{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Speaker Overlap Detection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/speaker-overlap](https://github.com/huseinzol05/malaya-speech/tree/master/example/speaker-overlap).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is language independent, so it save to use on different languages.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dataset\n", "\n", "Trained on Voxceleb V1 and LibriSpeech datasets with augmented noise." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1634237, 16000)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr = malaya_speech.load('speech/video/The-Singaporean-White-Boy.wav')\n", "len(y), sr" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# just going to take 30 seconds\n", "y = y[:sr * 30]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import IPython.display as ipd\n", "ipd.Audio(y, rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This audio extracted from https://www.youtube.com/watch?v=HylaY5e1awo&t=2s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available deep model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)Accuracy
vggvox-v231.17.920.82861
speakernet20.35.180.80145
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Accuracy\n", "vggvox-v2 31.1 7.92 0.82861\n", "speakernet 20.3 5.18 0.80145" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.speaker_overlap.available_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load deep model\n", "\n", "```python\n", "def deep_model(model: str = 'vggvox-v2', quantized: bool = False, **kwargs):\n", " \"\"\"\n", " Load speaker overlap deep model.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='vggvox-v2')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'vggvox-v2'`` - finetuned VGGVox V2.\n", " * ``'speakernet'`` - finetuned SpeakerNet.\n", " quantized : bool, optional (default=False)\n", " if True, will load 8-bit quantized model. \n", " Quantized model not necessary faster, totally depends on the machine.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.supervised.classification.load function\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/huseinzolkepli/Documents/tf-1.15/env/lib/python3.7/site-packages/tensorflow_core/python/client/session.py:1750: UserWarning: An interactive session is already active. This can cause out-of-memory errors in some cases. You must explicitly call `InteractiveSession.close()` to release resources held by the other session(s).\n", " warnings.warn('An interactive session is already active. This can '\n" ] } ], "source": [ "vggvox_v2 = malaya_speech.speaker_overlap.deep_model(model = 'vggvox-v2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Quantized deep model\n", "\n", "To load 8-bit quantized model, simply pass `quantized = True`, default is `False`.\n", "\n", "We can expect slightly accuracy drop from quantized model, and not necessary faster than normal 32-bit float model, totally depends on machine." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Load quantized model will cause accuracy drop.\n" ] } ], "source": [ "quantized_vggvox_v2 = malaya_speech.speaker_overlap.deep_model(model = 'vggvox-v2', quantized = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How to use Speaker Overlap detection\n", "\n", "We trained speaker change detection models on 100 ms frames, so, split a sample into multiple chunks with length 100 ms each, and speaker change only got 2 classes, False and True." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "frames = list(malaya_speech.utils.generator.frames(y, 100, sr))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 25.4 s, sys: 5.78 s, total: 31.1 s\n", "Wall time: 6.79 s\n" ] } ], "source": [ "%%time\n", "\n", "probs_vggvox_v2 = [(frame, vggvox_v2.predict_proba([frame])[0, 1]) for frame in frames]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 26.5 s, sys: 6.04 s, total: 32.6 s\n", "Wall time: 7.21 s\n" ] } ], "source": [ "%%time\n", "\n", "probs_quantized_vggvox_v2 = [(frame, quantized_vggvox_v2.predict_proba([frame])[0, 1]) for frame in frames]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vad = malaya_speech.vad.deep_model(model = 'vggvox-v2')\n", "frames = list(malaya_speech.utils.generator.frames(y, 30, sr))\n", "p = Pipeline()\n", "pipeline = (\n", " p.batching(5)\n", " .foreach_map(vad.predict)\n", " .flatten()\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/huseinzolkepli/Documents/tf-1.15/env/lib/python3.7/site-packages/librosa/core/spectrum.py:224: UserWarning: n_fft=512 is too small for input signal of length=480\n", " n_fft, y.shape[-1]\n" ] }, { "data": { "text/plain": [ "dict_keys(['batching', 'predict', 'flatten'])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result = p.emit(frames)\n", "result.keys()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "frames_vad = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]\n", "grouped_vad = malaya_speech.utils.group.group_frames(frames_vad)\n", "grouped_vad = malaya_speech.utils.group.group_frames_threshold(grouped_vad, threshold_to_stop = 0.3)\n", "grouped_vad = malaya_speech.utils.group.group_frames(grouped_vad)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "sns.set()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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zMoDHxkr/e+42VXJsnTppw5le4x8bDh0y9pjN7oOeUwJ27Uyfm8ND5d9zz66p8/j4UZtlH/b3VXECpVbJZfrteMcuO5lX7FvmfjbP6EgF557Ki6BVVlLNBKmUdSajraBWS1xopSWRw+zj5cRxG3bt5L2gbvbAaELAsbB52U6iBByYcFQ1wPriUDoz+UhIeTOfJ/qnlkr95GQAX64wKFbHz4VERR0Ls4EWUSn/fCJg9iYAAJ5+wqGpQZJet/KTJ2yIRNQ9/L74nENTpoYcs5bjFatJ+uRjDjz8gAMP3O9AxKJLBevN8WPy38UTjyo/L/Qe2x4uETQOh6sTqC0XlBofA6I1GEzKZtqmksBzz9gxOFj8Z4PjwFCJf68HgwPKD17Z4ESRw8SIYE+UD1WW099n/PVIkoAXn7fjdI81J6m0kiTggfsd2LZVWbjp4QcceOVFa6xco9og5lzeT57UN6w5PAQ8+lD5Em4DA8adt1oD5tVO+KybgPK9hxvx4xMBPDPgrvp7jyUE3LO/CT895ceuoLJA0/ZRJ8Z1qps0ljT2a0xwtpCoqJgIHJxggJnIqpRkHwJAv86lA870an+9Azplv8XjAvr6hLxB6ZkzgulZHQAwOmbth+d4vD6CbX1FAiKF2fSl5GYOlQpQKhGNAjvfVR40OHZUqPg9cyn91M8948CTT+gX3KjaA17mfcbGgPExAe+X2NfPPu3Ayy/W9/hlZKTCgHKBUKiCjSGSIYrAyLCAt97U/3l+eEj3l1Q8474n0+wrW25EieFha48LqLxp11Gll2ANX312lRGQvt/p6cB+GxIJAYM5AeNYrLrH59kz2q4J77xV3YkZywaU3xl14lkNweEXBpXVEw4lBZyO6vPxt4+5Jv88riC4O5EU8JszPnzncCMOh6w/E/eTk/7i/8iSFzTD/abXh38/5cewCbUSiUg/IZ3r31oh2+jIIQGvv2LHQ79NB436+wRsec2OvXuMHf4dP6bg9aV0kG3/XsGSjU3eeNWOl190WKdEh8bx1ukefb/rVyoMQKoNrO54x170PbUEaeV+pdjLSKJ+53Aioe33jhxWtw3Zus0vvZDeZ5XUdZ9p3lXQ9Cpbszyp9Pvkc5KlqP06qtJY08BjZHxc/+1XOll+XGVdcit4/z3t90ut2eyCTrspFtOnwVqlCicxgsHiHzD30FeyGyKR/Hr3IwZOQOQ2SKxnJ09U/jktu6fuP+PD8wqDw1r843E//v5YAyZkGgVVQsk9ITc9/51RV/EftIgTkfrOXiD9nYzY8eteb96xXq/6M7XME1LtDZyI6pnaB8FidX/VCOU0ezpx3KQhVs7HSKXyP1N26Z7ewXMtYrF0c6w9u+146nEH9uyy1pA0mymlx9L2sVHgkQftptfjtMIkh54GVSw1rdVPLlfvV43CawAVN6awWdroiInXd6rI4YPqvjc12bVaTWZ01sipqvTY15rNWa7EgJEOqTw+cmkN5soF9Mr1RpDz+CMOPPFodWM2sbi7bFPbd962TQu2T5Y8UxkneOM1O3a8Yy9ZjmrrGza8u7161+exUWHG9xSbsXfD4UR6gPatQ40Vv5baYyiUM7izwvH31qjT7E2gOvPTkz7sGHMhqmN2DxHVLyNKMKgd3OfVOtZ4c96xXZ9VRz0VBP5KNYbLZsJYYfC7/W073ssZ9O/fZ81GZzEVx9GzTztkG3sdOWxDMilUVAZFD/v2ahv2W6FEihwl2zU+nq7jWWopdeG/MKuXiknEge3vmLu6dJ/C8oozxUROBqQkpQP+tSSZWQVjvbvfFLVjBrWrjnKDklXJCre4F5+zW/p4yNp55EK8+Hz+9ejggYJxhoRpvUyefNyBwYHir5tIQHYslZ1sKHY8SlI6s/jokcpCnGqP997TtfBtGceSAeV6z2qMS9YKKP/2jE/z71ph+6lyh0J2vD6sZ7b8zL6wElGBMpeEUyetdc043SMgNAEc3K98u3QN0law4qFUiYNqNBhSY2Agf1uPHhHwwP0OUzOUCqnNRKwkw6mUooeXiuNOa/1XLY0tiyl3BB45pO/+ywYn1HwvL79g/XJ0erJiyRmren+nvWxDR6P9rMdviUlBq0jkrCI5dFDAC8+VDlaR8RSXhMn+fM53WGpSXC8jJp/D5YiiULMxljO9+ffaZJGyYWOjBZ8x5yvZ8podzz+rfuJMLgitRW6AOHutLZWkomUlWy02/S3GkgHl45GZNZAjMlNCBP7tZACP9nl1f+3TURvu3tdUE7XCtarVGz6RlYgG1KlNxLX/7p7ddrz2qh273rcrznQ+qrLWKWBMpnCqxMPYsaM2w95XDwP96e0zsi6eWmfPWmNbik0G7FWRday1JnDhw7cZx4/cA5uaMjXBnFqiJ08IOHyo+O8mFDTN1qvupRUwI3BKYXC90j1j1KqLvrglH+FNly1bEgpN7Xet9curRsH1NJEAJoLpc/XokcqW2J89K+Ch39otu1+2v2PHgf3GlhHYYfIqg0roUfNWb+ESk9WpEuVlcyeQc39qsNi9vUpjjze3TD8+9D4en3m6do/BQtY7IgEMxCy5Wfox4GQI6lwLmmaOlAHHY/Ylj4TSs4v7Juq3rEr2s/IMJCqu3PlhxBjx/Z2VDdZCE+rO6gmVPw+YF9gtbDZy4ng6M9jIunODg4a9dFkHVGSaF9Kjc7geJSMmitS9TpRoCGvU8VXJ8s7jx7T9rlw2T25znmIXkcL9Mz4GvL3NnldbOPdX33mrzp9BqCS9m1oVq8EbF9MJHWS8bCPFLMvWkpfZrLNnBDz9pB0vPm/HM0858MZrdry73Z5/7VNp3x4bRFHAuIY6vVo98pAdE8HyP5e1+317zZUR2LVz5t47suNftWOd3Lr1pxTUK49GMz9f5NB44Tnt5YDimb4e1ZJUMHFdK2bukZ/j7n1NeOCM9gaAuQN2JYN3I8b3Z00Kwls0yYkson4ulURkpEg4fbWQROtmz5ajZbOHhor/28EDmX0iAa+9YtO9/m52Pw8NAe+8lQ6+V1p3rpR4icCn0Xa/bzfkuIrIlAoYkGkUN1k2o4Jt0FKupNwDudbSIpU0F9y/r7rj1envV3qfsNnazLbz3epkjX39QBO+XdDHp56y3s2i5Dovl32o1fh45QHq7OoLuVd5b4cNoQkhr040ALy73Y4H7ndUr9GryntX4Y8nE4LqzNqUASvXjDQZ7DRZj9hq3ptXcJyckRmvVLMc0/PP2vHsU8bWp3/gfgdefVnZeWDVFQRyLDlqipnQyGvbqLvq7wnoF5A9FKosA7RfY0C63utdU2VeGNI+UVMLRhICYuygTlSx/ftsEEXgwd86sPt9aw1NlNYClAsulnOgRHBtVybDWhSB/j4b3txS2X4ZKWhUdPSIgOEh4OUXqtTgScV4oVTZDq201g8u5cnHp++7cKj4PWGfxmCqJE2vS6hEuQeS99/Ttj2V3PVSKu6ZeQEFuV/T+fZ79IjyF9RSM7FaqlGDtF4ND1VvTFdJ42qOPEurVnD+uacdFQeot1bw+3t3l76G69VQ1YzH/WCQR7kWR8XOqr/ncKapYiXHSTAoTJuceV3H/g3lZBtzG53Uki3tVs7LL9ZOSQxrPbVl9MamduBver1Iqvxi/+2kDwcnzOmA+3i/F7vGq//eLw9VFhB/tE8+8BctMzv41qiejdyIasv3DjcimEpfRo+Fa+fCT9b04xN+/Oq0/rXMrSCuoJ5xNnikJqhTKSUPWwf2GzdUKlyKW0jPoFU2CzwrNCHgpWoFk1G6xl6hPRabVFCrWPA6GtF2bOvVaKbQyRPlM9/1LgGgRu4kyMsv2hE3uFmjmoaA725Xd8+vpKa7WlZqallNo6NmbwGZLRsM2lMm0GolufXdC5ULgRw/Vvpzvrvdbkgd7/c1lHdQm20aHFf9FnWllsLpe3ZpewYuzLwvnJwxY1LBKiVx9Ci3lkvJc5hWlr/abh9z4WhI3QPPoZATvzrtM2iLphsrqF/8n6f9VXtvoz1wtnRwI2JCNjlZ30xMXE9IPBeoMsfCDuwcn5qkEyXg2QE3wjW27E9OuYeeaolG84O4SpaUGZmtUO6lD+63GXZBLVaTt5gnHrXjjde0f48731P+wGF2ZlKlGZ5vvqHvBKORx+CW10tv67BMg0QzGhXGogJOFQRGtAboizFy7PL0k8qeZfTIKJQru6LE2bMCjhwWMDhQ+TaYQW3de0UMeEm1pRKpjJx9mK1ZnbtSRM9dfOyogC2vGzSeMeiyqrVufSmHDpTeB3LvqLac0Okec8aNx48JNT0pZ+olRcWb65U9X8xBjb0ztARea+E6XmqCppKa7IBVA8oFX4ogqP+Wqvm9Die070arH4BjZT7bYZXBfpqZLH6YE1nSvgkHnh/04NG++slaLhXErMb98JUX7Xj15akA2qDGwIucwkZ3ipT5zHllpRRuarEfK9y/aksoRKMCzp6p3rBx+9vmDVErLbkxOmpCwDWWnix55UU7nnnSjpRe2e0yx2i1joNiDc3k6HH5KJUpWEuUNLOSy1p841U73tthxysvOSz/fFLLDe1OR6eO6+cGp1aY1sfRV33VLD+z4x27pvJDShR+//F46RJKVWXx64Getr9tx1tvWjNEZnVBFYkKlTbOLmfX+7W7ctiIVQWl7Hinsn1lybNlWiF3i2fBSjM4M/FEhAHlWqd3nTFJml4HXe0qA6J6EkzKZPjFbIiUyTxOZu4tCYvfA5XqOSXgmScdeOB++evBa5laacmc/SVJwOGDgm7NKSYKMtiULG3To0mX1ozXeAx4+MH0/qr0KDhyWPkrPHC/I69ms9GlBuTondXea5FljEZ5/BEHXn3ZjsFBARMTgi7dyuNxcxvDnDyu/DszJDu1RhUG4t97d/q51GdClrmetoxUp+SeEXsplfPcuE9jicba/vb0FY0KJUvznK2woa0oArvft5XMWjWiOd6IzOoQLZKJyl9HbTy52M+LRce91jqirdBgT2sM/7A4R9ftUOOkgU1trdy3QG/bttZWMNySAeXCU/hwuL6CUUZN8r1vQO3m1AyakSR9/L/e6dmUuXXR65X5Qw+yohMRO759qBE7xpx4eciFu/c1ISkBf3u0AT86HlD0GkKdpIaMjpQ+S+T+ve+sgJ3v2TU3DzPKyRPqzvgxjbUABwen3kdNMzM5ibi6389dbvrWNnP2/4F9+l1Z4yo/v150WdZpwqZLEvDYww6885Z+9+99e5R9kJSFyvwUD4DUDjW1oWtFqgrJPJJozGqD+rijm6NY5vwTjxZ/Bj55Ut13WPgeb26x4cB+Gx5/ZOo9xkbz+z3okVGYSAi6BM0Ka+4nZlAgTi961681mlWCrUZe255/pv5jCbXKkiOMGl7FpNpYUr+v4JcV1m4WJWDXeP4yt1PR+grmk/HeG2ejRqKsM5mlrUfDDrw0mG5+uj+Yvq72x0sPjvjQORVYUlvTTC7gKzfg1rqse2hQn4eNqq5wquCt+s6aM1zcrbHRi5XoUrpDy3Fa4aFVLhCuNnNZkoC9e5R9n0VL4xh0UYzHhKLXmCNVbBJqJqs0IlLq7VHn9L/U+SMcPGD8Psl9h68faDL8/WpeiWvA8LD631FCrsTF8886VDfmVGJ4SP0xpzWAbMZ9fe+e9Hsmk0DvaQnPPGXH/r21de2xmmAQOKFiNY+hDHxwCWko/yI3xj+wX8BjD5c4dw36DCPFrk91wJIB5ZnEKiUjhuI23LO/Cf952o93x2UGaVR3kiLw8FkPwhVmvSl19776HigfrbOVFKSP7NmVO6j5j5zJv5+e9CEups/HaUoMaiIp4Hi49oNt5RzOZNaprXX89rbp+ya3hEOl+vuqc90srOn65GN2hFQ20yNznTxR+XH33rtlJp9krhUC9C9plaswiFHO4UMaHgZV/4Y2+/ba8NjD8vfweshQBoBIuPS/v7mltu4naxq11WJRM4moJYChBBuaG2P3TuXXWiutgqjU88+qe/7IlkPat7f6YaAD+9Pv+fSTdrzwrIiJoIA9u+1gCsV0Sq8Szz7lwHs7rHH9tlrt/Qf/e/q5sft9e8kVa+8atC8HdUpE0czAt7dkQFmPzxufSWnOOhhKTJ0845n6laLCi0ItN8aYybaPObFlxI2n+z1mb0pd2BXkRAxNlw3oFLucHgg58fUDTfi/R4uXv5ALCv38lB//fCKg+/V324gT3z+srBSHWlrGmdlAcnbwF49DU23YiQl9s3EKazGXVfDhBwaA8TH17xuJCJprC5fq8JyrXL1nKzwwnOkV8MxTdnXlJCoYXJr9mctlrY1pOJaq7YyKOqaTP2mBY80K9Dj+nny8eNApGJQpN1SlSTOt3DKXQbktLgykm1EPvtB/9vgm/5z9avncWrloTPkxW6rmsqmqcNqpLX8FQPdrccwCNYrrmVklS41421qY/FE7ea921aUW1WzsZ8mAcuHBGJJpaFSOyIqmmkmSgAMTDjzapyzQ+DUu0apJUuYceZclKlSRa7BGVExE4QqA3Em97GRe7r3w/XEHto04sXMkfds+FbVP+xk9PHDWh+GEMbPzB/dPDTm01nt74Tk7nn1K/WoAtTWPjfbqSw4894xBqxqKfFSlNZhPny79c889Y1ednaq3HdttmAgKiBkUFBgoyIg/oiG7tppkA+sGb7LqSRUdGJUxWspImdrv1WD0cubDB6c/Dr7xqjUy3opRGmTf+a71ZiWSOaWOsn/6YYlJZaqMKJMRfrhEXXEjg81mT04WeuB+B8JlVi8A6seakbDaa5b511mrqeRQeUeuJFA16HB8F54jDz9gjRXApY5Qtef1sSqU0qpmGStLBpQL7bB4wEuvzqdWsWXEhZ+e8mPLiNvsTaE6dDZmq9ms9omkgG8fajR7M6hGvDfuxBP96SaV74y5FC9z/auD04+xX57244GzPvzkSPp+mL2PPHTWW5PNUyc0ZBkDQFhrQMmAWsWSCAwN6v6ylavweCiX9RscF1QvsdVbUsFq98LMRDVHwNhI/n/3qsiuNcP7700P/hm9xdvfzn/P06cFHD9m7Lsekgl8Gi23OaVZ9uw2fxus5tlBbavrrHa77Mn0qhkyaCK3mpJSurzdS4PWeH7sO1v8elTq344fNe46Vi7bskdlA0E9FJbW0kOpEmNy+6BYQO7IYWvfe43UW2Zyv5RqNC2Vo8eEydkz1vzOK/1oZn6qZAKG3vwsOUIp9nlFCXi6340Ji2UIWm1wUik9GwVSfVBa/qScN0ec+NujDfhNr1efF6yy4QTPDVLuSEjbA2JUQeA5O2jbPubCgQlrzN5XU7ZchNKyEUYsmdv1vg0vv+jA0JD+r12JwzPgASyZGQeWujWpKodRjpQOKqt5WKpmJppeTSIr8eYb9mlB5koli4z3X3nJjsMHp/+bUUtjy5WBMVo0os/3m6jCMltTKdhNSkv/WF32o6ak6i1vT0nAi4Puokkh2bIdLw9VFlDuj9nQG618vL1je/HXMCKIqkiZ7yqmR0kWI44HmdcsvJ4cOihg9/vpfV5qRVT2Z3IVe860Sm1gM5w9U3vPnHocelteL/+dP/mY+ueeUCidkZ+lpeycXo4erd53G4sBjzzkwMsvGvesWDNHakIEDocceHHIg9+eKR+MstVQmHcwXv5r6I/Z8B89PiRr52ORxak5lJT8bFJC2ePzwbPpunG1Vm94b9CBu/c1Va2BIdWHbaPaH6qe6nfj//X6yv+gjs7o8AAHAFtHyq8qqjTTMFsuQmnZiIMH8t+vt1fASy/YKwr6ZT9DNKIu0DhhcFO9VIWT7krLkTxwvwMjI+V/zip6Klj+NzBgw9bX7aqWEB6twpLGklS8vdYSNGYZHBCwUyYre5eKplxqnCpSizClcr9pqf+uJ6OvPbVAUnFiVKvcyb6g+gf9gcyz4zcONOI7hxqK/lxK0q/XzZsjLjw94MErZQLGEVGQbzSs0A+ONuDvjhX5TCW+ksIgseYVTRqUKqGRq9xQQWsj1dwyHUas5JBbpfPO2/nv8/579smme6WEQrptluUMDJi9BSYzKE4ViVT+GoUT70rPE7kJkEpV89oUVbjv4nHgjMbs8JoJKH/tQBMeOpte3qQlqPqr0168PmyN0hmFD573HSk+EMh64KwXu4NOnAgrm6mLpIDnBty6ZZZS/TkRUT7ruyvoxG/PeEseT9840Ci7VF+OmgG9FWSzLc7GauaSSTXupaGp5bxyZ0vuqaj1AaRQT1SfTJCHzpaf9D15wtxzadtWG4aHBA11/uSpCTSqDUJVW25mb7lsqRefcygerBpheEhQXHZkQqbxWDHhIsdF9kE4XJDpIqdUEzpJAh55yG5+0Dljl8wDU7lGgIYq8dal9vt4Jvv09VdtutZNL3bOvveuuuuYon3KcbtmSr5xJSsXsiV1RqsUUP5Zj1/17zw74MFLg24kJAGhVP5x2B+zYSAzXv3K/qbJXjfRFHBKxdi/UCyzeiouAUNxAT2R4sf/u+O1lTiSR8PXrjhAVOb8Tigo5yQnt8lX72l116WB/vLbXlhCCih+nyxnSOY6aLXa0lrt2SV/fsVjwLNP2auWFWvW7tTaNLqcfXsrf12tz0rZ3g2jo8Vf4KCCiRSre+1lO97boe1zWPLTF7uoqKkvJULAmzlZUjvHXXi0r/RDbjgl6BaATYjqmwlKUvkLan/cjkiJJX0nMwOFJ/q9eG7Qgz0aZr2p/o0nBOwYUz7B8l+nfXhr1FVyCVpSEhBXWCO21tTJOIdq1HsFfQQiqfxJmSf7PKpKQUVTwLMD7mnLZMcsXtJloF/HF8t89uHhyq9ZB/fbyja1GdSxJMH+fcZ+T7k1Y59+ovy4q1jQWdSp/ECpetvbttoNWcZ3rNhyxMxx89QT5d9zcKB0QDmZEDQP3hVRceOSK4VQrjmjWgP91bu+9J214e1t+i2VLrYr1TYmfOetmbt82yr27Cp/HL5r5Hmpo6cG5OtI/+BoA/7P0fxkpSMhO37W48c/Hg9UXCLj5SEP/uZII/7hePGEqJoeNxu48eVeur8v59jT6RJcLragJKtYz10Sj03/YHtLnJdWWEGjdHVJYRbsU0/Y8cD9Dux8z4ZgUJCdvNUiO8nZX2QyYHeNrQQu59iR6fut0qbMueN2JY2mS2UqB1UkLFhVqYB5ObVxxyxwMKTsJHlQQZZUrr862IhnB9QvUZa7yP7kpB9/raJ510hCwJf3N+HBs6WbTDx01osfnyjeCfjJ/vTvxzIz8EmTirKTOl/d34hHy3z3QHqSQmtd1lz/cNz8btKlJkYA4MCEY7Iem1U82V8btZ/v3teEHxwx7jsOJQXsGJt+HQ4lBVMaxEVTsNyx8ryGe4lShUtB++J2PKzg+gEASRH4xsEmPD/owXsFGURamxxVy6sv6xc4lOv6rtXwsFD2ue9ozmDYqDqveskNhCaTAg4e0Lav9Mo4KgzaDQ/r87pahCMCHvqtsntwsRqSqRQwUCLYrBclWWel1OLoUc/zuh5pzSisJ0oCB2Nj1t9Pctl2Q3Ehryzk3pykogfOeieTjrRem8v9WjhVk2GF6lKx7wcrvIZnKakXreWYyH3VSuuzlwpmbXnd/ONK6+fLZq5nV+XpVRd5z57067z2svx45Ei4/hMKt22tbF/mTt4ouTda/64grxrZ/+afoRq9P+7Ay0PlMyyf7nfje4fLl5TI0mtG50RE3Yl8LHPiF625mXMwnI0Vf5ip1YPdKo6E7Lh7XxP+7qj6YNzJiH1ahntcBH560oejmVIlogT84EgAd+9rwq7xqWMkKQl4fcSNLcMu/OuJ4kvffnLSj389GcCpSHo7jyssgXI8bJ+sZ/b2qBPjGhsvvjk6PatRq6L10ZAuLfHTU358/UAT+nLKTDzW58Hd+5pUv5dUpIbcq0MufG1/I44p3I/lHA7ZTa9z/kamtE9/PP2ZwqmpOu07xpy6NHD71Wkfft3rw3A8J/AkAX99qBG/Oi1f91fKqbE9miheX68nYsPT/fnXwVBSwJP9HtkVJOGUgG8cbMLXDzThoEHN6U5F7Hg1c795Zcg1eUwmxOKN94wMzo7IZBIr7ej82vDUvj0ZtmMkYc27xnNP28uWFLAUFbtxz+7aGnrt2qnt+mjUpbBU5q/Rjh62VRy0fHe7Da+/Yq1M1VMnbXjphfxtUvL9DQ0B+/dpn3TQW7WbE4Z1rgUqisALzxt3bLy5Rd1rj1q0RvpokfuWoixCBYeI3pN+RjzQB5MChIKz9G+ONOKt0aln42LlpxJaA8plfk9JCceZTsmuj0TSx6DRq5FyhbTUV885l3JLyeh9/lRzdUutqPsGqwpEZTLdSynspVJtSqsgWCEjX62aPUN/edqvKFvwxSGP7MN3MdkgTLX9WqfmS0fCDvzjMT+CGgOGM92/nkwHkntLBO3lHArZ8U/HA3l1uu/elw5yHQg58S8nAggmBRwKOSaPsf887cdjfZ68GmQP93lxJOzARCbTsy9mw1AmGHj3viacyWxXtqbv/3cqP/g8kpjeHGogZsM/nwjgqweaEBeB/z6j/Vh7a9SF7x1umMyAr4Tcebl73IF3Rp2I5mR2/d2xwORFODcYlishFr9Qn4jY8eVMDbmxgoeQx/u9SEhCXtZ/Uky/Xm7gXOnY+ycnA3iiLx1ITEnpCa279zVNliM4GrZj97gDPRGbqpruopRu0iZX1uD98fxM7kdySvu8OeLEXx1swn1HGiBK6evMTzPHTH/Mht3j+QG7IyE7zhaUNYmkpoLUQDpz/HBmAiwuCdgbdOBY2I6eTOZL7qRcSkoft4dC6e/gq/vTf773cKNsw7nBuA3/cLwBL2bqB3/jQCN+ccqHh8568PKQG/fsb8K7BZnRD56ZCtz++yk/3hxx4uenfCVr+xUjZoLePznhx937mvBkJrD9j8cDeLw/XUP8iX4v/imT4f9Inxf/ejIwGWAelTn/qmXPhFNRY5/cc3frqBvfOyy/kmZP0FF2FYGRxs3qwK5R2a3NOS5GdCizYSVGH/LxggcnrQFuq8jLTjbwUDh9WlD1YD88JOSXL1Hwxb78ggN7dtl1/05q5QzRO+P30AEB41XKjlVS6zISseY3sb1IyTZFx6EJ9+jjx/Tfj+NJW9l+JGM5z4KDOc+33zwon5jx614v3h4tnlhl5JBgd6b5ddnEgJqupQFF2//kYw6MVanWbpaWrPxi9cjPamzspcRAP9DfZ83rEllTJJwO0larJn4xSsdJek3k9pyy4eiRwmlHY9RQ+k/1ZDMg71tZ+dV8LCGgyVndu9+p6NTX+vBZL9Y3aazwX6EzURueHvDg9+aF4ajBa/8/H/fjjxaEcCRsxxJfKm952cmIfTKolOvtMRfOa0zIfudRUZgM5mW9NuyWDZJ+q6Bcyifn56fB7MoE7aKigLv3NeHKlhjme1KTQbpzGxL4+Lwwft3rzauV/B89lU9cjCdteLrfg1s7o3h6wI3LZsXRq0Mzr0gK+I/T6f3zxwumpspTkoDvH27AZ3P+LikB7445cUFTAjYh3bRzvieJj86NoN0lZn4vHTz7Uc739MqQG7fNLl506UTYjh/lBJc/vzCIeV5R1QB226gLH5wdxWN9HmwZSX+3W0Zc2Ngew78UlKu5siWOYFLAkbAD6xoTGE0IsAFodEp4ZciFbm8KC7wpPN7vwevDbvTH7PjE/KmiTycjdvzytB8rAwnsm3DiE/Pyj5MHz0593/fsz3+A+EGmvt59jVPXueyEyn0rx5AU0xNU2WN2KGGD3y7hmZyafX+bU6NvsW/6lOrjmeD6v52c+tzZP+8KOvH6sAtxUcBYQsAFzYm8pZr/csKPqChgz0T+w83/6/VhrieIDreI98aceD+Y/2CZ/cx7J5yKr+HDcQHfP9KIOe5U3mTSy0MebGyfirBszwSzY6KA7WPOyUByOCXgVMSOfzwewIVNcdw1x5wuZT/r8Zf8zNEUJicDyvlFpkmQHvfBGaHcPS7n3xMWzQrXm16fcue7NtjtIt7cYsdNm5SnbtREloeBw8OBfhtSKpfMPP6IA7d8MAm3cRV7lNHp4NGrRnW1Jrh6eopvbzgE+NT3bqvIwQM2dM2xXo2eiiZuBZQ97/SeGC6cFDOCltV7hXaMubBjzIWLmuXv+y/IrLwSJcAmc3q8POTGxc3Knz/fy4yv/j3nOSmbXNPklJASbUjEAUc1IhcGnu5KD62ek9VNDNv+tg1z55U412U2fKyCmqtaZUuf3XFXLdzgZ5ZyvUT0pqSUCwC8+LwdDY2VX9RrcS5r1/s2rD3P+JqQNR9QHkkImFXlgO00Jd7+V6d9+OOFla+JK3yLYsvFC0WqVE/unVEnLswZOLwy5MJzgx7ERQG9UTu6vdYbkJZzPOLA1hEXHu7z4vfmhrCmMX3zKhZMBoC+mB3fPdwIn336F/ROiVn/cn52qvRTxOsFQendQafs4FJp/fFy4qKA/RMOvDzkwctD+iztz12alxtYBIDRpA1/c2QqyP7VTHA0KUWwtiF93J2KOvB/jjTg60vH0eiU8JX90z//6yNubOqMwiFAtsHgjwoCvicjDgwnRJyMKr9UJiUBCRF4P6c+7fODHlzdMr1z1Y+O+yfL4yz3j+HeTLbofSvH8ERmBcZ1rdHJ7/dQ2IHeqA1zPOnjK3sc7ssEXX+hoVM4kA7Or26YOn/ljp3CY6zQ0ZxA5XMDbvRG7dOCwYVyG6VuLSj3c7RE4PM/enxY05DAC2WOve2jTpwTSCLgkLB9zIlGh4h/OxlAhyuFv1iSnqDYG3RMfldyKxN+klOCJje7/zc5GdahlIBYJqv+nTEXrm0r0qXMZL867cNJmXJMD53xFJ1oSYqAQ+FzjSQBX5Y576h+OpjLKvLZ9PrIyVS6TAQAPPOk8mtx2KLZldmaigAgGdznQst3EAohHVC25u5T5chhfYIyfQZm3OUq9S69pwUsXV7dC4mZ5WVKqcZeqMdrttLSWGr86rQPvzdveiRpMG7HV/Y1Yn1TQtEku1xN6GxyzX0rx7Dj4CXYfsCGD9+pXyAxEgG8VW6NovS4OnSwugHlwoluUUx/J3Lfi5xizXmNFo0Cb7xmx2WXpxRPuJl9bh86aM3raqWeetyaYcVoVEA0Wnqf1+HlPk0Cdrxj/Ko+S37z5Zbw5Pre4UbTM6hKHYQxmYCuHget1vpXRrn/jA8XZma0EyImg2FAepl/LQaUAeB0JvP2QMiJhJReNnB/b/nRh1xjipd0CrxawdtjLrxdZMmhGpKULnPQ4BDx3vjU6yktPfPQWe+0GnEvDbnxwRJZyL/t9eKuOZGyQXogXYJEi68dmB5Uk6upm1trPfdakRvQfTHnuImLAv7uWAO+tXwM7grGmsGc0hmP93nwaplgsVrPGdzcrT9uxwtD5Y+R3xQp79Ift+No2D4tY1zOcQX18Ifi6eztrP9j0TqCxervbx11Y6lf/iHtqweaJidpSvn3kz7dJqxqUbmHrok66ABtFq17jnsccDolqN0Tr7xox4fuTGkerI6NAk3N+X83OqruNYaHBDQ0WGygWw0lvqrxoILU2hmikr0gKUm0kYDhoQrepIDSoFwt2hV04oEzHlwkk42cgoB3xly4vi2KVpf2b21P0AFJSg969TwDipVsMEIqCRw+LKB5VvXesxIP/daBhYtEXHCRsp301pvmlKI6eULA6IiAQ4dsOG+dsm3tOWXsCTk6gpLf8/vv6bOvxsd1eRkCFF1Y6vgyXrG6KLT73IDZa/OKO6OyFm8tu3tfE0JJAeMFdV6f7Pfi7n1N+NbB6gRZ9gbTWZxJCYqbrYlSOkuvUDZo+taoC7/u9eE3vT5VEx5U2pf3N+H/HG2YVuLDSDvGXXii35NXWw5INwI0UrkM339VENzM+sbBJjzapz1o++2c/a13MLlWKAkmK/VEvxdJgzMNlRKl9P/FZcbVpbaw1FjqYKh0UD0h6rf6QY3d71tnCFPNB1MAOHXSGsebUokKKm9pDca4PcWP6qeesOOF5+p/fDZvvvrwS6VNB1+V6To/PKTuNcPhdObZTFNyL8l8laMj6WN5pgmnjL3+hUIC+vtr6xqr1kDMhqf63ZAyY4agTI8OpbaNuouu3ASU9QnaOV48SUXr6jsAJZv77tpZZAxhwLzNc8/asft9u+UaspaipM56ViX3eC1ChYu/VXxnMYPvLS88lz7mxg3Od7TqCpJaks1WV1T3uwZ3d7KC67oa1nkaq4DR2XDVFlLw5Vs1R+HBs14cK7JUfUIma1dvkRTw8x4//u5YA57q9+DHJwKypQ0KnYzYpy25p+rRMxgnAXhpsHT2tFzd6tx6wGYYVtE8FADeGOHxaiUhgx9wlfqXE37csz/dELSQ1vtGuUmHhEnB9AP7rTOE0SvjRKlaCHbkNhYJBit4IY0f1VlijiMcEqrSoMXsOs5ag/F6BgdSKeDd7erPD6Mf+tXQc8xd8lxQ+X3t22vLK6EyU7w1WvkKuXL27tbvmm7Fb+j/HG3AS0MejCQEvDDozks0mClCOefOG6/Z8PADxt3HQxPGHgVqGrCWE5WpUGK1uMNbb9px6qSAw5nSIIcPKR8PavosGr6+554xrhCAKMJ6X0oNO3a0/PFjdM3wo0eseKdQxjpPYzmscn70RGzYE6z8YiAWfKByn09JOYujZTLGzLIr6MT9RZaZV8PT/VOTCycy2ckTydKHeTgF/LOO2Ypkri0jbjw1UOWiaDTj7Q5ao9xDqRIdhVn5uSIlAuL9ZbL3zyiYtCN9iRaqIlVsyDKgU9A7qaKJYcpifXpefL52stFyRSporhOP539fWmprqsmMK6RnYCVLz2CQ1kC5XN1Ps2uBmqXmPreF4wQSgD0Gj1/6Clbr9kZt+E2vd9rzcbXlXufOnrEhlR0Hafy+pCqvVMr1to4lJ554rLIYw/vvGT8mHB4S8NabdkQ09EqoueuHjNFRAYODFr6wkGonjtfus1TtbnkV/MPxhoqW2WQ92a9/BvV/nFa+XSqbfBsqmjL2Qp57L882UjsRKX2TPVCmcRgRUTnZeuu16lGN9cLJHBMGZzupES3yQCchHfje+oYN42PGb++J4wIeftBRWTa0zpR2IS+l2uVUgHRm1UmdyqpoGfNVknVrxpLy4WF9AtlqJ4rO9FbvMS4oeZAwMWCWy0KPNYpY52o93ZmoXbYhsZ6iBWV0/u5YA7aPuVSvzNNbsXO22D2tnLNnzfumg2X6NFS8WqbMSRcOC7J/tqLDVW54aJRTJ0t/jsF4fXxOQ1noZmLts6a0GXmk6V17q9yx+NaoC9HUVH2qcl29JQC7xx15g/CTZYKipXx1fxOGLHJR+cbBJnx5//Sl2HqR+5T1VhKFiEiJN4aVLws2q2wF1b4trxcZn0gCRkaA3tM27HinsjFILFb6+IxEgHfeSm9HueB1Ij7971IpYO8ewZDs1nLGStRZHB5KN0fSavvb2seOibhO14QqP7BVO2srFAJeet6B93ZUPs4eLbWk1sRLtCQB9yeuxK9Om7cCMZdYa4/eOZubslAAA5BPUJKrp1xpMpBcX4f7TG5gnK0vmjuRk0oB4zpMBFrNvj3lr08P3O8oWXO6XmjJarbaEaFkkv4Xp/S/Xj/T78ZLg/VTctFKl+Nabt5qjShjlf3VQXV1onqjNsRE7TfTqCjgGwebFNen2jrixn+c9mPbqAuHQ3YcC9srHjzNlCXJh4vUb94bdGDHGDORiWjmeKTPq+u1fzwh4J+P+zFRpSYPVjKhQ9ar0ZmmsRgwMWHse6iVrVNcbiK9Uk/mLNE9fiz9XvEipRb25jxYnz6d/tmDBwTs22PH1jdsSFa5udDzmTqL4dD042ygDpruWOmBzQjZetPHj9kwPj7193ovf69GzW85Y6Pp+rIAsFenFX1nYzZVE561bu/uqWtO1CL9Fkr57zNeBJMCBnKSkd4br+y7//qBJiTEdAN3q8md1Hv4AYf2ZmcW/mornSw1+zpuxmRvrTNil70w5MFTA0zUU0tR3xMLXz/KseQ0lNVq2/zbST9CKRtu64zgyhaZ1BaVyn28gUy9ygfP6rsE+WjYOkuyJcmYmZhiy6d+nildYkMYC31JhFICZrtFHAk5cMii9aiJiCr1w2MNuG9lZa2mRQjoj9mwY8yJ4xEHto26cH2bhsKoNUyPjKWd79mw/nydokwyA4nHH7Hevey9d6s/7jh7xgZARH+f/HeWW7fzzTfs6OgUEYumf7bvrA1bt1RhIwvEYsBTT6S/vw/dkYQts9uOHq79ZACrjen1lru8+7mnHbjjrvTa8lSRU10UBWgJz+gVUFY7/t7xjh3Dw+reO5JKJ9McDjlwYVNi8v1+fsqXF5S+QodnqlqQSAhADcXPk6IwmQSVHT+8MlR5VqLcCuG79zXhzi4VRdt1vp5IInBIpxIIcmdJLAaEK6hJr5davwzH44BXZVjklZfsaO8QsWr11KevVp1rKwTAB+N2/PiEH3+0IGT2plhWX5+Ari59zo5UCrDLDHmTCeC1l8uPhQWhds9S6z19GEzLzGgolb7RPNrnnQwoP3LWg4G4DZ/qVn+XKHe4OG36H1C/PuNDXLTO1Mfzg27c2K5/QCJVJgvqv3qnln/M9yRxKjrjTgEimmFiIuCu8HnpB0enlqbKLV2l8o4etsHn1ef+XrvDzuopto8KA5z9fbaS/10Nb7w29bAhSlPLB61ei7KUeBw4dkRA1xxtR+vzz9bG+KzYxEUxe/fY0NFpXrTh2aft6r4TDYfgNw9OPWt1uCewwJv+vIUZzs8OuHHZrDgaHDPnilYLt8/c1Z6iBIwkbLrUWS52KP1WRTN3vY+UPbttGNOrxr/My7z4vL2imvB6MWuFg5kGBwQMDtixavVUAelqXWkO7LPGZPCxIiu39bB1pIZmyYo4dEDQrZnzww84cMllKcybn3+UnTmj7NxjyYsZ6I0RNw6G0gMjNRenx/o8ZX/+vXH9T1ArBZOBdF3j8RKd218fduGxPmOXVDCYTEQzQTQlIKbjU+xLQx68OOg2vUN7Ldq9S5+MXStmfb71Zv6QslRtYDMNqAwAVsPoyNSfo1FgfAzY+W7tDtFTKeDtbTbs3mVH72nr7W8jpVLAyHDxfw/rkCwmSdqzHieCAg4dUH5sDQ9V9v396HgAPz3pk71mPT/owbcPNSpu9ndgwlGzE5rZz2/Fa3cp9+xvwt/oVOs4rkPpo8MH9b2e6NlIT+6VqhlMDo4X/7eKj7si3121ymylUsDAQOmfOXZUfhvjuQshNO6HU6fU3Y/37bXm/VuSoHnsnhu3ORuz4SGdV9KbYaDfhm1by4/LQwrv29u22jExgbwg9VtvKhv3T9Z0t1jMTglrHu0Wdve+prwGecfCdpyMKA9MvjbsxsEJBjIB4HjEjp3jToRzmyFIQE/Ehkf7vHhtuH6KvhMRmcUmAHuD+taQf3rAgz3B9L1sIG6dckozxeiIYLnARGHH8d7T1hxiTkxYb7CeW2P6mScdeO4ZBw4fsub+U+LhBxyZ0iNAqgYfjlQpOA9ffN6OF5934MQx+c+tpSFUoeNHBTz1uPWeJWIisC84fbsOhJw4Gyt+PL816poMcqQzYgWkJCCa83wwELfhp6f8+O8ztRnE2CUuAABsG639rD6t9GjCp9ekrBHMzjBUVKdVpXLjjONHbYhEdH/baZ550oFXXyp9zdvxjn2yB0IipxfCwf3a76WSBBw5pG4Szmqe7PcgJQFJCfivXi/u2d+EYFLAcwNuDMWVf65Xc+Iyf3vU3Iaa1XbsiPL99MyTDmx7U/3xkp283bWz9o41641GYP2lnP90PDD55x+fCJT4SXlvjDBQCgC/zOksfO+KMewNOvL+DgD+7mgAn1kwAbcNeGfUiQfO+rCpI4JrWqfXXTsSsu4gg4jILN8+1Ih1jfrXqvzP037cGIviuUE26DDDQ7+148MfsUChPgDDQ2ZvQb7jRwXtjZVIV/stmqmll5Mn84+z8czyeaX1w0eGgUAD4FQx53fsmHn7NCkB3z7YiA/NjmBdUwITSQGBTMmKHxxpwFhSftt+eKx4AOKRPi/eGHFhVSCJcErAO2Mu+O0iQinbZA3fWOZS169D6QUzvJ1ahg9LY7xfWkwwCIg6NUrsOyvAZpPQ1q7Ly6k2Mly8PntCJtCqxOgIMKul+L8Hg+rL/hgpGgMCTuDVl6auE3Z7Tg1lla83PmZOLwg9vTzkxssFNdAfPuvFrqATO8ac+PPFE+iL2TDPW3r5h9Xjc0Y6oHJSIntOaKnZbdXVfaUwoEyW8NX98rWte2N2/NXB/H97st+LeZ4UlvrzH6T/9aT64D4R0UxgRCklAHw4NpEkCQiFAL+//M8a7aUXrDWc3P6O/AOgWKPL5cm6EnH1wZQH7nfg2uuTcHuAF593oKNTxFUbyh+cx48JaGiUMoEjcxyYcCAiCvivXh+cthB+0ePHp+aHEBNRNJisxGDcjleHp87bbP+avZmM52xz7Vp+Rnyqn/dLq9ErmAwABw/YcPCAbbIxZ7VXEZ04bsP8bvk3nQgKONMrYM8udedoMChgVotU9LzrPW1D1xxrTGwDmLxAjI5Ofa/JlLZGqID28hBWtyuzajEpCfjtGS/eHXfhL5eNYzBuw0jChvObpmYeoikgIgp1uy+MkEoJkESgp8c6ky1GstYTAJFCP2HwmIiIqmQiaPYWyNv6hh03bEzNuDq1Wj30Ww57yRpyJ2HGRtPBnnK2v21+ptwvevzT/vybXi+CKWOypn/ekz9jdrZGM5SBdH8YmjlSJsRZX3+1+PlxukdQ3YCw55SA7gUSQiVqJe/bY51VKM885cCHP5LfZe3gfhsWLxHTk+8qgqLxuKaepDXn3UzCyf29XhzI9Ad7ql/EBU1xiBAms5vXNKhMb5/hHvytA+dfoP4iIOlQa77aBEkyvwrf4V8/gMTEVLXrn53yYd+EvvUeiYiIiOqJ0ynhtg+l8MD9DJQSERFZh4R6CEluuDaJV8rUL64FNpuElatE7NmtfFLq+huTeOG52v/sREp0zPLip1/fqPr3rDOlRERERESKJRICg8lERESWU/vBZAB1EUwGAFEUVAWTATCYTKSAJQPKKdNzpomIiIiIiIiIiIiokCUDygdDLHdBREREREREREREZDWWDCgTERERERERERERkfVYojDMw2c9GB6VIAEwv0UgEREREREREREREcmxREC5L2bHcMwGm1Av5euJiIiIiIiIiIiI6o8lAsqfXRBCojU0+d9372sycWuIiIiIiIiIiIiISA5rKBMRERERERERERGRIgwoExEREREREREREZEiDCgTEREREREREVHN2nBtEp2zRbM3g2jGYECZiIiIqEZtuDZp9iYQERFRHfrA5iT8AcnszVCsrR1YuSo/oLzh2iQuuiRl0hbVvg4X9x0Vx4Byha5pjZq9CURERDRDtbUDl1zGwT5RLWrvEHHZlSmsv0DZOXzp5TPzXL9jdtjsTSBS5OJL0+eozVY7QdhS/H5AKPHvq1Zb75pUuOfb2oHuBRIzl0todBTfN5+cH6riltSHlatTOP9CdedGrSaIMKBcoRvbYmZvAhEREc0wa9elJgefDofJG1MjlAbtiIx29bVJXHhxCldfI2LOHAmLlygLPs2dJ+G6G6z10Pm5hROGv8eFzQnct3IM960cQ6uzNs9jT50EGM00u8vaAcErr05hfreEO+5K4kN3Vvc4XbpMxKpzi7+nx2vM8de90DrHtcOR2ZacTdp869T18oqrlB8/G65NYvNt1rrWGqEtk3389WXByb/z5lyrlvkTaHVJ+MS8qaDyp7uNv+bXsksuS2HVagmLFqs7N9ragXPX1N79jY8gFRJKTdmRYb6/Ygy2nH0vSsC/nPDjeISHNBFRoYua4nh7zGX2ZtSslatE7NtrrTn4Zcut8xBnNZdfmcLYGLBnlz3v7xcvkfDudpM2iihHezuAdnXn8G0fSgc3/AEDNkiDWzoieLzfi7meqQfgBoeIYHL6tfKyWTFsHXEXfa17lozjaNiBtY0J7A46saYhgT0TTvzXad+0n721M4qf9/j1+RBV1OAQEY3by/8gFXXuWhFnz+h3L54zV0TvaX1e76JLUuicbd59+bz1Io4fKx6YuP7GFJ54VONzcpGXXbZchN9Cp6Lbk/7f3Gukxzv1Z0EAbtiYxPPPlt8PTU2As06GzSv8CewPOaf9/RcXB9HiFJENs1/fGkWbS8TqhgRCKQGNDmky3jIn9zpvl3B7ZwQP93mnvSYB8+Zrvw4EGnTckCqx1tNRDWI8Wbsmh4i/Wj6O+1aO4W9WjOG2zgjmeqbPBH583vRlFjZh+n//4QIuxyAiktPkNCar56qWWM1mi6mxcrW1s6I6OhlcztU1R0JLi9lbMXN98MP1n9VVzM23JLFsuYgLLip+XVy4SNv1xJmJB7hcwO13mLOP1zbEAaSDyVe3xnHfynSCx5eXjOODnRH8+aLpmWu/Py+E2zuLlwi8Z8k4WlwSLmxOwGUDzm9KwGkD1jUmsLkjAqA+nrc+0hUxexOogMejX9Zz9wLz78PFEt0amyS43cCKVeo+a3Nz6c+0eo21xkZXX5O+7npLxDmbmpW9VnZfXrkhhWuur9172j1LxvF788L4xrLxaf/W6RbhtAHuTETwpo4YLmhOwGMHWl0SnDbALnNM2W3AZbPiBm95fZg7T9k50pQ51xoazL+OqMV0zgrVQkT+utYoXhzymL0Zeb62dBwNObNeggBc2RLH5bPiOBK2Y4kvhZMRO1pdIhocEu5bOQZJAo5H7Oj2yg/SC4PMpXznnDF8/UCTDp+EiMj6jHgYb3aIuLUziv0TFkmXM5DVVyPZTB6M3HFXEq+/akPf2VoYFVnLlVen8Pqr+VmLCxeJOH6sdvdlbgmW1jYJQ4MWP4F05PMBa9eJGBst/jPnX1h5EMZuUqLrLZ1RREUBFzXnBxNaXRKuaJEPMKxqKB2MaXEVf4De0BrHhtb8103V3vM2AGCWQRO7M4lb54xRQUhnE549o+/rmmXefAnvvCX/b4IArD5XxH4Vq62yQa5iY6Ds3196RQpvvmFu9n3XHBG+6QsaNHNkJvA6a3zCPnt9dVZYcscp5P5Zsvy4WE/XXp/E0SM2nDhe/ty56eb8+53SknS1vD9rd7RaRX+2KIjfmTPVDMIlTJ2Qar/8i5vVz+Zc2FTZDNCN7dar89zklGQDwDYBWOZPwSYAC30pNDjy9/UiX0p2pkyN2e4UnALylugREdWj8xrT9w89hsPuIoPRSq/JM8VlV6ZMyyqshiuvru1gSTZrtLGpug+PDY3573f+hSlccJGIDdfVx7HiNahup1UsXjJ13M+bP/XnxiI5Cz6ffg/is2ZVf982OyV8qjsMr8LY0f+Yq38zvZRUmzedJmdtnAs3thnTcP6aVvnn0WwWuhIevVfYC7UdyClUbKJJ60dsy5blKXLoTk5mG3xoX3VN+Wf2y6+0zhjkpk3WuH9n6yPLub1T3YqJQE5MptFRG9cyvbS0pvsXlHPHXclpJSuc0yuNyKrl65AlA8qC0VcllRwCcEFTIq/DcMCu7aJ1p8rlTusb47hrTmVLpPiwD3wsMyHwsTlh/PniCQgCIFnrMCMi0l27S78BdmtBdlX2frbYZ42Bs9UJ0C+rUK4pl90haV5KX4nVRZoAWbHzO5AO6Mm54CIRd9yVxI03VXe7nc78JdfZJi5tbVXdjDw+v/YBkqPgQXP9BeqPyYsvTeGSy6x5/BSaM3fq8y5YVD7hpLVNv8GnkiBLoQtUdp3X4hx/AgDwpSVBnNeYKPpzfzA/pKmhX20cGflcKL4frGZVQwK3qgw2KXFhUzwvKSurMNu9mhobpWklo2x2/R8QOzpNDnZqjAV4MguczX5kdrsknLu2ds78gEUW7jlLfO+XF1lRUkq2MaqaVeH1wuhVQQwozxDrmtKDAQnA5xZN4PfmKq/Zu8yfwCKv+ofu20rUHFNjgYb3Nsr3VoxV/T3XN6W7Q69vmhrQ3T47gjnu1Iyo/0lEM5se45RPdYfwiXkhfKQrjO+vGMPyQPq+MoerPRTRc7Aot6zz9g+nM1tbWqv76Gcvspyvmo1F5ndPPaz7A5nPX2R/Wy1QqTR7pZoqOVTXrkt/F9nMZJeGJepud36g1sqyx5vHIylaGq1neRqnE3CozHpduFjCh+5U/kywaPHUufWh2cqCjL87N