qTPHp6TtPRcYyxsSmqq8vx+7ewdettkitCb88JOjsixMYm8VRX0OJvZPNWc5IHQH/PAOGOLmJjE3iqK/H5m7l7qznJY6Cnn66OMBNjMSqrPTT7fWzcerfkinCip5dIx/NMjsWoqPbQ6H+IO7ZulmpP9fRwrKODqbExyqur2eL3c/tWc5LHmZ4IfR2HiI9FcVd72eTfyS1bzRF/AOd6ujnecZCZsQu4qlfT4N/NTVvNSR4Agz1HOdnxNImxUZzVNaz3P079VnOSx0hPmNc7nmR2bARH9RrW+fexZqv5yQsg2hPifEeA5NgwWnUta/1BvFvlTw7jPSFGOwKkxoZRq2up8QepKqKd7gkR6wiQHhvGXl2Lxx9kpUSb6AmZnqidRa6Z6gmZTkwKn/wtLCwsLK4e59bthufi6UiIaLAVMZc76Z3XzabhhDj/hYC00PTd2kJhXREDXYzU64EFA52nMLVDsTlRaz7F1JLTZ5EeRytxUn3L8zi925keDxEdajW0aCiKE7frs4ae6IW647OGnuh83ev8K1ZeA5sLryqdQ1GULwITQoinFUV5HLhOCPFHEt2MEMLU6q4oShg4KoQ4oijK/wBOCiH++ko/93JTyqGeKK0HzpJILq7tcWoltO+52WSkwz0jPHrgtGH1t0Oz8dye2wxG+mjPII8deM2ke2bPBpOR7u45xxMHjKu/yzQ7+/dsMhnpSM8ZggdeMWkDe+41GOmentMcONBtWP2taaXs2XOfyUj39pyg7cCLJu0jex4wGen+ngE6Dhw2rP5WNRX/nh0GIz3Q08/hAx0m3Y49fpORPtHTy4sHDhlWf5dqGg/s2Wky0qd6eug+cMCkvW/PHoORPtMT4ZUDQcPqb7tWxr17AiYjfa6nm74DT5i0m/bsNxnpwZ6jvHbgC4bV3zbNwYY9XzQY6ZGeMKcOPGrS3b7nOZORjvaEOHug1bD6u0RzcvOedpORHu8JMST5eK9uT7vJSE/3hEwf9ymaE++edoORTvSEmJLoyve0m4x0Ps/UEMekOdH2tBc10lY6h4XF+4OVzvHBJREJET8UIBMdxuatxb0ziLNxO+eb6km/ZR5CzJKLr1tay9q4dEn3MFrNDdz1zdfe0WOId5cga0bWUzsUbI5a3OuCxN8IkEmaH5NNq8N71yAA0+MhYqOBd53O4XEHP1AG+nKve1dros8Cm4UQFxRFWQ30CiFMW01kJlpRFAW4CFwvhEgrinIX8CdCiF+50s+93JNJ/bZXGYomTfU6r8bgkbsMtVu3HeONqHkd+I1eBz86srjwpGHbS7wZNU+p3uB1cvzIZwy1e7a9wGjUHGRT43XxzSMPGmpN29p5K2peB369183LR1oXbm/b9mWiUfOKcK+3nCNH/tBQe3jbfi5GzevAV3kr+LsjTxhqu7btJRY1rwP3eCt59shTC7f3btvFRNS84rvS6+GpI88aavu3fY7J6EWTtsK7iieO/K2h9qVt25iKmld/l3u9fP7IkYXb7duaiEffMunc3utpPfKyofbCtnuYiZpXfLu8NTx45JuG2kvbNpCIvmnSOr038Jkji09QPdtuZTb6hknn8N7I1iM/MtRe3VZPUjKZrXnruOvIoKF2els9KYlW9dZxW4H2/Lb6xQikJdi9daxdoo1uqycj0dm8dXgLrjmzrV46Ra5463AVaBe+Z5loC4v3BctE//STioRIHQogosMo3lrUnUHSwNTS02ZAKXNSHmhn5I8fksfhCZgx9EIrzM2Vk047KSlzcPP+L+K9z/yJ6eWY6alHzEqe7x11uPI90MBor9xsg0LN5qykfu1zude9q03n8AohLuS+fguQ90xAmaIo31MU5buKouRX51UBk0KI/DHsCHBDsR+kKEpr7hrfu3jRbNLyDI+ZDXSx+siY2UDL6qNjkpiXIvULY7IkSHk9OmY20LL62JjZQBerx8bMBrpYPTZmNtAA4wX1iTGzgdbr5r6oySJaWX1qbEwguCtAAAAgAElEQVSqLazHx8xGu1h9ZuyCRCmvJ8bMZltWnx0bkepk9eSYPKJHVk8V0crq6SLawnqmiE5WF0W0xeoWFhYWFnJSkRDJYCvirdymwreGSAZbSTzzBwYDDSDmEsQPBbB7i6RyCCCrIARkMyXMzZaTnndCVnlXBhpAXRcEW0FqiM2p15eWNPljsmm1JMZDRE/XM3qihOjpehLjH8wtg+8lVzTRiqL0KIryQ8kfwxGs0I+0ix1r1+Vc/IPAlxVF+eg7faBCiHYhxJ1CiDtXrVpVVFdbrS27vqbaIVGa6zXVTqlOVl9dLQloLFL3Vrul2sJ6dXW5VCere6orpFpZ3VNdKdVWFdQrqz1SXWW1ObKnoohWVi+vrpZqC+vuavl7M1ndVb1aqpXVndU1Um1h3VFt7pEvVteKRBXJ6moRraxeLAKpsG4ropPVlSLaYnULCwsLCzmpQwEoMMvMJSidlg3hQSY6jGdnEKXM6CP0oUINLrlQZtww4yY9WQ0zLrSKm96VgQZQ12xHu70dxaGv6VYcdWi3t6OuyaWJREPMvFqPMznEChTDwJxS4kT1foqpoVYyqSFAkEkNMTXU+qE30lc00UKIrUKIj0n+vAREc20c5P6WHi0KId7M/X0e6AU+DowDFYqi5P9brQHMn62/Q4L+tTg14z/LqZUQ9K81aff5b8ahGdfxODQb+/zGjpS9/vVS3V7/etM1d/sbKNOM85plmp3d/gaTdqd/k1S707/JUPP7t6BppYaappXi92+hkBZ/o1Tb4jcP4fn8zaiaMU9S1VR8/mZDrdnvk+qa/eahhkb/Q5RqxjcspZpGo/8hk3aL3y/VbvH7DbVN/p3YtTJDza6Vscm/03TNBv9uqbbBv9ukXe9/HJtmfMNk0xys9z9uqK3z75Pq1vn3ma651h+kpCAjtERzstZvju6p8QdRCrSK5qRGovUU0XoKtO4iOrfkmsXyTFWJ1sLCwsKiOCIq/wSvWCKczVvLysbteAPt2K+v00+dswpzc7kEjvz9Fb2FosRRxtq95texd4K6ZjuurYO478vi2jpoMNDJs62IXC90CYKynJG2aXWU39xO6tI3pDnQ8dEAAInpENHz9Yz+uITo+XoS0x8Oc321EXf/C/gs8HTu75cKBYqiXAckhBBJRVE8wC8CXxRCCEVRvgk8gJ7QIb3/OyU/PLicdI788OCV0jnyw4PLSefIDw8uJ50jPzx4pXSO/PDgctI58sODy0nnyA8Phju6GB+boKpIOkd+eFBP5xinsrqqaDpHfnhwOekc+eHBK6Vz5IcHl5POkR8eXE46R3548ErpHPnhweWkc+SHB5eTzpEfHlxOOkd+ePBK6Rz54cHlpHMUyzO10jksLCws3hmKt1Zv5Sisl1ehJGdNPdH2X/gU5++pJ31hGPvqWtL2GuYmzS2eQpRAiZ2bn9mP9355ytTVkjofgGxhcofAqdXhyg0TTo6YD8IAMqlhEtMhpqKLiR2Z9BBTUX2uy7ny2n49udrBwiogDNQCQ+gRdxOKotwJ/L4Qwq8oyi8Af4M+cFoCfFkI8be5+69FN9CVwPeBHUIIeVPzEqwBCwuL9wdrsNDC4v3Bet376SbfE21o6ShzogXaSYMhncP+C59i4p++ajDWQsAsGhll8RRaZBXmprykk+Vsnjr+E3vs8csME7pzw4TR0/W5Vg4jNrUOVujG2fQ9ex3u64PE4wEymWFstlrc7iBO53YSqRDxVICMGMam1OJWgzh/SnOiL/e6d1Un0UKIccDUUyCE+B7gz339b4A00DjX3rHhah6DhYWFhYWFhcX7idqY+2SvIJ1DbdyOCjgbFw3i+XvqTcOGigJl2XkuCQ2hCETWRnJ6Fem5lWg3FstseG9QtNqFVo7Ceh53TZApWT50TZDJ8SKn1AwxNbXkhDqj305mv8Oc+CqCXF0MMZXMnVz/lBrpYlxtOoeFhYWFhYWFxYcetXE7rpcHcR/P4np5cMFYF5K+UKR/WskuGSh0kZ5bqfdC7zPP/7yXqGuDUFIwH1Pi1Os5nFXbKa9r10+eUbCpdZTXteOs2o7NXmQYXbVJ+6hnM+0LBnqhToJ4KvBe/HP+S7FMtIWFhYWFhYXFT4BEd4joPfWMrishek89ie4Q9tXFou0WAwwUJYt24/Xc/FwAr0++nfe9QvVuR7u5HUXLJXdodWg3t6N6t5MaDzFzup74iRKyowGuqwlSc0cW722DOKv0NwluTxBFKRhoV5xQIlkDDuY14Dky4oMXr3q1g4UWFhYWFhYWFhYFJLpDTD2xuGglMzrE1BOtlP/6Z5n4emFPtEIyuSTeVtG460cvF17yJ4bq3Y7qLdhqOx4iOdQKudNkkRrSbwNq1aI2PzwYjwXIpIex2Wtxe4LEZwNkMuY2EYRNaqRtygcvXvWaPIkORcapbzpNScMJ6ptOE4rIcxoBwpEotza9SnlDL7c2vUo4Il/scTQyQkPTMW5oeJmGpmMcjcgXcAB0Rwa5p+kl1jX8I/c0vUR3ZLCoNhI5R1PTCzQ0tNPU9AKRyDmpridyhm1N7Xyy4S/Z1tROT+RM0Wv2Rk7zcNOX+XTDkzzc9GV6I6eLavsjJ9jVtJ8HG/awq2k//ZETUt1AZIC9TXv5vYbfY2/TXgYiA0WveSLSz/6mXexpeJD9Tbs4Eekvqj0V6eVLTZ/jTxo+w5eaPsepSK9UdybSQ3vTNv6y4ZO0N23jTKSn6DXPRSK80NREe0MDLzQ1cS4SKaodjHTzUtM9/GPDOl5quofBSLdUNxI5Sk/TBrob1tDTtIGRyNGi14xGwrzadCu9DeW82nQr0Ui4qHY8EuJ0Uz0nGko43VTPeKR4LNB0JMT5pnp+3FDC+aZ6potoE5EQ0aZ6RhtKiDbVk7jMNVOREDNN9cQbSphpqid1Ga2FhYWFxfKJHwxIF62kv/UNvPvbsdfUAfpK7/xGQtANdeVv/fZ/9cM1kRoNLBjoBURCrxfgXLkd79pBan42i3ftIM6V23G75SfUDlsrCgV1nLjVD1686jV3Eh2KjNMaHCIxp0+aDr2VojWovxPa3mhcDhKORHk0eJbZOX369I23kjwaPAuAr3Gxkf9oZITHgqeZndPfOb351iyPBXVjen+jMQ6vOzLIE8HX/n/23j+8yfO+93/dtpEt1T8omDiWbaSxpgFrDds3KD3dylmc5LuNFZocTueyuEnXhK+71YWzuXGHv/gcB4q+6dqUZKXeOfFFu3W1SKyTaiHK4p3EKVyDlRLgWoFSCrTUBlu2gmEYOzZWbO7vHxK2Hz3PAza/bMzndV26sN5669Yt2ej+PM9zfz4fLia90e4B6gKJFtIrlnkN3paWEwQCu7h4MdG0sbu7n0BgFwDLlo2VxGttOcrzgbcYSvpi3X08H3gLgEeWGcvh7Ww5zHcCEYYufgDAme5evhNIBIYPLjPmd+5uOcDWwKvEk96e7vNsDbwKwCeXjZXE29uyl6ZAE/GLcQDOdZ+jKdAEwMeXGcvhHWjZzauBrXyQ9J7v7uHVwFYA7l9mLIl3qGUnkUADH1xMFGTp7T5DJNAAwH3LHhz1HW1p5a3A8wwnfX3dMd4KPA/AomXGcngnWlrYFQgwfPEiAP3d3ewKJP5j3rPMeEmsrSXCu4E6RpLege4o7wYSrdG9y8ZKCXW0hDkU+CojFxOdLAe7OzkU+CoAxcuM5fBiLSGOBdZwKekd6j7NscAaAAqWGUvinW0J0j6uHWy8u532QOIof27KXroLLUFi47zD3e3Ekt7ccd6BlqChxexIdzu9SZ8rZczUbPLLHbYA2718giAIwsQYsdn7PNJ1itwVFXwwmEt0w2biXe1oxwegLoHKZM7jf8aCb/2PWzxbMzpu09XWRk/F5UqeobaszvF7t011jisx485Er2+IjgbQlxm4qFnfYG7xvKHh5GgAfZnBi5fY0HDSoD3XcGw0gB7zjfBcwzHTmJsbDo4G0Je5eHGEzQ0HTd6Ghn2jAfSYd5iGBmMpm60Nu0YD6MsMXRxma8Mu05j/2PDOaAA95v2Af2x4x+QNNbSMBtCXiV/8gFCD8cztaw2vjQbQY744rzW8ZhqzpSE0GkBf5oOLcVoazGdj32n4wWgAPeYd4p2GHxi0XQ1bRwPoywxfHGJXw1bTmPsaGkYD6DHvRfY1NJi8Bxs2jwbQlxm5eJGDDZsN2i8avj4aQI/5BvlFw9dNY55s2DAaQF/m0sVBTjZsMHmjDdZnKaIN5qP8HhtvT4q3z8bXZzGmXYetuIVXEARBsCYeCdJf5qVvYRr9ZV7ikcQVvXSbvc+XSOe4O5cz/+1JLnX9EoZnoQZcpF3K5zde/NtpEUADKIdNV1sb3QqXq4KCgjbc7ksUFLSNBtYuRwUF2W24cy5RkN12WwbQMAOD6FOx+IT1jph1SepUPRobtPRZ6V2xAQuntR6L9Vt6U/X3YuYC7HZ6T6zX0mul98TOW3rPpujnYucsfVb6+ViPpfd8zLylptfGm6r3xSwbYVrq/THr7ThW+kCsy9Kbqg/GzAdgdvpQzHqbj5Uet+lwZaUP23hT9REbn5Vu12HLThcEQRCMxCNBhuoq0dF20BodbWeorpJ4JEhOtXVb7/hAIoEwTY2QldlLRkbyauDgRaIbNpteY6pwuAOQsh0D5UroAjADg+j5BY4J68UFmRZOs+4ucFr6rPTCApeF01ovKMi29KbqdxXkWPqs9PyCPEuvlZ5fMNvSOzdFn1Mwx9Jnpc8uyLf0zi6Ya9LybLypek7BXZY+Kz27wLqeppXuKii09KbqzgK3pc9KzywotnBa644C66N5Kz3Dxpuqp9v4rHRl47XTBUEQBCPxzTZX9Davx7WigrxNjaS7PaAUl1QGQ6a23pDpGDshFu+wPrkzFTjmVpDpaUQly9oph4dMT+NoUmH8QpD+k176jqfRf9JL/A5p9T2eGRdEB6rcuLKM3epdWYpAlTngqa9agDPL+BE4s9Kor1pg0Gqr7sWZlZ7iS6e26l7TmNVVi8lK8WZlpVNdtdjkraryk5WVkeLNoKrKb9BWVy0lM8WXmZXB6qqlpjGfrHqYzKxZKd5ZPFll6olDedUyHCleR9YsyquMe4cfq3oMR5YjxefgsarHTGMuqypnVop3VpaDZVXmFtkPVz3BrKzMFG8mD1cZC7cvrVpNRoovIyuTpVWrTWP6q6rIyMpK8WbhrzLX2VxcVU16ijc9K4vFVdUGbWHVOtKznCk+Jwur1pnGXFBVT1qKNy3LyYKqepPXXWU+S6GyXLirzEf5+Tbe/BRvjo0vx2JMR1UAUrxkuRK6IAiCcFW0zb7ny7prRQUFO9pw/+ISA30uQwB9GaXGtpU6iq1P7kwVjrkVZH+sjZz7L5H9sTZDAD0Uq0QPtwMaPdzOUKzyjgukZ1xi4eXkwfUNUU7F4swvcBCocpuSCmEseXBDw0k6YkMUF2RSX7XAkFQIY8mDzzUcIxobxF3gpLbqXlNSIYwlD25uOEhXbIDCAhfVVYtNSYUwljzY0LCPWKyfgoJsqqr8hqRCGEse3Nqwi/difdxVkMPqqqWmpEIYSx78x4Z36In1kl+Qx5NVD5uSCmEseTDU0MLZ2HnmFsymvGqZIakQxpIHX2t4jXOxc8wpmMNjVY+ZkgphLHmwpSHE+dhZZhfMZVlVuSmpEMaSB99p+AG9sR7yCvJ5uOoJQ1IhjCUP7mrYSl/sPXIK7mJp1WpTUiGMJQ/ua2igPxYju6AAf1WVKakQxpIHDzZsZiDWhaugkMVV1YakQhhLHvxFw9cZjEVxFrhZWLXOlFQIY8mDJxs2MBTrILOgmAVV9aakQhhLHow2rCceO4WjYD7uqoApqRDGkgd7GtYzHDtFRsF88qsChqRCGEseHN9iNqcqYEoqhCt32BIEwR6l1BygGfACbUC51vo/LHz/AvwnYLfWevk4/bvAEkABx4E/01pb7+8TpjWqcH5iK4eFnkqGu5jhztMmXevEyTzlzMJdX216fDoS77Gp3NGzHkfunbOGKK2t+qVPb5YsWaL3798/1dMQhDsOpdQBrfWSqZ6HIEwlSqlvAOe01l9XSq0DPqy1/msL38OAC/hiShCdq7W+kPx5M/Ce1tqcqTwOWfemJ5f3RBu2dGS5yNzUiGNFSpWlcIhYzRr04Fg+lUZx8WIeaYW/ibu+mrnlxpM405W+42mAVfyoyPnoJQv99uVK696M284hCIIgCDeZR4HvJ3/+PmDe2wZord8BTBng4wJoBTixjkaE2wDHigoyNzWikvueldtjGUAD5K4sp+CbW0ibnY8GLg1nMJz+UYq3vMTHjuy4bQJoAGXT6vuyHh8I0h/z0hdNoz/mJT4wM7d5SBAtCIIgCJOjQGt9OQOsG7DOaL4CSqm/Tz53IbDFxlOplNqvlNp/5syZa56scHNxrKgge0cbOb+4RPaONhwrKhgIB4n5vUSL0oj5vQyEE0HkB4M5XGh309/1Ud4/s4CLHZr2ygBng/ZNwaYjjnybyh35AeIDQYZ6K9Ejyf3SI+0M9VbOyEBagmhBEARBSEEp1aqU+pnF7dHxPp3YEznpM8la6y8AbuAo8FkbT6PWeonWesm8efOu5W0IU8BAOEhvTSUjnYmydyOd7fTWVDIQDhJd34AeMPYn0AMXia439zKYzjhyK8gsaERlJCt3ZHjILGjEkVtBvM9mv3TfeuLxIP39Xvr60ujv9xKP396B9YxLLBQEQRCE60Vrbc5cTqKUiimlCrXWXUqpQsC6mP3VX2NEKfUK8FXg769xqsI0o++59ejBlKZXgwOcW/sUjt58Zn0ojaGhnNE23wDxU9Y9DqYzjtwKyyRCPWJTsUS1MzRUCSTrYuvL98EhzVamD8HIBbxlJ0lbeBxv2UmCkQu23lDkLL6yw+QtPICv7DChiLkpCEA4EsNftoeihTvxl+0hHLH/g49EOigre4eFC9+grOwdIhHrBhwALZE2lpdtx7/wZZaXbacl0mbpa42cYFXZNh5a2Miqsm20Rk7YjrkzcpSnyhr59MJv8VRZIzsjR229uyOHWVv2Io8v3MDashfZHTls6dsbOUBt2Sa+uPAZass2sTdywHbMA5G9bCqr5ZmFX2RTWS0HInttvYciu3mhbC3PLnycF8rWciiy29J3NLKTxrKn+dbCR2kse5qjkZ22Y56ItLKtbBWNCx9iW9kqTkRabb1tkRa2ly3n5YV+tpctpy1ifUmtIxKhtayMyMKFtJaV0RGJ2I4Zi4TZU/YAOxcWs6fsAWKRsK33bCTE4TIfBxbmcbjMx9mIubPjZS5Egpws83J8YRony7xciFgfwQ9EgsTKvEQXphEr8zJg4wP7TluCIFyR14HPJ3/+PLB9ok9UCT5y+Wfg08AvbvgMhSljJGodRKqROEpBWtolsrLGmqwAOOZPekfQtEWl2/QayEzncgA9xgDx+O3bJXfGnYkORi5QWRcbbf3dHh2msi4R8FasyDV4Q5GzrKlrZzDpPR2Ns6YuUaqmfMVYSbxwJEZN3bHRFuGd0SFq6hItv1euMP7hRyId1NUdHm39HY0OUleXCExXrDCWxGuJtBGoe3fU2x0dIFD3LgDLVnhHfa2REzxfN9b6Oxbt5/m6RMvvR1YYy+HtjBzlO3VvjXrPRPv4Tt1bADy4wlgSb3fkMFvrIqOtv3uivWytSwSHn1wxVhJvb+QATXWvjvrORc/TVPcqAB9fYSyHdyCyl1frmkZbf5+PnuPVuiYA7l9hLIl3KLKbSN3WUW9vtIdIXaKV930rxkriHY3s5K26htHW333RM7xVl7j0tWjFg4YxT0Ra2VX3/Ki3PxpjV93zANyzwnhiqS3Swrt1gdHW3wPRbt6tS9RI9q4YK4nXEYlwqK5u1DcYjXKorg6A4hXGRJBYJMyxuq+Otv4einZyrO6rABSsMJbEOxsJ0V63Bp30xqOnaa9bA8DcFcaSeBciQWJ1laMtvYej7cTqEkfwueMSWAYiQXrH+Uai7fQmfa6URJfUrPLLnbYAy6QYQRBG+ToQUko9DbQD5QBKqSXAn2utVyfv7yKx5zlbKdUBPA28DXxfKZVLosTdQeAvbv1bEG4W6e75ia0cKWg91kNCKcjM7GN42IVyZeEOmHsZ3K44cgIM9VYat3QoF6RZd3TW+vbtkjvjStx5y07SHh026R53Bm07jE1UfGWHOR01twMvcTs4smMsiPSX7aEzam4RXuTOZN+OTxi0srJ3iEbN7cDdbic7dhgbniwv20531PxHdbfbxRs7xrbdrSrbRixqLiFa4M7mlR2PG7Snyho5EzW3A5/nzuF7OyoN2tqyF+mJmtuB57vz+PaOvxy9X1u2iXNRc4vwOe7ZPLejzqBtKqvlfNTcDny2ew51O54zaC+UraU3am79nefO5692fHv0fmPZ0/RFzUk1Oe55VO74rkHbVraK/qj5KkG2u4DHd7xi0LaXLWcg2m3yutx38+iON0bvt5aVMRg1t/h2ut08smOHQdtT9gBD0U6TN9NdxCd2vGvQDpf5iEfNNUMd7hI+tuOIQTtZ5mXYohZphtvDgh1to/djZV5GLHzpbg8F43wA/WVe6/qmbg/ZKd7Rx6TEnSBMCVLi7vbh8p7o8Vs6tFYMDeUZtnBoDfG5v4M7UMXcCnMvg9uZ+ECQeN969MgpVPp8HDkB4pfWo7XFmqM8ZGe33fpJTpA7qsTdqS5zAG2nd3SZA2grPdplDqDt9K4ucwBtp8e6rI/KUvX3uqxr8FvpPV3mANpO7+kyB9AAZ1P0c13mANpOP99lDqDt9N4ucwCd0I1bavpsfFZ6f5f11kQrfaDLektOqj7YZd2G1Uof6jIH23Z6vMt6m4+VPmzTFStVH7HxWelX67QlCIIg2BMPB+n3e+krSqPf7yWerMDhWllB3jcbSS9KtvtOc5gCaIBZ84v4WNsbMy6ABnC4KsguaCPHfYnsgjYcrgocjgCJsunjcSX125MZF0TPL7TeoWKlFxea229a6e7CTEuflV5Y6LRwWusFhal/TNb6XYXZlj4rPb8wx9JrpecX5ll656bocwpnW/qs9NmFcyy9VnpeYb6lN6/Q2F0yx8ZnpWcX3mXptdJdhdZ70FJ1Z6F1G1YrPbPQ3F7eTncUmjte2ukZFt2vrPR0G5+VbtVR60q6IAiCkCAeDjJUU4lOVuDQne0M1VQaAumCfW24Oy+Ru/llRmYZ1zXldJJfv24qpj5lOBwVZGY2olSyoofykJnZeNsmFcIMDKID1fm4spRBc2UpAtXmgKu+2o0zxevMUtRXGwOe2uoFOLPSUnxp1FYbt4cAVFffS1ZWukHLykqnuvpek7eqerGlt6p6sUFbXe0nM8t4EJCZlcHqar9pzCerl1p6n6xeavKWVz+MI2uWQXNkzaK82rjt5LHqZZa+x6rNR8/Lqh9jVpbxIGRWloNl1eZeBA9Xl1t6H6427gdeWv0EGVnGA5aMrEyWVj9hGtNfvdrS669ebfIurq4iPSvLoKVnZbG42rg3bWF1taVvYbW5PeuC6nWkZRkPmNKynCyoNn9ZuqvrUSleleXEXV1v8uZXB1BZrhSvi/xq4xF8jo0vp9p8pO+oDkCKlyxXQhcEQRBsiT+3HlIqcDA4kNBTyC1fScGWb5BRUgRKkVFSRMGWb5BbvtLknek4HBVkZ7eRk3OJ7Oy22zqAhutMLFRKzQGaAS/QBpRrrf8jxVMGvDBOWgis0lq/ppT6B+D3gcv7B/5Ma/3T65nT5eTB9Zt7ONU1zPzCDALV+aakQhhLHtywOUpHV5ziQgf11W5DUiGMJQ8+t/kk0a4h3IWZ1FYvMCUVwljy4ObNx+jqGqSw0El19b2mpEIYSx5s2HyQWNcABYUuqqoXG5IKYSx5cOvmfbzX1c9dhdmsrvabkgphLHnwHzfvoqerj/zCHJ6sXmpKKoSx5MHQ5nc429XL3MI8yqsfNiQVwljy4GubWzjXdZ45hbN5rHqZKakQxpIHWza/xvmuc8wunMOy6sdMSYUwljz4zuYQvV1nySucy8PV5YakQhhLHty1+Qf0dfWQU5jP0uonTEmFMJY8uG/zVvq73iO78C781atNSYUwljx4cHMDA10xXIUFLK6uMiQVwljy4C82b2awqwtnYSELq6tNSYUwljx4cvPXGeqKklnoZkH1OlNSIYwlD0Y3byDe1YGjsBh3db0pqRDGkgd7Nq9nuOsUGYXzya8OGJIKYSx5sG/zeka6TpFeOJ+c6oApqRDGkgfjm9eju06hCufjqA5IUqEgCMJV0DYVOOz03PKVd2TQPNO5rsRCpdQ3gHNa668rpdYBH9Za//UV/HOAXwLFWuuBZBD9htb61cm8riRYCMLUIImFgjA1yLo3vej3exNbOVJQRR6y97Xd+gkJN42bmVj4KPD95M/fB8zX7I18BmjROrWVjSAIgiAIwu2BozYAzpTtcE5XQhfuGK43iC7QWl8uUdANXK1a+Crg5RQtoJQ6pJR6QSllncEHKKUqlVL7lVL7z5wxlzsTBEEQBEG4FThWVpD5zUZUsgKHKvKQ+c1GhodnEfP5iOblEfP5OPvf1nHSW8bxtIWc9JZxIWjfqEu4/bjqdg6lVCtwt8VD64Hva61nj/P+h9b6wzbjFAKHALfW+oNxWjfgABqBX2mtN15t0nJZSxCmBtnOIQhTg6x705+BUIjeNWvQg2MlbbVWDF3MHS1vp1xZFDRuIrfCnFMjTE+uazuH1voRrfVvWdy2A7FkIHw5ILYu0pugHPinywF0cuwunWAI+Hvggcm8MTuC4QG8/hhpRV14/TGCYfvdI6HwBXz+k+QVHcfnP0kobN0iPBw+i99/mKKiA/j9hwmHrduDA0TCMcr8e1hYtJMy/x4iYfsW4S3hDpb738Ff9AbL/e/QErauHdwabmOVfzsPFb3MKv92WsNttmPuDJ/gKf82Pl3UyFP+bewM27cI3x0+ylp/IzP7xVcAACAASURBVI8XfYu1/kZ2h61bhO8NH6bW/yJfLNpArf9F9oat24MDHAgfYJN/E88UPcMm/yYOhO1bhB8K7+UFfy3PFn2RF/y1HApbtwg/Gt5No38t3yp6nEb/Wo6GrduDA5wI72Sb/2kaix5lm/9pToR32nrbwq1s96/i5aKH2O5fRVvYukV4R7iFVv9yIkV+Wv3L6QhbtwcHiIUj7PGXsbNoIXv8ZcTC9mcezobDHPY/wIGiYg77H+Bs2L5F+IVwiJN+H8eL8jjp93EhbN0ifCAcJOb3Ei1KI+b3MhC+QttvmzqngiAIwuTo27DBEEADKKVxZI71adADF+lZv/lWT024SVxv2+/Xgc+TaIH6eWD7Fbx/CtSOF5RShVrrLqWUIrGf+mfXOR+C4QEqa3oZSP4dt3deorImUfyjYqVx/1IofIE1NTEGB5NtvzuHWVOTCHjLV45V8wiHz1JT0z7q6+yMU1OTSChYudJYySMSjlFXc4yLg4kW4dHOIepqEi3CV6w07nZpCXcQqDnMxcFk2+/OQQI1ieB02cqxah6t4Taer3mXoaQv1jnA8zWJ7nePrPQaxtwZPsF3anYxNJhs+93Zz3dqEi3CH1xprOaxO3yUrTVvEU96ezr72FqTaBH+yZVj1Tz2hg/TVBMhPphs+93ZS1NNIjD8+EpjJY8D4QO8WvMqHyS95zvP82pNIm/0/pXGah6HwnuJ1DTxwWCy7XfnOSI1iRbh960cq+ZxNLybt2q2Mpz09XX28FZNoj34opXGSh4nwjvZVdPA8GCy7XfnGXbVJFqE37PyQYO3LdzKuzXPM5L0DnTGeLcm0SLcu3KsmkdHuIVDNQFGBpNtvzu7OVST2PdWvNJYySMWjnCspo5LSe9QZ5RjNYmujgUrjWcezobDtNd8dfRLN97ZSXtNokX43JXGLO4L4RCxmrEzHMOdp4nVJFqE564cq+aR2ilrpLOd3ppk2++VKW2/k3VOL5dpulznFBKXKgVBEISJM9JhfRJMqUuG+8OnrBt4Cbcf11udYy4QAuYD7SRK3J1TSi0B/lxrvTrp8wL/BpRorS+Ne/6PgHmAAn6afI51e75xXLHttz9Ge+clk+4pSqNtnzGI9flPcrrT3MmwpCiDI/vGakD7/Yfp7DR3NywqcrBvnzGILPPvIdpp7mToLspkxz5ji/Dl/nfo7jR3Mry7yMkb+8ZqNa/ybyfWaT6bXlDk4pV9jxq0p/zbONNp/gjnFWXzvX3GFuFr/Y30dJo7GeYX5fDtfWMtwmv9L3Ku09zdcE5RHs/t+0uDtsm/ifOd5k6Gs4tmU7fP2CL8BX8tvZ3mToZ5RXP4q31jLcIb/Wvp6zR3J8wpyqdy37cN2jb/0/R3mvfMZxfN4/F9xhbh2/2rGOg0XyVwFRXw6L6xFuGt/uUMdprbgzuL7uaRfW8YtD3+MoY6zd0JM4vcfGKfsUX4Yf8DxDvNLcIdRUV8bJ+xRfhJv4/hTnOL8IyiEhbsG2sRHvN7GbHIGE8v8lCQkjF+Ldnlsp1DEKYG2c4x/Yn5fIycNn9PX7qUxsD7Y/FHhsfNgrYdJp8wPbnSunddZ6K11meBhy30/cDqcffbgCIL30PX8/pWnIqaA2g7vSNq3SI8VY9GrduDW+ldUesW4VZ6LGrdIjxVfy9qvR3FSu+JWh+DWOk9UesW4WdT9HNR6/bgVvr5qHWLcCu9N2rdIjxV74vatP2OmrfU9Nt4rfSBqPXuo1R9MGq9HcdKH4pan2Gw0uNR6xbhVvpw1PoMR6o+YlOj1EqfbJ1TQRAEwZ6c+nrLPdHxobGOwcqVRX7A3KhLuD2ZcR0L57ut35KVXuy2PoZI1d1u6/bgVnqh27rAiJVe4LZuEZ6q3+W2bg9upee7rVuEW+n5busW4XNT9Dlu6/bgVvpst3WLcCs9z23dIjxVz3HbtP12zzVp2TZeK93ltm4Rnqo73dZFZ6z0TLd1i3Ar3eG2bhFupWe4rVuEp+rpbpu23xa6svHa6YIgCII9rvJy8rZsIb2kBJQivaSErKf+Aoo+kuhU6HFLUuEMY8YF0YHaHFwpsanLmdBTqa/Nx+lMafvtVNTXGgOu2lq3pa+21hzsVNcuIMtp/FiznGlU15pbhFfV3kuWM6XttzOdqlpji/DVtYvJTPFlOtNZXWtsDw7wZK2fTGdK229nBk/WmluEl9cuxZHidTgzKK81tgh/rPZhHM6Utt/OWTxWa7oIwbLaZcxK8c5yzmJZrblF+MO1jzHLmdL22+ng4VpjufGlteVkpPgynA6W1po7+/lrnyDDmdL225mJv9bcInxx7WrSU7zpzkwW1xpbhC+srSLdmdL225nFwlpje3CABbXVpKV405xZLKg1n3lw165DOVPafjuduGvNLcLza+stvfm1xhbhObUBVErtUuV0kWNRu1TqnAqCINxYXOXlFBw5gru3l4IjR5j7t19nQdsOPnrpFyxo2yEB9Awj/dlnn53qOUyaxsbGZysrKy0fu2/RLLwl6Rw4+AEX+jWeojRe3JhrSioE8C3KxFMyi38/eJG+/kuUFGXwNxvvMiQVAixa5KKkxMHBgwP0949QVORg48YSU1IhwL2LsikuyeJnB/vo7x/BXZTJ+o33mJIKAe5ZlEthiZOjB3t5v3+Yu4ucfGVjqSGpEGDBotncXfIhjh88x0D/BxQUufjyxvtNSYUA3kVzuaskm18e7GGwP868omz+n42fMCUVAsxfNI/8kjx+fbCbwf44+UU5PLHxIUNSIUDxogLmlsym/WCUwf4h5hTlUb7xj0xJhQDuRW4+XPJhOg52cLH/IrOLZvPoxkdNSYUABYuKmV0yl+jBdob6B8krmsMfbSw3JBUCzFs0n7ySfLoP/pp4/yA5Rfk8tPEJU1IhwNxFXrJL7qLn4C+J9w+SXTSPT2xcbUoqBJi9aAEfKrmbcweP80H/AK6iAu7f+GVDUiFA7qJ7cJYU0nvwKMP97+Msuhvfxq+YkgoBshfdS1ZJMX0Hf8ZIfz+ZRW7u2bjelFQI4Fq0CEdJMQMHDzHS34+jqIiSjRtMSYUAmYt8zCrxcPHgv3Opv4+MohLu2vg3hqRCgFmL7iO9xMsHBw+g+y+QXuQhd+OLpqRCgPRF96FKvFw6eAD6LyTqnG588YpJhRs2bOh69tlnG20NgiDcFK607gmCcPO40rp3XYmFU4UkWAjC1CCJhYIwNci6N32Ih4LEN6xHd5xCFc/HUR/AUS4VjWYqNy2xUBAEQRAE4U4hHgoytGZcadDT7Yn7IIH0HciM2xMtCIIgCIJwM4hvWD8aQI8yOJDQhTsOCaIFQRAEQRAmgO6wKQ1qowszGwmiBUEQBEEQJoAqti4BeknNIppWTMz7AAPB8C2elTBVzMggOhiK4/X1k5bXh9fXTzBk3SwFIBQawOeLkZcXxeeLEQpZNzYJhy7g952kKO84ft9JwqELtmNGQmcp8x1mYd4BynyHiYTMTUEu0xKKsdy3B3/eTpb79tASsm7s0RrqYJXvHR7Ke4NVvndoDVk33wDYGWrjKd92Pp33Mk/5trMz1Gbr3R06wVrfNh7Pa2Stbxu7QycsfXtDR6n1NfLFvG9R62tkb+io7ZgHQofZ5HuRZ/I2sMn3IgdCh229h0IHeMG3iWfznuEF3yYOhQ5Y+o6G9tLoq+VbeV+k0VfL0dBe2zFPhHazzbeWxrzH2eZby4nQbltvW2gn231P83Leo2z3PU1baKelryPUSqtvFZG8h2j1raIj1Go7ZizUwh7fcnbm+dnjW04s1GLrPRuKcNhXxoG8hRz2lXE2FLH1XgiFOel7gON5xZz0PcCFkPUX9UAoRMznI5qXR8znYyAUsh0zHgrS7/PSl5dGv89LPBS09QqCINzpOOrNpUG1Vgy97wKtGWnvpLfyqxJI3yHMuOocwVCcyjVDDIxr+udyQuOWTCrKjbWGQ6EB1qzpZXBw7DNwOhVbtuRRXj72nyQcukDNmpjJ980tBawsN5bDi4TOUremnYvjvFlOxaYtHlaUG0vitYRiBNYc4+LgpXHeNNZvuZdl5WMl8VpDHTy/5jBDgyOjWqYznWe2fIxHyo3l8HaG2vjOmndN3i9veYAHy70G7+7QCbau2UV8cKxDo8OZweotS/lk+VhJvL2hozStecvk+9yWP+Dj5cZyeAdCh3l1TYQPBj8Y1WY5Z/GZLSu4v9xYEu9Q6ACRNa+avCu2fIb7ysdK4h0N7eWtNU0MD44dDGU4HfzBls+xqNxYDu9EaDe71mw1eZduWc095caSeG2hnby7poGRwbFukunOTB7YUoW3/MFRrSPUyqE1z5t89215huJyYzm8WKiFY2sCXBq8OKqlObO4d8t6CsqNJfHOhiK0r6lDj/MqZxaeLZuYW24siXchFCa25quGTljK6aRgyzfILR8riTcQCpk6Zimnk7wtW3CVG8vhpSbIAOB0kbml0TZBRqpzCMLUINU5pg/jq3NcUrMYet/F8LAxsE73FFHQ9u4UzVC4kVxp3ZtxQbTX10/7afN78pQo2o4Yu/b5fDFOnx4xeUtK0jlyZCyI9ftO0nna3CK8qCSDfUeMTVTKfIeJnjaf+XaXONhxxBhELvftofu0uR343SWZvHHkE6P3V/neIXba3CK8oMTJK0eMDU+e8m3nzGnz2fR5JS6+d+RRg7bWt42e0+Z24Pkl2Xz7yOOj92t9jZw7bW4RPqckh+eOGOuWbvK9yPnT5nbgs0vyqDvylwbtBd8mek+b24Hnlczmr47Ujd5v9NXSd9rcIjynZA6VR54zaNt8a+k/bW7xnV2Sz+NHvm3QtvueZuD0GZPXVTKPR498d/R+q28Vg6fNVwicJQU8cuQVg7bHt5yh090mb2bJ3XziyBsG7bCvjPhpc4tvR4mbjx3ZYdBO+h5g+HSnyZtRUsSCI2Nf1DGfj5HTp02+9JISCo4cMWj9Pi/6dLvJq0o8ZB9pM+kgQbQgTBUSRE9PomnFYBVHKYX7kv0VY+H24Urr3ozbznGqw/qgwErv6DAH0FZ6tMMcQNvpXR3WW0es9FiHOYC20t/rMAfQdnpPh/V2FCu9p8McQAOcTdHPdZgDaDv9fIc5gLbTezvMAbSV3tdhDqDt9P4OcwCd0M1bagZsvKn6YMd7lj4rfajDejuOlR7v6LL0WunDHeZg20of6bD+0rbSJUFGEATh+kifb+5cfCVdmFnMuCB6frGasF5cnG7hNOvuYuty2lZ6YbHDwmmtFxRnWjjN+l3FTkuflZ5fbO7MaKfnF2dbOGFuij6n2Nwy3U6fXZxn6bXS84pnW3pT9ZziOZY+Kz27ON/CCdnF5u6SLhtvqu4svsvSZ6VnFps7U9rpjuJCS6+VnlFs/YWcqqcXF1v6rHS7BBk7XRAEQTCSE1iHchnXYuVykhNYN0UzEm4lMy6IDtQ7SPl7xuVM6KnU1+fgdBqDa6dTUV9vDA5r6/MtfbX15iCsut5NVoo3y6morjcHQVX1C8hypqV406iqN24RWV1/L5lOY2Cf6Uxndf29pjGfrF9s6X2yfrHJW17vx+E0Hgg4nBmU1/sN2mP1Sy19j9UvNY25rP5hZjlnGbRZzlksq3/Y5H24fpml9+F6497hpfWPkeE0/v4ynA6W1j9mGtNfX27p9deXm7yL658g3Wk8YEl3ZrK4/gmDtrB+taVvYf1q05gL6qtIc2YZtDRnFgvqq0xed301KsWrnFm466tN3vz6dShnyhe100l+vfGLOqe+3tKXU19vGtMqQQanK6ELgiAIV8VVsZK8xm+Q7ikCpUj3FJHX+A1cFSuv/mTh9kdrfdvd7r//fn0lmpqHtKe0T6vcC9pT2qebmodsvc3N7+vS0m6dm9upS0u7dXPz+5a+Hzb36iWlv9Lu3GN6Semv9A+be23HfL25Rz9Yekjfm7tfP1h6SL/e3GPrfbO5W3+q9Md6Se4O/anSH+s3m7stfW83n9afLW3VZbkR/dnSVv1282nbMXc0/1p/ofQ1vSJ3m/5C6Wt6R/Ovbb27mo/rNaVB/XjuS3pNaVDvaj5u6ftJ88/1utKXdGXu83pd6Uv6J80/tx1zf/Mh/bXSF/RXcp/VXyt9Qe9vPmTrPdi8X28u/Zquz/2K3lz6NX2web+l7+fNP9Evla7Tz+dW6pdK1+mfN//Edszjzbt0sHSNfin3cR0sXaOPN++y9f66eYd+rfQpvS330/q10qf0r5t3WPpON7+t3y79rH49t0y/XfpZfbr5bdsxu5vf1D8u/ZTekbtE/7j0U7q7+U1bb0/z6/pQ6YN6f+69+lDpg7qn+XVbb2/zD/WvSv36WG6R/lWpX/c2/9DS935zs+4uLdWdubm6u7RUv9/cbDvmUHOT7iv16Au5SveVevRQc5OtV2utgf16GnwHyE1ud9rtauueIAg3hyutezMusVAQhJuHJBYKwtQg654gTA13VGKhIAiCIAiCINxsJIgWBEEQBEEQhEkiQbQgCIIgCIIgTBIJogVBEARBEARhklxXEK2U+hOl1BGl1CWllG2ykVLqj5RSx5RSv1RKrRun/4ZSam9Sb1ZKWRdZniTBIHi9kJaW+DcYtPeGgnF83n7y0vrwefsJBa2bpYSDA/i9MYrSuvB7Y4SD1k1NACLBC5R5T7Iw7Thl3pNEghdsvS3Bsyz3HsafdoDl3sO0BM1NQQBagzFWeffwUNpOVnn30Bq0buoBsDPYwVPed/h02hs85X2HnUH7rkm7g22s9W7n8bSXWevdzu5gm6Vvb/AEtd5tfDGtkVrvNvYGT9iOeSB4lE3eRp5J+xabvI0cCB619R4KHuYF74s8m7aBF7wvcih42NJ3NHiARu8mvpX2DI3eTRwNHrAd80RwL9u8tTSmfZFt3lpOBPfaetuCu9nuXcvLaY+z3buWtuBuS19HcCet3qeJpD1Kq/dpOoI7bceMBVvZ413FzrSH2ONdRSzYaus9G2zhsHc5B9L8HPYu52ywxdZ7IRjhpLeM42kLOekt40IwYukbCIaJeR8gmlZMzPsAA8Gw7ZjxYIh+r4++tDz6vT7iwZCtVxAE4U5FvisFK66rOodSahFwCXgJeEZrbUodVkqlA8eB/xvoAPYBf6q1/rlSKgSEtdavKKX+F3BQa/0/r/a6V8pSDgahshIGxsW4Lhc0NkJFhdEbCsZZUznE4Div0wVbGjMprxiL58PBAWoqe02+bzbmsbLCWGc3ErxAXWWMiwNjn2uWS7GpsYAVFbkGb0vwLIHKdpN3faOHZRVjzUFagzGerzzG0MClUS3TlcYzjffySIWxicfOYAffqTzM0MDIOG86X278GA9WGBtu7A62sbXyXeLjvA5XOqsbH+CTFd5RbW/wBE2Vu4gPDI/zZfC5xqV8vOIew5gHgkd5tfItPhjnneXK4DONf8D9FYsM3kPBw0QqI3ww8ME47yxWNK7gvoqxFulHgwd4q/JVhsf5Mlyz+IPGz7Co4n7DmCeCe9lV2cTwQHyc18HSxs9xT8XHDd624G7erdzKyDhvusvBA42r8VZ8clTrCO7kUGUDIwND43yZ3NdYRXHFg4YxY8FWjlU+z6Vx3jRXJvc2PkNBxSMG79lgC+2VAfTAxVFNubLwNK5nboWxVvaFYIRYZZ3JW9C4idyKFaPaQDBMb+VX0QOD43xOy7ql8WCIoco1MM6Ly0lm4xYcFea62iDVOQRhqpDqHFPHtXxXCjOHK617N6TEnVJqJ/ZB9CeAZ7XWf5i8X5t86OvAGeBurfVwqu9KXOnLxOuF9naz7vFAW5tR83n7Od1ufv8lHsWRtrGufX5vjM72SyZfkSeNfW3GILbMe5Jou7kduNuTwY42YxOV5d7DdLebz3zf7XHwRttYELnKu4dYu7lFeIEnk1faPmHQnvK+w5l2czvweR4n32szNjxZ691OT7v5jHq+x8W32x4dvV/r3ca5dnOL8DmebJ5re9ygbfI2cr7d3A58tieHurZKg/aC90V6283twPM8efxV21+O3m/0bqKv3dwiPMczm8q2OoO2zVtLf7u5HXi2Zw6Ptz1n0LZ71zLQbm797fLk82jbt0fvt3qfZrD9jMnn9MzjkbbvGrQ93lUMtZuvEmR6CvhE2ysG7bB3OfH2bpPX4bmbj7W9YdBOessYbje3/s7wuFnQtmP0fsz7ACPtnSZfuqeIgrZ3DVq/14duP23yKk8J2W1HTDpIEC0IU4UE0VPHtXxXCjOHqS5xVwSM/+vrSGpzgfNa6+EU3RKlVKVSar9Sav+ZM+aA5jKnTk1c7zhlfQCRqkdPmQNoO73rlDmAttNjp6y3jqTq750yB9B2es8pcwBtp/ecst6ScjZFP3fKHEDb6edPmQNoO733lDmAttL7TpkDaDu9/5Q5gLbTB06ZA+iEbtxSM2jjs9KHTr1n6bXS46est+RY6cOnuiy9qfrIKXOgbafrU9bbfOx0QRCEOxH5rhTsuGoQrZRqVUr9zOL26NWeeyPRWjdqrZdorZfMmzfP1jd//sT14vnKLFro7vnWH5OVXjg/w8JprRfMt94CnqrfNT/T0mel5893Wjit9fz5LgsnzE3R58zPtvRZ6bPn51g4rfW8+XmW3lQ9Z/5sS5+Vnj1/jqXXSnfNN7dtT+hzDfedNj4rPXP+XZZeK90xv8DCaa1nzC+09Kbq6fPN7eXtdDW/2MJprwuCINyJyHelYMdVg2it9SNa69+yuG2f4Gt0AiXj7hcntbPAbKVURop+XQQCiT3Q43G5Enoq9QEHzhSv05XQx1MbyLH01QbMgWF1IJ8slzEIz3IpqgPmgKsq4Lb0VgWMAc/qwAIyXcZfVaYrjdUB4/YQgCcD95LpSk/xpvNk4F6TtzywGEeK1+FKpzyw2KA9FvDjcGWk+DJ4LOA3jbkssJRZKd5ZrgyWBZaavA8HHmaWa1aKdxYPB4zbTpYGlpGR4stwzWJpwLhvGMAfeIwMlyPF68AfeMzkXRwoJz3Fm+5ysDhg3OO2MPAE6a7MFF8mCwNPmMZcEFhNWoo3zZXJgsBqk9cdqEK5sgyacmXhDlSZvPmBaktvfqDaoOUE1qFczhSfk5zAOlJxBOohxYvLmdAFQRAEQL4rhStg1w98MjdgJ7DE5rEM4CTwG4ADOAj4ko/9b2BV8uf/BXxpIq93//33X7HPeVOT1h6P1kol/m1qsvc2Nw3pUk+fzlUXdKmnTzc3DVn6ftj0vl7i6dZuFdVLPN36h03v2475elOvftDzK32vOqYf9PxKv97Ua+t9s6lHf8pzSC9R+/WnPIf0m009lr63m7r1Zz0/1mVqh/6s58f67aZu2zF3NJ3WX/C06hUqor/gadU7mk7benc1/Vqv8bymH1fb9BrPa3pX068tfT9pOq7XeYK6Ur2k13mC+idNx23H3N/0c/01z0v6K+p5/TXPS3p/089tvQebDunNnhd0vXpWb/a8oA82HbL0/bxpv37J8zX9vPqKfsnzNf3zpv22Yx5v+okOetbpl1SlDnrW6eNNP7H1/rppl37Ns0ZvU4/r1zxr9K+bdln6Tjft0G97ntKvq0/rtz1P6dNNO2zH7G56W//Y81m9Q5XpH3s+q7ub3rb19jS9qQ95PqX3qyX6kOdTuqfpTVtvb9Pr+leeB/Uxda/+ledB3dv0uqXv/aYf6m6PX3eqIt3t8ev3m35oO+ZQU7Pu85TqCypX93lK9VBTs61Xa62B/foGfGfITW5ym9ztauuecHOZ7HelMHO40rp3vdU5/guwBZgHnAd+qrX+Q6WUG9iqtf7jpO+PgReBdOB7WutAUl8AvALMAf4d+JzW2noD8DgkwUIQpgZJLBSEqUHWPUGYGq607llv4J0gWut/Av7JQo8Cfzzu/pvAmxa+k8AD1zMHQRAEQRAEQbjVSMdCQRAEQRAEQZgkEkQLgiAIgiAIwiSRIFoQBEEQBEEQJokE0YIgCIIgCIIwSSSIFgRBEARBEIRJcl0l7qYKpdQZoH0C1nzAumfz7ctMfE8wM9/XTHxPHq21fctQQRBuCpNY9ybCdPpumi5zmS7zgOkzl+kyD5jaudiue7dlED1RlFL7Z1pN25n4nmBmvq+Z+J4EQbj9mU7fTdNlLtNlHjB95jJd5gHTay7jke0cgiAIgiAIgjBJJIgWBEEQBEEQhEky04PoxqmewE1gJr4nmJnvaya+J0EQbn+m03fTdJnLdJkHTJ+5TJd5wPSayygzek+0IAiCIAiCINwMZvqZaEEQBEEQBEG44UgQLQiCIAiCIAiTZEYF0UqpP1FKHVFKXVJK2ZZCUUr9kVLqmFLql0qpdbdyjpNFKTVHKfW2UupE8t8P2/hGlFI/Td5ev9XznChX++yVUplKqebk43uVUt5bP8vJMYH39GdKqTPjfj+rp2KegiDcOUxi7fgXpdR5pdQbKbpSSgWUUseVUkeVUmuncC7/oJT69bjv0N+einmMe/zbSqn+a5nDjZqLUuq7SqmDSqlDSqlXlVLZUzSPYHL9+5lS6ntKqVnXMo8bNJcvJ9dhrZTKv9Z5TIYZFUQDPwNWAv9qZ1BKpQMNwDKgFPhTpVTprZneNbEOeEdrfQ/wTvK+FYNa699O3j5966Y3cSb42T8N/IfW+iPAC8Df3NpZTo5J/D01j/v9bL2lkxQE4U5komvHN4EnLPQ/A0qAhVrrRcArUzgXgJpx36E/nap5JE/QWQZ3t3guf6W1Xqy1vg84BXx5iuYRBBYCHwOcwPWcJLreufwb8Ag3rinRVZlRQbTW+qjW+thVbA8Av9Ran9Rax0l8MTx682d3zTwKfD/58/eBx6ZwLtfLRD778e/3VeBhpZS6hXOcLLfb35MgCHcGE1o7tNbvAH0WD/0FsFFrfSnpe28K53KjuK55JE+afBP46lTPRWt9ITknRSJ4vdYqEdc7jzd1EuBdoPga53Ej5vLvWuu263j9STOjgugJUgScHne/I6lNVwq01l3JqTPRKwAAIABJREFUn7uBAhtfllJqv1LqJ0qp6RpoT+SzH/VorYeBXmDuLZndtTHRv6f/Ou6yW8mtmZogCHcwE1077PhN4LPJdaVFKXXPFM4FIJD8Dn1BKZU5RfP4MvD6uDGuh+v+TJRSf5987kJgy1TNIzmXWSTODv/LNc7jhs3lVpIx1ROYLEqpVuBui4fWa6233+r53Aiu9J7G39Faa6WU3dGmR2vdqZRaAPxIKXVYa/2rGz1X4ZqIAC9rrYeUUl8kcYT90BTPSRCE25wbtHbYkQlc1FovUUqtBL4HLJ2iudSSCKocJOoF/zWw8VbOQynlBv4EeHASz7mZnwla6y8kz45vAT4L/P1UzCPJ3wH/qrXedSXTLZrLLeO2C6K11o9c5xCdJPZ5XaY4qU0ZV3pPSqmYUqpQa92llCoELC+paa07k/+eVErtBH4HmG5B9EQ++8ueDqVUBpAHnL0107smrvqetNbj578V+MYtmJcgCDOcG7F2XIEOIJz8+Z+wCdBuxVzGnZ0cSp59fWYK5vE7wEeAXyZ3GLqUUr9M5u/c6rmMf40RpdQrJLaYWP6ObvY8lFL1wDzgixOY703/TG4ld+J2jn3APUqp31BKOYBVwLStZkFibp9P/vx5wHS2XSn14cuXt5IZqb8H/PyWzXDiTOSzH/9+PwP8SE/vjkBXfU/JL4PLfBo4egvnJwjCnclV146r8BpQlvz594HjUzWXy9+hyf2/j5EoInBL56G1/met9d1aa6/W2gsMXCmAvplzUQk+cvlnEuvKL271PJKvvxr4Q+BPL++fvw6u92/21qO1njE34L+QOHoeAmLA/0nqbuDNcb4/JvGF8CsS20CmfO5XeE9zSWSpngBagTlJfQmwNfnz7wKHgYPJf5+e6nlf4f2YPnsSl+U+nfw5C/jfwC9JJCksmOo534D39BxwJPn72UEi233K5y03uclt5t4msnYk7+8CzgCDyfXzD5P6bOCfk2vKHmDxFM7lR8l5/AxoArKnYh4pY/VP1e+HxAnQfxv3mQSB3Cn63Qwn176fJm//Ywr/TtYm7w8D0fHPuVk3afstCIIgCIIgCJPkTtzOIQiCIAiCIAjXhQTRgiAIgiAIgjBJJIgWBEEQBEEQhEkiQbQgCIIgCIIgTBIJogVBEARBEARhkkgQLQiCIAiCIAiTRIJoQRAEQRAEQZgkEkQLgiAIgiAIwiSRIFoQBEEQBEEQJokE0YIgCIIgCIIwSSSIFgRBEARBEIRJIkG0IAiCIAiCIEwSCaIFQRAEQRAEYZJIEC0IgiAIgiAIk0SCaEEQBEEQBEGYJBJEC4IgCIIgCMIkkSBaEARBEARBECaJBNGCIAiCIAiCMEkkiBauG6VUm1LqEZvHdiqlLiql/vVWz8sKpdRHlVL9SqkRpdTqqZ6PIAiCMH25nda3a0Up9XRyXdRKqY9M9XxuJySIvkNQSq1SSu1VSr2vlHov+fOXlFLqFrz8l7XW//kKc/stpdT/UUr1KKX09b6YUurLSqn9SqkhpdQ/jH9Ma31ca50N7Lre1xEEQRCmnum0viml5iil/ik5l3al1ONXmHeZUmqHUqpXKdU22RdWSj2efI33lVKvKaXm2PjylVL/ppQ6q5Q6r5Tao5T6vcuPa62/m1wXhUkiQfQdgFLqK8DfAt8E7gYKgD8Hfg9wTOHULvMBEAKevkHjRYFNwPdu0HiCIAjCNGQarm8NQDw5jwrgfyqlfDbe90msUzWTfZHkmC8BTyRfawD4Oxt7P/AUMA/4MPA3QEQplTHZ1xWMSBA9w1FK5QEbgS9prV/VWvfpBP+uta7QWg9d9iml/lEpdSZ5ZFunlEpLPvabSqkfJY9ie5RSQaXU7Bs1R631Ma31d4EjN2i8sNb6NeDsjRhPEARBmH5Mt/VNKfUh4L8C/11r3a+13g28TiLQNaG1fldr/QPg5DW8XAUQ0Vr/q9a6H/jvwEqlVI7F61xMrrOXAAWMkAimLc9cCxNHguiZzyeATGD7VXxbgDxgAfD7wJPAF5KPKeA5wA0sAkqAZ2/CXAVBEARhoky39e2jwLDW+vg47SBgdyb6evAlxwZAa/0rEmfAP2r3BKXUIeAiicB+q9b6vZswrzsKCaJnPvlAj9Z6+LKglPpxcl/UoFLqPyul0oFVQG3ySL4N+BbJo2et9S+11m9rrYe01meAzSS+iARBEARhqphu61s2cCFF6wVMZ4dvANnJsSf8Wlrr+4Bc4HFg902Y0x2HBNEzn7NA/vi9T1rr39Vaz04+lkbii2gW0D7uee1AEYBSqkAp9YpSqlMpdQFoSj5n0iilKpJZwP1KqZZre0uG8VrGjVdxveMJgiAItw3Tan0jsfc4N0XLBfqucbwb/lrJrR0vA+uUUotvwrzuKCSInvnsAYaAR6/g6SGR3OcZp80HOpM//3+ABj6mtc4FPkfiEtik0VoHtdbZyduyaxkjZbxl48YLXu94giAIwm3DtFrfgONAhlLqnnHaYm5Qvk8KR5JjA6CUWkBia8tx22cYmUVie4twHUgQPcPRWp8HNgB/p5T6jFIqRymVppT6beBDSc8IieoYgeTjHqCaxBE5JC4P9QO9SqkiriGT+EqoBFkkM6mVUllKqcxxj/9Daqm6q4yXkRwvHUhPjidZyIIgCDOI6ba+aa3fB8LARqXUh5Jl5B4FfmDlT841i0RAq5JrlWPc4zuVUs/avFwQWKGUWppMaNwIhLXWpjPRSqn/pJT6pFLKoZRyKqX+mkRFj73X+l6FBBJE3wForb9B4kvjq0AseXsJ+Gvgx0nbGhLldk6S2Cu1jbEScRuA/4vEfqt/JvElcSPxAIOMHa0PAsfGPV4C/NskxqtLjrGOxFmFwaQmCIIgzCCm4fr2JcAJvAe8DPyF1voIQDLg7R/n/c8k1qc3SZwdHwTeGve47dqXHPPPSQTT75E4GPjS5ceTWx3/3+TdTBKl986SOAP/x8CntNbR63qnAkrr6+5tIQi2KKXeIpFBvV9rXXYNz3eQyEC+T2v9wQ2Yzz3APhJnvb+ktf6H6x1TEARBuPO43vXtKmMXAyGt9e/eyHFtXusLwAtAFlCqtb6Wknt3JBJEC4IgCIIgCMIkke0cgiAIgiAIgjBJJIgWBEEQBEEQhEkiQbQgCIIgCIIgTJLbsuxXfn6+9nq9Uz0NQbjjOHDgQI/Wet5Uz0MQ7jRk3ROEqeFK695tGUR7vV72798/1dMQhDsOpVT71V2CINxoZN0ThKnhSuuebOcQBEEQBEEQhEkiQbQgCIIgCIIgTBIJogVBEARBEARhkkgQLQiCIAiCIAiTRIJoQRAEQRAEQZgkEkQLgiAIgiAIwiSZkUF0MB7C2+8jrS8Pb7+PYDw01VMSBEEQBMGCSDxIWb+XhX1plPV7icSDk3p+SzzI8n4v/r40lvd7aZnk8wXhWplxQXQwHqJyaA3t+jQaTbs+TeXQGgmkBUEQBOEmEI4H8fd7KepLw9/vJTyJIDYSD1I3VElUt6PRRHU7dUOVEw6kW+JBAkOVdCef363bCQxVSiAt3BJmXBC9Pr6BAQYN2gCDrI9vmKIZCYIgCMLMJBwPUjNUSWcyiO3U7dQMVU44kN4cX89FBgzaRQbYHF8/oec32Dy/YYLPb40HWdXv5aG+NFb1e2mV4FuYBDMuiD6lOyalC4IgCIJwbTwXX89gShA7yADPTTCI7dKnJqWnErPx2enjaY0HeX6okljyACCm23l+qFICaWHCzLgger4qnpQuCIIgCHc6oXgQX7+XvL40fP1eQhMMJKM2waqdnkqhmj8pPZUCG5+dPp6t8fUMpRwADDHA1gkeAAjCjAuiA456XDgNmgsnAUf9FM1IEARBEKYvoXiQNUOVnE6ekT2t21kzVDmhQNptE6za6alUOwJk4TJoWbiodgQm9Pwqm+dXTeD579kE+na6FTvjQZ7q9/LpvjSe6veyU85i31HMuCC6wlFOY+YWPKoEhcKjSmjM3EKFo3yqpyYIgiAI044NNlsyNkzgjGytI4AzJYh14qJ2gkHwCkcFmzIbcSsPCoVbediU2cgKR8WEnr/MUcH6zEbuTj7/buVhfWYjyybw/LtsAn07PZWd8SDfGarkTPLg44xu5ztDlRJI30EorfVUz2HSLFmyRO/fv/+GjxuKB9kQX0+HPkWxmk+9I0D5BP8jC8KdgFLqgNZ6yVTPQxDuNG7WugeQ15eGxhwLKBS9OZeu+vxwPMhz8fVE9Sncaj61jgArb4O18/Ke6PFbOjJx8UxmI49MYP5P9Xs5o9tN+jzl4XvZbTdyqsIUcqV1L+NWT2a6cvly1uWj8cuXswAJpAVBEIQZS7Gaz2mLYLB4gmdkVzoqbougOZXLgfLW+Hre06e4S81ntSMwoQAaoMdm24edLsw8Ztx2jmvlei5nCYIgCMJUcj1NxupttmTUT3BLxu3MI44KXslu40c5l3glu23CATRAvs1Bhp0+nt3xIGv7vTzel8bafi+7ZQvIbYkE0Uk6bI4c7XRBEARBmA5cb5OxckcFWzIbKUnuKy5RHrZkNspV2KvwpCNAZsrBRyYunrzKwcfueJCtQ5X06HZA06Pb2TpUKYH0bYgE0UnsLltN9HKWIAiCIEwFN6LJWLmjgiPZbfTmXOJIdpsE0BPgQUcFX85sZF7y4GOe8vDlzEYevMpnF4qvJ55y5TvOACG58n3bIXuik9Q7AoY90XDnXM4SBEEQbl+kydjU8aCj4qpBcyp2e6bPypXv2w45E51ELmcJgiAItyPSZOz2wm7P9Fy58n3bIUH0OCZ7OSscD+Lv91LU9/+z9/7RbdV3nvfrKylXtvCPEDs4cRxLzTQUJgOzO0ng4Tlkh0CmPemSwsmyXlpRMkNz1NmBdLaZ0sKjnE1zTnRgCkPPFNiZ0aY8DwyXti5PFjAP6dBkYDfMdPiRmSUZJvwaV3IcJ0rsEFmObN1I/j5/6NqR5HuTOE7iX5/XOTnSfet7r6441+itz/388LByIMROyWcSBEEQLjMyZGx60WbEMCpyqQ0CtMmd72mHmOgLZKdl8mAuwmG7yfphneTBXESMtCAIgnBZkSFj04ubjTAb/XEa7TvfjSrIRn+cm8/jzvfblsnDAyG+mfHw8ECIt8VzTCoybOUCWTkQ4rBDX81FKsi70mRdmKHIsBVBmBymwveeMLm8bZk8n4uUFSUaBLjHH+dGST29ZJzte08i0RdIj0sBgJsuCIIgCIJwobzk0tXjJenqMWmIib5Aml0KANx0QRAEQRCEC+WES5DOTRcuPWKiL5CHXSY8PSyFAYIgCDMCpdQ8pdQvlVKf2I9Xuqz7hVLqpFLq1Qr9c0qpt5VSnyqlfqaUMmzdb29/ar8euvSfRpjuzHMJ0rnpwqVHTPQFst4I85g/ziK7MGCRCvKYP856yUsSBEGYKTwE7NFaLwX22NtOPAZ83UH/U+CHWuvPA58B37D1bwCf2foP7XWCcFbudOnqcacE7yYNMdETYL0R5t2aBIdrh3m3JiEGWhAEYWZxB/Cs/fxZ4E6nRVrrPUCmVFNKKeBW4EWH/UuP+yJwm71eEFy50Qhzjz/OPBUEFPNUUIoKJxmZWCgIgiAIzjRprY/Yz48CTePYtwE4qbXO29vdwCL7+SLgEIDWOq+UStvre0sPoJSKABGA1la5ZS8UjbSY5qmDRKIvEx2WyeqBENdkPKweCNEhvR0FQRAmHaXUbqXUPzv8u6N0nS72g72sPWG11nGt9Qqt9Yr58+dfzrcWZhD7LJPtAyG+k/GwfSDEPvEfFw2JRF8GOiyTLbkIQ3Zrmh6dZEsuAsA6+UUpCIIwaWit17i9ppRKKaUWaq2PKKUWAsfGceg+YK5SymdHo1uAw/Zrh4HFQLdSygfU2+sF4aKyzzJ5MRfhtO0/TuokL9r+Y7n4jwkjkejLwBNWdNRAjzBEliekt6MgCMJU5hVgg/18A/Dy+e5oR67fAO5y2L/0uHcBf6un4+QzYcqzy4qOGugRTpNll/iPi4KY6MvAEZcejm66IAiCMCV4FPg9pdQnwBp7G6XUCqXUjpFFSqm9wM8pFgh2K6W+ZL/0PWCzUupTijnPP7b1HwMNtr4Z964fgjAhTrr4DDddGB9ioi8DC116OLrpgiAIwuSjte7TWt+mtV6qtV6jtT5h6+9prTeWrFultZ6vta7WWrdorf/G1ju11jdorT+vtf6PWuucrQ/Z25+3X++cnE84O+nImqxOhbimx8PqVIiO7LlzhHdlTW5PhVjZ4+H2VIhd57HPVGCui89w04XxISb6MrDZiFFV0duxigCbpbejIAiCIFwwO7MmK1MhFvV4WJkKsfMc5rYja7IlHaGnkESj6Skk2ZKOnNVI78qaxNIRjtr7HC0kiaUjZzXSu7Mmd6dC3Nrj4e5UiN2TZLrXGjHmVPiPOQRYK/7joiAm+jKwzgiz3R+n2R7M0qyCbPfHpahQEARBEC6QnVmTB9MRDtvm9nAhyYPpyFmN9BOZKEO6okZJZ3ki454j/LTLPk+77LM7a/J4OkLKPq9UIcnj6cikGOnlRpi7/HHm2r2l56ogd/njUlR4kVDTsZZhxYoV+r333pvs0xCEWYdSap/WesVkn4cgzDZmy/dee7adbZltdBe6afG2sLV2K22BNse1K1MhDheSY/RF3iDvNiUc97mmx4N26FSoUHzYPOz8PmfZ512Hfe5OhUg5nFeTN8hPXc7rzazJc5kovYUuGr2t3Fsb45aAGN2pwNm+9yQSLQiCIAjCpNOebWdTehOHCofQaA4VDrEpvYn2bLvj+p6Cc3Gcmw6w0OtSo+SiAzS5vOamH3N5fzf9zazJU+kIx+3I9fFCkqfSEd6chMj1fsvkhwMhvp/x8MOBEPulp/RZmZCJVkrNU0r9Uin1if14pcu6XyilTiqlXq3QP6eUelsp9alS6mdKKWMi5zPd2WWZ3D4QYmXGw+0DIXbJxSsIgiDMErZltjGoB8u0QT3Itsw2x/XNLibWTQfYXBujSlXUKKkAm2vdc4Tvd9nnfpd9rnJ5fzf9uUyUXEW6SE5nee4sKSaXgv2WSUcuQlonAU1aJ+nIRcRIn4WJRqIfAvZorZcCe3Bv0/MY8HUH/U+BH2qtPw98BnxjguczbdllmcRyEY5qu3BBJ4nlImKkBUEQhFlBd6F7XPrDtTGqK8xttQrw8FkM8bpAmO31cZq9do2SN8j2+jjrzpI6sTYQJlofZ4G9zwJvkGh9nLUu+2ysjeGvOC+/CrDR5bx6XSLUbvqlYo9LT+k90lPalYma6DuAZ+3nzwJ3Oi3SWu8BMqWaUkoBtwIvnmv/2cDTLgNZnpaLVxAEQZiGmNmdhFI34OlpIZS6ATO786zrW7wt49LXB8I8Vh9nkW1uF3mDPFYfZ/05conXBcK80ZTgw+Zh3mhKnNVAj7A2EObVpgTvNg/zalPC1UADrAmE+U59nCb7vJq8Qb5TH2eNyz6NLhFqNx3grazJt1Ihvtbj4VupEG9dhNSPtEvvaDddmPjY7yat9RH7+VGgaRz7NgAn7XGoAN3AIrfFSqkIEAFobZ15/Q1TLhepmy4IgiAIUxUzu5NI+rtk7fSMZOEwkfR3AQgH1jvus7V2K5vSm8pSOqpVNVtrt7q+z/pA+JymeTJYEwi7muZK7q2N8VQ6UpbS4VcB7nWJXL+VNdmRjmDZ63sLSXaki6O8b57Af4t61WqncozVBWfOGYlWSu1WSv2zw787StfZI0svWasPrXVca71Ca71i/vz5l+ptJo0ml4vUTRcEQRCEqUo08+iogR4hqweJZh513act0MaT9U+y2LsYhWKxdzFP1j/p2p1jpnBLIMwD9XHm25Hr+d4gD9THXbtztGeiowZ6BEtnaZ9gDvVtLj2lb5Oe0q6cMxKttV7j9ppSKqWUWqi1PqKUWggcG8d79wFzlVI+OxrdAhwex/6XHDO7k2jmUboKPbR6m4nVPuT6C3qi3G/EiOUiZSkdVQS4Xy5eQRAEYZrRVegZlz5CW6BtxptmJ24JhM+7pZ1brnTfBHOor7d7R++xoqR1F/WqlduM2KgujGWi6RyvABuAR+3Hl893R621Vkq9AdwF/HS8+19qLuRW1ERYa1+kT1tRUrqLJtXK/UZsVBcEQRCE6UKrt5lkYWxcrNXbPAlnM7No9LbS69CHuuEsOdTny/VGWEzzOJhoYeGjwO8ppT4B1tjbKKVWKKV2jCxSSu0Ffg7cppTqVkp9yX7pe8BmpdSnFHOkfzzB87loXMitqImy1gjzak2Cd2uHebUmIQZaEARBmJbEah8ioKrLtICqJlbr1sRLOF/aamMYFd0/DBWgzSGH+u2sycOpEN/s8fBwKsTbkzR+fKYyoUi01roPuM1Bfw/YWLK9ymX/TuCGiZzDpeJCb0UJgiAIwmxn5I7t5UqJnE2MFA+2Z6L0Fbpo8LbSVhsbU1T4dtbk+ZICxBOFJM/bBYg3TsFizOnIRNM5ZixyK0oQBEEQLpxwYL2Y5kvEzYHwOTtxvORSgPhSJnpRTPRBy2SvFSWju6hVrawyYlw7y+6gy9hvFy7kVlR7tp1lqWXU99SzLLXMdVTphbDbMrl7IMStGQ93D4TYLUNYBEEQBEFw4YRLoaGbPh4OWiav5yJk7OmGGZ3k9VyEg7PMm4iJdiEcWE+8/gcEvYtQKILeRcTrf+D6q7o9286m9CYOFQ6h0RwqHGJTetNFMdK7LZPHcxFS9jTDlE7yeC4iRloQBEEQBEfmuRQauunjYa8VJV8xIC5Plr2zbECcmOizEA6sJ9H0DsPN3SSa3jnrbaltmW1lDeIBBvUg2zLbJnweO6wouYqLNUeWHbPsYhUEQRAE4fy406UA8U6HAsR9WZPtqRDf6fGwPRVi3zkKEDMug+Dc9JmKmOiLRHehe1z6eDjmclG66YIgCIIgzG5uDIS5pz7OPG8QUMzzBrmnPj4mH3pf1uTFdISThWJqxslCkhfTkbMa6VqXQXBu+kxFCgsvEi3eFg4VDjnqE+Uq1UrKYRTnVbPsYhUEQRAE4fy5MRA+ZxHhrkyU0xUFiKd1ll2ZKMtd9l1lxHg9FylL6fARYNUsGxAnkeiLxNbarVRXFCJWq2q21m6d8LE3GjH8FaM4/QTYOMsuVkEQBEEQLi4nXQoN3XSAa40wX/THqVXFKHetCvJFf3zWdeeQSPRFYmRM6bbMNroL3bR4W9hau/WijC9dY1+UO6wox3QXV6lWNhqxUV0QBEEQBOFCmOtttVM5xupn41ojPOtMcyVioi8ibYG28zbNO7Mmj2Si9BS6aPa28nBtjPVnueWyxgiLaRYEQRAE4aKytjbGi+lIWUrHHBVgrUMBolCOmOhJYGfW5MF0hEH7gj1cSPKgPUXobEZaEARBEAThYjKS97wrE+VkoYu53lbW1sZc86GFM4iJngQeyURHDfQIgzrLI5momGhBEARBEC4rywPhc5rm/VmTPZko6UIX9d5WbquNcf0s9yxSWDgJ9Lgk67vpbrxpmdw3EOIrGQ/3DYR4U4avCIIgCIJwkdmfNelIR0jbbfDShSQd6Qj7z9FP+hPL5IWBEPGMhxcGQnwyw3yKmOhJoNklWd9Nd+JNy+SpXITj9hTD4zrJU7mIGGlBEARBmAJ09Jus7gxxzcceVneG6Oh3/n7e1W9ye2eIlR97uL0zxC6XdZPJHpc2eHsy7kPfPrFM9uYiDNijwQd0kr25yIwy0mKiJ4GHa2NUV0wRqlYBHh5HEv9zLlMMn5MphoIgCIIwqXT0m2xJRejJFwNdPfkkW1KRMUZ6V79JLBXhqL3uaD5JLBUZY6R395vc3Rni1o893N0ZYvdFNtqmCaEQeDzFR7Pi8GmXO+VuOsC7LqPB351BPkVM9CSwPhDmsfo4i7xBFIpF3iCP1cfHlQ/d6zKt0E0XBEEQBGHi7OxvZ2XnMhZ9XM/KzmXs7G8fs+aJ3ihDFZHbIZ3lid5yA/m0y7qnS9bt7jd5PBUhZRvtVD7J46nIGCP9Zr/JfZ0hvvKxh/s6Q7x5nkbbNCESgWQStC4+RiLlRrre5U65mw4w4OJH3PTpiJjoSWJ9IMy7TQkONw/zblPC1UB3ZE1Wp0Jc0+NhdSpEh51/1OgyrdBNFwRBEARhYuzsb+fB1CYO5w+h0RzOH+LB1KYxRvpI3tkoVuopl3Wl+o7eKLkKo53TWXaUGO03+02eSkU4bhvt4/kkT6Ui52Wko1HIlh+ebLaoj3BbbYw5FXfQ56gAt53lDnqNix9x06cjYqKnMB1Zky3pCD0F+3ZQIcmWdISOrMm9LlMM75UphoIgCIIwbtr7d7Ks8wbqP25hWecNtPfvHLPmkd5tDOrBMm1QD/JI77YybaHP2ShW6k0u60r1Yy5Gu1R/zsVoP9d77tSJLpfAcKl+fSDMuvo49d7ihMJ6b5B19fGzdudYacTwVfgUHwFWziCfIiZ6CvNExuV2UCbKLUaYB/xx5qtiSsh8FeQBf5xbZCCLIAjChFFKzVNK/VIp9Yn9eKXLul8opU4qpV6t0D+nlHpbKfWpUupnSinD1n9fKXVcKfW/7X8bL8fnEc5Oe/9ONqW+y6H8YTSaQ/nDbEp9d4yR7sl3O+5fqW9ujFFVEbmtUgE2N5YbyPtd1t1fsu4qF6Ndqve6GO1K/a1+k291hvjaxx6+1RnirX6TVpfAcKV+fSDMt5sSfL95mG83Jc7Z3m6pEWaVP06NPRq8RgVZ5Y+zdAb5FDHRU5gjLgn7I/otRphnahK8UjvMMzUJMdCCIAgXj4eAPVrrpcAee9uJx4CvO+h/CvxQa/154DPgGyWv/Uxr/W/sfzsu5kkLF8a23kcdI8zbeh8t05p9LY77V+rr6sJsb4rT7CsGupp9QbY3xVlXV/49vbYuTLQpzgJ73QJfkGhTnLUl6zY2xvBXGG2/CrCxxGg3uhjtUv2tfpMdqQi9+WK3jN58kh2pCH/0FyaB8sNF7CfxAAAgAElEQVQTCEBsnAHjg1mTeCrEn/V4iKdCHMyaLDXCfK0mQaR2mK/VJGaUgQYx0VOahS4J+266IAiCcNG4A3jWfv4scKfTIq31HiBTqimlFHAr8OK59hcuLWZ/B6HO1Xg+voZQ52rM/g7Hdd35nvPSH27cSrWqLtOqVTUPN24ds++6ujBvLEnw4dXDvLEkMcZAj7C2LsyrSxK8e/Uwry5JlBlogDV1Yb7TFKfJNtpNviDfaYqzpmTdvS5G+94So93eG8WquLtt6SzdX4gSj0MwCEoVH+NxCI/D7x7MmryejpCx+0hnCkleT0c4eI4+0tMdMdFTmM21LreDZJ69IAjCpaZJa33Efn4UaBrHvg3ASa113t7uBhaVvP4flFL7lVIvKqUWux1EKRVRSr2nlHrv+PHj4zp5oWigI6ktJPM9aDTJfA+R1BZHI93ia3Y8RqW+vq6Nx5qeZJFvcbG7lm8xjzU9yfq6tkvyGUZYUxfmp0sS/O3Vw/x0SaLMQAPcUhfmgaY4822jPd8X5IGmOLeUrHNL+ejLdxEOw8/2m3zv0xBfet3DP98U4u1xtNHbm4mSrzDoeZ1l71n6SM8EZOz3FGadnW/0RCbKkUIXC72tbK6NjeqVvGWZtFtRenUXjaqVNiPGzTPs1okgCMLFQim1G1jg8FLZN7/WWiul9EV62w7gJ1rrnFLqmxSj1Lc6LdRax4E4wIoVKy7W+88aor1PkNVDZVpWDxHtfYJw3boyfWvjQ2xKfbcspaNaVbO1cWwWz/q6tktumi+EW+rCZaa5kkZfq53KUU6Dr5W3+02eT0VGI9Un8kmeT0UAuPEsxxwh45J+6qbPFMRET3HWBcKuphlgV9bk6UyUUyrJgirFyP/ne3WSHbniH4AYaUEQhLForde4vaaUSimlFmqtjyilFgLHxnHoPmCuUspnR6NbgMP2e/aVrNsB/OACTl04D7ryR85bb6tbDxRzo7vzPbT4mtna+NCoPhNoa4yxo8QoAxgqQFtjjJdcUj1e6o2el4mu9bbaqRxj9ZmMpHNMY3ZlTWLpCEcLSRr9UBkoscjSPoMmAwmCIFxGXgE22M83AC+f745aaw28AdxVub9tyEf4CnBwwmcqONLqWzguva1uPR8seYf01d18sOSdGWWgAW6uC7OxKU6jnfLR6AuysSnOzXVhTrikerjplayqjeGrSD/1qQCrzpF+mrBMXh4I8ZOMh5cHQiSm2UhwiURPY54uaYHnU85r+mbQZCBBEITLyKNAu1LqG0ASaANQSq0A/lBrvdHe3gtcA9QopbqBb2it/wb4HvBTpdR24J+AH9vH/ZZS6itAHjgB/P7l+0izi1jjZiKpLWUpHQFVRaxx8ySe1eRyc12Ymx0iy/N8rZxwSPWYV9LdY1+/ya7eKCfzXcz1tbK2McZy+1jX2nfM92aiZApd1HpbWVUbG9WdSFgm7+QiFOzR4Fmd5B37DnpomtxBFxM9jUmV5BrlNcxxMNINM2gykCAIwuXCTru4zUF/D9hYsr3KZf9O4AYH/WHg4Yt3poIbI3nP0d4n6MofodW3kFjj5jH50ALc2Rgry4mGYqrHnXZ3j339Ji+mIpy2Xz+ZT/KinTNdaqTPZpored+KjhroEQpked+KThsTLekc05imklyj3hwMV5SdGARom0GTgQRBEARhPITr1pFY8gbDV39IYskbs9JAt5sWy0ID1HsyLAsN0G5aY9bcWBfmnqY483zFwSjzfEHuaYqP5kPv6o2OGugRTussu85jIiLAJ1mTF1Ih4j0eXkiF+CRrknW5U+6mT0UkEj2Nub82RiwdYUhnyeSBIZjvV/g8mkYVlO4cgiAIgjCLaTctNkVyDNr+91BSsymSA6AtbJStvbEu7FpEeNIlN9pNL+WTrMnedGS0Bd5AIcnedIT6mnlY9I1ZH5hGd9AlEj2NWRsIE62Ps8BbLBK4Qgf5gzl/zQu1mh/VJMRAC4IgCMIsZlvUGjXQIwxmi/p4mOsyEdFNL+Vdlx7SuRx4KS9G9BLgt6fRHXQx0dOctYEwrzYleLd5mFebEqwdRz6SIAiCIAjTD2ufycD2EJnveBjYHsLa59zVorvLub24m+7G2sYYcyq6b8xRAdY2xtjfb/LDzhDf/9jDDztD7K8Y0jLg0it6wDrBDf44AVVMIQmoIDf449MmHxrERM9YdmdN7k6FuLXHw92pELtn+OhNQRAEQZgNWPtMci9G0CeT4NNoK0nulXvI/Gkj1v7y7/qWVufWXW66G8vrwtzVFGeunTM91xfkrqY4c4COVIR0vjjuO51P0pGKlBnpGpde0TXeVkJGmDtqEny1dpg7ahLTykCDmOhLitnfQahzNZ6PryHUudpx1OilYHfW5PF0hFQhiUaTKiR5PB0RIy0IgiAI0xxrVxROZ4tVbX6KTk4Bg33kOiJlRnprzKC6PIBMdaCoj5fldWG2LEnw+NXDbFmSYHldmD0uBYd7SgoOV7r0kF55jh7S0wEx0ZcIs7+DSGoLyXwPGk0y30MkteWyGOkdmSiGN8vnroClNfC5K8DwZtkxw2fYC4IgCMJMR5+0+zkbFM1zKaezWHvOfNe3hQ2ejPtZHFQoBYuDiifj/jFFhRdK2qWwsFRfGgizqj5OjbcYxa7xBllVH2fpDEg/le4cl4ho7xNlDd4BsnqIaO8Tl7zFTlYlaaoCj/3HNUdBUxWkhsY2UhcEQRAEYXpgvW2CVqD0WANto9PlxrYtbFw001xJva/VTuUYq5eyNBCeEaa5EolEXyK68kfGpV9MmvzeUQM9gkcVdUEQBEEQpifWS1EY0qAp/qvEB9R6yPyZh4F4COvgpU3jvM2l4PA3A18m3hnizz72EO8McbB/ZqaTTshEK6XmKaV+qZT6xH680mXdL5RSJ5VSr1boDyilPlVKaaVU40TOZarR6ls4Lr29fyfLOm+g/uMWlnXeQHv/zgt+b4+nMC5dEARBEISpjz7RVRwYP2T/KzXSPqAKoABodCZJ7vXIJTXS19eFWdcUp94uOKz3BVlRu4EPM8+SsYsNM/kkr6ciM9JITzQS/RCwR2u9FNhjbzvxGPB1B/3vgDXAjMsziDVuJqCqyrSAqiLWuHnM2vb+nWxKfZdD+cNoNIfyh9mU+u4FG+l5KjguXRAEQRCEqY+aZ6dJ5IE0cLL4XGvIz/GOTfHIZ7H2Xtp6qOvrwnx7SYLvXz3Mt5ckSGZfc+wLvddhumEia/JyKsRPejy8nAqRKGmA0G2Z7B4I0ZHxsHsgRLc19Uz4RE30HcCz9vNngTudFmmt9wAZB/2ftNaJCZ7DlCRct45403aCvmYUiqCvmXjTdsd86G29jzKoB8u0QT3Itt5HL+i97zRiGBUNzA0C3DmNGpgLgiAIglCOcWcMjJLv9yEY7KnmO+ZTeLzDjvvoTDFHenefyd0HQty6z8PdB0Ls7rs0pjTjUmxYqSeyJu+kI2QLxYh1tpDknXSERNak2zLZn4swqIuvDeok+3ORKWekJ2qim7TWI0m+R4GmCR7PFaVURCn1nlLqvePHj1+qt7mohOvWkVjyBsNXf0hiyRuuBYXd+Z5x6efiRiPMPf64HXlWzFNBlqsN/NVnUb7S4+G+VIg3pd2dIAiCIEwrjBvD/Msd93Gs1scw0FPt47+e/Cqv/ut6jnzW7LiPqm1ld5/J48kIKctufWsleTwZGTXSb/aZ3HcgxFf2ebjvQIg3J2Cwa12mGFbq72eiFCoi1gWd5f1MlA+tKAUqXiPLh9bU6jJ2zu4cSqndwAKHl8o+idZaK6XGNwJnHGit40AcYMWKFZfsfSaDFl8zh/KHHfUL5UYjzI120/I3syZPpSPk7Iv1eCHJU+kIALfMwGpZQRAEQZiJdPS1s2VeO0NfreZLBy0e2Gvxp1XP8F/aXmLv0WXc2XiYqpKA9JAHEv/my+zoiY56gBFyOsuOnig+4KlkiUewkjyVLHoEH9DeE6XX6qLRaKWtOcbNDWf3DasaY7yeipSldPhUgFWN5XfDsy6TDLOFLjwuLm9QO+8zWZwzEq21XqO1/i2Hfy8DKaXUQgD78dilPuGZyNbGh6hW1WVatapma+PYFPOd/e2s7FzGoo/rWdm5jJ397ec8/nMZ5z+e56RvtCAIgiBMOXb27WTlgRtYtK+FlQduYGdfsUbqiZ5tDOlBvnTQYsvrORZmNB5gkfcEd1hvsasGjvphmOLj41+AbdWvccxyNp/HrC6eczHYzxz6Y3YkI/RaxZSKXivJjmSEt84Rpb62LswXm+LU2sWGtb4gX2yK4wNe6AwR/9jDC50hDDXPcf+At5Vq5RzNdtMni4n2iX4F2AA8aj++POEzmoW01a0HirnR3fkeWnzNbG18aFQfYWd/Ow+mNo3mTx/OH+LB1CYA1te1uR6/1+XXnpsuCIIgCMLksLNvJw8mv3vmu946zIPJ7wJwxOoG4IG9FtX58v2qC5qb3oO/+CLc+z40WvDAcTAOJDHqwOuF4wY81wz/q6G4z1VGK70uBtsq9I2JtFo6ywuH/pj/ryfKCauLeUYrdzbHuLEiOn1tXZhr685on/Sb7C2JTg/kk5wenENVlcEw1ug6rwrw27UxfD7Yn4uUpXR4CXDNFKvtmmhO9KPA7ymlPqHYZeNRAKXUCqXUjpFFSqm9wM+B25RS3UqpL9n6t5RS3UALsL90n9lGW916PljyDumru/lgyTtjDDTAI73bHAsQH+nd5njMfZbJ9oEQS2s0S66A2oqfTI0u8+wFQRAEQbh0tPd1sOzAaur3XcOyA6tp7zszzfiRHudmA4/0PMpCowWApoxzvkNTBh54B66ywOMHfwCq68FnN+64yoIHkvDv+sCvAmxsjtFoOHsBJ4PoA/KFPk7Y0ekTVpLnkxHePkd0+t3e6JiOHbn8aQpWLQF7kmHAG+SG+jihQJgWI8z1/jjVdm1XtQpyvT9OizG1UlAnFInWWvcBtzno7wEbS7ZXuez/I+BHEzmH2URPvvu89X2WyYu5CKfJolRxauGCKmAIMvniH8+9M2BuvSAIgiBMJ9r7OtiU3MKgPdX4kNXDpuQWANoa1tFjOTcV6LF6+MvQE2xJbiJVO8BCByOd90FVAQgACvy1oCrccJWG3+/xsmp5nDUN4TE50VD0CDWeagYKfWX7+hnbRW9YZ/l5YgM/T3yduUYra5tjLK+ITA+4dOwYsE7wtVCv42stRnjKmeZKZGLhNKLZ13Le+i4ryumKylaPgvl+mO8N8kB9XIoKBUEQBOEys63niVEDPcKgHmJbzxMANBvOTQWajWbWNbSxPfgk5uqFDFaGQY0Ap2vs57bTVS6DihusAv+nXcV2S0OYB4Jx5htBFIr5RpAHgnHuXfznGBXTCCsN9Oh8F3vAy0kryYvJCPsqItM1Lh073PTpgpjoacTDjVsdCxAfbtw6ut3Rb7K6M8Rnw87za+Z4FM80JcRAC4IgCMIlwuzbRejA7Xj2rSR04HbMvl2jr3VbRxz3GdEfbnZuNvBwc7HZwLqGNrbdfZi5kedRjUFQCtUYxL8xznCjnexsB6m1y6BiPQzp1yNk7WmGtzSEeea6BK8sH+aZ6xLc0hDm5oYwG4NxGm1z3WgEqfE2lB3HKTKtdZaOxAa+v8/DDw+E2N9nsrIxhq/CkPtUgJWN0/uOuJjoacT6ujYea3qSRb7FKBSLfIt5rOnJ0aLCjn6TLakIPfkkgy5/OHNVK29lTb6VCvG1Hg/fSoV4S3pGC4IgCMJFwezbRSQZI2kdRaNJWkeJJGOjRrrFWOi434i+vmE9jwV/wCJjUTEy/Mu7aLzjJf6v+b/F6lAnHWY/AMbNYWp+lKDWHKbmRwmMm8NnRoFbxcdcpmiYS9EacjnQ+SyZc0wzvLkhzI+uS2AuH+ZH1yX4TxXRaafItB8YiUynrSQdyQiDp2FVU5wau2NHjS/Ib9Zu4F96o/zkYw8vd4ZI2GPBu7Mmu1MhOno87E6F6J7CHkVpPf1aLq9YsUK/9957k30aU47VnSF68sUIdHMV/HY9+Ep+Js0hwPVqA3+TeRarJPfJUAE21se5WaLTwjlQSu3TWq+Y7PMQhNmGfO9NH0IHbidpHR2jB40FJK57dUxONEC1quLJ4HbaGsqHsnWY/WyJpBjKnvFqVQHF9ngT68J1Y96j55se8Omik50D+MEXAP9cUOqMgc6PdvZQNP+J86RDN97uM3nJ7s5Ri4eiYS4SwDk6W28E+fZ1idHtRL/JO6lI2bAVrwqwdN4GjljPjtGvr4/TMkke5WzfexKJnkEcKUnc7xmC99OQzRf/aOaqIHf54/zq1GtlBhqKLWvapWe0IAiCIEyYLit1Vr2tYR1PBrez2GhGoVhsNDsaaIAnor1lBhpgKKt5IupcjOed1wp54BRwEkhB/tdwqt/LwACcOlVioH1ArYeeuIfUCyGyn5xfxPfGhjCPXJfgr5YP89XQs8w5S2R65G3yVpI/2+chfiDEwT6T93udpxUeGow76h9OUY8iJnoGsbAiQb9nCPYch3/sDbKlJsFyI+zaG7pPekbPSkwTQiHweIqP5tS9ayYIgjAtaDWazqm3Nazjg+veIL38Qz647g1HAw1wpCs/Lr32zhjKqCgGNAJUXxtB+Up0uyLQ5ytwxRWaapKcfufrDPzDH53lk41leUOYu4Jx5hrFNA1FeSXjSOFh0WxqMlaS15MRsnnnui2Ucy7q4BT1KGKiZxCbG2NUVSTuV6kAm0sS9916QzdIz+hZh2lCJALJZPFuRTJZ3BYjLQiCcOHEmu8noKrKtICqItZ8/7iPtbDVuRNxqW69aTJwX4jMVzwM/1WU6qtuArx2caGXqpUbuHLdf6P+i3G8tUWzS7UX3xyoqioGUZQCj0cz3PmXWInxfQksbwiz5boEjy8fZn1FZNqp8DCvswxrl7YhLnp1iUdJWSa/GgjxZsbDrwZCpKzJ+9ISEz2DWFcXZntTnGZfsZK22Rdke1OcdXVhdvWb3N4Z4sCpJFqXX9KGCtAmPaNnHdEoZMvvmpHNFnVBEAThwgg3rCUejBI0FqBQBI0FxINRwg1rx32szbFGqgLl39lVAcXmWCNQNNC5pyLo48VoiD6exPPOHnx9BRgAMgWG/vZZsm+ZBK4N0xRJ2DnQw/j9RfNcilIa6/3z+xIw2y1Cywbw1GcILRvAbLe4viHMumCcejsy7WYy00MFvBVBP68KsLg64qhfY3uUlGXyUS5CTheHveR0ko9ykUkz0lJYOEPZb5nssaKkdReGnse+dD/JwdNAcXLhfEPh82gavUHaamNSVDgL8XiKEehKlIJhlzoTKSwUhMlBvvdmLx1mP09EeznSlWdhq4/NscbRosKB+0JFA13BsIJTNWe2vY1Bmn6UGN0+8v80coXRN8ZEF1HUfvXsxYZmu0VkU45syWDFQDXEn/QTbjNGtfiBEBmreH4jnTsUoPBy/YIIqdxrZPNdBHyt/HZjjFBdmO6syYeZKIOFLqq9rVxTGxstKvzVQMg20OX4VZCbahJj9IvB2b73JjSxUJia7LdMOuxphQCW6uPaOjiti3nSmTxk8poFviAvLElM7skKk0ZrazGFw0kXBEEQpgbrwnWOnTgAdK9zrrCqCJAU+orr+veZpF79Y7z+PgKLx0aiAfSceec8p+g2q8xAA2QHi3qpiV7VHOP1ZAR0lipKUzsK/EvqWVYF4yxtCNPdb/Jhb5QDR79Ota+VaxpjtNSNDe7ltPPnddMvNZLOMQPZ4zCt0OeBa2rPbF/pg0YjyTd7PDycCvH2FO7DKFwaYjEIlN81IxAo6oIgCMLlY5fZx+2hA6z07OP20AF2mX3n3glQjc5Rj4qsTbwNrUUD/WIEXegjPwQDJ8bejRwehnRvP/0Hz+4Jurqdsxgq9WsbwnwxGKcar2Nu9Ls9Ubr7TfanIgzmiykag/kk+1MRuvvHnoNfOX9eN/1SIyZ6BpJ2+UVWbefrX+mDoB/8HgDNiUKS59MRMdKzjHAY4nEIFgdeEQwWt8OS2SMIgnDZ2GX2EYskOZq00BqOJi1ikeR5GWnj3hj4y6MhGsidCQajjAC1bTF6d0XRp7Oj4eBTfXDyRLHlndbFx3QaTg+fpv8fN9DzEw+pl0NkHQoNW1sc80Ac9WsbwoBzesiA1cWHLu3uPuwdm5u9xIjhofzzegiwxJic6I+Y6BlIvcsvspEphosM8FZc55bO8tIU7cMoXDrCYUgkitGHREIMtCCMoJSap5T6pVLqE/vxSpd1v1BKnVRKvVqhP6CU+lQppZVSjSW6Ukr9yH5tv1Lqdy71ZxGmNk9Hexx7QT8d7TnnvsYtYfwPxFHz7fHf84N4bv/P6ObitrcxSP3GOIGbw+RP2vl7JW81NATHj8HRI8XHPMXBLB5PceJgIZvk5Nv3jTHSsa0GgfLJ5ASqi7oTNcYZX+IDrgBqgBo8dgR6LIP27ItU1uRXqRBv9njo/CzKArUBvyoWLvpVkC/44zQZk/PlJTnRM5DbjFhZTjSARxsczdaiOIFRmSxl05dPsrvfZI1DHpIgCMIs4yFgj9b6UaXUQ/b29xzWPUZxUNs3K/S/A14F3qzQ1wJL7X83An9hPwqzlFSXNS69EuOWMMYt5d/bNRVr+t82izkeShdHgo9U+GnKetAZdQ550sMW6X1/TCB05j1G8p6j2yy6ujWtLYrYVqMsH7qUlc0x9rrkRg8PKzyesb6k2tdKKmvyUTrCsB2pzhWSHM08yxfq4zRNgYYIEomegVxvhFnnj1Nv/1KrV0HurHqG5xb18u7VwzT4go775TU8noqw2yEPSRAEYZZxB/Cs/fxZ4E6nRVrrPUDGQf8nrXXC5bjP6SL/AMxVSi28OKcsTEeaWp2Np5t+IfS+FIUhXTTNeSBHMcNiiLLItHJxhcO5sakl4TaDxAc1DKdrSXxQ42qgAZY2hFkVjFPlkBtt5fSY1rteFeCaxhidmeiogR49F52lc4rcORcTPUO53gjz7ZoE368d5ts1Ca4vudVxZ20Mo6IP47CGXgtyOssOhzwkQRCEWUaT1vqI/fwo4DyGbvwsAg6VbHfb2hiUUhGl1HtKqfeOHz9+kd5emGrcH2t27AV9f6x5QsfNvmmSui9Ez1c8GAeT+PopmuZh4DTFPtJHYcG/fx6fPYTFrevxxeiGvLQhjHLIjc7nITekqfYVz6HaF+T6pjgtdWFyLpMK3fTLjaRzzEJutG+B/NWJe/CpYgS61yq2vgM4lp8aF6cgCMKlRCm1G1jg8FJZJEFrrZVyyYO7hGit40Acin2iL/f7C5eHteEGoJgbneqyaGo1uD/WPKpfCNk3TdJPRdC5YhTXUwB/uvhavnT697wgddeGqbu26AsSLzQyR5/pH+3zgd8opnicfMVHf65A3ghyPPRl/ir7Gr25LuZ651GlYCB/gkZ/KysavszBvtfozyWpxgsUmOsPsnZJjIDRSrakb7SBndqR93JNfYyWhvIUDb+3lVzBoS/0FJmyLCZ6BnLQMtlrRcnoLmpVK6uMGNdWJN3fGAjzw6NRUg4J/Vf5psbFKQiCcCnRWq9xe00plVJKLdRaH7HTLY5dpLc9DCwu2W6xNWEWsdtMsSPaybGuHFe1+tkYW8Kriesu2vEzz0VHDfQISoORKTHRXoPGO8u7Wsxb+ef0/v0fYPhOM2cOVJVMNfRSoN4P6VySKw7+BS118FkAThf6sGNwnMwleavnL5gDFAefF/ABVi7JawfvYZ4P5laBoSpHghfYn4zQP/R3pHOvkct34fe10lD/ZY4OP1uW0uFRAZZMkSnLks4xwzhombyei5CxR2JmdJLXcxEOVozE3Jc1+Xz1AL9zBfxWoNj2rlgxqziVT3JfZ4g3JTdaEITZyyvABvv5BuDli3jce+0uHf8HkC5JGxFmAbvNFI9HPiKVzKE1pJI5Ho98xG4zddHeo+A2hKXYdMPOh9bFtI4STg9C+jM/A/1gzBlbZOhRUO+HKwOw8TTcZJXVJY4a45HHkSmFBlALePPFjiCGZkxutPJmSQ38JTm7X3Qun+ToiWdZYGzA77W7cXiDU6aoEMRETznMvl2EDtyOZ99KQgdux+zbNa7991pR8hWDVvJk2WuduTu5L2vyYjrCkH3Lxu+BkB/m+0DZFQbH80meSkXESAuCMFt5FPg9pdQnwBp7G6XUCqXUjpFFSqm9wM+B25RS3UqpL9n6t5RS3RQjzftL9nkN6AQ+Bf478EeX6wMJU4Md0U5y2fLc4Fx2mB3Rzov2Ht6zDWEZAE4BQ6fpbT/jDfr2m/z6lfsYHhjg1Cnwep2PrVTxn88DbTn4tyVNRFTF40i6Rg1QTdF0FvJjDTSA3w+VWVPDOktf+jVuakpwS/MwNzUlpoyBBjHRUwqzbxeRZIykdRSNJmkdJZKMjctIZ1wGrZTquzJRTldUu3oUzK8orM3pLM9JkeGUo920WBYaoN6TYVlogHbz/NogCYJw/mit+7TWt2mtl2qt12itT9j6e1rrjSXrVmmt52utq7XWLVrrv7H1H9nbPq1188g+dleO+7XWv6G1vk5r/d7kfEJhsjjWlRuXPl6s3SaBEwPUDMAVp8BnR5s1YFV8z+f7uuhI7WTzz5bwr//vPai8NRpGzucrj3zmOCMYwN1DsDUD/2UAvmCVrxkxyyNt7UZ6RGtd3i/6CpxHkAPkzqNOq88yOTAQYl/Gw4GBEH3W5QkAiomeQkR7niarh8q0rB4i2vP0eR+j1mXQSql+0qWq1edwAfdKkeGUot202BTJcSip0RoOJTWbIjkx0oIgCNOEq1r949LHg7XbJPd4BNJ9KMCjoSoH3oIi54d8hYk+PbeBjj3/mbv+McFo4Nn2Ar29xUFcpWiK3fFK8ajiLnM1fClXNNI5e22pmb4CaKCY1jEnD1W6aEIVthl1KZ31n6NOq88ySeYiWHYaq6WTJHORy2KkxURPIbos53woJ729r4NlB3J6r2UAACAASURBVFZTv+8alh1YTXtfBwCrjBi+ipGYPgKsKhmJOdelqjXvcAE3SpHhlGJb1GKw/CYCg9miLgiCIEx9NsaW4A+U2y9/wMPG2JIJH9vaEYXKgkKg2piHdUW5SR+e4+d/tsLGfcfwF/QZE2s/ZjKQSsFpeyz4sC52yKsMUFdGpr+cg/90ykuzBZadJOoHrqRooGuBat/YyLPKYeebnMGjAixpPHsRYY8VRVeksWqy9FiX/k66dOeYQrQaTSSto456Ke19HWxKbmHQjlofsnrYlNwCQJvdHuZs3TnW1sZ4MR0pS+nwYnDc0pRWGfhVgHvPcfEKl5fuLuef6m66IAiCMDV40+zmuehH9HYNMm+eQa56Dp+dUKPdOdaEJ96KXB9zuXvcf4LH1rWw4e0jXDWQ51iNj1997gpWJfvwjozvHplkmGM0/yKTgcww4IGqKqivB0+J/9f2bqUo4IrhAr+bUwzlNKrqCub4TuFRZyLZeafUjTwwpPHXBke7cyxpjNFUMkW5L2vSk4liFbowvK0018awXNJY3fSLiUSipxCx5vsJqKoyLaCqiDXfX6Zt63li1ECPMKiH2NbzBADXGmEiNQn+pHaYSE1iTHu75YEwd9XHmWtXu871Bmmb+wx/0Ph/M98XZA5QixdDZ9nZG+UtKS6cMrS0OieNuemCIAjC5POm2c1TkQMcTw6iNWT6LNTgEP/1rz/PTxM3XRQDDaCucr57fLRuDrt+o5r//m8bOYaPq47kuf2dE1yRKYlAj0wytIBB0MMjjTxqUB6DoSFIpyE/fCYyncM9Mq3Q+H3g953Cq86kbVQBPmtsTrQP8HuCXN0Yo8HXipHv4lhvlD7bg/RlTZLpCFbBTtsoJEmmI3iZ5/iZDZf01ouJmOgpRLhhLfFglKCxAIUiaCwgHowSblhbtq7bcu6G5KZXsj9r8r8yUfKFLhZ5W/lKbYzlgTC31IW5rzFGnQoABQB680l2pCJipKcIW2MG1eXZOlQHirogCIIwNXku+hG5bKFMy2ULPBf96KK+j7ExRt4oT9vIzlE8dts8bjvYz4Ovp1iQyePBzktOg6+PciOdheFTfj536/Os+BPNyj/MEPzdZzBqggwNKU6cauBo1kdfDk5X3AQtzZn2+aC2CmrVGZMMdgu84bE50VXA3MDnSaYiWHabOyufJJmK0NdfjEDriqYIWmchB6oijVURoNm49HfSJZ1jihFuWDvGNFfSYizkkNUzRr/1Sg8vDIQY0F3UqFY4fSc/7P57eqwemo1mHm5+iM9XD9JRksqRLiTpSEcAuD4Qpr03ilVxkVo6S3tvlJvrpk5bmdlKW7holrdFLbq7NC2tiq0xY1QXBEEQph69XYPj0i8UY02Y7338OJHX/4XmtEVPvcEjtzXz+nV+2uP/SlVF8ZPSxUmG+RpGu3Jo5WHJf/wxDcvPfOc3LA2Tz0Pn3ii540l8tcWWdFqfGcii7fYbV/rBa6duWKroyxVFkzySU638DjnRQDb/pt3M+gxaZ+npjWJVOadnFKwThOr+mh4riqW7MFQrzUaMBuPSexYx0dOQrc2by3KiAW6sHWRt4zEGdPE34IBOctrzI+b56zlsBThsHebB5He5b0Ga0xUJ+Kd1lj2ZKNcHwq7dOPqkS8eUoS0splkQBGE60dhazfHkWMPc2FrtsPr8MVO7iXbuoCt3jFb/VcSWbOSZ3/Tx498sn374lQMplhzNo3TR7FoG5OcUX1MFis42D8prENrwTJmBBkgdNPno9QjD+SxcUWx/N9IC78r50FIHczx2JLrEOI/ExEu38+DcKBoYuQteiZUv5kBbDiPADW8rDUb4spjmSiSdYxrS1rCOJ4PbWWw0o1AsNpppWzBkl7aeYY5Hc1tjZnR7UA9i6V7HY6bttndu3TgapEuHIAiCIFwQ98a+QPWcPFcwQA0ZrmCA6jl57o194YKPaaZ2E/nocZK5VHG2RC5F5KPHudJXX7bu3x/oY1vHYTz2lECPBn+upH+0h9EphtphimFqv8nB1zYUDTSUGeArayFYD4a3GFn2KDvnmTNLS0M+imL0WrvWwjtPeDF8xSJCpSrSNlSA5kkcAS4meprS1rCOD657g/TyD/ngujfQytkc1/vKf9UNFFwuUBqKx22MYVRcpIYK0CZdOgRBEAThgvCRp0rl8KDtHGBNlcrhG1OWd/5EO3eQHS4PnmWHc+S0QbXnTJOCzXt6qK5IXlaAYdmR4zmUTTHsKZlimNpv8lFHBHSJlyg51KJG8FY4ydII9Mj2CMMaTgxBNgtX6PKiQqUCNNZEnI1yY4yGQJhgfRzDbopgeIME6+M0TOIEQzHRM4QalyrUdL7cNH862IqiPBUgPwx/dzJHR187N9eF2dgUZ65q4AqK/RznqWrmXKLzFi4PZrtFaNkAnvoMoWUDmO3SV1oQBOFy0R59n7xVPrkkbw3THn3/go/ZlTvmqKcKQzz5hSiL/cUmBQvTzv+/VxqGHAawWH1dpPaZ/Gp7iIMv3sPw6Wx5M+iRSSqA4ZIUXGqcR3Yd1nB0CNQcuCpwZkhLsahQ0dSwgeCi/0awKY7hs42yL0iwKU6DXZPVEAhzXVOC5c3DXNeUmFQDDWKiZwwrHYasnB5W7OmtHd2uVtVsaHycDzKNnMortIZTecU7aT+fDsITPdsAmAN4GRy9OE4N9/F8KsLb0qFjWmK2W0Q25UgeKk45TB7SRDblxEgLgiBcJnq7so56n4t+PrT6r3LV25rW8uihZ/md+5/hWG6B47rhOd4xBhrAWzOPj16MkDuZPOOGS4xzsZ8zMKywzjEaXGvIaTg9DEeGoDcPC2qdoteaXP9rADTUhbluSYLlVw9z3ZLEqIGeioiJniEsNcKs8sepUcVfbzUqyJXD3+JEbikKxSJjEY8Ff8D6hvXsHxjgleM1/PRoLa8cryE5VPwrOmJ1A/CSS4eOl3ov/fQf4eIT3WaRrahnyQ4WdUEQBOHS09gacNQbXPTzIbZkIwFPeTu7gMdPbMlGOtr72LIpSc8hix2H72eoUD6DQvkDGHdEUL5yF618BoPVQ8XoMzgYZ1vLe7n2d/+auuufR6vyY2gNQxpyefj1SfiXo/BpCo5YxZZ4hnNWKXnrTAOD/n6Tzs4QH3/sobMzRP8UDeJJd44ZxFIjzNKK6tSvXVm+5mDWJHxVlmpPnoGC4p2Mwb/aJnqh0cKuPpO+08kxrWcATkiHjmlJV7dzBUdXt8Yy27Gi29Bd3ajWFozYVoxw22U+Q0EQhJlNW+y32RF5h+HsIP6RYdhKseLLwQs+ZrhpDcCY7hzhpjWs3naAocHi//v3fFZsm7tx0dNcZaSYs6CV2o0xPjv4dwQOW6jhYnFhrgbycwoU/BaM1CaOTDFUjHbw8MwJ8IV1cZquLfqND/7+j2mp6cPvKxrnzgE4VjIPbmSqobKzQnIFqHJwnz6jmJba32+SSkVGe0Ln80lSqWIr3ropFpWWSPQMIGGZvDwQ4icZDy8PhEhYzr/YDmZNXk9HCHjzKAW1Ps2/q8/xG1UWVaqa36u7lVgyguVSNTtPOnRMWax2k4FlITL1HgaWhbDaz1wDrS3OvYT+sOZ/kItsQicPgdbo5CFykU1YZvvlOm1BEIRZwc3hELduaKG6pLhQac27z37I2+YnF3zccNMaEjf9lOFb/pbETT8dNdZHusvvNO75bC1f/edXWfNP79L00wR5YOB//CWeYTsveRiq+sE3UMBf2qdgZIqhnc7trw8WDfT1YboPmuyOh+g+1sc//Br+5yfwD7+GY58V12td3K10qqECTmUgoIsFhQFKigqbiw0Menudh6r0ltwN78+adKZCfNzjoTMVoj87OZHqCZlopdQ8pdQvlVKf2I9Xuqz7hVLqpFLq1QrdVEp9pJT6Z6XUM0opqV8bJwnL5J1chKwuTvfJ6iTv5CKORnpvJkq+4sKc44Gb6gpsDz7J3/d3MKSzHM5BocJIGyrAndKhY0LsNLOsDKVY5DnCylCKneaF58KVYrWb5DZF0IeSRTN8KEluU2TUSMe2GgQqWpEGqmGr9ShOeR5WdNtFOS9BEAThDAdfS5QX6AFWNs9L0Xcv+nstbHGeJTCi9+6Ioir6zCnAb4HKU36eeeAUXLvueW76dmLUQO9/PcJgJjnmM42s16cgS/lY8Pm10FJfXlToB+Y1bKCuoRhlzrvc9R7R+7MmqXSEvD3+O19IkkpHxhjpfsukcyDExxkPnQMh+l0CjBNhopHoh4A9WuulwB5724nHgK876CZwDXAdUA1snOD5zDret6IUKoanFMjyvjU2fzlTcL4wA94C6xraSNn5SHMo/kqs0cUWNHoY7mmKc+MUu40yndhpZnkwkuZwchit4XBymAcj6TIjbe00GVgZIrPIw8DKENbO8/uDt7ZFYbDCkA9mizoQbjOIP+knuFihFAQXK+JP+gn0HXY8nu7qvrAPKQiCILhyomtgXPr5sqs9xe3LfsXK+je5fdmv2NWeYvPWZqqqy+9CVlUrNm9tBiB/zNkPKA3aS3n+8zB4vQ002QNYuveb/O/XNlAY6RtdWnRo4/UFoLZhzPGXuLTEy9tFhQA+l7veI3qvy/jv3kxJpNoySeUi5O0AY14nSeUiF91IT9RE3wE8az9/FrjTaZHWeg+QcdBf0zbAO0DLBM9n1pHVzn8ITnqt1/nCHNGbjFau8sEXqsDwnGmcfoWCH/z6Hu4+EGJ339RM7p8qWB0mA6tDZK7xMLA6hNVR/O/1SDTj5HN5JFr8s7B2muQejKAP29Hkw0lyD0bOy0jrbudroFQPtxkkPqhhOF1L4oMawm0GqtX5z81NFwRBEC6cea0149LPh13tKWKbPuLooRxaw9FDOWKbPsJHnu1PBmlebKAUNC822P5kkHVtRWPru8rZD2hVzI0eiSYzAGrI4Or/8OdA0UDv74igS/tGVxQdVtcEWbh0A6eHxw5V8btU4hVKigobG52HqjTad8PzLgHBUr3XiqIrAoyaLL0OAcaJMFET3aS1PmI/Pwo0XchB7DSOrwO/OMuaiFLqPaXUe8ePH7+Qt5mRBFz6Qzvpq2pj+CouTJ8KsMqe9nN/c4zf8Cu8FSm0XgXNfkhZSR5PRsRIu2B1mOS2RNA9thHuSZLbEsHqMOnpGnbcZ0S3HnGJJj9y7j941eJ8DbjpIxixrTjleRixred8T0EQBGF83BlbiRE44yJ9WNSoU5xOHmF7KM4+8+C4j/n0tk6GBsu/X4YGh3l6Wyfr2hp444Pr+DC9nL95fD+rn1tOZqWHgdtDNC7/Mspf7gc0kAlA3kNZFNpDLU3/P3tvH97Ufd/9v756OHqwZYNtEBiwFFoCNA1pFkjSX5OWlCy9SUObsc5LozxsLXPXJbCWNm2Z2c3oHY/8koy1JenVarRb0ijL3IwlJXfY2pDQQpclhHaEZjwljmSMQGADtmRJ50hH3/uPI9t6OOI5DaTndV1ctr8+D7KwfN76nPfn/bnGqELv2dyJXpkbDaOi2yMCvH9eF/v3P0YuNYAoimspYXK94YMuHbAygl0Zu141NITw+8M4ilnRDkcAvz882lToqFEQLF3P1ygw1lo/W04pooUQLxQ9y5X/Pl26XbGaXHOQ4yn4LvALKeXWWhtIKcNSyrlSyrkTJkw4y9O897hC6cJekQ9tx8sVSrV/ebY3xE2NYXzFaT8+e4CbGsPMLoaVL2wO4bKZ/xcqRWGtyjTr4+/9qDttU4TULcHRPzjaplO/cdDWdkK2Qghn02hrO2ltM3+pjazLeI1qco31UpRVXeCpiEnyeI31k+0XascVXocITAMhEIFpuMLrrHQOCwsLi3eAa0IzuCN8PU2BehxoeISKkIYAPhFL8nTHT89YSCf61FOua5siqF0dyMPFAs/hGOLZx/AvuBuHPwBC4PAHONEIww2UVaEZBn3wGAB9OyJkBmPGQWtYOGZd38XO7Z1jVo/isaY44Qq/UZQbG7Ay1lToay2/XjU0hJg+PcqllxaYPj1alsrRUmP8d0vJ+G9HjQJjrfWz5ZQiWkp5o5Tygyb/ngUSQojJAMWP5uNzToIQYhUwAVh+pvtaQFAJcbUrjLeYD+0VAa52hQmWRN3tT0d4MhEkHLfx62QnN/i6+EprgQ5/dFRAjzDOYR63U5rYcUQ7v+/kLjTM/uCoXR2nFNLyUA0hfKiXFV0+M53Lii5jGI5orVFNrrFeitIewrUujJhm/DEU0wK41oVR2k/tYVdC7dRH38BXGKQ++oYloC0sLCzeQa4JzWBN9HYmB5QqEZpL59nUWbOWCMAL3X3cdtlmPt74HLddtpmm8eaFL//Usfxo7VHzAo/t588z/akol75YoHFJF/a0nfpDUJcAR8nmruY2+nZEeP3pjtGUjkoLh8DOnJvCTJ0dIp2qvhbOmgKOinxoATglDHvvxttcfb1KD0VI9ASJ77OR6AmSLmZFN3hD+BvDOIoFQYc9gL8xTEOJnmlRuhAVBUaBlxaTAuO5cK52jp8Adxc/vxt49kx2FkIsAT4BfFZKaX6/2+KUBJUQn66P8llfgU/XR6sE9NbBDlLFLtaUHmPrYAf7a8TBXO69mTpEWfSMLuGwanxt3IqxseUisHRoL0RI3RYk+XEbqduCaC+cZqNejT842qMnr8CLyTWE8OQ2Foe8PBRuZErAhhAwJWDjoXAji0PGi1xZUaOavOL0XvBKe4j6N6LYv/s0w8MT6b/t6ySCV5OObDit/S0sLCwsfnuc6K1qEzvpOhgC+uGlu0gcyCAlJA5kKKQyeJzlYwPdHhv3rJo++rVMmBd4CodjxOfZiN/YQuL+P0Xk9LG4u0FDSAuHwvT2LvZsKto4NMoHsAyDXfXyod9/jNeObecfvuNCFqqFvcc8LAQ78OLe56vW00MRBhMd6HlDu+j5GIOJjjIhPd0f5dLWAtP90TIBDdCghPC7wjiKBUaHCOB3hWlQzm9AwrmK6AeA3xdC7AduLH6NEGKuEGL9yEZCiK3Aj4EFQog+IcQnit/6HoaP+mUhxH8LIf73OT6e3xn6tAgvpIJsTNp4IRWkr0bH6XaTWLu8TLM9WS0IXx+K8JvkY4hihqUNcEkYykEmb3wtAInOI7GOC1pIay9EUB/uQCaK1eREDPXhjtMS0rX+4NRaH0FZ3gXuCiHs9hrrwOKQl+1RPwcLk9ke9Y8KaABlcQjXQ2HElGI1eUoA10NhlMWn/4JPRzYw2PE19NhBkBI9dpDBjq9ZQtrCwsLiAmNcm++M1gHWr96LmtHL1vJagSZfgUnTXAgBk6a56Fw3k4XtYy1qwl+jiRAMs/KJARpSOdwl0dICcCVBZiUDe39J5kTRxlGaG130TM9ZFOa15HaGXvkO9TkNYWL1yNQYkJvKQzIdq1pP1siKTp7B5OQGJcT0+iiX+gpMr4+edwENIGRl6+RFwNy5c+Vrr732bj+Md40+LcLrakdZtJ0dL3NcYaZW/JKE4zbMreqCjtby4v/f9wQZzFf/MqsF+M1w9REmKAF+eHn0LH6Cd57UbUFDQFcg/AHqn4qefN9bgoaVo3LfSQHqnzv5vtrGCNraTuShXsTkNpTlXSiLzv6Fm+7uJrl6NXpfH/apU/GtWoW33dxykQhebQjoCuyBKfijr571YyhFCLFDSjn3vBzMwsLitPldv+6919gR2c3THT8llx6rIju9Dq69eyY9z+9hsHeQxrZGFnQtYE7ocgA+3vhcVdoFGElaLw7eUvNcIxbF0jusEsONUVrDzgs4WhIUIoFUPRTsguHp0rTs6hkXIPMn64j/6x/QkC8R+A7AZaR9FAT4x8PcQLmlI1eAXyRgf1LwiQ//iDnBsWtlfF9t7dJ66W/XuHCy6541sfAiZE+NbOg9JtEt9TW6WM3WB2sEnCvCdJn+36I3WtsSIfW5IMlP2Uh9Loi25RT+5BoZmLXWS1HuqVFRvufU1gplUYj6l6L49hSofylaJqDTGyIk5gWJT7GRmBckfYr4unR3N4NLl6IfMCYK6gcOcPjP7uXF5T8y3V7vjZ/RuoWFhYXFu8NVodl8JnwT4wI+EDAu4OPau2fym8d+xWBsECQMxgbZ2LGRf1n6Ip+77FnqZBIvKRyUl3UnTvXUOIuBsjCEqzOMmGTc6SxQLaAB7BLqUuAoHl4Wr/1Cl+aNhE4vmWv/kJWvr8SXL6+QlzYnpoG3j8OrMRhWjeJ3SjUE9JtJUJFs3lmuX+w1sqJrrb9bWCL6IiRTI6LFbH1ejVi7eb5qQdhY45dTZ+yto4OxiJp6bGz7LVg6tC0R1Ec6kEeL1oyjMdRHOk4qpEWNDMxa66VU/sERkwK4OsMoC8+horwhwuB9HejFHGj9YIzB+zpOKqSTq1cjM+UTBd0yS8MPuujurp52aG9rNT1OrXULCwsLi3ePq0KzWRnt4OHCV1gZ7aDn+T3k0rmybXLpHDu/+zJHDxh/821IXKijQtrlsbNk1cxTnktZGKL+uSi+7QWykwJVAhoMjWyT4FbBroFa9DFLO1WNhBRgzmfCrOVXzDhyxLRCDmNCHCB2HH7yG3jqV8bH/ckxMT9YYenw1ciK9l1gk5MtEX0R4qkR0VK6Hk1HeDYR5LUTd9KIh3rRDAjq7QGubwwzw1stCBe0dOGs+KV1Ci+X13fgEl4cGJE0I95o0Fkf63jHhbT2eCeoFaJRTRvrNVCWdEFFBiYur7F+GpT+wal/LloloNMbIyRuCBKfZSNxQ5D0xpM/B8k1nciKHGiZSZM8SQ603mc+OXCSPMTq1dXNJ76ubyAqcp+F14Ovq9YgUQsLCwuLC4XB3kHTdWchT11JBVoAChr+aR6+uu5ybmw/swFZvnu6EO7qjOiR+rYAXDnIO411dcSmXVJdPiE9XBP/Fs19e1gUS2DLUp02IgS5evNBMrowDjUi5iWCHdGx66i3IUSjP4y9mBVtdwRo9IfxVkxOTqcjJBJB4nEbiUSQdI3QhHcKS0RfhMyqkQ09qxjdEk1HeHWwg3QxkUOTAzjIcNO4H3G7P1oloHcPRQj3BPnZ4TsZJzz4ioK70RFgkT/MH0/5LvcGwniwU+ns0GSa7jPMjda2RUgtC5K83UZqWRBt2ymsGf01rBk11gGUG0O4vhpGFDMwhT+A66thlBvPvpq8MTLEDcEe/qLh70h85c/Qi0NV9HiMwZUdJxXSeo2851rrAPap5n8YDzGZvj69at0bWkxj+EHsgSkgBPbAFBrDD+INLT7FT2ZhYWFh8W7T2NZoup4XNmxI3CUVaLuQPPXGgjMW0ADehSEaO8PYJwVGisqolNs7bIXiN7JAeXEczW7j6Uv9SCQL4v0oUlZVqgsSGq5Zxkdu+B4Oh4lglyW2EQxLx6YKS4e3IYR/epTWSwv4p0dNBfTgYAd6UevoeozBwY7fqpC2RPRFyFQlxBxXGI8IIKXgmOblwZ4A1+3YSCTxAjuTnegVXa26TLPTJJFj91CEnyY6SBZjZLIFQ3D/8aQf8eXpUeYUf2nnN4cYC4gsZ+AMvNHatgjq+g5kv3E+2R9DXd9xUiEtWmpYM2qsj6DcGKL+qSi+FwvUPxWtKaDTmyIkbgkSn2cjcUuQtEke9MbIECs7EsRjeZa0rMUlym0WMpsmubb2mwl7jbznWusAvlWryAp32VoGN2v5MlOn2k338YYW44++SmuhD3/0VUtAW1hYWFwkLOhagNPrLFsrAP1KcZ4A4CqK6JapFXdazxDvwhD+56KokwKkqfZHS8BxAkQeXP2MimNZgMcvb2P71GauTAzQqJbsWToqPAnJNz/I9pc6ySfTIG1IOabLdUpsI8VdT5ikdJyMZLJGgoeJ1nmnsET0RUZCi/ByKsib6p2gZ/he7IP8ya6r+flxPzE1QcfehxmuMVc+bbK+td88Am+rSYxMi9JW5okeGdvZrJy+0V/r7gStwpqhpY31Gih31bBm3HXu3qj0pgiDXR3oxcEq+uEYg10dVUJ6bWc/2bRxr2qi45DZodBrDFsB8K3oQlTkQAuPF99JcqC97e0cve5OcgUnUkKu4OTH+T/mRc+nWLWqdgyShYWFhcXFx5zQ5SwKL6Ix0IgEcsLGUVcdBaXAZC3BnNRbzE3u5drhXXzy4+5THu90aKlh7VAxRK5DA6EzKo6PSWVUQLfviyFqeKFT6jgGDy0llYwZCjlVgBSo2phgF4CilVs6XilaOrShCKmeIMl9NlI9QbSh6uKWXkPr1Fp/J7BE9EVEQouwV+1AlUYV12E7wrJpb7BgfGJ0m3RB5UTevFN3IOfkspdvoTuxaXQtWSORw2x9bsPNZZ7okbGdcxtuRnslQmpFkOQXbKRWBNFeMa8s17RmDJzEmjE/hOveMGJC0ZoxIYDr3jDK/BqV5RciJG4LEv+4jcRtQdInyYZOPtqJrBisIrNpkhWDVQ71jr3bPpKfbHose41hKwDexSEaHwpjL+ZA26cEaHwojPckOdBDkY00bXkBdbiF4dRk1OEWbs7+nB+1/5L29nOrQlhYWFhYXHjMCV3Ol6Nf4vgHZnCgfjy6ImjUhpmkDuKUxjAUd0Gj74db2B3Zcc7na1gYwt8ZRtrso9aOkWY/Abg0kEWlKCVsuGIKADe/HUcpyPLhK0XUnJusAoozW7Y+crxS7MV9jcg9yTM7O9GGIqiJDmTxDrnMx1ATHVVC2l4jfcxsPa1FSKSCxJM2Eqkg6RqzNc4US0RfRPRonRQqou3c9gJLpvSUrT15NIC9okFQLQj+rb+VA+phlu7tGhXSvhqJHGbru4eer/JEC0Bs70Z9ogN5rPgLfyyG+kSHqZCuac1oPoU1Y36I+h9G8f2kQP0PoycV0IMPd6AXh6zoiRiDD3fUFNJ6jQEqleuT2xyjn6/vX062UF4FEG4vvuUnr4x7F4fwb49S//dPM5yeSN+ffp2ey65mqNt8GEp/51pkuvyPkFuqvH/joyc9j4WFxbkjhGgSQvxM/0kvAQAAIABJREFUCLG/+HF8je3+XQhxQgjxXMX6vUKIN4UQUgjRUrI+XwgxWBwwZg0ZszClfdU83CKHAFq0ZJVYy6dzbO3cZLbrGdOwMERKFkhR3uwHICSo9UABZBa2BSdzZd8A47NFNVwxfEUW4Ee/uB9Xg3mTZGXlWhflwv1YuhetvxMq7pAj08Z6CT5fjQSPivSxtBZhUO1ALxYgdRljUO04L0LaEtEXEWqNaLuJigrAR30J1l/yMl+btJsGPHhFM1LCQE7hR4kA25PNAGQKWf657694sicI+dioLWMEgYvrTWJkhrRYlZUD4KMvD5hbNJ6ptmgo7V2gVFRRFa+xXoP0lgiJzwWJf8pG4nNB0ieJtkuu70RWJHlINU1yvbldxF5jklPl+vKuFtxe4y3E5uQiHk7cTyLfikRgbw3QeH8Y72kMVRnq3kBi6dfIHzCmCuYPHCSx9GumQjrfa24bqbVuYWFxXvkGsFlKOQPYXPzajIeAO03Wf4kxydfM6LlVSvmh4r9vnpdHa/Ge4rr2GQhZwEEOhzTvR0r2njhv51NqXAsLAvIFYBgG3C6u7DvOH+3qLRfDeYww6GE4drSV7W8t4viQ+R3b0si7kQZDb0k2dZO3DVnjDnnlutcborExjN1eTPCwB2hsDOOtCE9Iap3IigKkJE3SZLbGmWKJ6IsIV41ouyOai4/6Etzr38tEp4oQkJMDOMnw+OFL+Ku3Lx8V0ABXegZYUPc6qeJ0wpHx3nYJg3kH/3FiIrszDWXn2DEQwYOosnI4gPEp88crj1W/EJTrQriWhBEtRWtGSwDXkjDKdTUqy1siDD7SgV7MiNaPxhh8pKOmkNZrDFOptW4W9SPcXnwVg1UWhRq4P+ynNeBACNjd9Af0fXM3U/YW8L8UJZ9z0jPvMvZNaaRn3mUMbeg2PV//6geqsp9lJkP/6geqtnW0mf8RqrVuYWFxXvk08Fjx88eAW802klJuBqoyJ6WUv5ZSRt+xR2fxnqdpmg8XGrown3hWAP7+svt5vfvcbR2t93QhnErZmgRU6cKRdpCzCZ4efwOL/2sAl14wHb6i5d38238v58r3bUQppKuyo212BVtD8+hjH2kwdEhoVMGtwezWmxE17pCbrXu9Ifz+KK2tBfz+aJWABtBrFCBrrZ8Jloi+iJiudGGriLYrSBfPHLmSu1p6cNvK363qMs3tEw5XHWehL45Ssa1NgKY7WH9kOrvSHtb0rAVA2xEhdX+QGWvu4C+flXwwOraPANwIcuOaMUM0mb8QlOtC1H8nii9SoP470ZoCGiD5eI3Kco2MaHuNYSq11kujfhAC+6QAjZ1hvCaDVRaFGngpOp09hUt5KTqdRSHjjcbQhm4S9y0lf9CYLJg/eIDEfUtNhXS+z3x6oNl6S9dyhLfCNuJ109K13PQYkQ1pgvMS2KYcIjgvQWRD9UAWCwuL08YvpRy57XMY8J/HY39YCLFTCLFJCHFZrY2EEB1CiNeEEK8dPXr0PJ7e4mLg1lXXI5AkFaUqG0tiDEMZPHCCjUufPmch3bwwRM7TQgFR9EYLsrjQUXAlXeTUOj55+NeMdx0xdjAZvuKavY6GiTb+6KMrqXecQJR83+Vu5mOf+CEdS/qx1QeqbCM2oF6D1+LPo7R0QYVNA+E11s8Ce40CZK31M8ES0RcRfiXETFcYlzBuXbhEgMvcP+CpD7zMRKdmus84RxaPrVyIjbebb9toH/uVjquHeOWlLzHYfRfyRAwBjEvDolepENIS3+Jvm1s0bj2JRWNbhMSyIPHbbSSWBUnXiLjTazQi1lr3LelCVCR5CJcX30mGrIxE/bRuL+B/LjoqoIc2Rui5Ici+WTZ6bggyVCMHun9N9WRBmcnQv2Z11baOqebTA83WG0KL8IfvxxFoBSFwBFrxh++nIbSoatvIhjQd9w0SO1hASogdLNBx36AlpC0sToIQ4gUhxG9M/n26dDsppaSq7nbW/AoISCmvANYBz9TaUEoZllLOlVLOnTBhwnk6vcXFwjXts6lr8pJVFAZdLvKiKHAFZF2QLxaOlcFB/vO2MN8XXyDs/CI/X/rkWZ0vk0wxTD0pfAxTTx7jBKJgw6NCkztRbeMopnZ4XQFu+8IS/mj+t8caCku+zzC8tLWTv/s7G/nDsVH7RikOCQPpXpSGEC5/GFEctCIcAVz+MErD2c158CldiIoCpMCLTzn3hC/HqTexeLcZ0CLEtU402Ysi2rhU6aJZKf9l8tjbyOjV1juvvY11Mzt5uu+v+Kjnf2iya0hhQ6VQlQs5qI/9OrTY62j66aO49fL3v4oOC3bCb4LG1+OUAMpVxmPRnulEHutFNLWh3NqFck0Ni8a2CIPrO5BFH7XeH2NwfYfxeCuq0vaWNsPKUYG9RoOit5gFnVzfiX6kF/vENnxLukbXT5ehjRESKztGkzvy8RiJlcZjbKjwPufj5pMFR9Y3dA+xZnU/8b48nxn/Ob6oPIRNG2sYFB4PLavM7ZYNoUWmormSzjVJ0uU6nnTGWA8ttpI8LCzMkFLeWOt7QoiEEGKylPKQEGIycOQ8nXOo5PPnhRDfFUK0SCn7z8fxLd5bfPrB/8XTSzeSBbKKQh3Jsgb/Oi1Ng6qPreUL7Hnk5wB8bN3tZ3Qul38q6uEDVetSgLQV1bOK4eUseRB2xcsVxaJZatC8wJVND5CyDwBjo8WzjL0RAMgLqFOMO9tKQ+isRXMl3qJeSmqd6LIXu2jDp3SNrp8LViX6AmdAixBTO9DkyPTBGDG1g4GKrtJZvq6qRA678DLL18XVnmN8pmEfzQ4NIcBGYdTPPIJWEGxOGg3kHpsbt9CYmKmU2QaNaWNfm1BY2Gq8cJRrQtSvieL7foH6NdGaAhog2d05KqBHkFqapElWtO+uGpXlk2REe28M4X8qSuuLBfxPRcsE9NCmCD23BNk3z0bPLUGGTAarAPSvNY++6zcZqOJoNZ8Y5WidyobuIe5bmuDggTwfVbfxv3qfITvoQscI1HdMm4J/3YM0tJ/bUJTeuHnjSa11CwuLU/IT4O7i53cDz56PgwohJglhmFyFEFdjXIcHzsexLd57XNV+OZ9Zt4hx0xpBgLCXD9ryabppatbe720943O1TA5ySSrFjGSS9yWTTEsmmZhK4ShoaD4jwKDUxiElDKmTufqOMMFrQuzfESl2TlUjKx5kZdzdSJOhzJrrjnPFq4Tw10dp9RXw10fPi4AGS0Rf8MRrdJXGtU4S6QgvJ4Jsids4kOwk6L4bT7FL1WMPMKcxzFRviJ391RMMDT+zncDb8KlnbNz1lOTbL/Zz54Cdh2bez2D+OAmP+VS8IS84JezNuDiSL5+ulH4lQmJFkPgXbCRWBEmbxNzVtGiYZEV754dovDeMvZgRbZ8QoPHeMN4aEXcnY2hThERXB/niYJX84Ri9K5ewdeX3q7bN1xicYrbesmIVwlOezS08HlpWrGLN6n4yGcnHtG3cq65nouxHz3tJJ1tI6ZfQ+Ferz1lAA7S1mr+Ua61bWFickgeA3xdC7MdI2XgAQAgxVwixfmQjIcRW4MfAAiFEnxDiE8X1ZUKIPmAq8HrJPp8BfiOE2Al8B7itaBexsDDlqvbLWfnGl3h4cBWLv9+O0zN23a017ESS5cnLlhFuvJ0nL1vG/u5tVdtoGyOkbgiSnGUjeU0Lvl88j1NKBGDHKDi7pWRiSsWXqZ5MeGJgEhM+tWtUQG99ugOZ1auMTyP+7UqEHLVTj/Yp+oZPsGP/mUfPaekIqUSQZNxGKhFE+y2N/hYX42t37ty58rXXXnu3H8ZvhR1JG7WseMMpL4UScWwTXmY2hvFXdKf+8z7zY7S+Db/3mhdyJQLb6cW1KMyfZv6aRQei3LRd4tTHvp2zw0+vht0B+I+UCy86oDPR1cby5M1M2/hYWZVZKF4a7wjjLalMJ5YF0fvNLBoB/N+JnvT5MGPohQj96zvJH+nFMbGNliVdNJjYN3puCRoCuoJ+bRKDX/8NC0NjDZI9NwTJx6u3dbQGmP5S9WM8+LVvkHpyPega2BXqb1/ClAcfYErjPqSEH6SWMdHkbq0SmMTl0eeq1s+UEU90qaXD64HwQ43n1c4hhNghpZx73g5oYWFxWvwuXfcsTs7r3TvYvHoTg30nmJRMYqu8vDs0wy9RUv11eBSuX7eEGe3XAYaAVld2QMkdV2PgSXnDXwEjvS5nh9c/NLaeK7hxX/st2r/0BQCevD9I6kTxmukAFIzKubAjx40jqVffbMkLOFpf/fONqw+w8vboaT0XYAhodbCjPFtaeHE1hlFM0jrOlJNd96wy1QWOUqN7VBbsZQIaoCDT9JjMjPfWiIuZ/bq9XEAD5NIM/+wvucoZ5+Alkl9cDUmv8eIa8hoCek8QshLcqEjySCQJNYZ70/fMbRoVedG+9i5ERSOiULz4TpIVXYuhFyIkHu4gXxyukk/ESDzcwZDJcJV8jcEqTc4Ej3aWp2O0LDePvmsxGagy0L2RxGObSA01kxqeTGqomcRjmxjo3kjrVMM001LD7qj1JkzXz5TQYi/hhxoJTLEhBASm2M67gLawsLCwePeZ034VX35jJX8z+DCz7/lYVYlMujQqPR75jMb21WOJUYP3f71MQEPRYlFxrJHDOHSMjkYJAgcfvXc97V/6AvtfifDkiiCp4yVFp5LcaJkqcP0nvo3DUX4t0oUgaVKdBjiROrPoOS1ZYziLiR4631iNhRcwQ1oEj0yhMDbL3hjF6SWjmqcuqCUz4/uGIuzp78SWj+FFoCFH32HahRf3sPkx7MmB0XzHt4LGP4BpUbhyJ1z/Mhz3gGMm/GeJHbg5bV4x1yvyokeaB5PdnegDvdib2/C1d1U1FQ5tidD/eCf5/l4cLW203NVFQ4WNo7/GcJX+9Z1V1WiHv820Ej2g+Un0lrcKjzQP9q/tJH+oF8fkNlqWd1U1FQLEV69FZsonC8pMlvjqtaxY9Sz3LU3Qn2oxr0S3nb/UrNBiryWaLSwsLH6HGGke3Pu9rch8AeGwIapK0wbJQ4f49rTP4taH+Wz9wSqhDdVLcvSjgOF67C4PV9+7juB17ex/JcLWJzrIa2ljApvJ8Vx1TWz9907yw2mEx45Ex+1u5oh6DLsKXg00pbzBcFz9mUXPSd1cdNdaP59YlegLlCEtQkLtoMBA2XATN80EXGHsMmC6n6s4M75vKMLriQ4yowNVJC4EDsDrCHC1P4yt0fwYw57qd1eBKFz7KvjSxuukKQNLdsF1feDFeP0M1NBvdpO8aO91IfzfidIaKeD/TtRUQCce6SBfHLKSPxoj8UgHQxVDVvI1hqiYrbfc04Umy+P+VN3Nvxy8B39b9VvihkUhpr8Upflvn2Y4NZH9f/51ds27moEN5dMFtT7zCYJa3yEWtzfw0Do/Gyd/lizl5xBeN61d95jua2FhYWFhcTp8bN3tXPEvf8He903hzQkK+ZLhLA4N6lJQn5TUD9oZN5imfhgyBbfpsWTF51rxY1ooCOHg6nvXkXPAk8su46X1dxoCGkyHr9jsCkk5RHIwBnmQSR1bWmFoeAhR9F7bJLjUsYmFEhjKpXjlDHzRwl5jOEuN9fOJJaIvUPpNGgpHbrXEj3ei6DHqiqJ4BJvwMr04M35PsZlwYh9c+wJ8bCN8+AXJ+w818+npUYINIZQFXeAsV755O7w+i6r0jit2Fm/nlODSoX0vo1MMn7kC1IpeRKF48ZnkRQ9ti9CzLMi+2230LAsyVJET3V9jyEp/xZAVR40hKmbrDQtDHF/4Lfq1SRSk4Kg6iX+IdfIr9Wbu6TLPbx7YsIHYfV9DO2iM6dYOHiR239fKhLQy1XyC4Mj64vYGvnvwbmY98dcogUkgBEpgEoFwJ82hhab7WlhYWFhYnA6vbNjFE8u6Eekh3KgkFQXJmDXaJkEgsNl0nFJis2vsUS8hL8sl4Ij/eaTZLwtoCDK4ONzczLXL1pNzwNb1S0n1HyjvaqwYvlI/LkDB50O15crPoWs4MuVrAlC0sXMOqgM8sbXjtIW04qsxnMV37jnQp8JqLLxA2VejoVBKSJWM2ZYIskjs9gDTfV2jTYUb99mY2CeZ+TrYS8SvbgfvJ55AmV3Mdn49wvFNd+PJ6KhO482kyEHGA7tnwb6iXeO2fza9U4ME7r3FEPcCuDIKn3zdxvhhib2pDd+tXWVNhWAI6ERJTjQYYtu/JExDsSK971M2qmaGAgjBpT8Zi20b8USXCm7h8uL/ati0uRBgU2SARzvjtB17nj+ctJ5GcQRX61Ral6+ieVF72ba75l1tCOgK7OOayaQ/gNp7BI/fgTMXR2pjfxiEx01g3f00t5864/liwmostLB4d/hduO5ZnB0r5n0L9eBBbMjRHOlxuSQTBihvOqwbNha8KbBJWh0JZrnfwoNGFgdvixaO4aGeFG5UBJICNg6PUxic0EyhwYFa6B07aF2K6q5GqG8KcPuaKH/3NzV0DJDyVa8drlhrqg+w5jQbDLV0BC3ZidR7EfY2FF/XeWkqhJNf9yxP9AWKQhOOopVj5JZKnmpdKZA02gNc7o+SGIrwck8QNd9LPTam79HLBDQYglrb2okyO0R0IMJO0cnwjToT+mDm62PVZm8GrnjdENXHpgeQDSnEUHV37TFPee76fwfh18EC98x+guv85r/A/TVyovu7O0dFtKOlzbByVOCoGLIyIpRPJ51jhIWhZq5u2Exs5Vpk1oiz0OIHiK1cClAmpLV4jTHdxwdQDxtNgZnDOfJ1jdS16OjHT6BMnUzrquXvOQFtYWFhYXHhcSw+SH1RrEoEAknOKRBVgkGWfYzn/cRlHd60UZ0eSfRIaePJacZmug2GG/JkGIIkUF9yTFWpTgFRvMy7tYvdxcxoSYUIoTozGkA3WTt2Bg2Gijd02qJZ0yJoWidS9iJEG4rShXKWudGWneMCJK1FUEiO2iRsGJVeuwRVrd5e03tJDEXYm+hAzRtDWQQ6rkz1tgAy2Ut0IMKrsQ7SmjHS+317qu0aDh2u7wnQcXmUpk9+G1Fh/dDsgk0zwYnhia4vfvxQFNz//93s+4KNnhVBhiqyovM1cqLzJTnRLTWGrLSYDFlpuDHE9KeiXPpigelPRWm4McTApgi7bgmyY56NXbcEGagYqhJfu3pUQI8+L9kM8bXlo7qVVnObh9TL33/mhhUyBLlqcA+Xv/HSWQvo7g1DXDavh8Yp+7hsXg/dG4ZOvZOFhYWFxe8sTa2NRuMfoKEUgwgU9EqFN6JeS1WsqhiaOq9A1oVDLbWAgKMA/rgd3zFH9b7FfSgYa/VNAa6/I0zeAT+tkRmNzUG6IgKkAKZJHXWu5urFc0TTIqhqB7I4wE7KGKragaadXa60VYm+AElqnRi15zEE4JKQK8ZrlOY4KvY2Bnb9JR94M42iguaCg9NB82AupN1NyKfu5iNZHdUFPdNrbAfoxRGe3uJo7+SmTvQTvdjHtbH/yvdzqG4zExhLD3l/FG56FZy6ocjzx2IkniiOy76mpMpskhPtaB6rMo+kcJwqnQPghUiC9Z09HOlVmdjm4ot3/BrflvtGJw5qh2PEuozH0LywaGM5ZD6qu3Q90b2J9HEHdikQJd4vWRCoxemOpai95zYVuHvDEEvvS5DJGOc6cDDP0vuManf74oZzOraFhYWFxXuTW1cs4Ill3SiFDPliA7tE0O/LM3FQH6uWqgrSrSI0xejmE0BeQUrNuMblFVxoiArla5OClrhCsjlfXX3OKzhsjVy/ZB0zrjPu4obvD5Ivjc8tyYzeMe2DHC2c4IrkQbx6Dk3YyMkCDhXqNOPwecXQFCc0lW37u7luRrnN8lzQtE6gMpksjaZ1nlU12qpEX4AIGSur7I680zFGdlc0/UmB680YU3YPjL4mXCoE9sKJVsMDXUpBQDo7gCtrjAp1qzBzL+RqJWs0jglb71Uh/Cuj1H/2RxwvpGh7aTN3bIb39409rut3UjacBYpWjZKs6JYaOdEtFTnRDfNDTP9hlEt/UmD6D6OjAnrghQi7bguy4+M2Xl00jZ994xESMRUpIRFTyf3km6Yju+OPjj0GZbL5qO6R9UT3JvYu7SJzRCOrNlAo2IwRp4UG+ocuIZ+tFrWutonmT+JpsnpN/6iAHiGTkaxeY54xbWFhYWFhcc3iy7njO+1IbwMFBDkUUqKR/2n+EP81bjYZxQMCvFMmoza4yBcUpOpCFgT2HAhVGa0YlwpoBznqGKaeFOO0DOMHqK4+t0wbFdC7X+kmvOIykifJjD6qDnLFoTjeEznUtB1dKxTPa1S/3SrYNcjiIiuhe3v53eFzRcoacXg11k+FVYm+wNC0CO6ipwlGxnMXu2RHf8kNe0e+IECTtLwJtkL5cewFGDcI8SubmbIbxPAAqgu0PIhKn3QBdBfoankTonB68S0oF7ZDOyIc+vHnsOWNSrkvAx/dZXzvralGBJ4Z+ZKs6BHfc393J/mBXhzNbbS0d42un4yBFyLEShoJ7ak+br3kIXKa5NdHbgRgnNO8IqyVDFtpXb6K2MqlZZYO4fbQunwVAD2rH6VQzH7O573k84boP0YT/1b4DHfyNC7GGgltXhfTu5ac8vGfjL54/ozWLSwsLCwswBDS1yy+/KTbvL5xG/u/+iCiHkDBAbQlVESh6KVQNKQw7rw6yBWbCw0EkkBRGx9vVnDYG7n+3geZMX8xALtf6eanTywlr2WgTpjOI3fXNXF1IoZDGoLFretIHVQ5lhNtJHUI8oqxMJAyv2t8tgjRVrRyVK+fDZaIvsDQtM6qWykjVo50iR/aexgmvi2NbEUHoFPu8QAUFereHiBlg1wz9LXCJbvMz+vMw94rnMzc34BIHsPe2IZjxs0c3txJfsOdyPomdl8Cwf8ewFtxHqcO1+w1RHTKay6kHRVZ0Q3XhWqK5oEtEeKPd6L196K0tNF6VxfNxSp03GS4imJXWTh9/aiIPq5NpMlVPQlQ8Y89huZF7Qy++iuO/Xg9FDSkcJIZDPCfn47gafsPHMcOmz62Jo6xXbkKgD/QNtHMIK62iUzvWoI/dKPpPqfL1FYHBw5WC+aprdbL1MLCwsLi3Ni8tnu08RAgj4K9UBQWecNHoTpsuF2DuIRWlchllzAlDrlZU5h31zeYMX8xu7dtYGv3AyQze8eSOswaDp1ehuwajkJ5xW8k3q502Iq9pCGyud78rvHZoihdqGoH5ZYOL4pydnF41tX5AqPWLQWBIXQLgCMBjftLqs8jXoqKofcScBat1YoGwRjkPeA08T9rbjvTP/KPTPmUIVaHXo+Q2NiBLPqaRGqAS98Ae656X4C64jFfuQI+9mq5pUMoXlpMsqLNGNgSIfbIWKVZOxoj9kjRzzw/hFZjuMp411j1edPBJbRf8jBOMfauQ7i9tN4z9hgSGzbS9+QmCpmxxgVZGMLh8pCJSerq7dgqS/YYlWiA7cpVHHzfh3npjZO/8z8TVq1oKfNEA3g8glUrqv3XFhYWFhYWZ8LgoX4cKKMVZt8Qhi2jJKYun/eSBXyuJAhwoI36pCUCu6ZwPGvjJ2v/CtcPu8hxjEJeK0/tyCuGHnEZER++8QGuX9jFUxvvMI3KrSxa68VhMVLCkVSOLfs3MH/G4vPyHIz4nq10jvcotW4pyGKnrAL43q62b1QOvR9p9CvFJo1tqjp2bQpCjkP7pzvpCQcZ2h3h8E//clRAj+AogKzoqh1h2GOcM/q+ZtRbv4ijKQAIHE0B/HeER5sKAQa2Rdi1LMiO223sWhZkoGTQSrzGkJV4cciKUmO4ynF1zI/8P+pNqAvXokwKGINNJgUIdIZHmwoBetasHbVrjCBsEpfP8B+rWd9ot/MIKgr/xq0AuD2C5avMkzvOlvbFDax7yM+0KQ6EgGlTHKx7yG81FVpYWFhYnDOeRh95nGRxUUDQ0l/uhx4hl/OSF3YcaLhRsRWvhjYkHlSaosbwMVVLGAIaqnPr8goM1+NTPkDHyii7mqeQcpgLiNJdCwiGFIUCgqxwMcww33rpPrbs32C679mgKCHq66P4fAXq66NnLaDBEtEXHDZurvqFlhIKg1C3Cxp2gN2O6T0EKYqThgRkFMibbOPQITbT6AuQgHA3k5USTR0AJPlkjPi/34HMVmdCg9HcmK9oVszbYedMwe2zn+DB6/v5vZu+S+OtXahNbRw/1kvsmU4GijF3A9sixNZ3oPUb8TJaf4zY+o5RIa3ViL8bWW9dUh19J+0efjn05wgB/oCLr4Zn8rH7/4LLn4sy9X8/TWp4Iru+/HVevuFqEhuNF6IaNx/VLexGKT+f95LNNuKaZkwYLDRN5LmmP+E1cQ2t0xTuXxdgUfv5j99pX9zAG9unM3jwUt7YPt0S0BYWFhYW54VsMf4uj5Nh6nDkKW8ULAoIR06iZetxyWpLhwBmx5PFLyoyoyu0i0PxcP2tq+iObuHbz3fiyDqqZl3oQpDyOAFBVh1PWnpwqAp1qbE76TpZHt/+wPl6Gs4rlp3jAqMw/PxYVbk4aUUUG/7ESOrdSHA0lNs3BAyXTvyRVFk8dBuMS0BOgZRX4MgM4Kicd18A6QZSVJFxwe73w+y94MlA2gO7Zju5asE/Mqc4XGXglQixJ8YmEmrHYsSKMXfxGoNW4t2dNF8XQmlpQzMZsnJiuIXPBTdzV9fHuPyrYeLrO9GO9KJMbKN1SRd/YzJcJbFxA3tXfo1CsXlQjR9kz4qv8Jv7HkHoNmw2kxD4kvxnZ2uAD7/xg9GvP179dFhYWFhYWFwUJE9oOHChFO0ZmkPgystRP/QIrvrDFPJehMt8orWnmKiBLGkgLLVw2CS+pmlcf+sqZl/Tzpf/4Ubmv/0GTmkDh6vYwCjJ2p28NmkW99y0limZY3z/2XtxiryRTy0ljcXBGBlFoT9lPvjs3caqRF9gSL3XEL3DGCJ2GMiDUKjIuwNKjPgS441g2duiCotHAdAKoOSKqR95id20+bOpAAAgAElEQVSB+VspUW370G2wezrEp8LmBYJtH4I0di77VQ7xD50M7DCqyfFnagjlZzprV5qLg1ZaTYasaHkXm/fcxdFYhkc6drEr8TEufyrKVS8WmHj3g+z71t+yZV4jL99yGYlN3aP79ax9YFRAjz6OnIbIvYWq+ZAVt59K85/tXhezuu40fazvFpGNQwRv6ME2ax/BG3qIbLQGsVhYWFhYnCZ2O3kU0tQzjI+3WhqqJgUWhMQmDJGsS/M6a0YpioPK6nNewZGbwM13/hMda95g9jVGvvMH3t6Js5jIQV6BdD1i2AfpOmb2DvKf//SH/PjpL+CR5RZLG+DTjOphvWv8Of3o7xSWiL7QEE3m6zpVIdGl9o2sq/hGsmLqT+k2qgsKFa8JUSG0R9CUctuH5oBhATN2w7X/ZePjhz/OlW94cWeMaq52Ikbs6Q4GdkTQjtUQyseMtA0zlOKgleb5IQL3hlEmBJBScCI9gY2v38uu+HwA1LTO4517AUhs6mZv11LUwwcMf9bhA+ztWjoqpNUaI7uFPW/YNdRGCgW7YZfxjKPgnEFeHYcnMIE54XuYGppvuv+p2LBhgHnzdjFlyg7mzdvFhg3m1pgzIbJxiI6VCWLxPFJCLJ6nY2XCEtIWFhYWFqdFRneUad6jDV72+hvJOOyjhbhoQKA6DM9mUmvBJnN4SVFHEi8pBDl2txZveeedCL0ed30TCIGvZQo3LXmQ2dcZTYCR6DaCzy7Dp5mMWgbceR2v4zggQddxqxiJYyXYpUQCxzWNF/ZvPK/Px/nAsnNcaKgYc7RL3x1KjAGGDowqtcv4KO0wPBmjxDxc3LbiXaUUkC61eBSoisKTovp0ugbjjsDeS43tA3uNPGkAd7aAvntzVUetzKWJb+pEaWpDO1ZtyVCa2mj9ZBex9R1llWqheGktGbTSPD9E8/wQn7I9h5Qwa+IWllz7ORpc/QypLWzruQtYQM+jq6sqzYVshp5HV5M51oqed2F3lL+zhTHLxkj+swTCTX/Lc299uGrbM2XDhgHuuy82mrBx8KDGffcZz8XixWfvoe5c2086W/6Ep7OSzrX9hBZZvmkLCwsLi5PT0DqRofiRsrSN3obxvNkwiYl1b+O0GQq2x+ljZmJwNCvaNjq3QuIWKl6PqyiaJ3P9XcuZPX9R1bki0W2sffb/cOtb+8FRngAyQmUvosBwg5TG3elCoOIiL2H99rXcOKP6XO8mloi+0NCOGUK3OCZzVEDrjIpnhPHLp/owtq1UwCWfak6gNJbOJF9GMmZtGkn10DFM/YEY6LkxAT16mBE7SYUgV0/E+NfZl/CHv3YhciURc4qX1lu7aC6mdMS7O9EGelGa22ht76LZJDO6pc1Dc2YTN818BKfdOFaj+yifmPUIiReuRE2Yh7CriT52fuNRnAUvnrosouRnNhvZPUgjiT7zd8pnypo1cdOpg2vWxM9JRPceMh+4UmvdwsLCwsKilFuXL+SJlU8znB1TqcY1X6FfbcXvjmETkiMNhqXy5uTr2CqqZXYpmf3mQez3fZP9v/o5/7L2mzQ+/n0W3HUPOPJs7l7LYP8hsnWShbY0DgqgV+dGS4w73pWUnq4AHFUayOME4EjKPBDg3cQS0RcYwtGGzMeqxKkRpVH8VEK2EfJujAq0HNtEFv3OUhi/oHkHZSJ6JCqv9LCqC/KiZKGkGdEuwVbL9GMiyI+5bPznxAGyl8Ete+00Zgq4mtrKBHTzdSFT0ZzYEqHn8U7U/l5cLW3c9WdfYej//mhUQI/gsKn0rO/E5Z9qWDkqcPiaEQfeRLe5jIQNVxIhChR0B2qyBb1kZLeGk80swD+1RnbfGRKPa2e0frq0TXYQM5lc2DbZeglbWFhYWJyaaxYZg8LWf/Wp0Uq0ikIehTwOsii4R6rUOSdOzK9bdVqW+ONPMOg3xO3g0cP8+FudCE92dL6Cu1SclDQdSiFJZvzo3gxOZ7UdUdjtSHR0bGRRqFMLuLVhkopCY1PgvD8n58o5eaKFEE1CiJ8JIfYXP5o6v4UQ/y6EOCGEeK5i/QdCiJ1CiNeFEE8LYQyj/F1GaemqvscxUh4uVoqzHmNoCqohiqUKBZshhtPNMDwO0nWQd1JVmc7ZjG2rvNQjmHmkzdLRoSqqJm+DX14i8DHMoakq6xfoPHyL5OlFl44K6MS2CC8vC7LldhsvLwuSKEbb/bzrW+x66POoR2OGv/loDNuvv0FDnfkI7+zhGNGXp1KoaHywuT2oQ82I4q2jfN7L8LCfVGoyqeRkhnOzGBSNSOAEjWxkEW96ruCeVdPNf8gzpLXV5K31SdZPl67lLXjd5f8RXrega7k1iMXCwsLC4vS4ZtFVeFqnkMLHMPXki41UPlc/BeEkTR2NAzZmxrLkdfPiki4dXLEvS2tiTGTb3enyAWWVfs9ibjRJH5Ff/gu/eH0puXz58Z1OD5/99Pe56veWkaYOibMsqWO6Z9p5eQ7OJ+faWPgNYLOUcgawufi1GQ8BZlEHX5ZSXiGlnAP0Avee4+O56FEaQtjr/7wksxHjHVwOCpowRK/TDlmw2wO4p3wRdVzAEM0OUVZFlkAhVy6Y1XoYngApn/H7nFeoynasFM263di/bE1AvHms8TDjgp2XAn6dy9BpBeb0wR2bYf5jP+NnX/Gx7/G/YO/6DtRiRrTaH2Pv+g5+/uC3SL7UhcNWXnEuqGnwVIRSF8mr9SSPBUm8PY983m38jAUbqeN1DCfMrRnCnmfeI1+k+R++T3ja3/Id8SX6p82lc91MFrb7T/bfctqsWNGKx1P+ZHk8ghUrzm0wS2hRA+H7/QRajUEsgVYH4fv9lh/awsLCwuKMaF++AMXtLFuzi7E7ndf37+dDLS8z3q5SJ8stCwUpSGotOAow++2SSnVVk5R59S2ltrBq6W/4/2Y+hSMnKBR7lMY1TuMzi9Zx1Zx23tj/06ranQ14M7qFTfs3neFP+85yrveCPw3ML37+GLAF+HrlRlLKzUKI+SbrQwBCCAF4qJZzv5N4p3wXbeAjaPFOpNaLUNpQLulCaTafqjPitB3qi9C/p5N8vheHpw3XxJtJ9D2G1Mea+KQsyZsG89GGFdVrVRgRe66ckSFdAFQJnmHYOwPIw5S3YcYeaHsb3roE1BzM2WUMdwFwplLEf/k9KJT/Fxe0NMP/9bfUufvNnwypY3N5DUE9so/uoL9nHgC5vIfh4WZspSMcPWrxzUR59VcZP55g6DqCcN5EcyUjvuc1a+LE4xqtrQorVrSekx96hNCiBks0W1hYWFicE9ctuhyA7rWb6Y8PIhHkpROnyPHBdJQZdXuwF6+pAnBLyACqdJDUWsjmjeuQRy0VC4Kq4SsVPuicrpDQrkJ565t4XBnQnYiME6fTw8KP/h/ywIq/v5rs4EHqhHGI0su4vaDz6PZHWThj4TvzxJwFQlbekz+TnYU4IaUcV/xcAMdHvjbZdj7wVSnlLRXr/wjcDPwP8EkpZdpkd4QQHUAHQFtb21WxWHX6g0U1A30R4ns60TK9KJ42HK73kzr4IqIYGyMyIEoHtgAyCyJXbF4c8VUX0z+kBFFS7S4IIAu2Et+1boN8Dlxm/5OlSSIj55QwfKSZem91FJya9nHs8CeYMn0bheEEuUwd/T3zSB6ZAcCES17G4ayuPMuCQAyPuYPsHjdzHupk6uIL58V3MSKE2CGlnPtuPw4Li9815s6dK1977bV3+2FYvAfZsnE3Tz3wNN7sHr585BnG6dUX71zBwdvpcttj2iXYfK1xndXtBXBnsZcMMdPtEs1hw+1MklJb+O8Df8y1H96AqlY3CHrrxnNcyaLlxhK3JOWW05ywEa2fxPaO7efhpz59TnbdO2UlWgjxAjDJ5FudpV9IKaUQlfX8UyOl/FMhhB1YB/wx8I81tgsDYTD+mJzpeX5XaZ4aonlqeQU70RehZ08najqGQ4ArBaJQIprrKBe6Jc/2aK50UUTbJEYkX4mIthfAVsNHbeavTqeb2Lnn01w95wmcJSGRet7BwT3Xczwe4Ej0/Vz75RYG/+/3qZu6F/fEXpIHZ2J31EjVEJJCwY4QOt6pk5i14p6zEtAbNyRYu6aHQ3GVya0ulq+YzqLF70wV28LCwsLC4rfN/EWzmb/or9mxaRuNn3/SdBuHKG9sz9sE/xN0IyWk843sPLQAHDk+NHUTXuUEjS2TaZjxeb634X3ED6lccekOrp3zLGr2kLkOGD6OdpLIOwmo0onf5jk/P/R54pQiWkp5Y63vCSESQojJUspDQojJgHkX2KnPoQshngK+Rg0RbXH+8E8N4Z8aIhGNsPfVDobrSt51jqRzlHIKz7Rp42EtET2a22eQzzuJ7pyPFm9jD59i+qwX8XqOoWV8RQE9GwCPaz+HNz2JzW68kB2uDOOCO5FZN0Kv9k1L3UE67cc7bQI3bv9B1fdPh40bEqy8by/ZjHFbK35QZeV9xqCXcxXS3RsHWL02Tt8hjamTFVYtb6V90blbPiwsLCwsLM6GqxZeR8xeT5OeqvpeRrgYVhx4tTxpxcHO1hZi9Y24bE28pV/J+1s243EkcTqnsqjjfq6ab0jHzy+FHa9s5OknHkfNZKFOVPunqe67GkFIKBRTRCRO7Ml+tuzeyPzZF0Ze9Ll6on8C3A08UPz47OnuWLR/vE9K+Wbx808Be87x8VicAf6gUaHu2dmJmu5FIiBbKLN3nMozbfo1Rj613T7miQawKV4mzbub/f/6FF7vcbLpcfTs/DhHY3MQwED8gxyNX86UiTuYMH07LTO2Mq7t1/T3zKPF/wa2infCwiaRLg057KX0JogsCLRkCzkcXLHq7Ed3r13TMyqgR8hmCqxd03NOIrp74wBLV8bIFIenHIhrLF1p2JMsIW1hYWFh8W7xi6k3cHPvJhQ5dr3VhINN/g/wm8apVdurmQQzGzeRUw2hoKYGePqRh4nu/zW7d/2cE/0JhC+NHLl9beKVdjo96HUuyJ+oOr4uBMPUjX5dKOg8vnXte0ZEPwB0CyE+D8SAdgAhxFzgz6WUS4pfbwVmAfVCiD7g88DPgMeEEA0YT+dO4Ivn+HgszhB/MDQqpvuiEd7Y+qc49dzo4BWRrfBMSxClotrmgJyg1M+Rt8EbMwSaJrlinx1PWsfVFGD6rV34rwkR/twM0At4Gaa5dScf/Pjfo3gG0TKNnIjPZsKEvaMVZ6c7hX/mLxCqwwhsr0DYdNRsI4oriRA6uq6QSzZxIjuFvU0f4a72+Wf93ByKm1tFaq2fLqvXxkcF9AiZrGT12rgloi0sLCws3jUu/d+d/Ns3svz+sZcZr6c4bq/ned889vkasaPzvoEBro7Hqdc0UorC9ve18Ka7PJ04pyd5+aVuRipsUubHRHPeOZoZjZCMGz+FhQu/Qd4JT2z8WpknugAklerrfn/ywhm6ck4iWko5ACwwWX8NWFLy9fU1DvGRczm/xfllalFM79nZSSbdCwWJQweXXpxmKIyhLI7C2ECXrMgb3bt2O0LXcY0LMHthFzdeVZ0k0rctwgvLgnz0j2Ko6XEMxt5Py+Sd2B2GAHd5B5n4vlcQFS25NruOdElIV7+YpO4YG98t+X/t3X18VOd54P3fPe8zSAgLoUFCBsVrgqmLSWswyRZaMIpd9bFql00VYmzyqaslu5XdF4K7YcWGhxYtbc1DG9vKJpS6T9zKcYiX2lZqpTbYJLhJDXYS/BJM8TqAhUAgQEIjzZyZM3PvH+fMaN4Een/B1/fzGaO5debMfTDSXHPPdV8Xf9v7Zetcfieb/mrRiP4+ysq9tJ/JDZjLykfWmKXtbP4C9gONCyGEEONhWfUy4M/5RtPzXDp3KZVK4TYi3N77c3799CncdkGKwmiUFcfPonWQ/xNMqxzljZJZ5isrhcN0g+lmRnE5W7a8xhtvtfD8i7uIhhI4fC4SmMRcXrpcDmLu3HTNksKysbn4YZB2ZyJDReW6VDC9/5lKws5TmFktcIwA/RsPE0AcQu44WoHD7KTz2w/ib22g9JO/xfmfvkT40mnc04oxu66gIzGUAt+0Lry3vGmtaqetdCulwRPNKU+HI4HWKm/aRlLYWYRSUFrhp27rAqpqcz96GoqNm2/KyIkG8PkdbNw8ssYsFWUePsrTwbCibGQNWYQQQoiRWla9jGXVy7h/6ab+poOmh6VnzqUC6CR3QnPHLzozg+jsnOd8KRweH9X3beSNt1r4x+e2EI1FADeJkBuP24e79GZ6Ot/DG9H9RQ88oBwu1q/YODYXPgwjbbYirmO3LG3E6QpkDmbnSKf9UCgNOmG1+gx3neLUG/+L8BWrsUqs9yLaFct426Yc5HZHTJ4oi467MCLTSSQcaG01VjF6ZmKGrR9cp9/L6scf5tXue3j2vdUjDqDB2jy4/bEFlM/xohSUz/Gy/bEFI95UuHVjOf6s7oN+n2LrxpE1ZBFCjJ5R6MjbrJQ6rpR6Vyn1lFLKbY8rpdTjSqkP7G69vzoe1yPEUJUEMysWTzfDeY8rMMyskazQ0vRAxIvCBShmFJfzuQe2c/uyGp5v3WUH0P2isQjGL97FndAorCpgPgMcUehLOPnGoW+y/9jkaLoiK9FiQBXz7fSOIw2EQ6fsLitkrBxftXJHVjm8nPvZxydPqVXGsNaKaO+MVNpGisMJShEoL2Xx5joq1wxYSCaldV8bTTuO09EeJljup37zAqrXDBxw16wJjnpJu2Tes1TnEGJSS3bk/Qul1Ffs+znNxLA68gaAL2WNNwMP2F8/g5Xi+L+AamC+fVtmjy0b9dkLMUK19dXsaXyOaMRKuexzeJmWyE1xDDtdJBJOHM4EM0pKWfiZ23nzX18gFu0Pjt2O6XzuwQZuX55ZavZSV/785uy1NKvcneKKx0NHzzl2vtwIQNXCie39IEG0uKqK+euomL+OtmPN/OSlBzJj3sFU7rhmObzMkneJuIve8/OYNu0iSsXR2kHUKMRUbnBlpXmoBF848+qgr6V1XxuNj75DJGyVDDl3Jkzjo+8AXDWQHgu1NTMlaBZichtpR96Xkl8rpQ4DyV8y9wJPa6vT2b8ppWYkS8WO6uyFGKHl1bcDsLeplc5zXUSMQgIuw+oXYdMaDGM63sJfYsezj/PGwYM8//Q/cOWKD78vDsSYUTKb6tr6jAD6jTdaef75JmtxLk9ORL6u4c60VBLDjLDnUJME0WJqqFi4jrf+9Y/QVy72V+4wyC2Hl53qe5VyeE5PAF/wt+g6+gouVzemUUDnh0vxF3TS15u1mSC96rotUDa0FeKmHcdTAXRSJBynacfxEQXR+1o62LHrQ9rPGpSXedm88SbW1EhDFiGmuGBaYHsOGNYPtZ3G8SDwR/bQHOCjtEPa7LGcIDqrU+9wnl6IEVlefTvLq2/nt5duwx1xE3EV4fX2oFQCrR0YRiFO08t7pwp48J6vUuh+j7gZAwL0xAJ4vF4+u6YeE5PNf7iWS53nmTbDR4TLxOMxcOXmS2usHOhscZUZWZ/v6RjTax8MCaLFoC3+ja9x+NAG4qbVnMXlBM8Vu9shuUF1djm8hAJTgwdw+sv49zc/w+VfzENRR+ENJymd8zMKbjye1jrRnTmBtM93nD4fizfWD2n+He3587kGGh+MfS0dPLrlOOGItfnwTLvBo1ushixDCaSbWy/S0NTO6Y4oc4MeGuvLWVctK9VCjKWx7shr+zrwQ631oaE+UDr1ismiJFhEt8fPjCiZaZVAj9fNNO9FvPo8cTNzoSpqGHznqa8Tc1whGrUCgt7YBbvdMXa+NNYimUNTPKOcox4HBeEzuNJWnvOVuystnPjFKgmiRY7mk6/TcHQvp/s6mRsooXFxLesql1Np50j/+MADoMD0WSXvkjnOLgd4ekitVEe11f7bDRhe+PAm+DAIviNLmf3PN1M+9yClN75CPObDYSocCfufo7J3EUTICKS1VtaJHW7u2N5AZc3QPsYJlvs5dyY3YA6WD7+N6I5dH6YC6KRwJMGOXR8OOohubr3IhsZT9Nm1o0+di7Kh0Wq+IoG0EGNnrDvyKqW2ArPIzJc+A9yYdr/CHhNi0lpfv5pX//19qj/4KdOdlyn0duJUJnHt4tjMW1AKHCqe97G90c7+oBlyE57NZFlbxY6dr7Fw5z38kuHH6QqD0sSVgyhunIaHQBSiHoh54HI0Qeux/VQvvPZ+qLEi1TlEhuaTr7Ph8B5O9XWigVN9nWw4vIfmk68DcNg9hy5jGoSwytylrTybfuibBr0F0Bewmq4YXgi5rEO9F+HT+2HZ2SPM+9R38BRcQilweSI4/GEr5zkpmb5h01oR6Q4SiX+Cpf9zx5ADaID6zQvw+TPTRHx+J/WbFwz5XEntZ/M3XhloPJ+GpvZUAJ3UF9E0NLUPe15CiBFLduSFIXbkBVBK1QF3A1/QWqe/034RWG9X6fg00C350GKyW1m9iDu/Vs+pm2ZR5OvA5TCt12+HyfKuY/zKxZNoPUBImR0050t4BoqLg7z+Viu3dXTgjTpRfQWo3kKcoWmomCdVqcNrgI46uWiE2db6GK3H9o/uxQ6BBNEiQ8PRvfTFMxOb++JRGo7uZe/JgzxyuInnCj5JLHuH4ACl75QC5bX+0Zd2gC9mjzkT1mpzMnBWWPWh00+ptF3OzkkkXISv+GZWPFbP/DUrc+a9f99J1i59gTvnfJu1S19g/76TOcdUr6mg4bFFzJ7jRymYPcdPw2OLRpQPXV6Wv/HKQOP5nO7I32RloHEhxLj4C+CzSqkTQJV9H6XUEqXUnuRBdkfe7wKrlVJtSqm77W99AyuP+sdKqZ8ppb5qj78EfAh8APwt8AfjcjVCjNDK6kWs8v4CR1ZQ7NFxqtuPYkQLySojTTzhxIxnvR4anpz9Uh6Pj/vuq+fvW3ZlbCCEnDU1FBCIWu9LTR3lr17+5giuamQknUNkON3XOcD4RbYd/QfCcYMjASvo/PyVdymwW4RftfRdWkCdW/IubbNg1g+mjrvoDZWnHnz/kb/LO7f9+06y89HDGPamwY4zfex89DAAVWsqM46tXlMxqpU4Nm+8KSMnGsDvc7B54+AbsswNejh1LjdgnhuU5itCTJSRduTVWud9fbWrcgxtQ4cQk0S8rS3v+A3RPkwzQATweEI4VJxo3M+ZngXQZzIveBinw073MD0kwk68RU5isRCGWcRPfnEn//bnHm6+5XK+yrc5i9npgfaVWP64ZTxIEC0yzA2UcCpPID03MJO2vlOp+0cCFRwJVPDXJ1vwZ26sza3SkSeg7r+f1Ro0+aVWGGndCAvKSgec854dR1MBdJIRjrNnx9GcIHq0JfOeR1Kdo7G+PCMnGiDgUzTWS/MVIYQQk4ezooL4Rx/ljF/2WJsNo7FpdEVLSCgnce1COWMU+c5hRArwentxOEwMs4APzy4l2v7LdBp+wpHk63eYisoi/L7unPNnZ4CkV+qI9s1gokg6h8jQuLiWgDNzBTTg9NC4uJaKQEnO8Rf9XiJeq/KGBnR2Q5bsNI+cknfWD4LWikTEl+pGGAlPx4z5AHD5vCzdWMdAzrf3DWn8Wlpa2li16gC33PI9Vq06QEtL/nfeSWtqghx57TOceX8lR177zJDL262rnsnuhnnMm+1BKZg328PuhnmyqVAIIcSkUrh1K8qfuRk/5nDx/TmLKZheQER50Q4nSoHPc4WZhadxuwzi8QB9fbPovlLB8bO/zvme+XR1G6kAuvSGY3z6l3fjS0RyUkKyS96lV+rQGuJuBy3HDo7dRV+FrESLDOsqlwPY1TkuMjcwM1Wdw43JI4ebCMf7o+JXChdyb+JtTI+VzuDqA2/EXnBO2CXu7IA6u+Sd1kDEg044MCLTMXtnZDZT8UYpKL2RguX3sOPPztP5X3ZTUl7A+s1LWblmfuqw0vIAHWdyA+bS8kDO2LW0tLSxZcs7ROwf7Pb2MFu2WA1ZamrGriHLuuqZEjQLIYSY1AK1tQD0bNtGvK0NZ0UFM7ZuZVNtLQ+t3U78SlfqWK+nh+zKkE5HnBuLf8Yc71t4XH0YZgGdRhllpW/jdJoQt0reaU8MHAnCxgzaLy+kaM4xvK4uzLiXmEvhMtxMi0KPx0ncE2PLy00A1CxcOW5/FwBKZ4f8U8CSJUv0m2++OdHT+Fjae/Ig247+A219nVQESti6+EHM0//C2Z8+TkGsLyM/2tUH3h6rjnTcBRcKYcYFJ/5wAjPmJ9pTRNwo7D+5BiLetBxpxSc3P8OTjx7CCPcnXHv9Lh5+bEUqkM7OibaOcbLpsTuGnM6xatUB2vPUjS4v9/PaaznpkQPa29rBtqYPaeswqAh62Vp/E7XVE1/TcqSUUm9prZdM9DyE+LiR1z0xGV1pbqGzYRfm6bNc8vh46aZb+GnQWnAqmNaOyk7hdMXQvqyuh9N6UY4E2fqMIl5994+ZVfoON910AK+3G+2wStwlq98mgG6vl7DHQ3nhLF7bkH/v1Ehc7XVPVqLFkNRWrqS2cmXmYOVK+PUd7P5/M39azIB1Q4MOgS8M7QscfMK8n77XX0O5EuDs7f+JyNpo6Cos5ukdRzICaAAjbPL0jiOpIDoZKO/ZcZTz7X2Ulgeo27x4WPnQZ8/mb7wy0Hg+e1s7eKSxf7PhR+cMHmm0GrBcD4G0EEIIcaW5hY4NW9B9EQCKjTC1x98G4KfBCrR2orJrR3ujOYG1UrkBNIDf082s0ndYsKAFpzNmHWuXuAMrbHAAhdEoYY+Hsz3jv8FQgmgxahIqs556irYqc7icMOuDGKHwXtR0r92V0JP5E2F/9KO14uftt9B15RJWj8NMne2hjPtVaypHZRNhWZk/70p0WdngG7Jsa8rfgGVb04cSRAshhLgudDbsSgXQSZ5EnN/68H1+GqzAiBbi83ZnpHRopXOrb2iVW34DCARKmD//1VQAnZSsiJtcjU5W6igrzN23NdZkY6EYNY6imTn7BjMqdSi7RrTPau+ZquZUGdwAACAASURBVBOdViNaa0Ui4aQnPJP2K3PxZf3wJJWUFwxpbq0tJ7ln1QssveXb3LPqBVpbTuY9buPGBfh8WQ1ZfE42bhx8Q5a2jvyNVgYaF0IIISa76N5mQrdW0lPkIHRrJa729/Med4MRRim4YWY5n7x1GXHtRmswEy50wpn7AMPqVpjO4/Hye1/4Eh53bqUOyIy5rUodiuU3LRvmlQ2fBNFi1Ky4+2vEAm6rQofGSlbKrtQB/f/60yuoK211JeyZSU9oNr8I3WaNxxN4/ZkfmHj9LtZvXjroebW2nKRxy2HOtfehNZxr76Nxy+G8gXRNTQXbty+ivNxqyFJe7mf79kVD2lRYEczfaGWgcSGEEGIyi+5txnhkA/qjU6A1+qNTzPCdx+e6knOse145L766k6ee3cLxUwnO997Eud4FXI6WETFyG7K4CFD1a79DSXEQhaKkOEjdA5tYvqyKkhn5y9smS94lgG6PlzAennnvR+w79vooX/nVSTqHGDULF64D4JXnHsTbrXNrRycXYtMLPqalb0QiRcTwcTZSyWXTSnsomVPIms0reHrHETrbQ3mrc1xL066jqWobSZFInKZdR6muqcw5vqamYkSVOLbW35SREw1WA5at9YNvwCKEEEJMFtFtDRDOrIKlSFDou0gkNL1/LOCjpHFj6v758/0ryR5PD/G4n0hE4/X2oFTCbhUe5KH1jwCPpI49+MZBHtr8+1y40g1+RUZ9XGVng+Iggge34aY4GqXHAzsO7WXNwuWjffkDkiBajKqFC9fxUvxBtN3qW2kyOxpmF3zUygqgQzMxzQCoBJ1mGQAev4vazStYvmb+kILmbB1n89eLHmh8IPta29jRdJz2jjDlQT+b6xewpjo32E7mPV+P1TmEEEJ8/Oi203nHncrENa8c8/RZXHPLKGncyPR1Nanvl5YW0dFhBdLJTYamGbBe722h3gRf++Zejr73Op2dnRTM8BGmCzNuAm4Ia/DFQCWYNSPI+uo6fv/lb1JkGDiwPtR2aU2RYXDp4tmx+ivIS4JoMeoKi+bS030K051Z5o6EQiU3E2LVidYRH4YxHVO5wRVFR33ElZuS8kI7gF54zefb33KCPbuOcP5siNKyAuo2LqWqpj/oDpYFOJen8UqwbPB1pPe1tvFo4zupwvBnzoV5tNGqHz1QIC1BsxBCiOuBqphrpXJkcdw4l5vee23Ax9XVrWbnzhYMI5a/WgeQcMZ55eCLqSodPbGLmVUKTA+EPMwqnsX91Q/yjdZ/4MYuA51ckbY3GDqAG0wz5/xjSXKixahbsboRh9310AxAbxBCsyHidZLQLjSahFZEogX09gbtFWjQ3igOfznNZ77M40c2DDqA3rnlEB3tIbSGjvYQO7ccYn/LidQx9RsX590sWL9x8aCvaUfT8bTWpJZwJM6OpuNXfVzz/g4q1/4Yx50HqVz7Y5r3dwz6OYUQQojJwLO1EfxZC0/+gDV+FVVVi9i0qYZgsIhotJDsDYQJreyyd2kVrfJU6gC4cOkCO59roqPrAoq0+gTp9QfiuUH6WJIgWoy6hbet4zfvfcrK+E/bYGj6THqDvYTKQvS6PZgeBdNCVoUOAKX5xGfvzjnfwZZjPLRqN799y//HQ6t2c7DlWOp7e3YdwYhk1ZGOmOzZdSR1v7qmkobtdzC7PIBSMLs8QMP2O/LmQw+kvSN/neiBxsEKoDfsPM6pDgOt4VSHwYadxyWQFkIIMaV4atfhfWI36sZ5oBTqxnl4n9iNp3bdNR9bVbWIZ5/9Y1555S/58pd/z6rSYVfrCMVm4HBkrR7rnCJ4ACinAyOWWeUqvT4BgOlwsvfYG0O9vGGTdA4xbM0n3qDhyPOcDl1ibkExjUvvw02MbUf20hbqZGOskIJYT+4D7XeemB7wRSFmfa21k/3PvcP+1ka6uk1KyopY9Bu38C//dDwVKF9o7+HJLS8DsLJmIefPhnLPDznj1TWVQwqas5UH/Zw5l6eTYXDg+tENez6kz8isF91nJGjY8yHrqiTVQwghxNThqV03qKD5alauXMbObxzlXEcPLlcfPm93bpqH4bGWmNNiaa/HS7fKXyY2uXCdAC64C9h26HlqF45PuTtZiRbD0nziDTYc+kdOhS6hgVOhS3zp4B7+4Ae7+SjUiQb+ZeYv55SySW0sTJW50/3l7SKFxGNxYl1doKGzvZvXnn2DeCQzeDUiJk/vOgRAaVn+etEDjefT0nqSVfe8wC1Lv82qe16gpfVkzjGb6xfgz0oJ8fucbK4fuH706fP5f+AHGhdCCCGud/V1K/B5XXg9PSgFUaMQnb76bLpJhH2YpgetYVbxLFZ+5rMkPHlqTGOty5k46MPLNCNO5OxpWt4en1J3EkSLYWk48jx9ZjRzUPcRTfR/LPP+9Dkkol6rlaHG+jPitVagkz8wyeockSKisUIAVHopGw1esp4H6DxrrXDXbVyK15dVR9rnom7j4OpIt7SeZEvjYdrPWTWk28/1saXxcE4gvaa6gscaFjFntlU/es5sP481LMq7qTBpbmn+utADjQshhBDXu+qqhTRsuguHw/qk1jQDGJEiEgknWkMi4eRydyWhnjJCPWW0d3p57uAPSYRdZHd0iwNnAtPoJYDGnarUsaVlz7gE0hJEi2E5HbqUM6ay/nV7iPKTkgp07zQIFUJvgR1AY61Ga9ARDxGjiJh2ccWYBUB2U9Ds8wKUlFkBd1XNfDZtX0GwvAClIFhewKbtKzKqc1zNrqb8NaR3NR3NOXZNdQVHvreaM0fu4cj3Vl81gAZorLuJgDfzRyzgddBYJ/WihRBCfHxVVy0kOGtG6r5pBujrDdIbKqcnUoI7cAWXK4pSYNBtbTw03dZCnL0wpxMOOryFFPYppodgWm//JsNILMquA3vH/DokiBbDMregOGcsX/D7w7JfomeaJuFIoNHohEKHveiol0TMTSR8A2Y8gPbFMHHZPVk8WWfOPK/X52L9xhWp+1U183n2tft59f0NPPva/YMOoAHOduSvFT3QeNLe/W3cuvYARXd+j1vXHmDv/racY9ZVBdm9aQHzgl6UgnlBL7s3LZB8aCGEENeNvuZ9dFTeQbujgo7KO+hr3jeox9Wtr8brdWeMJbRCeQ0c6SXu0qt1mG7onQahAggFmBZWODV5q3W0d3eO8MquTTYWimFpXHofGw79Y2ZKhwrgUUYqpUOjrFVkh4PeacmDNBQZgGGtSJ/xwEUfKubB5+8hHJ6Fafa/t/P43Pza7/wqP/7BaTrP9lBSVsj6jStYWXPt8ncAra0naGo6QkdHiGCwgPr6pVRX9wfZZcEA7edyA+ay4MA1pPfub+ORne8QNqwV7I86wjyy06oZXVuVuTq9riooQbMQQojrUl/zPro3/Cm6z9q7FD91hu4NfwpAYN2aqz62auXtAOx5upXznV0UFBRwuS+A05HVSlyrvGXvEkqlUkKSktU6TDeYRgHN+zvG9DVY6ZydX5PfkiVL9JtvvjnR0/jYu3p1jovM8nqJxbr43AeHKDTzbKZLKOgphAszSVwuobc3yOI1a3jzlTYunu1mZlkRtRtXs7xm0bDm19p6gsbGQ0TSSuD5fC4aGlakAulkTnR6SofP52R7wx3UVFfmPe+taw/wUZ7SdjcG/bz37OphzXWqUEq9pbVeMtHzEOLjRl73xGTUUXkH8VNncsad8+YQPHl4yOe756G/oafv33E40tIsXdGcah2JhJOIP048+4NrrPW5nmnQG5uO48JyPvrbB4Y8j3RXe92TlWgxbOvmL2Pd/NwyMrXz+/vW7ztxkG+Fr/Cpk4dR6VkZaVU6tM8gagbQKI689AMeaHiAZdWDK0+zv/UYe5oOcb6jh9JgIXX1K6iqtlapm5qOZATQAJGISVPTkVQQnQyUdzUd5WxHH2XBABvrFw8YQAO0nc9fG3qgcSGEEOJ6FD/dPqTxa+no7MbpLMTn60YlV59NDzqsiHsSOJ1RTNNPe+ciCue9i5vcT5K1gojyoj2a2Owfse/t+ay5bWxK3kkQLcbUmvkrWTN/JY1friSWuGx9JJPq1elJfUwTcyvMeIJoJMpTW7/F1776XUqCM6itr8bEw9NNB+js6KYkWMT6+tWsrF7E/tZj7Gx8OVVDuuNcDzsbrRrSVdUL6ejIX0M6e7ymuvKqQXO2ilJ/3pXoitKBa0YLIYQQ1xvn3PL8K9Fzy4d1vmBJEecuQCQCXm8PSsXR2okRmcmFi+XcUHQWlEHR9DaIKbSHjAW6BNDt8WLae6sczjg7Djw/ZkG0bCwU46Kmdhc6VJC3SodWGuWO4vJagalOxK060ee62P1ne/n6tue4cK4breHCuW6ebGzhYOs77Gk6lL9bYZNVQzoYzF8reqDxpH37T7J07QvMufPbLF37Avv2n8z4/ta6Bfi9WTWjvU621g1cM1oIIYS43hQ2fgUVyFxAUgE/hY1fGdb56tevxud1Y5oBenuDhELlxM0KPrV4PjfMOAXKAFcUZ6AHp3ag0qp1JLQighen4cmo1NHenVtNbLRIEC3GxW3L1hBzKHRWzWhtuogWGeA1UO4IkFnlw4zFcZiZH9cYkRhPNx3gfEeeboiQGq+vX4ovq4a0z+eivn7gGtL79p/k0Z2HOdNh1Y0+09HHozsPZwTStVUVPLFpETcGrZrRNwb9PLFpUc6mQiGEEOJ6Fli3hqLdf4Vz3hxQCue8ORTt/qtrbiocSPXKRTQ8XMPsWUUoBbNnFfFbq3+VI++/T6pItDfanx9teqyFOXuBLo4np1JHeVFuNbHRIukcYtwEKsoJtXfg6fGg4grt1ERnGJi+OBRcAV2EdkUxzMKMx+WrE93Z0U1psIyOc7mBdGnQenwy7/lq1Tmy7dhzNFV1IylsxNmx5yhrqioBaD7YRsMzxzndF2ZupZ//vn4BtSslgBZCCPHxE1i3ZthBcz7VKxdRvbK/oMCqh3ZjtVWx5anUkW84WanjchT2vv0WtbfdPmpzTBpREK2UKga+A1QCJ4FarfXlPMd9H/g08LrW+p48338ceEhrPfhezWLKqa7+Ct9+5hHMQFoKhsYqnl7YC6Hp4Dcg7LfeXaYOUTnnKgkWcX/9ioycaLC7Fdb315Curp6fEzS37D/Brj1HOHs+RFlpARvrllJTZR3Tfj5/fejkePPBNjY8+Q59dqB96kKYDU9a5e3WSSAthBBCjKqznT0EAg6r4QoMWPJO54YKKA0d4RiPtDwHMOqB9EjTOb4CHNBazwcO2PfzeQx4MN83lFJLgBtGOA8xiTUfe4vK3dtZevBH6HC+NuBuq0qHst85evtXl11uJwlXZs1mr8/N+vrVVFUvZFPDXQRnF1rdCmcXsqnhrlR1jnxa9p9gy85DtHeErDbfHSG27DxEy/4TAJSX5q8PnRxvePp4KoBO6jPiNDx9fBh/M0IIIYS4mrKSQgyjkFRFZrvjcbpkwa9scXvXYTgWY9uB1lGf20jTOe4FVtpffws4CPy37IO01geUUiuzx5VSTqwA+37gd0Y4FzEJNR97iw0vP0efGcNFFG16Ub3unOO0Vhgl3RApQcWAaSEKfDew/o8/N2B1DrCqcFwtaM62a88RIkZW2TvDZNeeI9RUzWdz3WIe3Xk4I6XD73WyuW4xAKc785exG2hcCCGEEMO3cf0Ktjz5cn/FjpgHrR3gM1AqYVXvwEXMbWR8bp0Aejz9kXVbd9eoz22kQXRQa33W/vocMNS2MA8DL2qtzyqVZx0+jVJqA7ABYO7cuUOdp5ggDYda6TOtLbJeovy8oJxbQ20ZJWm0hnjchVncCxcM6w2mqYmqEMeOn+DH//YBnX1dlPyHGayvW8HKqkXs3/8Oe/Yc4Pz5bkpLi6irW01VlRVYt+4/RtOeQ3Sc7yFYWkh93Qqqq6xA++z5/GXvkuPJvOf/8eRbXO6OklCgCh2Y9k/K3BI/py7kBsxzS6S8nRBCCDHaalZar9+7nj7E2c4AZSWFtEfOQ6+92GU3Y1ER7E2HGq0VsYQHJx4CUYh6oKxkxqjP7ZpBtFJqPzA7z7ca0u9orbVSA2R75z9vOfC79K9kX5XWejewG6zOTYN9HjGxTvf0v/NTaH4052ZuOnEOfzyeqhkdc4JRHLPSOwquANPBhKgR5dUXfkAIq2f4hY4untz5HO++28b3vv8ehmEF5x0d3ezc2QJADBeNO19OrTaf6+ihcadVO7q6aiFlpQW056kfXVban45vuqDTFSdsD/VFYjzypNV5qXH9goycaICA10njeilvJ4QQQoyFmpULU8E0wCe/sK1/MS5ZrcP0pPZTKcCtIFpghRpeA+ZPH/3239fMidZaV2mtfznP7QWgQylVBmD/eX4Iz/0rwM3AB0qpk0BAKfXBMK5BTGJzC/vf+SU3CL4x50Z6pmtC0yFUpDEKdH9CU2Gv1aVo9hnr3SWJjPMZRoyXW36UCqDTx/fsOUDTnkN50zWa9li1ozfWLcXnzSp753Wxsa6/7N22p/NX6Nj29FHWraxg98OLmDfLKm83b5af3Q8vkk2FQlxnlFLFSqlXlFIn7D/z7t1RSn1fKdWllPpe1nizUuq4UupdpdRTSim3Pb5SKdWtlPqZffvqeFyPENcTh0p7HR9EtQ4F/PjYCZoPto3uPEb4+BeBL9pffxF4YbAP1Fr/s9Z6tta6UmtdCfRprW8e4XzEJNO4opqAy8qBNvCggV8EyiDvBkO7DbgrDqWd4DXQrljOOROJeM4YwPnz3XScz187OjleUzWf7ZtWUB4sQCkoDxawfdOKVHUOgLbO/BU6kuPrVlZw8qnVJF68h5NPrZYAWojr00g3zjcDtwCLAD9Ql/a9Q1rrT9m3PxvFOQsx7qLNewlV3kqPo4hQ5a1Em/eO+XP+7qql6GQ5jnxlOfIMO0iw4cl3RjWQHmkQ/RfAZ5VSJ4Aq+z5KqSVKqT3Jg5RSh4DvAquVUm1KqbtH+Lxiili38HZ23/U55hXOII6HAm8x033FaNObUSA9+RGMtcGwB1ym9dbRE805p8PhzBkDKC0tIlhamPd76eM1VfN57dn7+Z9fXUUoAP/l8ddY+tAz7DtoVeioKMlfoWOgcSHEdelerA3z2H/el+8grfUBIOfdu9b6JW0DDgPybltcd6LNezE2PII+9RFojT71EcaGR8Y8kP7z/3wXn7/z0yhc6MjgqnXEcYx6NS2l9dRLL16yZIl+8803J3oaYgSeefoxfvD6dyB7g6HpJpzMj26fjQ4VEqLQeksZ9eB1TmPlb346IycawOt1s2lTTU5ONFjpGg2b7kptLgTYd/AEjz55iHB66oeCLo+XosJpxLriRM3+VBK/18kTD99B7crKMfn7mCqUUm9prZdM9DyEGGtKqS6t9Qz7awVcTt7Pc+xKYNMAfRDcwBvAH2mtD9nH/m+gDWi3H/feAOdN31B/+6lTp0Z8XUKMplDlrVYAnUXNu5GCk3n/WY+JljfeYtPffReNiUZh+HR6uwm0hljcS0QXEO0sJ9r8xYFPluVqr3vS9ltMiPvXP8pvLP88Cidag04oYg5lBdBp+dHaoenv4Rnlk79Szutvv4PhvoSjsA9cUYLBIj77/yzmb545wFcf34u3OMr0YidKQVGRD13o5E8ef4lVD+2m5eAxAHY8fSQzgAbQUBCNcs6IEfFqiqd7rLbeswISQAtxHVJK7bdzlrNv96YfZ68mD3fF6evAD7XWh+z7PwHmaa0XA08Azw/0QK31bq31Eq31klmzZg3z6YUYO/p0/tSIgcbHSs2y2wmFZhEKldGrCzHjmSmjKuLFFfHgcEfxzT7N3rfeGZXnlbbfYsLcv/5R6/YHvwY+qywNCWUF0KYHrTRGaTcYJoSslI+33/05vXa1joSO4y1ysPQ3PsE/HThKxF6Z7u7pw+d18zu/+6t858BxInZHw/YLPWx50qrU0d6Zv9Sd0/5kptehKZnporv5P431X4MQYoJorasG+p5SqkMpVWaXYB3qxvnkObYCs4AvpT3nlbSvX1JKfV0pVaK17hzq+YWYaGpuRf6V6Lnjn71UXlLImc4eK5ZIq9SRmlPqiwTbWg9Qe/uinHMMlaxEiwnniAfy5kejFWZR2GoFXhAasFrHP3//R6kAOilixPin7+dvrPLnf/saypF/I0I8rYD16Yv5NxgKIT4Whr1xHkApVQfcDXxBa51IG59tp4eglLoD63X44qjMWIhx5mncCoGsPgkBvzU+zjbXrsDvcQ1qo2FbV/eoPKcE0WLC3flrv012ar7WEHNCqhe4LwreqPVDMC0ZUFsGqtaRSCTyjnddCdPn0jmfzWZ3N5o7UzYSCvExNtKN89/AakD246xSdp8D3lVKHQUeB9bqqbg5SQjAs64W7+4nUPNuBKVQ827Eu/sJPOtqx30ua5Yv5LG6u5jhnp53o2E0bWH6hsDovL7LxkIxKdz9h5+nOHwhswHLNN1f+k6D7inASPgxnS7rJyJVFs9Bj56We1LloEfn/qDEFZwvKMQVtYp/2E9Jt8dLxA6iAx4nu+vuYN3yyrG98ClGNhYKMTHkdU+IwSte/zd4vD1WW3CHFUCnPuS2Nxk+tOw/8vUv/Po1zyUbC8Wkt75uC4dLK+kpUISma4wA/UEygFZoh7bSO1x2dyJvFA30eRI5q9Ma6PUkSGTVmU7uWXQRxfRAXwH0Flp/BstnWA1USgISQAshhBBTVNmMUvp6g/TqQvqcXkxX9iZDN984/BOaXz85oueRjYViUlh32yIOn76X1h++wCe7O8nIaNKgo26ihQZon9Xi0954GPFC3GMf5DfQYdBxD4YHEh5Q2iBhgIq50faexbgHPEQx6f9s58aSAt57/F6EEEIIMbVtrV3KI3sOEVYaTLd1S6MA7YjTsPfoiBbMZCVaTBpfu+detj9QT+eMGSQgVfouEXVjBBKYTrvJit3LUzvADGQ2Y9H+aMbeRGXnU2fvWVRpCVN+j4uttUsRQgghxNRXu3w+T9StwKnyh7laWf851d01oueRIFpMKrW33c6//eXT/MmGjfQWKHqna/qKTUyHs/+dpFb93Yi8mUG0ylPKNd+Y0+GwakCXFPBE3Qpql8/POUYIIYQQU1Pt8vl886HfxOPKDHVT8YPhQfkMmt84MeznkHQOMSlV3b6Soyc+pOW1/RmpHVqDjnowkunSWRtjrXeXmefSmckh+D0uHqu7izXLFyKEEEKI61PtMut1/o+a9xMyrApfhhurGYvpQQMNzx9h3bLhLaTJSrSYtL689iFqVlWBQyX3AxBxOOn1efprqKcVftRAJLO2Ogkg5PSQsA+bU1IoAbQQQgjxMVG7bCFnH3+EEIVWN8NoYUYjltOX8jdfGwxZiRaT2pfXPsSX1z7EQ0/8DUffPZZ3VdpObcLwQMytIKtsnSrw88QDd6XekQohhBDi42VecQGn8gTMc4sLhn1OWYkWU8JTj/wx965aBU4nGtAOBzGHn16fJ7VpMOYBQ3lSzQ8vFniZNbtYAmghhBDiY67xvqUEPJlrxwGPi8b7hl9YQFaixZTx1bVr+eratan7LW+8xa7nWzl7qYuiadOI4KG312ROcRGb71vNmmWLJnC2QgghhJgsknnPDc8f4fSlEHOLC2i8b+mw86FBgmgxhdUsu52aZbdP9DSEEEIIMQWsWzZ/REFzNknnEEIIIYQQYogkiBZCCCGEEGKIJIgWQgghhBBiiCSIFkIIIYQQYogkiBZCCCGEEGKIJIgWQgghhBBiiJTWeqLnMGRKqQvAqQl6+hKgc4Kee6Rk7hNnKs8/fe7ztNazJnIyQnwcTfDr3mBM5d9x+Vxv1wNyTcM14OvelAyiJ5JS6k2t9ZKJnsdwyNwnzlSe/1SeuxBifFxvvyeut+sBuaaxIOkcQgghhBBCDJEE0UIIIYQQQgyRBNFDt3uiJzACMveJM5XnP5XnLoQYH9fb74nr7XpArmnUSU60EEIIIYQQQyQr0UIIIYQQQgyRBNFCCCGEEEIMkQTReSilipVSryilTth/3jDAcd9XSnUppb6XNf53SqmjSqm3lVLPKaUKxmfmozL3ZqXUcaXUu0qpp5RS7vGZ+ajM/WGl1AdKKa2UKhmfWWc8/0jn/wml1Bv2NXxHKeUZn5kPae5ftI85oZT6Ytr45+1/7+8ppf5yvOYthBgfo/D77f9XSv1CKfUz+/ap8Zn5wEZ6TWnff1wpFRrb2Q7OVI5fBjKZ4xoJovP7CnBAaz0fOGDfz+cx4ME843+itV6stb4NOA08PDbTzGukc28GbgEWAX6gbiwmOYCRzv1fgSomriHBSOf/l8Bfa61vBi4Dvz8ms8zvmnNXShUDW4FlwB3AVqXUDUqpmVjXtFprfSswWym1evymLoQYByP9/QbwqNb6U/btZ2MxySEa8TUppZYAeYO6CTKV45eBTNq4RoLo/O4FvmV//S3gvnwHaa0PAD15xq8AKKUU1v+w8dy9OdK5v6RtwGGgYqwmmsdI5/5TrfXJMZvdtQ17/va/lTuB5671+DEymLnfDbyitb6ktb4MvAL8JnATcEJrfcE+bj/wn8Z4vkKI8TWi38+T1IiuSSnlxArc/nSsJjgMUzl+GcikjWskiM4vqLU+a399DggO9QRKqb+3H3sL8MQozu1aRjx3APvjjgeB74/WxAZhVOY+gUYy/5lAl9batO+3AXNGc3LXMJi5zwE+SrufnOMHwAKlVKVSyoX1C+7GsZysEGLcjcbv50Y7TeCvlVLeUZzbcI30mh4GXkw7x2QwleOXgUzauMY1WieaapRS+4HZeb7VkH5Ha62VUkN+J6a1/j37XeoTwOeBvx/WRPMY67nbvg78UGt9aJiPz2uc5j5mpvL8x2ruWuvLSqn/CnwHSAA/Av7DSOYqhBh/Y/z7bTNWAOTBqu3734A/G848h2KsrkkpVQ78LrByRBMchqkcvwxkqsY1H9sgWmtdNdD3lFIdSqkyrfVZJX4iOgAAAfBJREFUpVQZcH6YzxFXSj2L9VHPqP0jHOu5K6W2ArOAL41gmnmNx9/7WBrD+V8EZiilXPZqdAVwZoTTzTAKcz9D5gtGBXDQPncL0GKfawMQH6VpCyHGyVj+fk5bSTTslc5NI5jqUJ53rK7pV4CbgQ+szAcCSqkP7D0tY2oqxy9Xeb4pGddIOkd+LwLJygNfBF4Y7AOV5ebk18BvA++P+gwHNuy5Ayil6rByX7+gtU6M8tyuZURznwSGPX87V+s14HPDefwoGMzc/wW4y95MeANwlz2GUqrU/vMG4A+APWM+YyHEeBrpa0uZ/afCSvl6d1RnNzwj+Z39z1rr2VrrSq11JdA3HgH0IEzl+GUgkzeu0VrLLeuGlZ96ADiBtUmq2B5fAuxJO+4QcAEIY+WH3o31xuRfgXewfkk0A9OnwtztcRP4P8DP7NtXp9Dc/9C+bwLt6Y+ZIvO/CWvTwwfAdwHvJJz7Q/b8PgB+L23828DP7dva8fx7l5vc5Db2t1H4/fZq2uviPwIFU/2ass4VmujrGek1McHxyxj+2xuzuEbafgshhBBCCDFEks4hhBBCCCHEEEkQLYQQQgghxBBJEC2EEEIIIcQQSRAthBBCCCHEEEkQLYQQQgghxBBJEC2EEEIIIcQQSRAthBBCCCHEEP1fb9lbILkqhdMAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"encoder_bisim_rich1_hard = Encoder(\"./transfer_results/model_rich1_f2_bisim_varp_sepall_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)\n",
"plot_features(encoder_bisim_rich1_hard, \"rich1\")"
]
},
{
"cell_type": "code",
"execution_count": 89,
"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_f2_bisim_varp_sepall_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_rich2_f2_bisim_varp_sepall_s0/Simple\n"
]
},
{
"data": {
"image/png": 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E6fS4N/t4N2tqrg0nWeBxFxBlrca93se93uNeG04S8ngholyrqbnKx12lca8IJwl63CBRrvC4K3y8FZqay8NJAh43QJTlGrc1nEQ8rhClVeO2+LgtHrfJx2vS1AyHk+BxIermBoPBYDgXmUufZHgHlFIfua8rr7xS1WNH8TvKyn1CycQiZeU+oXYUv+Prfqe4Q30iZ6lFE6I+kbPUd4o7tN7fFHeoq3KWap0QdVXOUn/j4yml1PeKO9R1OUu1T4i6Lmep79Vx/7a4Q/27nKWumhD173KW+lsf97niDvUbOUutmRD1GzlLPVen5gvFHep3cpZaPyHqd3KWeqGO+2Jxh9qUs9RtE6I25Sz1oo/7w+IO9UDOUokJUQ/kLPXDOjVfLe5Qf5yz1B9OiPrjnKVereP+qLhDPZqz1JYJUY/mLPUjH/efijvU13KWemRC1NdylvqnOjUPFHcoJ2epr02IcnKWOlDH/efiDvXdnKWemhD13Zyl/tnHPVzcoZ7LWep7E6Key1nqcJ2abxR3qB/kLPXChKgf5Cz1Rh33aHGHGspZ6tUJUUM5Sx2t444Xd6if5Cy1f0LUT3KWGvdx3y7uUG/kLHVkQtQbOUu9XadmsbhD5XKWmpgQlctZqljHVUop4FX1IfgZYL7M1/n29U7nPYNhLsylTzrfqXfeO+cGCw0Gw5nDDBYaDGcHc94zGM4O9c5759ztHAaDwWAwGAwGw5nGNNEGg8FgMBgMhhqcwk7s7GoCo23Y2dU4hZ1n+5A+VJxzS9wZDAaDwWAwGN4fTmEnifH7KSj3oSzTR0iMl5dD74recjYP7UODuRJtMBgMBoPBYKiiO/fQqQZ6loKapDv30Fk6og8f52QTPZePH3oKPXRkO4iNxujIdtBT0D8/fmfBYVXWZslogFVZm50Fx7dmb8FhTdZmxWiANVmb3jruroLDuqzNqtEA67I2u3zcvoLDhqzNJ0cDbMja9NWp2V9wuCNr86nRAHdkbfrruC8VHO7O2tw2GuDurM1LPu7ugsPmrM1nRwNsztrsrlNzsOCwLWtz72iAbVmbwTruUMHhsazNF0YDPJa1GfJx9xYcUlmbr4wGSGVt9tapebDg8FTWJjUa4KmszcE67qGCwzNZm2+NBngma3PIxx0pOPRlbXpHA/RlbUbq1MwWHAayNv2jAQayNtk67ljBYThrMzgaYDhrM1bHnSg4pLM2B0YDpLM2Ez5uoeCQzdqMjgbIZm0KdWqWCg75rE1uNEA+a1Oq4xoMBoPh/OG16dE55WcaxwHbhkCg/KvzIThdnXOrc3g/fgCISiOp2JdrPn7oKfSwaXwTkxVuozSyPbadzujp58fvLDjcN55gUhUqvCgPx1LcEu2qqtlbcHhwPMGJCrdBomyLpVjvcXcVHJIatzuWYm2F21dweGQ8QbHCi0iUe2MpbvDU7C84fFXj3hVLcZ3Hfang8MR4glKFG5YoG2Mprqlwdxccdmi822MprvbUHCw4PD2e4GSFu0Ci3BpLcaXHHSo49Grc9bEUKyvcvQWHZ8cTTFV4IYlyYyzFZZ6aBwsOL2rca2MpLvW4hwoOL48nmK5wgxJldSyFXeGOFByGNN7KWIo2T81swWH/eIKZCjcgUdpjKeIed6zgkBlPoCpckShWLEWzx50oOGQ1bjyWYlGFWyg4jGu8WCxF1FOzVHAojiegwkWiRGIpwh73dC2zOofBcDYwq3MYPmjs7Goy00dqciu4hEPxlz/QY3EcSCSgUHG6WnBBiUUtJY79VLGsTUhuCdPVGZ73fdc7751zTfRc/qN3ZDs4PF37/PilwaXsiZ9+fvyqrM2R6UyNtyRo8Ur8UFW2JmszqnFbgxYveNx1WZs3NO7FQYvvV7gbsjZZjRcPWnzbU/OOrM1bGveioMXXPe7dWZujGrclaPHnFe7mrM0xjbc4aPElT81tWZvjGvfCoMWDHvexrM24xo0FLT5X4aayNjmN1xS0SHhqPpW1yWvchUGL2zzuM1mbgsaNBi1uqnD7sjaTGq8xaHGDp+ZA1qaocSNBi1/yuMNZm5LGDQctLve46azNlMYNBS2WV7jZrM20xgsGLeKemvmsjdK4ErRY6HFPbTNNtMFwVjBNtOGDZi4XJc80tg2ZytNVqAQNRZDT0YLoSRY1n+TY8RmWtQZIbm6i6xbvA8Xmznm1xN1cPn4YmdY/J96bj06/pvV0+es+ri7P+rje/E0fT5cf9XF1uZ875smP+Xi6/LiPq8vHfVxvnvPxdHnex9XlBR/Xm0/6eLq86OPq8pKPq8unfFxvPu3j6XLl4/rlBoPBYDh/6IreQir2ZazgEgTBCi7RNtDORC92eg2BAyuw02twJnrn/Vhe856WIqWqBprQSU5KkbGfzqAUZI7MkLhvHGdngTPJOddELwu2vuu8Lah/Trw3bw0u03q6/BIfV5fHfVxv/nEfT5e3+Li63M9t9uSLfTxdfqGPq8tjPq43b/LxdPlCH1eXR31cb97o4+nyiI+ry8M+ri4P+bjePOjj6XLxcf1yg8FgMJxfdEVv4VD8ZWZaRzgUf1nbQCeyD5KZGkWhyEyNksg+OO+N9DLvaUk8d1GEPU01UDhZ4jOfP0JgxQHsNWmc3ol5PSY4B5voZNMDRMXzTHhpJNn0QI27pWkLjR63URrZ0lT9/PjNTUkaJerxomxuStbUvKcpSYPHbZAo92jcO33cOz3uxqYkEY8XkSgbNTU/7eN+WuN2NiUJe9ywROn0uDf7eDdraq5tSrLA4y6QKGs17vU+7vUe99qmJCGPF5Io12pqrvJxV2ncK5qSBD1uUKJc4XFX+HgrNDWXNyUJeNyARFmucVubkojHFYnSqnFbfNwWj9vk4zVpaoabkuBxkWg5NxgMBoPhHeg++igFdaIqK6gTdB99dF73k0xCtPJ0pTwds7epdm/3mFaqfGX6zQK/9YUfI1cNYq8bxtk1Ni/HNS9NtIj8uojsF5Efi0hNtyoij4nIP7hfB0TkeMW26Ypt33u/x/JuP34A6Ix2sj22naXBpQjC0uDSmqFCgFuiXTwcS7EkaCEIS4KWdqgQYH20i22xFK2u2xq0tEOFAGujXXTHUlzsuhcHrZqhQoAbol3cG0sRd7140NIOFQJcF+3irliKi1z3oqClHSoEuCbaxcZYihbXbQlaNUOFAFdHu7g9lmJx0AKExUFLO1QIcGW0i1tjKS503QuDlnaoEGBltIv1sRQx140FrZqhQoDLol3cGEvR5HpNQUs7VAhwabSLa2MpFrruwqClHSoEsKNdrI6liLpuNGjVDBUCtEW7WBlL0eh6jUFLO1QIEI920R5LEXHdSNDSDhUCNEe7sGIpwq4bDlraoUKARdEu4rEUIdcNBa2aoUKAaLSLWCxF0PWCQUs7VAgQjnYRiaUQ15WgVXeo0GAwGAyGSl6ben1O+XulqwtSKbAsEIHmpjDhyhlCb1NdebuH21Art9HOvFEikczMSyP9vgcLRSQIHAB+FRgBXgF+Uyn1Tz7+JuAXlFJ3uK/zSqmFc9mnGbAwGM4OZrDQYDg7mPOe4cOInV5DZqp25swKtXJo+QtndN9OT4nurSVeG1EsvugkuZNFSifdjQtzp5voC/IQcHvdUMltsBXBQIAnP99O1w3xuvs504OFq4EfK6XSSqkS8G3gpjr+bwLfmof9GgwGg8FgMBjOEsmWe4hKQ1UWlQaSLfeceu2M7cIeXkdgcBX28DqcsV3zsu+uzjCH9ixkZryJoz9ezNcfi2EtCSACwUDFlWmpaKAbiuX7py94m+noBL/1X17lD766R7+Dd8F8NNFLgMp14kbcrAYRsYCfAf5nRdwgIq+KyA9F5Ga/nYhIwvVefeutt+bhsA0Gg8FgMBgM75WuRetJxbdhhVrLt9CGWknFt9G1aD1QbqATmSSZ0hvlwcPSGyQyyXlrpKuO5ZYoh16JM3PkEp58OE60wW2kZ2/1iJRgwUmIFMtXpgWUKP7y7/8Zp1+/Wts7EZqnY3+3bACeVkpNV2SWUuqIiCwH/qeIDCulfuJ9o1IqBaSg/LHWB3O4BoPBYDAYDAY/uhatP9U0e+kefVw/eDj6OF3Na8/cMa1fVN7/o0fJvBVGZu+JDpdgwelbOlCCKobp/sZ+uq7Tr9hWj/m4En0EWFrxus3NdGzAcyuHUuqI+2sa6Ad+YR6OyWAwGAwGg8FwFnmtlJ1TPp90rV/EoReWo/7x5/nmH9sEAwFYUCzf0uFeiSagoKFI5vj4e9rHfDTRrwCXisjPiEiYcqNcs8qGiKwAPgYMVGQfE5GI+30L8K8B7UDiXJjLwt89EzvpSK8mdqCNjvRqeiZ2ar2dEz2sSnew5ECMVekOdk70+NbsnXBYk7ZZcSDAmrRN74T/A953TTisS9usOhBgXdpml4/bN+GwIW3zyQMBNqRt+urU7J9wuCNt86kDAe5I2/TXcV+acLg7bXPbgQB3p21e8nF3TzhsTtt89kCAzWmb3XVqDk44bEvb3HsgwLa0zWAdd2jC4bG0zRcOBHgsbTPk4+6dcEilbb5yIEAqbbO3Ts2DEw5PpW1SBwI8lbY5WMc9NOHwTNrmWwcCPJO2OeTjjkw49KVteg8E6EvbjNSpmZ1wGEjb9B8IMJC2ydZxxyYchtM2gwcCDKdtxuq4ExMO6bTNgQMB0mmbCR+3MOGQTduMHgiQTdsU6tQsTTjk0za5AwHyaZtSHddgMBgMhrmwLKwf2qvMnWwf9sAGAv2fxB7YgJPtm/fj6FrbzJOfb4cG90r0Bfny8OEFeVhQIthw8p2LaHjft3MopaZE5C7g74Eg8HWl1B4R+SLwqlJqtqHeAHxbVS8HchnwNRGZodzQP+S3qse7ZXbh79mPD2YX/gZqPm7omdjJpuz9TLqPtDw8dYRN2fsB6Fx0ekm8nRM93JfddMo7MnWY+7KbALhlUfVyeL0TDg9mE5xQ5afkjE5leDCbAGD9ouqlw3ZNOCQr3DemMiRdd22F2zfh8Eg2QdH1slMZHnG9Gzw1+yccvlrhvjWV4auue53HfWnC4YlsgpLrHp3K8ITrXlPh7p5w2FHhHZvKsMP1rvbUHJxweDqb4KTrHp/K8LTrXulxhyYceivc8akMva67ssLdO+HwbDbBlOvlpjI863qXeWoenHB4scLNT2V40XUv9biHJhxeziaYdt3CVIaXXdeucEcmHIYqvMmpDEOu1+apmZ1w2J9NMOO6xakM+1037nHHJhwy2QTKdUtTGTKu2+xxJyYcshXu1FSGrOsuqnALEw7jFd70VIZx14t6apYmHIrZBLiumsqUXwPhRWaZO4PBYDC8P5Ktd5LIJKtu6YhKA8nWO4FyA53Y/wiFmSIAmWKWxP5HAOiK3zCvx9J1Q5zbvzMOTW+fupWDYhhEMX3ind+v430vcXc2qLfUz1yWW+lIr+bwVO2dJ0tDS9iz/OVTr1elOzgydbjGWxJayivLq6c616RtRqcyNW5ryOKF5YeqsnVpmzc07sUhi+9XuBvSNlmNFw9ZfNtT8460zVsa96KQxdc97t1pm6MatyVk8ecV7ua0zTGNtzhk8SVPzW1pm+Ma98KQxYMe97G0zbjGjYUsPlfhptI2OY3XFLJIeGo+lbbJa9yFIYvbPO4zaZuCxo2GLG6qcPvSNpMarzFkcYOn5kDapqhxIyGLX/K4w2mbksYNhywu97jptM2Uxg2FLJZXuNm0zbTGC4Ys4p6a+bSN0rgSsljocU9tM0vcGQxnBbPEneGjijO2i+7Rx3mtlGVZOE6y9c5T90PbAxvIFGtv7bAicZJLf4/ufd/ktcmjLGtsIbnit+hqu27u+x8apvv558mMj8OMQCkMUwvKGxVwIkJwqoGpr23Uvr/eee+DHiw848xl4e8RTbOty0en9FObuvz1Ke8D3v3zrI/rzd/08XT5UR9Xl/u5Y578mI+ny4/7uLp83Mf15jkfT5fnfVxdXvBxvfmkj6fLiz6uLi/5uLp8ysf15tM+ni5XPq5fbjAYDAbDXOlqXus7RPha8U1tnilmSQw9TmHavUI9+RaJocfLG6dCdP+oh9cKR1kWbSF5RSdd9jVV73f2DtL94i4yuePITABVXACEy/dAR4punQXl+6IjJaanwrwXzvMtVSUAACAASURBVLnHfi8LXfKu87ZQq9b15q0h/cSmLr8k5H3Au38e93G9+cd9PF3e4uPqcj+32ZMv9vF0+YU+ri6P+bjevMnH0+ULfVxdHvVxvXmjj6fLIz6uLg/7uLo85ON686CPp8vFx/XLDQZDGRFZLCLPichB99eP+XifcZ2DIvKZivw3RGRIRPaIyJ9+cEduMHy4WBb5uDYPqtCpBnqWwnSR//iPT5B4+QkyhaMoIFM4SuLlJ/iDHz6J/dRmAqnP0vLkH/I7zztkcuWHY6vATHmYMFQqFxLKq3TMIgpr8Zye+XeKc66JfjcLf8+ypeUBGqWxKmuURra0VD+5fHPLFq23uWVLTc17WpI0SLQqa5Ao97Qka9w7fdw7Pe7GliQRjxeRKBs1NT/t435a43a2JAl73LBE6fS4N/t4N2tqrm1JssDjLpAoazXu9T7u9R732pYkIY8XkijXamqu8nFXadwrWpIEPW5QolzhcVf4eCs0NZe3JAl43IBEWa5xW1uSiMcVidKqcVt83BaP2+TjNWlqhluS4HGRaDk3GAz1eAB4Xil1KfC8+7oKEVkMbAGupvxQsi3uMH0z8DBwvVKqA7hYRK7/4A7dYPjwkFy+kWggUpVFAxGmT+hvlBgrTVCYLlVlhekSf/mT58jkj6GAsWKekwvePt00w6krzqdfq4pNAZI3r3pPx3/ONdHvtPB3JZ2LbmF7/MssDS1BEJaGlrA9/uWqoUIoDw8+HN/OktBSBGFJaCkPx7fXDBVCeXhwWzxFa8hCEFpDFtviqZqhQigPD3bHU1zsuheHLLrjqaqhQigPD94bTxF3vXjI4t54qmaoEMrDg3fFU1zkuheFLO6Kp2qGCqE8PLgxnqLFdVtCFhvjqaqhQigPD94eT7E4ZAHC4pDF7fFUzVAhlIcHb42nuNB1LwxZ3BpP1QwVQnl4cH08Rcx1YyGL9fFU1VAhlIcHb4ynaHK9ppDFjfFUzVAhlIcHr42nWOi6C0MW18ZTNUOFUB4eXB1PEXXdaMhidTxVNVQI5eHBlfEUja7XGLJYGU/VDBVCeXiwPZ4i4rqRkEV7PFUzVAjl4UErniLsuuGQhRVP1QwVQnl4MB5PEXLdUMgiHk9VDRVCeXgwFk8RdL1gyCIWT9UMFUJ5eDASTyGuKyGLSDxlhgoNhnfmJuBJ9/snAd2Dwn4NeE4pdUwp9VPgOeDXgeXAQaXU7FPD+oB/f4aP12D4UNIVv4FU+71YkXi5Z4vEy68X6O8UOPXglJp4pjrwNs1Q1TjP1hHg967+l3Rdfel7Ov5zbrDQYDCcOcxgocEAInJcKXWh+70AP519XeHcCzQopba5r/8zMAn8N2AYuIbyE36/A4SVUjVXekQkASQAli1bdmUmUzsIbDCcizgj/VX3RANEgxEaTzYxVtAspTEj8LbnlgwF5JtqHAHUiQjWwsUk115L15WX1T2W82qw0GAwGAyG94uI9AEXazZ1V75QSikReddXo5RSPxWR36fcPM8APwB+1sc1T+o1nJfMrsLhXZ2DqRCJl5+ouqVD3KcO1lBx1VooO1YsRvL66+laefm8HKdpog0Gg8Fg8KCU8l2kVkSyInKJUup1EbkE0C0xcAS4ruJ1G+Wn8qKU6gV63VoJYHqeDttgOGfoarvOd0m78uocYyyLNvNv41fy5D+9SoHTjXU4EKKJRRzjJMuaLiR57Vq6Lrty3o/RNNEGg8FgMMyN7wGfAR5yf31G4/w98CcVK3fcCGwGEJGPK6XedLf9AVA7YGMwGLR02dfULGn3r5tX0P3Kd3ktf4xlCxeTXHUzXZdefcaPxTTRBoPBYDDMjYeAHhH5XSCD2wSLyFXA7ymlNiqljonIHwOvuO/5olLqmPv9n4nIFRX5gQ/y4A2GjwI9Tomt3SVGXlO0LRO2JMN0dunXc+669OoPpGn2cs6tzgHlp+PYw+sIDK7CHl6HM7bL1+0Z66VjeA2xwRV0DK+hZ6xX6+0c28mq4dUsGWxj1fBqdo7t9K3ZO9bDmuEOVgzGWDPcQe9Yj6+7a8xh3bDNqsEA64Ztdo05Wq9vzGHDsM0nBwNsGLbp8/EA+scc7hi2+dRggDuGbfrruC+NOdw9bHPbYIC7h21e8nF3jzlsHrb57GCAzcM2u+vUHBxz2DZsc+9ggG3DNoN13KExh8eGbb4wGOCxYZshH3fvmENq2OYrgwFSwzZ769Q8OObw1LBNajDAU8M2B+u4h8Ycnhm2+dZggGeGbQ75uCNjDn3DNr2DAfqGbUbq1MyOOQwM2/QPBhgYtsnWccfGHIaHbQYHAwwP24zVcSfGHNLDNgcGA6SHbSZ83MKYQ3bYZnQwQHbYplCnZmnMIT9skxsMkB+2KdVxDQZDGaXUmFLqeqXUpUqpG2abY6XUq0qpjRXe15VSP+d+/XVF/ptKqU+4X98+G78Hg+HDTI9TYlOiyOGMQik4nFFsShS55z9O0NGRJRYbpaMjS09P4awe5zm3Oocztkv7nPaU1V3zxJyesV42ZR5kssJtlAa2W9vobD49KL1zbCf3Ze5nUk1WeI08bH2ZW5qrl8PrHevhwcwmTlS4DdLINms765urP7HbNeaQzCQ4oQoVbpRuK8Xa5tPLjPWNOTySSVCs8CIS5V4rxQ3N1cuR9Y85fFXj3mWluM7jvjTm8EQmQanCDUuUjVaKayrc3WMOOzTe7VaKqz01B8ccns4kOFnhLpAot1oprvS4Q2MOvRp3vZViZYW7d8zh2UyCqQovJFFutFJc5ql5cMzhRY17rZXiUo97aMzh5UyC6Qo3KFFWWynsCndkzGFI4620UrR5ambHHPZnEsxUuAGJ0m6liHvcsTGHTCaBqnBFolhWimaPOzHmkNW4cSvFogq3MOYwrvFiVoqop2ZpzKGYSUCFi0SJWCnCzfpl7szqHAbD2cGsSmU4n+iw8xzOePrTUAlpLHIqDZ1EIiWUKJYuCbFlcwudtyya92Opd94755poe3gdmdIbNbkVvphDl3+/KusYXsPhUu2jv5eGW9lz+QunXq8aXs2R0pEab0l4Ca9c/nJVtma4g9HS4Rq3NbyUFy7fU5WtG7Z5o1S7ZNHFYYvvX37o1OsNwzZZjRcPW3y7wgO4Y9jmLY17Udji6x737mGboxq3JWzx5xXu5mGbYxpvcdjiS56a24ZtjmvcC8MWD3rcx4ZtxjVuLGzxuQo3NWyT03hNYYuEp+ZTwzZ5jbswbHGbx31m2KagcaNhi5sq3L5hm0mN1xi2uMFTc2DYpqhxI2GLX/K4w8M2JY0bDltc7nHTwzZTGjcUtlhe4WaHbaY1XjBsEffUzA/bKI0rYYuFHvfUNtNEGwxnBdNEG84nYoEcNe3pBfnyY7sBQifLj++eXYAjVEIa3Ia6NcyWe1rpXN88L8dS77x3zt3O8Vop+67zkdLrWtebj2oabb/89dKI1tXl2dJrWtebv+nj6fKjPq4u93PHPPkxH0+XH/dxdfm4j+vNcz6eLs/7uLq84ON680kfT5cXfVxdXvJxdfmUj+vNp308Xa58XL/cYDAYDIYPgrZlmoeqVK4kGS5VNdA0FFHu9sOjJTY9mKGnd+yMH+c510QvC8ffdd4WvkTrevPWsP7JObr8knCb1tXl8fAyrevNP+7j6fIWH1eX+7nNnnyxj6fLL/RxdXnMx/XmTT6eLl/o4+ryqI/rzRt9PF0e8XF1edjH1eUhH9ebB308XS4+rl9uMBgMBsMHwZZkmMZodSZUNNaVDXXE01BfkGcyNMFnv7iHnl36C6vzxTnXRCdb7yQqDVVZVBpItt5Z425pvYdGj9soDWxpvacq29z6AI3S6PEa2dz6QE3Ne1q30OBxG6SRe1q31Lh3tiZpkKjHjXJna7Iq29iaJOLxIhJlo8cD+LSP+2mN29maJOxxwxKl0+Pe7OPdrKm5tjXJAo+7QKKs1bjX+7jXe9xrW5OEPF5IolyrqbnKx12lca9oTRL0uEGJcoXHXeHjrdDUXN6aJOBxAxJlucZtbU0iHlckSqvGbfFxWzxuk4/XpKkZbk2CeH9KRcu5wWAwGM45ekoOHXmbWC5AR96mp/ThHCbv7AqzPRVhqSWIwFJL+N07LqCx0e2Wlaahdq9IE1AgMK1m2JTcf0Yb6XOuie5qXkvK6sYKX1x+Dnv4Yu1QIUBn83q2W9tYGm5FEJaGW2uGCgFuab6Fh60vsyS8BEFYEl6iHSoEWN/cyTZrO63hpQhCa3ipdqgQYG1zF91WiovDFoJwcdiqGSoEuKG5i3utFHHXi4ct7VAhwHXNXdxlpbjIdS8KW9qhQoBrmrvYaKVocd2WsFUzVAhwdXMXt1spFoctQFgctrRDhQBXNndxq5XiQte9MGxphwoBVjZ3sd5KEXPdWNiqGSoEuKy5ixutFE2u1xS2tEOFAJc2d3GtlWKh6y4MW9qhQgC7uYvVVoqo60bDVs1QIUBbcxcrrRSNrtcYtrRDhQDx5i7arRQR142ELe1QIUBzcxeWlSLsuuGwpR0qBFjU3EXcShFy3VDYqhkqBIg2dxGzUgRdLxi2tEOFAOHmLiJWCnFdCVt1hwoNBoPB8NGlp+SwqZjgsMqgUBxWGTYVEx/qRnrPoYWMzzSx59BCHv2zRWzfHmPp0iCUwqevS8821FVXpE/CBW+Xr0g/PEhPn/5W2/fLOTdYaDAYzhxmsNBgODuY857h/dKRtzmsaofJl4rFnoWHPvgDep/07Jxg65eOcvjNAtJQRC3MlZvo0MnyFemKi9WNkSDb772czhv0t9zW47waLDQYDAaDwWAwVDOi9EPjfvmHnc5bFrHnleVMZH6ev3rEJhhwW9rZK9KhEkTzcEGOyeA49//FP8z7MZgm2mAwGAwGg+Ecp030Q+N++UeJzvXNfO2L7TQ2BMr3SIdK5SXw3PujCSiOFXP09B+a1/2aJtpgMBgMBoPhHGdLOEkj1cPkjUTZEj43hsk718bZ3t1eviIdLsGC8kodLMyVf11QYus3fjSv+zRNtMFgMBgMBsM5Tme4i+2RFEulvJjAUrHYHknRGa4eJu8p9NCR7SA2GqMj20FPoecsHfHc6Vwb52ufXwkLilUrdRBQ0FDk8PHj87q/eWmiReTXRWS/iPxYRGrWfROR3xaRt0TkH9yvjRXbPiMiB92vz8zH8TjZPuyBDQT6P4k9sAEn2+fr9mR30TGwjlj/KjoG1tGT3aX1dmZ7WTWwhiX9K1g1sIad2V7fmr3ZnawZWM2K/jbWDKymN7vT192V7WHdQAer+mOsG+hgV1b/l7Uv67BhwOaT/QE2DNj0Zf2nafuzDncM2HyqP8AdAzb9ddyXsg53D9jc1h/g7gGbl3zc3VmHzQM2n+0PsHnAZnedmoNZh20DNvf2B9g2YDNYxx3KOjw2YPOF/gCPDdgM+bh7sw6pAZuv9AdIDdjsrVPzYNbhqQGbVH+ApwZsDtZxD2Udnhmw+VZ/gGcGbA75uCNZh74Bm97+AH0DNiN1amazDgMDNv39AQYGbLJ13LGsw/CAzWB/gOEBm7E67kTWIT1gc6A/QHrAZsLHLWQdsgM2o/0BsgM2hTo1S1mH/IBNrj9AfsCmVMc1GAwGw0ebznAXexYeYrxphj0LD2kb6E3jmzg8fbi8gsf0YTaNb/poNdI3tBGInqwaLARAINhwcl73FXq/BUQkCDwO/CowArwiIt9TSv2TR/2OUuouz3sXA1uAqwAFDLrv/el7PR4n20di/yMUZooAZIpZEvsfAaArfkOV25Pdxab9SSZnTgBwuPgGm/aXP9bojJ9eEm9ntpf79j94yjtSHOW+/Q8CcEu8ejm83uxOHtx/PydmJgEYLR7hwf33A7A+Xr0k3q5sD8n9m065bxQPk9y/CYC18dNL4vVlHR7Zn6A4UwAgW8zwyP4EADfEq/8H6M86fLXCfauY4auue53HfSnr8MT+BCXXPVrM8ITrXlPh7s467KjwjhUz7HC9qz01B7MOT+9PcNJ1jxczPO26V3rcoaxDb4U7XszQ67orK9y9WYdn9yeYcr1cMcOzrneZp+bBrMOLFW6+mOFF173U4x7KOry8P8G06xaKGV52XbvCHck6DFV4k8UMQ67X5qmZzTrs359gxnWLxQz7XTfucceyDpn9CZTrlooZMq7b7HEnsg7ZCneqmCHruosq3ELWYbzCmy5mGHe9qKdmKetQ3J8A11XFTPk1EI6bZe4MBoPhfGNrbiuTarIqm1STbM1tpTNau1Tvh5WZ0Al3wFCVl8ArhmEqzDQz87qf+bgSvRr4sVIqrZQqAd8GbnqX7/014Dml1DG3cX4O+PX3czDd6SdONdCzFGaKdKefqHG3ph8/1RjPMjlzgq3px6uyL6Uf1XpfSj9aU/PR9EOnmuJZTsxM8mj6oRr38fRWrft4emtV9kS6+1RTPEtxpsAT6e6amt/wcb+hcXvS3aca41lKMwV6PO53fbzvamruSnefaopnOTlTYJfGfd7Hfd7jvpjuPtUUzzI1U+BFTc1XfNxXNO6P0t2nGuNZpmcK/Mjj7vPx9mlqptPdpxroWWZmCqQ17mi6+1SzO4uaKTCqcY/6uEc9bs7Hy2lqltLdpxro0wdbKOcGg8FgOO8Ymdavp+yXfxjp2b0Xaay9lYNQiaUtC+d1X/PRRC8BDle8HnEzL/9eRIZE5GkRWTrH9yIiCRF5VURefeutt3wP5rXim+86Hynqn2LjzUeLr2s9Xf56cVTr6vJsUf+X0pu/WdQvP6PLj/q4utzPHfPkx3w8XX7cx9Xl4z6uN8/5eLo87+Pq8oKP680nfTxdXvRxdXnJx9XlUz6uN5/28XS58nH9coPBYDCc27QF9eso++UfRu7/m79HXfA2LMzDBW+X140WkIaTbOlcNa/7+qAGC3sBWym1kvLV5ifnWkAplVJKXaWUuuqiiy7y9ZZFPv6u87ZIXOt689bIJVpPl18SadW6ujwe0f+l9OYfj+iXn9HlLT6uLvdzmz35Yh9Pl1/o4+rymI/rzZt8PF2+0MfV5VEf15s3+ni6POLj6vKwj6vLQz6uNw/6eLpcfFy/3GAwGAznNluattAojVVZozSypWnLqdc9EzvpSK8mdqCNjvRqeib8574+aHoGhzk2Pa65Cn0SJTN0XnPpvO5vPproI8DSitdtbnYKpdSYUmr2HosngCvf7XvnSnL5RqKBSFUWDURILt9Y425ZfieNgYaqrDHQwJbld1Zlm5ffo/U2L7+npuY9yx+gIVD9F7Ah0Mg9y2vmLblz+Rate+fyLVXZxuVJIoHqZWkigSgbl9cuS/NpH/fTGrdzeZKwxw0HonR63Jt9vJs1NdcuT7LA4y4IRFmrca/3ca/3uNcuTxLyeKFAlGs1NVf5uKs07hXLkwQ9bjAQ5QqPu8LHW6GpuXx5koDHDQSiLNe4rcuTiMeVQJRWjdvi47Z43CYfr0lTM7w8CR6XQLScGwwGg+G8ozPayfbYdpYGl5ZX8AguZXts+6n7oXsmdrIpez+Hp46UBw+njrApe/9Zb6R7hgbpeGwbG3ufLC9nFyqd3ihApMTSxU3zvt/5aKJfAS4VkZ8RkTCwAfhepSAilZdsPwXsdb//e+BGEfmYiHwMuNHN3jNd8RtItd+LFYkjCFYkTqr93pqhQigPD25v72Zp5OLyX5bIxWxv764aKoTy8ODD7dtYEmlFEJZEWnm4fVvNUCGUhwe3tX+Z1sgSBKE1soRt7V+uGSqE8vBgd/t2Lo6U/7JeHFlKd/v2qqFCKA8P3tueIh4pL0sTj1jc256qGSqE8vDgXe0pLnLdiyIWd7WnaoYKoTw8uLE9RYvrtkQsNranqoYKoTw8eHt7isURCxAWRyxub0/VDBVCeXjw1vYUF7ruhRGLW9tTNUOFUB4eXN+eIua6sYjF+vZU1VAhlIcHb2xP0eR6TRGLG9tTNUOFUB4evLY9xULXXRixuLY9VTNUCOXhwdXtKaKuG41YrG5PVQ0VQnl4cGV7ikbXa4xYrGxP1QwVQnl4sL09RcR1IxGL9vZUzVAhlIcHrfYUYdcNRyys9lTNUCGUhwfj7SlCrhuKWMTbU1VDhVAeHoy1pwi6XjBiEWtP1QwVQnl4MNKeQlxXIhaR9pQZKjQYDIbzmM5oJ3viexhvHWdPfE/VQOHWow/pBw+P1s59fVD0DA2yqfdpDo+7y9cFVPlBK1WNtGLLzdfO+75FKfX+i4j8W+C/AEHg60qppIh8EXhVKfU9EfkS5eZ5CjgG/L5Sap/73juAz7ulkkqpv36n/V111VXq1Vdffd/HbTAY5oaIDCqlrjrbx2EwnG+Y857hw0DsQBuK2r5REMb/xQg9Y71sHX2UkdLrtIUvYUvrPXQ2115wnA969u5m64vf5XDuGMycXoHjFDMChfIg4eJolENfvO897afeee99L3EHoJT6W+BvPdn/XfH9ZmCzz3u/Dnx9Po7DYDAYDAaDwXBmaAu1cniq9q7btlArPWO9bMo8yKRylw0ujbIpU14O+N020judAl/qzjH62gytywJsTjZxS1e0xuvZu5tNz+5gcsq92jx77/MJTjfSUm72Gxcs4Ms3va+F33wxTyw0GAwGg8FgMLwjW1oe0A8etjzA1tFHTzXQs0yqE2wdLS8H/E4Pt9vpFLgvMc6RzAxKwZHMDJ/77Ft02D9hSewAHf9iLz/3H7cTS93GZ1/8KpPkqw/Ovff5FEpYemGM7beup/PKy+ftz6CSebkSbTAYDAaDwWA4t+lcVJ7v2nr0IUamRmkLtbKl5QE6F93Cfyh9XvuekdLrdR9ux8kFbN33BGOf+zyBQsXqa6ESJ6XIT4+VX/70jSBqxxqCt+aZunIYGqarrzxD1dXn7etvpXPllZxJTBNtMBgMBoPBYHhXdC665VQzXUlb+BIOl2qfidEWvsT34Xb3H/wKkxMhJqeLXHC0ufqNkVL1o7tDJWRBiUjvrxL+X1dTuv4lpn5+f3UTrYSlsQvZcv3aM95Awzl6O4cz0o/d97sEem/C7vtdnJF+X7dnpI+Ovg3Eej9JR98Gekb6tN7OkV2s6lvHkt5VrOpbx86RXVoPoHeklzV9a1jRu4I1fWvoHen1dXeN7GRd32pW9baxrm81u0b0y8T0jfSwoa+DT/bG2NDXQd+I/3Ps+0cc7uiz+VRvgDv6bPpHHF/3pRGHu/tsbusNcHefzUs+7u4Rh819Np/tDbC5z2Z3nZqDIw7b+mzu7Q2wrc9msI47NOLwWJ/NF3oDPNZnM+Tj7h1xSPXZfKU3QKrPZm+dmgdHHJ7qs0n1Bniqz+ZgHffQiMMzfTbf6g3wTJ/NIR93ZMShr8+mtzdAX5/NSJ2a2RGHgT6b/t4AA3022Tru2IjDcJ/NYG+A4T6bsTruxIhDus/mQG+AdJ/NhI9bGHHI9tmM9gbI9tkU6tQsjTjk+2xyvQHyfTalOq7BYCgjIotF5DkROej++jEf7+9E5LiIfN+T/4yI7BaRH4vId9yVrQyGjzRbWu+hUTzLAUsDW1rv8X243bGTx5mcLq+ArFrGqjdKxQBjqFRecSOgkNBJAlNBIs/+CtG/+C1CB63yvkJhnlj3O+z53IMfSANdPsR5WJ3jg6belLIz0k9i6HEK06cf/R0NRkitvJOutuuq3J6RPjYNPXLqPyBAYzDC9pX30tl2ekm8nSO7uG8oyeT0iQqvgYdXdnNLW/VyeL0jvTw49CAnKtyGYAPbVm5jfVv1jfW7RnaSHLqfE9OTFW4j3Su/zNq20//K6xvp4ZGhTRQrvEiwkXtXbueGturl8PpHHL46lKA4Xahwo9y1MsV1bdVLl7004vDEUIJShRsORtm4MsU1Fe7uEYcdGu/2lSmu9tQcHHF4eijByQp3QTDKrStTXOlxh0YcejXu+pUpVla4e0ccnh1KMFXhhYJRblyZ4jJPzYMjDi9q3GtXprjU4x4acXh5KMF0hRsMRlm9MoVd4Y6MOAxpvJUrU7R5amZHHPYPJZipcAPBKO0rU8Q97tiIQ2YogapwJRjFWpmi2eNOjDhkNW58ZYpFFW5hxGFc48VWpoh6apZGHIpDCahwCUaJrEwRbtMvc2dW5zAYQES+DBxTSj0kIg8AH1NK/ZHGux6IAp9VSq2ryHuAnUqpb4vIXwI/Ukr9Rb19mtU5DB8F/Fbn6BhYx+HiG7VvmBF4u7yCRqj/l4k8/h+Qovusjwvy5YFBgKj7fahUHiCsuEKtQlNccOMe/iTxi3RedvW8/57qnffOuSvR3fu+WdVAAxSmi3Tv+2aNu3XfE1UNNMDkdJGt+56oyr607/GqBrrsneBL+x6vqfnovkerGmiAE9MneHTfozXu4/seqmqgy+4kj++rXm/xiX1bqxpogOL0JE/s21pT8xv7uqsa6LJb4Bv7umvcnn3dVY0xQGm6QI/H/a6P911NzV37uquaYoCT0wV2adznfdznPe6L+7qrmmKAqekCL2pqvuLjvqJxf7Svu6oxBpieLvAjj7vPx9unqZne113VQAPMTBdIa9zRfd1VzS6Ami4wqnGP+rhHPW7Ox8tpapb2dVc30ADThXJuMBjqcROnn7z7JHCzTlJKPQ/kKjMREeCTwNPv9H6D4aNGZ/N69lz+AuNX7mPP5S+cWpXD7+F2i9Xpe6CnrvsBxTv/ipmL3kLJDDMLTqKCU+WNs1elK2/xCJ2EC95GGk5QfOlSQoeWnOnfXg3n3D3Rr00efdf5yOSbWtebj07qP4bQ5a9Pvq51dXl2svbeIV3+5uSI1tPlRydf07q63M8d8+THfDxdftzH1eXjPq43z/l4ujzv4+rygo/rzSd9PF1e9HF1ecnH1eVTPq43n/bxdLnycf1yg8FwirhSavaH+htAfA7vbQaOK6Xc7oARQHv2F5EEkABYtmzZezxUg+HsM/sQu63pxxkpZmmLxMtPhz65oOqOgKnrfkBgzSuoYoSTJSG0+xcIf3ctcuL/Z+/9y88yEAAAIABJREFUo+K88/ve1xeGGWbMGBaQsBAGol5l0XUXNUcG3bbmRDZKGnKsmOpuyCaytfdkuSSt1ru31HKsM0q1Sj1HzlpVnNpsWy5Jb2wm3nI5BJZtplFFVu0o3SDM3QhnF3vZKoAREjKwjAYPMAz63j+emdHM83wfCVuyfuDv6xwdmDcvvjz2esWHh+fz+TgRQt4oph2rGXek1+R1DvvfBWB/Q9ld++facHeiy93F687L3JuVrjkvdav/flTlW9xbFKY6L3GXKl1zvtmt/g9ClRe71X/RqnI7t8iUF9p4qrzAxlXl+TauOffaeKo8z8ZV5R4b15y7bTxV7rJxVbnTxlXlDhvXnGfbeKpc2Lh2uUbzWUIIcUYI8beKP8+ke9J4JvJTeS5SStkupXxcSvn4pk2bbv0JGs19TFNJAz/8h98lvGeIH/7D79JU0kBT2V5er36BR93GlulH3SV86x+8yL/b9S951LOJtd1/Q9Ef/t88dzyK2y1AJqrm5B1pR8x47CMvwlJ2mKOv/c1d/WfacEW0v+o5PNmujMyT7cJf9ZzFPVbVjNvkurNdHKtqzsiOVB3CnW36NUR2LkeqDlnObK1qJdfk5mbn0lrVanEPVb1Ebrbb5Lo5VPVSRtZcdQyXyXNlu2muOmY582CVH1e2x+R6OFjlt7hNVX6cJteZ7aHJ5DbaeI2KMxuq/OSY3JxsDw0Kt97GrTe5dVV+HCbPke2hTnFmjY1bo3B3VvnJNrnZ2R52mtwqG69Kcea2Kj9ZJjcr28M2hVta5UeYXJHtoVThFtu4xSbXa+N5FWc6q/xgcsn2GLlG8xlHSrlXSvn3FX/6gBkhxBaAxFv1rzXVzAEFQojkb4LLAOv2Co3mM0JT2V5+uPfbhPf9JT/c+22ayvbSVLmHHz7zR4R/vY8fPvNHfPO3nuDVVyso8HiMH1lF2vPRWdIoqLMkCysRes6M37Vr33BF9IGyPbRXH6LCvQmBoMK9SdlUCCh/AjI3FQLsL2vg1WofW92PIBBsdT+ibCoE2Fe2j5erX6bUXYpAUOouVTYVAjSU7cdX/U0ecW9FIHjEvdXSVAiwt6yJF6pfp8T9KAJBiftRZVMhwJ6yA3y1up1N7goEgk3uCmVTIcATZQdorm6nOOEWuyssTYUAu8sO8Gx1O4XuCkBQ6K5QNhUC7Co7wBer2ylIuAXuCmVTIUB12QH2VbeTn3Dz3RWWpkKAHWUH+MXqdrwJz+uuUDYVAmwvO0BddTt5CTfPXaFsKgSoLDtAbXU7noTrcVdYmgoBysoOUF3djjvhud0VyqZCgJKyA3y+uh1XwnW5K5RNhQBFZQeoqG7HmXCd7gplUyHAw2UHKKlux5FwHe4KS1MhgKfsAPnV7WQnvGx3hbKpEMBZdgBXdTsi4Qp3xU2bCjUaTYrvAF9OvP9loG+9n5i4c/094Iuf5PM1ms8q+/cX8aMLNbzxb3aQnZVlHYEHIOBEx4W7dk0bbjqHRqP59NDTOTQaEEIUAV1AOTABNEkp54UQjwO/LaVsTnghoArIw7gD/RUp5V8IIbYB3wYKgR8Az0opVxRfKoX+vqfR3KAnOMVXfz8EOTFwxow701JAzIlYc3LpL3/9jn2tm33f23CNhRqNRqPRfJpIKeeAekX+DtCc9rrO5vMvArWf2gVqNBuc/Q1lvPgtSVSmjbsTElwr5LtcN/3cO4kuojUajUaj0Wg0DxQub5zoUizxWEfiTvSKE+GK3bVr0EW0RqPRaDQajeaB4qfL1zIXrwgJuStGfpfYcI2FAIHxc1T2fY2st3+Dyr6vERg/Z+t2jZ/lsb6vkP/2MzzW9xW6xs8qvZ7xM9T0fYmtbz9FTd+X6BlXrwcH6B8P8mTf01S9XcOTfU/TP26/Ijw43s/TfU9S83YVT/c9SXBcvSL8zHgPX+qr5am3y/hSXy1nxtXrwQHOjnfxm32P8Stv5/ObfY9xdtx+Rfi58QBf66vkN97O4mt9lZwbt1n7PR7gSF8lv/V2Fkf6Khm08QCGxwO83FfJC29n8XJfJcM3cUfGA/xBXyXfeDuLP+irZMTGHR0P0N5Xyb95O4v2vkpGb3Lm2HiAP+2rpP3tLP60r5Kxm7jj4wH6+ip5++0s+voqGbdxp8YDnOmrpP/tLM70VTJ1kzNnxgN8v6+Ss29n8f2+SmZu4s6NB3i3r5Lht7N4t6+SuZu418YDXOyr5MdvZ3Gxr5JrNm50PMBMXyXTb2cx01dJ9CZnxsYDLPZVEnk7i8W+SmI3cTUajUajuV/Izl1VNhZm567etWvYcHeiA+PnaDnfQXTNuJ0/EZ2l5byxgfBA5RMZbtf4WZ4/35Ya8v1B9EOeP29sIWyq3JPyesbPcPj8jWHgl6IzHD5/EoD9lZmTPPrHgxw9709tLZyOXuHoeWNk2L7KzGkewfF+/OdvrAi/Ep3Gf/4oAA2VN6Z5nBnv4eT5F1NbC2eilzh5/kUA9lZmTvI4O97FG+dvrAj/MPoBb5x/HoA9lZnTPM6NB+g4f2Od92x0go7zLQA8UZm29ns8QGeaNx+doDPh7a7MnOQwPB6g+/yNVd4L0Qm6E+4ukzsyHqA/zQ1HJ+hPuNVp7uh4gNPnb6zyjkQnOJ3wdpjOHBsPEEpzF6MThBLudpM7Ph7g/Pkb67yj0QnOJ9zKNHdqPMBImrcUnWAk4ZWZzpwZD/D++Rtrv1eiE7yfcEtM7tx4gInzN1Z0x6ITTCTcIpN7bTzATJobj04wk3AfTnOj4wHCad5adIJwwvOYzoyNB1g5f2Ptt4xOGK8BZ6We0KHRaDSa+5c1x4rlUQ7iOaxx/a5dw4a7E+270JUqoJNE12L4Lljvxh6/8JZ67feFzBXhJy6o14OfuJC5Hhzg1IU29drvC9YV4W0X1CvC2y5krgjvuPCKeu33hcz14ABvXlCvCH/zgnVFeNcFm7XfF0xrv228XpMHELxgs/Zb4Q7YuAMmN3TBZu234swhG3dI4V64YLP22+S+Z+O9pzjz4gWbtd8Kd/qCzdpvhTtr486a3IiNF1GcGbtgs/Zb4Wo0Go1Gc7/QM/guwp05I5rcFXCssrXYe9euY8MV0ZNRm7Xf0TlLNmXjmvPpqHqOviq/HFWvCFflM1H1inBzfjWqXg+uymej6hXhqnw2arP225TP23iqfMHGVeVhG9ecR2w8Vb5o46ryqI1rzpdsPFW+YuOq8piNq8rjNq45X7PxVLm0ce1yjUaj0WjuB070DljXhAoQuTGONCmH4nwqbLgiutxjs/bbU2TJymxcc17qUa8HV+VbPOoV4aq8xKNeEW7ON3vU68FVebFHvSJclRd7bNZ+m/JCG0+VF9i4qjzfxjXnXhtPlefZuKrcY+Oac7eNp8pdNq4qd9q4qtxh45rzbBtPlQsb1y7XaDQajeZe0zM8zKWVS5AXMVZ+O248fSCFZP8TO+7atWy4Itq/swlPtjMj82Q78e+0bvc7tvM59drvnZkrwo/sVK8HP7Izcz04QOvOQ+q13zutK8IP7VSvCD+0M3NFePPOl9Rrv3dmrgcHOLhTvSL84E7rivCmnTZrv3ea1n7beI07FWu/d9qs/Va49TZuvcmt22mz9ltxZo2NW6Nwd+60WfttcqtsvCrFmdt22qz9VrilO23WfivcYhu32OR6bTyv4kznTpu13wpXo9FoNJp7Tc/wMIe7uxWPcRiF9NbC/Lt6PXekiBZC/JIQ4n0hxE+EEJbKTgjRKoT4kRBiRAgxIISoSPvYmhDibxJ/vnO713Kg8gnaa5up8BQba789xbTXNluaCsFoHny99hCPeowV4Y96NvF67aGMpkIwmgdfrX2BrR5jPfhWTwmv1r5gaSoEo3nw5VofpR5jRXip5xFervVZmgrBaB701b7MIx5jRfgjnlJ8tS9nNBWC0Tz4Qu03KfEY68FLPFt5ofablqZCMJoHv1r7Ops8xorwTZ5H+Wrt65amQjCaB5tr2yn2JNZ+eyporm3PaCoEo3nw2dp2Cj2Jtd+eCp6tbbc0FYLRPPjF2nYKEm6Bp4Iv1rZbmgrBaB7cV9tOfsLN91Swr7Y9o6kQjObBX6xtx5vwvJ4KfrG23dJUCEbzYF1tO3kJN89TQV1tu6WpEIzmwdradjwJ1+OpoLa2PaOpEIzmweradtwJz+2poLq23dJUCEbz4Odr23ElXJengs/XtluaCsFoHqyobceZcJ2eCipq2y1NhWA0D5bUtuNIuA5PBSW17RlNhWA0D+bXtpOd8LI9FeTXtluaCsFoHnTVtiMSrvBU4Kpt102FGo1Gs8HoiQWoWaxkaySLmsVKemL3xySm/sA1nqy8SFXWj3my8iL9gZuPpzsRDLK0apq+IQBXDLczhyONlh1Inyq3vfZbCJEN/Bj4BWAKGAJ+XUr5ozTnSWBQShkVQvwzYI+U8tcSH1uUUuZ9nK+p159qNPcGvfZbo7k36O97mk9KTyzA4ZUWlrjRSO7Gw6uudvY7791Nk/7ANY62zLAcvVGHOh5aJa84TvincbaUOWk9Vsq+JuNx3J6RQb7a/R8zVnwTv/HkwRu/+mX27/7CHb/Om33fuxN3omuBn0gpL0opY8C3gWfSBSnl96SUyf/1/hpQP7ir0Wg0Go1Go7ljnIj5MgpogCWinIjd20lMp3yzGQU0jhhxsczCfByZHWN6bp4Xvv4uux/7K373tb/icH9n5mMcrrTHOAoKPpUC+lbciSJ6K/BB2uupRGbHV4D07SO5Qoh3hBB/LYRotPskIURLwnvnww8/vL0r1mg0Go1Go/kMMC3VE5fs8rvF5cl4ZuCKGQWyI2YUyImCeeGnq3SdWmb1R6ZhDAJwxnDn5HCkwfrI7N3grjYWCiGeBR4HXk2LKxK3yX8DeE0I8fdUnyulbJdSPi6lfHzTpk134Wo1Go1Go9FoHmxKhXrikl1+t9hSbtr3JxJ3pZ2xG5sIHavw0EeQu0TuUDWOcdNUsizJq1/8Ivt37frUr1fFnSiiLwGPpr0uS2QZCCH2Aj7gV6SUqc0lUspLibcXgbPAz92Ba9JoNBqNRqP5zHPE6cdN5iQmNx6OOI1JTD3RADUzlWydzqJmppKe6N1pOmz1F5PrSdvbLRPvJ4tpx6oxeSNxR1oIyD2/M6OQ3ppfeM8KaLgza7+HgO1CiJ/BKJ6/hHFXOYUQ4ueA/wD8kpTyalr+OSAqpVwRQhQD/xj45u1eUGBsEN9QL5OL85TnFeKvaeTA9t1Kt2vsHMeHuphanKUsr5hjNU00bbdO8ugZO8uJobeYXpylNK+YIzXPsX/7HuWZ/WNnODXUweXFq2zJ20xrTTP7tlsneQAEx4K0DbUxszhDSV4Jh2oO0bDd+muJM2P9dAyd4uriZTbnbaG5ppW92/cpToSzYz28OfQKs4vTFOeVcrDmJfZst07yADg31kXX0HFmF6coziujqeYYT2y3TvIYHAvQO+RjfnGSwrxyGmv87N6ubkgYHgsQHPKxsDhJQV45DTV+dtm4I2MBBoZ8hBcnyc8rp77GT7XCHR0LEBryEVmcxJtXTl2Nnx02Z46NBRga8rG4OEleXjk1NX6227jjYwEuDPmILk7iyStnZ42fSoU7NRbgvSEfS4uTuPPKqarxU2Zz5sxYgItDPlYWJ3HllbOtxk+JjTs3FmB6yEdscRJnXjmlNX6KbNxrYwFmh3zEFydx5JVTXOPnYYUbHQsQGfKxtjhJdl453ho/HpszY2MBYkM+5OIkIq8cZ40fp42r0Wg0mgePZPPgiZiPaTlJqSjniNPPfucBeqIBDodbWEq0rV1am+BwuMX4PM+n+71g34GHAePZ6MuTcfK9bj5aXWJVCqOQzni8w1jvLaTANfJ54pXTuHOcHKm3fQr4rnDb0zkAhBC/DLwGZAN/LKX0CyF+D3hHSvkdIcQZ4AtAchXfpJTyV4QQ/wijuL6OcVf8NSnlH93q692sSzkwNkhLqJNo/MbwbY/DSXvds5ZCumvsHM+HOlhKc90OJ6/XNWcU0j1jZzkcamMpvpLmuXi17pClkO4fO8PR0EmW09xch4uX616wFNLBsSD+kJ/l+HKam4uvzpdRSJ8Z6+dk6CgraZ7LkcsLdS9bCumzYz28EXqRlfhSmuvmq3XftBTS58a66Ag9TyzNdTrcNNe9nlFID44F6Ay1EItH0zwPz9a1Wwrp4bEA3aEWVtPcHIeHL9a1WwrpkbEA/Qp3X117RiE9OhbgdKiFeJrncHj4xbp2SyE9NhYgpHDr6tothfT4WIDzoRbW0txsh4fauvaMQnpqLMCIwquua7cU0jNjAd4PtXA9zc1yePh8XbulkJ4bCzARakGmucLhoaKu3VJIXxsLMKNwS+raMwrp6FiAsMLLr2u3FNKxsQAroRZIc3F4cNW12xbSejqHRnNv0NM5NJ8GNTOVXFqbsORbsysYKhm/q9fSM3aW4298n2j3bsT1LIR3EXJixt3o9BvWEtz/eJJjzXvYX62+QXon+bSncyCl/HMp5c9KKf+elNKfyP6VlPI7iff3SilLpJT/IPHnVxL5/5BSfkFKuTPx9pYF9K3wDfVmFNAA0XgM31CvxT0+1JVRQAMsxWMcH+rKyE4MvZVRQBveCieG3rKceWqoI6OABliOr3BqqMPitg21ZRTQhrtM21BbRtYxdCqjgAZYiS/TMXTKcuabQ69kFNCGu8SbQ69Y3K6h4xkFNEAsvkTX0PGMrHfIl1FAG16U3iFrZ29wyJdRFAOsxqMEFe6AjTtgckNDvoyiGCAejxJSnDlk4w4p3AtDvozCGGAtHuWCyX3PxntPcebFIV9GAQ1wPR7losKdHvJlFLsAMh5lWuHO2rizJjdi40UUZ8aGfJkFNEA8auQajUaj2fBMr9k0HSbynmtd1Fx8jK0/zqfm4mP0XOtS+rdL8mblh499n4+Ovcby//6fkea70Q8tQl4EkbdI7vsVd6WAvhV34nGO+4rJxfl151OLs0p3anEu4/W0jafKLy9eVZjqfGZxRuma86uLl5WeKp9dnFa6qnx2cUrpzpny+UX1/8lU+YKNq8rDNq45j9h4qnzRxlXlURvXnC/ZeKp8xcZV5TEbV5XHbVxzvmbjqXJp49rlGo1Go9lYlGaXK+9El2aX03Oti8Mzz7MkjZttl+IfcHjmeQD2P2x97PPj0jN+hhMXOpiOXiVLZrNGNmDMfY5Xv89yTpzc/16LcJjuRgvJwso1+s+MsW/v9tu+jtthw639Ls8rXHdellesdMvyijJel9p4qnxL3malq8pL8kqUrjnfnLdF6any4rxShanOi/PU47qLTHlhnrqDV5UX2LiqPN/GNedeG0+V59m4qtxj45pzt42nyl02rip32riq3GHjmvNsG0+VCxvXLtdoNBrNxuKI149bmJoOhYcjXj8nZo+nCugkS3KJE7PH6ZnroebdWrYOl1Hzbi09cz0A9Mz0U/P9J9l6toqa7z9Jz0y/kU8FqTnzNFv7a6g58zRHfvAqh8+f5FJ0BolkTcQz1ncDxHf8T2Tuyo270ekIONUxdOf/hXxMNlwR7a9pxONwZmQehxN/jfXh82M1TbhNrtvh5FhN5k9YR2qew+1wmTwXR2qes5zZWtNMrsnNdbhorWm2uIdqDpHryDW5uRyqOZSRNde04jJ5LkcuzTWtljMP1ryEy+E2uW4O1li2sdNUcwynyXU63DTVHMvIGmv8OB0ek+ehscZvObOhxk+Oyc1xeGhQuPU2br3Jravx4zB5DoeHOsWZNTZujcLdWeMn2+RmOzzsNLlVNl6V4sxtNX6yTG6Ww8M2hVta40eYXOHwUKpwi23cYpPrtfG8ijOdNX4wuTg8Rq7RaDSaDc9+zwFezW9na3YFAsHW7ApezW9nv+cA03H1b6svxT/g8MSLXIpdQiK5FLvE4YkXOXLxKIffP8qllWkjX5nm8PtHOfKjf83hET+Xlq4Y+dIV3vygiyURyTw4sb47Hc9TPzaaDB0x8CzCQxHjrSPG5auLn9K/lfWz4R7nSDYPrmc6R7J50JjOMUdZXpFyOkeyeXA90zmSzYPrmc6RbB681XSOZPPgeqZzJJsH1zOdI9k82DV0nLnFKYpspnMkmwfXM50j2Ty4nukcyebBW03nSDYPrmc6R7J5cD3TOZLNg7eazpFsHlzPdI5k8+B6pnMkmwfXM50j2Tx4q+kcyebB9UznSDYP6ukcGo1G89llv+eAchJHqaOMS/EPLHm2dCjvUHfOv8Xa9cwbfkvXl+mc+TZra5k37KSQxjzoeOaNzNR4O4yblccO/iK/9zc/ZklmPs6Ba4V8V+bXuhfckekcdxvdpazR3Bv0dA6N5t6gv+9p7jbmZ6IB3MLNUlRCPMf6CRJYzLPJver8o8w8Wzq4vujJuFm5+ze+xUJkyfLpBV43g3/6zz/eP9Qn4Gbf9zbcnWiNRqPRaDQaze2RbB48MXuc6fgUpY4yjhQf48TESS5Zd+qRjYM1xTl2uZBZpN/GdWe7eLX2BfZXZv7mfmH5GjxkzIlGClhxQjyH8KK1sL7bbLhnojUajUaj+TQRQhQKIf6rEGIs8fZzNt5/EUIsCCG+a8q/KoT4iRBCJhaNaTT3JfsfbmJo2w+59LNhhrb9kP0PN3Gk9CXcIvPxDLdw82zhc7izMh+xcGfl8mzJl3Bnm/LsXA6W/ypbPSXGs9ieEmUB3X/uXUTa1kKyZKIBcZUtxYq723cZfSdao9FoNJqPx0vAgJTyFSHES4nXv6PwXgU8wG+Z8r8Cvguc/TQvUqP5NNhfZPRYnZh+henYNKXOUo6UvsT+ov3UPLSbExdPMb1ymVLXFo5sa2V/yT5qHn6cE++1Mb00Q6m7hCNVh9hf1sCJn7v51zrVNYDloWMB5MZoPVj3afzjfSx0Ea3RaDQazcfjGWBP4v0/wSiGLUW0lHJACLFHkf8AQAjz3C6N5sFgf9H+VDGdkZfsY3+JdejB/rIG9pc1WPJbcXk2rP6AkOzbs+Njn3en2ZBFdGB0GF8oyGRkgXJvAf66Bg7s2KV0u0YHOR7qZSoyT5m3kGN1jTTtsE7y6Bk9x4lQF9ORWUq9xRypa2L/jicUJ0L/6FlOhd7icmSWLd5iWuueY9+OPUo3OHqGtlAHM5GrlHg3c6iumYYd1kkeZ0aDdITauBqZYbO3hOa6Q+zdof4P8uxoP2+GTjEbuUyxdwsH61rZs8P6HzXAudEeukKvMBuZpthbSlPdSzyxw/p/jMHRLnpDx5mPTFHoLaOx7hi7d6iHrQ+PBgiGfCxEJinwltNQ52fXDvXEh5HRAAMhH+HIJPnecurr/FQr3NHRAKGQj0hkEq+3nLo6PztszhwbDTAU8rEYmSTPW05NnZ/tNu74aIALIR/RyCQebzk76/xUKtyp0QDvhXwsRSZxe8upqvNTZnPmzGiAiyEfK5FJXN5yttX5KbFx50YDTId8xCKTOL3llNb5KbJxr40GmA35iEcmcXjLKa7z87DCjY4GiIR8rEUmyfaW463z47E5MzYaIBbyISOTCG85zjo/ThtXo9GkKJFSJrddXQHUQ/9vEyFEC9ACUF6u57drPlv0Dw6T5Y2yJtfSnoU2pnmUFuff46sz2HBFdGB0mJbT3UTjqwBMRBZoOd0NYCmku0YHef50Z2r19weReZ4/3QmQUUj3jJ7j8OmOlHcpMsvh08Yab3Mh3T96lqOn21Krv6cjH3L0tLHG21xIB0fP4D99MuVeiczgP30SIKOQPjMa5ORpf2r190zkCidPG7N8zYX02dF+3jh9NOV+GJnmjdNHASyF9LnRHjpOv5ha/T0buUTH6RcBMgrpwdEuOk8/n/LmIx/QedrYWmQupIdHA3Sfbkmt816ITNB9ugXAUkiPjAboT3PDkQn6E256IT06GuD06ZbUOu9IZILTCc9cSI+NBgiluYuRCUIJ11xIj48GOH+6JbXSOxqZ4HzCTS+kp0YDjKR5S5EJRhKeuZCeGQ3w/umW1OrvlcgE7ydccyE9Nxpg4nRLak13LDLBRMI1F9LXRgPMpLnxyAQzCTe9kI6OBgineWuRCcIJz1xIx0YDrJxuSa3+lpEJ4zXoQlrzmUcIcQZ4RPEhX/oLKaUUQnwqY66klO1AOxjTOT6Nr6HR3I/0Dw5ztLObNdaMxzdE4lnoZcjNeojWpvp7fYnABmws9IWCqQI6STS+ii8UtLjHQ72pwjjJUjzG8VBvRnYi1KX0ToSsO+RPhd5KFcVJluMrnAq9ZXHbQh1Kty3UkZF1hNpSRXGSlfgyHaE2y5lvhk4p3TdDpyxuV+iVVGGcJBZfoiv0SkbWGzqu9HpDxy1nBkO+VFGcZDUeJRjyWdwBG3fA5IZCvlRRnCQejxJSnDlk4w4p3AshX6owTrIWj3LB5L5n472nOPNiyJcqoJNcj0e5qHCnQ75UsZtExqNMK9xZG3fW5EZsvIjizFjIlyqgU8SjRq7RfMaRUu6VUv59xZ8+YEYIsQUg8fbqvb1ajebBIRiY4+nKd6nJGubpyncJBuYszqneIMuxzFoOAdnuOC8372PfE1+4S1d7czZcET0ZWVh3PhWZV7rmfDoyq/SmI9b/4S/buKp8JqL+e9ecX43MKD1VPhu5rDDV+WxkWunOmfL5iHprkSpfiEwqXVUetnHNecTGU+WLNq4qj9q45nzJxlPlKzauKo/ZuKo8buOa8zUbT5VLG9cu12g0Kb4DfDnx/peBvnt4LRrNA0MwMIe/ZYIrEzFkdowrs/P87m+/S33lXxHsMmqa/uFBplemIC8CDy1mrAK/ztp9U0DDBiyiy70F687LvIVK15yXetUTiEq9RZZsi42ryku8m5WuOd/sVT9up8qLvVuUriov9pYq3SJTXugtU3qqvMCrfm5PlefbuObca+Op8jwbV5V7bFxz7rbxVLnLxlXlThtXlTtsXHOebeOpcmHj2uUajSbFK8AvCCHGgL2J1wghHhdCpH6VKIQ8ep0iAAAgAElEQVQIAf8vUC+EmBJC/JNE/jUhxBRQBoykf45Gs5Fp802zHE2s8U6OrstZJby8wO9+fYi6z/85v/vNM4qRdkYhvaVQXePdKzZcEe2va8DjyNyk43Hk4K+zNuEdq2vE7chcOel2ODlW15iRHalrUnpH6qyNda11z5HrcGVkuQ4XrXXPWdxDdc1K91Bdc0bWXHcIlyNzxqLLkUtz3SHLmQfrWpXuwbpWi9tU9xJOR+asR6fDTVPdSxlZY90xpddYd8xyZkOdnxyHJyPLcXhoqPNb3Hobt97k1tX5cZg8h8NDneLMGhu3RuHurPOTbXKzHR52mtwqG69Kcea2Oj9ZJjfL4WGbwi2t8yNMrnB4KFW4xTZuscn12nhexZnOOj+YXBweI9doNLZIKeeklPVSyu2Jxz7mE/k7UsrmNK9OSrlJSumWUpZJKf8ikf/bxGuHlLI0/XM0mo3MzGTirrIrZhTJjlVw3ZgDvRS5Tvb/eAzH36XdzBOGn+vMobXx40/4+DTJ/sY3vnGvr+Fj097e/o2Wlhblx6o3lVKZ/zmGr0xxLbZMhbeA1556Rjmd47FNZVTkF/GDKxNEYks86i3k959qskzn2LGpnEfzi7lw5e9YjC2x1VvM7z31nHI6x+c3VVKWv5m/vfITFmNLlHo34XuqWTmdY/umbWzJf4TRKz/mo1iUR7wl/MunvmqZzrFt03Yeyd/Cj6+MEo19RIn3Eb761L9UTueo3PR5NueX8ZMrf8tSbJFN3lL+z6d8yukc5Zt2UJxfxt9dGWEptkixdyvPPXXcMp2jbNNjFOVXMHHlByzFIhR6H6Xpqd9XTuco3VTN5/IrmboyzHLsGgXeCp556jXldI6STdUU5FcyfWWYldg18r0V/NJTr1mmc2zaVE1+fiVXrgwTi13D663gqadeU07nKNpUTV5+JbMJN89bwT986jXldI6CTdU8lF/J/JVhVmPX8Hgr2PXUa5bpHA9vqsadX0n4yjDx2DXc3goee+o15XSOvE3V5OZXErkyzFrsGi5vBdufek05ncOzqRpnfiXRhOv0VvDoU68pp3O4NlWTk1/J8pVhrseu4fBWsPmp1yzTOXI2VZOdX8nqlWFk7BrZ3goefuo15XSO7E3ViPxKrl8Zhtg1hLcC11Ov3bSp8Pjx45e/8Y1vtNsKGo3mU+Fm3/c0mgeF7/zHORbDa0bhLIDc5Ru3cx0xcC8hclZxXC3i+kNRrj/8kfExAa/8+nPs262etPZpcrPve0LKB6/h9/HHH5fvvPPOvb4MjeYzhxBiWEr5+L2+Do3ms4b+vqfZCCSfiV4WEePu80OLiTvSicc70kany+w1lqvfJ152ldKCQr539MQ9ueabfd/bcI9zaDQajUaj0WjuPxoOFOFrr+BhrwckxvxnMB7vyIkZRXWioVCINVzv/Qy5OU5aGxpveu69QhfRGo1Go9FoNJq7QsOBIv7ycg3/+o928HBeopjOWbnRaJjWUChWs3n5i8+yb5d1Cd79wIZbtqLRaDQajUajub+Jf2EU+WIny+fzcf1/OxA5sUTDobyxoRDu2wIadBGt0Wg0Go1Go7mLZGx33vEhrr/dlvlMdGJDobjpKfeeO1JECyF+CfhDIBvokFK+Yvq4C3gT2AXMAb8mpRxPfOwI8BVgDfhacgTQ7RAYeRffwACT4TDl+fn46+s5UK0ezt01MszxgSBT4QXK8gs4Vt9AU7W1+7NnZJATA71Mh+cpzS/kSH0j+6vVPx31j5zj1EAXl8OzbMkvprW+iX3V1kkeAMGRs7QNvMVMeJaS/GIO1T9HQ/Uei3dm5AwdAx1cDV9lc/5mmuub2Vu913ogcHYkyJsDbcyGZyjOL+Fg/SH2VKvHwpwb6adr4BSz4csU52+hqb6VJ6qtkzwGR3roHXiF+fA0hfmlNNa/xO7q/YoTYXiki+DAcRbCUxTkl9FQf4xd1dZJHgAjIwEGBnyEw5Pk55dTX++nuto6HWJ0JEBowEckPIk3v5y6ej87FB7A2EiAoQEfi+FJ8vLLqan3s93GHR8JcGHARzQ8iSe/nJ31fioV7tRIgPcGfCyFJ3Hnl1NV76fM5syZkQAXB3yshCdx5Zezrd5PiY07NxJgesBHLDyJM7+c0no/RTbutZEAswM+4uFJHPnlFNf7eVjhRkcCRAZ8rIUnyc4vx1vvx2NzZmwkQGzAhwxPIvLLcdb7cdq4Go1Go9HcCSzbnU1NhQAIEG7T1sL7jNsuooUQ2UAb8AvAFDAkhPiOlPJHadpXgJ9KKf8XIcSXgN8Hfk0I8b8CXwIeA0qBM0KIn5VSrn3S6wmMvEtLfz/RVeNf/EQ4TEt/P4ClkO4aGeb5/m6WEu4H4QWe7+8GyCike0YGOdzfydKqMd/wUniew/2dAJZCun/kHEf7O1hOuNPhWY72G3P0zYV0cOQs/v42lleN/5CuhD/E32+s8k4vpM+MnOFk/0lWEt5MeIaT/ScBLIX02ZEgb/T7WVk1Vn9/GL7CG/3G3F9zIX1upJ+O/qPEEu5seJqO/qMAGYX04EgPnf0vEls1Vn/Phy/R2f8igKWQHh7porv/eVYT7kL4A7r7nwewFNIjIwH6+1tYXTVWT4fDE/T3GyOc0gvp0ZEAp/tbiCe8SHiC0wnPXEiPjQQIpbmL4QlCCddcSI+PBDjf38Jawo2GJzifcNML6amRACNp3lJ4gpGEZy6kZ0YCvN/fwvWEuxKe4P2Eay6k50YCTPS3IBNuLDzBRMI1F9LXRgLMpLnx8AQzCTe9kI6OBAineWvhCcIJz1xIx0YCrPS3QMKV4QnjNehCWqPRaDR3lP6xM5wa6uDy4lXkdcDhhHhiB4eQ4IiDM+1xjpgTGc+56Zn3mjvRWFgL/ERKeVFKGQO+DTxjcp4B/iTxfjfG9iaRyL8tpVyRUv4d8JPEeZ8Y38BAqoBOEl1dxTcwYHGPDwRTBXSSpdVVjg8EM7ITA72pAvqGF+PEQK/lzFMDXakCOsnyaoxTA10Wt23grVQBfcNdoW3grYysY6AjVUAnWVldoWPAuuTqzYG2VAF9w13mzYE2i9s1cCpVQCeJrS7TNXAqI+sdeCVVQN/wlugdyPiFAwDBgeOpAjrJ6uoSwYHjFndgwJcqoG+4UQYGfBlZaMCXKoqTxFejhEwewJCNO6RwLwz4UoVxkrXVKBdM7ns23nuKMy8O+FIFdJLrq1EuKtzpAV+q2E0iV6NMK9xZG3fW5EZsvIjizNiAL1VAp1iNGrlGo9FoHmj6YwGeXKykKpLFk4uV9McC9+5axs5wNHSS6cUZJNKyiVB6ohlLV8iS4Frh4cLse3bN6+FOFNFbgQ/SXk8lMqUjpYwDYaBonZ8LgBCiRQjxjhDinQ8//ND2YibD4XXnU+EFpWvOp8PzSk+VXw7PKt3L4TlLNmPjmvOr4atKT5XPhmeUriqfDV9WunOmfD48rfRU+UJ4Sumq8nB4Uuma84iNp8oXbVxVHrVxzfmSjafKV2xcVR6zcVV53MY152s2niqXNq5drtFoNJoHg/5YgKMrLUzLCSSSaTnB0ZWWe1ZInxrqyHx8A1KbCAFwrqof53Dd349zPDAj7qSU7VLKx6WUj2/atMnWK8/PX3delq/ewW7OS/MLlZ4q35JfrHS35BdZshIb15xvzt+s9FR5cX6J0lXlxflblG6RKS/ML1V6qrwgv0zpqvL8/HKla869Np4qz7NxVbnHxjXnbhtPlbtsXFXutHFVucPGNefZNp4qFzauXa7RaDSaB4NTMR/LZP6mcZkop2J37zeN/eNBnux7mqq3a5iW/zN11zmDLIlAkBVX33G+thhV5vcLd6KIvgQ8mva6LJEpHSGEA8jHaDBcz+d+LPz19XhyMp+h8eTk4K+vt7jH6htwm1x3Tg7H6jOfHT5S34g7x2nynByptw7/bq1vItfk5uY4aa23NtYdqn+O3ByXyXVxqP65jKy5vhmXyXPluGiub7acebD+EK6cXJOby8H6Qxa3qb4Vp8l15uTSVN+akTXWv4Qzx23y3DTWv2Q5s6H+GDkmNyfHTUP9MYtbX+8nJ8djcj3U1/szsrp6Pw6T58jxUGfyAGps3BqFu7PeT7bJzc7xsNPkVtl4VYozt9X7yTK5WTketinc0no/wuSKHA+lCrfYxi02uV4bz6s401nvB5NLjsfINRqNRvPAclmqf6Nol99p+seDHD3vZzp6Rfn4RpLSvBL+YPe/Isu7lFqyku6UFKtvjN4v3InpHEPAdiHEz2AUwF8CfsPkfAf4MvB94IvAX0oppRDiO8CfCiFOYTQWbgfO387FJJsH1zOdI9k8eKvpHMnmwfVM50g2DxrTOebYkl9kO50j2Tx4q+kcyebB9UznSDYPrmc6R7J5sGvgFHPhyxTZTOdINg+uZzpHsnlwPdM5ks2Dt5rOkWweXM90jmTz4HqmcySbB281nSPZPLie6RzJ5sH1TOdINg+uZzpHsnnwVtM5ks2D65nOkWwe1NM5NBqNZmOxRZQzLSeUeX80wKmIj8trk2zJLqfV62ef5/b/3u+f6ufUe6e4vHSZLJnNmsgG0m4qJh/fSDQT5jpc/ILzl/F3dHOdNePjidF2LENu9kMcOmi9AXo/IaSUt3+IEL8MvIYx4u6PpZR+IcTvAe9IKb8jhMgF3gJ+DpgHviSlvJj4XB/wm0Ac+L+klEHlF0nj8ccfl++8885tX7dGo/l4CCGGpZSP3+vr0Gg+a+jve5qPQ/KZ6PRHOnLx8E/Fl/mzyJ+wLNNy4eHl/HaIw6lZH5fjk2xxlNNa7Gffw+srrvun+jk6cpTltbRhBRJYcd2YwJHIxOLDbMnbTGtNM//h9b/myqy1Py2LbI63PEvDHvV44rvJzb7v3ZEi+m6j/zLRaO4NuojWaO4N+vue5uPSHwtwKubjspxkiyin1enn1E99TK9Z71AXiCKWF5csxfU/9fwm/23+L7kcm2KLs4zW0mPsK2qif6aHUxdf4fLKNFtcpUSjayxEF60XcV1ANC/1stTzCN975rup148f/Jp1S2HciRAwFDh5Z/+FfEJu9n1PbyzUaDQajUaj2WDscx5gnzPzTvLhteeU7sL1OePOcRrLMsrbkW9B7CEApmMfcHTieYbD5/mzqV6WrxvjbKdXLhkddg4XmOc6C4n73M/h7Woge+5zeEslZxZn2HughODgILhjpL5w2qMcJQXqgQr3G7qI1mg0Go1Go/kMsCW7XHkn2lxApxDXM14uyyW65v+Ytetuk0fieefMIvqh//a/4e34VbJiTnCsElmI4f/tIV73OVne9S4US+s5uascalJvWb7feGBG3Gk0Go1Go9FoPjmtXj+5InMqU67wUBC3juEFjEcsTKwRV7sisyDOzc6l7D99OVVAk7sCzhV4aJFrK3Os/NVWXD/4vOKc6zQ8scua34dsyDvRgeFRfMEQkwsRygu8+BvqOLBrh9LtGn6X48EBphbClBXkc6yhnqZd1gfZe4aHOREMMr2wQGlBAUcaGti/S/0/cv/wIKeCvVxemGdLQSGtDY3s22Wd5AEQHD5HW7CLmYVZSgqKOdTQRMMu6ySPM8Nn6Qi+xdWFWTYXFNPc8Bx7d+1Rnnl2+AxvBjuYXbhKccFmDjY0s2eXdZIHwLnhIF3BNmYXZiguKKGp4RBP7LL+BDg43E9v8BTzC5cpLNhCY0Mru3ftU5wIw8M9BIOvsLAwTUFBKQ0NL7Frl3WSB8DIcBcDweOEF6bILyijvuEY1buskzxGhwOEgj4iC5N4C8qpa/CzY5e64WFsOMBQ0MfiwiR5BeXUNPjZbuOODwe4EPQRXZjEU1DOzgY/lQp3ajjAe0EfSwuTuAvKqWrwU2Zz5sxwgItBHysLk7gKytnW4KfExp0bDjAd9BFbmMRZUE5pg58iG/facIDZoI/4wiSOgnKKG/w8rHCjwwEiQR9rC5NkF5TjbfDjsTkzNhwgFvQhFyYRBeU4G/w4bVyNRqPRPNgkp3CYp3MQh6MzLRnPRAspkCtOyxnZOFhTnF2QU4jHXczlpctscW+htaqVP5hO3Kt1xSAnZmwlzImBK4YQkpyfeuG9R1mpurF375FC9W6O+5ENV0QHhkdp6T5NdNX4SWliIUJL92kASyHdNfwuz3f3p1Z/f7AQ5vnufoCMQrpneJjD3d0p79LCAoe7uwEshXT/8CBHuztTq7+nF+Y52t0JYCmkg8Pn8Hd3pNwrC7P4u41V3umF9Jnhs5zsbkut/p5Z+JCT3cYab3MhfXb4DG90n0y5Hy7M8Ea38XC+uZA+Nxyko9ufWv09u3CFjm5jRnB6IT043E9n99GUN78wTWf3UQBLIT083EN394up1d8LC5fo7n4RwFJIjwx30d/9fMoNL3xAf/fzABmF9OhwgNPdLal13pGFCU53twBYCumx4QChNHdxYYJQwjUX0uPDAc53t6RWekcXJjifcNML6anhACNp3tLCBCMJz1xIzwwHeL+7JbX6e2VhgvcTrrmQnhsOMNHdklrTHVuYYCLhmgvpa8MBZtLc+MIEMwk3vZCODgcIp3lrCxOEE565kI4NB1jpbkmt/pYLE8Zr0IW0RqPRbFD2eQ7YjrRLn87x8659/NlHXSyzlPp4rnDzTz/3HH8WvfFMNEBulpuj24+zryTz+3yg/PvMTKwYd6mdiUI6dyW1nVAISc7lzawVLRDfFCHX6eRQo3UHx/3KhnucwxcMpQroJNHVOL5gyOIeDw6kCuMkS6urHA8OZGQngkGldyJoncZ3KtibKoqTLK/GOBXstbhtwS6l2xbsysg6gm+liuIkK6srdATfspz5ZrBD6b4Z7LC4XcG2VGGcJLa6TFewLSPrDZ5Ser3BU5Yzg8FXUkVxktXVJYLBVyzuQPC40h0IHs/IQkFfqihOEl+NEgpaNy8N2bhDCvdC0JcqjJOsrUa5YHLfs/HeU5x5MehLFdBJrq9Guahwp4O+VLGbRK5GmVa4szburMmN2HgRxZmxoC9VQKdYjRq5RqPRaD5T7Hv4AN/bNs57P3ud720b5xtbX+flitcpdT6KQFDqfJSXK17nG9tO8vLnv0mpa6uRu7by8ue/aSmgAZr923B5sozHQoS8cUf6ocXUchWRE8N1sZxHCgvxPfssDbvVv7m/H9lwd6InFyLrzqcWwkrXnE8vWGcY2uWXF+aVriqfWZhVujMLcxmvr9p4qnx24arSVeWzCzNKd86Uzy9cVnqqfGFhWumq8vDClNI155EF9YYlVb5o46ryqI1rzpdsPFW+YuOq8piNq8rjNq45X7PxVLm0ce1yjUaj0Xy22FfUxL4i6yOW+0r2K4tmM3sPlADw+gs/4pqMQM5Kxp3o5EQOseziuydO3MlLvytsuDvR5QXededlBep1kua8tKBA6anyLQXqZ3lUeUlBsdItKch8wH+zjafKi23Gwqjy4oISpVtkygsLtig9VV5QUKp0VXl+QZnSNefegnKlp8rzbFxV7rFxzbnbxlPlLhtXlTttXFXusHHNebaNp8qFjWuXazQaAyFEoRDivwohxhJvP2fj/RchxIIQ4rumPCCEeF8I8bdCiD8WQuSoPl+j2QjsPVDCb/+FILt6Cpkbu1FAJxEgcleUn3u/s+GKaH9DHZ6czBvsnhwH/oY6i3usoR53TubfXe6cHI41ZK6ZPNLQoPSONFgb8FobGsnNyXwQPzfHSWuD9RmfQw1NSvdQQ+ZPfc0Nz+HKcWVkrhwXzQ3WeY8HG5qV7sGGZovb1HAIZ05uRubMyaWp4VBG1tjQqvQaG1otZzY0vEROTubom5wcNw0NL1nc+oZjSre+4VhGVtfgx5GT2U3syPFQ1+C3nFlj49Yo3J0NfrJNbnaOh50mt8rGq1Kcua3BT5bJzcrxsE3hljb4ESZX5HgoVbjFNm6xyfXaeF7Fmc4GP5hccjxGrtFobsZLwICUcjswkHit4lVANZg3AFQBXwDcgPUv6LtIbCpAZKCYyF8KIt8TRM4VE5sJ3MtL0mwggiNn8fe3sfCP/ntiOsdHkLdovHUkHpW1DgF5INhwj3MkmwfXM50j2Tx4q+kcyebB9UznSDYPrmc6R7J50JjOMUdJQZFyOkeyeXA90zmSzYPrmc6RbB7sCrYxtzBDkc10jmTz4HqmcySbB9cznSPZPHir6RzJ5sH1TOdINg+uZzpHsnnwVtM5ks2D65nOkWweXM90jmTz4HqmcySbB281nSPZPLie6RzJ5kE9nUOj+dg8A+xJvP8nwFngd8ySlHJACLFHkf958n0hxHlA/Wu5u0D0B/+ctcv/zijlcwAXIOZYmXyW+Ed/hWfbt+7VpWk2CG0Db7G8uoJj5nOQfic6fblK8YMzkSMdvfZbo9GsG732W6MBIcSClLIg8b4Afpp8rXD3AC9IKZ9WfCwHGAS+LqW0dL8LIVqAFoDy8vJdExOKJRm3QWw8wMqF58ArwQnkknlHUApcP/MWziL9g7Xmk1PzjWeQSB76679P1orLKkiB73d+lb0N6lHE9xq99luj0Wg0mo+BEOIM8IjiQxnja6SUUgjxSe9GfQv476oCOnF2O9AOxs2jT/g1bFkZ/jrkyMS2OYy3jrT3pWTlytd1Ea35RARHz9AW6kB6r8F1gVgT4Fk07kBLATEnxJ0g5H1bQN8KXURrNBqNRmNCSqneUAUIIWaEEFuklJeFEFsA9VikmyCEOAZsAn7rNi7zExP9b/8cVuaMKkByo4BOvxstADFH7FoA58O6kNasn+DoGfynT7IcNxoGHR8WGItW0h/lcBkfKynadI+u8vbZcI2FGo1Go9F8ynwH+HLi/S8DfR/nk4UQzcA/AX5dSnn9Dl/bLYmNBlgb/fdG8RwDljHeT78b7QEeMv6szH/9bl+i5gGnLdSRKqABXBe3IhRTOXCt0txcz4PKhrwTHRgcw9c7xOT8IuWFefgbaziwe7vS7Roc5XhviKn5CGWFXo411tG02/prhZ7BdznRO8D0fJjSwnyONNazf7d1PThA/+Awp3qDXJ5fYEthAa2NDezbrV4RHhwcpK23l5n5eUoKCznU2KgcNH5m8BwdvV1cnZ9lc2ExzY1N7N1tXQ8OcHbwLG/2vsXs/CzFhcUcbHyOPbv3KN1zg2fo6u1gdv4qxYWbaWps5ond1hswg4NBenvbmJ+fobCwhMbGQ+zebZ1OAjA82E+w9xQL85cpKNxCQ2Mru3arV4SPDPYw0PsK4flp8gtLqW98ierd1ibE0cEuQr3HicxP4S0so67xGDt2W2dXAowNBhjq9bE4P0leYTk1jX6277ZZ+z0Y4EKvj+j8JJ7CcnY2+qlUuFODAd7r9bE0P4m7sJyqRj9lNmfODAa42OtjZX4SV2E52xr9lNi4c4MBpnt9xOYncRaWU9rop8jGvTYYYLbXR3x+EkdhOcWNfh5WuNHBAJFeH2vzk2QXluNt9OOxOTM2GCDW60POTyIKy3E2+nHauBqNJsUrQJcQ4ivABNAEIIR4HPhtKWVz4nUIYwpHnhBiCviKlPIvgH+f+LzvG49U0yOl/L27dfGxkM+4E7iCUch8hHEH+mEyH+cg8TZnjlg0gNNmy51GY2YmcuOXM445L8KxaixZkQJWEo9xAIjr7N2rrqUeBDZcER0YHKOlM0Q0llj7Pb9IS6fxuJm5kO4aHOX5ztMsJdwP5iM832msCE8vpHsG3+VwZz9LscTa7/kwhzuN9eDmQrp/cJijnd0sJ9zp+QWOdhorws2FdHBwEH9nJ8uxxNrv+Xn8ncaK8PRC+szgOU52drCS8GbmZznZaWwgNBfSZwfP8kZnGyuxxNrv+Q95o9PYQGgupM8NnqGj8ySxhDs7P0NHp7EiPL2QHhwM0tnpJxZLrP2ev0JnpzEGzVxIDw/20915lNWEuzA/TXensSLcXEiPDPbQ3/kiq7HE2u/5S/R3GivC0wvp0cEuTnc+TzzhReY/4HSnsR7cXEiPDQYIdbYQjyXWfs9PEOpMrP02FYfjgwHOd7awlnCj8xOcT7jphfTUYICRNG9pfoKRhGcupGcGA7zf2cL1hLsyP8H7CddcSM8NBpjobEEm3Nj8BBMJ11xIXxsMMJPmxucnmEm46YV0dDBAOM1bm58gnPDMhXRsMMBKZwskXDk/YbwGXUhrNDdBSjkHWG6fSSnfIW1cnZTSOlvVyO/Z997YSAAZmTDuMse5cRf6ClCCkSvuGMYiPl1Ea25KcCxI21AbM4szCG82cikbx0wRuRMliKzEI/1pEzmIOynZpN7D8aCw4R7n8PUOpQroJNFYHF/vkMU93htKFdBJlmJxjvdm9nic6B1IFdA3vFVO9GauBwc41RtMFdBJlmOrnOq1rghv6+1NFdA33BhtvZkrwjt6u1IFdJKVWIyO3sz14ABv9r6VKqBvuCu82WtdEd7V25EqoJPEYit09WauCO/tbUsV0De8ZXp7M9eDAwR7T6UK6CSrsWWCvdYV4QO9r6QK6BvuEgO9mSvCQ73HUwV0knhsiVBv5npwgKFeX6qAvuFGGepVrP3u9aUK4yRrsSgXTO57Nt57ijMv9vpSBXSS67EoFxXudK8vVewmkbEo0wp31sadNbkRGy+iODPW60sV0DfCqJFrNJoNR2wkwEp/C1zHuAstMQrpj4BFYAzbeb1yTW8y1dgTHAviD/m5sngFieQ6cchdwTVdhJCmUlMArhguVw7NB9W/0X5Q2HBF9OT84rrzqXn1inBzPj2vXg+uyi/Pq1eEq/KZefWKcHN+dd5m7ff8nCWbtXFV+ey8uhdmzpTPz6vXg6vyhXn1inBVHp5Xrwg355F59XpwVb44b7P2W5FHbVxzvmTjqfIVG1eVx2xcVR63cc35mo2nyqWNa5drNJoHm5Xg12E1ahTQqxh3A69jFNPXBdmf+2eQVWT8jvohIC/x1gEiW28y1djTNtTGcjzzBhoCRMxmGWeW5IWvfpG9e9SPuj4obIg3F8QAACAASURBVLgiurwwb915WaF6Rbg5Ly1UrwdX5VsK1b+aUOUlherh4uZ8c6HN2u/CIktWbOOq8uJC9YrwIlNeWKheD67KCwrVK8JVeX6hekW4OfcWqvcQqPK8Qpu134rcY+Oac7eNp8pdNq4qd9q4qtxh45rzbBtPlQsb1y7XaDQPLrHhAEQTN16Sj3HEMO5AXwPXz7+F5+e/Rba3yXg+OgvjjmEWkAtZD/3yvblwzX1LcLyfp/uepObtKq7In4DD+I157uAX2Pziv+CR1hfI638Sz+l/hGP24dTHwViu8qAX0LABi2h/Yw0ep2ntt9OBv7HG4h5rrMNtct1OB8caMx9jO9JYj9tpWvvtzOFIo7WjtLWxgVyTm+vMobXR+iuLQ42N5DpNa7+dTg41Zq4Ib25swmXyXE4nzY3WxrqDjc/hcprWfjtdHGy0bp5tamzGaXKdThdNjZkbaBsbD+F0mtZ+O3NpbMxcDw7Q0NhKjsnNcebS0GhdEV7f+BI5TtPab6eb+sbMDbp1jcdwmDyH001dY+Z6cICaRj8Op2ntt9NDTaNi7Xejn2yTm+30sNPkVtl4VYoztzX6yTK5WU4P2xRuaaMfYXKF00Opwi22cYtNrtfG8yrOdDb6weTi9Bi5RqPZUMSCPuOOc5K0xziEowLnDuN55+v8ufKZ6Ov8ORpNkuB4P/7zR7kSnUYiIct41jl3aAf5f9pA9loWwrmCeGiRrJwVXCM/i/O9SnDEjPqlqfGWX+NB4LaaG4QQhcB/AiqBcaBJSvlTk/MPgH+H0fe7BvillP8p8bH/B/h5IPlcxP8hpfyb27mmZPPgeqZzJJsHbzWdI9k8uJ7pHMnmwfVM50g2D95qOkeyedCYzjHH5sIi2+kcyebB9UznSDYPdvV2MDd/lSKb6RzJ5sH1TOdINg+uZzpHsnnwVtM5ks2D65nOkWweXM90jmTz4K2mcySbB9cznSPZPLie6RzJ5sH1TOdINg/eajpHsnlwPdM5ks2DejqHRrOxiQ0GkAsT1skbABKc9Td+cJbS5jEvm1zz2aTtwimW16yPb3j/7BfIyr5uTOJ4KJJY8y0RUpBzuQi5KcwLR36NvU9Yp5A9iNzW2m8hxDeBeSnlK0KIl4DPSSl/x+T8LMZSpzEhRCkwDOyQUi4kiujvSim7P87X1Wu/NZp7g177rdHcGz7p973UFJ6cqPG7ZwfGim+BcWc6uwjvsRs9M4uLlUhpXS8uRAV5eeOf8Oo1G4HgVA9t773CzNI08jqJjYOZv3l/5DdOIvIWoWAe3MuWH9iuX8/iP//kX9zV675dbvZ973Yf53gG+JPE+38CWO7PSyl/LKUcS7w/jbHZ6cFdT6PRaDQazQNCagpP+jSOKMajHKseXE//YYbvdPoxNq2k40nkmvudYCzA04uV1ESyeHqxkmAscGfOnerBP/IiV5Yu3Xh8w7UCjsxpZBRGjFnQ3gjkfQR5i/DQR4YnIEvc8e3195TbnVVZIqVMjl1ITpm0RQhRi/Ez8P9Mi/1CiH8FDAAvSSlXbD63BWgBKC/XjU8ajUaj0dwKOZ+4q5xsJkw+ziHB9cV2nLsyH99yOhOPecV8SDmJEOU4nf5Urrl/+f/Ze/vwKM/7zvdza0Yzo0FCMhr0ZiwptAS8bqDn2HI2PWaLgL6oK2I2J0dHxxilx1GVNoqdVjhes2KLyWEuO41CSILarjpNNrLHSadeChm303WHoC7adQErCZCujOmCJMsSI0YYvY00o5f7/PHMjOaZ5x7AxjZBPJ/r0iXNV1/dGvGi+T73c/9+v0DMizvaxAxa69LLsh93VOv9X/Me//4CIR/tF/cRig5SbF9FJDLHzLy+1SwCsMWSu9E5765g9td+QvaptYictBHfyd7QGbp13KHcMEQLIYJAieJTumayUkopROZLDCFEKfAi8LmUMae70cK3DegA/j2gnNokpeyIe3jooYeW1qWMiYmJiYnJB0ys26vtCiZemufib4BYUWEI0Alsth1maL4DaY+1JgN0ghki7J3+HH8c3kmxpZzmPDfMQXu4ldDcAMXWcppdbpiF9qFWQrEBllsKmZqKMhffZL4cfTt+FMi+OGkwgZAIBMXOUixvlTK+9i2s4WyEbU77d5c6odAeIy93+Ufzh/ERccMQLaU0zoCOI4QICSFKpZTD8ZCsbDwshFgO/C3QKqX8p5S1E7vYUSHE94Cn39OzNzExMTExMVES87XCjNRa1uk6bgizC88SJJSh+HNBzANweb6fr157AjkjmYsn5Mtz/Xz1clyb1bSx+bB2x0KmhOb4gJT0EF3ivJdXP30KgM0nHtVGfNtn1bvQszaa9lR/kD/ybedWj3P8CPgc8EL8/dF0gxDCBvwN0JleQJgSwAXaeeqf3+LzAcDb3Uer7wwD4QjlLifuug3seKRS6fV1X2Cf7zSD4UlWuXLZW1dF3SPGTh6Hu3t53neCofAEZa48dtdt5DOP3K9YEfzd5zjgO8ZweIxSVz4tdVvY9oh6Nnygu4d2X4BQ+BrFrgKa62qoecTYySPYfRKP7wgj4asUuVbQWLc9Y3VrV3c3nT4f4XAYl8tFQ10dmx4xdvIA6O7uwud7Memtq9vJI49sMvhOdgc54vNwNTzCClcR2+sa+eQj6uurnu4AAV8718IhClzF1NQ18+Aj6qlEZ7v9HPMdYCw8TL6rlC11Lax/xNjJo7f7MCd8LzARHiLPVcbGume5/5HPKFaEC90+Tvv2MRkeJNe1iqq6vax5xNjJA6Cv28sZXyuR8ABOVzkb6txUPmLcgRns9vKmr5Xp8AA5rnLW1blZpfABhLq9XPS1Eg0PYHeVs7rOTXEG72i3lyFfK7HwADZXOWV1bgozeMe7vYR9rcyFB7C6ynHVuVmu8Ea6vUz4WpkPD2BxlZNX58aZYc1Yt5eYrxUZHkC4yrHVubFl8JqYmNxZyHD8KEfaMQ5i0uzCswQpFuVcVhSFprY2nCWm3fufU2ipx5tVoTntsIHDkkPzumcJng3iOeZB5o5j+3k5QtEiEXuMvGUFbNqmzk13Krcaol8AfEKIzwP9QB2AEOIh4PellI1x7d8AhUKI341/XaKVnVcIsRLtj/hnwO/f4vPB291Hk+cUkZh25dUfjtDk0a6S0oO0r/sCT3oWR3+/HZ7kSY828js1SB/u7uUrnteSvnfCE3zF8xqAIUj7u8+xx+NPjv4eCo+xx+MHMATpQHcPbs8rSe/l8DXcHu06IzVIB7tP0uZ5KTn6OxS+SpvnJQBDkO7q7uaQx5P0XgmHOeTRxninB+nu7i48nvbk6O9w+AoejzbKOzVIn+wO8pKnLem7Gg7xkqcNwBCke7oDvOJxJ0d/Xwtf5hWPtuORHqTPdvvxe/YkvWPhIfyePQC6IN3bfZjXPM8kR39PhN/hNc8zAIYgfaHbxwnPk0nvZPhtTnieBDAE6b5uL6c8TcmR3pFwP6c82vmx1CA92O3lbIpvOtzP2bgvPUiHur2c9zQlR39Hw/2cj3vTg/Rot5d+T1NyTHcs3E9/3JsepMe7vYRSvHPhfkJxb2qQjnR7GUvxzYf7GYv70oN0rNtL1NOUHP0tw/3aYzCDtInJHU6sK+UoR8oxDgDhqrhtz8vkw6PZ5tadiQa0AJ1eaaYa7a7U9KE5P7uQnJyVhKaHKM4po3nds2RfXU6bv43obFTbhbbMwrKY9m8vZkvZyZY0Pf3bt/DT/WJyS905pJSjUsotUso1UsqtUsqrcf2NeIBGSvmSlDJbSvmrKW8/i39us5TyE1LKX5FSPi6lVM/sfg+0+s4kA3SCSGyeVt8Zg3ef73QyGCeYjs2xz3dapz3vO6H0Pe87YVjzgO9YMhQnmInNcsB3zOBt9wWU3nZfQKd5fEeSoThBNBbD4ztiWLPT51N6O30+g9fnezEZjBPEYlF8vhd12hGfR+k74vMY1gz42pOhOMFsbIaAr93gPeY7oPQe8x3QaSd8LyRDcYK52DQnfC8Y1jzt26f0nvbtM3jP+FqTwTjBfCzCGZ/uuD9vZvC9meYDuOhrTQboBAuxCBcV3iFfazLsJpCxCEMKbziDN5zmncjgm1CsGfO1JgP0ohjRdBMTkzuaWGf8KIehgkhgqzOPcixFamw7aLV3UCIqEAiyFizxYr40o6qqTKktJmtHVg5Pr/kar249xeltg7y69RQ1qz6D55gnGaDt/cWILBmfdJno3qHlkbz8ZWyqUd+Rv5NZchMLB8IRtT5q1AfD6sw+OKrXh8ITSt/QqFEfDo8pnDA8atRD4WtKb2hUr4+Eryp9I6NGPRwOK5wQHh29ae/oqF6/GlYedefqqFG/Fg4pvddGjfpYeFjhhLFRvT4RHlL6JkaN+mR4UOmdHDXqkbD6/FhkVK9PZ/BNjxr1aAZvVOGNZfDGFN65DN65NO98Bt+8Yk2ZwSsVXhMTkzuHWNCLvNK/2JFjAS0kLQAz8n3faXr3p19k6O+yGPqxYOi4YPgf84iEPpgWaiYfDDW2Hbya28fpvAX2ZX8fx7y+XWE2Nqyx7BtrwsbyhVIEghL7fbSu/Q41xcZjkSNjWg6wDbkQMi1Sxrt32O3ZND356Vv/4X4BWXIhutyV3t8yrhca9VWuXKV3VaFeL3PlKX1lhUa91JWv9JYWGvViV4HSW1yo14tcK5S+okKj7nK5lF5XYeFNewsL9foKV5HSt6LQqBe41F0OCwqNer6rVOnNL9Trea4ypS+v0KjnulYpvbmFRt3pUrdKdBbq9ZwMvpxCo27P4LUrvLYMXpvCa83gtaZ5LRl8FsWaIoNXKLwmJiZ3BrGgl2hbkxaYQTfemykQBe/vKMeVrq1MD/8Z5Ejt/GwuyGWTXBt4nHcvfvGDefImHyg1zh205ndQYtF2pkssFfxxwXfZ6/oeJda4Zq3gj0u+y957v0eJLa7ZKvjjiu/y40++w+lNY7z6qX82BOhgb4D6jlpk3jgsm0TEMpwOzpJ86enPsmmrsdZrKbDkQrS7bgNOm0WnOW0W3HUbDN69dVXk2PR/8Tk2K3vrqnTa7rqNSt/uuo2GNVvqtuCw6a/oHLZsWuq2GLzNdTVKb3Od/uxwY9127DZ9RWym2fMNdXVKb0Od8Qqyrm4nNptdp9lsdurqduq07XWNSt/2ukbDmjV1zWTbHDot2+agpq7Z4N1S16L0bqlr0Wkb657FasvRaVZbDhvrnjWsWVW3V+mtqttr8G6oc2Ox6S+uLDYnG9Juda7L4FunuCW6us5NVpo3y+ZktcJbVudGpHmFzUmZwuvK4HWlefMy+PIUa9rq3JDmxeY0b/WamNzBRL/zZYhGIIbxFr3dia3hvf//fvcfv8js2DGty0c22vt4kGY5TMf+jHffMYP0LyI1zh28WtzH6bIFXi3uo8a5g5rlO3h1dR+nP77Aq6v7qFm+g5rCHbz6iT5OP7jAq5/oo6Yw892KYG+AttfchCYuA2B9N1cbqpI7Acsmk0c4AFauXLFkAzSA5bnnnrvdz+E909HR8VxTU5Pyc+vLC6h0LaPn0lXGp2epcDk5uPNBZXeOB8oLqXDl8tNLYSamY9znyuVrOz9l6M5xf/lK7nPlc+bSZSanY9zryuOrOzcru3OsLS9mlauAn18aYnI6Spkrn9adv63szrGmvIxS1z30XhpkanqGElcBu3Y+aujOsbp8FSWuQt661E9keppi1wq+tLNO2Z2jsrycIpeLf7l0ienpaVa6XPzezp3K7hzl5ZW4XEVcuvQvTE9P43KtZOfORkN3jlXlqyl0ldB/6S2mpyOscBVTt/NLyu4cZeVruMdVyuClXmampyhwlfDozl3K7hzF5WspcK1i6NLPiU5Pku8q47d3thq6c6wsv5981youXzpLbHqSPNe9bN65T9mdo7D8AXJdFYQv/ZTY9AS5rvv41M6vKbtzFJSvZ5mrkquXepidHsfpquDBnQcN3TmWl68nx1XJ2KUe5qbHyXFV8MDOg8ruHLnl63G4Kpm41MP89Dh2VwVrdh5Ududwlq/H5qokEvfaXBXct/OgsjuHvXw92a5KZi71sDA9jtVVQdHOg4buHNnl67G4Kpm91IOcHsfiqmD5zoPK7hyW8vUIVyULl3pgehzhqsC+8+B1b/Xu27dv+LnnnuvIaDAxMflQuN7rHkDM6yPy2d8E24h2Gz1xhCOxVSbB/kffw7bpvR3liPR6mXyjFZajdfhwogVoR3xtob3NxXqw2H6ZbPv69/yzmdxZ/Ie/+SPGZrRjp8mz0IjkvwWs87AgsGfn8Hu/V0dlpfoO8Z3C9V73hJR33tyShx56SL7xxhu3+2mYmNx1CCF6pJQP3e7nYWJyt3G9172Y10e06Un45REoQHmPWRRXkPvDvvf8fYfbXUjrqDZyLQ8tTOeqv4fFWkHx6vf+PUzuLDZ/o0ob/Q04z32MrJhxCmEWFv6o6Uts2qRuxXsncb3XvVttcWdiYmJiYmJyG4m17gMxqr2iRzEOV5Fga3zvxzgiZ73I6VEtNE+iHeXIS1nbirYrHe8/PR9T9Cg2WRIEL/jxnD7AyOQwIs+CnLbAnA3niV/FOpWTnE44v2ya6U/+M1IsLIkAfSOW3JloExMTExOTuwk5dBFy57XjG6qOHNNg2/reO3JMHGtd7DM8CbwLTMTXtaId70gc6cgC7IJIxOzWsdQIXvDTdmIPockhJJIF5rBO2XD9RS3WmAWRN5l8s8Qs5Jx8QNnMYClihmgTExMTE5M7GeecFmRnWAzSiY4ck4D1/QWa+bF+LUDPxteeAC4AAyzuQKciJBMTZp/5pYbn9AGic4szHayjedgHSrBOORA5Ua0ndLw3tMiJYolZlM0MliLmcQ4TExMTE5M7mYX4LnRixEHiOEd8F9n+3Lfe37oyC+YWFsP5bPz9KQG/Eq+nSuxIJ450RM0jHUuNkUn97Abb0EqtJ3TeJDiiyaMcRLUJhcIRUzYzWIosyRDt7RqktfM8A+Fpyl05uBvWsmOTujrU19XHvs4zDIYjrHI52duwgbpNlQbf4a4LPN95mqHwJGWuXHY3VPGZTWuMCwL+rl4OdJ5gODxBqSuPloaNbNuknhcf6DpHe+cxQuExil35NDdsoWaTsZNHsKsHT2eAkfA1ilwFNDbUsHWTum1MV9dJOjuPEA5fxeVaQUPD9oxnk7q7uvF1+giHw7hcLuoa6nhkk/Ef/8muLo50vsjVcJgVLhfbG3byyU2blGv2dAUJdHq4Fh6hwFVETUMjD24ydvIAONsV4FhnO2PhEPmuYrY0NLN+k7GTR2+XnxOdB5gID5PnKmVjQwv3b9qmWBEudB3mdOcLTIaHyHWVUdXwLGs2GTt5APR1+TjTuY9IeBCnaxUbGvZSucl4BT3Y5eXNzlamwwPkuMpZ1+BmVYYq91CXl4udrUTDA9hd5axucFOcwTva5WWos5VYeACbq5yyBjeFGbzjXV7Cna3MhQewuspxNbhZrvBGurxMdLYyHx7A4ionr8GNM8OasS4vsc5WZHgA4SrH1uB+z9X7JiYmtxdxXzlyuF8LspNoYTceai31f4Bt23v/Px056YWZBS2Qp44Nl0BUYrFUMC/69eevBeAQRGJenDbz98idTLDvMJ4zLzASGULkWpAzFpjTCghFzIp1NA9yZlL+7qUWqGeAWVvGdZcaSy5Ee7sGaTp0jkhUG/3df2WapkPnAAxB2tfVx5OHTjEd9759JcKTh04B6IL04a4LfOXQCaaj2m+Rd65M8pVD2sjv9CDt7+plz6HXmIl7h65MsOfQawCGIB3oOof7kJ+ZqDb6+/KVMdyH/AC6IB3s6qHt0CtE477QlWu0HXoFwBCku7pOcujQS0SjWp/GK1eucujQSwCGIN3d1Y3nkIdY3Bu+EsZzSBvlnRqkT3Z18dKhdmJRbfT31StXeOmQNsY7PUj3dAV55VAbs3HvtSshXjnUBmAI0me7AvgPuZmNareJxq5cxn9IK35JDdK9XX5eO7SHubhv4soQrx3aA2AI0he6DnPi0DPMRbXR35NX3uHEoWcADEG6r8vHqUNPMh/3Rq68zalDTwLogvRgl5ezh5qYj2pTL6ev9HP2kNZqKj1Ih7q8nD/UxELcG73Sz/m4Nz1Ij3Z56T/UhIx7Y1f66Y9704P0eJeXUIp37ko/obg3NUhHuryMpfjmr/QzFvelB+lYl5fooSatpywgr/Rrj8EM0iYm10EIsQL4K6AS6APqpJTvKnx/D/xroFtKWZui/yXwEFoEeQv4XSmleoTuTWDb6yb6ZPz/cmLHGIFl5+/j/P/+9H2tOXGkdTGMpxQPEgNLbgV5eW6uze7UwlMqQjIRazVD9B1MsO8wbaeeITqvvTZKMQeOOZgB69XlWKMCRzgXkTeh24FGAPYY2Sy7vT/AR8iSOxPd2nk+GaATRKLztHaeN3j3dZ5JBugE09F59nWe0WnPd55OBuhF3xzPd542rHmg80QyQCeYic5xoPOEwdveeSwZoBe9s7R3HtNpns5AMkAniEZn8XQGDGt2dh5JBuhFb4zOziMGr6/TlwzQCWLRGL5On0470vliMkAv+qIc6XzRsGag05MM0Almo1ECnR6D91hnezJAL3pnONbZrtNOdB5IBugEc9EZTnQeMKx5uvOFZIBe9E5zuvMFg/dM575kgE4wH53mTOc+nfZmZ2syQC/6IrzZaTz7d7GzNRmgEyxEI1xUeIc6W5NhN4GMRhhSeMMZvOE070QG34RizVhnazJAJ4lGNN3ExOR6PAsck1KuAY7FH6v4OrBTof+RlHKDlHI92gnjL93Kk7HV7cD+nQ5EaQVMC8SKCuzfehHnn7y/AA0wfzXlPHQE7Yx1RHucV+PG6dyhnYVVfa0ceN/f1+T24znzQjJAJxGQPeVg2f9cRc5AMSLREzorvgOdGLAiJL/3gvou8VJkyYXogfD0TeuD4YjCadSHwuoNApU+HJ5QelV6KDym9KbrI+FrSp9KD4evKr0qPRwOK72j4VHd46sZfCr9WnhE6VXpY+GQ0puuT4SHlT6VPhkeUnpVeiQ8qPSm69Nh9QuCSo9m8Kr0WAavSp/L4E3X5zP4VLrM4M2km5iYJHkU+H784+8DxvGxgJTyGFo5Xro+DiCEEEAOxtmC7xlb3Q5y/7mPvLEFcv+5D1vd+98JjnR7tR1GRacPYSnE+aC2tkWoR4hbRPn7/t4mt4/goI/64AOExJvg1E8eBMgeXoHjnSLtPHQq8R1ogNyCZTyyzXgkdamy5EJ0uSvnpvVVLqfCadTLXLlKn0ovdeUpvSq92JWv9KbrRa4CpU+lu1wrlF6V7nK5lN5Cl76Se0UGn0ovcBUpvSo931Ws9Kbrea5SpU+l57rKlF6V7nSpz8mn6zku9QuCSrdn8Kp0WwavSrdm8Kbrlgw+lS4yeDPpJiYmSYqllImr+MuA+pfZdRBCfC/+teuA72TwNAkh3hBCvHHlypX3/WTfKxO+VpiRxk4fU4L8/3OxSDHP5kagf70UOMmzvfee1Ca3l+Cgj7azTxKafntxh9ke1QVp25U8hDUKyyaMIVtIbI5sGp7+9Ef/5G8jSy5EuxvW4rRbdJrTbsHdsNbg3duwgZw0b47dwt6GDTptd0MVOXZrms/K7oYqw5otDRtxpHkddistDRsN3uaGLTjs2WnebJobtui0xoYa7Gk+uz2bxgZjAV5Dw3bsdlua10ZDg3GjpK6hDlua12a3UdegL6zb3rATm92e5rOzvcF4l7KmoZHsNG+23U5NQ6PBu6WhmWy7I83rYEtDs07b2NCCNc1ntTvY2NBiWLOq4Vms9pw0bw5VDca7rRsa9mJJ81rsOWxo2KvT1jW4sdidaT4n6xqMLxSrG9xkpXmz7E5WK7xlDW5EmlfYnZQpvK4MXleaNy+DL0+xpq3BDWle7E5NNzG5yxFCBIUQP1e8PZrqk9rY3/e8kyyl/H+BMqAX+L8zeDqklA9JKR9auXLl+/kx3hfz4f4M/aYlzk8u7nA7bTvIt3fEd6QFFlFBvr3DPA99B+J5c5/yCId10obzf60k/3+swRHKR6S0s0sN2VlZFhpbP8sjNeqGB0uVJVdYmCgevJnuHIniwRt150gUD95Md45E8eDNdOdIFA/eqDtHonjwZrpzJIoHb6Y7R6J40NfpYzQ8SqGrUNmdI1E8eDPdORLFgzfTnSNRPHij7hyJ4sGb6c6RKB68me4cieLBG3XnSBQP3kx3jkTx4M1050gUD95Md45E8eCNunMkigdvpjtHonjQ7M5hYmJESqluKQQIIUJCiFIp5bAQohRQn2O78feYF0L8EHgG+N77fKofAhZgXt+VI6nrcdp2mKH5DiUY8uK52MpIdACZBVjjBYJxtH7QxQiZhSPR1i4VAdhiWEUOTc98jke23l0BGkBoF9F3Fg899JB84403bvfTMDG56xBC9EgpH7rdz8PE5HYihPg6MCqlfEEI8SywQkr5TAbvJuDpRHeO+DnoX5JS/kv8468DSCmfvt73/Chf94b+nVCODmcGyv7mzssMJkaCIS9t55uILqTUgElgxp4M0s5zHyMrpt0Fz+1ZgzBM19H44pe/zCNbl+6I7+u97i254xwmJiYmJiYfMi8AvyGEuABsjT9GCPGQECLZikgIcQL4a2CLEGJQCPFbaNH0+0KIc8A5oBT46kf9A1yXeYvxKMdMXL8Jxvu8XDxayVs/yOLi0UrG+8xR4B8GwZiX+slKNk9kUT9ZSTB2/T/n4KiX+nOVbO7J4vm3P0c0K625QkqBIMT7QY/nsOxiEeROwbIpsOo7hblWupZ0gL4RS+44h4mJiYmJyYeJlHIU2KLQ3wAaUx4bi2E0/o8P6al9MEzPa1MIU49ySCCtJayK8T4vl08+ATkxKIY50c/li49zLfQ9yj8Z/LCe8V1HMOalLdpEFC0Ih2Q/X4s+wXfGv8xE7CpFlnL+tfV3+Kexv2NkboC8rBVMRcaZYyH+bwAAIABJREFUn9VCsBTz2t2GGfR/z0JiHc8hZ7QAS1Ro56BllhawUweqzGUra6juNswQbWJiYmJiYpJEOAuRkVHDkBXhLLzBV0Lo1O9rAToPyCY5EnxGHmPg7FbK15tB+oPAE2tNBugEc8QYzx6FGITm+zk692fJz40vjGp/F4mOKxDfeUYXoldMfAwRziM6N4N9WDsHbQ3dg+PNSljISg5XyVoV4/HvbFZOOL6bMI9zmJiYmJiYmCSR4zPKIStyfOa6Xzfe60XOTUIuWoB2oKUMob2fiR1jfNQ82vFBMJJpoI1I+9iW9ljfPEvnt2c5sQ+5mL8qWHaxCGGbwf52IY6BIsSyKUTuJMIWRTiiyEEbA38zy93OLYVoIcQKIcQ/CCEuxN/fk8E3L4T4WfztRyn6x4QQJ4UQ/yKE+CshxAcycN0bDFFZ/zpZm7uorH8db1A91APAFxzkgfpj5G9+lQfqj+ELqgdwHA72UVV/lHs3/4Cq+qMcDvZlXNMfvEB1/cus29xBdf3L+IMXMnoDwV5q6zuo2vwNaus7CAR7lb5g8Bz19QfZvHkf9fUHCQbPZVyzK9jDE/X7+fTmp3mifj9dwZ6M3u7gSZ6q381jm7/AU/W76Q6eVPpOBrvZXf8UX9j8GLvrn+JksDvjmj3BLvbXf56nNz/K/vrP0xPsyug9Gwzyzfp6ntu8mW/W13M2qN6l6A0G6Kiv5Rubq+ior6U3aJzWmOBC0M/L9dV0bF7Hy/XVXAj6M3r7goc5Wv8wP9i8iqP1D9MXPKz0DQZ9BOsfwL85n2D9AwwGfUofQCjo5fX6Sro2Z/F6fSWhYOYXjdGgl3P1lfRszuJcfSWj1/GOB71crK/krc1ZXKyvZDyDNxL0EqqvZGhzFqH6SiLXWTMW9DJZX8nE5iwm6yuJXcdrYmJylzAxpT4TPT513S8b+fGXNX8irAm0+93L0IJ1LoQuf/lDfOJ3D0WZBtqk132m1wKmPc7CgkBQbK/g6bUdzAzHcITyyZqz4rhUQvaUHbF8HHInwRbVjnNkx8Ae48T3f/ZB/Th3LLe6E32zo0+npZS/Gn9L7cT9NeCbUspfBt4FPn+LzwdvMERT23n6Q1GkhP5QlKa288og7QsO8mTbOd4OTSMlvB2a5sm2c4YgfTjYx1faTvFOKIKU8E4owlfaTimDtD94gT1tJxgKTSIlDIUm2dN2QhmkA8Fe3G2vcTk0gZRwOTSBu+01Q5AOBs/R1uYnFBpDSgiFxmhr8yuDdFewh0Ntr3AldA0p4UroGofaXlEG6e7gSTxtLxEOXQUJ4dBVPG0vGYL0yWA3L7V5uBoKg4SroTAvtXmUQbon2MUrbe1cC10BKbkWusIrbe3KIH02GMTf1sZYKARSMhYK4W9rMwTp3mCA19rcTIQug5RMhC7zWptbGaQvBP2caNvDZGgIpGQyNMSJtj3KIN0XPMyptmeIhN4BKYmE3uFU2zOGID0Y9HG27UmmQ2+DlEyH3uZs25PKIB0Kejnf1kQ01A9SEg31c76tSRmkR4Ne+tuaiMW9sVA//W1NyiA9HvQSamtiLu6dC/UTamsyBOlI0MtYWxPzcd98qJ+xtiZlkI4FvUTbmpBxrwz1E21rMoO0icndzgJpQ1bijyW8++XMTUQWpke1sJ0I0lYMu9HSOsr4uPk75lZptLmxpw260c6tY9QyPLYLJ7s/9n3++N5XcF4q4ttH/z22q7naEY7RPLKvLtf3hU4J0AjJwvzCB/+D3WHcaoi+qdGnKuKtfTYDr7yfr89Eq+cikaj+LzYSXaDVc9Hg3ec5z3RaocR0dJ59nvM67XnPGaXvec8Zw5oHPKeZieoaazITneOA57TB2+45ofS2e07oNI/nGNGo/rZJNDqLx3PMsGanJ6D0dnqMgdPnOUIsqh/rGYvG8HmO6LQjHp/Sd8RjDJEBz4vMRvX/i2ejUQKeFw3eYx6P0nvM49FpJzztzEX1txHnojOc8LQb1jztOaD0nvYcMHjPeF5gPqpvLj8fneaM5wWd9qZnn9L3pmefYc2LnlYWovpzagvRCBc9rQbvkKcVmeaV0QhDCm84gzec5p3I4JtQrBnztEKal2hE001MTO5eYkIdvmZg+vvfzfx1Ei10vxv/OHU32om2I70MQlfN3ehbZattB0/bOygWFQgEyynEEs02FoOmvHRbsbF8vlDbebZV8HRFB9arORw68QxXJt9BIskO57Hs4koc4VxEbvpUQpIBGinIspgngm+1sPBmR586hBBvoP31viClPAIUAteklIm/8kHg3kzfSAjRBDQBlJdnHks8MJJ+GZZZHxyZVjiN+tBIROlT6cMjk0qvSg+NTCi96frIyJjSp9LDI9eUXpUeHrmq9I6m6VdHwkrf1ZFRg3Ytg1elj42o5xOk6xMj6uM4Kn1yZFjhVOuRkSGlN12fHlEf8VHp0RH1OTWVHsvgVelzGbzp+nwGn0qXGbyZdBMTk7uECantRid6RccDNBPA/Fzmr5uJ+weBHGA5WspIhGm09zJ7lPGIl+VOc0jLrbDVtoOtKYNughYvnolWRuYHFrtzRP+OEQYospbT6HKzdbn+z/yJ//ow0blprOMOct+8l5yM3Tjip23jAZqojY2f+9WP7of9BeWGlxEf0OjTinij6seAg0KIX3qvT/Rmx5+WF6Wfms+sryrKUTiNelmRU+lT6aVFuUqvSi8uylN60/WionylT6W7igqUXpXuKlqh9Bam6SuKXErfiiJjpXZBBq9Kzy8qUnrT9bwi9bWZSs8tKlV6VbqzqEzpTddziozTLjPp9iL1BZ5Kt2XwqnRrBm+6bsngU+kigzeTbmJicndgKarQdpQnUt4mgVkBluvsvU0JmEbb/fyf8feJDh+pCAhPmHe8Pmi2Onfww+I+fly2wA+L+/jDwj/lh6v7+PHHF/jh6j5DgAYITw5hHXfgCOXjeLtYPZUwpXc0UsBkLr/e8Eke+1b1h/sD3QHcMERLKbdKKX9F8XYUCMVHnnK90adSynfi7y8CXcD/BowCBUKIxP/IVcA7t/oDuRtX47TrfyynPQt342qDd2/jWnLs+ubxOXYLexvX6rTdjRuUvt2NGwxrtjRW4bDrf8k47FZaGqsM3ubGjUpvc6O+tWhj4xbs9mydZrdn09hoaFNKQ2ON0tvQWGPw1jVux2bX13La7DbqGvWnarY31il92xuN/SFrGneSbddfsGTb7dQ07jR4tzQ2Kr1bGht12sbGZqx2h06z2h1sbGw2rFnV2KL0VjW2GLwbGp/FYtdfMFnsOWxo1B/tX9e4V+lb17jXsObqRjdZdv3FVZbdyepGt8Fb1uhGpHmF3UmZwuvK4HWlefMy+PIUa9oa3ZDmxe7UdBMTk7uWvN1ukFb9mehZIGoj53NPZP7CCakP36dZDNCpBYbLtP7RJrePrj4fTxx9AJk7jn00l+xryxDWGCybBGfaUBWR2B8V/PpnN/GfhveaATrOrR7n+BHwObRpTZ8DjqYb4h07IlLKqBDChdZk/k+klFIIcRz4LPDDTF//XtmxVdudbPVcZGAkSnmRHXfj6qSeSt1WbSdxn+c8gyPTrCrKYW/j2qSe4DNbKwHtbPTQSISyIie7Gzck9VS2bV0DaGejh0cmKS3KpaWxKqmnUrP1fkA7Gx0amaC4KI/mxo1JPcHWrZ8AtLPRIyNjFBXl09i4Jamnsik+u77TEyA8cg1XUQENjTVJPZXElCGf5wijI1cpLFpBXeN2w/ShT27V+kAe8fi4OjLKiqJCtjfWJfVUHty6CdDORl8bCVNQ5KKmcWdST2X91q2AdjZ6bGSE/KIitjQ2JvUE92/VLgBOeNqZGAmRV1TMxsbmpJ7Kmq3bAO1s9OTIMLlFpVQ1tiT1VCq3fgbQzkZHRoZwFpWxofHZpJ5g1VbtYuFNzz6mRwbJKVrFusa9ST2V4q3alf5FTyvRkQHsReWsbnQn9VQK49qQp5XYyAC2onLKGt1JPZXlcS3saWVuZABrUTmuRndST+CMP57wtDI/MoClqJy8RndST8UW12KeVuTIAKKoHFujO6mbmJjcnTg/o/0OGHvmD5BTE9ru42wOOQ1/wD3fasv4ddblFcyN92uBWwA/BzYC+ejHiAvAIRiPeVluM3/ffNR09fk4dOpJovPTICA7nKcNVcmKh2UhwR4/AjuXDVKwomQF25u388mau3c6oQqhncJ4n18sRCHgA8qBfqBOSnlVCPEQ8PtSykYhxK8B/wnthFUWcFBK+Zfxr1+NFqBXAD8FHpdSqg81p/DQQw/JN954430/bxMTk/eHEKInfjTLxMTkI+ROeN0bP+nl8l8+rj++8SvATkAxMdwqKlid2/fRPDmTJE8cfYArkbexjjmwh/PI+8nHyZrNNhoXBLb5e3j86UblptndwvVe925pJ/pmRp9KKf8HYNwyJXm84+FbeQ4mJiYmJiYmt5/ln9zB5fadYJeLBYmn0e4zK5jLNDDE5EMlHBnEOuYg960SHOF8hH1G6wEdtS0WEAJkSR7/o7s7QN8Ic+y3iYmJiYmJyQfDpFw8zpHgKlo/rjSsmQaGmHzgdA166XyzlfD0AGKZhdyflJMTukfXicM6mo/9zdWIGTvSHsO6YcIM0DfAbPJnYmJiYmJi8oFgLagwTjv0YRgCInDisplFzB8FXYNeDp1t4sp0PxLJgpjDESpIDlVZdu5j5PaswTF8D1n2KYRziqx5wcIpF//ly39/u5/+LzRmiDYxMTExMTH5QHA1uLWd6NTOHv8N+FPi/bsEVlFBsb2Dd3/y3+l52UrPy4Kel630/9MXb98TX8J0vtlKdF6ba5EzeA9Fx36F7Ckry/5XEY5wLlnZUYR1VisszIlqRzvsUbDGeP27p+jx9t7gO9y9LMkQ7Q2MUll7jqyqHiprz+ENGIeCJPAFQjxQ+zr5VV08UPs6voB6sMfhwCBVtce4t+pVqmqPcTigHsAB4A/0UV17lHVVP6C69ij+QF9GbyBwgdral6mq6qC29mUCAeN4cIBgoJf62g42V32D+toOgoHM/6i7Aud4ovYgn67axxO1B+kKGMeDJ+gO9PBU7X4eq3qap2r30x0wjgcHOBk4ye7a3Xyh6gvsrt3NycBJpQ+gJ9DN/tqneLrqMfbXPkVPwDgePMHZQBffrP08z1U9yjdrP8/ZQJfS1xsI0lFbzzeqNtNRW09vIKj0AVwIBHi5tpaOqiperq3lQsA4rTFBX8DP0dpqflC1jqO11fQFjOPBAQYDhwnWPoy/ahXB2ocZDBxW+gBCAR+v1z5AV1U+r9c+QChgnOyYYDTg5VxtJT1VWZyrrWQ0kHkc7njAy8XaSt6qyuJibSXjGbyRgJdQbSVDVVmEaiuJXGfNWMDLZG0lE1VZTNZWEruO18TExORGLN+0Q2tvl7oTHQV+DDwGy/+kmdW5fbz7k/9O+OKfQfZ8vPXdPOHQn/Gz/5Jx5prJe6Qr5OWJ1yu5YumHZbDsfxVTcKYSx6CLnIFisuYtiNSR3tZYylRCwBYDJIHWE9f/Rncxt9Sd43ZxvSplb2CUJnc/kZnFn8vpEHS0VrCjRn8oyxcI8aT7PNMzi2PCcxxZfKd1LXU1iy3xDgcG+Yr7HNMz8yk+C19v/QSfqdG3w/MH+tjjPsVMitfhsLC/9WG21VTqvIHABdzuE8zMzKV4rbS2bqSmZrElXjDQS5v7NaIpPrvDytOtv8nWGn07vK7AOQ65/URnZlO82XypdRubavT1nd2BHjzuV4ileG2ObBpbP8sjNYst8U4GTvKS+yViM7EUn43HWx83tLvpCXTzitvDbIo322Hjs62NPFijP1t1NtCF393O7Ew0xWtnW2sz62s2JbXeQJDX3G3MpfisDju/2fo099fo2+FdCAQ44XYzNzOT4nWwsbWVNTX6lnh9AT+n3HuYT/FaHA4ebt1PZc1iS7zBwGHOup9hfmY6xZfD+tY/YVWNvh1eKODjvPtJFlK8WY4c1rZ+h+IafUu80YCXfncTcmZx8qVwOKlo7aCwRt/2aTzgJaTwFrd2sDzFGwl4GVP48ls7cKatGQt4ibqbIMWLw4m9tQNbjbrtlNmdw8Tk9nAndOdIcLG2krlw/+KkQokWpGPAhEDINUT+7TvMPTKlBei0yYi5bGHt72TeKDG5MV0hL4fONxFd0H6/W0dzKD38qzhGChCzVkR86iBzKV05FgRM5cbHt+dp7yeWQ2QZbQu7bsvP8YvA9V73ltxOdGv7kC5AA0RmJK3txhHP+9ov6gI0wPTMAvvaL+q059vP6wK05pvn+fbzhjUPtJ/RBWiAmZl5DrSfMXjb20/rArTmnaO9/bRO87Sf0AVogOjMHJ5249VhZ/sxXYDWvLN0th8zeH3tAV2ABojNzOJr1+/cHmk/ogvQmi/GkfYjhjUD7T5dgAaYnYkRaDfuxh5rf1EXoDVvlGPtL+q0E+0eXYAGmJuJcqLdY1jzdHu7LkBr3hlOt7cbvGfaD+gCNMD8zAxn2g/otDfbX9AFaM03zZvtLxjWvNi+TxegARZmprnYvs/gHWpv1YVdADkTYajdOMkrnMEbTvNOZPBNKNaMtbfqAzTATETTTUxMTN4nrmbFkY5ZtCAtJHLyMo7v5WP33qONB7ehDWFZDqyESZvx9crkxnSNenniXCWf7snim29/jmjW4u/3gn+qJGd4BVlz1rTdZ8VQFSkW30dtFJSrpyubLMEQPRCK3bQ+GFK3pE7Xh0LTSp9KHw5FFE61HgpNKr3p+khoQulT6eHQmNKr0sOha0rvaJp+NXRV6VPp10JhpfdayHikZiyDN12fCCkHYSr1yZD6OI5Kj4SGld50fTpkvADLpEdD6mM+Kj0WUrd3UulzGbzp+nwGn0qXGbyZdBMTE5ObYXnNDoSjUH+kYwaYQwtmQiKA7GNOrMfztJ3oLLTd6CygAM4f2ZppeZMUusa9PHGxkm1vCb5xZSdXFhLFg/PggLzzRfzSn32KFb3FiJyIdmQjgWqkt0TboZbA5DKybTnUuDdiombJhejyYttN66uK7QqnUS8rzlH6VHppsVPhVOvFxblKb7peVKy+ClTpruJ8pVelu4oLlN7CNH1F8QqlT6UXFLuU3oJiY3+j/AzedD2vuEjpU+m5xcbJlJl0Z3Gp0puu5xSXKX0q3V68SuFU67ZidXsnlW7N4E3XLRl8Kl1k8GbSTUxMTG6W4me/BVNicSd6jpSApu10CiT2v3BBNrqR4GTDZMEx+v/CLDRM0BXz8sRkJZ+eyOKxCRePhV1sGxJ8Y3wnV4iPUM+S2gVJvHlx3rkiSgJrsUbsi7vP8YLBJMndZyDmgBk7Ys4JY/kUuMr4bMdv8uAO/bFRk0WWXIh2N5fhdAid5nQI3M3GwLO3eTU5Dv0fQY4ji73Nq3Xa7ua15DgsaT4Lu5vXGtZsad6AI83rcFhoad5g8DY3V+FwWNO8Vpqbq3RaY/NG7Gk+u8NKY7Px6rCheQt2R3aaN5uGZsNMHOqaa7CleW2ObOqa9WeHtzdvx+awpflsbG/eblizprmO7DRvtsNGTbNxRPaW5p1kO+xpXjtbmnfqtI3NjVjTfFaHnY3NjYY1q5qbsTocaV4HVc3NBu+G5hYsaV6Lw8GG5hadtq75WSyOnDRfDuuanzWsubp5L1lp3ixHDqub9xq8Zc1uhEN/cSUcTsqajW2fXBm8rjRvXgZfnmJNW7Mb0rw4nJpuYmJicgss37aD5XXNILPiu9ECZuwwa4NY/DVCCkTIatyJdgAFEP7xnzPaZRY7d8W8HIo2cUVqu8wTjDJhG9XCcpbUzp4nIoJAewys/IfVZM2njYpMFgzGkYKCEhf/z/4v0vbzv6Rt4Nt8fegF2iL/kT19TWaAvgGW55577nY/h/dMR0fHc01NTcrPrV/jpLLURk9vhPGpeSpKbBzcdZ+hqBDggTW5VJQ6+GnvBBNT89xXYudru9boigoB7l+znPtKczjTO8bk1Bz3luTw1V3/ylBUCLB2TQGrSpfx896rTE7NUlbipHXXg4aiQoA1awopLc2ltzfM1FSMkpJcdu36lK6oEGD1mpWUlObzVu9lIlMxikvy+NKuzYaiQoDKNcUUlRbwL71DTE9FWVmSz+/t+m1DUSFA+ZoyXKX3cKl3kOmpGVwlBezc9aiuqBBg1ZpVFJYW0t/bz/TUNCtKVlC3q85QVAhQtqace0pdDPZeYmZqmoISF4/u2mkoKgQoXlNJQWkRQ73/QnRqmvySlfz2rkZdUSHAyjWryS8t4XLvW8SmIuSVFLN515cMRYUAhWvWkFtaSri3l9jUFLklJXxq1y5DUSFAwZq1LCtdxdXenzM7NYmzpIwHd7XqigoBlq+5n5zSVYz1nmVuapKcknt5YNc+Q1EhQO6aB3CUVjDR+1Pmpyawl9zHml1fMxQVAjjXrMdWWkmkt4f5qXFsJRXct+ugoagQwL5mPdmllcz09rAwNY61pIKiXQd1RYUA2WvWYymtZLa3Bzk1jqWkguW7DhqKCgEsa9YjSitZ6O2BqXFESQX2XQczFhUC7Nu3b/i5557ryGgwMTH5ULje694vKrmbf4fse+8n8o9vIMfmYd4KMbs2FU8CUTuyZIHZ372mhUAH2vnobLSwdxyu/bej2Ff+Es7V62/nj3Jb+er0pxkn7fijQBulnhhskxX/GMg7dw+r/vqXsUYFIns2fhGTFqZn7VhsFup3/yH1e/6AsjXmHchMXO91b8l15zAxMfnwMLtzmJjcHu70173LX97D+He/DywkC9aELY/IvkvMfWZisZNHAgl40XpMTwlctb9Pxa4/vR1P/bbz6YksJIqsJtGOyyQ+noK8s/dQcrSSrHltkIptyIWIWbU/88SdgKgdaRE8+AdVPPrVxz/Cn+TO5K7qzmFiYmJiYmLyi0XJt/ZT8ud/irXw4xDJxXpvBcUd+8n6zApt9zkRoK1o56LzgN8Dfg1AEvb/+XX76C9lXJnGo0vjx/d615J7oYRlb5Viv7KcrAUQCIQA4YgismMIe5SseclPD57h1S8f/dCf/1LGDNEmJiYmJibvASHECiHEPwghLsTf35PB9/dCiGtCiFczfP7bQgh1m6YlyPId21jdd5yPL7zJ6r7jLN+xjTKXWx+gU89HW9GC9L8BkPT98e8y6s88vGqp0mBzYyetfiXRexu4p7uI9V/8FP/7F34d59UcsljQgnN6GzvFIJU3vvvfOevNPJDN5PqYIdrExMTExOS98SxwTEq5BjgWf6zi68BO1SeEEA8ByvB9N1G4fAeWrHjNUvqRDtBCdQPxc71z9O1q5Gcb1jJ6OPPU2KXGJtsOvmTvYKWoQCDIo5C8WCFiTlDx+r/ilzy/QvaEPS04x4sH09vYJbpxJN6zwLFWsy/3+8UM0SYmJiYmJu+NR4Hvxz/+PmBsVQRIKY+hDcHWIYSwoAXsZz6sJ3gncV/+txDCaQzQCVxou65SgID5yGUuNT/J6bJyuj+9nBPPuAidXNpHPTbZdvDd3D5+lLfAy3lhnv35i1Tv+R1c/zkHmT1+/f7PIuXcR+oglfj7sQH1fAmTG7MkQ7TXP05l9UWy1r1FZfVFvP7xjF6ff5QHqs+Rv66HB6rP4fMbh4IAHPaHqKp+nXvXdVFV/TqH/eqhHgB+/yDV1cdYt+5VqquP4ferB3AABPx91FYfpWrdD6itPkrA36f0Bf0XqK9+mc3rOqivfpmg/0LGNbv8vTxR3cGn132DJ6o76PL3ZvR2+8/xVPVBHlu3j6eqD9LtV9/WOenvYXf1fr6w7ml2V+/npL8n45o9/pPsr97N0+u+wP7q3fT4T2b0nvV3883qp3hu3WN8s/opzvq7lb5efxcd1Z/nG+sepaP68/T6uzKuecEf5OXqejrWbebl6nou+DOPj+3zBzhaXcsP1lVxtLqWPn9A6Rv0+wlWV+Nft45gdTWDfn/GNUP+w7xe/TBd61bxevXDhPyZd0xG/T7OVT9Az7p8zlU/cN1bleN+LxerK3lrXRYXqysZ96tfNCJ+L6HqSobWZRGqriSSwQcQ83uZrK5kYl0Wk9WVxK7jNTExSVIspUxMZboMqBvUZ+ZLwI9S1lAihGgSQrwhhHjjypUr7+d53hEUOndQkd8B0qI2XCE+8TDeGk9IhICshQUcx0tx/HkRF1qfpGun4ESDi9ASb4t3tiuA/5CbsSuXNeF6/Z8hJTCzOEglZks+zi9Xz5cwuTFLrjuH1z9O056QbvS30yHo2F/Mjm3LdV6ff5Qn9/QzneLNcQi+s7+Cum2LLfEO+0N8Zc953YjwHEcWX9+/ls9s0//u9PsH2bPnnG70t8NhYf/+T7Btm74lXsDfh3vPKYO3df/D1GyrTGpB/wXa9uhHf9sdVp7ev5Gt2/Tt8Lr8vRza85rB+6X9v8mmbfqWeN3+c3j2+HWjv22ObBr3b+ORbYst8U76e3hpzysG3+P7P8snt+nb4fX4T/LKnpd0o7+zHTY+u/9xHtymb4l31t+Nf4/H4N22v5H12xZb4vX6u3htT7tu9LfVYec39zdz/7ZNujUv+IOc2NNm8G7c/zRrtulb4vX5A5za49aN/rY4HDy8v5XKbYst8Qb9fs7u2WPwrd+/n1Xb9O3wQv7DnN/zjG70d5Yjh7X7/4TibfqWeKN+H/17nkSmeIUjh4r936Fwm74l3rjfS2hPk26kt3A4Kd7fwfJtiy3pIn4vYwpf/v4OnNv0retifi/RPU360d8OJ/b9Hdi2qdvcmd05TO4WhBBBoETxqVbg+1LKghTvu1LKTOeiNwFPSylr44/LAB+wSUo5J4SYlFKqJ2+lcKd357gZRmNe+qNNSFJ+J80AfwL8Xbw1Hmg9p6dy4x0pcmFBIKM5zDzSz1zJuzANFkshH/+Db1G8NXPLzjuVbz5RuxigU1kQEMld/HgqFylBzNgR8w5kJN5iMGqDWe19tm0Z2zq2sX7Jl6IwAAAgAElEQVSHsQ2uicb1XveWXIiurL5I/9CcQa8os9J3XD9E5YHqc7w9ZBwHfl+ZjX8+vvgPqqr6dd4ZMo4Iv7fMzunjn9Jp1dXHGBoyjgMvK8vh+HH9wJPa6qNcHjKOAy8pc/Lq8UeTj+urXyY0ZKw9KS7L5YfHH9NpT1R3cGXIOA58ZVke3z2u7zH6VPVBwkPG2ziusny+ffwPk493V+/n6pBxRPiKsgKeP75Hp+2v3s21IeM48IKyFew5/rxO+2b1U4wNGUd/55e5+KPj304+7qj+PBNDxl2YvLKVNB3/S532cnU9k0PGuwS5ZcU8dvyHOu1odS2RIeMvImdZCY8eX6wDClZXMz1kHPGdU1bG1uPHddrr1Q8THXrH4LWX3cunjp/SaeeqHyA29LbBayu7j08c/2eddrG6krmhfoPXWlbB6uN9yceh6krmFT5LWQXFKT6AyepKpMIryirITfMmP2eGaBMThBDn0ULwsBCiFOiSUhqnb6EM0f8W+Eu0eAhQDlyUUv7y9b7n3RCiQQvSQ7FWYnIAy0whc89PIP42ZYCXRGvVNmeLh8Zl8VZveSzkRpna9nNtzPgEENHautkLV7O6ea+yX/+dxNluP/9w8NssvGlFzFqRWQtaq8AZB9I2R7Q0zJwDZPzPaCFb8n/9h9262Qtnvec41nqMsYEx8svz2eLeYgboG3C91z2rSryTGRg2BuhM+uCwMUCr9KFhY4DOpA8PGwN0Jj00bAzQKn1kWF28rdLDw8YAnUkPD6vPQY2m6VeHjQE6k35t2BigM+ljw8YAren6IzUTGXwqfXJ4ROlV6ZFh9ZGcdH16WH3HVaVHh41hO5MeG1Yf81Hpc8MDSm+6Pp/Bp9JlBm8m3cTEJMmPgM8BL8Tf33SfMCnl35Kywx3fib5ugL6bKLTtoNAW3z3Og+6CbOzLJGJSIOL9pZPDWlImHwKIycRxj/gbEmxRopffpndPI2/t/498/NnnDXcFfxHpDQY44WlnYiSEIy+fuQmYHZ+DhSyypAUQiAULWOfBOoeIZePoK0XOW5i4f5DR3/oJy+9daRhetn7HJ8zQ/AGy5M5El5eqrwtU+qpSm8Jp1MtK7UqfSi8tzVE41XpxqVPhNOpFpeo7fSrdVZqn9Kp0V6n6HFRhmr6itEDpU+kFpSuUXpWeX+pSevNL9dMl8zL4VHpuaZHSq9KdpepjjOl6Tmmp0qfS7aXG8fKZdFupceJlJt1aqu4Tmq5bMvhUusjgzaSbmJgkeQH4DSHEBWBr/DFCiIeEEJ6ESQhxAvhrYIsQYlAI8Vu35dnewcw9MsfUtyeZaZpjIcuJnI3vQEftMJe9eM4XkMviG2CSxR7KyW4UMD99mfN7nrluncovAr3BAK+1uZkIXQYpmRm/xtzCNYR19rrdN4SArKwFlv/k45Qf/Hf82ljz7fsh7hKWXIh2t7hwOvQlvk6HwN1iDFx7W8rISfPmOAR7W/SBZ3fLanIcWWm+LHa36I+HALS0rMXh0BdHOBwWWlqMd/qaWzYovc0tG3RaY0sVdof+IsDusNLYUmVYs6Flo9Lb0LLR4K1r2YLNka3TbI5s6lr0x062t9QofdtbjKO0a1q2k+3QX4RkO2zUtBiL17e01Cm9W1r0t9w2tuzE6tBfsFgddja2GDtHVbU0Kr1VLY0G74aWZiwOh06zOBxsaNH/4lnX0qL0rWtpMay5uuVZshz6C6YsRw6rW4wdsMpa9iLSvMKRQ1nLXoPX1eJGOJxpXieuFrdOy8vgy0vzAdha3JDmxeHUdBMTk4xIKUellFuklGuklFullFfj+htSysYU30Yp5UopZY6UcpWU8r8q1rrheei7GgHYYe43ppk6epmZfz/BQrYDOZuthen40Q5pmSe6/p34cQ8gcUNZprzGC8nCzDT/c9eTBH5jOX/f5OLvG1z4P51F8IlKBm9zQWJvl5+OJ6r5u2/9IXOWcOaOG9frvhEvurTOCy4+9za93sxNAExunVs6ziGEWAH8FVAJ9AF1Usp30zzVwDdTpHVAvZTyiBDiPwO/DiTOD/yulPJnt/KcEsWDrQfCDAzPUV5qxd3iMhQVAsniwX0HhhgcjrGq1MbeljJdUSGQLB58/sBFhoajlJXa2d2y2lBUCCSLBw8cOM/w8DSlpTm0tKw1FBUCyeLB9gNnCA1HKC510tyyQVdUCCSLBz0HTjMyPElRaS6NLVWGokIgWTzYeeAE4eEJXKV5NLRsNBQVAsniQd+BY4wOj1FYmk9dyxZdUSGQLB48ciDA1eFrrCgtYHtLjaGoEEgWDwYOHOHa8FUKSldQ07LdUFQIJIsHjx3wMTY8Sn5pIVta6nRFhUCyePDEgReZGA6TV+piY8tOQ1EhkCwePH3Aw+TwCLmlRVS1NBqKCoFk8eCZA+1EhkM4S4vZ0NKsKyoEksWDbx44wPTwMDmlpaxraTEUFQLJ24QXD7xAdHgIe2kZq1ueVd4+TBQPDh3YR2x4EFvpKspa9hqKCoFk8WD4QCtzwwNYS8txtbh1RYVAsnhw4kAr88MDWErLyWtxG4oKgWTxYOxAK3J4AFFajq3FnbGo0MTExOSjxppdyFz2qNYvWsDc70ww9zsTWH90D/YD95J12cZC7hzRTwwwV64VFTIFzKHbpQYWj30Ajp+XQo8dmS2RH1tgWvbz07bHOfONP8QSW8Hs/8/e/cdHVZ4J//9ck2QmMyYEIRhJMpkpW6qYqt3VwbpdtqLW1larD+tmqdH6rPpNu7Wxu9ZY88V9opSs3db6o9nus83XdtfvZrSddWeL+JSuYmWLW6rIbgEpRZQm5AdEwQoJEzIkuZ8/zkkyM+cMEBKSEK736zUvMtdcOXMfxJxrTu77vt47jL+klPPvup/yayd++seutWvZ9N3v0rtvH+TA0JFca25z7iC5xX4GZvVZO27A6ILKjGI587zSvhbDwOGjbFixlkXVzmu1mhjjWlgoIt8E3jPGfENE7gfONsZ87Rj5c4C3gHJjTMIuop83xjw7lvc9UxZYKDXd6MJCpabGmXrd6+6OsuN3t1i/N89ltEW4AfqFK35vdNes7nVRdj+5gv7uNsyQIMPzp8G5IPHwWSO7WRgDZshD/4faGCh919rxYzgXgSNe/PNCWW+enKhd69aw6clH6e3uAuOBI3mu4xteGGg8Yi8WtOu04V1JUr8e+b7hqS2p51gAAl8deuSkx6xO7cLCG4Ar7K+fAtYDWYto4CZgrTHGfUWdUkoppZStpKSaHQdvsaqV1I6GAuQbuhNRSgLWb89Krq6mO+8/2b/jH8h9OwffL/KQozgXJPan39kVARFD/rbzOAIMzO6zpksMeLEWJybp6+riv756L//1V/UMfKCPfv9+vAVzMP1ejr7Xi0gupi8Hb+AczBEvRw/0EZhfQsmnFrN75/P0vttpFc79eUAeyJA1t/kI1vsMT9EY8CL213K4YGSxYH/J+wzYc76NfQ4m7yj05SNH86xzTDrPsbDCfU2TmhjjLaLHuuH8cuDRjFijiPwv7NapxhjXrTBEpAaoAaio0IVPSiml1JnAlxui39s2WkCnFNQ7jt4GSSjxVtOxK0rbzn8Aj2Fg4QADC3vJ/bWf/LVnW/XySDFtr/HJmC8tgzn4frOAgY9ud506IQLIALlvnE1u/7mYHEMy3Amzk5gBwDdA8vA7cDQPcnwkuvax+/vPwREfZ3k+QH/pfgbm2DtlDeSlFc6p75P5nuIZsorpgVyOlO/ndx/bzuHw7zBiOFJyBP+OECWxJXiOelPO0UtuII8ljc61S2riHHdhoYisE5E3XB43pOYZa15I1rkh9l6aFwKpCyvqseZIR4A5HOMutjGm2RhzqTHm0nnz5h1v2EoppZSaARYUN6YX0PlY1YsAnkF29tfQnYzyxqavwFkGCoCzrNyBC/o4cnUP5kjAmsIxUkAzukUejM6XPuJLe+742l64J94knn4fvl0hct8/y34NqyjO2DFDfEk8yTzyfzufgl9cyFm/WkjugcKR47m+j8t7enIGyW+bj/R7Gcod4kjJEQaKBuj56G7q9v4jn/6HGgqLy2HQS2FoNtc036TzoU+x4xbR9srjD7s8VgPddnE8XCS7b9JrqQL+zRgz0vbOGLPXWPqBfwQWj+90LNF4gnCkG0/ZXsKRbqLx7LNHYvFDVEZ2U1T2JpWR3cTi7i3C4/EDRCLbKCvbTCSyjXjcvT04wJp4N0sjGzm/bD1LIxtZE8/eInxtvIPrIi8RKXue6yIvsTbuvnfwungryyOrubLsGZZHVrMu3pr1mOvju7g98jSfLWvm9sjTrI9nbxH+SnwHd0eaubns29wdaeaVuHuL8Ffj26iPPM4Xyh6iPvI4r8bd24MDbI5vZlVkFfeW3cuqyCo2x7OvDt4af5XHIvU8WPYFHovUszXu3iJ8R/wVmiN38+2ym2mO3M2OuHt7cIBd8fU8HbmD5rIbeDpyB7vi67PmtsbXsTqynGfKrmR1ZDmtcfcW4R3xtayLXMeasgjrItfREXdvDw7QHV/DxshS1pedz8bIUrrj2VuEH4jH2RZZzOaycrZFFnMgnn3rpUPxGLsjlbxZVsTuSCWH4u4twhPxKN2RMF1lHrojYRLxY7T9jkfpjYTpKfPQGwmTPEauUkpNhZJZ1eR67AX/qVM6bEMk2JX4CkdzD1gFdOojFwYu6uHI1d0MFRzFYDAjW+SlzEce3ibPl0yf8pFlceLIneKhHHw7FhDY+GFyu89O2VIvy11lu/jO/20pZ726iNx9c5zvc4z39BzNZd5PIxw+7zADRVb/izkB67fzi6ovoab1Ab469Ag1rQ9oAT0JxjudYywbzn8O687zCBGZb3d8EuBG4I1xjodoPEFN3UESdm+Tts4hauqszT+ql6Vv5xWLH6K2rpu+PusfeHvnALV1VsFbtWx0N494/AB1dW0jeZ2dSerqrE5vy5al7+SxJt7NA3U7OdJnLXbo6uzngbqdAFy/LH22y9p4B4112zjSZ7X93tfZR2OdVZxeu2x0N4918VYeqXuNfjuvuzPBI3VW97url4XTjrk+vou/q9tAf5/1P9e7nb38Xd0GAK5Ylr6bxyvxHTxZ9wJJO3d/Zw9P1r0AwB8tG93N49X4Nlrq1pDssz7/vNd5kJY6qzC8bFn6Th6b45t5tu5Zjtq573e+z7N11rrRS5al/w+9Nf4qa+paONpnfWI/2Pkea+paALho2ehuHjvir/BC3ZMM2Hk9nft5oc7ainXRsvSdPHbF17Oh7rsM9Fmzgno732VD3XcBWLjsirTc1vg6Xqt7hEE7N9HZzWt11gKM8LLR3Tw64mvZWtfIYJ/VYKyvcx9b66xt4MqXpf+qrDu+hp11DzBk5/Z3drGzzurqWLIsfUHKgXictrr7MH3WP9ZkZydtdfcBMHdZ+mrwQ/EY3XW1I7kDne1019UCMGvZ6G4eiXiUg3U1mD7rg+NgZxsH66xOlYFlGW2/41H662rAzjWdbdZzwLtMd+hQSk0fC4ueYOfBGobE/abYUc8BKCZl0WHK17+DgQ/0ICEvH77uCfLensOu+77NwIH306Y/GM8gRz7YydBgHjJgbaEnadM/SCl0Ryt5EYP0+/DtDMGQMFCQPOZdZet7QDyG/F0h+sJ7OVp4JOM9UwrqjKYyue8XWAssB8CbE+DGi3Vb0qky3t055gIxrLalbVhb3L0nIpcCXxzeL1NEwsB/AkFjzFDK9/8MmIf1T/1X9ve4t+dLccy235Fu2jqHHPFQmYfWTelFbGVkN+2dzk6GwbJctm8a3QM6EtlGZ6ezu2FZmZdNm9KLyKWRjXR1Oqd1l5b5eHlTeovw6yIvsa/T2cnw3DI/z28a3at5eWQ13Z3OHxwlZQF+uCltVg23R57m3U7nX+G8sgJ+sCm9RfjdkWb2dzo7GRaXFfKdTaMtwusjj/Nep7O74ZyyIh7e9JdpsVWRVbzf6exkOLtsNg9sSm8R/liknoOdzk6GRWVz+KtNoy3CmyN309Pp7E5YWFZMzabvpMWejtxBb6ezRXhB2Txu3pTeInx1ZDmJTudvCQJlJdywabRF+LrIdfR1OtuD+8vO5epNz6fFNkaW0t/p7E7oKyvl8k3pLcK3RRaT7HS2CPeWlXHhpvQW4bsjlQx0OluE55YFWbBptEV4dyTMYKdL2++yECWbWtNivZEwxiVXykIUZOSOvKa7cyg1Jc7U3TlSdSei1hxoz6DjtaF+OJx6Gy5lv+jQ7L/goo//vfN40XW8WfcEA3t7GJzdT8+ndnOk8p2R7fFy3yrEu+UcJJnjsjgx5U52yq4ZQ94kiQ//dnR3j9RdQYZzEwWjY+wtYKAgwb5b13H4nMP4d5Uy6xcX4jniTVksmJd2nOTcHrb94BnmmBA3XtzIZWG96XEqnbLdOYwxB4CrXOKvA6kbzrcCZS55V47n/d3s6XIW0NniHV3uLcIz411d7u3B3eJ7u9xbhLvFu7vcW4Rnxt/pcv/k7Rbf3+X+GcQtvr/LvUX4gYz4e13u7cHd4u93ubcId4sf7HJvEZ4Z7+nK0va7yzmlpjdLrls80eU++ygz3tflPh3HLd7f5d4i3C2e7HJvEe4WH+hyn+aTGR/sytL22yVusuRmiyul1FQqCVRDEnb21zDE6PXPDAn9nSZ9Bw+D9fx3uBbQAH1/0M3er/2MwYGUa+lw8T0AA7/Xw8D8HnJ3n413S9noneKk13UqCIAk8xgazDn+XWUYubOc0+unv7gfcqFvYRd9C7vw7QxR9PIl5AzvvGEfZ8h7lI7bXmNOIMTDV7eO569TTYAZ17GwotT9lNzi5aXunyEy46Wl7u3B3eLzS91bhLvFS0rdW4Rnxs8pdW8P7hYvLnVvfuUWLy51bxE+NyM+p9S9PbhbfHap+3Y6bvGiUvcW4ZnxwtIsbb9L5zpiBVly3eKBUvcW4Zlxf6n7pjNucV+pe4twt7i31L1FuFs8t9S9RXhmPKc0S9tvl7hkyc0WV0qpqVbireY8XzM+CQGCT0IcaTUM9JCx4BDwg6fwLNfjtO6K8ssNtzGYnxhZhAiMdEgc+dqAfNDDxU/fz6Kf3kPPlfsY8A9ZuyikdEwcNljYx+HLdtD78f+iL9zFUK457jzsgaKENb85ZU3jwcvb2L0yzr6q1zjqM5iBPPrP6aH1yz/n8FV7ufF8ncIxHcy4IrqxvpBARm0a8FvxTA31xfj9GW2//UJDfXrBVV9f6ppXX+8sdu6pX0C+P/2vNd/v4Z56Z4vwu+rPI9+f0fbbn8Nd9ektwu+svxhfRp7Pn8Od9entwQE+Xx/B589o++3P5fP1zhbhVfVL8Gbkev25VNWntwi/sf4qvP6Mtt/+PG6sd/wSgmvrryUvIzfPn8e19c5tdq6qv5E8f0bbb7+Xq+rTW4Qvqa8iNyMv1+9lSb2zs1+k/lZy/Rltv/0+IvXOFuEX199JTkZujt/HxfXpLcLPr7+LHH9G229/PufXp7cHB1hQfw+ejFyPP58F9c4W4aX19yP+jLbffj+l9c4W4cX1Da65xfXpLcIL6xsRf0bbb3+AwnqXtt/1jZCRiz9gxZVSapoq8VZzeUErVxQOcXlBK3mJkFWA5mEVxMO7c+RBzux8x/dv+uWX2PjarZiCQSvXi1WApxbSgEgOl9/cwk3f3M/RWbD+xds4/AcdvPuXv+T9T77JUDI/rYAeyh2g52M7wJtD37nw/jVd7Lt9I3tr/oP3P76TwVx7j+eR4juPobwB3v30FsAqnodyob8EBoqt8fRc9ja7v/EMW1f/f7zxw2eQawe45aJmLivXKRzTQc6DDz441WMYs+bm5gdrampcX7toUR7hYA6btxzlUK8hVObh8ZWzHIsKASoX+QgF8/jvLUfo6R0iWJbL3648J21RIcCiRQGCQS9btiTo7R2krMzLypVBx6JCgPMWFVAezOeNLT309g5SWuZjxcqFjkWFAAsXzWJ+0M+OLQc53DvAuWV+vrrygrRFhQALFs3m3OBZvLnlPRK9RykpC/DllZc4FhUChBfN5ZxgAW9t2U9fb5J5ZQX8PysvdywqBKhYNI/iYBG/3bKPvt4kxWWF3LryyrRFhQDli0qYG5xN25Yu+nr7mVNWRNXKTzkWFQKULirl7ODZdGzp4EjvEWaXzeaGlTc4FhUClCwqZ3ZwLl1b2ujv7aOobA6fWlmVtqgQYN6iCoqCxezb8luSvX0UlhVz5cpbHYsKAeYuClMQPIf9W94i2dtHQdk8Ll95p2NRIcDsRQs4K3gu7215k6O9CQJlJVyy8stpiwoBZi1aiD84n4NbdjDQexh/2blUrvyqY1EhQMGi88gPltOz5Q0Ge3vxlZWycOUKx6JCgMCiRXiD5SS2bGWwtxdvWRnBlQ85FhUC+BZVkhcMcWTLfzPU20NuWZBzVv5t2qJCgLxFF5ETDHN0y2ZM7yFyykLMWvm4Y1EhQM6ii5BgmKEtm6H3EFIWwrfy8WMuKnzooYf2Pvjgg81ZE5RSp8SxrntnOq93HvsScfAzeidagFwYGuzjvHMfHMltbY2ydesK8Ji0PIz99VHr6xwCXHbjDwj/fjW7dkTZ8EINQ0PJke8ZKOthsCBBXudspD+XwcI+eq/+DQc/1k2ieICh/JRjD8HA3B4OR95m4Kx+8trORfp8DMxJ8E7Vf9FzSRsMgcmFRJCR7zU59g3rEhgohDn5IR7+eCvlsy6avL9cdczr3rgWFk4VXWCh1NTQhYVKTQ297h3bmt/kgGfItTX49SmtwZ9dXcxRDoy+nsRaSDgE9AI9kCdzufQTTxC+qJpdu6Ksf/k2jBkc3fVjeNnUEHDY+rPAG6I3v5cecdn+djhPhL4iw0DmPb0hMAnonwcD+aPHN0Dvh6zXvX0BbjmvmctK9A70ZDuVbb+VUkoppabWcAHt0hq8IxGlPFBNa0eUo3Ig/fXhGX1HrekbH/3MU4QXWYXqrl1RNmyowTA4etc6n5GFhwjk5gVYcn0zA374yUu3pG+xNzD6PoVFId6RNmcBjb3LXgkMzGK0Zd2AdWd6+Pu1gJ6eZtycaKWUUkqdWfy5odE70LmMzo0ugDcSXwHg9Z1fGW3CMryYULC+zwgfXZpSQLdGWb/pNgaOsfBQJGekgH5hQ036osaUOdb5gbkcXgAD55B+LJvJsQvo4eN7wXig397TbI4vpAX0NKVFtFJKKaVOa+cPtwZ3tAWHo94D/Pf+L1kNWdwKXYEP/t4XCS8cLaA3vFaDkUHXohiB3NwAV3z6KQZmwdpjFNueHC+H/Ic4mGhzPZYRSBaTVlgbgSMLYWAueCXAjaW62Hu60iJaKaWUUqe18lnV5HnmurYFR6Bdml1378AHXu9cIh8d3Ut605YVDAwmHMdIuwN9jX0H+ljFtgeG5hbSn3/UcSzjS9mJY3b69xkfDJSAhxxuCTVz2Vy9Cz1dzcgiOhpLEq7sxVPUQ7iyl2jMvVkKQCyWoLKym6KiLioru4nF3BubxGOHiFTupqzoTSKVu4nHDmU95prYAZZWbuP8os0srdzGmpjLQgPb2lg311VuJFK0nusqN7I25t7YY12sg+WVL3Fl0fMsr3yJdTH35hsA62Ot3F65ms8WPcPtlatZH2vNmvtKbBd3Vz7NzUXN3F35NK/EdrnmvRrbQX1lM18o+jb1lc28GtuR9ZibY9tYVfk49xY9xKrKx9kc25Y1d2tsM49VruLBont5rHIVW2ObXfN2xF6lubKebxd9gebKenbEXs16zF2xV3i68m6ai27m6cq72RV7JWtua2w9qyvv4JmiG1hdeQetsfWueR2xdayrXM6aoitZV7mcjti6rMfsjq1lY+V1rC+KsLHyOrpja7PmHoitYVvlUjYXnc+2yqUciK3JmnsoFmd35WLeLCpnd+ViDsXirnmJWIzuykq6iororqwkEYtlPWYyFqW3MkxPkYfeyjDJWDRrrlJKTWcfLnrCWUAPyxt07iOdD+TBJR9+Ii21N9kGAaxCO4DzDvTSp1i4qJoNxym28/Pn0jPrgPM4WO+fuBAG5qR/n/FAfylghP85/yktoKe5GbewMBpLUlPbT8Ju+tfWbqiptboFVlel7zUciyWorT1IX581k7+9fZDaWqsLX1XV6Oz/eOwQdbXdI3md7QPU1VrF7rKq9O3w1sQO8EBtG0fs3K72JA/UWq2Vr69K3xJvbaybxtqdHOmzVg7va++nsXYnANdWjW6Jty7WwSO12+jvs1qddrf38UitVZheXZW+Hd76WCt/V/vaSO677Qn+rtZqIX1FVTgt95XYLp6s3UCyz1r9sL+9lydrNwDwR1WjW+K9GttBS+0LI3nvtffQUvsCAJdVpW+Htzm2jWdr13C0z/rk/X77QZ6ttQrDS6rSt8TbGtvMmtpnR3IPtr/PmtpnAbioanRLvB2xV3mhtoWBPuvDUE/7e7xQ2wLAoqr07fB2xV5hQ+2TI7m97fvZUPskAAur0rfEa42t57Xa7zLYZ/37SLS/y2u13wUgXHXFSF5HbB1bax8Zyetr72Zr7SMAlFelb4fXHVvLztpGhvqOANDfvo+dtdav4kqq0rfEOxBbQ1vtAxg7N9neRVut1Rp9blX6lniHYnG6a+/D9Fn/sAfaO+muvQ+AWVWjW+IlYjEO1taO5A22t3OwthaAQFX6dnjJWJT+2hrosy4Cpr3Neg54q/QHt1Lq9FIeqOaNnq9Yu29kMPZCQLeuhuGUPZd3dUTBJyD2Cr/UO9BHc1iypJmFC6vZ0RGlhzarQE7d5cP+Ho/HmsYxcqsydRHj8KLB4ULeXqg4Mo3jLOHj+V/ksln6c3i6m3Fb3IUre2lrd55TKCi0bk/v2ldZ2U17+6AjNxjMYfv20SI2UrmbznZni/CyYC6btqc3UVlauY2udued79Kgl5e3pxeR11VuZF+7sx34uUEfz2+/fOT58sqX6G53tggvCfr54fb0hie3V5n60EMAACAASURBVK7m3Xbn3fR5wQA/2H5DWuzuyqfZ3+5sB14cLOA7228eeV5f2cx77c4W4XOChTy8PX3f0lWVj/N+u7Md+OxgEQ9s/8u02GOVqzjY7mwHXhSczV9tf2DkeXNlPT3tzhbhhcE51Gx/OC32dOXd9LY7W3wXBIu5eft30mKrK+8g0f6uIzcQnMcN278/8nxd5XL62p2/IfAHS7h6+w/TYhsrr6O/fZ8j1xc8l8u3P58W21a5lGS7s8W3N1jKhdtfTovtrlzMQHunIzc3WMaC7a+NPO+urGSwvd2RlxMMUrJ9e1qstzKMaW9z5EowRMH2VkccdIs7paaKbnF3YjqSUbb21zCY0hY8hwCH9yYY6MMqWlPvVhu4fH4LYbtgfeqlYvolZQu84V02hoSlF/8zC8NWAf3C1pr0u9CpucbDkbMMR2cZ123xTF/Kbhx2jMMwlAecN5c/CzzBZQEtoKeLY133Ztx0jj0d7h8K3OIdHc4C2i3e1eEsoLPF93a4Tx1xi3d3OAtot/g7Hc4COlt8f4f7dBS3+P4OZwENcCAj/l6Hs4DOFn+/w1lAZ4sf7HAW0G7xng5nAZ0t3tvhLKCtuPPORCJLbma8r+Md1zy3eH+H+3Qct3iyY69rrlt8oMNZbLvFBzvcp/m4xU3HHtfcbHGllJruyr3VXORrxm+3BfdLiIt8zXj7U7oapk7VyIMt+1cAsKs7Sn+2xYcew8KwVdhu+E2WaRxe6w508uwcjhaZrAsJ+ytgYD7pixA9wkfDf8Gjxfu1gD6NzLgiuqLcfUKUW7y8PMcl0xkvLXef9eIWn1/udcl0j5eU+1wynfFzyv2ueW7x4nKXTSizxIvLC1wyYW5GfE65s2V6tvjs8iLXXLd4Ufls19zMeGH5HNc8t3hBebFLJhSUO7tLBrLkZsb95ee45rnFfeXOzpTZ4t7y+a65bvHccmeLebd4Tnm5a55bXMorXHOzxZVS6nRQ7q3m6oJWri8c4uqCVsq91Vxc2jiykDCtSPZBAus3cpt2r8i6+LDAHxo5fs/RtvSclGJ4aE4h/X7nQsLhqRzGCwMVpLUaF3L43Hn/TFXZ36NOLzOuiG5s8BLIqC0DfiueqaGhEL8/vbj2+4WGhvTisL6h2DWvvsFZhN3TUEp+Rm6+X7inwVkE3dWwgHy/JyPXw10N6VNE7mw4D58/vbD3+XO4s+E8xzE/33Cxa+7nGy525FY1RPD60z8IeP25VDVE0mI3NixxzbuxYYnjmNc2XEWePy8tlufP49qGqxy5VzVc65p7VUP63OElDTeS60//75fr97Kk4UbHMSMNVa65kYYqR+7FDbeS40//wJLj93Fxw61psfMb7nTNO7/hTscxFzTchcefnxbz+PNZ0HCXI7e04R4kI1f8+ZQ23OPILW64H/H7M3L9FDfcnxYrbGhwzStsaHAc09vQCP6MD1f+gBVXSqkZJDy3Gnwe132kOcu6ZvcOtmVdfBg53/q5uKM7Cvniere6MBCix38ga4FtBJJljBTvVoEuLP/AU1yi+0CflmZcEV1d5aW5yUcoKIhYc6Gbm3yORYVgLR5saioiGMxBxJoL3dRUlLaoEKzFg99qKqEsmIuINRf6W00ljkWFYC0eXNUUojToRcSaC72qKeRYVAjW4sEVTedxbtCHiDUXekXTeWmLCsFaPHhv04WUBP2IWHOh72260LGoEKzFg19uWsy8YAARay70l5sWOxYVgrV48M6mJRQHCxCx5kLf2bQkbVEhWIsHb2m6hjnBQhBrLvQtTdc4FhWCtXjwpqbrmR0sArHmQt/UdL1jUSFYiwevb7qJouBsEGsu9PVNN6UtKgRr8eA1TbdQGJxjdX4KzuGaplsciwrBWjy4pOlOCoLFIEJBsJglTXc6FhWCtXhwcdNdBILzQIRAcB6Lm+5KW1QI1uLBi5ruxR8sARH8wRIuarrXsagQrMWD5zWtwBc8F0TwBc/lvKYVjkWFYC0eDDWtwhssBRG8wVJCTasciwrBWjxY0vRNcoNlIEJusIySpm+mLSoEa/FgUVMTOcEgiJATDFLU1ORYVAjW4kFfUzMSDIEIEgzha2rWRYVKHYeIzBGRF0Vkl/3n2Vnyfioi74vI8xnxfxKR34rIr+zHRyZn5Ge44a6GmYWy39CajCL5Oe53ovM9LLQXH77U+hUoMM6GLT4hVP7prAW2AfrPs+9CpzZ58Rgu0R04TlszbmGhUurU0YWFSoGIfBN4zxjzDRG5HzjbGPM1l7yrsGbefsEYc11K/J+A540xz57oe+p1b/xWd4dJ5Le53j4MSIjut9tcFx5yBGouNuw4EOUnv73F9XUGYGDeXPpynIsSzRD0z7Oap6R9z1GY3R/igQWtE36uauKcUQsLlVJKqVPsBuAp++unAOfcMsAY8xLgvjJbTbqLCxuz7iOdMHtG70RnLDyUfGuK5Iau7HOm8/Pm0pebbVFiSgENo3OkjXBtsU6fO51pEa2UUkqNTYkxZngbnX2A+4riY2sUka0i8piIuK4yF5EaEXldRF5/913ndpxqbMKBarzinFoJEJAKTN6g68JDk2ft2NUzlH3O9JFCXAtwfPae0JkELvd/kUt0L+jTmhbRSimlVAYRWScib7g80jbcN9acyLHOi6wHzgciwBzAMRXEPnazMeZSY8yl8+bNO5nTUBku8T1BDunrnnIIcLG3EfHmHHPhYbY71eR76Ck44FqAkwdJl42gAjKXP5mru3Gc7mZcx0KllFJqvIwxzpXDNhHpFpH5xpi9IjIfcN9MPvuxh+9i94vIPwL3jmOoagzCXuvO75bkChJmDwGp4GJvI2FvNcZzy+jCw+FpHwL4DbuS0dE71amv+QCGEG9O+uvDc6KNILP8kNL8JY8AN/jSW42r09O47kSLyJ+KyHYRGRKRrIuNRORTIrJTRN6yF2EMxz8gIq/a8R+JiPsmy2MUjUI4DB6P9Wc0mj03Fk1SGe6lyNNDZbiXWNS9WUo8miAS7qbMs5dIuJt41L2pCcCa6CGWhndzvudNloZ3syZ6KGvu2ugBrgtvI+LZzHXhbayNOpuCAKyLdrM8vJErPetZHt7Iuqh7Uw+A9dEObg+/xGc9z3N7+CXWR90bcAC8Em3l7vBqbvY8w93h1bwSbXXNezW6i/rw03zB00x9+Gleje7KeszN0R2sCjdzr+fbrAo3szm6I2vu1ug2Hgs/zoOeh3gs/Dhbo9tc83ZEN9McXsW3PffSHF7FjujmrMfcFX2Vp8P1NHu+wNPhenZFX82a2xp9hdXhu3nGczOrw3fTGn3FNa8jup514TtY47mBdeE76Iiuz3rM7ug6NoaXs95zJRvDy+mOrsuaeyC6lm3h69jsibAtfB0Homuz5h6KrmF3eClves5nd3gph6JrXPMS0Tjd4cV0ecrpDi8mEY1nPWYyGqM3XEmPp4jecCXJaCxrrlJqxHPAbfbXtwGrx/LNduGNiAjWfOo3JnR06pjC3mpuKGjlc4VD3FDQOlJYF+SE0ovkYQKbkiusO9Uuc6LFm4PxDrpP9fAabvI1M9tu/jJbQtzka+YSr07jmAnGtTuHiCzCalj5PeBeY4xj6bCI5ABvAp8AOoBNwOeMMb8WkRgQN8b8UET+AdhijPnfx3vfY61SjkahpgYSKTVuIADNzVCd8W82Fk1SW9NPX0quPwBNzT6qqkfr+Xg0QV3NQUfet5qLWFad/muhNdFDPFDTzZHE6N9rfkBY1VzC9dXpW+KtjR6gsabNkbuiOcS11aPzttZFu3mkZif9iaGRmC/g4d7m87i6On0q3vpoB39Xs43+xGBKbg5fbr6QK6rTt8R7JdrKkzWvkUzJ9QZyuLN5MX9UHR6JvRrdRUvNBpKJgZS8XG5pXsJl1enb4W2O7uDZmhc4mpKbF8jlpuZruKQ6fUu8rdFtrKlZw9HE0ZTcPK5vvp6Lqke3xNsR3cwLNc8ykJKXG8jjmuabWFSdvh3eruirbKhpYSCRTMn1sqT5FhZWp2+J1xp9hddqnmQwJTcn4GVx852Eq0e3xOuIrmdrzXcZTPSn5Pm4qPkuyquvSDtmd3QdO2seYSgl1xPwcV7zvZRUp9/YOhBdS1tNIyZxZCQmgXxCzSuYW52+Jd6h6Bq6ax5w5JY0r2JW9eiWeIlonIM192ESfSl5foqav0mgOn07vGQ0Rn9NLaTkEvDja27CW+3cEg90dw6lAERkLhADKoA2oMoY8559M+mLxpg77bwNWNM2CoADwB3GmH8XkZ8B87DKrV/Z3+PeQtamu3OcersSUV4euMVZRAMg9PSZrLt39PpyMB5nF2QZyqGhyL3rsTo9HOu6NyFb3InIerIX0ZcDDxpjPmk/r7df+gbwLnCuMWYgM+9YjvXDJByGtjZnPBSC1tb0WGW4l/Y25/kHQ8L21tGufZFwN51tQ468spCHTa3pRezS8G662pz/w5SGcnm5Nb2JynXhbexrc975Pjfk5fnW0SJyeXgj3W3OFuElIR8/bL08LXZ7+CXebXO2A58X8vOD1vSGJ3eHV7O/zXlHvTgU4Duto9P+6sNP816b8+f7nFABD7fenBZbFW7m/TbnYvTZoUIeaK1Jiz0WfpyDbc524EWhIv6q9S9HnjeHV9HT5mwRXhiaTU3rA2mxp8P19LY524EXhOZwc+vDabHV4btJtDlbfwdCxdzQ+p2R5+vCd9DX5lzU4w/N4+rW76fFNoaX09/m/C2BL1TC5a0/TIttC19Hsm2fI9cbOpcLW9O2lWV3eCkDbc7W37mhUha0vjzyvDu8mMG2TkdeTqiMktbX0mK94UpMW7sjV0JBClq3O+KgRbRSU0WL6MnxVE8x/Th/I1wgIfYNdmQtlA+5xIc9WHj6bSWsRk31FndlQOqVusOOzQXeN8YMZMRdnegq5T17Tjzescf9H3ZmvGuPs4DOFt+7x/0Tp1u8e4/71JHM+Dt7nAV0tvj+Pc4COlt8/x73KSkHMuLv7XG/QeIWf3+P+25ObvGDe5wFtFu8Z4+zgM4W793jLKCzxRN7nAW0FU//AdqXJc8t3r/HfWqkWzy5x31Kjlt8YM9el0xnfHCPs9DOFjd73Kf5ZIsrpdRM94e+J8jNWHiYS4CIt9G1gAYwnkGKJOT6Wra4mhmOW0Sf6ArlU+1EVylXVJx4vLzCfcPIzHhphftfk1t8foX7Wk23eEmF+xTwzPg5Fa67H7nGiyv8Lpnu8eKKgEsmzM2Iz6kocM1zi8+uKHTJdI8XVRS55mbGCytmu+a5xQsq5rjmusUDFS5LpoFARfoWSP4seW5xX8U5rrlucW+F+65YbvHcivmuuZnxnApne/lscalwdrw8VlwppWa6hd5qlviaKbDnMBdIiCW+ZhZ6qynMUhAXSoirvI3kZRTfeQS4yqv7QM9kxy2ijTFXG2M+7PI40YUUnUAw5Xm5HTsAzBaR3Iz4uDQ2WnOgUwUCVjxTQ6MXf0auP2DFU9U3Frrm1Tc6C8N7GovJD6QX4fkB4Z5GZ8F1V2Opa+5djekFz52NC/AF0v9T+QIe7mxMnx4C8PnG8/AFcjJyc/h843mO3KrGi/Fm5HoDOVQ1XpwWu7ExgjeQm5GXy42NEccxr21cQl5Gbl4gl2sblzhyr2q8irxAXkZuHlc1pk87WdJ4LbkZebmBPJY0OltpRxpvJDfgzcj1Eml09kK4uLGKnIzcnICXixvT5wOf33grOQFfRp6P8xtvdRxzQeOdeDJyPQEfCxrvdOSWNt6FBPLTYhLIp7TxLkduceM9rrnFjfekxQob70cC/ow8P4WN95PJ29gAGbkE/FZcKaXOUAu91dxc0EpN4RA3F7Sy0F4EuMTb6HqXeom3kYu81Vzva7bvPAtFEuJ6XzMX6QLCmc0YM+4HsB64NMtrucBu4ANYneK3AJX2a/8CLLe//gfgSyfyfpdccok5lpYWY0IhY0SsP1tasuf+qKXfXBDqMbPkkLkg1GN+1NLvmvevLYfNpaF9plS6zKWhfeZfWw5nPeZzLQfNFaG3zXmy01wRets813Iwa+5PWvabz4S2mkvldfOZ0Fbzk5b9rnkvtuwzfxb6hVkqL5s/C/3CvNiyL+sxX25pN38eWmeulzXmz0PrzMst7VlzN7T81tSGfmxulqdNbejHZkPLb13zftnyprk/FDU18j1zfyhqftnyZtZjvt7ya/P10PfMV+UR8/XQ98zrLb/OmrulZat5NPSYaZAHzaOhx8yWlq2ueb9ued18L/R184h81Xwv9HXz65bXsx7zzZZfmmjofvM9qTHR0P3mzZZfZs39bcsG8+NQrXlabjY/DtWa37ZscM1rb3nZvBi63TwnnzUvhm437S0vZz3mvpYXzS9Cf2ZelqXmF6E/M/taXsyau7/lJ2Zr6DPmdbnUbA19xuxv+UnW3IMtz5m3Q1eYnXKeeTt0hTnY8pxr3uGWfzX7QhHTKWVmXyhiDrf8a9Zj9rf8yPSELjCHZJbpCV1g+lt+lDXXGGOA180E/MzQhz70MbbH8a57anL8ur/FfK8nZB45JOZ7PSHz6/5jFBhqRjjWdW+8u3P8D6AJa5Xx+8CvjDGfFJFS4EljzKftvE8DjwM5wA+MMY12fAHwQ6zN5v8buMUY4z4BOIUusFBqaujCQqWmhl73lJoax7rujavZijHm34B/c4l3AZ9Oef4T4CcuebuBxeMZg1JKKaWUUpNN234rpZRSSik1RlpEK6WUUkopNUZaRCullFJKKTVGWkQrpZRSSik1RlpEK6WUUkopNUbj2uJuqojIu0DbCaQWA+49m09fM/GcYGae10w8p5AxJnvLUKXUKXGC172Z8DPndD+H0338oOeQKet177Qsok+UiLw+0/a0nYnnBDPzvGbiOSmlpq+Z8DPndD+H0338oOcwFjqdQymllFJKqTHSIloppZRSSqkxmulFdPNUD+AUmInnBDPzvGbiOSmlpq+Z8DPndD+H0338oOdwwmb0nGillFJKKaVOhZl+J1oppZRSSqkJp0W0UkoppZRSYzSjimgR+VMR2S4iQyKSdWsTEfmUiOwUkbdE5P7JHONYicgcEXlRRHbZf56dJW9QRH5lP56b7HGeqOP93YuIT0R+ZL/+qoiEJ3+UY3MC5/Q/ReTdlP8+d07FOJVSp78xXBN+KiLvi8jzWV7/joj0ntrRuhvvOYhI1P6Z+4aI/EBE8iZn5CPvP97xf8C+vr1lX++8kzPytDGc6DncZufsEpHbUuKfE5FtIrLVPs/iyRv9hIzfKyLNIvKmiPxGRP7kZMYxo4po4A1gGfDzbAkikgN8F7gWuAD4nIhcMDnDOyn3Ay8ZYxYCL9nP3fQZYz5iPz47ecM7cSf4d38H8DtjzAeBx4C/ndxRjs0Y/j39KOW/z5OTOkil1ExyoteEbwG3ur1g32RyLTomyXjPIQqcD1wI+IHJvjEx3vH/LfCYfZ37HdZ1b7Id9xxEZA7QAFwGLAYaRORsEckFngCWGmMuArYCX560kVtOevz2yyuAd4wxH8K6dv/HyQxiRhXRxpgdxpidx0lbDLxljNltjEkCPwRuOPWjO2k3AE/ZXz8F3DiFYxmvE/m7Tz3fZ4GrREQmcYxjdbr9e1JKnd5O6JpgjHkJ6MmM2x/8vwXcd6oGeALGdQ7GmJ8YG/AaUH6qBprFSY/fvp5diXV9O+b3n2Incg6fBF40xrxnjPkd8CLwKUDsx1n2+cwCuk79kNOMZ/wAtwMPAxhjhowxJ9XdcEYV0SeoDGhPed5hx6arEmPMXvvrfUBJlrx8EXldRH4pItO10D6Rv/uRHGPMAHAQmDspozs5J/rv6U/sX3s9KyLByRmaUmoGOtFrQjZfBp5LOcZUGO85AGBP47gV+OlEDewEjWf8c4H37esbTF0NciLn4Hp9M8YcBf4C2IZVPF8AfP8UjtXNSY9fRGbbz78uIv8lIv8iIif1bzD3ZL5pKonIOuBcl5dWGGNWT/Z4JsKxzin1iTHGiEi2PQlDxphOEVkA/ExEthlj3p7osaqTsgZ4xhjTLyJfwPrUfOUUj0kpNU1N0DXB7bilwJ8CV4xrgCf2XqfkHDL8PfBzY8yGk/z+rCZp/KfUKfx3lIdVRP8+sBtoAuqBVSc/Wtf3OVX/DXKxfnvxC2PMPSJyD/AIWaY/He9ApxVjzNXjPEQnkHonsNyOTZljnZOIdIvIfGPMXhGZD7yT5Rid9p+7RWQ91j/u6VZEn8jf/XBOhz3vqgg4MDnDOynHPSdjTOr4nwS+OQnjUkqdpibimpDF7wMfBN6yZ8kFROQte27uhDqF5zB8jAZgHvCFcQwzq1M4/gPAbBHJte9Gn7IaZALOoZP0D1zlwHrgI/bx37aPFSP7vPCTdgrHfwBIAHE7/i+c5Lz0M3E6xyZgob061gssB6btbhZYYxteUXob4Ljbbk/099lfFwMfA349aSM8cSfyd596vjcBPzPTuyPQcc/J/h982GeBHZM4PqXUzHLca0I2xpj/Y4w51xgTNsaEgcSpKKBPwEmfA4BYOxx9EvicMWZogsd2Isbz38AAL2Nd38b8/RPoRM7h34Fr7BrjbOAaO9YJXCAi8+y8TzD517WTHr/932ANowX2VZxszWSMmTEP4H9gzXnpB7rtvyyAUuAnKXmfBt7EulO7YqrHfZxzmou18nQXsA6YY8cvBZ60v/5DrLlJW+w/75jqcR/jfBx/98BK4LP21/lYnwrfwlowsmCqxzwB5/QwsN3+7/MycP5Uj1kf+tDH6fk4kWuC/XwD8C7QZ18XP+lyrN7T8RyAAfvn7a/sx/86zca/wL6+vWVf73zT+L/B7fY43wL+PCX+RazCeStWQTr3NBt/CGsnt632cSpOZhza9lsppZRSSqkxOhOncyillFJKKTUuWkQrpZRSSik1RlpEK6WUUkopNUZaRCullFJKKTVGWkQrpZRSSik1RlpEK6WUUkopNUZaRCullFJKKTVGWkQrpZRSSik1RlpEK6WUUkopNUZaRCullFJKKTVGWkQrpZRSSik1RlpEK6WUUkopNUZaRCullFJKKTVGWkQrpZRSSik1RlpEK6WUUkopNUZaRCullFJKKTVGWkQrpZRSSik1RlpEK6WUUkopNUZaRKtxE5FWEbk6y2vrReSIiPx8ssflRkQ+JCK9IjIoIndO9XiUUkpNX6fT9e1kicgd9nXRiMgHp3o8pxMtos8QIrJcRF4VkcMi8o799ZdERCbh7b9sjPnjY4ztwyLy7yKyX0TMeN9MRL4sIq+LSL+I/FPqa8aYN40xBcCG8b6PUkqpqTedrm8iMkdE/s0eS5uI3HyMcS8VkZdF5KCItI71jUXkZvs9DovIj0VkTpa8YhH5TxE5ICLvi8hGEfnY8OvGmO/b10U1RlpEnwFE5KvAE8C3gHOBEuCLwMcA7xQObdhRIAbcMUHH6wJWAT+YoOMppZSahqbh9e27QNIeRzXwv0WkMkvuYazrVN1Y38Q+5veAW+33SgB/nyW9F7gdmAecDfwtsEZEcsf6viqdFtEznIgUASuBLxljnjXG9BjLfxtjqo0x/cN5IvL/i8i79ifbB0TEY7/2eyLyM/tT7H4RiYrI7IkaozFmpzHm+8D2CTpe3BjzY+DARBxPKaXU9DPdrm8ichbwJ8BfG2N6jTGvAM9hFboOxpjXjDH/DOw+iberBtYYY35ujOkF/hpYJiKFLu9zxL7ODgECDGIV0653rtWJ0yJ65rsc8AGrj5PXBBQBC4CPA58H/tx+TYCHgVJgERAEHjwFY1VKKaVO1HS7vn0IGDDGvJkS2wJkuxM9HpX2sQEwxryNdQf8Q9m+QUS2AkewCvsnjTHvnIJxnVG0iJ75ioH9xpiB4YCI/MKeF9UnIn8sIjnAcqDe/iTfCnwb+9OzMeYtY8yLxph+Y8y7wKNYP4iUUkqpqTLdrm8FwKGM2EHAcXd4AhTYxz7h9zLGXATMAm4GXjkFYzrjaBE98x0AilPnPhlj/tAYM9t+zYP1gygPaEv5vjagDEBESkTkhyLSKSKHgBb7e8ZMRKrtVcC9IrL25E4p7XhrU45XPd7jKaWUOm1Mq+sb1tzjWRmxWUDPSR5vwt/LntrxDHC/iFx8CsZ1RtEieubbCPQDNxwjZz/W4r5QSqwC6LS//hvAABcaY2YBt2D9CmzMjDFRY0yB/bj2ZI6RcbxrU44XHe/xlFJKnTam1fUNeBPIFZGFKbGLmaD1Phm228cGQEQWYE1teTPrd6TLw5reosZBi+gZzhjzPvAQ8PcicpOIFIqIR0Q+Apxl5wxi7Y7RaL8eAu7B+kQO1q+HeoGDIlLGSawkPhax5GOvpBaRfBHxpbz+T5lb1R3neLn28XKAHPt4ugpZKaVmkOl2fTPGHAbiwEoROcveRu4G4J/d8u2x5mMVtGJfq7wpr68XkQezvF0UuF5EltgLGlcCcWOM4060iHxURP5IRLwi4heRr2Ht6PHqyZ6rsmgRfQYwxnwT64fGfUC3/fge8DXgF3ZaLdZ2O7ux5ko9zegWcQ8Bf4A13+r/YP2QmEghoI/RT+t9wM6U14PAf47heA/Yx7gf665Cnx1TSik1g0zD69uXAD/wDvAM8BfGmO0AdsHbm5L7x1jXp59g3R3vA15IeT3rtc8+5hexiul3sD4MfGn4dXuq4/9rP/Vhbb13AOsO/KeBzxhjusZ1pgoxZty9LZTKSkRewFpB/boxZulJfL8XawXyRcaYoxMwnoXAJqy73l8yxvzTeI+plFLqzDPe69txjl0OxIwxfziRx83yXn8OPAbkAxcYY05my70zkhbRSimllFJKjZFO51BKKaWUUmqMtIhWSimllFJqjLSIVkoppZRSaoxOy22/iouLTTgcnuphKHXG2bx5835jzLypHodSZxq97ik1NY513Tsti+hwOMzrr78+1cNQ6owjIm3Hz1JKTTS97ik1NY513dPpHEoppZRSSo2R/K2u9AAAIABJREFUFtFKKaWUUkqNkRbRSimllFJKjZEW0UoppZRSSo2RFtFKKaWUUkqNkRbRSimllFJKjdGMLKKT0Ri94Up6PEX0hitJRmNTPSSllFJKqdNCNBkj3FuJp6eIcG8l0aTWUW5Oy32ijyUZjdFfUwuJPgBMW7v1HPBWV03l0JRSSimlprVoMkZNfy0JrDqqzbRT02/VUdVeraNSzbg70ckVD40U0CMSfVZcKaWUGicRmSMiL4rILvvPs7Pk3Wbn7BKR2+xYoYj8KuWxX0Qen9wzUCq7FcmHRgroYQn6WJHUOirTjCuizZ6OMcWVUkqpMbofeMkYsxB4yX6eRkTmAA3AZcBioEFEzjbG9BhjPjL8ANqA+CSOXalj2mPc66Vs8TPZuIro8Xwat+NeEWkWkTdF5Dci8ifjGQ+AVJSPKa6UUkqN0Q3AU/bXTwE3uuR8EnjRGPOeMeZ3wIvAp1ITRORDwDnAhlM4VqXGpELc66Vs8TPZeO9En/SncfvlFcA7xpgPARcA/zHO8eBtbICAPz0Y8FtxpZRSavxKjDF77a/3ASUuOWVAe8rzDjuWajnwI2OMcXsTEakRkddF5PV33313vGNW6oQ0ehsIkF5HBfDT6NU6KtN4i+jxfhq/HXgYwBgzZIzZP87x4K2uwtfchISCIIKEgviam3RRoVJKqRMmIutE5A2Xxw2peXYB7FoEn4DlwDPZXjTGNBtjLjXGXDpv3ryTfAulxqbaW0Wzr4mQBBGEkARp9jXpokIX492d46Q/jYvIbPv510XkCuBt4MvGmG63NxKRGqAGoKKi4piD8lZXadGslFLqpBljrs72moh0i8h8Y8xeEZkPvOOS1glckfK8HFifcoyLgVxjzOaJGG8yGiO54iHMng6kohxvY4NeB9VJq/ZWadF8Ao57J/oUfhrPxfqh8gtjzB8AG4FHsiXrJ3KllFLTxHPA8Pqe24DVLjn/DlwjImfbUxivsWPDPscx7kKPxfDWrqatHYwZ2dpVeyQodWodt4g2xlxtjPmwy2M10G1/Cuc4n8aDKc/L7dgBIMHoquR/Af5gHOcyLslYlN7KMD1FHnorwyRj0akailJKqentG8AnRGQXcLX9HBG5VESeBDDGvAd8HdhkP1basWFVTFQRrVu7KjUlxjudY/jT+Dc49qfxv0lZTHgNUG+MMSKyBuvXXT8DrgJ+Pc7xnJRkLEp/bQ30JQAw7W3Wc8BbVT0VQ1JKKTVNGWMOYF2zMuOvA3emPP8B8IMsx1gwYePRrV2VmhLjXVg43k/jXwMeFJGtwK3AV8c5npOSfGjFSAE9oi9hxZVSSqlpTLd2VWpqjOtO9Hg/jRtj2oA/Hs8YJoLp2DOmuFJKKTVdeBsb6K+pTZ/SoVu7KnXKzbiOhSdDyt13+8gWV0oppaYL3dpVqamhRTTgbWgEfyA96A9YcaWUUmqa81ZXUdC6ncKhgxS0btcCWqlJoEU01uJBX1MzEgxZn+KDIXxNzbqo8CREkzHCvZV4eooI91YSTeoWS0oppZSaeca7O8eM4a2q1qJ5nKLJGDX9tSSw5uW1mXZq+msBdNN2pZRSSs0oeidaTZgVyYdGCuhhCfpYkdS9SpVSSik1s2gRrSbMHuO+J2m2uFJKKaVOX9FEnHD3Yjxd5YS7FxNNxI//TTOIFtHjkIxH6Y2E6Snz0BsJk4yf2V0OK8R9T9JscaWUUkqdnqKJODUH76NtsBODoW2wk5qD951RhbQW0ScpGY/SX1eD6WwDYzCdbfTX1ZzRhXSjt4EA/rRYAD+NXt2rVCmllJpJVvR8g4TJmMJp+ljR840pGtHk0yL6JCUfztLl8OEzt8thtbeKZl8TIQkiCCEJ0uxr0kWFSiml1AyzZ7BrTPGZSHfnOEmmK0uXwyzxM0W1t0qLZqWUUmqGq8gppW2w0zV+ptA70SdJSrN0OcwSV0oppZSaKRoL7ycgGVM4xU9j4f1TNKLJp0X0SfLWZ+lyWK9dDpVSSk29ZCxKb2WYniIPvZVhkrEzd82OmnjVgWU0F32TUE6ZNYUzp4zmom9SHVg21UObNDqd4yR5l1mNWZIPr8B07UFKK/DWN47ElVJKqamSjEXpr60ZWbtj2tus56CNxdSEqQ4sO6OK5kxaRI+Dd1m1Fs1KKaWmneRDWRa/P7RCi2ilJohO51BKKaVmGNORZfF7lrhSauy0iFZKKaVmGCnPsvg9S1wpNXZaRE+i5JoovUvD9JzvoXdpmOQaXeShlFJq4nkbsix+b9DF70pNFC2iJ0lyTZT+B2owXXaHw642+h+o0UJaKaXUhPNWVeNrakaCIRBBgiF8Tc06H1qpCaQLCydJ8tEVcCRjkceRBMlHV+C9Xn+oKaWUmljeqmotmpU6hfRO9CQxe7Ms8sgSV0oppZRS05cW0ZNE5mdZ5JElrpRSSimlpi8toieJ955GyM9Y5JEfsOJKKaWUUjNQ9NAawruX4nnzfMK7lxI9tGaqhzRhdE70JBme95x8dAVm7x5kfgXeexp1PrRSSimlZqTooTXUdD9AwhwBoG2gi5ruBwConnX9VA5tQmgRPYm811dr0ayUUkqpM8KK/Y+OFNDDEuYIK/Y/OiOKaJ3OoZRSSo2BiMwRkRdFZJf959lZ8m6zc3aJyG0p8c+JyDYR2SoiPxWR4skbvVKTZ8/A3jHFTzdaRCullFJjcz/wkjFmIfCS/TyNiMwBGoDLgMVAg4icLSK5wBPAUmPMRcBW4MuTNnKlJlFF7vwxxU83WkRPc8m1UXqvC9MT8dB7XZjk2undnCWaiBPuXoynq5xw92KiifhUD0kppSbaDcBT9tdPATe65HwSeNEY854x5nfAi8CnALEfZ4mIALOArlM/ZEsyHqU3EqanzENvJEwyPr2vKer01lh8DwHJT4sFJJ/G4numaEQTS+dET2PJtVH6G2tGmrSYfW3Wc8B77fSbWx1NxKk5eB8J0wdA22AnNQfvA6A6sGwqh6aUUhOpxBgz/PvofUCJS04Z0J7yvAMoM8YcFZG/ALYBh4FdwF1ubyIiNUANQEXF+LdDTcaj9NfVQJ99Telss54D3mXT75qiTn/D855X7H+UPQN7qcidT2PxPTNiPjSAGGOmegxjdumll5rXX399qodxyvVeF8bsa3PE5dwQBc+3Tv6AjiPcvZi2wU5HPJRTRmvJa1MwIjXRRGSzMebSqR6HUqeaiKwDznV5aQXwlDFmdkru74wxafOiReReIN8Ys8p+/tdAH9ZUjp9iFce7gSZg33BeNhNx3euNhDGdLteUshAFm1rHdWylZqpjXfd0OoeLRDROd3gxXZ5yusOLSUSnZkqC6c7S5TBLfKrtGXT/jWS2uFJKTVfGmKuNMR92eawGukVkPoD95zsuh+gEginPy+3YR+zjv22su1gx4A9P6cnYTFeWa0qWuFLq2LSIzpCIxjlYcx+DbZ1gDINtnRysuW9KCmkpydLlMEt8qlXklI4prpRSp6nngOHdNm4DVrvk/Dtwjb2Y8GzgGjvWCVwgIvPsvE8AO07xeAGQ0izXlCxxpdSxaRGdoWfFNzCJvrSYSfTRs+Ibkz4W711ZuhzeNT27HDYW3k9A/GmxgPhpLHQsXFdKqdPZN4BPiMgu4Gr7OSJyqYg8CWCMeQ/4OrDJfqy0Fxl2AQ8BPxeRrVh3pv9mMgbtrW8Ef8Y1xR+w4kr9X/beP76pK7/zfh9JSNaNZRNsENjGUtnNhNST5OkGk2e6SQsTOi1dmOTFM+tmRpNJm2HUbomTLYU0VGw93qJlGlJms4TuVEuzm5lomnpn2WScls7EFFrok00IbQNDE0KHWv4hULCZ2FIk6yL57B9XNpZ9ZSz/Npz36+WXra/OPfcIpHs/+p7vjwK06GHqEl7K4xbqEl5adJWMOoRKLBxFtsM89KCQfSYZSh7UDwaQsQ6Euxb7tuC8TCqE68mDgfg36MhGqbVWEXQ9q5IKFQrFTYWUshd4yMT+LrB1xOOXgJdMxn0L+NZMrtGMoeRBfW8AGe1AVNVi3xVUSYWKgrToYRrTflIYyaidMkJj2khGbbCr941KLBxFzLvWCOUYhdVTjbtdJccpbm1UYqFCMTfcKgn1ivlFXcJLpxybjLpSeDhX2j77C5oDVGJhEbiCzyK0/JAEoTlxBVVIwlRRW0IKhUKhUCwcuqR50mkh+62GEtGj0HxbKA89h9VTDUJg9VRTHnoOzadCEqbC0JZQp4wgkcNbQkpIKxQKxfxmvlSsUsw+NcI86bSQ/VZjyiJaCLFECPGmEOJC7vftBcY9nhtzQQjx+Aj7F4UQZ4UQZ4QQfymEqJzqmqaK5tuCu/0dqga7cLe/M66ATra0EKurI1peTqyujmRLyyyu1By9LUziUS/xz1pIPOpFb5t7odqsB4ZjqoZIkaRZD8zRihQKhUJxI+ZTxSrF7NNkD+IkPxnViUaTffqSUcO9R/Ce3YTldD3es5sI9x6ZtrlnmunwRD8LHJVS3gEczT3OQwixBGgC7gfWAk25sj82jMLz66WU9wBngCenYU2zQrKlhb7GRrKdncbFpbOTvsbGORXSeluY9PN+ZCwCUiJjEdLP++dcSKstIYVCoVh4zKeKVYrZp8Hu44AjxErhQSBYKTwccISmLakw3HsEfyRIRL+MRBLRL+OPBBeMkJ4OEf0w8HLu75eBR0zG/CLwZq68z0+AN4FfAkTu5zYhhADKgAXTmSPe3IxMjbq4pFLEm5vnaEWgHwpAOt/jSzpp2OcQtSWkUCgUC4/5VLFKMTc02H2cK22nzzXIudL2aa3KEYgeJCkH8mxJOUAgenDazjGTTIeIdkspL+X+vgy4TcZUA50jHncB1VLKa8C/A85iiOefBv7E7CRCCL8Q4l0hxLtXrlyZhmVPnWxXV1H22UB+VKAjVQH7bDEbW0IKhUKhmF6stebNsgrZFYpi6NBjRdnnGxMS0UKINiHEj0x+Hh45LtfCdMI184QQizBE9M8AVRjhHLvMxkopQ1LKNVLKNUuXLjUbMutYa2qKss8GYlmBjlQF7LPFTG8JKRQKhWJy6K1hEuu9xFdbSKz3ordeD/9TFasUM0mt3czvWtg+35iQiJZSbpBSftrk53UgJoRYAZD7/ZHJFN3AyhGPa3K2/yc3/49zArwF+NkpvJ5ZxdXUhHCOurg4nbiamuZoRWDfGgTHqI5UDs2wzzEzuSWkUCgUiuLRW8Okd/uR0VweTTRCerd/WEirilWKmSRYtQ1NlOTZNFFCsGrbHK2oOKYjnOP7wFC1jceB103G/AD4XC6Z8HbgczlbN/DTQogh1/IvAO9Pw5pmBa2hgfIDB7CuXGlcXFaupPzAAbSGhjlbk32DD8eOEMLtASEQbg+OHSHsG5RgVSgUCkU++v4ADIzKoxlIGvYcxVSsUiiKwVexkZAngMe+HIHAY19OyBPAV7Fxrpc2IabcsVAIUYHhQa4FIkCDlPKqEGIN8BtSyq25cU8Av5s7LCil/O85+28ATwPXcsf/aq6lakEWauem5OEw8b0BstEOrFW1uHYF0VS7VcUCQnUsVCjmhpm678VXW8BMBwiB64PBaT+fQrHQGO++Z5vq5DnB+5CJ/V1g64jHLwEvmYz7FvCtqa5jvpM8HKZvpx+ZMr7xZ7sj9O00+s8rIa1QKBSKuUCsqDVCOUzsCoVifFTHwlkivjcwLKCHkKkk8b2q2YhCoVAo5gb79iCUjMqjKdEMu0KhGBclomeJbNS8xFwhu0KhUCgUM419sw/HnhCiKpdHU+XBsSeEfbPaIVVMjJZkC3WxOsqj5dTF6mhJzn3n5tlCiehZwlplvjVWyD6b6MfDJJ7wEv+8hcQTXvTjk+9uGO5vxXtxPZYPV+O9uJ5wf+s0rlShUCgU0419s4/SY+24Phik9Fi7EtCKCdOSbKGxr5HObCcSSWe2k8a+xltGSCsRPUu4dgURzvwtM+HUcO2a2y0z/XiY9It+5JVceaMrEdIv+iclpMP9rfhju4lkokb7zkwUf2y3EtIKhUJxk5BsaSFWV0e0vJxYXR3JlltDLCnMaY43k5L5nZtTMkVzfHo6N4djbXjfehTL8c/ifetRwrG2aZl3ulAiepbQtvgo3xfCWm1smVmrPZTvC815UqH+7QJtwr9dfKx2oGe/efvOnv1TWaJCoVAo5gHJlhb6GhvJdnaClGQ7O+lrbFRC+hamK2veobmQvRjCsTb8558nko4Zjrl0DP/55+eVkFYiehbRtvhwn2qnqnsQ96n2ORfQALKnQJvwAvbx6MhcKsquUCgUioVDvLkZmcr3OspUinjz9HgdFQuPGqt5h+ZC9mIIXDxEcjCdZ0sOpglcPDTluacLJaLnKcnWMLH1XqKrLcTWe0m2Tj5OeTxEZYE24QXs41FrW1GUXaFQKBQLh2yXuXexkF1x89PkasIp8js3O4WTJtfUOzd3pM0aYBe2zwVKRM9Dkq1h+nb7yebasGajEfp2+2dESNu/UqBN+FeKj9UOVm43b99ZuX0qS1QoFArFHKAfCZPY5CVebyGxyYvdU2o6zlozda+jYmHSoDVwoPwAK60rEQhWWldyoPwADdrUOzfXOpYVZZ8LlIieh8T3B5Cj2rDKgSTx/dNfU9q+zofjyRBiaa680VIPjidD2NcVH2riK9tMyL0Hj63KaN9pqyLk3oOvbPO0r1uhUCgUM4d+JEw66EdeziWdX47g0HpYVJE/TjiduJqm7nVULFwatAbOuc/RV9XHOfe5aRHQAMFVW9EsjjybZnEQXLW1wBGzz5Q7Fiqmn+ylAjWlC9inin2db1Ki2Qxf2eaCorkl2UJzvJmubBc11hqaXE3T9mFTKBQKxfShHwzAKGcOGZ2SnypjUFtGtqsLa00NrqYmtAZ1HVdMPz73BsCIje5If0StYxnBVVuH7fMBJaLnIdYVtUYoh4l9oTJUS3KoFM5QLUlACWmFQqGYZ8hYAadNvBf3uSuzuxjFLYvPvWFeiebRqHCOeYhrexAxqg2rKNFwLeA2rDNdS1KhUCgU04dwF0g6L2BXKG5FlIieh2ibfZTvCWHNtWG1Vnko3xNCW8BdpGaylqRCoVAophf7tiCMcuZQohl2hUIBqHCOeYu22TdvRbN+MozeEkD2dCAqa7E3BLE/MP5aa6w1dGY7Te0KhUKhmF/YNxrXdP1gABnrQLhrsW8LDtsVirkk3HWcwAffoSPVQ62zkuDqx/DVrJv1dShP9E1A8kiY2CYv0XoLsU1ekkdmpqY0GAI6fciP7IkAEtkTIX3Ij35y/HPOZC1JhUKhmE2EEEuEEG8KIS7kft9eYNzjuTEXhBCPj7D/ihDijBDinBDiD2Zv5cVh3+ij9I12XKcGKX2jXQloxaRo6T9M3cW1lH9YQ93FtbT0H57SfOGu4/jPHCSSumJ0MkxdwX/mIOGu49Oz4CJQInqBkzwSpi/oJ5srQ5S9HKEv6J8xIa23BEAflbGtJw37OMxkLUmFQqGYZZ4Fjkop7wCO5h7nIYRYAjQB9wNrgSYhxO1CiApgH/CQlLIOWC6EeGj2lq5QzB4t/YdpjD1DZ6YbiaQz001j7JkpCenAB98hmR3VyTCbJvDBd6a63KJRInqBEz9YoKb0wemvKQ3jtAnvvXH5vZmqJalQKBSzzMPAy7m/XwYeMRnzi8CbUsqrUsqfAG8CvwSsAi5IKYdKXLQB/98Mr3fGSB4OE6v3Eq22EKv3kjw8czuhioVHc883zIsK9Hxj0nN2pHqKss8kSkQvcLIFyhAVsk+Vgm3CK1TGtkKhuGVwSykv5f6+DLhNxlQDIxNBunK2fwLuFEJ4hRA2DAG+0uwkQgi/EOJdIcS7V67Mv7JyycNh+nb6yXbndkK7I/Tt9CshrRimKxMtyj4Rap2VRdlnEiWiFzjWAuWGCtmnir0hCPZRGdt2zbBPgcN6mPqEl+q4hfqEl8O6uggrFIq5QwjRJoT4kcnPwyPHSSklICc6b84r/e+APwNOAO1AtsDYkJRyjZRyzdKlSyf9WqYbvS1M4lEvmf/yZbQVSWyu68/JVJL43pnZCVUsPGpsVUXZJ0Jw9WNo1lGdDK0Ogqsfm/Sck0WJ6AWOa1uBmtIzVIbI/oAPx9YQojLXJrzSg2Nr6IbVOcbjsB5mZ9pPt4wgkXTLCDvTfiWkFQrFnCGl3CCl/LTJz+tATAixAiD3+yOTKbrJ9zDX5GxIKVullPdLKT8DnAc+nNlXM33obWHSz/uRsQhCgGURlCwnT0hnozOzE6pYeDRVPmteVKByTBrBhPHVrCN0zzY8zqUIBB7nUkL3bJuT6hzC+BK9sFizZo18991353oZ84bkkTDxgwGysQ6s7lpc24JoCyiLuj7hpVuO7dBYLTycKm2f/QUpCiKEOC2lXDPX61Ao5hIhxD6gV0r5DSHEs8ASKeUzo8YsAU4D/ypn+jvgPinlVSHEMinlR7mqHseABinluEJ6vtz3Eo96kbGx1+vBa/DJReNva7UH96n22V2YYt7S0n+Y5p5v0JWJUmOroqnyWRrKtsz1sibMePc9VSd6BugPt9IT2E+m4xK22hVUBrdT5ts8Y+fTNvoWlGgeTVSaey0K2RUKhWKO+QbQIoT4KhABGgCEEGuA35BSbs2J5d8HTuWO+Y9Syqu5v18QQtw7wr5gPNHyI/PrssipCeHUcO1SDVkU12ko27KgRHMxqHCOaaY/3ErMv5tMJApSkolEifl30x9uneulAZBsCxN71Ev0sxZij3pJtk1vyES49wjes5uwnK7He3YT4d4jNzymSpjHbxeyKxQKxVwipeyVUj4kpbwjF/ZxNWd/V0q5dcS4l6SU/zL3899H2L8opfzp3M+rc/EaJotYZn5dlhnDA12+L4S2ZeE6dRQLl3D7SbyvP4XlT7+E9/WnCLefnPFzKhE9zfQE9iOTA3k2mRygJ7B/jlZ0nWRbmL7n/WRjuUzqWIS+5/3TJqTDvUfwR4JE9MtGAXT9Mv5I8IZCepc9iJP8uG4nGrvsypuhUCgU8wn71iA4RiWXOzScX38F96l2JaAVc0K4/ST+dw4RSfYggUiyB/87h2ZcSCsRPc1kOi4VZZ9N4ocCyPSomtLpJPFD05NJHYgeJCnzv0Ak5QB/e+x3SezyEv91C4ldXvS380X7FruPfY4Q1cKDQFAtPOxzhNhiVxdjhUKhmE/YN/hw7Agh3LnkcrcHx44Q9g3qeq2YOwLvtZDM6nm2ZFYn8F7LjJ5Xiehpxla7oij7bJItEMtWyF4sHXpsjO0LF3ppOnYGeTXXJvxqhPQrflMhfaq0nW7XIKdK25WAVigUinmKfYOP0lfbcf3VIKWvtisBfYswE6VoW3pbqTu7nvLTq6k7u56W3smFvnYkCzRgSfZOZXk3RInoaaYyuB2hleTZhFZCZXB7nq2/5TAX69byYXkNF+vW0t8ytV7yE8FaIJatkL1Yau1j+w18/VQULTOYb9ST6K+pOqIKhUJxq9MfbuWidz0fWlZz0bt+3uQPKfKZiVK0Lb2tNEZ206lHjZbgepTGyO5JCelarUADFq1i0uubCEpETzNlvs24Q3uweapACGyeKtyhPXnVOfpbDhNrfIZMZ7eRfNjZTazxmRkX0q6tQcSoWDbh0HBtnZ7Y42DVNjSR/wWiJqGbjpVXVeUNhUKhuJnQj4eJf7GS/k2Cvl8S9PxCJcnWwiJrvifiK66zVw+QIj8cNEWSvfrkHWLN0f2kRoWApuQAzdHic8iC9zagWe15Ns1qJ3hvw6TXNxGUiJ4BynybWdV+jE8NfsCq9mNjytv1NH8DmcrvJS9TKXqaJ99LfiJoG3yU7whhzcWyWd0eyneE0KZpK85XsZGQJ4DHvtwogG5fzsDiZaZjL5UtoqV/5r3vCoVCoZh59ONh0i88AYne4SYsdnsvn/ynXysopOdzIr4in5koRdulm+eKFbKPh8/7AKG1W/FolYb+0CoJrd2Kz/vApNc3EVSd6Dkg02XeM76QfTrRNvimTTSb4avYiK9i4/BjfUuY9Ct+0K9/g03aBHse0PhBzOhNcLPWj1QoFIpbBf3bAcjk7zwKC9jLrxHfH0DbPPa+M58T8RX5VIla06ZoUylFW2NfQac+VvfU2CeXQ+bzPjBGNIcvvE3g1Gt0JK5SW7qEYP0j+O64f1Lzm6E80XOArca8Z3wh+1yRPB4m9oSX6OctxJ7wkjxefOyT/X4fji+HuFRmZxDoclnZ+blyXrtLIyVTNPfMrPddoVAoFDOP7CnchCV7yfy5+ZyIr8hnJkrRNlVtxzkqBNQpSmiq2l7giOIIX3gb/4lXiCSuGmXvElfxn3iF8IW3p2V+UCJ6TqhsehbhzO8lL5xOKpsm30t+ukkeD9P3op/slVxN6SsR+l70T1pI139tKSt/u4r7/W5eu+v6B7ErM/Ped4VCoVDMLKJynCYsK8yfm2givmLumYlStA0Vmzng2cNKexUCwUp7FQc8e2iomJ4Oz4FTr5EctTuSzOgETr02LfODEtFzQlnDFtwHnsO2stpIPlxZjfvAc5Q15Ic19B9u4WJ9HR9Wl3Oxvo7+wzNb73Ak8W8XqCn97cklEdTYzL3shewKhUKhWDjYvxIEW35ilxwEvW8Rru3m3sqJJOIr5g8zUYq2oWIz5+4+Rt99H3Du7mPTJqABOhJXi7JPBhUTPUeUNWwZI5pH0n+4hdjOxuEExEx3J7GdjcaxW2Y22xQgW2BrrpD9RjRVPktj7BlS8npCpVM4aaqcP953hUKhUEwO+zpDUKX/+GlkvBeZgWvZCm773RdM46GHKPNtVqJZMSPUli4hYiKYa0uXTNs5lCd6ntKzt9m8gsfe5lk5v7XA1lwh+41oKNvCAfdzrLRVG9s2tmoOuJ9TSYUKhUJxk2Bf58P1pz2UvSEp/0tJ5Zs94wpohaIQLbEj1L21ifLj9dS9tYmW2JGi5wjWP4I2andEs9kJ1j8yXctUInq+komWEdc/AAAgAElEQVR2FWWfblxfKVBT+iuTTyJoKNvCuVXv0PepLs6teidPQB9OhqmPefEfFVz4jzb6dwgSe7zop6feEUmhUCgUc4d+MkziKS/xL1lIPOVFP6mu64rCtMSO0Hg+SGf6stGEJX2ZxvPBooW07477CT34ZTylSxCAp3QJoQe/PH+qcwghlggh3hRCXMj9vr3AuL8UQnwshHhjlP2nhBBvCyH+SQjxZ0IIu9nxtyK2qpqi7NONts5H+ZMhrEtzNaWXeih/MoS2bvq9CoeTYXb2+fmZH0XY8yYs788iAPlxhPT3/EpIKxQKxQJFPxkmfciP7IkAEtkTIX3Inyek56KDr2L+0nzxIKnBUU1YBgdovniw6Ll8d9xP+5f2Muj/Y4I/8wUCx97E8oc78Ib2EH7/9JTXOlVP9LPAUSnlHcDR3GMz9gGPmdj/APimlPJfAj8BvjrF9dw0VO5qMq/gsaspz9bfGubiei8frrZwcb2X/nG6QxWLts6H+6V2qr4/iPul9hkR0AB74wFSMsn2k+DMjHryWhL9iGoRrlAoFAuR9MtP5/UJAEBPorcY1/W56uCrmF6GdpOroxbqY14OJyevRbrSsaLsEyH8/mn8P/wekfjHRrm7+Mf4f/i9KQvpqYroh4GXc3+/DJgGmkgpjwLxkTYhhAA+C3zvRsffipRtacC97wC26pVG1nL1Stz7DuQlFfa3hont9pOJGmXoMtEIsd3+aRXSEyV5MkzsKS/RL1mIPeUlWcR2XTRrJCuuiJs/Lz9WLcIVCoVioZE8EkYmek2fk73GdX2uOvgqpo+h3eTubASJpDsbYWeff9JCusbhLso+EQInjpDMXMuzJTPXCJwoPtZ6JFMV0W4p5VBroctAMa+wAvhYSjnke+wCqgsNFkL4hRDvCiHevXLlyuRWu8Ao29LAqlPn+FR3H6tOnRtTlaNnfwA5MKoM3UCSnv2z67lNngzTd8hPNrddl+2JEA19ha/9j88QjrXd8Pgqq5GseMll/rxYPPmOSAqFQqGYG+IHA8jRu4s5RIVxXZ/LDr6K6WFoN3kkKZlkb3xyWqRp1TacllFNWCwlNK3aNuk1dsQ/Lso+UW4oooUQbUKIH5n8PDxynJRSAnJKqxkHKWVISrlGSrlm6dKlM3WaBUWmQBeoQvaZIt4SQI7artMyg3zt//97/Oefv6GQ3uUK4hQa+x+A1Oiii4s07Bsnn8yoUCgUirkhG+sg3WPUix6JHAR7g3FdXygdfBWFGdpNnqj9RjS4N3LgzgArHcuNal6O5Ry4M0CDe+Ok11jrWlyUfaLcsE60lHJDoeeEEDEhxAop5SUhxArgoyLO3QssFkLYct7oGqC7iONveWwrao1QDhP7bFKodnRVIk1yME3g4iF87oJvI7ZoRqz13k8H2E2EnX9rxd2fxbLYg31jEPt9qkSSQqFQLDSs7loylyMMAI5KowW4zMC1axWUPWBc1yv9P0v23YNYnRmySSvx91ykP6qYVx18FeNTZa2lOztWiwztMk+GBvfGKYnm0QQf3Ij/h9/LD+mQkIgLwmfO4rvn7knNO9Vwju8Dj+f+fhx4faIH5jzXx4AvTOZ4BVRuDyJKRpWhK9GoLNAdaqYoVDs6WuoAoCN94+9WWzQfp9zthB6S3PF7Gcqel5TublcCWqFQKBYorm3GPSoTh0/+GRIXIHlJQ/v1FwDQ3w4j/um/YdMyCAG227Isvr8f9+9uGrcZ2c2OrodJJLzE4xYSCS+6Pr8rVA3tJo/EKTR2uaZfi7R0tVHX9ijlrZ+lru1RWrpuHDIK4LvrPkKf+wIVJbcZMRODAgYc9MYz+FtbCZ85O6n1TFVEfwP4BSHEBWBD7jFCiDVCiENDg4QQJ4D/CTwkhOgSQvxi7qnfAbYLIf4JI0b6T6a4nluKss0+3HtC2KqMMnS2Kg/uPSHKRhW37z8S5uImLx/WW7i4yUv/ken9QLoaggh7/gcoabOwt34VALWOZVOav1UPsz7hZXXcwvqEl9Z5fkFRKBQKBWgbfZQHQliX50qlLvdQHgihbTTuUfprgTGVO4R1EMvl1+ZiubOOngyTiHmJRy0kYl70ZBhdD5NO+5EyVxJQRkin/fNaSG/RfOwrD1Ft9SAQVFs97CsPDe8yTxctXW00nnmezlTMqB+ditF45vmihHSpfjskXPBJKWSMqsrJa9cIHD06qTUJwyG8sFizZo18991353oZC4L+I2FiQX9eAqIo0XAHQpRtnL43ePJkmEt/uh3HTz4iWupgb/0qXrvDjWZxELpzx7jhHOPRqofZnfYzwPX1l6CxxxFis115qWcbIcRpKeWauV6HQnGrcTPe9+K/bsE8lUrg+uNBE/vCRO8Po/cEkJkOhK0We2UQbJDu88PIhDyhQakTI9o1HyE8lJa2z9qa5yN1bY/SmRpb5m6l0825Da9OaA7L15sLvONg8OtNJs+Mf99THQtvcnoOFqjgcXB6K3hoD/j4Fwdj/PU336Th1x7h9TuW43G48wR0S28rdWfXU356NXVn19PS23rDeffrgTwBDTBAkv26qh2tUCgUC41kW5jYo16in7UwOGguQcQSI0RQPx0mscdLfIdlQXSw1XvDJM56iZ+2kDjrRe8No/eHScf8yEzOs5yJkI75Sfc9nS+gwXgsC5QElKrUa1fKPDS0kN2M2vLyouw34oaJhYqFTSZWoIJHAftU8bk3mHqdW3pbaYzsJiWNLkSdepTGyG4AGio2F5zvUoELxyXZgX4mjH40gOzrQJTXYn8oiP0e5Z1WKBSK+UiyLUzf835k2hCP6ViWEjeIEVpaZgU/aYvR9141rk/3IAZ1w57rYAvMy1wZvTdMOnLdsyz1iPG4zGkulgeThvtzNBJTuxCq1GuNc5mpJ7rGOfGQ0eBDD/HE66+jZ7PDNrvVSvChhya1JuWJvsmxuc0/eIXsM0VzdD8pOcC/udDP0e9e5B9DH/JG+B/5m2O/M+5xKwpcOH7l/SWkW/3Ivty3+74I6VY/+pn57alQKBSKW5X4ocCwgAbIxGEgBoODViSCTMrCx/9gZ6B7EZrn0rCAHmaedLDVY2ESb3mJH7eQeMuLHgujRwPmYjlr7lkuWBD4WgWgjTJq2O0Ls9Tr4f4W6i/WUf1hOfUX6zjc3zLpuZpWb8VpdeTZnFYHTau3TnySazbkgN1ILMwlGMoBO1ybnE9ZieibnMptBSp4bJvdD2SXfol/c6GfPSdiVCcyWIDqRIbfOvYBybcLC9/t9iAloy4oJWg8eRK4NuqCdS2JfnTuL7AKhUKhGEv2o7E7i5k4fPLjQXr+7i6utN3GQNRI9rJq5ipTfmzsQia+6SX+dQuJb3pnzHmid4VJtHmJt1pItHnRu8LosTDp835kOufASUeMx/rYEm/GggtMnqkwYqBHIjQc2gs4HCGE8AACITw4HCHsCzAH6HB/CztjjXRnOo1OhplOdsYaJy2kG2o2cOCeHax0uo360U43B+7ZQUPNxHOuAkdOcC1theRtRnJh8jaupa0EjpyY1JpUOMdNzlDyYM/BAJlYBzZ3LZXbgqZJhf1tYXoOBch81IFtWS2VW4OUbZieD26NfQXbT/0YZyb/iuLMSOKvBdDuNz/PUPLgfj3AJdnBClFrCOv+x0zHyz4VN6ZQKGYWIcQS4M8AL9AONEgpf2Iy7i+B/xc4KaXcNML+U8CrGFWpTgOPSSn10cffbFiX1ZKNjRWb1mW1ZM535dmySYHtNhMF6jJ2IYecKEO7kAD2e3zo74fRTwSQ8Q6Eqxb7g0Hsd41/H9Pbw+jvBZDJDoRWi/3eXOLfGT9kc+dJRYzHZU4jFGMkg0mQVhDZsZNnK8CaGpNA6FjyAthAjweQ2Q6EtRa7K4g9V9FiIYrm0eztaSYl81u6p2SKvT3NbClrKHDU+DTUbBgjmlvaj9P83nfoSvZQo1XSdO9jNHjXmR7f8XG8KPuNUCL6FqBso++GlTj628LERsSqZWIRYs8bF6bpENJNVdtZkThu+lz26vjCd7PdN6YSR6I8kAvlyEeUq7gxhUIx4zwLHJVSfkMI8WzusVls2j6MvflfH2X/A+CbUspXhRDfAr4K/NeZXPB8wLU1mBcTDSAcGq6tQT758X8i0905bI//g53y+9NYRqqURRqUAKkCu5CLIP1DP2RywjceMR6DIVhPBZCJDkRpLfb6IPY7fOjtYdLvjBDLyYjxuMw5bBsmmzTEu1ks80AWNG2sWF7+AixiTHUOe1lOLE9zGbj5RDTTVZR9MrS0H6fxnYOksmkAOpNXaHznIICpkK5d7CJiIphrF7smdX4VzqEAoGdUrBqATCfpOTQ94RENFZvRF5u3a08vrig6Zsr+UNC4oI5kkWbYFQqFYmZ5GHg59/fLwCNmg6SUR4G8O7YQQgCfBb53o+NvNrQNPsp3hLC6c3Wj3R7Kd4TQNvio3NWEcDqHxw5E7PT/vQvpqAQEYrEHxxdCkLpqOrfs60A/ERgW0MNkkqRPPE36hB+ZyIVgJCKkT/jRLxgeaFOxrBcXyyysHhyeEMKeC8OwG4/tFT7sZT5KV7Xj+tQgpavahwX0zU6VraYo+2Rofu87wwJ6iFQ2TfN73zEd/8ufumPs/6HM2SeB8kQrAMiYxKqNZ58My7d8k75X/MgRxfWzi+x842fTdGcMD8RQzBQw7nbPUBUOVZ1DoVDMAW4p5aXc35cBdxHHVgAfSykzucddQLXZQCGEH/AD1NbeHLts2gYfmsnuZtkW43rfs7eZTLQLW1UN5U83DduH0P+m8C6kjBe4Xw32QmaULZM0PNOiwDEFqmQgK8CSyg/psGjYVwUNwVyh7kFD7KpsYmesMS+kwymc7Ko0r8c8GbqSPUXZ/+LvL8GAAxw6CAlSQNpu2CcRYaI80fOQ3vARzno3cdpSz1nvJnrDR2b8nLZlBap4FLBPBu1+H+VfDmFdYnxTty7x8J9/sZLWu/LHDcVM3Qj7PT5Kf6sd19cHKf2tdiWgFQrFtCGEaBNC/Mjk5+GR46TRsWxGupZJKUNSyjVSyjVLl5rv5N0MJI+HiT3hJfE/HuW2uz+hJvxHrDp1boyAhvF3IYWrwP2qgNKRCSMG2pwKsI46j1XDcecLOO4MIRw5j7PDg+POEHa3uv+MZktZA/vcB6i2rTQ6GdpWss99YNLx0GbUaJVF2TuuJoxOhZ+U5nUu7LiamNT5lSd6ntEbPkLEH0QmjXrKeuQyEb8RolDh2zhj563cGsyLiQYjVq1y6/SGR2j3+/KSCF/90LzA+XTGTCkUCkWxSCkLpvwLIWJCiBVSyktCiBXAxLs9GO3oFgshbDlvdA3QPcXlLliSx8P0vXj93pO9EqHvRSOOWVs3VpiOuws5KiYaAJsGDiekTboAlhpJhCNjogFDLN+bS/z7IIBMdSCctdhXB7HX5GKZlWieEFvKGqZVNI+m6d7H8mKiIVf27t6xxQfCJ9uxYCHL2G6YtUtKJ3V+5YmeZ0QDB4cF9BAyOUA0cHBGz1u2wYd7RwhbLlbN5vbg3hEak1TYfzzMxSe8fPh5Cxef8NJ/PL+0ULjrON62r2JpfRhv21cJdx0f97yzETOlUCgU08z3gcdzfz8OvD7RA3Oe62PAFyZz/M1G/Nvm+Th9f/w0F9d7+XC1hYvrvfS3Xr/XFNqFtN/lw/G5EMKV8xK7PDg+F8Lxsy8YYnokNs1ILvT6cKwNIbTcMZoHx9oQdq8Pe42P0g3tuDYPUrqhfVhAK6bO4d7D1J9dS/XpGurPruVw7+FJzdPgXceBtdtYqS1FIFhiL8OZcfG1H4ao++5TtFw4CRgC2n/oHbKpRWP2jTS7jeAj9ZM6vzA+zwuLNWvWyHfffXeulzEjnLbUg9n/iRDcN3iK3pZWos370bsuYa9ZQVXTdioaCnf8m076j4eJvTjWW+1+MkTZOh/hruP4zxwkOeIboWZ1ELpnG76adaZzDtWRHB0z9dJHDaw+1kr24w6si2txbQyizcMuVbcaQojTUso1c70OhWIuEUJUAC1ALRDBKHF3VQixBvgNKeXW3LgTwGqgFMMD/VUp5Q+EEKswStwtAf4e+LKUMm1yqmFu1vte9PMW03uelPDJheuPRYmGe0+Iss03vg/0ho8QDRxE74hhr3VTFdyGa+1V0+ocitnncO9hdkaeGXPf3+d5ji0VWyY9b8uFkzSeOEQqc71apNNm58CDW3nmQC+Rnpx2senDMdFWYeHlJ34e3/2FEwvHu+8pET3POOvdhB65PMZu9yyn6rlfJ9K4G5m67qkWzhI8B/bMipC++ISXzJWxCR22pR5WvdSOt+2rRFJXxjzvcS6lfcOfFJz3cH8Le3uaiWa6qLLV8Pylz/KpN15CjmimIhZplH8hNCkhPZm6oQpzlIhWKOaGm/W+F3vCS9bkvjJ4DZL/nG+zVXlYdax93PlGh0QCCK0ETygwoyGRiolTf3Yt3frYCKZqezWn7n5n0vPWffcpOhNjEwpXllby/hufMU1cEAIGw18cd97x7nsqnGOeURXchtBK8mxCK6EquI1o8/48AQ0gUwNEm/fPytoyPQUqeOTsHSnzbNhC9iG2lDVwatU5uj/Vx6lV51h9rDVPQAPIa0ku/PnjtCaL60ylvx8m/UM/Mp4rbZSrG6q/r9qDKxQKxVzj+koQ4cgPtZCDoJvcNjKXblwtaq5CIhUTJ6pHi7JPlC4TAQ3QGe9BDpqVWoHaitEt1otDieh5RoVvI55QALtnOQiB3bN8+Bu03nXJ9JhC9unGVlmggkfOXus0z4YtZC9E9mPzC2VFf5bdff6ihHShuqH6CdUeXKFQKOYabZ2P8idDWJfmakcv9XBNryATB9vtoH0abvtXxm/7Ty254Xx6R6wou6I4WvUw6xNeVsctrE94adWLd0hV2auKsk+UmlJzrSEHLZSuOcZtn34L2+3X3wea3Uqw4d4pnVOJ6HlIhW8jd7e/wX2Dp7i7/Y3hLSh7zQrT8YXs002licdAODQqv2JU8AiufgzN6sh7XrM6CK42b9FdCOtic7H+kQsGZJL98YkL4EJ1QwvWE1UoFArFrKKt8+F+qZ2q7w/ifqmdJU+9gG3ZIhwesDiMLXeLA+yVcZInxxdt9lrzkt2F7IqJ06qH2Z32E5URJJKojLA77S9aSO+qehancObZnMLJrqpnp7S+pvoGnDZ7nk1KEPqi3HsoTYnnPLbbY3gqNUJb1+J7wDulcyoRvYCoatqOcI4K9XCWUNW0HYDew4c5W7+W09U1nK1fS+/hyWW7FqJsnQ/3kyFsOY+BbalnOKkQwFezjtA92/A4l7KpvZu/+f5f8Xev/C8+89yv8sM/f4a6tzZRfryeurc20RIrXPvatTGIGFUHdMAGhx4w/r6UnbgALlQ3tGA9UYVCoVDMKWWbfTjvLENYRz2R1Ym3jO9EGS8kUjE19usBBsjf2R0gyX69uJ3dLRVb2Od5jmp7tVE/2l495aRCgIY7HuDAg1tZWVqJQCCzFsSAw6gLnUNYB3FUtdP+Xx6esoAGVSd6QTGUPGhWnaP38GEiO59BpoxsV727m8jOZ4zjtkztjTmSsnW+YdFshq9mHZvbu4mdfnW4M2GmJ4L7z/6Qn36wls47KuhMX6bxvOG9bnCPTfQYSh688OePU9Gf5SOXIaCP5pqyrLBOXADbHwya1g21P6jagysUCsV8RSbN23tne8d3ogzt3I6uzqGSCqfOJWn+b1/IPh5bKrZMWTSPJtwWI3DISsdHW6hd5uDqmv9h2nXS4kiNNU4SVZ3jJuFs/Vr07rHZrvbqau4+Nfls18lw8SkvmZ6x2daXSu1s/tLdw49XOpZz7jNvFJynNRlmd5+fAXldAJcIjT3lITZrE6+uoapzTB+qOodCMTfcave92FNesib3kUGrwFqxBJm6inVJLa5HgnkNvBQzx/qEl6gc+39SJTwcK22flnMcjrWy9+J+oulLVDlWsGvVdra4b1x9LNwWw//8eZLp641UbnvodSzO5JixFmkl9Lmv0nDPfRNak6rOcQugR82zWgvZZ5JCVTzcCT3vcVd6/ESPzZqPPeUhqqweBIIqq2eMgE6eCRP7ppfo1y3EvukleWZsbJb9Lh+l/nZcvz1Iqb9dCWiFQqGY57gaggj7qKodVhAlEpnqBSTZqxH6XvGTfFtVW5oNttuDlJD/f1KCxnb79OzsHo61svP8brrTUSSS7nSUned3czjWesNjA4cu5glogPT790J2VEyQhMEBG42t36PlzOkpr1mJ6JsEe5V5VuuQvbe1hbPr6zi9upyz6+vobW2ZsbUUquIRK80P+K9x3DjRY7Pm45i7nQ+qBjnmbh8joPta/WT7jPJ12b4Ifa1+UyGtUCgUioWD9oCP8q0hBgetSGnUjZaLQIxSLVJPEn9tbExub0srZ+vWc7p8NWfr1tPbcmMhphifzXYfexwhqkTOsSU87HGE2GyfHsfU3ov7SQ3mlydMDQ6w9+KNy/h2fDS2V1Em6mXgzFqsWI0uhYMCcjHSqWvXaD5aODdroigRfZNQtetZhDM/21U4nVTtepbe1hYiuxvRo50gJXq0k8juxhkT0pUmHoSUzcKL9deFvtNSQtMqI9FjMu0/j+hhftz2uGk96fhRVb5OoVAoFjraAz6SPx7kkwtG4xVRIIsrezV/97O3pZVI4270zqhxz+uMEmncrYT0NLDZ7uNYaTsfuAY5Vto+bQIaIJo2L9drZg8f6cW76SyW+tN4N51liWuR6bFVmTsZjGuQcMEnpXlJhp19H095zUpE3yRUbNmCZ99z2KurjfrS1dV49j1HxZYtRPc3IwfyA+nlQIro/uYZWUvZAz7cW0PYKnNVPCo9xH7lt/nHT9chEKx0LOfAnQEa3BuH2392693G9o3ezc7IM+MK6SN6mGDaz+39WdPns32qfJ1CoVDcDNjc13c2pW4+xrqkluTpMLE9XqI7LCT/+t/iqPoob8xsNiYrhmR/mNhFL9EPLcQuekn2GzupyWSYWMxLNGohFvOSzPVHSOphYgkv0biFWMJLchJ1mucrVQ7zcr2j7eEjvfiDESKXdaSEyGWd/qtW7Lb8LELNYSG4dRU15YtN5xXSQsvps1Nas6rOcRNRsWWLaSUO/VKX6fhC9qkQbj9J4L0WOpI91D70eYL3NuDzPsAq4Nyosf1vh3H/zyf487jOR6VW/lu9i6N3aKRkir3RbxTM3D2YK7PT44Jl8bHPW8snV75OvxBGPxVAJjoQpbXY64PY71Dx0wqFQjFXVG4LEgv6kQNJ9G5weMgrfSfsGvaf+WX6vucf3pm0OtOU/5yRczPw47LhsbPVmMyMZG+YeDRAVu/Aaq/FVRWERdAX8yNzyfPZTIS+mJ/0tb9lQH/5uj0boa/PT3rwbxmQLyNzZeayMkJf2g+ANo0e4WJpTYbZHw9wKdvBCmst213BopL/h9i1ajs7z+/OC+lwWkrYtWp73rjAwSjJgfyiGNdSi6jQrJS6M3R8lKZ2mYPg1lX4NrhZtGwjXzv8KnJk428JMr2I5iNHabjvbiaLEtG3APYVNUYoh4l9iN4jYaIHA+ixDuzuWqq2BanYWNyHINx+Ev87h0hmDXdBJNmD/51DAPi8D+SN7X87TOwVP0t1Y+zyRJadJ/oAOHqHNm77z1iunM63H4QnfwglmevPiUUaroeKT3LQL4RJn7heCk8mIsZjUEJaoVAo5oiy3H2o52CATKwDy+IlOKrJq84RfzMwJrTPskhS9nMxXOt7sLoyZOM2Uv94x4yvNxkLE78YIJvuwOqoxbUqCDboi4wQy3qEvogfypzDtiGkTJJKhcCSHWvPmthJEtcDcyaiR1fRimYj7O4z7p3FCumhKhyjq3NwzUZ92yaiqRhVTjcfVf4yXL5/zPFXr1ro+cFnxtgb7rmPrd89DHYdhAQpQLdDxk7Xx33FvuQ8VDjHLUDV9iZEyah46RInVdubAENAR4J+9MsRI37scoRI0E/vkeK2iQLvtQwL6CGSWZ3Ae2Njr3teCwzXkR6iJCP52inDtTxe+0+3MDzNf3MXvPg5o5PhINBbZqV8cwjtnuIvJvqpAu3BT6n4aoVCoZhLyjb6WPVGO586NciSX3+B1OVSEhfgk3+GTByyH5uE8NnAslhiK8sgBNjKMrg+c5HkmTDJ98PEQl6if2ghFvKSfL/4kIhkV5hYm5doq4VYm5dkV5hkLEzfeT/ZdC7ZPR2h77yfvs6nTcWyzPaaTy7MQxUL2bOTqNM8XeyPB/LK0ELxnYVHssW9mVOfOUb3ug/49z2v83TTVX7z7d+nO3XZCPlMXWbx51+h5NNvjzm21m03mdFgiX0xJEvhE5fxOxcbXbO4fFLrHEJ5om8BKjY3ABDd34x+qQv7ihqqtjddtx8MIAdGfcAHkkQPBoryRnckewrYx14oMlfNP/TLEtkbtv/cZg8STPsZIMnf3GWI6RI0Ao4Qd0/y27hMFGgPXsCuUCgUitmlvy1M7Hk/Mp1r5BWLEHveT+maJciBUfcZu9EuPA+Zpu/Np8GWQuacJtl4hL4fGp5TbBA/FSCb6MBaWourPoh2h49ke5j4ewGyyQ6sWi322l9m4NLLyGxujlSEvjM5z/LgqHvpYNJw0Jg0/UBSwG41F8wF7FYxdx14C3UQLqazsBnh1n78u2Pctv1PsdlHBcMv0inf8BoDP7rujdZKBMFt5s63lrffJ94nDcU74t/bbrXStPGhKa1TeaJvESo2N3D3sXPc90Efdx87NyygAfSY+Zu9kL0QtVplAXvFGJttifmHvtdlH27/2dofZv1FL6s/tLD+opfWXMLFRruPgCPE8lyZneXCQ8ARYuMUtrNEaYH24AXsCoVCoZhdeg4FhgX0EDKdJN1thPLlYSZOATnYOyygh22ZJH0nnqbvhJ9sIudFTkToO+HnJ//nN+l7x082mbMnI6Q6vjUsoIfnyCaR1wp4ltmJJowAACAASURBVAv0tBPZCoTIX7cQGk6n39xu9SNG1WkWaLimqU7zZCjUQbiYzsJmBPb3kByQWG83d85Zyn+CZ7kdIcCz3E4o4MG3cazWAGh+7QTXBqxGebtBMVzurlSWTikeGpSIVgB2t/mbfcje2xbm7KNeTn/WwtlHvfS2mW99Be9tQLPmb6doVjvBexvGjK18ZGwZPGHXuPvfvjQsoHfH/EQzESSSaCbC7pg/T0i/UdrOKdcgb5S231BA32j7zl4fBNuoi7BNM+wKhUKhmHMyHxVw+ESuUv6FENbFHkCAo5LsQAF5U8BcSFynLobGCGZEAVVcSCwPmovl8uUvUO4OYbUZ67baPJS7Q9xe8UeUl4ewWnN2q4fy8hC3l/4R5Y4QVpGzCw/ljtCcJhVudwUpGfXaSoTGdtfE7p3hw0m89TEs1Zfw1scIHzb+rTsuGclO2Z+YO+es0so139Pct3sf+1+MFRTQAJ1XcxUIMovgk9sgUQqf3MZP+gqEzRSBCudQULUtSCSX/TyEKNGo2hakty1MZMT2mR6LEHne2Pqq2JD/wR1KHjSqc/RSq1UMV+do6Wqj+YNDdKU+osa5jKbVW/mlL4foeS1A5moHtiW1VD4SpCzXvnV/T4E4q54Am8uKu2Ak3w/T90O/6fadluteOJQ8qKpzKBQKxfzEtqyWTGxs22nbslq0+3xo9xnX67P1a7GUZCj/uT4si64rW5mxYCm5fWzoB4zjUjQLq8DU0y1kBVhSeSEdwqJR7n3BCBUZVZ1DqzDWq5nc0zTNh2aSmKfZfXMqmkczlDw4meoc4cNJ/Dv7SOYq8Ea6B/HvNBL9alfYiEQzxI80UP5vD2EZGdIhIZu2ApLuZIyd7zwPwBbvhjHnaDl5ASEtSDE45rmaJa4iX+1YhJQFvjrNY9asWSPffffduV7GTUWh6hxnH/Wim1y07G4Pd7/aPqG5W7raaDzzPKns9Y5CTquDA/fsoKFm7JseYPWHFiSSn78AXzkFlQnoKYVv10Po3xT3no2FvGTjY1+D1eXB7Z/Ya1AYCCFOSynXzPU6FIpbDXXfGxsTDUDJIiy3lzGYuIqtspbKrwS54PsdkJKSf5HEtTaOtTRLNmElfsrFT/3xi3lOFQBh02CxE5k2EdelJnHINsAh8jzSwqpRfk8IFjGmOofmnj+idzZp7Q+zvyfApUwHK2y1bK8M5jnBvPUxIt1jxa2n2kLw95z4d8dIDkhKfuYkro0tWG/vxSKtSN2a1zQFoFpzc+rhV8fMVffUd+n8+CqUpPO++Ajgvz3xyzTcf9cNX8d49z3liVYAULHRZ5pEqBfaPitgN6P5g0N5AhoglU3T/MGhgiJ6ha2WO96P8OSJ6yXsliWg8YSgf3mYsvsmflHKxs3XWsiuUCgUivlHWW73s+dQgMxHHYjblyAH4wzGDfGbuRIh9qKfklVuBn6cZuDHGgM/vh5qYK+uHt59jJ8IkI13YHXV4nowV4buxFhxXbLqcQY6Xs4L6RBSo2Tl4+i9f0E21YHVWYtrdRCtJudZvkVF80iGQjKHS9/lQjKBYSHdER0roIfsvs1Gfe/A/h46/uEB3LF1BLdX8swnj2AWNxNNfjTG1nK8nc6eBGCHAcBxvcSd1O0TEtA3QoloxbjYl9Wae6KXTTxpoCs19s09nh1ge2WQJaceoyST/2FxZCQ9RwJFiWirq7aAJ1olDSoUCsVComyDb1hMX3zCS+ZKvvdYppM4quOko+XI1PVOvcLppGqXUfVJu8s3LKZHY1qdY/m/zqvO4bo3iOZVQnk8CoVk/n7H77L508a/XW2VxdQTXVtlxNb4NpcNi+kh/vPry+hOxsYcY5FWqkMPU1Vaya76x8h0e2l88R2wCbBIw3M9wnu9srJ0yq8RVGKh4gZUbQ0iHKMSIhwaVVuvJw30Hg9z9gkvpz9v4ewTXnqP5yft1TiXmc5dyA7GN9XKhHnYRubjDo4kw2yKeamPWtgU83IkWbjOp+vBoLFdN/I12DTD+6BQKBSKBUmmx3w3cTDZi2ffc9irq0EI7NXVePY9Z9rRdyTaHT7cX2qnyj+I+0vtaLmcGM3rw/1wO1VfHMT9cLsS0BPgUsb8/+ZjWyfhFiO+ObjLhZbfwgLNadgLseverTitjnyjhOyA1agjnbjCzhMH+d0//1+k0llI28c4rp12G00N9UW/JjOUiL7JiIXbeMv7KMctn+Ut76PEwm1Tmq9igw/PjhB2t8e4GLk9eHaEhpMKe4+HibzoR7+Sa9RyJULkRX+ekG5aPfZN77Q6aFq9ddxzL1rsMbVfK19CsM/P5axRueNyNkKwz19QSGt3+Sj/XAirK5fR7PJQ/rlQQU/EeOjtYRKve4n/qYXE61709uKL9CsUCoVi6tgqzXcTbZW1VGzZQtXv7cD+qXL0+HmiB/4Dva1jG38pZoYVNvP/m0yshkCzIaJ9WzRC+8rxVFuMUnXVFkL7yvFt0UyPBSN5cN/aHVRrbgQCq7QZpetGeJlTmTSJ6lO5E9rHlLY7sPVBGh6Ynu6VKrHwJiIWbuO8/3kGk9fjjy2agztDO3D7zGOPp8rZJ7yGgB7FJWcpTz7yJMH6R/Ddcb9pdY6Gmg0cjrWOafE51Pqz/3SY2Pf8ee1cxSKN73zOyV/cOTYBZLnVwxvu9hl5nWAI6PQ7fhhZ7siq4Vgbwn6LeCZUYqFCMTeo+95Y+o+Hib04KtHQuQjLYiPRcFAXpLsWkfmJIbBEiRPPngN5fRIUM0Nrf5jt//w1LM7rITWDKSexPQdI/LCBwb6pV8YAqA49jDSJkZYSPnnji2PsK5dqnHvp4aLOMd59b0qeaCHEEiHEm0KIC7nftxcY95dCiI+FEG+MsoeFEOeFED8SQrwkhFg0lfXc6lwMHMoT0ACDyTQXA4dm7Jx6ge00dypBJHEV/4lXCF94m4aaDZzb8Cp9m/+KcxteHRbQO8/vpjsdNbZh0lF2nt/N4VgrAGX3+XB/IYQtV/vTttiD+wshjtx51fScsSl2SLoR+nuBfAENkE0adoVCoVDMKmXrfLifDGFbauyUitsroEQwmOgFJBb7ICWeNLbbDc+nHEgR3d88t4u+iQiHwesFi8X4HR6xMbu5zEf2v77ItUsrkYOCa5dWEttzgPgPGqitKdAJZxJUlZrXkUYKtPvbsC3rGjY5HVaavnLvtJ0bph7O8SxwVEp5B3A099iMfcBjJvYwsBq4G3AC4+/vK8Yl3WGeqJeOdvFW3SaOl9fzVt0mYi1Hpu2c9gLbaTGnEbSfzOgc+d9Bzj7l5fSXLJx9ykvvSeOTtvfiflKDA3nHpQYH2Htx//Djsvt8rNrdzqeeH2TV7nZDWI/qhPSzF+CF78IrIcnFb3rpPzO5EIvkhTCx73qJhizEvusleSF/Hpks0Bq8gF2hUCgUM0vZOh+rXmrnU98fxLq4FDL5LaKFFRzV1236pa7RU0yI6Q6VXOiEw+D3Q8SI5CQSMR6PFNK//9kvE2s4x4W1ffzz5nPEf9BAxcbDLPuTtaw+Xc76s3W09k4uxKblSIy6TW/x4++vgcyoGhkSRNqOxZnCcecZbMu6WLlU48CTa2lY5538izZhqiL6YeDl3N8vA4+YDZJSHgXiJva/kDmAd4CaKa7nlsZRa5KoZ9OhJE268zJISbrzMucbg9MmpKu+MjbxMGW18eJqI2j/F2MX+I0zR9B7jJapek+EyCE/vSfDRNOXTOcsZB9i24gOST97Ab52ApYmjLqPmb4IsVZ/0UI6eSFs2vJ1pJAWWoHW4AXsCoVCoZg9CiUaCvv17X77iuJlxlCoZDoSM+6jkRjn/c/f0kI6EIDkqI3ZZNKwD+FrsBM64MCzUiAE/FTD/2b5jmfoW9RldCLWO9kdaSxaSLccidEYPE/n5TSZf7qLgb/+BQY/KUXmYp6NGGkjsEFYs9z202f4/X+/fNoFNExdRLullEOK5zLgnswkuTCOx4C/HGeMXwjxrhDi3StXrkzmNDc9q4JbsWijslZLrjE6NXUwNcDF5oPTcs6KdT48T4awL/UwiBELveeeB/lBjRG0/+TFUzgHM3nHSD1JtCVAlWOF6ZxVjhW09raw/myd6bfVjZqPQHmI5VYPv3IKHPnTI68l6TlaXIhF/FTAtOVr/NT1eez3BsE6KuHBqhl2hUJxyzANoYxPCiH+SQghhRAF9qMVxWKaaGgDboPSn49z22c+YUnDZ4uedy5CJec7HQU2YEfbfQ122s+VMtjnwvP0H3DNksp7fkCm2B8tLsSm+eBFUgPXS+NlfnwXyT/7NYgb7byHBPQQWZllZ+srHD7zdlHnmQg3FNFCiLZczPLon7zI7Jw3ebJZin8E/I2U8kShAVLKkJRyjZRyzdKlSyd5mpsbt28Dd4Z24PC4QYjcb/Ni5ulLnbxVv57j1at5q349scOtkz5vxTofd7/Uzof7/w+/8ku/OiygAdzphOkxem8Hu1Ztx2kpybM7LSX8kvt+dkcaieqdBb+tbtR8vOFuZ2nCPLbqWl+ERxNe2vSJeaSziQINWUbY7V4fjrUhhGbEaAvNc0slFSoUimGmGsr4t8AGYGxWtmLSVDYEEfYRjg4byBIjpEMIsDgGSfzdQbpDv1nUvAVDJQvYbwVqC2zAFrIDXNLNQ2kK2Ydoae2lbv1Zylefpm79WTovp8cOyixCJm8zn0AKUtd0/sOR6a/OckMRLaXcIKX8tMnP60BMCLECIPe76HeUEKIJWApsL/ZYxVjcvg18pv1V1g3+FZ9pfxXHyuVjBw2FeHRHja2p7ijnd+6ekpAG8N1xP6EHv4yndAkC8JQuIVtucn7gWvkytrg3s+/OPVQ7qhAIqh1V7LtzDyc/aWVATuzbqq3c/BN71QUxGeH5tH9CQtpaaj7PaLvd66P04XZcXxyk9OF2JaAViluTqYYy/r2Usn3GVneLUvaAD/fWELZKI9EQpxUxys8iLJL4W9+i98jEQ/5MQyXHsd8KBIOgjdqY1TTDXogVdvNQmkJ2MAR04+4InVEdKaEzqiOkufOstP1f47TltwNHYtSKBn7yf9l79/io7jr///mZy5lLbkACA0OaGeMiqS1UpVDrlkoLVukSu6JibVq7Ko6utHZlW7UOtYsy0q9F9mtbtGZZ/fUytqKLpem30ZraKFUWYq2A3RJwYyaEgSkZSDLDXE5m5vz+OJO5noFwK62e5+PBYzKfOdeQcz6veZ/3+/WORdn60kuVD/AMONt0jqeBW7M/3wpsO52VhRArgfcDH1cURTtkqnNWNN+7CoOtONqLpUKKx/qNnC1ts66g/6b1ZDzfp/+m9cxq20DGXJxikjAa+fe3utjS381yRys9V77AHts9/ODpv+D62g18+f97lfcckMu2rfVttWGxD2EuvpKTJvjZwuzPxNgsnzq1o2Z+hYYs8/VUDR0dnTLOSSrjqdDTGE+f2qvaaH6gn7f5M4CGrDCBmKww1HUzfevcjL50ajGtlSppsFto9v3teiG0tUF7O7iy31dcLvV920niSqud92IVxd1VrMLGe6uWcs2OBbR0N3LNjgV0hLbmPl+7MUg8UaxXlIREqYy2WQ1886NLuf+6lRgx5jyhizykFcH6znNnrABnL6LvA94nhDiA+mjqPgAhxOVCiFyykBBiO/ATYLEQYlAI8f7sRw+j3nx2CCH+KIT42lkej04JjhVLmf2gV41IC5F9rZDiETxMqGMrO65ZQHdLIzuuWUCoY6vmshOl/qo2vj/v3Ryx2cgAR2w2NsydS6fTwdrdjwEQ3ukn8LgH+Zha1Dc1qvCZ7ckyIa31bbV2bhuO1nZMdS4UIFwDj10HPRfnl3lNObV7hn1WG3UL2zFWZxuyVLuoW9ie61ilo6Pzt8XrlMp4UvQ0xrPDNKXkCaMJsIIwqMIvNRwg9FPPqYW0eQzD1BTURKAqinG67bz2X3gj0yn7WRZ1Mz9i4Ikb3Hxvv59MBvr7Ty6gAVrrV7DO9SBO6SIEAqd0ER+adAs/G3yKYPKQmr6ZPMSa3i/lhPTg4fKAGikJJWHhoukWhICLplt40DubFUsdLL/4Kr7zvtsgUgMnqgsENCBLBIeHz+nvQ2+28jfIjvnXqKkcJRinVqMwQiaRT6UwWG3MXvctHK0nb5c6jv/Vl/Bu72QgMkxTzSR8C5fy+T9+XdMMXSAY+fg29t7tzgroYo5WC+64SbXKswob61wPYjKPsWnISyg1gMPUxKoGH0tr1Sv3xqibkFK+HYdw0X7Qx9B2L6nIAKaaJhoW+qg9g46Ff+vozVZ0dEAI0QssUhTlcDaVsVtRlNkVll0E3KkoyjKNz/qByxVFGTrVPvV57/QZ3enn8OZbEIbs/FOFZuhQ1NRjrK0mNTKAqa6JhsU+aueq80NoSye9t/vIxPN2rAabldkPenGsWHpujjPsZyjoJSUPYJKaaHD6wAxDQ15SqQFMpiYaGnzU1rYxGvMzFPGSSg9gMjbRUOMDEwzJXlLKACbRRIPko1Y69/Nbp+zHl/SQIF+Eb8WO19LO0jPc3zU7FhBMHiobr0s72bW4R82BDpYL6YucEq+8MKfidv/ua3cRIwJCAUWALEFKYrK9ile+fnqFjOet2YrOm5Pmu1eXpXgYbFaEVS4S0ACZRJy+jfdNaLv+V1/C89xPCUSGUYBAZBjPcz9lsrlWc/lGu1qULh/TjhQ3RJXct9VxAe0LeTiSyrb7TgXwhTx0jqpRhJWSDwvFKRkW7HzhL9cTes5DKqJGulORAKHnPIy+en5adsuDfqJdbiIdBqJdbuRBvTW4js5fGWeVyqjz+lB7RRvV8z9HRhYoWS1VhgmUTJjUSHZ+yNqkHvnF5+lrdzM8cD0Nnh5sl+a75E7E4Wp00E9fl5v9HQb6utyMDvoZDfnp2+Fmf7eBvh1uRkN+RsN+QgEPKTm7fznAkUOf5MiRT5FKZcdSAUIhD0fCnyc04iGVzo6nAxw58UmOJD9FSsmOKQFCSQ+jEyyqPx02yd4iAQ2QIMamCaRMVuJwsjygBzBsOMyWraPcu9qJzVr8H2ezCu5d7TzpdqXEJDUSfaIGYtmItKKmgpxLTKdeROevDcdyta123/qNJIOHsThn0Hz3al796j9rLp882s+OZZeQDA1icTTSvOpeHEvL26Z6t3cSS40VjcVSYyRH67FVJ4in8xW1NqOFf2h6O/O7lvF1m5lp8fJvmpYpLvbN68+9X9bnJqGUXMBKjE1DXpbWtrEk+014s+zlNWWAaaKJlZKP6Tu8pDTs64a2e087Gh3r9xPZ7SUdG8Bob6LmMh/2guJCedBPck++NbgSD6jvAalRj3zr6PyVcB+wRQjxaVSHjRWgpjICn1MUZWX2/XbUhmLVQohB4NOKovxCCPEF4EvAdGCPEOLZ8XV0zi0zPd8lfNHfE9zkxewOIEpKhJCgNMFWUWKM/ulhQEEIME2SqWsNYH5LFOucUYyTZdLDEqMH/GrEeLeXVGwAk72JhsvUyHBojwclOw+k4gGOvPJJsApQ1LkulQwQ6vUgam0oJfMaUvE8mjumeDsY0qdelhhDsvecR6NDFVIjK41PhBkWp2YkOj00jbXfGuKVnmZAzY0ePCzTOEPi3tVOVrTWn3S7wyMpMFnAIuej0UmJ4VTqpOudLno6h06OHdcsIBks+WM2yWCTKUz5M1htzPY+WCakDd++UzMxUABPfngZa3c/xmBsiEZ7A//Q9Hb+6/DPiKcTvHcwzG17A1jT+bWFZMd1czv1V6g3gfBLfl7quJkpUThWDT+bDz2zxrcv6Hlb5brU/d82oJ2yKHjbv068njXW72dkV/7GCCCMduoWtOeEdLTLjRIvTykRNhfVS/onvK83Kno6h47OhUGf986OcJefQ//xSSzOMYSx4IMqykS0ZtqHCRSLmk+dw2JWhXEmHwQSRjui1kZmLFy8foVUEqo19q81VulYKy2L4G0159avYVnUzRGNlMnpwsUz1f2nXH/Llhhr10YYHEzT2Gjk3ntrsL3356z+450YLPkgmzJmJjNch8GSZKZ9BqtbVtPa2Drh49zafYDb/E+AoXzeN2Lg4PfvmfC2QE/n0Jkgzau/gsFaXDmr2awlEadvU3lOUVPNJM3tNtVMYoV7Ea/c8J+MfHwbr9zwn7wQfoF4Ws0x+3VjPQ/NcfGaTUIBpCmuMgEd+KmH+mxXwvoo3LId5h9Qt+8wnbxjoKlG+/NK45WI7PYWCWgAJR0jsjv/KEuJV2gNXmFcR0dHR+f8E9zsZey1MRIByCTVVtWZJChprSRpjQ2UCmgA01iRgAZ1TsjIJQK60jZBO75TKbapGDXGtBc1iXPfSXeV5MNakjJpxc4q6dQuVlu2xLj99hEOHkyrVnUH09x++wjxX38A4399idRRB0pGkB6tQ4lLGK0JhFAIxoOs2bOGjsGJWfBu7T7AXQ9th4RU/rtRIJ0wa653pugiWieHo3U5s9d9C4tzpurk4ZxZ2ckjVG4351u4FLup+A/UbjLjW1hefBGMh4re/7qxnk8vnsMNyy5nzvr+nIAGCHZ6UcaKxaslBR/qAauws6rh5Bdww0Jt+7qGhadnX5eOVWjIUjAubBVag1cY19HR0dE5/8ivqffp1HE48SeI/kF9TRzIlNmkaiZPa4ngcyCMRaYeIUr2L5tR80wKlhN2am2eiS2LnYYJCNvTZanUhtfSznThQiCYLlwTLipcuzZCPF78S4jHFdaujfD1D9xE9Cs/5sjNv0I5NgVDibl3Ip1g476TW/Bu7epn/o3buO3+buLJFIxJqr1dRhTZ3c2sm3La530ydBGtU4SjdTlXvrCLRfsGufKFXVimX6S5nMWh2s2FuvzsuNFN97UGmtd+mMcmVeGqmaQ2W6mZRPt1H6Ht4nll6ztt2raqWuPysLZ4nRIFr6M9587RFfNzY8jNtUEDN4bcdMXUworai9twXNeOqUa1rzPVuHBc137a+dBGe4WGLAXjUkuF1uAtut+0jo6OzoVCmlZw/zYBdqAKUnEj9r+7FVNddn6oc1E793NlgRfNThaVhDH1iNJ5YMwMokTsGuw43N/B4WrHJGX3L7mYPvOHTJ/+A0ym7JjJhcPRzvT67+Koa8dkzI4bXUyv+iHTLT/AJLJjwoXD0n5e3DlAFdLPVPfTU5Phmep+lkptdMb8LAu5mR80sCzkpjNWXtQ4OJjW2Jo6vmJ5LQ/e7+CimSaMU7SNaoKxIC1PzOeabcvo6C/2et7a1c9dG3ZxKBRT859BbbAyZlbbgEfVduA2g427Vyw8u19ACXpOtM5JCXVuodd3e7ntnfdBMI/Ru8FDJpmPEhssdmbf2Y5jSf4C3nLgRdb2bGEwOkRjdQP3zl+ByRbhrj2+XEoHgM1o5f65XszmOBv77uNwMsgMi5P7fvkXTKPlF5Y0ycWcNf2AKqA3jHhIFhRoWISdO+vaWWI/9c1k9ICfoR4vqegApuomGub7qC3xiJ5ITjSoxYXyPi9KfABha0Jq8f3VFBXqOdE6OhcGfd47O8JdfgIbsvdvC0VRZGGx47qtnfpF+fv06Kt+Dv3k0xjsSdKjJhIDduyXRzBIBZqpQk60Y0G7aju3z0sqPoDJ1kRDS9a2rs9LKjmAydJEQ7OPWsebe27