4yPzQmXndBcEUhifpEydqXUWsmLefNF3OV8AwBwmwGBWj1955wxzPWIuKolji8uDuILi4LoKJHlqEaHW8R3VuTXcb22NQqfwkCNEUHZRYulyaApAAiChI4O/Q+wJUuNPWgn73tFrNLYByLbZLDcPaE5Z7VE9wL9vyebHZitsuHhxpuTuOxKa93vq+1MrH6bgOqRQLH51iRuuS2Jiy8tf5y0qWyim6V2TF5jtzcAFg0oqxnIntugbsbXU0H9GJcAXNAUx6e6Q5jllLCmUfmA7NPdYfzRQnVN4+a4U/BnMj0uaa6sbMX/mh/Cny0KVvQaevjU/JChGdNygfNig7eFvhT+bPEEPt3NZn5EVH/+x9ww1mbukWtU3ivlBBwSVjckcVFzIi874fym2sm8MpPbo98w0V2iLYLdgOyqUrrmyL9f7kN55+zKBv7LV5T+/VXnTv37tdeVfjDIDeidtz6FjTcncfW11ph0t0oG1qVXaN+O7EP/TZtSuH0GNOcLBNIPpZtuTSmaNGoq0+RKLS2BIjVB7TXniVi6TMRdztcVN2Hy2pGXwJH1nXPG8OUl0xtDqVVrJS88HsAtpM+FKzVkBVaTK+fY6HSL6PKI6DJw0niRT/lrX7VB30Cl2z29/Izdru/k72VXpHDBhami90m9LF1Wet+UC4Z1zZH//ey+KLf1fv/U6gevjnWMsxoalDfTy/2dOQbvd7Ncf2NS0Zjyiln58aP/NT8d87jBoLI21XTBRcquB8uWF/85jzc9np43v/y+LHdZ2FBkHDm/W8LNm8uPhSavOzV4yFoyoKzGda3qToi/WBzEZ7qVLa/a1BFBs0OcbKIgCMDvzImouvnJWVJmefCVs6YHjytdWuCxAx06Ln3WKpvRZpQ/mD89OFxu8FaqGQgRUa06rzGB2R4R960cw2xPZdf/L5SYkHTU1rO9IXJrpxYza1YVNsQExZZ25ga9159f2fHnKBMk97jl37cUQZCwdJmEhgagvb2CjdNRY6O+r2dTkURx5dUpzO8Wsf78FJqbAWeFYyO7vXj2ejkSjGkkqlW5MhUer/IglN+vwwblMDrz0ekEzlsvokGoPADhsqWb91VKrLFhe6Chxja4wEdUlmtUaoE3iRUGPxeWUo3Sh3PmSli4OB24vuzKFK7aYExw3ltBbenV56Zw6eUi1p1fYtsU7KsFiyRccFGqZACvUkuWmh/LsILmWcrGVa6CMcA5gSTuWzmGjRbsr1VMe0dl33mxY2ZJziRMpZNIra0S2kqMI30K7vtWGvOoVfMBZbUanRKW+pVdzFf4k/jqsiCcOu8lu0z9qFxXtqRP8tymcbV8kGUVa8agJ68duGN2GN2eJK5uieFPFNZm63JbIytopnGUOReIyBpmuzmIL+WSy0rvn1oPKGj1gc1JXHdDUnGX62LK7T2HmrIRmQGV3sFbpXJrTp+3Lv3nc9eIaG6WpmWRrVtf2djE7S7/MwBw401JdM6WcPGlIhZnApQrV2k7510y73nzLeqDRoKFnlC6u3W8/uk8oNerhEZuHe8s0+u+FuGt8iqMSi1eUhvb2+yQ/75dNuBPNdS6zrUpp/HeJzPJP8Ua/cpp8OlfLlHu3c9dY9wxP2fO9HrNxbjd6o6ZcvfYUgGzFask2Gzp4/SKq1P48EfS2a+5AWa5rSm8ZggCsHCRpKnMkVJGlNPQ22UVrPBRQ0kJhouaa38FYWenVHqyowx/ALj8yhQCBWVh9Cw3tlqH1WWBxmz5rIpfquosNFzTphYLWJfb5BaXhM8tnMirVVb4O3+9vPp1iCvxreVj2NRRneUVl8xK4E8XhXBLZxQLFNZm+9+LlA+U1JZZqSfrGvVdqjeT96VWKwPcZ1Q92QYctXivJfP5/cCsFuVZw8VICpa4L1wk5pUTKPyNbLZuNpu5U2U9Ri0KG9QB+QHXpcvT/97UDFy/MTXtAWfJMgl33KU9g++Kq5SNgRqbpv+d1nNernGNXM3vUqx2uWlXGARSotRny9adliN3LOnF50tPJgBTQeTuBaLuJQayvrwkiG8s0176Ypnf2KzWy65M4bob9XuPWrl/ltrObg21rrOubInhmtap54eWzMpfNa85KzCs+n1b26SSk7lyGcqLlkwvg2GG629Ut79zP6dc2SslwTNBSJcsEgTglttSeasfmpqmv2a2gazc6+jp6mtKB7atxO+XLFP//76VY2izwOr0Si0/R6o4+Ns1R8JNm1L5pV10/JqUrEBcsLD0d9GQCXhXOl7O5XCo65mglSUDyha4jgMwbgCgpHzFfG8Kjpxvp/BXvDVUY319Yxwei2+vmpIiH58XNm5DLE4um+BrS7U/FJiZ9bg6kMD/VNFYU6lsHe9Og7LePzk/jC8tMb8eeq35YJUa4fzxggl8bM7MvUbMRF5f5bXX9GSFh2HdKRj4X3CRiBs2Fr/uLl2WCSh7gU23JA3NRMs6d+3096hGIDurkmXQemuoUpb+xg/o//BUrKyL3kplnK05r/LjtVEmKASkTy+nM93E6vIrRXzojiQuvNi486PVJSJQQYC8wcDgOgDYbfITI7WuXENAQedw3UVNcfz18rFpDeY73SL+YnEQN7QpX7ka8Kl/1mhulnDTzcXvCfPmTX3ezbclcflVKV2bZlbCqTLLN7eUjtpgtBJyWZOeEhNgespt+Gd1i5ZU77nWyExwKxFs+o1rV2psTlmOklV4c+eVOY4NGLvb7fo2Ai7GIpdNbRb7kuisgZmX2QWBJS3Hi9GDJz18aUlwMuP08lkxfG7hBP5owQQ+OsfaHY2V+HT3BOZ6UvidTKCoWsEpq9lckGXus4toUtlhvJBcI0UAuLqlshIptjID41aXiNUNSTQVWeKnhd8u4o8XhHDfyjFcV0GJl4ua8jPBb++M4JPzQ/hspv57uc7pcm6vgWP2M90T+IvFQd0z4YH0Pvv60nF8cXEQ9ywZx90KgvKLCurdn98Yx5eWBNFdcMzmlsyZ502ZvhzXa5NwqUwj13P8zG7PmqXjA8o1ZZrAAbDOTHmNygbCGhqnf2++ogH9/L/35yx39PqqU1JBbrJa7xq6teL6jSmcV2EJj3LWrkuhwYBSJnIPs4IgFW3CU4qnRCOlUjVd9Xgo3HDt1P7PzdRKZj5GQ0PmAVTnxmRG6PYYl3VVrmZ2rZIrM3fvijH8Xia54mKdl8d/ZE6kaAJUh1tUlcwjaCiRt3BR6bFy7mSwxwN0daX/2wqBOjVlogr3jdpgtBI+//T9X+rrW7RYv2er3OzUpqb0eOCa65JYf0EKt3zQWo1fGxpy/iwzXtGT1a7RxRo76kGvrO9Zs9IluPwBSf0xavD+NuL7VFK7WQ81HVD+wwUhOGzppVNW9scL8ssplDpeVhdZzr6sBgIB7S4RAXv65Ox0i5jvTWGRT1nXa6tb5k/hfy+awAWZrtVrSpRquCzTVLGwEP4n55XPhvXb9bkYF6t1VmmJicJM8/Mz+6Nw0kSNP14QwvdXjOGLi6fO4ytnxXBLZxTfWj6G3+kK4xPzQuhwpSa705bz8bkh/F6RTPJFmWDgykACdgH42rLp148vLArirq4wvrV8TNXkwae7Q5PHe2MFgeqPzInkZYp0uFNYGUhiicL673Lkgpxzi3Tu3pATzP/r5WP4dPdEXv27csrVLv/EvBDmFBwzmzsiWOpPocMt4nfnRrBc52veMn8SjU4JnW4RLS5J0TKwwi7It8+OoN0l4g/mh/GZ7gl8KXPMLi9YfjvfwI7opZzfGMc3lo3jr88Zx4e7KisxtKkjgj9ZUFnNRCtbrWN2qpLl/FobyWgpd1AP99xC8+ZLWHNeCtfdMP3cKlqv0AL7wcywlGCTLLU82G5XHiTREjwC0rUWAeBDdyaxcnUKH/ywccGGtevEkk14ipnVou39ymY3KZAbKGtpmXq9RNwCJ4tKl83Sf+I5q9Ka77XEIQBrGpP43ooxXFthrxu7pa445ZuCFqtVukJj/XizVKPm6oKF6r7b9RfI78Ni2cbFJtoKywQ4HMCNN6XQ2pau+ay0T0C1zO6a+hzXXm9efya5pBKjGfld2O1Ao04Bep8P+MCmVNWCrXKqVQs8m5F9/Y1JxSXQtLBmQFnBuOYvcoJPrQZlKes1vCoMwpWakS3WoMBfAxnKAHBuQ3rwvrBI1mm9cBT5nv5y2Tiua41hqS+JTe1TAZ37Vo5hZUMS7a78k/lT80OTQSkA+Oby4pMjXe4UWp3lLwaLvEl0e1NwChI8Ngn3rZyqt/3ROWFFgW0lvnPOGG7JZCz/+WJtgaf53iQEIX1ONDunzuOWzDntsQMXNCewuiGJv1gygXMCSXz7nKnP0+VO4cKCbN5ZThHnNibhlwmg3rdyDOc2JvLeAwD+ZMEEbm6fCph2eURc2JyAxw5c0aLtoWWJPx0Azw2Uf3nJOP73oiC+e84YvrAov4bgHy+YwHJ/YrKcxVeXBvGFRUF8aUlQtpFobvZsbr31YgovO63OFD7dnf+9fW7hBL6+dBybOqLw5Bzjy/wpXNMax0e6wvjq0vGSzRT/eMEEFnhT+MaycdzeGcFdXWHcMTs/uL+6IYk/WzyBZf7E5DHtLNjAj82J4JLmGD48O5KXrf75hVP7c2NbFOsLspk/2z0xmZ3e7U3imtYovnOOfA3gby0fw11dYXxodgTnN03/njsK7i3Za7nPnm7u2u4W8ZWl47g5J3Pfhupcry+fFYMr53s4tyGBj86NlFxGXO6edknOAPSa1jgW+KzdrHT1Gu3b56hwZUWWS2HjnEWLcmr7qmhERGmCkK6jJxfoKZrVWfD3VgqZFc+q1o+VPq9aWgK1wNRXbrMBq1bLHy+1Ss8GQoWqcTzqTW6L9Qo41KuFmXt64YQ+ANiF8pORd3YpL+f1LZ17/Xhc+q+yK1YD2CplL5ROrF19bcH3qeI0mDO3ghhKieOl2LF0eZEJ4GJBcbmyUXowahVC7rFT7JpdjQmLSpNKSH8uV84qOZlyZF1z9D8ms5PszbOMLTtmyaGWkkFwh4U6zjc7RIwmld995nhS2BWUv8oU+6pnOSV8aXEQD531oidq3cJeywPJvABmLfni4iDeGnXhteGpKbaPzgljiW96cNxnB25si+K5wfw7YLY0yWcWhCBJwCN9Hkg5R/T/nBvGk/0erAgk0e4SsTyQfu0/XxzEUHz6MSRAggQBXpuIL2SCtsfDdvzziXRBv79ZMYYv709307muNYorW+KTAaXvrpgKVt7WGcH+CQdcNmBlgz7BflfB5v7F4iBORe34Ta+y7jvfXDaeF3hz29LZ3VtH3HnB5ULuzPt2uVP444UTcNuAG9ujCCUFNDmlyUmZhb50QHeOJ4VvH5paA3vlrDguasqv673Al8ICX/q87IlqvywWZgGfE8jf160uCdmzvMuT/ox/unACJyJ2LPSl8KnuqcF6k1MqWU7kjxaE8PNTPuydcKLBIeIvl43jaNiBX52W3//zcyZ5rmmNTTbJ3NQRwZP96TtbuytVst55tlvwvSvG8cqQC0/0T90Rf6crjN+c8U3Wjg44JFyeE4x/dlBEsOA6+enuMOIi8PKQGxcXZBv5HRLuyBkQ3VJQg6/FmcIN7TGEUwImUgIOhdLX1CX+FP5wQQj/fCKAzR1RLCoRFPXYgQszn+myWcCtHVH89aFGzHanJidJPts9gcG4La+mfa5Zme/o4uY43hp1qVrCWYklviR2B52IJ9Nv+IH28oPHLk8K+0PFoxKrG5LYNmqxdA+DqPmeSi2Lmz9f/QDNYQcSYvphUUmzOSrNyiGkWS0SrrshiRefz7+v3HhTCklrz9cocsllKfh8El56Qd/HCc1Z9hoPBp9PQjQKiOLMPB/D4fr43IEGCePj1v8sTkFCwsBrv88uIpzKH7Rc0hxDp0vEpo4I1jUmsG3UJft8U0ogM8ad70niVMFYucudwnVtsckxqJ69c+49ZwwP2/R/7i92nbHKEXThxSLe3lZ+RxbWeC93GWxolBDMnCeXXaFsv9p1CrJ7izwiOl0StO75G29Kqj7vFy8RMTRoTjxl9bki9u+1yKyFiTpni+g7W3o/5DajbWo2+fpe4WCztW3qz4sWiziwP/+z692rob1dVDw5dvGlKXR1SQhoXGFryYCyVSg9ZM9rTOCVYeUP4YX1N3OVOlbb3SI+s6B0dumn5ofw76eqn8P/CZ2yXs3U6RZxU3sUu8adaHKK+P154ZKZhje0xeC1S1jbkEBf3IZj4fzTSRCAv14+jvGcIFqXR8T/6p4+wz/bLU42qLt3xRhOhO0YSdiwZcSFnqgj73cW+lL43blhrAokIAjAeY1xtDpFfKCj+PKWK1viuDInuPet5WP4xkGZtu4lXJ4p5bGhJSbbYbvDLWI8qfxCL7dvP9gZxZqGhGxGbq7vrxiDgKnB4CynNBnYy5UN6H5hUXBy8C4IxQe6f7wwBFHmK//GsnG4bBLuPdwwbZCeS24bgHTt2mJ1dbu9qYq6ZwPpa1WDQ8J5jQlMJCN4pM+LjW1RbGiNIZIS0JjZLrnJnmta43ndt7N+Z04Yzwx4JgP4ha5siUOU0kHmYFJAl0fEBc3FJ5O+ujSIr+yffsy5bMDGdnVLs75zzthkQNBnl/Dp7jAe6/NM1uNe6Evh+yvGVAd3/Q4JH+kK55WwWOJPKSo1cmdXBHd2Va9Odbc3HTi/70hD+R/O2Ngew6qGJP6714v+uB2/Py+En/f40eIUcc/SIIZrbdlzlSKJ684v/sDVpbCuW+5PtbVLONMrYP0FIna8U/yB5qJLtF0X6q3kRWGd2g3XJfHKizn322JfQeF+qGC/tLRKGB5S9wK3fzhZdMm1w5n+P73MmSui93T+xVpQkHFYqcYmCY05NYvbO0oHJ3Jre960KYlnniz9GOL1SohEjD+gbXZg060pPP5IbT4WNTaqf9BeskzCnt0GbVAVmN2roNZkx8zZ8d5NKsdd2dcAAL9dwr3njOGrB6bGdNmkl1+drnRLS7zxDJFdxdTcXP4Y11JOS8tqBz3rMp9/YWra2McfAAb6tb1eY1PxhqPFtHeU/vl155s74/uhO5N46Le1eT/SU/eCqe9p7ToRp04aH4hvapawcrWIN99IH6MrDcgo91ej0a+K6+a8+RIEIZ3wosWMOlI7XOouDsXKTxQq9VOLVc7+Vjo8anSI+OaycUgAvpWTlUnKuGzAV2Vq6soRBEwGaRudKSyTCTp57IBHZV1kh4BMACvd3OsXPY5ppTLWNU7Vl/0fc9UHsbRkDtw+O50BubmzeCbkYoVL5C+QKS8ApLMGywWTsz+nRjYbuByHANkLcDbre3UgibfH1I+q5CYR9NDpTmHvhDOvzMEVLXGc25CYzG52alxev7ohidUNxUuZ2AXg2rb096ikW7tdAL63YgwpHZ4BC7PjAeDWguNSa6bwRTo3pTFSm0tEuyuFgbiyyoV2AVhQ4eRFvfB40w1EzvSWH5wWm+G/ckNqcjmZGouWSDjTC3TOLv27gQADJsD0h9+2tvz/LtbkTsd4Mpqb1QeUy9XvVCPQIGEiqO79r7k+ZWhzqas2pCaDyRdenMI7b9mnfTeFWlvTx/TlV6YUZeMsXyFi57vKByyazxhJfSMuK9XubJ6lPqBsZAmNalgVmP58JTeB0jwLGB2Z+u/FS0QcPWKt7MDs5K4ePjYnjEf6ptcPWK3T6sSsYqu2jKD0yF64SMTxY8Zs2OVXpTP4Hrg/fWFftTqFEydsCE3oH+3+8J3Kx2mlJryzLr/SmHGf1k8+W2bs09oq4fjRyrZHDatNvNts0uQKmdldyjNL613u96RXlnw5breUV9N7xcrMOabDMbN0mQi3wlJ5enOVGLNUej5Y8nAtFmyqtkYdaix+prv6mbt+h6QowEPWt7ohXUKkWJdkq7EJwF8pqJumdpmdVSyy2HZvbI/hjzI1i3OVKpVhJrsgHwwm7fQcExfLsK8H11yXf+56vcCll4u49fYKzmmNu6urS8IddyXLNvNrniX/94uXWKfkVzUUWyILpJdMuqvQkEjtV325zs1PztXQRLK5ubL3LHdt6ciZTFmwUMJNNycnG8AU4/GkG02WqhX4gU3az8kmhQuvfP7891f7/V58aQrzNJS7KUeurqJeuubU13VD7gFY7oHZXjB+XrKs9H7IZjrqNRkjVwfXUzDR79Eh2/p/LwriLxYHsb5p+qT4Z7snppVgqwU2lWdm4Xfty5xPcj0Tzr+wxDVa5tgqnDwWbMY0XSscq2jhKTgPpl1vdbp0aQ1Cyd3Ti72WYZOiFhvurjlv6rpUjSaLejtvfap4P4siSo1R5s1P74/clVxaJumdLvVf9IUXi3nHhy1zXSl6jKoIEJ+3XsSKVeYcfEZOIlvy0b6hTDD0JgW1Iq1CLkuuVM3EhTWaPWaxiT4ykU9B8NvBA0YXdgElawRTfbq+LYpGh/aAyF1zIljmT6At03TQlnngtVrGRlkqttfnB9oKmrDYbPo+rMxqKf4taMk2yf7O1dfkn+PFuqdn1dz3WIZu31EF+8WZeZApDEQW09Wl7wPD3HkmPICo3F+BBn2OvUqWgip9/wsvTk0rKaNm2+d3S5o+6wUXlb5fr14j4pLLKr+nyzXaqrfrgpyAzPnZ3qHug7syD916BXUuvHj6d2E34LuY6xEn+wtlS5Vlmx53GtR36NPdE+h0pfDZbm2NuctR2xi4MPMvG4BaK9PYrXA8UMrm25Ky93AjVink1llt0LjQWKhSdKdRXeVETczK1G1v1/eeW65hqNz12eu1WNS7hNxg5QWlJmtyFDtOz12bwrr1ItraJSzNKemSeywoLQl3/Y3q76dqJ3bnGNBMr9ZYMqBcznyFBaO11vX9bPcE7lkyXv4HM/QcF1w+q7LsbD0P6Ran8pPQxa71NUfvDsxq1OrRUqvbTdWnduLzU/OV369uao9NDj4n7z8qDs5ubwqf7g6j3SXimtYoPjl/qiTLR+eE8RkND4dfWBTE2gZrrC6S4/Gk66LpqTAbozA7CkhnE99xV1J1MCf34aO9Q8Kll8/MiaMLL5b/3J2z0w8Z519YnazL7GRBpUEmpwVXAfhNLK1iRG3CcpwuCe3t6dqMG2/OZANWaRcsXFT6jex2VJz5vPa8FObI1HafNct6x1415Ab95s4TDc0Cl6Mka0/v+PJnukPY3BHBl5dO4L6VY7qtWm3JTEIvyfSZWOZP4YtLJhT1mVBrU0cEn5wXwucXBqcF4G0yGd0XXZLC8hVTf3/DTcmcn5/++h4Vx4GS6/7cedVpGrjmvKl9Pb9b23t6MoHKSlct1Osk1R13JXUNlsutUij98+n/rdb4xkxyEzuCALg9wIZrU0XP09zayqUUK4lmBYEGY+/JuVnvRqvJgLLS3bNS4/KeJf4UWjSkyOdqc6WwKqC+FqeeF+e7lwTxJwunAgNqP1GtZkuTMnp2YFaqxSni4uY41jTUTp3aXDPzcYy0uL5tquGNkslNuUm5Ug1cJ2XuGVqOTUEANnXE0O6auque31S+KaacLo9Y8X3TSIKgbR/JZfplFQYKbDLfodZg3Y0fkP8OWkpkQWdZ4SGvvV2fgWyxTN8rrxbLlg1pUN6vsqz2dgkOh4Tz1qWw+Vb1Y8tsZvOy5dZ7QFSaTWSEVeeasD9yDikrnCt6yP0cnbMl2YZTbSUy7tQGPKxo3nyxbGR2yTLRkrWj9V611+oSsUGm2XKlOt0ivrJ0HFe3GD95vMCbgscOzPPKXCNkDtfuBRLsdqCjU0RHp1i2/I3W4+CcFfLXLKMCV4UT4fa8LE2NAeVMgHzBwuqe98WuM4GAhIYyGby1QO7+fukVKWy8ufw9du5cCU6XhI5OEedmMupr6f6Ut5JM4XYLSDc8nvb3VvjcKrZh+TnazsNyjSErNUumbJ7doJK4NdmUT22NFjPcvaR4hpfc5n9qfgjjSX3PoDaXiNz+KEpO0G5PEiejNXlYUA0I2EXc2aW+iaBV1MK1h6xndUMSvzMnjN/0+uC1iYiIyuZyVwWSOBlxoM2VwmDcjls7IzivzZY3q2qFcVetmWywoYCaUgMXXiziyceMmadva5MAQcrLTrIyvQbKpZqIlFPYlb6SB363B/jgh7Xv+/ndEg7sEwx7UFqwUELv6an/9isszQEA7R3yf2+Fa0upzECPR0I0Wn4rr9qQQs8pAceOps/N3Pu4N/P6qzXUqLYqp0v9kt1zVtT+4KatXSo74dberu41/QGpSNM1CXqdIXd1hTHfm0KDQ0Qwqe3+oXVFrhZW77Vw1YbKz+VS3+zyFSLCYWDJkursh8Jtya0jq/V+smatCH9Akl3JYCS5VVzNsyRsuCaVVyu3Vrk90/fn3Ow+znxX2drAudadn87Eve129WOMiy5J4e1t5jdamt0l4XSP+gOy8Ll68VIRixebf41paUmvTCvXv6J7gai5NE2uwpJ5Pp+EcFj/UZhRY9CajBwqvVVYYTCs1PIqNEsoNwP+zWXjeLLfg5OZldrmn85Uq1w2CXGxls5AImOtyCwRLXYzz/3rry8dR0IS0OIUcUlzfPJ88jsk+L1uhHKeHc9rTODsgL1s7wGaIjfo1yJQkH2s11JquaXpbg9wx0cU1qWzwKXXig+HpWpca3mtkWHlOzrbT8Oo72bOXAm335HE8WMCYlEB3QuUjZRL1eut1nfo9UqIRNTvmCuuTuGFZ8s/xnR0SujolKYCyjn/ZneklzfPBIESGftyJQRqjQBgVkvlrzM3J+Bz7hoR27ZOD9Zsvi2FJx7V5xH6wub0ir3PLZzAvYeVRybu6grj/jPpJRqrG6xzDH+wM4LjEWMDXEYfrY4SX63LBVx8afUmoAo/a/cCCSeOS1hVpgFqKQ4nsPycyvailozi3AD2TZuS8PtdEATrlkozglxCw5KlRfalkkTABRLe2yEhkTB34CcI6RJWoQkBc+dK2P52+d9ZtETE0GD+dq8/3xqTu4IAXHdD+TF3ReP+zNd+7toUli3LPwZWrxENmSgw6iixZMkLX5mBjdLmAmoG7oUdd9Uo/M1ypS6MvBF6KxgU+h0Sbp89lT06X2HJi053SvHPkrVc22pMg8trW2Py/2CBQEclSp1dzQ5r3ATJmrLHjgDgvEaZAXTOudHolNDqEiEI6euy05b+XznXtcbw7XP0q5FYiVYVdfdrfXnjilXKshIadchcqLarr1EenJjdVRvXPYdDKhkkKHTF1aWP5WK1nYtZfo6IJctELFlm3HFvt6cfTFedK5YMHuby+Ypvz/zu6pyjF8g0LcsqnLTJlg5paZWm3ZAVl21Q+bHON7EkiFJKnnfksr0XLsosrdZ5e0xRbLJW5YfLDe7Mmy/J1qn1eACXW/v5cYNMj4VmlZm/2UC01VzREsf/mFv5SkS5pvZK/k2JcrWH7RrmChqbqnO9tNnStWWNXi6vh2uvzx9L5JY4CgQAf8B6V54bP2DM5Ey2wZ5cPe+iFH7FXRZpCucPABuuS01bHSZnxcp0PfvcngF2BTGswjFLtp+GnMImnUbQ4x2cDpXHhc70GMdbMqBczIdmR/AXi4OTnemVurCp/OzXmoYEPjonjC8sCmrdvEkLlNS9NIjaAUkhpw24b+UYvrQkiCsUNgj84uKJyY7CVFtu7igS+K2Qo8iD3e/OCcv+fe0oPvhZ02jNwT1ZT+4Sr4ub4/hf80OTR9Z8j7r7hyDAMtffi5sT+Gz3BP5mRfmGn2pKScgpVdtYT61FOsEXq6M4v1tEc07Nw9lFagDLyZaz6F5oXpB23fnqgmdKG6OYTW25inIlIxoblXcZB9IZYevWi6qC2oX0zCKdNUvCeetTJTM6q5XpXuptmnNqANrtEpoyQZvlMuef3HJqOWpqp/oDEhbptPzWWyJ4Xym542rV6vLHZ7ausj+g9xZVn16Ha+Fx7y5Sdsem8L4rVyrt4gqDwXo8q1rNNa3RvOSubk/x41dN2So5WmsPl1LpvdDjkcquntIyEX/lBvMmxLwFPQ4quf9Vi1FJABdfIuKiS1K69nbIytZcznLCOisWipE7kpWMl6+7MYXrbpz6fKUy9YuN34u59oak6kbBukzsmDyvcvmVdRpQLvbV2CChQ2F2sisT0Lpv5RiuyWRLOst82vObEujyqN+phRnV5Roh1MLjV3smO44IAG7rVJdtUOwYt3LTLiVKbX0DM5RJgcJu5a1OEefklDyq5TNEENJNbZXcO+ZU2F1cafAoVzYAoCa7qVjd3WIPRhdfKuKqa7Q9wLndwIc/kiy+/FGhSu7dat9bzcRArdR/LlSsmdn8+RLWrqveZ9L6tXpyghTZ5jEtbRKWLpM0Hytam9CU0yVzXcg2OuronPocwuT/m1IYvCiUfbhcf4E59+pytRgrIRdoWr5CKlv6pHuBhGuuS+ZlidUsHZ5Zik0UVsKIJoBanlWtblNHDF9cnA6UNzpKP4Oes1Ld8VoY1Nfz+TY7+VjJay5cLGLTrSlsvrX0/UTJEvxCnZ3mnduFu0TpJEw9crmNm4D3eoHVa6aOjQ84dhjyPrLv7dZYv11mV5yv4N7sduc3mwvoOBna0qK+UfDs2fpVOKgGuWcaPa6HNXVqq/nAi/1TD+jtLhE3tEXxcYOaFggFh0TZh1ULjts2dWhbntTuqs0HRFJnHbNvAaQnteT87pwwrqpC12uqPdlSKH67hOvbovhMdwgLfVPXzdxSGDOJHrUuSz2o3/rB6Rkaq1aLWLZcxIJFym7Cm27VluXhUrDcT47dnh7n1NJkrpoHRCMCK6Xol7Eof7wINmDZcgsO6ArkPiCtOU/ElVensHZtZQGpLh1XCOTuwcUyja7WrhOx8QNJXHKpWLIx7uoyD4Kdnel/V7M0Xeu5LEdttpQacoEKuz2didk5Wyw6ASAIQGtbbV1z1Fq0pPyHO299+p4sl/leqWKNz76ydBz3LBnX/f1qmdLxkJWO12uuT+HqayvLCPV5paL3/ty/s1KGr6JrY862t7ZJVR8D1Do1x3luY1VvFetSr1r4Pjbfpk9GtN5lH5qa9H09vc3KrGZUWqJMlSLj1nLl3LSy0KVpSrF6xmruH/NylsoIArCx3Zil/Xr4zjnllwcb7dwiDR2ubonh1eHibdbXNDDQSDPHBc0JvDgkYiSRH0VZ18TzgKb7ytLxyfuZIAA3Ze5D7a44TkTs2Dk+fURu/fCUdSxeLGF4SMTJE9Ojmi739MZpTmc6OFXo8itTcLkkvPxi/pBIryZ7SlVaBiSr2EPnhuuSeOVFBcM+gx7W1QYBZkqzNMV0+l46VWTUXHVNCq+9PP0pr61Nn23J5XBIRZe8TqtXLrMvyk1urFglYcHCJHxFVh3IcVZYRq5aSgWarry6/rJZ5RS7fgYU1GldukzC0mXKrjfLMsH589bJN+wrVOy6N0uHY+sby+orIJ1dwaV2xd+SpUYe46W/J49Hvj65GqUm2O2Z69plV1ongWvd+hTmqlzV0F5kpU89cegcEFWzz8yaZLHbRE3Hv1FHg9M51aBwZQWNK6th0RIJre1J2cB3qclzJW7eLH+9KPyuStWgVsOSGcoXFAnO+FXUj7PyZatw21yW/BaUsXKgnsxT6YXQqhwCsKkjv5nK7xu08oFq3yynBK/MAFMQgA92RrEikMClmVr1TZkHqFUBBtGAqWZRpQi20g+SSussds2R0NqWXzf3vCqWMsjS64GgWCak4iCgwuu37ANuJitCbqWWXgFz9er0hlQFHVVo/BTInHerVZaE8BTmOpQ5fwQBqoLJtcppyVQh45XKfrzltiRu+5D8vbV5lrpj3JdprpVbJmTefHMCFwGHZImGvHppcEi4qyuMT85X3m/lhpuSshPFuYpliSuhx2qqcpRM8rksVDJwyTJJURAx95LsVLD9t30oiQ9+OIn2DmsHAotZJLPCphJCkfhQNZrNmUFLKbvcg8ztkXDdjfkJpVYmCMZlUfvKlADL0mvC2ZKhzGIlI1aqedCu6rmm/Yi9ub3yTrh60Lq7Ku20S1Rrcs+V5f4EVhXJ7icqJeCQ8Afzw5M1+BudEr65bBzXt9XvJF22hq6SGfF150//mTaVS8ZbWtI/f+HFyoLDucvtWipcnr7p1iQ2GtQtvBy5QbSWJoalAi1XbUhhjkxn8ckGZjLbYDdtxFkfAxWzPkXhw/0FF+o72eIPALfdrr52uMdrfF1uuRIcZrjhJuXXEgeXlU/j9hQPOKtNgJD78ey9hip3YXMCDSqC5E1N5VcnVFK6xojrbkdn/jXV6oEvzQTZPxbldKZXW3R3p79/uZr6ejHijK1WjehyfQAKS7FakswmajoPcl6ntVWasROqZrNkQLkYNQfa+VVcgq72tM39+WvbWHeV6k9ujdh69jtzrDEhRPXB75DqdpLuQ3cmJ5tXFGtylpuBI5epoPZe6/GmyyYsWKjsNxtzG1tVOB73emWW6cuYO686mTiXXaH+fXKX0RdmjLuKZciU2G9618crS6dzqdLlzHrR+rCqd7BLbUanEk6XsjF+tlZwU6YOcm4Wjp6XTptNwupzUyZm1eezei1IK7BKUC538m71ufqPhVlqsMoMOK7UXMvPPS8Ff0BCc7O697jw4hQuvdzcZzGt52T3QgnLlou48OLazFQ2WrH7ktdnjfuVWTRlOGu0ZKmIm242LmnEiHFWlsOAUl41EVCe407hK0vV1Ylqd5tzEfLbefGj2vLNZeO4RWNTxmIW+VL4tgVqgxtpbUNcVRYF0UzX2ATctCmZ1zwk19Jlyu+f7Zml+EqCtkop7Rbt8+t33lu9Sc2Ga5O4/MrUtCXFcp2ic1X6DK6k5ImRvDlB5HLZQNWiddl2U7O+2+HXsau6WvO7JdxxV7Ls8VepD92ZwopV1ri/+wPW2A4qLrfMkCunFMvCxfp/dzwaKjO7S9313OyJirY24AObUqob8i1YKOk+ITa/WyzapFZPNlu634WeTVGNsnKVNcYHAGbmxcGk89PlMqiZXkZTk7oGwrnKlYy5woB67DURUG53p3RpXmAV8zMNA29oi5b5SfM1OS10oSRD+B0Srm7VP1PeXRNXF/XcmcGUmpruRJQWCOjzgLZwUfr80zMgu+rcqftdqeDyLB0zB4xo/Kd1/2azpbO/b7NJaGtP15gu3M9GB8IvuMjcsUdu2QA1n3XteSnDslZWFWkws2q1sVlouYHshsbpx4JVNDXX5z25uU4/V60orGMqF0RoaZX/XausbqhHN29O4kYVZaU8nvR5dL5FJghr0cWXivjwR5Tfb3KHIq7Cmvcm0ysOaa8wscgxQxOTZhlQJqhrjjS5Ek7txJFSahJfKnXt9erHdmvXpXD1NaW3sa1d6xYVV6chH/Ns7igfJG50Srhv5ZipDe3sBTOMbUUCx1fMYkkOArwMnk5aEUji9s4INndaf0KIqFY0NEqKGtO0tkmYN180JGvIZpsahMo9/KzKLF9W2uxCiRUWym7JZn23tqUbGhZbbloqa2L5ChFNTVLRDvCXXVF+gHzHXXoHZKt3/1p2jmRY1kqxB/KmWca8X9aSpRKuuyEJQZBwuYLvr5pymwbqMTnj8UplM86aNGYNaVWsRBDpo9z3WXg8dHWV/vlKbk3/c+70Js9fXTqOT+Q0fz6vkSUvgHSDzUYtK5RUfkEWqaRSm3J2XrZcEeWz0hiwmoo1j67EnEzyw3U3JHHJpcbs12pOqKtdlQAAS5cp2683bEzipk36jbVronT1OX5rN71a5k/i6YH0ny9sro0bvccmIZSautIXeziv13qepI5d43Hw/RVjuGd/fRX/EwTg8hZOtBDprVHBpeKa64wNaF1xlQhAfiBqRFM5I5q4tLQqH6g7XRIScQGds8XJBmSCAKxeU3wwXiprIhAAbrip+L9rLdtQmTofyBi8SwUBmNUCVZlp1aJ31tvmW8t/xlaNAV6tAW+1zQpJnXLXYC0BhNY2CTab+u9tbWMSOJ3/d81OCRKmjksGlKuszm8f1WJ26ZBCvKpWX0urhOEhfQ8EpzO9mq6jU4I9E9Wc1aLrW+SrQsmXXD6/hHBI+T5Tep7pXQqtJjKUlQRpGx2VzURUcqGb77XeILsci13XqU7lTkh8c5m6OuhEVD/K3WM9Hkl2Nt7tmRq85TY7ouJKBUC83qn9ecddycnyHcuWS4rHQVqyJkgHfAK2hDUlJltK0Tp5pOb5pFztRJquoVH5iVVYfmTd+anJZrK5mczXXFd+2THVhtx7pl6kGXItt1oQ2Yr03EXZsk/2IkkRZjKqFJggpHsepJNB6s/Nm2sjxlg3jwW8ZqnjsklAbRyjVAcW+5Lwz9A6UURU+sHi/AtTmDMnW98wBU8mk+/Kq1NobJQwOiag97SAZcvr8xqy/BwRhw8ZN4qx5ZQsau+QcPKEgAsv5gCg1hQ7+uvzrLAuh0VrSG+8OWlITfZ6lJv1tUzhEmE5S5ZKWLI0fS31GBB4zOIzbuU8XiAaVR/kNLMJaa3jcVtc9wIRJ0/Y4NaxzvrFl4oYGxXhfcN6qxiMbGBX7wIBCRMT1j6bGFCeof7H3Aj+8Xj6Ltnl5oMlAX+4YAL/ckL/kdOXlgTRVOEKAiKqXZcWqbs6v1vEqZM2LFo89SC+aMnUn7M1lb0+qWzdylq25jwRa84z7vVXrCh+/c1mM9sU1MnffFsSEi/l1lO/pwap0MAHdsXOWy9i6+uZ7k0qHiBLnWrZWsyseW1Nl1+ZQn+foLpRohEZyrmyvRnq0gwJzlx3QxKjI+o+7PoLRDQ2SujuVn58XXdDsmRg1uk0puEamWvhYhG737ebvRklWbbkxSJvdesmt7kqu6Bf3xpNZ/3WiNwA36e7pzeByPXp7gmjN4csYLHPmEFNu0uEy7JXGiIy2twidXMvvFjEbR+ydo+EXNnMJsHi17PcpfV33JXEytVT+3/BwkzQI9MQ5fwLRaw9L4W2tvKv6/EAXh0bEtYbBvSIaoMvJ0io17L81jZg061JNh+zKK936v6nxJKl6efkhYuM/T5bWw19eaqCWS35yRBKOBzAOSslVePJWS3VbQpXLRdclMLV19TGs0B2nBdoqN51fvk5yt5LTf8UvVk2Q/mPFobwi1M+HAkr28TcAcFXl6qv1Xp1hU22buqI4aaOWEWvUQ3XtUZxTiCZt7/cZQLhy/x1PHtKRESmsNmMaUpnlMVLJITDIlastHaabqkHjo5OCXfcNTVwd7mAZQoHq7Wq1eBBtsMpIZkQsOE6gw/m+v6aNAs0SJgIGp8K19QsYWy0uil3zbP4pRtCTVayiq/AqJIjMyTR01LOWy9izXmiIWOUufMk9J3V/3WtJnvcClVuZFZNaiYpSJ7RkzZ6mjdfgt+fNLbxXwGlk54dHQwoy/rE/LDin7VnLlbNDhHNTnU7dJE3mdc8rNYs9ydwMKRsyuoDmaC3JAEtThHDCRvsNfzZiYjIeq5vi+KFQR2Lw1mA3ZF+yCTjeDz6DYgFAbj+xqTmGpgbb04ipWA+3eMBJhKAzeAVibXzyFVd11yXQkT544JmV19TnffJZa+hCbeZ4FyNDRmp9ggCYDfomp4b+Knr67qF4wt6xH1cbkl1CZWZ7IKLUnjuaUuHHssSBKDFoqsKZs8x7/5U299qjts7o/j3U37870XqyjPc0hHB+ibrFS9X44KmBNY0JFQF0gUBuGdp0MCtIiKimapBQU1eoyipB0zWkdsg65LL9F0R1TxL+++qLmFh8cNufnd9BsPc7vT/Gc3lSv+fGk6nhERCe+TC4oeUpXV0imhsBIDpUUGt30hjE78RIqVsNmDFShFz5lnv3qNHM7xqxMs335bEE4/WR7iusTFdY35wQKip1YlW0NYmYXCw9BFnZvmc+jhCASwPJHHfyjHFP//FxUFMJAUsqeFyDp3uFPpidnS5U5jtsd7FmurDXE/tniNERGRd6y9IYfESCdu22hAIsKGMFkqW5H/4I7VRn5BIL1dt4HMRkdlW11BW/y23qbtP6lV/vZR6y4C+7IoUhoeEqkwC1xO3R4KVU/5n7PxAp1us6WAyUbUE7LUzGCAia6jGQJuKu/GmJK7faP0g4uJMI5tLLhNr6sEz1+Il6e02qn5qVjajp3N2/n4KBMpHlAWB5yTVn67WHrM3oSpYmrC+OHKrVDLp3TJUZy3zvFTN5QJmd/Gg18tci2T/102G8kx0UVMcj/d70eDgiUlERDPTzZuTeOoJDmdyNTaZvQXFLVws4vhRG9rbrTEQrtSy5RKWLU/C5XYjaWAM325PH+tuDxCNivB6gEgU8PuNe08iK5vbdhJnhuaZvRmGCzgkLPUl0epiIlQ9YHZmfWA8mcw2e7aE0xaYV+UTWA27qiWOK1viNd1QkIiIqBI+BtRqyvxuCcePAhIfx1TLHuv+gv+lOsV8kZJstpmzgz6zIGT2JhDVrZtv0TAbXMUhzKxZtXut2/gB66+Wq1U2OzC7S8TipeYeHwwo1zBB4OwYERER1Q6OW2im6Joj4eQJNuWzHI1fiX16fz8iqgNaLgnVGsvcfEtSdUNYs920KYlnnkyHGRsaTd6YOpDbK8PjlRCNpI++jg4J3QvMHykwoExEREREVeHxpge/bW3mD4KJjLT+fBEnT8zYdjWWpbXeeTVKFczzJNET5eP5TNHczPugFSg5t1esErF/b871vEoRZZ+vOu+jp0DA7C2oX5tvtV7pI45yiIiIiKgqGhqAjTcnsWp1fdRQJirGxoxWS7Jytt+fLmRpi5lEdSM4MoSSa7WjoGcVV1uVdtElKVxxlfWCn6Q/BpSJiIiIqGoaGgCBI1Aiojy5fXHumB02b0OIKI9QGEFmRLmk7gUSZncxA18Pbe3W3o9cU0NEREREREQ1Zc3aFFxVKEVhBjcn3erWFVel4HJZO0hE+QpL5Vh5pQPVl6XLJKRSKUgWXdjHgDIREREREZGOmMBmvOUrDA7KMeZHBmDmZu1rt3jWKNUPQQBWrLTu8caAMhERERERkYUU1uwk/dxyW3L6EnYZZn4D/PaJrOnaG5JobjZ7K4isgYtpiIiISFcdLjbiIKIZrsIUZQfTfgzj9sCypTL+ctk4LmmOYU1jwuxNIaIMr3dqiqelBbAxikYEgAFlIsrxka4wVgY4gCWiyizxM6BMRDObkgzYUux2fbaDakuDQ8IdXVE4WDOFyDLa2s3eAiJr4tw3EU26qDmBi5rTAeXjSS/++RA7DhBRbZkzhwuFiaj2sc6qBfArICIiKooZyqTKLKeIT80Pmb0ZRERE02y6JYmLLrZoG2QiIgXaMs2efD5GM4mIiMi6GFAmRToz9TCva41ieSBp8tYQERFN5/UBNi4TJ6IaJggMJBMRWc2SZSK8nOgjysOSF6SI3yEBcaDVxcyvmaLFlb5hLvKxFioRERFRNVx4sYhDB4C2NrO3hDhBSURZ69aLWLfe7K0gshYGlIlIVpdXwj1LxtHs5EwsERERUTX4fMB565nAQURERNbGgDIRFZXNUiYiIiIiIiIiIgIYUCYiIiIiItLdOStE+P2cnK9lN21KQuJXSERENA0DykRERERERDo7dy1LV1ST3S4hlRJ0fc1AQNeXIyIiqhsMKJNmNnC6noiIiIiIzHf9xhRGhvUNKBNR/VpzHpvPE1WCAWXS5CtLx+HieI2IiIoQIEECbxRERFQdDQ1AQwMTXohImeXn8HpBVAmb2RtAtWmWU4LfwQswERHJ+6vl41i/bJvZm0FEREREREQ6Y4YyERER6c5rB5xImr0ZREREREREpDMGlImIiKim+fwSwiGW1yAiIiKi0i6/KgWR5ZOJKmaJgLLD7zN7E6iMlmYfJtx2eBskOH28+s4Edp8LTsESlwgiyqi187IJsxBwGX+Pv20zEIsCAZfL8PcikuNxumBz2c3eDCJD+Jpb4Az4zd6MPEruL1Y5L624/2pJtcYSVD1mn5vLFpj21oaq5rWG52V98bm8mn5PkCSJhXCJiIiIiIiIiIiIqCw25SMiIiIiIiIiIiIiRRhQJiIiIiIiIiIiIiJFGFAmIiIiIiIiIiIiIkUYUCYiIiIiIiIiIiIiRRhQJiIiIiIiIiIiIiJFGFAmIiIiIiIiIiIiIkUYUCYiIiIiIiIiIiIiRRhQJiIiIiIiIiIiIiJFGFAmIiIiIiIiIiIiIkVMDSg/9thj2LRpE2688Ub86le/MnNTiCjj4x//ODZv3owPfvCD+OAHP4idO3eavUlEM9bExARuueUW9PT0AAC2bNmCW2+9FRs3bsQPf/hDk7eOaOYqPDe/8pWvYOPGjZP3zueee87kLSSaWf7pn/4JmzdvxubNm3HfffcB4D2TyArkzk3eM4nM9fd///fYtGkTNm/ejJ/97GcAtN0zHUZuZCl9fX344Q9/iAcffBAulwsf/ehHcckll2Dp0qVmbRLRjCdJEo4ePYqXX34ZDodplwciArBz5058/etfx/HjxwEA0WgUX/3qV/Gf//mf6Orqwmc/+1m88sor2LBhg7kbSjTDFJ6bALB792788pe/REdHh3kbRjRDbdmyBa+//joeeughCIKAT33qU3j88cfxgx/8gPdMIhPJnZvPPfcc75lEJnrrrbfw5ptv4tFHH0UymcSmTZtw2WWXaXrONC1DecuWLbj00kvR3NwMn8+Hm266CU8//bRZm0NEAI4ePQpBEPDpT38at912G375y1+avUlEM9b999+Pb37zm5OD7ffffx8LFizA/Pnz4XA4cOutt/K+SWSCwnMzHA6jt7cXf/mXf4lbb70V//AP/wBRFE3eSqKZo729Hffccw9cLhecTieWLFmC48eP855JZDK5c7O3t5f3TCITXXzxxfiP//gPOBwODA0NIZVKYXx8XNM907SAcn9/P9rb2yf/u6OjA319fWZtDhEBGB8fx2WXXYYf/ehH+PnPf45f//rXeOONN8zeLKIZ6bvf/S4uvPDCyf/mfZPIGgrPzaGhIVx66aW49957cf/99+Odd97Bb3/7WxO3kGhmWbZsGdatWwcAOH78OJ588kkIgsB7JpHJ5M7Nq666ivdMIpM5nU78wz/8AzZv3ozLLrtM83OmaQFlSZKm/Z0gCCZsCRFlrV+/Hvfddx98Ph9aWlpw55134pVXXjF7s4gIvG8SWdX8+fPxox/9CK2trfB6vfi93/s93juJTHDo0CH8wR/8Ab785S+ju7t72r/znklkjtxzc/HixbxnElnA5z//eWzduhVnzpzJK+OWpeSeaVpAubOzE4ODg5P/3d/fzxo6RCZ75513sHXr1sn/liSJtZSJLIL3TSJrOnDgAJ555pnJ/+a9k6j6tm/fjt///d/HF7/4RXzoQx/iPZPIIgrPTd4zicx15MgR7Nu3DwDg9XqxceNGbNu2TdM907SA8uWXX46tW7dieHgYkUgEzz77LK6++mqzNoeIAASDQdx3332IxWKYmJjAQw89hBtvvNHszSIiAOeddx6OHTuGEydOIJVK4fHHH+d9k8gCJEnCvffei7GxMSQSCfzmN7/hvZOois6cOYM/+ZM/wQ9+8ANs3rwZAO+ZRFYgd27ynklkrp6eHnz9619HPB5HPB7HCy+8gI9+9KOa7pmmTQV1dnbiC1/4Aj7+8Y8jkUjgzjvvxNq1a83aHCICcO2112Lnzp24/fbbIYoifvd3fxfr1683e7OICIDb7cb3v/99fO5zn0MsFsOGDRvwgQ98wOzNIprxVqxYgc985jP42Mc+hmQyiY0bN+KWW24xe7OIZoyf/vSniMVi+P73vz/5dx/96Ed5zyQyWbFzk/dMIvNs2LBhMuZjt9uxceNGbN68GS0tLarvmYIkV5SRiIiIiIiIiIiIiKiAaSUviIiIiIiIiIiIiKi2MKBMRERERERERERERIowoExEREREREREREREijCgTERERERERERERESKMKBMRERERERERERERIo4zN4AIiIiIiKr+M53voO3334bAHDkyBHMnTsXHo8HR48exZ/+6Z/is5/9rMlbSERERERkLkGSJMnsjSAiIiIisprrrrsOf//3f481a9aYvSlERERERJbBDGUiIiIiojL+8R//ESMjI/jGN76B6667DrfccgtefvlljI6O4nOf+xx27NiBPXv2wOFw4Mc//jE6OzvR19eHb33rWzhz5gwSiQQ2b96MP/zDPzT7oxARERERVYQ1lImIiIiIVIrFYnj00Udxzz334Bvf+AY+8YlP4NFHH0VXVxceeughAMCXvvQl3HHHHXjwwQfx29/+Flu2bMGTTz5p8pYTEREREVWGGcpERERERCpt3LgRADB//ny0tbVhxYoVAIDu7m6MjY0hHA7j7bffxtjYGP7+7/8eABAOh7F//35s2rTJtO0mIiIiIqoUA8pERERERCq5XK7JPzudzmn/LooiJEnCr3/9a3i9XgDA8PAw3G531baRiIiIiMgILHlBRERERKSzQCCAdevW4Wc/+xkAYHx8HB/72MfwwgsvmLxlRERERESVYYYyEREREZEBfvCDH+Db3/42br31VsTjcdxyyy247bbbzN4sIiIiIqKKCJIkSWZvBBERERERERERERFZH0teEBEREREREREREZEiDCgTERERERERERERkSIMKBMRERERERERERGRIgwoExEREREREREREZEiDCgTERERERERERERkSIMKBMRERERERERERGRIgwoExEREREREREREZEiDCgTERERERERERERkSIMKBMRERERERERERGRIgwoExEREREREREREZEiDCgTERERERERERERkSIMKBMRERERERERERGRIgwoExEREREREREREZEiDCgTERERERERERERkSKKA8oTExO45ZZb0NPTM+3f9u3bhzvuuAM33XQTvva1ryGZTOq6kURERERERERERERkPkUB5Z07d+JjH/sYjh8/LvvvX/rSl/CXf/mXeOaZZyBJEu6//349t5GIiIiIiIiIiIiILEBRQPn+++/HN7/5TXR0dEz7t9OnTyMajWLdunUAgA9/+MN4+umndd1IIiIiIiIiIiIiIjKfQ8kPffe73y36b/39/Whvb5/87/b2dvT19VW+ZURERERERERERERkKRU35ZMkadrfCYJQ6csSERERERERERERkcUoylAupbOzE4ODg5P/PTAwIFsao5SRkRBEcXpgmojM09oawNDQhNmbQUQ5eF4SWRPPTSLr4XlJZE08N4msxWYTMGuWX/XvVRxQnjt3LtxuN7Zv344LLrgADz/8MK6++mpVryGKEgPKRBbE85LIenheElkTz00i6+F5SWRNPDeJap/mkhef/vSnsWvXLgDAD37wA3zve9/DzTffjEgkgo9//OO6bSARERERERERERERWYMgyRVBrrKhoQnOUBFZTHt7AwYGgmZvBhHl4HlJZE08N4msh+clkTXx3CSyFptNQGtrQP3vGbAtRERERERERERERFSHGFAmIiIiIiIiIiIiIkUYUCYiIiIiIiIiIiIiRRhQJiIiIiIiIiIiIiJFGFAmIiIiIiIiIiIiIkUYUCYiIiKa4SYiCWw/0G/2ZhARERERUQ1gQJmIiIhohntj1xn86KHdCEeTZm8KERERERFZHAPKRERERDNcMJwAAMQSKZO3hIiIiIiIrI4BZSIiIqIZLhxNB5TjSQaUiYiIiIioNAaUiYiIiGa4UKbURTwhmrwlRERERERkdQwoExEREc1wzFAmIiIiIiKlGFAmIiIimuGYoUxEREREREoxoExEREQ1SZQkRGJJszejLoQzAeUEM5SJiIiIiKgMBpSJiIio5owEY/i/v34PX/zRGwwq6yCULXnBDGUiIiIiS4vEkrjnX7biwMkRszeFZjCH2RtAREREpMa7Bwfws6f2YyKSDoKOTsTgdXNIo5UoSQhngvKsoUxERERkbYNjUfSPRnCqfwLndM8ye3OKkiQJkgTYbILZm0IGYIYyERER1YR4IoX/fPYA/vHBXWhpdONj1y8DAIQizFCuRDSWhCSl/8wMZSIiIqLqOXJ6DGMTMVW/Mx6OAwBiCWsnAjz46lF871fbzd4MMgjTeYiIiMjyREnC3/zXDhw7E8RNF8/Hh69egp6BCQDARKZcA2mTbcgHAPEkA8pERERE1fJ3/70TV6zpwkcziRJKBDMB5Wjc2gHl0wMhnOybgCRJEARmKdcbBpSJiIjI8sYm4jh2JogPX70Yt1y+EADg96SHMaEIA8qVCOcGlC2e6UJERERULyRJQjiaVD2WDYbSP2/1gPJENIFEUkQkloLPw/BjvWHJCyIiIrK84fEoAGBeR2Dy7wJeJwBM1lImbUI5Gd7MUCYiIiKqjnhShARM9rJQKhjJlLywekA5nB5jjoXUlfSg2sCAMhEREVnecDA9EG1pcE/+ndftgE0QGFCuEDOUiYiIiKovGxCOqA0oZwK1UYuP26YaaMdN3hIyAgPKREREZHkjmQzllkbP5N8JggCfx5FXA5jUy81QTjBDmYiIiKgqsk31IiozjcdD1s9QFiVpcozJDOX6xIAyERERWd5wMAaX0zZZNzkr4HUyQ7lC2QzlgNfJDGUiIiKiKtGcoZwZ+8bi1k2qiMSSkKT0n8eYoVyXGFAmIiIiyxsej6KlwTOtQ3TA62RTvgqFoknYbQIafE7WUCYiIiKqkmyGclRtQDmToWzlkhe5CR9jIQaU6xEDykRERGR5w8EYWhrd0/6eAeXKhaMJ+DwOuBx2ZigTERERVUk2IByOqRt/ZWsoW7nkRV5AeYIlL+qRooDyY489hk2bNuHGG2/Er371q2n/vmfPHtxxxx247bbb8NnPfhbj4+O6bygRERHNXNkM5UJ+jwMTUQaUKxGKJuHzOOF02pihTERERFQl2YBwMiUq7mORTIkIZzKarZyhnE34sNsENuWrU2UDyn19ffjhD3+I//qv/8IjjzyC3/zmNzh8+HDez3z3u9/F5z//eTz66KNYtGgRfvrTnxq2wURERDSzJFMixibishnKftZQrlg4moDf44DbYUM8ad0HE9IuHE2ifzRi9mYQERFRjlhOQDiisB5yNjvZ5bAhWgMZyl2tvskmglRfygaUt2zZgksvvRTNzc3w+Xy46aab8PTTT+f9jCiKCIVCAIBIJAKPZ3oGEREREZEWoxMxSABaGqePL9KN5EQkGAjVLBRNwu9xwumwI5FghnI9enzLcdz3XzvM3gwiIiLKkVuyQmkd5WA4HZxta/YiHk9BzHa+s5iJTOB7Tpsfoyx5UZcc5X6gv78f7e3tk//d0dGB999/P+9n7rnnHnzyk5/EvffeC6/Xi/vvv1/VRrS2BlT9PBFVR3t7g9mbQEQFZuJ52R9MD5wXzZs17fPPbk+PIdw+N1qbvFXftnoQS4hY0OSFJEkYGIvMyGNMD1beb9GkiJFgDC2tAdhtQvlfIKoTVj4vaeZ57LWj2H98GF/6vQvN3hTT8dxMc7qnQnJun1vRfukZTq84mtMeQO9gCE1NPnjcZUN7VSfabLAJwNL5s/DWvn40z/LB6bCbvVmko7JHnSQz25HbYT0ajeJrX/safvGLX2Dt2rX42c9+hi9/+cv4yU9+ongjhoYmIIrWnFUhmqna2xswMBA0ezOIKMdMPS+PnhoGANgkcdrnl1LpjNqTPaMQFS4VpHzjoRjsgoR4UkQklpyRx1ilrH5ujgWjkCTg+KlhNPpcZm8OUVVY/bykmWfH/j68e3AA//PsGBx2Re2s6hLPzSlDw+HJP585O44md/mAa8+ZMQBAk885+d9Nfuvd2/uHQvB5nHDZ0/HDI8eH0drEagZKiKKEN/eexaWrZsNWhUQAm03QlOhb9irW2dmJwcHByf/u7+9HR0fH5H8fPHgQbrcba9euBQD8zu/8Dt566y3VG0JEREQkZ2Q8vUyupWF6DeWAJz03zjrK2oiShHCmKZ/LaUOcJS/qUrbGYnb5KRERVV8snkJKlDDAmvaUkVdDWWHJi/HMvby9Ob0yL2bRhIqJSAIBr3My2D0aYtkLpQ6cHMG/P74Pu48Nmb0pJZUNKF9++eXYunUrhoeHEYlE8Oyzz+Lqq6+e/PcFCxbg7NmzOHr0KADghRdewJo1a4zbYiIiIppRhsdj8Lod8Mos5/N709kZoSgDZVpEY0lIAPweB1wOO5vy1anJgDInXoiITJMN/PUOhsv8JM0UUU1N+eKwCcJkooVVG/OFsgHlQDqgPDbBxnxKhaK1ca0oW/Kis7MTX/jCF/Dxj38ciUQCd955J9auXYtPf/rT+PznP481a9bge9/7Hv7sz/4MkiShtbUV9957bzW2nYiIiGaA4WAULY3Ts5OBdFM+gIEyrbIDVp/HgUgsiXhChCRJeeXNqPZFMw+pQWYoExGZJhs8PDMUAtBe+odpRojHU5MrxCIxZYHhYDiBgM85mWiRm+VsJRORBFobPWjyp8fwYyEGlJXKThKkrxXyRFHCvz2+F9eun4vl85urtGX5FFXuvvXWW3Hrrbfm/d2//du/Tf55w4YN2LBhg75bRkRERIR0hnJLg3zNNT8DyhUJZwLKfo8T45mBfjIlsmlKnZnKUObDHBGRWZQEiWhmiSZSaA640T8SUVzyIhiOo8HnhNuVHqvFLJqhPBFJoLszgEa/EwKAsQmWvFAqm61+Zqh4hnL/aATb9vahwes0LaA8cyvBExERUU0olaHsdtrhdNgQilizfpzVZUuF+D0OuJyZBxPWUa472YdNZigTEZkney3uLREkopklFk/B73HCYbepCCgn0OhzwZMZt1m95IXdZkODz8kMZRVyJ58kSZL9mZ7+CQBAr4kTVAwoExERkWUlkikEwwnZhnxZfo8DE6yhrEl4suSFEy5HeliYSDKgXE8kSWINZSIiC8iWvDg7FC4aJKKZJZZIweOyw+u2I6IwMDxekKFsxYByLJFCPClOlqZrCrhZQ1mFaGZyIRRNTjZhLNQzkA4ol8piNhoDykRERGRZw8H08riWRvmSF0C6jnKIgTJN5DKU4xatxUfaJJIixEzgghnKRNbWPxrBSzt6zN4MMoAoSYjHU2jwORFLpDAS5PJ/Smcou512eN0OVRnKDT7XVMkLC47bsuPybGm6Jr8Loyx5oVjuJMHZIhnIpwfSfz8SjCk+dvTGgDIRERFZ1vB4JqBcIkM54HUy81KjcE5TvmyGcpwZynUlt4M8zxMia3v53dP4z2cPstZoHUokREgAFnU1AjB3mTpZRyyRgttlh9elLKCcTImIxJJo8DlzSl5Yr+xbdrzRMJmh7GLJCxUi8SScmXF5sRI5PQMTcGeOAbOylBlQJiIiIssaHo8CKJ2h7Pc4EYpabzBdC0LRJOw2AW6nnRnKdSo3yyUY5sMckZX1DaeDAqcyS5mpfmSDfgtnNwAAzgyyjjKlJ33TGcp2RQHl7EqjRp8LTocNgmDNDOVsQDlb8qI54MZ4KD65YopKi8ZS6Jzlg9tpx5nB6ZNPsUQK/SMRrFvWBsC8Rp8MKBMREZFlZUtezCpVQ5kZypqFown4PA4IgsAM5TqVbQLlctp4nhBZXP9oBADQ08/sVSNs3X0WR3vHTXnv7GqR9mYv/B6HaQEgspZ4Ql3Ji+zEcIPPCUEQ4HHZLVlDeaKg5EWj34WUKNX0OOQHv34XT287WZX3isaT8LntmN3qw5nh6ZNPZ4ZCkACsX9YGu00wbcUDA8pERERkWSPjUQS8zsnsWTnZGspscKNeKJqE35Me7DNDuT5ls+Lam7wI1vCDHFG9EyUJ/SPpgPKpfmYoG+H/vXAIT755wpT3zk7ueVyOdJDIxEZaZA3ZprluVzagXH78NT4ZUHYBSB9PMQsGlEMyGcoAMF7DjfkOnx7Dlt1nq/JekXgKHrcDXa0+2cmn7KRjd2cDOlt8pq14YECZiIiILGs4GENLY/HsZADwex1IiZIlMzSsLhxNwO9xAMBkrbYEM5TrSva8aGvyIBZPIZHkeUJkRaPB2OT1t4clL3QnSRIisaRp+zZ7Lfa47ehq9TNDmZBMiZAkwO20Ka6hnC150eBLB2rdTntNlLxo8qcD4KOh2qwPnxJFxBMiegYmqlILOhpLwuNKXyuGx2PT6mT3DEzA6bCho9mLOUWCzlmxRArJlDFjewaUiYiIyLKGx6NoaShePxkAApkM2xCzL1ULRZPwFWQoW/HBhLSLTQaUvQCAiQjrjRNZUV8mO3nh7Ab0DoYMCwDMVImkiJQoYWAkYkpG52RA2WnHnFY/xsOJml7+T5WL5mStez12ROLJsqvtpgLK6QCt27IlL5Jwu+xw2NMhx6ZAenvHajRDOXcf7zs+XJX387gcmNPqAwCcLSh7cXpgAnNa/bDZBHS1+tE/GimaMPC3v3kPv3z2oCHbyYAyERERWdbwePkM5Wz2w0SUD2ZqhaPJyQxlFzOU61Ikk9XS1pyemGFjPnXGJmozm4pqT99IOmBwwTntSInStAACVSaSCQhJgCn1RrOTtW6XHV2ZIBGzlGe23B4HXpcDklR+Uj8YjsNuE+DLjN08TqsGlOOTCR/AVIZyNbJ7jZCbPb6nCgHlSDydoTy71Q9gehPPnoEQ5rWn/62rzQdJAvqGI9NeZyKSwOGeMQyMTv83PTCgTERERJYUjScRjiXR0lg6Qznb8IOZPuqFMk35AMDlYA3lelSYocw6ysqdGQrhz//pDRzpHTN7U2gG6B+JwGG3Ye2SNgBAD+so6yo3IGRG2YvsknWP046utkyQiHWUZ7Rs8NjjcsDrTo/FytVRDobjCHidsAkCgPQEhRVrKE9Ekgj4pgLKHpcDbpcdozU6SZv9XlxOG/YeHzG0b4soSognRHjdDnTO8sIm5DfdC4bjGAvFMbc9AACYkwk6y02UHe4ZgwQYNunAgDIRERFZ0vB4etDZ0lCuhnK25AWX8qshShLCeSUv0sPCODOU60r2IaI9k6E8EWZAWamB0QgkAENjUbM3hWaAvuEw2ps96Gr1wW4T2Jgv48xQCN/75XaEo5Xd43MDyqcHTMhQjk9lKLc1euCw29A7yAzlmSyazVp32uBxpyf1y9VRHg8lJstdAIDHZZ98HSuZiCQmVxBmNftdGK/xDOW1i1sxEowZuoJkcvIpUzKkY5Y3b/KpJ3P9mteRDiTPbvFBgPwE1cFTo3mvqTcGlImIiMiShoPpIE65DOUAM5Q1icaSkIDJkhd2mwCbICDOpm2WkBJFfO+X2/He4cGKXicaT8FuE9CcmZjheaJcdl9VGsgiUqJ/JILOWT447DbMafPjFBvzAQCO9o7jUM9YxVnF2YCQIJiToZybjWqzCZjd4mNZkxkunp1kcNrhy2Yolwn8BSPxyYZ82d+NGRQsrERIJqDcFHBjtGZrKKf38fnntAMA9h4fMfC90sdFNmu9q6Dp3unM9WteJkPZ5bSjtckjW0LnQCagrKThoxYMKBMREZElKc5QzgRE2ZRPnVAmSJYteSEIApxOG+IJZihbwemBEA71jGHPscpq9cXiKXhcdvg9DghgDWU1sqsewgY9iBFliZKE/tEIOlvSpWnmdwRY8iIjW4ap0tqr2YDK/PaAKRnK2ck9hz1dqmBOm48ZyjXkqTdP4MTZoK6vGc2pq+1xZUtelAkohxJo9E9lKLtddks2U56IJPJqKAPpOsq12pcgW/Kiu6MB7c2eisdmpd9rKkMZQLrp3khkslFrz0AIfo9jsi41AMxp86O3oM5yJJbEibNBCGDJCyIiIpphhsejEIDJzMpiHHYbPC47m/KplM269OcM+N0OG0teWMSxM+MAgMEKG6lEM41d7DYbfB4HayirwAxlqpbRYAyJpIiOWelmbfPaAxidiHMCCFNBt9FgZYGobEBo2bxmjIWqv2+j8RTcTjuETO3brlY/hsai7FtQA1KiiP9++Qh+8fR+XWvnTjZqzMlQjparoRyJo8GbX5s4Gk8ZWtNXrZQoIhxLwu915P19U8BVu035MhnKXrcDqxa2YP/JEaREY8bL2eBvdpKhq9WHlChNNtY7PTCBee2ByWsJkK6jfHY4DFGcOg6O9I5BlCQsntuIaDwF0YBjhAFlIiIisqThYAyNARcc9vLDlYDXyQxllUKZAHw2wxsAnA47Eny4tYRjZ9KZUIMV1u+NxlOTDyUNPhdrKKuQPUeMWipKlNU3kg4UdM6aylAGpmplzmTZ2sOjoUoDyunzeOm8JgDV37exeAruTMYhkA4SSQDLXtSAWDwdODx+NohdR/XLTI3lBA6zNZRLrYhJJEVEYqm8khcelx2SlP43q8iugJtWQzngRjSesmQTwXKygX6v245VC1sQjadwrFffjPWsSDw/Q3lOThNPUZLQMxiaLHeR1dXqQzIlYnBsKgnh4KlR2AQB5y5qBQBD9jsDykRERGRJI+NRtDSUrp+c5fc6McGmfKqEJ0teTA34XU4bYhZ6KJnJjmcylAfGIhVlHkUTU0GMgM/JGsoqZB+KWfKCjNY3kg4qdmQCyvOyAWWWvZjM1hursPZqNkizbDKgXN19G02kJgNEQDqjEAB6ZeqekrXklpR47I1jumUDxzIlxtxOW06GcvH7TTarviG35IUzfUwZVdJAi2yCx7QaypntrnRyyAzhWBIC0vt75YJZEADsPW5M2Yup4HX6mJjdkl65cmYohKGxKGLxFOZmGvJldWWCzrllLw6eHMWC2QE0B9L73YhjhAFlIiIisqThYAwtjaXLXWQFvAyUqSWXoexihrIlxBOpyRp58YSIYAVZxdmSFwDQ4HVW9FozDUteULX0D0fgsNsmm9A2+V1o9DnZmA9TwbzRCmuvRmJJuJw2zGpwI+B1Vr2Ocu61GAA6W7wQBODsEDOUrS57DC6f14QjvePYe0KfhmzZZnou51QN5VITmNn7d4N3KqCcPaaiFhq7ZbdzelO+9HZXOjlkhmgsCY/bAUEQEPA60T27AXsMCigXZih73Q7ManCjdzA8ORFWmKE8p3Uq6AwAiWQKR8+MY/n85snAtBGrrRhQJiIiIsuRJAnD4zHlGcoex2SAlJQJFzTlA9IZyqyhbL6T/RMQJQnrl6e7iQ+Maa+jHMvU7QTSD3fBSO09yJklm2UVjvHaQsbqGwmjY5YXtpyamPM6AjjFDOXJZdoVZyjHkvC60gGhee1+nK5ysD73WgykS0y1N3nRy4Cy5WWPwesvnI9ZDW48+ro+WcrRRAoOuwCH3QabTYDbZS+ZRZrNUG705/S+yBxTViojMZmh7CvMUE4nidRiHeVIPAmve+r8Xb2wBUd7xw0J0maPgWwgGEiXtDg7HJqcCJvblp+h7PM40eR3Ta54ONo7jmRKwvL5zVMNH+MMKBMREdEMEI4lEUukVGUos4ayOqFoEnabkPeA63LY2CDIArIN+S5e0QEAGBzVXkc5t4ZywOfERDhhqeY9VpbNUI6UaZJEVKn+kQg6mr15fzevPYDewZBhjZ9qRTa4UnmGcmoyQDO3LYCewZAhTaqKieVci7O6Wn2TGYVkXdFMIC7gcWDTpQtwqGcMB06OVvy68biYNwbzuR3KMpR90zOUrRRQzt47Ax75DOVKz2UzRGMpeHPO31ULZyElSjhwatSA98rPUAaArhY/zgylM5Tbmjx5weasOW3pnwHS9ZMFIBNQtk9+Br0xoExERESWMzyeHmxml/+WE/A6EY4m87obU2nhaAJ+jyOvS7TLaWeGsgUcPxNEk9812TxqsIIM5Wg8Ndnsp8HrQkqULFVr0comayhz9QMZSJQk/P/snXe4JGWZ9u+qru7qHE+fPDnCBLIgkoTBEQRFwbCgKCquEXXNu7q6uq66rmFFP1cMqKu4LuqCuCtiIEgQHNIwA5PTmZNP51Spq74/qt/qVNVdnU6Yqd91ecmc06e6uqvqrXrv937uZyZZwEC4WlBe1u+FKMmYSbR//Z8IkLiBHCdBlNofuwp82WE40u8BLxQR67DpaStU5tkThvo8mI7nT/pFg8UOOQcdDhsuOm0IAa8Dv37kcMfb5USp6pxwOmymMpT9Fc5fVou8WDzRTFkSqVYTeeF12WGjKaSXqEPZWeFQXjcagJ2he5KjzAlFMDa6qin5UJ8bnFDE80cSde5k7TWlBSpFUbBvLImRqBcep10TnznLoWxhYWFhYWFxMhBPq5O8sM+cQ9njtEOB1TyrFXKcVNWQDwDslkN5UXBkKo1VQ344HQx8bjtmO3UolxxQpDN8xnLzN6Uoy1opqzWuWPSSZIaHKMnoD7mrfr6s1JjvZI+9qGyI1knshVqyrgorJH90PhvzqQ7lGkE54oZUVDqqQrHoPWQR1mm3wc7YcOW5K7DnWBL7OnSn8mK9Q7lRhEI6L8JGU1Xu1MUYeZEtqPtZe77TFAW/x7EkHcqVFQ6AGlmzfjSA5490J0+76r10xwpVRM4WRK1pay1DEQ8KfBGxNIcD42lsWBYEALhK2+pFtZUlKFtYWFhYWFgsOuKZ1h3KAKzGfC1AHMqVWA7lhafAS5iK5bFyyAcA6Au42nYoS0UZUlHWJibkOiEupxOBibkc3vWVBzGT6G4OKXEn+z0OCKL6PVpY9ILpuHruDoSqHcpDEQ9oippX0XMxwgtFOOyqbJHsRFCuirxQxZn5bMzH1WQoA2WRaNLKUV7UELGWuIEvOn0Yfo8D93ToUq7N1XayDApNMpS9bntVZZlTc58uHkE5VxDhdVXvJyHgcSzJDGVOkKoiLwDg1FVhTMzlkMh0VyDnavKagXLTPQAYieo7lMlr/rJ7GrxYxPrlQQDlc2TBMpTvueceXHnllbj88svx05/+tO73hw4dwpve9Ca88pWvxNve9jakUqmu76iFhYWFhYXFyUM8zcFGUwh4HM1fjHJZnSUom0fPoWxlKC88R6YyUACsGvIDAKJBZ9vuNeLsYysylAEgmz9xrpPJWA68WOy6IEMy2aNBdVGrF413LCwAYDqpLhgN1DiU7QyNoYgbx2dO7oxdTihq300nzkbSlA9Qm11F/M55E+tlRQEv1rsOiQA0GT+5j/Fih9xLSQY2a7fhZecsw+4jCcwlO2iaW3NOuJo4lDN5EX539XMxqUDiF9GzW7YgaQvYtQS9bMcNNheCPF8v8q4uPadNzHX3+uX4+rx1v8dRV2FRy1BpoezBZyYAAOtLsWlahnIPFh2aCsrT09P42te+hjvuuAN33303fv7zn+PAgQPa7xVFwbve9S7cfPPN+PWvf41TTjkFt912W9d31MLCwsLCwuLkIZnhEfA6QNP17gY9PC71IcsSlM2TM3Aoi5ZDeUE5UmrIt3Kw7FCOpbm28sFJAxYymSCNfE6k6ySv5Rx3V/DNFdTtRUuN0qzYC4teMRMvgLHRCOk0oR3t91qRF2JRc2934mxUM5TL97zRqGfeHMqCWO1wJbiddjjs9JLMlD2Z0BZnK9zEa0dUsW6ig8VM1X1fISg7bE2a8gladBWB7aFY2C7ZgliXn0zwexxILcHICz2RN1KqooyluxtZo7qhq8cKiqIwHHHDRlMYDLt1/y7gccDNMoilOQyE3Qh41XsKY6NhZ+iG+dzt0lRQfvTRR3HeeechGAzC7XZj+/btuPfee7Xf7969G263GxdddBEA4J3vfCduuOGGru+ohYWFhYWFxclDtlQuZxby2twJJJT1mjwnwV0rKDM0BEmGoljNDReKw5Np9AWcmvjbF3SiKCuIZ1qfsJAGLJqgrEVenDjXCXFzZbvcOI9sLxooCcpdFqwtLAjTiTz6Qy7QOuXho1EPYmnupD7/OKGIvoD6/bTrUJZLzUgrHYaj/V5MxfPzEmdDIhNqBSlAHZdPpKqRExFOKMJGU2Bs5Wt0sOQuJ5E17aDnUOYa5NzqOZQdDA0Ki09Q9hk6lB3I5MUl1YhSltUKg8oFKQAI+VnQFNVR42Q9CkJRi6moZOuaCE5f21fVrK8SiqIw1KeelxuWBap+53TYGsaptEtTQXlmZgbRaFT7d39/P6anp7V/Hzt2DH19ffjYxz6Gq6++Gp/+9Kfhdusr5hYWFhYWFhYWZshxEjxOS1DuFbKilATlmsiLklPGcikvHIcnM1rcBVB2yLYTe8GJ1Q5lp8MGG02dWA5lvlcOZRJ5YTmULXrLTKKA/qBL93ekMd/JmqNclEs58KwNAW/7zbyI2FYpCI1EPSjKCqbmIb+4sqlbLV6Xw2qUusghWceVmcA+lx1ulsFUh4JypevZxTLgxaKh2JouZShXQlEUWIdt0TXlM3IoBzwOKADSud6c86JUhNxlUwRZnK91DdtoGiGfA7FUlx3KvFQXjwMAV79kFd7zmi0N/5bksq8vNeQjuByM9jm6Sb3sXYOeQ6XyQpIkCU888QR+8pOfYMuWLfj617+OL37xi/jiF79oeiciEf0MEAsLi4UlGvUt9C5YWFjUcLJcl7xUxEDEY/rzRmQFNAXINH3SfEedkC2IUAAM9FV/x6GSqOELuOE3mV9todKN8y6V5RFLc3jlRWu07W2gVP8HLystv8d4QnXNDPb7tb8NeB0Q29jWooVWvx+Forr7mWwzAIB1K8MAADtrP3G+s5OIxX7MZFnBbLKAczYN6u7raXYGwE4k8+Ki/yy9gCzsREIe9AVdKAhyW98DadoZjXi1v9+yXgHwPFJ8EWf0+LtNl1yn0T5v3f6HA07kOemkO75L6fNSNhouJ1O3z8sGfIhn+bY/iyAWEQy4tL+PlsRAr88Fb40TWRCL4IQihqK+uvdzOxlQtsXx/KsoCnIFEf0Gz/DLhoMAANpe/312473f/vnf4+oLV+Oai9d2bbva+KFz/Q72eZHq8vgsSDJCFedFK5yyOoJHnpvEi08fRbQil9/rcUBWuvycBBOC8sDAAHbs2KH9e2ZmBv39/dq/o9EoVqxYgS1bVKX8qquuwi233NLSTsRi2bZy4SwsLHpHNOrD7GxmoXfDwsKigpPpukxnBdgG0dLndTvtmI3lTprvqBNmS01kZKlY9X2JJRfm5FQKfCkbzqI53bo2dx6cAwD0+x3l7RVlUBRwaCyJ2VXhlrY3XXI1cnle256bZTCXyJ8w10ksqU70uv2ZpueyoCjApqhOsamZzAnznZ0sLIV7ZjzNQZBk+JyM7r4qigKPk8GeI3G8aENUZwsnNomM6kiWBBEelsFMvL17/HhpLCyKkvb3LKXARlN44eAcNtWUh3ebqRn1PXlOqNt/lqExnuYW/bnaTZbCtVlJMs3BbqPr9jnsY7F3LNHWZ1EUNYal8jmsWHKQjo0n0VdTtRAv5fTSilz3fnYbjWS6sCi+0wIvoSgroBVFd38oWV1cOXI8gYCz3oXb6XvPJAo4cKy9Y2KENn4IUt12/S572+eAETlOBOT642yGs9ZEMHjj2aBqnu8ZmkIqYzzO0DTVltG3aeTF+eefj8ceewzxeByFQgH33XeflpcMAGeccQbi8Tj27NkDAPjTn/6ETZs2tbwjFhYWFhYWFhZAyd3ASXUN45rhcdlPqFL+XkLiAWpjReyM+mgoWJEXC8LhyQwoAMsHyg4SxkYj7GPbyugj5Y2VjaB87hOrvJqcy92Ou8kVRHicdu0aOZkzbC16B8lfJU3naqEoCkEvi0z+5GzaVjmGBb0OJLPtfQ8ka70yQ5mx0RiMuOclTqRx5IX9hBqTT0R4sVjXUBEABsMuxNN8W3ETUlFBUVbqIi8A6Gbdkt4HtRnKABZV5AV5DifNsmsJlKrfOmmwaQRpbtnt5wEyfjjZ+nOgL+BEIsN3LYtdlhUIoqybt24Gh91WFZtGcDlsPcnZbiooDwwM4IMf/CBuvPFGXHPNNbjqqquwdetW3HzzzXjuuefgdDrxrW99C5/85Cfxile8Ao8//jg+/vGPd31HLSwsLCwsLE4OBEnNTDTKXzPC62IsQdkkuVLDsVrR3sGoD8ukI73F/HJ4Mo2hPk9d45e+gAuzbWT0cTqNoLwnWAMoMtHLdTnjOMepGZBOhw0UZWUoW/SG6VK1yEDIuAeRy8mctAsaPMmBtzMIellkC2Jbwk2hFDnhqhFpRqNejM/mOt/RJvA1efaVeN12FHhpXpoDWrQHJxR1FwMGSxEV04nWc5TJOcE6dARlnftNurSo5NMRlJ0ORtveQkOew40aawc8LAC0nYfeCCJS57o8XhqNHwAQCTihKOVqik4xymvuFBfLoLAQGcoAcPXVV+Pqq6+u+tl3v/td7b9PO+00/OIXv+junllYWFhYWFiclJCJs7tVh7LTjmSXHuhOdMrfcW1TPsuhvFAoioIjk2lsWR2p+11f0Indh+Mtb5PXccV53fYTyu1IJnrdFtyyBRFeJwOKouBmGd0JvoVFp8zEC2BsNEJ+1vA1bpbpiZtvKUDGMNahNuUDgFRWQCTQWiRT2aFcKyh78Pjz0yjwUt3vugnH11eLEHwVTYUDXuPzwGLh4MWi5qythFQWTMXzVZVFprZJzm09h7LO/SajCcr1Qq3TYdPcuQtNromgbGdo+Nz2rgmwlaR65FAmIq9TZ4zoK41FcylOa+Lb2XsVDd+rE5wso41D3aSpQ9nCwsLCwsLCYj4pu2dbdSjbtb+1aIyxQ1l9NBQXidPlZCKe5pHOi1ipU6oYDbiQzAoQpdaOS0EogqLKCwWAKl7kOcmwi/xSI8+r53L3Iy8krUrCxS59h2giw+OZ/XMLvRsWNUwn8ugPuUBXNL2vxe1kUFji51+7cBWiGxFbk7nWhSgjQXmkT80M7bVLmRPrq0UIpPnayRp7setQDF/5r6cXtUObF4q67vKBsFpZQKJrWtqmjmudRLLoC8rq+aHnUGbtvYkzaIdmDmUACPnY3gjKJddzt+cC2vihcw6Qxa1YG1Vkjd5L73zrBKfDphul0imWoGxhYWFhYWGxqCDCUKsZyl6XHdnCyTnpbhWjDGVHySnDWw7leefwZBoAdLPv+oJlB0wrcIJUimwoi1U+twMKul8SulAQh3K3P0+2lKEM4IRwKP/hyTF881fPnTALCScKM4kC+pu42twsc9JGrlTGAoRKgnKqjRxlUurtqslAHY2qkQW9zlHWc6MSiPB2IkURtcLesSR2H0ks6gUvXizqHjvWbkPYz2KqA0HZYTJDOZ0XYKOpunMYKGUoLxIjgBlBOexzIp7unUM526vICx3XcNjnBAW01edCD72osm7gctggliIFu4klKFtYWFhYWFgsKozEzmZ4nGqGnGiJoU3JcRJsNFXlXAUqHMrWdzgvKIqCmWQBT7wwjfufHoeNprCsv77Ldl9AFZxaFZR5oX4S3Ip4EU9zPXERdQtFUZAvnctSUe5q9reaoaxO6NxOBvklXv0QT/OQSw1PLRYHcun6Hwg3EZRLGcqKoszTni0eKmN7SORFO9mrBV4CRdULupGAE06HrecOZV4swkZTYGz1TnRtTD5JHcpkse6hZycWeE+M4XTupYTBsBtT8dbFRL1IqsaRFyL8HkfVAjHBucgcyhQaP8OH/CwSme44eishgjIvFLsqnHKCBAr6kTV2hkbA60As3SWHstAjh3Lp3Or2edK7oCALCwsLCwsLizbItZmhTCZlOU5E0MohbEieE+Ep5cNWYrdbTfnmg2xBxA/+9wUcGE9pIgJjo/GSLUOwM/V+D5LLN5dsbdLKCcU6l4vXbV68+N5vnoeNpvChN5zR0vvOF4IoQ1YURANOzCY55Dipyu3VLlJRBicUtTHFxTKYTXZ/8jufJEqT3VxBhF+nZNpi/plNFCBKMgbDxg35AMDN2iErCnix/no+0eEqHMpulgFFAcl2HMp8ES5H/T2PoiiMRD09dyhzfLGuWoRAxpmTNfKCiKe7D8cxlyygrws5tN1EURR1cdZA4BsIu/GX3dNQFEX3+BrB6TTlczA0aIrSF5Rzgpa3XQvrsIEXii3vQy/IFkS4nQxo2ng/wj4WOU4ydH63S2WOdI6TdHOv2yHPS3CyNsNoor6Aq2uRF1wDN3QnEIGa46WG7vFWObnuSBYWFhYWFhaLHqN832Z4Klw+lqDcmBwn1TXkAwCWsZryzQeHJtJ45sAcztoQxaaVYawa8mMk6gFj0y8eDHgdYGw0Zlt1KIv1k2AyITXTmG86UdAVuBcLJAagL+AqCcoiQr7Or/1cTZWE28mgwC9tsSdecprnrFigRcPesSQAYN1osOHryOJqnpNOOkFZc3E6bKBpCn6Po22HspFAM9LnxZN7Z3oqxnGiZChIlqtGFkdTtfmmwBfh9ziQyQl4+LlJXHPh6oXepSqkorpwaeQYHQy7UeAlzUFsFr0YFIpSIy30BOWZZAFDEY/utpwOG2RFgVSUYWe662xtlWxB1J7HjSD36USGb7qg1gqVzUtzBbFrgrK6IGQ89vYFnDgwnurKe/XKoexy9MahvHifEC0sLCwsLCxOSnKcWpraaodjb0WndIvGEIdyLWQiYjmUe0u2oE56rrt4DS45YwQrBn2GYjIA0BSFSMDZukOZl+qayJh1w0lFGcksj2SWX7Sl9mVBWc2Y7lbjvNou9a4lnmGrKIomwp2sZfWLkb3HkvC77RiKNHMolwTlJXwOtks5KkIdH4Metr0MZV7SzZ4F1BzlHCe15Xw2i178EMHO0HA6bB07lB9/fhrf+83zHW1jISjwEgbDbmxaHcafd05ClhfX/YZrkH8NQBNEW81R1mvKB6j3G5LZS5CKMmYSBcOxguzbYoi9yBXEpg7YkE+9Zye6FBNBSOcETazuZmO+gmC8IAWo0TmJDN+Vc5ccw247lMv53N29j1iCsoWFhYWFhcWiIs+JcLNMw673ehA3odWYrzlZA4cyyVS2HMq9heQXk/gJM0QDzpYdynqRFz63uQxlVUhWYyUWwyRVD+LiIiXS3ZpAEtFVy1AuTfAXm9BhlkxBhFRU972bk2yLztg3lsD6ZcGmrlhXhUP5ZEMdw8qCW9DrQKrLDuXRqJpbPz7Xu9gLTiw2dByqTYU7uzZ3HYrhsV1TEKXFOV4bUSgtfF60dRiJDI9dh2MLvUtV8DrRFJW0LSgL9U35ACIoV1/rM4kCirKCYQOHMtk3fhHcq7OF5pEK4ZLoG+9ijwZZUZDOCRguie7drMbRW5yvJBJwoigrbVVP6L0X0IMM5dL2ahcrOsUSlC0sLCwsLCwWFXlOarkhH1CdoWzRGCOHMmNT8/ssh3JvyRRE0BTVkgOlL+hq3aGsE3lhZ2xgHbam4kVlB/ZuTJJ6ARHYoiWHcrcmkOXYHRJ5of4/12Vnz3yRrJi0Ww7lxcFcsoBYmseG5aGmrz2pHcpCsUpwC3jZNiMvisaRF1FVpDs+07vGfLzO4l4lPrfdVKPURuQ4CQqw5PLe87wEl5PB6ev64Hfb8dCzkwu9S1WUY1f0j1/E7wRjo7vnUHbY6u41kzH13Bzq03coa3EGi+DZLVsQmz7DV0ZedItcQURRVrRYkO46lIsNqyb7/OozSKuNk/XghCIYG92waq0dyk35LIeyhYWFhYWFxQlMlhM1Z2ArnOyd0lshz0mGTQ8ddhqi5VDuKdmCCK+rNRd+NOBEjpN0sxWNqHX3EXwue9MM5cqO5b0sBe+EQkWGMqAulHQDIkyTMUUT9JaoQzRuCcqLDpKfvGFZsOlryVhdWKLnXyfwYr1DOZMXUZRbu0c1Kln3uR0IeBwY72FjPq5B5AUAeF2OjiMvsqXxbybR2sLjQkPc44yNxvlbhvDsgbm2XOi9QmueZ3D8aJrCQMiF6TYE5co4F4JexNJETN32ULixQ3kxVBNlOVGrhDLCYbfB67J3VVAm+cnDfSVBuYv3uoIJhzKArjTmKxg8t3WKq0fniCUoW1hYWFhYWCwq8gZxDM1w2GkwNsoSTJogK0rD79jB0JZDucdk8yK87taaxZBYh9kWXMpGuZ1el72peBGvEpQXz+S+EjLpDvtZUCg30+sULfLCWc5Qrny/pQZxKFNU974ji87YeywJj5PBcFRfIKrkpHYoi9VjWNDLQgGQzrV2n28mCI1GPTg+22uHcpPIiw4dymTBa6bFSpaFRFEUcEJRO8cv3DqEoqzgkV1TC7xnZSobQxoxEHa3FXmhd3/Wi7yYjOUQ8bOGsRtkOwsdeSFKMnih2LQpH6C6lONdzFAmgvJg2A0KarRbt2gUmQOoLnUAmEt1fu1xgnHeeycQh30rpgQzWIKyhYWFhYWFxaIix0m6cQzNoCgKHpfdasrXBI4vQgEMv2OH3WZlKPeYjImmNbWQxnNmSyplRalz9xF8bkdT8SKW5uFg1KlCO02w5gMyMfI47XA7ma6VuOY4EkmifnfuJZ5hG8/woCigP+iyFtwWCXtL+clmqhS0BY2TMM6ptsoi4FUX4lpd5GoUeQEAI1EvJmK5nuWk68UPVeJzd56hTJ59ZhKtCZsLiSDJKMqKdmyGIh6sHw3goWcnFk0zWL5JUz4AGAi7SjnH5p+djM4JvaZ8k3N5LcpBD+cicShnaxraNiLkY7vqUE6XnlOCPhZuJ9PV8bIgNB4/HHYb/B5HVWVXu3B843icdunVOWIJyhYWFhYWFhaLipyJ/DUjutHY5kSHiHBGD8d2y6Hcc7KF5iWhtURLDmWzOcqNch/NXCfxNIfBsBsOO71oHcoFXoKNpuCw06UJZJcylAtq7A5plkbcc9129swXiQyHoJeFz+OwFtwWAfE0h9kkZyo/GVCz7Vm77eR0KAv1DmWgNUFZlGRIRblhBupo1AtRknvm7jVyoxK8Ljt4sdh2Qz1FUbQFtaUUeaH3PHLR6cOYSRSw91hygfaqGq5JUz5AdcUWZaWlyANB1D8nnKwNBV7SBHVZUTAZzzUUlLWmfOLCjhG5FgTlsI/talM+4lAOeByquaRLzwOyrDStMABUl3J3MpQbV1O0C01TYB02y6FsYWFhYWFhceKiaHEM7a3OB73ddTyciJCHSbfB5NpyKPeebF6Ar0WHssfJwOmwYdbkhIVrUKbrczePvIilOYT9TgTbbII1H+Q5tQyVoii4nd2bQGa56i71mkN5iQp6yQyPoJeF12lVcHQDWVE6WnRrJT+Z0M0Fk6VErYuTCMqtVE0UhMb3PAAY7SeN+bqfo9yoWoTgdZMeEO0dY0GUIRVVAXIpRV5ognLFd3PWhn64WBsef2F6oXarCjMO5cGw2iyvldgLo1xtN8ugKCuQiupzWDzNQRBlw4Z8AOBcJJEX5POHStdpI0J+J7IFse1FlFrSOQEOhobTYYOni/c68izVrIlyX8DZnQxlvnEDwE5w6jR87BRLULawsLCwsLBYNHBCEbKitO1Q7rbj4UQk38ShbGUo9xZZUZAtSJqAYBaKotAXcJnOUCaTBj0Rw+uygxcau+HiaQ4RvxNBj2NRR14QkcjbzciLmioJ1wnQlC/sY+FxMVrjLov2ue+JMXzitr+03BiOsPdYEi6WwbJ+r+m/ces06joZ4AWpagzze+yg0JpDueyCNRYEhyIeUACO96AxX6NqEQJZYGzWLNUIMvb53HbEUpwmRi529J5HWLsNw32elpvc9QpebJ6hXBaUW+xxoLNNcp7kS7EXk6WGfMMmHMrcAj+7Pb1/Dh4ng1XDvqavDftU0dnIBJLnpJbEz1SOh9/jKMXfde95gOxDM0E5EnAiluYgdxjVwtWMed3E5WCsyAsLCwsLCwuLExci2LTrUA77nUjnBIiWw9aQZpEXDrvN+v56SIGXICsKvK7WmvIBQDRovqSSTBr0JqxEzM4Y5CjnOQkFvohwgEXQt3AO5Ud3TeKj337UMNc0X9Eop5sOZVVQLl8fRIhaqoJeMssj5GNLrq2l+RkWE2MzWSQyPI5Ntyc+7h1LYv1oADTdPD+Z4DpJHcq8WISjwsVpo2n4PA4kW3Eoay5Y4+cK1m5Df8iF8R405uNNRCaQioh2I7vI2LdqyI+irHS12VkvMXoeifidiKcXhznAjEPZ67LD42RacigbudbJIilX+m4m59Rzcihi7FB2LAKHslSUsfPgHE5f2wcb3VxmDJUEZaPj/I1f7sSP7t1r+v1TOQEBj/pc5e3ivY6co81E3r6AE1JRQTrX2QJ8QehNhjKgPsvU5nN3iiUoW1hYWFhYWCwaiKOgE4cyACQWaYn+YqCZW8vB0OBFS1DuFaQZXquRFwDQF3BhLlUw1ayokSvOVxKzjcSLeEYVIyJ+JwIeFskOJ0jtcmgijbkUZ7ifqqCsnseeLjbhyXHVTRNttFpGazZ7cCZZwI9/t7dtB2s3KfDq4kDIx1bktC78fi1lEqXrY38puqIVklke0/G86fxkwsnoUFYUBbwg1wk5atVEKw5lcyXro1Evjs/1QFAmY3EjQdLdeExuBinvXz3kB9BajvIfnzyOP+wYa+t9O4UrHZvaOJKI34l4pnO3ZzfgxCIcDN1wAYiiKAyG3S25qmsXSwjOmgXMiVgeXpcdPrfxIjRNqfm4C9mUb/9YEjlOwhnro6ZeH2rgUC7KMg5NpFs6j1M5Af6SoOxx2rvmUC4I+udoLRF/a42TjeAEqWE1RSc4HYwWAdQtLEHZwsLCwsLCYtFAXDaeDhzKAJBYIu6chcBMhnK3Mu0s6iHZxa1GXgBAX9AJQZQNncWVNMtQrtyXWoi7Lex3IuhzgBeKC9KQjkw0jRw/BV6Cu7T45HHZkeckU2J7M7IFCZ4awb+VDNudB+bwwNPjmE0u/DhEvkMiKAPo2kT7ZCVRcsfuO55q+W/3kfzk5cGW/s7tZFA4yRzKUlGGrCh1ztCAl23PodxEEBqJejCTyHc98qnRWEwoR16061BW/24lEZRbyFF+6NkJPPTsRFvv2ylGEVyRLrk9u4FRNEUtA2F36w5lgwxloOxQnojlMNzAnUxw2hdWUH5q/xwcDI1Nq8KmXh/2qc/rZAG7kplEAVJRRrZg/vinsgICpexmj0u9XxtVN7WC5lA2kaEMoKMc5aIsQxDlnjmUnQ6bdl51C0tQtrCwsLCwsFg0EIdh+5EXpRI6K0fZEFMZypaDsW1eOJrA1+981nAiQzIyzXRBr4U0ujETQcGJjTOUK/elllipBFXNUC41wVqAiT25jtMG+6k25VM/n9upNjLqdEItSjJ4sVgnKLtacIgS4XkxNMAj1RohH6t9pnZdkBaqazZZOi/3jSVbXsDYeywJp8OG5QPm85OBk9OhzBlUWQS9DiRz3c1QBlSHsqKoAl43IRmsjURJj0v9jJ1GXoz0eeBg6JacnYkMv2DNjI2ODTEHdKPJWS3PHJjDgRYWg4ya59UyGHYjkeFN5/7yBtutzFBWFAWTczkM9RnnJxNYh02LV5lvFEXB0/tnsWlV2NR3Baj763EyuufeWKk5ptnrQRWfRS3ywuO0Q0F3Yqr0GkfqEQkQh3L7TTFJNUOz92oXF2tlKFtYWFhYWFicwJBJUTtiG1CZybbwzsDFSoEvwkZTsDP6j4EOxmY15euA3Yfj2HkwZijAdhJ5Qc5vU4Jyg8gL4o7OGrjh4mkONppCwONA0KtO0JILIDgkzTiU2ZJDueRU7jRnljj9vDWLWm7WfKQGGce6lencCYl0hUO59JkWg9C9VCnwEnixiKGIG9mCqDXMMsvesSTWjgZMZYxWQhzy3XDgLxWMsmsDXhbpnGDafWjWYTgSVUW74zP1grIgFtv+7s1kKNtoGh4nYzgmN4Nc016XHdGQy7SgLEpFZAsicpy0IPm75Xza+sgLAIj14Fnuv/64H79+5LDp1/OiOYcyacw3bbIxn9F2XaVxmhMkZPLqsRlq0JCP4LTbFixD+eh0BvE0jzPWmYu7IIR8rG6GMmmOWeCLphpMEme/JiiXFmi6UY1DnqWaVTg4HQy8Lru2IN8OJJ6n2VjVLi4H0/VqM0tQtrCwsLCwsFg05Dp0KDsdDNwsYzmUG1AoNTKjKP08QIfdcih3AnHTGjm+sh1EXgQ1h3JztzDJptR1KDvtoACkDcSLWJpDyMeCpimthLQVR2A3kIqyJiTr7adcciNXZigDnU8giTBTF3nBMqab2eR5dRvdynTuBH2H8sIL3UsVcl2fe+oAAGDf8aTpv03nBUzM5bBhWbDl93WxDGRFWTAH4kLAifpjWMjrgKIYVy7UYjYDdSDkhp2hMT5X3WxxMpbD+299GI/umjK761VwJjKUAVUMzrRQ4l9JjpPA2Cg47DT6gy7TkReJinvJQvSeyPMSnA5bXT4xEZR70ZgvlRNaajTLC1LTYwdUCMqJ5otMUlGGVFTA2uvlOOJOzfMSJktueTORF2qG8sKM7U/tmwNFAaetjbT0dyGfU/dZqXJRx4xLOVV6Pql0KAPoSmM+o0UPPSJ+Z0cOZXL8mjUAbBcnq8aidHNh0hKULSwsLCwsLBYNeU6CjaZMl8zpEfazmivPop4C37jhh52hIUryomiGsxQhIqjRhDVTEMHY6LbO8UALbmHNFafzPjRNoT/sxvhstu53ABBPcVrJsSZiZ+Y38iKZ5UHOQD2HMmksQ0QikqXcqStYy3HXy1DmzQnE+cXkUM7w8LrssDM2K0O5BkVRTIuSBCJ+bFwegt9tb6kx375j6mtbbcgHlM/zTh34SwnNoeyodygDamaqGQq8BDtDg7E1lj5omsJwxIPjs2UxS1YU/OjeveCFIp4/kmhl9zWMPkctXrfdUDx74oVpPHcoZvi3OU6Ex2kHRVEYCLkxkyiYuodX9ptYiMouji/qOj/dTgYu1tb1yAteLIIXii1lcPOibMqh3B9yAQCmTFQtCJprvf6zuyoylCdK2zLjUF7IyIun989i/WiwYeNAPUI+VmtyWsnx2SwcpSo6M6598ozg9xKHcvfudWVBufk50BdwdnTOFhpUlnUDp8OGoqyYcn2bxRKULSwsLCwsLBYNuYIIj9PYPWuGsN9pRV40IF9yKBtBBEjRcim3BcklNhKUs3kRPre9rXOcsdHwue2mnGScIMFhN+5Mv3LQh6PTGd3fxdI8IqU8chdrg4OhNQfQfFEpYOuJfqRBGSkPJg7lTl3BmoPcqZOhbFLMK0deLLxwmyi5zYGKSbYVeQEAePZgDB/65iMt5ceS14Z9LNYvC2pN9sywdywJh53GykFfq7uqLZicTDnKnMGiGFlYM+uoLfCS6UzSkahHK7cHgD8/O4F9Y0l4nAwOTaZNbaOWRvFDlfhcDkPx7BcPHMRv/3LU8G9zBVGr7IqGXJCKsqmFx8rvcCFylNXYIv3vJeJ3dj3yggiP2YJouvmw2Qxlh92GiJ/Fc4djOHA8haJs/AzFaXEu9XIcY6PhYGgU+CIm53Jg7TatP0gjFqop33Qij/HZHM5Y31rcBaCOo+m8WPW8WeAlzKU4rBsNADBuHlwJWVwqO5S7F+/ElZoyGj1LVRIpCcrtOoCJQ7lZ3nu7kGd/s9VWZrAEZQsLCwsLC4uuoygKZpIF/GX3FB5roUw0x0naxLldwj7WirxoQKMJHAAtW9kSlNujmUM5WxDbzggHVMewKYeyoN9BnrBiwId4mq8Ta2VZQSLDaw5liqIQ8DpacnR1A9L53c7Qug5lIqyRc9nTLYeyFnlRk6HsVCMvzEwUiajdjXLbTklkeU1QdpRcmku9Kd9fnp/CnQ8cwAtHEx05rSbncijKiqFTXw8iwAV9LNYtCyKW5k070sZns1jW723qlNXjZHQoCwYZyiHNodyCoGwyk3Q06kUqKyBbEJHM8vjv+w9i4/IgXvai5ZiO59taJDKK7qhFjbyo374gFhFLcYYRRYA67pEFI+KUnTaRo1y5cLcQz015XoLTQDwL90BQruxtYPaexouS6QiCszb049B4Gv/ykydxy7//Gbf+cifuf3q87nmqWa62k2VQENTIi8GI29QC9EI5lJ/eNwcAOGNdX8t/G/LX94UYL1UIbFyhVnKYi7yoFZS78zwAqOdos7gcQiTghCDJpkRwPcpRZb1zKAPlCq9u0Js9tbCwsLCwsDgp+eOTx7H7cBwHJ1JakwwAWDPiR3+oeQZcnhM1Z0G7hPxOZAui2vCkg+iME5UCLyEadBn+3lH6zgSxCHQgfM4HiqIgx0kdCbTdRFEUpHLqeW8UEZEpCJ0LymYylIViw0kJcUkencpgy+py7mEqJ0BWFC3DkrynWfGmWxC33GjUq7m+KynwtZEX3clQzpb+3uOszVC2axm2zSZ7ROxeFBnKGR6rhvwA1MUBr4tZ8oLybx49iom5HH77l2NgHTacsjyErWsiuGDrUEtiLRGHpxMFbDb7NxkePrcdjI3G+tEgADVH+cWBwaZ/m8oJGO5rXrquBzm/T0aHcq2Y5y+JRuYjL4qmm1yNlhrzjc9m8Ycnj0MqynjzyzdqwubhyTQ2r2otJ5YX1Ea4zc5NEnmhKEqVgDidKECBcXNSQF0II4uAA6X7+2yygFNWNI5XiWc4sA4b7DZ6wRzKRv0EIn4nDo6nuvp+6SpBmW/4LETghaJuNIUeb7hsHa46fyX2HE1g1+E4dh+O4+n9c3A6bHjxpvIYQYRfp11/uy5WbZ42Ectj4/Kgqfd2OpgFacr39P5ZLOv3mvouawn7SFY2p/39WGmBTxOUTcQSpXICXCwDO6OOFe5uOpR58wsKfYFSM8kUB3+L8R9AWejtVYayy0HiVObZoXzPPffgyiuvxOWXX46f/vSnhq974IEHcOmll3Zt5ywsLCwsLCyWDvE0h5/+fh/GZrLYujqCN23fgFuu3QoAeO5Q3NQ2uuVQBszlzJ6MNHNrkdy6pdCY7/kjCXzw1ocXTcQJJ5Q7khuVY5PIi3YJeh2mGgqpgrLxpGT5gCooH5mqjr0gwkm4QlAOmBSxu0kiw8NhpzEYdiOdq58U5msiL5wOG2iK6tjBmSuoOe61350m6JnYfm6RZCiLkoxMXtQcyoAae7HQ+9UpuYKI804dwPuu3YLzNw3i+GwWP/7dXjx30DhjVg8iSM6abGAGqOcl+T6X9XvhYm2mc5TTOUETQ1uFLJwUlvixawWj7GHGRsPrspturFYQzDsMR6JeAMBvHjuKJ/fO4pUvWYmBsBsrB/2gAByeaD32gm8yFhN8LjtESYYgVt97SWO2bEE0dOTnOElbjA/7nbDRlKnmcMkMj5CXVSu7FuA+2jDyIuBEjpO0xcNuUCkomxXQObFxtU8tXpcdZ2/sx1uu2Igv/O15oCkKE3O5qtfwDSIvALUxXyLDI5HhTeUnA+o9sNsN15qRzgk4cDzVljsZgDaWVh6L4zNZuFgbVpSeUUxFXuQEzZ0MqGOE02HTFog7oSDo53zrQRbi281RJkKv2fdrFbKw1s3mjU33dHp6Gl/72tfwq1/9Cg6HA294wxtw7rnnYu3atVWvm5ubw5e+9KWu7ZiFhYWFhYXF0mKu9AD15is2VDl4BkIuPHcohsvOGm26jRwnYtBEN+tGhP1lx8NAuLNtnYgUDJrgEKocyouciVLJ+sRcrkoAXShq3U96ZAsifK72RCVAdQuncwKKsgwbbewN4QSpYSMht5PBQMiFozWCclwTlMsiZNDrwK5D8+9QDnlZBDwOpPNCnWuPODXJuUxRFDwupmOxNFsQ4XHVZ1yT98nzEsIN/l4qyppYsNAZyuQcJBEBgJoNvZQdympVgoiQn8UZ66I4Y10U6ZyAD9z6cMsl++T7mTERDUBIZHht0ZKmKawdCWKvCUFZlGTkOKlK9GgF18noUDaIvADMV2oAqmjpM+meDHod8DgZ7D4cx7J+L7a/aDkAdbwcjLhxqA1BmRMbj8UEUrmSKQhgHeX9nYqXheHaBSJCjhO1yAuaptAXdJk6r8kCiYOhFyTyopFYR+5B8TSnCf2d0mrkhSwrEEQZDgPhtxmMjUY06Kw6hkBl5IWxQ5m4s80KyqydNFxTYGfa70PSCs8cmIMC4Mw28pMBA0F5NovRqBoN5GIZc035snzd2Opx2rsSO8W1kMFOHMpz7QrKPXYoa5EX8+lQfvTRR3HeeechGAzC7XZj+/btuPfee+te98lPfhLvfe97u7ZjFhYWFhYWFksLsiIfqRH2tqyO4IWjCVMCZZ6T4GE7dCiTSYjlUK5DURQUhBPHoUzyf9t9eO82ZH/6gy5dh3xRVkUloxJfM4R8bKn8ufEkq1nkBQCsGPTh6FS1QEIcyrWRF5xQ7KqrpRlE6PB7HBAlua7ZUG3kBaA2Lus0ZiJnELtjNsO2UvBb6LxbMkkPVSwOeF32BRe6O0GQZEhFpappotdth42mTDtWCZqg3KpDueLaWL8sgMlYXjeWpRLy+3YF5fL5t3SPXavwBk35AFX4NdsolGshA5WiKIxEvaAo4C1XbKyKqVg95MehyXTLDlAzYzEA7b5Qu+AzFSuLkXqxF1JRHR/dFePWQMiFWTOCciljPeR3LljkhdHzSJ9fFdVj6e7tVzonwONkwNhoc70IxM4zbYcinjpBuVFTPkAVlMkz2HCfOWMEWbSYzxzlp/fNIuJ3Yll/e4K/i2XgYm3a87qiKDg+m8NoaQHB5zK3AJrKCVqzToLHxXRlvCwI5iNz3E47XCzTtkO5IBTB2Oi2cvbN4FoIh/LMzAyi0fKKQ39/P3bu3Fn1mh//+Mc49dRTcdppp7W1E5FId1acLCwsuks02noXagsLi96ymK/LgjQBANiwJlo1AbzwzGX4w5PHMZXmcdbGAcO/l2UFeV5CX8Td0ecMBNWHb76oLOrvayHIcyIUBYiGPYbfTX8p+9ftZhf99ycU1Yl9QZIXfF+jUR/2T6pu37XLg3h05yQCQbfm+AbKMSxDUW/b+7tiJKj+B2NruA2xqMDva3wMN62J4okXZuBwORAouVgLggyPk8Hy0XL25rIhtdu6zWFHtEtOsWak8wI2rY5gpJT1zDjtiPaV35sqZSUuHw1pk6+gl4XQ4XUvFhWE/M66bQyXnE4Op73h9oVS/qODoVEQpAU9L184rjrcVi8Pa/sRCblxeCq94NdLu8yVxN+BqK/qMwR9LDidccDocyqKUhV5EYl4QdONXX2CWES2IGJ0oPze52wexi8fPITptIDVK4yzdZOlxYVlQ4G2v3vWYYNC00v22LUKzdjAOmwYGPDX/a4/4sGug3OmvgtOKCIcMv9c8earTkUsxeFFW0eqfr51Qz8e2TUFhWHQ30L1kwIKXnfjcQMAlmVV8ctmr37tbJpTo2oKou64T+4rg33l+8qK4QD2P3EUfX1ew4ZuRVm9BkYGfHA6GDzw9Dj8Qfe89Z4IhjwQJRl9Yf1jQ5XyhQWle8++nCQjHHBBlIooiM2fGxKlBVajfTTDqtEgdh+JIxzxwlYaY9jDagzc8GAAUZ1zKVRyutpoCqeu6zclMEbDqpPZ43XqbrPbyLKC/eMpXHTGKPr7669Rs0RDbuSFIqJRH2YSeRR4CaesjiAa9SHkd4I38XyXzotV5z+g9lMRTBzjZghiESG/y/R2BiNupDmxrfelaBpuJ9OzMZ4pGXYYR/feo6mgrLcCVzko7du3D/fddx9++MMfYmrKfBf3SmKxLGR5/rJeLCwsmhON+jA7m2n+QgsLi3ljsV+XxyZT8HscSCernRiDAQccDI0/P3UcyxvEWeRKYiclKx1/Tq/LjrGp9KL+vhYCEmcgS5Lhd5PLqq+ZiWUxO7vwMRKNmC5lSx6b7PxY/89Dh7BqyI/T28gCJNfm8UlVwCNNkQ4ciVU1qhknOYqy3Pb+UrLqPjo8lkDIZfwon+dEUErja6nPpzp6ntw9qTXmOz6dQcjHVv0drahOqUPH4rCj98/ssqIgluLgstuAUmbo0bEk7BXzkrl4Dg47jUS8nE3pYGgk01xH50I8xaEv4KzbhlBQxcfJmQxmo8YlyMdLJfGRgBNzqc72pVOOkoZWYlHbDxulIJ0TMDOTNhSaFjNjM6pgr9SMYX63HdNzuaqfNbpn5jgRgiRjIOzGdDyP/YfnmsbmECeznYa23ZBLdTvu2D2JtYPGiy1HjifV/yi2f+27HDbEEvmT5r6WSBXgYGjdz+ugKSQzfNPzWFYU5DkJSgvf+1DAiSGdMSBaGi937JrAi04xXhyvJZ3jYbfpf45KJEEVlI9PpbAs4tL2f2w6g1NXhPHMgTmMTaSwosaxSjKW5WL5OvexNhT4Ig4ejRu64pNZHkVZAWuj4CjplfsPzc1LVFg06sOx8YS63xXjUyWyrMBGUzg6nuzaOT8bz8PD2lC005iOZZtul+RQi7zxM1MzAi4GoiRjz8FZ9JOGiSQXO1MAVax3FFMlbaw/5Kq6xzVC4NXzZ2IqpbvNbjOdyCPPSRgM1l8rreB32TE5qx6LZw/MAQCCLjtmZzNg7TRiqULD7fNiEQVeqhqXAcBuozET73y8zBaaP0tVEvKybT+TJtIFsPbmY0W7kDiu2Viu7j1ommrL6Nt0qWNgYABzc3Pav2dmZtDf36/9+95778Xs7CyuvfZavOMd78DMzAyuv/76lnfEwsLCwsLCYmkTKwkxtdgZGzauCOG5Q40bJpHsU71y81YJ+1nEu1gmeaJQqMmd1WMpZSiT8t+5lPmSdT0URcHv/noMjzw32dn+lLL+lpfKP2tLiEm3cpKV2Q7BkpO4WXk/JzTvTL5CpzFfPM3VCWvl95yfxnyZnICirKiRF6VO6amaUu88V18q7XEynTfl40Td4+MyG3lRKrHtD7pKDbYW7jpKZHiwDhtcbPk88DrtkIpKXeOvpUKuVP5c27w14GmtcSR57YZlqvveTN4scYKGfeXrw87QWD3sx74mOcpkrPJ72r/23U77SZWhzAtFQ7esz2OHoBOFo7cNBTAdedGI0agXdoZuOUe50eeohIw7lZmxyQwPQZSxflkQQDlWqRLy7FQZA9MfUoXLmQaN+bRInFJTPmB+o8KaPY/QNIWQj9VimLoBaYwZ8rGmIj6MGkO2wmBJoK+MLilHaehvl3wnwybzkyu3xc3TPYf0XyDPEe1SeSyOlxYMR0qLtmYiL8jYGvBUZ4t7nYx2v2gXWVHACcWqe2gzVg35MJ0oNI1B0oPjzcXjtIvDToOi1Eal3aKpoHz++efjscceQzweR6FQwH333YeLLrpI+/0tt9yC3/3ud7j77rtx2223ob+/H3fccUfXdtDCwsLCwsJiaTCX4urykwlbVkcwkyhgOm48uSFCjLsbgrLPiXhmceTqLiZII45Gk2uSoSwugQzlTJcylDmhCEGUW8pS1YPkM0ZKCyu1oi+ZGHUiKPvdDlBUY0FZKU2CmgnKbieD/prGfLF0/XUcLGUTplrMqG2XRJYId2qGMoC6yVlBJxfV7WQ6zgfOFUR4dJzflU35Gv59SdwhzvROmwR2QiLDIeRlqxycpHHXUm3MR45v7cJj0OtoKUOZvHbdaBCAuRxlck8J1jRFW78sgGPT2Ya5lKlcZxnKgDpuL3Qu93zCi8ZjGFloaibaENHS2YIgZARjo7FiwIdDk60JypwgmXp/t5MBRQGZimtzsvTMtGLQB9Zu081QJqKZx1UpKKsiZqOFksqMdZILnpjH5ybOxPNI2O9sO49Wj1ReQMDDak0dm+Vhc90QlEuVeZU5yrxYBEXBMMqC3G+GTOYnA+Wscb7JIku3ODqVgY2mNPG3XUI+tdGwVJRxfDaLvoBT+/xet71pUz5tbK3LULYjx0ktZ55XQr7LVkTetSPqIuXBdhp4CuYbALYDRVFwORjt2usGphzKH/zgB3HjjTfimmuuwVVXXYWtW7fi5ptvxnPPPde1HbGwsLCwsLBYusiKglia14S0WrasUcvpdzZwKZNuzB5nZ035gNYdysemMyfFRD1/AjmUFUVBKieCooBUVuhIACeT9JlkoaPJRzqvup+MHL1EKPC52xeVaJpCwONAMmMspAiSDEUxNwlaWdGYjxMk5DhJa2xJcLMM7Aw9bw7lROnaDfpY+EqNqmqdefqCsh15ToLc5jEUxCIESdYV/O0MreYiNxGUycJYWVBeOOGWNNyqhHy2pdqYT3Nj1hyjoJdFtiBCKpobB4jbePWwHzaaMulQVs/BcJ2gHISsKDg4biwgpLNC6TpqXyxwO5mTzKEsGQp5ZKEp3URsKgjNRctWWDXkx7GpjOnzDFBFKacJhzJNUfDWODKJq3Uo4obfY9cXlHUW4/sCTlCUSUHZy2rjxHw25jPzPBLxO7Work7hhSJ4oQi/x46glwUvFps73ImTuINcaZ/LDo+TqRKUyYKvUVwLccQOteRQVr/HeROUpzMYjXo7biAX9juhQF3kq2zIB6jjvCDJDRsNkix8f81zlcdpR1FWmh7jRpRd9OaP/8oh9Z5yoNTDoLX3M98AsF1crG1+HcoAcPXVV+M3v/kNfve73+Hmm28GAHz3u9/Fli1bql43OjqKP/3pT13bOQsLCwsLC4ulAXEX6EVeAGr592DYjecONhCUDZxn7RD2O1HgpabiDwAUZRn/8pMnce8TRzt+XzMoioKJOXOZeN3GVORFyaEsLHKHcoEvQirKGCk1autk0kkcLrxQRKaJQNGIdE6A3+0od5GvcUySbXsbZB+bQXVXGU/8yx3km0+CVgz6EEvzyOQFbRGm1qFMUSUROzc/YkM8U3YoMzYaHidTJ6Tk+frIC6+TgQKAa1N0K8fu6C9quUxEahCRhAjKC7lQlcjUC8pkfF36DuWayIuSO01PcNMjmS3HV/QFnA2jAQjlCJHq827NcAAUhYaxF6kcr4mg7eJmGRROgoVPAicaC7GaQ7nJ8dYcyl0qI1897IcgyRifNX8P58SiaYer12XXopEANR/ZxdoQ8Djg9zjqon8A/cV4xkYj4nc2dN4nszxsNAWfxwHWboPHycxrVJiZ55FIgEUiI6Aod/48ksqT2BkHgqU87GYCOt/CvdQIiqIwGHZjKlY+ZwSxWNWwtxYS37Cs33ymrRZ5MQ+CsqIoODqVwYrBzhu7kQW62UQBU7E8RvvLIjpZfG/kUk6XnkvqHMqle10ni6dkQarROVoLa7dh+YAPB8ZbF5TNRJV1inO+HcoWFhYWFhYWFs0gJYlGkRcAsHVNBHuOJQ2dBkR4qc3GbIdwC26bVFaAIMpV+Xa95NFdU/jk9x5fEFHZzATOTgTlRe5QJo7V1cNqd/FOYi8qJ+lmnIrG+yTC73GAoijdEvxsXgTrsHXkUgTUEtFGgjIvEBGl+fusLOUfHp3KaCX9es3Jgj5Wc3X2mkqhA1AFgFonYp4v1sXjkLEj26boplc6XrV9trlDNMdJYGy0JlgslBNYlhUkM4KhQ3nJCsoFCYyNgsNePY0NlKoCEiZjL5JZAS6WAeuwoT/kNhV5QSJEanGxDKJBl9bAS490Tugo7gIoLWicVA7lIlgDIZhULqSaRF6QxaWuOZRL95vDJmMvZFnNKzcrSNZmxk7G8hgMe0BRFPxuh6FDmUL9Z+wPuRrez+JpHkGvA3TJJRvyOefVoWzG/Rn2OyErSsOKHLNUZu2GTPci6DzyAlBzlCdrHcoNzomtayL45I1nV7l1m8HOY4byXIpDjpOwsguCMrlH7ToSh6wodQ5loPH9KpUTQKE8JhDIfZwsuLQD1+aC1NqRAA5PpluqZABUAbuXGcqAGv/TKJ6pVSxB2cLCwsLCwqJjiJhn5FAG1BxlqShjz9GE7u+77VAGYCpHmTR86TSH1ywPPD0OAAsqKDeaXDM2GjaaWvQOZTI5JIJyJ417KrOBZ5LtLyyQhj+AvgCbLQjwdZCfTCD5j0ZwLeT+EYfRkamMoUMZAIIG7rheUCt0+HSElAIn6jblA8qxE61CxiCvwRikOkQbbzvPifA4Gc0t2MlkthPSeQGyotTFM2iT7CXqdM1xIjxOe12pOBGIUiZjWVJZXssGJ8Jbs7gbvQgRQsTvbDgGpXJCnYOuVUiGciexPEsJTiiCtevLFVq2epMxKd9GyXojogEnvC676cZ85eZr5p5rvG5HVYbyVDyvNXULeFl9hzInwe1kQNPV10R/yN3QeZ/M8lV54GE/O6+9J8xEXvSV7kXdaMyXrsgxN9vclhy/jgXliBuprKA9gwmi3HCbNE1pzzZmmc8MZa0hX1cEZfUYkwrGSlc2EZQzBePrPJUT4HPbYaOrx4ruOJTbGz/WjgYgSjLGSk0GzcIJUtfGKiNcDkZzXncDS1C2sLCwsLCw6BjysG+UoQyoOZMOO22Yo5zjJDWntIPSQoLWsdxE+eZ8CsrHZ7Nao45OG8C1Q56XQFP17r5aHHYagrg0BOXlA17QFIW5VPvfZyongKYoUGjfoSxKRRR4Cf6SSybkZZHQyVDupCEfIeh1IFsQIUr6k4KyoGymEZQd/UG1MV8sxYGioLlrKwk0idnoJokMp00yAVU8qm2+leeL9YJyh2JptolDWXWINp6IEXGnU3G7U4jTsLaB3NJ3KIu6jVsDLTaOTGYFTVTqD7rAmYi70YsQIahZr8bvnSrF4XSC28lAVpSGeaInEoJo7FBmbDTcLNM8Q9mEaNkKFKUKfWYdyq2MxQCJvFA/U4GXkMjwGCo1dfO77cgVxLr4B7LIUkt/0IUcJxle6+r5XB5nwz52Xh3KnIljE+6ioEzE+Mo+B00jL7qQoQwAg2E1xoHkKHOC1FGMhh5ke910nxpxdFptyDfaYUM+QBVrWYcNx2dzYGw0+kMu7XfEddwo8iKVFeD31I/L2qJuB4unpJF1q+PHmtJiQCs5ykVZhiDKvXcoO2ym4gDNYgnKFhYWFhYWFh0TS3HwOJmGD0J2hsapK8J47mBM12GV5/SFgnYI+lhQMJerS0SAbEHs+YP4n5+dhI2m4HTYOopWaJcCr7ofjBrBEOyMzVCsXCyQyWHIyyLsZzuOvPB77Aj7Wcy2KfQTMUpzKOsIsNm8CK+7Ow5loL7pH6FVEWPFoK/kUOYQ8rF1Th/1PR0o8MV5EbMSWaFKCPW7q5tRiZKan13flI+IuJ1lKBuJ/mYiL/IlQdnJMqDQfvxGpyQy5YzgShgbDdZh0+I9lho5TtIV/P1uBygKdYs4RiRrHMpA40U+WVGQytZHiBDCfrUiQa/EmTT/6oZDGVjYXO75pFGGMgD4PPoREJW0Kwg1YvWQHxNzOVOiTKsOV59bjbxQFEWLUCGCcsDjgALULXzkCpLus9NA6bzWu6cpiqIKyhURLiEfi0zeeKGy2xT4IhwM3bCpG6mW6UZjPnKu+Nx2LQu9WaNZTiiCospRYO0yWDqGRFDmmziU24GmVbPAfNyjj05lMNzn6Ti+C1AXaYgJZKTPU/X8UXYoN8hQzutXf5QjLzpwKJNFjxZF3rDfiYifxf4WcpSJs9zV