ojPnxjXiKiv6two63rp2lBXPvJZeEOHiwXEhfdJGRV17JB8+u6bqGYFzDsSMjVJcNwGq0sm6Bl1a3+pR7/o3bVAENYI/mc6FNcq6w0CgMfOfzH2D5VReXb/sUnGze00W0zikJdW6hb9PaMneOHTe6SYbKiwyGbJNZseAOmurquGHudJ4M/Jx4Kn+TsZkkHly4EpMtwvp9mwjGQzhtDu5uWYXZHGdN75dIZPKi/b3BFJ/ZM4IhlS88EGY7ro+0Uz9PvUj/bXsDf78zzOQoHK+Gzvnw8ixwGF086eg/6fmNHvAT2u5BKXDwECY7joXtmkL6ZO4cf+3oIlpH58Kgz3tnT7jLT/8Dt4JSLuakqS7m/KC/aKx7ZouaPJ3FNmeUmsVDGOtSmGtcNMz3abpz1P4NzQnLQm6OpMt1QObwRXxl359Z0aZG38dzogtTOmw2wYMP1rFiRT5q3zHYwZo9a0gUBNjU1t0FnQeBSWIqmcfvJBiKo1RH8suaZLAki74k2Swm7r9tIcsXzTqjc9RFtM55oftaQ9ENZpwM8M1Ll7My+DzT5BGGbHYebbmM3zS6c8tcVN3AKzc9ULZuJeP1fwhZ+OSBDPLwANKkJpxLfTkBHd7jZ//TNyMVONfIJvjJQvjjLMGvnCevUO77kZtUtPwmYKp20XxT/0nX/VtDF9E6OhcGfd47N7z0Qe15CyGY93TxXFGpMZllppMre144X4f4pmJ+0KDZTE3JCAZnj/Bgu6VISJe6cxQK6HE6BjvYuG8jh+OH1TSabKOUou0roBx2kty1kNSRi4qdOEwySDIYFGZOrebuT8w/YwENJ5/3dJ9onTPGMq1JMxI9arVxZ6ADq6L6V06Lx7htzy6AnJAejGpUL1PZeP1Zh8zGj5UXMwIEn/cWCWgAKQVLeyDYcuqCvlRUO+e60riOjo6OzpsTqaEJ+WjBvGVCTe8wKOz9ghvnCh/1V6kBmua7V9N715qyboXNd69+fQ/6DYzD2KQZiU4FG4nHYK1XzonoFSvsmqK5lNbG1pyl3TXblhFMHSlbRigCURPBevVzJH57LamgOx99TknYjDbu/+ICli9xn+mpTQi9sFDnjGle6cNgKb4gEgYzWMgJ6HGs6TSf2Lc7976xWtsofYZFuwvRDIuTzrCfZXvdzH/JwLK9bjrDavGCPKItdidHYWXNqQv6TNUVLPAqjJ+M2KCfUJebYIeBUJebWIVuhXLIT3SHm0i3gegON3JI72qoo6Ojc75xfsKHGJ+3TICVnBKShwIENnsIv6jejx3LW5l+UyvUJqA6CrUJpt/UmmtYpgOranxYSxxDMkkJYTjBrFfrt9zKxAAAIABJREFUMP3w7bmuwmfC6stWYcZSPKigFg4CwpzCevUvqbr2aUwz+hECZjrs3H/n+RfQoItonQIG/d10uT9Nh+EGutyfZtDffdLlHUvamH1nOxaHC4RgyDaZDW9rpTYd11y+Ia7mHC85OsgD27fQfZOBHV9wE3oxf4Gtbv4KVkOxV7XVYON9jvfgC3g4ImdbfssBfAEPnWE/Up222M3U1k+oqLBhfgULvPmn56gRG/QzssdDOq62X03HA4zs8ZQJaTnkJ9nrQUmqyynJAMlejy6kdXR0dM4z9YvacN3WjjTVVVZgCKDIMYJbVO//UMdWjjz9JCgpdTklxZGnnyTUsfV1P+43KkvtbXjr2skcvgglI0iFp0BSwVR7DGFQMM88iC/kOWMh3epeivH5j5EZnqRm4WSt6grTO4RQMFSdwPauHTT+wy/52lfrXxcBDbqI1sky6O9mj2cT8cBRUBTigaPs8WyakJC+8sl+Fv0qQ/K+X7OjcR6vSXWayw7Z7HxoOMzt+3dhHAkBCsmhAH/8/ifwPHAlW/u7aHUsZ93sb+G0zEQgcFpmsm72t/jdiae0W34HvTgX+8p8PoXZzluXfAeAbtnPp6JuPhgx8Kmom265+GKundWGY2E7puqsRVC1S7Oo8FRE9lVoxrLPWzQm93khU9LmNRNTx3V0dHR0ziv1i9rUIkKDhtGzCeR4gJc+a+Dgzz6OobY49TCTiNO38b7X50DfJCy1t/GVfX9mcPYIylAVBkPxk+iEEmPT0JnPb0MvzuXE/12DcqgRTlSX5UfnfL0FDGfCrOnYTMeeF894f6eDnhOtA8A+72OkY8misXQsyT7vYzS2LZrQNtrmzgHgqdH/4Z9e3VKU0mGw2Hnv59u5aKuX5FjxfizpDO/b/TJ3Td8AwHL3clody4uW+frgRzT3GZIHcgWGwee9yCMDSHVNOBf7qJ/bRrfs56Gkh7cdiNHWA3XRAKPVt/Die37LVXO+m9tO7ay2U4rm0X7/Sauw0xW6EpaOK8kKXQ0rjOvo6OjonHukhibkoZL8aCvZ6LSCMMtYZ4+RAFKv5QM1ycPatTsTYdDfzT7vY8QHhrA1NdDiu2XCc+wbmfG85/8zQ7t2KZSa2Py2dWuY9euDBIMyTqfE3Xc7cc6wcCiYJPniYqzXdSDMBSK9ILUDAKGQGJP58tbvw5iZ1nlXnOkpTQg9Eq0DQHygwIfZJENVFKojxIf+wuCWrolvaMzEf9dczQbHRxiSpqAgsEx1Mfu2dhyL2kgOaV9I9fEk8XSSnz97DzvudtP9WQM77nYT2pnNTZO0UzbGx+vntjHni/3M+7cMc77YT/1cVdw+Knt524EYrdthUrZteF1UwfSrhwm/OvHHS6P9fkK7PKRiagpGKhYgtMvDaH9+G8YKXQlLx4WlQlfDCuM6Ojo6Ouce5wofQip4iqmR3iGMCpbm0dycSFUUY33VGe3vTJ/4vllY0SYxo9JcbTr1/LZ1a5i77gpw6JCMosChQzJ33RVgyVVTsVkNpPbNIfFcK5mRuoqpHeNR6bSS5u4tj9Lx0s5zcWoV0UW0DgC2pgb1B5MM1qRqFyMAg8Ke2zdMSEj7X3oVz0+fIzAc4fm6eXz0LV9l2aX/zpMf+Xeu3f8n6r79WcKWGs11wzYL7wmF+PDeXSSPqUI1eSxA7+MeQjv9rHKWFy9YhZ1VTh9do35u7HNz7X4DN/a56SrIvRpSBljcQ5l7hzmlENw+8cdLQ7u1UzWGdue3UdPiK+tSJYx2akq6FUrNPjCUVCgb7Oq4jo6Ojs7rQv1VbbhWtiM1qHU9ZYrIBFSBaMhQ9Z4IJodqm5bJhAl1bjnt/Z3sie9fC6sayudqMxKxeLTMFKCU9euDmq3Bu34e5/51s5nptJDuncOkZ7/Mx6r/BWuyvkRAk49KK4KxdIp1207//+l00EW0DgAtvlsw2i3Z7j7Fn6XHIvxx9Ro6Zs6na/4yBrd2am7D27md2FixWpWNx/jh//yCg5FjKMAPZ8wjYSjOIkoaDfy4pZmP9fVhyRT7dGbkGH1PeVla34bX1c50yYVAMF1y4XW1YzbDhpCHUEotOAylAmwIeXJCukE0URfVPmc5MvH0iVSsgg1ewbi9sY26ue0YbWputdHmom5uO/aSboWSow3L7HaERV1OWFxYZrcjvck7V+no6Oi82ai/qo05D/Qzz59BmuLKf1Dg3CEEGKwK1kuTVL0vQtV1YQ7+po3wntMrlit64juB8TcjS2vb8DramW5S5+o6Qz1KQmE0ES4yBfj6s5uZf0kfM+v2M/+SPrZuGSUYlDW3GQzKLG910PPClRzat4ieF67kG203sO66VUyy1qriOReVNqvvZVVMD5+oIADOEXqzFZ0cg/5uXv7ntcWDGt1/jDYrc+/30rh8adGihju/XWa5XjW1D4OpWFhfHT7APx3ZRX3iBEM2Cz9uaeZ3jQ783d2l+h0ABcE139dumHJjn5tQqtyj0mFy8WRzP92yn8wPb6EuWv53LtW4mOPp19xuKX3b3NlUjmJMdhfNN0xsG38N6M1WdHQuDPq8d/4J7/QTeNyDIsegiuIw47ifdOEkZTFjrK0lnTiGVNOEc6GP+osrB0O63J9WUzlKsLmmsqT/P8/RWbyxWLbXzRG5fO5Mh5yEbsw3rLHZBNaGGMePp8qWnTlToqdnTsV9/NuPt/DEK9tAKGo6R2Fzloygd+PDZ3UOerMVnQnR2LaIfd98mPjBUH5Q0ohMxxPsW7+pTEQ3TaohMBwpGhPG8gviN/Wz2F4/ix9++KN8a/dmgrHXmGmfxrBNYnK8/JvoiF29GEIv+enr9JIcHsAyqYnmpT5eq9GOEL+WLWJYJLXx4nt+y9ivHsacygtpYbLjXKimT4QP+An2eJGjA0jVTTjn+6gvKTJsuMxHaJenKKVDGO00XKanYOjo6Oj8NVB/RbZI/SkvcqnwkyieC02AeYx0QnXvkCMB+p//JAd33UE6eSw3l2CG4G4vcmyA2i9Z4b/cYISaj/0FY0OCTNhOVf372LvDjZwcQLI04Wz2Ue9oIxz2Ewx6keUBJKkJpzO7vSEvcmoAydSEs8EHJghGvMjpASRjE84aH/UTsHd9PQjJ2nO0YerhovfxuIIlKWGzpctag999t3b/CICOrgNs8R+CxgawJYr/jxTU6PR5RI9E6xQxuKWLPbdvIB3P5m1VRcpEtBqdlsEIthkzaFm9msbWVj6/5QUe3vWHomh09bQ+TSF9Uc0UXvGsLxq75XszuHlvCEs6v4WkUfD4HAcbFmyg96ceMmN5EWsw23nuvTZ+21ze/XA8Ej1O+FU/we1e5MhAUcQgfMBPYLsHJVUgjk12XAvby4T0qdw5Jkos5CfS5yWdHMBoaaKm2Yf9TZLKoUeidXQuDPq89/qyd50bebhASFdRPBdqRaqtlEWqhVWgZPLBoYwCwioQZqXiesJgp77xVsLDj6AUWruas9ujINhkKh8Twk59za2M8iyyMoAkmnBKPuql13+eqRSJVsZMELOTHnIQeXQV8d8sRQh48If1Ze4cy5drN2fr6DrAmg3bSZiOw+TjUDMKVjkfkU5ITMLBzu+enX2sHonWmTCNK5YAsG/tZuKDryGMJpRMgQgeLzwUgALxYJA9a9bw2z8f5pE+E0pmPK9aQWDgqqmX84fRPxBP5S9wm0ni3oX/WLbvwVktPAZ8qHeIKfEUx2wmfja7gUOzWnjl//0LhrHiwr7MWIzFPTZ+/1Y7yYIbjUXYWdmgRoi7Y34ejXgZqhug4YYmPlHzGIsKvqEHe7xFAhpAScUI9njLRHStu+2konl00M/QPi+p+AAmWxMNLT5qS/KhYyE/I70elKxPdDoZYKTXA1AmpOWwHznoRZEHEFITktOHVP/mENs6Ojo6b2acS30EfupBGZ93FIoFcmlwScPZA9MYSkkmoqEKtXD/JOspmRhDx9pBpIs/kMbKUia1xhRjjKHMw6qYBGQlQCCpzjOvp5De6o9xpPNLZD53JwZbQRM2BUTKCAYF07Qj1N2mztdT/tLK8uX1FUVzIR2d/Xz5/l+TVjJgFBCtVjc8ViCikxJrPB88T2enootonTIaVyzJienBrZ3suctHOp5QP9QqPExFsDy+jh+JNENSHY86F/Ob+jkowKv7LTz4iZtZu/0pBiPHaKyZwr0L/xGTKc78H32aYHQIZ3UDd8+/hdUtq1kjr6GnsTa3bavRysecVyBGuzWPVYwc407HY3TvuoPL/xCmLgbU2Hj7+6D77/w8NOLJCeyj6QAPjag3knEhLUe1HzVVGq/E6KCf0J58ukcqHiC0R91XoZCO9HlzAnocJRMj0uctEtFy2E8y4IHssStyQH0PupDW0dHROc/k+g90ekkeD6CcAFEFYjz6fCpRPdExrWUASJcPTXQfFnICehyFGEHZ+7qJ6K3+GHd5RojHPoRtSKHmtvUYHUEMihFFNha5ahisCWpv3cTdyicntO2Ozn7W+HaRNmXU85cl9XyjNXkRjeDj1y6g9arKudTnAt2dQ+ekNC5fytz7vdhmTs+WKJd85zWNgTWJUaQxANPkEW4LdHB1eC8AA8eiMGaCE1UQqYETVfw++Cp3bd/EoehRFBQORY9y1/ZNjMVrWDd3HU6bU+1WaHOybu46fjfSwXGb9p3GMqmJOf1w3c44k2Lq9SQiYXo7PPzmpTuKItQASSXGo5H8ox2pWtu7stJ4JYYqdCscKulWmK7QUKV0XA56cwI6v8GYOq6jo6Ojc96pn9fGnDX9RF8WnPgDJA5AJgmKApkoKIU6VyszdiJjFTNqjWe2PagozGXl7Bt6dcl+boy6uTZi4Maomy65gl2dN0I8O4XFf7Gc11p7OLzgEMoJe3nHQcDYcIT1trezrGsBnYPlbdU7Oga55prnaWl5hi9/bSeJRDrfqTAlQdKiiuloFcYTtWz47Ef5t8984KzP91ToIlrnlDQuX8qSnmdoPdSDzVmS4K8RmbYqY3zmyNNs7lvHU/vv5MSXW7lofw8KcHBkmMf2dxBPFXtlxlNJ1vc8RmtjKy8seYF9rft4YckLtDa2EkoO0jlbQi65p8hGiF19Pbs6by3KlQY11eMdO8tzpQGG0vkbiXO+D2Eq8XY22dWCkNMgVaFbYem4sUJDldJxpUIxRqVxHR0dHZ3zg2VaE5ggFYETf4LoH1BFdS8YpXpAYDTUIwwl4jBlBqX4gX8mBspYwaSZpEwIC4OdhikeRInfMrIZgXTqMUVbRUvi7Bp6dcl+NiQ9hJSspawSYEPSoymkgwPajlqp0AztjStCtcCLH8K350tFQrqjY5A1a/YSDMZRFEiPW+EmpfzvLiVBrBprajL/5wvLaF108dmc6oTRRbTOadGyejVGqzU/IDS+Bptkak3HmZYaRgANiSgr92/nPaED6ueGsfJ1gGBU2yvTYWnk5UaJn8yxcMwmUIBjNkHnvEncX/0I1XGNx15ATQV7yAZj/kZSP6sN18J2pGrVs1mqdpUVFYb7/ezd5ualJwzs3eYm3F9+wzBV6FZYOl7T7EOUNFoRBjs1JY1WRIWuT5XGdXR0dHTOD80rfWARZQGj1GsQf7maef+a4R2eIVzv/UHRXOJ+zw+JPnspqWMSigKpYxIjj7sZfsRF+rhaTSiZXTQ4/hkp2zdAsrhwzW7H1fxdXK52JCk7Lrlwz/whruk/QDJlx0wu3A0/xDXpB0jG7JjRRYPxcwhK5hnsOKWzc5PaLHtJUvJ0lxib5fInpM4mbXlpeupfsRpsxYMlrbsT6Tj3vPQFlm27hs7+DjZu7FUjz7nlCyLQCYvqEa2AURhYd+dCWpfMOqPzOxN0dw6d02awo4N9GzcSP3wYURNHUUrcN6qi5WkfwKjVQNKeoUGOcMxm42ctLfQ0NuY+n1ptZErVGIdjIWbYHay+bBWt7qV0hrbg672dRCZfmGA12KivzTCaHuKOLpgUL9sd1Nbz0MfjvOUvMa7aDbUxiNgFtVd+jkXv+O6EzjXc7yegYW3nWtBOfUGRYWlO9PhyjrntmsWFp3LnKM2JVjdox+Jqv6A50bo7h47OhUGf9y4s3a0FCrrQM1qBi297HMdV2vfljpnz1fyPUoSg9VDP+ThUAMKyn6DsPafuHNdGDCga+SMCwa9qiiPP+Zzo/JjNDve312Fb8gyb+tYSSg6qhZdJqTzFQwFOVMOYRPzpj5DaOy//WaHBQRar1cg67wJal7rP6hy1ONm8p4tonbNisHMrO762GquSjy4r1RGEhi2eYkkWjSeNRh6bO5eexkbsFhmrdYSxTH47VqOVdQu8OSE9ftE5LI2sar6X+wdvREHh0kFo3QNSwRdVg9nO7NZ2Xs38llT3w5gKbPMMJjvKtbfyX295liFlgAbRxArJx1UaN5i929zIGk1WJLuLOSVNVibiznE6vBHdOXQRraNzYdDnvQvLjk+5SR4NaFrSGSQ7s1e2awrprvnLiB86UjZumzmdJT3PnL8DPg/cGHUTUjSamwkXT1b3l41v9cdY740QHMjgbDJwt6+G5W3FEfJlXQs4Ej9UvrOMgFgVAEpGoARnknxxMal9c9XPTTJG+xgZMsxw2Fm96rLzIqBBF9E65xF/9yCbNzzAzUP/j4bUMEOmSVjsx6lTSnIp7NrR6YjdTLpaoi5+guM2ic4WJy835u1tnPbpvHCD9o3mxr1uQln/yUsHYfE+qItD1GakZpGHR6c+yz/+PECtRpQ6Wi340U3545Gws9LSXiakX3rCQKXKjXkf1875+mtGF9E6OhcGfd67sIS6/fQ+5CFjimkmwloaXFz5QH/Z+J57vkHgxz8CMjnbNaO5VrPr7xud8ZzowpQOExL2ZA0R+RjTjE2srPGx5DQavXQObsW350sk0sUWeCSzLbzH30drUDKq9zNJK8hmJhmnc+eyf2Lp3EXn5PwqoftE65wX/N2DeB7aS8z8brrf8s7cN/OrYzu5ffRxLEreG1oRSnnBsAmqDWOIuBp9nhKX+egeVRSPC+nDsVDpWjlWOn1sCKgWdn9qhD81qh7Ryxy30h17hGQqRo1WmgdQVdIGXCbGFtlbJqIle1OFSPTp5SaPhvwM9XlJJQcwWZpoaPZRW6HBSizsJxL0kpYHMEpN1Dh92HVbOx0dHZ0LhmOReg9+tf3m/GBBWkcyHiC004/jivy9erCjg8GnfwoiG3ARCthkGle8/00noAGWZOfHzbKX15QBapjCicQoo2NqEX8oHWBD1kZ2okJ6aeNyADbtu48jsUMFbbvN+YWyOdDCoKjNVNISGJOMJI5wz39t5J7HN1HLdO768M0sveKKc3W6E0IvLNQ5Y7yP9hJLpsuS+39rv5L0h9dic1yEgmBIqiVitJdvwEJZ2oeUVli6L8g7Q2G+umMv3+r+PT/6ooV/+t7kMuubJfVt3OlqxyG5EAgckos7Xe38IflsztputKR+YZxotfr61n74+Db4zBPwvqcChA4UFw06L/MhSo5dGO04T6Pd92jIT6jXQyoZABRSyQChXg+jofICxVjYz0jAQ1pWl03LAUYCHmLh8mXlUT/RPjeR/QaifW7kUW2rIR0dnXOLEGKKEOKXQogD2dfJFZb7uRBiWAjxTMm4XwjRK4T4kxDiB0IIs9b6Om8sHIvasDS41DfjaR0G1ACSAXof9xDamb8P79u4kXQiUbIVhdde/NXrc8DngSVSG09W9/Ormgy2WDXpsWKjgKQSY3Nk4lasHVvCfOv9s/jzh7+H5fGvwvDkEgFNUdFhzsxAkHcHs8qMpsPc+/h/0Llz5xmf25mgp3PonBH+rhA3f6eH9wz+hY/17qY+HiNss/Pj2Zex46K3kHl6GQCXrPu/HBwe4T0je1gZ6sBSlDtdLqJBdQQaqxJImfzfpmwUdMyp48+uerxzv5X79qrFB/fnix9aBuG6PWAuyJdOmQS/XqiAGa7eVfyZwWRn9sJ2HCXuHMHdXuTYAJK9CedlvqKiwvCgn+A+L3J8AMnWhLPFR31BLnTfDndWQBdjsrhovrK/aCy0150V0MUYJReOOfll5VE/yZBG4aGjHan2/EWt9XQOHR0QQnwLOKYoyn1CiK8AkxVF+bLGcosBO/BZRVGWFYxfD3Rm3/4I+I2iKN872T71ee+NQehFP72bPWTMsfK23xbAAJZJLpqX+tjV9g0wyrkuvuPpHKQlWvftu0BncO64NniSQkPnqdMdO7aEWXN7gEQ8vw3LVb/GtOwniEnHEOO/r8Kiw4xQCw4hl+aRK0LMCOqYzvMbv32WZ1ZyPieZ9/RItM5p4+8K4dnQy3sO9vOZvbuYGo9hAKbGY3xm7y5aR/JFAoPDIwD8rm4umx2tHDXVoQBhi52oqdxwHSBjpUhAgxqhXtwbIZGOs2nffSc9vgZTPtViXyM8NxdGbOp1ZqlxYb72cxycZWfB7mIBDZBJxejrKf4WXe9uY84N/cz7eIY5N/SXCejAHg9yXI0cy/EAgT0ewoP5aESqQoMVrfF0BR/o0nF5qEIzliG9GYuOzuvADcAj2Z8fAf5RayFFUZ4HIhrjzypZgF1AY9nKOm9IHFe1MXtle7mAHo9KA8nhAL0/9WB5W0J1kTAo2Wi1AtYk5vqqM95/v/9Ftrm/wBOGm9jm/gL9/hfP4mzOjmlG7bRGJaNwY5+brlM8Hd24NlgkoAGSL74X88YHsD69CuX45GIBXRqVHre6G38VCiPRCt625wldROtMGH9nGPeyvdz8jX3Ekhk+1rsbSzqtdi2sOgHVUSzWUT72p9/l1mmcVJf7+Xd1c/mXt34Rz1W38NUrb+DHF80jKYo7qBglO8YK3Zbq4mkuDcX42At/oONOwRP3mPjnxwU37nDTVZAa8YkGH5YCk/p9jfDY++yIzzzOlZ5+jG/9e6SkjeqY1l4geRotv4MVOhUGCzoVmio0WNEaN1bwgS4dV1IVmrFUGNfR0TmnOBRFOZz9+QjgOJONZNM4bgF+XuFzjxDi90KI3x89evTMjlTnnOO4qg3LFFd+YNzuDlRBbYeMFMN8WQDTzJKJJpt+cCb0+19kl2czscAQKBALDLHLs/mCCemVNcVzLaAKXRlCqQAbQp6ckO7wj3KNu48Ww36ucffR4R/l8KD272HkqIHfPvkF1r3/a0yvnq4OZgxq2ui4qB4X1ApqDjWoYrpCo5nzhS6idSaEvzOMxxcgcETO5STVJ07k2n4XftMW8nH6t3QD8P63tZSZW8iRBozCSE+9m8dcCwhLdhRg2Grjsbe6GLVo5E8DMbugdf8Ik5Jq+Lg6nuZ9e2HS/wbY0OvJCelFtW3c5mhnqknNlZ5qcnGbo51FtW28GPOzecRDVA4TrZAvbcm2/A71+9mxzU33EwZ2bHMT0miyIlfoVFg43lChwUpDc3ledY3TV9alSgg7Nc6SZiymCs1YKozr6OicHkKIrmzOcum/GwqXy0aTzzQv8ruoqRzbtT5UFKVdUZTLFUW5fOrUqWe4C53zQfM/+jBI2Xt1oYDOpnQgQBjBOm+Yqg8dpvrGIFUfDGFyxRgbPX5G+9zt3UI6Viw80zGZ3d4tZ3oaZ8USext31rXjMLrUKyCD2oEx2zoiqcTYPOSlwz/KGk+IYCCFokAwkGKNJ0TdZG1vixmNqiheOmspz9z0DL/3/J5vvPeb1DFd3U/aAHELyJa8i4eC6tyRsLwOZ55Hd+fQmRDeTUFiiew8oQgQCmFLNVNNoYIbiAySKrL/e7UPTCl+8fKA+kddkBOWOj4Ni3Eyk2ce5fcI+t1vJW0I5TyiFRN8dKAXKZPPqZKNAiwgpYrnKnMaFvYC5hhHf3crHYmbidmM/HdLGppdrHY+xqICZ4stES9yNg1i12y4em95TnTzfB+hfj+9uzxkslHmZCxA7y616thRkM4h2ZqyqRzFSAWdCsddOCbizjHuwnEqdw6pwaeZEy01nF1HKh0dHRVFUZZU+kwIERJCzFAU5bAQYgbw2uluXwhxLzAV+OxZHKbOBWLchaPvKS/JZECdByWKuxqaQFhBZANPoi6NdckwGIbZ8SM39c3XEw49SzI2gMXeRH3T9YTDz5KMD2CxNdHc4sORra/p39JNbCgA1QW51dkCvNhA+HU882KW2NtYYm/j2v3a+dGhsQAbp1yMWLgaftGaG0/EFKxJCastXZTSYbUJVt/rLNpGZ0c/mzaeYGTkA2rArjoCjQMwNQyGrHVgwgKRamrFtPN3shroIlpHE3/HKN6NQwwcTtE0w0QgUvDtNymBNcmPm+ez6mCHes8wyWDJdhAyySiWKDu+8hXuMFv48ax30eNwF23/2HCcyZOqIJIkWdWPQr7g8OV69clo6+EAtck4EbuZ595mZ/n/Dmsea80YXNcL5oyqhu3xNAv3wG8I8NCYKnzHhfRQOh8h/t9sFuKCXqiOg7XaRfN8H45ZbezY5s4J6HEy6Rh9u71FItrZ4iOg0anQ2aKK2XDIT7DPi5wcQLI04bz4Meo1xPNo2M9Q0EtKHsAkNdHg9FF7Elu78eJBeciLkhpAmJqQGnzntahQR0cnx9PArcB92ddtp7OyEGIl8H5gsaIof3uG838lOK5ow3FFG6GX/PT+1ENGlKRulKZ5WPPF9MlEgGDf93KfJ+UAwYMF7+MBevd4GBn9LaHDW0k1hJj6AxuJl6dhveo1jNPipEN2Ig9dhmVGDTv63CRTA1hMTTQ3+MAEfREvyfQAFmMTzTU+HKfh33y6TDM1EUqVB5RQgGlB6tasASBeIKRHQkbuf9LFxrVBDg/KzGiUWH2vk9YV+V4RnR39+NbsUtt+VxcE8kIzVJsta3HR5l13fPC8naMWujuHThn+jlE8a0L5yDMgqqMoouBvxaRWHD+857vUpuP5Zioa7TiTBiOPzV6QE9Im6yjWSaFcWkj1jP2aLh0CwT5P3gqoa52b+HD5RZqpAoPG+hEbPLEE3jlUz9WBauKRAeJVBl7Ax9FMAAAgAElEQVSemybgLl62wejiAUd/7n33SZqsLCppslLJnSMc8hPo9aBkCgS2wY5rdnuRkB4N+wkFPCgFUWUh7Dhc7ZpCOjbqJzLkJZ0awGhqoqbBh/11Es+6O4eODggh6oEtQBMQAFYoinJMCHE58DlFUVZml9sOtADVQBj4tKIovxBCpLLrjRcdblUU5esn26c+772xCb3k59WOW4GCR5vV5OfCKooTaEvf2ylPsDUBVpG3dTOBUiDEARRFIKpNYCiwmjOZEVaBQj74ZRB2ptfcSphnSSoDWEQTzZIPx1m2Ah+na9TPhpAnZy+rHhyQIJfekTrs5LXWF3IfO10mXuhv1txe59ZBNq3v5cjw0XyjtqoSnWEeyz39BsFHPrCAr9z2gXNyPoWct46FQogpwI8BN9CPeiMpS/YRQvwceDfwYqHNT8HnDwCfUhSleiL71W8m5xb/1hje9REGghmanAaihijh4RLbCpOMsCWLZKXdKmi/Ooj5Px8hbRhSbxZVJZ0Js2JbEQrHLNX8zDmf/7nYiDCmcotUTevDYEpRSkO1mclVY4Rih3HYZ/A567swdD9Meix/kY4ZwWQrfoI2jgL8agFc3QvmAt2bMsKuBeSEtCTsrKxr56qCb+k7trlJajRZsdhdXFnS7rsSe3e4kTWs7SSLizkF1nZ9e92kNGztTJKL5gJbO1AF9EioXHDXOdpfFyGti2gdnQuDPu+98Qnt8dPb4SEzPkcVCuVCQa31voryiexUwrvS2EQEOWDAzmxL+zkV0puHvITGAtnCP3ICGkBRIP1nJ5HNq1F2fJB17Q5a22rLttO5dRDfXXtJxNNq6kZhyqg1/8R7PE20rs7Gnbdfw9IlF5+T8yjlfFrcfQV4XlGUWcDz2fda3I9agax1cJcDmkb1Oucf/9YYnrtGCBzKoCgQOJQhfDxdvmBKQklYcE2XEAJc0yXavS7avrmMBQ+uQhizmUGl0eps0aEQUJ85zqePPsO3X3wK738/zztDgwAkIw1qO88CbBaZjDHIkVgQBYUjsSD3jXSRWfQ5bJPUquiozcgv58AJa7HDxzhRGyzoKxbQAKY0XLZb/bnB6CoS0DtlP3dH3bzwtgDpEpsQg9FOc7bJSmjQz44uN90dBnZ0uQkNahQdVrC2Kx1PVbC10xqPDHmLBDSAosSIVLC2k2N+oiE3kaCBaMiNHNMbsujo6OicDxxz25jd2o6lzgUIMicEuWSd0njlqd5DuajWihZNdMxC8fwMZIjRJ587W9QltW082dyPQ3bBCYoENNndm6YHmXzXPbQ99mtNAQ2waX2vKqCh2G2jsLFbSmJ6zXS+8eUP8vy2z583AX0qzlZEn5VXphDCiCqwv3SWx6EzAfxbZNyXRDHURXBfEsW/Rca7PkKstDV2BYsY11Q7/c/MIdMzj/5n5tC2VM1bcq9YxLsf+DJGm6V43fFuQpBz8RAGtf33lGScFfv38s7QIKl4LYkRByIjIRA4qx3UV6dzhYbjJNIJHk78Af7pW/g/8Hb+Y0EVx6e/ncnv/meM5mJHizEj7GqB6qT278Ieg+b/NfP+X0Y5/vgtdP3ITfern+fxpIdjSoBAI+yco3DCpp6Axe5i9oJ2HO42QoN+evd4SGa9ocdz10qFtFTB2q503FTB1k5rPF3Bwk5rXI75SY54UNLqcSrpAMkRjy6kdXR0dM4TjrltXPnFfhb9WwZ5fz2JfZBJgJJQI7E5khQLZxkNYV0yF2sJ7YmOVXB+Syrn3hZ1pbOC9d34fGyJ0znJw41dl9A1qDqLdG4JseySHcyv6+bIoQJRMm5jN05Kwpqu4xv3Xsczz9zE0qWzzvnxnw5nm84xrCjKpOzPAjg+/l5j2UXAnSVdm+4ADIqi/LsQInqydA4hhAfwADQ1Nc0LBDQS2HUq4t8i47k9WSSY7TaIGTWMyTXymu1WQfs6B22t2t8cAfq3dvH7tRsZi7+mrlv4GKbqRHGaR3Y/acsYBpFhWLLx3y0Xs2tKHTNqGojUaPtemk1x6qqSJNP5E7EYbfyLfQWmlzuIjwRy7hwjzS6W/zaKcqK8cjlhB5MZTAVR6rRRsHuBQtBdvOwU4WJ9dX/u/Y4ud1ZAF2OxubhySX6585ETHepzk9Yo3jCaXDia+4vGoiF3VkAXI4wuqh39ZeMTQU/n0NG5MOjpHG8+Oj5oAKOiNmIRYJoGlmYQFjCb65n29hUndecwj13KqKETgyU7UWnkRGMuz3/WyommSpTPwYBFuLiyYH47V3SF/WwOegkltVM78t0GBSQtKK/NILF1Bamevwf7Cc20UAwK0512Vq2+jKWt7nN+zJU4q5xoIUQXMF3jIy/wSKFoFkIcVxRFMzWjVEQLIZyohRmLFEVJnUpEF6LfTCrj94PXCwMD0NQEPh+0tYH7kiiBg+X/18baE6Qz5eP1U1NUTxnLuXP4VjecVEAX8uQ3/Qz5/5MpliBi/EKojpZY/xS4eWRJmVMkq9LY0zKjVjMvXlzPvsbifdZWhVFEuUH7FHsNdXYzQ8kBGixNfKLZxyJHG4Ov+tnznId0Ki9QU0ZI1YK1PA2bmB1+dUPpqOD7NXm13d1xkqLD1pKiw1J3jmZfTkCHw36CQS+yPIDVOAULkEkfO6k7x+nkREeClY+zZgItWbXQRbSOzoVBn/fefHR9yk08FlCf+Y97SAtAUUX0B747VHHd/o5Odq3xYZ5ziJoPBTFOkUkfk0jsnYz1imGMU5NYLS6anT4wQ9+Q96TuHPVV13NEeYQM+bnjXOdEa3HjDrcqpEspbN+dERCrVtM6ExIkrSCbIGlTX2UryGbEmEX9PFLDu5ov59trP3/ejruQk817p7S4O49eme8E/g74sxrExi6E+LOiKH93GtvQKcDvB48HYtlrJBBQ3wMMDGp/WUrHJOyTyyPU37m3nrbl2k1PTsaWrkHu+M0U4m/5DPPje7hl9GksSirnLZ1DkstEtcmSxJRNg6pLjHHdnhDO0RjNIzFqkykiVjM9LQb+t7G4XbjJJJM0BDmafVR0NBngod6std3F6s3hdy/cijWeJmaD3S1w5Z+1j98WA+cgtPSCLQ5xGwy2TFHr67NYbE0VItHZJi0hP319XpLJASyWJpqbfThKbO3CYT+BguhzIh0mKey43I9RXyKeR0f9DA15SaUGMJmaqKu5lVTs2VO6cwhjU4VItN6QRUdHR+d80/IJHy9//+Z8W/DxOU/AWCrM4E4/jVdoC9jdGzeRTiRI99ST6MlbvpERxB57BwvuvxP38rw8c2jMAaWWdnXy39Mne8/KnaNb9vOo7GVIGaBBNPEJyceik2xjZbOPDb0ekpkS147C9t3jPtoGRbWsS5vBmFZ/X0Yp28gto75ml/1DXw//eu93XzchXYmzTee4HwgrinKfEOIrwBRFUTTzm7XSOUo+1yPRZ4nbrQrnUlwuoEo7Eu26SOD7hqHIncN3d82ZCejOEJ+9/yXSSiZneTc/tocPRZ5nimEIrHLOdJ6qSLGILnX1AM1HVymjYJ/bgGskQ3VSIWoR7G5RGLio/HimWlz84Mp+Xgz7efTIHURN4dw+P7gDqjTypZNVYDSTE/MAGCXeueAHNGb9ocdzogt9pA1GO7PntoMZens9ZApuGAaDndmz24uE9N69bmQNRw5JcjGnwJFjdNRPSCPy7HC0U3sKN47xnOjShiyWunakM/QL1SPROjoXBn3ee3Pyc08DY0o4X4FWEJEWwsg7Pv4IjfPK78dPXHoZSMkiD+TxltdXrr+vSEC/XnTLfh5KekgWRLMt2LnN0n5SId0V8rO5z0soESg7FyAXiQayaR4FEeoT1cWvsexrpBoiNbzw5MPn4UyLOZ/uHPcB7xNCHACWZN8jhLhcCLG54AC2Az8BFgshBoUQ7z/L/epoMFChPmBgAHz3SthL2lzbbep423I7/T0OModm0N/jOC0BvaUjzCXX7KX20h185p5XSY93GZTVYoAe+1y+6vgin5vq49fJfyAj21EUUDIlf3pC48ucpST3CzAJhUtCaWqSaoFiTVLh3X8C12D56kPJAV4M+9kc8BBNhFW/ygygwL63VqnfcAtIGQGpREADpGX27c5XMDsa25g9tx2LTa3AtthczJ7bjqOxjb4+b5GABshkYvT1FVdAyxUcOUrHhyq4cQxVcOOIxfyEQm6CQQPHI16E9VaEUT1OYXSdlYDW0dHR0Tk9Lv3Ed8oaroy3BVdIs+enHgZfKi727u/syDlbqVFYRX1vkrE7p5+RgD7g38mP3HfTbvgsP3LfzQH/ztPexqOyt0hAAySJ8egpHD6WONp48sp+vLN+jCk6tVhAK6h6Ife+YNIf1wVar+P/LjBn1bFQUZQwsFhj/PfAyoL3CyewrQlFoXUq09SkHYluaoK2FeofqXetzMCgQlOjUAX0Cql8hZOwZesoa9cPMRhMMbkhTTQdRx5ToEpWs2/H0zbGL5KsEfq84GvM+x8TJ5LXAmBy9mOduwthKrCxKb0gKtj0lAnrNMzbD+84CPYkxCzwx2aINTWxJZhv802KXGHDsboG3nm1j309XmLRAHEb7JsN7/xf7fOOxwYYHPSzb5+XeHwAm62JlhYfjY3FgjRZwdaudFySmipEootTLVIV3Di0xmMxPyMj+ah1Oh0gkniEurp27Lpw1tHR0XndabyqjT9tvYOxE+HyDoYSpEWMP3bcCmZonKvep3dv2khZPYsArGNctnrVaR/DAf9OtnseJxVT64migWNs9zwOwKy2Kya8naEKTh5HMwG6Y34WnWKeWdK4gvvvOEjm+ocRU0OQMSDGzHm9UJrmMS6otV7H/11gzjYSrfMGwucDe0kQ2W5Xx0EV0v2vVJMZqaH/leozEtC33xXi4KEUigLHYlkBDXkBXGhHk5IgVo0tNYmbDh2CdExN26iOkBppIPHKu0gl7OrTm1QNKVH856iZaaR1zZjAItT0DIH6ekUvfCR1PdLBAIt3wLJuWLwDnCF1lbA8wCEHPP9u+H/Xw68WQ7AR4hbtczfbp7Bnj4d41tYuHg+wZ4+HwRJbO0sFW7vScafThyixABLCjtPpKz41UwX7O43xSKSCh3SkcpRAlv1Eo24iEQPRqBtZ1u3vdHR0dM4ll37sOxgle7GAtqAqMDMoVWlefu5mfr6pgcFX/cTCAdXRqjqqvpqydq8ig7t16Wnt+8CWF+le9RApQ1idf02qkE7FZHq8T53WthpEhXoaBR4a8dA9AfvUYz9bxImVTxK94QUS999D5vBM9el02qB6QKfMuW3m9MT4a/YJNwkJEhLvmj33tI7/fKC3/f4ro5I7x5mwZUuMtWsjDA6maWw0coIoxwobsRRZ2BXkNJvGcp2EjAYD3//qXIavv0ddxlLc516JVuP7/GSsdSHmRv/C4qHd1KVijFok+hy1XDocxlzwN6pUgSj96qfVnQkw19STMBzDWOA+kjLA7tkQc9VjlOJqlLogR80Zgrn7i63vhFFirCaFKVXuaGGzuVhSYGsXCvkr5kRjgr6gl6Q8gEVqwlF7PSdGn0WWB5CkJpxOX66oMDzqJzjkJZMKYEUgCqISlXKigydx43BquHHIsp9k0gNFj+fsWCztSBXy2/ScaB2dC4M+7725Gdz5/7d37uFx1Nfd/5y9zOyuVrItyZYRQlIMDnYSDKlxnAt+McEtgZSQ102dNgLc0lRpLoQ2d6q+pU2ihrfkUkJCWicNJS96mhIeEkICacDBCUkpAZpgaGywC0g2MrIlW5ZW2t3Z2f29f8ys9qJd27Ksi+3zeZ59NDM7l9/I1vy+e/Z7zunh19/ZjCFbmLPKEw79ucgIXqUKGyRiMIkgzs8XYR18HVf94JFql5jErrt/zqPXfwM3WVTRyuCLVS9hrzP3T8d8vkqe6OLW3ouDbXzzKOVTf7f9GV7pnVxhq+Hy/2TR1fcwkOj3vJVOyK/SEZ6ozkFRdY62uhX8y1dnp8XItKpzKCcXHR1TF8139zj8bZfD3j5DS6twU7cFYZfrrz9MMumJsj17slCTLY0EF1sw0lahtrQbBjdMNBLgtq5z2bShiS21436ShH+seB4vA9i1WSRgeKaunWfq2kvagPcPxbmov586xyFhB+ltsDh3OFUqrKVygDqTG6K8l2EoB+e9BObAIax0jrQNLyyD/WcCFvQvgXiggRUvQi55kGC0nh3njrB8d+WScMlkH3sHetj5QhfJdB9Ru5XmpZs5PPRASXUOQvBcbyc5P1KcdnrZO3Qn57ZtoamsGsfQSA+9RcmEKQw2QgBDKNRGY2N3xaTCYLCVbIVqHMEq1TgcpwvK/G0wjuN0VRXRiqIoytRpWdsBIdh+TydZ8Z+75fYOX1BLyBPP+fdkURZ74yAS2MbDD7ezpPkK9h9+YGLOWbGsm5ayClC77t3Gto/ciglkISZeFNcNe+e0HXAt4q31U7qHfPLgF5JXT5TqK67/fMDtZdtID+uPkPT+we5mujt7SY0X5vBITPid5ZfyRPcKGDrgBeRKAnOFFt+BQIAbP/02Nlw+Nx0Ky9FI9GnO3T0O13emSRZpqWgMoovHOHiwTDhWKoBe3JQl5CARByOGs5ba3PTBZWy6vAmALUuv8o4t+mPACCZl84XrFpX4nEPRESILBgo1poF4fN/EPmcPjfOG/lHiTpZxG4IRiFToVG7ik/3Tkz75A9kAPHeu996yfog4QizWSt2KK3hg6RZMIMvax7xbLSccayAXTpItijwHAzFWnbul5KH22DPtpCt4oG2rjTcVVeMAeOaFdpwKDVWsUBvnlTVUARgZ72FwtAuyvdgVotbVPNGjo0eoI11b+UODRqIVZW7Qee/UYO9TPfz6fj8iHafo21wK36gWLxfXl86vl81hEg4Tqqkjkz1I1GrFGr6AgzxEYPE42f1RRr++gtTDLZD27RIGQrkG1m25ekqe6DzXDbRzoELAhhzYyRgfatpyRCH9YM8QX+3qZ6DPoanV4pKrwjz07RdJJ7OFyl0Vmr7ZkRAf++w6Nlw5u10Kp9VsZT6iD5MTx2vbE+zprfB/oHZSl3bfplH6nzocy1Db4HLosEvLGRY3faSZTVc2TDp0S/M7Sv8ofDFtxJAMB3nkdYtLGqvYNQewag+D5AhIiIaFw6SypWOqqelHBNqGYG0vhIpuIxvwGqrY5eK6+OFUhBP1StsFi86RC8BLq+BQCywegHOfg2CRtgwGYwTqomTcyR0Ro3YbG9700sT6tqeO0KBldalgfer56vuufnXpviPjPQwUJRN6uSpe1DoYbKO2trtqUmEi0Y4xFepISxvxKh2sVEQrytyg896pw97tPWy/v5OsNV6Yj4oFdfFyuV2xfA6rYAkpLw2bSwUZf6iFyMX7CS5Nkt1XQ0PwMpxXP0XS9BGVVlZY3bQc4zeQ28Z7+MrhTtKmvPYzXlQ6B4szbVzb3M36Ck3DyvmD125lYI/frCKWwGrZRXhJv1cbOhcgc2gx7qFWbrzl4lkX0KB2DuUI7O2r8iEqV6FFqBumvj5AzaIMe/tdWppD3HTjUjZtPHonQ3tRHWmnf9InTAk5xGyHK3YPc0lviEfOaWH3mVHC4sJYjTcUIJEzRBamcU2xtysE4tLra/YL+iHmeMmBO5YBITi/TFxX9H0A4cDk4iCBHJz1HJy5x3OijAfBDkHYhYwdZO1rtvCr3ddUPF+yrBqHbbVWiURPtlpYodYqkejJ+w6WJRN6BUgMoWAbyyp408adHkadLrKmD4t6bCwobg1LDMvqnnScoiiKcmLIV+F49qEbvBrSeWtEfn4qXi6fs8rX7bJtFSpYBeJZat7dO5FPFGob43Dk3olYTdL0sj3tNSg7FiGdr8LxhYNFtg6HQltvgQNOL1948Wq27L6BzvZbWV9mN3m4Z4BvdL3A/r40Jp70x7UL+8JHIewixu9emIgTbhhg9ZvOmhMBfTRURJ/mtLRKxUh0fa1NMpee8EQDRKPC3/9dA5s2Tb0RS/j3NpL69m3e37rtTBbTQIwkV/T9N+w1pKJZsB0iWZeEZfHUWY3ss0JgZ0AMdXY9v936+2zb93XS2XF6G6C3AexgDCtW6vNd2Q9RB5IWWKEAoWwFq0KVqh+hAEjexpGFZAB2rwyzofUOWqwOdu7pIlmhpWnUbmXvUA87+7tIOn3EgvWExMIUfQgISIxlzd0MjPSUtGxtil1BZvTOSQ1Wmhsni1s3W6UEXoXt404Ph9OdGN8H7TCEIUyEBuAgIq1YVrf6oRVFUWaYllUdtKzqYO+OHnY+2uVVfor6ijRNIbpcLKipsH40kQ1glSXklwtvIMs4O52uY45Gr4918K1XujhQIeAz8UWqwGhgqNBB2BfSD/cM8PnO50iP5wi97imsy+9DouNgBEnZXmMV14KoN/lKIs6zu/7rmMY126id4zSnmif6ti02hN2S6hw33VR7zAL63nuH+Nzn+nl5fwKpHcPYKT4+9lVqTKpQ1WNSRY/0JHHtvedgbAcChnErxNPNjYTsMGuGD8P4iBd5bofRsxrpfN0/cO+eLgYrCNtGu40Fo72c21tq28gKZOvAKtfWVap+hCINrFl1K0+/0IWTnuxDDgZitLRsZu/wnWSLhLBFmJpgHW72ILbVyrLmbq/D4UAh4RA8cd1Su5mx8Qdw3D6sUCvNjd001HUwNN5D/2gXTrYPK9hKNJcgZybbSSpFogcS7WQr2DeC0kZTFftGOWrnUJS5Qee9U5+9u3p46sGrEdvXoRGQqP+zmie63N5RybJYQ6lojlNZbCNcWSUfphLbRnr4ykAFW4dfrWNiPYH3lfKQTSATI5cMkRuuB1eQYM6LOue7GOarhyRqvfV8d8JEnPt/cOyVRE4kaudQqrKpw6sVXV6dw9tuHbtovnuEz/3tIP17XRYszjKWSZIxaa8Ch1+V40d1b+LKkZ9h5at6FPsnLKfwR207JQKaSHriAVLjuKx9+RXvoeLvEkvDBf8D2X1DPP+fV7PcDrBwCTSOe6dKW7CnOUDMHqTxAKRNoURn2oKXmsEKC20DpkRcV6v64bpD/PK5zqJkQoPlny9qt7FiWTc793eVCGgAhwzBYJwNFwxObHvshfYSAQ2QM+MMjD/Am8qSCIfGe+gt8j872V4/klxqyRCJ0Vg7OWqdrVIov9p2RVEUZfZoWd7Bzz/vJx0WJRSGFoO1DAJRIRpuZUlToTpHOFePGxwtfMuZnuyJNjmQ4lJV5dFsn2hRHegdPU/xaNeDjPYNU9u6kHXdl7OyY3XJ/vnkwW8NdnEg0zupWsfEtfCvZ6fxJLpFQIYgYxVqQ0fSvvi2vIk74/hl+EyhLO48REW0wqYOa0JMHyv39ozzua5R+vtyLGhyGcukyDjeX8twIumXqPHFsC+Wn4m+GgTeNr6NmDXiffosb+dZvlwsqH2C5UMNQdBmoh60nc1x5qHCQyTiwNkv5yAyRgDI4hV2ywocrIclhyHkGpIBsANeB0THgkAQwhU+lJsIJdU48o0Q3QikYwke3XsNNZiKAjzp9LF3pIedg10k3T7iVfZLV+hI2F+hmUqGDEFpIBqI42b7CAVbaaztps73rI04PQw6XbimjxgBAkwuYxKsVkBfURRFmVUmBHQECAMWuElwn4VzVv8ZazbcPumYJ3/6UfY4Xya4yCW7P0RqV4zI68cJ1rtkBy0aIpeRaN5aCOwU20V8gsRYYXWz4+7H+ckn7iY1lPCEa9BitHeYH3feA1BRSK+v62DbUA9f6a2SbJhfFryAWV4oT/wsLb1XEmTLdyYcnZ9NrVVEK1Pm3p5xPt55eMICMjyaKk1CLBfGebGctngmupxnYss5z9nB25x/J2YPe2K3WFBXE9cT5y9bt8q2VUqsqPAZIRiExkRhX5ODcYHDSyGegojr/YGU29EqEoJgCDKZoYn9KonjcKSe7QOdEw+zavvZFZIInSr+55Q5yGubBidtH3F6GCjxQGcnWeGEGLWaSKgoijIviNW3MZ7u9QR0/oHtR6V37/oafV+9m9VvvZX2lV6gZNe2e/nVF+/B5JZ4c6dfD3r0O0BOsEMt/O+t32fveA87R7tIZvuImlaWBK5gPw9MVOeo3X4t9/3pz0gd/KF3nrBvr/AjxO44PNr14CQRnSdfhWPLnhsYdYdKo9LFYrp8bq8UQJto642XXHiojtpsy4n5BZ9g1BOtTJk17QO83FsUoi3uXAgQS5QWSw9lJpW2QwyLFth0XTLMvgduI24Og+3bNoo90cW+6TyVPGBH83tV2lbJOxYCUyTCi0t05m1btlXBKl12rvLSngBB8Uvi5YZK9isLCBCQGOc2+R0OR7tIZ/uwff9ztoL/2Qq2cV6FShwvJNpxyzzQXgm8IAFyBKWVWqub2BQSCdUTrShzg857pwcvPd7DY3dfXZhTiieJoonFijRw5qKr+c23foCbThZOYCipB33JJ/+B5ZdXbxW+4/5t/OSz3yB1aKQwyfnHeufxfcljcRDoHbmHQdNHo7Syyermogrzx7aBHr70m83kyE62eOQExuMT57QfW0X4xULQKNM0RLp9H4zWweE62NtC8HATf/6ZK1l/5dw0WFFPtHJC6e8r8zgUR47B+yRspwtdDN2w53WyHchYLKqJ85mPvYaNl3ufLNc+v4+G3QP8znPPEXnVLs/+lAmD7SBB7xzFmcVZByRSpFmPlr1cbVu1LOai7S7gVhDb5cK33D+df17kg+RGIBeNEsiVimAX/1cDBBDsUCvLGv0Oh4eLOhxme8kRJoqFKfM/N1fwPwO4FbzOnvUkx6unkDyiKIqizA7tazt46oc34Ig/VxRHo4vEtBMa4oXErdhvF3jWxu0PF0SwEXDD2AsWHVVA//ivvoqbSheslxPe5HDBeuHP707LKIN+YGbQ9PINvyxeuZBe39QBGfjK9k7S2TJ7h2MR2rMEe+cyJBWBnCALD3r+aMciPNAAe5pJH2gHMdQuitL5mUvmTDgoDhkAABlbSURBVEAfDRXRypRpbg2URqKLW34DuBZhS4jXhjiUgGA0Q9YNc+aSODd+ZBkbr2wqOd/wsMuV28fIhusYe/G8QhJByoLRWnKtewmt+ykx12E8FGJncxwsWDk4QtTNkcl6pegmdG6FxIqcA0RKtbAxk20fFYV12TYXb2h+tb2JfIfyQ90QZErGMUTMb4RSfj6xGghF44xm+xhLdhHJJSYlHGbIEJIGYoH4RHWO5tpuGnz/85DTQ7/ThWP6sKSVKPXkqFC5Qz3QiqIo85bVV93KY9+/Bii0/q4kpgWQuCGyLgWBFGZcSP/awt0JIbuBN1/fdcTrbL35dtzgEMRNURS62KdcsFfkoi57b/pZyfEO43wrfUPFaPT6Fj/pcGcXB5J9BEyQXDqIvf1cwq80IKEM1LjeNcVMiHgBwjkhk6zjL758Mes3zr/a0MWonUOZMuWeaIBwjUO80WX4UJbmlhA33tTIxk1eE5b7e0b4Ytcg+/pcFjR59Z+HR8YJxjJk6wZh1bP86S+eQWpHvSzAIhFtRmv51box+lfvByBWM0AgUBpFrakZYOlolmWDYLuQCYFrQyTg/V1mA14CcCBUqMphxEsEDIfKIsqxsnqaUNn2UWYPCQlETNm5aiafq5LNg1AQiQRLIsxVKxAhrG+eHEUecnroLfI/A4QJE0EoqdxBjCZ7C3XHWQta7RyKMjfovHd68cR9H2D3r/4Raow3/+QnhaO0BDd+qahQqJZgrYWTPUjMauX85m7afd/yjocf5Ce3fYHU4eFS8ZwvL5fxmpxMWC7i9ez47Pc4tGnnxPhq713B4r9+K8FDEcgFCNdEeccXf59VHedVvJ+fP/Ug37rvCyTGqlzTsb0GaznBjMV53wduZP2m9hP+ez0e1M6hnFA2dnhl7/LVOZpbA9zYvXhiezH394zwV50DpMYNhByGE2lIO2CnyQYy0HjQC+vWJrzC6mHfMx1OT3inVzgCAxZEU6x8cYRIxpCJZMB2COdyuDZgg5ODcdur3hEAxqCkBWoWGC8TxFnAloJud3N+98KiezBpIFq2rSyK7cYg5U4MGROoIMbxotMEwCqKYoud9UdSdH6qJBwGK0eR+52uEgENfuUOGohKHNf0EZJWGq3u4xbQiqIoyuyw5qrbWfyqt/BkvqthflIonhiKk+r9CLX40epsZJSsP62M53p57MA1PDZ0NWF3CYf3CnWfPsSiRofsoMXovzWT/ElzIQrteIWq7Xg9l375alZuWsuHE/9K7QNtLP78aoKHbc+GkUtCKAiuhTs+zr2d/wYwSUh/877PsO3+h7D/+xziztlgBGOE9Ktexl08OmH1BLxotJF5I6CPhopo5bjY2BGrKJrL+WLXoCegoVCuLl8T2na83toZ3w4Sdgo/7Xxb8AyxkMPr96UhWkg8tEJpr3h7yIsm+8UnveViyit1VLBmuLHS7dkyq0Y6BlilAtkNQrg48ize88fNVwGJQU2yQnERC9xA0X54gYVyKlQg8joc1nYz4PTwgtNF2vRhSyvLrG6cKrWeUxzktfHJlTsURVGU+U37qg7aV3Xw0o4enny0TExD6QRRHJEui057k4k3GWUi+4n+dlHy/GKHBR98iboP7CFQmyW73yb5j2tZ95aPs3LjRQBsf3AbTbeswTmcRozr+SfdMERTgIExvzGKpNnatXVCRP98x7186yc3kXmskciesxA7BZaXLyUZi8jzbaRyL+MuOVTwRc7jcnaVUBGtzCj7+oqqrlcqbZMvySNmssguquohkSrNWMrL2x3N43wMSYduzk8mzG8LAuEi4es/lLKZgrCm3F8tk63iULmBS6UhuUAmWEM4lwKTBQnSWLPZSzhMd5Lzo85p08tz6U7qqCdbwf9sqf9ZURTlpKZ9ZQftKzt4aVcPTz7hi2mhuqCuJq5hUvI8IQhEAPHC1qGlaRb+zZNE7V7gIrY/uI37u79KJuUHscqTDyOljVGGe4f56Or3QNKGjE1t6q2QiJOpHyW9bF+hsQogRrB3teIuHvYTIoHhOuLztJxdJSp84awoJ44zWos+pxV/0sz/9P1XKbGYJLKLxXK1ZiyVFOmR1tOTtxmnbJMLJgXhgGdCqw22cX79+6m12rz1QBvnx99PNNbGWFyQRW0sqb20dDDGL0rifeuFAXKBCk2XQhPfnJVtD+LEMiTiWRK1kIhneUnuZFf6hgkBnSfHOGk8v3MxQoxmrQGtKCccEakXkYdEZJf/c1GV/X4kIsMi8oOy7f8sIk+LyHYRuUdETp7QmzJntC/v4F3vGeRNb76LXNqzGk6ktRVPIsXLRwssTUrSgSzjPO10sf3hh/nuLd1kQoNeudmQUziHnV8ubYxibAcJZ5BoGrHSSDSFxEcJH6zFfnGpFxzLHy8GyYRgtAaSUeg/A/a0ce1Nlx3fL2gO0Ei0MqN8pLux4InOh2aLS+CNxgHD46mLubjmu8iEUbisLXi1ZizlYdxyH0R5pQ5fIBvf42wE0kGQYADbALkcEghyXmsnl712cmeoI7FrpIcnBrtIuL3gCsYyuGFPTOeTQopLYANge/YO8APw+duPGIoTAsF7sGUYr9wJkYOcY/+/kuoczVY3Dep/VpSZ4FPAVmPMzSLyKX/9kxX2uwWIAe8r2/4XxpgRABH5IvAh4OYZHK9yCtHe3sGPn70aYhBaAnYzSAovd0conQePVgK2cgY747le7v2Hv4RYrvQb43xr7gqNUYwTwjnn5YlIs5doZEHEQTIO4YFG0uf2FSp/5I/ddsnE+oZrX89FG+dnObtKqIhWZpQrO7wKHV51DlgQD4IdYngEgsEA2QSER+L097+GXe2HWN76CJIX2cViudgbUbzsUPpJulwkZ8HNQqjobzYd9BP8fCvIglgbl67oZlXL9ATn8roOltcVzrFrvIcnRrtIZPsQE8BIFtcqlMwW/2EmlPmpgRoq13GumnAorTRYHSqaFWV2uApY7y/fCWyjgog2xmwVkfUVtucFtABRjtAMVVEqEV/YRiLT67UE3wNEIFQHdqM/12VBIoKkjBdIyvsOnNKGYtUmlczBEMRHisrelQnjvHBOWZCyMbkAzmtfwG08XEhQzIS9Y4qDYsXi2z+WsTgYIV5by3V/f8nM/MJmCBXRyoxzZUfdhJiuxO+2P8MrxuGpPRsZPO8Vzh97gVgaTMj/SiivMlNgLAeM5TVjiY8jbs6bffyHwoRILqvCkQ5SGqF2IWxiXPmGLaxqnxnhuTzWwXK/hvMup4dH0524jE8I5hAxFhDFqeBl9ozY2UlbDQ0ESJZYOgLEWKa2DUWZTZqMMfv85VeApiPtXAkRuQO4AvgN8NEq+3QCnQCtrZrfoBRYc3k3j3z/Gj+fCC+5PQnuAZioJ2152e/BGNgNEIhB9hCkeoXICgguMJihAMGGACZQyF/KpYUD3230ugVP+J8t7+vSjOVZSFIWJhvEefVeLzEwVdTdMB+pLrZulizjfQs9Wuv9TNRixYJc+/k3zOav8ISgIlqZcwb6fNuC7dAbXUpvjTcfXTC8i7ZDQ0SWvIyEHIxrkw5YuDHHK4cnNYUW41BaXLnc1uG3BgzH42SyYyyItXLp+d0zJqDLWe5HiJ9wukiYPuLSyhqrmzDwy3Qn2SJRHCTGWcHN7MveOWn7ufathGFSdY4mjUAryglFRB4GllZ4q6SDhTHGiEyqw3NUjDF/LCJB4Dbg3cAdFfbZAmwBr070VK+hnLosX93BK3t/wY7nvza5KkeodDkbgLEEkAECYBoNBx8Ikv2vM7m88ytEW0Z42uliLNeLeyjIgQdqGf1N0PMvu2G/+YonjA2Qbt+H21DcJtwq2Qco6p6IJ7jTFpmWfTAegf6lMLIQ0hZmrJbGthibus/noo72Wf4tTh8V0cqc09Rq8Uqv729IxKB2jObREc4cMGTjIcYydRAZ9YUzfkMW/+AS3zSTRDO27woJBNm47k5WLZ87sbnc6pgQ0+U87XQxbvqISSvnW920Wx0sdt7CTqeLpOkjKq2ssLpp8Y9X0awoM4sxZkO190RkQETOMMbsE5EzgP3HeY2siHwb+AQVRLSiHIl1V90O/w47XvSFdHnVqnx5uzBIUVBJFkDk7Vnkyj5+Fb6eNalugj96F8//59f9CHLOK0WX90D7tgxjhFT7PrL1CV88hwuR6nydZyNepHo05mXNp2yvOsfSIdLxHDyxdiJKHSTKdf+ygbUd87sr4ZFQEa3MOR/sbqa7s5eUEXjhbHj1c6wYHETiI14Tlkj6CMK52DfNpOizccGNhdn41jvmVEAfiXarg/YKorjF6pgQzYqizCu+D2zGSwbcDNx3rAf6PuizjTG7/eV3ADuPcpiiVGTdZbfDT2HHc//odwFjcmS6Qt3ovCc6QS+PjFyNeQs0rfX2DcQge1gY/VENyV8uAMezcGTqD5NtHShLMgxPNGgxBgxC+oLf4C5Iel7nnFCTWkbHez4CvW18r+sJDvYlqG+N887uNSe1gAYV0co84PKOBgBu+dgLjOw7A+oOEXWfgYYx/4FwhEod+SREYSL6bPze3kYgWNfAxotvZfU8FdCKopyU3AzcLSJ/AvQCmwBE5ELgz4wx7/XXHwVWAHER2Qv8CfAQcKeI1OE9uZ4G3j/7t6CcKqy7+HaWNr+F/3jiBtKVuhtWqxtdZPuQEARrC++FFhoWbEyAG2LskTqclS/gLvHrORdbNtwwRozXgfD1v8FdmPSuP+L99774jR28Z9P/8fa/iJNeNJejIlqZF1ze0cDlHQ08ePcAt/xliOSC/yBWXkKnUqUOv6SFsRwIGEwWHBcyWLj3Xct7rv8Eq5efWn+0iqLMLcaYIeDSCtufBN5btL6uyineMkNDU05Tli/vYPnyDna91MN/PF0mpqs1ZSluVlahXnTAgtq3j3AgMOydIw1IUZUO38Jh7Cxj73gCEkCiFoxQE2zi3X/4N6xdfeVM3O68QZutKPOKyzc18ZPdl3D1Z9+PyWfzpi2vFE4+GO3mS+qI18Qka5E2EcZqhLEacFK1pL5zNanH1/C9rifm6lYURVEUZVZZ3t7B5qsGueS37sI2DZ4/ubjJWLVGLFXqRQcX5qAW7xUHwhRqtBrBhHKkf2t/ofECwsWr/pQv3vTUKS+gQSPRyjxl1eXr+fqt9dTLEOJakPAaepmI98drXAsnlsWtyZflCWGGF5J5/M2kH7/ES2YADvYl5ugOFEVRFGVuWN7SwfKWDm79V8Fe7H+RG8HzMeebshRHqKvUi3azeIUYA0AO2AX81LNvmECA9MUDuI2jsA9qAmfw7iu+xNqVm2b+BucJKqKVeUvfkt8ieWg7Z+b2e18bHWwgU5vEaTnk7RAMQi7riepsgMxTa0j/10WFlqKuRX2rdtNVFEVRTk+ipo3R/b2FErA1EKoBu853ZuSTDMsT8/HyFNNBiIinvQkC53oNzTIvuaTP2wOjwEG4+Oz38543Tq3L76mA2jmUecv1172L/wmeQ0LijNXCWPMoTsN4qa1jPI4ZrSW7/QLS29/sFYMHPxkR3tm9Zs7GryiKoihzybo13YUGJzDRlGUsAYlhSCUhlwOTgVx+2XhB55SfjrTQwMSXvgKcB+kV4zAK1mgN151/12kpoEEj0co8ZsP61Tz7dD97fvxMoXB7PrnQ92QZI2SHF5IcOcPb7r9vjHDRn73ulMsEVhRFUZRjZeXyDl4e+gVP933NizSXVe5ws+COAzEKTXLLbB0iEA9CxgUn5LUQ/6c12vsHNBKtzHP+/IYrSWYXYFKWZ+lI2V5Zu0QNZqSWzFgtyZAF/Wd6Bxgv2ZDaONfe/ua5HLqiKIqizDkb3ng7V7zBSzQkhSekyxMNK1XvKEIEwkEv8iomOJPDPalQEa3MezZ96lO4qRpMMoJxbEwijhmpI+XGSZsaeHHZRJeknGPhhmNce+slcz1sRVEURZkXrGzv4ENXDfLRKwxXvOYu7FxDoWxdJVFdhsET0paBNwY7Z2XMJwMqopV5z/r1a0lGgiSiYRKWRSIuJOoMbkhgpBYz1EjOCZOyQeobue5rG7hok9o4FEVRFKWclU0dfGjtIFe86i4iuQZM0ksWnFQOzye/GTzR+Hvx09P/XAkV0cpJwatXvhGTtMGxvXJ3I3VwoAHTv5RMQBiLC+uvWcuW3e9VAa0oiqIoR2FlQwcffP0gv9N4F+n+GlIjkHPwRHVxgiFeQ2CABYG2ORzx/GNaIlpE6kXkIRHZ5f9cVGW/H4nIsIj8oGy7iEi3iDwvIjtE5MPTGY9y6vKxz91EU9NrMKO1E6/coUWksnUQXcgHbv4DrvvM2+Z6mIqiKIpyUrGqpYOu/5XgHUvuIne4gcQhSIx6DQjHKAjoMDEutbrncKTzj+lW5/gUsNUYc7OIfMpf/2SF/W7By/18X9n2PwLOAlYYY3IismSa41FOYT7zT1/k5w8/zt3f+B5D+w/ScEY9m9/7Ti7asHauh6YoiqIoJzWrGjpY1dAxsb7d6WGr08Vh08cCaeVSq5tVVscRznD6MV0RfRWw3l++E9hGBRFtjNkqIuvLtwPvB95jjMn5++2f5niUU5yLNqxV0awoiqIoM8wqq0NF81GYrie6yRizz19+BWia4vFnA+8WkSdF5EERqWpmFZFOf78nDxw4cLzjVRRFURRFUZRpc9RItIg8DCyt8FZX8YoxxojIVKtv20DKGHOhiGwEvgmsq7SjMWYLsAXgwgsv1CrfiqIoiqIoypxxVBFtjNlQ7T0RGRCRM4wx+0TkDGCqdoy9wL3+8neBO6Z4vKIoiqIoiqLMOtO1c3wf2Owvbwbum+Lx3wPyXTEuBp6f5ngURVEURVEUZcaZroi+GfhtEdkFbPDXEZELReQb+Z1E5FHgO8ClIrJXRC4rOv73ROQZ4HPAe6c5HkVRFEVRFEWZcaZVncMYMwRcWmH7kxQJYmNMNZ/zMPD26YxBURRFURRFUWYbMebky9ETkQNA71yPYwZoBAbnehCzhN7ryUmbMWbxXA9CUU435njem+tn2Ol+/fkwhtP5+lXnvZNSRJ+qiMiTxpgL53ocs4Heq6IoysnBXD/DTvfrz4cxnO7Xr8Z0PdGKoiiKoiiKctqhIlpRFEVRFEVRpoiK6PnFlrkewCyi96ooinJyMNfPsNP9+jD3Yzjdr18R9UQriqIoiqIoyhTRSLSiKIqiKIqiTBEV0YqiKIqiKIoyRVREzzIiUi8iD4nILv/noir7/UhEhkXkB1Xe/7KIJGZ2tNNjuvcqIj0i8pyIPCsi3xSR8OyMfGqcgPt8lYg8LiK7ReTfRMSanZEriqJ4nIDnmIhIt4g8LyI7ROTDs3z9fxGRF0Xk1/7rgtm8ftH7xzU3n4D7/2cReVpEtovIPSISn+XrT3u+PgFj+JA/jxoRaZzq9Y8HFdGzz6eArcaY5cBWf70StwDXVHpDRC4EKv7nmmdM9157gBXAeUCU+dsWfrr3+X+BLxljzgEOAX8yI6NUFEWpznSfY38EnAWsMMasBL49y9cH+Lgx5gL/9evZvv405+bpXv8vjDHnG2NWAX3Ah2b5+idivp7uGH4BbGAWmxKpiJ59rgLu9JfvBN5ZaSdjzFZgtHy7iATx/gN9YqYGeAKZ1r0aYx4wPsAvgZaZGug0Oe77FBEB3grcc7TjFUVRZpBpPa+B9wOfNsbk/P32z/L1p8tcz83TnS9H/HEInoidatWI+TBfT3cMvzLGvHQc1z1uVETPPk3GmH3+8itA0xSP/xDw/aJzzGeme68A+F8LXQP86EQN7AQznftsAIaNMa6/vhc480QOTlEU5RiY7vP6bODdIvKkiDwoIstn+foA3b6d4UsiYs/y9ac7N0/7/kXkDv/YFcBts319fwzTma9PyBhmk9BcD+BUREQeBpZWeKureMUYY0TkmD8tikgz8PvA+mkN8AQyU/daxu3Az4wxjx7n8dNmlu5TURRlxpjh55gNpIwxF4rIRuCbwLpZvP6NeMLLwqsp/Eng07Nx/WOdm2d6HjHG/LEfEb8NeDdwx2xe3+eI8/WpNpeqiJ4BjDEbqr0nIgMicoYxZp+InAFM5Suv1wPnALu9b2yIichu30s7J8zgvebPcROwGHjfNIY5bWbwPoeAhSIS8qPRLcDL0xyuoijKJGb4eb0XuNdf/i5lAm6mr18UwUz7EdmPzeL1j2lunun50r9GVkS+jWcruaPsvTmfr2fjdzCbqJ1j9vk+sNlf3gzcd6wHGmN+aIxZaoxpN8a0A+NzKaCPgeO+VwAReS9wGfCHeZ/dPGU6/6YGeAR41/EcryiKcoKY1vMa+B5wib98MfD8bF7fF115T/A7gWdn6/onaG4+7uuLxzn5ZeAdwM7Zur5/3RMxX0/3/+DsY4zR1yy+8DywW4FdwMNAvb/9QuAbRfs9ChwAknif8C+rcK7EXN/PTN4r4AL/A/zaf/31XN/TDN3nMrxEjN3AdwB7ru9JX/rS1+n1OgHPsYXAD4FngMeA82f5+j/xr/0scBcQn83rl51rynPzdK6PFxD9RdH99wB1s/z7n/Z8fQLG8GF/3QX6i4+ZqZe2/VYURVEURVGUKaJ2DkVRFEVRFEWZIiqiFUVRFEVRFGWKqIhWFEVRFEVRlCmiIlpRFEVRFEVRpoiKaEVRFEVRFEWZIiqiFUVRFEVRFGWKqIhWFEVRFEVRlCny/wFaJhXT7rqlugAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"encoder_bisim_rich2_hard = Encoder(\"./transfer_results/model_rich2_f2_bisim_varp_sepall_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)\n",
"plot_features(encoder_bisim_rich2_hard, \"rich2\")"
]
},
{
"cell_type": "code",
"execution_count": 91,
"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_f2_pv-l0_inverse_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_rich1_f2_pv-l0_inverse_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_inverse_rich1_hard = Encoder(\"./transfer_results/model_rich1_f2_pv-l0_inverse_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)\n",
"plot_features(encoder_inverse_rich1_hard, \"rich1\")"
]
},
{
"cell_type": "code",
"execution_count": 92,
"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/model_normal_f2_pv-l0_inverse_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_normal_f2_pv-l0_inverse_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_inverse_normal_hard = Encoder(\"./transfer_results/model_normal_f2_pv-l0_inverse_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 4)\n",
"plot_features(encoder_inverse_normal_hard, \"normal\")"
]
},
{
"cell_type": "code",
"execution_count": 93,
"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_f2_pv-l0_inverse_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_rich1_f2_pv-l0_inverse_s0/Simple\n"
]
},
{
"data": {
"image/png": 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nQtTLDQaDwWC4+FhIn3fRIKV8z31cd911cj4OFL8trdwvSZFtkFbul+SB4re17reLB+Qv5SzZkBXyl3KW/HbxgNL7y+IBeX3Oks1ZIa/PWfIvNZ6UUn63eEDelLNkW1bIm3KW/O487l8VD8h/n7Pk9Vkh/33Okn+lcb9XPCB/I2fJDVkhfyNnye/NU/P7xQPyt3KW3JwV8rdylvz+PO7zxQNyZ86St2eF3Jmz5PMa9wfFA/K+nCUTWSHvy1nyB/PUfLl4QP5hzpJfyAr5hzlLvjyP+6PiAflIzpJ7s0I+krPkjzTuT4oH5J/mLPlwVsg/zVnyJ/PUPFY8IJ2cJf80K6STs+Sxedx/LB6Q38lZ8qmskN/JWfIfNe7x4gH5vZwlv5sV8ns5Sx6fp+bJ4gH5tzlLfj8r5N/mLHlyHvd08YAczlny5ayQwzlLnp7HnSwekP+Qs+TRrJD/kLPkpMb9efGAPJmz5ImskCdzlvz5PDWLxQMyl7NkNitkLmfJ4jyulFICL8uL4GeA+TAf77ePd7ruGQzvJxbS510otbjuXXIDkgaDYfEwA5IGw/JgrnsGw/JQi+veJbeMxGAwGAwGg8FguFgwzbbBYDAYDAaDwbBImGbbYDAYDAaDwfCewyn0YrvrCYy3YrvrcQqqB7YuP5fcPtsGg8FgMBgMhksbp9BLYvKLFKT3JMmZEyQmvwhAV3TLcp5aFZfkne2F/KbTU+ihw+0gNh6jw+2gp9Cj9HoLDp2uTct4gE7XprfgaGv2FRw2uDbt4wE2uDZ987gHCw6bXJvO8QCbXJuDGre/4LDNtfnoeIBtrk3/PDUHCg53ujafGA9wp2szMI/7QsHhbtfm9vEAd7s2L2jcQwWH3a7N58YD7HZtDs1Tc6jgsM+1uWc8wD7XZmged7jg8Khrc/94gEddm2GNe7jgkHJtvjIeIOXaHJ6n5qsFh6dcm9R4gKdcm1fncUcLDs+4Nt8cD/CMazOqcccKDv2uTd94gH7XZmyemm7BYdC1GRgPMOjauPO4EwWHEddmaDzAiGszMY+bLTikXZtj4wHSrk1W4xYKDq5rMz4ewHVtCvPULBUc8q5NbjxA3rUpzeMaDAaDwXCx0J370rlGe5aCnKI796VlOiM9l9yd7YX8ptNT6GHn5E6mPPf4zHF2Tu4EYGt06zmvt+Bw72SCKVkA4MRMhnsnEwBsiXbNqdlXcNgzmeCM547PZNjjuZt97sGCQ7LCPTmTIem5Gyvc/oLDw5MJip7nzmR42PNu8dUcKDg8XuGemsnwuOfe5HNfKDg8OZmg5LmnZzI86bk3VLiHCg4HKrw3ZjIc8LwP+2oOFRyenkzwlue+OZPhac+9zucOFxz6KtzJmQx9nruuwj1ccHhuMsG05+VmMjznedf4ar5acHi+ws3PZHjec6/2uaMFhxcnE8x4bmEmw4uea1e4YwWH4QpvaibDsOe1+mq6BYejkwnOem5xJsNRz4373ImCQ2YygfTc0kyGjOc2+txswcGtcKdnMrie21DhFgoOkxXezEyGSc+L+mqWCg7FyQR4rpzJlD8HQj7XYDAYDIaLiddmxheULyeX3NZ/truezMyJqtwKtjAaf3FO1uF2cHzmeJW7JriGV+KvnPu807U5MZOp8lqCFi/FR+dkG1ybcYXbHLT4vs/d5NqcVLhXBC2erXC3uTauwosHLb7lq3mna3NK4a4OWnzN597t2pxWuE1Bi69WuLtdmzcU3uVBiwd9Nfe5Nm8q3FVBiz0+91HXZlLhxoIWn69wU65NTuHVBy0SvppPuTZ5hbsyaHG7z33GtSko3GjQ4tYKt9+1mVJ4kaDFLb6ag65NUeGGgxYf8bkjrk1J4YaCFh/yuWnXZlrh1gUt1la4rmszo/CCQYu4r2betZEKVwQtVvrcc6+Zrf8MhmXBbP1nuNjoKTk8UOpmTL5Gq7iKvaEkW0NLd6NmIf3ehWC2/lOwkN90xmbGlK4/H595Temp8tc1rip3Na4//5nGU+WnNa4q17kTvvwNjafK39S4qnxS4/rznMZT5XmNq8oLGtefT2k8VV7UuKq8pHFV+bTG9eczGk+VS42ryw0Gg8FggHKjvbOY4LjMIJEclxl2FhP0lJZuKWKy/j6iwvckSREhWX/fkp3D+XLJNdtXBZvPO28Ntipdf94cvErpqfIrNa4qj2tcf/5BjafKmzSuKte5jb78co2nyldpXFUe07j+vF7jqfKVGleVRzWuP49oPFUe1riqPKRxVXmdxvXnQY2nyoXG1eUGg8FgMAA8UOpmisKcbIoCD5S6l+wcuqJbSMW+jBVsQSCwgi2kYl++6IYj4RJsthfym87e+r1EfG5ERNhbv3dOtrs+SUREfV6U3fXJqpq76pOs8LkrRJRdCneHxt3hc7fXJwn7vLCIsl1R8w6Ne4fC3VqfJORzQyLKVp97m8a7TVFzY32Sy3zuZSLKRoV7s8a92efeWJ+kzufViSg3Kmp2atxOhXttfZKgzw2KKNf63HaN166oubY+ScDnBkSUtQq3uT6J8LlCRGlWuE0at8nn1mu8ekXNUH0SfC4iWs4NBoPBYNAwJtXvgOryxaIruoXR+IucbR5jNP7iRdloQ42abSHEx4UQR4UQPxVCVHW1QohHhRB/730cE0K8WfHaTMVr373Qc1nIbzpbo1vZH9vPmuAaBII1wTXsj+2fMxwJ5SHIh2IpWoIWAkFL0OKhWKpqOBLKQ5D7YimaPbc5aLEvlqoajoTyEGR3LMUVnntF0KI7lpozHAnlIch7YininhcPWtwTS1UNR0J5CPKuWIrVnrs6aHFXLFU1HAnlIcjtsRRNntsUtNgeS80ZjoTyEOSnYykuD1qA4PKgxadjqarhSCgPQX4ylmKV564KWnwylqoajoTyEOTmWIqY58aCFptjqTnDkVAegvxYLEW959UHLT4WS1UNR0J5CPLGWIqVnrsyaHFjLFU1HAnlIcj1sRRRz40GLdbHUnOGI6E8BLkuliLieZGgxbpYqmo4EspDkG2xFGHPDQct2mKpquFIKA9BWrEUIc8NBS2sWKpqOBLKQ5DxWIo6z60LWsRjqTnDkVAegozFUgQ9Lxi0iMVSVcORUB6CDMdSCM8VQYtwLGWGIw0Gg8EwL61C/Q6oLn+/c8EDkkKIIHAM+HVgDHgJ+JSU8icafyfwy1LKO73P81LKlQs5phkUMRiWBzMgaTAsD+a6Z7iYmF2zXbmUJEKU/eHUkg5JzuJk++g+/QivTb/OVXVXkmzaRVfD5prUvlgGJNcDP5VSpqWUJeBbwK3z+J8CvlmD4xoMBoPBYDAYlpitoS72h1OsEeV3xtcIa1kb7YS7h8z0OBJJZnqchLsHJ9u35OeioxbNdgtQuX/emJdVIYSwgF8A/ntFvEII8bIQ4gdCiNt0BxFCJDzv5VOnTtXgtA0Gg8FgMBgM74atoS5eWTnKZP1ZXlk5uiyNNkD36UcoyDNzsoI8Q/fpR5blfFQs9YDkNuBpKeVMRWZ5t+dvBx4TQvyi6gullCkp5fVSyutXr169FOdqMBgMBoPBYLiIeW369QXly0Etmu0TwJqKz1u9TMU2fEtIpJQnvP9NAwPAL9fgnAwGg8FgMBgMS0BPoYcOt4PYeIwOt4OeQs+SHfuquisXlC8HtWi2XwKuFkL8ghAiRLmhrtpVRAjRDnwAGKzIPiCECHt/bgL+NaAcrFwITrYPO72BwLF27PSGedft9GR76UivJ3aslY70enqyvUqvN9tDZ7qDlmMxOtMd9Gb130h9WYcNaZv2YwE2pG36svpN3g9mHTalbTqPBdiUtjmocfuzDtvSNh89FmBb2qZ/npoDWYc70zafOBbgzrTNwDzuC1mHu9M2tx8LcHfa5gWNeyjrsDtt87ljAXanbQ7NU3Mo67AvbXPPsQD70jZD87jDWYdH0zb3HwvwaNpmWOMezjqk0jZfORYglbY5PE/NV7MOT6VtUscCPJW2eXUedzTr8Eza5pvHAjyTthnVuGNZh/60Td+xAP1pm7F5arpZh8G0zcCxAINpG3cedyLrMJK2GToWYCRtMzGPm806pNM2x44FSKdtshq3kHVw0zbjxwK4aZvCPDVLWYd82iZ3LEA+bVOaxzUYDAaDwU9PoYedkzs5PnO8/ICbmePsnNy5ZA13smkXUbFiThYVK0g27VqS458PNXlcuxDi3wGPAUHga1LKpBDiD4CXpZTf9Zz7gRVSyvsqvu5XgT8FzlJu/B+TUv7ZOx1vvqns2YXylet3omIFqfi+qsnUnmwvO90vMiWnzmUREWF//MtsbXh7q8DebA/3ujurvIfi+9nSMHebwL6swx43wRn59oTuChFlXzzF5oa565kOZh2SCrc7nmJjhdufdXjYTVCs8MIiyj3xFLf4ag5kHR5XuHfFU9zkc1/IOjzpJihVuCERZXs8xQ0V7qGswwGF9+l4ig/7ag5lHZ52E7xV4V4monwynuI6nzucdehTuJvjKdZVuIezDs+5CaYrvDoR5WPxFNf4ar6adXhe4d4YT3G1zx3NOrzoJpipcIMiyvp4CrvCHcs6DCu8dfEUrb6abtbhqJvgbIUbEFHa4iniPnci65BxE8gKV4goVjxFo8/NZh1chRuPp2iocAtZh0mFF4uniPpqlrIORTcBFS4iSjieItSgXntndiMxGJYHsxuJ4WKlw+3g+MzxqnxNcA2vxF9ZknO42HcjqUmzvdTM90PHTm8gM139aHarrpnRtd+fk3Wk13N8unrFy5q6Fl5Z++K5zzvTHZyYrv5Gaqlbw0tr534jbUjbjE9nqtzmOovvrx2dk21K25xUuFfUWTxb4W5L27gKL15n8S1fzTvTNqcU7uo6i6/53LvTNqcVblOdxVcr3N1pmzcU3uV1Fg/6au5L27ypcFfVWezxuY+mbSYVbqzO4vMVbiptk1N49XUWCV/Np9I2eYW7ss7idp/7TNqmoHCjdRa3Vrj9aZsphReps7jFV3MwbVNUuOE6i4/43JG0TUnhhuosPuRz02mbaYVbV2extsJ10zYzCi9YZxH31cynbaTCFXUWK33uuddMs20wLAum2TZcrMTGY0iqe0mBYLJ5chnOqLZcLFv/XVQsZKH8mKIpV+Xj02NKT5W/Pq1+epIqdzWuP/+ZxlPlpzWuKte5E778DY2nyt/UuKp8UuP685zGU+V5javKCxrXn09pPFVe1LiqvKRxVfm0xvXnMxpPlUuNq8sNBoPBcPHTW3LozNu05AJ05m16S4u7PLA12LqgfLFxJg5ij2wiMNSJPbIJZ+LgspxHJZdcs72QhfKtdc1K158316m/YVT5lXXqpyep8rjG9ecf1HiqvEnjqnKd2+jLL9d4qnyVxlXlMY3rz+s1nipfqXFVeVTj+vOIxlPlYY2rykMaV5XXaVx/HtR4qlxoXF1uMBgMhoub3pLDvcUEJ2QGieSEzHBvMbGoDffe+r1ERGROFhER9tbvXbRj6nAmDpLIJMmUTpb33C6dJJFJLnvDfck12wtZKL+36T71N0jT3CfO725SfyPtbqr+RtrVlGSFiM7JVogou5qSVe4OjbvD525vShL2eWERZbui5h0a9w6Fu7UpScjnhkSUrT73No13m6LmxqYkl/ncy0SUjQr3Zo17s8+9sSlJnc+rE1FuVNTs1LidCvfapiRBnxsUUa71ue0ar11Rc21TkoDPDYgoaxVuc1MS4XOFiNKscJs0bpPPrdd49YqaoaYk+FxEtJwbDAaD4T3Hg6XuOU91BJiiwIOl7kU75tboVvbH9rMmuKb8gJvgGvbH9rM1uvWdv7jGdI8/od5ze/yJJT+XSi65ZrurYTOp+D6sumYEAquuWTkcCbC1YQv7419mTV1L+RukrqVqOBJgS8NWHorvp6Wu/I3UUrdGORwJsLmhi33xFM115acqNddZyuFIgI0NXXTHU1zhuVfUWVXDkQC3NHRxTzxF3PPidZZyOBLgpoYu7oqnWO25q+ss5XAkwA0NXWyPp2jy3KY6q2o4EuDDDV18Op7i8joLEFxeZymHIwGua+jik/EUqzx3VZ2lHI4EWNfQxeZ4ipjnxuqsquFIgGsauvhYPEW959XXWcrhSICrG7q4MZ5ipeeurLOUw5EAdglRP2kAACAASURBVEMX6+Mpop4brbOqhiMBWhu6WBdPEfG8SJ2lHI4EiDd00RZPEfbccJ2lHI4EaGzowoqnCHluqM5SDkcCNDR0EY+nqPPcujqrajgSINrQRSyeIuh5wTpLORwJEGroIhxPITxX1FnzDkcaDAaD4eJmXKqXAeryWrE1upVX4q8w2TzJK/FXlqXRBnit5C4oXyouuQFJg8GweJgBSYNheTDXPcP50Jm3OSGrB99bhMVLK0eX5Bx6sr08cPpLjE2P01rXzN6m+6puYi4W9sgmMqWTVbkVuoLRDz37rmqaAUmDwWAwGAwGAwC7Q0kizF0eGCHK7tDSLA+c3VL5+PSJ8p7b0yfY6X5R+wyTWpNs3qFeSty8Y0mOr8M02waDwWAwGAyXAFtCXTwUTtEiystDW4TFQ+EUW0JLszzwgdNfmvNMEoApOcUDp7+0JMfvatxIyurGCl1RXkocuoKU1U1X48YlOb6OumU9usFgMBgMBoOhZmwJdS1Zc+3nfLdUXky6Gjcue3Ptx9zZNhgMBoPBYLgE6S04dLo2LeMBOl2b3sIi77l9nlsqv9+4JJvthWxo3jPRR8fIBmJD7XSMbKBnok/p9U700jmynpahVjpH1tM7oV9/1DfRw4aRDtqHYmwY6aBvokfrHpxw2DRi0zkUYNOIzcEJ9T+E/gmHbSM2Hx0KsG3Epl/jAQxMONw5YvOJoQB3jtgMzOO+MOFw94jN7UMB7h6xeUHjHppw2D1i87mhALtHbA7NU3NowmHfiM09QwH2jdgMzeMOTzg8OmJz/1CAR0dshjXu4QmH1IjNV4YCpEZsDs9T89UJh6dGbFJDAZ4asXl1Hnd0wuGZEZtvDgV4ZsRmVOOOTTj0j9j0DQXoH7EZm6emO+EwOGIzMBRgcMTGncedmHAYGbEZGgowMmIzMY+bnXBIj9gcGwqQHrHJatzChIM7YjM+FMAdsSnMU7M04ZAfsckNBciP2JTmcQ0Gg8Hw3qG34HDvZIITM96e2zMZ7p1MLGrDfb5bKi8FjtuPPbiNwMBHsQe34bj9S34Os1xyu5HMbmheuc9iVKxQrtnpmehjZ2YPUxVuRKxgv7WPrY1vbxXYO9HLvZkvzlmHFBERHrK+zJbGuRO2fRM97Mns5EyFu0JE2GftZ3Pj3K1wDk44JDMJzshChRul20qxsfHtt4D6JxweziQoVnhhEeUeK8UtjXPfKhqYcHhc4d5lpbjJ574w4fBkJkGpwg2JKNutFDdUuIcmHA4ovE9bKT7sqzk04fB0JsFbFe5lIsonrRTX+dzhCYc+hbvZSrGuwj084fBcJsF0hVcnonzMSnGNr+arEw7PK9wbrRRX+9zRCYcXMwlmKtygiLLeSmFXuGMTDsMKb52VotVX051wOJpJcLbCDYgobVaKuM+dmHDIZBLICleIKJaVotHnZiccXIUbt1I0VLiFCYdJhRezUkR9NUsTDsVMAipcRJSwlSLUqH4L0uxGYjAsD2Y3EsNC6XRtTswodiYJWrwUH1204y7nbiSzOG4/iaMPUzhbPJdFA2FSbffQFb9lQbVqcd275JrthWz70jGygeOl6nVEa0LNvPKh75/7vHNkPSdKJ6q8llALL33oxTnZhpEOxkvHq9zm0Bq+/6FX5mSbRmxOlqr/IVwRsnj2Q6PnPt82YuMqvHjI4lsVHsCdIzanFO7qkMXXfO7dIzanFW5TyOKrFe7uEZs3FN7lIYsHfTX3jdi8qXBXhSz2+NxHR2wmFW4sZPH5Cjc1YpNTePUhi4Sv5lMjNnmFuzJkcbvPfWbEpqBwoyGLWyvc/hGbKYUXCVnc4qs5OGJTVLjhkMVHfO7IiE1J4YZCFh/yuekRm2mFWxeyWFvhuiM2MwovGLKI+2rmR2ykwhUhi5U+99xrptk2GJYF02wbFkrLeABJdY8nEJxoPrsMZ7R02IPbyBSr99a2wnFGP/KtBdUyW/8pWMiG5mOl15WuPx9XNOS6/PXSmNJV5W5Jvcm8P/+ZxlPlpzWuKte5E778DY2nyt/UuKp8UuP685zGU+V5javKCxrXn09pPFVe1LiqvKRxVfm0xvXnMxpPlUuNq8sNBoPB8N6hOXjVgvJLideKP1tQvthccs32VaH4eeetoSuVrj9vDqkX9qvyK0OtSleVx0Pqb3h//kGNp8qbNK4q17mNvvxyjafKV2lcVR7TuP68XuOp8pUaV5VHNa4/j2g8VR7WuKo8pHFVeZ3G9edBjafKhcbV5QaDwWCoLX0lhw15m/ZcgA15m75S7dZT765PEhG+PbdFlN31S7PnNpz/XFytuSr8wQXli80l12wvZEPzvc27iPjciFjB3uZdc7LdzeoF/7ubqxf872reywqfu0JE2NW8t8rd0Zxkhe8fwgoRZUfz3H8I25uThH1eWETZ3lz9D+YOjXuHwt3anCTkc0Miylafe5vGu01Rc2Nzkst87mUiykaFe7PGvdnn3ticpM7n1YkoNypqdmrcToV7bXOSoM8NiijX+tx2jdeuqLm2OUnA5wZElLUKt7k5ifC5QkRpVrhNGrfJ59ZrvHpFzVBzEnwuIlrODQaDwbCo9JUc9hQTjMvyAOO4zLCnmKhZw70l2sVDsRQtQW/P7aDFQ7EUW6JLsy3g7Fzc8dJ4+QE3pXF2ZvYsScOdXLudaCA8J4sGwiTXbl/0Y6u45JrthWxovrVxM/utfawJNSMQrAk1Vw1HAmxp3MJD1pdpCbWUv2FDLcrhSIDNjVvZZ+2nObQGgaA5tEY5HAmwsbGLbivFFaHyP4QrQlbVcCTALY1d3GOliHtePGQphyMBbmrs4i4rxWrPXR2ylMORADc0drHdStHkuU0hq2o4EuDDjV182kpxecgCBJeHLOVwJMB1jV180kqxynNXhSzlcCTAusYuNlspYp4bC1lVw5EA1zR28TErRb3n1Ycs5XAkwNWNXdxopVjpuStDlnI4EsBu7GK9lSLqudGQVTUcCdDa2MU6K0XE8yIhSzkcCRBv7KLNShH23HDIUg5HAjQ2dmFZKUKeGwpZyuFIgIbGLuJWijrPrQtZVcORANHGLmJWiqDnBUOWcjgSINTYRdhKITxXhKx5hyMNBoPBUDseKXVzhsKc7AwFHil11+wYW6JdvBQf5UTzWV6Kjy5Zow3wwPgjczagAJiSZ3hg/JFFP3ZX/BZSbfdghePlXjAcf1fDkbXikhuQNBgMi4cZkDQYlgdz3bv0aM/pBxiP1L/3BxhjQ+3av9/kdUeW4YzeHWZA0mAwGAwGg+E9yJVCPR+jy2tBb7aHznQHLcdidKY76M3qnwNyoZzvXNxi44wNYPd/lkDfrdj9n8UZG1jS44Nptg0Gg8FgMBiWnF2hJCvwzW0RZVdoceZmerM93Ovu5MT08fJDbqaPc6+7c9Ea7vOdi1tMnLEBEsNPkJk6hUSSmTpFYviJJW+4TbNtMBgMBoPBsMRsDnWxL5yiWZTnppqFxb5wis2hxVlX/eDpB+Y8nA9gSk7x4OkHFuV45zsXt5h0H/kGhZninKwwU6T7yDeW7BwA6pb0aAaDwWAwGAwGoNxwL1Zz7Wd8Wv0cEF1eC7Y2bl7S5trPa1OnF5QvFjW5sy2E+LgQ4qgQ4qdCiKr98IQQvymEOCWE+HvvY3vFa/9BCPGq9/EfanE+jtuPPbiNwMBHsQe34bj9WrfHPUjH4CZiA510DG6ixz2o9HrdPjoHN9Ay0E7n4AZ6Xf3WNX1uLxsG19M+0MqGwfX0ub1a96Dbw6bBDjoHYmwa7OCgq347p9912DZo89GBANsGbfpd/dZAA67DnYM2nxgIcOegzcA87guuw92DNrcPBLh70OYFjXvIddg9aPO5gQC7B20OzVNzyHXYN2hzz0CAfYM2Q/O4w67Do4M29w8EeHTQZljjHnYdUoM2XxkIkBq0OTxPzVddh6cGbVIDAZ4atHl1HnfUdXhm0OabAwGeGbQZ1bhjrkP/oE3fQID+QZuxeWq6rsPgoM3AQIDBQRt3HnfCdRgZtBkaCDAyaDMxj5t1HdKDNscGAqQHbbIat+A6uIM24wMB3EGbwjw1S65DftAmNxAgP2hTmsc1GAwGw+LRV3DY4Nq0jwfY4Nr0FWr787i5Tv0cEF2+GJxvz1Urroo0LShfLC74zrYQIgg8Afw6MAa8JIT4rpTyJz7121LKu3xfezmwF7gekMCQ97X/9G7Px3H7SRx9mMLZ8tsGmaJL4ujDAFVbvvS4B9l5NMnU2fLWNMeLJ9l5tLxWamv87a0Ce90+7j2655x3ojjOvUf3ALAlPvc3tj63lz1Hv8iZs+W3asaLJ9hz9IsAbI7P3SrwoNtD8ujOc+7J4nGSR3cCsDH+9laB/a7Dw0cTFM+WtwhyixkePpoA4Jb43N+IB1yHxyvcU8UMj3vuTT73BdfhyaMJSp57upjhSc+9ocI95DocqPDeKGY44Hkf9tUcch2ePprgLc99s5jhac+9zucOuw59Fe5kMUOf566rcA+7Ds8dTTDteblihuc87xpfzVddh+cr3Hwxw/Oee7XPHXUdXjyaYMZzC8UML3quXeGOuQ7DFd5UMcOw57X6arquw9GjCc56brGY4ajnxn3uhOuQOZpAem6pmCHjuY0+N+s6uBXudDGD67kNFW7BdZis8GaKGSY9L+qrWXIdikcT4LmymCl/DoTiZvs/g8FgWCr6Cg57JhOckeWfx+MzGfZMln8eb67Rdn27m/Zyr7tzzlKSiIiwu6n6OSCLwfn2XLUk2f4ZEsNPzFlKEg2GSbZ/ZlGOp6MWd7bXAz+VUqallCXgW8Ct5/m1/xb4npTyDa/B/h7w8Qs5me70k+ca7VkKZ4t0p5+sch9IP3Hu//RZps6e4YH0E3OyB9OPKL0H09V7RT6S/tK55nmWM2eneCT9pSr3ifQDSveJ9Nz1U0+mu881z7MUzxZ4Ml29F+fXNe7XFW5PuvtcAz1L6WyBHp/7HY33HUXNg+nuc83zLG+dLXBQ4f6Nxv0bn/t8uvtc8zzL9NkCzytqvqRxX1K4P0p3n2ugZ5k5W+BHPveIxjuiqJlOd59rtGc5e7ZAWuGOp7vPNcWzyLMFxhXuaY172ufmNF5OUbOU7j7XaL99soVybjAY3hVCiK8JIX4mhPix5vWbhBCTFe/0/uelPkfDxccjue5zjfYsZ2SBR3I13HO7YSsPxffTUld+DkhL3Roeiu9nS0P1c0AWg/PtuWpJV+tNpNbtwIqsLu+3HVlNat0OulpvWrRjqqjFmu0W4HjF52PAhxXe/yqE+DXgGPB5KeVxzde2qA4ihEgACYCrrtJvi6N77r0qHyu6StefjxdfV3qq/PXiuNJV5W5RvU7Kn/+s+JrSU+WnNa4q17kTvvwNjafK39S4qnxS4/rznMZT5XmNq8oLGtefT2k8VV7UuKq8pHFV+bTG9eczGk+VS42ryw0Gw3nxF8DjwNfncZ6XUm5amtMxvBd4fUb9c1eXv1u2NGxdsubaz/n2XLWmq/WmJW+u/SzVbiR9gC2lXEf57vX/vdACUsqUlPJ6KeX1q1ev1nq6596r8tZwXOn68+awek9IVX5luFnpqvJ4WL1Oyp9/MKz+5UKVN2lcVa5zG3355RpPla/SuKo8pnH9eb3GU+UrNa4qj2pcfx7ReKo8rHFVeUjjqvI6jevPgxpPlQuNq8sNBsM7I6X8n8Aby30ehvcWVwY1e25r8lrRO9FL58h6WoZa6RxZT++EfsbsQjnfnmuxcEZfwH7mbgLfvB37mbtxRl9YkuNCbZrtE8Cais9bvewcUsoJKeXs2o4ngevO92sXSnLtdqKB8JwsGgiTXLu9yt27dgeRgG8PyMAK9q7dMSfbvXaX0tu9tnqvyF1r72NFIDInWxGIsGtt1dwoO9buVbo71s5dP7V9bZJwYO5enOFAlO1rq/fivEPj3qFwt65NEvK5oUCUrT73No13m6LmxrVJLvO5lwWibFS4N2vcm33ujWuT1Pm8ukCUGxU1OzVup8K9dm2SoM8NBqJc63PbNV67oubatUkCPjcQiLJW4TavTSJ8rghEaVa4TRq3yefWa7x6Rc3Q2iT4XALRcm4wGBaTjwghfiSEOCiE6NBJQoiEEOJlIcTLp06dWsrzM7wDB0sOm/I2nbkAm/I2B0sXNsy4qz7JCuHbc1tE2VW/eD+Peyd6uTfzRU6UTpT33S6d4N7MFxet4T7fnmsxcEZfIPHik2QKp5FApnCaxItPLlnDXYtm+yXgaiHELwghQsA24LuVghCi8hbwJ4DD3p//P+BjQogPCCE+AHzMy941XfFbSLXdgxWOl9fnhOOk2u6pGo6E8oL8/W3drAlfUd4DMnwF+9u6qxbqb4lv5qG2fbSEy3tFtoSbeahtX9VwJJSHIPe1fZnmcEt538xwC/vavlw1HAnlIcjutv1cES6vn7oivIbutv1zhiOhPAR5T1uKeLi8F2c8bHFPW6pqOBLKQ5B3taVY7bmrwxZ3taWqhiOhPAS5vS1Fk+c2hS22t6XmDEdCeQjy020pLg9bgODysMWn21JVw5FQHoL8ZFuKVZ67KmzxybZU1XAklIcgN7eliHluLGyxuS01ZzgSykOQH2tLUe959WGLj7WlqoYjoTwEeWNbipWeuzJscWNbqmo4EspDkOvbUkQ9Nxq2WN+WmjMcCeUhyHVtKSKeFwlbrGtLVQ1HQnkIsq0tRdhzw2GLtrZU1XAklIcgrbYUIc8NhS2stlTVcCSUhyDjbSnqPLcubBFvS80ZjoTyEGSsLUXQ84Jhi1hbqmo4EspDkOG2FMJzRdgi3JYyw5EGw+Lyd4AlpbwW2A98Ryee7zu6hqXlYMkhWUxwUmaQSE7KDMli4oIa7s3RLvbFUjQHvT23gxb7YqmaDUeqeHD8S+p9t8erZ8xqwfn2XItB9496KMyU5mSFmRLdP1q8J2hWIqSsfm79gosI8e+Ax4Ag8DUpZVII8QfAy1LK7wohHqTcZE9TfnvtP0opj3hfeyfw+16ppJTyz9/peNdff718+eWXL/i8DQbDwhBCDEkpr1/u8zAYLmaEEDbwrJTyX56HOwpcL6Wcd+Nfc927eNiUtzkpM1X5FcLi2ZWjS39C75KWoVYk1T2gQHDiusXbe3s5CHzzdsXftPx3Pfup+X9JqsV1ryZrtqWUfyWl/BdSyl+UUia97D9LKb/r/Xm3lLJDSnmtlHLDbKPtvfY1KeU/9z7esdE2GAwGg+G9ihDiCiGE8P68nvJ1eGJ5z8qwEFypHlrU5e+WvqzDhrRN+7EAG9I2fdka77sdUs+Y6fJa0zPWT0f/NmJ9H6Wjfxs9Y/pnolwoV0U1+21HGxftmJWYx7UbDAaDwVAjhBDfBAaBNiHEmBDis0KI3xZC/LanfBL4sRDiR8BXgW2yFm8xG5aMuFAPLeryd0Nf1mGPm2B8urxUZXw6wx43UdOGe3fzfUTE3LmxiIiwu7l6xqzW9Iz1s3P4YY5PuUgkx6dcdg4/vGgNd/LarUSDoTlZNBgiee3S7Mximm2DwWAwGGqElPJTUsorpZSXSSlbpZR/JqX8Eynln3ivP17xTu+vSCn/drnP2bAwdoSSrMA3zEiUHaHaDTM+clqz7/bpGu673biFh6wv0xIqz5i1hFp4yPoyWxqrZ8xqzQNHnmRqZu4zUaZmijxwpPqZKLWgy76B1PrtWNGm8jxftInU+u102TcsyvH81GKfbYPBYDAYDIb3BRtD5aHFJ0rduPI14uIqdoSS5/Ja8Pq0Zt9tTf5u2dK4ZUmaaz9jU+pnoujyWtBl37BkzbWfS/LOtjM2gN3/WQJ9t2L3fxZnbEDrnu+aod6xg3T2b6Klr5PO/k30jh3U1uwb62ND/wba+9rZ0L+BvrE+rXtwrJdN/evp7GtlU/96Do6pt9zpH+thW38HH+2Lsa2/g/4x/QTtwJjDnf02n+gLcGe/zcCY/m2nF8Yc7u63ub0vwN39Ni9o3ENjDrv7bT7XF2B3v82heWoOjTns67e5py/Avn6boXnc4TGHR/tt7u8L8Gi/zbDGPTzmkOq3+UpfgFS/zeF5ar465vBUv02qL8BT/TavzuOOjjk802/zzb4Az/TbjGrcsTGH/n6bvr4A/f02Y/PUdMccBvttBvoCDPbbuPO4E2MOI/02Q30BRvptJuZxs2MO6X6bY30B0v02WY1bGHNw+23G+wK4/TaFeWqWxhzy/Ta5vgD5fpvSPK7BYDAYymwMdfHsylFeqj/LsytHa9poA1xZp9l3W5PXil63j87BDbQMtNM5uIFeV9+/XAitEfUzUXR5LXFePYT91G4Cqc9hP7Ub59VDi37MS+7OtjM2QGL4CQre2xOZqVMkhsuPAvU/QWh2zdDsWxmza4YAtra+vVVg79hB7h1OMjVTfszoiamT3DtcfrtoS+vcLWv6xvrYM7yHM547PjXOnuE9AGxunbtV4MGxXpLDX+TMTHnrnZNTJ0gOfxGAja1v/6bZP9bDw8M7KXqeO3Wch4d3AnBL69z1RgNjDo8PJyjOlN9+OjWV4fHhBAA3tc79YfDCmMOTwwlKnnt6KsOTnntDhXtozOFAhffGVIYDnvdhX82hMYenhxO85blvTmV42nOv87nDYw59Fe7kVIY+z11X4R4ec3huOMG05+WmMjznedf4ar465vB8hZufyvC8517tc0fHHF4cTjDjuYWpDC96rl3hjo05DFd4U1MZhj2v1VfTHXM4OpzgrOcWpzIc9dy4z50Yc8gMJ5CeW5rKkPHcRp+bHXNwK9zpqQyu5zZUuIUxh8kKb2Yqw6TnRX01S2MOxeEEeK6cypQ/B0KtZvs/g8FgOB8OFhyeyHXjzrxGPHgVO+qTbLzALft2NSXZ4ybmLCVZIaLsalrEfbfdPu49uufcI9VPFMe592i5f1FtdXwh7G3fPqf/AogEw+xtr34mSi1xXj1E4vkDFKbL2wBm8m+QeP4AAF1Xqx5+XhsuuTvb3Ue+ca7RnqUwU6T7yDeq3PNdM/TgkSfONdpve2d48MgTVTUfOfLIuUZ7ljMzZ3jkyCNV7hNHvnSu0X7bneKJI3P3uHzyyAPnGu1ZijNTPHnkgaqaXz/Sfa7Rftst8PUj1eu8eo50n2ugZynNFOjxud/ReN9R1Dx4pPtc8zzLWzMFDircv9G4f+Nznz/Sfa55nmV6psDzipovadyXFO6PjnSfa6BnmZkp8COfe0TjHVHUTB/pPtdoz3J2pkBa4Y4f6T7XFM8iZwqMK9zTGve0z81pvJyiZulI97lG++2/WKGcGwwGg+EdOVhwSE4mODnj7bk9kyE5meBg4cLeJdzc0MW+eIrmOm/f7TqLffEUmxsWcd/t9CPnGu1Zps6e4cF0df9yoWxtvYX96+5hTaT8TJQ1kTj7190z50bnYtD90nfONdqzFKZLdL+k3e6+Jlxyd7Zfm1JvVarKz3fN0PiUq/RU+etTrytdVe5OjStdf/6zKfV+l6r89JR6PZcq17kTvvwNjafK39S4qnxS4/rznMZT5XmNq8oLGtefT2k8VV7UuKq8pHFV+bTG9eczGk+VS42ryw0Gg8Ewlydy6kHGJ3LdF3x3e3ND16I2137Gi+r+RZdfKFtbb1n05trPa/k3FpTXikvuzvZVEc1eior8fNcMNUfiSk+VXxm5UmGq83hEvZelP/9gpFXpqfKmiHo9lyrXuY2+/HKNp8pXaVxVHtO4/rxe46nylRpXlUc1rj+PaDxVHta4qjykcVV5ncb150GNp8qFxtXlBoPBYJiLO6PZc1uTXwh9Ez1sGOmgfSjGhpEO+iZq+/TD5rC6f9HltaRndICOZz5L7Ju30vHMZ+kZHViU41y18vIF5bXikmu2k+2fIRoMz8miwTDJ9s9UuXvbtxPxuao1Q7vbdxAJrvB5K9jdvqOq5q72XazwuSuCK9jVvqvK3dF+HyuCEZ8bYUf73D0ut7fvJezzwsEI29v3VtW8oz1JOBj1uVHuaK9e57W1PUnI54aCUbb63Ns03m2Kmhvbk1zmcy8LRtmocG/WuDf73Bvbk9T5vLpglBsVNTs1bqfCvbY9SdDnBoNRrvW57RqvXVFzbXuSgM8NBKOsVbjN7UmEzxXBKM0Kt0njNvnceo1Xr6gZak+CzyUYLecGg8FgeEfiQc2e25r83dI30cOezE7GS8fL+26XjrMns7OmDffutbuIBHy9TmAFu9dW9y+1pGd0gJ0vPsHxwqnyntuFU+x88YlFabiTnbcRrfPtt10XItl5W82PVUnw/vvvX9QDLAapVOr+RCKhfG1dg40d+SBDkz8lOz2FFVnNYx3bq4YjAToa1mJFruCHk8fITRdYE4nzRx13Vb2tcU3D1ayJXMmPJg+Tn/45LZEr+IOOL1QNRwK0NbTRGmnlx5M/Jj+dpznSTHdHd9VwJMDVDddwZaSVw5PD/Hw6zxWRFr7Q8cCc4UiAtQ0dXBGxODb5QwrTOeKRNdzV8UdVw5EAdsM6Phix+enkEFPTWVZHLP73jseqhiMBrmpYR1PE5h89tyli8ZmOx+YMRwK0NqyjMWKT8bzLIxZbOx6rGo4EaG5YxwciNmOTQ5yZzrIqYnFrx2NVw5EA8YZ1rIrYjE8OUZzOEotYfLzjsTnDkQCrG9YRi9icnByiNJ2lPmLx0Y7HqoYjARob1rEyYnPac1dGLD7S8VjVcCTAqoZ1/LOIzRuTQ7w1nSUasbiu47E5w5EADQ3riERsJieHmJ7OEolYdHQ8VjUcCbCyYR0rIja5ySFmprOEIxZXdzxWNRwJEG1YRyhiU/DcUMRiTcdjVcORAOGGdVwWsTkzOcTZ6Sx1EYsPdjw2ZzgS4LKGdQQjNm9NDiGnswQjFg0dj1UNRwIEG9YhIjZnJ4dgOouIWIQ7Hpt3OPKBBx54/f77709pBYPBsCjMd90zvHv6Sw6/P/UJ/mtxFwff+nNWsZq1wXXn/fUfCKxmsPjXTPPWuWyFKXLnvAAAIABJREFUiPKFhse4+rLzr/NO/PY/bOWfZuY+aHSaaX5c+CG/Ga++8fduuGZlG2tWtPKj3I/Jz+RpCTfzB1d313w40s/W//GHTJSyc7JpOcMP3/gpO9pvremx1jW2Yq9sZOh0hmxpCmvl5Tz2ka3zDkfW4ron3osPrrr++uvlyy+/vNynYTC87xBCDEkpr1/u8zAY3m+Y617t6S85PFxMUOTtNddhotwTTnHLArbyW4zdSPy0D8WQVPdrAsGR6yZreqylJvbNW7V/t8lPPVPz4zmHh+h+/iCv5d7kqvpVJG/cSNc112n9Wlz3LrllJAaDwWAwGAzvxJOl7jmNNkCRAk+WFrYj08ZoF8/GR3mp+SzPxkdr3mgDXBlSz27p8lqxkGeMvFtao+pZO11+ITiHh0g89zSZ3JtIIJN7k8RzT+McHqr5sSoxzbbBYDAYDIb3HT+T6iFGXX6+HMw6bErbdB4LsCltczB74Q8L29W8lxXCN+MlIuxqrp7dqhWzzxg5MXUSiTz3jJFaN9x7r/2Men7u2upZuwul+/mDFKbfmpMVpt+i+/na/xJRiWm2DQaDwWAwvO/4oFAPMery8+Fg1iHpJjg57e27PZ0h6SYuuOHe3LiVfdZ+mkNryvtuh9awz9rP5sbq2a1asZBnjFwIW+2b+P/Ze//oJu/83vP92LKMNRZSbRmBMZZKywDNYm/XyHR2Ua+DKWd0L5p4WV9fJk7obsbV/WHI6aWQE444Je6iJU0Ykjvg7q2q5mwNz5CqPhw7ylZTXzvxqbydYkW316KpIZ7LSMYYC4QrIUVGssyzfzyyYz3P92tLtskP8rzOyUn85q2vH85o7I+e5/N5fy7Wt2OLooLP3FZU4GJ9O1r0DWv6fQBgPBbJS18rnslimw0MQd/7Kgquvgh976tgA0NUb65xM9cC/TD0Hsbmq/tg6D2MawHyWncAcAXceL73IHZcNeD53oNwBeifmNwBFw72Pg/D1R042Ps83AHyatT+wDUc7q3HvqtVONxbj/4Aea07AAwGnHil9zn84KoKr/Q+h8EAfVp5KMDi1V49XrxagFd79RgKUNa1B1ic6tXj314twKlePa5TfADgC7A426vHiasFONurh28Jrz/A4p1ePd64WoB3evXwU7yjARb2Xj1+fLUA9l49Rpc4cyzA4qe9etivFuCnvXqMLeENBFj09upx9WoBenv1CFC8EwEW/b16uK4WoL9Xj4klzgwFWPy8V4/BqwX4ea8eoSW8DwMsbvTq4btagBu9ejxcwvsowOJ2rx6fXS3A7V49HlG8iQCLUK8ek1cLEOrVI7HEmakAi3ivHrGrBYj36pFawishISHxLNEmt6EYgvQuKNAmX3kiU2eYkrsdXv2yMHN5Cz7e9Slu1kXx8a5Pn2qhDeS3Y2S1tOgb8OkLf44/230S+Pw7+L0+O5776atwjtHrt5VQrVTnpa8Vz9xSGzYwBMuwA4m5zCrORBiWYX4jZKt+b5Z3Pm5mYV17Jm4GQNYnqmuBfpwc/mKt6N1ECCeH+bXuh/TZySWugBunh21frGtPTOH0MP9/XLM+O73EHXDBNvzFavepxCRsw/xqVJP+i+nf/sA1nB9+7Yt17Ym7OD/Mr3Xfr89OLhkMOHFp+IvV7g8Sd3BpmF/t3qDP/j/mUICFY3jRuvZEEI7hzLp2/aJ17QEWVxb5phNBXMn49uize9N8ARbdw4vWtSeC6M546wRef4CFa5E3mgjClfHWLPKOBlj0DS9a154Ioi/j2yk4cyzAwrPIG08E4cl4twm8gQCL4eFF69oTQQxnvPpF3okAC/8i30wiCH/GVyU4MxRgcWt40br2RBC3Ml6twPswwCI4vGhdeyKIYMZbLvA+CrAILfKmE0GEMt71i7yJAIvoIt9cIohoxqcQnJkKsEgOL1rXngjyXwOQ69e+51BCQkLi68T8EKQjZcV9bhwbmGq0yW15DUcKCaUpudsUfTW4Qtdw4fabuJecxKbiShzf+jrM2kPLvzBHKku0uDszRdSfBs6xIRzzODCT2fB4Jx7GMQ9fv7Vs27vUS3PGZjTB0ted1UqikBXBZhSny60lz9ydbeuIc6HQnicxl4J1RHx3t2PkMnld+0j2avdzI+S17udGste6A8CFkU7yuvYR8WOXzhHyavfOkezVqI6RN8nr2key17oDQNcIebV714h4tbtzhLKufUSwrp3i6xkRf1J3j1DWtRO8AxTvgMDrGaGsayec6aV4vQTvyAhlXbvAe5Piu0k48/YIZV07wTs5QlnXTvCGKd6wwBuj+GKEM1MjlHXtBK+EhITEs8h+eSveLw3gI+UTtBXY4PhnK/ZNFuBwSI/+Faxc18ooudsUfaW4Qtdw+tZrmEze5XO3k3dx+tZrcIXoT73zJZ8dI2tBh9e5UGjPM5NOocO7dlnirTvrYD/QDJ1SDQaATqmG/UDzkmkka8Ezd2d7PEFZ1554KNImKF6hPpkgr3Un6fcS5McrJD2UIK9AFer3E+S17iQ9nCCvdifp4QRlXbtAn6b4SHqE4iXpUYpXqMcoPpIep3hJeoLiFeozFB9JT1K8JD1F8ZL0NMUr1OcoPpLOUbw0XUJCQuJZpT/B4nzUgmSmBSQ0F8T5KP+kb38e6SLtGhtsIUtWK8k6RoF2zdouC7tw+008fpJ9Y+3xkxlcuP3mmt3dnt8lcu5mJyZnQqgs0eLUjnbijpG1YCJOqcni4vptNbTurHvqxbWQZ+7OdjUlKqZaUS7Sco2bqVSQ17qT9E0K8uMVkq5VkFegCvUNCvJad5KuUZBjgEi6RkFZ1y7Qyyg+kq6meEm6iuIV6kqKj6SXUrwkXUHxCvUSio+kF1O8JF1O8ZJ0GcUr1AspPpLOULw0XUJCQuJZxRGzLhTa8yS5BByxPGMA17fCqrVjo0wHBgw2ynSwau0wrV/b1rx7SfJNOJq+Ug5VmeDd/yHumr049eu/j3O+v8hpdm0lVJVSarJScf22Glj/DejfeRcFb3RA/867YP031vR8Es9csW2rbYGiULCKs1AOW614kCDXuJlTteS17qdqs9e6A8Dx2nbyuvZa8WOX9lryavf22uzVqG21r5PXtddmr3UHgCO15NXuR2rF8UAttZR17bWCde0UX1Ot+JO6qZayrp3gbaR4GwVeYy1lXTvhTAPFayB4a2sp69oF3h0U3w7CmVtrKevaCd7KWsq6doJXQ/FqBF4lxacknCmvpaxrJ3glJCQknmXuz1FiACn6UpjWt+LDrQF4v/sEH24NALPAwRt6GHwFOHhDD/fD1Q+ibyom34Sj6atlfnbtbiLExwBmZtfWsuA+Y2hBiWCVeolMjjOGtRsEZf03YHG5EIxG+ZztaBQWl+upF9xrUmwzDPN9hmFuMQzzC4ZhRBUgwzDHGYb5J4Zh/AzDDDAMo1v0Z3MMw/y3zD8frPZaWvV7Ya9vg06hAQMGOoUG9vo20XAkkHvczCH9frxdfwKbFVowYLBZocXb9SdEw5EAPwR5tt6KSsVGPp5HsRFn662i4UiAH4K01p/FRkUl/wlYUQlr/dms4UiAH4I8Uf8WtIrNYMBAq9iME/VviYYjAX4I8mj9RVQo+HigCsUWHK2/KBqOBPghyLZ6OzQK/hO4RqFDW709azgS4IcgX6q3o0yhA8CgTKHDS/V20XAkwA9BNtfboc541QodmuvtouFIgB+CNNfbocp4VQodzPX2rOFIgB+CPFBvhzLjUyp0OFBvFw1HAvwQpLHejtKMt1Shg7HeLhqOBPghyPp6OxQZr0KhQ329PWs4EuCHIGvq7SjJ+EoUOtTU20XDkQA/BLm93o7ijLdYocP2ertoOBLghyB19XbIM165QgddvV00HAnwQ5DaejtkGa9MoYO23p41HAnwQ5CqejsKM75ChQ6qertoOBLghyCL6+1gMl5GoUNxvV0ajpSQkPjWsaGQEgNI0XPF/ZCFLWjBVCoTBZgKwha0rLrgPr71dawrEORuF5Tg+FbxTbi1IJ/ZtZXSsm0vLhrbsKWUr9+2lGpw0di2ZsORAGAdGEBiVpCzPTsL68DAmn0PEqte184wTCGAzwD8DoAJAF4AP+Q47p8WeZ4HcJ3juATDMP8eQAPHcf8m82dxjuNK8/me0tpaCYmvBmldu4TEV4P0ey83BlMsulJWhLlxaJhqHJHb0JBDuoiwZxsAihkFTqjsefVsCzl4Q4+pVFCkb5Tr8OGuwIrPBZ5+GsliNl/dR12pfveHHz2V7/k0KHijg/C3ABgAT94gLwhai997azEgWQ/gFxzH3c5c1PsAXgCwUGxzHPfxIv/fA3hpDb6vhISEhISEhAQAvtC+lLQsrGB/wAVxKckPOS5XcM8X1I6YFffnxrGhsBptStuqCm0ACKUoUYAUPR/M2kNZxbVrwoXn+5/HvZl72FSyCcd3HIe5yrzECblTqdiAu4SgB9pM22pxjl5Hh6cHE7FpVCnLcMbYhJade1Z9brVKhWA0StSfJmvRRrIZwJ1FX09kNBo/ArB4y8s6hmE+YRjm7xmGaaK9iGEYS8b3yYMHD1Z3xRISEhISEhLPFF0p60KhPU8SCXSlchty3K9oxfvaAD6qfIL3tYFVF9oAoJVTogAp+kpxTbhw2n8akzOTfBTgzCRO+0/DNUFelJcv+cyurRbn6HUc67uCO7FpcADuxKZxrO8KnKPXV322rbERiqKiLE1RVARbY+Oqz16KL3VAkmGYlwDsBvD2IlmXuT3/IoB3GYb5NdJrOY6zcxy3m+O43RUVFV/C1UpISEhISEh8Uwhz5LvFNH05+h+xOHxbj32fFeDwbT36V7Byvb3ShnVM9iD6OkaB9so1jgK8Sd7bceHmBcor8iOf2bXV0uHpIedte3pWfXZrzS7YzWboVCo+Z1ulgt1sRmvNrlWfvRRr0UZyF8CWRV9XZbQsGIbZD8AK4F9wHLfQZc9x3N3Mv28zDDMI4DcB/Pc1uC4JCQkJCQmJbwkaphoPOHF/tIbJ/y5y/yMW50OLcrfTQZwPZXK384jxM5Xz3s5JK0KpcWjl1WivtC3oa8W9GfLeDpq+Eg7p92cV19fGBmH46Y8wGQ+jslSDU4aXcWhbw6q/z0RsOi89b2ZlwOcKID4HyBT810+ZtfgOXgDbGIb5VfBF9mHwd6kXYBjmNwH8KYDvcxx3f5H+KwASHMclGYbRAPhfALy12gtix67D6u3BeHwa1aVlsBma0LqN3OvjHBtCh9eJiXgYVaUanDG0ECdfr40N4pz3ck5vKtdYPy54HbgXv49NpRtw3NAG8zbypz/3mBud3k6E4iFoS7VoN7TDtE2cXNI/5oLDewH34/ewoXQT2gzHsX8buRdrcOwaurxvIhyfhKa0EkcMr6NhG3loYmjMCae3A+H4BDSlVWgxnMHebeLkkutjLHq8VkzHx1FWWo0mgw17tpF/WPjGWLi9VkTi41CXVsNksKGO4vWPsRjwWhGNj0NVWo1Ggw01BO/oGAuP14pYfBzK0moYDTbspJw5NsbC67UiHh9HaWk1DAYbtlG8gTEWI14rEvFxKEqrUWuwQU/wToyxuOm1YiY+jpLSauww2FBFOTM0xuK214pkfBzFpdXYarBBS/E+HGMx6bUiFR+HvLQalQYbyineR2Mswl4r0vFxyEqroTHYsJ7gTYyxiHmtmIuPo7C0GkqDDQrKmakxFimvFVx8HExpNeQGG+QUr4SEhMTXmSNyW1bPNgAUQ4Ej8vzvIjvClNztsDWvYhvgC+61Lq6FbCrZhMkZccb2phLyPo/Vcm1sECc9nZhJ8/dO78Yf4KSH35S92oK7SlmGO4TCukpZtqpzAYD1jcLS3YfEbBoAEIzEYOnuAwC01u1c9fk0Vt1GwnFcGsBRAH8DYBSAk+O4TxmG+SOGYX6Qsb0NoBTAXwki/nYC+IRhmBEAHwN4c3GKyUpgx67D4rmCYJzv9QnGp2HxXAE7Ju71cY4N4ZjHgTvxMN8XFA/jmMcB59hQlm/+TXU3/oDPl8y8qa6NDYrOdI3147TnPCbjfBblZDyE057zcI2JsyjdY27YPDZMxaf4SKD4FGweG9xj7ixf/5gL5z2nEYrzvVih+CTOe06jf0zcizU4dg2XPK/hQZxf4fogfheXPK9hcEy8wnVozAmH5xjC8TsAOITjd+DwHMPQWPZq1OtjLK54LJiOBwFwmI4HccVjwfUx8SM13xiLbo8FkYw3Eg+i22OBj+D1j7FweSyIZrzReBAujwV+gXd0jEWfx4JYxheLB9HnsWCUcObYGAuPx4J4xhuPB+HxWDBG8AbGWAx7LEhkvIl4EMMeCwIC78QYC7/HgpmMbyYehN9jwQThzNAYi1seC5IZbzIexC2PBSGC9+EYi6DHglTGm4oHEfRY8JDgfTTGIuSxIJ3xpuNBhDwWPBJ4E2Msoh4L5jK+uXgQUY8FCcKZqTEWSY8FXMbLxYNIeixIEbwSEhISX3ca5K04WmxHBcPH2VYwOhwttueURiLkfpqSu03R88UdcuLgz5+DYVCFgz9/Du7Q6laSH99B3ttxfMdxyitWxznv5YVCe56ZdBLnvJdXffYZYxM5b9tIHevLGavbs1Boz5OYTcPq9qz67KVYk55tjuP+muO473Ic92scx9ky2h9yHPdB5r/3cxyn5Tjuf8z884OM/nccx+3iOK428+8/X+21WL09SAh6fRLpFKxeca9Ph9dJ7gvyZr/p83lTXfA68FjgfZxO4oJXnEXZ6e3E47Sgxyr9GJ3ezizN4b2ApMCXTD+GwyvuxeryvolkekbgnUGX902R1+ntQErgTaVn4PR2ZGk9XitS6YTAl0CPVzx04vZaMSvwzqYTcBO8AxTvgMDr8VqRFvjS6QQ8hDO9FK+X4B3xWjEn8M6lExgReG9SfDcJZ972WvFE4H2STuA2wTvptYITeLl0ApMEb5jiDQu8MYovRjgz5bUCAi/SCV6XkJCQ+AbSIG/Fe6UBfKB8gvdKAysqtAFgg4ySu03R88EdcsJ26ximknf4G23JO7DdOraqgttcZcbZmrOoLOH3dlSWVOJszdk1SyMRMklZrU7T86Fl5x5cPPAStijLwADYoizDxQMvrUkayXgklpe+VjxzGyTH4+SeHpI+QXlTTMQfZn2dz5vqXvw+wUnWQ3FxjA5Jvx8n91yR9HCcvKqVpIfjE0TvQ4E+HSd/kifpEYqXpEcpXqEeo/hIepziJekJileoz1B8JD1J8ZL0FMVL0tMUr1Cfo/hIOkfx0nQJCQmJbxKDCRavhPT4wWQBXgnpMZjI/aldm8aGYsFgYzGjQJtm9YONnbc78PhJ9o2ux09m0Hm7g/KK3DBXmfHx/o9x03wTH+//+KkV2gBQSVmtTtPzpWXnHnxqOYc/+x0L8Pl38Ht/+Vd47p2zcPp9qzq3Wq3MS18rnrliu7qU3NND0qsob4qq0vKsr/N5U20qJWdOknRtqZboFeobSsk9VyRdU0pe1UrSNaVVRG+5QC8rJX+SJ+lqipekqyheoa6k+Eh6KcVL0hUUr1AvofhIejHFS9LlFC9Jl1G8Qr2Q4iPpDMVL0yUkJCS+KQwmWFyKWvBgjt/c+GAuiEtRS84F9/71rTihtUMr41tStDIdTmjtefdrkwglyTe6aPpKcQXceL73IHZcNeD53oNwBdzLvyhHThleRolMEAUoK8Ypw8tr9j2cfh+OubpxJxrhW32jERxzda+q4LaZjFAUZY8rKopksJmMq7zapXnmim2boQkKQa+PQiaHzSDu9TljaCH3BRmyBwTzeVMdN7RhncC7TlaM4wZxFmW7oR3rZIIeK9k6tBvas7Q2w3EUC3zFsnVoM4h7sY4YXkexrETgLcERg3iFa4vhDOQCr1xWghZD9halJoMNcplC4FOgySD+hG8y2FAk8BbJFDARvI0Ub6PAazTYIBP4ZDIFjIQzDRSvgeCtNdhQKPAWyhSoFXh3UHw7CGduNdhQIPAWyBTYSvBWGmxgBF5GpkAlwauheDUCr5LiUxLOlBts/CT2YmQKXpeQkJD4BtMVIw84dsVyb5Pbv74V728N4KPvPkGbygZH0Ip9vgIcvqFH/yrWrWuLyTe6aPpKcAXcOD1sw2SCnwmbTEzh9LBtzQruQ9sa8LaxHZtLK/gowNIKvG1sX5M0knk6BtyYEaxWn5mdRcfAyv8OrXU7YW8+AJ1ayUf/qZWwNx94qsORwNqkkXytmE8dySWNZD51hE8jeYiq0nJiGsn8myeXNJL51JFc0kjmU0eWSyOZTx3JJY1kPnUklzSS+dQRp7cDD+MTKKekkcynjuSSRjKfOpJLGsl86shyaSTzqSO5pJHMp47kkkYynzqyXBrJfOpILmkk86kjuaSRzKeO5JJGMp86slwayXzqSC5pJPOpI1IaiYSExLNGeI6SuU3Rl6L/IYvzwUUxgKkgzgczMYArSBlp33oGtlvHslpJ1hWUoH0reV34Srgw0knO3R7phFkvTjxbCYe2NaxpcS1kIhrJS18O9voYrD1ejE/HUV1Wisv/+nm07tm2mkvMGYbjSFviv97s3r2b++STT77qy5CQ+NbBMIwvs4RKQkLiS0T6vZcfr4T0eDAnztyuKNThPW0gr7MO39AjlBKfpZXr8P6u/M6axx1yovN2B0LJCWiLq9C+9QxMWnHs7krZcdUADuL6jgGDmz/0rtn3AYBro0M453FiMhZGpVKDU8YWHNopjlDOl+feOYs7hMJ6i0qNT//j6bzOYq+PwXLFg0TqiyQShVwG+0vGZQvutfi998y1kUhISEhISEg8WwylWLwa1+PFWAFejesxlFq6jeOIkjzgeESZf5vc/RQlBpCi54JJ24IPv/cpvA1RfPi9T4FZGQ7218PgqsLB/nq4J8RxvfmwSUGeCaPpK+Xa6BBO9jlwN8ZHKN+NhXGyz4Fro0PLvnY5zjSaUCJYrV5SVIQzjfnfmbf2eLMKbQBIpNKw9qztBw8aUrEtISEhISEh8bVlKMXCkbQgzPE7AcJcEI6kZcmCu0HRiqMqOyoKM5nbhTocVdnRoMi/7WODnBIDSNHzxT1xDTb/a5ia4fdjTM3chc3/2qoK7uO17eTc7dp2yitWxjkPOUL5nGd1ueEA0FJTh4vmZmxRqfkIQJUaF83NaKmpy/us8el4XvpaIxXbEhISEhISEl9bnCkrUhDsekACztTSw44Nila8pw3gg8onOFJiQ9eUFT/4rACv3NZj8FEeMYCVlBjAyrUZJu+8+SYezwmiAOdm0HlTvB8jV8x6E87WW1Gp2Mjnbis24my9dc36teeZjFGikWMPiXrezMqBz0uBuJL/96x8+dcQqC4rzUtfa565AUkJCQkJCQmJZ4cwR27XeEjRhQw+YnEp9MWA44N0EJdC/IBjQw5RfvNDkI5JK+6nxrFBXo22StuKhiNJhAhr1pfSc8WsN2UV166xfjz/08PLhjfkQ6VSg7uEgrtSWU5w54fTdwPHul0LiSR3IlEc6+Y3Z7fU7crrLFuTgdizbWsyrPo6c+GZLLbZUR+sHjfGYxFUK9WwGU1o3Ul+7OAcvY4OTw8mYtOoUpbhjLGJuKUonwEA1+ggLngu414sjE1KDY4bX4Z5ZwPR6x7tR6fHgVDsPrTKDWg3tsG0U/zm7x91w+HpxP1YCBuUWrQZ27F/J/kT6uCoC12eCwjH7kGj3IQjxuNo2EkOtx8avQan502EY5PQKCvRYnwde3eKk0uujzrR4+nAdGwCZcoqNBnPYM9O8jCHb5SF22NFJDYOtbIaJqMNdTvJP5T8oywGPFZEY+NQKavRaLShhuAdHWXh8VgRi41DqayG0WjDTsqZY6MsvB4r4rFxlCqrYTDasI3iDYyyGPFYkYiNQ6GsRq3RBj3BOzHK4qbHipnYOEqU1dhhtKGKcmZolMVtjxXJ2DiKldXYarRBS/E+HGUx6bEiFRuHXFmNSqMN5RTvo1EWYY8V6dg4ZMpqaIw2rCd4E6MsYh4r5mLjKFRWQ2m0QUE5MzXKIuWxgouNg1FWQ260QU7xSkhISHwVaJjqTAtJNuVMbm0cXWFKDGDYmlOxDfAFt7C47g+xcNy24n5yHBuKq9G21Yb92vx/fmpLKjE1c5eorxWusX6c9pxf2HA9GQ/htOc8AKyq4D5lbMHJPkdWK0mJTI5TxtUPe3a4B8jRf+6BvIvt+SHIxWkktibDl5ZG8swV2+yoD5a+biTS/P9AwVgElr5uABAV3M7R6zjWd2XhTXInNo1jfVcAIKvgnh8AmPfNDwAAEBXcrtFBnO7r/OINHXuA0338+nVhwe0e7Yet74s3/1QsBFsf/+ZfXHD3j7pxvs+2sLI9FJvC+T7+8ZWw4B4cdeFS3+kF74PYJC718VO7woJ7aPQaHH2vLaxsD8fuwtH3GgBkFdzXR5240ndswTcdu4MrfccAQFRw+0ZZdPdZFtawR2JBdPfxdxCEBbd/lIVrkTcaC8KV8S4uuEdHWfT1WRbWsMdiQfRlfMKCe2yUhWeRNx4LwpPxCgvuwCiL4T7Lwir2RCyI4Yx3ccE9McrCv8g3EwvCn/EJC+7QKItbfZaFle3JWBC3Ml5hwf1wlEWwz7KwXj0VCyKY8QoL7kejLEKLvOlYEKGMd3HBnRhlEV3km4sFEc34hAV3apRFss+ysLKdiwX5rwGp4JaQkPja0CK3wZG0ZLWSyKFAizy3No5wmhIDSNFzoT/E4vwtC5JPMnGAySDO38rEAeZZcLfveB02/2tZrSTrCkvQvkO8H2OlXPA6FmqNeR6nk7jgdayq2J6vgfibkQ9RqSxfszSSiUg0L50GOxSA1TmC8XAC1Zrv4PLL/zNa9+pXfX358Mz1bFs97oVCe55EehZWjzgEvcPTQ2zs7/D0ZGn5DABc8Fwmv6E9l0XeTg/5zd/pcWRpDk/nQvE8TzL9GA5Pp+jMLs8ForfLc0HkdXreXCig50mlZ+Brgd9IAAAgAElEQVT0ZPeJ9Xg6iL4ej3i1rNtjXSie55lNJ+D2iHvrBijeAYHX47EuFM/zpNMJeAhneileL8E74rEuFNDzzKUTGBF4b1J8Nwln3vZYFwrteZ6kE7hN8E56rAtF8TxcOoFJgjdM8YYF3hjFFyOcmfJYFwrtBdIJXpeQkJD4mrBX3oq2Yjs0DD/sqGF0aCu2Y688t6JWIyPfAafpueC4bV0otOdJPknAcTv/n5+mqkOw1ryFjSWbwYDBxpLNsNa8BVOV+CnzSrkXv5+Xng+Hdu6F1/IT3P0DFqd+qxXnfvb/YvMb/xaGd07hmv/6is+tUqvy0kmwQwFYHMMIhhPgAATDCVgcw2CHAiu+rpXwzBXb4zFy2DlJn4hNE71CPZ8BgHsUL0kPxchvcqF+PxYi+kh6OHaP6CXp4Ri5H+yhQJ+OkVfIkvRIjHyngKRHKV6hHqP4SHqc4iXpCYpXqM9QfCQ9SfGS9BTFS9LTFK9Qn6P4SDpH8dJ0CQkJia+KvfJW/KQ0AFb5BC0FNjj/2YoXJwvwakiPoWVWsB/RUGIANSsfcLyfpMQBUvTlMFUdwof7h+E1T+DD/cNAuggHe5+H4eoOHOx9Hu6Aa8XXCgCbSjfkpa+Ea/7rOOm6grvRaT4GMDqNk64rKy64z5gaydF/psacz7A6R5BIzWVpidQcrM6RFV3TSnnmiu1qpTpnvUpZRvQK9UqlhugjDQBsonhJulZJfpML9Q1Kci4mSdcoNxG9JF2jJPeDlQv0MiV5hSxJVyvJdwpIuoriFepKio+kl1K8JF1B8Qr1EoqPpBdTvCRdTvGSdBnFK9QLKT6SzlC8NF1CQkLiq2YowcIRtSA8l4kBnAvCEbUsWXA3rG/FUa0dFbJMDKBMh6Nae8792iQ2FFPiACl6PrgDLtiGT2MqMclHASYmYRs+vaqC+7ihDetkxVnaOlkxjhvaVnu5C5wb6MHMrKALYDaFcwM9lFcsTUvdLlxsNmOLWsVH/6lVuNhszqtfezycIOsPyfrT4pkrtm1GExSy7E9CClkRbEbxMOEZYxNKZNkxMiUyOc4Ym7K0U8YWoo80AHDc+DL5DW18WeRtN5Lf/O3G7Dd/m7EdxbLsvMxi2Tq0GcV5mUeMx4neI8bjIm+L8XXIZSVZmlxWghZjdp9Yk/EM0ddkFK+WNRltKJJl30EokilgMorvIDRSvI0Cr9Fog0zgk8kUMBLONFC8BoK31mhDocBbKFOgVuDdQfHtIJy51WhDgcBbIFNgK8FbabSBEXgZmQKVBK+G4tUIvEqKT0k4U260AQIvZApel5CQkPga4oxZkRIMO6a4BJyxZWIA17fiva0BfPDdJ3hvawCYBV65occPfAV45YYegw9zjwIEgLatNhQXCO6WFyjQtnX1Pz87Ry4QV613jojbQXPFvG0/zhpPoLJUy0cBlmrxv/7av8KFj69ix49fwPP2H8E1Oriq656MkrsFaHpOpGXA5wogVsr/O53fqGG1RkHWy8n606LwjTfe+FK/4Vpgt9vfsFgsxD+rqaiEXvUr8E1N4FHqMXRKNd7d9wIxjeS5iiroVOX4h6kgYqkZbFGW4Y/3tYjSSHZWVGOLSoORqV8inprBZqUGf7TvZeIAwPYKPapUG/CPU79APDWDSmUFrPvaiGkk2yq2YpNqI0anPsPnqQQ2KrX4g31HRWkkWyu2YaNqEz6bGkUi9Tm0yo04uu8PiGkk+ort2KCqwi+m/hEzqTgqlJX4vX1WYhpJdcVOaFRV+OWUHzOpODTKzXh5X4cojaSq4jmUq3QITv0DZlIxlCm3oGXfHxPTSCoravArKj0mpnx4nHoEtVKHF/a9S0wj0VbUQK3SY3LKh2TqEVRKHb6/711RGklFRQ1UKj2mpnxIpR5BqdRh3753iWkk5RU1KFXpEc54S5U6fG/fu8Q0EnVFDb6j0mN6yofZ1CMolDrU7XtXlEayvqIGJSo9olM+pFOPUKLU4bl97xLTSEorarBOpUdsyoe51CMUK3XYtu9dYhqJoqIGcpUeiYxXrtRhy753iWkkxRU1KFLp8XjKhyepR5Apddiw711RGklRRQ0KVXrMTvnApR6hUKnD+n3vEtNICitqwKj0eDLlA1KPwCh1KN737pLDkR0dHffeeOMNO9UgISHxVFjq9963icuPxDeOAGCGe4T/TSm+AURi8CGLS0ELHs3x7Z2JuSj+a/Rn2CDXQ6+oyemMraU12LhOj89iPiTmHkFbrMPRbe+uKI1EyDv/QM7X/nw2Dsuuoys+d3v5Vvzvu5pxtO53US7T4E/+v2788+NHAIBYKoG//eV/RZVqA7ZX6Fd0/vv/8HeIJWdE+mZVGSzfy38I03l9FMeu9OFhnP/g8Wgmhf/y6S+hK1fhuaqKnM6oUK7Dz0buYXbui9X1Cnkh3n25DjXV5E4IIWvxe4/hOG5519eM3bt3c5988slXfRkSEt86GIbxcRy3+6u+DgmJbxvS7z2eV0P6TAtJNppCHX6iDeR0xis39HiQEp9RIdfhvV25nUGif8IJx80O3J+ZwIaSKrTtOIP9VflH4B3sfR5TCfFM1UZFJT584eMVX99inrf/CJOxByK9UlmBjy1/vqIz53u2F7eSlBTJ8bb5JRyqEUcqL8dzp+y4Mx0T6VvKlPj0XO4fPBfSSB4mUF2ugK2lNq80krX4vffMRf9JSEhISEhIfLO4nmLRk7JimhtHGVONJrkNewhpIy1KGxxRS1YriZxRoEWZe/tGOEWJAqToudA/4cR5/zEkM/F9oZk7OO/nI3LzLbjba4/DNnw6q5VkXeE6tNeS7+qvhHzCHHJlvqA+N9CDu9FpFKIQMzEG5z74L8CsDIfq8luzPkEotJfSF8MOTsDadQvj4RlUa0pgO1KH1gby/NmXwTPXsy0hISEhIfFVwTDMewzD3GcY5h8pf84wDPMThmF+wTCMn2GY/+nLvsavG9dTLK4kLZjm+KHHaS6IK0kLrqfEfdR7Fa1oU9mhKczEABbq0KayY68i9/YNjZwSBUjRc8Fxs2Oh0J4nOTcDx01xRO5ymPRmWOvPYqOiko8CVFTiYHUzOv/uT2GwG3DwpwfhHhPHGedDPmEO+XCoZg9O/XYzSpJlmIsrgLQcdyMRnOzuxjWfL6+zqsqUeenzsIMTsFy6geCDGXAcEHwwA8ulG2AHyclqXwZSsS0hISEhIbF2/D8Avr/En5sAbMv8YwHwf38J1/S1pidlzVpYAwApJNCTIg897lW04ifaANjKJ2gpscE5ZcWLnxXg1dt6DD1aftDxSCUlCrByFVGAM+RCjqYvh0lvxocvfAzvD2+i/Tdew4f/9DeYik/x6STxKdg8tlUV3PmEOeTLObebuPnxnDu/6z3TZESJPLsBo0Quw5km45Kvs3bdQiIpiPtLzsHadSuv77+WSMW2hISEhITEGsFx3N8CWCp+4QUAXRzP3wNQMwxDzmz9ljDNkds3aPo8Q49YOEIWhNOZGMB0EI6QZdmCu6G8FUd1dlTIM1GAch0a1b+Lrs+s+MFgAV75uR6DofzSSTaUkFsUaHo+dHo78ViwrO5x+jE6veLFdrli3tmAswfaUams4NNJlBU4e6CdGOaQL5MR8r4Tmk6jZc9OtBpqUIgCgAMKUYBWQw1a9uxc8nXjYfGQ5lL6l8Ga9GwzDPN9AP8JQCEAB8dxbwr+vBhAF4A6AA8B/BuO4wKZPzsF4EcA5gC8ynHc36z2elj/DVgHBjAejaJapYKtsRGtNeRcRqffh44BNyaiEVSp1DjTaEJLjbiv6Jr/Os4N9GAyOo1KVRlONTZRG/5d/iFcGHDiXjSMTSoNjje2wFxDXl3q9g+ic+AyQtEwtCoN2htfhqmmQeTr9/fDMeDA/eh9bFBtQFtjG/bXkKd7B/1udA10IhwNQaPS4khjOxpqxMklADDkd8E5cAHh6D1oVJvQ0ngce2vEySXX/dfQM/AmpqOTKFNVoqnxdeypIW+38vmdcA90IBKdgFpVBVPjGdTVkHvW/H4WAwNWRKPjUKmq0dhoQ02N+HHgqJ+FZ8CKWHQcSlU1jI027CT4AGDMz8I7YEU8Oo5SVTUMjTZso3gDfhYjA1YkouNQqKpR22iDnuCd8LO4OWDFTHQcJapq7Gi0oYpyZsjP4vaAFcnoOIpV1djaaIOW4n3oZzE5YEUqOg65qhqVjTaUU7yP/CzCA1ako+OQqaqhabRhPcGb8LOIDVgxFx1HoaoaykYbFJQzU34WqQEruOg4GFU15I02yCleCQmJNWEzgDuLvp7IaKLNYwzDWMDf/UZ19bObf1/GVGdaSMT6UjjDlBjAsBV7l8nQbihvRUM57xkMsbi0aPX6g2QQlzKr1xtyTBdp23Emq2cbAIoLS9C2I7eElKUIxcmL7Wh6rph3NiwU1y7/EC78zImTf2lftm5Zjkq1GncJhXWlOrf0j3mcQ2NgP/ol5lLfAcAXiexHv8Rvba1Cy95t1NdVa0oQfCAurKs1JQT3l8Oq72wzDFMIoBP8o7HfAPBDhmF+Q2D7EYB/5jju1wG8A+CPM6/9DQCHATwH/rHbn2TOWzGs/wYsLheC0Si/mjMahcXlAuu/IfI6/T4cc3XjTjQCDsCdaATHXN1w+rP7ivLZiuTyD+G0y4HJaBgcgMloGKddDrj8QyKv2z8Im6sTU9EH/KOh6APYXJ1w+wezfP3+fpx3nUcoGgIHDqFoCOdd59Hv7xedOeh345LLhgdR/nHTg+gULrlsGPSLH98M+V1wuE4jHJ0EwCEcnYTDdRpD/uzg/Ov+a7jieg3T0bsAOExH7+KK6zVc918TnenzO9HtOoZI9A4ADpHoHXS7jsHnF6+29/tZuFwWRKP8XYloNAiXywK/P/uOwqifRZ/LgljGF4sG0eeyYNQvvvMw5mfhcVkQz3jj0SA8LgvGCN6An8Wwy4JExpuIBjHssiAg8E74WfhdFsxkfDPRIPwuCyYIZ4b8LG65LEhmvMloELdcFoQI3od+FkGXBamMNxUNIuiy4CHB+8jPIuSyIJ3xpqNBhFwWPBJ4E34WUZcFcxnfXDSIqMuCBOHMlJ9F0mUBl/Fy0SCSLgtSBK+EhMSXD8dxdo7jdnMct7uiIreos28iTXIb5Mhu65BDgSb50m0d4TT5zvdDik6ji7J6vSuP1ev7q1pwouYitCVbwICBtmQLvr/pZTh857HvahUO99ajPyD+nZkL2lLyYjuani/51C25cMpkIm5+PGUi3/Sj0eH0YiaVztJmUml0OL1Lvs52ZDsUxdmlpKK4ELYj2/P6/mvJWrSR1AP4BcdxtzmOSwF4H/xjssW8AOAvMv/dDaCRYRgmo7/PcVyS47hfAvhF5rwVYx0YQELQK5SYnYV1YEDk7Rgg9xV1DGQXpvlsRbow4MRjgffxbAoXBsTFZufAZTyeTQq8SXQOXM7SHAMOJAW+5GwSjgGH6MyugU4kZx8LvI/RNSB+3OQcuICUwJuafQznQHZwfs/Am0jNzgh8M+gZEGeBugc6MCvwzs7OwD0gHhIZGLBidjYh8CYwMJD9A84zYEVa4EvPJuAZEP8g9FK8XoJ3ZMCKOYF3bjaBEYH3JsV3k3Dm7QErngi8T2YTuE3wTg5YwQm83GwCkwRvmOINC7wxii9GODM1YAUEXswmeF1CQuJpcRfAlkVfV2W0by175K14qdiOMkYHgMF3UI6iZAneC7+MUyE9rlO2Q2pk5Dvf5RSdRpiyYp2m09hf1YL393+Kj8xRtP36/4mfjfUglLjL3yRL3MX54ddWVHC3G9qxTrCsbp1sHdoN4sV2KyGfuiUXDtXV4e3mZmxWq8EA2KxW4+3m5vzTSMJxsv6QrM/T2lAF+9Fd0FWUgGEAXUUJ7Ed3fePTSGiPxIgejuPSAKIAynN8LQD+cRrDMJ8wDPPJgwfibMh5xqPRnPWJKLl/SKjnsxXpXpQSpxN9KNJCFK9Qvx+9T/SR9HCU/FiJpIejoqeWAICHAn06Ks77pOmRKHkYhKRHo+QfZEI9RvGR9DjFS9ITFK9Qn6H4SHqS4iXpKYqXpKcpXqE+R/GRdI7ipekSEhJrwgcAjmRSSX4LQJTjOPIP428Re+StOFcawCuFlzEbn8HnqYcAOEzPBXElaiEW3C0aG+SCQUc5o0CLJr9BRw1lxTpNzwXHyJvkdJIR8sKapTBtM8FqtGJj6UY+naR0I6xGK0zb8rtTTCOfuiVXDtXV4dTvvIDKoipM3pnDuW4Prl0XdxgsRZWmlKyXi3W2PwT94Z+jYN8g9Id/DqSLEHivEU8+OIjAe41faaENfIMGJHN9nFatUuWsV6nI/UNCvVJVRvSR9E0qSpyOqlykaSleob5BtYHoI+kaFfmxEknXqMgzOeUCvUxVSfSRdLWK/IYm6SoV+QeZUFdSfCS9lOIl6QqKV6iXUHwkvZjiJelyipekyyheoV5I8ZF0huKl6RISEsvDMMxVAD8HsJ1hmAmGYX7EMMy/Yxjm32Usfw3gNvgnuX8G4D98RZf6taSHso69h7COfe/6VrRp7dDI+EHH0oJyyFMl+JOxl/HqDT2GclzBfoSyev3IKlav3ycspVlKXw7TNhM+fPFDeC1efPjihzBtM8E92o+D9sMw/HgfDtoPwz0qbi3NhXzqlly5dv0GTl5x4e4039J7dzqKk1dceRXcZ1oM5DSSFkOWxvaHYDl/C8FQko/6CyVhOX8LbP/qetrXkrUotnN5JLbgYRhGBkAFflByzR+n2RoboRD0CimKimBrbBR5zzSS+4rONGZ/WjzV2ISSIrnAJ8epxibRmccbW7BO4F1XJMfxRvGAYHvjy1hXJIjeKSpGe2N29E5bYxuKBb7iomK0NbaJzjzS2I7ionUC7zocaRQ/bmppPA65wCsvWoeWxuzg/KbG1yEvKhH4StDU+LroTFPjGRQJvEVFJTA1iodEGhttKCpSCLwKNDZm/4AzNtogE/hkRQoYG8U/CA0Ur4HgrW20oVDgLSxSoFbg3UHx7SCcubXRhgKBt6BIga0Eb2WjDYzAyxQpUEnwaihejcCrpPiUhDPljTZA4EWRgtclJCRWBMdxP+Q4bhPHcUUcx1VxHPfnHMf9Z47j/nPmzzmO49o5jvs1juN2cRwnrYVcxPQcJZmEou9d34qfbA3g35dfRurRDOKP+Tvi4VQQjqAlp4K7QduKo9vtqCjOpJMU63B0uz3n4UgSGxTkm1Q0PV/co/2w9Z3HVIyf5ZqKhWDrO7+igjufuiVXzvUMYCYlaNNNzeJcj7ill0bL3m242GbEFk0pGAbYoinFxTajaDjS6riNRPJJlpZIPoHVcXvF17/WrEWx7QWwjWGYX2UYRg5+4PEDgecDAL+b+e9mAB9x/J74DwAcZhimmGGYXwWfOzq8motprdkFu9kMnUoFBoBOpYLdbCamkbTU1OGiuRlbVHxf0RaVGhfNzaI0kkM1e/C2+SVsVpXx/UeqMur6UXPNXpw1t6FSpeHjdFQanDW3Ead6TTUNsJrbsVHFR+9sVFXAam4XpZHsr9mPE+YT0Kq0/OCFSosT5hPENJKGGhOOmq2oUPGPmypUG3HUbCWmkeytMaPNfBYaFR+cr1FVos18VpRGsqfmEF4yv4Uy1WYADMpUm/GS+S1iGkldTQuazRehVm0BwECt2oJm80ViGklNTSvMZjtUKr5PT6XSwWy2i9JIdta04oDZDmXGp1TpcMBsJ6aRbKtphdFsR2nGW6rSwWi2E9NI9DWtqDfboch4FSod6s12URpJVU0rasx2lGR8JSodasx2YhqJtqYV2812FGe8xSodtpvtxDSS8ppW6Mx2yDNeuUoHndlOTCNZX9MKrdkOWcYrU+mgNdtFaSSKmlaozHYUZnyFKh1UZjsxjURe04pisx1MxsuodCg226U0EgkJia+MskLykzWaPo9zkpJMMpnbDEqDthXvfS+ADxqe4L3vBYBZ4JV+PX7gKsAr/XoMTuQ3ON5W+zqKC7NvPBUXlqCtVnyTaiV0ehx4nBbMfKWT6PSIZ7mWQ1i3qEuUWJdW4mTXZTx/9hRcPnEYxHJMTpNbemm6EOdgAM+90ovfe+sTIP4d/NnvHcCnP3mRmEIyfj9JOIGufxUwfM27ykMY5l8CeBd89N97HMfZGIb5IwCfcBz3AcMw6wBcBvCb4PNHD3McdzvzWiuAVwCkAfw+x3HLpp7v3r2b++QT6WaAhMSXDcMwPo7jdn/V1yEh8W3jWfm950uxcKesiHDjUDPVMMltqFu0lv16gsUVwjr2l1R27FliS+SLvgIA4nqGAQO27on4BUswOMHikt+C5NwX11BcqMDRGjsaqnK/GdEfuAbHyJu4n5jEBkUl2mpfx349OTI3Xww/3geO8vf1/sFHKz7X5buO091XsgYm1xXJcbb5JZjryHHHxOs79S7uEgrrzWUqeM/9/pKvdQ4GcOzSMGYWLaYpKS7ExaP1aGnQi/z6wz9HMCQurHXaYgTe/17O10xjLX7vrUnPNsdxf81x3Hczj8VsGe0POY77IPPfjzmO+9ccx/06x3H184V25s9smddtz6XQlpCQkJCQkPjm4Uux6E5aEMmsZY9wQXQnLfAtWsu+R9GKl1R2lBXyT9zKCnXLFtoAfdV6+QpWsHfdtGYV2gCQnEug62Z+SU379Yfw/gvD+OiHE3j/hWHs1x9C/5gLh3/6PPbZd+DwT59H/5hr+YMIaJXkWS6anisX3D3kZBK3OH1tKU41NaJELmjTlRfhVJO4pVdIR9dIVqENADPJOXR0jRD9tratUBRnl7OK4gLY2rbmdc1Pk2/MgKSEhISEhITENxd3yopZwVr2WSTgFqxl36NoxTltAK+UXgY+B96beBmnbutxfYnNkC2VlGSSFaxgD89QogApeq70j7lw3nMaofgkHwcYn8R5z+kVFdztxjbiuvV2o3iWKx/uRcjpazSdxqE9u/D2S2b8yncy/5s8YVA8pwBml9+lOBFO5KW37tfCfmI7dNpiPupPWwz7ie1o3b82OeRrgVRsS0hISEhISDx1IpT16yT9+iMWV0IWTGdWsU+ng7gSslAL7r3lrWjT2aHJrGDXyHX4bfXvwvmZFS8OFuDVn+sxlOMKdk0JJQqQoueKw3sBScHa9WT6MRzeC5RX0DHt3A/rgRPYqORnuVTrVJCn1+MP//IiDr7zI9FyvFzZpCanr9H0JZmV4fG0HIiVAp9/B5HIHE46+nBtaHTJl1VpFMvqrPsh9AdvoMDgg/7gDWBWhsD738OTjxoQeP97X6tCG5CKbQkJCQkJCYkvATVl/TpJ76GsYu8J01s59pa34ie7AmDrnqBlgw1/O/EXCCf5Yj2cDMJxy5JTwX1khw3FhYIowEIFjuxYXVLT/Tg5Tp2mL4dp5358aHkff/Q7f4hkpAiPYo+X3EadC8dNTeRkEpM4fW05zjk9xA2Q55yeJV935kgtSgQbIEuKC3HmSC0AvtC22IIITqX4qL+pFCy2IFj3ynPBnzbL38//BsL6RmF1ezAeiaFarYTNZERr3U6i1+m7gQ73ACYiUVSpVThjakRLnTi55JrPh3NuNyYjEVSq1ThlMlG3Ibl813HB3YN7kWlsUpfhuKmJOljg9g2h0+1EKBKGVq1Bu6kFpjpxckm/bxAO92Xcj4SxQa1Bm+ll7K9rIJ456OtHl9uBcOQ+NOoNOGJqQ0OdOLkEAIZ8bjjdnQhHQtCotWgxtWNvnTi55LrPhR73BUxH7qFMvQlNpuPYU2cmnAj4fNfgdr+JSGQSanUlTKbXUVdHHgrx+5wYcHcgGpmASl2FRtMZ1NSJk0tGfSw8bitikXEo1dUwmmzYWUfu4RvzsfC6rYhHxlGqrobBZMM2ijfgYzHitiIRGYdCXY1akw16gnfCx+Km24qZyDhK1NXYYbKhinJmyMfittuKZGQcxepqbDXZoKV4H/pYTLqtSEXGIVdXo9JkQznF+8jHIuy2Ih0Zh0xdDY3JhvUEb8LHIua2Yi4yjkJ1NZQmGxSUM1M+Fim3FVxkHIy6GnKTDXKKV0JCQmI1mOQ2dCctWa0kRVDARFjLPk1ZuU7ThThvW5ESrGBPPUnAeduKvctE+s0PQXbdtCI8Mw5NSTUM5WZ0+f4vXPD8B2gUVThSewYN+vyi8TaUbkIoLs7Z3lBK3nmRK0ttoxammy3HfK2Saw2zFJPhGFl/SNbnmR+C7OgawUQ4gSqNAmeO1C7o1s5JJB5nD4cmHnOwdk6i1bTybPCnyTNXbLO+UVi6+5CY5T9NBSMxWLr7AEBUcDt9N3Cs27Wwsv1OJIpj3Xzv1OKC+5rPh5Pd3Qu+u5EITnZ3A4Co4BZO8k5GpnG6+woAiN6sbt8QbN2OBe9UJAxbNx/bs7jg7vcN4nx358LK9lDkAc538+vXhQX3oK8fl7rPL3gfREK41H0eAEQF95DPDUe3bWFlezgyBUc3/0NvccF93efCle7TC77pyCSudJ8GAFHB7fNdQ3f3awsr2yORu+jufg0ARAW33+eEq/vYgjcauQNX9zEAyCq4R30s+rotC2vYY5Eg+rotACAquMd8LDyLvPFIEJ6MV1hwB3wshrstC6vYE5EghjPexQX3hI+Ff5FvJhKEP+MTFtwhH4tb3ZaFle3JSBC3Ml5hwf3QxyLYbVlYr56KBBHMeIUF9yMfi9AibzoSRCjjXVxwJ3wsoot8c5EgohmfsOBO+Vgkuy0LK9u5SJD/GpAKbgkJiTVnPnVkqTSSecpk1ZkWErGeC7RV6w9zXMHeUNW6UHQPBpy4NHxsYSPkg8QdXBrmf1flU3C3GY7jvOd0VitJsWwd2gzHl3jV8uS6jTpXzHV7FuoV13UfLnS7cdL+V9hUpsbxJhPMe3Jbu16pUeIuoeCuLFcu+Tpn/wQ6HP8dE/cLUbVhA868uB0tizZAjodSxNfR9K8Dz1wbidXtWSi050nMpmF1ix9bdLgHFuKG1J0AACAASURBVAroeWZmZ9Hhzg5dP+d2E33n3OLwlHwmeTvdTqK30+3M0hzuywvF8zzJ2SQc7suiM7vcDqK3yy3O3nS6OxcK6HlSs4/hdHdmaT3uC0Rfj1vcZ+Z2v7lQPM8zOzsDt1u8onbA3UH0Drg7sjSP27pQPM+Tnk3A4xY/TvRSvF6Cd8RtXSig55mbTWBE4L1J8d0knHnbbV0otOd5MpvAbYJ30m1dKIrn4WYTmCR4wxRvWOCNUXwxwpkpt3Wh0F5gNsHrEhISEk+BOnkrTpcG8MNCfvjxavhlnA3p4ROsY2+irGJvynEVO23VevkKVrB3jXQQV693jXRQXkFm/zYzThjPQlvK77bQllbi+7/WDMfHf4p9PzbgsP0g+kfzD2XLdRt1vriu+3D6SjcmpyPgAExOR3D6Sjdc1305vf5Ui5G4AfJUi5H6Gmf/BI6dv4E7oRlwHHAnNINj52/A2T+x4KnWyomvpelfB565Yns8Qn48QdInIuRwdaE+GYkQfSQ9n0neUITyaTSS3Xd0n+Ij6eHIfaKXpIcj5FWmDwX6dITcT0bSIxHyKlqSHo1MEJxiPRYh34kg6XGKl6QnKF6hPkPxkfQkxUvSUxQvSU9TvEJ9juIj6RzFS9MlJCQk1gJfgkV31ILIXCYCcC6I7qglq+Des74VL2ntKJPxEYDfKShHUaoE7429jFM39Li+zGbIlq02yAUr2OUFCrSsYAV7OEH+XUXTl2L/NjPef/FjfGS5ibbffA0/+29/g1Bsik8niU3hfJ8t74I7123U+XKhx43Hgi2Qj1OzuNCT2/Ud2rsTb7cdwGaNEgwDbNYo8XbbARzaS27rBYAOxy1y7J/j1sLXtvZKKNYxWR7FOga29rXZzvk0eOaK7Wo1+fEESa9Sq4heoV6pVhN9JD2fSV6tmvJpVJ3dc7SB4iPpGjU5Y5Oka9Tkad1ygV6mJveTkXS1mvxmJ+kqdRXBKdaVavKdCJJeSvGSdAXFK9RLKD6SXkzxknQ5xUvSZRSvUC+k+Eg6Q/HSdAkJCYm1wB2zYlYw/DjLJeCOCSIA17fi3NYAXim/jNlHM/g8s4p9OhXElaBlyYJ7r7YVbdvt0GRWsGuKdfhtze/CecOKF10FeLVfj6Ect0JqFOTfVTQ9VxyeTnI6iaeT8goypG3UB/+H30HnB9dgOPEiDp59FW7fUN7Xd2+afKORphNJy4B4KRBT8v9OL929PHF/hqjfCc2gYMdn0D9/G0gXwW7VQbdRzkf9bZTDbtV9bfu1gWew2LaZjFAUZf+PqSiSwWYSP7Y4Y2pESZEgdL2oCGdM2aHrp0wmou+USTxImM8kb7uphehtN2X3gLWZXkax4FNrcVEx2kziT61HTG1E7xGTOHuzxdQOedG6LE1etA4tpvYsrcl0nOhrMon7zEym11FUlL2itqioBCaTeEVto+kM0dtoOpOlGU02yIqy71DIihQwmsR3KAwUr4HgrTXZUCjwFhYpUCvw7qD4dhDO3GqyoUDgLShSYCvBW2mygRF4mSIFKgleDcWrEXiVFJ+ScKbcZAMEXhQpeF1CQkLiKRGZo0QAUvQeyir2nmVWse/VtuIn3wuAbXiCli02/G3gLxCeyaSTzATh8FtyKriP1J4hrl4/UnuG8orcuB8jP12m6UthqmnAh//xz+F9oxftv/1/4MO//ztMRcLg8MU8WL4F96Yy8o1Gmi7k2uAYTl7y4O6DODgOuPsgjpOXPLg2OEZ9TdWGEqL+JC3jk0cm07CcDgHpIgQ+3IUn3joEPtz1tS60gWew2G6t2wl78wHo1EowAHRqJezNB4hpJC11u3Cx2YwtahUYAFvUKlxsNovSSA7V1eHt5mZsVqvBANisVuPt5mZiGom5bg/ONr+ESnUZGACV6jLqmlNT3V5Ym9uwUa3hP42qNbA2t4nSSPbXNeBEczu0av5Tq1ZdgRPN7cQ0koa6/TjafAIVaj57s0KtxdHmE8Q0kr11JrQ1W6FRb+Q/+as3oq3ZKkoj2VNnxkvNZ1GmrgTAoExdiZeazxLTSOrqDqG5+S2o1ZsBMFCrN6O5+S1iGklNXQvMzRehUm8BwECl3gJz80VRGsnOulYcaLZDqeYfJyrVOhxothPTSLbVtcLYbEdpxluq1sHYbCemkejrWlHfbIci41WodahvtovSSKrqWlHTbEdJxlei1qGm2U5MI9HWtWJ7sx3FGW+xWoftzXZiGkl5XSt0zXbIM165Wgdds52YRrK+rhXaZjtkGa9MrYO22S5KI1HUtULVbEdhxleo1kHVbCemkcjrWlHcbAeT8TJqHYqb7dJwpISExKrxp1i8E9fjjVgB3onr4V+0JVJdSIkApOjTKUoyCUUn4bxpRUqwFTI1l4Azh62QDfoWHK2/iArFFv73qmILjtZfBGZleOWn9fiBvQqv/LQeg2PXcr4eANigJD9dpum5kus82HIcbzJhnWAL5Dp5EY43iW80kjjX5cVMUhD9l0zjXJeX+pozbdtFsX/cEwbJ2BdP8hOPOVgvrGz486uC4ThuedfXjN27d3OffPLJV30ZEhLfOhiG8XEct/urvg4JiW8b36Tfe/4UCxch4s9cbEeNvHWhZzurlYQDSmbL0VT2n1C3PvsD/6kbekynCMkkch3O7QrkdE0vugr4byKAAQPW/CSnMxYzOHYNlzyvIZn+ou2hWFaCo8a30LCNHHUrpH/UjfN9NlE6yYkDVuzfmVtBS8Jw4kXC35T/u3rP59Y6M4/rug8XetyYnI6gEIWYm5GhUl2B4y2NMO8VxyQvZvMP7CCVmAwD3P3AkqU53SF0dN7GRCiJXynjgHWz+OdYCnOzMiRjGqRn1ovOeHLzu3n9XVbKWvzee+bubEtISEhISEh8dQxQ1rIPZNay1yla0ayyQ8GU8/XvEwBJYCb1EN0hC3yCLZFNlFXsTXmsYqdtfyxf4VbILu+bWYU2ACTTM+jyipO3aOzfacKJA1b8/+y9f1SUd57n+/ryowoqIKQoKCUEat1rRzcT03MNcnsHZ4hys8OsGm7WU5eRSM8ltWTPkbgTm/SGi7vGPXLMdtMmm+jupLYme5um0pm6XoeEbDPjFunaht0sGnZanbSxnTVgCIoU1SBYRRU/nvtHFchTz/dRnPR0EvO8z/FE37yfr5AE6l3P8/m83/bs+NNle/Zqfn/9k3j+4odsfWkrNa/U4D/nv+vPbaX7YCvBjrJN7P/HT5IRtTI/ZYE5EyPBSQ54uujqO3/bawttWSvifd2jPNd6kU+vRVEUCI0LIuMZ/IcXSrGlfUNjtAGK13y1kqsNs23AgAEDBgwY+LVhUqeWfTm/yVKLKZIFN4EwkJg2mFXCdCe1RJbl1fJ0iRurKT7yZjWV8K3cb9P5yxaeDaTQ/IGD/js0QzrXt2JKaoU0pVpw/i1bIYOScprb8Xqo3FDF2w3v8f53zuD63/6Yv/iwh9HJ0Xg6yeQobV1td224V7oPtlIc9fXIU0l8PTpXxNFcV0qmOSn6z5xGc12pijt0/DKRGfXThcjMAoeOX6Z1v02ePLL/88Ua/qZhmG0DBgwYMGDAwK8NOTq17Mn8hE4bpIwvy6vlyCODvLFpgeqCVj4Y/iGhRBV7KDpEx8WG2xru8qJaXBvd2DIT6SSZJfzumm/jG2hh949T2PeOg77BlY9Y2LLkyVt6/Erg6ZH3ZHh6tD0Zt0PyPliOJRvTfDb/yv0jtjc3093ff1fnXQ3KY5Kvjsv5RTxVsQ5nxXpSRQookCpScFas56mKdSrd8GhUev3waJTaHatwH7ZTUpgWTx4pTMN92E7tDu3d7i8zvlr34VcIb/8lWjrPcCU0TbE1i9bqUmrL1km1vv4LHOrsZTg0RZE1m4PVW3CWaZcpT/af50hnDyOhSQqtOTRXb+OpMvm80uKM09XQxB0bl7r7+zne2cloKITdamVvdTVVZdplSn9/H55OH9dDQQqsNlzVTirLtLXuAIH+AO2dPyIYCmKz2qir3kNFWYVU29fvx9fpIRi6js1agLPaRXmZdpmyv7+bzs7jhEKjWK12qqv3UlYmnykb6O+iu/MoE6Gr5FrXUFW9n01l8mr3c/0n6el8mcnQCDnWQrZVv8jGMu2824V+H72dh5gKDZNtLWJL9UE2lMnfpV/q93Kms4Xp0BWyrMWUVreyrkynrr3fy9nOFsKhK1isxTxa3YpDoh3u9/JxZwuR0BUyrcWsr26lSOfM0X4vlztbiIauYLYWs7a6FbuOdrzfy0hnC7HQFUzWYgqrW8nT0d7o9xLsbGEudIU0azG26lZWSbThfi9TnS3Mh66Qai0mu7oVi86ZsX4vsc4WlNAVhLUYU3UrJh2tAQMGDKwE20yt0pntbUm17LlpxUxIWiJz79AS2alTxd55uYWy21SxlxfVUp5ohewb9OI53bC0NBkMD+E5HZ8jLnfc+WdgXemL0pntulJt8tZKcX1S3pOhx98OVZvKqdpUTnd/P60dHczEEk3VoRCtHfFWa5nXkGGNLYcRieFekyePT17ESf8gvveGmY/eB8A84HtvmNL1gzxV6VjSFdnNfHpNa7iFkob3ZJjap1Z95cx1Mu65O9ve/ks0dPQyFJpGAYZC0zR09OLt10bN+Pov8FzHKT4NTaEAn4ameK7jFL7+Cyrdyf7zvNDRxWehSRTgs9AkL3R0cbJfO690N41Li98E10KheDxP4psg+V2nv7+Ptg4Po6F4jM9oKEhbhwd/vzbGJ9Af4FjHccZCYygojIXGONZxnEB/QKPt6/fj6WgjGBoFFIKhUTwdbfT1qx9Z9fd309HRSih0DVAIha7R0dFKf7822H6gv4sTHQeYCI0AChOhEU50HGCgv0ujPdd/kq6O7zIZ+gxQmAx9RlfHdznXr97ovtDv41THc0yFPgUUpkKfcqrjOS70azerL/V76e1oYDoUv+MxHRqit6OBS/3aOxaD/V5OdzQQTmjDoSFOdzQwmKQd7vdyrqOBSEIXCQ1xrqOBYcmZo/1eLnY0EE1oo6EhLnY0MCrRjvd7GepoIJbQxkJDDHU0MC7R3uj3MtrRwFxCOxcaYrSjgRtJ2nC/l8mOBuYTuvnQEJMdDYQlZ8b6vUQ7GlASWiU0RLSjgZhEa8CAAQMrxUZTLTvMbjK5NZOdFs1cGhVZRJWtlfSkWex0YaHqDi2RIZ3KdT1eBt9ZnXSSsytr0K1Y9xSNW75HftYD8YSSrAfY9vdraP/p6+z8wXrq3Y8TuKB93bsdCnLkPRl6/EpwvLNzyWgvYiYW43inttVaD/ud2+SpJM5tOlfEccRzVlpQc8RzVsUd3LuWzAy1HVUWBDd/ZaPhhUm8J5Oajr+CuOfMdkvnGcKxpLr22BwtndqomUOdvUSStJHYHIc61dXuRzp7iCTNK0Visxzp1M4r3U3j0kq/CTydPqJJumgshqdTazbbO39ENJb0GCoWpb1TW+3u6/QQS9LGYlF8nepHVp2dx4nFkuraYzN0dmqD97s7jzKbpJ2NzdDdqa127+l8mdlYUl17LEJPp3rBpLfzEHNJurlYhN5ObVXumc4W5mJJde2xMGc6JXXtnS3MJ2nnY2HOJmk/1tF9LDnzcmcLC0nahViYyxLtSGcLSpJWiYUZkWiDOtpgknZKRzclOTPW2QJJWmLhOG/AgAEDnwdzMDcdgWngZnz5sWuygXPLWiI3rapll91NbqIl0pKSR1oskx9f2sPh8w4GdEprrDqV63q8DMGw3JiP6/AyVKx7ijd3n+bdhmHqfvtf0vPzLsamRuI3uqZGOHbqwF0Zbtc2eU+Ga5u2J2OlGA3JW631eBl2lD/CYdcOcrMSb4wWBBkLljsW1Ixcl5vkRd7XNc7Dj5/nnz4/TKaSiVBSUZR4pvbMpJ25SA7hCLQckTeDf5Vwz5ntK6HpFfPDIfl/wGR+JCSfS5Lxd9O4tNJvgushnbr20LiGC+poZXwwJH80NZ7Eh0LygH0ZPxGSV7vL+MmQfJEkmZ8KyStxZfx0SKeuXcKHdbTJfERHJ+OjOloZH9PRyvg5HW0yP6+jk/GKjlaPN2DAgIGVokenJbInqSVy06paDqwd5A8TLZGRREvkRGyIE0MNUsNdLaliRxGEJoZo9jvoX0FRjc2ik06iw98J7b1HpW2Q7b3aG016qNxYSdOOJuw58Z4Me46d3/+tf4zn3R+ztelJag4/g38gcFefl90qb7XW43Uxl8ZMyARTWXDzPiZ+Nc+BY6foClzQvaSwwKLL+7rGee7AEJ+OxOIJJMEUFqbuY2bsQW5e//vMRW6NqFwZuftoxi8b7jmzXWyVR83I+CKrvNo9mS+0yueSZPzdNC6t9JugwKpT127VxvjYdLQy3maVP5rKS+KtVnnAvozPtcqr3WV8jlW+SJLMZ1vllbgyPsuqU9cu4S062mQ+U0cn4806Whlv0tHK+DQdbTKfqqOT8UJHq8cbMGDAwEoxqdMGqcd3j+hUuEtaIsvstTz9kBuruSROLAiYUWAOQpEhOs413NFwOx/VSSd59G+ZTjIlv9Gkx+uhcmMlbz//Nu+/9D6u3/1n/MV//xmjE/Gx0NGJMdpOHL8rw723upoMU1IyicnE3mptq/XtcLS9l5mkgpqZ6BxH23t1roBm16OagppMcyrNrkc5dHSEyIw6hFsIBbNZexO0uPCrb1W/+l9BElqrS7GYkuraTWm0VpdqtAert5CZpM00pXGwWl3t3ly9jcykeaVMUzrN1dp5pbtpXFrpN4Gr2ok5SWc2mXBVaxcE66r3YDYlPYYymamr1la7O6tdmJK0JpMZZ7X6kVV19V5MpqS6dlMG1dXqWneAqur9pCdp000ZVFVrq923Vb9Iuimprt2UybZq9YLJluqDpCXp0kyZbKnWVuWWVreSZkqqazdZKK2W1LVXt5KapE01WXg0SbteR7decuba6lZSkrQpJgtrJdrC6lZEklaYLBRKtDYdrS1Jm62jy5acaapuhSQtJkucN2DAgIHPgRydNkg9fkKnDVKPL7PXcuRbg1jnSuCmopoHj82H6bxDM2S5oxbXZjc2SyKdxFKCa7MbZtPZ99bD7HbnsO+th+m7tLLWRVu2/EaTHr8SeLp/JE8n6daOheqhqqyMlqefZrU13mqdc18Wpvks/tW//X/Zvu8w3X3afTIZrgblkwB6PACzaZgVS/zNEHD/KjPfb9rMU5UOhq/GpJcIoZ7xtmRCa7P8xuhXCZ8rjUQIYQX+DHAAg4BTUZRfJWm+Cfx7YBXxZdRWRVH+LPGx/wf4PWBxHuOPFEX5+ef5nBZTR1aSRrKYOnKnNJLF1JGVpJEspo6sJI1kcRP4Tmkki6kj8TSScQqsebppJIupIytJI1lMHfF1ehgPXSdPJ41kMXVkJWkki6kjK0kjWUwduVMayWLqyErSSBZTR1aSRrKYOnKnNJLF1JGVpJEspo6sJI1kMXVkJWkki6kjd0ojWUwdWUkayWLqiJFGYsCAgc+DCzEvvbEWppQrZItitpha2ZbdSldSS2S6sLAtW/5mPtdUzISkJTLXdPsnbaGIzrKkDr8c5Y5aVfJI3yUfnt7niCUSRoLTn+LpfS6uXXf7jOq6Lfs5duqApg2ytGQr9a9sJzg5ii3HTt22vVRsXFk75PUJnRFSHV4PVWVlVJWV0d03QKvnxNJe2bXgBK2eE3FNuTwxbRFrbNmMjGmN9Rqb3Aif7B7mhdbzRGYA4pMFM7OpMBu3nfevSic0Oau5Lu/+NPJyUrgyskBxYQqtzdnUPiUfR/kq4XPVtQshvgeEFEV5WQjxInC/oij/IknzDUBRFOWSEKIQGAA2KIoykTDb7ymKcuJu/t6vUm2tAQP3Eoy6dgMGvhh8WV/3LsS8nIo2MLcs5i8NC0+Y3czOxWe3J+evkCmsiZbIEDlpxWyztbJxWS37wLiXE0Nac76rxM2mPP0bAM1+B6GIpMo9s4QjlYN39bXse+thgtOfanhb1oO8tvujO14fuNBFe+9RglNXsWWvobRkKz0f/iXR2WUGPD2Dxh0tKzLcNYefYXRiTMPbc/N5+8Cf3vH6ZGzfd5hrQe3+2GpbLu+9duC213YFLnDg2CnVKIkAav7R/8pLjY9r9KXbe/jsWkTDP7A6kz+u28Kz+8cQmaOIlFse1JQu+HdHSnDuuPumy79LfBnq2p8Efpj4/Q8BzRCQoii/VBTlUuL3I8B1IP9z/r0GDBgwYMCAgS8YvbEWldEGmCNMb6yFjZZanrcP8lTWj5ibjhCJxZcfJ+eG6Bpt4NyyWvZNebXsKnGTm2iJtKTmkTabyY/P7+HwBw4GdAprqnWaIav/Fs2QwWn5Mv64Dp+Mig07eLPhp7z7nY95s+GnnPlFv8poA0RnZ2jv0SZ5yeCq2qNJJ0lLTSNyQ2Hrs7upad4njQDWw6jEaAOMjsv55dhRsYH/o2IjKCmJOEeBMmPmz9/7hC6/Nlp5ZFRrtAE+uxZh7/5PEfM3UWYyWJi/lUCSPmf/0hntXxc+r9m2K4qyOP1/DZBv0iUghNgMmID/uYxuFUKcE0K8IoQw61yKEKJBCPGhEOLDsTHtOz0DBgwYMGDAwG8WUzrV7Mv5nqBOMklSLfumvFoOPDLIHxYlkkkiiWSS6BAnLjZIDXdZUS1Pb3RjzUxUuWeW8K0136ZzoIVnf5xC8zsO+lfYDGnLki/j5+nwd0JwUp7kpccno3JTBU279mLPzUcgWGVZhTJj5sbkzB07N2Sw2+QBDvY8OZ+M/9J3FW7eBzezIZwFc6b4kqRHG61caM+UnADKfBoLC/MIASnzaYibFmaCRdwcW8vo1a92cc3tcEezLYTwCyH+WvLryeU6JT6PojuTIoRYA/wI+L8URVnMcWkG1gOlgBX4FzqXoyiKW1GUxxRFeSw/37gxbsCAAQMGDHzRyNapZl/OT+rUsuvx3ZdbmE1qiJxdCNN9Wb70WFZUy5HKQd7YsUD1/9LKB5d+SCicqHIPD9FxumFFhttZehBTWtIyfoqJmek5dv+giH3uzfRdOKlztRa2HPn9Rz1ehspNFbx94E95v+0dMmetzM8I1cf1Ojdk2OvUBjiA4NpwhO31r9Id0Bb1LcfV6/JoZRlf+Q9XIzSsIHpDnYwmBJhN8Vnw4iLtFfcK7mi2FUWpVBTltyS/3gFGEyZ60UxLg5uFEKuA/wS0KIry35edfVWJIwr8R2Dzr+OLMmDAgAEDBgz83WOLqZU0tJnXa/mDpT/m6NSv6/ETOk2QevxydOo0Q3auoBmyfJ0T15bXsWU9iECQZc5DmTEzPTUNKASnPsNz6rsrNtx12/ZiTlenc5nTM6jbpk3yWgnupnNDhqryTbS4drF68Q63kgIRE8yauDY2Seuxrtsa7jUF8mjlZP5k1yi+PxtHiZjjSSQKCEUQu5HLXER791qIhXjqyEGT5mP3Cj5XGgnwLvBt4OXEP99JFgghTMCfA+3Ji5BCiDWKolwVQgji895//Tk/HwC8fYO0+M5yJRim2Gah1fkoteUOqdbXd4lDvjMMB6cpsmVx0FmKs1ybXHKy7wJHfL2MBKcotGXT7NzCU+UbJCdCV995jvp6uBqcZI0th/3Obewo1yaXAHT3DXDc181ocAK7LZe9zirpVrC/rx+Pr5PrwRAFNisuZzWV5WWSEyHQ10e7z0cwGMRms1HndFJRrk0uAejrC+Dz/WhJ63Tuoby8QqPr7/PT6fMQCl7Haiug2umirLxSeyAw0NdNt+84E8FRcm12qpx72VQuXwY519dFj+8ok8Gr5NjWsM25n43l2uSSC30n6fW9zFRwhGxbIVucL7Kh/CnJiXCpz8cZ3yGmg8Nk2YoodR5kXbl8k3ywz8tZXwvh4BUstmIedbbiKNcu4wz3efnY10IkeIVMWzHrna0USXQAo31eLvtaiAavYLYVs9bZil1HO97nZcTXQix4BZOtmEJnK3k62ht9XoK+FuaCV0izFWNztrJKog33eZnytTAfvEKqrZhsZysWnTNjfV5ivhaU4BWErRiTsxWTjtaAAQMGkrHBVMtnsf/K2fk/AaHEn29HFT6a/yEPpPwOGyy1bLO10jWqXn5EgVhkmnPjXjYmLUDmmouZiEqSSVbQEBnSaYDU45NRvs65lDyyz72Z6ehnqo/H5iL4el+mfIP89Wc5Fpcg23uOL6WRlK79Pdrf/SFH27+PLbeAuioXFZvkr6XJKLDaGJUYblnnhh6qyjdRVb6J7fWvcm1MXcw3E53leHsPVRVyv7LfVcqBNnXedoY5jf0udbTykaOXicwsAOkwF7+TrgBpygKywL/U1FT+5N+aqXUaZlsPLwM+IcQzwBDgBBBCPAb8M0VRXAnud4E8IcQfJa5bjPjzCiHyiS+1/hz4Z5/z88HbN0iD5zThWDyrcSgYpsFzGkBjuH19l3jOc6uy/dPgNM954gHtyw33yb4LvOA5taT7LDjFC55TABrD3dV3ngOerqVonZHgJAc88brWZMO90hgef18/bZ6Opcr20WCINk8HgMZwB/r6OObxLGnHgkGOeeL168mGu68vgMdzfKmyPRgcw+OJL24sN9z9fX46PG1LulBwlA5PG4DGcA/0dXPC07pU2T4RvMYJT3xRJdlwn+vrostzYEk7GRyhyxPfiF5uuC/0neSU57tLle1Twc845fkugMZwX+rz0et5bkk7HfyUXk88uinZcA/2eTntaViqYg8HhzjtaQBQGe7hPi/nlukiwSHOJXTJhnu0z8tFT8NSZXs0OMTFhDbZcI/3eRnyNCzVq8eCQwwltMmG+0afl9Fl2rngEKMJ7XLDHe7zMrlMNx8cYjKhSzbcsT4vUU/DUmW7EhyK/xkMw23AgIEV4/LNn8C8eop0jjC9Uy1ssNQupY50X//nRObHE4YcInPjdA3Ff+YsN9xVa1s5cbFBPUqiCCYmhjjsd1C1vpVNRfKfUVZLcWKERMvfLYJT8pbjcR1eYOQ+7QAAIABJREFUhoqNVUumOzDg59iJtqXs7LGJUY6diL+WrsRwu6qdtHXcen0H/c6NO2E0KG/G1uMBdlTGfdHh1z9g4sZMvLZdscCsejRl5GpUdjlCzKMoAiFu/b+SmSl4/fv5OJ+6d402fM4FSUVRxhVF2aYoyrrEuEkowX+YMNooitKhKEq6oijfXPbr54mPbVUU5ZHEWMrTiqLIB4LuAi2+s0tGexHh2DwtvrMa7SHfmSUDvYhIbI5DPvWw/xFfr1R3xKdtTjrq61kyz4uYic1y1Nej0R73dUu1x33dKs7j61R9c0FiTsvXqTmz3eeTatt92pkun+9HSwZ6EbFYFJ9PHZjf6fNIdZ0+j+bMbt/xJfO8iNnYDN0+7fZ1j++oVNvjU9fb9vpeXjLPi5iLRej1vaw584zvkFR7xndIoz3ra1ky0IuYj4U561M/bvxYR/exT/tY8rKvZcloL2IhFuayRDvia1kyxYtQYmFGJNqgjjaYpJ3S0U1Jzoz5WpaM9i0yHOcNGDBgYIWY0mmFXM5vXFWLKZIF08BNlkpoZpUwPUktkZvstex6yE2upCFyIjLEiXMNDOg0RFbrNEM+Yv8Dmt9y8Kw7hea3HPRfWkGle7a85ThPh78T2rs90pKa9m7ta6kMlWXlND3twm61xevcrTZ+v/RxPN7/xNbdz1Kzrxl/X/+KzrLb5M3YevwSZtOZGc+AqWy4mcXEuMKB1tN0dQ8uSQrXyLMulPk0lEgGQklFCHjwgTRe/74d51P37mLkIu65BskrwbCcH9fyw0G5tx8eV/MjOg1JI+Na/qrOu8Kr41p+pTE814Mhqe76uJYPBuUzXcFx7UyXnnZ8XM2HgtJRfELjWn4iKN+ynhjX8pNBeY3t5LianwrK7yJMjWv56aA8oml6XMuHg/IXiPC4mo/o6CLjWj6qo41KtDEdbUyindPRziVp53V085IzFR2tItEaMGDAgB6ydVohk/lJnTZIGb/JXsuBbw2SK2mInJ0P063TEFnmqOXpzW6slkQ6iaWEbxV/mw9+8UNC04mlyekhOnob7mi4nVte1CxMmtIy+WbJE+x75XF2v7Sefa88Tt+5rtues4jghPy1VI+XobKsnLePvMb7b3hx/eNa/uL9DxkNhuLpJImn3isx3HvrtpFhTmq7Nqezt07bjL0cR4+fZWZGfUNzZmaeo8dv3dBs3r+WzAy1vVQWBLEpGykLqSxMW/gPrxTx0Zm1XwujDfeg2S62yZuGivO0fJFNPuxflKfmC3UakgrztPwanXeFa/K0/EpjeApsVqmuIE/L22w2iRJsedqZLj1tXp6at9oKpDprnpbPtcm3rHPztHyOTV5jm5On5rNt8rsI2XlaPssmj2jKytPyFpv8BcKSp+YzdXSZeVrerKM1S7QmHa1Jok3T0aYlaVN1dKmSM4WOVki0BgwYMABwKeblrWkH7qkU3pp2cCnmZUt2K2kieUkyPpN9YVmWdo5OG6QeDzCh0wSpx0PccB95cpA3/nCBI08Ocv7yT4jNJS1NzoXpPHOHSvcNT+F64nvYsh+IV7pnP8Dvrq/hZx92EZwcARSCkyN4ug6syHDbcuWvpXr8nXA3T72TUVXxCC2NO1idH/cmKSKFmckUjv/JB3T7L+hed3VUfkNTxc+mYSYznsWtwMJ8KtFJO3MzcWMthMKhQ7epeb8Hcc+Z7Vbno1hMqSrOYkql1fmoRnvQWUqmST22nmlK46BTPezf7Nwi1TU7t2jO3O/cponWyTCls9+pfbcoi+HJMKWz16mebXY5qzGb1PNMZpMJl1PTIUSd0ynV1jm1M11O5x5MJvXjHpPJjNO5R8VVO11SXbXTpTmzyrmXdJN6+zrdlEGVU7t9vc25X6rd5tyv4rY4XyTNlBTHZMpki/NFzZmlzoNSbanzoEb7qLOVVJP6BSLVZOFRp7oMYb2Obr1TW5qw1tlKSpI2xWRhrURb6GxFJGmFyUKhRGvT0dqStNk6umzJmSZnKyRpMVnivAEDBgwk4VLMS2+0gWklfod4WhmiN9pAWho8keMmQ+QlCk+AKERj45wabVgy3NsKW0nXmHLB5OQQr3zg4JwkRzs3U27E9XgZQtM6S5M6/HKUb3iK1xpO4/3OMK81nObnv/ivxJKKamKzM/h6juqccAt1VS5NSY053UzpN36H+uZn2Pnsk9Q3P0OgP3DHs+DunnrLUFXxCHt3/yMyZnNZmLLAXDrXRqdobTula7jX2OU3NBf5kyfHeeGFISbGUuBmFmI6G3HTAnNqDzU8PC875p5F6ksvvfRFfw53Dbfb/VJDQ4P0YxuLc3HY7mPgkxA3IrOU2Cy8umeTNI3k4eI8SmxZ/NUnQaYiMR60ZfFv9nxLk0ayoTifB205nP3kGtORGA/YsvnXe7ZK00geKrZTZMvlrz8ZYToSpdCWQ8ue35emkawrLmSN7X4ufDLMzcgMq225fGfPk5o0krXFRay25fHLT4YIRyLYbVYa9zilaSSO4mIKbDb+5pNPiEQi5Nts/NM9e6RpJMXFDmy2Aj755G+IRCLYbPns2ePSpJEUFa8lz7aaoU9+SSQSxmqz49zTKE0jKSxex/22NQx/coGZyE1ybat5cs93pGkk9uKHyLUVMfLJXxONTJNjK+T397Ro0kjyizeQYyvi2ifniEWmybY9wNY9h6RpJHnFD5NlKyH4yV8Ri0yRZXuQb+35N9I0ktzijdxncxD6ZIDZyA0sthI27XlVk0ayqngjmTYHk58MMBe5QaathIf3vCpNI8kq3kiGzcHUJwPMR25gtpWwbs+r0jQSS/FGTDYH4YTWZCvhwT2vStNIzMUbSbc5mPlkgIXIDdJsJRTseVWTRpJevJFUm4PZTwZQIjdItZWwas+r0jSS1OKNCJuDhU8GIHIDYSvBvOfV2y5HHjp06OpLL73k1hUYMGDg7wS3e937TeEvIzuZQT1muMAswYUBtt73Jj8f+3fEopMwS9xwJz5+bWaATff/MXbLRnJNDkbCA0TnJ+Oz2NH4iEh0fpK/Cf0FuRkO7Fkbl86/z5TPxbG/YEG5td+UKkwQFfzkr17k9OX/yH0Z+RTmbkQP/+3ifyQS045yWrNKqHzkj+/q38GP/lK7KwQQiU7zTyoab3uto3AtBfev5m+Gf0lkJkx+rp3y39pGT+/PuDF9A4BwJMz/+Oh/UJBXgKPIcdvzuv/Lf+NmWNvUaLdZ2VW1soST5//vP2diUv3mYW5+gQu/vMbuXdpktLz7M/jZB1eZm7u15JiRkUrLdzbx0Lpc6ur+J6GQ2kgLASkps8zO3poaePDBVPbulU8XfNnw63jdE/Eumq8WHnvsMeXDDz/8oj8NAwa+dhBCDCiK8tgX/XkYMPB1w5fhdc89lYK8u07QkL3AD36p//HvfGNBxbzygYNJSbxfjrmE5781qOIGhr10f9zCROQKlnQrMzdvsLAsXCA91cKuzW42OeQ3CvoveenobVCNkqSmmMhYsHFzahprdhHVWw5StuHOqR77Xnk8MUKihi2nkNee/+kdr09GffMzjIW0rdj51nzePPKnt702OakMIC0tDQurmJqYpcCWi6uuisoKrWleROnWHyCzgULAmfe/I72mq3uQw23/g4nJKCwIcjOzOPDiN9mxo4gHHhiQnqcocPNmfEQ0M1Pw+us5OJ3yu+RfNvw6XvfuuTESAwYMGDBgwMCvH1k6bZGLfLZOSY2Mn9QpqJHxm4pqOVA5SNuOBUzRLJXRhsTC5G1Ka8rW1fL0FjfWrPjS5H1mG8yYuTk1BSiEpj6l49Rz9F+4cxOjc9t+TElFNWmp6czcmGd3Uyn7Dm+nb6Bb52otgjpFNXr8clSWl9Hkehq7zYoQsCorK17n/qtZFAVGxyZoO3YCf2BA9wx7gXwnTY8HYC6NmWDmrUSSIBw4cJ6urmEKC+URfqmpiQSSB1O/Ukb71wXDbBswYMCAAQMG7ohSnbbIBxNtkVtst1mUHFfPY+foFNTo8YuY0Cmn0eMXUbauliO7B3mjYQFztID5pCjo2FyEzl5tRGwyyjfuwLXjMLacwnjLZOb9KDMZTE+FAYXgxDU8J1pXbLhtVp1QAx0+GZXlZbz92hHe975B5tz9zEfUti4ancXTrv+57HVtIcOsrVy5NhRj+/a36O6+pPnY0aMX5YkkRy/y+O8WoCjq2nVFEez+P9cwOVnIRx/Zv3ZGGwyzbcCAAQMGDBhYAdaZalknvr1Uwc0CMKNwaeqHXAp72bCqlifsbjJSli1KzkB0ZpxTQw0qw71tbSvpKZJlyYkhXvE7OKeTo52rU06jx8sQmpJHxOrxySjfuIPXnv8p3pc+JmPWpjXuszP4urXdEjLUVe/BnBRAkJaaxsykws7du6nft49AX9+KzrquEyesxwNUVW6gpekJVtsTd7KVFIiY4xXu16Zpbe3VGO6rV7Vz4gAjIxHe+tNpmDGhLCaRzKURnbDzn/6/+1b0NdyrMMy2AQMGDBgwYGBF+PTmT+K518vKaeaUMGem4mMcG1bVki4pr5lTwvQuK6/ZaK9lx0NuciTFNZORIbrONUgNd9WjraQnldakppiI3pymyZ3C4bccDNwhP9uaLY+I1eNvh+CEvFtiXIdPRkVZBY1P7yXfmo9AkH3fKpQZM1MTMyjcaoFeieEu0IkT1uMXUVW5gffebmD1fWtg+j6YuzUKMjMzx/Hj6qK/NWsyk48A4qU1CwvziHkTIpwF09nEfrWauZlVDF/56u0H/jpxT5ptb2AYR30PKTvfw1Hfgzeg/27VFxjk4fp3yNn5Yx6ufwdfYFCqOxm4RGn9Wzyw001p/VucDGgfrSyiK3CBx+vdrN/5Ax6vd9MV0M+s7A6cZ3v9q5TuPMT2+lfpDpyX6vyBAWrqD7N1ZxM19YdvO4MVCPRTX9/Mzp3PUl/fTCCgH3DfF+hjX/0+du/czb76ffQF5N/Q/YEAzfXP8OzOJ2muf4b+QED3zIGAn8P1NTTt3Mrh+hoGAn5d7blAN6/Ub+elnaW8Ur+dcwH5464LgS7c9Y/zg53rcdc/zoWAfqbppcBJ3qrfjHtnEW/Vb+ZS4KSudjDg4536h/nxzhzeqX+YwYB8Zm844MVf76BrZwr+egfDAf0f5qMBLx/UOwjsTOGDegejt9GOB7ycr3cwsDOF8/UOxm+jvRHwcrnewS93pnC53sENHW044GW03sHIzhRG6x2Eb3NmLOBlut7B1M4UpusdxG6jNWDAgIFpnbbI5fyUTnlNMr/RXsvz3xokR6e4pkdSXLPJUcuuzW5yE6U1FlMeyoxCZHocUJiYHuJEb8NtDXf1loPSsppHSqpofmUzz75URPMrm+k/p//asQhbrrxbIk+Hl6GirII3j/wp777xDhlzVuZn1GMYei3QyXDVVWFOKqoBweinEWpqXsXvl/uLRYyOyov+kvn9+x8iPT3JPiqCmRvq0RchwGSO52kXFau/pq8btIM6X3F4A8M0HDtPOBqfJxoai9BwLP4/WG2F+l2rLzDIc8dOE0loPx0L89yx0wA4KxxLupOBS7xwrJdINP6T4LOxaV44Fq9qf6pCHRPYFbjAgWOnmEloR8amOHDsFAA7KtRRgd2B87Qe62ImGl/2uDY2SeuxuImsqrgVFegPDNB27ATRhG5x6QHQbBkHAv0cO9ZBNBrfTh4bC3HsWAcAFRXqqMC+QB+eYx5iCW1wLIjnWLw2trziVlRgfyBAx7HjxKLxZ2WhsTE6jsUfkZVVVKjOHAj4OXGsjdmEdmJslBPH2gDYVKGOIjoX6KbrWCuz0Xjs0OTYNbqOxTOeN1bcigq8EOji1LEDzCV0U2MjnDp2AIANFeqYwEuBk/Qe+y5z0fhjrumxz+g99l0A1lWoowIHAz5OH3uO+YQ2PPYpp489B4Cj4tZW+nDAy7ljDcxH45vskbEhzh2LR3AVVai330cDXi4ea2AhoY2ODXExobUnaccDXoaONaAktLGxIYYS2rwk7Y2Al9Fl2rmxIUYT2lXLtOGAl8lluvmxISYTOkvSmbGAl+ixBkholbGh+J8BU4V+/J8BAwa+PhiMeTkbayGsXMEiiskyWZmOaRuJxUIKl254WbeqlmxTMVMxbdJItk55zaROQY0ev8lRu5Q8cvgtB+Go+vOZnQvTfaaFTevkP8cWU0c6ew8RmhrGml3EIyVVfPBhJ7HZ+OtBaPIzOrrirx1lG7Uxs4twVu3Fc6JVlb1tSs/gm9/4PfY11xAMXcdmLcBZ7aK87M5xfHfTAp2MRT/gae9mdGwiPhISTYc5E6Ojk7S1xf1FZaU2ihjAbs/i2jWt4bbbkyL6ZtNRZkwgoiAUUET8z3NaSynEApkWONgqX5z8uuCeu7Pd0n5xyWgvIhydp6X9okZ7qP3sktFeRCQ6z6H2syruSPuZJaN9SzfHkXb1oxWAo+29S0Z7ETPROY6292q0x9t7loz2Le0sx9t7VJynvXvJaC9Cb+mhvb1zyWjf0sZob9c2SvnafUtGexGxaAxfu/oddGf7j5aM9i1dlM72H2nO7G73LBntRcxGo3S3ezTanvbjS0b7lnaGnnb1rFtv+9Elo72IuegMve3aEoEz7S8vGe1b2ghn2rXZqGfbDy0Z7UXMRyOcbVcvyXzc3rJktG/pwnzcrr3rcrm9ZcloL2IhGuayRDvS3rJkihehRMOMSLRBHW0wSTulo5uSnBlrb1ky2kuIhuO8AQMGvvYYjHk5HW0gnCixCStDpJqnMKcn3T1VQInN0zvawKUbXrYUyhYlBVOTQ7g/cHAhqbwmR6egRigpvPTjFF55x8G5Qfmd6gmdYho9fhFlG5wcafiIN74zyZGGjzj/i58tGe1FxGYjdPbIc7UXUb6pCteuFmy5q+Mtk7mr+d3ffpKf9fYQDI0CCsHQKJ6ONvr69Z/yLuJuWqBlqKzYxNtvHsB+XxHcVI+ERKOzeDw9utfu3VtKRobWMJf/Q4fqz0ePXGYunBY/fzoLbt6HmE/HbNK2QqampvK624yz1jDb9xSuBOWD+zJ+OCivHU3mR4LyRysy/mpQXkEq40eD2pB9GX83Sw9BnUYpGa/3Dno8qH4HHdLRyfiJ4HWpVsZPBuUzbcn8VPCqVCfjp4Pa/FM9PhyUjxcl85Gg/Ie2jI/qaGV8TEcr4+d0tMn8vI5Oxis6Wj3egAEDXy+cjbUwT9LNA2JkZaxCLKSq2iKXZreDLWzIq+WJEjfZJu089lR0iFMXG1SGe9t67Rw2CijReUBhMjxE1+kGqeHOzdIx6qTQ9IMUDrsdDFy483hcSJKdfTt+Oco3VfHagffwtp3htQPv8fO/GiAWS7pBFYvi69TedEqGrAU6LS2NmQllRaOhi7h+Xe4v9HiAqqp1bP+D9aAsLsAKiJh578+G6e4aXNJdHYlKrxdCffMyM1Pwmjv/a2+04R4028U2+eC+jC+yyeNnkvlCm7zlSMavscmzKWW83ZYj1Sbzd7P0YLNZpVoZr/cOOs+mfgdt1dHJ+FxbgVQr43Ns8pm2ZD7btkaqk/FZtkKpVsZbbPJlmGQ+0yb/YS7jzTpaGW/S0cr4NB1tMp+qo5PxQkerxxswYODrhbCic0OAEEp4Ib4AGUY1az09F79mQ14tDY8Mkh3TzmPPLYTpvbxsWbKolh0b3eRkxuewhZK6ZOAXMTsfpkeSpV1V2kp6msSoR+JGfWJqiBOnGu5ouK058teOFFJ5tmk9zYcfp39Af1doOYIh+U2ncR1+OSrKy2l0uci32RBCkJ2VHV+Y/FUMRbk1Gnonw11QIPcXevwi+v7zWPxu9XQ8Q5s5EzMz8xw/euuJ/5pCs/RaZSF1Kanmfmsq33/dzlPOVXf4ir8euOfMdmvdQ1jMqSrOYk6lte4hjfZg3aNkJmkzzakcrHtUxTXXlZKZlEOZaU6jua5Uc+b+Om1mZYY5jf11WzTavXXbyEhaZsgwp7O3bpuKky09mM3puOq0Feh1ddWYzaYkrYm6umqN1lnnxJSkNZlNOOvULVrVdXswmc1JOjPVdXs0Z1bVuUhP0qabzVTVuTTabXV7STdnJGkz2Fa3V8VtqdtPWpIuzZzBlrr9mjNL614kzZyZpM2ktO5FjfbRuoOkJmlTzZk8WndQxa2vayXVnLT9brawvq5Vc+baulZSkrQpZgtrJdrCulZEklaYLRRKtDYdrS1Jm62jy5acaaprhSQtZkucN2DAwN8aQojfF0JcFEL8jRBC88NHCPFHQogxIcTPE7+0PyC/BLDolNiYsJKlU2CTzE/plNck8xuLanm+cpCXdiyg3FxQGe1FTEqytDetq2XXFje5icIaQSrMoDbqc2G6e28/Hle97UVM6Uk35RRYmEkFFEITI3ScOLAiw22zym865enwyagoL+fN117jXa83vjCpyc6Wj4Yuh8u1TbIsCaNDM9Rsd+Pvlgc3jF6VP/Ffzu9vXkt6ujZLO3ojP27Qp7OxkGUY7WW458x2bUUR7sZHKMnPRAgoyc/E3fiIZjkS4kuQrzdu5sF8S7zZKN/C642bVcuREF+C/H7jFh7Iz0IIeCA/i+83btEsR0J8CfJw4xMU5mcjBBTmZ3O48QnNciTElyBbGnewOj8HIWB1fg4tjTtUy5EQn8FqatyFPT8XIcCen0tT4y5pBWtFRRmNjU+Tnx9vlMrPt9LY+LRmORLiS5CuRhe2/Pg7aFu+DVejS7UcCfElyKcb92LNzwchsObn83TjXs1yJMSXIHc1NpGbbwchyM23s6uxSbMcCfElyB2NLeTkrwYhyMlfzY7GFtVyJMSXIJ9oPEx2fiEIQXZ+IU80HtYsR0J8CXJL4/fIyn8AhCAr/wG2NH5PsxwJ8SXIzY2vY8l/EITAkv8gmxtfVy1HQnwJcmOjm8z8EhCCzPwSNja6NcuREF+CfKjRjTmhNeeX8FCjW7McCfElyJJGN6aE1pRfQkmjW7McCfElSHujm7SENi2/BHujW7UcCfElyJxGN6kJXWp+CTmNbs1yJMSXIM2NbkRCK/JLMDe6jeVIAwY+B4QQqcBxoAr4B8AfCiH+gUT6Z4qifDPx687zBV8AHjW1kkLSCIACszM3WJvzB9ICm9nINJeW5Wln65XULCi4/Q4uSOL9cnQys/X4TetqObB7kLaGBZQpuVGfmLrDDPfGp3h6x/ew5jxAfAglDaJmmLtlWGOzM3R2a3eFkuGsdmFKys42mcx8c8PvsG/fM+ze/ST79j1DX1/gjmfdzWjoclRWPkJT0w7s9sSdbEUk8rPTGb02RVvrKanhtq+RP/FX8XNpKFHzsrx1ATPqf1cjVxZu/4V9zSAUWYn9lxyPPfaY8uGHH37Rn4YBA187CCEGFEV57Iv+PAwY+LJCCPEt4CVFUf5R4s/NAIqiHFmm+SPgMUVRGld67hf1unciaGM2fRwEcWOVGO+wpJbwDzJb+W/X/znR+XHVx9KEhS0lbtbl1XJh1Mupiw3MLSy7Y6qwdPc5LdXCExvdbCi69Sb/3KCXrtMNzM4vvyY+952TUcK20lY26iSNHHY7mJjSJqHkZpdwoGFwxV/3s03rE59oMgRvtH18x+v7+v34Oj2Mh66TZy3gmxt+h5+9/zPVLLfJZMbl2kt5eYXuOfX1zYyNaY11ikhFmbZgK8ilzlVFRaX25tsiara7Gb2m3Ruzr87m7fcaVFx31yCtB06rGyIVWJWZzQsHv0nVU0U8/vB5Rj6NkYyFhVRu3oyPgT5QksKZwZXHH36Z8et43bvn7mwbMGDAgAEDXyAeAD5d9ufhBJeMfyKEOCeEOCGEeFB2kBCiQQjxoRDiw7Gxsb+Lz/WOmI2F4rPZSSU14fkrrLtNgc2ZRIHNBnstTzzkJttcomqVXNLOh+lNytPe6Khlx2Y3ORZJ4c30EF29DZzTydGu2qKd4U5Ps7ChZAeHX3mYppdyOPzKwwycu31utTVXviukxyejvKyS1468jfeN93ntyNv8/MOfy5cmfdpUr+WQjYaiwEIkLT7DPTrBsbYTBPz63RvXR+XBDTK+aoeDlsObyck1q+5a3xiD1hfO031ymKvDWqMNtxYkMy3Q3CrfX/u6wjDbBgwYMGDAwG8WXYBDUZSNwH8GfigTKYriVhTlMUVRHsvPz/+NfGLDMS/+aQddUyn4px1YTPKle0tqfKRjWqfAZjm/wV5Lw7cGYVqoTPkipiR52hsdtTz/5CA5iqTwZi5Mzxn5DPamDbXsesJNbnZ8hjs3u4TH1tfz4Yc+JiY/BRQmJj/lRNdztzXc1VX7MaWrd4VM6Rk88o2tNDdv59lnS2lu3k5/v7yILRm66V/jcn4RyaOhKSI1Md6ijvRr9+h/HgV2ufHV46t2OMhcyFEtSQLMROY5fuQia4rk6SKKksoDJSl8353DU7XycZSvKwyzbcCAAQMGDPz68Bmw/E51UYJbgqIo44qiLN7m9AD6MwC/QQzHvJyLNhBJ5GpHErnaJkmu9mxkmsEbXrJ0impYUHjrAweXlkX8ZevkaevxAJM6edl6PMQN94GGQdq+s8CBhkEu/OJ9ZpMytGdnI3T3HNI5Aco27eDpXYex5hYCAmtuId/67V180PuXhELXAIVQ6BodHa0rMtx66V/33Zd9xxbniooy3nzzCO+++wbKtEVltBcRvC6PCAZw7d2COSk/Oy09lcivUti63k3N42/h71K3Yo+OyGOUR0ci7D9YSLpJvSCZbhIcffNBzgzaDaMtgWG2DRgwYMCAgV8fzgDrhBB/TwhhAmqAd5cLhBDLZxF2AvJoiN8wPpbkaivEuC9jFSaRp8rVno2Nc3q0gbVW+aIkUZiODtF7sWHJcG9Z30qaJk9bMPWrIdzvOLggydHO0cnRzjRbecXt4KUfpPCK28G520T7TUzKOxX0+EWUbdrBkQM/5Y22jzly4Kec/6t+YjF1wVosNkNn53GdE27B6dyjWZpMS0sjMjFPcCwIyq0WZ5m0ZUXXAAAgAElEQVThXoStQB4FrMcDVFZtoKnlCeyr48ENq3IyUSJmbgQXUBQYHZmm7UCvynDbC+UxyvbCzESDpHpBUpmJL18akONzmW0hhFUI8Z+FEJcS/7xfRze/LOLo3WX83xNC9Cfikf4s8YPpc8PrH8VR8wEpWwM4aj7A65eXpwD4/MM8XNNDztb3eLimB59f/s130j9Iac07PLD1x5TWvMNJ/6DumV3+Szxe8xbrt7p5vOYtuvyXdLXd/gtsr3FTuvUHbK9x0+2X/8z1+89TU/MqW7ceoqbmVfz+87pnBvwD1NccZufWJuprDt92lqvP38++mmZ2b32WfTXN9Pnl2Z39/j6aa/bx7NbdNNfso9+v/8NgwB/gcM0zNG19ksM1zzDgD+hqz/n9vFJTw0tbt/JKTQ3n/PKGrQv+btw12/nB1lLcNdu54Ne/k3DJ38VbNY/j3rqet2oe55JfP6pp0H+Sd2o28+OtRbxTs5lB/0mpbtjvw1/zMF1bc/DXPMywX//x46jfywc1DgJbU/igxsGoX/9FYNzv5XyNg4GtKZyvcTB+G+0Nv5fLNQ5+uTWFyzUObuhow34vozUORramMFrjIHybM2N+L9M1Dqa2pjBd4yB2G60BAwbuDEVR5oBG4C+Jm2ifoigfCSH+tRBiZ0K2TwjxkRDiLLAP+KMv5rNVI6KTqz1LiLRIliZXe14JMxr9CVtK3GSZdGayF8KcSWRqbyiq5YmNbrIzl81iRxNlN+EhTp1u0BjubZIc7dQUE9GpG0xOxe/AT04N0XWqQddw5+bodCpkWjl8eDNNTUUcPryZgQH5z/9FhEJyL6HHL0d5eQUu115stvx4+pctnwxymY+o7xDLWpyXo84ljwIuLX2E+u2vsrP0EPXbXyXQrfYIlVUbePu9Bt4/8x0yF3KZj6hjj6Mzc3iO3mrF3tv8EBmZag0KhH+VwstNg8zdTF+K+eNmFnM30znacvuRmK8zPlcaiRDie0BIUZSXE1mi9yuK8i8kumlFUTQNMEIIH3BSUZS3hRB/ApxVFOXf3+nvvd1Wttc/SkPbRcLRW7EzFnMK7qaHqK1Ub8b6/MM813ZeVdmeaU7l9aZHcFbe+uY86R/khbbTGt33mzbzVKVDdWaX/xIH2tSV7RnmNA43bWFHpToqsNt/gda2UxptS9MTVFXeigr0+8/T1talqmw3m9NpatpBZaU6JjDgH+BY2wmNtrFpl2Zbuc/fj6etQ1XZbjKbcDU9TXnlrajAfn8fHW0eje7pJhdlleqYwAF/gBNtx1WV7elmM7ua9rKpskKlPef309XWptHuaGpiY+WtqMAL/m5OtbWqKtvTzBk80dTChkp1TOAlfxe9bQc02i1Nh1lXqY4KHPSf5HTbd1WV7anmTDY3fQ9H5a2owGG/j3Ntz2l0G5tep6hSHRM46vdysa1BVdmeYrbwUJMbe6V6e37c72WorUFVry7MFkqa3OQlaW/4vYxKtPYmN6uWacN+L5MSXU6TG0vSmTG/l2hbg7qy3WzB3OTGVCnf9DfSSAwY+GLwm0gj8U87EiMkamSKEsZGrqCXzvGH34i/3roDKbqahgp1FJz7HQdTYe3flW0poeHJQRV37pKXnjMtTE5fISermNj0NJGpcc21OdklPC9JHBk45+NE13OqUZLUVBPKjJmFZTuL6emZ7Nr1PTZt0kbFAjQ3b0+MkKhx3325mOdshILXsdoKqHa6KCvXxt0mY/fO3dJ/XUIIvO/q3/gI+Ado93QTvD6BrSCX0tJH6Pnzj4jOLHvdz0insWUHFVWPaK7fut6NzPoJAe9/fCudpPvkMG3/8hdMhmLxNJiYCebSURTBzEwOc3MWzfUfL3zjjl/3Vw1fhjSSJ7m12PFDQNucogMhhAC2Aif+NtfrocVzWWW0AcLRBVo8lzXaQ56LKgMNEInOc8hzUcUd8ZyV6o54zpKMo54zKvMMMBOd46jnjEZ73NMr1R739Ko4j6dHZZ4hvhDh8fRozmz3dEu1suUJn6dTZaAh8a7aow7L7/T4pLpOj/bdd7fnRyrzDDAbjdLt0W5c93g8Um2PRx052+s5rjLPAHPRGXo92kd3ZzxHpdozHm026lnPyyoDDTAfjXDW87KK+9hzSKr72KOd97vsaVEZbYCFaJjLHu0yz4inRWWKAZRomBGJNqijDSZpp3R0U5IzY54WtdEGiIbjvAEDBr52WG9qJRXtmEcBf4BFp8RGKCkMJnK1s3QytYWSwqWkPO0pSUGNHr9xXS3P7x7kpYYFnt89SGRKnjE9qZOlvWmjk107Xic350FAkJvzIKaFPJXRhsQcd/fL0jMAqqv3YjKplyZTU9OZmZgjFBwFFELBUTo8bfT3yZ/SLsdKW5yTUVG5iTffPsC777fx5tsHOPPTT1RGGyA6M0v7ca1HAChYI2/FVuYFNaXv4D85CEDVU0VkkliSDN+3lKMthILZrE0yWVOcpuEMxPF5zbZdUZSrid9fA/RCFTMS8UX/XQixaKjzgInEIzfQj0cCVh6BdOV6dMX88HX5AkAyP3Jd3qgk469en5ZqZfzodXkcTzJ//fqkVCfj9ZYkZHzwuvwH1ngSH7oufzQUuq69szCho5Xxk9fl1bXJ/NR1+SM6GT99/apEKefD10ek2mQ+cl0+WiTjo9flP+xlfExHK+PndLTJ/LyOTsYrOlo93oABA/c2iky1FIlvL5vFBWYUhqd+SHHOH5Aqmc1WZuY5PdTA4LiX0rWtpKXINb3nGlSGO1unoEYoKfzAnYL7LQcXdOL9crJ1riWFl15K4ZVXHJw7p75200YnB57/iLaXJjnw/EdEpm5Kz5iYkL8uAJSVVfH00y1YrasBgdW6mgzuZ34maRQkFqXTd+eeIlmLc1paGjOTyh1HO5cjOCr3CHq8a3+pZmEyPmdvYvSzMG0vnF4y3KPDck+1GPO3iAyLYH+r/M2DgRWYbSGEXwjx15JfTy7XKfF5FL2ZlJLELfjdwKtCiL9/t5/oSiOQigvMK+aLCuQLAMl8YYF8s1bGrymQv2OU8fYCeexOMl9QkCPVyfi7WZ6wFcgjnfKSeGuB/BvIWqB9952ro5XxOQXy6tpkPrtA/h5OxmcVyDNQZbyloFCqTeYzC+TzfjLeXCB/EZDxJh2tjE/T0SbzqTo6GS90tHq8AQMG7n1cv/mTeNTesuzseSXM+NxP2Gx3I5RUzWz2vBLm7EgL6+y1bHlIrpmbD3NmWZ72lkdly5JxYw4KU9NDnOptkBrubZIsbRRQIvFrJyeH6Opq0Bju5cjN1fn5b7mfw82P0/Tseg43P85Av3rnp6ysiiNH3uONN85w5Mh73JyYkZ4TGpffTFqO5BbnrOxslBkz06FYfGFyNISnreOOhttml3sEQQo71/+A+sfdBLpu7YNV7lhH0+Et2AsTvmSpATJu/KOReTxH4k/u7UVyT5Wbl05hSVq8KbskjcNuOztqjXp2PdzRbCuKUqkoym9Jfr0DjC5uVSf+Kf2/S1GUzxL/vAwEgN8GxoFcIcTi2ytNPNLfBq2utVjM6i/LYk6h1bVWoz3oeohMs3oBINOcykHXQyqu2fWoVNfselRz5n5XKRlm9TvGDHMa+12lGu1e1xapdq9ri4pzubZJFyJcrm2aM/WWJ+pcVRqt01WteVdtMptwutTTPNUu7btvk9lEtUs9rwxQ5dpDuln9zZluNlPl2qPRbnO5pNptLpeK2+LaS5pZ/eguzZzBFtdezZmlrv1Sbalrv0b7qOtFUs3qN1ap5kwedb2o4ta7Dkp1610HNWeudbWSYla/CKSYLax1tWq0ha5WRJJWmC0USrQ2Ha0tSZuto8uWnGlytUKSFrMlzhswYOBrgdGYlw+mHQSmUvhg2sGs0M5RA0Tmr+BYVYsyvaApsQEIJ3K119n1NdPL8rQ3OGp5YrObbEs8D1soqarFSoC5uTC9kjztjRtq2fGEm5xElrZAe+3sbJieHv2RuKqqF0lPT/q5nmpiZjLGRGgEUJgIjXCi44DGcC+H1Sa/aWTNK6A/EKC5/hme3fkkzfXP0B8IaHTlFeW89uZreN/1krFgZX5G7V9ko53JqNu7DXOGNp5xIZweL74ZmeLYgVMaw/32T3cjkrK0F3F9JP7kfu/BtWRkaq3i//6knZ8OruXjhW/w08G1htG+Az7vGMm7wLcTv/828E6yQAhxvxDCnPi9Dfgd4BeJO+E/BXbd7vq7RW2lHXfTQ5TYzQgBJXazdDkSwFlZxOtNj/CgPRMh4EF7pmY5EuCpSgffb9rMA3YLQsADdot0ORJgR+U6DjdtodCeFX/HZ8+SLkcCVFVuoKXpCVbb43E8q+3ZmuVIgMrKR2hq2oHdnoMQYLfnSJcjIT7L1di0i3x7LkJAvj1XuhwJUF5ZhqvpaWz2eFi+zW7VLEcClFWW83STC6vdBkJgtduky5EAmyor2NW0l1x7PghBrj1fuhwJsLGykh1NTeTY7SAEOXa7ZjkSYENlFU80tZBtXw1CkG1fLV2OBFhXuYMtTYfJsheCEGTZC6XLkQCOyqfY3PQ9LPYHQAgs9gc0y5EARZVONja9Tqb9QRCCTPuD0uVIAHtlLQ81uTHbS0AIzPYS6XIkQF5lLSVNbkwJrcleIl2OBFhVWYu9yU1aQptmL9EsRwJYKmvJaXKTmtCl2kuky5EApspazE1uREIr7CW3XY40YMDAvYXRmJeL0QaiiVztqDJERoYgTTJ6my7iTzwtOrnaQklhMBHxl6WTmy2UFNw/TuGtdxxcGvSywVH7/7P3/uFN3Xee7+tIsn5hR8Y22JIN1sOsL3Y9ce5eKjLphFkcGLbuYwceNg8PA/kxmzDO7jrhNga68dp7+XHtdacQYJuyd6KHZjZtTLKeXA9U3KqlprA1Ww+hngymqZPQoTZxZBxsx7ZkyZIlnfuHZFtH5yuSTtKhTc/7efoQf877fJGopfM53/N5v9/Ubx5kz5/FEw16VH2OPzDECy/ocLudDKS4jVRV7OS5+kEO7Ikj+8XnTk3dwYt7zVYeeeQb5OYWAxK5ucUY5TziaRvVc5FZvKfVmp95bNm2S2XpZzSauPfeP+bVb51g4vZtkGUmbt/m1W+dEDbc8/iko53pWF9zL88017GsyJYMvtEld6oXG/DwbJTvHO1RnbvcIX5yP1+v2VZI7XZHQiA5nygZMnH25DTeDvUoqQYxPq0bST7QCawEhoBtsixPSJL0ReDfybK8S5KkLwEvkXigpAOOy7L87eT5q4DXgTzgLeDRFKP/jPjnUGVr0KBBDc2NRIOGu4PfxHWvN+BMNtpKxOMwkzrSLIMUzuJ/L/hronPw5lA9MTmoOM4s6ONW1q52MzcHPf31RGNpnDALTbFBb2XdWjdlzsTNvfuUE39AsKseJ7FDDhgMVjZtclNRodwQOHbMydSUwEXFUoBxbjlTk8PYckvYULOfqjXqTZJ57H26nExuKkdeeifjeZcvdXO68yQT4x+Sl59wIzn98muJRjsNecuW0f7yt4Xr7N7exNiourEuKMxj2xOP0HnCy9joJAWFuWxrqOHBGnEW0sPlL2R0G/neO3sUte6uQY7se5NwSDmDzayJQruNXftXc/xrH3FrSB3RXlRq5OygetPv84bP4rr3qZrtuwWt2dag4e5Aa7Y1aLg7+E1c9y76xVZ9sgyBaUBKHo4AUbAYStm4apDB8Q7+7ldPIBNTNdFWUymbHxjk+nAHV95pJhC6iSTrkMMx1e5ztrWUHUmbv4HrHZzrqScaVTfxqefl5JRSn2bv19/fgcdTz9zc4rmZrP3qHnkxY8Pd2lSdHCFRwrpkKcZoAZNjo+QWFFKzrYE1D6qfrKbi6Yc3k6njfel74of4mex4/+RP/5if/O1VIimOI0ZzFruaHxE23E9Wu7ntUxswLHPk8PKFelW9u2uQk+1XGf0gmNjBDhsXxkpMFj1TH2UzN6feAZckuBL/rQg//Y3it8H6T4MGDRo0aNDwOwiTJB73kOMkwmvSQmxCc0MMj3fgzL/D7PbsEGe6nWQBOzYOUl8XR54Rj3kEUmz+Ksp2smmdm5zsxBx2ejjOPPwCe7+qqp3U1bmx2RLn2mylGOMFQmu/897MEe01WxrJymDtNzmWiGifHLvFGyfb6Lt054j2vEzx7Nk5GQPiMo12/sOFXyoabYDI7BydJ8Sv4fFGcTz77ISOh4vdPOk6xcWuxbC9jVudvH5lM4VLl6vmt8OhGBar2GWtcOVnkkP4ewHNFFGDBg0aNGj4PcQqYxvvhJ9EJmVEQAYpDAYDRNMbZBn6hxI7o1bTSoJhwdiHDMHQEG/2J3jOkp1kW1cSEATYEJc5dcqJy9VGWdlOKpL/A3C7nfij6nMkdLxwQEeObSXrNrRRUZXgV1XtpKpqcbzkwF6xQ8fUZOaI9jX3J7Q93tNHmZwYITfPTngqRmhWafM7F5nF23nijrvbWx5/jFe/dYJISpaE3mBg9qMYM7MJK9yJ0TFePZKwCJzXQD248X6Vbuq/Nf2N8O8YHxVb/a6vS+i+vnO0h7ERP9k2C8FxCX8wkUFy+4MA39qXmN9ev3VRT/bhsNgOWY7HMFslZoOLO/Vmq0RDm9jRRYMa2s62Bg0aNGjQ8HuIQuNOdOGcxC5yilWfFAOTUekdPT8uEpODvONr5r5VbegFntoke8tYLMjVpNWfK4PNH2EIBIbo6anneprF37p1bRjuYO/nnxrinKeegQz2frbcDJat1jyONa3lwNMlHGtaS/9lZUT7mvvraGm/wJGX3qGl/QKhSXEDOjl+54j2+9ev59FnGshbljALyFu2DLMuV+3JnSEgLhUFhWJL3yX3LGF39XF2lB9kd/VxLnkWI9rX11Xw8oV6vvfOHszxXGLBtHj2UJTvtCvD9paXiO2QiUvkW0Lk58cTZg6lRprdpdTsvHP4joZFfC6b7Q7vOM7aa+hcfThrr9HhzayY7fSOUlnbi811kcraXjq94g9Ql3cYV+15il1ncdWep8ub+e7Y4x2kuvYM5a7XqK49g8c7mJHr9V6ntvYULpeb2tpTeL3Xhbxu7wDba9085HqB7bVuur0DQh7ARe81nqw9zsOugzxZe5yL3msZuZe8feyubWWHay+7a1u55O0T8i57L9NU28TTrqdpqm3isjez72ef9xKttbvZ69pBa+1u+ryXMnL7vRc5VvsUB1ybOVb7FP3ei0LegLcbd+12XnA9hLt2OwPezOlc171eTtXW4na5OFVby3Vv5sd9g14PZ2qrec1Vzpnaaga9YounYW8X3bVr8bhK6K5dy7C3S8gDGPV20ltbyUWXjd7aSka9mb9Ix70dXKt10ufSca3Wybg3sy/stLeDG7VO3nPpuFHrZDoDN+jtYLTWic+lY7TWSfAOa0a8HQRqnfhdOgK1TiJ34GrQoOF3H+ORDq4FnPT5dVwLOJHi44lRkLSREJ1OVjXhC+MkkZs4C3eydrUbq6lUyAEIJq3+ypw7WbfWTbZVzI1Gg1xJs/irqNjJpk1ucu5g7xedC9KTwd5vQ81+obVfeCrC1MQHgMzUxAd4Xv2aquFORW6BOOfBusRG65Pb2fvwQ7Q+uZ2+i+pr0v3r19P+8rd56XtnaH/528x8lMGTWxAQl4ptDTUY06z9DFl6QuMw5ptKeHL7pjjZ4lE03PMY84nHQNLru/avxmRRNuXzYTfT43NIoRDt3y3h7OC9WqP9a0J/4MCBu/0afm243e4D9fXqIX9INNr1bUOMTSaUtVOBGD/oncJpN1JVprxL7vSO8mzbu4xPJj6904EYP+qdoNRuprJsMYSmyzvMvrZrTEwmHrX5A1Eu9N5mhd1CRZnSW9LjHaSl7U0+WuDO8ZPeEUrsS1hdprw79Xqv09bWw2TSFD8QiNDbO4zdnk1Z2eIvcrd3gCNt55hK8mYCEd7s/RVFdhurypQBPxe91/hWm4fpycRjr2AgzN/3/pLl9lycZcovjUvePk62vYF/gTvL1d53KbAvZWXZ4uOhy97LvNr2KoHJxAczFAjxdu/b5NvzKSlT7h70eS/xRttJgpMJccZsIMi7vVdZai/AUaacD+z3XsTTdoLg5DQA4UCQX/b+Pbn25RSWORd4A95uzrUdYXYykYYVCczwq943sdmLWFam9E+/7vXS09bG7ORkkhtguLeXbLud/DKl/eKg18ObbS1EJj8CYC7gZ6T3Jyyxl5Bbtui1Puztor/ta0QmEyrxaMDP7d6LWOwl3FOmtGkc9XbybtuzRCcTX56xwDQTvT/CbC8lu6xSwR33djDUVk9scizJnWKq9wcY7U6sZVUK7rS3g9G2euJJbjwwxUzvD8iyOzGlcIPeDqZSeHJginDvD9DbnWSlrRnxdhBuq4ckl8AUsd4fINmd6NO48zh48ODIgQMH3MKDGjRo+I3hTte9T4rxSAdD4XpiJL9zmMJgkIjHEw4kCsT1GEJ5zAVDMEeiQV44Bu/f/O8sX7qBteUvc+Mf/ztzwSklB5BkPdmmPyA3t4r83CruLf8qfb2H1OsBkcgUfRcP8e7P/xqzdRn5y6pYtqyKNWu+ype+tJ+fnjugOgcgEp7mS+vVmQeFjkpyl5biG36L8KwfW+4KCJuZm1G6asRjUXxD/Tyw8S+E/2ZLcpby7tVe4rHFLl9vyCIa0BGaStikzAZnePfv32Tp8iIcTnWmxzx+6v2fhGbUydN5hQXkLMnjxHMn+Jtjf8NPv/dTcpbmLFxfV5Y5KLAv5VcDw4RmZikoyoWwmfC0UoAZi8b51c991Pz5HynqP3r9XYJ+tZtIzlIz/99/G+Tb/+ktfvTqDf7l+uX80VfsvPfWFDPT0YTNX3jRQjA2J/Nen59Hvroi43v8POKzuO597txInLXXGLql/qUqLTIyeFZpUVNZ28v7t9ROgyuKTLx99oGFn1215/nglvpRUnGRhStnlcEy1bVn8N1Sf5gcRVYunFWEblJbe4pbt9R3nEVF2Zw9u2Ph5+21bkZvqZXFhUU5vH5W+eX7ZO1xbt9SR7QuK7Lx8tmvKmq7a1sZu6We+SooyuWbZ1sWfm6qbWLiltqOKK8oj/az7Ypaa+1uJm+po9lziwpoOftNRe1Y7VNM3VJbI9mKlvHc2UVrJHftdvy31E8ccooKqT/7uqJ2qraWwK1bKm52URE7zp5V1M7UVhO8JVCeFznYfPbCws/dtWsJ3VLnLVmKitl49k1Frbe2kvCt91VcU9EKHjj7tqJ2rdZJ5JZ6JtFYVMq9ZwcVtRu1TqICrqGolFUp3NFaJzEBT19USmHamoFaJ7KAKxWVkp3GXTimuZFo0HBX8Fm4kVwLOIkIrf4kZmZSeoHkiIcUNTI7KxOZm1MeS+4w63VWqla7E3aA/fXEBFZ/etnK2rVunEmLv1OnnAQ+gcXfuk1uylIs/tzHnPgF9n5mSz5Zc9n4J2+Sk7uSdTVtVKwRZwUceLqETEHXNtP/xtTYCLYCOxu2NVL14GI2Q98lL97OE0yOj5KbX0h4Mk7oI3VPkLuskJaXX1fV53G5+xKvHjmpcht54E+r6f3bnxGZTambjTza/Cj319wvWood5QeFb0WSoOMd5c3Hxa7rfGtfD+HQ4g2DIUuHHDYRCy5K90wWPc+8uJb125w8pLuY0T7wx/H1Gd/j5xGaG4kAN0fVjXam+vCo2NI7ve4bFc9sieojo+pGO1N9dFT8aCe9/uGoutHOVB8bVTfamepjGcQV6aKLCYHvZ6b65Ki60U7U1Y/JpjJw0+v+UXHsrageGBWPAYnqwdERITe9HhpVN+SZ6uFR8XiRqB4ZFQcuiOrRDNz0eiwDT1SXM3Az1TVo0PC7jYgs/mwnRkZSItaTVn4yEZZY78FiFI9/xOJB3rnRjLNkJ2ur0mLak2vEYkGuXl0c9XC5xLPYpFx2o9EgV3qU4yHrNrRhyEpL59UbCU9P459MhPL4J4c490Y9A30Z5rjzMgj6ZB1TY4nUyKkxH56TLfRfWhwpXPNgDS3fPMuRjiu0fPMsoQwR7ZNjH9LXfZHW7U+x96HNtG5/ir7uiwvHMwXEXbvwjqLRBojMRjh9InNyZIFdLABdYrOy2+VmR/EL7Ha5udQ1wPqtZTxzeB3LihNhe8uKs7FkZSsabUg4j3znYCKmfflKcUx7prqGO+Nz12yvLBRb0YjqJYXiX5r0uqNQLBoQ1e2F4jQmUb2wMFvAVNeXF+YIeaJ6QaH4AyiqZxJd5KfV8wrzhDxRPbdQbHeUW6ie77Jl4KbXcwrFcbiienaheL5OVLcW2oXc9LqlUPwFLaqbCsWiHFHdWCi23RLVDRm46XV9Bp6oLmXgZqpr0KDhdxvGDFZ/evIhGFdZ/QFE4+NsvHcQApLK5g8gNDvE8HAHzpKdCYs/wRrBmSFec+s4cyphCbhunZvsj7H4C/iHcB/QceqYk+v9HVRU7WRTnZucpL1fjq2UrHgOclhpiRedC9LjzTDHveV5sozp120JZpXz0HORWc53Zk6NzM0Q0W7Nvoc3jpxgcjSRGjk5eps3jpxQNdztr3+Tl37cQfvr3+T+jQ/+Whta89jWuCHDHLfM2Af+xBz3B35O7ju30HC/fGUH3/ugnpev7CBwW7zDPzac2Bjc1bYKk1XZIpqsOna1ZR6T0ZAZn7tmu63BgdWsVPtazRJtDerGaH/DKixm5T+Bxaxjf4Pyl6mpYTUWsz6Np6epYTXpaGy4D3Ma12zW09hwn4rb0ODCnOaFaTYbaGhwKWq7GtSemSazgV0N61RrPt6wAVPaB9BkzuLxhg0qrkh0YTRnsa1BaWe0pWELRrMxjWdkS8MW1Zo1DdvISuNmmY3UNKhDBDY0PEaW2ZTGNbGh4TFFbV3DLgxpPIPZxLqGXao1XQ0NGMzmNK4ZV0ODintfQyP6NK7ebOa+hkZFrbzhefTmNKGN2UJ5w/OqNVc17EeXxtWZLaxqUM8UOhrakMzKmzDJbC9YQJYAACAASURBVMXR0KbiFmTgFqRxczLwcgRrGhvaII2L2Zqoa9Cg4XMHh7ENibSNJxlis9NYjOJNFeISo+MdWEwZbsJl6O+vZ3i4A6s1MwdkgoEh3uypT3hw7xikvj5Otq5U6MGdmM+WCUwN0eOpX2i4658bZM+BOPXPDRL2i5tR/+RN3E2VvPC0DXdTJQOXEyL1qvu3UvfoN7DlJSLabXnFEDIqYs3nMTUufvIJUPP4LrJMadcukwk5bGQurHwyPhcO4z353YxrwZ03tC57+miqbuXp8r00Vbdy2ZMwMXiw7l52tdZR4EhEtBc4bJj12SrXkUgoSme7Oqa9oES8MShJOh7WneVU88+pfSKfwlITkgSFpSb2ulezcad4Q0vDnfG5E0hWlVlx2o30DQSZnolRWmTk+J4V7KxR76xWlmVTajfz1oAf/0yMFUUm/nJPGdtqlL9MFWX3sMJu4erAFIGZKMVFFg7t+QJba9S7lavLcimxL+HnAxMEZuZwFFlp3rOGuhqniltWlo/dns3AwBgzMxGKirLZs+cBamqUQr5VZcsostt4b+AWwZkIhUU5PLPnITbWVKjWdJYVstyeyy8HfIRmwiwrsvEXe77M+hp1pKpIdPHYns2qRKqSshLy7fkMDQwRmgmRV5THtj3bhLNkjrKVLLUXMDzwK2ZnQuQWFbB5z2OsqXlQxS0sc5JrX45v4JeEZ0LYipbx5T27qKpZr+AtK1uFzV7ErYH3iMwEySkq5KE9z1BRs1G1Zn5ZGdl2O2MDA0RmZsguKuKBPXsoq1H7oeaWrWaJvYSJgZ8zNxPAWuRgzZ5mnDV1Ct49ZRVY7CVMDfQTnQlgKSqmcs9BSmq2qtbMLqvEbC/FP/AWsRk/pqIVlO35Swpr1Dcb1rIqjHYnwYE+YjPTGItKWbHnOPk16nlDU1kVWXYnswN9xGemMRSVsnzPce5J42aVVaG3O5kb6EOemUZfVMo9e45jFaypL6tCsjuJD/TBzDRSUSmmPccxCrjz0ASSGjTcHXwWAkmrvopR/39F1iVHIBfSH+NkGazMhmcTqZHzSB73B/r4g5I2bk/8AFmeUx2XY3NMTfXxhS+0MTIi5syLG+X4HBNjfZTfm9AQma3LGP7VD4jHM58Tj88x5uvj3geUuqOfv/nXRGYFo5OyjshU4j1GQtP86u0fYcsvZVlJJYUlFTyw8S9YX9fIAxv/grcunCYcVI9k2gocLLEUcurQc/zw28d460ffY4ltKYXOMhzOVSxdXsTwL99jNhQkd1khm//iGd764U+F/+6zwRCbnvgz4TGAnKU5vN37NrHoYmS60WxkzUMuvv/iBQIfJXabQ/5Z3v7Ju+SXLKVktYOVqwup+fM/4t88s56aP/8jXmv9X8L1Q4EI/2bPl5Tvb5mZv//RCLGoclZfDhkhric4FWX4F37+w/Ey9v+/VTzy1RWsqhI/jf+8QxNIatCg4Z8VmkBSg4a7g09z3ZuOdDAWaSYq3yQelwmHxYE1oY8gamAxpn0+hl0G01wptvyv8I/D/4/6ePJ8i1xKvuMr3PR9n2DwJsRlJSfl77JKpdy3rg1nxU6uD3RwpaeZgP8O5yBRf0BpRzLQ18G5N+qJzgUVvMRutXIHPydvBfXtSpE6QP8lD56TLcxFFuews4xm7vvjR7j6wx8yF06pm8zUPdNM1XpxmE3r9qcSIyRpyC1cRs0T/xbviU4mR8fILSygpmGbYhPqsvcyp0+cZmJ0grzCPLY0bOH0N37EhE+trcpz5NJ+oUVV3+1yJ0ZI0lBQnMO2fdV0HrzC2HCAgpJstu13ESWL7xy8ythwEEnSEZ/JUv27LSu18PKg+sn47xM+i+ue1mxr0KDhE0NrtjVouDv4p173piMdjIbrkVlsSGUZZmfTGu44yDMSs7OyuhFPOoXodFbm5iwEgwJf6GTEu15vpWqtmxLnTs6cchK8g/OI3mBl7SY3zhTXkVPHnAQEriMSeuRAnOzclbhq2ihLOo4M9HXQ421ecCPxj4wKx0IAckzl+Md85BQ4WLfteSoeTDyd7L/k4XznUabGR7DlJ9xIzr/8ElO31c5WtmVFPPfyWVUdoK/7Im8cOaEYJckymfjin/4pP/vbnzKXIoLMMht5pHmX8KnvPJ4u3ys2T5Hgyf/yBKfbzzPhmyLPYWNL0wbmMHBy3zkiKa4jRouBP/k3VfzklV+p6rteXMeD2xJP0h/Wnc3oPvK9eG3G1/j7AK3Z1qBBwz8rtGZbg4a7g3/qde9GwElUaPcHM0mrvdRdaqENYIqA0WDIZ3o6JLT5m+dYrKVs3DzI4PUO3uypJxYNZlzPmlPK5vrBhcPX+zvo8aTtVqetb8iysu4R90LDnQp3UyX+CbX9KrIOAksWfjQYLWza9Y2FhjsdBx52kan73Lq7nfMnTzL14YfYli9nw65dVG1MjDX2dV/Ee/K7TH44Ru7yAmp2PYb3eNcntsRNRVN1q3Bne0nuEubGTERCi6M3RksWjx6uYw4Dne09jPv85Dty2Na0js7//BZj76vdzwpWZPPNtxM2w086z3N7SO2wpu1sa8323X4ZGjT83kFrtjVouDv4p1733vPrEG2PyjIE/MlDERTjINFQPqHouHpUJHl8ef6/x/fh9wkFh9TnJzkWSil3tREFrl5pJugfEq8H4Jew2lZy34Y2nFU7ud7fwZXzzQSmbiKhQ56Nqc7Jzi1lR8ug6n0NXO7k3KvPEo2kNo4ZRksKiqn/pjIrYR7HnqwV7mxbcnKJThhUu9d1e/cuNNzp2OvakWGHWuLIlQ76PJfxHj3N5MgEufY8ahq3sKbufi57+ni15Q0isylNtTmLLLKZua1WleYV22i/8lVVfYfNnclenIK8QsZuBsnOMzE5rSM0l+K7bdXzjPte1u8Uu2z9vkDz2dagQYMGDRo0ZIQhg90fMhjCqGz6kCErHsISyxda/SHD2PAr3FvehkUuVZ+f5IQCQ/T31GMANu8YxCqVitdLuo4Ep4Z401PPYH8HZVU72fHcIPUH4siBuNCtJDA5xKkmJ+6ndZxqcnL9csJbu+L+bWx69EVy8lYAUuLPkEnVaAP4x30MXPTgfrKaFx4ux/1kNQMXE/7aGx5vIMukdKvKMpkhg+PI+ZMn1S8yiTtZ4vZ5LvNGy6tM+iZAhknfBG+0vEqf5zL3163h0dZHyHPkgpSY1X609RFmxkT2LTDhE+dsFJRkEDbKEmNDQZAhMB7GLIVZmp8YHVlWatEa7c8Qn8tmu8MzjbP6Brry93BW36DDM52R2+kZp7L6GrbyPiqrr9HpEcyiAV2eUVzVvRSXX8RV3UuXRxyeAuDxDFNdfZ7y8rNUV5/H4xEHnQB4PYPUVp/BVf4atdVn8HoGhbxuz3W2V5/ioXI326tP0e25nnHNi54Bnqx283D5CzxZ7eaiZyAj95LnGrurj7Oj/CC7q49zyXNNyMtkPyRCn+cyrdVN7C1/mtbqJvo8lzNy+z2XOFa9mwPlOzhWvZt+zyUhb8BzEXf1U7xQvhl39VMMeC5mXPO6p5tT1dtxlz/EqertXPd0Z+QOerycqa7ltXIXZ6prGfR4hbxhj4fu6mo85eV0V1cz7PEIeQCjni56q9dysbyE3uq1jHq6MnLHPZ1cq66kr9zGtepKxj2dGbnTng5uVDt5r1zHjWon0x5xcEPQ08FotRNfuY7RaifBDDyAiKeDQLUTf7mOQLWTyB24GjRo+N1AMNLBaMCJz6/DIgcwpO9qyiCFwWSUVHXCIMtBTKbEjLboeDwW5MY7zZTf14ZenzmgJhYN8s6VhOf1feva0H9MmE1sLsjV80qP7OzcTDcLEoGJRJhNYGKInlfrFQ13ffvb7Hlpivr2t8nJdQqXMC9ZyrlvteC/7QNZxn/bx7lvtTBw0UPV+hrqnmnGtqwIJAnbsiLqnmkm9JE40Gbqw0TIWr/3Isdqn+KAazPHap+i33vxjpa43qOnFbPcAHOzEbxHE4E299etof1CCy+9c4T2Cy3cX7eGPIc4T2O+frlzgKZKN0/bXqCp0s0X/7Udo8WgPmFW+ZqikTi52TG+F6/l5cENWqP9GeJzN0bS4ZmmvmWU4Ozi+7KaJdytheysu0fB7fSM82zLEKEUrsUs8WJrKdvqFq0Cuzyj7Gt5l9BsPIWn43DrarbWKW0CPZ5hWlquMTu7aOFjNutpbb2XujrlL67XM0hby5sqbnPrWmrqnAu1bs91jrT0EJ5dvJs1mQ3sbV3HxjqlTeBFzwDfajmn4j7Tuon1dUqrwEuea5xs8ageUe1qrePBukWrwEyPsh5tfYT765Q2gfN36SohSOujrKlTWgX2ey7haTmp4ta17qKqblE0MuC5yLmWE0RnF7+VDWYTm1obqKhbr1jzuqebnpYjKu661r2U1Skf8Q16vLzZ0kZsdvHLU282s7a1GWfdotp82OOhv6VFxatqbaWkTmkTOOrp4t2WrxGfXXyEqTNbWN36DQrrlLOB455OhlqeRU7hSmYLpa0vkl+ntAqc9nQw2lKPPBtM4VopbHVzT93i3GLQ08GUgGdrdWOtU843RjwdhFvqIYWL2Yqp1Y2xTmz/p42RaNBwd/BJx0iCkQ6mBILIsAxRgctIyC+ok/h56T3/npt3cB8xyaXYHF/B5/s+oZk7j4lYclaSv+or3LzxfYJ3dB0Bq6GU4ORNrLkrKaz4Cr/42SsCxxFZPVqSV8qO9kHVegOXujh38muK0RKD0YI+biP8kXqWOWeZg/qXL6hfGHBs+3amBInEtsJCNjzx7/C0nWAu5fqTZTZR19zAHIakG8k4uYX5C24ke8ufziiCPPLOS8LXcLnrGq/u8whntokaePVZtUjStbOKn/1whPHhAPkl2Yxdn4M59W6/JEFHPLNN4e8jtJltAZzVNxjyqT+9pQ4DgxeUYTWV1dd436eOcV/hMPL2hcVm01Xdywc+dbR7scPElQsPKGrV1efx+dQiA4fDwoULSpFBbfUZbvnUMe5FDitnL2xe+Hl79SlGfeovhEJHNq9f2KGoPVnt5rZPbf2zzJHDyxeUHq27q48zJnjsVOCw8c0Li3NfmUQaIvuh1uqmxOOwNOQ68mi50K6oHavezZRPLRqxOQp47sKiaMRd/RR+n9pOKcexjPoL31bUTlVvJ+BTfxFmOwrZceF1Re1MdS1Bn3omz+ooYvOFRbV5d3U1IZ86mt3icLDxgvILubd6LWHfByquyVHMAxeUs4HXqiuJ+NRCHqNjBfdeUFpU3ah2EvWpRU4GRymrLgwu/Dxa7SQm4OkdpRSm8AAC1U5kAVdylJKdxl04pjXbGjTcFXzSZns04CSWQRAZnEkv3tmBRAol3EdCd3Af0emtrF7r5tpPmwndwXkEEu4jVZvclFTs5MwxJ0GB6wiyBCkCTX2WlZVffIIbA98nMHmT7NyVBEaGxEE4SFQ/9jpXOg8SGBsmu6AE17b9lD24jYFLXfR0fh3/uI+c/IQbyfe/8Z8yiiC/svsYPSdP4P9wlJzlhazb1UDFxhr6u7vxHDkinNk+f/w1pm6pr1W2omU8d/bbqjp8/DWzr6sPb7uXSd8kuY5cappqWLN1DZe7rqncSO7fei9NlW4m3lf3AHkrcmh/e7EH2O08kxghSUNBqZVvDm5W1X+f8Vlc9wTPFX63cXNEPMskqg+PqBttUd03om60M9VHRtSNdqb66Ij6F11U/3BE3Whnqo+NqD9kmepjI+L5rvG0+sSIutHOVJ8cESd6iepTI+pGO1FXfrH7M/BE9cDIh0KuqB4cEY8CpddDI+IkMVE9PKJuyjPVIyPi8SJRPTpyU8hNr8cy8ER1OQM3U12DBg2//YjJ4s+vJCUu+AtXwqSwUZJkTKY0G8D5cZJ4EIM0S5aUxVx6UE3yMhmPBRn4X49ijuYTk7KIiAJt5l9bNMg7Pc2UVOzkvg1tvOmpJ5a+Yx1WNr+xuSCjA99XiCFPNTmTIyRKmJbk03NyURwZGHufnpPPAlDx4DaV80jPyy8mRkjSYM7O5dyRNqJJj23/6C3OHUkk61ZtTDz1FLmRdDW9qFoLYGo0ca3q91zi/NFOpkbGsNkL2NC4jZrGLcKnwTWNW+jr6uONfW8wl9zBnvxgkjf2vQHA/VvXcP9WdVjdxLC4B5ivX+64zunmK4SHAmRLErOykWgyVdRo1bOtTZ12reHT43M3s73SLr5/ENVL7OpHKKK6w24S8kR1u90iYIrrhXZxXGp6fbldLG4Q1QvsOUKuqF5gF8995afV8+y5Qp6onmsXx86K6ja7WDRisyvTPnMy8ET1bPtyIVdUt9rFsbPpdYvdLuSJ6ia7Q8gV1Y128TycqG6wi+cW0+v6DDxRXcrAzVTXoEHDbz/0GQSRkgwmmcT8dhzFCIdOAkOcRHMcR2HNhxTHgoQlK3/xePr4hwTR8DhmScJqyk8U0tdJIjQ9RPcxJwZgbZ0bq60UkBJ/zqpHQwCCk0OcaXLy2tM6zjQ5WXXvVzAYlddJg9EKs8Y0FxKIRkL89Dv/kVNPrsX9cAmnnlzL9YsJHc26xxsxpIkgDSYzcti40GgvrBOepefkCQCqNm7kuddf58CPf8xzr7++4EJiyyCEtBUWLIxNTvnGQIYp3xielpNkMccjrY+S68gDKbGjPT926W33LjTa85gLzeFtF2uLAPJKxD1AXkkOlzuu82p9DxNDiY06SZaxSGGyiFBQamWXey0P7nRmXFvDPx2fu2a7rbEAq1kp+rCaJdoa1R+C/Y0OLGlci1lif6OyMWpqXIXFrEvj6WhqVI6lADQ2rsZs1itqZrOexsbVKm5D431CbkOj8s5yV6MLk1l5s2AyG9jV6FKt+XjjOiH38cZ1Ku62xg0YzUrzf6M5i22NynGXLY01Qt6WRnWKVk3jFrEQpHGLiruhUSwa2dConFde1/gYBrPyxsZgNrGu8THVmq7GXUKuq3GXintfYwN6s/KLVm82c19jg6JW3tgo5JU3NqrWXNX4PDqz8sZKZ7awqvF5FdfRuB8pjSuZLTga96u4BY1tSGZrGtdKQWObopaTgZeTxgMwNrZBGhezNVHXoEHD7xQikQ4CASdWeYglSMrH1skdZkkCo4zQgcQs6SGA2jFEBlmOYDVkY7qD+wiAHI9gzcqmrj6ORVcqHvWQITQ1RL8n6VTy3CB/diDO5ucGsWaXit+cLBFMiiGDE0Pc7H2FLzzwBNl5iUY9O6+UdY+6CU+KnwKH/eMEbn8Askzg9gf0fOtrXL/YRcX6OjY900rOMgdIEjnLHGx6ppXwR+In1P4PE089B7zduGu384LrIdy12xnwJkT4GxoeIyvt+pNlNrGh4THOH+0UCiHPH+1kTd39tFxo58g7L9FyoX1B3zQpGN9Mr/d1XqO18jh7bQdprTzOv/zXK1ViSKPFwJb96zjdfIVIMO3/FBkcpVl8c3Cz1mj/BvGpxkgkScoD/gfgBAaBbbIsf5TGqQaOpZTKge2yLJ+WJOm/A/8KmJ9b+HNZlv/h07ymeRFk89Exbo5EWWk30NZYoBJHAgsiyINHfQyPRCixG9nf6FCII4EFEWT70Rv4RsI47CaaGlepxJHAggjy6NF3GRkJYbdbaGxcrRJHAgsiyBNHrzI6EqTQbqWh8T6FOBJYEEGePHqFD0cCLLdns6vRpRJHAgsiyO8c7WFsxE+BPYfHG9epxJHAggiy8+h5xkemyLfb2Na4QSGOBBZEkKePepkYmSTPnsuWxhqVOBJY+JIQeYamY14EmXisNo7Nns+Gxm0KcSSwIILsOfpd/CNj5NgLWNf4mEocCSyIIK8cPUlg5EOy7ctxNe5SiSOBBRHk1aMnCI6MYrUXcl9jg0IcCSyIIN85epTQyAgWu53yxkaVOBJYEEHeOPp1wiM+THYHqxqfV4kjgQURpO/oQSIjwxjtJTga96vEkcCCCHLsaDPRkZsY7CspaGxTiCOBBRGk/2gzsZGb6O0ryWlsU4kjgQURZORoM/LITST7SoyNbRnFkRo0aPjtRCTSQThcD0lRpA4Zs5zcWE4TLUppBiQLjTgxliARRlaOmiTHQCLBISzRfOKikZKUUZGwf4hetxPHqq8w+PYr6kCbeaeSuSA/9/6fvPO9ZkKTN7HkrmRlxVe4/rNX1KMls2mjJZEgH/yskyXRbCQ/WE2QNQfZBSUExkSBNso3HQ2HuPKdr1O2fisV6+uoWK/8Lu/5q5fwj6r1PDnLCxnwdnOubVGE7781yrm2IwBU1SSuM+dPfJep0TFshQVsaHiMqpr1dD3nVr8uFscm+7suc779NFO+CWyOPDY0bSHXkcvkB+qGO9eReKrc13mNN571LI6ZvD/FWx1/z7qd/wdv/fAmE8N+8kpy2LJ/Hfdvq+Dl7T3C1zBxU3yTouGzw6cSSEqS9A1gQpblr0uS9DywVJbl/3gHfh7wS6BEluVgstk+K8vyG7/O36uF2mjQcHegCSQ1aLg7uNN1LxBwIn9cSmQSchzCAYEDSVLIKGdo0ucFkZLOyJw+h1AkQ+jNfLS7wUpB5RP4bnyf0HQGpxKZBfEkJMSQ9i8+wc2B7y+4kQQziSFlEjvx8+caraz8kyf5xU86laMkMjAr8NmWJOq/N8z1bg9XTh4l8OEI2cvtuHY1EsWgmNmGxHjJpr3N9Bx/Bf8ttd4np6iQ+rOvq+rzuJMhwIZnd+LZ9ypzoZS5bYuRP9z2x/xd51XFKEmWJYtHDj/Cmq1raK08zuT7au1V7gobLW+rw22anKcWRkhSkVeaTfvgDlVdQwK/DaE2m4FXkv/9CqCeFVDiEcAry7JYGahBgwYNGjRo+LUgf4wocpEIUgRMgCF1ZCRlx1mSwCyDIXWcJEUQKccjGMLj5M7lkxXMUjfPyXXi0SAfXnVj8N0ke0avXC+Vn4LYXJAPet3o3r/JsqyVrPnTNqz3ZBotSTs3EmT0Hzys2/Ui2QUrQJLILliBKcsuDLTJLnBwvdtDz5EWAqMJn+3AqI+eIy0YiLJpbzM5hQmP7ZzCIjbtbaZiYw3+UbEIf76eKRPiTmOT59tPKxptgLlQhBvdV3nk8CPkFidCbXKLcxcabYDJYbHJQWq9r2OAVqebvboXyApMYs6KKbhGq4EtbeqRVA2fLT6tG0mhLMvzlgy3ALHibBHbgaNptTZJkv4v4DzwvCzLQusPSZLqgXqAlSs1AZcGDRo0aNAAIEkrhTvbkoxynCQZqy5JYEICWVbvYJNsuJGYnT+eHscuQSw8jkVnxGDMJzSbKdo9lnwdMcyk6SVTGvhUyMlzQhND9L9az8oHnuB67yvEIuJxlFQEx2+SFYUlARbGSwofqOMX508TDad4bJssuB5/nit/dVQohLxy8ig7Xr9AxUa1LimncLl4Z7twuSoTwu+7zbmWpKgyOfYoGpvs+nffVb8ZYMo3wZqtaxaa6/7OPs7/Zy+ef/satpJccpYa8E+ot/1zSxImB30dA7xRf4655Jx2cDyE2ajHlJ/N1EScvJXZbGlzcf9O9Uiqhs8WHztGIklSN1AkONQMvCLLcm4K9yNZlpdmWMcO9AMOWU4MfCVrtwAj4Ab+UZblQx/3orUxEg0a7g60MRINGu4O7nTdS5/ZBpLjE0A0MToyG0xpdOdHRuIgz6h7acXxoCB7JsU7mzjIQT2zckw97ZHKA2RJT0COY7GtJDodYM6fwb875RxLXin/YksbV083E5y4iTVvJXNTAeYm1ecaswuITeiIpTTWepOFlRse48aVnxAY85Fd4MD1+POUrd+K+6HyjD7b9T9+h+teL1dOnCAwOkp2YSGuhgaiZClmtiEZsta8l55vvPaJMyFScczVxNQHantcW3Eez11J5FP0d/bhefYNxUiJ3qhnVjYTnlscUsiyZPHIi3Ws2XYvrU43k0NqK8Dc0hxaButVdQ1i/LOMkciyvFGW5T8U/O8MMJpsmOcbZ/HzlQS2AX8732gn1x6REwgDfw2s/TRvZh4dXUGcrlF0xSM4XaN0dGWeWunsmqbSdQNb8XtUum7Q2SWOdu/qGsflukZxcR8u1zW6usSx7gCerlGqXb2UF1+k2tWLpytztLu3a5ha13lcxWepdZ3H2yX2Xu7uGmS76wwPFb/GdtcZursGM655ses6T7pO8XCxmyddp7jYlTna/VLXALtdbnYUv8Bul5tLXeJo98td12hyHefp4oM0uY5zuUsc6w7Q19VHq6uVvcV7aXW10teVOdq9v+syx1xNHCh+mmOuJvq7xNHuA12XcLt280LxDtyu3Qx0iWPdAa53XeSU6yncxZs55XqK610XM3IHu7o549rOa8UPcca1ncEucbT7cJeXblctnmIX3a5ahrsyWy+NdnnodVVzsbicXlc1o12Zo93Hu7q45lpLX3EJ11xrGe/KHO0+3dXJDVcl7xXbuOGqZLpLHO0e7Opg1OXEV6xj1OUk2HWHuPauDgIuJ/5iHQGXk8gduBo0aPjthNG4E5PJnWhUBfZ9iZ3q5KPstJERHcmxkvnFBMfNGY4nSIs71yIHlFRIcoycACyZgZV/uA191p3j2wFCEzcxzCXOyfYn/vyDL25Dn2b9pzdakWeNikYbIBYOMXrFy5d2PE+h1YE06OMXf/V1Bru7yF4utnXNXm7nutdLT1sbgVu3EiMmt27R09aGgTk2Ne8lp6gwMWJSVMim5r1U1Gz8xJkQ6dezL2wsJ8uSNmJiMbKhaXEy9/xBtQ1gLBLjnpzEjDZS4s/5Rhtg8qbYcztTXcNvDp9WIHkYGE8RSObJsvy1DNy/A5pkWb6QUrPLsjwiSZJEwrFkVpZltUdaGu4Y194VpH7fFMGUz5vVAu7DNnZuVX44O7umeXbfKKFQSly7ReLFw4Vs27roXtLVNc6+fUMq3uHDpWzdqnQu8XSN0rLvXWZDi9HuZouO1sOrqduqnLLxdg3Ttu8as6GUuHaLnubD91KzddG9pLtrkCP7xb3FkQAAIABJREFU3iScwjNZ9Ow9vJaNW52KNS92Xedb+3oIp0S1miwGnjm8jvVblY+KLnUNcHKfOtZ11+FNPLh10b3kTtGw6ab66Sb8oBR0pKK/67JQFFJ3+FGqti66lwx0XeLcvpNEU3gGi5FNh3dRsVXpXHK96yI9+04QDaXsOlhMrDvcQNnW9QruYFc3b+47QiyFq7eYWHt4L86ti+4lw11e+ve1EQulxLVbzFQdbqZkq/Ix42iXh3f3tRBP4eosZlYfbqVwq1LxPt7VxdC+ryGHUuLaLRZKD3+D/K1K95Lprk5G9z2r4hYefpF7ti66lwS7OpjaV48cSolrt1ixHXZj3ZoW197VQXhfPaRwsVgxHXZj3KrFtWvQ8NuET/JENzDqRI5lSHEMpuxwyyn15C5yXIZgBlHk/PGZOwgiYXHnGnQQiqlntFPW02VZKfjiE/gGvk9o8iYSOmTBOVlL8olPhBRjJHqjFfufPMHNf/g+wfGbWPNXct+2Nnq/8R/EO9WAfm65esf7y9v5xQ88KiHkur2tXDn+UqLRTkN2URE7ziYShq97uhXOV4FgHP/krOqc1J3tTNez8m3V/KL7HYUbSep18IBtb8ZY9wNTCTeU/o5rnG8+z9TNKWwrbUwHwD8eU52i7Wz/evhtEEh+HfhTSZKuAxuTPyNJ0hclSTo5T5IkyQmsAP5n2vkdkiRdA64BBUDrp3w9NLf7FY02QDCUqKfjYPuYooEGCIVkDrYr70Lb231CXnu7OnnqaPsNRaMNMBuKc7T9hop7ov1dRaOd4MY40f6uonay/aqi0QYIh2KcbL+qWvM77VcUjXaCG+U77VdU3M72HkWjDRAJRelsV9oDnW4/r2i0E7w5TrefV63565jwZxKFnG8/raj1tHcqvpgAoqEIPe3qnd0r7d9VNNoJbpgr7eqZuKvtJxWNNkAsFOZq+0lF7Z32E4pGO8Gb5Z32E6o1b7QfVTTaAPHQLDfa06UK4Gv/uqJ5BpBDIXztX1dxx9oPCrlj7QcVNX97s6LRTvCC+NubVWtG2puVjTZAKJioa9Cg4XcOxpw2kAS7xcmvzwXx43w95etPIrMoEhLNwpIZCUMGQSQkd679kBvNJSuuzGZIXy8+F2TiaidLZkicE8/FKCvP0RutMItyXpukGPLvOlkSSO52B8AQBWuBOChMkgziHe+/O8e6va1kFyZ8trMLHazb20rZxjoCo+In0vP1655uelqOEPCNJna+faPoZiYxGZS9QnomRKbr2VB3H89daefABy/x5X1b+Lv/fJoXbE/jrmxioPMythJxuNx8vb/jGp56D1NDU4nQnKEpdP4ApjRBZJbVQE2bOndDw28Wn6rZlmV5XJblDbIslyXHTSaS9Z/JsrwrhTcoy3KxLMvxtPMfkmX53uRYyqOyLH9qs8ebvvgnrg/7xNHu6XWfTxzrLqqP+MTR7qL6qE9snJ9e/9AnHoMR1cd84n9CUX3MJ36UNJ5Wn/CJFc+i+icx4Z/HlE8c7Z5e9wvskhJ19ShPIANXVA/6xFNP6fWQT/ylK6qHfeJod1E94hNHu4vqUZ94vCi9HvNliGsX1OUM3Ex1DRo0/HbDaN2JyeaGuF6c9ignmmpzHJU7iCQnRJOihMn5c3XImOcDc0QJkfEEMRYaxyJJWCwpaZKqwW+IzowTTobVRGfGMSNhXZI4x5JXStWjbuYmxdeJOf84odtDIMuEbg/R/616VroeQm9SBoXpTRbkkNgLIvihj7KNdXzpiUYKrXakfxzhF8ePMuj1kF0o9nuYr185elIxtw0Qn5sjJ1tPjmNZYsTEsYxNrQ2KTIiPu54NdF7m3LOv4n9/AmTwvz/BuWdf5Qv/+l+QZVHejGRZstiwPxkf33yeuaBgzOQeidzSnMSYSWkOj7g3sWanOndDw28Wn7sEyZUO8VsS1Usc4g9get3hEMe6i+p2hzjaXVQvdIij3dPryx3iWHdRvcAhjnYX1Qsc4ljX/LR6nkMc6y6qz5vtf5K6zSGOdk+v5zgyxLU78lW17AxcUd3qEEe7p9ctDvGXrqhucohnAEV1o0Mc7S6qGxziHZv0ut6RIa5dUJcycDPVNWjQ8NsPo3UnpntegaBVmfYosvdDeUxKhuFYg5l3sCVkLPGP3+WWYxEMoUlyApAd0iu5qeegPMcEFJhWYhi6yfsdzVizxdcJlfVfOMj4FQ9rn3kRqzkP60xix/ueqAWrVejbgHW5g0GvhzfbWgjeStj/BW/5eLOthVUP3o8hLTnYYDbjakgkDAdGxJs14alp6i98mz3vnKH62cd469B3Ffqhj7ue9Rw8Ld75/uFV6l58BNuKhA2gbUUudS8+QtW2xHjm1E3xplhoIkjLYD1H4ntoGazXGu27hM9ds93WlIM1rYe1WhL1dOxvKsBiSYtrt0jsb1J+GJqaHEJeU5O6KWpsWoXZovxnNVt0NDapo90bmlZjtqTFtVv0NDQpo913Nd2HKY1nsujZ1aSMdQd4vMmFKS2q1WQx8HiT2kdzW9M6YazrtiblI6YtTRswpt1RGy1ZbGlSxroD1DTVCO++a5rUFkobmrZ8rCgEYF3TNgxpPIPFyLomddKiq+kxDJa0uHaLCVeTOtr9vqZd6NO4eouJ+5qU0e7lTQ3oLWlx7RYz5U3KWHeAVU2N6NK4OouZVU3qaHdH0/NIlrS4dosFR5NatlDQtF/ILWhSRrvnNLUhWdLi2i1WcpoEce1NbZDGxWJN1DVo0PA7C+M9OzEVukFO2eFO3YVO3eEOpx2TEjvYJhmWhMAaUO+Cz3PMwJJZ5SiHAnIMkBcElKakLd8CX/DQNhoYJzyW2O0Ojw1hmPVj1AtGUgQPkUNjNzFEIcsfQpd8j3NTE+iD4xiVl1D0Jgv37XqeqyeOEptNGxOcnWX00o9Z19xMdlERhjnIDumw3J7lF984waDHS7ZdvFkzX5/XDwU+uJ0YM/ngNj37TrB64x/e8XrmHxbv5PuHJ6jatobn3m7hwNQRnnu7haw5cDtbeUG3lxxdEIPAS9G2UrxZpuGfF/oDBw7c7dfwa8Ptdh+orxcP91dVZOFcoafv6hzTAZnSYh3HD92jEkcCVFaYKF2RxVtXZ/EH4qwoNvCXh5YrxJEAFRVWVqwwcvVqkEAgRnGxkUOHVqjEkQCrK7IpWWHm51f9BAIxHMUmmg+VqcSRAGUV92BfYWHg6hQzgShFxRb2HPqCQhwJsKoil6IVS3jv6gTBwByFxVaeObRGJY4EcFbks3xFNr+8OkYoEGFZcTZ/cegBlTgSYGXFMgpW2PjV1VuEAhEKinN47NBDCnEkQElFIfkrchm66iMUCJNXbGPboS+rxJEAjgoHS1csZfjqMLOBWXKLc9l8aLNKHAlQWFFC7op8fFeHCAdC2Irz+PKhbQpRCMCyipXYVhRw6+qviARC5BQX8NChx1TiSID8CifZK5YzdvWXRAIhsouX8cChXSpxJEBuxSqWrChi4up7zAWCWIsLWXPoGYU4EuCeijIsK+xMXR0gGpjBUlxE5aE9KnEkQHbFaswrSvBf/TmxQABTsYOyQ80qcSSAtaIC44oSglf7iQUCGIuLWXHooEocCWCqqCRrRSmzV98iHvBjKF7B8kN/qRBHAmRVVKFf4WTuah9yYBp9cSn3HDquEkcC6CuqkFY4iV/tg8A0UnEppkPHM4ojAQ4ePDhy4MABce6wBg0afmO403VPBL2pCkn6A2K3fwCRueSIB4uNajw5px1KJE0uDFrKwFxi91vSJ0Jw9Cz27AoOIOlASv63IclJ50HiuA7QRZLnifhp5wAQj2E0WsnyxzDOyhhjeiS9lVhYOTIBYFlWytjlnxKZShsxjMcw5+Sgyy1CnvRjiejJCkTw/7yfmVsjxNGr1pqbCfCvvvFfyclZyu0f9yJHEn/fnD/AyE96cX65mvFf3iQeXZyJNphNPND8DPmrV/HDx/9vZieU7mbxaIzw2Ec8eOipxetZdjbZMT03Xv9fvPvq/0TS64mE1KLGnBV5rGlYvDYNdPRxrv4NZseSdyyyjIEYcaSF95NlzeLLx79MYdXHRaBouBM+i+vep3IjuVvQfLY1aLg70NxINGi4O/inXvci4x2Ef/UEEFMHz6T6aYcgnAXROMrRk6TcZ95zO2KEaEzMWeCJ1hJw5/nMgCxBOH3tDOdJBiOzskwkluI5bbJS9Yybtw5lcCSRJP7lvr+mv+1rxGYXdVEyEmGMRFHunluLHGw+e4Ez1bUEfWpXEqujiC80fnXRjcSagykCkY/8WB3LGf9gSrXm/Ouo/+AMANc7L9HzrNKZRGc0MCubFN7ZBouRTS8+SsW2xY0ot7MV/5BAI6XX449bsa20saFtA1U71ZtiGn49fBbXvU+bIKlBgwYNGjRo+C2FMX8nRCH8bj3ExSmMkpRMm4wIUh5RckzJc0ScO64l4M7zIXlOWHCO4Dw5GmFJTj56czZzviHMUT1SIMj7f9WMNSeb4LRa/G9ZXsI7J76uaLQhMYNuZG6hMTZEwDgHuus+uqurifgmQNA0B0dGKavbSFndxgUb2UjS3Sr4wShmKZnAiXJkJFU/dOWg2pkkHomSk2fBuCQP//AEOSV5rNu/RdFoA/hvis0IiMc4EN8vPqbhrkFrtjVo0KBBg4bPMYyFidGw8C8y7HAnm9n5OW45mLLLjJpjioMxdZebDDwZTDOJRlqWhIYkyoaeZIx8RMYUufN50cAE9z75X3n3SD3xWOImIjw6hMFgxKg3EUl5XXqThfJd+3lLoJ0B0BHHWuQg8r4PU0RCSu6Mh3w+TFIy1j6tabbaF0czRDaykixjkuaIyovnmSQ9prFZXrNtxlpSwOz704ga+fBHAeoHX1LVr3dc5krzaQI3J8jR6QnFDKrXlbNSbFKg4e7icyeQ1KBBgwYNGjQoYSzciansFQhZEyE0Gfy0JQl0MphThY8RlH7aSY5pNiGgXBIA60ySl7oWLAgVdXLCAeXjRJI6ZMwRSXVe+s6gqWAlN042Ew+n5QpEIyxZYsJSuCIpbNRjHQvx/vGDWHOWCP9tLEXFbD57gaV5joVGe+E9yImd73kYIon3qnv31kKacCYbWZ0cJ7s4YQOYnZ2DOSwRGfcnXE/ev41ZimBAPXueXaLWg13vuExP/asEhhKWgMRimAkrRJEGaxbr2tRaIg13H1qzrUGDBg0aNPwewFiyE1OVG8lSKvbhhsWdaQkkU7LZDaO2+UtydMbFptgUUfKk9BETIEunbsCVjbRe3fCSjJSfj20PgGUiQGxUkJYJRP3j3PvEfpZgQUpuvYdvvY8hNI4x+ZcZIotNv3ksyKini9CIOCdBRxyrI+FKYoqALqnoDH1wi/59bVhtZuF51uJCdlz5NvUfnGFJlpl4RLk/P7/7nQqDxYhrv9pp60rzaaJB5ciJBFj0UZAgpzSXTe5HqNipNiPQcPfxuWy2OzojOCsD6Gx+nJUBOjrFoTQAnZ1BKitHsdl8VFaO0tkpDpDp6pzGVXmDYtt7uCpv0NU5LeQBeDrHqa68Rrmtj+rKa3g61eEr8/B2jlJb2YvLdpHayl68neIAle7OYbZXnuch21m2V56nu1MccgJwsXOQJyvP8LDtNZ6sPMPFzsGM3Eud19ldeYodNje7K09xqfO6kHe5c4CmSjdP216gqdLN5c6BjGv2dV6jtfI4e20Haa08Tl/ntYzc/s4+jlW2csC2l2OVrfR39gl5A52XcVc2KRK1MuF65yVOVe7GbdvBqcrdXO+8lJE72HmRM5VP8ZptM2cqn2Kw86KQN9zZTXfldjy2h+iu3M5wZ3fGNUc7vfRW1nLR5qK3spbRTnV65jzGOz1cq6ymz1bOtcpqxjs9GbnTnV3cqFzLe7YSblSuZbqzS8gLdnYyWlmJz2ZjtLKSYKc6aXMekc4OApVO/DYdgUonkc6OjFwNGjR8MkiS9GVJkt6VJOmXkiSpvDwlSTJJkvQ/kscvJ1OW/1lgLNn5/7N39/FRnteB939Hkmc0EwkREBYWkmbCrmMS1fZ2Dc5ma28gcdOQQuylWZV44rSNWTVPiLK7xM6aR2wVEuZxGntJWpW20dJsEmscR5tS23jNk4YEnsYbxwa2tVliYztEb8jIIMeALDGDpPP8MSMxL/fodd4kzvfz0ceaM9fc9zVg7vvMNdd1Lsru6MR9UzuEvamJdvxsCLnyn9KxNKPRkvirewzecTFWMtDhdiqS9JjodJOJ0e6Lo47zW4Vo0j+eqI+eH7iywU4S97V1nNqzk7Gk+dl6OcI73uHC612ccKyRX/+akzu+iLcizch3dTV3HnqKdy5dnvIBYnT4Em6JpJSRdUkx7nPDE/eMSI/zJmZFOkZZbWV09Lu2kttbt3B9w210hp7hCf/n+V7R3Tzh/zyXulIXaQIwNsoXxh6msXOHJdoFbMFVIwl1RGhsCids2e71QFurm0BD4tymjo4hmprOJ2zF7vEIra0VNDRcKRW4r+MC9zf1p7R7qLWKTQ2JZQL3dwywo6mLS3FtSz3CrlYfGxsSvxo60NFPsOlkwvbupZ4imltvYH3DlflgBzt6ebjpeMKW7W5PMfe13sgdDYllAg93dPIXTc+ntP1c662sbfAntH2m41X2NiVu2e7ylLCl9XZua7hSKvC5jpdob/r7lHafbP0w72tILBN4rOM4P2jan7Bl+zWea/h460ZuaUhcFf1ixzH2N/0gpW18oX64sqNW/EISp9XZ4Ly6u8TjmriAxevsOMzzTXsS5toVe9zc2roVf8PaiVhvx0FebHo4pd1NrfdR05BYJrC/4wAnm4IJW7YXeUq5obWZqobEr/cGOvbT1bQDjWsrnlJ8rbtY2pBYKvBCxz76m76YsGW7eDxUtX6NRQ1XSgUOdXRwvqkppV1FayvehsTRkkhHiHBTY+KW7R4v7tY2XA3O5f+sGokxkxORYuAV4LeBXuAI8AlV/UVcm88CN6nqZ0RkM/BvVfX3JztuNqpwRTpDRF5oRt/uSp3HDRPVSoDEyiSxtjoK4RIYiR+cjW8HXB6BkktX5l9HroGRpPEvVZDBxEOkLJSUYriYWhJvDOFtlJIIE/O8SxYvZfCtt9NWA3GX3UC473TKUyWLl3DhUtFE3e2SCLgvR0ey3Suqeev0m2mPeWPrg7zw4F6G+t7A+45yit8cQuNGslWEsLpS537XLuPOE3+TEOsMPcPzjXsZjRvJVhEuOby+zLeEuzsfTO2TyZhM3PcWXLLtrx+kqyf1Pflqhc4Tibso1tf309OT+o+3traYEyeuJLtr6k9xuid1+6sVtSUcOZG4Wc26+uP09aSOpFfXujh0IjHZ3FD/LGd6UivzL69189SJ90883lz/Y/p7Urd2r6r18NiJxI1lPl3/BGd7UocTltV6+daJOxNin69/lHM9qdu4V9aW8ecn7p54vL2+jTd7Uld3L6kt58ETiXVfd9V/g7d6UneyWlxbwY4T/zEh9vX6XZzvSV1RXVG7mP90YsfE47b67dGta5OU1y6h8UTiRebR+s8z2JO6HW5ZbSV3n/jzhNgT9fcy1HM2pW3yxe9g/WaGe1K/cfDUVnHHiccSYs/WbyDckzoC4a5dzvtPPJUQO16/znG0w1VbzY0nDiXETtXfykiPw82hdgUrTzw/8bi/vp7Rnp6UdsW1tVSdOJEQG6z3oz2pX8NKrY+yE50pcbBk25ipiMj7gS+p6u/EHm8HUNUH49r8MNbmWREpAc4Ay3SSG3I2S95GXg0R/mkjjCRVK4nPeOMT7/HHQ9FEWcPRWtsqsZJ/cbdAHQOJe51TTp9y7FgofPlKAu34upgRz1KK3xiIH2RHES5xJTmNT8avlPtL2gVahH/+0F/x8u7dXO7qozQsCVNa0iW8nhXLuePIlet7unvGmBQxpFdGz8cHd0ouw8vNjzDcfQ5PXSVvDypDA5ccX/923OtLvC5ub/sk1wfel9LWZI6V/nPQ3et8rXKK9/amJtpO8b5ep3/ezvHXe52nrDjF+3sdtsByiL/Rm5pop4uf63WeBuMUP9ebmmgDDCTF3+xNTbTTxd/qdd4y1il+vte5dFFyfLIdtZIN9qYm2tF46lSeoTRtk+PDvc6LX5zi4V7naUBO8Uiv8/xAp/hIr/NXkMnx0V7n6UVOce3tdmybLm6MmZYVQPwn3l4gORuaaKOqIyJyHlgKJFx8RKQRaASoq6vLVn9xXR/9JitypBkd7IIxgbA6bvV+pXPjfQRxEd3kxqHkn9O0EZeCK65KSYTUJHp82ojEPyZ6bOISZ0qKGZFYPOH1ipvLjOCiJJJ8LKWUcKyfcdVCrqumZuNGajZu5Nk16wifTry+OlUYKfaUUv2B26IDLb39uGuquNzzFk5VRop0DG/tMoZ6z+GtqeTmlnsouQwvNu5hdCj6BzzcdTa24Y87ZRS9SMco8y1hsPtNyuqWsCZ4lyXa88SCS7brasRxZLuuRlJiNTXFjiPbNTWJu0lV15Q4jmxX16T+8V1X43Ic2b6uxpUSq6pxO45sV9Ukzv26tsbjOLJ9bY0nJVZZ43Uc2a6sSd1Bs7KmzHFke2lN4jcAS2rKnUe2a8pTYotrKpxHtmtSt4ytqFnsPLJdk1i6qLxmifPIds2SlFhZTaXzyLbD6m5vTaXzyHZNZcJjT821ziPbNanb9bprqpxHtmtSd/By1VznPLJdc11KrKSm2nlku6Y64XFxTY3zyHZNTUpMauqcR7ZrsndTN8ZMn6q2AW0QHdnO5rlc1weuJN0vhYj8tBm92A0UwaVR541mxiXP256i5J9wZfGkaHTxIwCXwRVJn4SPH1viEmdGRim5MEAJqV0sQnEvr6XktR6SM4DoosvIRLJ9DdfgOTvEsRU1uKqrGT19jnQJs2fFcob7+vFUV1H9gds498hTE1MHwz1n0tbYjn4bmjhl5KD/3olEO75vLiKpG+34KrnTpozMSwtugWSwxYU3KQf1eqLxZC0t5Xg8if8EPR6hpSUxidzeUunYbntLYlIGsK2lmtKktqUeYVtLdUrbrS0rKfUUJbUtYmtL4tSULS034PYkfgBwe4rZ0nJDyjE/1XKzY9tPtdyc0rahZQ0uT+IHBpenhIaWNQmxu1pud2x3V8vtKcdc3/IhrvEkXiCu8VzD+pYPpbT9UMt6x7Yfakmc23x7y12UeBL//ko8Lm5vuSvlmGtaGhzbOq3uvrnlnpRFLcUeNze33JMQW9WyxbHdqpYtKcdc2bKVIk/iyvQiTykrW7amtK1u2YYktRVPKdUtqbVgK1seQDyepLYeKlsS116Vt7Q4titvSd3kwNUSBE/ShzCPNxo3xszWaaA27nFNLObYJjaNpAJIv5I+x1zvCVDW2En5F8Zw//Z3QJKuE0nlAlM2tiGp4giJJf/K3k4c6Rsf7XaHE1/nJtquJBIrMRh7bXIKPF6tZNyVSiNK1dtv49LU8nrR1ymI4HnHYjxhGH3z16BK5PTptGX53Cuq+c37/xj/4jLe+cprDP3NIxQNJxZMcKoyEn/P6A8d5Fn/Zg4XfZCirl8llO9L6Fv8670ubg6m3sfM/LDgku1Ag4u2Vje+WkEkOlfbaXEkQEODl9bWCmprixGJztVOXhwJsKlhEQ+1VrGitgSR6Fxtp8WRABsblrKr1Ud1rQuR6Fxtp8WRAOsbqmhuvYHltW5EonO1kxdHAtzRUMN9rTdSVetBJDpX22lxJMDaBj+fa72VZbVeRKJztZ0WRwLc1nA9W1pvp7K2DJHoXO3kxZEA72t4D59s/TBLastBonO1nRZHAtzScCMfb93I4toKkOhcbafFkQA3NdzCxtaPU1G7GCQ6Vzt5cSTAexrex4dbP0l57ZJoiaPaJY6LIwGub7iN21u3OK7uTuZvWMutrVvx1kbroHprl6UsjgSoabiDm1rvw1NbFb0w11Y5Lo4EqGpYzw2tzbhrl0cX4tQud1wcCbC0YSO+1l24aqtBBFdttePiSIBFDZuoav0aJbUrQISS2hUpiyMBvA0NVLS2UlxbCyIU19Y6Lo4EcDUEcLe2IbU+EEFqfZMujjTGTMsR4HoReZeIuIDNwJNJbZ4E/iD2+8eBn0w2XzufXDcFcG9sQyp80UDyULXDFJNplfwjloDHSvmVDzkn0ZMl4cltgYkpIxOVRvq6KJVwSkJbEoHy4WKqL15k8dnXKY4kThp3SpiLPKVUfeADdDXtiH4rqYqMjqTUu4bYCLjDPaM/dJCTjQ8T7uoH1WhdcYfXu5YuwuuL3se8vkpubduCP5B6HzPzw4JbIGmMyR5bIGnM1ETko8A3gGLgW6oaFJEvA0dV9UkRKQUeAX4TeBPYrKqnJjtmodz3IsdCRA40o291g3cJnL8Al+KSUsdSIiRUKZkIjYGkWZOZuKDRuVDK+EtLIuAaKUJGxyYG3ZNPP0YRb/OOifbxc7ivnNudumiybDme/n6KVSlauoSIurj0Zur0y2hVlCtTMMcXxQ+EDtDXvIdIdz+uuiqGBscYHkidFhr/+mKvm5vatlITWJvSzuSeVSMxxuSUJdvG5Eeh3vciz4WIPN6MvtmNLKlDzw/CWw4zYhwqjqCpsTEgnDYZThxQf5tYUu7QNj45L4lcmQs+KsJlShnV1DVXyQlzadliXOfDCaVUryTliePw0c8S0Smo4+VeSy5DV2MQHbrk8HpX6utlEZ66SlYF77FEu4BYNRJjjDHG5I3rfQFc77sy9SzyTIjw3kaIJO18E3YY2HMICbERbac4iaPe5WlGvaMLDOPaxiXjJaoUM0zYIeG95rKyLDJIsSqjRUWM6jUJ+0Bc6Ufq4kWKS/BcusyikRGKBy/y9he/xvDgaEKinfj6xHOX+qpY15lYStYsHAtuzrYxxhhj8sN1WwD3ljakMrYWpNJH8brPQHFyRSzBYV0gWlScMuc77hUpc7KLiM7/jh85LIlA+SAsvwhLw2nmgifP4b4c25Ym1GOIAAAgAElEQVReNXqesTFcb785rcWL4inluk/+O5YUQfHICCiMdPVRMtA/rdcXed2sDKYuuDcLh41sG2OMMSZjXLcFcN2WuNA6cv1vEfluM3quG6mso+hffpTRp76TuJGO24vnvjYi32hGz6SWJVXAPVqMkFiyN3nUO1197sTRb6X0coTySIRiVceNbq6U4EschS5esgTXOyopOtXFopFRigcHGfur/07xaHHCiHe6UeySpYtxl1US7n4Dd921rAxuoSqQuuDeLBxzGtkWkX8nIidEZExE0s5nEZGPiMhJEXlNRB6Ii79LRJ6Lxb8fW7k9Z6EQ+P1QVBT9byiUvm1HKEK9f5CKoovU+wfpCDlvSrMvNMQafz8ril5njb+ffSHnzWMA9ocusM5/ilVFr7DOf4r9oQtp2x4IDbDBf5w1RcfY4D/OgZBz9aeDoX42+5/lg0WH2ex/loMh581TAA6Hevm0/8d8rOgpPu3/MYdDzhudADwT6uTz/ie4u+h7fN7/BM+EOh3bPRd6le3+R/njoja2+x/ludCraY95LPQSu/xt3Ff0X9nlb+NY6KW0bV8MHefr/m/wpaKdfN3/DV4MHXds91LoGG3+XfzXovto8+/ipdCxtMd8NfQcj/q301b0xzzq386roefStu0MPcMT/s/zvaK7ecL/eTpDzzi26w0d5qD/XvYX3clB/730hg6nPWZ8Wadn/ZvpDx1M23YgdIDj/g0cK1rDcf8GBkIH0ra9ENrPKf86XilaxSn/Oi6E9ju2Gwrto99/K31FNfT7b2UotC/tMSOhDgb99VwsqmDQX08k1JG2rTHGzJZrbYCyb3VS/uQYZd/qxPu5v8R9XxtSFRsBr/Lhvq8N1x0BXFuDUJo0El7qxfOVdopGxxyPP55cTzYFJaE/rjIWRyITI9npqoKMj0KXRiIsGxxk+cWLXPv2IO/6wC0sKSqaGMkuGh3BTTilXGDKKLi3lNo/+wLv73yMtWM/4f2dj1mifRWY0wJJEXkP0fUM3wTuU9WU1RsiUgy8Avw20Z20jgCfUNVfiEgHsE9VHxORvwZeUNW/muq8ky0UCYWgsRGG4nJhrxfa2iCQVNGsIxShqTHMcFxbjxda29w0BK7k/ftCQ9zfeD6l3UNtFWwKJF4Q9ocusKOxn0tDV/5cS73CrrYqNgYSSwUeCA0QbOxKadvc5mN94EqpwIOhfh5uPEl46MpFxu0t4r62G7gjkFgm8HCol79oPE54aDSubTGfa7uRtYHEUoHPhDrZ2/g8kbi2Lm8xW9pu5baAfyL2XOhV2ht/SmRoJK5dCZ9su533BRLLBB4LvcQPGv+ey3Ftr/GW8PG2D3NLILFU4Iuh4+xv3M/loctxba9hY9tGbgpcKRX4UugYf9/4A0bi2pV4r+HDbR/nPYHEMoGvhp7jp43tjAxF4to6b2nbGXqG5xv3MhrXttjrSimx1Bs6nLDDV7Sd82rx8bJOY3Fti7xubmi7L+WCOhA6kLJ4Rryl+NqaWRpILBV4IbSf/sYdKW2r2naxKHClVOBQaB/nG7+IDg3HtfNQ0fY1vIHEMoGRUAfhxiaIa4vXg7utFVfAuZ6rLZA0Jj8KdYFktkQOhIjsaUb7u5GqOlxbg7jWBxhc50f7Uke9x4qLeXtsjLILmpJsQ2IxFPF4KRvzwEDq4FbyIklZspSxyy7K+l5PGJ1Mt3X7GMIQV7ZUL1r6TobLKieqkVQHt6Zc301hK5hqJCJymPTJ9vuBL6nq78Qeb4899VXgLLA8tl1tQrvJTHbR8fuhK/XfIT4fdHYmxur9g/R0pb7/Wp9wovPKP7Y1/n5Od6V+ml7hK+JIZ2Kyu85/ir4uh90mfSUc6kzcrGaD/zhnulJH0pf7XDzVeSXZ3Ox/lv4uh50mfW4e63x/QuzT/h9ztiu1rNAyn4dvdSZuLPN5/xOc63LYbdLn5c8775x4vN3/KG92pZY6WuIr48HOuxNiu/xtvNWVutvkYl85OzobE2Jf93+D812pu01W+Cr4T53/ceJxm38XF7tSd5os9y2msXNHQuxR/3YGu1J3myzzLeHupJ23nvB/nqGu1N0mo7t0/fnE44P+exnuSt1p0uNbxh2dibuBPevfHK2fmsTtq+L9SYtfjvs3EOlK3W3S5VvOjZ1PJcRO+dcx0pW622SJr5qVnYcmHvf7b2W0K3WnyWLfCqo6n0+IDfrr0a7U3SbFV0tZ54mUOFiybUy+XG3JdjqR/SHCOxrhUty9q9SLe1cbro0BBtf40dPpk/Hi6jrKtwcZ/aN7wCH/ia8qIh4PFa2tjH1xp+O1MjkxH3/9eMxpQMTMP5m47+VigeQKIP7/0t5YbCnwlqqOJMUdiUijiBwVkaNnz6YmPuO6u6cf7+12/qCRHO/rdv7ayin+endqop0u3t/tPGUlOf5Gd2qinS5+rjs10U4XP9ftPBVmICn+Zndqop0u/lZ3aqKdLn6+OzXRdopf7E5NtNPFB7tTE+108aHu1EQ7Gk8c7RhO084pHu5+w7GtUzzS7TwVyCk+0v26Y9vk+Gh3akKeLq7dztOL0sWNMSbfXBsDuHe1IdWx6SfVvolEG8C13XlnXM+ffYfq02NUHenEuymA1NQ5Hl+LS1I2BEt3TUyeIhL/+hJftSXaZsKUybaIHBSR/+Pwc+dUr80kVW1T1dWqunrZsmVp29U5//txjNfUOX3ZlBqvrnP+Y3KKX1fnvObUKV5V5zxFPTl+bV3ybLP08co6j0NL53hlXfLq8KilSfEldWWO7Zzii+vKHVo6xyvqKhzbJsfL6xY7tnOKl9UtcWzrFPfWVTq29dYl7vbpSdPOKe6uu9axrVPcVVfl0NI5XlJ3nWPb5HhxXbVjO6e41KXuQDpZ3BhjCoFrY4CyQ52UvzxG2aHOiUQbwLUpgPuhNmRFLBlf4cP9UBuuTYnzSF0taZLyb36b6vPnqTpxYmLn3XTXRJXEHEC8HpZ85+u8e+xlVnYeskTbTJgy2VbVO1T1Nxx+npjmOU4DtXGPa2KxAWCxiJQkxeckGIzO0Y7n9UbjyVqCLqd/a7QEE5Pd7cFyx3bbg6kJ5LZgJaXexGS91CtsC6YmZluD1Y5ttwYTE6MtwZW4vYl/VW5vEVuCidNSAD4VvAG3tzipbTGfCt6Q0rYheDOupLYubzENwZsTYncF1+DyliS1K+Gu4JqUY64P3s41SW2v8ZawPnh7StsPBT/ENd5rktpew4eCidNdbg+upySpXYn3Gm4Pps57WxO8ixJv0spvr4s1wbtS2t4cbKA4qW2x18XNwcT5yquC91DsdSe1c7MqeE/KMVcGt1CU1DZdWafq4FbEW5oQE28p1cGtKW0rg9sc21YGtyXEyoMPIF5PUjsP5cEHSOYKtkBSW7yeaNwYY+Yp16YAZUc6KT89RtmRzpREG8DVEMDd2obUxpLyWh/u1jZcDQ5t01wriz+zhWLfiuhIuG+F49oYYwBQ1Tn/AIeB1WmeKwFOAe8iWmf+BaA+9tz/ILpNLcBfA5+dzvluueUWnUx7u6rPpyoS/W97e/q2328P63t9F3WRXND3+i7q99vDju3+tv1tXe07o9XSp6t9Z/Rv299Oe8wn28/rWt8v9QY5qWt9v9Qn28+nbft0+zn9Xd+LulqO6u/6XtSn2885tvtR+xn9fd/PdJ0c0t/3/Ux/1H4m7TEPtffoH/kO6kbZr3/kO6iH2nvStv1p+6+0yfe43i2PapPvcf1p+68c2/28/RV9wBfSRvmmPuAL6c/bX0l7zKPtv9Cv+L6pX5CH9Su+b+rR9l+kbftC+4u62/d1bZEv6W7f1/WF9hcd2/2i/ah+0/cVfVi+oN/0fUV/0X407TFfaf+5hnwP6DelUUO+B/SV9p+nbfur9p/q474mfVTu1sd9Tfqr9p86tutpP6Q/8n1an5SP6Y98n9ae9kNpj3mm/Uf6M9/v6yFZpz/z/b6eaf9R2rbn2p/WF32/q0dltb7o+1091/502rbn25/UX/rW6km5QX/pW6vn2590bPd2+9/qGd8aPS0r9Ixvjb7d/rdpjxlu/75e9L1XL8giveh7r4bbv5+2raoq0e2mM3LdsB/7sZ/p/0x13zPZNdNrpVk4MnHfm2s1kn8LtALLgLeAf1LV3xGRamCvqn401u6jwDeAYuBbqhqMxVcCjwFLgH8EPqmqzhOU49hCEWPywxZIGpMfdt8zJj/yvl27qv4d8HcO8T7go3GPnwaedmh3Crh1Ln0wxhhjjDGmUNl27cYYY4wxxmSJJdvGGGOMMcZkiSXbxhhjjDHGZIkl28YYY4wxxmSJJdvGGGOMMcZkyZxK/+WLiJwFuqbRtBJw3mt7/lqI7wkW5vtaiO/Jp6rpt3A1xmTFDO57hWwhXhOd2PtcWG5QVeftsadpTqX/8mW6N3sRObrQagIvxPcEC/N9LcT3ZIzJj4XwIfdquSba+1xYRGTOBe5tGokxxhhjjDFZYsm2McYYY4wxWbLQk+22fHcgCxbie4KF+b4W4nsyxpjZulquifY+F5Y5v895uUDSGGOMMcaY+WChj2wbY4wxxhiTN5ZsG2OMMcYYkyULKtkWkX8nIidEZExE0pajEZGPiMhJEXlNRB7IZR9nSkSWiMiPROTV2H/fmabdqIj8U+znyVz3c7qm+rMXEbeIfD/2/HMi4s99L2dmGu/pD0XkbNzfz5Z89NMYY7JtBves/1dE3hKRp5Li74pd+1+L3Qtcuen5zMzgff5BrM2rIvIHcfHDsfvG+H3h2tz1fnJzuU+LyPZY/KSI/E4u+z1Ts32fIuIXkeG4v7u/nupcCyrZBv4PsAn4h3QNRKQY2AOsB94LfEJE3pub7s3KA8CPVfV64Mexx06GVfVfxH4+lrvuTd80/+zvBX6tqv8c+Drwp7nt5czM4P+n78f9/ezNaSeNMSZ3pnvPegi4xyH+p8DXY/eAXxO9JxSiKd+niCwBWoD3AbcCLUlJeSDuvvBGLjo9lbncp2PtNgP1wEeAv4wdr+BkIB/5Zdzf3WemOt+CSrZV9SVVPTlFs1uB11T1lKpGgMeAO7Pfu1m7E/hO7PfvAHflsS9zNZ0/+/j3+wPgQyIiOezjTM23/5+MMSabpnXPUtUfAxfjY7Fr/QeJXvsnfX0BmM77/B3gR6r6pqr+GvgR0SS0kM3lPn0n8JiqhlX1V8BrseMVopzmIwsq2Z6mFUBP3OPeWKxQVanq67HfzwBVadqVishREfm5iBTqxWk6f/YTbVR1BDgPLM1J72Znuv8//Z6IvCgiPxCR2tx0zRhjcm669ywnS4G3Ytd+KOz783Te51T3h/8em4bwXwpoUGku9+n5lF/NNR95l4j8o4j8fyJy+1Qnm3fbtYvIQWC5w1PNqvpErvuTCZO9p/gHqqoikq5Wo09VT4vISuAnInJcVX+Z6b6aWdkPfE9VwyLyx0Q/KX8wz30yxphZydA9q+Bl+X0GYvfscuBviU6p+e7sempy7HWgTlUHROQW4HERqVfVC+leMO+SbVW9Y46HOA3EjyzWxGJ5M9l7EpF+EblOVV8XkesAx3ldqno69t9TInIY+E2g0JLt6fzZj7fpFZESoAIYyE33ZmXK96Sq8f3fC3wtB/0yxpisyMQ9K40BYLGIlMRGEvN6f87A+zwNrI17XAMcjh17/J59UUQeJTqtoRCS7bncpwsuv5rErN+nRjeoCQOo6jER+SXwbuBoupNdjdNIjgDXx1Y8u4hO5i/Y6h1E+za+gvkPgJTRexF5p4i4Y79XAr8F/CJnPZy+6fzZx7/fjwM/0cLeeWnK9xS7EI/7GPBSDvtnjDG5NOU9K53Ytf4Q0Wv/jF+fY9N5nz8EPhy7R78T+DDwQxEpid2rEZFrgA1ECzwUgrncp58ENseqeLwLuB54Pkf9nqlZv08RWTa+8DM2m+B64NSkZ1PVBfMD/Fui827CQD/ww1i8Gng6rt1HgVeIjvw257vfU7ynpURXOr8KHASWxOKrgb2x3/81cBx4Ifbfe/Pd70neT8qfPfBl4GOx30uB/0F0YcXzwMp89zkD7+lB4ETs7+cQsCrffbYf+7Ef+8nGz3TuWbHHPwXOAsOx+/bvxOIrY9f+12L3Ane+39Mc3+enY+/lNeCPYrF3AMeAF2P3hj8DivP9nuL6POv7NNEpNr8ETgLr8/1esvE+gd+L/b39E/C/gY1Tncu2azfGGGOMMSZLrsZpJMYYY4wxxuSEJdvGGGOMMcZkiSXbxhhjjDHGZIkl28YYY4wxxmSJJdvGGGOMMcZkiSXbxhhjjDHGZIkl28YYY4wxxmSJJdvGGGOMMcZkiSXbxhhjjDHGZIkl28YYY4wxxmSJJdvGGGOMMcZkiSXbxhhjjDHGZIkl28YYY4wxxmSJJdvGGGOMMcZkiSXbxhhjjDHGZIkl28YYY4wxxmSJJdvGGGOMMcZkiSXbxhhjjDHGZIkl22bORKRTRO5I89xhEbkkIv+Q6345EZF3i8igiIyKyJZ898cYY0zhmk/3t9kSkXtj90UVkX+e7/4sRJZsXyVEZLOIPCcib4vIG7HfPysikoPTf05V/80kffsNEfmhiJwTEZ3ryUTkcyJyVETCIvLt+OdU9RVVLQN+OtfzGGOMyb9Cur+JyBIR+btYX7pE5O5J+r1ORA6JyHkR6ZzpiUXk7tg53haRx0VkSZp2lSLyv0RkQETeEpFnReS3xp9X1b+J3RdNlliyfRUQkS8AfwY8BCwHqoDPAL8FuPLYtXGXgQ7g3gwdrw/YBXwrQ8czxhhTgArw/rYHiMT6EQD+SkTq07R9m+h96v6ZniR2zG8C98TONQT8ZZrmg8CngWXAO4E/BfaLSMlMz2tmx5LtBU5EKoAvA59V1R+o6kWN+kdVDahqeLydiHxXRM7GPinvEJGi2HP/TER+EvtUfE5EQiKyOFN9VNWTqvo3wIkMHW+fqj4ODGTieMYYYwpPod3fROQdwO8B/0VVB1X1GeBJoglxClV9XlUfAU7N4nQBYL+q/oOqDgL/BdgkIuUO57kUu8+OAQKMEk26HUfCTeZZsr3wvR9wA09M0a4VqABWAh8APgX8Uew5AR4EqoH3ALXAl7LQV2OMMWa6Cu3+9m5gRFVfiYu9AKQb2Z6L+tixAVDVXxIdUX93uheIyIvAJaIfAPaq6htZ6JdxYMn2wlcJnFPVkfGAiPwsNm9rWET+jYgUA5uB7bGRgU7gvxL7NK6qr6nqj1Q1rKpngd1EL1jGGGNMvhTa/a0MuJAUOw+kjDZnQFns2NM+l6reBCwC7gaeyUKfTBqWbC98A0Bl/NwsVf3Xqro49lwR0QvWNUBX3Ou6gBUAIlIlIo+JyGkRuQC0x14zYyISiK16HhSRA7N7SwnHOxB3vMBcj2eMMWbeKKj7G9G50YuSYouAi7M8XsbPFZtS8j3gARG5OQv9Mg4s2V74ngXCwJ2TtDlHdJGiLy5WB5yO/f7/AArcqKqLgE8S/eptxlQ1pKplsZ/1szlG0vHWxx0vNNfjGWOMmTcK6v4GvAKUiMj1cbGbydB6pCQnYscGQERWEp1S80raVyS6hui0GpMDlmwvcKr6FrAT+EsR+biIlItIkYj8C+AdsTajRKuBBGPP+4BtRD/hQ/RrqUHgvIisYBYrpycjUaXEVo6LSKmIuOOe/3ZyCb8pjlcSO14xUBw7nq26NsaYBaTQ7m+q+jawD/iyiLwjVl7vTuARp/axvpYSTXwldq9yxT1/WES+lOZ0IWCjiNweW5j5ZWCfqqaMbIvIvxKR20TEJSIeEfnPRCuYPDfb92pmxpLtq4Cqfo3oxeWLQH/s55vAfwZ+FmvWRLQM0Smic7ke5UrpvJ3AvyQ6H+x/Er2YZJIPGObKp/9h4GTc87XA/5rB8XbEjvEA0VGK4VjMGGPMAlKA97fPAh7gDeB7wP+lqicAYonxYFzbf0P0/vQ00dH2YeDv455Pe++LHfMzRJPuN4h+aPjs+POxKZb/d+yhm2hJwgGiI/ofBX5XVfvm9E7NtInqnPcQMSYtEfl7oivGj6rqulm83kV0xfVNqno5A/25HjhCdBT9s6r67bke0xhjzNVnrve3KY5dA3So6r/O5HHTnOuPgK8DpcB7VXU2pQjNJCzZNsYYY4wxJktsGokxxhhjjDFZYsm2McYYY4wxWWLJtjHGGGOMMVkyL8uhVVZWqt/vz3c3jLnqHDt27JyqLst3P4y52th9z5j8yMR9b14m236/n6NHj+a7G8ZcdUSka+pWxphMs/ueMfmRifueTSMxxhhjjDEmSyzZNsYYY4wxJkss2TbGGGOMMSZLLNk2xhhjjDEmSyzZNsYYY4wxJkss2TbGGGOMMSZLLNk25ioWinTgH6yn6GIF/sF6QpGOfHfJmHlNRL4lIm+IyP9J83xARF4UkeMi8jMRuTnXfTTmapaP+54l28ZcpUKRDhrDTXRpD4rSpT00hpss4TZmbr4NfGSS538FfEBVbwS+ArTlolPGmPzd9yzZNuYq1RzZyRDDCbEhhmmO7MxTj4yZ/1T1H4A3J3n+Z6r669jDnwM1OemYMSZv9z1Lto25SnVr74zixpiMuxc4kO5JEWkUkaMicvTs2bM57JYxC1O+7nuWbBtzlaoT5wG1dHFjTOaIyDqiyfZ/TtdGVdtUdbWqrl62bFnuOmfMApWv+54l28ZcpYKuFrx4EmJePARdLXnqkTFXBxG5CdgL3KmqA/nujzFXi3zd9yzZNuYqFXA10OZuxSe1CIJPamlztxJwNeS7a8YsWCJSB+wD7lHVV/LdH2OuJvm675Vk9ejGmIIWcDVYcm1MBonI94C1QKWI9AItwDUAqvrXwJ8AS4G/FBGAEVVdnZ/eGnP1ycd9z5JtY4wxJkNU9RNTPL8F2JKj7hhjCoBNIzHGGGOMMSZLLNk2xhhjjDEmSyzZNsYYY4wxJkuynmyLyEdE5KSIvCYiD6Rp0yAivxCREyLyaLb7ZIwxxhhjTC5kNdkWkWJgD7AeeC/wCRF5b1Kb64HtwG+paj3wH7PZJ2OMMcYYs/CFhvbh77+Vor4a/P23Ehral5d+ZHtk+1bgNVU9paoR4DHgzqQ2/x7Yo6q/BlDVN7LcJ2MKUkckRP2gn4qLRdQP+umIhPLdJWOMMWZeCg3to/H8F+kaPY2idI2epvH8F/OScGc72V4B9MQ97o3F4r0beLeI/C8R+bmIfMTpQCLSKCJHReTo2bNns9RdY/KjIxKiKdxIj3ahKD3aRVO40RJuY4wxZhaaL36VIR1OiA3pMM0Xv5rzvhTCAskS4HqimwB8AvhvIrI4uZGqtqnqalVdvWzZshx30Zjs2hlpZpihhNgwQ+yMNOepR8YYY8z81T3aN6N4NmU72T4N1MY9ronF4vUCT6rqZVX9FfAK0eTbmKtGr3bPKG6MMcYUsnxPjawrrp5RPJuynWwfAa4XkXeJiAvYDDyZ1OZxoqPaiEgl0Wklp7LcL2MKSo3UzShujDHGFKpCmBoZLH8Ar3gSYl7xECx3LIyXVVlNtlV1BPgc8EPgJaBDVU+IyJdF5GOxZj8EBkTkF8Ah4H5VHchmv4wpNC2uIB68CTEPXlpcwWm9vlBWXBtjjDGFMDUy4N1EW8XX8BWvQBB8xStoq/gaAe+mnPVhnKhqzk86V6tXr9ajR4/muxvGZFRHJMTOSDO92k2N1NHiCtLgCkz5uvEV1/ELQbziycpFRUSOqerqjB7UGDMlu++Z+aTiYhFKan4pCOfLx/LQo9nLxH2vEBZIGmOABleAE2WdnC8f40RZ57QSbSisFdfGGGOMTY1MZMm2MfNcIa24NsYYY+Y6NXKhsWTbmHmukFZcG2OMMQ2uAK3uNmrFhyDUio9Wd9u0v7FdaCzZNmaeK6QV18YYYwzMfmrkQmTJtjHzXCGtuDbGGGNMIku2jVkAAt5NdFY9z1h1L51Vz1uibYwx5qoSurAf/6l1FL2yCv+pdYQu7M93lyZYsm3MFPZFQqwZ9LPiYhFrBv3sy/EuWMYYY4xJL3RhP439O+ga6UNRukb6aOzfUTAJtyXbxkxiXyTE/eFGTsd2wTqtXdwfbrSE2xhjjCkQzed2M6SXEmJDeonmc7vz1KNElmwbM4kH0+yC9WAOd8EyxhhjTHrdI6/PKJ5rlmwbM4k+7Z5R3BhjjLkadQx1UN9fT0VfBfX99XQMdeTs3HUl180onmuWbBszieo0u12lixtjjDFXm46hDprON9Ez2oOi9Iz20HS+KWcJd7ByG14pTYh5pZRg5bacnH8qlmwbM4ntaXbB2j7FLlj5/IRvjDHG5NLOizsZ1uGE2LAOs/PizpycP7BoI21Vu/CVVEdL4JZU01a1i8CijTk5/1RK8t0BYwrZplgR/gcjzfRpN9VSx3ZXcCLuZPwT/viFZ/wTPkCDtyH7nTbG5I2IfAvYALyhqr/h8LwAfwZ8FBgC/lBV/3due2lMZvWO9s4ong2BRRsLJrlOZiPbxkxhkyvAkbJOTpePcaSsc9JEG/L/Cd8Yk1ffBj4yyfPrgetjP43AX+WgT+YqlMuytTXFNTOKX20s2TYmwwrhE74xJj9U9R+ANydpcifwXY36ObBYRApjFZdZMHJdtralvAWPeBJiHvHQUt6SlfPNN5ZsG5Nhc/2EX8i7YBlj5mwF0BP3uDcWSyEijSJyVESOnj17NiedMwtDrsvWNngbaK1opba4FkGoLa6ltaLVpk7GWLJtTIbN5RN+oe+CZYzJHVVtU9XVqrp62bJl+e6OmUfyUba2wdvAiaoTnK8+z4mqE5Zox7Fk25gMm8sn/ELfBcsYM2engdq4xzWxmDEZc7WUrQ0NHMB/fANFx9bgP76B0MCBfHfJkSXbZkHZHwmxbtDPqotFrBv0sz9P26rP9hN+oe+CZYyZsyeBT0nUvwLOq6r9AzcZNduytfNJaOAAjV1BuiJnot8ER87Q2BUsyITbkm2zYOyPhNgRbqfOnaoAACAASURBVKQvtiCkT7vYEW7MW8I9G4W+C5YxZnIi8j3gWeAGEekVkXtF5DMi8plYk6eBU8BrwH8DPpunrpoFbJMrwEPuNlaID0FYIT4ecrdNWU1rPmnu2+P8TXDfnjz1KD2rs20WjN2RZi4lLQi5xBC7I81snCcXmGDlNhr7dyRcQAppFyxjzORU9RNTPK/A1hx1x1zFNrkCCyq5TtYd6Z9RPJ9sZNssGK+nWfiRLl6ICn0XLGOMMWZcx4V91J+6lYpXaqg/dSsdF/bl7Nx1rqoZxfPJRrbNgnGd1NGnXY7x+aSQd8EyxhhjIJpoN/V/8cpuySOnaer/IgANizZl/fzB6q00dgVTvwmuLrwvjrI+si0iHxGRkyLymog84PD8H4rIWRH5p9jPlmz3ySxM21xBSpMWhJTiZVuaBSH7hkKs6fezoq+INf1+9g3Nn7ndxhhjTD7tPPdV592Sz301J+cPLF1Pm68Zn2t59Jtg13LafM0Elq7PyflnIqsj2yJSDOwBfpto4f4jIvKkqv4iqen3VfVz2eyLWfjG52XvjjTzunZzndSxzRV0nK+9byjE/ecbGdboHO/To13cf74RgE3ehTvHzRhjjMmE3pG+GcWzIbB0fUEm18myPbJ9K/Caqp5S1QjwGNGtao3Jio2uAIfKOnm5fIxDZZ1pF0Y+eLF5ItEeN6xDPHgxO7trGWOMMdmWy29sa0qqZxS/mmU72Z7utrS/JyIvisgPRKTW4XnbttZkVN9omt210sSNMcaYQjb+je3p0Wj52/FvbLOVcLdUPuC8W3Jlyozhq14hVCPZD/hV9SbgR8B3nBrZtrUmk6qL0+yulSYO+V11bYwxxkwm19/YNizaRGvV16gtWRHdLblkBa1VX8vJ4sj5JtvJ9pTb0qrqgKqGYw/3ArdkuU+mQB2IhNgw6GfNxSI2DPo5kMXNaLaXB/FI0u5a4mV7ufNiyvFV1z0jp1F0YtW1JdzGGGMKQT6+sW1YtIkTK5/n/Lt7ObHyeUu008h2sn0EuF5E3iUiLmAz0a1qJ4hI/NZ4HwNeynKfTAE6EAkRDDdyJrb74xntIhhuzFrCvckb4KGKNlYUx3bXKvbxUEVb2sWR+V51bYwxZmHYHwmxbtDPqotFrBv0Z2yX49l8YzvfhPoP4n92M0WHP4j/2c2E+g/mu0vTktVqJKo6IiKfA34IFAPfUtUTIvJl4KiqPgl8XkQ+BowAbwJ/mM0+mcK0J83uj3sizazP0g5Ym7yBaVceKYRV18YYY+a3/ZEQO8KNE/e7Pu1iRzhaCWuuOx1vLw8mVNmCyb+xnW9C/QdpPPkwQ2PRyRBd4X4aTz4MQKDqjnx2bUpZn7Otqk+r6rtV9Z+pajAW+5NYoo2qblfVelW9WVXXqerL2e6TKTz9aXZ5TBfPtbmsug4NHMB/fANFx9bgP76B0MCBTHfPGGPMPLA7zcDS7sjc51XP9Bvb+ab51N6JRHvc0FiY5lN789Sj6bMdJE1BqJI6zjjs/lhVILs/tlQ+kLBTFkxv1XVo4EDCDlddkTM0dkVHGeZDbVBjjDGZ83qaAaR08ZmayTe28013+I0ZxQtJIVQjMYataXZ/3Jpm98dcm+2q6+a+PQlbyQIM6SWa+/Zks7vGGGMK0HVpBpDSxQtVx8B+6o+vo+LYKuqPr6NjYH/Wz1nnvnZG8UJiybYpCOtdAZrdbSyX6Ndfy8VHs7stYb72/qEQ6/r9rOorYl2/n/053l59NquuuyP9M4obY4xZuLalGVjaViADS9PRMbCfpq4d9ET6otW5In00de3IesIdXLkFb5E7IeYtchNcuSWr580Em0ZiCsZ6VyDtYsj9QyF2nG/kUmzhR99oFzti26tvLOCvzOpcVXRFzjjGjTHGXF3GF0HujjTzunZzndSxzRWc8+LIXNrZt5vhpG9sh/USO/t207B0Y9bOO74IsvnUXrrDb1Dnvpbgyi0FvzgSQFQ1332YsdWrV+vRo0fz3Q2TQ+v6/fSNps7pri72caiqM/cdmqbkOdsAXimlzdc8L+dsi8gxVV2d734Yc7Wx+56ZzL4LHTx4bid9I71Ul9SwvbKFTYsasnKuimOrUFJzR0E4f8vCq3GRifueTSMx88LraYryp4sXisDS9bT5mvG5liMIPtfyeZtoG2OMKTz7LnRwf38Tp0d6otu0j/Rwf38T+y50ZOV8Na7rZhQ3lmybLDkYCbF50M8HLxaxedDPwTkW7b8uTVH+dPFCEli6ns4bn2LsliN03viUJdrGGGMy5sFzOx03XXvw3M6snK+lehseKU2IeaSUluptWTnfQmDJtsm4g5EQD4cb6Y/tBtmvXTwcbpxTwr2tPEhp0vbqpeJlm0Ox/n0XOlhzqp4Vr1Sw5lR91j7dG2OMMfnWN9I7o/hcNSzdSKtvF7Wu6mh1Llc1rb5dWZ2vPd9Zsm0ybm+kmXBS0f4wQ+ydQ9H+jd4AuyraqI4V668u9rGroi1lcWSuv04zxhhjpiNbFbWqS2pmFM+EhqUbOXHjIc7f8jInbjyU9UQ71HsY/8F7Kdp/J/6D9xLqPZzV82WaJdsm495IU5w/XXy6NnoDHKrq5OXqMQ5VdTpWIcn112nGGGPMVMYravWNRr/xHa+olYmEe3tlCx7xJMQ84mF7Zcucj10IQr2HaXxxD13DZ1GUruGzNL64Z14l3JZsm4y7Nk1x/nTxTMr112nGGGPMVHZfbJ4oXTvukg6x+2IGtmlf1MBDVa2sKKmNbtNeUstDVa1Zq0aSa80vP8LQaNI27aNhml9+JE89mjlLtk3GbXEFcScV7S/Bxa8vDbKmr4gN/X4OZGlDmpl+nZaPXbCMMcZcXbJdUWvTogaOrDzB6Xef58jKE1lLtDv6D1D/7AYqDq+h/tkNdPQfyMp54nUPn5tRvBBZsm0y7g5XgPvcbVTFdoNcxFIuXVIGIgMoypnRLoLnG7OScM/k67R87YJljDFmfjgQCbFh0M+ai0VsGPRzYJYL/edzRa1xHf0HaDoZpCd8JnrPDJ+h6WQw6wl3nadyRvFCZMm2yYo7XAEeK+vkJ+VjjA6VMXz5csLzl3SIPRn4+izZTL5Om2wXLGOMmS0R+YiInBSR10TkAYfn60TkkIj8o4i8KCIfzUc/zeQOREIEw42ciVXWOqNdBMONs0q4Z1JRq1DtPLWH4bGke+bYJXae2pPV8wZX3YO3OGmb9mI3wVX3ZPW8mWTJtpmRw5EQnx7087GLRXx60M/haVx0+tN8TZYuPlfT/TqtN/L6jOLjQv0H8T+7maLDH8T/7GZC/Qfn3GdjzMIgIsXAHmA98F7gEyLy3qRmO4AOVf1NYDPwl7ntpZmOPZFmLiVV1rrEEHtmUVlruhW1CllvuH9G8UwJ1Kyl7aat+DzLopvDeZbRdtNWAjVrs3reTCrJdwfM/HE4EuIvwo0TZf3Oahd/EW4EYK0r/QWjqriOMw5brVfl+euzGtd19ET6HOPphPoP0njyYYbGoos1usL9NJ58GIBA1R3Z6agxZj65FXhNVU8BiMhjwJ3AL+LaKLAo9nsFkHohMnnXn6aCVrr4VDZ6A1lJrvcN7OPBvq/SF+mj2lXN9uoH2LR0U8bPU+Ouoid8xjGebYGatfMquU5mI9tm2r6bpn72d6f4lL81zddnW+O+Ptt/IcS6U35WvVLEulN+9l/IzgLKeLPZBav51N6JRHvc0FiY5lN7s9JHY8y8swLoiXvcG4vF+xLwSRHpBZ4GmpwOJCKNInJURI6ePXs2G301k6hKU0ErXTwf9g3s4/6uL3I6cjq6t0TkNPd3fZF9A/syfq6WlVvxFCXdM4tKaVm5NePnWmgs2TbTdi7Np/l08XHrvQGaK9pYHvv6bHmxj+aKNtbHPuHvvxBiR38jfSOx+qMjXezob8x6wj2bXbC6w2/MKG6MMQ4+AXxbVWuAjwKPiEjK/VhV21R1taquXrZsWc47ebXb6gpSmlRZqxQvW12FM8/6wb6vOu8t0ffVjJ+roWo9rTc0U+teHr1nupfTekMzDVXrM36uhcamkZhpq5Q6zmrqdJDKaXzKX+8NTCTXyXafS1N/9FwzGxdldz5bw9KNM9r5qs59LV0O89Pq3NdmslvGmPnrNFAb97gmFot3L/ARAFV9VkRKgUrAPrUXkPWx6ZF7Is30azdVUsdWV3AiXgj6HKZCThafq4aq9TlLrkOdz9D8QgfdQ+eo81YSvLmBgP+2nJw702xk20zbpxzqZ7vx8qk5fsp/fSRN/dE08XwKrtyCtyhpVXSRm+DKLXnqkTGmwBwBrheRd4mIi+gCyCeT2nQDHwIQkfcApYDNEylA610Bnirr5Ej5GE+Vdc4q0c7mNMlqV/WM4vNFqPMZGp/fS9fQORToGjpH4/N7CXU+k++uzYol22ba1roCfM7dRjlLQWFsDDTsYWRkbse9riRN/dE08XwKVN1B2w334XNXRVdFu6tou+E+WxxpjAFAVUeAzwE/BF4iWnXkhIh8WUQ+Fmv2BeDfi8gLwPeAP1RVzU+PTTZle5rk9uoHnPeWqE6pODmvNL/QwdBoJCE2NBqh+YWOPPVobmwaiUnxTCRER6SZc9pNpdTR4ApyW+zT/MgIvDk4TDh2WxhigIcvRyuS3DHLVdbbKoPs6G9MmEpSKl62VSaOmOdqxfVUAlV3WHJtjElLVZ8muvAxPvYncb//AvitXPfL5F62p0mO3wML4d6YSd1DaXaNHBrIcU8yI+sj21MV949r93sioiKyOtt9Muk9EwmxN9zIOe0ClHPaxd5wI8/E6mnvvdhMOOnCEdYh9s5hg5qNiwLsqmqjuiRWf7TEx66qtoQLUS5XXBtjjDGZkItpkpuWbuLIjc9z+pZejtz4fFYS7Y7eg9Qf3EzF/g9Sf3AzHb3Z3V+izptm10jv0qyeN1uymmxPs7g/IlIO/AfguWz2x0ytI9JMJKm8X4QhOmLl/d5IsxFNuvh0bVwU4NDKTl5+9xiHVnamfOLP5YprY4wxV7cDQyE29PtZ01fEhn4/B4ZmuU37PJommU5H70GaXnyYnuH+6Dbtw/00vfhwVhPu4M0NeItdCTFvsYvgzc6b1BW6bI9sTxT3V9UIMF7cP9lXgD8FLjk8Z3IoXRm/gVj82jQb0aSLZ0quV1wbY4y5Oh0YChE838iZ0dg27aNdBM83zirh3laZZpv2ysIpHziVnS/vZXg0cX+J4dEwO1/O3v4SAf9ttN26BZ+3Mro+yltJ261brBpJGlMW9xeRfwnUqur/nOxAVtw/N9KV8Vsai28pD+JOunC4xcuako+y4ZSfNa8UseGUnwMZrpE9mxXXHf0HqH92AxWH11D/7AY6+g9ktE/GGGMWnj0XnedZ75nFdMnpTJMsdL3DzhUp08UzJeC/jc47/5yxT4TovPPP522iDXmuRhIr4r+b6MrsSVlx/9xocAVxJZX3c+GlIVbe7w5vgPsq2qiKbVBTVezjt11/wN+9+R3OxFZbnxnpItjfmNGEe6Yrrjv6D9B0MkhP+Ez0a6/wGZpOBi3hNsaYq8jBSIjNg34+eLGIzYN+Dkamvi/1p5kWmS4+lammSc7Fvv79rHl2HSsOr2LNs+vY178/Y8ceV+Nx3kciXdykynayPVVx/3LgN4DDItIJ/CvgSVskmT8jIzAW9jA2BiiUsZQt7raJaiQQTbgfq+rkJ9VjPFbVyaHzTzuPApyb/aLJZJuWbuIh39dY4VqBIKxwreAh39fSLgTZeWoPw2OJs5KGxy6x89SejPXJGGNM4ToYCfFwuJF+jQ4E9WsXD4cbp0y4q9JMi0wXz5d9/fu5/+QOTof7ooUDwn3cf3JHxhPullVb8BQn7i/hKXbTssr2l5iubJf+myjuTzTJ3gzcPf6kqp4numsWACJyGLhPVY9muV8mznOREI9HmnlTuxgdEy6NKcNvR5+LyDAjxYAr/ev706yqThefrU1LN017lXWvwy6Pk8UBQr2HaX75EbqHz1HnqSS46h4CNWtn01VjjDF5tjfSTDhpwX+YIfZGmrljks1ptpYHCZ5PLUe7tbyw5lk/eGq346DSg6d2s6lq+jsjT6WhJlrqdufLe+kdfoMaz7W0rNoyEc+00KvP0XzkcboH36SubAnBNXcRuP59WTlXrmQ12VbVEREZL+5fDHxrvLg/cFRVk3fVMjn2XCREe7hxogJJcZFSUQpcguGRaFm/715sZu0kNbSrSuo4M5K6jXtVHldb17ir6AmfcYw7CfUepvHFPQzFFoF0DZ+l8cXoKLgl3MYYM/+8kWbBf7r4uPWx+92ei830j3ZTVVzH1vLgRHwm9g90sLtvJ69HernOVcO26hY2Ls1MRY2+8Oszis9FQ80dWUuu44VefY7Gn7YzNBLd0KZr8E0af9oOMK8T7qzP2VbVp1X13ar6z1Q1GIv9iVOiraprbVQ7tx53KPVXJFAe943RuSnmqW1Ns9p6a2y19f6BDtYdr2fVsQrWHa9n/0D2d4BqWbkVT1FpQsxTVErLyq2O7ZtffmQi0R43NBqm+eVHstZHY4wx2XNtmgX/6eLx1nsDPFXVyZHqMZ6q6px1or2jq4m+SE9098hIDzu6mjJ2D6x2Xzej+HzQfOTxiUR73NBIhOYjj+epR5lh27Vf5d5M8wm/WK78XjnFPLX1iwI0V7WxPLbaenmJj+aqNtYvCmT9YpNOQ9V6Wm9opta9HEGodS+n9YZmGqrWO7bvHk6zW1WauDHGmMK2xRXEnbTg342XLa7cTAfZ3beTS0n7Q1zSYXb37czI8bev3OY4qLR95baMHD8fugffnFF8vrDt2q9yS6SONzV1CshobDt2t3j51DTmqa1fFGC9wwrryS42mfoqLZ2GqvVpk+tkdZ5KuoZTS0rWeZx3sTLGGFPYxudl740084Z2c63UscUVnHS+dia9HumdUXymxudlP3hqN33h16l2X8f2ldsyOl8boKPzMDtfeITeoXPUeCtpufkeGvxrM3qOcXVlS+hySKzrypZk5Xy5YiPbV7m7HEr9qQoXwyBjxZwfHuKvzzRzcJZl/LJ9scmU4Kp78CattvYWuwmuuidPPTLGGDNXd7gCPFbWyU/Kx3isrHNaifaBC6GM7BtxnatmRvHZ2FS1kSPvP8TptS9z5P2HspJoNz2/h56hs9EyukNnaXp+Dx2dhzN6nnHBNXfhLUnaObLERXDNXVk5X65Ysn0VemYoxOf7/dzdV8T3LvwHyiiiHHgHUMFS3sdnuHDey8WhUUZGoH+ki4f7G2eVcOfiYpMJgZq1tN20FZ9nWXS3Ks8y2m7aaosjjTHmKnLgQohgf2NG9o3YVt1CadL+EKXiYVt1S6a6m3U7X3jEeffIF7Kznilw/ftou/2T+MqWIICvbAltt39yXi+OBBBVzXcfZmz16tV69Kito5yNZ4ZC7D3fSESH8JRARWl0QeS4a/By5oKHzrcHUl5bVeLjsZWdMzrf+Jzt+KkkpeJhl681ZRrJvv79Wf86zMyNiBxTVauDb0yO2X0vNzac8jtW11pe4uOpGd7/ILvVSPb1HuDBl/fQN9xPtaeK7au2sqlmelMnp6vie3eipOaJgnD+E09k9FyFKhP3PZuzfZXpuNhMJFY7tNydmGgDXGaIMu8QvJ362jdmUTd7/KIy1cVmvDj/eM3Q8eL8gCXcxhhjpu3gUIi9F5t5Y7Sb/5+9Nw5v6jzTvH+vJEu2sLBjGwzGsVW6JNAU2BkCTHbwjlNoZjwTt6w3nyeNEzJNveruR0i2DOSKV2wps2joFko6BV8748+b7ytBacbLMCTO1FPGNN4xMxkgng5mUyC01DLGWGA7NjKyJUs63x9HsiX5yJZskxjy/q4rV/Djo1fHxNF5znvu574X6ouotjjYlKSbyGznRpTnVt6V+aTjXU3sbHcwHAxfM4d72NmuzlfNZsNdaM7jmnfiPFOhWc4zpYKUkXzGiLbx0wvtY4x67frCafpml+dW8t7KD7m0ZpD3Vn6o+cEzmTm/RCKRSCTJ0Ox1cmDQhjsYTo0MujgwaKPZm5wMJFE+xKeZG6HFvku1Y412hOHgCPsuzW5K8u7Vz2mnR66W80ypIJvtzxjRNn7BBAqiDHIxxflmm4SZtabf58kLVta26XjygpWmvukNjWiRqjl/Q1czjzQ/TVbjl3ik+Wkauppn7VwkEolEcm9S77HjU+JSIxUv9R57Uq+fKjdirtA9rJ2GnKg+XSqtpRxat5UHzeo804PmBRxat/WuuJE4L7ZhrduL7vs7sNbtxXmxbdbf49NCykg+Y1RaHGOabY8PctMhXYAAFCBIGv8u/c8ozYf6Xjs3A50sNBSx1vT7/LX7R2PxtT1+Fw6XDYCy3JnbKBWYFnPd161Zj6ehq5lt7QfGhjauDbvZ1n5A/fk+gYQriUQikcxNbiYIYUtUjydiYVvba8cd6CTfUMTWPIemtW0yNLqPc/Dqd7nh62axqYDtS1+lPL9iWmtFU5CRz/XhiSnJBRnaKckzodJaetes/iI4L7ZhO3kMb2AUAJdnANvJYwBUrVhzV9/7k0DubH8GOON1UuO28s1uHX81+DJiVBAKgUGBDNRfAhH+dzqCNGDT/CreWtrBzx4K8dbSDt7r/8lYox1hRPFS253cbsFUpGLOv+dSvfZ09KX6WTkXiUQikcw9WvxOXhiy8hWPjheGrLT4Jz5dXZgghC1RXYuy+VW8u7SDcw+FeHdpx4wa7V2XX6Hbd10NdfNdZ9flV2h0H5/WetHULN9Khj7umqlPp2a5dkryXMfe2jTWaEfwBkaxtzZ9Smc0u8hm+z7njNfJ0UEb/UEXoOBV+jDo7xDyQ44RRJxuO4ifU/6JDbTbn2BoJEE9VSryy9n/8F6WmAoQCJaYCtj/8F7N4ciu4ZuaaySqAzg7TmN9+yV0P34G69sv4ew4PSvnLZFIJJK7T4vfyWGfjVuKqsW+pbg47LNNaLirLQ5NGWR1EuFss83Bq99lJBQX6hYa5uDV78547YrCMvavsrMkQ01JXpKxiP2r7LPuRgLQcOU0j7z5Ell1z/DImy/RcGX2r5+dnoGU6vcaUkZyn3Miyn0kgk6AxZh4EHJQI8I931hEj3+iHVK+cfaGRiryy5NyHinMWMg1DV1aYcZCzeOdHaexna3HG/QD4PL2Yjur7oJXWTfM4IwlEolE8klwxG/HR5wWGy9H/HZKo4JqIq4j03UjaepzUtttx+3vJN9YxNYCx7Slkjc0pJGT1VOlorDsrjTX0TRcOc221nqGA+r189pQL9ta1etn5bLZu34WWbJxaTTWRZbsWXuPTxO5s32f059Ap6YX4A+qfzagBtpkhv9tYWIs6taCBEMjBepuQaP7OI+/v47lLYU8/v66WXlMlojdy6u1p6OXV2sebz/fMNZoR/AG/djPN9y1c5RIJBLJ7NGrsQmUqL7JXMVb+R38rCDEW/kdKTXaDpeNHn840CY8mzRdM4DFpoKU6nORPecaxhrtCMMBP3vOze7101FShtmQFlMzG9JwlNzdm4lPCtls3+fkJNCpBRW47gFdCNKJ1W3r8HAx7tFcWW4V9uI6FhmLEQgWGYuxF9dRllt1V3VpWlQWbuLQqh08mJGvTkdn5HNo1Y6Ew5Gd3t4E9YnBPRKJRCKZe+QJ7WtZovp0qO22z+ps0valr5Kui0uQ1GWwfemr0z7HT5quIe3rZ9fQ7F4/q1asoe6Jpyi2ZKvJkZZs6p546r4YjgQpI7mvafM6SQsNkYnqNOIDAkBIAY8fhgOQNl9tsqMJ4afVb2eFMXY3oCy3SvNx2mS6tNmYutaisnBT0s4jReY8XBoNd5E5d7ZPSyKRSCR3gS1GB4d9thgpiQkzW4yzp8We7dmkyPXvbriRABzvaGbf+Xq6vTcpMC+kZnU1FdbZdeQqzMzjmkbDXZg5+9fPqhVr7pvmOh65s30fcvq2k//ckYfz42fxKn1RTiMwj3mERnMZDoASEqQl+A3wJHhkp8Xd1qXNFMfqSsx6Y0zNrDfiWD37qV4SiUQihPg9IcRlIcQvhRCa25hCiEohxC+EEB8KId78pM/xXqPUWMWLpjoWCPXp6gJRzIumuhi9NkDzbSdPX7XypY90PH3VSvPt5CUgiWaQZjKbVJ5fwXuPneVSaRfvPXZ2VhvtnWcPcN3rRkHhutfNzrMHON4xu5kTu9dWkmGIvX5mGIzsXiuvn6kgm+37jNO3ndS7bWDomxDFLoAcfR7/09rLPF8xd+4oDAdij4noty0ovDlk5YqGtVI8yerSjnc1sbb5SZY0rmVt85Mc7/pkLH2qrBuoW1dNsTkPgaDYnEfdumo5HCmRSGYdIYQeqAXKgC8AXxNCfCHumGVADfDbiqI8AvznT/xE70FKjVW8ntnBO5YQr2d2aDbaB9w23IFwemTAxQG3LemGe6rZpLnEvvPaFrj7zs+uBW7lsg0cKqnmwUz1+vlgZh6HSqpndTjS2X4B62s/QPedPVhf+wHO9guztvZcQcpI7jMaelX3kURR7APhgcmb4cdil3phVT4YdOovQzrjspIhxUWrTw2uWWZMPGCyfemr7Lr8SoyUJF6XdryriZ3tjrF42evDPexsVz/A7vY0NagNt2yuJRLJJ8A64JeKolwFEEK8BXwV+EXUMf8BqFUU5WMARVES+5ZKkqa+N0F6ZK+dTUl4ZUdkkrPlRgLQ2NXIwUsHuTF8g8UZi9m+fDvlhVO7bk1Ft1f7VyZRfSZULtswq811NM72C9gaG/GOhsNsBgexNTYCULVq5V15z08DubN9n9EbUJvoRFHs2eGByYXhx2LdHmh3g3cUTMpE/XYAL+c0fLejKc+vYO/D36PAtASBoMC0hL0Pfy/mcdm+S7VjjXaE4eAI+y7VpvDTSSQSyZxnCXAt6uuucC2ah4CHhBD/IIT4JyHE72ktJISwCSE+EEJ8cOvWrbt0unOfFq+TF9xWvtKt4wW3Gc1UJQAAIABJREFUlRav9k71zUCC9MgEdS3Kcqt4d2UH59aEeHdlx4wb7V3tu+ge7lbNA4a72dW+i8auxmmvGaHArG11m6g+V7GfOjXWaEfwjo5iP3XqUzqju4Nstu8z8gxqEx0MgFlRJSFm1F3rNGGmLGzsX10wbvzf7YGf/Xpio034dYri4sceHW8PWelIICuZSpfWreGLPVm9oaOFR97+Blk//iqPvP0NGjpapvjJJRKJ5J7BACwDSoGvAf+PEGKCobCiKHWKojyqKMqjCxYs+IRPcW7Q4nVyeNDGrWA4zCbo4vCgTbPhXmhIkB6ZoH63OXjpICNxm0wjwREOXjo447VrVmtb4Nas1rbAnS4NF8/wSF0NWd//Jo/U1dBw8cysrt85OJhS/V5FNtv3AWduO6m5auWbH+kwhIbIMeh4IE0Nr4kMR5qA30p/njVhv9FNuVXsKK4jP2zll28sRglZYtaNyErUXxIFr+LirM+WsOGejIKM/KTrDR0tbDtbyzXvLRQUrnlvse1srWy4JRLJvcB14MGorwvDtWi6gHcURRlVFOXXwEeozbckjiMebWnIEc/EJ67VeQnSI/OS11w3uRt48v1HWNuSxZPvP0KTe/p+0jeGb6RUT4UK6yb2r9vBErNqgbvEnM/+dTtm1Y2k4eIZtp08yjVPPwpwzdPPtpNHZ7XhLsrKSql+ryKb7XucM7edHHXb6A+ocex3Qn08YAxpDkde9f8kprYpt4q3VnbwszUh3lrZwc+7LYwGx79vYuJudxAv56eQlWhRs3wrGfr0mFqGPp2a5VsnHLvn/Buagx97zr+R8vtKJBLJJ8w5YJkQ4nNCCCPwNPBO3DEnUHe1EULkocpKrn6SJ3mv0JsgmE2rvml+FTvy68g3hDeRDMXsyK9LSq8NaqPtuLyNHt81NdTGdw3H5W3TbrgXZyxOqZ4qFdZNnPvqW1z/2s8499W3Zt32b0/rCe1Am9YTs/Yejo0bMafFhdmkpeHYuHHW3mMucNeb7akskIQQ/1EIcUEI8S9CiNPxU9uSyTnRqx3HrsVggg+tCP98c4i/d5nw+ASKAkJD920AUFw0enQ0D1npSnKXu6KwjP2r7CzJWKTehWcsYv8qu+ZwZFeCEJpEdQDnlTNY36xBV/dNrG/W4Lwyu4+6JBKJJBkURQkALwI/BS4CDYqifCiE+BMhxFfCh/0U6BNC/AJ4D9ipKMpnOmXrtN/JS0NWnvHoeGnIyunwtSUvQTBbovqm+VW8tbSDnz0U4q2lHUk32gC1V/doZkbUXt2T9BrRbF++nfS4TaZ0fTrbl2+f1nrxHL/Swto3v8GSuq+y9s1vcPxKy6ysG6HL059SfTpUrVpJXXk5xVlZaphNVhZ15eX31XAk3GU3kigLpC+jPjY7J4R4R1GU6KnsNxVF+fPw8V8BDgKawyKSifRrDH4EFTCEG24D4zvUAh0XvU5WJIiuzTcV8quPr/Grj1VPzeovDpFlGu+4o9cChWHFRXvYraRwEreSCBWFZUk5jxSa87jmnTgMVGjO0zzeeeUMttajeMN34K6hfmytRwGoWrZ+yveTSCSS2URRlJ8AP4mrfTvqzwqwPfzPZ57Tfif1Phv+cGBNr+KiPnxt2WJxcHjQFiMlMQkzWyyzb8fn9nWlVJ+KiOvI3XAjOX6lhZ2ttQwH1KfA14dusbNVNRyoWFY64/UBCi05XNNorAstObOyfoSqVSvvu+Y6nru9sz1mgaQoih+IWCCNoSjK7agv56GGHUqSJEdj8MPjV1MiozXXaoMc5OSgjYsJJrm3Lt0dEy17+roxRlZiZKKsRODliu95Wjw63h+y4p6Gnjue3auf0xz82L36Oc3j7edOjDXaEbwBP/Zzs/eoSyKRSCR3hwa/fazRjuDHS4PfTqm5ihez6ligD4fZ6It5MauOUo1No+Y+J09fsPKlNh1PX7DS3Jfa9SjfVJhSPRnKC8t5b9N7XCq/xHub3puVRhtg37k3xhrtCMMBH/vOzZ7ccnfJZu1Am5LNM17b2XYR6946dDu+j3VvHc62izNecy5zt322tSyQJmw1CiG2ot7hG4EvaS0khLABNoCiok9nsngu0XbbSVOvndGAi0wEIyhE8mm8o3DHDw9ZQMR1xwHFS6vHrrm7XZavJkLVXt2D29fFgPfzzA98CWFoxBvqRBDrDTjuy6125D7FxeXwbkR+Ejvdiai0lgKqdrvL20uhOY/dq58bq8fTOaT9SCtRXSKRSCRzh94EicV94XqpuUqzuY6muc/JAdf4Drjb7+KAS70ebUrSvm/r0t04Lm+bkBmxdenupF7/SdKtEaE+WX06VK5Q27U9rSfo8vRTaMlhd8nmsfp0cbZdxHbsJN5RtWtxDXiwHTsJQNWaFTM76TnKnAi1URSlFqgVQjwD7AKe1zimDqgDePTRRz/Tu99tt5009LxAEHU3V6CQDowARl0ubu9tPKOjLI8yF4mWgISCLq54nSxL0HBHmu5xDvF48+P80erT5KSPR05qDVCG8NLhe5mbfjt+pROjKKLA6CA3xea70lqasLmOpygzB5dGY12UObuPuiQSiUQy++SJInoV14R6rkh+Y62+O0GgTbc96WY7fsMp31TI1qW7Na6JydPY0cTB87Xc8LpZbM5n++qtlFtnHuRWkJnH9aGJcsuCTG255XSpXLF+xs11PPam1rFGO4J3NIC9qfW+bbbvtowkGQukaN4CZv584j7nxM2XxxrtCALI0eXy2r/qxbbk/2WBsRhfWAISLyfRAa2DNq4kkJNocWP4Bk1X8/AHx9vrRL7cevrwK6o7il9x4fLZ6JsFeUkiHGs3Y4571GU2GHGslb9KEolEMtepNDowEmvZZ8TMytDv88JVK1/5SMcLV620TBK7HklFTraeiLL8St597EPOlQ7y7mMfzrjR3nXWQbe3Rw218faw66yDxo6maa8ZoWbtc2QY4uSWBhM1a7XllnOJzgFPSvX7gbvdbE9pgSSEiPYW/QPgyl0+p3seb1B7aD1SL82t4vWVHVz/OJdASHsHOqB4OafhU5qIxRmL+fnN+fyvy/n0jxhQFAiGJh6n9V56vPT6nucjj46rQ1Zuz3LjXbVsPXUlz1KcmaNOM2fmUFfyrByOlEgkknuADcYqqk115AlVl50nivlt5Xl+6v4RtwLhMJuAi8NuW8KGO5KKnGz9k+Dg+VrtUJvzM09OrlhWyv6SrSzJXKA6fGUuYH/J1lkbjgRoaG/jkdf2kvWdHTzy2l4a2ttmZd2ibEtK9fuBuyojURQlIISIWCDpgdcjFkjAB4qivAO8KITYBIwCH6MhIZHEElQgXYwPLCqAHxiJE9dc+rifwQD820VM0FqbAIIu3nZbWW1xYJ1CD7d9+XZ2te/i5zfh5zfnA/Dbi4Z57uGbCDE+pCGUie8VresOKC7cYV33/BnouuOpWrZeNtcSiURyj7LBWMWGqGvCC1et2mE2vXZKNez8qgscMZptCAfaFKTmWtLUdZzaS9/FPdxNfkYBW5e/SllhxdQv1OCGVzshOVE9VSqWlc5qcx1NQ3sb2xqPMRyOUr82OMC2xmMAVK5aM6O1HWUlMZptAHOaAUdZyYzWncvcdZ9tRVF+oijKQ4qifF5RFEe49u1wo42iKC8rivKIoij/WlGUxxVF+fBun9O9TlpoHiYlVhZiUtR6NAtNRXR7wBsljYqXlHiDLs4O2uiYQlJSXljO3lV7KcgoQCAoyCjg3y2u5Qvp/xOTKAYEJlHM0GisnCPRTvdt3/N0e3S4h6x476LERCKRSCRzk9NeJy+5rTzTreMlt5XTUdehXg1b28nqWqnIO4rrktZrg9poO9pfoWf4uhpqM3wdR/srNHUdT+0HC7PYrJ2cnKg+l9hzqmms0Y4wPDrKnlMzl8BUrVlB3VNPUJxtUZ9GZ1uoe+qJ+1avDSBUu897i0cffVT54IMPPu3T+EQ50+fkRLedfn8n+fMEOt1EDUe6LpdX/9X4JHKz28mByzYWzfOyLh8MOtVbMf4OywAYFR06oZChL2K5xUHhFDvdifja//4CL666TLpBPb9MYpvtWK9ulVBQEAqYyDb60OmKMBodGGdx11syewgh2hRFefTTPg+J5LPG/XbdO+11Uj9oiwllMwoz1Vl1bDBX8cJVK7cCE4cmFxiKeX1px105pyeb19EzPHGsbFHGEt7ddDbl9SKa7WgpSbo+nb3r7LMyJAlw/OJp9rU20O3ppcCSR01JJRUrNsx43azv7ND0YRbA4HcOzHj9e4nZuO7JuPZ7gDN9To66bPT71aFDITTE0sBIKFbLvSm/ih0P1zHiL+asG4YD+gm7zJHmVydCgMJw0EX7oI2uFIYno/nlwCoOtz/MTa+JkAKBuFON9+o2APP1Cg+YRhBCQVFc+Hw2/HK3WyKRSO5bGjwT04/9ipeG8CzRljwHJhE7NGkSZrbkJZaFNLudPP2+lS+16Hj6fSvN7tSuI+7h7pTqU1FuLWPvOjsFZjU5ucC8aNYb7Z0n67nu6UUBrnt62XmynuMXT8947cKs7JTqksmZE9Z/ksk50R37oRTRbEd2iBXAB3gDgha3k9L88V3hTflVbIr6+m23FW9wfLdAK6gmqHi55LFPa3e7ZnU1O88e4H93q4/JNha42Rm10x3/XloyE/Di99tjdredF9uwtzbR6RmgyJKNo6SMqhUz041JJBKJ5NOhN5jAWztcj+iyj/Ta6Q10kmcoYkueQ1OvDeNPcn2hsM+2z8WBy2Gf7fzkrmX5GQWaO9v5GQVJvV6LcmvZrDXX8exrbWA4LtBtOOBnX2vDjHe3d28si9FsA2SkpbF748x+FueZK9hPnKOzf4iinEwcm9dStX7Z1C+8x5E72/cA/XHWRcEApMdpttMVGBpROHJ1coeR1RYHo0nY9+mCLlq6dbzvtuJOYZe7wrqJ/et2sMScj0BwaWAVt4ZfwRDWdSvoY47Xen8AJSrkwHmxDdvJY7g8AyiAyzOA7eQxnBdnZzJaIpFIJHefM34nNUNWvunRYZmnw6Cx3ZerH3cPKZ1fxetLO3jnoRCvL+1I2GgD1F+1jzXaEXwhL/VTXBOj2br8VdL1GTG1dH0GW5e/mvQaWjReaebxN59med2XePzNp2m80jyj9SJ0exIE23i0HctSoXLVGg6VP8WDWdkI4MGsbA6VPzWj4UjnmSvYjrbi6h9Sr+X9Q9iOtuI8c/+b0Mmd7TlMW5+Tpm47FhRCqLvXASDLMDEZUgjIT4eO25N7ilrNVez/P/+VlQs6mW8MEgQMmu4hAAq+oIuL/c/h+vj/Ri88GPVFFFgc5E6y611h3USFdVNcdR8AXr+TQZ8NJRzNG2deEvXzjH/g2lub8AZiBzW8gVHsrU1yd1sikUjuAc74nRz12cZj2XVB0tNhZAQC4SF+ozBTaVFlIi19To502+n1d5JnLGJLgYPSSYYdb/oS+GwnqGsRcR2ZLTcSUBvtXa0HGAlHq3cPudnVqmqey5fFXydTo8CSx3WNhrvAkjujdSNUrlozY+eRaOwnzuH1x4XZ+APYT5y773e3ZbM9R2nrc3LMZWM0LB/RwVhKZHxzHJFizNPDw5apUxOfLDiAo/0VRoLDfPEBL+XFgxj16ihEvKzDAKTrFAS3AfAHXbgG1UdzkzXciTCHpSE9d/4Yo97NDV8aeWlBTPpocbcZo3Fcl9fpGdBcK1FdIpFIJHOLE377eKMdRgjIMOkZCoTI1RdRaXGwwVxFS5+Tw1E2frf8Lg6Ho9cTNdwLTUW4fRMHKheaUvPZLiusmFFzHc/Bc/VjjXaEkYCPg+fqZ9xs15RUsvNkfYyUJMNgpKZk+kE80TS0XWBP0ym6BgYpzM5id9lGKtesnPZ6nf1DKdXvJ6SMZI7S1G0fa7QjCNRmOBSWYkxIhhSwdF4/f9SSwdPNj9Dc1aC5dllhBfZV32NRxhI+/Hgef3/DCkoeIJLSVCuKl57Bl7nqtvJRt46rbiu3U5CamI1VLH2gh390t/Lv/+4/8sdn1nPDa0FRBEIUYzLVxei1iyzaAxmJ6hKJRCKZW/QrCXaYdSGcBSF+mN/BhvAGzpEE0etHuhNLQqqXOjDp4gYqdWaql6bmsw3Q1NHIk28/ztofL+fJtx+nqaMx5TUi3Bi6mVI9FSpWbGD/E9UsseSpwTaWPPY/UT0rbiQNbRfYdqyRawODKMC1gUG2HWukoe3CtNcsyslMqX4/IXe25ygDCSJmhQIPmW24Rn6ESfFO2IWep1N4YvEIQ4GL/NXVagA2FU68y0109/6+24ovaoAykabboPQRCCdWBoIuege+zp3Bl1GUfvT6IiwWB+Ypdr4rl22gctnUHwqOkjJsJ4/FSEnMhjQcJXdn6EQikUgks0uOKKJfmbjznCMm7jz3Jrj+JarD+BBk/VU7N32dLDQVUb3UkfRwZISmjkYcZ3eN2fX1eLtxnN0FQJm1PKW1ABZnLqR7aGKIzeLMhSmvpUXFig2z0lzHs6fplLbPdtOpae9uOzavxXa0NUZKYjYacGxeO6NzvReQO9tzFIs+BzOqL7aZ8buioAI/6/oJT+TXxfzHi9nlFmBJU3hsoYemzm+l9L5LLQ78wfEhRi2fTS2piYlRFKUPUAgGXdwZ+DqeG3l4unUMua34p2klCFC1Yg11TzxFsUUd1Ci2ZFP3xFNSry2RSCT3CJuNDozE7jwrIRgcHOJ0XAR7XoKI9UT1CJvyq3jrsQ5+Vhrircc6Um60AWrPH9SMWK89fzDltQC2r60m3WCKqaUbTGxfWz2t9eI53n6Gta/VsOQ732TtazUcbz8zK+t2DQymVE+GqvXLqHu2hOKcTPVanpNJ3bMl971eG+TO9pykvc+JLuQZa3TH5CMKeHwwEuhkxfwqft5rZyhs+q8l90jTwcNZN1J673xzFcHe8/SP/JAHTD76RvVkG0Kk6cbb7vj30fLONjEKirrzrQRd+MI6b+M0w3KqVqyRzbVEIpHco6wPSwP/cuRlhuhDCYLPA4GRPuq96vVhQ9htZEuBI0azDWGP7SSi15u7Gqi/tIebw10szCikevluzae7iXB7ta+ZiepTEdFlHzxXz42hmyzOXMj2tdUz1muD2mjvbDzK8Kiq2b4+2M/OxqMAVKxaP6O1C7OzuKbRWBdmZ6W8lvN0B/aG83T2einKM+Oo/DdUbbDO6PzuNeTO9hzijNtJzftWGq4+S1CJ9c4UgFGB4QDkhgc+1uY5MIRN/xPJPfINCo0f6Xjz/6TzR3+7OCn9WVnR90jT/TV/8sEf8J/f/w0afr2agLIQEBj1xehF7KRzUt7ZipdfXf+PPFJXQ8PF2bnzlkgkEsm9w3pjFYHeTIZ64M4tCIQ3kP2Kl4becT12aW4VLxbXsSAcvb7AWMyLxXWTupGA2mgfaN+Ge/gaCgru4WscaN+WcH5Ji3zz4pTqyVC+bBPvPfMWl2w/471n3pqVRhtg36kTY412hOFRP/tOnZjx2rvLNpKRlhZTy0hLY3fZxpTWcZ7uwFZ/FlevV7X76/Viqz+L83THjM/xXkLubM8RzridHL1swx/ysigt1mUkElqjCFAUGPAO0dLlpLRQ/eA512tHCbi0Y9EFgMIDRh/Pfa4HHT0MDP0DJ3+1jSc+//2E5zOZEf9tr5OO3udJNwSBifZ9ibyzC8xDXPP0s+2keudduWJmd94SiUQimduc8To54bHTH+wkR1/EABN12wB9gVg9dmlu1ZTNdTz1l/bgCw7H1HzBYeov7Ul6d3vr6u0xmm1QI9a3rt6e0rlo0XixhYOtb3DD08tiSx7bS56jfEXptNfrHuxPqZ4KEV32TN1I7A3n8fqDMTWvP4i94fxnandb7mzPEU5cteMPG/LrlDiXEcJfK6on6cfePg6322jpcrJsfhXPLO3gtxcdRRV0qERLOyJ6br1Qm+8HjKOI0R/gvj09HfV8cxX/86MN9HgzCClw05eGPyooR0vnDdDtVSeOhwN+9rRq33k72y9gfe0H6L6zB+trP8DZPv3JZ4lEIpF8epzxOjk6aKM/6AIU+oMuMkxCO8zGEKvHbnE7eeF9K19p0fHC+1ZakohevznclVJdizJrOfZ1e1lkLkAgWGQuwL5u77SGI6NpvNjCrpO1dHtuoaDQ7bnFrpO1NF5smfaaBVnaVr+J6qnQcOYie469T9e1IIVpi9n95d+d1mBkZ69Xu96nXb9fkTvbc4T+KOP98VCZcSIykoj5vy/o5cgl+9jutjWsdTvfa8cb6EREtbxaso4MXYhrPc/T1fMcRkMRBXkOcidJ54rnd4q/w9f/vpbhsH/o7xZ0sW3FZfLThxnV5WBSPMD44y1vwMC+8+MTx12eiXfezvYL2Bob8YYnoF2Dg9gaVclL1arpe3tKJBKJ5JPnr7wvk2b2Ygw/lfX5IBBQSDcKhgLj1yijMFOZN67HbnE7ORwVvX7L5+JwOHq9dJKhx4UZhbiHr2nWU6HMWj7j5jqeg61vaPttt74x7d3tmo2bYzTbABlpRmo2bp7JqdJw5iLbjp5kOOwacq3fw7ajJwGoXL8ipbWK8sy4NBruolyzxtH3L3Jn+1Omze1k7/tWLCjMQ7370ceF1swDMoEHdFAQlSTbOxz72M06v4qvLu3gaw+FMBuKx+rxjfZ4SmQQUPAHXHx0/Xn2/2wJ71+Yx+WPdFy9auX2JDvfFctK2V+ylSWZCxAI/s/t36Aj9DcsWRIib3EvpuzXEfpiQgp03clk59kSTrjGJ44LNcJ37KdOjTXaEbyjo9hPnUp4HhKJRCKZe7T5nQSNfeh06hNVnQ7S08FgAKFTyDOoeuw8QzHV+XVjw5EARxJErx+ZInq9evluTHFx6yZ9BtXLd6d8/k1XmnjyzSdZW7eWJ998kqYrTSmvEc2NBNHqierJULFqPfvLn2VJVg4CWJKVw/7yZ2c8HLnnROtYox1h2B9gz4nWlNdyVK7GbNTH1MxGPY7K1TM6x3sNubP9KdLmdnLsso3RUGxKZECBNBEfna5+YK0ODwJ3D0NeRmIbpOV5DtrdNoKKd4KmWmun26wPUr6kG134G4GAC7db3UmYn2DHu2JZKRXLSjW/ZzRXYTRX0XDxDNtOHp2QcLW7ZOKdd+egtqVQorpEIpFI5iZNfnt4ZmgcIcBkgoBPT+/Hagx7Za4jptEG6E0QsZ6oHiGiy56JGwmojbaj1cFIeIKzZ6gHR6u68162bHr5DosteXR7bmnWZ0LFqvUwamBfUxPd1wfY987fwaiBijXTd+/q6vekVJ+MiC7b3nCezj4vRblmHJWrP1N6bZDN9qdK01X7WKMdQQCeEcjOAJOI1V2bAKGDkmw4i57rd3R86ceFLDQXUL36VTZZx0NqCsMfXpd67fgCLkwKY4201gCjifHvR9ArXm73PM9Qz3PoDUVY8hyYU5CawPgQ5J7WE3R5+im05LC7ZLPmcGRRVhYujca6KCt1qyGJRCKRfHoMJEiMFAKGb6sDc71+F/XhGPYNUcOQeaYibmlEr+clEb2+qbAy5eY6ntpztWONdoSRwAi152qn3WxvL3mOXSdrY6Qk6QYT20uem9G5Hm9rY+exY2MBNNcHBth57BjAtBvuwhwL1zQa68Icy7TWq9pg/cw11/FIGcmnyJDPpRlcMxKAjgE1LRImxrLrBazNCvKA/mPV3sh7nQNnX6G543jM+oXzq9i0tIOyhxQeWXwUk6E4ssKEc9GSmpgAXVhqEgy4uNPzdTy/zMPzkY6hq1b8SQ5YVq5Yz4e2fQz+8V/woW1fQhcSx8aNmOOshsxpaTg2pmY1JJFIJJJPl2yNZEiAUHDc8g/Ctn9xMexbEkSvb0kyer254zhPv72OL/24kKffXjfh2jgVbo3Ex8nqyVC+opS9T2ylwKJKLwssC9j7xNYZuZEA7Gtq0kx63Nc0fdnL7s0lZBhj92IzjAZ2by5Jeg1nSxfWF06h+8q7WF84hbMl+SHV+xHZbH9KtLudpCNiHEdMqE1uUIGPh8EXdsvRSmycr4OvLBqg+nNuHrZ4VXuj899N+H7586t4bGkHpQ+F+NyiHyFE7AdZKM5CJGFQTUhNiVQCLnxuW9INdzJUrVpJXXk5xVlZarpUVhZ15eVyOFIikdxTCCF+TwhxWQjxSyHEq5Mc9++FEIoQ4tFP8vw+CR4K/b7qVxtFKAS3Jyop6IuLYS/Nr+LFh+tYYAr7bJuKefHhukmHIyM0dxznwNlXcHuvT7oZNRn5mfkp1ZOlfEUp23/r6yzWFXOje5iDf3ucxvbTM1qze2AgpXoyVK5fwaFnn+DBHAsCeDDHwqFnn0h6ONLZ0oXt8AVct4ZRFHDdGsZ2+MJnuuGWMpJPiVNX7cSb5EUcR26FnzJd9cDDWap0JEK0/zYC5qcFeSJflV585OlO6r0jriPdvXZ8gU76Rky09+bwu4t7SNeHxs4lmkRBNf5eO8YUpSWTUbVqpWyuJRLJPYsQQg/UAl8GuoBzQoh3FEX5RdxxFuBl4L5L+Tpz20mr+0eETAomCwg9EBSMDpgZ9tyZcHyuRgx7aX5VUs11PPXnv6vttX3+uzFSy8nYunZrjGYbIN2Qzta1W1M+n2ga20+zq7GekbB7SPdgL7sa6wEoX7VhWmsWZGdzXaOxLsjOnv6JojbcqTqPRLAfuYzXF+et7QtiP3KZqtLUnGHuF+TO9qfEoM8V4zQScSIRqCmRADeHodubS7TsQ2vHOVun8IeLBvjW0luc/PCVpCaoc+dXsXJpB48+FMKf0chPeko4fPlh+nxmFARKnNQkUVCNEhdE0NDexiOv7SXrOzt45LW9NLS3Jfk3IpFIJPcF64BfKopyVVEUP/AW8FWN4/4b8N+BEY3v3dOc6LXjV7wERtSkyKEeGLqlkBZMxxj3VNUozFRqxLC3dDl5odnKVxp1vNBspaUruaeoN73am06J6lqULSvDXmJnUeYi1Ws7cxGqIHEAAAAgAElEQVT2Evu09doRDp5qGGu0I4yM+jl4KvmEy3hqyso0kx5ryqZ/rg2nr/DIS2+S9Uwdj7z0Jg2nr6T0+s7e4ZTqnwXkzvanwJkuJ7oQpOuinEZQddnBqM1uRQHXgInH8v8TQ97XCSreCY32mFuJAIvBD9797FiqJ9MQpN9v5G8ufARMPkFdvmzThPhY720ng24biqIOcMY7mkQQUUEEDe1tbGscH9S4NjjAtkZ1UKNy1fQnoyUSieQeYgkQbfbcBcQMqgghfhN4UFGUvxFC7Ey0kBDCBtgAioqmHg78tGnzOmny2PGbXMwzgs8/ng0BcCfUT3XxGzR02+nzd5JrLKKywBEzHAlqo3243YYvGPbZHnZxuD3ss104+W73QnMBbu91zXoqlC0ro2xZGU0Xm6ltrefb7+yn1vIjtpZUU7ZienHrNwYT2P8N9k1rPRgfgtzX1ET3wAAF2dnUlJVNeziy4fQVttWPW/9d6x1iW71q+Ve5YdlkLx2jKC8D162JjXVRXobG0Z8N7vrO9lTaNSHEdiHEL4QQ7UKIU0KIYq117idOXLJjAtKI3dlOA9KFQFEgFBKM+Ex87PXwensDmeYXMBuLY4QnWlruTB1Y0oIIAbkmP39Y+Ev+/tJ/SfkczfOryMqvQ29QvbLdvjT8wdhfl5GgAWNUEMGeU9qDGntOTdxdd7ZdxLq3Dt2O72PdW4ez7WLK5yiRSCT3GkIIHXAQ+OOpjlUUpU5RlEcVRXl0wYIFd//kZkCb18mxQRsDQde4r7aJmLTIeSKHho/s9PZ1kusvonLhxEYb4Mgl+1ijHSES5DYV1atf1fbaXp1QOp+QpovNOE4eoMfjRkGhx+PGcfIATRebU14LYHGWts3f4qzcaa0XoWLNGmq+/FUK0grpvhZk37FWjp+ZXvrynoZz2h7bDeeSXsOx5WHMpjhvbZMex5aHp3VO9wN3tdmO0q6VAV8AviaE+ELcYT8HHlUUZRVwDPje3TynT4u2Lid7m63saNThG3ZhEtqR7CYUhu5YuOPNJBBQ49d9wWGOXf4ZX13ZwRrrUfThx3DJ6Krn6RWeW/wvfNSm4+oFK7f7kh9oNM+vIn9pB2dDrZT97Blq/mU9171mQgp0D8/jiqiJ0Wt3DWoPZMTXnW0XsR07iWvAgwK4BjzYjp2UDbdEIrkfuA48GPV1YbgWwQJ8EWgRQnQAvwW8c68PSTZ57IyGn4QaDGCeB5kWyM1Vw2z0GBn4+Da9PjW6vdfnov6yjdMaMezxgW1T1aPZZK1gx7rvkW9egkCQb17CjnXfS1qvHU1ta71m6mNta33KawFs31hJepoxppaeZmT7xplZFR4/c4GdRxu53j+IAlzvH2Tn0cZpNdxdvUPa9T7tuhZVpYXUvbiS4gUZCAHFCzKoe3HlZ1avDXdfRjKmXQMQQkS0a2ODIoqivBd1/D8Bz97lc/rEaetycqzdxmhwPLxGqzEW4boWvV51ircwvAtwqduO4nfFrJEwKVIAKAT8Lm52PE/3lW+QafDR55+HPmMTVsO/oPg7EcYijAUOjHE7DRUr1MGNfa0NbDz1OQosudSUVFKxPHagozArm2saDXdhVuyghr2pFe9o7J2zdzSAvamVqjXTG8iQSCSSOcI5YJkQ4nOoTfbTwDORbyqKMgiMbXEKIVqAHYqifPAJn+esMhBUG2GDAUzpjAXaCAHZ2YLbPWkMeGOHI/0hLw1X7WyIG4TMyyji1rCGz/YkQW7RbLJWwGga9ecOctN9g/p/PASjaWxalloEu9tzM6X6VESGIA+eauDGYB+Ls3LZvrFy2sOREfadOMWwP+6psn+UfSdOUbE+NcOBwrxMrmk03IW5mVO+1tnsxl5/lc6bPooWmnBUf5GqTTNzcLlfuNsyEi3t2pJJjv8GoDnRJ4SwCSE+EEJ8cOuWhnfQHKbpkn2s0Y4Q/RcfPSg5HyhOjx2gAMg05vL0m4/zpbrl7PhpPaQf4hHrUXRRwyZx7n2aMpMMgsxP86ETsNh0h6Lg2yh+dadB8bvwuWz4NXa/K1Zs4Jzth1z/YyfnbD8ca8Cj2b1Re1Bj98ZYvXjngHYKVaK6RCKR3CsoihIAXgR+ClwEGhRF+VAI8SdCiK98umd398jWq42w0YRGcqSCOWeiCwlAn0Yq5JblDkz6OJ9tvZkty5P02b7SyIHWXbiHulX7v6FuDrTuovlKY1Kvj5BvWZhSPRnKV23gvW/9kP3lL8Gdeew88gaP762hsW36pjTd/dopy4nqk7G7cq22x3bl2klf52x2YztwGZfbp86buX3YDlzG2Tx9b/L7iTnjRiKEeBZ4FNiv9f17SbsWTXuXE/+wa0JwTSBBYI1RwKZsH/9hkYevLRji8+l+DDojHw8x4YPjQv98Hi6uw2RUw2pC+lyUqIcV8Tvd8U4mJiZ+KKJ48XdPrYvTonLVGg6VP8WDWdmqN2dWNofKn5owHFmUrZ1ClagukUgk9xKKovxEUZSHFEX5vKIojnDt24qivKNxbOm9vqsNUGZxoMc48ZoSxmDUrudqpEKWFlbx4qo6LGl56i5SSGAczYZA2sQFNKg/dxBfXAKkLzBC/bmDSb0+wtaSatINsc+b0w0mtpZUp7ROPI1tZ9h17CjdA/0oQPdAP7uOHZ12w12Qo52ynKg+GZUblnGouoQH8zIRAh7My+RQdcmUw5H2+qt4faGYmtcXwl5/NeVzuB+52zKSqbRrAAghNgF24HcURfHFf/9epb3LSWO7beyOJlom0uuD/PQEkezhgsWg8DvZfv5hIIO2wdgPmcgHx1vPvEd+lOyjr89Jd7cdv78TtYUf97rUkq1oEfJ3sva1GroH+ynIyqFm42YqVmmnPsZTuWrNlM4jjrISbMdOxkhJzGkGHGXJp1NJJBKJZO6wxlzFX157GcXcp/pqx5Gh5GLUDeMPjT/lNerMVCZKhQyk4b+tg6C6CePBw+Gz2wAotU6ucb45dCOleiIiriO1rfW4PTfJtyyckRtJhINNJ7QtAJtOUL4muWttNDWbN7LzaGOMlCTDmEbN5tTTlxtaOthz5Bd09QoK8/LZXbGayiSi1jtvarduieqfNe72zvaYdk0IYUTVrsXc2QshfgP4C+AriqJMTwg1RzmlIR8RqDvMg6NqaI2I0n5oeWhnCYU/yO7i5c9d5YuW2zFraX1w5OZWsXJlB2vWhFhsjU2KjJeZxH8d4cZwJtcH1Tvu64P97Gw8yvH22ctdqFqzgrqnnqA4W02nKs62UPfUE1KvLZFIJPcYbbed7L1qZcdHOgJKH0O9alJkNKEQ/H7Gn1H9cB154VTIPFMx1Q/XTdBrRzhyfo9mOM2R83umPKeFmYtTqk9G2YpNvGt7iz/58rfhzjy+/ZeHePK1b9DU3pLyWhFuDPSnVJ+KivUr2f9sOUty1PTlJTlZ7H+2PGW9dkNLB9sOn+XaLS+KAtduedl2+CwNLR1TvrZoofbEWaL6Z427urOtKEpACBHRrumB1yPaNeCD8CO1/ahy5f8l1C3dTkVR7gtd2+BwZ0ziowL4gFEFBn1qeM3DZjCH/ytM5qGdlxbguUU96Bb18HHAQFNvHt3KcoAxH9D4O+/54R3v3m47AX8nXiwYQ0MYdeonoQ9IV2KlJCNBA9//RexQ/PCon32nTkzY3W5ou8CeplN0DQxSmJ3F7rKNVK5J7n/uqjUrZHMtkUgk9zBtt50cc9vGXEh0OlCCMHQLzDmgN0AwAMpALquWVnF61Al3QBkGAsBo4rUjpgDJ1qOpXrudA627YqQkJkM61Wu3p/LjjdHU3oKjsZaRUXWXtmfwFo7GWgDKVpWmvN7i7By6NRrrxdk50zo/AEYNcMcMniCYzOrXKbLnyHmG45Ifh31B9hw5T2WpddLXOqqXYjtwOUZKYjbpcFQvTfk87kfueqiNoig/AX4SV/t21J9n9jxmDmNJy0EZ7ZsQXBNSQAmmAaNc9MDqLDDoYoNjoocbY11FICctQFV+Dxn6O1xu0ZHlN7HU8Dl6yB/zAQXGGu75UTKT0+27sAz9gFzjHW5ouJHY31/Ku90TtVndg7EfDA1tF9h2rHE8wGZgkG3H1OGTZBtuiUQikdy7NPXaUfRezEb1+qQo4Per/9z6tXqMUZh5tvjPON3lpL7dhj/8tLd32EV9OKhmg0ZQTZ65kFvea5r1qYi4jtSfO4h7qBsdBnweqH/vLyBgYNOK1NIVa0+9MdZoRxgZ9VF76o1pNdvbyzaz69jRGClJepqR7WWbU14L4Pjpi+ysPznmj32918PO+pMAVGxIflOrq9ebUj2aiOtIrBvJUulGEkYmSN5F0lFv3uN3tk1Adtp8AoZMur2doMByC+gNCiZAJzQGGaO+NhBOn1RU94484whbrRf5Tw9ewWII0Os38c6/DGrqyjas2gvsBVQBfTw/b64BJt5xF2TF3nHvaTqlHWDTdGpCs+08cwX7iXN09g9RlJOJY/NaqtYnl0QlkUgkkrnJEC5MUe4jQoDJBChwB0GOsYjNBQ7W51bxUrN1rNGO4A96abhk12y2t6zezeGz22KkJCZ9BltW707q3DYtK4eAgQMnHWM73G5PDwdOqhrxVBpud4Lkx0T1qYjosg82neDGQD+Ls3PYXrZ5WnptgH0NrZpBNPsaWlNqtgvzzFy7NbGxLswzaxyt4mzqw17bTafbT1G+EcfWh6gqm1lIz/3InHEjuZ9o63Cy920ro/4+7eAaAXf8/fzwqx2kK49yuXcxb/96MW9cKeC9nmw8o3qUKEH1VOE1keTIrLQAOgEFJh8vLfonPC2Cofet+DVCAxJRs3EzGXGm+xlpRmo2xt5xdw1oWwrF151nrmA72oqrf0gNsOkfwna0FeeZK0mfk0QikUjmHulG/QT3kbQ0Nchm2TKFJUVDzA+bTCUKpOlLUC+1VvLiukMsMD+IQLDA/CAvrjs05XBkNPWttdquJK21Sa8BkJ8g+TFRPRnK16xn+5efYnHag9y4NsrBY39H45m2aa3V3attm9vdl5qd7u4tq8mIS37MMOnZvWW15vHOpj5sDheuHr9q99fjx+Zw4Wyafvz8/YpstmeZtg4nx87aGPC6JkhB5qFGh+UBS83qTnHvUHfM63/lMfPjX+fT1JONTqfeTcYPMk5m6ReRnOjDBcXnwnvxG+z+/36X5d95hsdfe4nG9tMJz79i1Xr2lz/LkqwcddAiK4f95c9O0GsXZmtbCsXX7SfO4Y274/b6A9hPJB/9KpFIJJI5iC5W32swqGmROr26y+3T9fG3Iy9w0e9MGEiTO0lQTam1ki1f+G/kKQ/T6x7kyD8eoOXK8aRP76ZH2+M5UT0RWzc+R3panAVgmomtG59LaZ1oGs+0sevoMbr7B1T7v/4Bdh09Nq2GuyBP2za3IDc1O93KUiuHXlzHgwvMqu3fAjOHXlyXUK9tr+3GOxLboXhHFOy13ZrHf5aRzfYs0t7hpPGfnscY9GJm/C832ks7DbAIWKHr42//No9/na1tPtqnLGM0cyue0QxGFFXnHWGy5lsrmVKPj6pFp9X/oQd72dVYP2XDfe5b+7j+nb/g3Lf2adr+7S7bqB1gUxZrNdTZrx3xmqgukUgkkrlPW58TgrG7oCaNQJuQ8NPqt1O53IExLqjGqDdTOUlQTcuV4xxufYVbQ9dRULg1dJ3Dra8k3XAvtGjrhRPVE1G2qhR7+VYWZakZHzr0jHig9p3jNLUlvpZOxsETTYzEpT6O+Ec5eEIz129SaipLNINoaipTs9NtaO5iz5//iq4OPYXmhex+Zs2kg5Gd7okBfJPVP8vIZnuWaO9w0njWBkpwTDISDHfFkQY44kwSkZWMjvax1tzN8nmxO78mQwa/uaSM/a3/yMH2L/Dtf17Dj39t5WO/CQVBUJ8LYrxJj26+E3ln55vGdVgjo34OnmqY0c9buWYlh54q58Fs1WrowewsDj1VPkGvXZSjHfGaqC6RSCSSuU1bn5NjLhsjt4MoUTZ/iQJtPEonGwqrqF5VR2ZabjioBoyjGepgUwKOnPsuvkCc/V9gmCPnvpvUeVaXbMVkSI+pmQzpVJdsTer10ZStKmXrv/066b4cQkMZEEijZ6AXx7H6aTXcN/oHUqpPRsWGFeyvfoIleRaEgCV5FvZXP5GSXruhuYttBy5wzT2s2v65h9l24AINzYndX4rytTcLE9U/y8gByVni1PmJntoeP2RF3enHyz1MgFB8lM3vxZJWzAcDfvIyC9iy9lX+/L3XY7RmP/84l59/nEu+ZRFv2d7ltttJ71U7AV8nAX0OxpAHFH+Mo0k0bl/sjsKNwVhN1fG2NvY1NdE9MEBBdjY1ZWVUrJk8nKZyzcopnUccm9diO9oaIyUxGw04Nk8e/SqRSCSSucm7PS+TZvaqDiQjoJhA6EAJoRloYxFhqUgA/LeHx7LWhuij/mzYkcQ6cUgyXmY5VT2eyBBkfWstNz1uFlryqS7ZmrIbSYTapgbNMJrapgbK1mxIaa3FOdl0azTWi3Oyp3VuFRtWQMDAviPn6O4YYt/rP4eAgYrS5MwI9tRf1rb9q79M5SZtBxjH1gJsDleMlMScLnBsLZjWz3A/I3e2Z4k7XjWSPRNVm21A9dEe8I1LQOJ11WMR7YQoy+hg9+LrfGvhTVZmDE+pNZufX8XSxzp4qDSEtaSX7OWvozcV4wOUuHZ7OKjn8NXYAYfFWePTwsfb2th57BjXB1Tt2PWBAXYeO8bxtukNa0RTtX4Zdc+WUJyTqQbY5GRS92yJdCORSCSSe5D2205Chj50OnUjSRcC4QVfLwy6IRTbr6FTjJQYValIw3m7tiPJebvme+VlajdtiepabFpRxlu2d/kvX94HdzL507/cz9OvPU1ze3PSa0RwDyRwJRlIfSBw++Yy0o2xUsx0YxrbN0/vRuB4yxV2Hm7l+q0hFAWu3xpi5+FWjrckZ0bQdXM4pTpAVVkudfZiihcZEQKKFxmpsxdLNxIN5M72LHCxw0nGmLnfuJ/2COAdhSt++FeZoOjGI9sneGiHX+sfdnH9X77O9z8PZt0oI0E9JsCiD9IbMPLToS8Aqsl+7ak3cA/2kp+Vx9aNz1H2WIe6htuJ/6odxdfJiG4h//3yQ/z05vidaXqake0bxye69zU1adr47WtqitndbjhzkT0nWunq91CYY2H35hIq10/9mKpq/TLZXEskEsl9wKle+9jTWoMBTGGP7cx5MPgxuDsgrxAMRkhXctmY8WesMIYD1rwJHEkS1LesfZXDra/ESElMhgy2rH01pXNubm/mQOMBfGGvbPegmwONah7FplXJR33kZ+fRo9Fw52en3lyWr1evrQdPNNHdP4AePSODOg46W2HUSPmG1PIq9h05x7Avzv7PF2DfkXNJ7W4XLszgmntiY124MCPma2fjbewHe+m8EaBosQHH9jw63pXZGlMhd7ZngdbzdgwoMTvbaYBJgcER6LkDlwfVYCdFmdpD26SMMk8/SpqAPEOQ+YYgQsCCND/PP3CBvr/J4t90PM5rD/6YLz1wbSzNKhIfa8yvIvOxDiylIRb82x5KH/tTCrLyEAgKsvLYW15N+arxR17dA9oaseh6w5mLbDt6kmv9HhTgWr+HbUdP0nDmYsxrnKc7sL70Nrpnfoz1pbdxnu6Y7l+rRCKRSOYYgwG1MTYYIN3E+A63DrIeAIbg1++D67SZtZ7xRhsgz5zAkSRBvXRZBS+WfI8FmUsAwuE0IY68d4iWi41Jn3P9qfqxRjuCb9RH/an6pNcA2FpWSXqcNW56mpGtZcnbEUZTvn4N2//gq6T7cgh6zBAw0t07yK76RhpPX0hpre5ebdOBRPV4dlc/rG37V/3w2NfOxtvYdrlxdQdUq7/uALZdbpyNt1M6188istmeBYa9LtJRNdmZwHxUez8LMBK+0bw1Ijjr/QLvD6SPDU7C5B7aRiY24hkEMYZuoxOwyDTMjuJ2Nj7QNZZmpUX5qg28960fcuk7Tt771g9jGm2AgmxtjVh0fc8JbdP8PSdax752nu7AVn8WV69X9dTu9WKrPysbbolEIrlPyDKojXFkRzsanQ4KPgdf/C344gYvH6Q/zxX/eM5D5eoEjiSrEzuSlC6rYMtv/FdMw3mEPOkQSOOWp5vDJ3cl3XDfHLyZUj0RZWs2YH+qmkXZ6uZVltmCMWjh23Vv8GRNDU1nzqS0HsDBhlPariQNp1JapyBP23QgUT2ahiY3e35wjeFBA3qhtoUP5mdwaMfKGL22/WCvttXfwemF+3yWkM32DGm74sSoqDvZ8QE284GFYaFOTmYRP3zmQ/ZtGeanPYsYDamfUpPZ+E0VZgOQrg9SveQSEJtm1dh2hsf31rB8xzd5fG8NjW2JPwRqyso0bfxqysa1Y1392ub40XV7w3m8/ljBntcfxN5wPuF7SyQSieTeYWna76uDkBqT+AYDzLOAKV39fpopSKvPNtZwb7BWUb2ujkxjXtiRRGAMZMNo2sTFojjSelAznOZI68Gkznlh1sKU6pNRtmYD7+76IX/yf72E72MjtwdVY4Ke/n4cR4+m3HDf6NUOiLvRp11PRM2WtWSY4uz/TAZqtkxuRtDQ5Gab4zLXenwwmkbwtpmM0fnsfv6LEwYjO29oW8ckqkvGkc32NGm/4uS1N600vvcsOmLt/cyoUpJ5ApabQFEEg0M6Tl9UvUH7WM5Jdz6Do4ZJPbSnCrOJsNCo6qwiaVaNbWfYdewo3QP9qrf2QD+7jh1N2HBXrFnD/qeeYkl2thpkk53N/qeeitFrF+Zom+NH1zt7J8a8AnT2adclEolEcm/Q3ufktQtWfu7+H6oDSfwFCm2f7QBezvmjBiBH0/AP6mDIAncyGRryUN+6jdNXEtvR9npupFSPp3pjNaa4UBpTmonqjdVJvV6L2hMnGPHHOZP4/dSeOJHSOovztAPiFudq1xNRUbqMytLl6s60Anqho7J0+ZR67T21VxkeCcXUhkdC7Km9OuHYosXaY36J6pJxZLM9DdqvOGlstTE45AJUP+14H+00VBlJgYB/lwm5gY+pP/kKpy8eZ0vJdn49vJD6Xy/le1ce4q97FjE4moYC9AcMY7vefiZvviPc9GfEpFkdbDqhaU90sCnxh0DFmjWc27WL6wcOcG7Xrgm2f7s3a5vm7948bppflBf7eHCsnqtdl0gkEsncp73PSaPLxqDfBUINjhwZJMZjGxL7bA8p4wOQDef24I/zzvYHhmk4tyfh++dZFqdUj2fTqk3sKN9BflY+AsH8jCxMgfn86ZFDPL33GzS3tSS1TjTu/v6U6onYXrlR25WkcmOCV2hzvLmDhne7CHrmwR0LQc88Gt7t4nhzx6Sv63L7kq47tudhTo/9j2xOFzi2Tz+2/rOCbLanwd/948sYA96xYcg7PvUuP6KxjrH2E2DRKZRnD/Digl+R9s+VFP7i6zgWXuDbi1z8ZsZteliObsVfceCXf4j9/AZ+1LGcPp+JUQV6R/UMBdSVR9Niw2wARoJ6/tf/z977x0V13/n+zzO/ZxgEYWAEido0xqS5Jm2tod1gl0SaLa0k1ro8bDR2a1nbb1GztbiPS+HWtStL78Zl0yi3rZ36uDWSWta1NtjSppiwlW3WGDebeFNjbS0oAgMDAjPM75nz/eMMM3NmzgBuaxqT83w8fAjvc84wg86c9/mc1/v1un4/DVW1VN5bDsDguPKbPbV+/Mx5VtY/xcIv7GFl/VMcP5N5IKO69G72b3qY2/KypRCbvGz2b3pY5kbSVH0fFoN8wMJi0NJUfR8qKioqKrcmpwYaCIleSSaSBVYrmLQQdEM4JJ3/oiENkZByt20VEgOQLo9ySMpohjrA5lU7FcNpNq/aOefXUHFvBUe/fJSvVn2NwLieSbcfERHn+Aj7jrXecMNtz8u7oXomqsqWs7emiuLYCrcWDf5JDS2HXqKj+8IsRydodrym6JPd7JhZxlliN85abzvuZclKJ49/cQozJvJztZLVX7GOg3vtbKyaN+fn+W5FXfu/QS5cakMMjMavUgRADMP1EGTrpYKitZ8gfZ0tRIgGRxGAfE2Av57vRMMQ2t/8nvdGLTixc/a69If4zxB44e9eACDY30bwzQZE3xUE8yJy7mriqyXyMICi3DwGFBruotzEh8DxM+fZdaQDX2ww49rYBLuOSMMm60qVbXyqS++e0epvY9kSQNJuXxn1sijfQlP1ffG6ioqKisqtx0TwiuQ+YkqsXgsCGEQYH4JIwMIH8j7L61ccLPwfIbRJnYUgGlhpTAxA2qwluDxX035GvlU5OAWg/O4qQNJuu9yDWE254DfQ8sOvczjnO2xeXUv5vXPzp3Z0PqPsTNL5DBUryuf0GAC1a9fSdOSITEpiMhioXbt2zo8xTVXZcgjraDzwPP6Yfd/AiJvGA89L28tnt9gdGFaWa2aqT7O79na2N12USUnMJg27a28HpEZ7664JvLGbEaMjOixmHc88mcPGdepd67mirmzfIKd/9QRW5OE1AuALQDglvAbkjXdqEy5JTmLe3N4+dhVd4Md3duO4/SU+mp0ItZke4ug818O6/3uGB3/2Z3zmtW2cnn8EQ0l66tbOyrWK9kQ7KxMfAs0nTsUb7Wl8wRDNJ+QT0O09l7hnx7PkPHaQe3Y8S3vPzAb5G8uW0Pv0o0TbPkPv04+qjbaKiorKLU6OYZGiHluvh5KF8J47vIxkHSQcCNH3OgS80mp3wAvOX2ezNMn+r3rlbgw6uXezQWemeuXuGZ9D+d1VHNr6Ijs/9s8Ex3W43V5EREYmhjjQ0UT3651zei3DGYJpMtUzUVlaSsOmTSyIrWRr0OKfEGht+wWdPTceCNdy+HS80Z7GHwjTcvh0hiPkFBcqN76Z6nHCOsyiGWLy1bwcPfsbllFdKS34NTS74432NF6fVFeZO2qzfQNcutSGNjBKNsT/WIk13CK86dYSjjpySxYAACAASURBVMq11ZncRVKj202AVpA+zAr1AbYtuMhHs53xIY7Ocz00HXMwNO6SJp/HXTQdc9B5rifteVatKGXv+k0U5+YhAMW5eexdv4mqFaXxfQbGlCedk+vtPZfY7jjNVZdH8tZ2edjuOC1ruNu6+1my5RSaR06yZMsp2roz3wpUUVFRUbn1WF3clNZoJ/tsg+Q8sngZEILhN8Hgg3wzLHzPKL1J9n9lS6upWbUfm/U2QPLODrpF2l/cFzcRmInDp1oJhFKcSUJ+Dp9qndNrKcxV1hdnqs9EZWkptZ9cjymQRzTmkz3kGqfJceyGG+5Bl3LzmqmeSn3NfYo+2fU1mWWc7R2jbG/sY8ylgSkruLPxucwQTtyauDIQVTw2U11FGbXZvgHO/uoJzMjt/cxIDXdEhL4pC69PGOPhNZB5wHGmYBsAkybKXxX2UVdVR8W9FbR2tisOPbZ2Kk9wV60o5cXGZt7c9x1ebGyWNdoAxXnKk87J9T3tZ5W9tdvPAlKjvfXAefpGfJLB/YiPrQfOqw23ioqKyjuE151tnPpNQ9owpJLPtlYL77kblt0LJou03WSBlwNb0xru6g/8PQZfIVG3GcJ6XO5rcROBmXBNOG+onkpN5eNpziQg4BycZEP9DrrOpC9gzURre6eiT3Zr+9xW2qcpsik7fmWqp7KuYgnVH7tD7kbysTtYV7Ek4zF7Wgbwpfhm+/wie1oG4t8vKlZuEzPVVZRRf1s3gBgYTbf3A6wiTMYkYAM+Az91ZvPSuBFPWMAvJprsAImvMzXeydh0vniUrDPDLS7n+Gj8644z53iwfi93faGOB+v30nEm85V1/drVmFMmoM0GPfVrExPQ/RmSp/pHpXrD4Yt4UwYyvIEIDYcvZvy5KioqKiq3Bq872/jJbz9HWNeHEJDb/WVyHrFakWm2ASJ4eS3Z/g9oP/0NZVeS09+Y8TnZcuw3VE+lYkU5detrsecWSAVRAz4DhPU4x1zsO+K4oYbb6VJOYHaOKtczsXPzKkwpPtkmo46dm1dlOELO8c5+2n/kJDKZBZ5sIpNZtP/IyfHOzItf/YPBWetN9dlY5KofLGaprjJ31GZ7jrx+oS2zvR/wqAn+2urmM1ke3qsL0us10N63kG/95k5+7ryNqL6AkAhjYS2esJZAkr92Jks/ISnC1p7hFpc9Nx+QGu3GI8cYGBuXvLXHxmk8cixjw72udDlPbqpiYV6O5K2dl8OTm6pkw5ElGZKnSvKl+hWXT3F7prqKioqKyq3DL3qfQG8MSZHsERD8kt2fKEI0g4ogUxPuTbL/A3C5BxT3G81Qn2bz6lqMelNKVWDEOc6WvRvoPtc14/EgNdxHG7+HXb8EPBYIJxaeAsEgjhOZPb9TsduUE5jt+cr1TFSV383ebQ+Tmx3rbKMCJjFLJumYiebWi/j8KW4k/gjNrZkXv0qKDIr1+fP0LLnHgybHTcP/ivLZT2exeKFGciBZqOGgOhx5w6huJLNw4UIbL7zwBD7/KAuywKCR2/vpAZOQWJ2eL4hUmQIYTAH02W60wPWIjtMDS7m7/Psc6GiK681WZo+yrmAQrT6ASQRN0oeUP6qlf94mPhD7vraymqZjDpmUxKQ3UFtZDUDLCeVbWS0nOqkqTXhmH++5QHP7aQZcbopt2dRX/wXrypQnnXdXr2S7Qx7Tbjbo2F0tJVItspnpG0lvrBfZzGk1FRUVlXcLgiB8HPgmoAUcoih+I2X7TqAGCAMjwBZRFPve8ic6C1HNaPy8pNMlQmtEESaGIacQNEky4WhEIBQQMaT2woAlyf4PwJZdjMt9LW2//OziGZ/TtOvI4VOtjEwMSSvTAb0U4z7u5MCxfdJ+KypmfX3DYxmGJcdGFetK1FZX0uQ4Jjv/mgx6aqvn5o4iI6zDP2aCgNSajXujNO6TBiSrKmYOpxlwKi9yZaoD7N5ZzPbGPpmUxKAXcA3kMzUp1fquinz/+wIH989nY7Vyc64yO+rK9gxcuNDG889vxe+X5COTAWkQEhI6ayWbP6MgNeC66YFHXZjPGC+w4j8+wbcXXuLjeREEBHo19+B6/4944ndbaPn9BxgOmImKMBwwc6D3Xv73vyfSsSpXlNGwvoYFuTYEBBbk2mhYX0PlijIABseUb1kl14/3XGCX43muudyIwDWXm12O5zneo+zlWV22lP01q7jNZkUQ4Dablf01q6guk970TZuXYUkZyLAYtTRtXnZDv2cVFRWVdwqCIGiBVqASeB/wGUEQ3pey26vAh0RRvBc4BvzjW/ss50Zyo20yScOQgiD9nZMFoUmwRCUppRUt41dEfvufEElJ746E4T5Dk6xWvep/prmSIILfHaHn9Y4Zn1f5vZUc+vJJCnR3wFQWhBNNYCAU4HCnY06vrzAvw7BkXv6cjgeoLFtBQ816FthyEQTIsWZhiFr52j+eZM2Wp+jszpxfkUqL46yyI4nj7KzHFtuVF7ky1duPT7Ln6xP4xg2Szhu4rdiAPmxnalLum+31QcMeZcmJyty46Svbc7jC/yjwFHAvsEEUxWM3+znNldOnnsAY9mJCknoEwtIgpC5pJVtp0FHJaWT61poxOMxmq4e/rjyIYalkh/T1w9/GSQm/vC73GRWQrro7z5yh9cQJnGNj2PPy+PpfbqSyVD7wWJSXy4BCw12Ul7iV1dx+WnHgsbn9tGx1u727lz2HX6Pf5aXEZmH35j+junxJ2mNvLJeeb8Phi1xx+VhkM9O0eVm8rqKiovIu5H7gt6IoXgYQBOEo8Cjw6+kdRFF8MWn//wA2vaXPcI7oNFbCokfR9s9ggHmyeoTbFgm8+ZrIxZfhrg+C1SidC0MRTVqzUXb3OgAOv7Abj28MRAECBjxhD46ORmmfe6tmfH6u8eEbqqdSs7aafUccBGSx6wLOa2427KinpnotFWWlGY+fprJsBZVlK+jsPk/TgQ78AWmVe2hkgqYD0oVDZblyfkUyg8PKc1KZ6snU1y5jV9N5mZTEbNJSX5u++NV+fJLtu5z4fCJgIBIyYDYL7N5uZ8PnlHVAV/ozCV5V5sJNXdme4xX+FeCvgGdv5nO5US5dULb5Gw1IWuuZBh1ncxoh7GXy3xPJVzNZEXWeOUPTkSMMjY1Jln9jYzQdOULnmTOyfXeurVSOfF2buJU1kMFCaGA0UW/v7mX7gZe5OuJFFOHqiJftB16mvbtX8diN5SX0HlpN9Lk19B5arTbaKioq73YWAsmpLf2xWiY+DyhaVwiCsFUQhFcEQXhlZGTkj/gUZ+aCs43WHhuhKQ+iqKzDVnIj0WhFbr9bkEwEdNLKuCCAwRjl9cBW+pMcSUBquE1BG3issRVq6RwWDPlpP9Uy6/O05RbeUD2VitIy6jbVYJ9e4Y4PSxpwusbY5zhCV8+ZmR8kidbDp+KN9jT+QIjWw6cyHCGnqFB5TipTPZl1lSVUf2KR3I3kE4tYV5l+Tt7T7Io12gl8PpE9zS4WlSg325nqKnPjZstI4lf4oigGgekr/DiiKPaKovg68LYybTx7SrL5MyA5jmQDNsAUhkE/eGJDIkoOI3NxGjEEhuODHEpWREa9kZrKx2k9cUKWUAXgDwZpPXFCVqsqXcHeTespzsuVvLXzctm7ab1Mr12cwUKoOD9R33NYOfJ1z+FE5Gtbl5MlG15C81A3Sza8RFvX3CyXVFRUVFQSCIKwCfgQ8KTSdlEUD4qi+CFRFD9UUFDwljynC842nr+4FX94NDEUqbComWkQ0mgSueteSXqSTAQvb6Y4kgC4JgbTagCjGerJbK6sUbTxGxmcYEv95+k+0z3rY1SUlnG0+WnsxsXgSZGkBIM42k/McLQcp0s5vyJTPZWdNSvTHEkQwXtdQ0dn74zHHu9w0v7DUSKTFvBYiUxaaP/hKMc70s/P/QNhhUeQ6k27DcruI7tVvfYfws1utm/0Cj8jb/UVvhgYRY+0Mm1AWtWeBxSLYAnCr1xG/nPcyERYg0+U0iP9MYeRIMqNdzKusDGuK0u2IhIQsOcWULe+looV5TjH0mPXgbR6R895WtpOM9gXochYws5PPiprtAHqq1dhNsjfyGaDjvrqhLVQv0s52nW63tblZOu+i/Q5A5K3tjPA1n0X1YZbRUVFReIacFvS9yWxmgxBECqABuARURQDqdv/VJy+3EA4Kn3e63SQZVRuuJUacICQT4c5S3mbL8WRBMCWU6S4b36GejLlKyrYtr6OgtyY7V+Sjd/I2AgHjrTOqeEGGHYpn2uHR5XrSthtyvkVmeqpVFUsZW/dKnLnmaTmISqA38j4qEhj08szNtzNLZdlkesAPn+U5pbLafuWFCsriCMhHQ1/a+CzG4wsvk2Q3EduEzi436gOR/6B3DIDkm/1Ff609lqPpLmebrjzBLhfgM+ZApRrgvSNGTgyWMyhwWIODi/h5+N34AoZpMYbDQESFn/TBKIafui6Pa4r6zrTg+PYcYav+ijUL6bmY5+jYkU5APZYFGwqyfWOnvM0OjoYcE1Itn+uCRodHXT0yAcz1pXdzZM1D7PQlo0gwEJbNk/WPCzTa5fYlO18pusNjst4A/I3tDcQpcGR/oZWUVFReRdyFlgqCMJ7BEEwABuA55J3EAThA8B3kBrtuQmM3yLcAakhlg1Fxla4tVHIEqWByKg33f5PK1j47X/p8HmUl73NKY4kANWrd2JQsPJzOcfYsXcNPedmDocpX1HBocajFOhvV1iZDnD4xDOzv2ig0KZ8ri3MV64rUbt5NSajPq0+dNXPmg0H6exSNiNIpqpiKZZIDniypVTH2Ovx+yO0tL6W8biBQeXrtdR6e7uXqev6tJVAMSoQcNvo64PvOww0fdVKdCKb3jesaqP9R+BmN9tzusJ/u3Hh9TaiohB3G0luuM0kdGjzNSJVJj9ftw7wDesA3zD38ihX+PfBYv7XpRU0/v4j/GbFTzky+WFGQkaiIoyEjHzXuYxfue3YcgvpOtPDviMOnGNSDHuqqX7t2rWYDPL/6CaDgdq1a+Pft7SfUrb9a0/Xia0ru5uzT2/lWttXOPv01jTbv92blSNfd2+WIl+vDCu/oTPVVVRUVN5NiKIYBrYBPwcuAO2iKL4hCMLXBUF4JLbbk0jrN/8iCMJ/CYLwXIaHe8vJNkoNcepQpA4wC4nznw7AD6EAaEXIQotZ9HLv+8M4L2sIh+THWkTQiX285FmCMzlN8t4qaqr2YsuJWf6JGvBLq9Ou8SEcx5pmbbgBXBls/DLVU6mpXosx5Vyr0+nwjcNDj9SxYcteurpnjmCvLF9Ow7YqFhTEVrJFaWWasJ4hp5umfc/PqeEedCrfYc5UByguSpXTpNfb271s3z7B2LAWAkZp5VyEaESLf8JO2C+5kHi90JCu+FH5A7jZzfasV/hvNy683sbzHVuZ9IvSYAiZbf6MSDZ/5iSbv3xdkMdz+lhpGpWGPDpbueehv+dv+8vZdKmcJ37/EX7ltmPUG9lcWYPjRHvKJLTcVL+ytJSGTZtYkJeHACzIy6Nh0yaZG8lgBj3Y4Giifrz7Eiu3PMvCRw6ycsuzHO++pHhMdfkS9m+7n9sKLJLdX4GF/dvuj7uRLCpUfkNnqquoqKi82xBF8aeiKN4piuJ7RVFsitW+Joric7GvK0RRtIui+P7Yn0dmfsS3hgv9bQS9HlAYilRyJNFEQRcAQwQEpFkfkyXMokURrv5ai9ctoBXBKII2dmxA7ONiYGtaw/30l1/EpluaZuU3fR6dDVsGG79M9VQqykqpq9mE3ZaHIMA8qxXRb2TyeghRBOfIOPsOHJtTw33y0N+wIKtINvQJko1fq+P0rM+lyK58hzlTHaB+5+2YTfKWTgAqyhJKgD173InByLAevFnS6vmUNd5oT3MlXfGj8gdwU5vtuVzhC4KwUhCEfuAvge8IgvDGzXxOs3G68wmMIS/aMLhDxBtukA87Ttv7KbmNGDUin8qWUrBGx50yXZmAQEGunW3r6yhfUTGrqX5nzzla236Bsy+E3XgbtZ9cn277l0EPVpQv1Y93X2LXgdNcG5Emy6+NeNh14LSs4W7v6ueeDafIeegke779O3Y/toKJ5z7DG4celdn+NdXcjsUo/29jMWpoqrld8TmoqKioqLz9udDfxvOvbyUSHCVLJE1mkGkgMkshnl2rgwUL4IVnrYgeQRbYBhDFy2WlYclx5dmf0Qz1ZDavfRyjQWFY8tokW3bsoLtn9gj2irJSjj7dzAtt38Ecnk/EJz/XBQIhHIdnX2UHcA4ru39lqiezs/Y+TCb5HWZpUFJLR4dy/Pq6KjvVjxQjiEJc7y36jLQ/O8nx41I/0d8fUTxWENLri9IVPyp/ADddsz2HK/yzoiiWiKKYJYpiviiK99zs55SJ7u9XYPeNUgwsAIQAjIUSgyCz2fwlk6eVVqvzc+10n+nm8LEf4Lrqw6Z/D5s/9sV4utVMpvqdPedochxjyCVFsA+5xmlyHKOzR35lvbN6tbLtX/VqAJoPn8WXYpTvC4RpPiwZ5bd39bN933muOn2S3Z/Tx/Z952nvSn9Tb6ywc7BuGYvtRml4wm7kYN0yNlbYM/wmVFRUVFTe7px+swEEb1ynrQ/H9NlIjlyZBiIzNeEmcwQ82VisygcGlIYlc5XPI/kZ6smUl5azbVMtBXmxldzkYUmXiwMOx5wa7mmGXcpBcZnqqdgLld2/MtWTqapcwt6G+8nNMcoHJV3Q2Hg+Y8Pd9TMfoscq03v7fCLNzdLiX0mJVvE4KQYlgcUCTU0ZdlX5b3HLDEjebF49+SW8vz8l89WeDwQCMBiam81fMmMRAwa9ieV3PsiBI62MjI0gIqZNSNesrU7TiRkNBmrWVtParhzB3touv7KuKlvO3poqim05CAIU23LYW1NFVZlkoj/gUjbEn67vcVxUtvtzXIx/39Y5ypI159GsPEfDU8M0ffZOoi+U03v0I2qjraKionKL4/ZdiUtFdDow6WP6bKRGQfADohROY0FqwC0iRELKj+fzSA2cd1K5wTMqDUtW1ioPSw6Os6N+Az1numZ8DeWl5Rxq/h4FxiXgscgkHIFgkMPt7TMen0yhLfeG6qnU1qxKt/EDhvqCrFnzLJ2dylLOaaoql2CJZhiUbLmoeMzAgHLK43R99+5szGb51ZHZLLBlSzaLF0v/9osXw8GDsHHjrC9R5QZQm+0Yg698Wxp+RBqIzANuBz4MfMAPt3lgsRuK3FDgAYKSy0hyAz5NICrQGbyDmvUNvPTqrwkE5cODyRPSyab6AgL2PBt1m2qoKC3DmeEK2jkqr3d0X6Dl0EsM9kYoMhaxc91fxBttgGKbsiH+dL1/2Ke4fbre1jnK1qY++oaCkt3fUJCtTX20dY4qHqeioqKicmth0uclko4V9NlCBPQhHUYx1nwjNeOaEERjazU6pCbcCuTqYfF7vbzWk004JMi3i6ALjTGaGnKzopKa9Q3YchdIhaTVadeYE8eRfbM23AAuV4ZhydG5n7NqNldiTHMWEXBe9bFhw1N0dc0cw15ZcTcNdQ+zwB5byRY14DNCyMDQkIemptOzNtyDg8rn5kz14mJl15DiYgPtbUH2/G0U33UD2piu57bbtOzfn8M3v2mht1dyl+ntVRvtm4HabMcwISIgfRhYIR5oYyI2BIl0o0UAdCKY/QL/NTEPV1gX99kWRRgNGXnGeRdnhm+LfUDMPCHd1XMGR9tPGO4LUGhcRM0nN1JRWgaAPcMVtD0/Ue/ovkDjgecZGHEjijAw4qbxwPN0dCcmnus3r8SccoVtNuqo37wSgJLCFAf7GNP1htYBvH75JYXXL9LQOqB4nIqKiorKrcOF3jYCU5NxqUgmaYheF0wfkhQh7AECAiYSjbjRFOH+P5+AELz8fA4Rr4BpulEXQKNz83vf5xUb7qcbT2LT35Fm5RcMBmg/4Zj19dhsGYYl8/NnPXaaivIV1G1bj70gdr6Nu6QYcDon2LevY04N98mjW6VhyZTX4veHaW09O+PxRUXK5+ZM9fr6YvR6+T+QXi/w4EcL2b41wNU+EUIGIhNWzJFsdn91PtXVmYcuVf54qM12jOn/nkakBnvaZzvTEKRBEHm/NsA3R97L14bu4Ynf388XL5Xz1d9/hLNue/xDYaYJ6a6eM+xzHMHpkqLYU+Nha6uVI9hrqxMR7C2HT+NP0WP7A2FaDidNPIf1GEWLpPsC5mebeHLbKtaVLwVgd80yZbu/mmUAXHEq35rKVFdRUVFRuXU4/doTWHSheHjNjeqz9RrQhTVp50mdTuQDH/bS96YFbUiTvlquCTCgMCgJ4BpTth8fzVBPZnN1ujxTp9PhHxd55JEvsGVLPd3ds8ewV5Sv4OihRuxZJWkuKYFACIdjbjHsTqeylDNTfZqdO5cpD0qOaeg4rjA0GtbLLP2IChAwcvxZAV+Ka6DPC3sa1HP4W4XabAOXzrURmb6iJ334MdMQ5DwxQJ7+DnzuXMLh9KvD0bFhxQlpo8HI5rWP42g/oWz7F4uHrSxbQUPNehbYchEEWGDLpaFmPZVliWTIQZfyZPN0/XhXL7v2vcz4mAheaXDCP2aSadmqK0rYX7ec2+xmye7PbmZ/3XKqK0oAWGRXvjWVqa6ioqKicmtwqb8NURiVhiIFSeIx3XSn6rOjymYWBLxgsihvNGeFwJONdZ7y9qDCoCSALa9QsS6g5bHHHmXHjs/T09OtuE95WRnbamoosNkQBIFsazai34j7uiSFHBkZ48CBI3NquAGGh5XtdTPVU7HblaWcYkRgzYM/prOjV3F7VVUJe/cuJzfXIB+UHBFo3HUxreFu3uMi5NVL5/qpbPBaCXn1eNyTio/ffyXT1JnKH5t3dbP96r9+ied2abnwg00EA7EreuY+BHk9YmBsbAgzAXSkXyHm5xVSXlrO6pUfQ4MWRNCgZfXKj1FeWj63eNiwATxWcGdLf4flDW6RTXmyebre7HhNcfix2SElUbV3OrlnzUv8df1vwWPhu7tW8sbR1fFGG6CpthiLSX7JYTEJNNUWZ/jNqKioqKjcCpx9syExFJmUGKkPkabPFgKAqJNpsy0iTPRrZamRydutaLjvgxo8E3IpY0K/LXJh1M5kipykem0NhlQrPxGiPi0g4nKN4HC0zthwH3r6aZ5ra8MUzlOw8Qty+PCJOf2OCguV7XUz1VOprV2JyZQyLCkCAQNDA16aGl+eseG2RGPn/yTfbr8vSkuzPLl5oD+s9BBoNFHFesmiTEuJKn9s3rXN9qv/+iUGX/oW88UoRUBhGLKmIBgCf6zpDhJ7P5DecAejAp3u6WZTxIR8JNtgMFK9tobunh5OvfArom4zeKxE3WZOvfArunt6Zo2H7ew+T9OBDoZGJhBFGBqZoOlAB53dCZ3Yzs3pE88mo46dm1cBMDCsnDg1MOylvdPJ9qaLXB0KSJZ/QwG2N12kvVO6Wm7rmGTJg5d5/MujmEUz+Tk6aVp5gYGDDYvZWDl3/ZuKioqKytuLS71teLx9QPpQpEGnHGIj+MKYEOJNuFaAJe+NxFMjdSDTbgtEuP+jl7n65jxCwcSgZHwfAbSGYQZ9n5c13GWlFdRsqsOWJ+VTaNDF0hhTNNzts8exuzIsbGWqp1JTszptWFKn0+K7Dg+t/Cc2rDlIV2fmZMjKyqU0NKxiwYLYCndUkL0Wvz9Ca0vmKPbBAeWE5tR6cUm6+wnA/Dwt5pSb72YL7G5S706/Vbxrm+3Bl75NNolByFygGLgjAEumoMgD86dADEJARDYEeT2s518mFvOqP9FsCkTjHwq2PDs1m+ooK63gcLtyQuTh9nbFeFijwUBNtRTF3nr4FP5AivVfIETr4SSdWFiHScyK67Fzs83s3fYwVeVSDHtxofLwQ3GhhT2tl/H55Ve8Pn+UPa2XaeuYZGujk76BsDT46dLic1l45mtL6T25XG20VVRUVG5hLvW2cfrlrehEaYU5TU+dYdHTYgIhZflJpwP7giiv/9KIIZouvRQ0Ae5epuU/T92Fe1xyNFHax5Wi3y4rreDp5qO0fecFom5L2p1dgNHR2ePYbRkWtqxWK1s27OWRh+rYsmEv3V3K6ZAVFcupq6vCbpfsdefNsyD6DUyORqR0ySE3+5qen7XhPnnyMYQUK79pnIOZo9iLipUTmlPr9btt6A0pA5IGgb//xwL2HzRy22JBkoouFth/0Ej1RrXZfqt41zbbJkRMSDZ/ye4jqa4jlgC86LLx5NCdNA3dydeH7uSpkdtljTZAVlYuTGUhurOlWz0h6QpzJguiirJSPv7AAzKJyccfeICKMikh0pkhhn263tF1icZ9pxkfi6bosRNXt/U19ykOP9bX3Ee/U/lqud8ZoKHFpexA0jL7B5uKioqKytubs6/FQmyE2ApzikY7k34yUxNutogM/NaQlhYZP07n4kvVv+YHe9+fPkgZ+7lGsQ+nZwneFEkJZHYYEUQNjz3yGDu27KCnWzm0ZvPmtRiN6QOT3usiI85xScftHOfAvmMzNtxHj/4NL7ywG3Mkh4hPfl4N+MM4WmePYrcXKS+AZaoD7Ky/HZM5PYr9zx8skO8Y0kmOKckDkn4DhHRUbzTwRq+ViWg2b/Ra1Ub7LeZd22xPD0IaSbiNKLmO6AV4yHg95Vj5p5BWq2d8XIfLNUKqlmwmC6Ku7nP87OevSVfsnmyibgs/+/lrdHVLb3Z7hhj26XqL46yyE4kjYSe0rmIJT9bdz0K7BUGAhXYLT9bdz7qKJZTYla+WS+xGrgwqa78y1VVUVFRUbh083isYDYnmWReWa7SFQGJIMlmfnRxik7wtS4TFC0W8bnkTmthH5LJzCStKw0xeN8i2G0n83IjYx5jv82kNd3X14xk03DoQwTXiwnHAodhwl5eXsm3bJgoKJC/xgoI8zJp5RPzpceyHHbPHsQ87lY0JMtWTqd2pEMUODF2OsGblKTqPp6dDVq2z86lPF0NyMFRR0QAAIABJREFUFLvfyI++P0lHe8I7vLnBTWjKIK2cx1bQQ1MGmhtmf14qN5d3ZbPde6aNaKxlVnIfSWWekDpFrYvLNrKycoEF+P3yq8RpLZmSBZHRYGBzdTWOw50EUmQigUAIx2HpzV67eTWmFJ2YyaindrMUwz44rGwblFw/3tlP81O/Y+B3WoothdR/dgXrKpYAsLv2dswm+X8Bs0nD7trbWVSkrP3KVFdRUVFRuXUwGvJm1miHpSFJU1IDrhVAE5RcSVK12VoN3P/AFNd+Y5CF2CTvE4708ecPX6D31/Pj+u1pi91kNJoALvdOWa2srJyamlpstgIEQZDuCPuNMmetYCBI+2HllMjy8lIOHWrmuee+w6FDzXiuK0dfuoZnj2MvtCsbEwhoeOiug2x48Fm6OpQDayqrltCw934WFMdWskUhEXZzzUfTrvOKDfe//cQnNdExlxHCBvw+kZY9ibyLgSvKg5CZ6ipvHe+qZtt5po1/25HN7w9tQvCJ8UHI2VxHJsXEVagoCvh9Vuk/vTub0JgOz7hf8bjRURflZWWsfuBBuRvJAw9SXlbGcIaEyOl6Zfly1pR/EI2gkY4VNKwp/yCV5VI6ZFGhsp3QdP14Zz+7ms5zbciHKMK1IR+7ms5zvDP2Rg7rMIvm+IVDXo6e/Q3LqK6007TTpuxAslN5pV5FRUVF5dbg0qU2ot7rspOekjzEqDQkGQuxMaFNl4PoRRYuDPLy8zlMTWozarP/xz0i//7T+5gYMyCknHinV8Jz9cN4PEsIJg9NlpXz9NPfo63tx0Q9ZlmjPc2oa24pkbZC5dA4AS2PrNzDljVP0d2pHFpTU7sKo4K7SNSrlzTcAx72NZ6eseE++eKjLJhXmOYy5vdFaG1Oj2Mf7Ff2xE6uFy9Sbuky1VXeOt41/wLOM228+f0tWAIebgPuDMOdHljghnluyPJAOJzecIdEgRf886VvRB1+f47MUzsYDGDWKEsr8vNtdHef4dTPX5FJRU79/BW6u89QmCEhcrre2XWBkycvSsdOWYm6LZw8eZHOLmkIY2fNSmUnkhopGbK59SI+f4rtnz9Cc+tF2jtG2d7Yx5hLE79w8LnMcb33xqp5HNxrZ3FxzIGkWMfBvXY2Vs2b9XetoqKiovL25ezZJzBqowjB2GwSxE9+ydKQ5EY7uT5fAEGUn1umt9utEf7sg27eeCFb1mgn68GzdcNs+nQdKxcHmBgzyvZJdikRxT4Cga2yhnuaTBLNLKuVHRvqeeyhL7BjQz09Xcpe2ptrFOLYRYh6dZKGe2iCA00dig13ReXd1DU8jH1BtpSGKWjSnFIC/jCOlpkTIp0DyrHrSvWiEmWNtUbQ0NEm+WjXN2Uruo7UNymvxKu8dbxrmu3LJxqwRILkoTwMqRFB74NgGCIx15GJqJaTk0W8Pr4Y3NmIHrNs+DBONJymJTMYjFRXP87hwycIBFLcSGL+njWb09/sRqOems1SQmSrQzkdstUhDWFUVSxlb90qiu1WBAGK7Vb21q2iqkJKhhxwKr+RB5w+9rQM4EsZgPT5Rfa0DNB23MuSlU4e/+IUeLJ45h9K6H3xdrXRVlFRUXkHIIqjkrc2SXrpgNR4y2z7khrw5LpGADFJmZDaJGdnR/jon0/g92ri25N12RpgYmIrXm8b/3HqAwQD0n5Kc1PgxT35lbRq9eZqDApDj77rUVzOMUnH7RzDse+IYsNdXrGCbXXrKbDnxhpmrULDHOJwq3JKZEXl3Rw9uZUXzn4F0Z2l6JQyPDhzQqS9WDl2XYwIrLnnJTrbE6E1O3cXYzKn/HZEiEzpadzqpKNtknUbLTx5MIeFi6W0zoWLNTx5MId1G9VI9j8175pmOzB2hWxmHoYUgJAPHO5snh4p4btD7+XXU/my7UaF8Jo8m52PPiAPrvnoAx+jrKx8Rn/PivIVfLz8w9KbXJTe7B8v/zAV5VJCpHNYeahBVg/pwZMVC73Jkr6PUWxXfiMX2830Dyrfkro6EGTrrgn6rkURRei7FmXrrgnajme2JVJRUVFRuTXovdQWX7E2JA1IEhuQlJ0XYyETiufLYCLWXdFcQC9CQCQUFBR12aLoxe1u4J5lf0/nD+5hfNSYJimJP5bByZnublmtrLyMmm012AqklEhbgQ2TJidt6DEYCNLuUA6vKa9YwaGjjTz3wj7EDNaCLufsKZGFRcqSzuwcExtW/piHFv6ADSt/TNfxXtn22vplmMzpcewEDQxdDdC0/WK84a6qzmfv/sVoNRpZmiRhA36vSEuD5BS2bqOFs712rkWLONtrVxvttwnvmmbbmLdoTsOQWSKE/FbCYQsCYEhprlOdSAwGI3cvX8Uvfy4Prvnlz39FT3dPRn9Pmy2Prq7z/OzkGzGZSMyN5OQbdHVJt63shcq3fqbrHZ29NDa9zMCQF1GEgSEvjU0v09HZC0B97TLMKVPPZpOW+tpllBRluiWlxZuyIO71QUOzOs2soqKicivTe6mNl09vRR+TjkyvbivJRgAIA36Um+Aw4AO/R667TpaL5OtFfnc2O6Mu2xzp456lNZSXfZJnWtZyfUzZIeu6y8yJw+nhNWXlZTx96Gnanmvj6UNP47muvIg0Ojx7eI3Nruz+ZZ1nYcuDB3nkrn9iy4MH6e5I99Ku2bkyTcOt02uYGhVwXpPOz85rXvbtelnWcFeuK6HhyeUsWBhbGIsKEDDKUiJb9yRSIquq84lOZsWdRpIvDgavqE5hb2feNc12zt2fiMexQ+ZhSI+oRRdO/FpSm+ssay5Z1tibMiqgj87jP148RzBFKjI9Fa3k72k0Gti8eS0OxyllNxKHdNuqtkY5HbK2RkqHbGl9DX+KJtvvj9DSGkuiCusxiqb4AOT8HANPNixnXWUJu3cWY04ZgDSbBLw+5Qb/yoA6zayioqJyK/Pa2QYEvBhj3tr6GWQjcUu/cLpkJL4tBL/psuB16+LbZHIRAe57nxufVyM7PvlnipE+ShY8zZ5vVFFU/D2CAfkCUTCgpfOHdzGWIbMiGVuh8uJWVraVHWv28tjKOnas2UtPZ7qX9uba1RhNKSmRei3eUZGRAbek4x5wc6Dx+bSGu6JqKXV7V2EvliSd9mIrFq2ViFd+/g74Ijia5UmRletKOHl2NcKUFbxZaUOfzn55HkbRImVHsEx1lbcH74pm+zdfWkj+z75FkWf2YciXA9myBluUrYELLFi4nNCYXpJtTFmZuu4n7HahI91GaNQ1Snl5KavLH5BJRVaXP0B5eSnDw8q3p6brlRV3s+Zj98rdSD52L5UVUjrkoFNZ2jHo9HK8w8muxouMuwQpZMdtxe8yJd7IIT1mkpxIcnXs37uY4gwOJ4uK3xX/VVRUVFTesXg9fRiSYtnT5B8Kuu1pPXcmu7/Sj07Qf1FPOKxRlIvo9SL4iVv9KeqyRS9BdwMGw0Z++sMyxkbMiFEYGzHzL9+9l1d/VUKWNZv6DTv4wkOPUb9hB2e60v20q2vWKuu4x0RcQ+OSjntoHEfTsbSGu7xyOdsaqihYIKVEFizIwayxKobXHG5JD6+pqFrK0Rcf44U3t3L0xcdwu5SX9IYHlM/b9hLlVX1B0LBSc441S87T2TbKziYbJov8N2iyCOxsUp3C3s684zuoy7vuIWd8ADNJHx4Kw5BTUYFf+nP4XdgSb7AFjZagaEroo3wGLr/yGtGAXFKRScudb8unu+scp06+JpOKnDr5Gt1d5ygsVL5tNV3v7LzEyR/9Pn7bKDqZxckf/Z7OTslOqMiurMUqsltoblGOYm9uuUz78Um273IyNqJNciKxQEhPU302lhSpt8UMTfXqNLOKiorKrUrvhTZ0Ubl0REk2omjXFwFNyJoWxa4D5ulFPrjMh/G6mFEuUmiIYhzXEBrXZtRlR8NXALjznr9j399+kl2bqviHJyp49VclaHU6/NcjjDldIMKY08WRfY60hrusopSauk3Y7JKHuM2eh0kzj4gvRcftD9Hemh5eU165nEMn/4bnzu7m0Mm/wTOamrEh4RqcXVZZWKx8fhYEDQ/lnGTDPafoak/4adfuTk+JRITolGQnONQXpGlrHzpC7D1op3ix5BRWvFjH3oN2qjaqBgZvZwRRzCSoePvyoQ99SHzllVfmtG//YwLZKF9V+IAuwEM2UQSmsCIi4MdAOGqAoBl/yEIY+ZXy9L7JiIBHVhOo+IuH6em5yogz3U+7wJ7LYzWPsm9fh0xKYjTqqauroqJiOWvWPMvQUPo084IFVk6efIyOzl7qv36GUCjRVOv1Gpq/VsoXv9yL0j+tIEBu9iKuXkvXd2k0WibdheQVhMAYYmw8yqJiDU312Wxcpw5ZqIAgCOdEUfzQn/p5qKi827iR854SPz5oQxBH0VvBpIk1zRZAk5B/CADWpFTJpLoogpCtvG0a0QKCNrHdlLI9GBQIGTRkWdOb2MnrFhbeMwXAme5uThx+hjGXizybjcCEyNRYep5Fnt1G89GnZ3zdj62sU9SNCgL8f1/7LO0tp3ANTmAryqF652rKqpbH99ny4EFGBtIb64LibDZvf5DDzWdxDXiwFVvZXL+S8nVL4/t0He9l366XCfiSXqtITJMt9RRGs5a6/cupqC4BoLPdSeueyzj7AwiChuiUPm1oc8FiAyd7l6Py1vHHOO+940U+yUORqZiQZCKiCAEMIGiJBKyEg4nG0oikl0puuFN13ABGkxmPTwNEpUSooIFfnnyFyYA0ZpmKa3icigrpDbN//8+YnPRCVMAoWiAk/bM4ncq2QfF6WIfoM4ImNsEiCtL3YR3FRUauDQTSji0uMvKb3ygPUkQiEUQRRof1WMx6ntlvZGO18iClioqKisotRHQUQZPSIAdBZwSTkFSLRSunNsvCtN1frJlWkowIQRCNpP+cGAaDSCgAQb0GgzGxSBQMaPjF8cX81T3S96Xl5ZSWl8e3f+GhxxRf0tjwKGc6z3Ci9QRjzjHy7HmsrV1LaWVpfB+bPVeSkKSQNS8LR2MHQb+02OUamMDR2AEQb7g371zFgcbnCfgT50yjScfKsqUc2HWagE+qj1zzcGCXJC2Zbrgr1i0BwNH8GsMDXql59sqb54AvgmPPxXizXVltp7LaDsBKzTnFiwTnFeUhUJW3N+9oGYnnW1/C6gEyzPb5RQhEjZJ9jicb3Ga0wQi6JEmIkiNJ+q9NIOS3SNropCjVYCCIKUPgTTy9KqQjMGoAtxWmspgcjbCv6Xm6Oi9gtyvrp6frLS0XCft0khQkNp0c9uloablI/c7b0evlH3V6vUD9ztspKVa+xhLFxOvy+qBhj/qmVlFRUXknMC0fSV6ZzgpLcezTZwodkDUFVjeYFCQjWV7IcoPFQ5oDSRZgDYN1CsITQka5iMUQoeOZZYyPGhFFGB810vHMMi5fuJO9Gz5P3UOPsnfD5znX1R0/Jq8wQ4BNtpUjTUcYG5J8tceGxjjSdIQznQlf7eraSgwpg48Gkx78hnijPU3QH6K9JeGrXV51N9v2PkxBsRReU1Cczba9D3P2Z4PxRnuagC/M4WZ5iE3FuiUcPfsoL1z7TGYv7n7lPAz7IuWFrkx1lbc3N73ZFgTh44IgXBQE4beCIPxPhe1GQRB+GNt+RhCEJX+Mn+v51peI/vRbaERpuCP1CjEqwq9DkmZZCBvimmsl/XXySrbeaGTJ8lIQk70uDUQ9AVmTnvhBEcWUKv91ge7O8zhaT8uumiGWPNV6mtralZhS7IRMJh21tVJC5OCg8pt0cNAnrY77jdLzS/bkDOnYXW/DnGKOL4oQCMp12Vf6bz2JkYqKisqfmj/VeS8T/Rfa4oOPgpgeQgPpw4+p6ZEylxERWeJk6kClNYLMgSSZcKSQi68v4ptf/Qhf/2I53/zqR7jwagn+6xHGnSMgiow7Rzi2rzXecK+tSQ+wMRgNsYY5xQnMH+REa8JXu6xyBTUN67EtkMJrbAtyqWlYj2dUeSFsdFBuXFBedTeHXtzKc29+hUMvbqW86m5cA8p3nUeuedhyz495JOcHbLnnx3S398a3FZYo515kzzewYclLPKTpZsOSl+hqk3y1a5uKFQcha5uKFR9H5e3NTW22BUHQAq1AJfA+4DOCILwvZbfPA9dFUbwD+Gfgf/8xfnbkp99OXJXHvEKJSk1lWIQLfhgMWJKa7ERjmSYTmRahRQV04jyuvjEEU1KE+rRVT6YhSZs9j21168melyVret2jYQ40dTA6pOz/Oex0U1m5lIaGVeTkmOI/3yBa4o4iRUXKb96iIjPNzQOEvHrZqnfIq6e5eQDCOsxCwhJQQIM/II+hB1hUkkmAo6KioqKixJ/yvJeJ//fCEwlJSCBlCDJTME3SaTBZMjK9ip09JTl7KQ1UpjqQxBEsWEtaWL+tjtwCOwgCuQV2DJpcon75vqFAgE6H5K1dWlHGproa8uw2EATy7DY21dUwNaZ893XMOcaZjnPUP7iXL9xVx0/+sZONX6ik7ew+nj7ZSFnlCmxFygYF+UU59By/wI6VB3ls4T+xY+VBeo7Lrf5sxcp3nREFRq5KvtojV70c2P5yvOGu2b0MY0qAjc6gYcqlwdkXkLy4+wLs23qRrjYnlRvzaTi4mAWLDQiCpNVuOLiYyo35Cj9Y5e3OzdZs3w/8VhTFywCCIBwFHgV+nbTPo8Dfxb4+BhwQBEEQ/8DJzbSGORz7A7wKeFL2S7b4S7X7iwSsEMwCwOf1I+JHh5Ew8hXrtJ8pgv866EJgiszH7ZFf2wT8IcwaDe5oyso3UGiPrTKH9QRcJvBL+0xOiTQ1vgzAzp3LaGw8L/PaNpm07Ny5jC9+0Zn2mADXrgXZvn0Cn0+L9JEZ+0wVdbJPTIsZmnart6tUVFRUbpA/2XlPif7X2xB9owjZsRXqsLxxNnpj32cR36ADDFOxwUgBhNi2NB23qCgrBsCsj/LT9iWUfWKAefODTF43cO7Uvbx66nvkFBbySE0N91ZUAFD30KOKjzHuHGHvmh2MO13k2m2sr61mRWVZfPuJp34iSUhSyJpn5UjjsbhMZGxgnCONxwAorZISmqt3rpZptkGSl7y/7C4cu54nGJOJuK65cex6HoCydZLt7ub6lTLNdpyA/JwZ8EU4vOc1yquXxHXZjj0XGe73UVhixjemYXJUfpER8EZxNFymYqOdyo35anP9DuFmy0gWAleTvu+P1RT3EUUxDEwAaf+7BEHYKgjCK4IgvDIyMjLrD870ARCb/Yg31NMDkuFpLdX010kSEW0wmqbjVlrFts7LxjrPKlvB9oyGcDQdY3xI+TmL0Wha8hQi+K5r6Oq4RGuLcnBNa8trVFWV8KlHFqGN+XBrBQ2femQRVVUlFBdnSIjUaPH5FAY8xVBccpKfJ3BQHY5UUVFR+e/wJzvvKXHxF9KqtizAJlVKgjzQJpNkRDG2PcPJdnLCwJuv5uNoWk5L3Qoce+/j1S4TiCITTicd+/bxelcXALkZNNmIGsaHJLu/8SEXx5ocnOtM2P2trV2LwZQiLzEZMuqxT7Qk7P7KqpZTs7cKW7Hkq20rzqFmbxX/9bMr8UY7fqwvTHtzwlu7fN1Stj25ioKFUohNwUJrPDo9FVe/l+62frYsOcXTG/4LyxR87f+8n6NvrMbtVL57PHwl3dxA5dbmlhmQFEXxoCiKHxJF8UMFBQUz7nv9KxXgJ836TgTcSPUgBkmnHDUiBIzo/Xp0ASBgRO83oJsyxgcd5xLbjgj4DejchrQo1aA/lHFQsmBBDnUNDzMvxyxr0iddUfY1nmZ0IH2KGsA56KXjuJMfPTtKZNICHiuRSQs/enaUjuNO6uuL03TZZrOA16t8+0sQonHJiRWr2mirqKio/Im5kfOeEs7X2zBER7EKiRXp6SHI5AFIHWDxxmQhKfVkyYhiYx1IP9eGghp6TiVriwUIyO/ghgIBTjkcAFTWPI7emBrqIsTv6MaP8QfpbG2Pf19aWcqmhk3kLcgDAfIW5LGpYRNTo+khcwBjg9L59Mzx89SvfIpnvnicLA/s+Id1PP3i31BWtRyXgtUfwGis3tN+iR33PMvBz72I1Qt/+88PcujsYxQU5SoeZ51v5MDW84z0+SR5SZ+PA1vP093WT+Ei5SCbTHWVW5eb3WxfA25L+r4kVlPcRxAEHZADjP53f+D1r1Sg/c9TaMKxwciYTjsqwqQIgyL4Q1rpdk9guqGOaa5DQry5nmlIEiBr3jyy5mXLGuSp0SDhybHMg5IpE9FGk57NtaupqLwbczQ3rUkP+MOYtcofGvYiCy3Nl/H75FYrfl+UlubLrFuXT/WnC9FqYqveGg3Vny6kqEg5nEYUE1qyK1cUd1FRUVFRmZ23/LynhPP1Nn77k89hFhKDkJkGI5NXsjMNTCavcMsIg39MwD2ukwLiJsz88l8Wce3lAnQhyClYkHHVd8Lp5J/XfJ6O+n8mN2wg2ywZeefaC8BvSIsuBxh3Sr+mcx1n2PtgPf/y5UNkTcHWr22h+WQzpZWl5GVofPOKcjlz/DxHdnUwdm1CcjC5NsGRXR2cOX4eAFux8jkyvzibnvZLOLafxnXVI6VRXvXg2H6anvZLbN59X5om22iWeo2AV353OuCNcLjhIjVNt2O0yNswo0VDTdPtis9B5dblZjfbZ4GlgiC8RxAEA7ABeC5ln+eAz8a+Xg+88Ifo1jT/eUo+GOkFYQqYAlcI3AGIBC0YQoLMhQRmHpKU6bhFEDOsYmcclFyQG4+CBSl6PTCu4fA/vkR3xwWGB5Wnm8VIFJNJm1YvK7uNQQUfbYDBgQDH2ydp/76PyKRkRxiZzKL9+z6WvUdMuw0oigKBQOIDZtEixYdVUVFRUZmdt/y8p8TlUw0YdKFEYmTSarYOsExJNn7GpFoWknVf1lSGJMlAzGs7iVBI4Fe/sPODp27nu393J21//z5+92o+RKJkY+Ljj9WSk1+i/CRFDRNDkgOJb9yNbjLI5l1fpvHo98jNL1I8JNeez7mOMxxrPML4gGT5Nz4wxrHGI5zrkCz/1u5Utvtbu7OSE82nCPpSJCa+ECeaJcu/6vpVGMxyaafBrKO6fhXte84qS0z2nKW8egnb9t9PwW0WSVpym4Vt++/Hozw+heuKj4qNduoOLsO+2IgggH2xkbqDy6jYaFc+SOWW5aY22zEt2jbg58AFoF0UxTcEQfi6IAiPxHb7HpAvCMJvgZ1Amk3SjZDJP0MAwkEQwtPfi7K/IaWhjgrogklHC3Ittm/UT2RyVHEVW3lQUkAXhs1f+AuMoVyik1I8+siAmwONzzM/R/mfwl5sZc0jd0hTKvHYeCMnn3WSn6P82VxUbKR5jytNm+3zibz0bx4p+CamzxajAiF/VtyJxGKBpibFh1VRUVFRmYU/xXlPichEn3w1W0ysbhunv0dhxTtpWxoxZ68ptxQh7p7Q8cvn7fzuzVhUuCg/Khzwc9rRyuqamjnKRAKcapUcSCprq9Gn6LH1JgOVtdV0tpwglGL5F/IH6WyRLP90IZgf0ZPtluQvOVlmNu1dT2nVCsYG5NZ+00zX9WHIi+rI9kgXHblWIzVPPkzZurtx9Ssvio3G6rqQdLFidUt/60JgW6TsGjZdr9ho52jvR3ghWs7R3o+ojfY7lJueICmK4k+Bn6bUvpb0tR/4yz/az0P5Q0KM/0kMRsr+FiEcMUi/ERGEgAFTWAq+CUcNaMICOgwyB5LpVezUOHdrjhXIwjM+JX34BAx4PGEcjR1ETRYCKQOPAX+YbFMQo8mU5rn94bIldP3sOnjkWmt/OEKOKYTJbJJJSQTgzx8s4LvfUdaIQ1RahU9aiTdpBYKCtKLd1AQbN2Y4VEVFRUVlVt7q854SVsA0BYIF9JqYfZ8HyJISHuNx60m1ZIQMJ1PvuJbnfrAA0WOePr2BHukEG0yXiridQ/zHUw5MrgAmnQafLkpWiZ2JvglFmciE0wVITW9u2IDPHSQqgLbQypr6zayoLOMHX35G8TWPD45x7vg5ju06Rii2eq0RQTsRRhdbzM4rzpEkJCnkFedwpv0CR7YnnEikYyPoY6dTW4lVkpCkkF9ipaetF8fWlwnGJCOuPi+OrS/zwGfv4OffD8qkJEaLls1NyxRfg8o7k1tmQHKuRHKK0wcjRfAHIBSWnEam3UfiLiRRAcFvRO8zSEOSMX2ZABiDQqwxFRWSJGcYlPQoD0oGxycVn7dnwsfHH7krbQX7Z8/2M6rwwQAwOR7kU58ulh0j+o386PuT2OZHFI9JTomM16Ii0Sj09qqNtoqKisqtzuTrbZhFqVnUC+ma7JkCbOIE0wcfwyGB117OBjESXwE3BSDblIvRaFfUZSNqcA/FtBThKNkY+fhna8jJVw5nybHbeL2jh45GB77rUmOrEUE3EYw3vblFeYrH5hbl0dncGW+0pwn5QnQ2S04ka+tXYzCnSEzMetbWr+bEntOKMpETeyQnkurdK5UlJrtX0t7wWrzRjh/rjXD+p1fZdnA5BYvNkrxksZltB5dTvjGDtEblHck7rtnWDjgRYgE2UgMKgh9MQbD4wOwD/ZQWvc8Q+1uPbsqg0FxLzBh2A2jQkKUzygclXSHC49cVJSaaDKaEAhpO/+sVaQU7qUkP+CKZhySLzfzbT3zSvkkx8X6fiIkgekP6J2gwkD78UbJIDa9RUVFReacwdKImIRlRiGNPjWLPNPgYnASvW7LH9U5qeeXFHPp+Z5HJRQTAqrWw/MOfiEe9Z3mIyTDTpSJhf4DTrQ5W1z6OES1ZnsQxRrSsrn2cUy3tijKRUy2SE8nyB5aTNZWIjtcFYxKTnWsZz+DgNV0vXbecVZ+6j2y/gNUD2X6BVZ+6j9J1yxnrV3Yima6XVS/loeqlZPsErG7I9gk8VL2UsuqluK54FY8dveKlfGMJh3pX81x0DYd6V6uN9ruQmy4jeasRohGp0U5RUQhIV/IhgoREI2HAIEYJI5eCzDgYGRX6KbFNAAAaiUlEQVSweKU7ZbHFbkS/Hk0kiE40yuQkGSUmuRaCfp1cLiJC1KcnEJ6MheXIjxEjUUxmLX5fRHaM97qGkf+/vbMPcuM+7/vnwcsChwN4x7uTKNI0jlKHjV8quR5SL43FRq1U2cyEFcNqbjwDy2pqhm3iaDLVH440Z49GnmDkOh1NPW5kh9Eko9BKLNZtZcmNLEu0ldJuRVOKbb24ViTZ4vFNJI+nOwKHwy5efv1jF8AC2CPveIcjDnw+Mxgsdve3eHZB7u97z35/z+90HmjPJkxPlaFqAY4384AQqlhYEm26NH0JeCCrZf4URVF6geP7fx9TKdYz2q3VRQLtITbNs9UA5TK8fijGiXcsN5mDq8kjlmut9JM/dYK3v/0dQp6jUQz0OTBXCrftC5A7dZpoGeJFoWoabeJFIVqGmZOTgec2c/Isr/yPQ7z2N/8X8X1X3IGP7vhnbNlxI8988Tmmj7cL7sENboWSl/e/yk/2/QzKXu9eNvxk38/4RzekGdqYYupou+Ae2uie/6HH3+TwX7zZ1PbwX7zJr910FSPpBJNH2gX3cDrRtk65/Oi5zLYJtVfuAPdxmOCK6dbBkfMNkjQ1S4hD3ccdMhCzabKbYExgBZKgTHj+3QpDlQjREk3Z8PnqeQOse1+C8T+5loG1vsl27BjnTgtxsYMHaYbClGatpunaq0WL4TUl3j8qiMD7R4Wv7o0xllGxrSiK0gvkD/0ZUcdXZcRxs8ZN2ezWrskb+FituP3eXE54/f/EOHHEastixxzavNYiEcrFYvMxDQQPDYTUuis5+PA+qqXmrFi1VObgw/sYWB88yc3A+mEOPPQkpbmWPs/AL591S/dtv3870RabSLQvyvb7twPwzIMHgm0mDx5g5wPBlUh2PrANgCfHD+MUWmwmhTJPjh9mLPsRrESz/rASYcayH5nnKiiXEz0ntsO79rT5zDANK4kx0qg04nuvPfaSOctdtkGKMUIli7gNkdlw/QYjgHUeu0mN5GA/IxsGvBhcDzalKPmpIrEiRPKxJk/3fMc59XaFx77wBpHZqLt/ob9xszMQl9aa4GDPBt/mpqeqvP5OkplqitffSarQVhRF6RHOHXqcCFX6S5Ccg2TR9VTXKpHUsWkT3JUi/OIg/N2fpzj0N0mmfuElmloGPYqh2fphIpi5eR6SV8uBVpFtn91Nbp7sde7kJLfeOxZsMbl3jJkT7dOzA/X1W3Zt4abf3kqy6PbryaJw029vZcsud5r26WPBY6Cmj81w49gH+dRXb2cgFaM/D6kcrK1G6oMrpyaCq5FMTeS5ObOJ3XtvYGTULf03Mppg994buDmzKfjaKJcVPWcjSd73CDPf/HMkVK7Nyw62W/JvoAzvOSGihLyR0433sjfQA9w/8uMOFL1lAWKe5aRGuyhu/btFmH23zNCVUA4PMD1dadkabDNZszZOMpHg1PFCvZIJZYtTR+fcR3jEmiqiAIgxXvbBfTe2hVURKgHH35Duub+vFEVRFGDyyXGSuBllMXglSLyNfvuIl8km5nYdTgF+9TqcPtmcxbZswZq1ak5E10IZCdVnkhQDcVuI9g2QL7VbKGIDg4ROtVtFImVIrR8hd6J9CvrU+hGiJfe41dbvKcHAhiFmjrcL7oEN7qDJV/a/zGv7Xmqyery27yWuvmET141tYXDjANNH2wX34EY3MRYpQXi6Uv/uwmSRb+35HgBD6SRTR9oF91DarRZ2c2aTimslkJ5UXjJXhlkgj/vuqeQQEDdVYqZaF9CC692G5glpWienOZ+XOxyNYIWS9ZqeEQeYs6BkMXV8hvL0DBHaBzkGZbFzJw2JAgxZqYCsd/CEOVSlvfpJQMa7LwH3Z4Nnx1IURVFWN/EzR+jz18g+Xza7DJVz8KtD8NpTkH8bInPNkkAw9ZrbdQtlodnwXS2ViIlDjEhLJjoCRSvQKnL44UfZdm/wAMlt997FwYf2U3Va2jllDj60n1vv30m0z+0XIyV3wGcyD9akzf/bf4gDDwZXIznwoFuNZPsDt9ZtJhHHHWDZn4PoaYdXHn+VZ8YPUmqxipQKZZ4ZP8jO7PVYiRabSSLCzuz17T+Govjoucw2zF9rmyokyoa8Nb9ne97qI1UhOetLNlcsEhVgbYxiMUKp4O5bK4VUy4qDP4vdnJFOre2jL5HkzPF8Uxb7zNGCL4vd8ggvqNSgbRHH9r7TJ86N4X2jIU5MVNmQDnF/NsWujA7WUBRF6TVyX76NZKjFLnKebHapCMd+Be95VfkEiFeq4O/nIs09qQBWtYo1S1O225l5j3hxqC2DPZs7B0SJOK7Xu9ameOQUkXmy15ES5E7MYzE5cZbrdt0IwHP3PYF5d7Z+esWzs3zvnm8wO+eOfmpl5pg7aHLL2LUAfOc/PkP1xFy9/dzkHE/veZp8IQQETBM/kePGzGbA9W5PTeQZSifZmb2+vl5R5qMnxXZpcBhr+mxbaSOxYbAMIbvAJDFylkV/ya1M1O94N5go9JfcG00pIvQXGuIaajcEn5h+zyFkoHqBSiSBgyVPVhlZD2VrDe9NNW+vDZZsFdsDQxaF6RDVSrVJoAd954bRCD94R2ejUhRF6WWcHz6OefOAOzGNX2A7eCVJvM9lqNpw6gicOwqmCMmSryuJegmoWj/nhFoLe7lFBnwCOWYDIpRLzdnkaqlEPGwozkWJ240Qasc+/PlHArPXhx/aR2rDCLnjruCOlBpCXSLCm/t/yHVjN/PiF54kx2xT+/KcQ184TK7S6AdrQj9kYO+mP2ZbdjtbMlv43587wAxzTe1LhRLxcIh8pV1sD6bdp8I3ZjaruFYWTU+K7cTnv0L+c3cTL1fcv/I93zaejTtFBZscOCnylBAnShGHsrGIOyA4iG01ebmDM9VuJZIgUdwqrkOESOW9QiJRKFfdCiSTR/OLzGJHCc9Em8R90P7xhHBvNnhEt6IoitI7OPvHGxltfxk/r9Mynne7YkPuDageh2jUcymWfOLatPRz1SoxXxZ73mx30VDGFbaW4896lzGl9ifNYqA6PYk7z6VLTVTzxhmGhm2qYrAdaRLqlKscvOdRAHLHggdKUqkQ7YtSmisRcWhqnzsyzff2fAuAmYnggZJUqkQTkSYrSTQRYXt2W/D+irIAetKzndiRIfnlxwJ929AQy3EcYjhtXm2rti7Ay904xvknu6Eq9M+6N5BaPW7wbCYORALiaUWqQrJAvWIKxRjn3p2/3F8oHELEzWj/8d517MisOf+FUhRFUVY9ZvJIw49ds4t4E7sZB+aOQO5ZmD0A5VMQqroitK0fsqXJQx0tNXu24zZECq5sqJUUTOYglYf+gkOsVvnE2z/mgFUNGGdEc7/pWkoabUtnzzFo26SccptQL885HH5wP6mNzbNI1uJJ5eB9VYehVNTNiLe2L5Q4OP4MA+mBwLgGRge4c+/tDI6mQGBwNMWde29nS+aD815/RbkQPZnZBldw5784jjl+pH1jFdYUDP2SQ6wQs9H+QPF8PkHdOtlNf8E/WhvEsXyP4sKUTdR3rAXYTDwvNhWIVdzluufbG/yYN4328YQwvjfN9szwwi6QoiiK0iOEwa40Z7TLbs1sc8wtfSsxkFkve+ztErMhlvd5qS1DxWcR6bNxn/rWJ33zklAtGWMxkKoEjRuCWLhC2VeMK1JqZL8ToVnORaOEHatNFBunTIwKZZ9MqVlC+PkkQyM2VarMEmrLYDuTeZIJC2Ok7YkxQG5imn+17w6e3vM0pULD/hJNRLk1eyvXZT6o4lpZVnpWbANY92cp3nOXWxrPwxioFemIGMN6e5p+u8IkIyQkT86ymI3GvH1dEV27EUVMiTJR96ZEiGTt0Rqur63uX3PClE3zzSnI9+YnRIhUrt1mUjuG1TLAUozhqlGLUxMO69IWn81uUKGtKIpyOVKsuN5saHi0DUjOFdjxWW/uNGr2ELC88UhB4hrHqvukk2KTCwHVWglAQ9SUqLSWoKU5idTwWpfp90R1GYuYTxSHq1UGHYeigcoFrJGtgro0mWPQimCNDOCcdAIy2O3+7Rqp9CDXZdyBkgfGDzAzMcNAesAT2tcu7JoryiLobbG9K4Nz+EdUHvua+x+x6gntlkdnKfLYxBCTImwbYjZEsShh4Xg3DzHQV6v4YaL0UWn4vGvLWPVSguevyU1AdZNmm4nfIx50jHWjMb75jt4UFEVRLndkcBTznmclqc1ObOMOkBSv0sgczZVGvCevNu5+tWxzv9jYPvErBtb4stZNfaEnuBvC2tAveWZDFlKx2kT1XICoFmOIhyvMNk9F4Waxy0KykqcigmMsqi0C3zhlhqPCqfkuTKVCJBGl7MteRxJRtmXd2SSvy1yr4lpZEXrSs+0n+dAjRP/rN5hdOwIFaEsx4wrZmM+/HcehDxsLhxgNf/R8dbgvVJMbmn1wEQfEtpp9cBfwcPttK7FEiN3Zay7mciiKoig9hvXpLJSleZxSCVds1zLX0uy9jpXd+tQjORi2wfJ7s2keF+TvkyIlSM7CFXmbK2dn6Z8rNfmtI8awpmITbR3nZAzxgLFGEQeSM2WuyuW4Ip8n7jiu0LZBKqZ+zD7swPkqChNnSaaH2tYDJEeHuH3vnaRGB0EgNTrI7Xvv5IOZLYu7wIqyRHo6s10jsStDYleG/Ic3YY62e7gNQtQxrHNyhM05yhLiqHUlZ60BylhN1UYWUpPbGCFRG8EdAicUptxUS/Q81U0CjhexQoRSfcxNwZXpGLuz13BbRkv6KYqiKGDdkqH82o+ofPfruKMicYV2CS91TdOENgJEQzRK+OHavYu4bWIOpIxNRRwKIQtTtdysNXkcrHp2uias/Vnu2vGSjo3lOISNoSJCzrJwsLjSydfXtWbAI8YwYNsUJUSlRZ4E2SkBEulhPpTdycE936BcaIj5SMLi+uxONme2qLhWLjmXhdiuYT2Qpfi7LR5uoFy26LMbAjdqqlxtv8uwnec0V3A2lqRguSWKjHGrjDR83K5IblrGYNdsJVWIVctAqX6TWMgASQmHkCqMpPv4dPbXuCWzsaPXRlEURVm9JP7gEZwPfAz7q38IM2ebSt7Wl300TX5DbXyROx+FX/z6Bz6GMcSxvcM2xhT1twjrQshCKtF6vxYxhkHbZg7mEeqNvtCd6bnIrK8sYCPG5n4ynLD4SHaMTRl3opvD40+Sn5gimR7yhPaNi7qGitIpLi+xPZbBefFFKo8+glDFINhYxIrtI6FdL/csNnFCtiFuCzmSno/bFc7NPm7L52NrntExcIDjeaqbWIkwu/fewM2ZTZ25EIqiKErPYd2Wwbotg/PM4zh/Oo4pTICEYK7SbqEMGEokBNTEpjk51Cquq14/6hfRqUpNkDdnu+M4zF5gAjh3fUBwgDW8BpMcojBxlkR62BPaNwOwOXOjimula7msxDZA8uGvUrhpGzOf+yOqU2cxCHET/B+75uUu4VDCdgU2jZtR7XPMNzgyaLl2LD9+cR22QoRTSWTKMJxOMJb9iAptRVEU5aKwtmewtmcAcJ5+HPvze6BcqG83Xga7jeCucJ6qIO66MKYp0eTuH2z5CBLRQeuiwwOE56JUCo0gw4kY/+Qru9mYuSU4SEXpYi47sQ2QGBsjMTZW/5zf9GHMkaNt+xnEnZq2/moIaP+NZEE+7iZxHSaUSsJUlaF0kp3Z63X6V0VRFGXZsXZ4ovvhcczJCWR9mvDNv0nlrx9rFuAiGMe0ZbahZYB+wEQxC5o7ouU4je8NNYn8UCLG5q/8ASUi/GJ8H3MTk/SlR/hA9i4V2sqq5bIU261Y2Qco3vW7bV5uG6tFagdPeOO/gQQth60wkkrCVIXBdIrt2W1aMF9RFEVZEawdmbroruF89GM4D41jTkwgG9LE7s9CGex79sCcT4Tj9oU1ZAHZb2gX0VhRHBPHX1BEEnGG776D8t++jD1xmlj6Sq7J7mZd5jYAFddKz6BiG7AyYzg/+jGVrz3a5OUuYWFjUfTeoSGgG+/4tvluSiLYxmJgVAvlK4qiKN2FtSuDtSsTuM15cBxzbALZmEY+vgPz7Pfh2DHCGzcip2dhcqqtjT/RJIk++u7+JM7f/ojyxEki6fWMZO+lRIQT43+KM3EKK72ODdnPMpzZjhayVXqdjoltERkCngA2Ae8AY8aY9wL2+y5wE/BDY8xvdSqeC5F85D9T+NivM/OHD1A9O4VBKGKRJ0WepFdlxMt2ewX2reEUNhblKYfYUNJbLpFKD7Itu13LDSmKoiirCmssgzXWLML9dUGcx/dj77kHCnO+Rhal1DBMzRJObyCVvY9EZhdBcxoPZ7Z3JG5F6WY6mdm+DzhgjPmSiNznff6jgP3+BEgA/76DsSyIRGYXicyu+udTjz/PmfFHKR85hQlHKFYiREc3cK16xxRFUZTLECvjjndyxh/ETBxD0huxsg+QyoxdoKWiXL50UmzfAdziLT8GvECA2DbGHBCRW1rXdwPrMrfVvWOKoiiKcj4W8kRXRP4p8DVgDVABssaYJ1Y20qVhZcbqoltRlAvTyena1xljTnrL7wJLmvJQRPaIyEsi8tKZM2eWHp2iKIqiLC+1J7qbgQPe51YKwKeNMR8GPgH8FxEZXMEYFUVZYZaU2RaR54GrAjaN+z8YY4zIfGOYF4YxZi+wF2Dr1q1LOpaiKIqidIALPtE1xvyDb/mEiJwGrgCmVyZERVFWmiWJbWPMvB4LETklIuuNMSdFZD1weinfpSiKoihdzqKe6IrIDYAFvD3P9j3AHoB0Or2MYSqKspJ00kbyFHC3t3w38O0OfpeiKIqidBwReV5EXgt43eHfzxhjmHdORvCSUPuA3zHGVIP2McbsNcZsNcZsveKKK5b1PBRFWTk6OUDyS8B+EfkMcAQYAxCRrcB/MMbs9j4fBD4AJEXkGPAZY8yzHYxLURRFUS6K5XiiKyJrgP8FjBtjXuxQqIqidAkdE9vGmLPArQHrXwJ2+z5v61QMiqIoirKC1J7ofol5nuiKiAX8T+CvjDHfWtnwFEW5FIgxq2+soYicwc2W+xkBJi9BOBdC41ocGtfiWcnYRo0x+jxbUQIQkWFgP5DGe6JrjJnyP9EVkU8Bfwm87mv6b40xP73AsYP6vU7Tzfe9TqDn2/tczDkvud9blWI7CBF5yRiz9VLH0YrGtTg0rsXTzbEpirJ6udzuLXq+vc+lOudODpBUFEVRFEVRlMsaFduKoiiKoiiK0iF6SWzvvdQBzIPGtTg0rsXTzbEpirJ6udzuLXq+vc8lOeee8WwriqIoiqIoSrfRS5ltRVEURVEURekqVGwriqIoiqIoSodYVWJbRIZE5DkRedN7XzvPfnd7+7wpInf71r8gIm+IyE+915VLjOcT3vHeEpH7ArbHROQJb/shEdnk23a/t/4NEfn4UuJYrrhEZJOIzPmuz9dXOK5/LiJ/LyJlEbmzZVvgb9oFcVV81+upFY7rXhH5uYi8IiIHRGTUt61j10tRlN5gEX3qd0VkWkS+07L+aq8PecvrU6yVifzi6TYd0Sm6VZ90im7VPXWMMavmBXwZuM9bvg/4TwH7DAG/9N7XestrvW0vAFuXKZYw8DZwDWABPwM+1LLP7wNf95Y/CTzhLX/I2z8GXO0dJ9wFcW0CXuvQb7eQuDYB1wF/Bdy5kN/0Usblbctfwuv1L4CEt/x7vt+xY9dLX/rSV++8FtKnettuBXYA32lZvx/4pLf8deD3LvU5Lcc5r5SO6OA5dqU+6dLz7Zju8b9WVWYbuAN4zFt+DNgZsM/HgeeMMVPGmPeA54BPdCCWG4C3jDG/NMY4wDe9+OaL91vArSIi3vpvGmNsY8yvgLe8413quDrJBeMyxrxjjHkFqLa07eRvupS4OslC4vqBMabgfXwR2Ogtr9T/AUVRVjcL6VMxxhwAcv51Xp/xL3H7kPO27zK6SUd0im7VJ52iW3VPndUmttcZY056y+8C6wL2eR9w1Pf5mLeuxl96jwq+sMQLfaHvadrHGFMGZoDhBba9FHEBXC0iPxGRvxORbcsU00Lj6kTbTh87LiIviciLIrKcHc1i4/oM8MxFtlUU5fJkIX3qfAwD014fAqvnPtNNOqJTdKs+6RTdqnvqRDpx0KUgIs8DVwVsGvd/MMYYEVls3cKMMea4iKSA/w7chWsNUFxOAmljzFkR2QI8KSIfNsacu9SBdTGj3r+pa4Dvi8irxpi3VzIAEfkUsBX4jZX8XkVRup8O96ldieoIZRGsiO7pOrFtjLltvm0ickpE1htjTorIeuB0wG7HgVt8nzfieqwwxhz33nMi8te4jx4u9j/JceD9Ld9zfJ59jolIBBgAzi6w7cVy0XEZ18BkAxhjXhaRt4F/DLy0QnGdr+0tLW1fWIaYase+6N/C92/qlyLyAvBRXO/YisQlIrfhdiC/YYyxfW1vaWn7wjLEpCjKKmMZ+tT5OAsMikjEyxQuZz+2JFaRjugU3apPOkW36p46q81G8hRQGxV8N/DtgH2eBW4XkbXeKOPbgWdFJCIiIwAiEgV+C3htCbEcBjZ7o7EtXMN9azUKf7x3At/3ftingE96o2OvBjYDP15CLMsSl4hcISJhAC9Tuxl3YMhKxTUfgb/ppY7LiyfmLY8AHwN+vlJxichHgT8D/rUxxt9hdPJ6KYrSOyykTw3E68t+gNuHLLr9JaSbdESn6FZ90im6Vfc06PQIzOV84fprDgBvAs8DQ976rcCjvv3+Ha6p/y3gd7x1/cDLwCvA68BXWOIIW+A3gX/AzWSOe+u+iCt+AOLAf/Pi+DFwja/tuNfuDWD7Ml+ni4oL+Dfetfkp8PfAjhWO63pcr9Us7l/Yr5/vN73UcQG/DryKO/L5VeAzKxzX88Ap7/f6KfDUSlwvfelLX73xWkSfehA4A8x598KPe+uv8fqQt7w+JXapz2kZz3lFdEQHz7Mr9Um3nS8d1j21l07XriiKoiiKoigdYrXZSBRFURRFURRl1aBiW1EURVEURVE6hIptRVEURVEURekQKrYVRVEURVEUpUOo2FYURVEURVGUDqFiW1EURVEURVE6hIptRVEURVEURekQ/x+rNg85m4azPAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x720 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"encoder_inverse_rich1_hard = Encoder(\"./transfer_results/model_rich1_f2_pv-l0_inverse_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)\n",
"plot_features(encoder_inverse_rich1_hard, \"rich1\")"
]
},
{
"cell_type": "code",
"execution_count": 94,
"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/model_normal_easy_f2_pv-l0_inverse_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_normal_easy_f2_pv-l0_inverse_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_inverse_normal_easy = Encoder(\"./transfer_results/model_normal_easy_f2_pv-l0_inverse_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 4)\n",
"plot_features(encoder_inverse_normal_easy, \"normal\")"
]
},
{
"cell_type": "code",
"execution_count": 95,
"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_easy_f2_pv-l0_inverse_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_rich1_easy_f2_pv-l0_inverse_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_inverse_rich1_easy = Encoder(\"./transfer_results/model_rich1_easy_f2_pv-l0_inverse_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)\n",
"plot_features(encoder_inverse_rich1_easy, \"rich1\")"
]
},
{
"cell_type": "code",
"execution_count": 96,
"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_easy_f2_pv-l0_inverse_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_rich2_easy_f2_pv-l0_inverse_s0/Simple\n"
]
}
],
"source": [
"encoder_inverse_rich2_easy = Encoder(\"./transfer_results/model_rich2_easy_f2_pv-l0_inverse_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 1,\n",
" input_size = 5)"
]
},
{
"cell_type": "code",
"execution_count": 97,
"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_inverse_rich1_easy, encoder_inverse_rich2_easy],\n",
" [\"rich1\", \"rich2\"], [1,1])"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---build encoder---\n",
"<tf.Variable 'encoding/latent/kernel:0' shape=(4, 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_f2_pv-l2_linear-rew_bisim_ibalter_conlr_enc-l0-op4_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_normal_f2_pv-l2_linear-rew_bisim_ibalter_conlr_enc-l0-op4_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_l0 = Encoder(\"./transfer_results/model_normal_f2_pv-l2_linear-rew_bisim_ibalter_conlr_enc-l0-op4_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 0,\n",
" input_size = 4)\n",
"plot_features(encoder_normal_l0, \"normal\")"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"---build encoder---\n",
"<tf.Variable 'encoding/latent/kernel:0' shape=(5, 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_f2_pv-l2_linear-rew_bisim_ibalter_conlr_enc-l0-op4_s0/Simple/encoding.ckpt\n",
"loaded from path ./transfer_results/model_rich1_f2_pv-l2_linear-rew_bisim_ibalter_conlr_enc-l0-op4_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_l0 = Encoder(\"./transfer_results/model_rich1_f2_pv-l2_linear-rew_bisim_ibalter_conlr_enc-l0-op4_s0/Simple\",\n",
" h_size = 32,\n",
" feature_size = 2,\n",
" num_layers = 0,\n",
" input_size = 5)\n",
"plot_features(encoder_rich1_l0, \"rich1\")"
]
},
{
"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
}