6wxllulqzrYlKFtYWFhYWFh0zFyKQ1/A1fR1W1aHMZfiqrpdE3KcZNgMq1UYGw2/x6E192pEpfOlly5lUSri0V2TOHN9FMN9nraFy04o6DQy08PB0OCXgEOZAuB129Vy8w6OnZpvyiIadLXtHNfcT24SeeEALxSrRIdsQexO5IWvcbkuWRgxO2FdOehDLM3h6HS2ToDU3lOLFOitg00VOriqqAa/x4EcJ2liXd5AJCrHTLQ3gdQcygbjkLnIC3UcoykKbiez6BzKgBrpsWQF5YIIr87xoWlKbVpm4vxUFKUkKJccykRQbhAPkMkJKMpKQ4eyAn3HY7rCGdkJJCP8ZMhR1rKHG4xhfre9rnKhlgIvgULnkQWVrBr2Q4EaE1TJ4cl0nfBJRCKzDlevy46irKDAFzFZ6uswGFFdoOT8qRXRc5you8gS1c7r+nsaWRysPJ+JW3m+XMp6jVVrYR02eF12xLrQLDCdE+B12TUBO2SiLwAvFOF0NF+Eb0Z/0AWKgtargxeLXXcoA+p51uvIC0VRcKRLDfkI5H5f63hW442aO5T18um7EXnBdRCZs3Y0iAPHk6Yjisjil7OLi196uByMlaFsYWFhYWFhsbiIpbmGcReELasjAMpZaZXkCmJX8pMJYT+LhBmHcorTslp7KSg/tW8OOU7CRacNoz/oWiBBuT4mQA+HffE7lNN5Ad5Sbl5fwNmZQzmrOlz6Qy7Mtukcz+SrRSO9jEY18qIzUal62/piCt+GQxlQI1nCfn3BrNl7dos8L0EQ5Sqhg4j0mYpScAB1rrxOJ5C5ggjGRhtGwphpiparqLTwOO0LllUcz3BqY0MdR7ynpvHXUiLHGd8ngh79jNn6bUiQiop2TvcFXE3jbsjipF5TPgAIB4ydlKmK7NZOOJkcypqzt4Hoptess5aCIMHJ2rR7fDdYNaSWsx+aUN2H6byA796zG5/70Q785L59Va9tdXGvHEkjYDKWB0WpYiTQQFA2eHaKlv5Or1lkopSVXCUo+803M+4GZhe4w362owVjQqqixwEA3ca5tfBid6Ip7AyNaMClNebjmzTlaxfWYet5U75Ehke2IGLFQPcEZbKYMVqRnwyoC4Uep/H9SlEUNZ9eZ2x12G2wM3RHfQwKLfSjqGXtSADJrGAqeg8ojxVmn9vaxemwgeOLXcvitwRlCwsLCwsLi45QFAVzqULDhnyEvqALg2E3ntdpzJfvokMZUEu9zTmUeU1Qm+uhyPvQsxPoCzhxysoQokEXYmmu5Q7QnWLGEQSoDuWl0JSPTA4jAadhubkZUjkefo8D0aAL6bzYVr5cqsaFqHWRL52DolQELxS7FHnhqNp2La005QOqG+voNeQDyhm1vc5RJmJGpdDhc1cLKURQqz2XHXYbGBvdQeSFCI+LMXSjuVkGUlFpuNiS5yR4WPUYe1xMR+6oTkiW8n71hLSFFLo7xSjyAlDP0WaOQ6B8DpNz2s7QCPudDasTyHZDBgsukQZZr+VmYPp/axYt0uUkcCiXm9k1ciibibyQup5J6nXZ0R9y4dBEGo88N4lPfvdxPPHCDPqDLhwYT1UJNa2OxWQBKFMQMRXPIxp0aXEL5N5Su2hidE2wdhsGQi4cmczU/S6RrR9ntd4T8yooNxfP1Hzy7kReBKoE5eZ9AdTGkN0R+AYj7iqHsqMHwiFrZ8A1yfnvFOLMX9lFhzI5D2sFZUC9JowiLwq8WrlkVP3hcTLIdtKUj1cXFGobXpph7UgAAHDAZOxFJ+J1K7hYBgrQtWgUS1C2sLCwsLCw6IhsQYQgyoZCVC1rRtSGNrWr46SZVbcI+VnE03zTVfhEhsPKIR8cDN0zh/JMsoAXjiZw4dYh0BSF/pALioKuuG5ageOlutxZPRwMDWGRN35KVzS5igTUcvN2Jp2yoiCdExHwONAfUnMO23GPp+siL6odvdmSS0bPMdoqatkuZRx5YUKMqcTjtCMaVK/fsMF1PF8OZT1BmYgAxAWuOZR1zmWPs30RN1uQdOMUCM0corKioMCXxzG3096RO6oTEhleN+4CKDX+WoIOZakogxOKxg5lrwNJEw5lct0EK9zGzaoTmjqUS9+1Xml+7WJTu5Dzr7BEFwNagVRZNHL2+gya1FXC8UVT97xWWT3sx9P75/D9/30Bg2E3PnPTObjivOXIFsSqhYlWM5RJBUuuIGIqlsNQ2K39zu+udyjLimLYlA8A1o4G6kRuQD8SJ6Q1M56f55KCYG6BO+J3Yi7NdeyoTNc4lEM+FsmsALnBdnmh2LW4lMGwGzOJPGRFAdcjh7KTtfU8Q/noVAY0RWGZjvjbLssHvGAdNl3Xs9qoUn9cb1b94XHZO4p34koVDu0w2u+Bw06bFpSJQ7mdeI1WIJ+n0KWFB0tQtrCwsLCwsOgIIsKacSgDwOrhADJ5sU68zfPda8oHqA5lXiw2dJsWeAk5TkKf34lIh7EJjfjzsxOgKOAlW4YAlEtR283rbZe8SUeQw25b9A7lyjJHkt/djkCfLYiQFbX8nZQWt9MwMZMXwdpt2uST7BsRr4gY2o0MZYqiGrqrOEECY6MaNjuqZcWgWsZttDDkcTJgbHTPM5R1Hcoe9Tsjk8d8I0HZ1b77NlfQzyIluJo4RDleggJURF4sbIZyuIGgvFDO6U4gQr7RMQp62VLWceOxK5lRz6NKMa0/5MJ0g+s+meXVCBED4cJht8HvtutHXpSumU4Xk5qdfycSxNnbyB1KmtQ1ylc1W5XTKmesi8LvtuNN2zfg4288EyNRL9YMq47EQ+Np7XVcqxnK7vJYNxUvYChSzpR1OmxwMHSVQ1ktXYfhIsvakQCyBbHu3NbG2YpmZk4HAzfLzGPkhbkIrrDfCV4odnzepyoWoQF1vCjKSsPzh2/SGLIVBiNuCJKMuZRandarDOVuNlzT4+h0BkN9bji6uP9nro/i6++7QLchbqMF0FS2iaDstHcUEZTvYEHKRtNYPeQ3Lyjz8+NQJkaDbuUoW4KyhYWFhYWFRUcQEc9MhjKgdkgHgEMT5UlXUZZR4IsN3YGtQrJgG+WXEddZ2O9EX8CFuVT3Bd6iLOPh5yaxdXVEc39GOxAuO8FsZqGdoSEscFO+R56bxDd+sdPw9+l82W1EFjPaWRBIV0xISHOudh3KlYKRi2XgdNi00mIyIdKbMLVD0MsaTvw5odjypGRVqXzVKENZFbGbZ052iuacq3CCGmUo653LaiO89iZK6bzQ8Pi4S1EWRtsnQvZCZyirjQ35qu+wEo+LQa4gdS1Dcb4gIrjRwmPAy0IBkM41Fss1h3KFCNEfdCFbEA2Prfp9Ohpm8Yb9Tv3Ii7xY1QysXcoO+aW3GNAqZpy9WhROA0GwwLfvMGzEORv78fVbLsRLzxjRzonhPg9Yhw0HJ8oCkhmndSVkwfHoVAZSUcZgpOxQpiiqlBtdFpTJNWHsUA4CAA4crxa1khkeXpcddqZ6v0J+4/tKtzH7PELu751UdPGC2oTQ7yl/T0ETMU68WATbJYGPuM2PliIjutkoksA65sehvLKL+cmAem4bCeyNIi+06g+je10HFUuAukjcicC7djSIsemsKfG2QBzKPc5QdpU+T7cWHixB2cLCwsLCwqIj5loUlEeiHtgZukpQztcIMd2AiLfxjPEkhLjJIn4n+oLOnkRQPHcwjlRWwEWnDWs/C3odcDD0vDbmUxTFtCOItdsgLHBTvmcOzOGZA3O6D+K8UIQglnPzQj4WFNWeoFxZju5iGXhd9rac4+l8fWOYyi7ymqDs7qzsnaCKu8ZN+Vp1P52/eRBXnb8So1HjMtZAg/fsFokMB7/HUSW+OR1qc53aDGW98cLDtjeB5MUipuJ5jPR5DF9D3s+o6kFz0DrLGcp5zrxwOxXPY8eemVZ2W5ccJ0GQZGOHstOuxXMsJUh8iNHCY9BjLuc7lRXgZpkqh12zxaRGESIENetVJ/Iiy2t5zZ1AGkaeDA5lLUO5SVM+oL5JXSUFoTeRF3rQNIXVQ34crHQotxg/5HTYYKMpTQAerIi8ANSFz8rPqwnKLv3POBRxw+NkcGA8WfXzuEEFg9neE90gbzKCK9wgn9wsqXx9jjm5nhsJ6Fw3Iy9KbvMjU+r50SuHMt8l56keiQyPVE7A8i7mJzfD63Igmxd176OmIi86WNRVY1naP05rRwKQFQWHdXLMa9Ecyj0er8gcoFv3f0tQtrCwsLCwsOiIWJqDi7WZnrQxNhorBn04NFl2zNQKMd1AazDTwKFMJihhP4u+gBM5TuqoPE6Ph56dQMDjwJY1Ee1nFEUhGnTNq0NZEGXIimLqONkZGuICR15Ml7qhzyZ1Ssjz1XnFjI1GyMe2NeFM5aobdPWH2jsuqkO5elKjxlKo+0rctd2IvChvu4FDucVJUMDL4jUXrW7YfMZME6NOiZeayVVCUZTagCtfjrygoO/wUjMTW7+Gx6azUJTGjYbIRMxI0Cu7BUsZyqxdy8s0w31PHMNt9+xumOlpBrJYNxzVF8dJZER2iWXxZjXxzEBQLp03qSaLHslsvThM8tOnE3ndv0lkeIR8jRdNw351UbJW+EjXlNp3gptt34G/lDCboQygyrFbSy+a8jVizYgfYzNZTRBvNX6Ioih43XaMzWQBqIJwJf46QbnxsxNNUVgzEsB+HYey3gJJyMciMQ8ZykVZAS8UTQntxKzQ6FmuGaQSqSpDWesL0Nih3K3IC7/bDhfL4FiPHcq9jLw4Ot39hnzN8LrsKMr699FUTo0iMop88To7zFDmi5qjtx3WjKgVmbWxFw89O4Fv37Wryk1OzBNmF5/ahWzfylC2sLCwsLCwWBTEUhwifieoBqXAtawe8uPoVBZSURUts01cNu0Q9LKgKaqpQ5ku5dGSHN5uxl6kcgJ2Hozh/C2DdRPKaNA1rw7lfIOYgFocdtuCNuWTFUUTdWd0BJ60TpOrPn97Gdi1Dpf+No9LbcMfAFUREcSh3K1zPOhjwQn6GeGcIPWk4U/QwzYV6zolmeF1G5/5PXbtuKtl7Ixu/IDbySDPtz6BJK6xlaVIHj2aNeUjPyfXGJnkmp3QxjM8pKLS8Xe863AMdobG+lK5ey1EkO1kor0QkP01Eg9qc8uNSGZ5rdydQJpS6l37JELEqCEfIeJnwYvFOkdcKid0xaEMqI0eTwaHspnsYa1ZZwOHstlGtN1i9bDqSCSxBu1Ui/hcdihQhbTaRco6QbnQeJEFUF2Sk7F8VQ5tIlu/cAeoC/HpvNjzBeVGjVVr8bnVuJiOHMo6Tla/xwEKjRvNdrMpH0VRGAy7caR0bvTiHk0E5V7FGR2dyoACutqQrxlk4Ugv9mI22Xj+4XExECS57efZQgdN+QB1oWe4z4ODJUFZKsr4z/v24oe/3YO/7pnB/zx0qOK9imBsdMfRSM0gDmgrQ9nCwsLCwsJiUTCX4jQx1iyrh/2QijKOz6ounHIJe/ccyjRNIehzNHYop9RJFU1ToSEzCAABAABJREFUXcnpq+WJ56chKwrO3zxU97v+kCpczleOaaPc2VocDL2gTfmSGV57f734ibTO5DAScCHWxmJAKiuAtds0F1s06EIszWmLHWYoygoyBVFHUFYdvYqiNv7xOBnY6O48fhNBLKUjpph1frVKwOtAnpd6utiQyPAI6eQ4VzmUOWORyOO0o8AXmzZmq+XoVAZ+j6NOaKzE3aQpGvl5OfKiJNyadJSS0mu9xm6tsOtQHBuWBQ2bJpGcaKNGR4uVZk35ygKRGUG5+hxzOhgEPA7dxnwFXs1f1RPgKtFiliqOn6IoXXUou1jbkosqaQczGcouloGNprSKlVqkogxBknuSoWzE6mF1QYoISO2MxeT6rI27ANRxMJMXtfGt7FA2vq+vGw1U7ZMoycjkRd3zmfys15Uo+dLYY+Z5hKYohP1sR89m5N5ReY9mbDR8HkfTyItu3ksHw27tmDl6cI+OBl0oygomY/qVFp1ydCqDwYh7Xl3/2v1KJyt9MpbDcIOYKnIvbjf2otChQxkA1o74cXA8hXROwL/91zO4/6lxXHHuclxyxgh+/9cx7BtLAlDPtU7iNczi0pryWQ5lCwsLCwsLi0VALK06BFqhtjFfbal4twj52IbiTDzNaU3IiKA820VB+dHdU1gx4NPNZY0GXRAkWVcQ7AUtCcp2G0RJ7rj0vl1I3AWg37iQCMqVTfAiAWfJ4dmakJjKVWcf94dcUJTWFhYyOQGKopa0VhL0spCKCnKchEyhccO3ViGCWFJnMtxOU76W3rNH5yxxd+ple/o8jqqmfEbnMRlDWo0FODKVwcpBX8NKCwdDw0ZThoJebdM4zaFsMtOZCBudOPHmUgVMxfPYvDpi+JpWndOLhRwngoLxGMbYaPjc9oZjqqIoSGYF3YaF0ZALszrjDWms2UxQJqX5lcePE4oQJLl7DmXWflJEXpgp/yZN6jIGTRiJYGLmntct/G4H+oMuHCw923BtNHUjOfuDER1B2eOAgrK41sy1D6hVFzaa0sruiVis57gniyK9bsxHxkSzx0bNJ+/AoVz6zL66e7Rxo1mpKKMoK4YLc+1QGWHSC4fyllXquL/zYKzr2wbUyIv5jLsAAK+bLIBWj+tFWcZULI+hvvrrhFBe1G39XicritqUr8PxY+1IEDlOwqe+/zgOT6Zx89Wn4rUvXYvXvXQN+oJOfP9/nwcvFEsNAHsvKJNnQytD2cLCwsLCwmLByXMiCrxkuiEfIRJwwu+2lwXlQvczlAG1wUyjiVGlGO512cE6bF2LvJiYy+HoVAYv3jyo+3vSBGq+cpRbKTF1MOoj4kLlKE+VvpOg19FQUK6KvAg4oSj6AmsjUlke/gqxJxpUj4ueU7HRNmr3BygLUIkMj0xe1CZG3aCRk6ybjYQqIe7dVr9js5Dt6ol9frda6q2UmskZNfAkY0grohsvFDERyzWdKFMUBVeDDNs8J4GmKG1S2Mq+CGJRcwx3IijvOhwHAGxeFTZ8zVJ1KOcK6nHXizohBLxsw/MzWxBRlBVdgXcg6NKtiEiUYpOaCsr++qxXvWqKTlAjXU58QZkXi6AoNC3/rqxcqEWLeZpHNyWg5qYeHE9BKeWntyoSkZz92vxkoHwekUWTHCfCYadhZ4zfg7XbsHzAqzX6I89EepUgIa33RG9zlLV4IJMmgojfibkO9imdF+F12evOp1CD8cJM7EqrVLrOe9GULxJwYjTqwc6Dc13fdionIJHhsWJgfgVlcj1kahzKs0kORVnBcKSRQ7n9xVNeKEKBuWfmRpAKAcZG4+M3nIkXb1LnBE4Hg7e94lTMJTnc+cCBnhkBarEzNBgbhYIVeWHRC6677mrcc89dC70bXeHzn/8MPvvZTy30bixJ8vk8PvvZz+Kaa67AFVdcir//+49gdrbzruMWFhYnHiSztq9FQZmiKKweDmiCcr7G2dctwn4W8QyvGyshl3IxiSOHotTYizmdJnDt8NjuKdAUhXNPHdD9PREu5ytHuZyh3HwSQxw5C5WjPB3Pw8HQWL8sqCsop/ICPE6manJIzsFWc5RrHcoDodaPC5mQ1pa1Byua/mQLInyu7ohKldtO6ArKvXG6ELHhj08e74mzPl76HvUcyn6PA0VZQZ6XkG+Qi+rWXMHmJ0vHZjJQFGCFCedVI0Evx6mCJ3E5u1twKFcuDMRT7Qv2uw7FEfazumIUodMy4IUix4lNFx0DXkdDBz3JS9VzZ/aHXEhk+LpxTxPgmgjKelmvKZ3Fr044eZryyXA6bE17M/g8dmQMBOUCZ74qp5usHg4glRMQT/NtZSiTBZ+hcL1QRs4jIqLnOMnUQvzakSAOT6YhFeXy+axzDVQugvYSzaFsUkCLBJxIZYW2F7nTNfd5QtBn3GhWMBG70iqVrvNeLPoCwNY1fdh/PNX1cYLkgpu5T3YTb+m5qXYBdGIuBwA9i7zQFhQ6jKEYCLvxd68/DZ9+yzlYVdOjYf2yILadvQx/emocB8ZTWhxFr3E6GCvywsLCond84xtfwRNPPIHPfe6L+Na3bgPP8/jEJz4MuSKPcC5ZMHyAs7CwOHkgsQCtOpQBYNWQD1PxPPKciBwngbXbut6MIuxzQpRkXSdeOiegKCuIVLh02m3sVousKPjL7ilsWhU2dKb1BZygqPl3KJuZXNsX2KE8Hc+jP+TCQMiNeIar2w+9BnjtCsq1E02/xwHWbmvpuCQNHMqVjt5sQexq5IXTYQNrtyGZqb8X98qhPNznwRXnLsdT+2bxie88ht/+5Wjb58gvHjiIb9+1qypWRXOC6kTokDiRdE4oRV7of752SlxJk6SVg8YN+QiNBL08J1YtirWSoVwp4LTrUJaKMl44GsfmVZGGQhxNU3CzzJJzKGc5sWlTy6CX1SoG9CDXqlHkBVC/mJRo4JyvhKIoRGqyXsvNwBr/rVncTgYFXpq37P2FghclU0IsqVzQg8RmuOcxQxlQHcoAcHAi1Z5D2d3coUw+c67QfJEFANaOBiBIMsZmsg0XSFwsAxdr0xb3ekW5gam574ZEk+ktoJohleN1F3WCXrUJoV5UliYodvFeOhBygYzMvXAoA8DWNREUZQW7j8S7ut3xUs+TZf3zKyi7WBtsNGUoKOtljRM6cSgXuljhsHlVxHBR8dqLV2Mg7Ea2IHYcr2EWF2sDZ0VeWFhY9AJJknDffffiYx/7GLZsOQ2rV6/FJz7xKezZ8zzGxo5pr/v3X+zEl+54GqK0MO41CwuLxQEpQWxHUF49rJaBHZ7MqE22uuxOBsqTEL3GfES0CVeIV31BF2Lpzhvl7TuWRCzN48Wb9d3JgFr+FvY5582hXODN50k67OojIr9QDuVEAQNht5ZnXBtDotfkKux3gkJrYpwoychxUpWgTFEUosHWjouRoByocBF3O/KCoijd/EeS+9iL0kmKovDal67FZ9/2ImxcHsKdDxzEP3z3L9ixZ6ala0Yqyrj/6XH8dc8M/vDXMe3njZxz/gohRW3Kp/9dtppbDABHJjMIeBxNHahAWdDTI89JVVmmjlJpqZl9IQJOf8jVtqB8aCKNAl9sGHdB8LrsSy9DudDcjRn0OpDKCZBl/fOxHKuiE3kRUoWJ2sWkZIaHz23XFtoaEa7Jeu165AXLoCgrEMSFa5o6H6iLYs3HMDXyQtQdf0glwXyJNITRqBcOhsbB8bQqjLcoSJ576gBuumKjFotVSXkcLGUo14w5RqwdUZ+39h9PIZHhwdpths8CzaLCuoFWlWby2PSXKromSyJiq+gtQgNlUT2V1WluSxzKXRR+7YwNfUH1mbNXDuU1I354nAx2Huhu7MVcmoPHyfTkWb0RFEXB67LXRV5MxnII+9mGz7StNsathERC9LpRnsNuw9tfcQooav6qKZwORpsTdIolKC9SfvWrO/Ha174Kl156Pt785jfgkUf+DACYnJzABRecjfvu+y1e/eor8fKXX4KvfvVLkKTyRfLss8/g5ptvxKWXvgRvfOPrcO+9/6v9TpIkfOtb/45Xv/pKXHzxubj22qvwP//zC9192LPnBVx++UX4xS/+CwAgCAL+/d+/gquu2oYrr7wMn/rUxxGPx6r264c//B5e/vKX4l/+5Z90tynLMu6448d43etehUsvfQne+953YP/+fQCAb3/7VrzrXW+tev1PfvJDvO1tbwIAZLNZ/PM/fxrbt1+MV75yO770pc8jn1dvKk89tQOvfvWV+OpXv4Tt2y/G97//nbr3/slPfojXvvZVuOSS8/CqV23H9773H9rv3vved+D73/8O3vOem3HppS/Bu971Nhw+fEj3M3z605/AP/3TJ6t+9m//9gV88pMfBQCMjx/H+9//blx22Utw442vxx13/Ceuu+7qqu/1He94Cy699CV45zvfiu997z/w3ve+A7Is45prrsCvf/0/Vdt+4xtfi1/+8ucAgF27duJd73obtm27ANdddzV++cv/BgDwPI83vOE1+NznyhEf//ZvX8ANN1wHnq9/ILjrrl/gNa95RdXD1x//eB9e+crtkGUZX/ziV3DmmWdW/IW6lprJqA4eqShjMpbHxFwO//PQYd3vycLC4uQgluLgYGgt46wVVg2pLodDEylTpcztQIRuPXGQiMyVDQX7Ak4U+GLHpeCP7p6C02HDGeuiDV/XH9LP7OwFeV4CBXOTGEcpj3EhHMpFWcZssoCBkFubUNceP73JIWOjEfSxLWVga2JPjYAZNchSNSKZ4WGjqbqJlp2h4XXZMR0vQCrKbV0njQh668t1e+GqqmUo4sEt123Fh15/OliHDf/vrl34/H8+ib3HEqb+fs+xBAq8hL6AE7948CDGZlTnUyLDw80yuucoWUBI5QQUBAkup/7nc7eRodxKoyEX2yzyonyMKYqCx2nXMuIbQYTOtSOBlhpCVrLrcAw0ReHUlaGmr/W4GGTbaFS0kOQ5URMIjAh4WCgKDKvokto1Xy8ukRii2ms/keF1Fzn0iPidNZEXPCgKXatOIJmzJ3qOMi8UTWXX+j0OiJKsW77NlQSTTjNQW4Wx0Vg56MOhiZTpz1GJz+3AhacN61YZOB022BkaqZw6XuRMXBOAKpxG/E4cOJ5EIssj6GMNqxiaNTM24tBEGrf8+58xVdFU1wiymGVWQFs15Adjo/HCUXP3mFrSOVE/8oJUERn0IgC6fy8dDHtAodyrotvYaBqbV0fw3KFYVxsrx1OtN+DuFl63XcehnMdQg/xkQD12NGVuUbcWMn7MR67xmpEA3vvqLbji3OU9fy8AcDlsWgVHp1iC8iJk3749+MY3voJbbvkg7rjjl7j00svxj//4cU3MA4Dbb/8uPvOZz+Nf/uXf8Oc/P4jbbvt/AIBYbA4f+cj7cfnlV+DHP/4v3HTT2/H1r38ZDz/8EABVVH344Qfxuc99CXfc8UtceeXV+PrXv4y5udmqfRgfP46PfvQDuP76N+Hiba/CX/fM4Dvf+RZ27dqJL33p6/jmN78DRZHx0Y9+sEqUfOaZp/D97/8n3vjGt+h+tttv/y5+9rOf4JZb/g4/+MFPMDQ0jA9/+H3I53PYtm07du16DnNz5dW0++//Iy677GUAgC984Z+QSiXxrW99D//6r1/H2NhRfP7zn9FeOzs7g1wuhx/84Ke48sqrq973d7/7P/zXf/0EH/vYP+BnP/sVbrrpZvzwh9/D88/v0l7z05/+CBdddAl+8IOfoL+/Hx/+8C26Yuy2bdvx2GMPQxTVgalYLOLBB+/HZZe9DJIk4WMf+yDcbje+973/xBvfeBNuv/272t9ms1l8+MPvw/r1G3D77T/F5Zdvx3/+5+0AAJqmceml2/Dgg/drrz906ADGxo7hpS/dhiNHDuOWW96F008/Ez/4wU/xtrf9Lb797W/gT3/6A1iWxUc/+ve47757sXPnM3j22adxzz134ROf+DRYtv4B+JJLtiEWm8Pzz++u+K7/gEsuuRQOhwMvetF58HjKA/Sdd/4MgUAA69atB6C6v2RFQdjP4ndPHMO+saTu8bawsDjxiaU4RALOpjmHeriddgxF3Dg0kTbtsmmV0agXdobWuptXQkSbcI2gXPm7dhDEIp7cO4OzNkSbOluiQde8Rl442cYNrQjEobwQLrhYSm20MhB2ob/kGKxtkJfO67uNIgFnS8fOKN+0P+TCbLJgejKWyqoORr3vNuhlNcG0m5EXgH7+I5kk9KKDfC2bVoXxmZvOwU1XbEQiw+NLdzyNr9/5rPZ5jXh63xxYuw0fv+FMuJ123HbPbohSURXuDFzC5BjNJgtQFJhwKJubLHGChMm5nOlcSI/TjqxREzBOrBvH3E5Gc+M1Ip7h4WIZjPR5kOeltjqw7zoUx+oRf5WobYRnKTqUTdwnyrnlBoJylofHyeg2MfO67PA4mboxOZFRBTgzkKxXUkKfyqrVFDTd+j1SDyKOmjmnljK8aC62h8RD6DXmWyiHMgCsHgng6HQGeV7qqiBFUVRVzIcaeWFu++tGAzgwnkIiwyGks6BCCPnYthzKT++fRbYg4qFnJ5q+Ns9JsNGUKdc/oLo4140G8HwbMQ6cIIEXi4aRF4C+oMwL3c9QBtQM4kaCfjfYuiaCdF7EkclM8xebJJbmq56X5xOfq/q+KysKJuO5hg35gNKirovpLPJinsaPM9ZHsXyeGh46WQYFK0P5xGVychIURWFwcAiDg0N405tuwhe+8BXY7eWHw3e+83047bQzcOaZZ+Ptb38nfvObuyHLMn71qztx5pln4XWv+xuMji7DZZe9DK973fW4886fAQBWr16Lj3/8U9i8eQtGRkbxpjfdhGKxiGPHjmrbTiYT+NCHbsFll70MN910M+594hj+3y+fwq9+9d/4yEc+gU2bNmP16rX41Kc+i8OHD2Lnzme0v33ta/8GIyOjWL58Rd3nUhQFv/zlf+Otb30HLrjgYqxcuQof+9gnYbMx+O1v/xfr1q3HihUr8dBDqqA6MTGOffv24LLLLsf4+HE89NAD+NSnPou1a9dh48ZT8MlP/hMefPB+TE9Pae9xww03YmRkFENDw1XvHY324xOf+DTOPvtFGBoaxjXXXIdIJFLlQn7Ri87D619/g7Zf6XQajz/+WN3nOO+8lwAAdux4HADw7LNPg+d5nH/+BXjqqR2YmprE3//9p7Fq1Wq87GUvx7XXvk772z/+8T44HCw+8IGPYMWKlbj22tfjkksu035/2WXb8eSTTyCbVSdi99//R5x++lkIhyO4557/wZo1a/G3f/seLF++AldccRWuvfb1uOOOHwMAzjzzbLziFa/Ev//7V/ClL/0zXve667F58xbdcywYDOLss8/Fgw/+EQBQKBTw2GOP4LLLtte99oEH/oif/ew/8e53v18Tp8mD9ptfvhF9QSe+/7/Pd22Vy8LCYmkxl+bairsgrBry4/BkGrma7NFuwdhorB7y6y58xdMcXKyt6n37AqpDrRWXay3PHJhDgS/i/FIn50b0h1zIFsS2xKNWKfCS6SxJ4lAWFiDWaCqufvcDITf8bjtYuw2zFQKPKBVR4PUnh32B1jKwicur1rnUH3RBlGTdMlg9Ehm+LoKDEPQ5MBlTK6q6GXkBoBR5IVQt7hNn7nyJKDaaxoWnDeML7zgPr71kDQ4cT+EzP3gCDzw9rvt6WVHw1P5ZbF4dRtjvxFuvPAXjszn88sFDiDcQlL0uOygKmC6dH0ZlqIyNBmu3mZ5AHpvOQgGwcqh5fjIARINOpPOiJjZUUutQBlQB2myGcsjHahP2Vh2C6byAo1MZU3EXAIm8WDrPbrKilO4TzSMvAH2BCFCd4I3E4YGwG3/dM4P/+8tRzeWcyPK6jSL1CPtZKCjHtxg1A2sX90niUDabPUzuA5lc/fW+UBnKALBm2A+pqEAqKl0XJP2esqCc5yRTDmVAzVFOZgWMTWcR8hk/t4V8LNI5QTdXuBF7jyUBAI/tmkJRbvy3OU6Ei2VaElU3rQrj+GyuYUa6HuS70rtHBxs0IeRE9fzpdtbx1eevwD+++eyubrOWLasjoChg58HuxV7E0wvoUHbZkam4p8dTHARRxlCfcX4yweO0I9tO5EULjayXGk6HlaF8QnPuuS/GunUbcNNNN+DGG1+P73732xgZGYXTWb6At2zZqv33xo2nIp1OIR6P4+jRw/jLXx7F5ZdfqP3vJz/5oZZ9e9FFl0AQeNx669fwkY+8H699rerkLRbLD8W33/5djI+PYXBQnQhPzuUg5OIQRRHvec/N2navuupyCIKAsbGyGD00NKT99xvf+DrttW984+uQSMSRTqdw6qmbtdcwDIONG0/F0aNqbMJll71Mc+jef/8fsHnzVgwMDOLIkcNQFAXXXnuVts03vUkVaitzfQcHq4Vkwplnno1gMIT/+I9v4hOf+BCuvfYqxGKxqiZzmzeXv1O324Nly5Zr+1WJ3W7HRRe9VNvPP/3pD7jggovAsk4cOLAfIyPL4PP5KrZbFnUPHtyP9es3gGGYit+X33fTps3o7x/AI488pH0H27apDu0jR45g06bydweo58HRo0e0f7/nPR/A9PQkeJ7H29/+Tu3nlefDhz50CwBg27byd/3oow8jEAhi69bTqrb/hz/8Dp/5zD/gDW+4Aa94xSu1nxNBeXm/F297xamYS3L47z8dqPuuLCwsTnxiKU4TYdth9bAf6byI6Xje9KSoVdYtC+LYdLZu4SuW5urcFiTbbjbZvkP50V1TCPlYbFjRvOyc5ALOR46y2sjMnMi4kA7l6YRaLjsYdoOiqLpYkFSDTNKIX81+bDaZbbYt0pxrJtG8dBdQHcpGDVeCXhbFUp6rz0B0bpeQl4UoyZq4pCgK7nnkCBgbheUD3q6+VzMcdhuuOG8FvvSuF2PtaAB3P3JYV5A4PJlGKivgzFIczNY1EVx25iju++sYxmezhoIyTVPwueyYKh2TRuey6go2N1kqN+Qz5wwirvnaWARFUUqLNtX75XEypsptExlOLUsnVRItCsrPH45Dgdr8xwweZ30J8WKG4yUoCuBtsvBIoixSBo3aklmhYXO9Gy5fj9GoB7944CA+9K1H8b3fPI9MXjTvUK5ZEEgZZLe2C3HmtxLpshThxSIcJpvyAfoO5bkUBzfLdL3ZrxlIjwig+4JkwONAKidCEIsQJNm0Q5nkKAuS3DAvPux3QoHxoowevFjE4ck0RqIepHICdh1q7CQucMaNVY3YtFJdLHu+xdgLkjetdx16XXbYaEq3okFzKHf5+NkZW13MVrfxuuxYMxzAswdjXdlegZeQ5yWEA73dbyO8bkdVhvJETH0OaOZQBtC+Q1kw33dkqeFiGd2YoHYw9e3cc889+Pa3vw1RFPGWt7wFN9xwQ9Xv//CHP+DWW2+FoigYHR3FF77wBQQCAYOtWTTD6XTiO9+5HTt3PoNHHvkzHnjgj/jVr/4b3/rW97QYAputPLDJsnoy0DSFYrGIbdu24y1veXvVNmlavZHedtv/w69//StceeUrsX37lfjQhz5ele8LAGeffS7OP/8C/L//9w1cdtnLMBHLQ1HUCcGtt94Gr7d6ghIMhpDJpAEADkd5kPm3f/t3LduZYRjd6AWy/0TYveyyl+GHP/weUqkk7r//j7jiilcAUAVvl8uN22//ad3fRyJ9eOGF3aX3139gu+eeu/CNb3wFV111DS666KV4z3s+gFtueWfVa2y26stBlmXDVdNt27bjs5/9JETx43joofvxsY99svQ5bQCqy2MrXUM2G1PXNKL235dd9jI88MCfsG7dBhw/PoaLL74UAHS/v2JRrloMmJqaRC6XQy6Xw7FjR7WIittvv0N7DdnORRddgi9/+QvYv38f7r//D7j00surPu+dd96Jz372H/G6112Pd7/7/VXvO53Ig3XY4Pc4EPCy2H7uctz7+DGcvi6KrWvMTWQsLCyWPpwgIVsQEfG3/4C5elh1BUpFpSeRFwCwflkAv3lUwcHxNDZVuPfiab7ObeEudThvN/IiXZpIbT93maloCS2zM1HoealbK4KyvccO5UxeAE1TurnZM/ECXKxNK2XuD7kwPltuxKNNDnXE2b6AE0VZQTIjmHLOp7MGkRcVx2XD8uYLA8ksj3Uj+s++ldmrXc9QrnBXeZx2PLprCk/um8VrX7pGazA233icdrzixSvx9TufxY49Mzivxqn/9L452GgKW9eWnxde+9I1eP5oHJOxfEOhw+dxYLqUz9moosGsiAsAR6fSCHodDUXGSsrnRh7L+svPxLxYRFGuH8fcTjvGTTSSSmR4jES92pgU02kk2ohdh+PwuuymhXGvy448L6Eoy7DRi99jRBxmZjKUgXImdS3JLI/hiPG1sWrIj49efyaOz2Zx/1PjeHSXWgnZZ7ISp3z81HtIOi9gpK+56GGWk8WhzIvmM5SBsgu1kmPTGSwf8PY0WsAINbOYRSzNdz2D1++x49BkWqt8MNt/YjTqVZ2JQrGxoFz63QtHE2DtaUzF85iK5+Fx2nH9tnW63+eh8RSKsoLXXLgat/92Dx5+bhKnre0zfA/iUG6FZQNeeF12PH84jhebqAAjNFqEpilKtxcBAPClBfVe9iPoJVvXRPCrhw4hmeVN39+MIAtkC+lQznEiZFkBTVOYKN1Th02MrR6n3XS1WSXEwbtUj38jXA5GazrYKU2fHqanp/G1r30Nd9xxB+6++278/Oc/x4EDZSdiNpvFZz7zGdx222349a9/jQ0bNuDWW2/tys6drOzatRM/+tH3cdppZ+Dd774FP/3pLxAKRfCXvzyivYY0sgPUJm/hcAShUBjLlq3A8eNjGB1dpv3v8ccfwz333AUAuPvuX+L97/8w3v3uW7Bt23YUCsRdURY1L7zwYrzyla/G8uUr8LWvfxXpnACHJwyKopFKJbXtBoMh3HrrVzE1Nan7OQYHh7TXDg4OwePxIhLpq8otliQJe/fu0SIyli9fgTVr1uGee+7C/v178dKXbtN+XijkIctFbZsAcOutX0Uu1/wh/a67fokbb3wr3v/+D+GKK65CIBBEPB6rEnMPHNir/Xc2m8X4+BjWrFmnu72zzjoHFEXj5z//KURRxLnnvhgAsGrVaoyPH9ciKwBg79492n+vWrUaBw7srxKB9+59oWrb27Ztx44dj+NPf/o9XvSi8+D3q2LLihUrsXv3rqrX7t69U/vuZFnGv/7rP+PlL78KL3vZFfjSl/5Ze5/K8yEa7QcAeDxevPjF5+OBB/6Ixx9/THNCA8CDD96PT33qU7jhhjfjve/9QN3nn0kUMBB0aQ8Ur75wFUb6PLj9ty+c8JluFhYWZYjo2knkBck4BmAq97Md1gwHQFGoi73QcyhTFIW+gKvtyIvHn5+GrCim4i6AsqA8Pw7loukJHMuYcygXZVnrhG6WHCfisz/8K/7j7t26v59K5NEfcmv3mP6gejzkksuXONH0Iy9aiyxJ5QR4XfY6B1sk4ISNpupcqE/vm8UTL0xX/UxRFCQbRl6UJ3Ldj7wo5z/OpQq44w/7sH40gO3nzE9jFyM2rw5jIOzG73ccr/vdU/tmsWF5sEoEcdht+NtXbgJrt2E0auys9le4lBp2djcZMwGoDuWVg+biLgBojSJrc3aJY7RW6Pa4movbUlGNVwl5WQQ8DthoqqVFLVlRsOtwHKeuDJnO6iXC91JxuhKHWTPxjDTCTOoIjLKiIJ0TTLmNR6NevGn7BnzlPS/Be169BedsHDC1n0Soi6U4KIqiZig3yKttlXKG8tI4bu3CC51lKBdlGcdnc/OWSaoHcSn3IvIikxe0SBaz1V00TWFNaRG/mUMZAG7/vz34j7t3464/H8ZzB2P445PHNWdoLXvHkqAoYOOKEF68aRDP7J8zbIwJqOdvq80SaYrCKStC2H0kXmfIakS6FG1lWEXkc+hGXvAlwc2MU34xQkxez3XBpUwWOBcyQ1lRygtpE7Ec/G67qb4U6vNA6/rEbKoAn9u+JBZcW8XpsEEQZdPVfI1o+u08+uijOO+88xAMBuF2u7F9+3bce++92u9FUcRnPvMZDAyoN9kNGzZgclJfYLQwB8uyuP327+Kuu36JyckJPPzwQ5iZmcaGDador7n11q9iz57nsWPHE/j+97+D17zmtaAoCq95zWuxb99e/Md/fBNjY8dw//1/wLe//Q3096vHx+8P4NFHH8b4+HE8++wz+Nzn/hEAIAjVFxlN0/jABz6Mhx78A/JzB2B3uDC68QJ87Wv/iief/CuOHj2Cz3/+0zh48ACWLVtm+rO94Q1vxA9+cBsefvhBHD16BP/6r58Hz/PYtq2c3btt28vwox/9QMsOBoCVK1fh3HPPx+c+94/YvXsX9u/fh3/+508jHo+jr8949ZMQCASwY8dfcezYEezZ8wI+/elPQJIkiGL5RvfHP/4e//d/9+DIkcP44hc/i2i0H+ecc67u9mw2Gy655DL86Ec/wMUXv1SLsDjrrBdhcHAIX/zi53DkyGE88MAfceedP9Mmxdu2bQfHFfCNb3wFx44dwT333IU//vG+qpXeNWvWYmBgCD//+R1aQ0IAePWrr8OhQwfwne98C8eOHcVvf/sb/OpXd2oZzb/4xX9hYmIc73zne/DOd74P4+PHtexsIy67bDv++79/hkgkgo0bTwUA5PN5fPnLn8cll1yC6657PWKxOe1/pBHhdKKgTagA1cn2xpetRyorYNfh1pslWFhYLE2IA6uTyAvGRmNFacLXrJS5XVwsg+UDvipBmReLyBZE3VzMVnN4CbKi4E9PHcfqYT9GGohilbidDLwue51w2Qv0yvGNsJcmUGITh/IP/ncPPvvDv5reB0VR8ON79yKW5rHnaEI3h3Y6nsdguOwg7A+5IBUVxDMlx5/WSK9+ImEUF5DOCboT0JRBvqmNphHxO6uE/j89dRy3/uo5/OD/XqjKvOaEIkRJbhB5of6cpqiul06SbSfSPH7wvy9AUYC3X3Vq1xqAtQtNUdh21igOT6ZxsKIh5mQsh6l4HmeU4i4qWT7gwzfefyHO3thvuN3K77jRuexx2ZHIcE2bKhZ4CVOxvOmGfIA6nvjc9rpGkUZuQY/TjgJfbDhxS+cEKABCfhY0TSHkY1vKUD4+k0U6J5iOuwDKDSKXSuwFEQQ8rubXUMDr0M1ZzeZFFGWlJbee28ngrA3RlpqH+d12xNI8cpyEoqwg0MWoGzKGnOgOZbMZyoyNhsfJ1GUoT8XyECV53qN/KiHibbcdjgEPC0UpL2q1Ut21plRJ00hQHoq48farTsE7X7UJn7npHHz7Qxfjs29T58RP7Z3R/Zu9x5JYPuCDi2VwwdYhFGUFjz8/rftaQF0gaud+uGlVGMmsgEkDYVsP4lD2GSzoGjmUObEIxkYvSGRKN1jW70XIx2JnFwTlBXcol44dWaSYjOVMuZMBc4u6ehyZbG2xeSlBemx0I/ai6dUxMzODaLT80Nff34/p6fLgEAqFsG2b6iLlOA633Xab9m+L9li3bgP+4R8+gzvv/BluuOE63Hrr1/De936gSty87LKX4aMf/SA+85m/xyte8UrceONbAaiu4H/9169hx44ncOONr8c3v/l1vPWtf4tXv/o6AMAnPvGPOHToAN70ptfj85//NF760m3YtGkL9u/fW7cfmzdvxWlnX4yZXXfh1BUB+Na+HGeffS4+/elP4O1vvxE8z+OrX/0mWNb8wPL611+Pa665Fl/+8r/grW+9AdPTU7j11u9owjH5bBxXqHLMAsCnPvVZjI4ux9/93Xvwvve9A319UXzxi18x9b7vf/+HwfMcbrrpBvz9338Yq1evxSWXXIp9+8qf+/LLX4577rkLb3vbG5HPF/DVr36zKuu4FtXhna8SfWmaxuc//2XE4zHcdNP1uP327+EVr3ilth23240vfelr2LnzGbz5zX+D//u/e/Cyl11R1XBR3fbLIMtFXHjhxdrP+vsH8OUv/zsef/wxvPnNb8CPfvR9vPe9H8TVV1+DqakpfPe738bf/u17EQgEEQqF8I53vBvf//53MDlp3Gn3JS+5AABw6aWXaz97+uknkUwmcf/99+NVr3p51f+eeeYpFGUZc8mCliFIWD3sB01RVWXJFhYW9SiK0tC10Qo/vncPnj3QvYYbraI5lDt8wFxVaobVK4cyAKwfDeLQZBqipIo6jR6OVYcy15IDBlBdINOJAradPdrS30WDrjq3Yy/It5KhXBJP+AYO5YPjKTy2ewqTsbxpR/Ajz03hr3tmsHVNBEVZwd6x6ixEUZIRS3MYqFi01HKmS99RowY7JH6FHL+9xxL4ys+fwQdufRh/3VM/EU7ljLOPo6HycfndE8fwk/v2YdWQD4Io4/EKl3LaxGQVALwuxlQMSiuQHMb/fewo9hxL4m+2rUNfsP0Fnm7yki2DcLEMfr9jTPvZU/tmAQBnrNM3AzQT7Sq/40aC8hnr+jCb5HD/U/qNAQnHpjNqQ74WBGVAXeSozdcmFVp1DmUTTmDijiMLXBG/E3MtCMpkMX+TyYZ8QFlQNuvkXmjyLZT3GwlE5GfBLjqG9YgEnIinufJY1cX3szM0HAyNwhI5bu0gFWUUZcV0dq3P7ahzKB+bVqtFF9KhvGlVGHaGrpszdQq5Z02Umr2ajbwAgBdvHsSLTulvGMNCURTO3zyEF50ygOUDPrB2G0I+FmuG/XhqX/0zpygVcXAijQ3LggBUIXP5gBcPP2dsMsy3EXkBAKeWelPsPmLewJTOi7qVSISQlzXMUF7KcQcURWHrmgh2H4m33GCxlliag42mutpgtBV8FQugiqJgYi6PIRP5yQDgLS3qtvIdcIKEiVgOq4YWbvzoJa7Sec3xnQvKTa9ivcmUXm5OJpPBu9/9bmzcuBGvfvWrW9qJSGThVg4XKzfc8DrccMPr6n7O8+qFc9111+BDH3p/3e8B4IorLsMVV1ym+7vLLrsQl112YdXP/u7v3qf994MPPlD1u8tf+z5Ijx7GJeesxHOHk7jlw5/Al770+brtRqMbsHdvvSitx8c//mF8/OMfNvx9NOrDnj17dH/+zW/+u+7fbN/+0rr3//rXy2JzNLoFv/zlnYbv6XAwWLFitOpvmrFt24V17xmLxVAoJHHnnT/Xfva9730PR44MIhr1YWxsDD4fi9/85h7t9//0T/8ElmUQjZYHrI985IP4yEc+qPs5t29/ad3Po1EfnnnmmaqfveMdN+Ed77ipyafw4Zlnnq76yTXXXIlrrrnS8C+mYjkUZQVrloeq9hkAhqMezGX4up9bWFiUefCp4/jGz5/G9/7hcoTaEGLJ9ZXIcHjgmQlwkoxtL17V7d00RV6UwdhorF0Z6cgRefrGfvx+xxiGB/w9Gz/O3jSI3+8YQ4or4pRVAYyXhMLVOmPZypEAfr9jDKybbalxyoO/fA5hvxNXXLCmJUfLskEf9hxN9HTsVBQFnCAhEnKbep9i6cHbUXN/qtzel//rGbAOG3ihiKkUj1PWGjtLAWBiLouf/XEfNq+J4FNvPw83/OO9ODiVxWXnlc/fsekMFAVYtyKsva9SynPOSwqiUR9ERXXpjQwHdd8n7GexdyyFvT9/Fi8ciSPoZeFiGewbT+MVF62tem22IOGUlfrn3fIhP/789Dj+9MwEfv6nA3jJacP40PVn4QNfewCPPz+D116+EQAwW5qILh8O6m6HdqiP2wGfsyfH2FNyuJ+3eRCvvnT9guSFGrH9vBW458+HQDsYRAIuPHc4jnXLgtiwpt6hbIbh/vL3t2w0ZCg4veqlXjx9IIZfPngQl5yzHIMGE89HnlcXGc7aNNTSeLx80I/nDsaqjufBkoA1Mhio+vlgaZ+dbhZRg8qFfRNqY8DVy9XzfmTAh50H5kydL6Ik4/EXZrBq2I/1q5tX7RFGCqogaXPoX+OLDWq/KmQtHwk2PVYDEQ927lcXLyo/29E5dRFg5bL6cb+bDEW9GJvOgCqdnytG9MeGdvG67ZApakkct3Ygi+6RsLn7VSToQkEsVr12NnMUdobG1g0DsC2QwzQa9eEXX7iq6xUjy0vxA3Fy7xkJIho2J1pHoz5sXm8uvqWWi84cxe2/eR6KzYb+ivfbfSgGqSjjRZuHtGPw8hevwm13PYesKGPVcH1/gTwnIRxwtXwOR6M+DPV5cGAijetN/i0nFhEOGN9/Rwb9KDx5HD6/S3NuAgBoGm7n0hgfjbjwjFE8+MwEZtICTlvf3n0XAHJCEZGgCwMDC+PYXcaVeobZGTBOBwq8hPUrw6aOzUDpvuvyOE03V911cA6KApy2cWBJH38jBkqfyeVhO/58TQXlgYEB7NixQ/v3zMwM+vurJwwzMzN429vehvPOOw9///d/3/JOxGJZLRfPojHxeE77f7c70/P3O3g8gcGwG+GSI+SZF6bgQHs3ocWMIEjI5wXMznb2nSYSWbzrXe/C+973dzj//AswNnYMt9/+Q7zpTTdhdjaDsbFpvOMdb8E//uPncMopm7B37wu466678ZnPfL7j9+420ahPd59eOKyWzbgZqu73gyEXDh1PLrrPYmGxmHjy+SkIkowduyZxuoFLz4jK6/KZkjP5hcNxzMykF0REOjqRQtjPIhbLNn9xA9YMeHHNhaswGHD0bPwYKDlXn9g1gT6vHYeOqc5YmyzXvafTpn6Xew/Nae7pZhyfzeKZ/bO49uLVSMRbq9Twu+yYTeQxOZXqWWmlIBYhFRUoxaLp79hGU0ikCrqv37FnBi8ciePG7RvwiwcOYsfuKWxeHjTcllSU8cWfPAUKFN6yfQMyqQLWLwtgx/NTePVLVmqve+GAKgK5GFp7X0VWwNgoHBpLYHZtBNNzWfjcdsPPEfY58cKROMJ+Fjdcvh4Xbh3C937zPJ7dN1N1rSiKgkSaA6tzPwMAH8sgWxDxk3v34MWbBvGW7euRTORw/qkD+K8/HcAzz09iJOrFsfGkuj1J0t2OLCugKNUR0ovzO+R1wEYBb7h0LebmOrsWu82LT+nH3Q8dxJ2/34tLzxzFvmNJvOai1W1/D3TJ6MLYKKQSuYbj3t9cuhaf+n4MX/3pk/jwG07Xfe3ug7MI+VhIvIjZWfMlsQGXHXPJAsYnklq+5uS0+pl4rvp5UhZV4fbYRBJ26M93jpTOIUjq9el22BBLFTA1nWqa33j3w4cxNp3BLddtbel7FXn1805MpTEb7V7TuF4xNaue24UcD4lvfKycDI1EhocsK1X3p6PkWhX1r9Vu4WUZzMQL2vvJovlx1wys3YZ4Mn/CPm+T6ieJN3ecnHYaE3O5qtfuPRLHSJ9HmzufSJAx5UgpTojL85it6M/TK9aPqM9Df/jLEVx+Tjny8vGd46AA9PtZ7RhsWh6AjaZwz4MH8TfbqnsSKYqiRrYo9c9fZti4LIhHd0+ZfmaaTeThYRnD97JT6rh84EgMAxVCeSrDgbHRS/o6Gwm5wNhoPPTUGIZD7VcTTsxkEWzw3NVryJg/PpUGXyhVhbHmnqk8dvUc+eitD+FVF6zC2Rv7m1aLPV2qQgsv4GfuJQKnfocTU2m4GfW7oGmqLaNv0yvw/PPPx2OPPYZ4PI5CoYD77rsPF110kfb7YrGId77znbjiiivwD//wD4vKFWHROZNzeQz1eTDc54aNpjA2s7gmKouNUCiMz372C7j77l/i+uuvxRe/+Dlce+3r8JrXvBaAGmfyd3/3MXznO9/C9ddfi29/+5t43/s+iPPPv2CB99w8pPxXr3xruM+DmUQBQosNmiwsTibIOHpsurMHlMMTaQBqNlw8rd/NvpfIsoI9x5JaRmAnOOw2vPIlq2Bnelda6Pc4MBh2aznKsTQHCtB1K5DIgFZylP+w4zjsDI2LTx9ped/6gy4oSn3ubzchmb+tNMFx2GndpnxSUcYvHjiIkagHF502jLWjAew/nmy4rV8/cgSHJ9N48xUbtaYum1eGMRnLVzUfI7m0A+FybANNU1WxIOmcYBhTAQCvv3Qt3nH1qfji374Yl501Cofdhg3LQ4il+apjyglFCJKMgEffsTLcp97nLj59GG+76hRN2Dtv8yBsNIU/71TLedOlJnE+g5xUulQm6jPZOKlVbrryFHz4b84wbAq4kESDLpy+tg8PPjOhNTM8swOXFDnuLpZpOueIBJx43aVr8cLRBB58Rj/+68hkRstwbwXSR2K24nwikRe1eaYkyqdR5EUyw8PO0Nrf9gWcUBToNoqqZGwmi988egTnbRrA6WtbW6AkmfW5pZKhXBDB2m2msoyDXgeKsqJFThBI5IXRNd8twn4neLGIyZIjuttl4m4nc0JnKHOleYTZZnZqk7ryeawoCo5NZxY07qKXkPNpKp4HTVHzFsswEHJjJOrRoosIe8eSGIl6qxqk+dwOnL6uD4/tnqqLGuDFImRZabunwKkrQ+CFIg6VnoObkTbolUAIlSrR4jXjLS8UTceuLFZYhw2rh/11TalbJZ7mEO6gAXenkAzlbEHU8rPNZihvWhXGu67ZDIqi8B9378anf/AEduyZadhj4chUGmE/u2ARH73GVbr/C036pJjBlEP5gx/8IG688UaIoojrrrsOW7duxc0334xbbrkFU1NTeP7551EsFvG73/0OALB582Z8/vP1sQgWnTM0NIyHH97R/IVdgBMkxNIcLowMwc7YMBhxn7CC8je/eVvXtnXhhZfgwgsvMfz91Vdfg6uvvqZr7zffzCQKcDC0bv7caNQLBcBkiw1uLCxOFmRFwVjJZXW0U0F5Kg3WbgMvFnFwIqU1I5svDk2mkS2IOK1FEWMhWb8sgB17ZiErCuJpHkEfq+tuIbnKcyYb5WXyAh7bPYXzNw+a6jhdSzSovt9sooCBLmctEoj40MoEzsHYdB82739qHDPJAj74utNA0xTWLwti58GYodB7aCKN/33sCC7YMoRzKhqukbzX3UfiuOi0YQDqBNnrstdlQkaDLq1xYSonYLhBdt6akYDWeIiwseSe3nMsgWhpwYA06jGaMGxeFcE/vOksrB72V4mX/tJE+dFdU7jukjVNM5QB4G+2rW/YBKkTzLroF4rLz16Gp/fP4X/+fAgDYTeGIu2f40Q0N3seX3zaMP76wgx+fv8BbF4drmogWuAlTMfzOG9T65V3ZFF9NlHQskhznARKZ9+ISNyoKVA8wyHkZbXzLFyqqIinecOmp0VZxg/+7wV4nAyu37a+5c/gYtVM72wbzYoWghwnmmrIB5RzyxMZDl57eYxPZgV4XXbTDfbahWS5H55Mw0ZTLTVNM4ObtXetF8NihBhTzIp5frcD2YIIqajGcMVLDRFXLGBDvl7iYhkwNgqCJMPnts+roe/MdVH85rEjSOcF+N0OSEUZB8ZTuHDrcN1rL9gyhCf3zmLnwVjVQmKhlNvarqB8yooQKAp4/kgc60u5zYA6Jt7/1Dg2rQpX5eummixCD5XG8KNTGZxSymgGVOF7KWcoE9aNBvDbvxxTBfI2Po8sK0hk+AVryAeoY4GDoZHNi4iJHFwsY1rspSgK52zsx1nro/jrnhnc/fBh/L+7duElWwbxtlecqvs3hyfTWHWCNuQD1OfGG7dvwLrRYMfbMnU3vfrqq/Gb3/wGv/vd73DzzTcDAL773e9iy5YtuPzyy7Fnzx7cfffd2v8sMfnEYCpeWv0pDcjL+r0nrKBsYZ6ZRAH9IZfuw8tIqWRyfJGV3FpYLBZmkwXwQhGMjerIoawoCg5PpHF2qfO8WZdGN3n2wBxoisLmFppALTTrRoPI8xLGZ3OIpTlNtKnF7WTgcTKmHcoPPjMBUZKx7azWmvERiDg1Y1LAbod2JnB2hkaOk6r6aeQ4Eb9+5DA2rQxpx55M6Ixcyg8+Mw7Wbqsrex3u8yDkY7WGYgAwk8hjUCcLsr/UIE9RlKYOZT2G+zzwuuzYd6y8j6mSW9GoYRZNU1gzEtC93124dRjZgohn9s8hnRPgcxs3/AGAczb2Y+1IfY7kycCG5UGMRr0QRBlnruvrSPzwe1TR3qzTnqIo3HTFRkABfvTbPVAUBbxYRCLD49mDc2015APKDuXKxnyk6WVtKS1ZHMkVGjflq1xwIBP3WIMx6N7Hj+HoVAZvfNmGthayKIqC18XUuXgXK7mCZLr5WKB0Tcdrqj6SGV4Tm3sJqcI4PJmG3+PouuB3wjuUBfV+ZVbM81e4F4FyBdiyE9ShTFGUdg9spSFfNzhrQxSKAjxTyjQ/MpWBIMpaQ75KNq8OI+Bx4JGa5nz5NiqmKnE77Vg15MfzR8pNfaWijP+4ezfu+MN+fPGnT+F4ybzBCRIEUW74zBD0shgIu7H3WHWT4BPBoQwAa0cCkBUFhyfbmyukcgKKsqKNawuF121HpiBgMpbDcJ+75XGVpimce+oA/vnt5+IlmwfxxAsz4HWqqrMFEbNJDitP0IZ8AEBTFC45Y6Qri6sLk1BvsSQgZVpk1W55vw+JDK/drC1OTqYTecNuxf0hFxgbhfHZEy+vzMLCDJm8oC3G6TFWatp0xrooYun2x9PZFIccJ2HNaAArBn04OJFqazud8OyBGNYvC2jl3EsBInzuG0sinuYaui36Ai5TgrJUlPGnp45j08oQRgwabjUj4HXAztBapEMvKLThUA56WezYM4OPf+cx/Pf9B3BwIoXfPHoEeU7Ca1+6VnuYXznog4OhsVenpFIqynhq3yxOX9dX994URWHTyjBeOBLXemlMxfMYCNU7MvuDLk0IzHFSy4IyRVHYsDyIPZWCchOHciM2rwoj5GPx552TSOcF041eTkYoisL2F6l5m2dv7G/y6sa06lAG1Aib6y5Zg91HEnjHlx/Au77yID70rUdw26+fB0UBK9twIakuegbTFYtAeU6EW8eJSn6Wb+AETmR4hCoWuMjE3SgGZ2Iuh7sfPoKzNkQ7+k5H+704Mrk08iFznGja6UtE43jNGJ7M8roVdt2GVAzlOKknJdNulmkYobLU4YXWIy8AaIsjR6czoAAsa/OevBQgY6FZ1363WNbvRV/AqcVekCiF9TqCso2mcc7Gfuw6HK8S7rjS84jT0f6+n7oyjEMTaeQ5CaJUxDd/9Rye3DuLK89bARtN4V/veBpjM1ntnGgWCbVhWRD7jqeq+npxJ4hDmVRs7R9vb65A7kMRAxPGfOF12ZHNi5iYy1U50FuFpimct2kQoiTjhaOJut8fKQnvi736a7FgCcoWhkzEcrDRlDaxW9av3pTH2nTVFXgJf/fNh/Hk3tnmL7ZYlMiygtlkQXPm1GKjaQxFPBifswRli5OTn//pAL7406cMc7mOzWRBUcCLNw8CaD/2guQnrx7yY82wH0ensnUZdb0knuZwfDaLrWuWTtwFoOaShnws9o0lEUvzDd0WfQEn5lLNBd4de2aQzApVDWpahaaqM4J7QTuC8vtfuxVvuWIjBsJu/P6vY/j8j5/E754Yw0u2DlVlUzI2GquH/dg/Vj9Z2XMsgRwn4ZwN+qLXplVh5DgJR6Yy4AQJyaxQ1RSHQBYyD5bO/VYFZQDYuDyEWJrTokw6EZRpmsJLtgxi1+EYxqazCHoX1rmz2Dl/8yC+8I7zOp6gOew2OB02XeG2ES89cwR/c9k6bH/Rclx3yRrcuH0D3vmqTfjUm89u61wCyq55Qo6TdPeLsdFgHTbkDARAWVGQzFY7lFm7DV6Xvc5hC6jPYrf/9gWwdhpvvLz1qItK1o4EMDab1caHxUyek+Ax6cQmonE8U/7+lNL3PB8OZV9FrEa751cj3E4GBb66euREgis1nTPrDiX59SRHeWwmi8GIu63y/qVCYIEcyhRF4cz1UTx/JI4CL2HvsSSGIm7D8/y0tX11wl07PR1q2bQyBFlRsPPgHL5+5048dzCGG7dvwHWXrMHHrj8TdobGl3/2tFYBFWiykLRheRAFXqqqxm43ImKx4XXZMdznwYHj7QnK5D600A5ln8uOqXge6bzYMPbMDOuXBcE6bNhZanBeCXFyt1O9dDJiCcoWhkzM5UqOU/U00QTlNmMvjk5lkMwK+PNO/cYoFoufeIaDVFR03WOEkagH47NW5IXFycnB8RTSOQGTBosqx2eyGIp4tNL3dmMvDk+mYWdoDPd5sGY4AKkoz2sk0bMHYwCA09ZG5u09uwFFUVg3GsBzh2KQinJDh3Ik4MRcims4YVcUBff9dQwDYTc2r+7su1g15MOzB+fwhx1jHW0nkxfww9++UOdeK2com58ceZx2XHTaMP7udafj67dcgLe94hRccsYIrr14Td1r1y8L4thMpk6Y2rFnBk6HDZtX60ejnLoyBArArsMxTZzTF5TV+w6J1WinAd0GLUdZ3UY6J6j5pm02y7tgyxAURY0qaTZZPdmhKEr3uLbDxuWhloVpmqJw+TnLcN0la3DleStwyRkjeNEpA225kwn9IXd15AVnHMngcTKGGcrZvAipqGiNoQiRgBNzOoLyjr0zODiext9sW4dAh+LoumVBKAoWpMqlVbItOJTtjA1ulkGi1LBWlIr4wf+9gGRWwGh/712rFEVp4kuvHMpFWdFtmnoiwGuRF+aOd61D+URuyEcoR17Mr0MZUBurSkUFzx6Yw/7jSd24C8L6ZUGw9mrhrp3nkVrWjATA2m34/v++gD3HEnjbVerzCaA+Q3z0+jNgZ2j85L59AMw5lAFUVVpx4okReQGoi4cHx1MNG9EZQRp/L2SGMgB43Q6tcbPZhnxG2Bkam1aG8ezBWN1z/uHJDAbC7iVVgbmQWIKyhSETsXzV6o/f40DA48CxNkULIpyQFU2LpQeZ7BtFXgDASJ8HsTRvHWOLk448J2kPOkbdlI/NZLCsX+2EHfGzODrVvqC8YsCnOUMBVcyeL549MIf+oEs363axs35ZUMtnNMpQBtQmcKIkI5k1zhc9Np3FkakMtp01Wpeb2io3XL4ep63pwx1/2I+f3rcPRbk9oWDH3lk89Owkdh6qdl106gjyOO14yZYh3Lh9g65Asr4kTB2oOA+loown987i9LV9sDP6kzKf24EVgz7sPhzXrh+9Rcu+gBMUVT7P2xFpSI4yyUlMZdUs5naPXX/IrTX7syIv5o9brtuKK89bsdC7gf6gGotDqkNyBpEXgHr9GGUoJzLqZD3kq56sR/xObSJfydP75+Bz23HeqYOd7D4AtcqFoqBbXbCYUBSlpQxlQL0m42kOsRSHf/nJU3jkuSlcff5KbDu7vaz7ViHl4b1YbHKRGJV5etZ+9sAcfv3I4Xl5L6Ai8sJ0Uz71vEjnBWQLImJpHsvnYeFgIVmoDGVAFSd9bjvuefQIOKGI9aX7oB52hsamVdXCXTsVU7UwNlproPfOV23G+ZuHqn4/EHLjY9efoT3nNbsOw34nokGn9nwgKwoE4cSIvADUxnx5XsJEG1XEsbTaBK+T49UNKnsFDHfQ3Jdw2poIEhm+zpBzeCqNVSdwfnK3sQRlC12koozZRAFDfdUX67KB9hvzHZ1WS72looLnDsW6sZsW80yjyT6BZIhasRcWJxuVbmO9LNlsQUS8YpKzfMCHY9Otj6dFWcbR6YzWLCLkYxH0OuatMR8vFvHC0QS2ronMa2fxblGZ8xf2GbstiIu80f1qx94Z0BSFF53SWS4soDqx3vuaLXjZOcvwx6eO49ZfPtfWwtz+0rl3aLz6fCh0IbOwEWuGA7DRVNViCom7aJbxumlVGAfH0zgype7zgM6iJWOjEfE7tWuGNGdrBZqisGFZULs+UzmhY/cg6Ww/H2X0FouL/pALilJunJfnJUO3oMfJGGYoE0G5doEr7GcRq6mSKMoynjsYw9Y1EdB05+Ovi2WwvN9XtRC0GBEkGVJRbqmaIOBxYN+xBP7ph3/FTCKP9127Ba++aHXHi39mIQ7ldqopmkEWBhvlcneTux4+jLv/fHje+uiQvF3WYU6qcLEMGBuFdF7QohlPGodymxU2nUDTFM5YF8VkTK3Q2LAs1PD1W2uEu3aaBOvx5pdvwGfe+iKcY/CM0R9y4xM3nIWbrtxo6h69YXkI+8aSkBUFoihDgflFjcXO2lH1mbadsV7tObLwzzi+0rnusNMIBzp3S29do1YW7jxYfs5PZHiksgJWdVC9dLJhCcoWukzH85AVpS7wfFm/FxNzubayOo/NZLBpZRg+t10L8rdYWswk8rAzdEMn1mipBMWKvbA42ThSchufskJ9IK0toSIP0iQ+aMWAD9PxPDihNdFwYi4PQZSxulTyTVEU1gwH5k1Q3nM0AVGScdrapZWfTBju82iiT6TBA+nyAS/6gy78dc+M7u8VRcGOvbPYsDyo5Td2Ck1TeMNl63Dj9g3YdSiOL/zkSSSz9Q7FRuwrRUIcqunmneclOB22rohQerAOG5YP+KoE5R17ZsA6bNhiEHdB2LwqDFlR8MjOSYR8rGFmYX/IhWKpYU67uaQblgcxl1JzlFM5vmNB+cwNUZy+tg+nr492tB2LpQdZ+CCL7XlOgps1irywI2ewQJQo5fzWCh59fid4sViVvXzgeAp5XsJpXcyvXzcawMGJ1Lzm8LdKriRktlLeH/Q6EEtx8Lnt+OSNZ+OMdfN7jZLy8E5jSfQgImI809r9oR1iKQ5HpzJQoEYTzQecWARjo2GjzUkVFEXB53YgnRNwtLTouHzgxHYoBxYw8gJQYy8AtVIj1KRCp1a4K/ASKAodu38DXhYjTaIPIgGntvDbjA3LgshxEsZncxWLGieGoNwfdMHntreVoxxLcwuenwwA3lIlwlDY05WFwYCXxcpBNW6OcNhqyNcylqBsoctEacWxNvB8Wb8XRVlpuVxClIqYnMtjxaAPp6/tw86DMYjS4n1wtdBnJlFAf9DVcBAPB5xgHTaMz1oOZYuTi6PTGYR8LM7e2I9kVsBssrrBmiYol1wzywd8UNB6Lr3ew87qET9mkgWk88bxDN3i2YMxsA6bbkfvpQBNUVg3GoTDTjeciFEUhXNO6ccLRxLI6Hyv43M5TMfzTd237XDJGSP44OtOw2ySw22/3l3VdbwRc6kC4mkeHieDY9OZqvssxxd7Xq64YVkQhyfTEKUipKKMp/bN4YwGcReENSMBsA4b0nmxYQVMf1D9nYOh23YNbVyuOqn2jiVVh3KH5eis3YZbrtuKDSsai+YWJx4k13smkYcoFSFKsmHkhdvJaKJoLYksD5qi6hY3yASeOKAB4NkDMdhoCptWde98WzsagCDObw5/qxBRvZXy/otOG8arL1mLT954dp1BZj6I9DBDee1wAC7Whr/snur6tmt5ar9qAnLYaTx3MN7z9wPUyItWxUa/24FMXsSxGfVZrFsLvYsV4nxfiMgLQDVPeJwMTjUxFgW9LFZUCHcFXoKbZRZdlRvps7D3WAKc2FrsymKHoiisHQm0JSjH0/yC5ycD5ciL4b7uxe1tXRPBofG09px/eDINmqKw7ARfkOomlqBsocvkXA4UgMGafJrl/aoQ0upD5/HZHGRFwYoBH85cHwUnFLHnWKL5H1osKmYSBW0CZQRNURiOeKzIC4uTjiNTGawc9GlCa23sxdhMRsuiB4AVpe7BrcZeHJ5Mw80yVdcicSv32qWsKGoTlk0rw1oH+6XIKy9YiRu3b2g6mTlnYz9kRdGtqtmxZwYUyi6dbrNpVRjXX74Oe44lce8Tx0z9DclBfemZo5CKStW9mkzgesm6ZQFIRQWHJtLYeyyJbEE0JbgzNhqnlITeRo3bSH6/3+NoeyI6HFVzlF84mkAmJ8LvWfgyToulic9th9Nhw0yiUCF4Gmco1zbKJCTSPII+R131AKmgiFc05nv24Bw2Lg92dXFo3WgQALC/DaFhviDRDq2U929YHsJbr960YLmfm1eH8eJNg1jRg+gF1mHDeacO4q97ZnseQ/HU3lmM9Hlw5voodh2OtdXUq1V4ofVmaH6P6lAem86e8PnJgOrA3rg8iDWlKIP5xs7Q+PRN5+C1l9Q36dXjtJJwl84L6vPIAkR1NKMv4ELE78TesWRFY8gTQ1AG1LF+JllAKmfefMILRWQLYsOeI/MFibzo5gLhaWv71OqLQ+pi2ZHJNEainhNmIWE+WLqzQYueMhHLIRJw1l1MA2EX7AzdsqB8TMuz8uLUlSGwDpsVe7HEkBUFM8nmgjIAjEQtQdni5KLAS5iOq1UYwxE3vC57XWO+semsFncBqOW4PrddtzGfVJTx28eP6k4UD0+qzSIqBbWVg37QFIVDE+0JArKimMrrHZvJIpHhcVqpfHGpsnLQX9fARY9l/V4MhPRjL57cN4v1y4I9cZ8RLtgyhLM3RPE/Dx3S8oUbse94Ei7WhotPU8s7D1acD3le6rmwQoSpfcdT+Gsp7mKzSSclcVzq5ScToiWHcrtxF0A5R/mZ/XOQFaWnx8/ixIaiKPSHXJhJlgVlo67wHhcDQZIhSsW638UzPEI6sQjEERYrCcrTiTwmY/muxw2FfCz6Ak7sL8XlLEayhcaC/WIk6GVx89Wn9qxk/uLThyEVZTzWQ5dyOi9g3/EkzlgfxZbVEWTyYtvNhFuBE9txKNsRS3OYjOVP+PxkQB1rPnr9mVrlzkLQF3CZfq4oC3exUt784hOUAdWlvPdYUoujO1EiL4CKHOUWxvp4KZJpMTiUoyG1SnrNSPcWUVYM+uD3OPDswTkoioIjUxmrIV+LWIKyhS4Tc3kM62QS2WgaI32eNgTlLFysDX1BF+yMDVtWR/D0/jnTZbwWC08yw0OUZM0h1ojRPg/Suf/P3n3HN3KX+QP/jNqoy7It1+29l2x6J3dJINlNAqElQIA7QjnK77hG7i4H3HHU4whwcLSjBEhIQkhIIaSThOxusiXJ7mZ787p3q49mNJr5/TGascpIGtmSJa+f9+vFi+zaK49taTTzfJ/v5xFmZPs9IfVAXTRb1KYUelfMVy5IVWJKQv9YLKtrhmGY9GC+/JuzHW8O4rd/Oon7njue9fd8MoXe4RgWd2Rne7E2M+a1uKbUoTwS5PDVX+3F331/e14RPJeaf7dhlheUjdJiL85MZJ3PBsZi6BuJYcvK6mZyMgyD2966Cl6XDT969JDWMVPIsZ4glnU2oMlnR4PbhtMZzwduBgrKbocVnQEXjpyZwGvHRrB5WTNsBrs8Ni5rgpO1YHmRbis1DmO6Q65WLGhAPL2AQgVlMh0tfieGJjhwJTqU1UJzTKdLORjldTNIPU4rrBaTVlDed0I5/1Yjv375PB+O94bysv/rRUztUK7TIlQtLGj1YFGbBy/t66/a723f8VHIMrBlRQDrFjeCAXDgZPVzlHkhVXYhz+NSIi8kWZ4TBeXZRivcnRhTOpTrdHFo5YIGRLmkdv1kt9bncU7FwlYPLGZTWbtR1PefeshQbvY58N3/dylWLyw+BLIcJobBhqVNePPUOAbH44glRCyi/OSyUEGZ5JEkGYPjcbQ36RcO57e40TMcLevipXsogvktHi1795wVzQjHhKzuKVLf1KEzxjqUlaJZP+UokzlCHci3MD0VeMV8ZfCXulV5YCwOMSVndSgDysVd32gsK+tWkmU8tasbJobBjjcHs/LOTveFIMmy7vRhdTBfOQt1rxwaxBd/vgv9Y3F4nVbc9dt9RfPV9p0cxaI2T1WGDNWr81a1QpaVbb+qPen/3rKy8vnJudwOK27fugbD43H8JmeBIVMkLmBgLK4VZJfkDGpUCsrV77RZMb8Bh89MGI67UDX7HPjeZy8v2nlSiQ5lYDJHGcC0M5TJ3NbS4MBokEOEUxacHAUjL5S/z81RlmUZ42Eefk/+zTrDMGj02jEWVgav7Tsxis5ml/Y6qKTl8xoQjuVn/9cLraDsOHuKO5Vw+aYO9I3EqhZ3tffYCJq8dixodcPjtGFRuxcHTlW/oJxITiHyImOhcSHln9YdrXB3ehxRTiy4m6PWVqavD/alF07Opg5lq8WExe0enOgzXn8ZT7//1EPkBVB4F9B0bFzahDgv4pk9vQCge49FCqOCMskzEuIgpqS8gXyqBa0eRLkkglFj3aeSJKNnJJo1bXfDkmaYTQzFXswiwxPKoMZiA5NUnQHluUOxF2SuODOoDIFRux1XpnOU1Y7fnmGl4Dw/p2tmQWv+oNM3T41hYCyO912zAg1uG+555phWJD6Wzp7P7VAGgCUdXiSEFAbGSr/uEoKIn/7hEH786CF0NLvw7x8+D3e8bwsaXDZ864E3dC82x8MJnOoLV6U7rp7NC7jQ1ujMir3Ye2QYyzp9JSebV8qqhX687cKFeGlfP/Ye1X/fVBcC1AzvJR3KoEZ10MhMZCgDwIp07EU5cRdGsTYzrj53Ps5dNb3O8M6ASyvwUYcymY4WvwMpaTKvvFAHratAhzLHp8AnUwXPJU1eFmOhBOIJEcd6gtiwrDq7Q9SFqHrNUY5xIswmhnItc1ywuhWs1YwX9/VX/LE5XsShrnGcsyKgRWytX9KIU/3hquc2C1PKUFZeY07WouWPk/qycWkTOF5E70i0bjuUAz47/B5Wu35nrWdXuWzZPB/ODEYgJIvveFONhRJgGCXC52y1ZlEjzCYGf97XD6vFpNUxiDFn1yuEVMTAqFI4bNeJvACgddjpbdPWMzQRh5CUtIF+gDLtevUiP147NlK32+vmghN9IXz/oQP434cPgC/xxjI0wcFiZtCo00WTy+eywWW3oG+kfieGk0mRuEDF/2nqGoxkDd6Z3+KG3WbWLki7h6KwmE1oa8xekFEH853JOJ8+tasHfg+Lyza0491vWYYzQxG8tF+5WTzeE4Tfw+pe2C1JF5lPluhUiieS+I9f7MGONwex7eJFuON956C5wQG/h8U/3XoOvC4bvnX/GzjZr2x/PtEbwk8eO4Q7fvQKTCYGW6o0hK5eMQyD81a14Ej3BEIxAcMTcXQPR3FuleMuct102WIsbPPg7ieP6OZdH+sNwmJmtOy3pR3ZgxrjfGpGhlOpBe1NZcRdlOOWv1yOdYunV1QzMYzWhTTdbmcyt6mL7F0Dyjm8UJFE7azNHcw3EVW6vwoXlO0YDyfw5ukxpCQZm6q0oNfe7IKTtdRtjnIskYTLYZ3yMM6zlYO14II1Ldh1eMjQHIRyHDg1BjEl45wVk8+59UublBzc09XtUp5ahrJyLl/Q6qbnSZ1SC3dA/cbXMAyDlQsakEo3crC2+ix8T9XyTuV76zKYhT4eTqDBzcJiPnvLhg7Wov3OF7S4z+rvtRrop0XyqN1tHQUiL+al4wy6DeYon8kYyJfpnBUBjAQT6KVYhBklyTLeODGKr/16L77yq704fGYCe4+N4NsP7NMGEOgZnuAQaHDkTSHXwzAMOgNu9FKRclb41dPH8OVf7imZz0r0qQP5FrVNFpRNJgbL5zXgqNahHMW8gAtmU/bbbqDBAbvNrJ0nu4ciOHxmAn+5ZR4sZhMuWNOKFfN8eOjFU4hySRzrnsDiAtlerY1OuOyWkltfn9zVg8HxOD777o14++VLso7J72HxT7dshtepFJW/8LNd+Mqv9+L14yO4bGM7vvCh8zBvDkxPz3Xe6pZ07MWw1iF8zgwXlC1mEz741pWIckm88Hpf3seP9YSwuN0Lq0W5CV/Y5gHDKAXlpChBTEkzUlD2e1jc9taVuOnSxVX/WtNx5eYOXLKuDfaz7GaRzCx1roQ6NLPQLoDJDOXszs6J9MCjYgXlUEzA3qMjcDusWNpRuWFEmUwMg2XpHOV6FOOSs2og30y6fGMnhKSEVw4NVfRxXzs2Ao/Tqg1bBZSt4G6HFQdOjlf0a+WaUoayVlCm/OR6pRbugMKLb/VA3WUIAPazbFfE0k7lHsLo4uFYOFEXA/mqbeNSZeGM8pPLRwVlkqd/NAaf21Ywo8Zpt2B+ixuvHBw0lNWpdOYxeUP+Ni8PgAEqFnsx1U7neKK627bqydBEHF/82S5898H9GA0ncMtfLMc3P3kxbt+2Bsd7Q/jWA/sKdjgMT8TLmiTcGXChbyRGHeh1Lp5I4o3jo0gIqbqPoBkaj9flIM/uoQhkTHYbq1bM92FgLI5wTEDPcDQvPxlQbuIzB/M9tasbrM2MKzZ1AFAWZ269egViiSTuffYY+kdjBacPmxgGizu8OFUkmz4cF/DMnh6ct6qlYJdno9eOf7p1MxrcLMwmpYj5rU9dgg9cs3JOFpMBoLPZhfYmJfZiz9FhLG73oNk385PVF7V5sXZxI57a3ZO1XZEXUugeimjdwQBgt1nQ2ezGqYGwdl6fiYIyAFy5qROtjaUHuNbSusVN+Outa2p9GGSW87ltsFlMCEYFsDZzwc4mt5qhnNuhHC7RoZzeuv/asRGsX9JkaFF/qpbPU96zInU4UDmWEOu2o7HWFrd7MC/gxktvlI69EFMSugbD2H9yFC/vH8AfXzmDB54/gddzrv+SooT9J8eweXlz1nPOZGKwbnEj3jw9BqlK1/f7T44hHBfKjiMKNNjhYC1Ys6iyUUukstTCnctRv69ndc4CA8B6lkVeeJw2tDU6i85LyTQe5usmP7maNi1vhsVsqujAv7mifpeGSM30j8UL5ierrr9oIX74yEHsPjKMC9a0Fv3c7qEIOpvztw/4XDYsnefDa8dGcOM0O5k4XsS//fRVxDgRLocFLrsVLrsFbU0uvOctywqucm8/MICfPXEYn3z7epxzFmzjlmW54DYvXkjh+w8dwESEx0e2rsb5q1u138mFa9pgMZnwo0cP4r/vfwN/9+6NeY87PMGVdZE2r9kFjhcxEeHrYjJsOcbDCRztCeL81S15HaVnmz1HRyCmJNhtZux4cwAXrWur9SHpOtYTxNfueQ1/uWUebr16Ra0PJ8uZ9LaxRTkF5ZXzlYuSXYeHEOWSBbtmFrS68dK+foyFEth1eBhvOacza0FvQasHb9nciedfU7pSi62eL2n34rFTXcr2YJ2b7ydf6YaQTJU85zZ67fjy7RcW/Zy5RI29eGx7F2QA77pyac2OZetFC/H1e1/HywcGcNU58wAAJ/tDSElyVicZoMSg7DkyjHi6oDwTGcqEzCUmhkHA70DfSKzo68vOWsAgfyifGnlRKJ9SvX5KSTI2Vik/WaWeP070hbB5eX1dE8cSSfjP4gzP6WAYBlds6sA9zxzDmcFI3uI2oOw+/fP+Aex4cxDhWPaCgdnE4Mld3bhsQztu/csVYG1mHD4zjoSQ0r03Wr+kCa8cGsKZwUjBHVNTdXogjB/8/k3Mb3Hj2vMXlPVvnXYrvve3l1HcRZ3buLwZ9z1/vK7vDVv8DvjcNiSEFExn4fNp2TwfXj82AkmWi35/kixjPJLAlhnekVcLgQYHvv3pS2dkePXZ5uyulJCyybKMgbFYyYLyuata0NHswqPbTxftGJRlGd1D0by4C9UFq1vRMxzFrsPT26b18oEBjId5XLi2FasX+tHktSMlyXjxjT787+/fhJiS8v7Nid4Q7n7yCGQZ+MPOM7O6k1aWZTzwpxP43A93asWt3I//8qkj6BuJ4WM3rMXF69rzCvznrmrB39y0DmcGI/iv+95A/+hkpEkwKkAQJbQYGMin6kxHo8zGbN6f//EIfvLYIXzp7j3aNtZM4ZiA+547jjt+tLNqk7VnyisHB9Ha6MTV587Hoa4JjIcTM34MsiwXHfAiyTLuf/44AOC5vb04WaQDtxa6htID+XJudhe1e2CzmPBcuhCs16EMAAtbPRCSkjJ8T5Zx9bnz8z7npsuWwJ3u5lisc7Oo2rS8GWCAX/zxSN45LRjl8dxrvbhobVvejhFS2nmrWqD+RGt5cb1ifgOWdfrwx1e6tfe2Yz1BMACWdWZvh1/S4UWcF3F6QDlP2elCmZCKU3dvFYtkMDEMnHZLfoZyhIfXaYXVon9L1pTuDDObmGlnh5eyuN0Di5mpy9gLpWGkfjsaa+2ita2wWUx48IUTeGpXN57Z3YPn9vbi6V3d+Mqv9+Jff/Iqnt7Vg6UdXnz8xrX419u24Osfvwg/+Lsr8IO/vwLXX7QQL+8fwH/cvRvdQxG8dmwEdpsZqxfmN5KsXdIIBsCBk5XNUR4OcvjOb/fB7bDib9+1cUo7aqiYXP9aGhz4j7++AJdvnlfrQymIYRisWeiH5yw95yzv9CGWEHVrBpkiMQFiSq7r4n8lOe0WOodMARWUSZb+0RgSQgrtzcW3qpoYBjdcsggDY3HsOlK4GDwR4Yt25l25uQNLOrz45ZNHp1zIkmQZz+3txdJOLz741lX46+vX4DPv3IB/fv8W3HbtShw4NYa7c4or4+EEvvfwATR67HjH5UtweiBclxfQRsiyjN++cBJPvtqNSDyJr9/7Gg6fmcj6nBde78POg0O48dLFWLek8A3J5hUBfPrm9Urh+avP4T9/uQfP7OnRcpbKKSirBau+WZaRfbIvhIOnx3HeqhaEYgK+dPce3PfccSQEEbFEEr978SQ+98OdeGZPD2JcEt/93X6MhWa+CFsJ4+EEjnYHcdGaVly8vg0yUDCDb3gijvufP17RnGVJlrHnyDD+4+49+H/f/TPeODGq+3m7Dg/h9EAE77t6BRo8LO7+4xHdRaJa6RrIHsinsphNWNrpw9C4MuhUzZ/Ppf7bN06MYsvKFgR0omXcDis+fN0qvOPKZQXjiAAlEuFdVy7D3qMj+MPOM1kfe3xHFyRJxg11nm1brzoDbnQGXFjY6tFyU2uBYRhcf9FCjIUTeDX9ej3eG8L8FndeJqE6mO/gaSXvkjqUCam81vT5oNi5GVCGUOVnKPPwFxl27PfYwUBZSKp25qjVYsaiNq/hrdAzqdCuG6Jw2q24dEM7DnZN4P7nT+A3zx3HPc8cw33Pn0A0nsS73rIU//3Ji/Hpmzfg/NWtWNrhQ6DBocW03HzFUvz9ezchzov4z1/uxauHh7FhaZPuQofXacOidg8OnMouKHO8iP0nR/Hnff34w84u/ObZ4/jxowfx1K7uknFlkbiAu+5/AylJxt+9Z2PBjn1yduhsdhVcRKsX7/mL5fh/79pY+hNnoc0rAvA4rfj100eRkgrfT42lI5nmQoYymTq6syAaWZZx33PH4WDN2GIg/uHcVS3o3N6Fx7Z34fxVrbq5bt1DSpdroQ5ls8mE27etwRd/thv/9/gh/MN7N5edD7f/5BiGJzi84/IleR+7YlMnQlEBv3/5NLxuG9515TLwyRT+53cHICRT+MdbNqPZZ8fTu3vw1K7urPzJ2eLhP5/Gk6924y3ndOL6CxfiWw/sw10PvIGP3bAWW1a24FR/GPc+exzrlzRh6yWLSj7ehqXN+NrHLsSbZ4J4bnc3fvPsce1j5RRR3A4rfG4b+kaNDW+sF49u79KKd5IE/O7Fk3h6dw92HxlGQkiB40Wcv7oFN166GJIMfOVXe/CdB/fjn99/zozlk1bKq4eGIAO4cG0rWvxOLOv0YfuBAbztggVZK7SyLOPnTxzB0Z4gUil52pETYkrCzoOD+OMr3Rgcj6PF70BboxM/ffwQvvjh87XMSABIiin87oVTWNDixlvO6USjl8X//O4Anny1G1svXjSt46gEdSDfhQWif1bMb8DhMxNo9tkLFgPampywmE0QUxKuPT+/O1m1eXkA11zswchI8Y6Ca8+fj+6hCB5+6RTmt7ixcVkzRkMcXnyjH5dtaC8rC51k+3/v3AAGte9e2LC0CfMCbjzxyhmcv7oVJ/tDuGxDR97ntTe5YLeZtYLybDtHETIbqIvtpYbGeVxWHO0J4lR/GEvSiz3jYR7NvsI361aLCddesABrFs1MruOyeT48k85ot9XJMCoxJSEhpOBy0PmrmPddvQLvunIZJFlGSpKVjGMZ8Dithrru1ixqxL//1fn42R8OY//JMZy3qqXg565f0oTHtnchHBPQPRTBjjcH8dqxEQjiZHGKtZnhZC145dAQ9p0Yxe3b1upmhfPJFL774H6MR3j8w3s3ob3ELllCZoLXaYPXWV6O92zhdljxvqtX4IePHMTTu3rwtgsX6n6e2uw3FzKUydTROzPR7D06goNdE7j1L5fnbd3WY2IY3HDpYvzg929i15EhXLgmP3u1eygCBoW3egNKZ8etVy/Hz584gqd2dRc8qRXy7J4e+D1swQzkbZcsQjAm4I+vdMPnYnGqP4TuoQg+/c4N6Ex30V51Tice296FwfE42nIGCUW5JL792324YHUrrj6vcLGnFh7dfhqP7+jC5Rvb8b6rV8DEMLjjfefgOw/uw//+/k2888qleG5vL/weFrdvW2M4B6rRa8fNVy3H5evb0DcSxSuHhhCJJ9Fc5grlvGYXuoeiRbOd68mp/jAOnBrDzVcsgd2mnB4/cO1KXLi2Fb994SS8ThtuvHRx1vP5Ezeuw7d/ux8/fvQgPn3zhqoOzKm0nQeHsLTDqy0UXLy+Db988ii6cnLxdh8ZxtGeIDqaXXh2by+2rAxg5YKp3dyGojy+8ZvXMTAWx/wWNz5+41qcu7IFI0EOX/zFbvzw0TfxuVvP0SJZnt3bi7FwAn913SaYGAablwdw7soAHt3ehXNXteS9XmdaoYF8KnWRqtg50GI2YVl66vLSDl/BzzOKYRh88G2r0D8aw48fO4TPf/BcPPHKGTAMUxdF+NmsFoP49Khdyj969CB+//IpCElJd0HUZGKwuN2r7VqhgjIhlacWlEt1EL/nquX44SNv4iu/2ovrLlqIGy5ZhGCUx/J5xc/7737LsoodaymrFjTgyVe78fxrfXjrBcYzbA+fmcCze3rA8SL4ZAoJIQU+mUJHkwuXb+zQBh5NhRoTQh3KxTEMU3BmjFFepw2feecG9I/E0BkoXNhdv6QJj27vwud+uBN8MgWX3YJL1rfjvFUtaG6ww+O0gbWaIcsyXt4/gHueOYYv/GwXPrJ1DTYsVXZKjgQ5/Hl/P/68fwDhqIC/efv6vDkAhJDqOG9VC3YfHsbDfz6NTcubdRdyxtIF5aYii56E1PdeAzJjEoKI3zx3XOsCNGrLygA6Ay48tr1LdzvTmaEIWhqdWnGukEvXt2PLygAeeulUyTyfTH0jURzqmsBV53QWvFBlGAbvv3oFtqwI4L7njmPX4WHcfOVSbFrWrH3OVefMg9lswtO7e7L+rSTL+PFjB3GqP4z7nj+eFyVRK5Ik4/EdXfj9n0/jknVtuO2tq7RisdthxT+8ZzPWLW7Cb/90EuFYEn/z9nVa/mq5OgNu3HzFUnzobavKLpZuWNqMnuEoXtpXevJ0PXhs+2m47BZt0JVq+bwG/Mv7t+BT71ifVxhct6QJt169HPtOjuGBP52YycOdlt7hKHpHorhw7eRC0PmrWmAxm7DjzUHt73ghhfufP4EFLW786we2INBgx8+fOAI+WX70RSyRxH/f/wbGwzw+/Y71+OKHz8P5q5XdDa2NTnzoratwsi+Mh186BUDZAvn4jjPYsLQJqzMGQr7v6hWwWUy4+49HqjZl3KhCA/lUSzq8cLKWkjdJn755Az7zzg0VOy7Wasan3rEeZhODux7Yh+0HBnHl5o45k4M2F5y3qgUtfgeefKUbAAoWpdROSIAKyoRUg1ZQZotfZy3r9OE//uoCXLSuFY/v6MKX7t6DKJfU7dqslfVLmrBlRQAPvnASh7vGDf2bP+/rx7fufwOnB8KQJBluhw2dATdWLfCjfyyG//39m/iH72/Hb/90QouAKocaE0IdyjPDxDCY1+Iu2giyuN2LVQsasHqhH39z0zp861OX4gPXrsSqhX40+xxg093tDMPgso0d+PyHzkOD24Zv/3YffvHHI/jv+9/AHT/ciT/sPIOFrR783Xs2zYnBX4TUC4Zh8P5rVoC1mvCzJw7r1nHGwgltpwEhhVBBmQBQtvlPRHi8/9qVMJuMPy1MDIMbL1msZCnrDNbrHopiYYG4i0wMw+CDb10Fj9OKHz920HCx6tm9vbBaTLh8Y/5W36zjNDH46A1rsHl5M646pxNvy+m68LpsuHhdG7YfGEA4Pjn9+PHtXXjz1Djec9UytDU68aNHDyKYnshdKZIkl8wWU01EeDy6/TQ+98MdeOilU7hgTSs+fN3qvM5j1mbGp29ej+svWoiP37gWi9oqO4XZqL84dx7WLvLj3mePo2e4vqMvugbD2HdyDNecv6DsostV58zDX26Zh6d39+BPr/dV6Qgra+ehQZgYBuetntzS6LRbsXl5M149NKRlFP/hlTOYiPC49eoVcLAWfPhtqzEc5PDQi6fK+nq8kMK3f7sPg+NxfOrm9di8IpB3s3LBmlZcubkTf3y1G/tOjOLR7V3ghVRed5bPzeLdVy3D0Z4gXt4/MMWfgD6OF/HG8VHc++wxfP+hA/jzvv68zMtMXUMRNLhtBXd1sFYzvv6Ji3D1ecWHjzhYS8mFt3I1NzjwiRvXYjSUgMXC4PqLFlX08UltmUwMrrtwIWQoQ24KZU4uac8sKNfHFnZCziaNHjuavHbMK9LRqXLaLfjr69fg0zevRyh9PVlPBWWGYfBX169Ga6MDP3jkIEZDXMHPlWUZD710Ej//4xGsWtCA//zIhbjj/Vvw2XdvxN/ctA4f2boG3/j4xfjbd23A0k4fntrVg3/58St4bEdXwUHYfaMxfO3Xe3HP08cwEVF+PjHqUK47JhODf7r1HHzmnRtw7qqWknm4Hc0u3HnbuXjLOZ14aV8/BsZiuOHSxfivT1yMv33XRqxdnD/8jxBSXT43i1v/cgVO9oXx7J6evI+Ph3k0ee2zYpcxqR1abiDoG4nimd09uHRDe96EeCPOWRnAvIALj27vwjkrAlrmWpRLYiycMNzx7HZY8ZGta/DN+97AF366C0s7fVjU7sGiNg8WtHjytnFFuSR2vjmIC9e0wmMg48hqMePTNxfuALz2/Pl4aV8/XnitDzdcuhhvnhrDIy+fxsXr2nDNefOxbkkTvnT3bvzwkYP4x1s25RXeI3EBQxMckqKEpJhCUpQgy0q3R6EtaG+eHsOPHjkIhmFwzopmnLOiBWsW+bVu66SYQv9oHL0jUew9OoJ9J0chy8DaRX68+6rl2LIiULBrWB2yUUsmhsFHtq3FF3+2Cz/4/Zv4/IfOrVjRTEimEIzyaPY5KhIz8dj2LjhZC/7inKlNHX7PXyzDcJDDr546Csgy3mLwcSRZxrHuIEwmBks6vFPeEloOSZbx6qEhrFvSmJcPdvG6Nuw+MowDJ8fQ2eLGk69248K1rdp2+lUL/XjLOZ14dk8PtqwMGModT4oSvvfwAZzqD+NvblqHtYsK3zjc8hfLcLIvhP97/BASQgqXb+rQBjxmumxDO3a+OYh7njmGvpEY3nrBgrJvypNiCgNjcfSPxtA7EsPRngmc7o9AkmVYLSa4HVbsPTaCXz51FGsXN+L81S1Yv6Qp63xzZjBScsGmljfBqxc14pNvXwcA8LnOziy4ueyitW14fEcX1hcZtqp2KLNWc1kLxoQQY0wmBt/4xEVl3XRvXh7A0k4fdhwYrLvOTAdrwadv3oAv3b0b33voAP7l/Vvy8pSTYgo/e+IIXj00hMs3tuP916zUvX4xmRhsWNqMDUubMRHh8ds/ncDDL51C/2gMH37bqqzH3X1kGD/7w2FYzAxO9ofx4r5+XLmpQ4teoILy7GazmvGBa1bihksWw+OwzqqIOELOVheubcWuw0N46KVT2Li8WRsyCygZypSfTEqhgvIcJ8syfv30MdhtZrzzyqkVH00Mg7dfvgT/87sD+JefvIK3X7YEF61r0zpSFxTJDs21ZlEjbt+2BrsPD+PQmXHsPKhsvTebGPzlufOw7eLFWkbdn/f1QxAlXH1uZXKN25tc2Li0Cc+91ovz17Tix48dQmfAhQ9cuxIMw6Cz2YUPXrsKP3n8EB566RTedaXSNRmM8vjjK9144Y0+JMX8SanNPjs+9LZVWJNRRJNlGc/s7sH9fzqBjmYX5gXc2HV4GC/tG4CDtWBZpw9j4QQGx+Laln6fy4brLlyIyzZ2zKqhWj6XDR+9YS2+ed/r+NVTx/CRrauntdKZkiS8vH8Aj7x8GsGoAJvVhM5mN+a3KP9LihJGQxxGggmMhjgkhBQu29COq8+bX/BmpHsogtePj+KmSxdPeYq62WTCJ9++Dj/4/UH86uljSCRTeNsFhfPAY4kkXt4/gD+93ofhCaUDiLWasWK+soVQLdQmBBEJIYWEIKLRY8fKBQ3TXik+3hPEeJjXfc0rRWYrtr85CFmWYTYx2nNd9a4rl+LAyTH8/InD+OJfnQ8TA23hY2iCg5O1oNHLotFrR6OHxX3Pn8DB0+P48NtWYcvKwkNeAGXh5xM3rcO//2I3LBYTbrx0se7nMQyDj924Fg++cBLP7e3F86/14pL17bjuQqWw3DsSw5mhCLoHI+gfi0OSZMiY7IiKxJMYCXJQm6RMDINF7R5cd9ECrF7YiGWdSnG/azCC3YeHsfvIEP7vpDLRvNlnx+J2Lxa1eTA4Fsf5q/UH8tWLzQaGrJLZyWox4Ut/fQHM5sLnBJ+bRZPXXnSSNyFkeqbyvux12srKKZ5JbY1O3L5tLb774H7c/eQRfGTrGgDAwFgch89MYPuBAXQNRnDzFUtw3YULDX3/6jyPzoALD714CsMTcXzqHRvgdVnxuxdO4cld3Vja6cXf3LQeYkrC4zu68Pxrfdp1MEVenB1ocZuQ+sEwDG576yrc+X+v4uv3vIY1ixqxtNOHpR1ejIUTWNCqH+lHiIqRC+05yvDYY4/hBz/4AZLJJD70oQ/hfe97X9bHDx8+jDvvvBPRaBTnnnsu/v3f/x0Wi/E3/bGxqKEt/0lRwrHeIA6cHMN4OAGTiYHZZILZxMBiVgbPbFjapLv1OCGIONUfxuB4HKOhBEZDCYyFOETiSXQ2u7Ck04dlHV4savcW3e4ejgk42R/CyAQH1maGg7XAyVrgYC2QZYBLF384XkRSlNDoYdHS6ERLgx1WS/GtprIso3soiq7BMFibGS67FU7WAqfdAtZqhsnEpL9nBhazScunytUzHMX2AwPYfWQYFjODzmY3OgMudDS70NLggJiSwCdT4JMSuoci+MPOM7jt2pW4crPx7GQ9R85M4IE/nUDXYATzW9zobHbhlUND+PanL4V3ihcPExEeZwYjeO3YCLYfGIDbacU7Ll+CS9a3444f7URLgwP/dOs50zru3O/hG795HU7WAkmW8fkPnZc39OvuJ4/gxTf68eHrVqF3OIYX3uhDKiXjonWtOG9VK1irCVaLGVaLCcEoj3ufOYahCQ6Xb+zAu9+yDFaLCb986gi2HxjEOSsC+MjW1bDbLEiKKRzqmsDeYyM41R9GS4MD81qUYvP8Fjda/c4ZXc0PBDwYGTGeZ13KIy+fxiMvn8aHr1uFyzYUjyjRI8syXj8+it+9eBIDY3Es7fTi4rVtGBzn0DMcQc9wVNsW6WAtCDTYEfA5IIgSDpwag91mxl9smYdrzpuf1WGaEET85LFDONI9gf/6xMVwTrMDRkxJ+L/HD2HX4WFsu3gRbrpssXajJaYkHO8J4pVDQ3j10BAEUcKyTh/eck4nWKsZh7rGcahrAoNFMgZXzm/AzVcuLbibQJZlDE1wONI9gaPdQRzrCcJuM+PclS04b3ULOptduPvJI3j18DC+/elLdc8j9z13HM/s6YEsA++8cimu0xmUebhrHP913xvwumyIxAWtMMsA0Dubv+eqZbj2fOM3zqcHwkiK+oPGco0EOTz5ajf+vH8AKUmCiWGQSr+nOFkLOgMu2HK2YzrsVnQ0OdHRrJwbW/3Ools2JVnG6f4wjvUGcXoggq6BMEZDyrCKv3vPRqxbXLhDtJIq/bokc8PdTx7B4Fgcn3tf5d4vSTZ6bZKz0aMvn8bvXz6NNYv86B+NIRhVYuGafXa888qlU15Qff3YCH782CE4WDNaGhw41hvCVed04r1/sTyr03k4yOHxHV3oHY7in99/Tsl7qVz0uiSkPtFrs74cOTOBZ/b04GR/GOHYZPzn2y9bjG2X6Df3kLOLycSgqcl4I6iqZEF5aGgIt9xyCx566CHYbDa8973vxbe+9S0sWzbZsbZ161b853/+JzZt2oR/+Zd/wbp163DrrbcaPoixsShSKQnDQQ7dQ1EkBBEmhgHDKF1jcV7EwdNKoYVPpmAxmxBosEOSAUmSIEkyEkJKKyYtavNgw9ImtDe5cLI/hOO9IfQMRbUVbouZQZPPgWafHS67BT3DUQyMKQUcBkBzgx0NbhY+NwufywaPw4rB8bhSSA4myv0Za4/r97Joa3RqBd55ATfaGh1KwfT4KN44PoKxsPF8Xp/Lho5mFzqbXegIuMALKex4cxA9w1GYTQzWL2mC1WJC/2gMg+NxrcCSa8X8BvzTLZsrUqyUZBm7Dw/jdy+exGgogQa3Dd/61KXTflxA2Vp+77PHcLw3BL+HxUREGexVye47WZbxH3fvwZnBCD759nW63ZRJMYUv/2ovuoeiMDEMLl7Xhq0XL0SL36nziEo0wyMvn8aTu7rhc9nQ4GbRNRjBjZcuxrZLFuXlH9eLSr/RS5KM/77/DZzsC+HidW0Ix5MIxwSEYwI4QYTLboXbaYXHYYXHaYXZbEJSlCCKEpKihJGQcn5ob3Li5iuWYvPy5qyOGFmWtY7l3E7knuEoHtvRhb1HhmGzmrGwzYNQTEAoyiMhKHnd2y5ehLdfvqRi3+svnjyCl/cP4C+3zMP8Fjf2nxzDwa5xJIQUbBYTLlzbiqvOmae78jseTuD0QARmMwOHzQy7zQK7zYyDXeN4dHsXwjEBm5Y14x1XLIGTtSiduENRdA9FcGogjFD6hs/nsmHlggaEYwKO9gQhy0B7kxPjER7nLA/g9m1rdI+/eyiCL/58N1r8Dnzpry8oWGj9w84unOoPY17AjXnpRaTWRgcSQgrjYR7j4QTGIzy8TtuMbOkNRnn86bU+pCRZicpp8yDgq172VzguYDSYwOJ2z4zli9EFOJkKMaVEMJXKuSRTR69NcjaSZBk/euQgjnRPYNUCP9Ys8mP1osaK7JTrGY7iuw/uRyQu4La3rsTF69orcMTZ6HVJSH2i12Z9kmUZo6EETvaF0DsSw5WbOtA8i3ZGk6mrWkH54Ycfxu7du/GVr3wFAPD9738fsizjU5/6FACgr68PH/zgB/Hss88CAPbs2YPvfve7+OUvf2n4IL7/wOs41DWBhCAW/By/m8WqhX6sXOjHsg4fbNbsmyJZljEwFseRMxM43D2B7sEIZCg3Twta3FjY7sXiNi/am51wO6x5RTyOF9EzFEXXUBgjwQQicQHheBLRuICEkILXZcPCVg8WtHqwoFXpFhXElLYVPSGkYAIDljWDtZpht5phNjOYiAgYC3PpjugEhiY4DE/E86IRLBYTVsxrwNrFfizt8EGUZHC8CI5PgeOTSIoSJEm5sJMkGUkxhZEQh6FxDkMTHIT0ELv5LW5sWdmCjUub4HJMFtVSkoTRYAJjER5WMwPWaobNagZrMcHntsFU4VxFMSVh1+FhuOwWbFzWXLHHlWUZ+0+O4YmdZ2C1mvB3795U8a7d4SCH4fE41hXJpAxGeLx6eAjnrgygyWfsJNszHMVvXziBsXAC733LcqxfOjMdjVPV1OTG2FhlB+lF4gJ+/NghROJJeJ1WuB1WuJ022K0mxPkUYpyAGC8iyomQJCXH1mJmYLWYwFrMOHdVC85bFZjy83VogsMLr/diPMzD47TB47LC67Sh0cNi/ZLGir4OJFnGYzu6sD09NM7nZrFqQQNWLfRjWaev4A6DUoSkhJf39+OFN/q0YjigLoY50BlwY0m7F0s6vVnF1AiXxJsnx7D/5Ci6BiP46A1rsbi9cPbvs3t6sGJ+A211qjPVeF0SQqaPXpuElC8hpMAnU1WLQaDXJSH1iV6bhNQXk4mB3196uHCukgXlH/3oR4jH4/jsZz8LAPjtb3+L/fv340tf+hIA4PXXX8c3vvEN/OY3vwEAnDlzBh/96Efx1FNPlX0whBBCCCGEEEIIIYQQQupXyXY8vXpz7jbzYh8nhBBCCCGEEEIIIYQQcnYoWVBubW3F6Oio9ufh4WG0tLQU/PjIyEjWxwkhhBBCCCGEEEIIIYScHUoWlC+++GLs3LkT4+Pj4DgOTz/9NC6//HLt452dnWBZFnv37gUA/P73v8/6OCGEEEIIIYQQQgghhJCzQ8kMZQB47LHH8KMf/QjJZBLvfOc7cfvtt+P222/HZz7zGaxfvx5HjhzBnXfeiVgshjVr1uCrX/0qbLbqDFcghBBCCCGEEEIIIYQQUhuGCsqEEEIIIYQQQgghhBBCSMnIC0IIIYQQQgghhBBCCCEEoIIyIYQQQgghhBBCCCGEEIOooEwIIYQQQgghhBBCCCHEECooE0IIIYQQQgghhBBCCDGkpgXlxx57DNdddx2uvvpq3HPPPbU8FEJI2m233Ybrr78eN954I2688Ubs27ev1odEyJwVjUaxdetW9Pb2AgB27NiBbdu24ZprrsFdd91V46MjZO7KfW3+8z//M6655hrtvfOZZ56p8RESMrd873vfw/XXX4/rr78e3/jGNwDQeyYh9UDvtUnvmYTU1ne+8x1cd911uP766/Hzn/8cwNTeMy3VPMhihoaGcNddd+Ghhx6CzWbDe9/7XlxwwQVYtmxZrQ6JkDlPlmWcOnUKL7zwAiyWmp0eCCEA9u3bhzvvvBNdXV0AgEQigX/5l3/Br371K7S3t+NjH/sYXnzxRVxxxRW1PVBC5pjc1yYAvPnmm/j1r3+NlpaW2h0YIXPUjh078PLLL+Phhx8GwzD4yEc+gscffxzf/OY36T2TkBrSe20+88wz9J5JSA3t2rULr7zyCh599FGIoojrrrsOF1100ZTuM2vWobxjxw5ceOGFaGhogNPpxLXXXosnn3yyVodDCAFw6tQpMAyD22+/HTfccAN+/etf1/qQCJmzHnjgAXzhC1/QLrb379+PhQsXYv78+bBYLNi2bRu9bxJSA7mvzXg8jv7+fvzbv/0btm3bhu9+97uQJKnGR0nI3BEIBHDHHXfAZrPBarVi6dKl6OrqovdMQmpM77XZ399P75mE1ND555+PX/7yl7BYLBgbG0MqlUI4HJ7Se2bNCsrDw8MIBALan1taWjA0NFSrwyGEAAiHw7jooovw/e9/H7/4xS9w3333Yfv27bU+LELmpC9/+cs499xztT/T+yYh9SH3tTk2NoYLL7wQX/nKV/DAAw9gz549ePDBB2t4hITMLcuXL8emTZsAAF1dXXjiiSfAMAy9ZxJSY3qvzcsuu4zeMwmpMavViu9+97u4/vrrcdFFF035PrNmBWVZlvP+jmGYGhwJIUS1efNmfOMb34DT6URjYyPe+c534sUXX6z1YRFCQO+bhNSr+fPn4/vf/z6amprgcDjwgQ98gN47CamB48eP46/+6q/wuc99DgsWLMj7OL1nElIbma/NJUuW0HsmIXXgM5/5DHbu3ImBgYGsGDeVkffMmhWUW1tbMTo6qv15eHiYMnQIqbE9e/Zg586d2p9lWaYsZULqBL1vElKfjh49iqeeekr7M713EjLz9u7diw996EP4+7//e7z97W+n90xC6kTua5PeMwmprZMnT+Lw4cMAAIfDgWuuuQavvvrqlN4za1ZQvvjii7Fz506Mj4+D4zg8/fTTuPzyy2t1OIQQAJFIBN/4xjfA8zyi0SgefvhhXH311bU+LEIIgI0bN+L06dM4c+YMUqkUHn/8cXrfJKQOyLKMr3zlKwiFQkgmk7j//vvpvZOQGTQwMIBPfvKT+OY3v4nrr78eAL1nElIP9F6b9J5JSG319vbizjvvhCAIEAQBzz33HN773vdO6T2zZktBra2t+OxnP4vbbrsNyWQS73znO7Fhw4ZaHQ4hBMBb3vIW7Nu3DzfddBMkScKtt96KzZs31/qwCCEAWJbF1772NXz6058Gz/O44oor8Na3vrXWh0XInLdq1Sp89KMfxS233AJRFHHNNddg69attT4sQuaMn/70p+B5Hl/72te0v3vve99L75mE1Fih1ya9ZxJSO1dccYVW8zGbzbjmmmtw/fXXo7Gxsez3TEbWC2UkhBBCCCGEEEIIIYQQQnLULPKCEEIIIYQQQgghhBBCyOxCBWVCCCGEEEIIIYQQQgghhlBBmRBCCCGEEEIIIYQQQoghVFAmhBBCCCGEEEIIIYQQYggVlAkhhBBCCCGEEEIIIYQYYqn1ARBCCCGEEFIv/vM//xO7d+8GAJw8eRKdnZ2w2+04deoUPvWpT+FjH/tYjY+QEEIIIYSQ2mJkWZZrfRCEEEIIIYTUm6uuugrf+c53sH79+lofCiGEEEIIIXWDOpQJIYQQQggp4X/+538wMTGBz3/+87jqqquwdetWvPDCCwgGg/j0pz+N1157DQcPHoTFYsEPfvADtLa2YmhoCP/xH/+BgYEBJJNJXH/99fj4xz9e62+FEEIIIYSQaaEMZUIIIYQQQsrE8zweffRR3HHHHfj85z+PD37wg3j00UfR3t6Ohx9+GADwj//4j7j55pvx0EMP4cEHH8SOHTvwxBNP1PjICSGEEEIImR7qUCaEEEIIIaRM11xzDQBg/vz5aG5uxqpVqwAACxYsQCgUQjwex+7duxEKhfCd73wHABCPx3HkyBFcd911NTtuQgghhBBCposKyoQQQgghhJTJZrNp/221WvM+LkkSZFnGfffdB4fDAQAYHx8Hy7IzdoyEEEIIIYRUA0VeEEIIIYQQUmFutxubNm3Cz3/+cwBAOBzGLbfcgueee67GR0YIIYQQQsj0UIcyIYQQQgghVfDNb34TX/rSl7Bt2zYIgoCtW7fihhtuqPVhEUIIIYQQMi2MLMtyrQ+CEEIIIYQQQgghhBBCSP2jyAtCCCGEEEIIIYQQQgghhlBBmRBCCCGEEEIIIYQQQoghVFAmhBBCCCGEEEIIIYQQYggVlAkhhBBCCCGEEEIIIYQYQgVlQgghhBBCCCGEEEIIIYZQQZkQQgghhBBCCCGEEEKIIVRQJoQQQgghhBBCCCGEEGIIFZQJIYQQQgghhBBCCCGEGEIFZUIIIYQQQgghhBBCCCGGUEGZEEIIIYQQQgghhBBCiCFUUCaEEEIIIYQQQgghhBBiCBWUCSGEEEIIIYQQQgghhBhCBWVCCCGEEEIIIYQQQgghhlBBmRBCCCGEEEIIIYQQQoghhgvK0WgUW7duRW9vb97HDh8+jJtvvhnXXnst/vVf/xWiKFb0IAkhhBBCCCGEEEIIIYTUnqGC8r59+3DLLbegq6tL9+P/+I//iH/7t3/DU089BVmW8cADD1TyGAkhhBBCCCGEEEIIIYTUAUMF5QceeABf+MIX0NLSkvexvr4+JBIJbNq0CQDwjne8A08++WRFD5IQQgghhBBCCCGEEEJI7VmMfNKXv/zlgh8bHh5GIBDQ/hwIBDA0NDT9IyOEEEIIIYQQQgghhBBSV6Y9lE+W5by/Yxhmug9LCCGEEEIIIYQQQgghpM4Y6lAuprW1FaOjo9qfR0ZGdKMxipmYiEGS8gvThJDaaWpyY2wsWuvDIIRkoNclIfWJXpuE1B96XRJSn+i1SUh9MZkY+P2usv/dtAvKnZ2dYFkWe/fuxZYtW/D73/8el19+eVmPIUkyFZQJqUP0uiSk/tDrkpD6RK9NQuoPvS4JqU/02iRk9pty5MXtt9+OAwcOAAC++c1v4qtf/Sre9ra3geM43HbbbRU7QEIIIYQQQgghhBBCCCH1gZH1QpBn2NhYlFaoCKkzgYAHIyORWh8GISQDvS4JqU/02iSk/tDrkpD6RK9NQuqLycSgqcld/r+rwrEQQgghhBBCCCGEEEKKkGUZddDnSUjZqKBMCCGEEEIIIYQQQsgM+/xPd+GpXT21PgxCykYFZUIIIYSQOW5oIo7f//kUdcgQQgghhMwQWZbRPxZD12C41odCSNmooEwIIYQQMse9emgIj27vQiSerPWhEEIIIYTMCQkhBVkGJiJ8rQ+FkLJRQZkQQgghZI4LRgUAQEIQa3wkhBBCCCFzQ0JIATh7C8ocL5613xuhgjIhhBBCyJwXiioX++qNDSGEEEIIqa44ryzkT0R4SGdh7NiDL57E1+99rdaHQaqECsqEEEIIIXOc2qHM8dShTAghhBAyE9TrrpQkn5WxY2OhBIYnOMQSZ9/3RqigTAghhBAy54Vi1KFMCCGEEDKTEhkL+RORRA2PpDpinFJI7huJ1fhISDVQQZkQQgghZA6TZBkhtUOZMpQJIYQQQmZEPKugfPZlDUcTyvfXN0oF5bMRFZQJIYQQQuawKJdESlJy+6hDmRBCCCFkZnBneUFZ7VDupw7lsxIVlAkhhBBC5jC1OxkAEjwVlAkhhBBCZgKXcd11thWUJVnWspP7RqM1PhpSDVRQJoQQQgiZw0LRyRsYGspHCCGEEDIzOF4EA6DRy2I8bLygLEkyHvjTCYyF6jd3meNFyDLAMEDvSAyyLNf6kGaNofE4PnnXSxiaiNf6UIqigjIhhBBCyBwWzOxQpsgLQgghhJAZwfEi7KwZjV57WUP5+kdjePLVbuw7OVrFo5ueaDruYkGLB1EuiXA8WeMjmj0GxuLgeBG9w/UdFWKp9QEQQgghhJQiSTK+99ABDAc5pCQZsiRDkmX43Db80y2bYbWYa32Is1YopnTEuOwWGspHCCGEEDJDOEGEg7Wg0cPizGDE8L8bTXcm88n6bQRQC8or5jfgzFAEfSNR+FyNNT6q2SGRvh6PxIUSn1lb1KFMCCGEkLo3OB7HGydG4WQtWNjqxpIOLwINDpzsC6N/tL63g9W7YESAg7XA67JRhzIhhBBCyAzh+BQcrAV+D4uJKG84FmIkxAEA+Dq+botxSlF05YIGAEDfaH1329YT9Xo8XKKg/PL+gZpmb1NBmRBCCCF1T+3auO3alfj4jevw0RvW4ta/XA4AGBijC9TpCMZ4NLhtsNssSFCGMiGEEELIjOB4EQ6bBX43CyEpIW7wOmxsFnQox9Idyu1NTrgdVvSN0PW6UWpBORIrHBMSSyTxsycO48/7+mfqsPJQQZkQQgghda9rMAKbxYT2Zqf2dy1+JxgG6B+jDuXpCEUF+Fw2OFgzdSgTQgghhMwQjlciL/xeOwBgwuBgPi3yoo6v29TIC7fDinkBF/pGozU+otlDjbwIFelQDqVnoJTqYq4mKigTQgghpO6dGQxjfqsbZtPkpYvVYkJLgwOD1KE8LcEojwY3C7uNMpQJIYQQQmaKUlA2w+9hAQDjBuMLRtXIizruUI5ySTAAXHYrOppd6BuJGY70mOsmO5SLFJRjakG5dsMOqaBMCCGEkLomyTLODEexqNWb97H2JhcGqEN5ymRZRigmwOe2wWEzI8HX740JIYQQQsjZRO1QbkwXlCciCUP/bjSofF497yyLJZJw2i0wmRh0BtxICCmMG+zAnuvUDuVi3cfqUO1iRedqo4IyIYQQQura0HgcvJDCwjZP3sfam5wYHI8jJUk1OLLZL86LSIqS1qGcoA5lQgghhJAZwQkpbTAyw8DQgLV4IqllLdd7h7LLYQUAdDa7ANBgPqO0DuUi3cfhdL4yRV4QQgghhBTQNaAM5FukW1B2ISXJGAka6+gg2YLp/DWf2wY7awbHp2g7IiGEEEJIlYkpCUlRgoO1wGI2weuyGSooq/nJQH0XlGNcEi57uqAcUAvKlKNshFpQjnLJgk0zWocyRV4QQgghhOjTG8inUv9ugHKUpyQUVS5GG1ws7DYzJFlGUqRub0IIIYSQalK7jB02MwCg0cOWVVD2e9j6HsqXEOFOdyi77Fb4PSz6Ruh63QiOn9wxGC1QMA6nm0JiRYrO1UYFZUIIIYTUNb2BfKr2RqXjgXKUpyaU0aHsYC0AlO2X5Oyy58gwfvX00VofBiGEEELSEmpBOX395ffYyyoodwZc9Z2hzCXhdli0P6uD+UhpCSEFJv3foQIZyaF01IUMIMrVJrKOCsqEEEIIqVvFBvIBgNNugc9twwBlsk1JML1dTslQVjpkKEf57LP/5BheeqMfkkRxJoQQQkg94NKDkJ1aQZnFuKGCMgfWZkaz1w6hjiMvohmRF4CSo9w/FqNrEQMSggi/VxnUWCjSIhwVtKJzrQbzGSooP/bYY7juuutw9dVX45577sn7+MGDB3HzzTfjhhtuwMc+9jGEw+GKHyghhBBC5p5iA/lUHU0uDIxTh/JUBCMCWKsZDtYCh025oUnw9XtzQqYmIYhISXLBLhdCCCGEzCw18sKeLig3elhwvJgVd6BnNJhAs88O1mZGok4LymJKQkJIaZEXgNJRnRQljIS4Gh7Z7JAQUmhpcAAoPHQvFBPQ4i/+OdVWsqA8NDSEu+66C/feey8eeeQR3H///Thx4kTW53z5y1/GZz7zGTz66KNYvHgxfvrTn1btgAkhhBAyd3QNFh7Ip2pvcmJgLEbD5KYgFOPhc9sATN7QUIfy2UeNMRkP0/BKQgiplaPdE3j+td5aHwapE2rkRWaHMgAEo8W7lEdDCTR77WCtZghJCVIdXv/GEsr35sooKM8LuAGAYi8MSAgprVis130sSTIi8aT2M63bgvKOHTtw4YUXoqGhAU6nE9deey2efPLJrM+RJAmxmPKk4DgOdru9OkdLCCGEkDmla6DwQD5Ve5MLHJ9CMErdl+UKRgU0uNIF5XTkBUcdymcddZFgjArKhBBSMy+80Y97nj6GforpIsgYyscq119qQblYjrIsyxgLc2hucIBNX7fVY+xFlFNiGlyZGcpNytyTvpFoTY5ptkhJEpKihEaPHWYTg7BO5EWUS0KSZXQGlJ9poViMarOU+oTh4WEEAgHtzy0tLdi/f3/W59xxxx348Ic/jK985StwOBx44IEHyjqIpiZ3WZ9PCJkZgUDhjkBCSG3Mtddl/3gcizt9aGv1Ffyc1UuaARwDJ8pYMcd+PtMV5ZJY0ulDIOCBmsRmtVvn3POsEur5ZyamlO4lQarv4ySk0uj5TupJSlYGaD3/Rj8+e8s5tT6cmqLXJmC2jgAA5nU0wOdmITJKv6cIpuDPJxIXwPEpLOr0wWZVCspujwN+b301dQ5HlCaPzjZf1vfS2ujEaESg338R0XS3cXOTCz43i6Qk5/28oskQAGDVkmY8vqMLqSLPmfufOQq/145rLlhY8WMtWVDW2z7KMIz234lEAv/6r/+Ku+++Gxs2bMDPf/5zfO5zn8OPf/xjwwcxNhalYG5C6kwg4MHISKTWh0EIyTDXXpeSLONEbxCXrmsv+n07LMp1yeFTo+jw19cFdb0bCyewdlEjRkYiiKe3WA6PRufU86wS6v21GU13rnT3h+r6OAmppHp/XZK5JxxRdom8sLcXbz13HprTGalzDb02FSPjSqd6PJqAwAmQRaXT+EyR9+oz6Sg4u5kBzyvv7X2DIYh8bTpUC+kbUAqeKSGZ9b20NzpxqjdIv/8ixkLKeUIURLgdFgyPxfJ+Xl29EwAAkyTB7bRhcKTwtfsTO06jo8mFzUsaC35Nk4mZUqNvyciL1tZWjI6Oan8eHh5GS0uL9udjx46BZVls2LABAPCe97wHu3btKvtACCGEEEIyGRnIBwANbhvsNjMGxmgLaTk4XgQvpNCQzlCeHMpHGcpnG4q8IITMVqEoj189dRRJsf629ZeLE1JY2OoBwwBP7uqu9eGQGuN4EVaLCRazUpazWsxwO6xFIy9G0wPtmn0OsOkOZV6ov9eGGnnhtluz/r4z4MLgeBxiSqrFYc0K6jWb3WaG12nTzUcOp3OVfW4bvE4rIgUylCVJRjAilBz0OFUlC8oXX3wxdu7cifHxcXAch6effhqXX3659vGFCxdicHAQp06dAgA899xzWL9+fVUOlhBCCCFzh5GBfICyc6q9yYWBsfhMHNZZI5RxMQoANqsJDDM5wI3U3p9e78NIcPrT0BPqUL4iN6mEEFKPDp2ZwJ9e78Ppgdnf0ZgQRHQ0O3HJ+ja8tG8AoRLD18jZjeNFONI5yKpGD4uJIou/o+nu1eYGu5ahzNdjhnJCzVDOKSg3u5CSZAyN0zV7Ieo1m91mgcdpQziW332uXsN7nTZ4nLaCGcqhmABJlqt2bW+oQ/mzn/0sbrvtNtx0003YunUrNmzYgNtvvx0HDhyAz+fDV7/6Vfzt3/4ttm3bht/97nf4yle+UpWDJYQQQsjccWaw9EA+VUeTkzqUy6TeyPrcyhAYhmFgt1moQ7lOxBNJ/Oqpo3hub++0HicpSkilo+XGqUOZkLo2HOTw3N5e3djJuUrtvhyamP0FKI5PwW6z4G0XLERKkvD07p5aHxKpIY4X4WCzU2j9HrZ4h3IwAQdrhpO1wG5V/m09dijHOBFmE6MNfFZ1NKcH89FgyoImC8pmeF1K93Hue0IoKsBmNcFuM8PjtOp2MQOT133V6lAumaEMANu2bcO2bduy/u4nP/mJ9t9XXHEFrrjiisoeGSGEEELmtK6BMOa3uGE2lVz/RnuzC9vfHEQ8IcJpN3R5M+cFo8rFZ4PLpv2d3WbWLmRJbU2kfz89w9Obhs6lt076XDaEYgKEZEob5EOKk2QZL+8fwMXr2rQtyYRU0zO7evDca72IJ5LYdsniWh9OXVC7LyuxW6PWEoIIO2tGa6MT561qwfOv9+G6ixbClRMLQOYGjk/pFpRPDYQL/pvREIdmnwMMw8BmVd6X6rJDmUvC5bBmzV8DgPYmpaA8SLsKC8qNvBBECXxSWYxSheMCfC4bGIaB12krGHmhLk7EaxV5QQghhBAy0yRZxpnhaMn8ZFV7o9LFPDBOHQ9GqR3KDR5W+zsHa9EKkKS2gunfT/dQZFrdiuoCgdoVVKzziWQ70RvCL/54BAdPj9f6UMgccaIvBAbAw38+jdePj9T6cOqC2n05PDG7C8pJUYKYkrV5BddftAi8kJr2LhQyexXqUI7EkwUzw0fDCTT7lAHUavdvPTYCxLgkXDoNHlaLCQ7WrGUszyZ/3t+PU/2Fi/2VonUos0rkBQCEcyItQlEB3nRDiMdlA8endJ8zaocyL6QgSZXf+UIFZUIIIYTUHXUg36I2r6HPb08XywZGqePBqGBUgMVsgjPjZsZBHcp1I5gu/MYS4rSKwGqEiVpQpsF8xqlDb2bjjS+ZfRKCiJ7hKK49fwEWtXnwk8cO0bZwTHZfzvaCcmbXIQDMb3Fj49ImPLO7R/sYmVs4Qa+grBSL1V1KmWRZxmgwgaZ0QZlNL07UY4dyLJGE26Hfee+yWxFLzL731d88exw/fOTNqg8IzY68UIrGkVj28yEcE+BzKQ0hHqfyc9bLUc6cnVGN8wwVlAkhhBBSd4wO5FMFGuwwmxjqUC5DMMajwW3L2o5ot5kpQ7lOBDOGNXVPI/ZCvTHpTBeUx8PUoWyUuoU0nqDXBKm+U/1hSLKM1Yv8+NQ71sNmNeN/frd/VhZeKilxlhSU1aFYmQXE6y9ehFhCxCsHh2p1WKSGlA7l7Agqv1cpEuoN5otySfDJFAI+BwCArfPIi+IF5dn1vpoUJSSEFEZDiapnn6uFX0c6QxmYXOBWhWJK5AWgDOYDSheUqxF7QQVlQgghhNSdcgbyAYDZZEJro5M6lMsQigrwuW1Zf2dnLVWbBE3KE4wKsFqUS/Xp5CirBeX2JuW1RIP5jFNvzuZ6QY/MDDXuYmmHD41eOz759nUYCyXww0cOIiVJtT68mhHS57A4L87q3QLqYm1mDurSDi+sFhOGz4J8aFI+jhe1CBRVYzqGTG9n0mhIef9WIy/UeQj1OJQvyiULZoO7HJZZ976qnntsVhMe33kma9G/0hJCCmYTA4vZpBWLM4fuiSkJUS6ZV1DWG8w3EZm85kvwlX+eUEGZEEIIIXVnPKxs6TMykE/V3uTEwBh1KBsVjPJocLFZf6cM5ZtdXSNnq1CUR7PPjkCDHT1DkSk/jvr7dDus8LlsFHlRBvXmrFrDbAjJdKI3hM6ASxssu3xeA95/zQocPD2Op3ZVtyOunmV2X87mLuXJXNTJjlSGYeB2WBHV6SwkZzdJlpHQGcrX4DZQUG5QOpRNDAPWWp9RZbGEWLBD2Wm3IsbNrvdVdcfSjZcuhihKeOilU1X7Wgk+BbvNDIZhtDiLzAxldbF7MkNZv4sZUHal+dOLFNShTAghhJA5gRPyL7JLaW9yYSSYQFKcu51c5QhFBe3GReWwWcBVoYOBlC+Y/v0saPFUpEPZwVrQ6GWztj+S4tSbNoq8INUmyTJO9oewrNOX9fdXbOpEi9+hxUDNRYlkCmy6E3M4OHt3IXG8uo09+9rG7bDO6s5rMjW8kIIM5F3rOlgLHKy5QEFZWVBp8tq1v2OtJgh1FnnBJ1NIihJcDv3reLd99nUoq9cDSzt8uPrc+di+fwBnqnRe5gRRy1q3WsxwsOasDGW1cFwq8iIlSQhFBW2GBkcFZUIIIYTMBYmMiymjOpqckGQZwxOz94ZzpgjJFOK8qBN5oXQoy3LlJ0GT8gSjSsb1/BY3hie4Kd8ITG6zNqPRa6fIizJQhjLRc7R7Avc/f7yij9k/EgPHp7Bsni/vYw7WUpdb2meKIKTQGVAKImdDh3JuZi4VlOcm9T1d3ZGQye+xF+xQdtktWf+GtZm1nPF6EUs/nwtmKDusiCdm17VmhFOuB9wOK7ZevAhupxW/ee54Vb6HhJDKisbxOG1ZcRahmPLc8Kav4e02MyxmJi/yIhQVIMmyNkODo6F8hBBCCJkLEnwqr4unlPYm5YJpYIwKyqUE1e6GnIKyw2aBLANCkrq8a0mW5XRBmcX8VjdkAH0jU4tzUYsYrM2MRo8d42F+Vt3E1VKEowxlkm/v0RE8tasHYqpy58njfSEAyOtQBpTBTHM5iiiRTMHjsMLvYTEyiwvKajHHTh3KBJMFZb3mCb9HfzfRaDCB5vRAPhVrrb8FJ/X5XDBD2W5FSpLrMqqjELX71+O0wmm34O2XLcGxniD2Hh2p+NfKbarxumxZ3cehaPoaPt2ZrERj2LRFcJW6KDHZoUwZyoQQQgiZA7gpdCi3NSpDx/opR7mkUHqYSG7khT299XIuFy/qQSwhQkzJWuQFAPQMT21rZUJIwWYxwWwyocnLgk+mZt109VpRt5hShzLJpOZQ5m4vno4TvSF4XTYEGhx5H7PbLLOq8FJpfFICazMj0ODA0CweXqcOxMq9tnE7qaA8F6nFPadOvJvfw2YNU1ONhjhtIJ+KtZmycsbrQakOZbXDuhqLtfc8cwwHu8Yr/rjReBIMJovkl2/swLyAGw/86UTFo/aUDuWMgrLTlpWPHEr/t5qhrH5O7nuSuijRSZEXhBBCCJlLEnxKK24axdrMaPLaMUgdyiWp3Q15BeX0BSw3h4sX9SCYvglo8LBo9LJwshZ0TzFHObPTpTGdu0ixF6VJsoxoemgQDeUjmdQFhtxusOk40RfEsk4fGIbJ+9hcH5bKCyJYqxktfses7lBOCCIYKNcqmdx2K2KJJCRpejtHJFmuaNc8qS71fUVvXkijh0UoKmT9PmVZxlhIGVidyW4111+HcmJyGLAetShb6cF8CUHEc3t78VoVuoYjXBIuhxUmk3KONpkY3HDJIoyGEugaDFf0a+VGXnid1qw4i3BMgIO1wGadPJd4XNa8oXwT6Wu9tiYnTAxDBWVCCCGEnP1kWQYniHk5g0b4vay2ck8KC6Y7lPUiLwDqUK61YEztILeBYRgsaHVPeTBf5o3JZEGZBvOVEk+IkGQZFjNDkRcki1oIys2rnKpQlMdIMKEbdwGoBeX6KhjNJD4pKQXlBgdCMWHWvj9xfAqszQxTzqKB22mFLE9/4eqPr5zBv/9i97Qeg8wc9Xms1zzR4GEhAxjJ6MiPxJMQRClvFwNrs9Rth7KrQEHZ7ahOh/JoUCmgVnKxTxWNC/A4s7+f9iZlZ2Slr6lyIy88Thui8clFp1BM0Abyqbw6kRfjER6s1QxnetAjFZQJIYQQctYTkhJkOT9n0Ai33apdyJLCglEBZhOT1z2idShXIWeNGBeMZHeQz2txo3c4OqUOtsytk01e5fHGqEO5JPXGrMXvhJCUqPOPaNQO5dxusKk6kc5PXq4zkA+Y25EXsixDSCqF2Ba/UkgbCU79/PWLPx7GE6+cqdThlSUhiLrdqOr78HRjLwbG4ugfiSEl0bmqGgbH40iKlXsdqgsIepEXK+c3wGY14XsPHdBycEdCSnE5t0OZtZrq7vwQ1SIv9K/j1Q7lSsdJqT+jcAXjiFSReBKenGtmbZFeJ55kOnJ3aXpdNsiY/LmGYkJW3AWgZDtH4smsGRnjER5+DwuGYeBgLVRQJoQQQsjZT+3acJSZoQwALruFugkNCEV5eF22vE4p9WY3QVv8ayoYnexQBoAFLR4IooShifLjXBKCqN2YeFw2mE1MxW9+zkZqsbA1XcSi3Gmi4njlPSYcq8x7zfHeECxmExa0enQ/breZkRSlOVkoFFMyUpKsRV4AwPAUzoOq3UeG8eALJ/Gn1/sqdYiGcTm5qCq1SBWdZhGM40XIqGy2N1FIsox//8VuPPD8yYo9JqdFXuQ/J9qbXPi7d2/CeITH1+99DePhBMZCyvt2foZy/XUoR7kkbFYTrBb963i1czla4ev1kWp2KHNJeJw5u/rSnb+V7FCWZTkvQ1ntjFZ3xYQLdCgLopT1XJgIJ+D3sNqx0lA+QgghhJz11PzecjOUAeUiNUqFn5KCMUErVmZSL2DrrdtlrglGebjsFu1mbH6LGwCmFHvB8ZM3JiaGQaOXpcgLA9SiTFt6S2ucFqpI2uRQvsoULU72hbC43QOrRf/WfC6fl9XiiBp5AQDDUxzMJ6YkcLwypPTXTx/Fa8cqn7NaTIIXdXdeuSrUoaw+P9QZCaRyeCEFXkhh+5sDFYtc4XgRDKM8t/WsmN+Av3/PJkTiAr52z2s40h0EkF9QtlvNdVdQjnHJgvnJQMZQvgrvKBxNnxuqsagSiQtwO/O/J7/HrnWRV0JSlCDJct5QPmByULBe5IVa7M7szh6P8Gj0ZhaUqUOZEEIIIWc59YJHr5OnFJfdAl5I0fb0EkJRPm8gHzBZxOdmaUbl2SIYFbJ+Px3NLphNDLqHyi8o52bxNXntFHlhQCR9o9vqVwvK9JoggCTJWpdXJTKUhWQKXYORgvnJwOQQt3obvDUT1O+ZtZnhtFvhdlgxPMXBfOpCwI2XLsaiNi9+9OhBnOgNVexYS0kIKd1uVLVDOcJN7/lU6WxvMkm9Lk0IKew6PFyhx0zBYbPoDuJULev04R/euxnxhIgXXu+D22HNW5SwWU0QktK0hzpWUiwharEWemwWEyxmU8V3/oymu7ijXLKiOzrUIb25GcqAMkCxkoOO1YWhrKF86eJxKC4gKabA8WJe5IXXlT6PpIvOKUlCMMrD71EWIBw2ylAmhBBCyBygXkw5ppChrHb60Pb04oJRAT69gvIc7oSrJ8Eon9VBbrWY0N7kmlKHcu60cL/Hrk3+PltUsjtIpXafUuQFyZQ5OK0SXXBdgxGkJBnLCuQnA5OFBW4OnpczO5QBoMXvmHJBWe2G9HtZ/L93bUCjh8V3HtyHgbFYZQ62BE4o3qEc46Z3jlGjqqhDufIyC3EvVCguheP1M7VzLW734h9v2Qy3w4q2Rmfex9XnVD11KUdLdCgzDAOXw1LxnT+ZQwyj03w9ZVKH9Lod+Tv7Gr0sxit4DaINa8zsUHapHcpJbfB44Q7ldBdzVIAsY7JD2W6pSrMIFZQJIYQQUlcSWq7cFArKdvXGjLanFyKmJES5JBpc+RfGNosJJoapShcDMS6o00E+v8WN7uFI2Y+Vm8XX5GMxERHOmjzW0wNh/P33t6N3pPxiezGRWBIO1qLdyFHkBQGyC8qhCgzlUwfyFetQnlzom3vnZa2gbKtEQVn5+bntVnidNnz2PZtgNjH41v37ZuQ9L8GLurMh7DYzLGZm2h3K6oIDdShXnrorYcPSJnQNRtA1GK7AY4q6Het6FrZ58MUPn4eP3rAm72Pqa0Oos4Kyq0hBGVCHaFfudSfLMkZCnJYZHKnQ0FRgcoFZv0PZjnBMQFKszDWVXoey026BiWEQjguTBWV3/lA+5ViVaxW1yN1IGcqEEEIImUsmL6amEHmRnihNg/kKU2+c9S72lUnQZupQriFJlhGKCmjwZBeUF7S6EYoK2rA4o4/FJ7MLyo0eu/Y1zgbqFteRKeaqFhLhBHidVjjtZ8euh1cODeJLd+/JmgBPyselnwdO1lKRDOUTvSG0Njrzhj1lmss7R7TIC7VDucGB8UhiSsUbdQCY+t7X0uDAh962GmPhBE4NTL9AWEpCSOnOhlC6Na3TXghXF+PLeY8gxqidnVedMw82iwkvvN4//cc02KGsavTa0exz5P09a1VKeok6KijHEkm47cW/t0oP0Q7HkxCSEpa0ewFUdjCfmm/u0blu9qc7gNVhytOl3QNlLDaYGAYepxWRuIBw+totN/JCfQ9Rv+8JraCsRl4oGcqVvgaggjIhhBBC6op64T6loXz2ymwdPZvl3qDnstvM2o0pqQ5JlrHnyLBu5qGS/SfnbWecymA+XqfTpdGr3FycLYP51AWS6Q60yhWJKxPdXemb4tneoXyyL4zTA2EIybOjM71W1OdBW5MT4VhyWjfnsizjRF8Iy4t0JwOTr99EFbrL6p1e5IUsA6Oh8heQ1IJt5mJqR7MSIRCsQmxOJlmWswak5vI4rNOKUBFTEoR0kb0SnfMkm/o+0+Rlcf7qVrx6aGjaXe0cn5rSTrxcrDUdeVEnC06yLCPGiSU7lJ12a0VjKdSBfEs6lIJyuIKD+dTXpt7Cn1qwrVSOsl7khfq1w1mRF9lNB6zVDNZmRjiWzDoevzaUz4yUJFesk1pFBWVCCCGE1BX1Il1va2gpkxnKs7v4U02JnC3EueysZU5mdc6k4z1B/O/v38T+k2N5H1MLG3qRF0B5BWUtj5zNHMqnPO7ZMphPHZZX6UWkSFyAx2mFxWyCzWrKijqYjdRzIp0bp0d9HrT6nRBT0rS6hocmOES5ZNH8ZGCyU40iL4CWBqUAPJUdCeoug8zOSfU8W8kMVD2CKEGS5YIFRLfDOq1Fsczn4WzrUFYGntX3eYnLiGK7YnMH+GQKrxwamvZjVqKgrBYe6yVDmePVvOHiBWWXo7IdyiM5BeWqdCjrRV54K3sO0Yu8AJShe5H45C41vWPxpruYAaVDmbWa4Uw/x9T/r3S8DxWUCSGEEFJXEkIKJoaB1VL+ZYp6o0gZyoUZ6lCeg4WLmaR2mHQP5WciB9PbGXMjLzxOG/wetqwcZfXGQbdDOXKWFJSr1KEcjie1GzaX3TrrIy/Ugnu9F27qnbqA0dakFDank1d7Mp2frBZACtE6lOfgQt/k+5VyPdCSHpI5NIUc5SiXBMNk736yWc1wO6xV71CeHDas/75bqqA8FkoU3VLPVTjbeyb96bU+/N33tuPImYlaH0pBavasg7VgSbsX81vcePH1vmntUOCEyhSU1Wu5eulQjqbPkeqOwUJcdqt2Pq2EkXT81cI2Dxim0h3KymtKr0he+Q5l/XOF12VDKKZkKLsdymJ3Lq/Tpr0njYcT8HtYMAyjPF76uVbpxXEqKBNCCCGkriT4FBysWbsIKoedtYBhJi9oST61i6XQ1lslZ60+bkzOVuqCR7dOt7FaNGhw52+tnN/iRs9Q+R3Kmb9rB2uBg7VgPHSWRF4kKl8olWQZ0XTkBaB09lTyxrcW1J/PbC+M15p6M97emC4oT6N4d2ogDLvNjI4mV9HPm8tD+RLJ7G49j9MK1mbGyBQKyrFEEi67Faaca4sGN6vljVZLQmdxL1OpgvIPHnkT9zx9rODH1YKyz2WbdR3K45EExJSE7/5uP84Mlj94dibEeREMlE55hmFw5aYOdA9HcXpg6sdbzlC+Ytg6y1hXr29KdyhbwSdTFYtgGA1y8LlssNssyuupgh3KkXgSrNUMm04jBmszw2W3VK5DmdePvPA6bYjElciL3Eg0lSf9OYDSoax2TwOTC2mVfp5QQZkQQgghdYUTxCkN5AOUwRVKNyF14RVCHcq1py546HcoKzclufl4gDKYb2AsjqRo7IagUBZfk5c9eyIveDXyonKv+XhC2bKrFZTtllmfoaxFXlCH8rTEEiIYBgg0KJ2yal7lVJzqC2NxuxcmU/HFU5vFBIapn4LRTBKS2R3KDMOgtcGB4alEXnBJ3VxXv6f6BeXJ2RAFOpSdVsQ45byjZ3iCQzBWukO51e9AlEtCTM2erPQEn9KKcnc98AaGJuK1PqQ8CV6EnbVoixEXrm0DazXjhdf7pvR4STEFMSXDUWCBoRzqa6NeIi+iBgvK7grPJxgJcmhuULqFlU7dymYoF/t+/B47Jio0l0KNnMuNpfM4lQL8SJDLG8iX+Tlah3KEhz9jp5uzlh3Kjz32GK677jpcffXVuOeee/I+furUKXzgAx/ADTfcgL/+679GKBSq6EESQgghZO4oNAndKJfdQkWTIoxkKM/FwsVMUp+fo6FE3s1UKKpsZ9SLfAn4HJBkWYvFKKVQFl+j137WRF5UYyifur317Iq8oAzlSuASIpysRbuhn2pOJ59MoXckWjLuAlCKqHabuW62tM8kNQIrc3t3wO/A8JQ6lMWs/GSV38NiokicRCWoAxULFRDddiskWdbNN+WTKUS5ZNFdEmoRqjXdOT+dAX8zjRNEeJ1W/N17NkGSgf++742i8R61kNtN7GAtuGBNK3YdntpwvswIjeli08+peikoTw6/LP69OdORGJXaUTgaSiDgUxb6PBlZwpUQ4QTdzGJVo5et2DVVQhBhs5hgNmVfA3rTC9wDYzH4dHawAUosRjSuLCgFo7wWxwFMPte4Cl/LlCwoDw0N4a677sK9996LRx55BPfffz9OnDihfVyWZXziE5/A7bffjkcffRSrV6/Gj3/844oeJCGEEELmDo4Xp9W14XJYqaBchDbkiDqUq+KN46P491/sRkoq3CGW+fzMHbIXjPJ5A/lUaoeM0eJpokBXXKPXjvEKddPUmpahXMFC6eREd+XnrXQoz97XhCTJk8MLZ/H3UQ/ifBIO1qI9N6aaoXxmMIKUJBsqKAPKotBcXOjjkymwNlNWBFaL34GRIAdJKi+/NlqkQzkcE6ra1WukQ1k9xlxqvnOxc5C6Tb6tAlEsMy3Bp+CwWdDe5MJn370RES6Jb92/r652hcR1BuhtXt4MQZTKGpSrUovQzkoM5au3DGWtoFx6KB9QmQ5lMSVhLJxAc4NaUK5sh3I0ntReo3oaPWzFrqkSQkp3l6YnvYgppmStuJz3OU4bUpKMgbE4ZBnwZ0ReqJnMXIWv70sWlHfs2IELL7wQDQ0NcDqduPbaa/Hkk09qHz948CCcTicuv/xyAMDHP/5xvO9976voQRJCCCFk7khMI/ICSGcRUtGkoFKRFw6bBQk+Na1hM3PZib4QzgxGinaIRbmk1mHSPaRXUNa/WVBv0IwumBTsUPawiHLJuulomo54FTKU1c4mb2bkBV8/xY1yxXkR6quZFtumJ54Q4bRbYDGb4LJbEJli5MWp/jAAYEmHz9Dnz9WFPiGZysstbWlwICXJZXcExrgkXAU6lAFUtSu2ZIeyulio876hZrMWWwzSIi/SBeVQkXiMesOl4yQAYHG7F596x3oMjMXw8J9P1/jIJiWEVN7vbl7ADQDoG42V/XjqQmihBYZyWOs08kLvtZZJHdqnDoydjvEID1kGAj6lI9fjrHyGssehf10GAH6vHVEuqUX0TIdSUM7/2WUWkQt2KKeL3moWeVaHcvr3UekZKSULysPDwwgEAtqfW1paMDQ0pP25u7sbzc3N+NznPodt27bhC1/4ApxOZ0UPkhBCCCFzB0VeVJdWULbpXwY6WAtk1M/NyWwT5ZSbGL3CgCqWENHR5ILXZUP3cHaOcjAqVLBDWX8AY5O3slPJa4nLyFCu1CLIZIfy5FA+jk+V3RFZLzLPhxR5MT1xXtS6Cr0uG0JTLFqc6g+h2WcvOFwpl1JQnnvn5ISQ0jowVS1+pdZQbuxFLCFqRaxMakG5mjnKhfLsVe50sUrv3D6RLpyLKalgfn5u5EWoBh3K4biAXz51tOyiGieIWvckAKxd1Ih5ATdGppCTXS16HcqNXhZ2mxl9I+V3KCcq2KFsYhiw1vo5P8TSsUC5kQ25tAXyCrwnjaafK2q2vddpQywhVmzXQZRLFo+8UM8hFViUSvD6TTVe1+TXLzaUD8gsKGd2KKsF5couTJZ8ButdmGVuORFFEbt27cKvf/1rrF+/Ht/+9rfxta99DV/72tcMH0RTk9vw5xJCZk4g4Kn1IRBCcsyF1yWflOD32qf8vTY3urD/5Nic+FlNhdlqhs1iQlurfmdcc5MLAOB029GUzqMjpanPNyGlXDubWUvB5yAnpNDW7ILDbkX/WFz7vJQkIxQT0NHq0f23Vrtys8BYzIae34zZBJOJQWe7L+v6fckC5aYnxZhm/etELdSIKRlen3Nai1EqKf2zWrzAD6vFjNZm5V7F4bYXHIZTz8YzFjeS0tx4H1FV+nsVRAkdATcCAQ8afQ4kkqkpfY2uwQjWLG4y/G89LhZJUZpTvzsAAGOCy2HL+r5lS3rrtigb/nmkUhI4XkRLszvv3ywRlXN2Nc+HJqtyXprX2aDbfSgy6aGDOud2QRrQ/tvhssPvtSMXYzbBbGKwamkzACAFZsafK4de68ULr/fhrRcvxtqOhpKfrx5fUpTR4HVkHW9TgwORuFA3z/ekqH9duqjdi5EQX/ZxnkgX/DrafBX5Hh12CxhzfbyfixLgddtKHovDnX4em41dzxSTODkGAFi5pBmBRifaW5XHszls076O5ZMp8MkU2gL55w7V4vnKoo9kmv7vIAXA42bzHseT8X0s6GjQ/ToLk0oBvX9cGWy5fElz1jBBu80MVOAYM5W84mptbcWePXu0Pw8PD6OlpUX7cyAQwMKFC7F+/XoAwNatW/GZz3ymrIMYG4vO2hV/Qs5WgYAHIyP50+cJIbUzV16XsUQSkOQpf68mWUYsIWJwKFSyQ2IuGg9xsFnNBX++oqAUn/oGQpDm4Bbrqch8baqdMj39IbT78m/8ASAc42ExMWjzO7Dv+AgGBkOwmE0IRXlIkgybCbq/HzWXeXAkauj1MR7kYLeaMTqa3UFlSj/O6Z4JzGucvYsGkqxkAze4bQhGBXT1TKCpwM+8HAMjUThYM4ITyk2ZlO4K7O6bQKt/9u3E7B1QBqZbzAwmQtysfx/5875+jEd4XHPe/KJDrarxnhmOCZgfUF6fDqsJfaOxsr/GRITHaCiBzian4X9rZoDxGD/rf3flCkcTMOecD2VZhsVswsmeCYwsazL2OOlOckaS8n+GovI+190XxEinsUzrco2Ox2BiGISDcUQyFvdUQjrOYmA4knd8PYNh7b+7+4IQeVfevx+biMNuMyMS4mC3mdGv8zjV1j+kHGdX7wRaPMUX3jJfm1FOACNn/15Yiwnd4UTdPN+jcQEM8q9LWxoceO3YCIaHw1mLtqUMpnOXuXhlXtNWM4NQpD5+XmPBOBy2wteYKkmWwQAYHjV2PVPM6d4gzCYGclLEyEgETLozuatnYtrXsepOLpNc+L7EnL6mOtU9UfC6z6hIVIDPbdP9Wmx6OKsspnQ/LqajuU72BcFazYhHOHDRyZ1odpsZ48G47r81mZgpNfqWvMu6+OKLsXPnToyPj4PjODz99NNaXjIAbN68GePj4zhy5AgA4Pnnn8fatWvLPhBCCCGEEEmWwQuprGna5VJz22bzEK1q4oVUwfxkYDJvt162T842atRFoVgKWZYR40S4HRYsaHUjJcnoT2cwBqNK0aNQ5IXZZIKDNZc1lE8vo9HvYcEAGJvlkRcJPgUZyk09ULkc5UhcyMpLVLfJz9ZzippRGWhwnBVD+Z7e3YNHXj6NO360E8+/1lvVYWq54rySoQwoQ5KKZaUXcqpfKfAbHcgHzN3ICz4p5b1fmRgGgQY7RsqIvIgVyXV1shbYLCYtq7ga1EFbhYqODtYMs4nRj7zIGPYVL7BdneNT2uKK12WryVA+9bVQbtyGXsyZx2md8sDLaohn/HwzdQZciHLJsgfAqYPRKhF5AQCs1VJXQ/lKDeQDlNex024pGHnx/Gu92Hlw0NDXHAlyaPLaYTIpry81nmIq5+dc6mO4i3xPamxOJc4hxebIqBnJhSIv1GMUkhIavWze+cbBWioeeVGyoNza2orPfvazuO2223DTTTdh69at2LBhA26//XYcOHAAdrsd3//+93HnnXfi+uuvx6uvvoo77rijogdJCCGEkLmBLzBErByTuWyzv3BSDXxSf4K0SpsEXeGLzrlCLQgUylDmeBGSLMNlt2J+i9INog7mU4dCFSooA0pxs5yhfHqvJYvZhEYvi+E6yqicCvU5quYmRiuUDxyJJ+HJyCt0zvJFKvXn0up3nhUZyglBxIp5PnQ0ufDrp4/hCz/bhTeOj1b966YkCbyQ0p4PXqcNUS6p7Rww6lR/GBYzgwWtxrcd222WOVlQFpIpsDrvV00+e1kLYur1gF6hi2EYNHjYKg/lE4sulDMMA5fDqltQHo8kMhbK9V+/ShFK+RxfjQrK6rGHosa/tpILLWVlKANKQVBISnUxyyEpShBTkm5BeV6z0i1ebo6y+t41nQHUmew2c138rABll2Gx4msml8Na8Fr9yVe78eIb/YYeZySYQHPDZGewGk0VqcCiRCQ9F6NYhrLNaobbYa1IDnuh6zZAec8xMUzBn686LBaYLHJnqkZB2dDd2rZt27Bt27asv/vJT36i/ffGjRvx4IMPVvTACCGEEDL3aEPEptWhrE6Onv2Fk2rgBf0bdBV1KE+dJMna865QZ0w0ffPkdljR6nfCZjWlB/O1ZxSUC28XdhcoOuhRu+L0tPidGBqf3QVltVsv4FcKypV6zUfiSTRnbFtVC4iztRgb45JgADQ32HH4zEStD2faEkIK81s8uPXq5Xjj+CgeeOEkvvu7/fjn95+D5fMaqvZ11QUFbShfRhdcsUWgXCf7w1jQ6oHVYjySiZ2jHcqJAjtqXHZrWUP51HNDoUJMo4etfodyiW5Ut8OquxA5EeExL+DG0Z5gwUUtjhfhTF83eV02bdfLTIpoBWXjP8fJa77cDuXJgiBb41kOajdxbtEbADoDyqJw30gMaxY1Gn9MXoTNYoLFXJlYNtZqqpvzQ5TTH36pp9ACeUqSMB7mDf98RkMcNi8PaH9Wnz/ldo7rMdKhDChDGisx6LjYdZvHaYPHadU6sQt9TiwhotGTH71Rkw5lQgghhJCZol7oOKbVoTy7iz/VlkgWj7xQu6ioQ7l80UQS6lQQtasl1+TWa+WmYH7AndGhLIABig5+K6+gXHjrZGujE8PpjODZKq9DuZKRFxndSGdD5IXTboHHaQOfTCEpzlxERDUoxTklPmDzigD+4T2bAKDqRTR1AUPrUE6/TsvpBk1JEroGw1jSXl5Wr91mhpiSZjTeox7wBd6vnHZLWa9H9XpAL/ICgNKhXMWCMlfkXKzSO7cnxRQi8STmpQuXhbo5OX6yYF2zDuV0N2g5kReFrvkqGVkwXdox6iwIeF02uB1W9I2W26GsH6ExVazNgkQddCinJGX4pfEOZf3Ii4kwD0mWDT2PE4KISDyJQEP2IrCJYSrToZx+DqpF6kIaPXaMh6d3DpFkueguwis2deC6ixYWfQx1oXOmOpSpoEwIIYSQuqF1gkyjQ9mtdSjPzuJPtVGGcvVkdpcVKm7mdsotaPWgZzgCWZYRjPLwOK1Fu3LcDqvhxZJiWydb/UqebqWKsLWgFpQCvsoVlGVZRpRLZt08zvYO5WgiCZfdCneJbfOzQVKUkJLkrBtubzqepNpFtMkOZeXrTXZRGv959o3EICQlLClz+NtcPS/zBSIvnKxSUJZlWedf5YtyhSMvAKX4MhFRiljVwPGpkgvlegXliXR8RGdAiVYomKEsiFkZyrGEOOMLR+qxB8uIvJgs1mb/jr3OykUWTFeCV15zhfKO5wVc6BspbzGL48XKFpSt5rrIUI5l7MAywmXXj7wYCSmdvnG+9PN4NKh8rrqwDCj5zB6ntSLPnygnaHnPxfi9LCYi0+tQLhX7t3FZM64+d37Rx/CkFzobvToFZZu54DlkqqigTAghhJC6kahghnKl8lTPNiUzlNM3dolpTsaei9QbapvVVDjyQu1QTnfSz291g+NTGA0lEIzwJbfOKzmbxn43CV7U3aYLKHm6ADA0Pnu7lNVihMdphd1mfFhhMXFeREqStS4fAOmtycws7lBWhiRNnhtn5/cBTJ6XMt8jrBYzHKwF4Vh1z/kFO5TLKFqc7A8DAJZ0+Mr62uo5ey6dlyVJRlLMH8oHKIUoSZYNF9hjXBIMo99lCgB+N4uUJBfMvp8uZUDqFArK6S30Ab8DNoupcIYyn11QBma+GDs5lK8SkRf106Gsvu4L/f46m93oHY0ZXtwA1IJyZfKTASUSpx4ylIsNv9Tjslt0Iy9GM+Y7lHoej6Q/N7OgDCBdUK5M5IXboXQ8F9PoYRFLiNMq7Fci9k9djPEXiLxQF0gqhQrKhBBCCKkbiQoMKlG7SChDWR8vpGAr0qFsMZtgNjFzrhOuEtQbn/ZGV+EO5ZzhUAtalMFc3UNRBKMCGnS2KWZyO6zgeNHQILCiHcqNys3X0CyOvYhnbEV2O4wPKyxGb3srwzBw2q0V7+yZKbFEEi6H5azIl59cdMzpaHTZEKpyAY0rlKFcRmf0qf4QPE4rAr78m/1iJgvKc+e8rBbICkVeAMZjaGLpLv1CRSF1e3glhmrpKZaLqlILypmFSTXXudHDFo35iPMpbfHQly4olxM9MV3qzg6GUXbqGI1mKRx5UX73f7Wo16WFOpQ7Ay7wQqqsIZGZHeWVYK+TDmU18qFUPITKZbcinhDzdgaoHcpA6eex+rnNOedUj9NW1mJfIdF40tD30+hVvv74NLqUJxdMp34PpC7G6HUoO1kL+GSq7EGyxVBBmRBCCCF1g+P1u1XKYTIxcLKWglmDc12iRIcywzCw28yUoTwF6lCi9iYnIvGkbsdSNKeDpzPgAsMA3UMRBGN80YF8mf+uVKSLnO7eK9TpEmhwgGEwqwfzZRaUy+ncLkaNTcid6D6bzylRLgm3w3pW5MsXKij7nNbqR17kdCg7WAssZqasQvap/jCWdvjAlOh2yzUXIy+0gnKByAugcARErlhCLNo1qXbzVaugzPGiociLlJTdda0eT4ObLbiolRSVbG17TofyTBaUOT6FlCSjxe+EDOOF4EIxZ3abGRZzZTJwp2uyQ1n/vVSNIykn9qLyGcpmCKIESapOZItRe4+NwGY1YanBSB+XwwoZ+TM7RkOT1yWlzuujQQ6szZwXs1G5DmXBUIRHY3pRajrDPSuxS3N+ixsuuyWvwA5M3ltxFexSpoIyIYQQQupGosg07XIUGvQx18myDKFEhjKgDu6YO4WLSlG3S7c1OiGmJN0tqFEuCQdrgdmkXIazVjPaGp3oGowgHBNKRl6oNzal4h3EVH7WbCaL2YQmr31WdyhzCRFWiwlWi6msYYXFFBrA47JbZm32cIwT4bJbMzqUZ2dhHNCPvACU3MhqF5/U7lC1EMQwDDxOGyIGozZiiSQGxuJY3FFefjIwNyMv1POnXTfyorw88Gg69qUQrUM5WvmCsiTL4IVUyYgD9dweyTiPTYR5OFgLHKylYIdy7nWTbwrDIqcrmh5CO69ZKa4GDf4c1e33ua9n7bVVBx3KxYbyAUBn+nvuK2MoqJEFhnKo13S1jL0QUxJ2Hx7C5uUBwwVRbYE853k9GkxoBdFSz+ORIIeAz5G3SOd1VuY9IcIl8xaY9fjVDuUyOtVzJfjp3wOdsyKA73zmMt3fgRZpV8GGESooE0IIIaRucBVYnQfSgz5mcdGkWgRRggz9jq9Mdpt5ThUuKiXKJcFazfCntxrq3QzHEkoeX6YFrR4c7ZmALAO+ChWUjbyWWhudGJoo3KE8HOQwHKzfDuY4L2qdiuUMKywmwhXoUC4wPEiPkEzhYNf4tI+lElKShDivdGdqBeVZWhgHikdeVL9DOQlTegeH9nXL2FZ9ekDJT146nYLyHFroU7fw60U0OdPPZcORF1xSe/7r8blsMDHMtIdq6eGFFGSUvq5xO/MjacYjCW3rujqIMFduwbMWkRfqe928FrfytQ0O5is2iNnjtFYksmC61PfSQgVgp90Kv4dF30jU+GNWeiifrfYF5YOnxxFLiLhgdavhf1MohmkkxGFJ+jxZ6jkwGkog0JDfjetxWsHxqWkPp4zEk3AbiLzwp6/dJsK17VBmGAYmk/4OmHJ3dhhBBWVCCCGEVEQoyuMb976Gg6enXkhJ8CIsZgZWy/QuUVwVKi6dbdQb9FIdynbWMqe2VldKJC7A47Rq3a16Rd+oTmFjQasbQlK56SkZeeEwVhQsVHjL1Op3YHgiXnCY0I8eOYif/eFw0a9TS/GMm3K3vXoZykB5HcqvHh7Cf9/3RtW2z5dDLUC5HVY4WDNMDDOrz42FIy9siCVEw9mtUxFLiHDaLVmdcB6X1XAX3Km+MBgAi9unUFBm53LkRf71gLNAZ2Mhao54ISYTA5/bVpXXrNFBW1qHcsZC5ESE17qnXXb9nVfqbiL1XDg5pHIGC8rpc++8dPyD0cF8HJ8CA/1rknrqULaYTUWvSzsDLsORF1I61qSSQ/nsddCh/OrhIbjsFqxb0mj43+jFMAnJFEJRAR3NLtht5qILI7IsYyTE5Q3kA5RdK8D0hlNKkoxYIgmPgcgLq8UEr8tWociLyj03Mk1GXlBBmRBCCCF1RJJk/OjRgzjSHcSvnz465Zv6YkPEylFocvRcp20hpg7lqoiks2o9OoUBVYwT8/L41MF8ACoWeWFkwGWr3wmOT+keZ1JMoXsogt7haFnT62cSx4taYcnlULr3ppshGYkJsNvMecWDYgOxcqnRJ/WQ/5k5BFIZLmiZ1bs31Od17i4L7wxs8+cSYt5gLq/ThrDByIszQxG0NTmn1JlYDwWjmaYugNqt+T8vbSif0QxlToS7SIcyoJx7g1UpKBsbtKW+b2R3KPNaNquTteoWgvSiwrwum+EO5V89fRR3P3nE0OcWop7zOtLxD0Y7lBO8CDtr0c0UVzJwa38O5XgRzhLF33nNbvSPxQ0Oyy0+5G8q1C7+Wg3m44UUXj82inNXtcBiNl5i1IthUocbBnyOkjtPwvEkhKSkmxfscUx/sGMskYQsT+4eKKXRw05rKB9XgaF8xajPOa6CzxMqKBNCCCFk2h7dfhpHuoO4aG0bhiY4/Hlf/5QeR5l8Pf0LKaVDefYWTarFaIeywzb3MpT/6zev44lXzkzrMaLxJNxOq3bzoXczHNPJ8pyf3iYMGC8olyoKTnbFFYu8ULp69HKUu4ejSEky4rw4o51umUaCHF4qci6JJzI6lNPDfabbfVsoL9FptyDO50+j1z2udNGnHgZbqgsP6vNmtu/eKLQlWCsoV7EAFedFOOw6BeW4YGjRJRgV0OjNL3wYMZczlG3W/JKFg7WAgbEMZS32pUSXoVIMqnxBWesgLrFY7srJUBZTEsIxQRsY6EgvauWeg7THz3hu+sqIgNl3YhSvHByaVne/ep5pcLNwO6wIGvzaxa75PA5bVp50rRiJp+gMuCCmJAwXiZCafLzpD5/ONXl+qM112xsnRsEnU2XFXQD6O65GgkpBtrnBXrKgPJqO5GrW6VD2ugpfhxk1uWPJWEHZ72FrHnlRjIM6lAkhhBBSbw52jeOx7V24ZF0bPrJ1NVbMb8Aj27umdOOb4CvVoawUTYwUf+aShLaFmDqUc53oC+G1YyPTeowol4THYdM6Y/S6iGOJZF6nnNdlQ4PbBoaZvAkqxG4zw2xiSncoG+h0aW10AgCGxvNvgrsGItp/94/VZnDfi2/04xd/PFLw5ofLyVAGSndul6LEluTHjjhZK2TZWIaterxGO5qrSe12VDvB3LN890ah5/VMdCjHdTqUPS4rkqJkqJCjRuJMhdVigolh5lTkRbHt3yaGgb1ApnAu9XNc9uLXFg0e1vAwuXJM5gQX//pKnMrkOUztls6MvJCRfw7SMpQzrp2MZopzvIjxMA8+mULXYKTk5xcS4QRYzEq+uM9tQ6iMoXyFCu1elxW8kIJQ4658jk+VLP52pqM+jMReqL+vSnYoq9d0tfpZvXpoCH4PixXzG8r6d3pD+UZD6SKxzwGf04ZwkQ7jkXRBWS/ywuucfoey+lrUuybQ0+i1T6tDOSGIYBj9RbRKoIIyIYQQQupKMMrjJ48eRHuzC++/ZiUYhsG7rlyKcEzA07t6yn68hCBOa7qxym23pIs/tS/o1BMtk7JUhzJrqeiWuHrHJ5XBLd1DkWkNcInEle5WB6tf9JUkGfGEqJvluaDVA6/LBrOp+OU5wzBw2S0GCsqlO12afXaYTYxuh/LpgTBs6diHgTHj0+srSb0xK9R1mpmh7DLYuV1KJJ7UbkQzqTe+RjoitYJyHZx/1OeJ+pxzOayI1kGhe6oSQgoWsylvW/VkQbl6xfJ4RsSK9nWdxnM6I/GktthULiY9DHAuDeUTSrxfKZnCpZ/LmbEvxfg9LDg+VfGdBervrNQ2dhPDwGW3aq9ZtVt6MvJCjfnIfo5r2+QzCpQ+p7HIi8HxyXP/4TMTJT+/kEhciXtiGAYNZcRtJASxYLa0pwIFQT0v7x/AGydGDX8+J+QvJOVqb3KBAdA3Wvq9Un1fqOhQPmvtOpSjXBIHTo3hvFUtBYfBFWIxm8BazVmLnKPBBCxmE3xuW8mFkZFQuptZL/IivXg3nV0r6nndSIYyADR6p3cOUZpqzLoRMJWg3l9RQZkQQgghNZeSJPzokYNIJFP4xE3rtA6JpZ0+bFkZwB93dZfdLWakE8QI9cZxNhdOqoE3OPDDbjODF1JzpsNbzX8UUzK6h6fWpSUkU+CTKe2m2u3Iz3+M8yJk6Bc23nH5EnzorasMfS2Xo/QAuoQ2mb7w79psMqHZZ8eQzjbd0wNhrF7oh91mRr+Bm+RqULeOFjqPZGYoV6pDORwXdPMSnWrWo4FzirqluR4KyrGMoXzA7M+XV3L285/T3goUD0qJJ5L5Gcpa1Ebxn6l6fphqhzKgDHWbSztH+PSg0kI7apysxVBhJJYT+1KI2glc6S7lhE7BtxCPc7KgrA4I9KdjUtRzUG5X9mTHa0aGstsGjheRFIsXGNVzu5O14Mg0CsrReFIrAHtdrOEOZa7I3AxtFgFX2df0gy+cwH3PHTc8G8BI5AVrNSPgdxgqKE8+HyqXk6u+RmqRsb736DBSkowL15YXd6FyObKHTY6EODT77DAxDLwuG6JcsmAcy2iQg9dl0110crAWmE3M9ArK5XYop+NpikXnJMUUfvHHw7jz/17N+74qNUemEKvFBLOJqWikHRWUCSGEEDIlT77ajaM9QXzgmpXoTA9iUb3j8iVIJiU8tr2rrMdMCGJFhlG4dIbbEOMZyuoFba0GvMy0zCLkqf7wtB5DLUYqA4WS+p+jU9hY0OrBxmXNhr6W20AOrpGhfIASezE8nt2hzPEiBsfiWNzuRXuTCwM1irxQCyp6BeWkqHSV53YoT6egLMtyujCS//txlTEErJ4ylGNcEgwz2Q2nxAHV/rimqtB7hN1mgc1qqm7kRbEO5RJfVz0XqAXoqbDbLHMs8kJ5ntoKvF857RZDeeDRnNiXQvzp/PqJCucoT0ZSlL62cTmsiKYLYOoODa1DWdslkVtQTsFsYrK69n3p51mpTuH+sRjMJgYXrW3Dib7QlHfoRNMDaQGgwa10KBsp2HJ84V1p1ehQDscEhONJDE9w6DUQT1HqGDN1NrvQNxIt+XnxKkRe1HJo56uHhtDa6MTCVk/pT9bhsluzdhaNBhNoblAKs+r5stBzYDSU0O1OBpRdHXrXYeVQ/22pxSiVuig1EdaPvZiI8PjaPa/jpX0D6B+N5S3WV+oeqBCGYZQdiNShTAghhJBaO3xmAgtbPbhkfXvex9qbXLh8YzteeKMPwzrb6QvhhFRFtgG67VRQ1mM0Q1kdklMPBbGZkFmEPD3FgrI2vCW9pd3tsOYVN40WNkrRe+xcauGp1O+6xe/A0ASXdfN/ZjACGcCidi86mpzor0HkhSzLWpePXlEknu6w0TKU7dMvKHO8iJQk68YSOKcSeVEHhdtoIgmX3QpTeguty2FNf59Tj3appWIdXF6n8UFk5RJTEoSklJ+hnF58CJXoglO7LI1undYz17LthaQEWzo7Wo/TbjX0GlOLznpRQ5n83uoUlMsZtOVxWBFNF9cmwjzsNnPGYlB+3iygDrazZG2TNxoBMzAaR1ujE2sW+5EUJZzqDxn8rrJlDjP1uVmIKdnQwlVCKLwrzVNkuO1U9WYUfPceHTb0bzje2HVpZ8CNoXGuZFFeG6JYhciLmW4CmIjwONodxAWrW6Yc0+CyW7LeV0dDHAI+JRNZXbArdF4fK1JQVv99qcW+YqLxJOw2M6wWY2XTxvQ5RK9D+URvCP/xi93oH43hnVcuBQB0D2UvQBTagVNJDtasxeRUAhWUCSGEEDIl0XhSW43Xc8Oli2E2M3jopVOGHzPBiyUnoRuh3jhGDRR/5pJyO5TnSjecWoRsb3JOu0NZvQl2O215nTFGt16X4jJYULZZTCUzmVv9TvDJVFbR9vSg8jNY3O5BR7MLoagw48XRSMY2V72bydzBRmputZGOxYJfU+si1Yu80C/m6OHqrEM5cxiZq0CX42yhFKD0z1++MrJby6V1FeYsBnnK7FA2unVaj1JQnhvnZEBZAC22IOa0WwztGFC7H2vWoSyIsJgZQ0Up5dwuaMeReY1VKEM5wed3NU52KBf/XvpHY2hvdmHl/AYwzNRzlKNxQXtf0762gdgLrsg1n8dZ+Vx0tSu5o9mFvUdLD+GVZFm5LjVQ/J0XcEGS5axcaj0JrWO9cgVlq9UEBjN/zbbr8BBkABesmVrcBZCO8EpMLsLGEqLWoezTIoXyz6+SLGMsnEBTkYKyx2nVYiumIsIJZV2vNbhZMADGMzqUU5KEP73Wi6/f+xpYqxn/etsWvPX8BbBZTXkRa9WOvADSM1Iq+P5PBWVCCCGETEmES+pmjaoa3CyuPnc+dh0exnAwP6M1V0qSIIhSZSIvtA7l+iuanOwP4R/+d3vVCh/FGB/Kl+5QniPdcGpxdsPSJgwHuSl1RKkdiOrNh6dYh3KJTrlS3OkutmJbipVhR6W/Tmuj0gk0lHETfHoggmafHR6nDe1NSpzNTA/mU/OTgQIdyukbIke6QGp0WGEx6k2rXtHPVSC/VE89DeWLZWxFBzLigGZtQbnwlmCvy1a1DGX1954beWG1mOBkLSUzlNVFkelkKLNWs7bLZC7ghVTR9yonayzyIpZIgkHpiAGb1QyX3VKVDmWjRSJPxrl9PMJrcRdA8ciL3O9NK8QVuc4QkimMhDh0NDnhtFuxsNUzpRzllCQhlhCzIi+A0nEbkiwjIaS0641c6iJhJTOUe4ej8DqtuGJTB/pGYyXf13ghBRnGuonV6LdCsRexRBL7TozizdPjMDEMbNbKleJMDAObzTzjkRe7jwxjYatHu06YCpfdojV/jIaUewWtQzm9uKv3PA5FBaQkGc3pz9XjKTHUr5RIRja4EeowwfEIj6GJOH734kn8w//uwK+ePobVC/34tw+di3kBN0wmBvNb3DodytWNvACMZ88bVd3yNyGEEELOSrIspyfWF785fsvmTjyx8wx2HBjATZctKfq52rbQCmwDnOwmrL8O5R1vDmI8zKN3JAqfq3FGvzaf7lotNYl7rnYor1/ShKd29eD0QBgblhrLM9YeQ83ay8hQjnFJSJKs/bxzB6RNldth1bbgF+rg4wxunWz1OwEAQxMcVi7wAwC6BsJY1O4FALQ3Kx/vH4thaadvWsddDrWowzDGOpQBY8MKi5nsIs3//dhtZpiY0h3QsixrW5rroUM5mhC14hKQudhWf+dGIxJCCk0FCghelw0n+6a2Zb8UraCs8/7kcdlKLkIVe24ZZbdZkKjgMKV6x5foUHbZLRCSEsSUlJUfnCvGKdnXpd73ACUDteIFZZ0O4kLUczufTGEikkBnoEn7mJ21gIH+UL7c6ya1CFasqDs4HocsK926ALBqoR/P7O5Rfu4lFp0zqQv36tf0pTu9Q9Hirwm+RBRIJTJwc/WORNEZcGPLigB+8+xx7D06gq0XFy6GavnXBgbotTY6YTYxONkfRmujE6OhBEaDHIYm4jjZF9YG9plNDLasDEw5IqIQ1jqzBWUxJaF7KIKrz50/rcdRM5RlWcZIUOnszc1Q1rsGUIvPxSIvPA7btDqUo/EkfO7ydpU0eu3YdWgIL+8fAMMAG5Y04bJrOrBpWXPWOWhBqwevHByEJMtarM9MdCjbbRaMFch4ngoqKBNCCCGkbHwyBTElFe1QBpQLqzWL/Nh+YBA3XLq4YBYiMHnhXonVeYvZBLvNbLhDOcopOWnFbkorQZZl7DsxCiB7S9xMKXWDrlJ/B4k6KIjNhGhciQVY0uEFwwAn+8ovKEfiShecmuXrdlghQ1nUUG+0ozkD0qZKjS2IcsmCv0+jRYwmrx0WM4OhdNZ5OC5gNJTAW87pBKB0ClnMphkfzKcOpOpodhXIUM4v8BnJli5GLQrqZSgzDGNoi72QlCClO8frIVYixiXR0eTU/qx2x9fjYpsRxTImvU6leJC5iFPMRITHs3t78PbLlpQ896sxA7kdysrXtZbsgotwAswmZlqvfTs7tzKUSxU2nRm7BooNO4wmklpnfikNHhYTOVENUS6Jr9/7Gt515TJsWNpU4F8WZjSDF5hcbAzFBISiQlaHsik9UCv3HMQJohbXodI654s8L9Vs/I50d+nqhX48+Wo3TvSFsHaR8cXuSE7ck7qAFSwRt2GkWOtx2rTF2umSJBn9ozFcubkTjV47lnR40wXlRQaOsfTvz2I2oa3Jief29uK5vb3a37sdVixq9+D8Na1Y3unD4g5vWQV7o+xW84xmKA+MxSGmZMxvdU/rcVzqArkoZRSJlUVDddiq3jXAaChdfC6WoeyyghdSEJKpgsM9i4lwAuYFyuu+XrPIj3hCxMXr2nDJ+vaC0YALWtz402spjIYSaGlQvt9ikU6VUumhfFRQJoQQQkjZomVMPr5kQzt+/OghHO0OYvVCf8HPU7thKzWoxGW3GiqayLKMO3/yCq69YAHedsHCinztQnqGoxhPb+WvdBeUEYkSW4hVarfTnOlQThcc7DYLOpvdODVQfo5ylFMeQy1kubWBQpMF5VjOgLSpcmuxBcmC+YFGO11MJgaBBgeGx5Ubua709764zat9vK3RkTeNvNomIjzMJgbzA26c0Ok61bvRdzusWofTVJTqInWylpJF4sxiTz10KMdyimnawNI6KHZPRanIC1lWCly+IgVG1bN7evDHV7uxcWkzVsxvKPq5xTqUvU4bBkrkpirnAeu0uhLnWoZy6YKymilcvKCs5IgbKyg3eti8bejP7O5B30gMh7rGp1RQTggiHGV0KANA30gMMpBXjHLmDDADgASfgqM5/3npcxff7j8wGgfDKJ21ALB8ng9mE4MjZybKKihH49lxT3abWSkCluhQ5gxc8ykdypWJvBgOchBECZ3pAuGWlQH89k8nMRLkEGjQ3/Vg5BgzfeCalTg9EEazz4FAgx3NPofuIlQ1sDMcedE9pOT/LmjxTOtxMnP9R4MJOFhzVu6/16kfZaQWlBu9xTKU0xn38SSafOUXaqNlRl4AwDsuX4p3XL605OctaFV+bt2DkYyC8uyLvKAMZUIIIYSUTetI0enky3XO8gAcrAUv7x8o+nnqVl6jN16luBwWQ9u6o1wS4XgSfSPVL5ip3cms1VyTgrLRDmX1d1APBbGZEM3ImV3S4cXp/rDWZWpUJCerNrMrWRXjjHfKFaN+nWLduOVMC2/1OzGY7lA+PRABA2Bh2+RNYnuTa8YzlMfDPBrcrFYUyc2L1su0NbqIVEg4LoC1mQt2MjntpTNbMwvdtc5QFlMSOD6lFZGBjAzlWRh5IaczVwstlBTbHq33WOpQrjODkRKfXXgoH2Asp3MqhYlcdpsFKUlGUpSm9TizRakMZZfBaCtlUcVYUa/BzSISE7SBoPFEEs/u7QGAksPWCuGElOEoL3UhUi3W+T3ZxTKloJx9XokXGGzndRYfUtk/FkNLg0MbFmi3WbCovfwc5UhOgwHDMGhwsSUzlBParrTCP5tCxcSp6B1WFgrmBZSO2i0rWwCg6HC+cjqUAWDF/AZce/4CbFkZwIJWz4wVk4F0xvoMLjj1DEdhs5jQ1ugs/clFZMYwjYQ4NPscWQtv3gLn17EQB6/TWvQcoS4OT+U5xAspCGLpnZhTNS/ggolh0J1+XoopCWJKrn7kBWsGx6eKzuAoBxWUCSGEEFK2cvIgbVYzLljdgr1Hh4sWKNUBcJW6mFKKS6ULOmphdyYiKN44MYbF7V60NTq1TuWZxCdTsBvpUE7/Drg50g0XjU8Wg5d2eBHnxawhdcYeQ8h6Paj54pn5j1EuCXcFbjBdhgrKxjtdWvwODE9wkGQZpwfCaGtyZt1Atzc5MRpMQJjB7qeJSAJ+Lwufi4UgSnk3ynFeBANkLZBMN/IiWiIX3qVTzMmlnuOavHZwfPHBidWmHmvmIobaYTsbO5SFpARZLrzo6FWLBwYKyj3DUW1YbJeBgjJXtENZye5OSYULveGc88NUaFFEcyT2otQCqJNVfp5ciedyjBMN59b7PSxkAMF07MWze3rB8Sl0NrvKfk9QlZuhDCjPTwBZkRdA+rom5zpKGcCa//glO5TH4lp+smr1Qj9OD0TKWkyOapEXkwsmXrcNoWiJyAuhdOSFu4IZyr0jUTDMZGZ0S4MDC1rd2HtsuPAxqgXlKneNVgJrM8/oe3T3UASd6QFz05G5MDQaSuRFWHidhQrKiYJ5+qrMDuVyqcMgS82KmSqrxYz2Zqe2eKTNkZmBDmVJliEkK7MwSQVlQgghhJQtmr7QMrpyf8n6dgiihD1HCl+4Tw7lq1SHsrFuxWB6W+Z4lTuGQ1EepwfC2LSsCY1eFhORGmQoC8Zy5KwWEyxmpu4LF0kxhdeOjUy7aJfboQwAp/rLi73I7VBW/ztzQn2MEyvaoVysy7Sc4S6tjU4kRQnBCI+ugTAWpwfyqTqaXZAx9Q69qRiP8Gj0sAWnvHMJEQ7WkhUf4nJYkBSlKW/7jcSFol2kTgOLVJMFZRZiqrbdpOr5L7M702Ri4GSN7d6oNwlt0bFw5AVgrKC85+gIGEZ5vZ8ZMtahbDYxsFnzb5+9LhtkANEimf2RuADvtDuU1YLy3FjoK9WhPDl8t/hrMlpG5IXaERyMCOB4EU/v7sHm5c3YvKIZI8GE1rlcjoRQfoayVlD25kResJasAnpSVLoay+1QFlMShsbzC8qrFvghyTKO9wYNHS8wuWMt8/2vwVW8OxrI3JVWLPLChoSQqsh5tG8khha/M+s5tWVlC072hQvuGCu3Q7mW7FYzEjNUUJZlGT3DUSyYZn4ykL1APhrKjx8p1KGsV3zO5dWix8rvUI7kDFquhgUtbu21PtmxX/0MZQAV20FFBWVCCCGElE3NUDa6cr+kQ+nKfflA4diLyU6Qyly4u+3GiiZqJ9JEhK9qN+G+k2MAgI3LmuH3sDXpUC4nBsFus2g3fPVq79ERfO+hAzjem5+xW47MgnJ7kwt2m7nsHOVoOiNVpf53NKdD2WhhoxijkRdGJtMDQKtfuYE7fGYC4Xgyr6Dcnh7aNFOD+WRZxkSEh9+jdCgDyCtOxHkx7ybfSKG9mEjO7zCXy24BV2KRSr1JU7Otaxkbow4ldec851yO0tEd9Wiyg0v/PULNTS5VyAKAvUeHsXJ+A9YtbsTAaKzk4lk8IcJpt+hmIKuF4kiRrxuJJ6ddmFDfG+dMQbmMDOVCJElGnBezMlmLUTOLJ6I8ntvbizgvYtsli9DW6IQkyxhJd7WXgytjt4jLbgUDpVjGWs1557jc2J3JLl/9DOWEkNJdYBue4JCSZLQ3ZccVLOv0wWJmcORM0NDxAsp7nN1m1qIzlK/Naov1hWiDmIsO5Zt6QTBXz0g0b8DauSsDAIDXjunHXnB8ZWd7VJNtBofyjYd5xBIiFrRUoKCcfn8aHI9DSEr5HcquyWGrKkmWMRYuXVCeToeyXud9pS1o9WAiwiMcFybnyMxA5AVQuZ0uhgrKjz32GK677jpcffXVuOeeewp+3gsvvICrrrqqIgdGCCGEkPoV4ZLaxHEjGIbBpRvacbw3hKEJ/aJUdTqUS285VwvKSVGa1nb5UvadGEWjl8X8Fjf8HhZxXpzxDmDBYIYyoA6Aqu8OZbWr/MCpsSk/RlJUbrjVYqTJxGBxuxen+owXlGVZThelJ288rBYzWJs5O0M5kTS89boYi9mUfmz9348kyUq8idEOZb9SVHjl0BAAYFF79pCdtkYHGAYzlqMcS4hIihIaPfaCXaccL+blUxoptBejdkUX4rBbSp5TMiMvgMp1AU2F+nPI7Yo30mldj0ptCXawFljMTMniU/9oDANjcWxZ2YJFbV7IQN4gtlyxRFI37gKYLHqFCnzdZDqyZfoZynMn8kKW5ZKRF5PDvAq/3tXXn9GdIWpBeWAshqd2dWPD0iYsavOirVEpRA6WuaiWkiQISclwkchkYrTzmt/D5i1gOO0W3cGfeouH6kKHXnenei7P7VC2Wc1Y2uHD4TJylKOckPe+5nPZwPFi0QgGQ0P5HFMvCGbihRRGJjgtP1nV3uRCR7MLe4/q757Ti1aqV/YZHMrXPazs6pjfOr2BfMDkDho1eqg5p0PZlzFsVRWKChBTcsGhxCq7zQyL2TSlDGX1fWS6UUXFqAX57qHIjEZeADPYoTw0NIS77roL9957Lx555BHcf//9OHHiRN7njY6O4utf/3pFDooQQggh9U3ttipnYv1Fa9vAMMD2A4O6H6/0di+X3YqUJJfs5srsoqnWoLykmMLBrnFsWtYMhmG0qdQzPZgvYTBDGVC6Mkp1GNWauhjw5unxKT+GWpTN7B5c0uFF70jUcB5hLCEiJcl5Nx4ex+SEejGlFJWMDocqxV1kQFy5NyZ+LwurxYRDXeMwm5i8riOrxYxAgwP9M9ShrOaZ+z2sVlAup0N5KgVlXkghyiWLToxXzynFsgfVjjb1RreWBeXJyIvs56XR3Rv1plTkBcMwBbdHZ1KLR+esCGjDJ0sN5ovrLGCo1OdooQ7lShUm1KLWTHUh1lJSVPKyWZ2IEZXVohSLii2OxHTiGIpx2S2wWkx4ZncPYgmlOxlQFtUAaMNLjeKnUCRSj9Wvs7jlZC0QkpIWvVEsNsLnLlxQ7h9VCsrtja68j61a6Ef3UMTwLga9nR3q1y62W8DINZ8aeTTdDuX+sRhkIK+gDABbVgRwtCeoW3RM8CLsOdFK9YqdwQ7lnqEoGCCv43sqWKsZZhOjnYMDOh3KQPbzeCykXCOU6lBW3hOs04q8qFaGMjBZkO8ZilZ8jkwh6nVTpXZPlSwo79ixAxdeeCEaGhrgdDpx7bXX4sknn8z7vDvvvBOf+tSnKnJQhBBCCKlvUa741nA9fg+LdYubsOPNgaytaypOEGGzmmA2VSaRy+gE+GCE124WqhVDcfjMBISkhE3LmgFMDtqpdm5zLqMZyoASgzBc5s3zTAulC95nBiOGclP1qMXHzFiAJR1epCTZULYqAIRjyu8xt2jhdli1rhq16FGJDmVAKRIWKpyWKrzlMjEMWhockGXlhttqyf93HU0uDIzOTIey+rrwe1l4HFYwjE5BOSHmdYwaGVZY+GsqN6hNRQrKTgPnFLWjrcGtvMZLDQyrJr3nNpB+7sziDmW2yA2312kr2Cms2nN0BMs6ffB72HSsiq3kYD5O5/mmUjuPwwW6KCcLE9PtUJ47kRdqp2WxyAug9KBMrUvfYNQQwzDwu1nEEiLWLW7E0g4fAKWr3+u0lt2hrC4w2cuITFAXN/V2SzjT34f6PRfL+C2WKd4/FkeT167bebt6oR8ygP0nje38ieTszgEmz3+hIovSCSFV8ppvOpEFmdSc2nkt+QXQjcuaIcvAse5g3sc4XoSzQrvmqo21mSGIku71daV1D0fR0uisSPGTYRi47BaMakXinAxlnWGro2EleqbUUD5AOe9OaShfPAmzyfhOzKlwO6xo8rI4M4Mdylp0UoUi7Ur+dIaHhxEIBLQ/t7S0YP/+/Vmf88tf/hJr1qzBxo0bp3QQTU3Tz14hhFReIDD9bSyEkMqql9clL0po9DrKPp63XbIY3/jVHgyEEti0oiX7gyYTnHZrxb7H9lYlB9ZmtxV9zCgvYlG7F6f6QxDk6vyMj754Cg7WjEu3zIfVYkYqfQMlysyM/U7VGITGBqehr7l4XgNePTwEX4PTcBF6psUFJaoiyiXRMxbHlYuayn6M/qByEzOvw6f9XM6zW4HfHcBwmMfFBn5WR84oHdLz2n1ZP9umBgdCMQGBgAdcSonQ6GjxVuR33uh1gBNE3cdKpBtoW5rdhr/W/DYP+kZjWL2kSfffLJ3fgDdPj6Gx0QWzubpjWMTjowCA5Yua0ORzwOdmkZTkrOMSxBQaG7LPQWZWufFkLOayf8Y948oN6pIF/oL/tr1F+XvWyRZ+/PSW9XnpQpSFrdw5rVyyyQSTicGCeQ1Zu0ma/E4c6Q7WzfuJUbZ0VnpHW+HXULPfifFwQvt47ucNjMbQMxzFX9+wTvvYioV+9I7Giv48eFFCW0D/9dQsyzCbGKR0vh4A9Iwpz60Fnb5p/czV9w0ra5l1v7tySekBoIEmV9Hv1eOyIVXkffvMqPI489qNn3dbmpwYDnK47fq1Wf9mfpsXYxG+rJ99XFSKe60Fnjt6Gn0OnOwLY57O87wt3WFrd7EIBNw4mY5qadf5XMaqlHpSJlPex0aCCSzq0P+ZNDa6sPC543hkexeuvWRJyaI+x4tYOq8h67EWCcqbkGTO/9oq2cSUvOZzpDP0JZ3voRzjUQGszYw1y1pgMuXEiLjTefeilPc1JIaB21n8GrJeNKWjqzw+h7bwUC19ozEsn99QsZ+L180iHE+iwc1iXmdD1sf4dH1cznguJURlHsuqJc0lF2ua/A6E09dh5eCSKTT57Ghp8Zb+5GlYNt+PvpEoLkwXejvafQg0Okv8q6mT0w0DZltl3kdKFpT1MsIyL0iOHTuGp59+Gr/4xS8wOKi/hbWUsbHojKykEEKMCwQ8GBkx1plFCJkZ9fS6HA9x6Gx2lX08S1tdcLIWPL2zC53+7M6CiRAH1mKq2PeYEpSOhN6BELxFOkxGJuJYt7gRZwbD6BkIVfxnLMsyXnlzAGsWNiKY7viVRKUz4Ex/ECMj/op+vULUrZApUTT0PXpYM2QZOPT/2Tvv8LbKs43fR3tPy3vFjmMncXYgISRhJBBWgDAKhUKhzLJaSinjo4WWAi2lbEqhZZRRNgRC2StkQrbjJI6deG/LsvaWzvfH0TmWbEmWZMkjeX/X1avEko6OpDPe937v534aelEQpUx0ItA34ERViRZ1LQPYvKcTM4s1SW+jo5sRev0eX8T3oldJUFPfh+Nn5Iy4DWvIhRX0RX63Ij4PAxY3+vpsaOtkxLCAL7HvfyREAgpdRnfUbXWGPpPX7Uv4vTQhN1uuRhL1NWqpEP4Ajf2H+pCbwckOALR2WcCjKPjdPvR5/VBKhegxOiL2y+b0gaLpiL+xZeDdffakv+OmNiYzlB8MxnytP+T87uiyQC6IXgJtMruYLMuQS7a7zzZu1+2+fgdkYgGMxsh8YD5o2Jxe9PRaJ0UpN0tv6HM47W70xVjTkAh4MFlc6OuzRb1nfrm1BQBQWTD4WJ5Wiu0HetDeYY6ZlWpzeMEHYv6WaoUI7d3Rf+v2rtC57x3due8MHVO9/Y4JMxbIFF19zG/tGeEaJhbyMGB1xXwOey30JXEtnFWqg04hRpZCGHlPUIqwu8GY1Hff2ZP8tVjEZ85JMZ8a9pqAj7kGtXWaIQKNntDjbqdn2HPZ62FrZ+S4Jhik0dZrQ0WhKuY+XXTSVDz8xi68+vE+nLN0Stz9tdi9EFCR50aQ208L+vKGi1YGgzKhMR8dWqwZ7XW0oXUA+Xo5+vujZ6XLJQI0dwwf/5mtbgjTOC7NJL6w+xPrEM8ETrcPPSYnls7KTdv3wkaxaZXi4ce8hx3LW7nHWjotUMqEsFldGGkPxGHjsGTo6rNDJRNl/LfP0Ujw475udISuFU67G32BzFWhsFVTvcbIcRKPR6Vk9B3RXpCTkwOj0cj9u7e3F9nZg46izz77DH19fTj//PNx7bXXore3F5dccknSO0IgEAgEAmHyYHf5oEihwZBQwEdJrhLtfcNL593eQFJloSPBlr/Hy1cMBIOwOrzQKSXQKMRcdms6ae2xY8DmwZxQ3AXAfA9KmXBMM5TdCZYQs+SERMOegeS72o8VFrsXWoUYM6fosK/ZhOAIDRijYY+RsVlewLjWEyFW5IVSNhhLkWyW50ikM/ICAApCzZnK86O7cfKymOMhXbEXr3x+EP9YWxv1MZPVA41SxDnJVHJRRORFkKbh9gyPIGCbFaaSD9xvcYOiAE2cpnzs+8WLvHCFsp3ZJlnpyilMBaZR5PDjTS4RgqbTV/I6VgyWBMeJvJAz5c2xrgXbD/aiNFcZUVZdmqsCTQ82mopGvAxlAMhSSdBviX6tTFeG8tEUecHer0a6hsnE8RtM2mPkiMfjlGOKcMXpVcP+nqOTwer0xW0COBQ2JzjRpnzAYDRK9Axl5nO4uMiL2BnKAj4PFYVqfL+nM+I6ZLS44PMHkaePnX9bVaLFsdOz8cnWFvSZY48BvD6mqW20/gE8ioLFEXuMk8iYj6IoJjpqFBnKNE2jrdceN+/XoJFG/ZzOKPeZiQorymY6R5mNDynKTp9rm42oM2iGR06xzVbDM66NFveI+cksqWYoD9i9Uc/BdFOSowQNoCFUgZPpyAt2+2OWobxkyRJs2bIFJpMJLpcLX3zxBZYvX849fsstt+Dzzz/Hhx9+iOeffx7Z2dn473//m5adIxAIBAKBMPEI0jSToZyiMJanl6Hb5BxWBeX2+CFN40CKzUyMJy5ZHT7QNCMi6VTijGQo7zlkBAVgdnlkHINOKRlTQdkTEhkTFpRDDvKeCZqj7PL44fEFoFGIUD1FB6vDi7ae6O6jeNhDE42hwltZngr9Vk9Ciwxstl80QdnjC8DrC4RleaarKZ8QTrc/apUfKzglk/23aEYO7rhkXkw3Otu8qbN/9IJyIBjED/t7UHPIiEBweIO7AZsHOuXgZFE9pNGa2xMAjeifTyERpJahbHVDoxBDECfOg/3t4mW2soKyWMgHj6LiPjfTONy+qE0guWtjEsLYRCCRjEmVXIRAkI76vfdb3GjqsmFBpSHi72xjvlg5yj5/AD5/MK6wlKWRos8S/VphDWVxjlaYEgp44PMobsHoSMbrTWwBVC4RxM0pd7h8oIC0iIJsZUaXKfF7oos9ZpPI4WXP2aiCMpfjPnKGMgBcdHIFrA4vPgk58wFwzVXzs+I3VPvJSVPBoyi8+XVDzOfEWpDl8Sgo5cK4jX1dCY75lDIRrI7Ur1VWhxd2ly9qQz6WWIKy2+PPuMCXLrimnQk2E06V1pCgXJyTvso1dsFnaH4yEL3ZqtHijtvvIBylTASvP5iU0E7TNAZs7jERlItC3+OhdgsEfCruGCQd8HgUJCI+txg16u2N9IScnBzceuutuPzyy3HuuefirLPOwuzZs3HNNddg7969adkJAoFAIBAIkwen2w+aHmwckyy5OhlcHv+wRjEubyCt3Y0TacpntjOCrkYhglYpTrvAS9M0djUYUVag4hrksGiVmXFEx8LjY4S7RCdHMokQCqkQPaaJ6VBmHasquQgzp+gAALVNiTURCsfuYiaMQwfxs8r1EPB5eHZt7YgTNKvDCwGfGvbdKsKaxLECQDJOuXjIpULQYBxUQ2FFhmQmwgI+D5XFseNXZBIBNAoRupJsShWNpi4bXB4/vP4gOo3Dt2eyeSImcqxDmV2EYj9fNMdoPOd2PPqtI09QZZKRqx6cIUGZoihIxfyov89YYXf5hjXkAwYFq8knKDONW4dmoIajkg9v4MSyo74PALCwMjK/n23M1xJDUHaGJt7xFoOy1BKYbR74/MMXSGxOLxQyYURsZKpIRPyjwqHM3q9iRZCwSCWCuMexw8U4y+MdM4nCCsrJNOZzp3AtLs1TIUstQbZ2uLjGXvPY64rL64eAT0EoiC7rlOWrsHhmDj7/sQ3GkIOerTLJ18ePLtKpJFh9fCl2NRixtzH6vZVtdja0KR8AaOTiuM1yXZ5AQoueSpkQNlfqDmW2Im4kh7LR4h62QOuaRA5ldvEl09eHth47VDIh1PLRNRkNhz2us6I4lAGm2Sp7LAVpGv0Wd1TxORqse37Anvj43unxw+sLRm2MmW70KgnTXNTjT+scKB5SsWDsHMoAsHr1anz88cf4/PPPcc011wAA/vWvf2HWrFkRzyssLMQ333yTlh0jEAgEAoEwMeHKd1N2KDOD+u4hLh+Xx5+Ui2ckREI+RAIeHK7Yg6ZBQVkMnUoCk80TtX9Equw42IeWHhuOm5k77DGtKv0Cdjw8CTq+wsnRSdGThBtrLLGE/XYahRhF2QrsazIlvR27yxs1FiBPL8d1Z89AY6cVz324L6qTdnBfvFDKRMMEI3aSbXP6YHcxLsV0uZ0UrCgYRTxNJBogFfL0cnSlwaEc/js1dVkjHovmDFLJRPAHgpyjhhVTok30FVJhapEXVjd0qviTR/b94pW8hwsQMkn6Jm2p4HD5oy5gDFZvTC6nqzuBRUd1KIopmpC1/WAvCg0KLs4nnJJcZWxBOfR7S+MKylLQQNRFQpvTx8UYjBaJSDDpokpSwe1LrKKGFWJi3bcdbh93vI8Wg0YKHkUlVbXjSqFaZGapDg//cknUY33oNcjtGfmcuOCEcvAo4N3vDgNgqkzUClFCjdtOWViEHJ0M//2yPupiCbt4Fy3ORa0QcWOsaLi9iQloSpmQE65ToT2Ux12QHc+hLEEgSA8bkzk96Y1iyyRj51C2oShHmZYFMhZ24dMQQyQOdyjbHF74A0HoE4y8KAs1yK1rHUh4fwZC1YrxIrDSBUVRKAodm2PlhpeNtaBMIBAIBAKBwMKVOI7CoQxgmNPR7Q0klTOYCHKpkMtQjAZbjqlRiKFTiuEPBGFLQYyKhsvjx3+/qkdxtgInzM0f9rhOKYbD7c943h0LN0FPYsCao5VN2MgL1qGsVjBCTfUUHRraLUkPku0uf8xc4wWV2bj01GnYfciIVz+vjylaWB3RRWl2ks04lH2QS9PjUgQi3c9DSSVDORHy9XJ09g+Pq0mWfU0mlOYqIRMLhgnKDnfIGRTmFmZ/YzaPkyvzjiLwKVJwKAdpGiarZ0SHMo9HQSoWxHUou8IECKlYMP6RF1EdypM38mKkY5qtBLEOycy0u3w43G7B/GlZ0V6G0lwlOvsdUa/H7G/I5tdGg83+NEaJvbC5vKPOT2aRiPgZF4wmAl7WoTyCoCwTh/LAY9xH7TFiX1JBwOfBoJFk3KEcD5GQqaZhj0mXd2QHrU4lwWmLivHjgV4careg0+hEfpz85HCEAh4uXVmBngEXvtzeNuxx1jkc7fjWKESwjBR5kYCJQCkTjU5Q7rVDLRdBFafvh0HDCJnhsRc+fxD+QDCpxYDxZCwylP2BIDqNDhTHEedTgZ1PGKK48oFQlVLoms5eYxPNUM7Xy5gmy4cSr2Bj3czh0VuZpDiHiV0aK0FZIubDlaboJCIoEwgEAoFASAp7aGCfquNKqxJDJORFEZTT61AGGCdePLei2eYBRTEZrdrQwHEgTTnKazc0wWL34rLTKsHnDR9ysQNVk21sYi883sQm6OHk6GQw271jJnonQ/hiAMAIyoEgnZQLBQg5lOOIPSfPL8RZS0rw/Z5OfLSpOepzrA5PXEHZ5mIyHNOVnwwMioLRBeUAeFTsMuhUyc+SweMNjMpZ73T70dhpRXWZDqV5ymGCMrtt3ZDIC2DQdToo8KUn8sLq8CIQpBNyPMniiMQ0TUeIJOl0ASWLPxCE2xvgnOzhKCSx3e0TmUTyTJVydvEhUsg62GoGDWBGqS7q6+I15nPGiVhhYcuv+6I05rM5fWkVlI+GDGVWIB5pAVQ2Qq55LJd+quTqZMOqq+Lh9gYgEvCijgFSRRZyZQNMc75Exk2nLyqBRiHCG1/Xo6vfMWJ+cjjVZXrMq8jCus3N8AciXcqDkRfDv2OVXAyr0xs155+macZEkIBYq5IJ4fL4ozqkE6G9zxE37gKILiizgttkibwQjYFDuavfCX+A5nJ/08XiGTm4dvUMZGuiC8pquQg2B9NsNVlBmaIozJ6qx/4WE3z+xL4bdhwyFhnKwGAe9REbeUEgEAgEAoHAYotT4pgIPIpCrjZyUsY4Qei0D6YUUkF8QdnugVouAo9HceXu6cg1bum24asdbThxXgHKQ+V2Q2Hfb6xiLzwpOZQnbmM+i90DAZ/iRNqphRqIhXzUJhl7YXf5YjqUWdYsK8PSWXn4cGMTvt/TOexxqyO6A5Hdrs3pgyOB90mG+A5lxsmZzpJUYDCupsOYeuxFXesAgjSNmaU6TMlToaPPETHJGwgtsIRP5NRDREJXvMiLOM0KY9EfOud1CTT5kUsEMSMvvP4gAkGa2y+pWDBuGcrxMrvZUnf7OLqnUyGRyAuFVAgeRQ2LvKhrHYBIyENZvirq6+I15ou3gMGiVYrB51EwmqNFXjCROOng6MlQTrwpHxDbbe+IkSOeKrl6GXoGXAgmWKXh8vrTHpkglwxWSbgSrOwSi/g4/4RyNHXZ4PYGkhKUAWBJdS483gCauyLPD7uTaXoYrRJCoxCBpgdj0sJhr5WJODLZcyeVbPxgkEZnvwOFIzhqdSoxeBQVsSCUbnd5ppGMQYZyaw/z+xdnK9O6XZlEiMVRouFYVDIRgjQNh8vHZYEnGnkBAHPK9fD6gjjYak7o+SarGxQGq6MyzVg7lGViAdcbYLQQQZlAIBAIBEJSsJOD0bh+cvWyiCxW1nGVSMfvZJBLhHHL0wfsHs7hyjoiTaMUeINBGq98XgelVIjzTyiL+TxWMDOlyRE9EqzLWJKMQ1nLxJP0Dky8xnxmuxdq+WBusVDAQ1WxBvsa0y8oUxSFy0+rRFWxBu9+d3hYnrLF4Y3q2JdLhKDATLrjRWukArut6BnK6Xf7A4zoJhUL8PWO9pS3sa/JBLGIj/ICNUpzVQgEabT22LnH2fNhaFM+IMyhzEZexMhQjtWsMBbseybSNV4mEcARY9uuIfs1nhnKXDRRlGNOKOBBLORPPodyApEXPIqCUiYcLii3DKCiUDOs+SZLvMZ8iTiUeTwKepWEEztYfH4m+1uVNoey4OgQlL0B8HlUzN+LZTBTOIZDOY0ZygBTtePzB6MuPG/d342DQypkmCiv9F6LZWIBXFyGsj/hSIbjqnNRGlo4Gakh31AqijQAgINtkZ/P7mKinKI1PVTLmWu4OUrsBZdLnmBTPiC6MD0SPQNO+PxBFBriC8p8Hg86lRh9YQtCbGb/ZHEos2YBbwYdym29dogEPC66bqwYjDLyod/ihkIqTMqAUlWshUjAQ83hxGIvBmweqOSiEa8/6SJXJ4OAzxuzvG4mi584lAkEAoFAIIwDdpcPIiEvqeiEoeTp5ei3uDlnYiqNaxJBLhXEz1C2eTlBWSkXgc+jRh1BsX53B5q6bLh4RUXcpjesYDYwRpEXbl9iJcThZI+jQ7m524pvd3XEfNzi8ECtiCxHrC7To9fsSnh/2UZviQi9Aj4PJ80vhN3lw6F2S8Q2HC5f1NgMHo/iIhjSLWxIxQJQVHSXaSJOzlTf86wlJag53J9SA0SAEZSrihhhj3WLNobFXphsHvAoijsvgTDXqTMxQRlIzs3WHyqh1Y/QlA9gFgliiVdDBeXxzFBmxeJYx5xcKpiEGcojR14AjPgQnrlqcXjRYXRgeok27utiNeZjxa+RhCW9WjIsQ3mwaVk6HcqTy1meCh5fIKExBnuPjbaAFAzScLr9actQBoC8kJA2NPbC4fbhxf/V4YX/HYiojnB5Ems8lwyysIVyZ4I5xACz2HL5aZWYVabnHPmJopKJkJ8lx8E2c8Tfba7YcS5Ds+/DcblZE0EigvJgc9tkae9jjAsjCcoAE3thDIu8iHefmYiIBDxQyLxDucCgiLqAkEnCF5WNFndS7mSAyR6vKtGi5nB/Qj0gBuyeMYu7AJjx5ZnHleDYquwxeT/SlI9AIBAIBMK4YXf6oByl0zJXJwMNoMfEDN4zVVrIZCjH7gBvtnu4Ls48ioJWKR5VhrLF7sG76xsxvUSLRTNy4j5XKOBDKROO2hGdKKxDWZTEQoBULIBaLuJ+p7Hk480teP2L+mGZjSyWkEM5nOoyJh+1NkGXMjspT9Q5XD1FBwGfh10NxoS3wXSo96Y98oJHUTEzwt0ef9pdcSwrFxQiSy3BW980JBUrAQC9Zhd6zS7MnML8TlqlGGqFCM1hgvKAzQ21QhQxYeVRFJRyIdfgyeX2QyjgRc2IjpctHYt+qxsSET8h4UAeJ0aHdbRxDmUx4yZN9Hv6Zmc7Hnh1e4J7HR9WLI51zLHXxslEogslKrkoIkO5roVxVY4kKMdqzOf0+CHgj5xJbtBIIgQpYNBVmb4MZQHcaSpVnsh4fIGEFj9lcSIvnB4/aMReVEkF1pk5tDHfD/t74A8EYbS4sbO+j/u7OwnBN1HCM5Td3kBSrsbSXBVu/cmclETuaUUaNLRbIip07M7oDWkBQMNGFUV1KIfGfAk15UvdodzaYwOfRyE/a2RHrUEjjchQdk8yQZmiKIgy2LSTpmm09dq5vN+xJFxQ7re6E85PDmd2OWM4SCQDfcA2toIyAJyzdAoWjpGgLBXz4Q01nRwtRFAmEAgEAoGQFDaXD4oUG/Kx5IXKLbtCAzvWUZH2rEGpEP5AEN4ozVx8/iDsLh80YRlpOqV4VALvl9vb4fUF8LNTpyWUX6tViscwQzkAkZAHXpK5ujk62Zg7lIM0jYOhrN3+GJnW5rC4EpYcrQwGjQR7GxMra7SHJqiJCr1SsQAzSrXYWd/HLVKMJBgppMyigdcfTKtTDojdgC6RaIBUEQr4uODEcrT3ObBxb1dSr90fcjWzgjIATMlVoSksl3PA5oloyMeilokiIi9iuUXjRYHEwmR1Q6+SJHTOquSimI2mhmY7s/+faDf1Qx0WHO6wptx8Khw751CO/j0xOayTzaGc2HGtCjtWACY/WSoWjCiElOQqQdNMWXc4LjdzvI10fGSppbA6fRGCNOuqTJtDWcxkKCfispvMeLyJOZTZ49sVpRLAESf2JVVUchEkIv6wRdaNNV0oNMhh0EjwxbY27u+ZqBZhG4NyTUDHqJFXZZEGHm8gIqLIFmehlHUomx1RBGVPKPIiCYeyNQWHclOXFQUGOYSCkY8lg0YCq9PHVQAMOpQnR4YywKqByX0AAIFNSURBVESaZUpQHrB54HD7UTxCHnUmCO+jYLSkLigDSCj2YsDq4RpnH4mwc610uNmJoEwgEAgEAiEp0tGxns3m7Q7lKHOl4mmeGHENe6KIS2wZZrgoqVNJRtWUr7HTguIcBde8bCR0SsmYZignk5/MkqOVoieJrvaJ8OX2tqjN7Vg6+xyc8zdafrPPH4TD7R/mUAaAY6fnYG9j/zCnYDTi5czGYv40A4wWNyc62VnBKKZDWcS52UaTOx4NhVQQR1DOnMhwTFU2ygtU+OD7xqTKJvc1maBXiSPyF6fkq9BtcnKxAiarB9ooWcYqxaDr1BknN5QV7ZN1KCdaQquWi2M2mhoWeRFH7IoG6+Sz2Ed/TWDdx7GOObk0fr78RCNI0/D4EhOU1SHRnxVdD7QMoLJIAz4v/tS3NJeJYGnutkb83enxx40vYsnSMMdQeI6yNe0OZT6CNJ2WRYeJTKKRFxKxABQQ9Vhm467SuZBHURRydTJ0mwZ7QLT32tHcbcOy2flYubAotDDExCK5MpBnL5MwgrIv1NhurATPaWyOclhjM3uc8aBQwIdMLIh6PWMdyom4f2USAXgUlbRDOUjTaOqyoSwveiPOoRg0TMQX21hz6PV8MiAW8odVWKQLdiGhKCe9DfkSQSYRgM+j0N5nh88fRJZamvQ2stRSFGTJRxSUPd4AnB4/NMqxacg3HnDZ82mIvSCCMmFM2bq/e9K5IQgEAoEQid3ljZoXmwxiER96lXi4QzkDkRdA9Mkm2ygmXFDWqsQw2z0Jd3APJ0jTaOmxcaJEImhV4jHLUE60hHgoOToZrE5fVOFwy75uvPl1Q1Lb8/kDeH99I9ZuaIzpsqsLa2wUTVBm3YfROnCfNK8AFCh8vXPkxnGpCMpzpmaBArjYC24bMRyICqmQG7Qr0lh6zW4vZlO+DHYLpygKF59cAYvDi09/aE3oNYFgEPtbBjBzii7C6Tklj5mcNnfbQNN0fIdySFBwefwxG6Sl5lD2QJdAQz4AXEWDJarrLtLRluykzRwSXgbSISi7feDzqJjHQay4lIkK11Q0EUejXBhqhudHv8WN3gEXqkaIuwAGG/OFO+YB5v4RryEfCytyhOcop92hLEqfs2wi4/Emdr/iURSTVR7lHOMWVdJ83c3VyyLK5jfu7QKfR2HxzBwsnZUHqVjAuZRdnkDaF8plEgGCNM1dL8ZK8NQqxcjWSlEfylGmaTrU1Db2sa1WiKJeK9nxRCJiO4+ioJAJk85Q7h1wweXxozRJQZmNvchUb49MIhbxM3Zt6DAygnJBVmKGiXTCNltt6mQW+xJpoBuN2eV61LeZ4y6Es/ffI9mhzB7TiS52x4MIyoQxY8DmwfMf7cd3cRrsEAgEAmHiY09TFmyuTsY5N9mS8PQ35YstLpltrEM5PPJCAn+ATqn5S9+ACy5PIKlmNzqlGA63P2OOknDcCZYQDyUnTmO+T7a24Jud7Ull6e5rGoDHF4DZ7o0onQ3nYKsZepUYYhE/6vuaQ+7yoU35AMZlvrDKgO/3dI3YvCoVQVktF6G8UI1doZxM2wjbCHdvpd+hLIzadDLTDmUAKC9Q49jp2fj8x9aEXP3NXTa4PH7MKNVF/J1dgGnqssLl8cPjC0TNLlQpmBgDmmYabcW6Vgw2K0zsHPZ4A7C7fAk15AMYhzIwuCAVTszIiwQFZdahHG3byeJw+SCXxI5pYJryxc6Xn2gMxiIlFnkBMNd4dnFqpPxklplTdPjxQA8Odw423nS6Y0eshGNQsw7lcEHZCx5FJSRIJwJ7DXdnqKx9opCoQxlgHbvDz3cH51BOs6Csk6Hf6oHXF4A/EMTm2m7MrciCUiaCVCzACXPzsf1gL4xmV0bih1iBnG0mOlaRFwATe9HQbkaQpuHyBBAI0nHd9xqFmBO+w+EylBPcd7YXQTI0hbL5p6QqKHuYrH4Bf/JIZuIMZihb7N6Eew1kApVchE4jUxmQSuQFwAjKgSCN/c2x+2wMhMYzY52hPJawPTbS0eB18pwdhEkPmxHJdlslEAgEwuTDHwjC5QmMuikfAOTq5egyOUHTNNdkKN0TL1YsDp/gs7AuhPBBI+uMTCX2ormbcbWVJiUoSyL2JZOk7FAOxZMMzYzsNbvQ0eeAP0AnlQO9s74PYhEfFICaw8ZhjwdpGgfbzKgq1iJHI43qULZw7vLozqhTFhbB5fFj097uuPuSiqAMAPMrDGjttcNodo2YoRx+rqQzyxMIxRYMaaxG03SoUVPmy6AvOKEcNA28t/7wiM/d12QCBQwTlBVSIbI1UjR32bj88mhuYbVMBH+AhtPjZxzKMSa1bLNCe4IN50yhCoFEHcqsKz5aGTfnuhNFRl44E3ABeX0BzmVpTkOuut3tjyukKSSx8+UnIuzEN9HIC4BxfNe1DEAhFaLAkJir7uIVFdAoxHh2bS13fXDGccSHo5KLIBLwIhp72Zw+KGTCpLPrY8F+fncaSpUnMsncr9gIiKGken0fCTayp2fAhT2H+mF3+bB0Vh73+MoFhaBA4bMfW+EPBNPeG4K99vWH4rLG4lrPMq1IA4fbj44+B+yukXsQ6NUS9JmHj6fYBYBEm8cqpUJu8TZRmrqsEAl4CTXkA5iINKmYz+2vO0600kRFnMEMZbPDG3URf6xQyUVglz8TjagaSnmBGlKxAHvixF6w4xBtgovMk5EcnQxiIT8t10YiKBPGDDarsr0vuhuJQCAQCBMf1rkbq7w/GXJ1Mni8jFOVFQtSETzjkaOTQSrmc06VcMx2D/g8KmJAxQ4gU2mU19Jtg4DPQ34S5YDaUQjYyeLxpZahbIjhUN4d1sm+N4G8YoCJPdh9yIh5FVkozVNFzbLrNDpgd/kwrViDbK0UPVEF5ZBDWR59wF9eoMaUPBW+2tEeN77E7vJBJORBlOT3Mm9aFgAm9sLu9EEmEcR0MYXHw8RqkJYqCqkQHl8gIk/VH2ByNTMZecGSpZHilIWF2LqvB1398Q0Dtc0mlOYpo05gpuSr0Nhl5fLEozqUw7q8x8tQBkLO7QTFB9bll2gJ7UiRFxIRHzweIx4mE3kRvr20RF64fHEF5XjVGxMRdxKRF+yxYrZ5cKB1AFXFmoQFXYVUiBvWVMPq8OL5dfsYJ6bbl5BDmaIo6NWSYQ7ldOUnA4Pi4REfeeELQCxMTKqQiQVwRDnHbE4fKCCh3y4ZWEG52+TEpr1dUCtEqC4bXCjTqSQ4Zno21ycgUdE0UdjFDbZhbbo/XzwqizUAgIOtA2FxLrGP7zydjLlmDxH8XR4/+DwKQkFiv7FKLoItyjU3Hs1dNhTnKkfMTmehKAoGtRR9oQx0p8ef9t8u02SyKZ/V7onat2KsUIfmHYzwn9oxL+DzUD1Fh72H+2OODdnxv3YcxfNMo1NJ8I/fLEeBYfQNFomgTBgz2IFyd78T/sDkcEMQCAQCIRJWpEmHQzlPP9iYz+VhykLT5eJi4VEUSnNVaOyMIijbvNAoxBEl4axjODWHshVF2fKkyiN1oxCwk8XjDSQtnAKM40WnEg9zKO9qMHITyd4osRTRqG+zwO7yYcE0A+aU69HYaeVycVnYhj9VxVpka2Uwml0IBCPHDWa7FxQAlTz2cXjKwkL0mJyobYxd2mh3+lI6lnO0MhQY5NhZ3we7y8cJWNEIz5fMhEMZiGxA5/IkLrylg1XHFkMg4OGTrS0xn+N0+9HYYcXMKbqoj0/JVWLA5uGaoUXNUGa7vNu9cTOUAeZ7TlQoZUUZXYJupMFGU9EjL8InutJkBOWw7UUrEU8Wh8sXN7Oba1g6SRrzsY7cRBbF2PPxQLMJJqsn4bgLlil5Kvx05TTUNprw8eZmRlhKcDEoSy2NaMpnc/q4CI50cFRlKCd4v5JLhFGzQDuNDmRrpdwCT7pgq3YOtg6g5nA/llTnDhMtTz2mCP4AI1il+1rMCcqhhYuxutYDzPGtV4lR32YOi3uKfXzncG7uyDGC080svsWK5BmKUipKKorMHwiipSfxhnwsBo00LPIiMPkcyqLMNeWzOLwxq8LGAva6nkpDvnBml+thcXjRFiNybcDugVwiSGm8PJlI9NwbCSIoE8YMa2igHAjS6OpPb7d4AoFAIIwN9jR2rGddPl0mJ9MJPUNOkLJ8Fdr77PAOcW2Y7Z5hXZyVMiEEfIoreUsUmqbR0mNHSRIN+YCxdSiPJssxRyuLEI3tLh/q281YPicfAj4VNZYiGjsP9kEo4KF6ih6zp+pBA9g7xKV8sHUAOpUYWWoJcrRSBII051xlsTg8UMpFcZ1HC6uyoVaI8NX2tpjPsY/g4ozHvAoD6tvN6Ox3xHRKA4PnilCQvBN6JKI1oEsmGiAdqOQiLJ+Tj637ejiBYyjb6noQpGnMLI0uKLNNk3bW94GiojdbZCeT/VY3fP5g+hzKVg8oKrm8RLVCxOV4h+PyBCLcgtIkMpRZEVki4qcp8sIHuTT2d8Q1LJ1sDuUEyvuVMiEoABt2M31bEmnIN5QT5+Zj8cwcfLihCf4AnbALNEsjgdGcQYdyGrMvJzLJRF5IJYKoTd/bem0oykk8gipRxCJmkfX7PZ0I0nRE3AXLlDwVphWqmf1LcySFjM1QDo0b0r39kZhWpGUE5dB4MF6TZs7N3T9UUPYlJdYqZUxz20RNaZ1GB3z+IErzkvv9GUHZzVQmeCdn5EWmFpvMDm/cxfNMMygoj65Z3qxyPSgAe6JErgHAgNUD7RHckC/dEEGZMGaYw8pUSOwFgUAgTE5GakCWDFqlGGIhH939Tri9mXOClOWrEAjSaOmxRfzdbPdAM6SkjaIoaJXipB3DveZQN/Ek8pMBxu2okArHxKHs9QUgTtHJlKOVRnS133PICJoG5k8zwBAj53goQZrGzoY+VE/RQSziozhHCbVcFBF7QYfykyuLtKAoCtmhuI2h2zfbvdCMMLER8Hk4eV4BaptMXCOXodjdqTeYnD8tCzQNtPbYoYyzL6wDOt3uZABQhJxq4eJpR+izjmUZ9GnHFgMAPv+xddhjNqcX761vxNRCNSqKNFFfX5KjBEUx36VGIY66UMBmN7LHYbzPZ9BI0WNKrCLOZHVDq4z+nrFQy0UJOZQFfB5EQl5CGcpsJV9xjhIDaWnK5+dE42hwkRcJNi8cb5KJvODzeJBLhei3uKFRiDhRKxkoisLPV1UhLxRhJIvzXYZjUEvh9Pi5jFib0wdlHAdnsgwKykeuQ9kfCMIfoJNwKA/PUHZ5/Ogzu1GUPfqS7mjkaGXwB2hMLVAjTx895mrVIua6OHScMVoGM5RZQXlsRc/KYg2sTh8a2pnGlfGqfLK1UvAoCl2maA7l5ARlAAkvFCbbkI/FoJHAHwhylTCTTlAW8YeZJ9KB28s0j073sZwMrKCcan4ytx2ZCKV5KtQ2Ra9eG7B5Eq5YIhBBmTCGWOwe5Ohk4PMoIigfAfj8wUnTGZxAOFLZ1dAHY4LZtekinRnKFEUhVy9Dl8kJtye5yUUylOUzLqGhsRdmuzfq4FinlCTtGG4JNeQrScENpVOJk3ZEp4I7iUzKoWRrZXC4/dxkbneDERqFCCW5SmRrouccD6W5y4YBmwfzpxkAMHEks8v1qG0yccJfZ78TNqePy2nMDpUWD43UsNi9UCVQennCvAII+Dx8taM96uN2Z+qCckmOkpt0xI28CE2E052fDAyPvDBZ3Xj50zrk6WWYXpq8KzNV9GoJFs/Iwfd7OodFmLz97SG4PH78fFVlzEgbsYiPgixG+InlFJZJBODzqIQE5fICFbz+IDoSaARtsroTbsjHolGIud4g4UTLdpaJBQk5lC0OD3gUhaJsxagjL3z+IDy+QNxje9JFXiTpvGfPyaoSbcqlvWIRHzeuqUaeXpbwtZ11z/WZ3fAHgnB6/Gl2KB/5kResIJZo5r9MLIDXH4zIkm/rZeaamRKUc0ORXUtnD3cns8yrMODBaxejLD85UXMk2GsfO04Zy8gLAKgMLQzubjBCwKfinpMCPg9ZGgl6hgjKjFibuLNaKRvM0E+Epi4b5BIBsjXJxSMYQs/vC5kExtr9PVo0CjG8/mDCMWSJwi54jmeGcroEZQCoKFSjpdsWddF5wOYeV+F8skEEZUIEF1ywGuvWrc3Itq0OL/QqMfL0soQG+KPlgQfuw5/+9PuMv89Y09BwEHv27AIA7Ny5HUuXLoTfn/7JwPLly/HJJ+tiPv7oW7vxhxd+TLgR02TjnXfexMUXr8EppyzDddddib1794z3LhEIEfj8Afzjg9q4uaWZYLBrenomMHk6Gbr7Mxt5oZaLoFdJIgRljzcAl8cfNQ9Op0reodzcbYOAT6HAkHhDPu79lJJhkQ7pJhik4fUFE3Z8DSVHN9iYz+cPoLbJhLkVBvAoCgYtkzk40iLjzvo+8HkU5kzN4v42uzwLLo8fh0JOp/rWAQBAVUhQ1ihEEAl4wwRrs8MDTZyYCRaVTITFM3OwubYrqhPT7kpdUKYoCvMqGHE8nqAsFvIh4PMy41AOc5n6/EH8Y20tvP4gbjpv1piLDKcvLoHPH4yIGKlrGcCmvd04bVHxiM1fpoRKk2MJyjyKglIm5ATleJm2rIBzqMMy4n73W90JN+RjUYUcykOP+WgChFQsSChD2Wz3QiUXQqcSc9enVGkNVWMcmU35EhSUQyLu9OLRLazk6eV44JrERcEsDXMsGS2uwZ4DJPIiKTw+RuQRJfhbs+7x8POMFZSLMyQoTy/WwqCR4Jiq7LjPy9XJ0pZVysLjUZCK+fAHaAj4vIQb26WLbK0UaoWIu3+O9PlydbKICicg+cgLVkTsHKH5K0tzlxWleaqkv/usCEE5AOkY30dHy8JKAygAm2u707pdtiJnPAXlPJ0MAj4vadd5NMryVfBFWXT2B4KwOn1R+zgQokMEZcKYYXF4oZaLUGhQEIfyKLj77tvR2soISLNmzcGHH34GgWBsb3ZBmsbhTis6jA7c//I2HGiO3fBoMvL555/g3/9+FtdddyNeeum/mDdvAW677Rb09fWO964RjgD2NvbjV09u4MphU6Wr34lAkEZ7jFL+TGF3+iCXCJIqD49Hrl6GfqsbVoc3o6WFZfmRjflYB2A0F4JWKcGAzROzA3Q0WrptKDQokmrIx72fSowBW2YzlNmu36mKjGwTol6TCwdaBuDxBTCvIot7zOMLxHUO0TSNHfV9qCzWRAirM0q14PMoLvairtUMrVLMuYTY2IvwyItgkIbN4YuasxuNlQsK4fUFsa0u8hoeDNJwuv2jEnrnh74DdRw3CxUSQuPFD6SKIsyh/MbXDWjstOKqM6bHLMHOJPlZcsyfZsDXOzrg8vjh8wfxyucHYdBIcNaS0hFfz04SdXGyC9XyweaQ8RzKepUEaoUIhzvjC8pBmsnnTra8lXWBsQ0QWVwe/7D9kkkSdCjbvVArxNw1KVWX8uFOCx57ew90KjHmhi3eDEUk4EHA58E+SSIvXN4AKCDhRTF2kSfZhnyjhW0YZbS4uWuiMo1N+QR85nfLVOOtiYAnSYcy67YPH1e19dohlwiSykZPhoVV2fjr9UvGLRKBvc7IxsFBS1EU51KO15CPJVcnQ4/JGTGmYpvyJUpJjhJKmRB7DvWP+FyPL4D2Pge3SJkMepUEFJiYLfckjLzQqSSYXqrF5trutFYScw7lcXTu6lQSPHvbckwtUI96W2yzxsYhYwS2f0GmrhtHIkRQJowJNE3DbPdCLRejMFsBk9UzajHlaCX85iAUCqHXx54sZIoBqwf+QBCnLSqGWiHG39/ag693tB8xERiffPIx1qy5ECedtBKFhUW4/vqboNPpsWnT9+O9a4QjgIZ2C2xOHzpH2ZyUzYTt7HOM6blnc3nT6rRksy37zG5IM9hErCxfhX6rmxsUc4JylEGjTiVGIEgnXFpJ0zRaum1J5ydz76cUw+H2c5PoTMCWEKcaeWHQSEFRjEN5V4MRYhEfVSHnH5tzHC/2orPfiR6TEwtCcRcsUrEAlcUa7DlsHMxPLtZEuIqytbKIDvE2lw9Bmk64JLEoWwGVXISGNnPE3x1uH2iMLtt4WrEGpywswqKZuXGfd/GKCi5PM52IhHyIBDxs3NuN73Z14PRFxVg4gmMuk5xxXAlcHj++29WBT7e2oNvkxGWnViYkArKCcryJnEou4kpU4wnKFEWhPF+Nxg5rzOcAjIgbCNLIStKhzC5mDI29iJa5KRUPz3eNvi8eaOSiQUE5hRicg60DeOTN3ZBLBbjz0vlxv0uKoqCQChK+zo03bq8fYhE/YcdhVYkW86uyOcfhWCGXCCAV82E0u7meA+l0KAOMS/lIjrxgxfJEFw9knKAc6VAuylak3R08UWBd2ZJxEjxZQTmRYztXJ4PXH8RAWCVWtHigePB4FOaUZ6HmcP+I2fhtPXYEaRpTkmySDDDNc7UqMdr77KAx9vnU6WBJdS6MFjeXcZ0OLKEx83g6lAGkzcyiV0ugkgmHReGx8XNakqGcMERQnqC8//47uPDCc3DyyUvw859fjE2bNgAAuro6sXTpQnzxxadYs+YMnHbaiXj00b9GRB7s2bMb11xzOU4++Xj87Gc/wWef/Y97zO/345lnnsCaNWfghBMW4fzzz8IHH7wbdR/q6g7glFOW49133wQAeL1ePPHE33HWWStxxhkr8Pvf3wmTqT9iv15++d847bST8OCDf4zYlivUlVUlE+DAtk/Q9M1fcObpJ+Cmm65FQ0M9AODZZ5/CL3/5i4jXvfbay7jqqssAAHa7HX/+871YteoEnH32Kvz1rw/A6WQElZ07t2PNmjPw6KN/xapVJ+CFF54b9nlee+1lXHjhOTjxxMU455xV+Pe//8k9dtNN1+KFF57DjTdeg5NPPh6//OVVaGpqjPn7NDU14oYbrsaKFcfjppuuxX/+8wJ++curAACffLIOa9acEfH8m266Fs8//4+EfoMLLliN9957C9df/4vQ7/9THDiwj9tOd3cX/vrXP+OBB+6LiLx44YXnsHTpwmH/+/TTjwEAjY2Hccst1+Pkk4/HRRedizfeeC1ChFq79j2cd96ZWLXqBLz66ksxP/vate/iisvOBU3TqJ6iw/9dtgAa/2H86Xc/w8ufHoDL5cJf/nI/Vq06Aeeeezo+/ngtTjhhEbq6OgEAFosZd999O045ZRkuvPAcrF37LpYuXQgAuPfeu/DHP94T8X6PPPIQ7rnndwCA3t4e/P73d+L000/GmWeuwKOP/hUeD3Phv//+P+Cii86F18tMjL7++gucfPLxaG1tHvYZWlqasXTpQrS1DTYPMhqNWL78WDQ2HsI11/wSZ5+9JuI1FAXYbMRZTxg9bObxaPPN2MZbTo8f5jQ0cEoUu8sXt6N3soQ7KTNZos+WK7NuhIHQ4Fgb1aHM/C3R2Is+swtOjx8lKQrKyb5fKrhZQTlF0V4o4EGvkqDb5MTuBiNmTdFxZbaxGueFs/NgLygA84YIygATe9HV78TeRhOsDi8nVLPkhCI1gkHmnpXsxIaiKFQUqIdNrrj4llEcz3weDz9dWYGiEfJVj6nKTourJhpyqRA9JieqijU474SyjLxHokzJU2FmqRaf/tCKj7c049jp2agu0yf02qIcBdYsm4Jjp8cWxMN/85Em+uUFKvSaXXEFUzaDNNkMZXY/whvz+fwB+AN0yhnKZgfrUGa2nex1vbaxn3EmK8W489IFnFM2HtFK0Scqbm8gKUfjiXML8MdrjsvgHkWHoihkqaXos7hgc6bfoQywgvKRHHnB3K9SjbwIBml09NlRlJ3aPXkywC6ojVckw7TQfTpRQRkAusPGvU63P+l9nzOVicgaujg8FLYhX2mK0QgGtRStPcycb7JlKANMs2SxkJ/W2AuLwwseRaV1/D+eUBSFsnw1GrsiBWV2HB5tbkCIDhGUJyD19XV48sm/45ZbbsV///seTj75FPzhD3fCZhvsTv/SS//Cffc9gAcffAQbNqznxMr+fiNuv/1XOOWU0/HKK2/iyiuvxuOP/w0bNzLOytdeexkbN67H/ff/Ff/973s444zVePzxv8Fo7IvYh46Odvzud7/GJZdchnPX/ARWpxfPPfcMamtr8Ne/Po6nn34ONB3E7353a4QouXv3Trzwwqv42c+uiNge6wj74bv38M3n78MwYzWuv/3vyMvLx29/ezOcTgdWrlyF2tq9MBqN3Ou+/fZrrFhxKgDgoYf+CIvFjGee+TcefvhxtLW14IEH7uOe29fXC4fDgRdffB1nnLE64v0///wTvPnma7jjjv/DG2+8jyuvvAYvv/xv7N9fyz3n9df/g+XLT8SLL76G7Oxs/Pa3t3BiZTgejwe//e0tyMnJxQsvvIYTTzwZr7zy4oi/K0siv8FLL/0Ll1xyOV5++Q0olUo8+ujDAIAHH/wbsrNzcNNNv8avfvXbiO3+9KeX4cMPP+P+t2bNhSgoKMSyZSfC43Hjt7+9BTNnzsJ//vMGfv3r2/HOO2/gvffeYn6XH7bgySf/jmuvvQHPPvsi9u3bi56enqj7f+KJK2ExD8BtbkO2VgqpWACxsx4z5yzBhppu3PfnB1BTsxt///tT+OMfH8Lrr7+CQGDQRXHvvXdjYKAf//jHv/Gb39yOl176F/fYypWrsGXLRvh8zCQ/EAhg/fpvsWLFqfD5fLjlll/C5XLiqaeew/33/xVbt27G008/DgC4+ebfwOGw4803X4PVasHjjz+Cq6++DsXFpcM+Q0lJKSoqpmH9+m+4v61f/zVKSkpRVjYV1dWzkJ9fwD22detmtLW14phjjk3kJyYQ4tLLCcqjyx/vNDpAhf33WJHujvU5Win3OSQZHLiX5CjB51GcG8FsY+5LsZryAUi4MV9zqCFfaQpumPD3G0iyEWAyDDq+Up985uhk2HO4HxaHl8sOBpgSUR5FodccW5jaWW9EWYEq6vc9p5wRHN/97jCAQecTS7ZWCn+A5gb6rNCWTNOUqYVqGC3uiBiBwTzwyT1B0ihE0CrFuP6c6rS5d0bDGceVwu7yQSjg4+IVFQm/jkdRWH38lLjibnhWtWyEJoflMZpxhtMfOueSzVBmy37NjnDHHXOORROUR8pQDgSDsIWi4VKJvNhzyIgn36tBrk6GO0ZwJoeTlyVHp9E5KSrMPN7AmOeCp0qWWgKjxc01sSUO5eTg8rKTaMoHgMvJ7xlwwusPZqwh30SAvf6Nl+CZr5chSy3h4rDiwTYw7A5V5vkDQXh9gaTHfDOnaCHg87B7hNiLpm4rd19MBYNGyt0bJqNDWSISYGGlAdvqernqtNFiCWX8x2qsOxmZkqdEV78zorKBE5TjRG8RIhn/USdhGF1dXaAoCrm5ecjNzcNll12Jhx76O4TCwcHI9dffjDlz5mH+/IW4+urr8fHHHyIYDOL999/B/PkL8JOf/BSFhUVYseJU/OQnl+Cdd94AAJSVTcWdd/4e1dWzUFBQiMsuuxKBQIDL5AUAs3kAt912C1asOBVXXnkNPt3agruf3YD3338bt99+F2bOrEZZ2VT8/vd/QlPTYdTU7OZee+GFP0VBQSGKi0siPhPbuGTzdx/jql9cC0PJHHj4Otxxxz3g8wX49NP/oaJiGkpKSvH9998CADo7O1BfX4cVK05BR0c7vv/+O/z+93/C1KkVqKqajnvu+SPWr/8WPT2Dq2+XXno5CgoKkZeXH/H+BkM27rrrXixceCzy8vJx7rkXQK/XR7iQjz12MS666FKUlk7BHXfcA6vVih9+2DLs99m2bSusVgtuv/0ulJZOwQUXXIzjjjs+4d83kd9g1aozsXz5iSguLsHFF1+KgwcPAABUKjV4PB7kcgUUishBkkwmg16fBb0+C/X1B/HJJx/h/vv/AoVCgS+//AxKpQrXXXcjioqKcdxxx+Oaa36Jt99mjot169ZixYpTcdppZ6KsrBx33vkHiETRBSONRoOi8mo4e2qhU0ngcrmwdesmXP7T8xD0e7B141f49a9vR3X1bMyZMxe//vXt3GtbW1uwffuPuOuue1FRUYnjjluKK6+8lnt88WLme9y+/QcAwJ49u+DxeLBkyVL88MNm9PX14A9/uB9Tp1Zg/vyF+M1v7sBHH70Pu90OjUaDm2/+DV599WU8+OAfkZeXj4suujTm77BixakRgnL44kU4ra0t+POf78Vpp52JqqoZMbdHICRKX5oE5Q6jAxWFau6/x4p0O5RFQj7XbCWTA3eRkI9Cg2JQULZ7IBLyok7G2DxVU4KO4ZZRNOQDBkvrEn2/VBjMUE598pmjlcLjDYBHUZhVPug6FfB50KvFMY9po9mFlh4bFkyL7jzN0cmQo5Ohvc8OjULEOZ5ZskMTVjb2gnMoJ5ihDDCCMgCu+R/A5IEDSOsCyXhw7eqZ+L/LFsRtDDiWVBVrcPqiYlx91vS0d0pnncEURnbbl+Yyi0jxcpTZZpjJOpRZF7E1zEXMupCHRnFIJUzkRTzR1upg4lc0ChGkYgEkIn7CFQtBmsZrX9QjVyfH7ZfMgyoJN2y+Xg7XGFe5pEqyDuXxJEsthTHkUKao+M0RU0EiEhzRgvJgRFNyGcqukDDENeTLORoE5fERPCmKwh9/cSxWH1864nPVchHEIj5XDcEeu8k6lCUiAWaUarGroS/u9bSpyzaqxm0GzeD9IF600kRmSXUuXB4/dh8yjvzkBLCEKmiOJMpCi85N3YOLzgM2D8Qi/qR0po8Xk/MMOcJZtOg4VFRU4sorL0VZWTmOP345zjrrHEgkgxe3WbNmc/9dVTUDVqsFJpMJLS1N2Lp1M045ZRn3eCAQgEbDlKUsX34itm3biqeeegytrc2or6/jnsPy0kv/gs/nQ24ukwdY32bGQH8PfD4fbrzxmoh99Xq9aGtrQXZ2DgAgLy+Pe+xnP/sJenq6AAAqjQHy6p/DYbdh5sxZOOh0oL3PDoFAgKqqGWhpaQLAinzf4rzzLsS3336F6urZyMnJxaZNG0DTNM4//6xh31dbWyt4IUdObm7+sMcBYP78hdi3rxb//OfTaGlpQn39QfT39yMYHMxgqq4e/E5lMjmKiopD+3VixLZaWpqRn18ImUwe8dr167+N+t5DSeQ3KCgojNiXYDCIQCAAPn/ki1tXVyfuv/8PuPnm32DatCoAQHNzM5qbGyOOi2AwCJ/PB5/Ph+bmJqxefQ73mEajQUFBwbBts+SWH4M9m9aCR1HYvHkj1GoNFi1cgH99/F8EAv4I4bW6ehb334cPN0Aul0csOIR/70KhEMuXn4T167/FccctxTfffIWlS5dDLJagubkJhYVFUKkGS4ZnzZqNQCCA9vZWVFXNwKpVZ+CTTz7Gxo3f45VX3uK+r9tuuwU1Nbu413355QasXLkKzz//D/T0dEMgEKCmZjfuvPP3EZ+zsfEQbr31JpSUlOL22+8e8bsnEEbC5fFzjqV4ebMj4fUF0DfgwuIZOejsd46ZQ5mm6ZBDOb2T41ydDEaLO+NiQVm+Clv3dyNI0zDbPdAoxFHzFRVSIYQCXkTeXzyau20oSLEhHwCum3RGBeUkMymjwTqRphWph7l6s7WymILynlDDvXnTYmf+zynX4wuTE5XF2mG/SU5YpMaMUiYaABgU9RKhJEcJkYCHhnYLlzHMOpTl0sk9HM7RjewQG0soisKFJ03NyLZZ0VwqFozolBIJ+SjKVuBwR2xBud/qhlTMH9HtPBSZWAABn8cdi8CgoDzUdScTCxAI0vD5gxDFOP/YLGZ2wq5RiBN2KNe1DKDf6sa1Z89IuvFjfhYzlu3sd0z4JkRub3JNvMaTLI0EXl8QnUYnlNL0u/okIj7nxj0SYQXHRCOa2PPXESYo83nUuDQnHStk4lCG8ji69hMVsymKiojXcce4VibC3KlMjnKn0YECw/AFA6fbhx6TE8dXx+9rEA9DWO76eGVUj5bKEi10KjE213bj2Ok5o96exe6J2nNkMsM2bWzstGJmqQ4AMGBzQ6eMPjcgRCehM2TdunV49tln4fP5cMUVV+DSSyNdf1999RWeeuop0DSNwsJCPPTQQ1CrM5MTdzQgkUjw3HMvoaZmNzZt2oDvvvsa77//Np555t+Qy5kbY7iwGAwyN10ej0IgEMDKlatwxRVXR2yTFVyff/4f+Oij93HGGWdj1aozcNttd+KCCyLjIRYuXIQlS5biH/94EieffApaeuygaUZ4feqp54c5YzUaLWw2ZmVHJBq80DzyyBNctvPm2h78b9tgd/VCgwJb9/eApmkEgwFO2F2x4lS8/PK/YbGY8e23X+P0088EwIitUqkML730+rDvS6/P4jKGY7lq161biyef/DvOOutcLF9+Em688de45ZbrI57D50eeDsFgMOrFhBH2I1dFhcLB9432mnCxOJHfINyNzpJIOaLH48H//d/vsHjxEpx77vkR7z937gLcfvtdw17DHktDtx9tH1jE+ir4nBY0NNTj22+/wsknnwKKomDQynGQ2VrYfoe/lwBDP8bQ9125chX+9Kd74PPdie+//xZ33MFkKovFw91DgVBTBvb/XS4XOjvbwefzsWvXDpSVlQMA7rzznmHxJbm5eZgxoxrr138LPp+PiopKFBYWcY/X1e3Hb35zM8rKyvHww49DLD6ybqKE8YF1JyukwlFlKHf1O0GDEQPys+RjJih7fAH4A8G0Z6jl6mWobTJlPAuwLF+Fb3d1oKvfCbPdG9M9SVEUtEoxTLaRIyhomkZrj21UjdCEAj4UUmFGIy+SnaBHgxUuw+MuWLK1UmzttIKm6WH3wYZ2M7RKMbLjNMeaU67HF9vaUFmsGfaYRimGUMDjBGuL3QOZWAChIPHPIuDzMCVPhYZ2M/e3IyXy4mgiXFBOhPJ8NTbu7UIgGIwaB2KyupN2JwPMNUItF3FueSC2Q5n9t9Pjjykosw5h1nWvVYoTdg1v3NsFqViA+VHOy5HgBGWjg5tQT1Tc3kDS0STjhSGUX93UZU17fjLACMr9GbxfjDeeJB3KQgEfQgGPi5Zp7bEjTy/jcv6PROTjHHmRLHk6GQ6FFvdSdSgDTI4yPj+I3YeMUQXlplAE2egcyoNjlckYeQEwEVLHzczFp1tbYbF7Ru0utji8KfcJmajIJELk6WVo6ox0KKe7supIZ8SrbE9PDx577DH897//xYcffoi33noLhw4d4h632+2477778Pzzz+Ojjz5CZWUlnnrqqYzu9JFObW0N/vOfFzBnzjzccMMteP31d6HV6rF16ybuOWwjO4BpnqfT6aHV6lBUVIL29jYUFhZx//vhhy1Yt24tAODDD9/Dr371W9xwwy1YuXIVXC7WTTQo6i1bdgLOPnsNiotL8Ojjf4fd5YNIrgNF8WCxmLntajRaPPXUo+ju7or6OXJz87jnUmINxBIp9Pos7N9fi8JsBVweP3pNDhw8WMc5VouLS1BeXoF169aioeEgTjppJfd3l8uJYDDAbRMAnnrqUTgcIwspa9e+h8sv/wV+9avbcPrpZ0Gt1sBk6o8QMw8dOsj9t91uR0dHG8rLh2f/lZaWob29DVbr4MWnoWHwtQKBgGsWCDBiA9uQLtHfIB7xVswee+xheDzuYW7a4uIStLW1RPwmDQ0H8frr/wGPx0NZWTkOHNjPPd/hsKOtrS3qe9A0DZMDKJk2D9999zV++GELVq5koiKmlJaA4vG5iA4AEf9dWjoFTqcjohle+OMAsGDBMaAoHt5663X4fD4sWsQ0VCkpKQ1974NOo337asDn81FYyDi6//3vZyEWS3D77XfjueeeQW8vkwNtMGRHnBMsK1eeik2bNmDDhu8i4i46Otpx2203Y9q0SjzyyJOQySaW+4sweekzMxPAmVN0cLj9KTuMWAG5wKBAQZYcHUbHmGRgshEB6Rbg8kJCZSYzlIHIxnyMQzn2RF+nFCfkGO6zuOFwp96QL/z92vrs6DY5EczAb+kZZVM+IBRlsLgYx88a7vzJ0Ujh8vg5hxgLTdOobzNjWpEm7v2rqkSLG86txvHVecMe41EUsjXSsMgLb1JxFyxTC9Vo7bFzbm27ywcBnzcq1zZhbGEjLxJ1FJcXqODxBdDRF32s2G9xpyxSahSiCNGXFZSHChDsv+M15mOFaY2cdSiLEoq8cLp92HGwD4tm5MQUq+OhkgkhlwjQNYaxSani9vozfo9IF1mhGKcBmyft+cnAURR5kcT9SiYWwBkaU7X12o7o/GSAidIBJo/gmauTod/ihtcXgMsb/VqZCFqlGCW5yphRDs1cQ77Ux2RZ4YLyJKmKiMZxM3MRpGn8sD96X6RECQZpWJ1HXuQFwCw8NHZauDmUyebhqgYJiTGioLx582YsXrwYGo0GMpkMq1atwmeffcY97vP5cN999yEnh7HSV1ZWoqsrusBISAyxWIyXXvoX1q59D11dndi48Xv09vagsnI695ynnnoUdXX7sX37j3jhhedw3nkXgqIonHfehaivP4h//vNptLW14ttvv8Kzzz7JRVKoVGps3rwRHR3t2LNnN+6//w8AAK83UtTg8Xj49a9/i43ffwOn8RC0GhVyK5bgsccexo4d29DS0owHHrgXhw8fQlFREUbCbGcajVx88c/w4ovPo69lD7z2Xvztbw/A4/Fg5cpV3HNXrjwV//nPi5g7dwF0OiajsbR0ChYtWoL77/8D9u2rRUNDPf7853thMpmQlRW7hJZFrVZj+/ZtaG1tRl3dAdx7713w+/3w+QYnAl9//SU++WQdmpub8Je//AkGQzaOOWbRsG3Nn78QpaVleOihP6GpqRGffvoxPv/8E+7xqqoZcDgcePvtN9DR0Y5nnnkiQnxO9DeIhVQqRUtLc4SwCgAff7wWX3/9Be666w9wuZzo7zeiv98Iu92OVatOh8/nw1//+mc0Nzdh27atePTRh6FUMuLKeeddiPXrv8Hate+hpaUZf/3rA1EbEgLMb+n1B7Fw8Ql4++03oNfruYiL4lwdVIUL8fgTj6K2di9qa/fi8cf/BoARwouLS3Dsscfhr3/9Mxoa6rFt2w944YXnIrbP5/Nx4okr8J//vIgTTjgJAgEz2Fi48FgUFZXg/vv/gEOHGrBz53Y8/vgjWLHiVKjVGtTVHcC7776F3/zmdzjzzLMxdWoF/v73v8T9Lk86aSVqa/egpmY3Vqw4hfv7o48+DIlEittvvxsOh537Lp3OydEJnTBxYR3KrBMs1RzlDqMDfB6FHK0U+Vljl4Fpc2Umc5btxJ1p91mOTgapWICmTivMI7gQtEpJQo7hFq4h3+gE5aIcBQ53WHH381tx02Pf4y+v78Tb3xyKaBYyGpJ1fEVDJOTjwhOnQhalrH5ozjFLn8UNs92LaYXxK9coisLCquyYjrJsrZQ7X8wODycsJkNFoRpBmua6ettdPiikAlLaOIlgHcqJ5lqWFTDH3eEYjfn6rakLymqFGNawyAtnDEGZFb/jncuWIQ5lNvJipIXCHw/0wucPYtns4QsxiUBR1JhWuYwG92RqyheWwarIkEPZ7U3PvWEi4vYGQAEQJeEwlkkEcLj9sDm9MNu9KMo+styUQ5FPMkE5RycDDWbc6/KMrqfDvKlZaOywRlx/WZq6bMjRSpOO/wlHJRNCJGSOvcny/UYjP0uOKXlKbK7tHvnJcbA5vaBppDTumuiU5atgdfrQb3UjGKRhsXu5viaExBjxKt3b2wuDYbCEKjs7Gz09g6scWq0WK1cyLlK3243nn3+e+zchNSoqKvF//3cf3nnnDVx66QV46qnHcNNNv44QN1esOBW/+92tuO++u3HmmWfj8st/AYBxBT/88GPYvv1HXH75RXj66cfxi19chzVrLgAA3HXXH9DYeAiXXXYRHnjgXpx00krMnDkrwmHLUl09G9PnLEVv7VocN90AeflpmDf/GNx77124+urL4fF48OijT0eNIhiK1eGBSi7GRRddgnPPPR+vvfgEWr5/Al3dXXjqqec44Zj9bG63i3O9svz+939CYWExfvObG3HzzdciK8uAv/zl7wl9p7/61W/h8bhx5ZWX4u67f4uysqk48cSTUV8/+LlPOeU0rFu3Fldd9TM4nS48+ujTnJgZDkVReOCBv8HtduGqq36GDz98H6eddib3eFFRMW688dd49dWXcOWVl8Lv90WIlcn8BtE477yf4MMP38df/vLniL9/9tkncLlcuP76X+Dss1fhnHNOwznnnIYnnngEMpkcf//7k+jq6sQvfvEz/PnP9+H008/CtdfeAACYO3c+7r77Prz++iu4+urLYDAYMG3atKjvz5bpL13K5DGffPLgZ8vVyWCYcRYKCstw66034J57fodTTz0dACAQMDf2u+++FzKZDNdddyX+9rcHccYZq4fFazDObWeEa5jH4+Ghhx4BRVG47ror8Ic/3IXjj1+GO+64B4FAAA8//GecfPIpmD9/ISiKwm233YmtWzfj66+/jPld6vVZqK6eg8rK6cjJYRx3TqcDP/ywGT093bjoonO57/Gcc07Da6+9POLvQyDEo8/sglwi4JwTqQrKnUYHcnUyCPg8rmS5w2hP237GIlMd66fkqfD3G49HcU5mJ4A8ikJZnhK1TSZ4/cG4grJOJcaAzYtgML6g09xtBZ9HoSBrdG6oK06vwn1XHoMrT6/CkupcBAJBfP5jKz7Z2jLyixOAdeVKMuTGzQ7LOQ6noc0MAKgo0ox6+71mF4I0M+BPpSSxvIBtzMfsEyMoH3kTpCMZuUQAPo9KeJJvUEugkgmj5ii7vYyjXpfi5FEtF0XkHLMiSSoOZbPDC4VUyOWwaxRiBII0F8sSiw01XSjIko9qQSt/DKtcRsNkasonEQm4Sh5VBhzKYhEfbm9gwv9mqeLxBSAS8pNa7JOFml+yDfmKjuCGfMBghvJkcdDmhirRuk1ObjEk1XziuRVZoAHsORzpUqZpGk1d1lHFXQDMXN+gkYLC6BoZTwSWVOehtdfOnRepYEmhb8VkYbBy0QqLw4sgTUOrnBzRShOFEc/iaDeqaBd3m82GG264AVVVVVizZk1SO6HXH9kX/FS49NKf4NJLfzLs7x4PIxxccMG5uO22X0V97emnr8Dpp6+I+tiKFcuwYsWyiL/95jc3c/+9fv13EY/NO/Vq5C90Ysm8Yny2rQM/u+ZWPPK3h4Zt12CoxMGDsQVRhyfAdHHPUePOO3+LO+/8LX7x5y8wvVSHxYvnDdmWEnV1dVHeQ4mnn34i6vZXrTpp2Ps//vig2GwwzMJ7770Tc/9EIgFKSgojXhMPg0GJ1157hfv3U089hY6OVhgMzID+llt+iVtu+WXU1yb7Gwz9bNdccwWuueYK7t/sY2+99cYI+3wMjj8+9nMuvfRCXHrphXG3AQC7Gk0AgDnTC7F7966Ix6YHAaexARf+8ld46YVnAAA1NTV48cXnMXVqIfx+P2pqGvH88//kRORPP/0UX32VzX13ALBy5bKox5PBUImXXnoh6n6tW/fRkOfOw/79+6M+N5z//vfVIX9Rxj2WCYTRYHH6kJclx/SpzEKtwxuIOPYTwWBQonvAiamFGhgMSgglzADP4kp+W8lCtZgBAMWFGhhGKaAOJdP7zlI91YB9XzGxUcX56pjvW5zPuFl5IiEM2tjZv139LpTmq5CfN/reEbk5aiyoHvz3H57bjF0NRlx/wZxRu2j5QgEoCsjPU4PHS78jV62RgaKY+334d9radwgKqRBzqnJH9b7lRVp8/mMbeEIhrA4vcg2K5M8dAMW5SrT0OWAwKOHxB6FTS9J27I3VMXy0k6uXIS+J33/6FD1aemzDnt/WE6ouKNSm9Nvl5yjh2NUBjVYGoYAPXkgMLi7QgB/WoNMZYOZSApEw5vu4fQHow47FkgINAIASCmK+pqXbiqYuK646eyays1MXUKaV6LB+dydEUvGEbboUCATh8weh18pSumeOB3lZcjS0mZGblfy1aiT0WhloGlBpZJPGtZ0MFJ8HqST2sR8NrUqKAZsbJgezCDNveu4RWaLPkm9jRL7sDBxfmUCpYsZRVo+fWxAuzFNHxEskSlaWAlkaKQ60mnHeikoAzDXimXf3YMDmwbHVeaP+TgqzlTDbPKO6tk4ETl9ahre+acCeRhPmz0ytkqXFyJjJSgpSu1dOZLQ6OYQCHrrNblSUMosHpQWaI+5zZpIR70A5OTnYvn079+/e3l5kZ0c2nunt7cVVV12FxYsX4+677x66iRHp77eP6AAiMJhMDu7/ZTJbxt+voXUA00t00MmYQ2XngR4UxJlYx6Lf4kJpjgJ9fYP7nKeT4XC7OeJv44XX64fT6U15XxwOD3y+wIT4LOnCYFBG/TyHWwfA51GA3z/scQEdRH/9V/j3P9qQJ78FTqcDTz75KI4/fjnMZjeCwSDuuusunHPO+TjrrHNgMvXjiSeexPLlJx9R3x3h6GXT3i40dlpx2arKqI939NpQnKOEzeKCVilGU5LXQINBifZOM3r6nVg8PYd7rUIqRH1zP/pmpN4YLhG6epiycZ8r9evleJMTVorMp4MxP4c25Crbsa8TCyqjf680TaOhbQALKrMz8n3MKddjV30fdtR2jTqj2WR2QiTgo78/c052rVKMpg5LxHex95AR5fmqUb+vNFR+unN/F7z+IEQ8KqXvvCxXiR8O9KKnx4oBqxsFBkVafrtY90xC+vnV+bMhEQsS/r4Ls2T4YV83mlpNEfnvh5r7AQBC0Cn9dsLQ+sjhZhP0agmMA06IhXxurM7idjAu5m6jLeb79JqcUEgGPxMv1Ky6sXUACmH0gtJ16w+Bz6Mwq0Q7qmNPFSqd33uwB1Ul2pS3k0nYfgOBJMfa43lesuXhvBSPr3gEQhFG7Z2WI7IM3WJzQ8hP7hovoACr3YMDjf3QKETwurzoc2U+Cmy8kPAZ169GJpw09x6tUozGNjMKQ830nHY3+nypRbfMKtNh094udHSaQQP459pa7Dncj9VLSjFnyuiuiQAwe4oOUhF/0ny38ZhaoMb2/d04a3FxSq9v7TQDAOgoc/8jgeIcBWoPG1GgYzQuXjD23OBIhsejUjL6jhh5sWTJEmzZsgUmkwkulwtffPEFli9fzj0eCARw/fXX4/TTT8f//d//kRy6IwiL3QOznenoKZMIkauL7IKZKP5AEDanj8u9Yyk0KNDd74Q/EEzXLhPGgN4BJ7LUkqjd0gV8HmaecAWMfd248spL8etf34j8/ALceefvATCxFQ8++Hds3/4jLrvsJ7j77tuxaNESXHNNdDc3gTDZ2LKvG9/t7uDyasMJBmkYLW6ue3S2Rooec/KRF139DtAAF3UBAAVZcnT2Zz4D0+bygUclXm4+EWHL2wDEdeOV5iohEvBwMBTZEI0+swsOt3/U+cmxmFeRBR5FYfvB3lFvy+MLjKohXyJka6ToNQ9mKFsdXnSbnJg2yrgLgGn6BwD1od8j1dLLqYVquDx+dBgdociL9JejEzJLlkaa1O82NRR10tgZGXvREnIop5yhHBrXmkOCsdPjhzRK0zg2Q9kVN0PZE+GmZI/v8EiNcPyBILbUdmN2uX7Y+DpZ2HvJWNxDUsU9yszV8cAQasynzFCGMoAxy1Fu6bZhW93o70OJ4vEGIBYmN84Ij7w40vOTAUAlE+HBaxejIGwsONHJ1ckiIi9GMyaZNzULXl8Q2+p68cgbu1DT2I/LVlVizfKytOhRx1Xn4vIY5pDJRlWJFm299hEjlGLBZvyP9l4zUSnLU6Ol2wajhembQjKUkyMhh/Ktt96Kyy+/HD6fDxdccAFmz56Na665Brfccgu6u7uxf/9+BAIBfP755wCA6upqPPDAAxnf+aORvLx8bNy4feQnpoGWHsZNVBLKoCrLV6G2yQSappO6ULOZm0PLjgqz5QgEaXT3O1E4zp14n376+VG9/qqrrsNVV12Xpr2Z2PQOuJATysGKRnlZOTRZN+FPVw1vaAgAc+bMxfPPv5yhvSMQxpdOowM0DbT32rm8VhaTzY1AkIYh5JDN1kqx53B/0u/R0cdM+gsMg5OIfIMcW/d1J319Thab0weFTDipF49VMhGy1BIYLW5o5LEHjQI+D+UFak7AjMaBlgEASItgGg2lTITpJRpsq+vFeQlOkmiaxsFWMyqLNRHP93gDGctPZsnWyrCroY/7d0Moq3i0+ckAoFNJIOBT3DZTLWWeWqjh9o0IykcHpbkq8CgKhzqsmF3ONHLec8iItRuaUFWsST1DOST6spNtl8cfdbFNLOSDR1Fc076h0DQNi8PLbY/ZNrNPsQTlvY39sDp9WJpiM75wNAoRpGLBhG7Mx2WuTiJBmS3lV2bgGsPGXLBCeyYJ0jT+/b/96DE5MbtMn/GFSYBdAE28IR8wKCi7vQ7MLteP/ALCmJOrk+GH/T0oy1dBKhaAN4qxZGWxFmIRHy/+7wD4fB5uOHcWFlQaRn7hUUhVsRZr0YSDreaUviOLwwupmD+qps4TmbJ8Fb7c3obaxn4I+FRGrtlHMgkt/a1evRqrV6+O+Nu//vUvAMCsWbOi5t0SJj+sc4NtklSWr8Lm2m70W93IUicee2EJOTc0URzKANDeZx93QZmQGDRNo8fsiiue5Opl2N8ywGSPTmLRiUBIFqfbB3NIWGjutg0TlPvMzMp3NutQ1kphdXhjihCx6DQ6IOBTXBM0gHEouzwBDNg80KXotksEu8uX9oZ840F5AeNSHWliXFGoxrpNzXC6/ZzLMJx9zQPQKsXI08deZBstC6uy8Z/PDqKt155Q08Kaw/144t0a3H7xXEwv1XF/Z5scZZIcrRQ2p4/7vurbLBAKeGlxcPN4TJOclm5msTtVh7JBLYFaLkLN4X7QNIigfBQgFvFRmC3nHMoHWwfwj7W1KDQocPP5s1NeIFOHFqTYhkUujx+yKNdyiqIgFfNjCsoOtx/+AB2xwCUU8KCQCmG2RReUN9Z0QSUXYVbZ6IUziqKQnyWb4ILy5HMoVxVrUJKjzMgch70Pdxjto45DGomaQ/3cQvbBtgFuUSaTeHzJL4DKxELQAAJBGkVkXjkhydXJ4PT40TfgijqmSgahgIf5FQbsOWTELRfMztjC/pFAWb4KIiEPda0DKQvK6jgGjMkOW7lY12qGVime1KaZ8SC5pT/CUUVrtw05WikndLAdUxuTjL3gyiSGTP5ydTLweRTa+ybuAJYQidXpg8cbiBCyhpKrk8HnD8IUKhshEI4WOvsHS/1buodnb/WF4i24yAutLOLvidJhdISun4O38Hx9qGQ5w4KA3ek9Ilbuz19ehpvOmzXi8yqLNKABHOqwDHssSNM40GzCjBJtRgef86cZwKOohMuND4fu0Q1D9tntDWRcjGHvDewxXd9uRlmeCgJ+eoab2RopgqFm0alObiiKwtRCNfY3M+7yI+F4JoxMeb4ajZ1ME7sn36tBllqCWy+aM6r4HpVcCApMXAUQ26EMAFKxAK4YgjLrQlYPGSdrFGJukTIci8OLmsP9WDIzN23nVr5eHnEPm2gMCsqTJ24pTy/HvVcek5FFq6mFahQY5Ph4cwsCwcxFB9I0jf9tbYZeJYFIwMPeUGPuTOPxJr8AKg8TKItziKA8EckNLb43d9tGLSgDwM9Pq8QjNy4hYvIICPg8VBSoUdc6kNLrLXbPEZnVzpKllkAhFSIQpKGboI1pJzJEUCbEpKXHFrHqXZStgIDPQ1NXkoJyyLkx9EIk4POQp5ehvS9zDYII6aV3gJlssEJYNHJDcRjdpok7MSEQMgEr5uboZGiOISjzeRSXzcU6lXsHkhOUO42OiPxkgIm8ABixeSRcHj8e/u9OfLK1JekMe9sREhGQpZGisnjk5lNlBWrweVTU2Iu2Hjscbj9mTNENf2EaUcpEqCrRYHtdL2h65AbGzaF79NDF37HIUGYXS3rNLrg8frT22NISd8HC3nuEAl7UrNpEqShQc8e+/Ag4ngkjU16ggtsbwMP/3QWZWIDbLpoL1Sizbfk8HpQyISf6Oj2BmIIyW44fDdZ4MXScrFWKMRAl8mJnfR8CQRpLZuWOZvcjyM+Sw+rwppyxmWkmY+RFJuFRFM5dOgXdJie27uvJ2PvUt5lxuMOK0xcXo7JYi9rG5GO6UiGV+xUrUIoEPOTEmacQxg92jmhxeCETj/7eKxLyJ9Ui03hSVaJFR58DVmfyjSqHRjIdaVAUxbmUtRms8jxSIYIyISp2lw9GixslYeW1Aj4PJbmKFBzKIedFlJWtQoMCHURQnjSwwldOPIdyyCnZNYGdLgRCJug0OiAS8LBgmgGdRge8Qxrz9Zld0Ic1tGTdnL0xHMp9ZtcwAdHl8cNocQ9rwqKSiaCUCRMSlGsO96Ou1Yx3vzuMP728HYc7h7tvY8FkKB+5g8qhiIV8lOYqowrK+5oZp9aMkpGF6dGysCobPQMutPXGv1/SNM0tZjR2WiOOn1RKiJOFO6YHnKH3B6YVqUd4VfLbV8tFo3KFh4vcR8ICCWFkyvOZ41As5OG3F89LWzSQWiFOyKEsS8ChrBmSC65RiKJGXuxvNkGnEqe1GRfXmG+Cxl5MxsiLTDN/mgHFOQp8tKkpYw3O/7elBSqZEEtn5aF6ig49A66YY5Z0kkrmv0zCXMsLDHLweKRkfSKiV0m4qgppGhzKhMSpCpkoDraak36txX5kR14Ag7EXWuJQThoiKBOi0srmJw/J5ZqSp0JLty2pgYvF4YVcIoBQMHxgUJSjQL/VA6sj+dUywtjTM+AEj6KgV8eeiKlkQkjFAuJQJhx1dBodyNPLMSVPiSBNo23IYlnvgItzcAJMCbRKJuSc/+G09thwxz+34JudHRF/bwtdm/OzhpdzFmTJ0ZWAGLDnsBEKqRA3rqmG3eXFg6/swOtf1scUO1iCQRoOt++oiwiYVqRBU5d12ALB/mYTCg3ylJvDJQMbe7H9YPzYi36LG3aXD0XZCthdPvSFRQ+lUkKcLBKRAGq5CD0DLtS3mUFRg0JeOsjRMefPUOEtWYqyFRAJmSGw4gjIBCeMTLZWigtPKsftP50Xt7FwsqgVohEzlAHmeh8rQ5mr5IsSeWF1eCMiDYJBGnUtA5hRoktr1A4Xm9Q/0QVlIkKxUBSFc5eVoc/sxuba7rRvv6XbhtomE045pggiIR/VZUw1zr4Mu5QZp7w/6cVr9twj+ckTFx6P4kxJ6Yi8ICROSa4SYiEfdS3JxV64vX54fIGU+1ZMFjhBeQzG9EcaRFAmRIVtyFcypAFQWb4KXn8wKQeDxeGFKkbuDpt5lGqmz2jpNjlx+z82jej6IjD0DrigV4vjZvZRFIVcnYwIyoSjjs5+B/KzZFxU0NAc5T5zpKAMMCX80SIvdhzsAwCs3dAIh3uwBLm1m6kQKTAMd6blZ8nR2e+IG4sQDNLYe7gfs8v1WFCZjQeuWYyT5hfgmx3tuPfFH2GM4zxyevxME7OjTICbVqRBIEhHVOd4fQHUt1kwozSzcRcsKpkIlcUabKvri/v7su7kk+cXAADXhAwYmwxlgBHuegdcaGg3ozhHOaqM2uHbZoTA0ZZeCvg8lIX6QigkR9fxfLRCURROX1SCAkN6xSa1nBGU/YEgfP5gzCgWmSS+Q1ksGl66rVGKQQOwOgbvAS09NiZqpzS9lRE6lRhiEX8CO5RJ5EU05pTrUZavwrpNTfD50+tS/t/WFkjFfJw0rxAAE1eQpZagtimzOcob93YhSNNYPCMnqdexc83SXFUmdouQJtjYi3REXhASR8DnoaIo+RxlrhfWEZyhDAAVBRrMn2bgFs4IiUMEZUJUWrpt0Kskw0pBy1JozMeUSUS/CJXmKiER8VGXQvlFOvhiWxv6rR7sOWQcl/efbPQMuOLmJ7MQQZlwtOHy+GGyepCfJeeuneE5yk63Dw63n8tNZsnWStETRVDe1WBEtkYKp8ePjzY2c39v6bZBwOcN2w7AOJRdngAGopRIsxzutMDh9mN2uR4A45r72amVuPNn8+F0+/HwG7tgskZvqGkL5a4dbQ7likI1KCAi9qKhwwJ/IDhmgjIAHFOVjR6TM24j26ZuK/g8Cotn5EIk4A0TwTOdoQwwx3R3vwONnVZUFKbPnQwAehWzoJmOksRZZXqo5KJRZTETCKyL2BHKR47XlC9ehrImyjiZdUqFX9P3h6J2pqf52kNRFPL1soSqXMYDtzcAHkVBKCBT13AYl/IU9Fs92FDTmbbtdpuc2FHXi5PnF3JOUoqiUD1Fh/0tAxmL2AjSNL7b1YGqYs2wXhEjoVWKcfdlC7B0dl5G9o2QHtjGfMShPPZML9aiq9/JxTQlAltBM9rKsImOWMTHTefNQp4+fVFSRwvkrkyISkuPPaIhH4tBI4VCKkxOUHZ4Yl6E+DwephVpki6/SAcOtw+ba7sAAIc7Es8QPVqhaRq9Ay4uwzIeuXoZBmwezlFCIBzpsJnh+Xo5KIpCSa4ywqHcZ2ZEWoMmMi4mWyvFgM0TEadgNLvQ3mfHifMKsHxOPr7Z2Y6uUBlya48NeXpZ1HxAdvIVL0e55nA/eKFJYTgVhRrcdvFc2F0+/O2NXVymZzhs46mjzaEskwhRmK3AwTBBeX+TCXwehcox7Cw+f5oBFAVsq4sde9HcZUNRtgJiER8luUo0he7VwSANrz8IcYYjLwDGRWx1+uD1BzGtUJPWbfN5PNz6kzk4fVHJqLe16thiPHTt4rTGBhCOPtRyEQJBGn2h6o54GcpubwDB4PAKA4vdEzU6R6NkRObw6/G+JhMKDYqYRo3RkK+Xo3OC9r9we5gKC3K+DmdmqQ4VhWp8vLl5WDRTqnz2QwsEAh5WLiyK+Ht1mR4ebyBj86Z9TSYYLW6cOK8gpddPLVDHraIkjD9sw0SSoTz2VIV6fiRj5OMimY5whzIhdcgVlzAMl8ePHpMTJTnDywLZLpiNXYkJyjRNx428AIDpJVp0m5xxXXWJsK/JFFEaPhIb9nTB6wtiSp4Sh4c0LyIMx+7yweXxIyeKM3IoeaFyph5T5ht3EAgTgQ4jE5vDirqluUp0Gh3w+ZnJHSs2DIu8CP07POt2d6hiYl5FFs5dVgahgId3vj0MAGjttsVsxMQJynEcrHsO9WNakZprXhPOlDwVbv3JHJjtXjzy5m6uE7TJ6sYbXzXgiXf3QMDnceWKRxPTijQ43GnhXFn7mwcwtUA9Jo5fFpVchKpiLbbX9Ua9XwVDDflKQ5VEZfkqtPTY4Q8E4QmJDGMiKIcd4xUZENynl2jT4lDm8ai0xnEQjk5Yw0R3SIiNlaHM/t0VZaHd4vBGzadkt80Kyh5fAIc6LJg5JTONQPOz5BiweWI6qccTt9cPCakmiApFUVizrAxmuxff7R6dS5mmafx4oAeb9nZj6ey8YSLS9BIt+DwKexszE3vx3a4OKGVCzJ9myMj2CeMP51AmkRdjTnGOAlIxP6nYC/b+ozrCM5QJqUMEZcIw2DzhaA5lgBEduoyOERs4AUyJmtcXjJt3yHYdHU2Ossnqxt/f2o2XP61L6PmBYBBf72hHZZEGy+bkw+7yjUnX4skMm/OanYCYxApOXaaJWTpJIKSbLqMTAj6PE4xLcpQIBGkuniCmoBxyaoQ35tt9yIg8vQw5OhnUchFWLynF7kNG7DjYC6PZFTU/GQCUMhFUMmHMDMx+ixvtfXbMLs+K+TkqCjX41QWzYTS78Mgbu/HSJwdwxz+34Osd7TimMhv3XXkMstQjLyodaUwr0sDrC6Klxwab04vWHlvaM0wTYWFVNrpNzqiLBn0DLrg8fpSG7t1l+Wr4A0G09do5QXmsMpQBcMcvgXAkwxom2PFOzMiLkBvPFUWsNTu8UMuHL5KoZCLwKIozXDS0m+EP0BmL2skLLUp2TcDGfEwGPFkAikVViRbTS7T435bmhOZn0ahvM+OBV3fgnx/uQ55ejrOOKx32HKlYgPICNWoz0JjPZHVj9yEjls3OJy7jI5iCLDnUchGKY+gMhMzB5/EwrTC5ynCrwws+jxoWg0ogsJCrNWEYbJn20IZ8LGX5KtAAmhNwKSdSJlGUo4BcIsCBUcRe7Atlyu042JfQdnY39KPf6sbKhYWYGupAT2Iv4sMKyjkJRF5ka6WgMOjYIRCOdDr7HRFRFKyox+Yo95pdUEiFw8QGVnxjzy+n24eDrWbMrRgUfVcuLEKWWoKXPmEWzOLlCuZnyWNGXtSEJoBsfnIsqkq0uPn82eg2ObFlXw9OmJuPv1y3GFedNSPpTMMjhWmhLOD6NjMOtAyABjBjytg37lgQJ/aiKdSwkROUw3oeeLxj51Bm7xHpzk8mECYirLOYHe/Ei7wAmOam4bi9fni8gagOZR6Pgloh4hxi+5sGIOBTaY+SYUkkNmm8cHv9pCHfCFx4UjlsTh/+t6Ul7vOsDi96Bpxo77WjsdOKfc0mPPVeDf7y+k6YrG5ceUYV7rvymJiVILPKdGjttSeVw5oI3+/pBGjghLn5ad0uYWIhFQvw2M1LsXB6ck0XCemhqkSLngFXwpXhZrsHKjmzuEkgRIMs9RKG0dJjg1ohiprnBjAOZQBo7LKO2BSEHWzE2hYA8CgKlcXaUeUo728egEougkjAwxtfNeDeKxeCz4u9XvL1jjboVWLMrcgCBQoSER+HO6xYUn30NXLoNjnhcPtQnh9/8t8z4AQFJOROFAn50KslR3xjPp8/AKGATHAIQKfRgfKCwXNIr5ZALhGgpdsKoAB9ZtcwdzIAKKRCyCUCTlDe22hCIEhj3tTBck+hgIefnDQV/1hbCwAxIy+YxxTYWNsFmqaHZU3uOWSEQSNBnn7kKoOZU3S4/6pjIRELiMsUzD0sRydDfasZaoUYUrGAE27HEpVchMoiDbYf7MW5y6ZE/MbNXTYIBTxOFNKpxFDLRWjstGBq6Ngci4gOmUSIi1dUYOY4CO4EwljDOovZ8U6sXFBOUB7iULaEsuljVfJpFCIuv35/symjUTtZKglEAl7MKpfxhHEok/FWPEpzVThuZg6+2NaGE+flRx2vf7SpCWs3NA37u0TEx5rlZTj1mKIRFx6rp+jx3vpG1DaZcPys9Myb/IEg1u/pRHWZPupYiUAgpAeuMrxlAMdV5474fIvDS+YBhLgQhzJhGC09tpjuZIARQIqyFdhZbxxxW4kGuVcVa2C0uGFMIXYiSNPY32zCzFItfnLSVLT32fF9nAyxtl476lrNOHlBIfg8Hng8Jhf6aHQo9w448eCrO/DQqzuxs74v/nPNLuhUkoQ7bOfqZUe0oPzl9jbc/PgGNCWYJ04YHU63H395bQfqwxqjTRQ83gCMFjfyw4RaiqJQmqvkHMp95tgNLbO1Ui7yYvchI5QyIcryVRHPWVBpwLRCNaRiftxFnXyDHB5vAE1dtoi/e30B1LUMYHZ5VsJNjUhkQSTTCtVoaLdgX5MplCM5PkOoY6qy0dXvHOYibO6yojhbwZUKcz0POq2DGcpjJMicekxR3IUPAuFIQSziQyLic4uCsTKUuciLIQ5l1n0cLfICYHKUzXYPrE4vWnvtIxo5RgOPRyFXL0MnibyYtJx/QjkoCnh/feOwx2ob+/HhhibMn2bAVWdOxw3nVuNXF8zG7RfPxcO/XILVS0oTqmIpylFAJRNiX1P6cpT3HOqHxe7FifOIO5lAyCRF2QrIxIKEo0YtdiIoE+JDBGVCBF5fAF1GZ1xBGQCOn5WHpi4r2vvscZ+XqKA8PdR19EAKOcrtvXbYnD7MKNVhQaUBVcUafLChCXZX9AZ9X21vg0jAw7LZg4OW8nw12vrsXFnw0YDD7cPj79SApmkU5yjw7Npa1ByOvUjQY4otiEUjVydDj8k1KZsdOtw+HIxzLO45ZMSbXzfA6w/ii21tY7hnRy9b9nWjvt0yYinneMBOvofGQZTkqtDR54DHG0C/xQODRhL19dlaGXoGXPAHgqg53I855VlcdAYLRVG4Yc0s3H/dkmGPhbOg0gCtUox/flgbcQ2sax2A1x/EnBHiLgixmVakgdPjR7/VPS75ySzzK7NBUcD2sNiLYJBGS4+da8jHUpavQs+ACyYr0/RxLCIvCISjDbVCjECQGevEctHGirzgxsmxHMpKMcw2Dw40M2OSmRkUlAHmPtY1IR3KJPIiEXQqCU49pghb9/egsXPQ8GCyuvH8uv3IN8hxzeoZOH5WHhZWZWPO1CxML9UllY/KoyjMnKJHbZMJwThjfJqmseNgX0JGgO92tUOnEmNOnB4PBAJh9PB4FCqLNYkLyg5v3EpzAoEIyoQI9jUzg4OpI2QfLp6ZAz6PwsaarrjPs9iZIHf5CAOV/Cw5VDIh6lrMye4yt0I+c4oOFEXh4hUVcLh9+Gjj8JIum9OLrft7sKQ6N2LwVF6gAk3jqHGb+gNBPPP+XvSZXbj5/Nn47cVzUWhQ4On3a7G/ObrjoHfAmVB+MkueTgaPL5BwRtNE4o2vGvDX/+7Cq58fhD8QjHisvdeOf360D0XZCpw4Nx/b63on5WcM54f9PXj184Nxn9PcbcUjb+6C0x19oSYZXB7/sO81HjRN49tdHQAYh00qlQyZhC0PHiool+Yyjfn2HDYiSNMwxHAWZ2uk6Le6sb95AC6PH/Mqok+oVHIRKkviiwkqmQg3rKmG2e7BPz+sRSDIfM97DvVDLOSjsliT5KcjsFQWabj/zrSoEw91KPYiPEe5y+SExxcYFsPB5iizvQUkRFAmENKOJmSaEAl4MZuJSWMIymychSbGhF2jEMPh9mPPISNkYxC1k6+Xo9/qSbmxW6YgkReJc8biEqhkQrz1TQNomoY/EMQ/P9oHXyCIG86tTsvCYnWZDnaXj+u7M5Q+swuPvb0Hz3ywF4+/swdGS+xxW8+AE/uaB7B8Tn7cBXMCgZAeqoq16DO7uYbhsQgGadicxKFMiA8RlAkRbK7thkom5BzDsVDJRJhbkYUt+7rjCkMWR2JB7hRFoapEi7rWgaQdrfuaTSgwyLnBeHGOEifMLcA3OzsiSoJdHj8++7EVPn8QKxYURmyjjG3M13nkx17QNI1XPjuIulYzfnHGdEwr0kAmEeK2i+ciVyfFk+/WDHPn2l0+ONx+ZGtHzl5lydUxz51ssRdOtx/b63ph0Ejw7a4OPPLGLlhDDiKLw4sn3q2BVMTHry6Yg9MXlyBI0/hmZ/s473Xq0DSND75vxLe7OtDaE31iAACfbm3F/uYBbKrtHtX7ub1+3P38Vtz9/FZsrOniBM94NLRb0Gl04JylUwAKWL8ndqTNeNDZ7wCfRw1z8JeEJv6skzRe5AVNA1/vaIdQwMOMUYqV5flqXHZqJfY3D+C97xpB0zRqDhsxo1RLMr9HgV4tgVYphl4lTqpaIxMsZGMvQlVCbJPcoQ7l0jwVKAwKymMVeUEgHE2w7uJYDfnCH3MNy1D2QMCnII+Rvcw269tZ34fpJdqMC25sVM1EM1iQyIvEkYoFOHdZGRraLdhZ34f3v2/EoXYLrjitCnn69EQRMSYe4JkP9uLNrxtwqN2CIE0jEAzisx9a8ft//4CGDgvWLJsCGsBLn9RFdTOzY1AeRUVUjhIIhMwxryILPIoascrW6vSCpmNX0BAIABGUCWHYXT7sOWTEohm5MR0W4SybnQeb04c9h/pjPieZIPeqYi0GbB4uhy4RvL4A6tssw9xi5y6bAomIj399tA/PvL8Xd/xzM2587Ht8urUVs8r0KDAoIp6vkAqRq5PhcMfEGkBngk+2tmDj3i6cfXxpRBi/QirEbRfPg14twePv1uCtrw7icIcFgWCQW8FMKvIiNGidbILyDwd64PUHcf051bj27Blo6rbhT//ZhkPtFjz9Xg1sTi9uuWA2tEoxDBop5lUYsH53J7y+yRmXUt9mRm/o990Qo+LA7vJhVwOTsb1+d+eoYkzW7+6ExeGFWMjHi58cwB9e+BHb6nrjlk1+t6sDUrEApx1bjDnlWdhQ05WUwznTdBmdyNXLhmXqZoUa89UcZq6RsRrNsOfV3sZ+zCjRpkX0WzYnHyfPL8BnP7bi/e8b0W/1YDaJuxgVFEXhwpPKceFJUxPOoc4UC6YZQAGcS7m52waxkI88XeSin1QsQH6WHEZLKPKCCMoEQtph84/jCcoCPg8iIS+qQ1ktF8W8pmiVzLa9/uCYRO3MmKKDXCLAd6GqoImAzx9EIEgTh3ISLJuTh/wsOf7z2UF89kMrTppfgEUzctK2fZVMhJvPm41CgwJf72jHg6/twG1Pb8K9L27D298ewoxSHR64ehFWHz8FF500FQdaBqIeU+s2NePHA704e2kpd6wTCITMkqWR4vhZuVi/u4OLRIsG1zQ2RsY/gQAQQZkQxra6XvgDNJYk0PETYFanNQoRNtbEdgtakwhyr2JzlFsSz1FuaLfAHwgOc/SpZCKcf2I52nrtaO+zoyRHiTXLy3DLBbNxw5rqqNsqL1DhUIdlUmb+JoI/EMT73x/Ge+sbsWhGDuP2HIJaLsJvL56HIoMCr31ahwde3YGbH9+Alz6pA5CcoKxRiCAW8dHdP7kE5Y01nSg0yFGaq8TiGbm4+2cLAAAPvrYDhzutuGb1DJTmDroAT1lYCLvLh637e8Zrl0fFxr1dkIj4mDs1C1v3dcPnHy6Mb6nthj9A45SFReg0OtDQnpqT3+cP4rMfWzG9RIs/XXUsblwzCxRF4dm1tbj/P9u5LMlwrE4vth/sxfHVuRCL+Dhhbj6sDi92N4zcFHSs6DQ6kB/F9UNRFEpylfD6gxDwqZglzeHO/7kx4i5S4eIVFZhWqOZyp2eTbMJRs3hGLo6dnr5JeaqoFWJMK9Jg+0Fmoae5y4qSHEVU9+KUsAaPJEOZQEg/mgQcygCTozw8Q9kTN58y/L4xY0rmo3bEQj6Wz8nHznoj+i2xhYZESNfCr9vLfGdEUE4cPo+Hn5w0FXaXDyW5Slx8ckXa32NuRRZ+feEcPHHLMlx79gxUFKrB51G44dxq3Hz+LOhUTN+IE+bmY+YUHd7+9hDXgBhgxpZrNzZhSXUuVi8pTfv+EQiE2Kw+vhQ0DXy8uTnmcyyOUNNY4lAmxIEIygSOLbXdKMiSozhHMfKTwQxWjp+Vh5rG/pgZsmaHN+GLUI5WCq1SnHBIPMDkJwv4VES2JctJ8wrw/O9OxEPXHYcb1szC6iWlmDs1K+aEujxfDbvLFzVPyOMLTHih2eH2oa3XHtXp2Wl04IFXd+DjzS04flYufnFGVVw3zN2XLcBrfzwNvzy3Gotn5MDnD0CrFCeVoUxRFHK1sknlUG7vtaOpy4Zls/O576ckV4k//PwYLKg04GenTsOCyuyI10wr0qA4W4Evt7VN+GNkKC6PH9vr+nDs9GysWFgIh9uPHfV9Ec+haRrf13SiNFeJ85aXQSoW4LvdqTmXNtV2wWL34szjSkBRFBZUGvCnXxyLq86cjk6jA/9et2/Y8buppgv+AI0T5hUAAGaV6aFXiblM5fHG4wugz+walp/MwsZeZKmlMUuVVTIh5xydOzV9oq+Az8Mv18yCVinGlDwlcf8cYSysykan0YG2Xjtae4c35GMpCwnKFJiMVwKBkF7Yca5MHF/wlIoFcA6LvIhvvGAFZb1KguwYVS7p5qT5BaBB45tdycV5BWkazd1W/G9LMx7+707c8Oh6PPjaDlidwxeLk8EdaphNKiySY1aZDjeuqcavL5gNYQav/TKJAItn5OKGNbPwx18ci4VV2RFzDIqicOXpVeDzKLz4vwMI0jQOtg7gpU8PoKpYgytOjz0nIRAImSFLLcXyOfnYUNMVM0uZdShrSIYyIQ5kZkEAwDREONRhwZLq3KRu6ktn5YGmgc21w0vlB4PcExMxKIpCVbEGdS2J5yjvazZhaoE65iBzaAl6PMoLQjnKQ2IvjBYXfvvMJrz+ZX3C2xorXB4/tuzrxhPv7MGvn9yIe1/8Ebc9swmvfH4QtU398PmD+HpHO/748jb0W9y4cU01rjpzRkI5qmqFGMdUZePy06rw0HXH4ZEbliSdv5qXJUNzt41zl0x0vq/phIBPRUSBAEwztBvXzMLJ8wuHvYaiKKxcWIQOoyMpd/1EYHtdLzy+AJbOzsf0Ei2y1BJs2BN5Ljd12dDR58DyOfkQi/hYMjMX2+t6YUtyghgIBvHp1hZMyVNGZLTzeBSOn5WHS0+Zhn3NA5ybFmAmp9/t7kBlkYbLdeTxKCyfk48DLQPomQCLFd39TtAYzJ0cSkkOIyjHirsAmGMoXy9DeYEq7Z2U1XIR/vDzhbj5/Nlp3S5h/FlYycRefLixCT5/MGazLrYxn1jEJ5N2AiEDJBJ5AQB5ejl21ffhpU8OcCKr2e6JWb0CAHKJAFIxH9VlujE7f7PUUsyvMOD73Z3wJBjntXVfN3795Eb86eXteG99IxxuP5bOykNLtw0PvrojwpmaLKygLCUZyknBLNxnp31ckQo6lQSXrJyG+nYL3vy6AU+/vxdZailuWDMroZhFAoGQfs5aUgqKorBuU3PUx82hylHiUCbEg1zBCQAYdzIFYPHMxOIuWHJ0MkwrVGNjTdcwEdiWQpB7VYkWVqcPnaFmesEgjfZeO2oO9w8rnbM4vGjrtWNmmkoAC7LkkIj4OBTWmI+mabz8aR0cbj++2dmB2sbYedFjBU3TONBswrNra3HrUxvxr3X70dZnxykLi3DlGVWYWqDG5touPPrWHtz42Pd4/ct6VBUzEQND3bXJkMpE5uT5TBzEujjlNBMFnz+ILbXdmFthgEIqTOq1i2ZkQykT4ssRmhtMNDbu7UKuTobyfBV4FIWls/JwoGUgYqV6Q00nRAIeV+Z/wrx8+AM0Nu1Nrjnftrpe9JndOPO40qjH0rLZeVg8IwdrNzRyTSH3N5nQZ3bjxJA7mXvunHzwKArrd49/c77OfuZalRdDUGZFPoNGEnc71509E788J3ocz2hRK8RxBQvC5EStEKOiSIOdoaqCKTEcygUGOURCHom7IBAyRCJN+QDgqjOn49Rji7C5tht3PbcVX/zYCofbH3ecTFEU7rhkPs4/oTyt+zwSK0NVSz8kEOf144Ee/Ovj/cjVyXDN6hl47Oal+OMvjsXlp1Xh9ovnweHy4YFXd6Tc6I9EXhwZLKnOxdypWfhqezsoisKvL5yd9HibQCCkD61SjBPn5WNzbXdUk47V7oVMLCANvQlxIUu9BARpGptruzGjVJtSSfTS2fl48ZMDaGi3YFpY9ASbh5pohjIATC9mnIvvfHcYgSCNxk4LXB7GmXDczFxcddZ08EJi1IFmEwCkTVDm8ShMyVPhcMegoLx+Tyf2Nw/g4hUVWL+7Ay99Wof7rzoWMsnYD4Ccbh821Xbj250d6DY5oZAKsXR2HhbNyEF5gZr7XpbNzofXF8D+5gHsbexHSa4Sy2bnjYszbWqBGktn5eGLH9twfHVezFiAicDuQ0Y43H4sn52X9GuFAj5OmleAdZua0WNyImdIY6yJSLfJiYZ2Cy44sZw7NpbOzsOHG5uwsaYLa5aXweMN4If9PVhYlQ1ZqAN9oUGBqYVqrN/dgVXHFiV0XAVpGv/b0oL8LHnMjGCKonDZqko0ddvw3Ef7cN8vjsW3uzqglAkxf5oh4rkahRjzKrKwcS+zn+ku5bQ6vXj3u8OoOWREfpYcpXkqlOYqMSVPhSy1JOIzdxod4POomHEwBo0US6pzR1zMCc9RJhAS5ZiqbNS3mSEVC2CIcQzyeTyU5qpgtkePpiIQCKODXbAbSVCWigW46OQKLJudjze+qseb3xyKeH0sinOiVx9kkmlFGhRlK/DV9ra4Y8gdB/vw/Ef7UVGowa0XzhlWMTi1UI27L1uAx97eg7/+dyeuP6d6xGgno9kFqUQAeWiszTqUJcShPKmhKAo/P60S/C8onLaomIx7CIQJwJmLS/D97k58uKkJ166eGfEYk/FP3MmE+BCHMgGH2i0wWtxYUp28kAYAC6sMEIv42FgTWSpvZjuDJuGMy9JIkZ8lx97D/bDYvVg0IxdXnzUdZx5Xgi37uvHW14c4J/S+JhMUUmFaB9rlBWq09zrg8QZgtLjw1jeHML1Ei5ULC3H1WTNgsXvxxtcNaXu/RDBZ3Xj1i4P4zTOb8MZXDZBLBLj6rOn4+41L8LNTK1FRqOHEZBaRkI+5FVm4bFUlls/JH9cy5wtOLIdYyMfrX9ZP6IzhDXs6oVOJhzV4TJST5hWAx6PwRZIuZY83gLe+acBHm5qGZStmkk17u0BRzEINi04lwcwyHTbu7UIwSGP7wV64vQEsGyKynzg3Hz0DLtQlGPFRc6gfHX0OnLG4eNixGo5ULMAvz5kJu8uPp9/fi92HjFg2Oz+qYHzivALYXT7sONib4CcemWCQxrc723H3c1uxpbYb04q18PgC+Gp7G/754T7c8c8tePC1HRG54J1GB7K10pglmxRF4eqzZkTEfBAI6WJBKPaiNFcZ99y64MRyXHTS1LHbMQLhKEIuEXCLjomQnyXHby6aixvXzMLMUi3XlHoiQVEUVi4oRHufAwdbzVGfU3PYiH9+WIspeUr86oLZMePn8vRy/N9lC5Cnl+Op92rw2Q+tUceDNE3jf1uaccc/t+DWpzbimff3YsfBPthdPgDEoXwkoFaIceN5s7iYQQKBML6oFWKcvKAQP+zrQUeoQpzF7Iif8U8gAMShTACTfywW8oe5ABNFIhLg2Kps/HigF2ctKeFWnLnOoEleiP7vsgWgaXCOSIAZZHp8AXy5vQ1KmRBnHleCfc0mTC/Rxp1EJ0t5vgpBmkZTF9NUBDRw5elV4FGMe/mM44rx8eYWLKjMjuqw8AeC6BlwodPoQEefHQM2D06cVxBzkmE0u/Cfz+oAisL8iizMrTBwLvF+ixv/29qCDXuYsv7jZuZixYJCrsnXZEElF2HN8jK8/mU9th/swzFVqcduZIp+ixv7mkw4a0lpzMZpI6FWiLFsTj6+3dWBHK0Upx5bPOJrWrpt+OdH+9BrYnJ4v/ixDasWFWPlgsIRnU6jIRhkqhJmlemHVSUsn52Pf6ytRW2TCRv2dCJHK42oPACAhZXZeOOrBny3uxPTRxDg2QlillrCxWbEozhHiUtWVuCVzw+CAtMdPBrTS7UwaCT4cns7qsv0Mcsmff4gGjstcLr98PgCof8x8TlSER9SsQBSsQD+QBBrNzShpceG6SVaXHrKNM5R7/MH0WG0o77VjHWbm3Hviz/ighPKsWJhITqNDhRmJ9bIlEBINxqFGKuPLx1xYXUqmbwTCBmDoij84Ypjkn7NgkoDFlSmNvYeCxbNyME73x3Gl9vbhone+5tNePr9WhQaFLj1J3NGHLOoFWLccck8vPDxAbz97SE0dlpw5RnTudf5/AG8/OlBbNnXjWOqsqFRiPHDgR7sqO8DO8wngjKBQCCkn9MXFePbXR146ZMDOPv4KZg5RQs+jwer3Ysp+YktlBKOXoigfJTj9QWwra4PCyoNo+qevHJhEX6s68U9//4Rpy8qxhnHlcAairxQJSkoRxuUUhSFi1dUwOHy4f3vG2F3+WC2e9MWd8HCrpi/8XUD2nrtuOzUacgKa6a1eskU7G4w4j+f1mHq1YugkAphtnuwra4X2+p60dRpRSDIuC4oME7hLfu6cckp03DCEKfwwdYBPPNBLYJBGkqZEK9+UY9Xv6jHlDwlcrQybKtjnJfL5uTjjMXFyFKPTXfvTHDSvAJsqOnEm183YFaZbtRliz5/ADvrjWjtsUEi4kMiFkAqYhrXeHwB2Jw+WJ1e2Jw+BIM0llTnYnqJNqZTe1NtF2gwkQ+j4ZKVFbC7fHjzm0PwBYI487jSqM8L0jS++LEN760/DJVchN/+dB5kYgHWbmjEB9834sttbThlYSHy9Eyut1jEh0QkgF4lTjpuJRAMgqKoiIWXfc0mDNg8+OmKimHPn1uRBaVMiLUbGtHcbcP5J5QN+95EQj6On5WHr3e0wxJavfYHgug0OtDWa4fXF0AgSCMYpGFxenG404rLTp2WcOOVE+bmo7PfAToYu5kdj6Jw+qISvPL5Qdz2zCYsmp6Dk+Yzizc0TeNwpxVbarvx44EeOBJ0fmsUIlx/zkwcM6RDuVDARAaU5qpwzPQc/OezOrzxdQN21Peh1+zCohkjC+UEQqY4d1nZeO8CgUA4AhEJ+Thhbj4+2dqCPrMLSpkQuxuM2Lq/B7WNJuRnyXDbxXMTHpdIRALcsKYan/3Yine/O4wOowM3rpkFuVSIp9+rweFOK9Ysm8I1ivrJyeU40DyAzfu6YbJ6JkRzOQKBQDjSUMpEuGRFBd7+9hAef2cPVDIhjpmeA7PdQxzKhBFJSNVZt24dnn32Wfh8PlxxxRW49NJLIx4/cOAA7rnnHtjtdixcuBB//OMfIRCkX6sOBmnUNvVj/e5O9Fvd0IQaDWkUImiVYkwr0iBPHz2j1R8I4lC7BQN2D3z+IHz+ILz+AGgayA7FLMQrW2bx+AKobzOjx+REtlaKPL0cerUkbS5Zq9OLth47NEoxslSSlEVenz+AQx1WuD1+8PkUeDwKfIoCn8/jBDiJiI99TSa4PH4sqU6uGd9QirIVePCaxXjnu0NYt7kZm2u7oFVKIBXz09YIiEdRuPKM6XC4/VyswIzS9JYJKqRC5OhkaOu1Y3qJFicMaQYmFPBw9VkzcP9/tuMfH+wFABxsNYMG8x2cekwRCgxyFGQpkKeXweML4Pl1+/HKZwdxuN2Cn62qhFjIx3e7O/D6F/UwaKS45YLZyNFK0dXvxK6GPuxqMGJnQx+Wz8nHGYtLoFfHb+Y1GeDxKPzs1Eo8+OoOrNvUjAtTLL1u77Xj+z2d2LKvGw63H3wexQn4Q+HzKChlQvj8QWyu7UZJjhKrFhXhmKps8HnMee5w+9DWY8eGPV2YXqKNKV4mioDPw3Vnz4CAT+G99Y3w+YM4Z+kUTpwM0jRaum14f/1h7GsewLyKLFx5xnTOXfurC+egsdOKtRsb8cGGpmHbFwl4WD43H6cvKomZdx6kmUaW+5sHsL/FhPo2M0QCPmaX6zFnahaqp+iwoaYLCqkwap6xgM/DkupcfP5jG3gUheNnRRfZT5ibjy+2teGfa2vhDwbR2mOHzx+M+twstSQpsZ6iKFyyctqIzztxXgHK8lX4blcHtuzrwca9XSjJVcLl8aN3wAWRgIf50ww4Zno2dEoJ15iMva66PH64PAG4PH54/QFMLVCPuNihVYrxqwtmY+PeLrz5dQNoGjHvOwQCgUAgTGZOmleAT7e24vF39qDf6obXF4ROJcaqY4tw2qLipJuqUaHF4NJcFZ77sBb3v7IdMrEADpcPN5xbjYVhVWx8Hg/VZXpUl+nT/bEIBAKBEMayOflYPDMXtY392LKvG+t3d8IfCEKXQn8twtEFRY8QatrT04Of/vSneP/99yESiXDxxRfj0UcfxdSpg4LQWWedhT//+c+YO3cu7r77blRXV+OSSy5JeCf6++3weP1o6rKhsdMKHsVkeerVEuhUEtA0jY01XZyQrJKLUJKjhMXhgdnuhc3hBfshcrRSzK3IwtypWcjWylDb2I+aw/3Y12zimjrEgs+jkKuTIUcng1Yphk4phlYphlImQkuPDfuaTGhoN8MfiPzKRAIecnUyiEV8rpza6wvA5w9CKOBBJOBBJGSEVZVchCl5SpTlqVCap4JULIDN6cXO+j5sq+tFXYsZwbCfRCkTIkstgUQkgC8QRCAQhM9Pg6ZpGDRSFGbLUWhQoCBLDoqisK/JhNomEw62DsAbQ9wZilYpxt9+uSTlUv+h1LeZ8fqX9WjrtSNHJ8ND1y5Oy3ZZPL4AHn97D3yBIO65fGFatw0AL396AD/s78Wfrjo2psC4blMTPtjQhFydDMdOz8ax03NiNpwLBml8tKkJH21qRqFBgbJ8Jb7f04XqMh2uP7s6ItpjImEwKNHXZ0vrNl/83wFs2deN0xcXw+cPwuUJwO31w+cPQsBnzhWhgAeBgAeaZvKF3b4APN4ABmwetPfZIeBTmD/NgGVz8jG9RItgkIbbGwiJg36IhXwoZUJIxQJQFAWfP4DNtd34/Mc2dJuc0KskKMpWoK3Xjn6rGwBAUcDN588esVFMogSDNF7+tA4b93bhtEXFKM1VouZwP2ob+2F1+iAU8HDxigqcODd2vrXJ6obD7Q99B364PQHsOWzEltoe8HjA0ll5OH1xCUQCHpq6bWjptqG5y4rDnVYubzBPL8P0Ei1cHj9qDvdzIjxNAyfPL8Alp0QXbTuNDtzz7x8wd2oWbrlgdszP+cQ7e1DXakZJjgKleSpMyVOhJFcJqVgAPo9xRfN5FIQCXtquL7Fwuv3Ysq8bG2u6IBXzsaQ6DwsqDRmNDum3uLFlXzdOOaYobQtnI5GJ85JAIIwecm4SjlRe/OQAdtX34ZjpOVg8IwdTC9VpMdIM2Dx4dm0tTDY3bj5vdkYi3ch5SSBMTMi5ObFxun2oazVjeok2o3MpwsSBx6Og1ycf4ziioPzBBx9g27ZtePDBBwEAzzzzDGiaxk033QQA6OjowM9//nN89dVXAIDt27fjySefxCuvvJLwTjzx5k7sa+pHIBC/YdfUAjUWz8zlcl1YAsEgzDYPDrZZsL/ZhMMdlgjXolohRlWxBlUlWuRopBAIeBDyGdEKAIxmN3oGnOgxudAz4ITJ6obZ7oXbG1kmnauXY1qhGtOKNMjVy2CyutE74ELPgAu9Ay74/QGIhHyIhHwIQ+/hCwQ5R7TPH4DJ5kG/JSRigRHOB2weBGkaerUEc8qzUF6ggsPlx4DNDZPNgwGrG94ADQGPAo9PQRhyUfeZXTCa3RECNMA0tqss0mBakQYqmQiBICNAB4JB+AM0vGE5om6PH1PyVQk3EkmUYDCI7Qf7IBMLUV2W3lgKgMllDdJ0xHGQLhjHog86VWxnME3TMNs90CjECTe8q2s1482v6uH0+Dn3caZFttGg1yvQ329P6zbtLh8efWs37C4fhEIeJEIBxCI+BHweAoEg/P4gd87wKAoiER9iIQ8iAR8SER8zSnWYP82QkggfpGkcaBnAxj2dsLl8yNPLkZ8lR75ejvwsGZSy9Jb0BGkaazc0Yeu+bgCATCzAtGItqoo1qCzSQJ6kq4fFZHXju92d2FbXE3HNpABk62QoMshRXqDG1EJNRJlSMBhES48dB5oH0NZrw/knlseNUfnxQA9K81TIjuPapmkaNJDWHHNCfDJxXhIIhNFDzk3CkQxN0xlp8EzTzByFl4HxPEDOSwJhokLOTQJhYsHjUdBqk6+6HVFQfu655+B0OnHrrbcCAN555x3U1NTg/vvvBwDs2rULDz/8MN544w0AQEtLC6699lp8/vnnSe8MgUAgEAgEAoFAIBAIBAKBQCAQJi4jLgdH05vDV6hHepxAIBAIBAKBQCAQCAQCgUAgEAhHBiMKyjk5OTAajdy/e3t7kZ2dHfPxvr6+iMcJBAKBQCAQCAQCgUAgEAgEAoFwZDCioLxkyRJs2bIFJpMJLpcLX3zxBZYvX849XlBQALFYjB07dgAA1q5dG/E4gUAgEAgEAoFAIBAIBAKBQCAQjgxGzFAGgHXr1uG5556Dz+fDBRdcgGuuuQbXXHMNbrnlFsyaNQt1dXW455574HA4MGPGDDz00EMQidLb4IpAIBAIBAKBQCAQCAQCgUAgEAjjS0KCMoFAIBAIBAKBQCAQCAQCgUAgEAgjRl4QCAQCgUAgEAgEAoFAIBAIBAKBABBBmUAgEAgEAoFAIBAIBAKBQCAQCAlCBGUCgUAgEAgEAoFAIBAIBAKBQCAkBBGUCQQCgUAgEAgEAoFAIBAIBAKBkBDjKiivW7cOZ5xxBk455RS8/vrr47krBAIhxOWXX44zzzwT55xzDs455xzs2bNnvHeJQDhqsdvtOOuss9De3g4A2Lx5M1avXo1TTz0Vjz322DjvHYFw9DL03Lzrrrtw6qmncvfOL7/8cpz3kEA4unj66adx5pln4swzz8TDDz8MgNwzCYSJQLRzk9wzCYTx5YknnsAZZ5yBM888Ey+99BKA1O6ZgkzuZDx6enrw2GOP4f3334dIJMLFF1+MRYsWYerUqeO1SwTCUQ9N02hsbMR3330HgWDcLg8EAgHAnj17cM8996C5uRkA4Ha7cffdd+PVV19FXl4errvuOqxfvx4nnHDC+O4ogXCUMfTcBIDa2lq89tpryM7OHr8dIxCOUjZv3oyNGzfigw8+AEVRuPrqq/Hxxx/jkUceIfdMAmEciXZufvnll+SeSSCMIz/++CO2bt2Kjz76CH6/H2eccQaOO+64lOaZ4+ZQ3rx5MxYvXgyNRgOZTIZVq1bhs88+G6/dIRAIABobG0FRFK655hqcffbZeO2118Z7lwiEo5a3334b9957LzfYrqmpQUlJCYqKiiAQCLB69Wpy3yQQxoGh56bT6URnZyd+//vfY/Xq1XjyyScRDAbHeS8JhKMHg8GAO++8EyKRCEKhEOXl5Whubib3TAJhnIl2bnZ2dpJ7JoEwjhx77LF45ZVXIBAI0N/fj0AgAKvVmtI9c9wE5d7eXhgMBu7f2dnZ6OnpGa/dIRAIAKxWK4477jg888wzePnll/Hmm29i06ZN471bBMJRyQMPPICFCxdy/yb3TQJhYjD03Ozv78fixYvx4IMP4u2338b27dvx7rvvjuMeEghHFxUVFZg7dy4AoLm5GZ988gkoiiL3TAJhnIl2bi5btozcMwmEcUYoFOLJJ5/EmWeeieOOOy7leea4Cco0TQ/7G0VR47AnBAKBZd68eXj44Ychk8mg0+lwwQUXYP369eO9WwQCAeS+SSBMVIqKivDMM89Ar9dDKpXisssuI/dOAmEcaGhowC9+8QvccccdKC4uHvY4uWcSCOND+LlZVlZG7pkEwgTglltuwZYtW9DV1RUR48aSyD1z3ATlnJwcGI1G7t+9vb0kQ4dAGGe2b9+OLVu2cP+maZpkKRMIEwRy3yQQJiYHDx7E559/zv2b3DsJhLFnx44duOKKK3DbbbdhzZo15J5JIEwQhp6b5J5JIIwvhw8fxoEDBwAAUqkUp556Kn744YeU7pnjJigvWbIEW7ZsgclkgsvlwhdffIHly5eP1+4QCAQANpsNDz/8MDweD+x2Oz744AOccsop/9/O/btktcdxAH9HlgVNEYhEzS79+gtEh4foeYogB3XIzYJyaBAcwiElHFzEoSlaC6JAok1wchEEB8GlQgjEpXoahOd5ynM3h3u73MfrreOl12s6nLO8z3D4wPt8+ZQdC0hy6dKlfPjwIZubm/n+/XvevHljbsIhUBRFHj9+nHq9nlarlRcvXpid8AttbW3l3r17mZ2dTbVaTWJmwmHwo2/TzIRyffz4MQ8fPkyz2Uyz2czi4mIGBwf/1cws7VdQV1dXHjx4kNu3b6fVamVgYCAXL14sKw6QpK+vL2tra7l582Z2d3czPDycK1eulB0LSNLZ2ZmZmZmMjY2l0Wikt7c3V69eLTsW/PZ6enoyOjqaoaGhfPv2LZVKJbVarexY8Nt4+vRpGo1GZmZm9u4NDg6amVCyv/s2zUwoT29v717nc/To0VQqlVSr1Zw+fXrfM/NI8aOljAAAAAAA8CelrbwAAAAAAOD/RaEMAAAAAEBbFMoAAAAAALRFoQwAAAAAQFsUygAAAAAAtKWj7AAAAHBYTE9PZ2VlJUny7t27nD17NidOnMj79+9z//793Llzp+SEAABQriNFURRlhwAAgMOmv78/c3NzuXDhQtlRAADg0HBCGQAA/sH8/Hw+f/6cycnJ9Pf3p1arZWlpKV++fMnY2FhWV1ezvr6ejo6OPHnyJF1dXdne3s6jR4+ytbWVVquVarWau3fvlv0qAABwIHYoAwDAPjUajSwsLGRiYiKTk5MZGRnJwsJCuru78/r16yTJ+Ph4bt26lVevXuXly5dZXl7O27dvS04OAAAH44QyAADsU6VSSZKcO3cuZ86cSU9PT5Lk/Pnzqdfr2dnZycrKSur1eubm5pIkOzs72djYyLVr10rLDQAAB6VQBgCAfTp+/Pje9bFjx/7yfHd3N0VR5Pnz5zl58mSS5NOnT+ns7PxlGQEA4Gew8gIAAP5jp06dyuXLl/Ps2bMkydevXzM0NJTFxcWSkwEAwME4oQwAAD/B7Oxspqamcv369TSbzdRqtdy4caPsWAAAcCBHiqIoyg4BAAAAAMDhZ+UFAAAAAABtUSgDAAAAANAWhTIAAAAAAG1RKAMAAAAA0BaFMgAAAAAAbVEoAwAAAADQFoUyAAAAAABtUSgDAAAAANCWPwAegV7XiNBDfAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(probs_vggvox_v2, 'speaker-overlap vggvox-v2', \n", " yaxis = True, ax = ax[1])\n", "malaya_speech.extra.visualization.plot_classification(probs_quantized_vggvox_v2, \n", " 'speaker-overlap quantized vggvox-v2', \n", " yaxis = True, ax = ax[2])\n", "fig.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }