{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "Tce3stUlHN0L" }, "source": [ "##### Copyright 2020 The TensorFlow IO Authors." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "cellView": "form", "execution": { "iopub.execute_input": "2020-11-12T02:19:16.025281Z", "iopub.status.busy": "2020-11-12T02:19:16.024712Z", "iopub.status.idle": "2020-11-12T02:19:16.026500Z", "shell.execute_reply": "2020-11-12T02:19:16.026855Z" }, "id": "tuOe1ymfHZPu" }, "outputs": [], "source": [ "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n", "# you may not use this file except in compliance with the License.\n", "# You may obtain a copy of the License at\n", "#\n", "# https://www.apache.org/licenses/LICENSE-2.0\n", "#\n", "# Unless required by applicable law or agreed to in writing, software\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", "# See the License for the specific language governing permissions and\n", "# limitations under the License." ] }, { "cell_type": "markdown", "metadata": { "id": "qFdPvlXBOdUN" }, "source": [ "# 오디오 데이터 준비 및 증강" ] }, { "cell_type": "markdown", "metadata": { "id": "MfBg1C5NB3X0" }, "source": [ "\n", " \n", " \n", " \n", " \n", "
TensorFlow.org에서 보기Google Colab에서 실행하기GitHub에서소스 보기노트북 다운로드하기
" ] }, { "cell_type": "markdown", "metadata": { "id": "xHxb-dlhMIzW" }, "source": [ "## 개요\n", "\n", "자동 음성 인식의 가장 큰 문제 중 하나는 오디오 데이터를 준비하고 증강시키는 작업입니다. 오디오 데이터 분석에는 시간 또는 주파수 도메인이 포함될 수 있으므로 이미지와 같은 다른 데이터 소스와 비교하여 복잡도가 더욱 높습니다.\n", "\n", "TensorFlow 에코시스템의 일부인 `tensorflow-io` 패키지는 오디오 데이터의 준비 및 증강을 간편하게 해주는 몇 가지 유용한 오디오 관련 API를 제공합니다." ] }, { "cell_type": "markdown", "metadata": { "id": "MUXex9ctTuDB" }, "source": [ "## 설정" ] }, { "cell_type": "markdown", "metadata": { "id": "upgCc3gXybsA" }, "source": [ "### 필수 패키지를 설치하고 런타임 다시 시작하기" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2020-11-12T02:19:16.031371Z", "iopub.status.busy": "2020-11-12T02:19:16.030777Z", "iopub.status.idle": "2020-11-12T02:19:18.724571Z", "shell.execute_reply": "2020-11-12T02:19:18.723789Z" }, "id": "uUDYyMZRfkX4" }, "outputs": [], "source": [ "!pip install -q tensorflow-io" ] }, { "cell_type": "markdown", "metadata": { "id": "J0ZKhA6s0Pjp" }, "source": [ "## 사용법" ] }, { "cell_type": "markdown", "metadata": { "id": "yZmI7l_GykcW" }, "source": [ "### 오디오 파일 읽기\n", "\n", "TensorFlow IO에서 `tfio.audio.AudioIOTensor` 클래스를 사용하면 오디오 파일을 지연 로드된 `IOTensor`로 읽을 수 있습니다." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2020-11-12T02:19:18.730216Z", "iopub.status.busy": "2020-11-12T02:19:18.729461Z", "iopub.status.idle": "2020-11-12T02:19:27.575089Z", "shell.execute_reply": "2020-11-12T02:19:27.575555Z" }, "id": "nS3eTBvjt-O5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ", rate=16000>\n" ] } ], "source": [ "import tensorflow as tf\n", "import tensorflow_io as tfio\n", "\n", "audio = tfio.audio.AudioIOTensor('gs://cloud-samples-tests/speech/brooklyn.flac')\n", "\n", "print(audio)" ] }, { "cell_type": "markdown", "metadata": { "id": "z9GCyPWNuOm7" }, "source": [ "위의 예에서 Flac 파일 `brooklyn.flac`는 [Google Cloud](https://cloud.google.com/speech-to-text/docs/quickstart-gcloud)에서 공개적으로 액세스할 수 있는 오디오 클립에서 가져온 것입니다.\n", "\n", "GCS는 TensorFlow에서 지원되는 파일 시스템이므로 GCS 주소 `gs://cloud-samples-tests/speech/brooklyn.flac`가 직접 사용됩니다. `Flac` 형식 외에 `WAV`, `Ogg`, `MP3` 및 `MP4A`도 자동 파일 형식 감지 기능이 있는 `AudioIOTensor`에서 지원됩니다.\n", "\n", "`AudioIOTensor`는 지연 로드되므로 처음에는 형상, dtype 및 샘플 속도만 표시됩니다. `AudioIOTensor`의 형상은 `[samples, channels]`로 표시됩니다. 이는 로드한 오디오 클립이 `int16`의 `28979`개 샘플을 갖는 모노 채널임을 의미합니다." ] }, { "cell_type": "markdown", "metadata": { "id": "IF_kYz_o2DH4" }, "source": [ "오디오 클립의 내용은 `to_tensor()`를 통해 또는 슬라이싱을 통해 `AudioIOTensor`를 `Tensor`로 변환하여 필요에 따라서만 판독됩니다. 슬라이싱은 큰 오디오 클립의 일부만 필요한 경우에 특히 유용합니다." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2020-11-12T02:19:27.582548Z", "iopub.status.busy": "2020-11-12T02:19:27.581861Z", "iopub.status.idle": "2020-11-12T02:19:27.873033Z", "shell.execute_reply": "2020-11-12T02:19:27.872478Z" }, "id": "wtM_ixN724xb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor([16 39 66 ... 56 81 83], shape=(28879,), dtype=int16)\n" ] } ], "source": [ "audio_slice = audio[100:]\n", "\n", "# remove last dimension\n", "audio_tensor = tf.squeeze(audio_slice, axis=[-1])\n", "\n", "print(audio_tensor)" ] }, { "cell_type": "markdown", "metadata": { "id": "IGnbXuVnSo8T" }, "source": [ "오디오는 다음을 통해 재생할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2020-11-12T02:19:27.877721Z", "iopub.status.busy": "2020-11-12T02:19:27.877046Z", "iopub.status.idle": "2020-11-12T02:19:27.890997Z", "shell.execute_reply": "2020-11-12T02:19:27.891381Z" }, "id": "0rLbVxuFSvVO" }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Audio\n", "\n", "Audio(audio_tensor.numpy(), rate=audio.rate.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "fmt4cn304IbG" }, "source": [ "텐서를 부동 소수점 숫자로 변환하고 오디오 클립을 그래프로 표시하는 것이 더 편리합니다." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2020-11-12T02:19:27.895747Z", "iopub.status.busy": "2020-11-12T02:19:27.895077Z", "iopub.status.idle": "2020-11-12T02:19:28.180964Z", "shell.execute_reply": "2020-11-12T02:19:28.180470Z" }, "id": "ZpwajOeR4UMU" }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "\n", "tensor = tf.cast(audio_tensor, tf.float32) / 32768.0\n", "\n", "plt.figure()\n", "plt.plot(tensor.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "86qE8BPl5rcA" }, "source": [ "### 노이즈 제거\n", "\n", "때로는 오디오에서 노이즈를 제거하는 것이 합리적이며 이때 API `tfio.experimental.audio.trim`을 사용할 수 있습니다. API에서 세그먼트의 `[start, stop]` 위치 쌍이 반환됩니다." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2020-11-12T02:19:28.186301Z", "iopub.status.busy": "2020-11-12T02:19:28.185595Z", "iopub.status.idle": "2020-11-12T02:19:28.301452Z", "shell.execute_reply": "2020-11-12T02:19:28.300863Z" }, "id": "eEa0Z5U26Ep3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor([ 2398 23546], shape=(2,), dtype=int64)\n", "tf.Tensor(2398, shape=(), dtype=int64) tf.Tensor(23546, shape=(), dtype=int64)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vv5KuYwoMdM1cKa+o9LyTic1YuKfazy/+cgB1Q4JQUm67LhzwDUoObNuyzztd87XfK6ur1Wbsc9uVgZqvkIx4c63T7fmXS3Wb89so1h7SZ4rvjUfO4kc3Uz+4crrgSrWKidp6/2MVSssDN+g/v2g/Rndu7tW+87ceq7Fth5PR2iUqXw8O+AqQQ/aa9Dx8ujEbUwckeLW/mfV6+VeUVSjzmxrpOzEAKs6Y/OEWn/ZPO30Raw/lYc7Sg/jgzz0xqpN3Qcxf54tKNTmPWj7bmI3P7NKxe064nqdo4xFjjCXhgK+ACruRdRnejJ4zUABTi1LBnqnPvkvh7uP5mgV8pj3upaOAQzn2Qd5zoLPfQ+/5sZWUNGsJlu0zziApZg7v/paBPSfy9S5GNYHa5ZgDvsJKywUeX7ALWWeLXO4TqG8WT8oqBF5bbq6VihyZ8y9nbK8vT8f4dzboXYwqxWUVhu+B5YrpAv6V0gp8tiFLt/PvPHYB3+84ib99t7va9opKgf6vrMJPu06aOmiUq5DKsXr3Tm9UVAq8ufIQ8i/7lxc38pXWs6JUXlGJvMIS7Dx2Ae2fXYY16YG5jpPpcvhFpeV4Xs9FNKRWPcfeN0Wl5ThVUIxZP+wzVCOk0qze1U4va9Jz8e9Vh/H9jhN6F0U1lQII9rLVvLisAheLy9A0PEyRc7++Ih0frM3Ew8OTAACrDnLANwSj9KII1Fs+f5VWCMXnis8rLMEj83dizh+76LpgTG5hsWFX5JK7N564YNx5+h/8artfi9lXCoFgF5/wBduOo2WTeth9Ih9ZeUU4c7EY6w+fVWxw13Kp3PIdlNp3G8OdTKesBPMFfIOM0nGs4Y/7t60nxKWScoTVMV0mrcrZSyW4bs5qRY+5fL9tGP7ApBjc3LOVosf2ha/dHQORmnFsyd7aB3vAlraq4+L7/v8cBjHJhBCqxAS179LVCmOmizy6h3vpjeD4hjh+/mrNq7iM0x61ofcgtTFeDrKxl5l3SZNZM61wQ1mbP79ad9rztx33vJNf1Ilk5gv4Okf8TDe9c5h/vtpydbTipiPnNF8E/u3VGT6/ZtjctXjCoQFfDUp9Ga4/nGfYXmQVtShXWUUlDikwdYl8l6DVpeEavpeMsqgI9yxR3u7j+ThfVIqtWedx+4eb8cyP+/QuklfW6zTFQm3sP3UR3+/wfVoGLTj7Itp7ogBFJeUuX/PO6gyM/Oc67D/lehSsO8v3n8GXm49eLYNGn+sglcKY6XL4Bon3DoOxmFJ6vLiy6vHCHSdw93Xx6NwyQscSeabFJGpK1jxPGXSBdsfLWF5RiRvf+R0945q4fM32oxcAACcvXEGnFr6/T+77r21N5oToBk7LoBa1Kq7mq+EbJOAH8qRQgeThb3bqXQSPyisF9p4owL6TtatlevLl5qP4q4LX4bJBV+qSa/gVlQIfrc/ExWJbzV4O6s5I64or9qWr1YIxasUx09XwDRLvmVYc/uBCCIx5az0eGNIWb6/OQE5BMfa+MKrGy5KfWYrbUlrjuRs7ok6wuvWeknJbTRRQZw74BanKNiC+t+YIBifHoG9ilKLH9Zcca1cfzMVLi9Ow/9RFj6+Ra8q+5v/f/S3D6Z2OVusrcw7fS0bplsk0IqrX8DZnnsfBM4V4ZP4uZOReQqGL/G5peSX+u/konpXaAYQQmjZWCiGw/eh5wzaQpkqruHnjlSVpinfFdebrLUcRP2NxVV94X8Z7VFQKvPtbBg7bNeDKXYgPnrF9cUz7IrVq5anXl6dX6yQg/50Ki123FyipUqUEgfkCvt4FYJrKPFuEie9txPrDeVh/OA+3f+jbspHztx3HpiPnMOLNtUiYuUSlUta0Ki0XE9/bhG+2+l87V+M7440Vh7xaJhEAPliXqfhgO2c+22hrPJXP5c2obrn3UnFZBV5fnl5tKcHfDubiZP4VfLA2EwCw8kCO2/SQlpbt92/MgivmC/gc8S3pVP4V/PnjrU6fSzt99da/uKwC8TMWV3v+9g8340ierTvth+sy1SuknexztvN5NZ22B3tVahvYkHFWlePWVrBDPt6bvLy8T6k0x9NFuxp6aEiQ9JznL46ci/osB6k08wV8ruNb0lML97p8bsxb66tWHPIUxF5ekqbpfED+dvNz1yXRXzmFxZj5/V6vOyDsdbMAiBJCpBZY+W+424vzbcmypaaeddKFN0iuHTr8Cb7acrTGvlcM2pDtK/MFfI73zIkZ3+/FygM5eHlxmsd9v1W4EdTRwTMXq9IwQX6+YdUcffzB2kx8s/UYVns5UZjcMK2Wc0W2WrazpQF9kXW2CE8s2F117Yhs6R3ZrB8CY3xHbZiulw5jrkz7ItWr/Wb9sA95hSV4dESy4mX4x5I0zFuXiWHS5Fgf/56FewYkoGXj2q0lq0WTry9dGp2t6awUpaYkGfrGGgBAYoytb/3l0grc/dk2RY5tdFzDZ8yJf/16GKcLlG+I3CStbWpfa3782134dENWreay16JfeLkPXUZc3XE4S5PoTU6HlZSbI13jDfMFfM7hM4X0e2W11z1VvOWsgXVL1nm88PMBDJu7Fifzr0AIgS83H8XWrJpdIysqBcqkNoY9J/Lx/KL9ipbPXzmFJfhhZ/U5+bPPFhkyTXJJCvhWmszQdCkdruEzJY361zpsnTUcx89fVv1c54tKa/RnX/LwQDSoG4y4KFv6YfS/1uFw7iVkzxmHie9t1GSx+J92ncIj83dhcp82mNijJXq0aQIiQkl5BeqGVJ+v+I6PtiDrbBEGJsUgumFdAL7dIWip4EoZAGg+CZ+ezBfw9S4AM53eL6/S7dxjpXUUAKBvYmTVovfJzyzVJNgDV9NPX285hq+3HMOYzs1RUSmw4kAOPpmSUm1feS3nncfyMaRdDOoEB6HcoKsByQH/wGnPI3bNQpGAT0SjAbwFIBjAR0KIOQ7P1wXwBYCeAM4BuE0Ika3EuZ2URY3DMqa7zZlXUzx6ztW01G7Vqns+c94Q7m0DuZ7OF/m3/m8g8juHT0TBAN4FMAZARwC3E1FHh92mArgghLgGwD8BvOrveV2WR60DM8ZM5dwlDvi10RtAhhAiUwhRCmA+gAkO+0wA8Ln0+H8AhpNKVXGu4DPGvME1/NppCcB+pMoJaZvTfYQQ5QAKANSYio+IphNRKhGl5uXVbtEITukwxrxhltGzvjBUt0whxDwhRIoQIiUmJkbv4jDGmKkoEfBPAmht93MraZvTfYgoBEAEbI23jDHGNKJEwN8GIImIEogoFMAkAIsc9lkE4C7p8c0AVgujTgTOmME8MjwJADCmc3OdS8ICnd8BX8rJPwRgOYA0AAuEEPuJaDYRjZd2+xhAFBFlAHgcwAx/z8uYWU3s0araz3FR9QFUn7ZAngdGL4nSGq939ourtr17m8ZY8dggTB2QgNdv7oI9z4/E0kcG4g/dWuhRTOZAkX74QoglAJY4bHvO7nExgFuUOBdjZvfUmHbIyC2smv43ShqxGhfVADuevR4T39uIlY8NRnAQ4VJJOTr/fbnmZWzXPBwrHhuE4CDCF5uuzpMzY3R7JDcLx7M3XO2Z3Si2DgYlx+DHXadULVP90GBcttCo2dow3UhbxpS0YcYwlFdUYlv2BTz53W7Fjz9tYAI+XJ8FAJh7S1e0alIPTcPD8NNDA1BaXolLJeUIDwvBU6PbY1Kv1mjSIBS/PTmk6vUN62r7EZ7SPx4AcP/gtghxshZw/VDn5RnftQUeX6D89XM8Nwd89wzVS4cxI/m/0e3QsnE9xEU1wM09W3l+QS38bVT7qsddWzdGH7uFw0NDghDZIBR1goPwwJC2aNIgVJUyeKN3QiS+uKc3nh7bAc+P74TmEWFVz8lz5ozv2gKdWzZy+vqQ4CBMG5igStnq1bHN51Mn2Psu2f0So/DaxC5VP79/R0/Fy2VEHPAZc6Frq8aqnyM0JAhr/zYEDw29Bm11zss7ExdVH0+PbY93bu+OQckxVcsC2pP7Xzx7Q0e342DU6qbRQLrLkeftl9cWCA9zfffz+T29cWuvq50LR3dujq6tIgAAsRFh2P/CKHUKqzMO+MwS/tjdcSyge9ufGYHrrolWqTTVxUU1wJOj2hly0GAwEaYPaoumjcJc7jMwyXad6oUGu9wHUG+xFjmwywG/Ub06AIBQJyknmXw3sOC+fnhncncAV+9UZk/oXPUlIkuJa6JsoXXCOXwW0P7YvSWyzxW5XPbutZu7IKJeHQxKikGjenUwpF0MpnzqeXUjuaE0EHw9rQ8mf7hFlWNP9CKV9erNXfDoiGSP7QlqLcdYX/qikY8uL1p/zs3UCfKXa++EyBrlc7ZgV6+ESKQevaBAafVlyhr+P2/rqncRmEbCw0Kw8IH+2Pns9U6fvzWlNUZ1ao56ocF4fnwnDGnXFMEqLcHnimM3S9m/buumyPH7t1XnTuTA7FF4cEhbj/vVDQlGfLTndJRaKR05hy/PIFrXSdrJG/Js0/ISjSseG4ROLWxtEu7uFgKJOX4LB21jGupdBKaR2Mb1QEROGzSz54xz+ho5QNhL8CJg1ZZwSGaM6xKL7Dnj8Acf00xaio+qj/qhIYqmmdSq4YdJf8/LpbYVrJ4Z1wG3prTCwRdHV+0TGhKEe65z32jcs40tbdO6ia0NILlZOL6c2gf3DU7E9R2bqVF0l/7zpx6qHNeUKZ0IKYfHzG9Eh6Y1tu1/YVSNHKw9OYTNntAJ/RKj8Mue0wgPC8FLi9MA2FaZUpRDnIt1kw+vrf/d3w83v79JsePNn95PsWPJ1Ar4cj5eXmclNqIe/twvHgDw7uQeaNqoLnrF21I3n2zIcnmch4Zdgxu7xiLRrsLYpEEoZo7pUJUm0oq7968/TFnDl5eD09PUAep0QWNXvTaxC65pGl7183f398PkPm2qcrqu1K9re35Ct5ZIahaOx65PRp8EW3fITi0aoWML510La0sOdG/c0hUvTuiEJ0e1U/T4AJASH+l5Jx80DVe+DUPpeP+AlG56YmQ7JEY3wF3SqF/7UcjjusRWBXtPgoOoWrC3p/VEMGolHU1ZwzeC/m2j8PHvrmsTzD/XXRNVrVsdAPSKj/Tqwz1/ej8s3Xe62p1g4/q2x91aN1a0nH0SIqsq+MFBqKp5Gl2QCu0cU/rH46stxxQ73lOj2+Op0bZxDKufHILyikr8uV+8y6ANAH8Z2haHci75fC7HtJza1OqwxQFfYS0b18PJ/Ct6F8P0yI86UEJ0Azw45Jpq21pH1scvfx2A5GbhLl5VO5P7tMHKAzkAgCADdrvUUlKzcGTPGYf4GYv9Os4/b+uKs4U1e+CEBAfhmqbu2+/sB7r5opkKaTh3/Hl/u2PKlA4zPzViZ+eWEU4HFslWPzHY52MGEaFc6v5RxyQ9PfR2U/dWmDYoUdNzRjesi62zhiPrlbGanK+hm0Fj/uB3oEqsXJmT51tR08wxHVQ/hyN3qQJXgoiQ3Nx21xAboW0tsbZGd+JpmJ1pGh6m2eA4pVOLMk7pqEQIW9AXAnjuho6IqFcHT6gw+ZaRtG8ejp5xTTChWwt8tjFb8eO/Nakb+iVGuR31qbaoBqFuB/Q46to6AqM6NcPg5Bh0b2P80Zqv39wFt6S09ryjAu65LgFjrm2OW7zsXfT9g/1Va8w0kpWPDVLt2BzwNTC5TxuE1Qk2fcB//PpkjOzUHHtO5Kty/And9O+37ktj5kd3pqBVE9tc9j0DZGj+jV21m7f+qTHtfGrX6GGQL8zDL4/Bkr2n8cj8XaocP0nhdiR7nNJRmNwFz/59bJXGOvl218y/ry+dVxI0ngxt9oROWPiAf/3ntRyFHEQUkO+VOsFBXlc+urdprG5hfMQBXyUEquq76+4zlNS0oWqj6vSidNCY2KOVYcY1+NLfXetQdme/ePSM868/vpYB2BbwNTud4l4Y38njPn+UptVQcyS3LzjgK0wO8kRA30Tbh8/dhyi5WbjTof6BrH1zZW9JX514bbUVlPQ09xZzz9OkRQCWKwQEeNUIeu+AhFr1kFLbXV50TiAASx8ZiB8e7O/VMbc+Pdy/QnnAAV9hcre+4CDCR3f1wrJHB6oyiMXIiEjRuUeMdNsf5sOXs17THT887Bp8O71vrV6rRZlfuelatIgI87on2xMj29Wqh5QWZo5x368/M68IHWIboXF9z4vXBBFU75DAjbYKm/PHa7H2cB76t41GcBChfXNlh+kbmf3nVyg4Ft1A8d4nehX78ZHKT92gpFt7ta4xStqVyAahHufZ19N9g9uifWwjTPsitWq2Tnu/Z+R5faxPpvRSsmhOcQ1fAXFR9asex4TXxcwxHXzKY2s9bFst8hw1wNWJrPz17fS+hlwYxBtGLnajsJAaqcSX/tBZl7JEu1h74LkbOqraRVEpg5NjcOilMVhwX80G86Hta07u54oWA/M44CvAPuXgzbzg1dIdBg4Kvnj95i7oZ7ceq78zI7ZqUg9bZw2vtsZroNF63n1fOEsz/qlPGx1K4lpys/CAWojGcVqHvomReGxEstev76fBe50DvgLkeN8gNNjtt/SmmcOQ+swI9ElQdmZDvQURcEtK62o1cX/Xg/39qWFoGh4YI1NdCQky7seLALSU5n2v2qbTLUlFZc1USCCKbBCK7Dnj8M20vhjevim+vrevT20+WrT1GfcdGSCiG4bi/6QJmTx9YGIj6iG6Yd1qU60StJ96VSktpKkCnBX/4eFJWPqIwvPKBxgDx3sQEb6+tw/emdxdk5qlOwH69nepX9sofDyll8sAHq7SXPfe4EZbP6U+cz0KrpQBME12xmurnxyC9s8uQ7CTL7rgIEKHWOs0WDvTKMy4C/EQbD1CbujSAsPaN0VeYYluZQkLCQZQVmN7uEoTiOmtdWR9HNB4QRWZOa+o1uQqipcR376RlogCtoYvt10MTFJuTdXrOzbzuICJ0Y3rEot3Jxt7MJ39d3T90BDERekXCr6a1gdL957Gsv1nsO/kRTx3Q0eUlFeiq0oTiFkZB3wFyAHc2xq+/VzXU/rH4UJRzdpNIAgNCcLKxwZVzRejhKHtmmKywRoPfdXNz/YLbRjnfrRtTEM8NCwJf+4bj9XpObipu/NF381mRIem+DUtV9NzGjjLGDiujq717kMk7zZ1QAJ6xkUisqHnQRlGldQs3ND9pPVw70BjTAPhjhG7jEbUr2OJYC/f0D92vfc9eJTCNXwFyH9AbxvZHVM4RpkF0BuJMQ3w70ndset4vt5FMSyjjBt4/Ppk9Gsb5fX0w0wb8qBE+zv9p8fWbiUuX3HA98N4aSrZBtKAo+mD2vr0emOEBd8kRjdA55YR6NwyQu+iMA8eHp6EsgrnXR4D8b1nNvb1Al9jR22ZNqXTqYX6PUTkkYp1Q4KRPWccHhji2x8tENtq1a69GqRy7NZTo9tjfi3nqtGa4+W8uWcr1A8Nxqxx2q8YZnV/G9UOX0/ro2snDdPW8Bc+0B+vLEnD55uOqnaOQAhOShrXJRYzRmtz62lkvn6xG8Xu50aiYVgI3jD5jJ9G9Zeh1wC42slDj0kBTRvww+oEezVDnZ4C7fvC6F0NWU32d2QR9Y07LsBK7KdQB4AeGi6SYtqADwB3XxePt1YdVu34gdp/Xkt1Q4JQ4mQWQcasyj5sZL0yVtNz+5XDJ6JIIlpJRIel/2t0NyGibkS0iYj2E9EeIrrNn3P6onF929wWzHtTByTgey8Xa/DG1lkjsP2ZEV7vz1+iygq0u0graChNrRAcRCAiTXt1+dtoOwPAKiFEEoBV0s+OLgO4UwjRCcBoAP8iosZ+ntcQzJjDj40IQxcFe+BE1KsTUDMeMqa29+/oiafHtkeiDsse+hvwJwD4XHr8OYA/OO4ghDgkhDgsPT4FIBdAjJ/nDWhh0kAlo04hoFc/8oFJ0RjZSbmVspg5KyWBrnlEGKYPaqvL58zfgN9MCHFaenwGgNtPKxH1BhAK4IiL56cTUSoRpebleb9STKCZ1Ks1/jaqHR6UWu2NJIgIwUGEn/5yHRJjtKuBRDcMxX+n9nG5GAZjzH8eG22J6FcAzZ08Ncv+ByGEICKXGVgiigXwXwB3CSGctuIJIeYBmAcAKSkphs/mPlHLpeTqBAdVddEyGrnS0bV1Y12ncWXKMMqoX2YMHj/RQgiXLW5ElENEsUKI01JAdzoTEBE1ArAYwCwhxOZal9YPA5Oisf7wWUWPGRNuvtpotXVp7R77O3PhDV1icSr/CnYcy3f6PDfWqmukgovKs8Dlb0pnEYC7pMd3AfjJcQciCgXwA4AvhBD/8/N8tXLopTH47O7eepzaZ19P66Pr+e1rhE+ObIfwuiHY/8Io/PSX6/w67juTe2B0Z2c3ikxtW54ejrcnd9e7GMwA/L1nnwNgARFNBXAUwK0AQEQpAO4XQtwrbRsEIIqIpkivmyKE2OXnub0WGmL8GSTev6MnCovLqk2opAf7CeAGJcdg7wujFDu22WrxGS+PQRAREp9eondR3GrWKLCXimTK8SvgCyHOARjuZHsqgHulx18C+NKf8+jhP3/qgQe/2qHZ+eTa78YjyqadfKZTzjcQU80hbtYvZsyILPWOjY/yfqGOAIw/itBgHWUXrHrFGdOOpQL+mr8N9XrfQKxxKkHNlJLJMjqMBRxLBXzmmZpfdO5y+PrdWTBmHRzwWTWNwrSfUZHnZ2dMGzyyxiVrVjnHXqte18n2zcMBAG9N6oYbu7So6t1yYPZo1c7JGLuKA74Lls3hq/iLD23fFKufGIzEmIaqnYMx5hoH/Fp4YEhb9EuM0rsYAcnMwX7ZowNRUclN08y4OODXwogOTdEzLlKVY3dp1ViV4zL1tW+u/jrKjPmDA74L7hMb6qU9GlpowrK3JnWz1O/LmN7402and3wktmafB8CzDGphQreWeheBMUvhbpl2pg5M8Go//i5gjAUiDvi1oGe8f3h4ko5nZ860axaOP3bnuxVmfJYL+Asf6IdrvViz1aiV+MevT1bt2F9O1Xdq5kC1/LFBePO2bnoXgzGPLBfwe8ZFYmBStNPnvJ2+16z5/QEurgtjzBwsF/ABnsSLMWZNlgz4rgxpF1P12F0l3oz1+xf/0FnvIjDGVGbJgO8qYIfVCa5K97gN+CaM+N39XLOWMWZ8lgz4ztzRt43L5354sL+GJQGSm2k//YAZv8QYY9VxwPdC9zZNqv0cUU/dKYSXPDwQb9/Oi04zxpTFI21dcFz5acF9/bBo90nc1L0l4qIaqHrukOAgtImsvhzj7Amd0MPhi0dJTcN5oWvGzI4DvqTG0n4OP/ZOiETvBHUmTPPGnf3iVTv21lnDERNeV7XjM8aMgVM6kruvi9e7CLqJbsDBnjEr4IAPYEr/+JrztEud9fVqzNRyrEAQLyjLmCVwwHdBDvQ3dGmhy/mFt8N+GWPMS5bM4XtTaw8iQuozI1TvkcMYY1qxZMD3pvIsAEQ3NH9ue0r/eL2LwBjTiCUDfiDQIqGTPWccp44YsxBL5vC9SemYtRmzb2L1rqVmnfmTMVaTJQO+O2av8CZEqztojDFmXJYM+MPaN6v2czcDThxm9i8expj2LJnD7xl3dYqC358ailZN6rvZWx+Nwiz5p2GMqciSNXx7roK93qntpGbh+HRKLxWOzDl7xqzK8gHfyIa2b+p0+6dTeuG+QYlVP391bx/846ZrtSoWYyxAcd7AwR194/B7xlm0ax6ud1FcGtq+KYa2b4o2UfXRNqYh+iZG4bprgMl92iB+xmK3r9X7zoUxph+/Aj4RRQL4FkA8gGwAtwohLrjYtxGAAwB+FEI85M951TS6c3NkzxmndzG88qc+cXoXgTEWQPxN6cwAsEoIkQRglfSzKy8CWOfn+RhjjNWSvymdCQCGSI8/B7AGwFOOOxFRTwDNACwDkOLnOZkXkps1xNhrY7H+8FlsP3r1pqtDbCP8/NAApOcU6lg6xpge/A34zYQQp6XHZ2AL6tUQURCAuQDuADDCz/MxL614bDAA4NERyZj43ka0ax6OP/Vpg46xjUBEuLZVhM4lZIxpzWPAJ6JfATR38tQs+x+EEIKInA0XehDAEiHECU/D+IloOoDpANCmjetFxZlvFj6g7SLsjDFj8hjwhRAua+VElENEsUKI00QUCyDXyW79AAwkogcBNAQQSkSXhBA18v1CiHkA5gFASkqKqmNNx17bHCM61LghYYwx0yJ/ZkskotcBnBNCzCGiGQAihRD/52b/KQBSvOmlk5KSIlJTU2tdNrPYd7IAO45d8HpN24vFZQCARmE8jz9jVkRE24UQTttK/c3hzwGwgIimAjgK4FbphCkA7hdC3Ovn8S2vc8sIdG7pfb6dAz1jzBW/avhq4ho+Y4z5zl0Nn6dWYIwxi+CAzxhjFsEBnzHGLIIDPmOMWQQHfMYYswgO+IwxZhEc8BljzCIM2w+fiPJgG8xVW9EAzipUHDPi6+MeXx/3+Pq4p+f1iRNCxDh7wrAB319ElOpq8AHj6+MJXx/3+Pq4Z9TrwykdxhizCA74jDFmEWYO+PP0LoDB8fVxj6+Pe3x93DPk9TFtDp8xxlh1Zq7hM8YYs8MBnzHGLMJ0AZ+IRhNROhFlSKtwWQYRZRPRXiLaRUSp0rZIIlpJRIel/5tI24mI/i1dpz1E1MPuOHdJ+x8morv0+n38RUSfEFEuEe2z26bY9SCintL1zpBe637RZoNxcX2eJ6KT0ntoFxGNtXtupvS7phPRKLvtTj9zRJRARFuk7d8SUah2v53/iKg1Ef1GRAeIaD8RPSJtD9z3kBDCNP8ABAM4AiARQCiA3QA66l0uDX//bADRDtteAzBDejwDwKvS47EAlgIgAH0BbJG2RwLIlP5vIj1uovfvVsvrMQhADwD71LgeALZK+5L02jF6/84KXJ/nATzpZN+O0uepLoAE6XMW7O4zB2ABgEnS4/cBPKD37+zj9YkF0EN6HA7gkHQdAvY9ZLYafm8AGUKITCFEKYD5ACboXCa9TQDwufT4cwB/sNv+hbDZDKCxtBD9KAArhRDnhRAXAKwEMFrjMitCCLEOwHmHzYpcD+m5RkKIzcL2yf3C7lgBwcX1cWUCgPlCiBIhRBaADNg+b04/c1JNdRiA/0mvt7/WAUEIcVoIsUN6XAggDUBLBPB7yGwBvyWA43Y/n5C2WYUAsIKIthPRdGlbMyHEaenxGQDNpMeurpXZr6FS16Ol9Nhxuxk8JKUkPpHTFfD9+kQByBdClDtsD0hEFA+gO4AtCOD3kNkCvtUNEEL0ADAGwF+IaJD9k1ItgvvhSvh6OPUegLYAugE4DWCurqUxACJqCGAhgEeFEBftnwu095DZAv5JAK3tfm4lbbMEIcRJ6f9cAD/AdrudI906Qvo/V9rd1bUy+zVU6nqclB47bg9oQogcIUSFEKISwIewvYcA36/POdhSGiEO2wMKEdWBLdh/JYT4XtocsO8hswX8bQCSpN4BoQAmAVikc5k0QUQNiChcfgxgJIB9sP3+cq+AuwD8JD1eBOBOqWdBXwAF0m3qcgAjiaiJdDs/UtpmFopcD+m5i0TUV8pX32l3rIAlBzLJTbC9hwDb9ZlERHWJKAFAEmwNjk4/c1LN9zcAN0uvt7/WAUH6u34MIE0I8abdU4H7HtK7JVzpf7C1lB+CrefALL3Lo+HvnQhbD4ndAPbLvztsudRVAA4D+BVApLSdALwrXae9AFLsjnUPbI1yGQDu1vt38+OafANbWqIMtvzoVCWvB4AU2ALiEQDvQBq5Hij/XFyf/0q//x7YAlis3f6zpN81HXa9SVx95qT35Fbpun0HoK7ev7OP12cAbOmaPQB2Sf/GBvJ7iKdWYIwxizBbSocxxpgLHPAZY8wiOOAzxphFcMBnjDGL4IDPGGMWwQGfMcYsggM+Y4xZxP8Dg6YvVX0Q1xsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "position = tfio.experimental.audio.trim(tensor, axis=0, epsilon=0.1)\n", "print(position)\n", "\n", "start = position[0]\n", "stop = position[1]\n", "print(start, stop)\n", "\n", "processed = tensor[start:stop]\n", "\n", "plt.figure()\n", "plt.plot(processed.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "ineBzDeu-lTh" }, "source": [ "### 페이드 인 및 페이드 아웃\n", "\n", "유용한 오디오 엔지니어링 기술 중 하나는 오디오 신호를 점차적으로 늘리거나 줄이는 페이딩 기술입니다. 이 기술은 `tfio.experimental.audio.fade`를 통해 수행할 수 있습니다. `tfio.experimental.audio.fade`는 `linear` , `logarithmic` 또는 `exponential`과 같은 다양한 형상의 페이드를 지원합니다." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2020-11-12T02:19:28.306652Z", "iopub.status.busy": "2020-11-12T02:19:28.305916Z", "iopub.status.idle": "2020-11-12T02:19:28.427931Z", "shell.execute_reply": "2020-11-12T02:19:28.428347Z" }, "id": "LfZo0XaaAaeM" }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fade = tfio.experimental.audio.fade(\n", " processed, fade_in=1000, fade_out=2000, mode=\"logarithmic\")\n", "\n", "plt.figure()\n", "plt.plot(fade.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "7rhLvOSZB0k0" }, "source": [ "### 스펙트럼 사진\n", "\n", "고급 오디오 처리는 종종 시간 경과에 따른 주파수 변화에 적용됩니다. `tensorflow-io`에서 파형은 `tfio.experimental.audio.spectrogram`을 통해 스펙트럼 사진으로 변환할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2020-11-12T02:19:28.433594Z", "iopub.status.busy": "2020-11-12T02:19:28.432964Z", "iopub.status.idle": "2020-11-12T02:19:28.871391Z", "shell.execute_reply": "2020-11-12T02:19:28.871800Z" }, "id": "UyFMBK-LDDnN" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Convert to spectrogram\n", "spectrogram = tfio.experimental.audio.spectrogram(\n", " fade, nfft=512, window=512, stride=256)\n", "\n", "plt.figure()\n", "plt.imshow(tf.math.log(spectrogram).numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "pZ92HnbJGHBS" }, "source": [ "다른 스케일로의 추가 변환도 가능합니다." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2020-11-12T02:19:28.877839Z", "iopub.status.busy": "2020-11-12T02:19:28.877143Z", "iopub.status.idle": "2020-11-12T02:19:29.476934Z", "shell.execute_reply": "2020-11-12T02:19:29.477394Z" }, "id": "ZgyedQdxGM2y" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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wpYTEisdtaclUhmIr2TYCmPGT1D0jwBZMPfkCzGasqAK6eYItEmoAGiyiYaABuil0ZY/gfLG1OUSWGwGgQ+jPO7U5Gbhz89IGOIIqkBxTl6zQCR3DVI8Gwsh5FADYRiNKkNm8OqqEtGozBHWixigJg02loz3kjpkZF4LWYdPT2DzcOCaYsQ98f7LPjIMEQAGSxn3YuSKJGR/Y7n38Snpcd6SQk0Krn4fVos80nENg+C67B08AsiX9Odt6ZLbxue/m6ATEQaw2CAqo+KYZ8Nqw0US0ZsZbOwKq6BBy3JoAKAqww65jcjg2y5hTH3l/OxTN648N7INrik26GAZORUG7gIt53pp9J8t8YG7Zd3Zn9tuPH8SA016Rb/Yg87UiXwukGnasCeBNwJsgTQQgdQx83OUDB4v7E8K6m2GQnaEbo56ohfUpCZAFPAnOy45lKrifJsiSzFuaLdylSZB8Qm3CUPfC398Xgy9SxUVS80xFCadU8DvLW7xOBtdklsYMKWIJyrVklMp49/6M948Tvnqx43cf3uLL+T0mqnjgFSfe8WV6jy/Ths/5jjd8xV0n/KK8xJ+U19gl4209N8P9WBdcZcZEtUElE1VUMP6Tx38K//df/yUAwE8f3uGz+WZG1PGEqtSM9jfbBVtNmFPFJW8N3jmnDbsmfD5fsUvC+7LgcV/avYkSMglECUyKOVWc045TKrjkDUUSvrpf8PX1DFXCMu2YkuC+5+79JGdAuAcN2O97tp8128ZKlcArdYyz9EU7UrSChZDWYFAEXNATVrWS/Z3dg4clvvKTe1uJIGpskvj/CMekFYAA9UwoF4cOlBpjQ5ztYO8DwAo5i/1dU9ss0mqetybCfrG5PIbh+e5jMCQ7090sqWYA4p59tsQrVUt8UrX8jkzDGLhx4Q2gYuyagJZksiR/3CMA1BGqCaOdBTQbVKaVjS0yKWRy7KGSeciqwGyed5APAEAXAS1meSlpg+JOszlEj9cTypY8yvONdhLkqVhSnwAttraDytsMtz8XLp48Hpz39rMbxvCalRQSiWkMzyx+lR4Btb14eI19po27jWF/diR2HS2JuQryU0XaBem6A0WAzJDF1rIm9ufvCc7vWWD5w3jg6OEZjZiQ2LZLCr+Jj7xvfCDjoWjcahX64DWNF01ATk7HY+mUceAjO6z9U9U8+1LNcO+SGmQQx4U3vEw3vM43vJlvKMrYaoIo416zTWayZCetDFm6txsHQzCRYAJwIsEbvuGuO+5pwlUW3GnCqhmihF0TiiawKlbNuMpi5yCBKOP9fsLj3Tzf+2nCrubpxy4fMMkmtrms1abCyb3hjpGbZ8SsWDkh0wROirWQwSUOmRRfHQzbJEQJ2b3zUoyRwmybTOOVw0N3PsIVIO0Jo6ydzubhM7snDqWWIIrFDLGoLt1tYYq6hw93AOCvG3jVQDcEQCxA8vmItojb53iIHp50o0wEo6Bxe4efg2WQ1XDh4bN94Jqj0oKaFmUML6uGi7efgSG55p/Bw4YVEEDSxoiJ+w2IRQkg6sliwD9jNIIfcwR9cyKPWgXJPmN8nKSgmOcEUBKbX57YNnjSX6uADFBoJDbZ6zuII0E82IYGU4bxw0eTioe8tBtZMD54faOLPn/98BjH+2+UxNz/39hA48+ex6CigAhIBAq250VkEVBkuaX2BPNvOH4YA54IdfbwbWHInlAn9oSUcz0n25HSqsg3auGRJIDPBJ7JMLYSYY8ZGcAfNAMpKS55w5wqllxx9d38PO24TBtUGPnRsMO6JejEkFmwCYGSOCeb2xpMLNhKxuPdjOWcKxJbEm+iipd8x4+nd6gXdmqfGdunsuDtdMK9TlAlvFtOuJw2zFxwlRmpWlLxnZyRSPCer6hg3GXCjoS7TOY9oyc815Lxbj9ZWA7CNVmMvKslQX99f8C2ZTDbhlMkYUo7HvKKBEEFNw+cyWiOmQUzFyRSvC8nPJUF78uCf/T4GltNeLrPWO9zKxoCjOWzLDsyC87zjlMuECXfvAj3zTA8IkCEsanRLjUM8OD10W6Ld8StZfFkYMAKwwIi7WFzZ6YY/7mc7TUHCKSjA0AkxZ0b3ha0AvkO6GZeFa/uGdcwdDhg2fnJ3lcn84ornI4aTJQxN6NmVMuDQYjbbl47e54nDHczFqLNeGoxw1xP/VxU3ancqeceZ4N2YmwivyNzbN6+Md2oeaKkPYEX4xjYsiSFTMkiIXaP3++NYPeuk7ToCVlsoJyzDQJ0Fvfg/X3teShEGGtJniD3DUDCkwfqzrgX23l1Z6sb2Nk54RgM5TAXhiPmBHsisY1nsJ4G6ISqXWaDlOB5NwGwA/lKbU4pfWj8x+f8UUczNoahKo+KgIgAh+9ItLFTkMweftfxgxhwzWzhKQF1YfCeIJkg2SYpZ/ekmcAbkK/aHo4moDxYcY8lHAavghTMYcBtdz+lgiUZPznlimmqeDGveDGtECGc3ttELqfAChMKAOXk2WFqOBSRYi0J16cTVIE82fleLisW3vEmPSGR4IFXVGXcdcKuCY/1hF/tL7BJxqvpjseXC2YuWLg2bLsqNyjkJd/aPSVS7JqQYIsguN/f6AXv9hOKmCd/yxOqEu51QhHG1/czyp5ArAbfuBf0Iq2YyKiLAYMsXFDUGC6AMVbe7rbh/Pp2wc9/+Rpyz+CnhPwUUIF5dftJsT9MoCR4mm08RMiSyhEG++IOvrgMHjgEiGrKtiAHxkBVx6QBtATbMJe4GCzQ/+C8Z+eJNz64DAtOHT6IhQw35g5h5KstdONikxno2Rd2W/zB7jA2Cy6Wg1Im1KDBOlZ7uOCsqA+KWi2BCzIe9fKNcYRbMhDH6yX1fI170RTnV4DVXUwG6kmgWcGb8ecR+OxkYXklh6EqgBu1e25ryCGc5I6RMlnlc+430aAiT8zK4pFSUmAWM1y7121kNcPtRTrhVQfvW4Sw79m8bzfQqIR0Y0DImGFxz4F9717YV/v1Bs7MxdlFfLwfLorpJuasLe5AujVXRoM7gB7RxPxScqaPw3LlbHAJj1AN/OcxUhv/R74pNE/bo7NqLyaRnlT3hLWmbNDKdxw/jAceg44IexTIFkaIV46RdINuHFttO9+IfTX8s1JPjI3cX1hYbxufh23OJqEIzYdkTcPYPSmksMmXWLCkitXpcocwcPgwhvGzKzGSCjbNSFBU5YZTA+gYOqh56pkFExckZ5JY4tG86gp7/y4ZuyaryuQCRkImsWsg43SDgSlVpCTg1CmQgGH2ZhjNeFcwRPlgvMdkKQFGqcxiEcrkY+zVkOEZaSXs2svuvYAMnBRE9SAFoDEHwni3Z4hmXHqS269ieKS0A2mjxq5Iq7YFEhxpEjp4oaO3dvDkw6AXg17G9wCOUXM3mm1h0vCzKLiaAdVgq/iG8LxIRMOASd8MDkiajnO6h+KAXX9aFfnuNQy+yah6gjA+gPRYERg5o5YlRotouJqHSeEdor+szYFnVYsEX2Ni9DywM49E29prlcoCp3IAqgxRtaRk6hZOqt/DzqDC5r3vDpOBID6I3RhThy60j6uNJR3gj4hiRg72CBWF0Q7c2i6IHMKlZheoaKvEZK/EBNATl2rJ29EuAZ6UJovmqBKosBly6aEIuSEnGXZSJWi1WozvOn6YJGatyL6bpbsi3SvqzNgvtrPVmZBnQp0I9eSZezFPGWSDPj3apEjufdHaQ3P1XVy8lDyzcZaZLaF5SjvOacc0VdSzQguhnhSSLaNOlwLOxt/VykhzxWeXG350fmxFLQoceNAAsGvGA694k65mFN3LBQAsgIDx/91+jD/On2GVjG9286I3SbjXCZkqbpcJX0zmyTPUIJV6wq2aG1oHi/A7p/cAOl5dwRbJuBEm2Ebxer6bkXdvPsrsDW5hPNUZa82teEccVjmlHa+WO8obxlYS7i8nbOsEFUB2i1BQGPyUDotEGdDZqxVPAjqre1123SoEuKZMuhPynZwri8GY+rlu1DbVqBNIa09YLW8V+S4oC2O/xMLq2HiH2AYDHl++OKFW6jw9mSWrsy08biwR45sHpbFX76IZ8XQ3bJ53eMUwNfrZeBjbqW8IkgH282p1/H63BFi6V/CYCyIg3TPqN+ZBrq8IMpExdqpdn8yuB5S0w0izmMF0WIN3qxzNN9skwpuV3MvvG4YOj1aCW364GfISdWpModh469klBQpBt9hg4Tg9UCe/JodLSMg47M63TzdnHDHaeMUGM+YrgHiNVehKVqdlmkFOm9+faINQgsapZLIdAWsE/p1VoZttilF+n6/A/CSe+Oa2qQcSQFUtoVmA6WYQ2X4mlIs5oJIZ6UyYroy0TmB2HiwAFAWtG2jb4ZoThj7sxSiF33H8QAbckw0Ew4Cq7TJhvAFFAbVJJNkeWMsHVVi1de3hMxcXhwIwcg1jBwvvO7kRz2weas3G6w3PX7MiZ2OiCBsGmKeKy7ThkjdskvE0z6jCSE6jyz6bKggXqnigrU32CsIMwYWLQRw64SozHusJ3+wXFK+YfNwWJBa8mFYsXAzz9orJoBHG/SRSzFxwToZnPz8qGK+nCdvZE5NOewTMm08qLQm6S8JaDWJhKDjGzT36S95QF0aZGdepYJ13FGHcrgtqMc+7hbQ7wNXGrIqF3ZIUciKn7bnGiRd0kPNpae9eUSTX2EvDG42Ke1LONv3YyAX5WkEXQLJFCLwrktPiGj4entjoeVP/Oa2K6SoefnuRWQHy3efmThDP3dTBA2vecYFhw0pI1I3KaOgBH5Psb1S7r5iuAWfwZlFpulfwNlgqNvy63tkK33JCXSxCkOzryaeDBv2O0Kl/1LnnZmx9o9jt5zobXNKuKaCiwaNsXrhHNDJ4olZQZD9vTF2jpA4G2P8uxCZiF952ddx96wydkYce0Uyj+mn/3PiyMSCjIHvykKuPZwv9emQDDKX2OeYXITlDxTYccyDSrkh3gSbqLJfYlACkyGP4JswFoFPP9VWxc3MFZOJewKNm4LlUYN2s8nLKfu8ClOe75vH4YSAU1Rau2GQy3reFKLGD2oRqVXeDN9O5tADNPgis2Fenp90ZvDHW64Q/evwMSyr41eMDbk8LSkn4+nxxNT9y7rljbZMY5UsIWo7ycmZQDbY4T3uDawKSeVvPmOkVnnjBA6+H232gDRVW8vmunnCtC651xiq5JfueH0UYK7JXZZ7xbju36k9pm5M2T/mUCiauLQn5VOemawIAmSo2SbjVCUyCx33B3as7368LtpIaO2c8qho901g4bIwSIZQ1mRdduJMCJqBOAywFgAqjPk2mkzEJKCl0Y/dWzRNMayw0mwv2xhh4HCt0BxiD1AtaZk947xEGUzvPWEvQvGHtRqBdZ3jpiIVv7w9+NmB/oxWgt8PG4kdQFJm0JRyjqA7oU4lXePVvrxxMq4m38e4e4yY9WhiSWEqWF9LMHom6F5kUml14i7nnhWKzCvaNWiKOiiVqwwhzsc8O4y7Owy9nn2dRrNLGftgMpXvs5BxsqH0G730ja9FOjP9GviFZxEIBbbRrcqeNG9JwNNqHoiggcO64xgZdFDXbQT0hGGyVOFccNo87hh4J5oADZabG04/Pahv4kNA0jB3HzTCZrbGNgkBTAq8FtBWgmgQHnU8WCYQKIdGfTw8cqh0O2QW0V+N9r5bBNzErD7syoZ6NB0w+EcoLRT25F7/34g69ZkCA/JjAG7DTjH84fQZOgu3dAn5M2M4ZP19e4las1DtU2HQRq5ojT6YATWjHlB2t2vKiG2Q5qvcxKX6+vsZjPWGhgksyAx6VjW/SFb+TvwEAvK0P+LpccKsTrmXCvU6owm0jAAynXmXCN/sZRRlf3y94ty0ozgQpxYW0ir3v/LDh5fmOJVW8WW6YU8G77YTHzZkpNWEaSuSrMN6vM65386L3x9kUELOpDDYtGbLJK8USSu2oBNo6EyC8kerVrPaMfbGsBL5m2xhPCpnEyudXAu0Wmk6PNh+mqxmScmKUiy3CUIlrYXMYb1+0MiTX8s295dXzJ240lNC9S3RP/wPsWUw3IwyjMiCLefJhYHkXnG8VJIpySqhnhiQTRZOJvGZFW03DoRgGtknlm83dtKkXraFJjKZ7RVrFLP8gY2AXHmPiXqFfE7mrrEzuAVPznJ8b3YBkjhGPbRxUFctuY7i9zlhf9eu2gbVNEuheMSU1o5PiPIAmRdpsAskE1NzVH2386ZgAJDt346fv5jWHul/AXLzbPdXZNxeyhHO+9+cVG3VwstnPGYqNyuQbpvg0pePGAkDYjaxqy4sAQDlxj0o2tOKcyEWErO/+YIZ+VIEM/SUuQHVBuHQH6LraQpsnyGVBKBMC8I36z6MHLkNI425KC2ticnlmfQzlaAjtjLZEz6AVcuYIPDw3TQmF04/878b68JXNfg0RcgLdXRo8qDhM1EogqiiS2sNfZQJXbZWOADwhqbjThLtOSDAMukhynNpZGcMqMeycsauJX201Y5PUPOBao9LUlBOVFLWaJkshk5llcY536a5rce3w6rz2dZ9MtbEwsBN4YwgEuvkkjVkrBOzPvABnAphBHSaYh7kHLzkMr5AZpMA8K1pJMpfucbUS5AOZeJgXkYAaFz/F/8eoDi0xR0TQos3YH87RjEpfOFTVKvQSdTXCFhpbJR1VBSdjUzEsiansOUsGVGzj13TcSLjoUDY/er7acXrxNfHMiNPwWMZEHFU13RJWCAjEQNPfiMhieN9z5kR7ThLXo0ibgPd0oGHa+rFzSvK1Q/15HRLGBSCHdZpYWdxEXNMAkSDubZg78ORqGHiOz3dJ2aB3ssNXca3B+z8mL5/NqbgcVac44JDn7XMKDYsfxe9ajmXI+5Dbi5a8/ojt/SDYdgNjGxAbP3yc+n/uDHgz2PCHbVxIIxejPdBxRwUAy6yTTxjL9DceuONL0nbyIbRKprNQk7aCBiZTxuMknWOcrYHCxy/ZoItbnQwvFjO+xSstAeCb/YynOjs2bW7K4oySXRMeeAWT/Zy5Ov9aEHqmVUzlL7jd1zLjm/WM3RX95lSNzz4VkwtQmNofKS7zjhdzF4wSZbxfF3zz9qFtfGOjh1bw5Elai3TC/aDGFzY2ASM5V/7AbR0MaITIIWAE2HkcEvbSbvf8Kjn1zyCEdDePFAgvmZrXQqKYntAWbxi7xt0djNGY+cdkhpNqp44ZFEeHRaVsiXIAmJ4E+WbewPxW2/+DxkVVzENPDJnZk+tsFZEwrDzfu0cXXn/QZUOIK69qHrhvOKPhhCh4c9xbBLRWYyaEIU/s10TNy9bkcIjAvT+g5qEoZzBCNqbDs4MbMHZaXFxTEeTHilOLrLw+Q7SxNkLqNipQwR36BNBqNgyGIegE46NPwzVJnzvxDNOGQyXlyB6KKCEMbWDTJABLyLTiGHEUK1/XbBGSErVxH71dcDiLZn2d3dc87HKyuRnzLsazOZcSTgBAMiZA7eYsWrIEZ75V8FqtGtOhEmOiVLue3Qd5yr/RQv9wGHiNBy1AqZ4VRv+KcGgIveIw74o6VuYDRgwPz7p3aA0HqonjeBeZSD7yoLNAyfBZQjd2ItzwrzHZV7xYJkrKtwo8YmkNF251aonG5NDIOzlbAY0yEqT9fYRNRMmgHWHcyoS3txOqEi7zjod5a2p+o8AUAJySaXcLrICmaMJtmyCPk0UcTVAD7jb4z+weMaELMbVEsH3xnTC9pwPWGEkfkC1ice+HKyypObwfXtJtHg0ZXapQEwyK5h2SCNsLdM437PPyzeA0K1u2xE89MeoyeE2+YKnE7mGeoyXGxBbLeLgBlERIi+lN5GsF33dTiLuuoL0YG8CFheJLLgvKwxnVjXcYtnQ3eKVFAgSUc0L1sFuSwx6bsWZaEix0vou6gZSGi9J9BZV6EDriZQLPyT177gUs1SKMcqZWcDQa7+atD9WlMX4akEHV9pVvVvatTCinBM3UDJStT6fDqYJ90+K9Qw75ZvezvWB7XuL3mofPV3u/Ai0Byzs+iBi4aP/urKDkTl6UqlMF8lUckpVj8hcA2JggxvJAh5n2cB4JmmnYINEdTHcQo2lG2oDgDhwTvW7TAvoBtflsqqpuyNeKdC+gWvvcCqe2VJt7CGfgz5sH7jQZme3C6pJApwkyRzGPG+Eai6N7dq1ij12Pug7/+9idkCK5B05JAE5uwF0RT62qK0IgUavA5NSNuCod9Lw3TzyqEkpwphnNeGdniYzc8FUyvi4PljysC24yu8KgefRrsXMCaOXn6psPAvoQhhABrsMSbdnIf5a0m+EuE/aajI8d3ODxUPewCV71Bqtscy91FCvSgU+svqhGyc3gacs2REvjpkuwgqrSoTBNVpzFWxhwn9RJIdn01cfQ9LBxAIiQfawc7AlPMi92twgrbWa8eatG/Zp48JB9A6g2T4wNNbqmdPxKDLBjJCH7UMgKVGIxh4NPEUFS4yZ/LJy2Kdo31/D4dc7mgesMTe6Nl9oWc1xn2sSTYzi0smveoEMR8QyDV21Yrzku7Zo9AjaN8cFwuJFTz8qG98sOTxL6htUwYfj9P6sk7JutrfEGg0i/Tkluz7wq8nkOIc5j743PsvcYdMKgSPSO44v+zOP5EMwzt0Ts+NXncMBukqPcHRAxNhWPtQXj1In7Gsa//xPmQGTnvOegM31kgjCZyNV3HD9MJeZpwvoy+a49AYmwvc4oFzjzRNvEjDA7yo2DkjNKSEJt4tVn5koTcF42nOcd9/uEfU3gpWLJBee8oxZGfu+l9CeCTJbUpJe7QQ0C69DDiqdtRmYxYSo34GFEH+YNp1PBQ94azQ8wvHmXhK/qA361vQAArI5p3+uEr+9nbCVjKwl7SQ3eCF75eSq2JpVMQ1uMjx0MmuLveXlZ8WJZsdWEb57OjSmSHopF31tqFW602QI1zeNBQ7pY1ryenb89K5ABzdo4vdMjNabIdPXEWxjmATqQDJSLlZYHVRDUq13z3VqE8Q6cvq5Yvt48AZebJ8ieTJOlFw9JpuaJdbGqnrA0SVQgP1VMb3dwEfDjBtoL5NUZ24vpCNnXYHxohy2qmuedYZSu7N5uSiY+lNmx5Q632XUYtNIShTDWQlmOCzMMeiuT9ylbZ2fzZAKdjJvGF3Hv0uEUVYCBdC+dkkeEes6QyQyBdefRA6SkQcVVdBGwqH4dGCVKhHJOoCWBXTGPqiKvplvdNkFnSVCV7qUG/FJt7W6vksMOaMYsoDDowDIpvbsOCCiXHlVTNdXICk9uNpZLzD1qDI/KFhUYrESNuRQc8EbPDNiqiEURwyZrktbwbjvOcXe9+VGegTP1JHQ4GMPRNs/nfW59k6lLsg2OCBzwiRfxjO/ROaOe/xzKyX60lH7yhZhioWpLDMTDbl4fo7VIatjs4AW1g0y4agq4JBnMEn0hVT2U91ZtRj9Cp365V6NCKNVUBXcXtbI8EzV8PHNvyhBH6JJEd5zoPRkt1PZqiUaj5zGIgJIrcqKG0wNmwHdPXrZEZmVLQBKwzgVLTrjvGds6mWeUFJwslrMKRW4FE60cuZiBTWsfW5l9EBUIuEUSWsOcCBcjk9+TLD2JVCeLSupETlFDc02rwKh0mzEWzEsuUPYGBpndsJr1KTx1polvFpbjsGRP/UjHEipiIWoR0Lab96pDibWG86bgKl4Fp20ORZQID6fB3Iw3OPDK4fMIqDnuMby3wfvG6GnbIIYeefPQKKAJAlIvYrH5bzx6hEpd8bS3PX7IkvwzhjUxwBBAQAbak4LPHb6AdBw+ICGYpoSC9wraK1QzKnevu1H+fBOMHo8ysXvTvaS9jXl4zzL8bchrRE5FfcKpe7uHjbe9Rw0aiXFo3jJabiMokOPGAah56f5Z4V2PzKV4jlG8pRkt39GaED3Tj2nl8cO99ose7o87VIPMULGuApDnOwG1IqZvO34YDJw87HPsLQbOsv990Rs1CWgsAG8XFQJIsQsCAJ9bLNhDVgXW3W6x7BnYzZu+7hMSC6QSmgZ/fK/msWoylgeqLSi7bP1g3sdbN8m41f4ARmbJwhUvTo8AgHf7CddizYgTC3KyuEEGlsi6Z2wl43adrSHzXLAsJYbOICFCW6G1Mt6FwNZiHPVty9ivM3opM3UBIO9ektaedDwkjOHe2+7FNu4sygyUFybHKgngPfU8hOrBcKS7eTzRVDey+E2qAL5AJkJ9mKBkSUFJVogxLqKg9X2QC1Gn3d3tNbzV9hxlTqDM1hihmreW7haX81oNL+chxKdhMRXYYop6hcQWkocR3DuU0GANjxg0M+piN5juCi7V7m3q3OJyCh0f9ySBw3PQTE6MIlOvi3lGaIZSo2KPbOzTajmeiYG0B+Toa2Mnw209Omgeo5+6sWGqyZ5aItNhpcgtVHVYJ3nXJHE2iLNyRNtYcBWkXSGb/a1uo5dKzYi3RKCvVWr3iGYDmsSB309g+CH8ZZAr+hhqvMf+Fr0FwoYA7rHH5kIdWqGqDYqJzTNFr0saJBUEfd43CEWPG2ZsDuGoVrvJKrGxH+cyfPMDM3SeHA4UpNuO7zp+owEnon8DwH8bwC9U9b/mf/scwL8J4PcB/H0Af11Vv/5N52rXmrlN6Dop0kyNI6nqntluBTW8Kaw7uLYu2FTVNGEErRJze4UBg9SWpFg3K4apawLfGQLgulo2QvZjsQ58Y9CVoRRWBpaYc/pg42yDmmiYQRwTGHroSDOztSx7mTf87vINmAR/RJ9jk1eYtWJice+YIElM28aLZe5PM9LPFvAObF9k0Bd3kwLIFYkVSGINVd1Yr+uEnCtePdwxpYpffPUK9JgQinA2buZ5k1jVW77h4PE0I+5eXzSMbmH+Sc1DF4NIgu1jJdld35orMF2tGGV7ySgXM/jqxS4ai4bUjZ1Nw2CJaKFOBYN9HkGb4Q+vlQTI12IeYhHQapO9vjyhPkz27HwekGrzyvn9HXRfocsMeXU2aIAATMnYM2tBVAebuAkDy+TGElaA4VABvCSaPCklDwtkPkHYtO55q9CJsb/IzkohlLOF+q3/aDOWlqAVbyFmQmrawm2CL3IRELMbGouo0mobBbmYUysdBzzhGsZH27iER9kqPzdBetr7vQfEUkz+FJURFODG+FEnIniSVTK7DIBJv5Ki86GlOwzNI/Wf41zkn8sbmh0IA86lR0oBU1G1MaVIBA8Rjd2bmAOQDCJVtqi/zn08wluOc7ZISF1nB+Y0PucUNwac6tHjpu6917kba9NAiXlDOODeOmzMZ7NPtFfQeiwKfH58N0Jux/8awL/47G9/E8DfVdW/AuDv+u/f++jZ7o5tc5TXD18xoE0r2b9sZ+tFHuHNx+vii9S0qLctuzdpD9x407YaTZ/ZKqQ0ClEIwIG58S33QdqSndEAOJKXoSsSbJOFd5yoYOGCmSvmVDCl3lcyedMJy5nZLCSFc6X9mqvT/3CMztRhHmvsbNALsfhYGaatQaP05s5G6+rjN7Yus5Oi4deNf+24OYdQkY9PJCdbM4Q8PAfC4Okcxy/+Z2L4HsYm/3lIGrXnMNxwx1y7dwhvDHsg6QyeexPKF7FEyrggQwSJyKETY6BoTsZEea4kdxj8gbMdczs07qt7s7V3I4//cUSVI9yhfZwiCWYGUzqDZEgQNmikGBzEu3ezCg2VNk5xHeE1PjNGOnwPiOP5EfcZ5yzSjffweh2ftfav0ch1OKE/34MTEf+nZ/8fI7HnQlXD3BipinHNY3J9nB/P5+U4JjRc93NYKq7rcI645iFh2l833sez8/hG8Kc9fqMHrqr/ARH9/rM//zUA/7z//LcB/PsA/rXv+6F83XD62kbl/Ksd+f3mHpM1OE6rVWWWM+P+OWN/gcYfVgb2ly4XKsFSIOwvBfJQzTvUBM4AFJBfLxAA+YmR74RSFWVPKFNCWiq2L8yVoFMFT4IQmScCakmQncGTmNf7kYNIMbHg9XzHy3xv+iIAXNNE8DrfvOdlwU/nhIULbnXCKe24lhn3OuFxM1nZwNhLSSjnqWG29XFCTQo5VXCyjkEpHYF/VWersOB82nH7ghpOH/8Xb3ZRdjat6sby6RscfFy5mJcdtKl8M88q8FnAjf/UK9D2F/Y82ItVxqbDjZesYfSBwgQszya731Nwf4M+1hJYpScfySt5AfSMPmB/VyB6Dx6OKVvXmCl3Iwg0FoucZtCcLSmWjS5XzxnlZMm9LE6da3KgFlUG1Jaf9o5xV4VWwew0WVmMWgh1iuNWgUQQ78jSYI5qOD9vhufzuxugCnl5QnlY0GhvREj3gvRkFX1yyhBPNpZzEAUU6Vo7XEBAjQQeoXW6UqfatXwHk21IqlBvQsp3h/K2YnxlZuiSzfsmQGeGJGOZRZeatrG7w/DcWAeFtcN4riGivcKSwqEQdcmEPl/o4Oj1SaQa888gsKB0BpPJF7B/6eG9dFxaxw3F/xbCZtTWi9/HULxFFR0yTH0smqDZHslzo4tS6swxJTIu+Hccf1YM/Ceq+jP/+ecAfvK936kKbDvm97bopncb+N0NJIppMSphlBNryi7YYwMa7Y+2VwJ5VSwp50bI2jVVowQVg0qoEvKjD/DqCcsMFK/GzLkCL3eAFMuyY861edQAcN8mbJRNltXpeoB51wK0xreJBee0W6d4TVid0xiiVBfe8MCuw50frR9lmlHBOKcdT2VpTRXWmrGz4DZN2Bb7FCiBVoYmNTh7sknP46bS4Bz78Tzb/UTBT8jFxny03qHm2e9rtnL5lZEekwUghVp373y1yTk9KpZ30r1mLyHfAuN2zWwowAsdDDYweGBhwPWIBz5PQI/ZfSIg1aPnTR7ak0jzShunNryzKoN3G4aCQVM26CR43vESBrAkqNiil8Va/dXGhvG/AwbdDOeMI4ycOufYoD5LpMqWwcXmB6+eHJwS9DQkrEavuRovnO6rPdxXZyvFPhgbBd0MS2QAmBNqgykJvHtx0GD02zMYDFNPIvpr2CAcLgxSc46o2n3QbQXuK5AzkC7WOZ5tIwpmkOSOJ7cvL9wJQa/xbxrPfYJFibac/ZnauguZYOb+c3jXB7qmom2IlnOLyJA6bDLMudEwx8Y/KhQexic+wwU5WxRQB7psvM7/ZxvisygD6MyniAirZ8/IqZDDvPrY8VsnMVVViT4ILNpBRH8A4A8A4ISLPYzsXgiAesqgfUY9ZZQz+4O1JGKdueHcQYHSNCzscXdMipQFqoSaBRCGTmrPQcg1YTruFzS8ejcvZYXhzzkLlmlHcg83JSsEOk87HqYNN5oaDzw28epVmpkWiFoZfBxMirtMeJIFJ969cUPBwtZIQZRQOOGUdmzIeNwWPG2TecqzWBHOpKAsSEkxzcWaMjv0AgBrTtj3DGZBqQlXN9hRqWnqix5d+JhtBcZMAUx+t1Dn1Mfk5u41iNoCqEusNDcc4toh6kyehMPiYGdFxO/jMzuEkmpNBA68bsUHlXUYQ/j4/cNJZ98cemil3CP08VxnZPDUqdqiUl/8jTHg94yAjKptGAc4ggH11nEjDzo8PvVqSjM6ZGX+3BO4slh1qGSPhAK73k6Gn7Llg1T6xkcBITlW3uROfYwlE+opyltx8A7Jx/mDsYBa1yI1o01RNejjq1M2+zhl6JyhU/JCmfDk/T4mNO0WGwefFzvQyAzhgUcDa3FVUo/CpEVeNER11J/9cw71kFA0uixa0ZV580ZRjKRw5DaawYdHibZrHKC+A9MI/bVjS7yRg0/+nPqa8LGZGWlio6eSJYeNokVHo/0bYJU/qwH/EyL6qar+jIh+CuAX3/ZCVf1DAH8IAK/ocwUAXSasL9nDuwmaCfuLjPW10QvLCqSNnQeumJ56kkIzYf2MPvgcyoLTeYMI4VaNS06TIDt7Y//mBOUEWWxASkmotwx+Z0NQV0bNinIpeHFamyofkWLJFV+cnvDZfMMv7y/wfl383gye2IXx9XppfSWNFKS4cW1UwEtaMUn13pl3TFJxTTfvRm+9J59oxh/vr/H+8QyQ4vRqBZHi1eWON6db0zKPYh/ADOu77YR7mXAvGd88Og+8WgESJcWrlzdc5r11kRclPNEMRbaCn51BKzcpT4THkB0OnSzMrhXYlS2MXbVxjvVmSmshawoMk3bviaCgiQLoxRJ+sFgT3xaGjt6QG/LulWo3WiM68hyfFjX+dHUvdzKXiUSa50PqYmV7NVggvMwqoCmDdnMmSCZUp+tJ4rZRkWue9I7ijHrKjZYmky3G0etr11ZsEzC4wzzmslDbJOtCoJownQ2Hjw2G12rGKAqTxkKfRFYU5xGSJkK5dGZMV9EzeVS7OHTvM4qUqto4CBoVU7NJnUaiTR5OQGbjNTvUJJNp0pcTYX9BLTJr0EX19FJ89GzGVRKsfd4i0MRI99TglnDPWxeeasbcON/ozJWmK0PN8w0RspALUKKWI2injhqGIYkfRlnCeM/W6alp/fgcjkrLdHc67q5WL7EPOT0d5joDZeksrrROoCrGB99ri9oaJbH+kzHg/w6AfxXA3/Lv//af5s2R6LJWVQSeueFldSLHAQbOrlOIuFoiPAbeBl9BIJDrfAsROIu1rJoEp5MxE/Y8u2fi5xZCdIMJip0SvDtJL7fPTvWbueKcNuTo6u5JQ1FreLxJQnbsm4M/rQxArPekZPPqIZiooBJh4oJJE3ZOmNiMeHVYIyXBNJnRfbms+NHp6SAXW7VzyovrqOxi/HDZud1frJQp1aaVAgLuLJ0FF9DG82bQMcb+HCSZvjcjPJGYyUNUND7nZhTQXnfIwA4ejxnpWGw+f595Vt2r+dB4fyD6E6/15KKxRj42G+P1kfjTXrpeDJ82jq4btgjVh/vr16c2hFGqP3X2Bwx56JQzAC1hyj2BG8lgqPPo2WSVZWanf3b9/A+WdsNz0b6rXw8xECXjUUXKzjv+WKUoRWivz75iuNiLepxi2aoYqUdtH7CbMGzInmAcpRMaeSDBZJ4rHYwqYI7EKC3dyA1iJ2gbvW8S4tTZwPjHBGvzjvGhPPDHONyjbgvgm85kL6RBvqO72z3iIP9XGx+PWC2S8AgvuvS0Klj9INn8/Pg+NML/HSxh+SMi+ocA/nWY4f63iOhvAPgHAP76bzrPeJggkC26OhPSzBZuJTSWiYV+QPX+c3AJSslGZ0unakqDbF148tSFnu5JTB+Ze1XkyLfRSqYamAX1hQ04nSrSJDifN3x2uuGUdrznE5jUSuTdcN/rhLdPZ2tmoMYIKQvjYd7ApHgxrXiZTbjqnHZMVPGj6RH/leVPcOINEypmqnjiGXedm0JhHawBkd3P55cbLtOGN/MNn89Prc0ak2KVjFudUZXwdjvj6+sZ923CfpuMcXOqmC47cq54WDYsqRy0V5ZUUb3Scz05Fx0AVy+rJ/dMpS/usYS9LAR4pd3uVZfVvamQHW3eh28AXBQYOuQAztmt2pon8K6daofB8y6KdLNQnrfScGaZMzRl8xj3ClIBiuBgq5Mn4JxmCCLoMlvYP6XO6JhSpxmKQif7G0L3ww0Jr9Vw2K32BOpQdNG1yF2uwTcH8k2qef6JUHM27vsWzBTTSY/wG6pN58S4/ybji4GRUc8T8OVrG4+JjTs+6wH3jcIYE38iTw4PPG6/No3y7Ro7IAHLDF2Oa4iq4/dLsjwBoT03SVHXgQ9xY9hpG4d6zHPsBFACbWQt6jRICn4pAacN7+uCXZ1h0z7PN/ADxQ9om/AHtQ/tnHYugUtYA60S1GRj0Zwba2Ddzwuy/5NXvlpLPod9hui0bShe/i9zBoVwWlxrIRwqxj5yfB8Wyr/0Lf/6q7/pvd96zsRDs1hXoJvgHVxsl43wpJwAWYBouSUZkJPgNBfDsdnKjufZ1Pqqi1eJ49k5icGd5JrESkAkOZOCX5nhXU475lzwctnw+XLFOe3N2E1cMfnTvZUJ63WCbt1E3IVwv2TjfU+KN9MVE1W8zjcsvON38lv8lfkXeKCCTU1H/KIr3lerzb2K89LV+OYgxZQrfufhHV5PN7xIK17kD/mgtzo35cF3j2fIlkC3ZA/+XPHZyyvmZE2cT+lYELCk3kjivhQUcq/gbnO9GZBx0ToXV9l44HUi1DOwvwBaj0yCKUVufcFpJPLcqI9ePRdtHWF4FaRVIMmMGghIUQZdFem2W0Jvr6B1t5D+YvkTXosZ6CqO2VYzvCeLvGgtrWWVXE5meOZsioKJgEwQTcYbvm6AF6Ho1GmESua18mal5eQViiAy/ZJWEGJuF2UCudplNC2JAhkQIOds0EZsbruCvSL1uU510Cq19uR1GI7ykLG/nECiyPcK2gRAahWJgUOTmFEPDY84goduF2+fQ0ma7dBlcgkBZ/yoNhYK6Qx6MduaXhj7hZsjRtUqHgEccGAbI//c2g1gKzRzmmoY+rSiwxo+HmGcQxRtPJTRLFvowkTi9uBNH94UG4U6v9vK+DW5IR+kCRDRxQi3+POIvFF0B0trN9jRz2BM6kbSGMzG9PHrhdrn/5PCwH+rg9TF2rVTpj4WsjQOpqDtrk3QirQLefnbQtEvPGPxEnhruErNICmpNWugCGW1JfiMFlgPvO6uGGgl8Lom0G5a3CBYxaZfU5TUn3h37veOE+84UcVEQIW2kvq4ZmswbIY9ebHOnKt3ri8HzHsXa3D8rpzwy/sL3MqE2za1zt06C5CBebHOQTMb/JMd+y6SrLOPMnZxPrxfe9NAEaBpLsOUAlkxiOK7VKpLikrWFsa2Uu6hKtNwPU8WhRfbWp2hJfhkYmMyzIOKW+nhMkJ62GVdP0hexe/M0JmtgnJKxjrJCo1SZccYSU39T4V6CM0wr7tOzXgrD/+X8NDUEwR+740PTscNUIZ5HJ89hvJxC5FU9aSjeXKEYOOMfHxAG82vcY7DqyTqwxKwQ0BJ/vNhrUVeYeCtW7VpbXohli8AojoVXtmKlIaE6RBBKhqjZDyaoX7mlQ+IQ5e0mPTAtDmwmXw8NJKR3O+rffbwmSNENPK68ZFrPF7w8LnxPN0uqaBDuXEPcV8u/nbgvj+Djtqz9M0dh+fjN/E9eOE/jAFfK/KTDfz0pJjeFyhnrG2H9FWuTmHbYse2ZMJ97BPnGQIRl1KtjLInSGHsQqgl2YK6JfBGEKgxVqaPgLZAw4kXLgf5VgFBQHh7O2H6dUZayfSNU0hGEOZU8Wa64S/PX+HEOy68YqaKL9M7vCTFRIRdFe814a7GTLnKgqvMeCozirDBN7ngzemGL+dHvMgrdkm41hm7JrzfrcHxP3j/GX7288+g0WyBFLxU/OjLd3iYN7ye7/hieWr0RwF5F6AZuyS8u5/wdJ9dV8Wx+3MBzsWwfZcRoDuDKluT12SiX5pMdEjmgQamQH4i06YuIUCmrUuJggA1HDrfgfl9VMj1cPb+RWqdTCKRp6SY1HRPeN1B1zt0nqDnuWXrea+d650T6sMMOQ9TWwCpGbwdhYForcjXzf5/mdp7yqsT8OpkAmlzQDnaII2IAlwQxyetG3TSxmzgrZrWCrpxlYmgJzN44cEF1Q2wri/7hW2sFzPmaVVMT17hKhW0mnGrLn96aHEWBgsRMTk05p8TDX3D67ZWhhV8t/Ze9O4Juu+gabLejETQPTcYCtXZLucZ9Tw1tlh4pFz8mc/9uT7PFRikAPPO2T1uKHRRyFnMgJ/IDV73xm2syKt/zSuWyboQWWJ98JL99ZoI4oYwCgNDDA0U4nnUjKWCwKotQmFnI6UdkBWtQpicLnuQQEhojaFpdr2fe0QS9nC4qCfru9SxsZ6c+XTYCP+8GnAxrQSlKNqR3s9uwJOCOpgiiVn8H55oHLdPVbIEoHSPW4VQSaFiuCIXC0WJvZmDAipHnmVUUAZeHN53Vevis5eE/GQZ57oQaALq5oYEinPa8SZd3evewRCcqOBEjIkYb1Gwa8KmCbt/rZKbNO2SC5Zc8Gq640VeceEN7/Vk0YQkvC+LNXt4OoN/PYF2Qr0IdFbQueJ3XrzHT89vsXhjCVHCzftvMrR1pF+jQlWpbfQpC/LkIlK7SdKKZvOMHQoRDx/LRVs7Onumttg4+lu6hjOxQiKMTmGxTNubN4F4WbPpTveGDuoaF3IbPPBSrXhkNu+4cb69mjEy+LJk7C8yGjQh0THHsWVfLCSu/S1qYlVzAhKhnlM3PtxFp4JTTlXtWppXPiy0SJoyDIKoZmzVm9sGU8M866O7qBSUPxvnUHQ0LjeA/bjAQzEP9RmVkboBD1zd9xaMTSSaZ+nQCN03yNt30G0DXy6gh0uLVFpjC49+Gkc+kpfhLWtEVNQ80uPit1seBdJIzGPVpNbWUNGSv+2uFAiter27DvogM82FmotO3aG1MU2Rh0DD0k110i7Ikoz9/XGdJlrmcyy6R8F6njKApq6Inv8xyi1ACaBKSH4H7Vm4/ERotEQlK+21MWNaPcDzCPMjxw8jZgUM1J1eMm2MAWqTTCYXT5rNOFC1HU5Phm0zaysGaVWJ42cEE0OC40w+ulYIwCxgLibJelpxyiYJu3Axep8zQwATqxI1dsj9pdoi8y4j+rLgR5cn/KXLW3yen3DiHVMIt8BUCb8SK2f8++U1/nj/DFdZ8F+uX+CxLvhmP+NezTt8kVec094SoPH+x7pgk4zHfWnNiuuDCQrppSAvFefLikverKlxWfCr9cWhycNacuutSQCWxcDDVr4P+x76Kuq9MM270OZpR4l+4xJ738F0t76Wo8fEQ6icdm0QhHFquelSBE5uybW+6EIXXmaGvL6A5qlrJDurArBrQnZanQ4dbqKknGAGGobRUzKjzXMGVFEfJpRz7rBGrKHByJp+CFnCKfBxlwYNOKOFwMAxlkcP5zXb/I9mBPE/+wy0jeM5XiqpG/QPVOr8s6yZrxfsRKIsiAHxf7UBo+KGZM/eFWsGv34FlGJSukQGQ81Tq3KV2CS9qYRM9gyjIrcsQR10uG1komCwkXT8exuE5xKs7U0fN2ahNHh4ToRO9wtYAwQk86YpA+RaKFy0ORvdGelzJiQ/TJzLNX1YIR5BhVhVCLYhpuTw2RH5cImcT6fCKgHE7MV5bgM/wvr5tuMHUyOMkKtRaRC7VP+SRLh/riivq+2Axfjd08sNl2UzQ0QKEXaowzzo9qgFoDUBDr+0HZisSGeZdjzMO6ZU8Xq+4ZJ3POQVL1JvTxYCVY+7cb+nVPH45W6JwknAWfDm1Q3/7Kuf4/dPv8IX6REXWpHIuu8IGO/khLtO2DThP1t/F3/v+hPc6oRfrw+412yQBQgTV3w+X/GXlm+QSLzlmjWEeLufcS+mIX53KCC/2kCkePFwx+vzHQ/ThtfTDTMX/Pz2Ev/o8XVrvxayt9tmn3c5bXjzcEMixZILEgnWmnHbJ+yVcZUFulpSRZONwZioDAyThZBv5iHO7xSnr62LS/UmrhoeK3wS115iL5N53WWhzkzYYtJ2I6gJJqvw4xOoLMjXiuTQh/UBM0hCAu5QE3cyLD9C8oRycQNejMseBSchKRpypK0DzO4dctTnajbLQBcTkKmXjP1Faos03pNvpUnURqPkZuRTb+NmIXW/VWAw2GH4Yo0EJz9gnWfebRjG8O4brOFsrmCjyAQzwBMAsBmTYowBmlPb0Oi+g7bdvO3TZMU64WkToZ4S6mwl8+XsCe3FITY2qDPUJ9WldqmiJ0YHwz5KLVhxlPb7i5/h37XnD4jM4ev8bzTD2WiGw98iEgwbxEWRnyrSJodnINmrIAdBMIPAxPMT5iSY3vvxmVlXnWH6+u2kLQy3RZ+tloEtZ6Lz5BCUNIZVyBh81/GDeeDxPJ4L6zxPMmhWYOhqrcngD6aehIyO7tLXvP/g8Vr7frwEJjPIE3u/SS6YHD4JA8okENf1DpYIZQHYeObMgmUqeJFWvOQbTrwjPSNFCxhPmrBrxmM94anOrbHDPnLHASy845JWb27sXG9JrSNQ9SrLoBoyCy7zjpfONJlIkJyjtxV7fdx2SNaG3sspG85/znvbLLZq74lxawLzzzxTeBKnNbCNLH14oM9YFKRDwhqxIHzz5sHZCC/IjWZbeKqoM1vUtY3cM1tQkdSzc2irIgy2QtyDcl/Ujd7FONAE7fM/vnCaIa9oRSugzs4x4+LKge1N2ja8DhH6h40fE3N88L7j9SOX+HAv3LXz29/pmffNwzg/42Yfxs2plBAB5WRwVYxvUC0TA+N4EXqeI6p2U4faRmMaqMp4Px8OcLzwCGeAAAxe8gi1NtsQRnvw7NvnjB/2Me8f+CisEoqK7TUfi6qGZ/WcmtgjOTQYpdEiA3eP+RvVvcD38r6BHwoD3wrmJ0tMTY/FxKxmBkUbjXidKngnyMa2IAsZRumGqQq17jSVCHB8Vx3/Bil0EiAT9GbnJgFkTbinqSUoMwsyCTIb3zugi9a3UrUlA5kAYudIsyBlM4Sf5yd8kR8xoTbca4cZ4bvM+KZesGvC1/ulJSyDHZLJNpCZC17kFSfa8V5P+MX2Crc64xfrC3y9XowBo4REimnaMZ9NkvbHl/f48ekRMxe8zlbd+dX8gFenFbsw7ntGqQnnecfDiw2JBZ8tV3w23wCgGe9frw+47k5p3BLSk0Eo4SXy7pFStcqzKFO2RI1BLPc3tsCjqUOEoFSBXIG8incloe4delVjQGUjjBHdUYIFmXYgrYxob1aXBJ248ZkPYbB7veIl5lScuRQQj1hDibin3lPTjma0gEYBBAHllBBRZGxK02Ox3puxGP0aqEiHfJwyFU5L2sTPGRsQfGzQaLSaLIlv4Tc6z5mpSU9QJW9YoA1OkImwX+CJWPOIY/4HC8j6jQry497EsKIVmTp8AiLAvUKZU9OGaZvMUMVoEZUbsXGTYIfbtBcpUTwqRrOKVAi0sTGWJv/7rEizPZdK3DpLwTep1jjY7ylkE0Y4q8F5Q4Iz8g3bqwTSZIJfXpkqc5ebdYuOOlu02KKLoao4XiaTQYRSrHCK1KqXuQK69fv+1iOc2Sbfa/j4dx0/TFf6vSDf7MLS0w5+WpFezB94yJZgAWjr/FDNphMeXdxFQvMDAIvJrUZndQIwqVO9fLQF1tjhnlGWHQyDSoLrbQ2HDToJCiF7yVZ4yfZZRkXMuWJJBa/TE97wFQBQwY0mWJVx1wlf1QesMuGb/YJrma1AyCmCZrg3+57uJnqljK+2BzzVGV+vF7xfl6a/wiw4TQWvlztOacfvnN7jd5a3mKhicVLsy3zHZdqwi3X+KRU4Tzv+8otv8JBXvJlueJ1uEBDuMmHXhFudesPkncErdRqnwmEsm5DzW8+wi2fqibA/eOLNw2YlIG2e2IQXqqwKPblsbJOxdajFG0w3b5HciGVAVmra79FBRT2Ul5lNtW8Q/Le5pIc+mByYo8ISjTHHFEjXghTFQVNyOmNX9MNucq3irdMk98QY74r8uIMf79YG62EGyChuo4ZIGPbWYKCYEW9QDqgxNLoBtzC78aaD9ZC8JHsavTtjrKTdNlBrE+it8hYvElo7nJhvgrRWpOtuYlg5ATR1fJ2DgeOKedmLdDJ7tHGMFCQDsrjB9htW1vYsowq6rfP4NTa8Cm/kQv2+WZEnFwdTV48s3Ig7dbHNKpKTY/6F3OnQJqOr7e/hHIgrFOZ7x8HLydlCQzRUZ2dG+fvgCf04JGmrYZHJ7dZka0YLkL9FzRRwo60ERVA63XjXgV31LccP09R4MuEqJSA/WAFCaDUcuJdAT5h5+loZncNN7mS5UFNyLjOxh5SxW0tPIpiuxcC8YIdKYIY6s/3cIRQv0Vcr0yeyZq5aCZptwzCKYY/HZlRUEuvlB8FOGa/TDVcyDz/gGCCjiDZq0sIJj/mEExXcZTo0h4hDnGWzs+LmnX1Wyai+YUxqbsYquTVMDi787jDMJBlF+NA0wTYukxCIYqJgDFCDOMxbFPbJDFsY6rTOkW/b4A+vSjMMvSfXgGfhKGGotOuQg2Zqnpr1dQztcHZ8mBBl651doY2rPBbE9IIRM8bRmT7mpW0cPYQdmyKk1dQPWQA68ZE+xmF0jrxomcyxaA0jBsiBFMfy+cDgfYOJsvuWDx3gjxFmOUAz4QnHGMffPzLWjfbmBpnyWHFqkW401D5wvAVAiyq0F3eRq31uaBuAutctY+GRe6Ya18TH6zp+2TwIsgKxtsg6YLcxmmp1COHpCg4a6M2utCgNh/+N0QE5yUgH+YTIAbETJzjmJTw6pcidoH1nb3DSe3Oqq2ja9ek43zxi+NMcPwiEUl+d8PSThCgImZ8yiu+ER5qTV2guVmwRScwlG+RQiCFSUZXMk80VXBlrzgajbBnT1wm8W0Pe/GQPZtud1gXrjzkn86LPyYpuLmlFckrgOe2oSpjd8AIvDY4RQmGbEWvJ2DSjgq1wxyGYkxZUEF7xHV/md7jKgp9tb/D35QvjZZfJIBGHcBILijIeJ+tcH+JYDDOsJXpoloRtz7iuM6ZUcckbXuXboeDn7X7GV08XFGHse7LuRqR4t5wcvrH7HQ+GtnwAcsdVm8PkzSFIXMOmRGu2vgggAAL7JPTsegW21VawFV5op4WxLxr37sPbVAbW5BBAAsqD99QsjHR34bA5ZF4J9cQGu23d8IaGeNDdSIB0M8jAvOXJ9KsnhkyzedVRWr4Jpluxn2+e1DvPkOkCLC6bOhlFr1wmJIcWZHavHdwwZsmx0dAhPA9WSjmxa2v4/QPWmd3hFYNVPBJVbka6FUe5Ua6zRWkhIBU0PardARLYBrxfGCkT0j7Zhpc6hGIb2nOQmJosrQi8gz0wkSInNRkGoRY9RJOQsbo6lAdH1sdotG1D1PY7Dbr3ItaPs2SGZNPk4R2gMJhlmEfOd8+33nZxxKODE54GgxmbuXG1rd9r4PiW+HavPEVDbRtHZkB2QDeXrvYWcvlm/H0SuPibepLbagjUhceoerco1wa3iyA0bZTvOH4QAy6Zm7JXuVCbkACaB96pW4poXKkeujAbtBHeIqlVMIbSHocXrtb3kVfY1669m4yPU6Zq+DdV0xmBIrk3Pvn/2FPkrc9lbCaVoSHdql5dScDUpNaA5CvoQsYLD3y9iFV1ViWwmLL4lCqeyoxMZsjHo1WDumCVilqHnky4V4NAIMDOCQzF5k2TS3GBKzXYaa0ZTIpNMnZNLeEZnxHSs+AhMeaHepf6aLWmIRCl1BfQ2Nc5HmkYdC/tbglCPb4uwuCgWrXu7aDGnCCxc4TxGA1Zs2R+T+blaEv+hQQpFwGtnqCr2SM294QFSEJAUVCV3q1+3awUP3Fnl2hPnmqm1rHdMGDqP6N7zIcEm0NNB+1sGuZ/MCsi0vA8Q0uaPT/i/DiG920sxte4p25sLwZ7FewYsdAhu+ybgSf6TLHQhpB3mxO8WztESTCPHC4+5x73GBG0Rz+udTq+Bv5IW9crVqja3AxYJu6t8bsl8gXa5hKXoaE1DR66docxnkH8L/Il2iItbY2/g7osZPPdhMLstY1N5S0grUMSeuel0HivCuHUKY8ihn0/4/OPTSY+dvwwScxqD1rZ+yiu3q0kG/UpvG9lIN0ImvIBA99eZSuqccaEaNfm5gFaASvqyQxR2sg/G5jeM+pOuD/MKJogWhpmnUiw8I4E8XJ4s0ghZnWZdvNO/V5UCVvJ+FV5iZ+nK77M73ByKdqxAUR45a/zFS/nO+51wjf17EbVkq+JFA/Thpeue5K5glXxMNnvW7IGDftkXvi+ZZQCvFtP+MX8EpkEj3VFIkXRZFTLzLitM1BM9OteMqoYnm8a5uK6L9J+X1LBfNmxvWFgJ6Qru06FD6yOi4aOzKGYb8PvYWzKybL6XMgxR22hJ9Dpbrz3xcYFmJ6Gxe2v216mTvXbO+QSh8yO1ysBNQw0ACLsr2bwKTuOyc1AirdNCwgg38kWGxh6WaDnGbpM3tyBQVUxvxc0vrnfN6mF3uI0uzYeMf+uo1G08TSdGEVvTef30UJybeMeTZ+pGhvpAAs8gwcYLdBpxuI5A0NmRr1MDbMnUfDNcXEiIBvXnZJ75QyTkkgMWhL2Fwl1NvnY7VVPTjdcPOODDacZvfGaB8gIrEBWcKqYUjW1Tb8Jci84NnDOADzJy7u2sYgOPWOysTNB+nh2plJPQEeSVLzIrM5GlWz5nQad4bAxABH5mCNpMN5glNU3wSKgZI6gMyIscTtwwInIIODvOH4QA857RbrbJMw3Qb4KJCfzRibAVqrhatOTG1+x8Foy4fZZ9sQct84ymiy8an0qSYFJUS4CngjpRpjcW5jfEvSJ8Ph6QhkqMSsYDMWJNsxk2t0PeUWC4JI2TFTxXyw/As0V6oLQUglrSfj5+hoLmyF8w7fGRKkgTBCcSDGh4PP0hC+WJ7zdz3i3nlCFcN8mrLcJlBSP5zs+X56Mn80VTHuDNYowMgvWkvH+vmC9T0BNeH9f8CfpJTILlnRu3X0+O90a9fAuBtdc1xmJBbd9wq/4AZkFrzwZCtimcc7A56+e8DgXXJ8W4LqYF7ETaIcbPCBw68DzEI8O3cBHGK3s5fcLId184y4KuCqeZIvGZPJcRXT2cT1x8dJygyiANZuBPn+tTW88Fko0BqakbYMJ6psJpJnwFBdFuknjhAc1rnrzW2UC30w+UWZju9SJUc8WMc7vBPNXdwCALPnYONjhkv3iBrpESK/IV4/CLsk2GvUwf/RQE0DiutGRG/DzsEMC7AwWu/duyHskg2gsYyud4nnY9UUyzxhBJuSVi3c6uq7A128BYtDD2Vp7kRUJtTwBEeqrE+oyY3Pjvb3RWL4IXFmCUaLUIoFnwVePOKrPrazgqWKaTBdIlXDfLOoBLBK074Q6K5LzwdMdbQMMDr34tbRxdJgFcMOtaOcFwgDb8y+LyxpEYZKzbUZp2XHsAXRNfL+GtifERhGiYIwu9pUIoE75tTlbLd/wHccPxgNvYdXw+/NCntgVv9f5nPKn/jMBFhpno/9FwqYlTYYPl498RnDAQ741Gi/kJraAiKdQKxtbZH/Al/m9wRnD6xiK2JdObLh6kWQc9JRwp0jODF6749Hx88wFQMbE1cSlWJy1YfBN428DjYceY8JkCnbk42MMns6b3yW1180+sycWTKkiJUGNBVEAbiEljhPYPapmQMqzv/v9SwJ44CJTeCTuicb5JKEtdlOGI2BDw0c/gBBU27WJDPNm9MxjkQ386F7PbfNN0SMMAK2gQ5P1euxJzrinbkC1/TzMpxiPxv/tTBkaePFxrWOhSuM3R+Dz7F5izTQj0SIjxdjUoG2w7RmRR7xoRtVK2ePexpWJ7hUCnVroCWIbF0/AtgRrHz94JKzj+AJt89DImeDozYZRPRhWPbDr+7MdNr722vDw3RsmdAZSe8+z2xyjl/F6oi3cB0nW8X1DxHn4DBq89ZiSrvP97OM/OCLq+a7jh6vEbKGcPXiqium9YXxpVaRNsV8Y9x8B+wvtRiEDvFQkX61FBESEKVlByibJJGSnCmJBzQItjG2bHQIY6FmzNEbIrtyYGYkMB2/l9NCmLDin2h9eJagw7rcZ/8+vf4x/NL9G/ZzxO/mt493FPHHXQjkB+L3p13i6LHjrUrJv9xP+S/0Mt8flMKGsErRvGtYs2Vb75uJTpaamvvjN0xkpGb1wSrVVWIoSpmwJWIVh6BaxeZLYjf6NJ3u9e5FLNv1wVcI3ryfIxpi+Sci3ztNWds1sN7a8WQNkSxob9ri9JGyv6RBuFsCExXYgXxXzk1W4SWKIR1n1HAYotMIV0/sK3gXlIWG/2HUrWfVfugP53WYLg+aG744aHekuaHCJ36dMBEzOFlilh9hVIRNjfzmZ5ymK2PF49bqATLh/eXLvrv8/yurTJiCnzTW979JZMvPbapztzEaHnBj64Br42TrAaPYoxHn3MmlrKdYZIGgGKe19YwhPlMSobAejxsD9cyunX94J8g0eraixI5YZ9MVngCo0jPc8Qc6T6aBMRt/cXyTsL4B69k23GFMrjJUSTPQs9clNSp6HIitvz7Fz+xcDKAQVaz6+Fat/qMH+isYjg2PQC5fUqJMhhhVCX2Jdsmzj75uItWvsjbPb5uFzJKSuox4BgzEOvP2Da/FcnbI3Pa4EUvF8w7NNcoyg4EyU8LozQ9KzZMaz4wfUQnFPhQwqIbFFCnIDvkpjDtSzaX5QMgw8JaO8qVMHK4wOODn2nFM1nJeBaaqolbFdMsrKzQvUBPDUsWqrfHQP1rngkdScqDZZ2EzSPFmrDGPIBnz17gGP84KfXF7h6WFpnn717XyhjESEL/mK+/RLfMUv8PZ0wZIKfnV78dFAYyIr9GG1YqJMZohnZhRNuJ8MSnq6z9jWCezZ+lIZy1SQnCufnKFTKqNIeDXiDAcFdmukrEDTf5nYNq8ijKfLhpIz5NFmbnMCGQC6Rgo5nZCqYnoS5LtCUsL+AGvP5toxJCbYpImQr8YNpwqkxVyYYGMAaPgl74rTr+6g24702RmgqSWm6kRId9MLRxGks7eKA5rBDs41AKccesMDL2vnTZF2AQZGQHl1wv7KPiet0nSnebfz1FNCuViiL9/U/j4W8lQgeSk+7+KbgP9PgfS0ge47+DQB6eT/sCbeZoRsvJLzwIHwBj1iGL3cMChDTqAWrxvQ6KFJbf6Dgf3B3pM28pxUGDZtOi8QmM76XmwtnqwZdLlYX9v9bHzzgBfMCIah82hp0kZEQESboUs0Kfjk/PvCQIksLAHF+tSWaoCk+nx+Hrof+OienJXJ5qRsRj8EWaRNgiYNQdJ7xEJsnAC0Ip2A3Oo0nH/0vhWW7BwMuL2mR2IymbCZ7M7lD+XDVoXZH6H9wXngACRZw5HvOn4QA974wB7GydQb5nb8qVdDhRJYawbgd90EmP40n+0TKtoafXM/47rP2CTjkhcUSfhRfm8NF+SEq8yYqOKlZrB6Z3oPC/1iAABSGaUklGfp/wPLA5aoTM5wScF+adxrNM3uRIpVJlTUtsHs/lWkl/aPY8GsDssIJmeTiLNcEkvT/gZiDN1gKgGeDK5q8EqM7WGtFFNhjHGM2P3A624TuWf102bJOPNayAXz46RoibuPhsK+0Subp5qc5hat11roDjfU6sb6rocwNsLaMKbYYQ0X3NDzJt4H0rzjxgPf1aGG/v64Vy6KfDXDnO7OWHmuzNeSmwPPV+EaLQccr43V9OgdeDwaMflUZ+c4RTKiHqgPmUcJabOuRgAjuwBZ78xjNxEtySh3iCXwYqWexDU+OCCXGcBs3YucaQN4dDQUd7WZPiZJfWPXNmjD2ChBpcOHbWDdQyc1j7sOearRu+8TMebRhwlT0q6TkjzBybU/lzrbnBnPqWlIxPo51I1/g7RizmVyPro2zz1EvBIA+KYf9RCaCbJksIuhNZogheKjAMxorQBHpcuPHD+QAedDYwDeLdTYXttC5tVaPlmxCFpFIBUg+lA+P77NiIsnOeNFmoB6ESArUAm//PVLEAO/Wh4w5Yofv3zEq3zD63zDr/YX+Gp7wJIKLlEGCKczZRn6TgJ1t8+5lhn12dWY0SYwCBPUvfkNF95w5RkTV1PHg8nWXstsyUclTAN9sapRBovTAYsncokATtaJ6GHemzhVb0RhGfzqvF7VMOBd/F+dZ767QFhg4qaLYl5PWgnLNw4jlF7y7UKKXQsFMfnNqOQnAAzUO7W2Uo2twdSSQgfK1GEjMNhATn1zzFdr7FtPTkFVhczZFCbXgnmvNs9OaagsJPOwbwW8FisGmlKjx3GR7gEJQHtFuifwIOKk0KatnR93687jrA3sxRgbszX+jW7uymzebDRHiM+JUNk3C6qK+W1BWq2gpizUOumwt6LLN5PhVffKe/GJ+lhX8FqRMiPf7Dx1YS8DDw37zqaIBGt4nJoZ2jJ/gGbG/mo26WTphgowKCmx6VsDJq0sM4xONyTweCVoIXOcJjEabhTZsUEiLW3gNizUQ2W3OoYgJ5hMqz53wh2qwYG6GRBH2l1/ew2BMbtvzcD2oqthti4747k9sUq+UyoBDIoWnKghUeByBpaMj8StbbxKkfi0OZTusz3D0JMBbG5UBYiPhU57xXcd36cn5u8B+N8A+IndNv5QVf9nRPQ5gH8TwO8D+PsA/rqqfv2bztdPjDYg4cUFYyH4r21yqg+ih13fVawUnuN3fi4rkM3tkC0BrNjJVPqu+4RVcisv35XB3sWmwqouw1vu9zFgeL/hSITGUBl1x1tUpoTNvfgiCULctEpEuXnjxusOL7zfewhxxTF66aFKqIf3hF1hiJq372toqBj113qIDthmGgmW6BsYzwqIhRTG3p5vNMawPw7jNYSkHbfs4Xwcoehnxg/m4rSEN7p3FBNfFDRzX5ThOYb+dVVTXGDq1C7Hp2kwqu3zhw0m+lzy5kyBbQftBeo5GbgBR6kgZpO6hXQPH8M1Ub9XLgrcfXGDIUOITsEjVvg6IPfm0bBrKmJdhiJE980ntQSht1ZL1D1mjUjHnot6JSaptg22LozQ5O9UPH9mA/EgEnkfPNfnZIrYwBWA2sY4HtHIIXT9dYi8D+ceDkkeGD8/2vhpHytfCyHpEJHKAR5pCeF+GgJ6lewYfUr/3dQj9TBfAlkweJCPc19jg6DjHI6o7TuO7+OBFwD/Q1X9vxLRSwD/MRH9nwH8dwH8XVX9W0T0NwH8TQD/2vc4H3iLjjyE+UkxPQpIuPXusyQmUD0J1lgpFS0REwe1lO+HRyQ+pCY0JTOLLsFZQAxwqmBWnJcdy1Tw2elmjRTSiqvMWBwLjqNBF5Xa53IWnB82LNOOL0+PBwohw2CPuxYkVLyXhG/kgvf1jGtdrNECWU9OEcK6Z3yFiykFeju0wAjis6PE3ppYMPYtoxZGLQlvSfGUZpTq7d+0RyFSGTU61geWSECZLDEbcgbJC6WIFOtu59adW6gMWKgPqI+DnacpDTrk0brtRDY/WqW5ZxRd6NNN2vvVPfV0989x78nopjv4XhCNG8BsHu5kWih8Kw2/FZc/jVJx3gTpZrw63sIzBijbYuKnFfR0My/by8opEdLdi3MSO0QTBh6gKp0pkP2pTxkyZ4NS0PtkmnEk4/raw+wFHXNCXZI3vu0dbspplJ61RT1dCfkmTm0zuqN1mBk2OxHz5LxjEO8EJXbr5hWfibyxOFqikysgiZG8sCnK/MXhTp2oRcWxJutsSdcQzLKoTB3HV/O6T2KfHc5OJaAkvydfS4S+jhtkStCNrVE3acOyxzkH9pZ/CHlgtA0PHuGbzbGo0Zhq7tDkfi8HPnc4BHFJ/reY++Q8/Abh2VJAFJ3xDt/A0Teq2BxTP2dsrlQEFBBcbMSqRjUsv6UHrqo/A/Az//k9Ef3nAH4XwF8D8M/7y/42gH8f39OA01YwPQEgxfy+YnosoJoh2RqxBgulVCvXrmITjPw7gEYZjJ8/dpjRSpBqUEdzTJOCk2KaC87LhikJXi4rznnHF8sTXqQ7LrxZYwauTuHrHrDWDp0AACfFT169x2fLFT9Z3h2aOYgy7ppwlQ2JCO/lhHdywjs54yqGvWcSnOe9Gd3bOuFy2vBidl1yyAf3qGodgkQIZU/Qe4JkxRMt4CTY1wy55WNUMGCLzSsi9whIsYrREyNJTKTYS7IoZeeGHRqObOfQqjYW3Ccm4B4NBraRJybrYqwKco2ItHlpMTpLxJJQfPCG8q2CHzeriGwiOATaLKlGRazRrmOLOhvtL4SXSBR83RHd1FEqKCdotTCPnm6QP/klkBL4zWtgNktrpAU/Z0vyAZ1W58UtmkyYPxtcEiX1wYaJJKY62yZK9rkIZEqNux6l9pLIQ/GB8hjPUs2wlpMlfKebbX4puuyIOTYqVtTGmzSvW4lA2USgYgOI4jkunpvavYHGxAdcWVzzOxgYJOiNxydAFrTCuXoWS17OgvlhQ0riVcEJUghYo1IJXqwybFQ1GrAY/CJIVr6e1ZKhQ3GLMgynB8ATzN2UPlbRli6zQu7+PjpCLSMF8Hk02GiRdWCcAD06SR1asfdqF30bGSqNOtu97BAxYzB4F4PhhoNuK7Bu+K7jT4WBE9HvA/ivA/i/APiJG3cA+DkMYvnYe/4AwB8AwAmX4z8PQJZ7BcETdi+hidmTcYE124Axqeti6zG0Qs+TUIM3qO2oRtMh1MLIk9EPrQCm4JR2zNGNZ6DwBRvFtMEJWtkaOvghlXAvGdc041Yn3HWCuJQsAExacNcNUMU7OeGr8gJv6wXvywnv9hPuNX8Ah4z3VLw+WpSwuRDVWq0asxS2DcW9kpLMkMiaTJoTaGyASBy1STVm5RhdIOxbZ8DwuIKjP+Kig+pfeNhN1S3Cy/HkAywABiTK2VPHyg886Ww4mzIbFhUJtwBQvWIjFseRXkbuFbvnF8JNIZ86ZWshxslats2TcZ451AypTSxtE7aHuJosqzg2QsYwvEC/dxrwK8mmqdI5w9TGKtZDH/O+8MOIMtDohA2mGJgQx2fmzyo82GeH+hrkUHuMvMSB9tthg/Ge4mfbEBQhE0us3v1KD+uxDaS6px2wJGGYnzDnoA5eLOxvtHPHp/2tTXpAj+Pers2JCzIY09Z4YhBZ4xGq8nONzksz4uIXRX1cqM3p/pkj9bA9v5BNANzrFjQdFKLuIDzXo3l2fG8DTkQvAPwfAPz3VfUdDRNEVZW+BXxW1T8E8IcA8Io+76+JZ+gFATJbJZfMQPEkZjkTtleK+kJaYkOzYllK44HvPKgIDpcQSQ8mbVgsVQLtivQuQW4JezbP+yFv+Gy54iFteDNd8Xl6xIl3rDLhnickElzSiomqtT57zEh3exqkQF0ZP6fX+GqxysbfXb5p5fhMivd8xu4W6T+5/T7+08ef4l4n/PL2AveScd8m3NbJrxut3ZsxUth0S2pCUcZ1n1CcOnh/mqGFQdeEdHOs99FWfC4RyplXNPavbAc7P3ep4CyYloJl2pFCPc43yMPzZPe8qUvNpuYk2GvTppgfBbwp1tcJ5Uwts98wvhCt2hW8mtZ0+SwNok6++T0J8s28xf2zE0y5Mrl+vHnvvIk3onVmB5PphDtso0yu1rh049m8K+dsL6+RPnvhybDkanwRFg/3n+PchLRawrCNS3Iuu+PuaZWmER6NAlqXIBq8XA5PO5Jpg+MymfEwgSSzVHX25PDdcPh8F+RrbZCJwT1dWTCkd20N2DyIsnMT+NLGsKhnbhtoo2nOnZpXvbcnkW8a1KGFejLPHtmS/EgKuBhVYtOBl8rdmRC4yJZvjJN52U2eofopStiIqBOxyuqgBEbdnHV8Gh8WGhyibProETXIZIa8nuGa6uhCaruJYNk4aWMcReef4/yx7+XkyVCyZxX/3194t6kdIBdoM3kFPuRZqIglwQ9zLQHLsRH38+N7GXAimmDG+3+rqv9H//OfENFPVfVnRPRTAL/4PufyE9oFDrt3CNnXxRwfsDd3PSl0MQOuThnL2bjK4gZagG9PXroXoIA9kEqAayLXSjjnHZe84SFZ2fzLdG8NiRc27ncIXE3k/PKVkNbRk2WUp4y1ML65n/G2nrHI1CRpRQkn3lGV8bPtNX52fd3K4UNwqjomaF12+r2IOqxSJmvOsE3Yq+mg6JaASuDVjbV71aRoYVyTYY1qN+rjYhgiQA4p5SyYkvSoxj1y+Nh9y/A2zy+SPrwD6SZIm2B/YChx93qov68XzQhIzSiXkws7OY833321M0ybG1YqbwUS3ePijRs1L1TkGo7LAGb+eKgc4zwxyoNh1g33rNrabUWSUBIb9JDtuZNzwmVJTac8Np+0ucEkNSYKh7G0sY9CkYPnPXhzTRMlpEgHr86Mgl1fugv43i2XRsVobBzD/UYC1Frb+TMOVoZfU8No47r46IGDYOqCkfCUweHPOnjgcA/clTaJm2MV6zEowoA52xoslMChQwPJabvR4CK06GUmSMAW0iO255FeiKEBrtjoVL9yscKftBLo3j87jPWhvZ4/6wM+DthmnIxuytUboJCtO5n7GklOgw5KIcqweVYFBd4d9nHK0Pm7TfT3YaEQgP8VgP9cVf8nw7/+HQD/KoC/5d//7d90rnYEFxa2MBpXM3bBSHAVAu1kNxowQVLnW3MTs6piwlYlmjyo4d/qK6JVbiHCRNvtOVmJ+pJKM9YL75idox3QSRyRQLQTxQDBvIZTxXSyjvK7JDAb44KVsZOxWgDjhS+pNHaHKlBKQr3ao6AHaxIBWMl7IfXWa3yQk61bAt0YvJMrLvp1RVa8WFWeMpBvBHFskB36KRdFPduE5CyYZqvgjEhmF/aSe3j+wDyW/WIbRFSnhSFG8zLc48lkjS2icwn5/yuQ76aFEh7g/vpkgkouQdoSSe4NpXvt0IobusZOKp78ASCXky3U6BqT+uJpnnQzTj30BWyhNi5QGDyPDgnaE6fwLj6b49oRRVdFis+42rxOTzv4ukEzoz4sxuxo3F5tvRF7XQS18eybGB0MVsAgwaaIdlzqGuOxtgC08WoYrU1iu7WAG9qGYcZ892TmyCgZS8EbhBAGVrUZHBKANuoYJgDZGU9qToJsCboxUAn5yk12NSqkzVCaQU8rtRxNPK9eSOUSxurPLzrYD0Y6rgfAQDO0z5HDPKODZniDqXzONjXChGZHmkUYri2iHIO2bENhh16gLie7o/UlCBvX9OsBg+sctgOT0VH/MRTy/DcB/CsA/h9E9H/zv/2PYIb73yKivwHgHwD469/jXO0YdSfgO50J+hh8woNaoWYe1AiBfU+4F+NBryVBhDFn8443SVZiHsyLEfO1D4YsCp0Vp7ng5Drg57TjRbq3EvgJbsR9FlSz1F70Qm1Xt0mjuLxc8fpyw8vp3qRdATRa35Ms7fdL3qxsX62Uvd4y0teWaS+z4HQ2TCLohFtNWHfDvoNxoteE5RtTCYyJAQ93jZmAzuRYbYGyF4kAwPWnhNvJLOE0VZyXDaep4GGyz5Z9RoXBKPCkkszA9sbu/WBom4639nB6YWA2bycWQ1o7Y2J+NONVZ8L+MJne98VZBHHOAuSrYHrcIVPC/ip7N3s3ZNWMIN8KkBnls7Ml9y7JCzR8MWn3zAAMHmWHdWyDcehoKK6wKdqhDd4V+f1uVL1k7BRSgLZqm9i9gJ/u5k3d7tD7Cl5m4MefQU6Tbyg2ObJ365HM0Nk8dLkTcmaHVJKF7hsw3VzC1jeWQxf2zObpiXuJkWDziKAFp6Mei+cpBJ6cnPt3EluDaR0cnnAMwkmU0ZL5XChAvjok5V206kwoV4OJ0katf2q+dc+bRovoazUMn2RAfU6km3vGB2eMmtGW2Z/lQGuMyFRDmoDR2CBBwUzFr8XfE9W9bSOjnl6I/8flinO5xwIiqnBIr2+EaUOTSR6bGjdufXL205Qhpwwwuzrrs1Dx2fF9WCj/oQ/Lx46/+pve/y0nReM+Dl5Dw7F88Wrp4R2UnIPpXnXzYO17eMcheKOK1htTZSj/JjhuZthcaJ1MVF0H3OASa6sm7ZJN61s+WkQE9lJ+915XyRA3AmbAZ1zdgO+DtqWtZTOQXM1QQI73VpQ9ymDflIwGaKEn9ajFeagfJHAGb4l3m0AAGqvnOTISEYb656szV5qxiMnLw+eNHp6/LpJvzUBi8BwjIVQBnXHQwv6gIfAwxgft72cvMejCEoJRIKGAGbsW7rm3NBjt4EaPybmxstRapw1Gf+SFE3VmivjNfyzn5GR7TQyogj76Ih9LgRnaxlcePOvxpdS9ZvWIx7xFp1aOEUtcBpNx1j3xNp6rjcXodbdI5HiN7bb0eFm96AXNUDORd+mxv4WyaKusHs7V5m6Mg59T42+1Y9zPbqFfvw93g4Co/z8gwxZNfOwRDGOh2s8JxSGP05+BfeDIwBrvpSVVI+E9PkavaQAAZeuKpDnyFwMM9h3HD6OFMoRvrYLsWvHwC1vI+S7gVbC9yXj6S8k68lS1aq5sTQdaZZbjtaoGo+zCqNWaGJQ9WfecSrb7q00kvVSkS8Gr890gFN4b6yRBmre9q7UqE1BrWVaFPflHh8kdCcevV+t5OR4zV7xwTe9vtjOe9hm3fcL9NqNsyRgtYQgLtQ46gD3DtSRsW7bGDDtDS9yLLXBRGCY5TFCZgD0mdIS7RNjQw0TD8Rn3ecG+JzzliuticWrxcdzW7F5+D+UBtL6N1Crchr+H9+fhahPa37snMh46hOCRNIKHsfcvErZXF0TVrnlyirza68pD9m46lhQcKzqNaueLo3mfjme6CJRFCOSGUg8bYDOSgGPGADSBX+eP4KAYIIYXIDVaZFpNqKs8pM4ZBsyQxzpAn0e8K6goZCaUs8nR1hOwPwysC9cbaXj0mAuo3emJca6LdwHS2OwVdfJuV6NnrcNcwfC/j2zgttH4frV6840othsMZ/OCPYIOGYXnX/a8BsPadh20zbU8oMtB+BypJ7QEPYWj5xFcQCzBNIlNoB3UP7PZUokEuql1ytQ8gf62MMrDRtM2i3BqfJ9U56VXWBcjzjEfY6wVVBPSkkDldEiy8y5gL0j7tuOHk5MNA+44ULoVJM/o890KNkhegDRZ+a1LwWpScDJP13MCILLB3gMXr+6p7gy6p+bR28mBdCl4+XDHy3nF5NWQpk9iJejVve0Kxq5pKGV3HngYSsQFoPGy368LvnalwfCkmS05CMAbUADrPqGsGboxaOc+YSuhlGRdd9RE4ffd7kkrWf/Japh0cGBb4eIw2aPtk+HE1IpkGnsEkS0n6DWh7oQ6J2cJqAkHAdadfg/lu6E9FVwoyY1yTOjQ3TDmyeCViWOApcMsgTM3z2WMJHxxra8iYeiviYVzs0VbT97YOBQGKRaYaYiXc8AyPck1CwBnBATEE5BKg1sUzlu3cxpm79dF/XPGxKIyWhd4e491Ow+Megy9ERuJh+4RReW76atYUp9QzzAoy59buvtzY+Nfd4nYwYCpvWZ6sjHaHwjlYRzjY8KvrcfBY2zJXgznJjTcPZ4DKlwWSJ0r7cyVBQ0Os6YdffOJMW6485h4fPasRzy65nGT9OWyaC/eKf1/AcEEvIHhfaO3LNmiJgG1Z0mtJ0GHTvQZjBTXnTY9jn8cgxOigHWpF8/NEbW8XzyvcuYWoQbEwruA1t+ykOefyBEZdkIPGTKhnEzcJU0MnjPKJVn2uZXVAkTUutIHdzo607e/CbXiHWAwCBS7rWXGAbSqxqqMXTMmrdg1QyBeSp8abFLB2Goy9ba7ZcaVANkIpViSEQCyG+sw4Mn7bjKpdcQpqQuSCblOg0182tmSPalnYKQm87wrATs7HZLA28DEwNF423vRc0zPwjvAF3JVUxF0MflCua0cVQAbHzyn9t5qvPy0W+5ixPtaV/WxTR76Ndj73agX7XTH6Rm84REaCh3pf9oTqK2gajh3SH+OXOZDSX5Q9dxgjzCAEgZ96iHOHryq+H9buPGzh/uNLjnAEM9D73a5o5EJw+Ye84E3T8MwqkWdIVEwzu0wenHu4ORH4VVsGGNEMkbEGK7ro1FGKBpm9KjPN7WgPjZoId4mx+/xDGyMAQwYdujAhwGus9FgP7i2mPMZZk9keAn1+XFAPMNLHuYYKVortDZ+A5w2PrP2AJ5FB9Djn8d77OX02k4XfPTQyjcv3GxbqpGfiErdP4cGXFPy9lq+85SE/WXG7Qt2Sk92PXD34nZqtDhNQN0Tbpt1ZN+23MSZou9j3Xu2G2zJUqPuGPYddDkAuLkS01V2875BDf9+rCc81qXrj4Dw7umE5StCvqIxLEgI2+cTnlhxXja8WramcQIASyoNQvmT60use27JQYhpPc/fwCZEto1EkkImX0U7m8EOymC1VnPTe/SkCpnXUx60C0YBw2K1iRSGmN3IslqHHF0J1i5LD14OF0J+8sqywdM2r9u4yMu76p6D8aLrKeP25WS0UBc4QoSzicC7uGqeeFccY2HsD2yhfe4YeiQ+nx8lGhjvaO3M2Fun7Q+EcqG+wOxSjQWjtlGIe3VWwWhebry+LJ54RTdwvJt33Lx298BbZFfCmIWrejRu4++A221/v2SLJCLcj+hFpm5QglaJm3+mWpIR5N1iluF6AadAaqPBBWuDh7xSJHmn99XEwYLjniwJXRbCGKUELa7RB/1+WrHRMN4jXzoNvOgwqC3xOLmBZvOGddjIoARZBDofn384MBg2HSpkCpOCdq3HN2l7pj3SoMY5twlk1ycYnpN/59IToqOnHaX64aGTzzP4dbSCNI+CKXrNDhs9iUlHcDFoMD8V8Fatcnjd8Dz/MR4/jAceamjhiWduPfVktl03bSEvq+hysrYNBrukVkvo2c8AszrUwEfPjMwNDc+ASFshUFXCLql526yCTTOSe+AlhKzciNeScLo77lvNiPMGaGGUwsBimHecn0lxSnvrc/lrtlg2krHkDZKjLRhv5llrIogTbGlj87bFucXF9JvD841OQ6GA1jxwBQidXwx0wzzSyEIYisKKoU/S8L45kqXP3p92a4TARZGuO/i+W05jTQA5s2J49JH0CeiMd9N6Fw1cUEGDi8oVLfEKoIXUki3vQVWbBxXZazNEx/s1nF3bNYT3PYa/CvckMw5smDjPaJTCexsjAwJa7uK58W5zMb7rcM3wqCGjJVkPSdWYtzEMcrweSTZmo7dJ2p+Zfd6R12yvsTk8PRak93folECXuVMap/GEz65t4PWPUsBt8x+SlAFJKT/z2tnwa1lcN2caGj8I7J4mAS0dY1G1tWY9BDwsETKdFA9TDMo6Gr2ecOzjFpWUjU4ZG6ziMGfj/WME2sbEzxmCWGMi1xwWeymHlz8+J/8/O11Ww8mqJrNgapZ/Dj1wvu2Y39uMn78pmB53KC+4f2ajGGJWgBq0EANTABUrgzecm1qHGSVqfwuZVyrmsVIl5Cs5l5Zwe3tCrdZN5JI3lFRa8+KqjBMVTFRwF1Mm7B17EpbTjutP/brYqjzrSUGTgAgQl3oN3rEqYU256YTf9qkzWbzlW10U+yvb+nkD5q8M9w2vrIXp8IVDioLOG24hMID86Ek5Bg4VqB4iGk2s054Ohn08xMYqMG7yXozmxWoLpU2tjqFJIXkGvZxRF8b24JVpefBAfXGWE+H+xYSgxbWKv6UX8QT2HElQu/l+ec34eegeeOQh0TcwDsyL7Ua7edZemSjZrzUZ3azxiX3gysV0eUaPM/qEjthx6L3EZ9OCgzc3fv7uiT/zwP31Fb0QJAzjYMjrKU6EZnTC4yTtWL0kwvoKAHoFpeVDuuFmZ4rUeUF+PUEmQjlx2yCrOwSS4zkP84ZxjPQQBlAhbqgx2dyLzScKk9TnQlD6qJB7rGrwlJrxDuOshc3wZkFKlvtCTdBg/ZBp3Stxw9gPFvgZ/BHJRQDA6N376zgSroHPq0UeW8gmtyhniMDi9NwlZkdddInfCR8cQhZ10awAEnifwfuE6RtG+nPHQlEF3Vacfm1sh+WXV/C7K5TeYPqRGb60RnKAwCvACU043njg3L1v13UQYqBa8i0Kf2izklveDW6YHs3w1vOEbWV8I4TXpzs2MeU/gVXuXdKKXRNWyVjFvPDNv7883/Grf3rCFhuFAsQGyxBZM+HrPvmtWqIvseKR7aluJbW5RMkEh+qDYAWDduD0a8L0XiGzleGGQZNJe+4g2+/lYnMu3cjV1oD5nU0smeBl5IO35MklYPDweHw2/UcOiqLzyYO/nVfH/V1XWhIgi1mSupjOuyQyzm1rDAA3kgCSXcP2io+QAjVbeTSCBES/zFic7HAO+aKnSsh3u7YwptFgoIX8QzjbPNhqEU/AFGGsygtFnW1z1WnYPdHfD8CqP4cEbyTBRuMaScYwBDGugG0UZqgVOtnrR7y6RQaMZjWi+41x/m1OBIeZi4fiu/Hr71/4xng2J2PcuNLma6sC65sE3gM6GTzJZ9j12KC6tSX0ezqwVAitj2ovOkIroOteu4I3r2oGzPPPHgrFZ1eCgk2A7iSYpgogo25s1JFZwHM1WzB75L0T+M4dA3fvmXbqnnEkL2f5YA3Qxs4GIuS7Pa+yaI/qamyWhPzk40/9/iU/W1ewDU2ejVHQItXnKeDaLDkj7YozE458tg+PHwZCCQqVS3NCjC7Du7WPisSYVdJRD82+YzNqusJt5/YJvfbigfbaFso6bBHfBwvGNG7h/ZjYqhZjA7FkhE0sIlg/Su5JTFI6aLSUmrCHRGv82ScUu7cUsrot8+1fcWtjYq2xBQZjaNWt1LzCMSFzSB6NHsHomQItafw8M/M8TAfQEjV1GlgdmXqisV2jL9QwAMM1HxJTw7XFQo9sfTBuOmebYIUrOCSU4vpaeKz92mkcx/h58NCa4Txkrv4Mh5+7JZHHsY3Ph0U6cInSVlCieHZN1H+Ot4v/Kn1j6PS04RoiGlMyaCN+J39GwWR6loTsUAvaBhyMjpALJkFPIJL2jQv4EHLw6yf/ri2E6K8fYZH+4f56Jyio49ftfe75R8SJ6F3p8y4eI/nflLVHqP7e5xPbqKW2uTJiTscH2vVJ1uakHGVi+7N9jpmP63Qck+c/N7jK5Y6/7fjBaIQNHwxM9F5w+cUOmRjpbsmw7bMZ73+PDaIQQJwKh0m8VN283yjWKZJM3Mkx4+k94eGPLewvFwtT9gegvimYXq74/NUVX5yecE47Pp+eTAecN7xONyQIXucbbnXGriYoVdWaLTzOcyvbVyWc5x0/efEel+zJS2hjt/QvRlHGV+8esP/qbA+ldVhX1AcLDctLcqMb4aGidTAR9xiredz52r1HTZ4T9U2PPOlCYSz9NRIeZRgXALSjFwV5ufKIdUcIraRNHjVt2iiFxaGe7aUlEGMSK6EJBCm5d5fNcwu8vhkrcT2KeMbDoWzXxVv3ftoccpZJVcVeLbEZ8AdVYH5nHl05mzzraEjZ77fDLoafk1KTcQ0mDXsuoC1QoBWdHYx+QoceJl/00isTrUHxcA/tO/m428mUe8ejkcLWyrAFPQHXPl/7Nfk5rOKQmnGkuN+BNRTnhMI0OmI+LXEf2q5B8zHJTY4/j3xoUosK23i5leHVDTTFnIriFnsT7WSsUr83KCBLjCFB7gnbanUTtJllVtcDR5ACfBxl9obSMbwuoWvXqD7W5PANH2CX1pAhKdQ54ZqH5ss+ltFJqrGTItqKJHHooozOkXZnMqI2Eocnq0Fg05MYn9+14r/r+GEMeFQu+c8gAu0F0zd3gBl0s+yrplcAJsjSK/iUAUpRxDPsvu4Ro5An3oxdcf51BW+Kp59myCvLeOeHHW9e3vDmdMPLvGLhglf5jpfpjoV3PPCKBMGFN5zThqzWo7Iq4ZSs8UNyyqAo8GJZ8fsPX+HNdG20Q8PNU+tlWSThVifUkjB9wy20bRNjFlASzOcd52U/9Ly83yfUW7ZO3TU1vm2+2sNvLZwGjzrdAVqHzZtsUoaiW/tz9VJiX8jPGQNhlMCAON5s2XIL1WWypgPqpfDBN45DizlEykC9GN4fCSsQPNlFw6QmHDyOwQML49QwWELDTE2r2jypwKhNrbCzWGSitsji3tk1YpLj+8afH4pcXH0x3e01rXSbAu7Qw3hF4Ud4YUK+kF0HJt2BfNWDEW0t00QbX1wysCm1FmVt03B40Zpc6CF8B2JczBCm1a43uZMEDVbPM4NTLRcg1J+D5G6468mhJEbLY8QaU1HwkHRu0e9mmjeSO8OHN3jz5IjABuohyJPaHauH4oizuzxyFJZBnXpa3UsN75201Ucc5pFrdwct2ZhJDoO54VUAclLT+WZASbojFXPHowGToOUjBVMMAovnOkYKNifRi6aCGFAV2aGvvFpDcGuArcfir48cPwyNcMooD86Zvs6GXZ8n7K9mE1+/Z/A6W0fw8Qqb52X6wk3ulN2VY0vs6cRQMbzw/pkVU4TOhmaAXd4ys5XSZ66t0XBUY44QSohaVRCKuqCUG3Amu46Fd1x4a4U/VRlZrfQ+a0Ih623JqbpxGIx3UlASUFAcvYN8LdlCxqb33SeDZEU9+yQ+de+i0f+ImoFIjnVWcfxUhxDSw0NRtUYJevTO7KT+bUCVOpf6mUEd55t7Hc1LDM+Kelu8sVFHK+8foJPglIMUde/FMCNHuTEE3LvmAmtmEOwHhyaCdtc42f5ZAc1xjW7l/ZrV778xXwY4a8S2AQ+oIsHbjKONaUQPFrn01wUrRxDPgnqi0DeBA2TU+PXqzQD6Bge4UWhtwMw7jnM2rD5gpfFRxbgGvl8BbNSvIcY+EuM7HRN4NDx/6s8mrml8Zu16/bn0TciVBSPSVLjxPOZLwoEBAN3Y0JaP2TmPEA4Q1HC9cGJEPG8qvs/tBKJnE+35e+Eb8xbn9z8PkWTL1cT8j2saotuDvERbd2a8D+/7luP//wacCHJZcPs8+WI6YbpklBcJ1y+SGdhtMj3wS3hV6A9BTR42cOZgnVA2r1wqY6+EmhirMxu4xgSwZM7DsuMymYzsmTcsbE2LL7yakBUdDfqO7rKuJePptkAqW0UoK8rCeJFX/Gh6b5RGsHvenZ54rTMyV7y4rPj61clH33Z3yoKUBZwEl2XD69Mdj9uM2zqjFivsoY0724QstFwXTwgF/Uo9ASbmnafNwvd8tUmzvvYuL+yJs2yeSlWAE7WQLhrA8t4NSTfUXiIfRsS1o6WF+r7Ah5LnlmTbw3h3w08FvfuKh/I6wyIF9s4us4XXSqG+aAsDQPOGSQF1rnMkwdu1p067BIW+NQ7GMt+cbZPVulgNndIjsfoBt1j9PbEIHW5qQmwTTALZPXyqlmjNNxuj/cGcjFgXSpZ4biyG+PyEri2z2LVYpKKDt2df083K95WpyQSQ70JmpMxAGhxC7XMC822Kf6Xj3flprCK19ySn0kom7C/QeOsSczI2IAxRHQajHp763jfWGA+TZ3Dn494rbCNxagVofp4CyD15QlI7rh1zrxh7yKIfGyuZtN1b23wjeQzA5HbdCG/uYY9rb7b1Q9Ihku5N96Q/b55YR9/8Rzpjc3DE6bjFBa7871wE9JEaiPH4wXjgEaKGhkVZGPVsf+egc52o80KfHdaoQUC+O0cTBDu/mlc/K+oF1pItMr4MJLIim0y9qTCTuPrgsSnweEQxT9AXQV0ve6KKE20QYlRlVGKwSvvaNWHSas0SWrIFhh+ygtg2gynVdh32mdRCPhp6WVqLKV8QjtdRJU8oRUzvOG/TNB7cLvdalBXEPs5BS4wJWVzVDjhEP937HaoF43w0OC3Ny/Z7Da/+4IH08HWkfinHPSowCVRd50RNE6fdQ7yW+2eyV7IpAzUaLztMYfccnq/2kyAM8Uc8cBxe1j6nC/KjaYzEbtL0WBr/unvAvIeR6ZWnMYZNRhbDeI3jGx/vG5PKEHnFPRTbmLmYMxcGrMk2hwcuw3ljvwpyAVGDWhp5YHi+6e59OCdFPdkcodxfF5HOIZqL+xwOM1SOq9e+GbXcia/dRscLPN+9djO6DgsK0DLUkfiOcw7MpRY+YYw8BhivEoS05ZpotB/x1umYNP7A+XHZiajvsHqNce4NYzCM0aHWoIYn/u1G/Acx4HQvnQf+tmB6bzzw24+GDuLDJIg2aoAtag4MXKl1sKEGq5hBVDdOlnTzQgfBYF3wLNFohpchXbgK4U3bh4eRZ1ZAjZOakmBKtfXQjM47UD8/GDuMX75KxtvHE6ZfZZO3fFOAkxvuqSIlK7k/pYI9J6QkqJVQyb2OEjzfoemB05OU3No8gz4k9S4q5QGNkqjeLQXe8Zv8msMwhaEDDZN07ZQw0/FQbA+McuamD97KmoeJHR4pTmjPMaAUKiGq1Z93PSnKq2rXl9Xolh5uxyZ00H12r2d+52qLQ5hqmLl1U4lKSsncsMVIxBoG7lWLmxthslA+nmcsJB29UK9IhSsTclFMV3vd+oqtIhRoG5151+w/R5Lx2cKNZzcmn2e7nrQSaItxMo893RRpN+MdvPzorRnFJE2oKxKXuz1DZXikOxqSXnlJ4ZU3r91vd7J1FUntMJKRuIxrbx6q4BjJDTBRPIsxwmmMoniG/hhG2EYJwNwjBVIY4M4wTD3mgW/IzVhXHPTzdZjjAEA7wDpEAsFg83UybsbpfpwbBpMBobYZ5ob3QWFyuP5o8hFVs7wr0rWAqiJdN9D92Cfz+fHD8MDXDctbG5XlqxX87gZZPJsxeASGhaoPcvdamdTbfom1HhNuRpycymQjbQZAFdAKb4bbLyXgjur9KysYyQWsrJNON95xMJnRBtBaRc1cW/Lz7h4Rw8SwJhTcXUe8aML+OOPVnxiUUV4aRslJkJNgztV6c+Yd95qRWJASY49wq5oGS1pt0sviUAjDOqO3kMyNBgHw5KLMnuycIyHlX8829+Z5EppxiWKX6WZCS9Ao0VZInnCPEuuoRgOaVx0eSUgOHPF0U4kM3el4f10U/HJveQ7xJrahiBivHUPXtCqWbyrSJsZHX9g/3wxfvivyUzWDdWJgQcce1d5v16m+oQxxuF9va6DgEVRetWmIB6UsrYr5683IQ9OCcqa2MQFApV7Gb5CARVdcBgPrz844wRZp1bnrmvNGfh8+loVAVbyrPKCLwQ7BDgqmxBj5RGQmyZlZowEHWiL1uffZEsQzENWf8ZytEIlafkdmQLcOMwQU1DakbJ9r/+8bQRsv7bAaYfgfAVEkU4HODvH5r0DXqxnuKQTouAIc+ZDUo4rmgcOckFYDUYfktXb4Lq2K6QltI4txDpGyUTM9VCItUWuetRXAkbOHXANlrUhP1nyb39+gj1d81/GDsVCi7ZRMDJpy24mMkdAxxQ9iru/9Gb7lCjw7/fHzFElWNi8ZK02m4+2TJyoxiybs0tkl4elHq6jE1r0nSnSqmuf9HA9fa3aszg2QwyfsmH708LQGyoNlfQY7NA9TYNzx4A63e0UzbrGZSeDTMcOV3FvvMgUN6xu8YcNL7dm0hKEnPsODGG1d4N0YDMYIszyzi/3eYsP2JGEcUq0Sj4ZO5M8F+ceozTYe6t5c457roe9kg4p09Dxt5wr45TifYlpZ1NLut3lU1L4Zd3fgpqN7YrGpxliOEU/7qOERHcbu2SVhvG+2BCDjuGGMY9zuNcb82Xnic57n7cZrbW9x9gSY3Ir6a4cKy3DAJJtwU5MLCC/cH48Z60EOoI3LszFWaknl45p4JiPwDFYaHcJDLUm8P35u7/dxCDjJr6HREv211P7+/D39/E00LIx5/I/HC8HhvGB4DoZA6flEPB4/SBJTLwvub5Lf8IJpSSiX5GyJoRKTbLescO/Ne/hFhWNrOBCnttObRjiZUcpPfCjigdr/Ewm2mvGr7QEzF1QwrjK7kJWxEX6+vsIv7y869q2EtWacpgLJwOQe+CmZnji7lvhdZ4gS7jph14SvygN+dn+Nx33BdNnw9JczdBKklzvmuWDK1aiJZFrnANpmUV1VkaRPNBKYjKer+CWGGWJ0A5pvwPxki2l/SZ3Nod1QQ40Klq+WTQ9vI5JczQNr+DuAyM77ZNvPnalgZfbUGB+x2cjsFZseVscafY7Hy9QrEnU3mEGvCbxyo5dZ3kSbQBbUKHoyE/YXCVwY+9l7TeqgF3Nh7Bf7cMnUvLt8F5D4d08gTY+CKTYnv7ftgVGXzoEP775RWyPBlQjb6/zhe+4+rhko7rxwVfCmHxhqCFqxzQHff374+Il3mwkcN4wIVwWq30dQ18Iowa61iXbJ+H80yKpt5pGQ9ERxvhlF0zZGNOnecjnSVKMwrXnGzzfw4W+S1GVXqbVWPKhVDolRAI05wlu/Rrtc6vmUgJAIbaNpkCGG60J3CkI6IqKPWA+jpEPkE0wmwiPS6Etr0xKpKvLN5lW8RxJBFu4USqbmtUfuQZYMmnwTmhyz+tnHp8BvNOBEdALwHwBY/PX/e1X914nonwHwdwB8AeA/BvCvqOr27Wfqh06plRHvDwaIyeRJE+lFIhyKY+PO9YEb0o9odIxhIbCLPxkxH81dY1IUZdzLhMKM5dDO2gzo2/2M9/upwSihdjhn62kZBnf2xOP43l2zMVAkY5WMx33BrUxYloLyZgOzYp4Lcq6Yc0UiS2CO3rcxbHhwx/yZhPcdYWshx+V9EUtk9y3bbpCDNs+z97kMWMJYGsFVhsIMqdMETeXPzl2fjX8ryInrivZqpSeNxxJskH1+8wKHCd/YFqRANW+LNzb2QFxXw01dYZH7Z1g7OTPe5URmIF0ATZNre+Bo4JpiX7AaqiIVbTS/1pbs4gyTtrAHUagweu51l5N3mp+fGRzxW45VFxQ6RuNFt9e54Wwc5BizOAanPcgAJG4A3bClFsVqn/f+AA/J0+EYKW7Hf/jfW+FJZ/pgCA907owoAEAi1HQ8t22e3ciOBvWwiQ30ukNubLwssXNpeASMFlEGDTVqBVqE8fzWdPDQYZ8dOt/tGce6AdC66/imHZ43F3soEZUa3CWIhthQBVFq86qP/+DZM6BgIxf8hobGwPfzwFcA/4KqPnp3+v+QiP5PAP4HAP6nqvp3iOh/AeBvAPiff4/zwUrn7WJbt2fiFroGmM/VdqQmcQo0/DEaKKh6ea2aPkotbLSinQExz5MirCMAWTHnitm1TzZXG1wlYWrVlhm7JHyznvF+NQGEMOKJBUuq7WcAxhFXxo6Eqyx4Wy+oah79rglPxYz3rUymVtdcUL8PsXtBNc2Va5lwLxO2dULdLN7WZJFHPWvrCxlNG3TqBo1387pkso4u4WUdoIvRU4uMvi+sMPKWEDpaawlhKnSvMKRVAbQoocFf7nGGznNUt3X4xrBQE6SyIqO+4Ow15E2bg3Jmn9MLOUIDxhJdjk9r9465GCOghivpY6+AN01gGzvf/AAcIzbExjJamb6wbWypMQyObxxely2AjA3VxtOs4lgc1CovHW5o1+bPjQPqGp7BYTMMW8p+PWS6KL061V7QKzyt40+Td0U/T7uNsBJxP2qbe2iDNKPlTJCoJ2iHM8l0kG4N4aqGQAUGroCImr4Ow6AG6voph2iEfK7usHNx2Ag0OuEI/RwglchDROJ9iHSU0ITPxrEOXL4xpwqgmxMM5tg00HIcdUmHRg0kRwMftFwSRfWeqNDYHNR6AS+/ZSWmqiqAR/918i8F8C8A+Jf9738bwP8Y39OAUxEXRSLkmyBfK2pVZC9fTnd1vWjzZDCLe2SMoOAV7w9Zq3mpUglS2LrVPOWmFtjE4MNATYJTLrjkDdcyY60ZuyhmnpFIcasT3m0nM+C3Mx5vy9h4G5fTilf/P+b+Jta2bVsPg77Weh9jzLnW/jnn3HffD+8FPctBUEAKoMgSAiGDBQWISMWyEAgZYunVokgUsKGEUJCcEriAgCci5ALIsZAsIwoRKNjVAFYQhYQUsBzHL8/v3nt+9t5rzTnHGL33RqH99D7mWvvc83hOzh3SOWvtNeccc4w+em+9ta997Wvziin1Vb6kooa6LfiuPuBn29sQwyot4dvtjI/bgs0aMDt10DefQqqJnlhw2WfUxvi0ziiXrA0VmkYQNQus2U8YcP8dLEAh5KcEYg2pt7d0MA7uKbgHROYphxHHOElxwMLVyx0KOwIDR2DWo+H2pJw2GdbwuDr27x4JtMtKPRk75NRisYdW+gqkq3s46Bh9GDVoEsiikUYOc+g15JsY24KB09EANAJ2K8MeqV3hddUuZTsa3k5T7K3jouPO4CmPdDdnAkUCjqB8fGOKeBefwLvNeMuk0QhZt3YydUg1Mgj4xhPNPYHv7AzqHXncgxZEtOOsn2A0GePL9asBM3buONkYpLU3FElGtWuuPnhnvJVFJiDo+gShc7Z9/gp6dacXoRWPJCmu4x5OoqqRhs5L1SfBZEJfQK/yHa4pDDVrNXQzeQffqOr5+JkXkY/Bj6rU2SMJvxdfLyP0mFZ3Vq1Bde2Oga4zOiQ9Y/58D4UQ+IEYOBElKEzyTwP4XwL4/wL4TkSc1POPAPz2Zz77ewB+DwBOeLBB8JDQLth3nRcf1v+iaa7DI4Dh34AnNrT5Lulk90Qa9d3bIyw9351nabOyOu7cWHtCuniOP0hCr/4cjmp4961NuNQF1zZjbymUDG91iqbEfp77MM7vSdkq9l6rThzHogvwAIjf7WfTTavrTQxGY/QefSzM2BzypUxAkyNGPeyBY7LxVWz2/nyvfP8BEhuMWnRKiYVDfTMZEqzhzfh3Ded7NUn62iHD97pHeufRMuAN5A9/73/we6Megt8vev/p40X9GuPn9+ep+nPCMA58vJ4Rhoh/D+e/T2r2wivEuI+bC3knLHMUQlTMxqsNm5xj7x79OCTRL3qcsz5/pMND4WCRNWfRDWWsDH7tPsaNPOaYO//jYPjf3Zb4/Xpi1e7PHaKWlRwwDNdxLZjNUoeIcD/Hwsnxz7kj5JBkMbjXHSILEw7aNgBCG/97jh9kwEWkAvjPENEXAP4WgP/UD/mcffb3Afw+ALyjr2xbHGabLYC6MNa33pEHSBurB5l99lJMBoHiw9H70nFyOv5HDSDne/o8WRlP64KP0wnFDKoX9CQSzFzxOK2YWsZWE/aajolSkvDaXatkrwn/9/ansKSCr9dHfHN90Gu0173VGwDkXIPumJJ221Qmy4B92yZBsxZYh5gVcDDoMt6zexUZaOgqaf1B9PGOxR148vDvrN8hO0DFNTecStUXkSdFxYuy7DqcO+yVfSDjypJWh4aGuV1PmxGaGxDunH9b1G1S/nqUwjdYWzDq1C/p+KN/pmWEzCkX1WvR8UN08Tl0qB+wVm/MrIwKO0cF0pMneKm/x42+w1GxuK1VnnOtMx0MB4Ao/oDxjYFu1DUxSLGoR5XCnsdAQAb1NHitTlmr/drc8CQr6efw0IG2U0AqLmDln/f5oY28JSKkZllXT7ZSM8zfZFrFdUdYgKnphrDUvp+N3rdP0apV1bUS6pkD7glarDssDgGOmyQhokJvURjjSTrH6iKH7zs4RDLMqcGetGE+drVDu+edkU59TlIUmMlhMweA5lK0jbAWXYQ+5tSG8vuta9yERPL3HH8sFoqIfEdEfwfAfx7AF0SUzQv/HQB/8Mc5FwBEtxJLwuyPym32jjz7I2lD49jFu+vSmzfAdLm7YUMfx66yZjs8T4TrNuFpW5BYDbfT9zI1gIGHDMxSsdaMrWTtTm3GngnYLCtTrQ/nhSZ8WJWU+7zOWG9TGH0i5XnPc2eZOPzinnwapAF0nNWA89QUKt7Yus7QYUePDuAOS8C9CHrVU3nh9QJhtEGa5SfjV6soHQFFkG9NDdHQkaUa17jl/n2qvnd0SBzOgCCaGuuF6neWB4oWYkKAmNFwXWiZBIUcPlF2QmN0Y2bGRlq/N28I0cK442BouWjhi7B2Z3doPDxQNnkAtoim9hJ4h5IiD2ELVY3xeOcO64yURkQSFm6ATcTKk6Pd4OiaqJaADG9zZJN4UtSMMTVVZ3C2hScsadjsxgIeT/5x6tc1NmDwHAa5uFMS6wita06qOlPuIbveu5AArvHDAsrNNPOr6XnDItujk+FRdWukfWMbgdNQYU1a+Vwra4/Y4fOemIcA7TkjP+sDbYtYe0JATlXvIRLDBBQKB4m86jIYVwj4KDYvgqqh5oa2J5SF1YDf2JrQxOPv68A2kFEJNCBQi3T4ajIRV4J8JHMyAPxJDTgR/RTAbsb7DOC/CuBfAfB3APx5KBPlLwL427/sXMNJO5BPJkCVejs1f8+B4UA2MaCLtVXrEO8qhEA3Um4jqO98rvolCWDjXDtVD6yYehHG3pJCGEIBozi0IQBQGdUyPtU6txOAnCqYEO3e3EKKrfDWGGKbhVP+/GhNUJmCGprs/W3oQs8bxwI+8F7JkppJEHojjTpLgPRvKVGEvUI+HohyYb4zDLz1RODoSYyGhKFGXUu31Ru712wPKtbg2YRHCfMYC7TDfQEa+uIBcOSnD1CKXy/vgwG0Sjc24SWq/e/jxuFVi3CH0q9ZEF5Rk+P3BWxzcBkxwFFyCOU9eabjZMVM1Spo/TXBgUfsVMTwgAXdCzWDOs7tkW99gMg8FzEcfXN6BVob/3MPn6DG2KtgB8hSH0zfFN3b9qI7LaBTI0ds64014vQo89Di7jMwAVEMUtCDAYUfJIlu2kNjlaiBgBleyN3YEKJGgez3Si8NtnPSvW7Cxs4Nf5cWsNfZK1clxuZ+7A/t4l69WXUoojJVEJ2Uvu/4IR74bwH464aDM4C/KSL/ZyL6twH8DSL6lwH8WwD+1R9wLruhXo0mJipUToTtnSYVtC8kVBgnq3csw6i0PXXDbYYtwrWBYVHPAvliB1hQLxl8YbSTesAzq4e91gQmwWQ0Qq+YbEIHCMUbJ69V2S4Q8/6FwLnhfN6Qual3UOya3Ig3lQZ9HejHQQ5gMlrhbZsgl2xdhTiEeNzYdgPuTSBsYzBDMH8ATt80MwY8NMo1j9MNWzWO8shKcTW7weiGtoetOy9BV8+ROh/4Tv7SCxn0Hwh6Vb6NNDwK6MY1tGtUXyK0uL2sWcPVrp88Mk78M+06cLWbVVre7BnPVgEXioVWBVe1Oi69TYekIwmQ1xaVmpK0LqBjt32ctFMORSg/XRuEgHzVE22PhP0tRZJL779vRM7m8HBaqD8XjyZ8LCOJ6ddAFl1sfdwP2HByvvhwThyZGLFGs3RoDFCICQTZKQyUTBqxYlYDTeS6PkCeihpsltAbcuhQzBmKdoj2JZ5vknZMCrjBDNXI1KIPwH6dgBurwfX1xdqtapxzAEArx3jH/Hbd8Vk0iU4AEZvWko+LRRNzjWceTiPr/JGlRSIaUwNYQupabYVvHur1qxMm8KIw32BbBupZ4ShQh/4+d/wQFsr/G8B/9pW//30Af+aXff7VY0zosHnfycKduYcZbUZkvw+HGU5NWJJ5TjJ44CZLmgT5tCMlwW1nVV9LEp6uJyyFBHtL2Kz/pf99r0k774Q3beHblvquL+qttYXQSJOeaPfeShe/Og6ivy4qSkRalVmbaqC47rErtpGxMrzRrn5WNTGiUtGcgrRqEQEIyF5SPYTNbvDcmHJxj+/1TWa4VP3pGXPyEJzs9ft7RBgST+44oyTw6KyLmoPKpqEz0I23RwxhvG0DGjuv+7WTDB66VfWmrSFfdOAKMtrChqtXuAAU1QbaGXkikHDQvCBiOh8NQty9VH8EgzctcIEvXelUAZYeFtYpobQ+Nn0D0A2pmYEL7734ffSxPHj6CWpch43EC5LGSOYAmXF/Bj6HopDIrsufV2wAouNw4OUxdD1NVTX60b3mnNVRIhLkdAwHqqOifq+wU9uaEfSv8MO9b/1JVqynD8GxZwpLrx7vcYw7bh5R3eigWB9ZXTy6OUR+xAwxOR1yTFza9QR7igW81HDIfMFUdzoLhofiY+uTyJ0s3QTr3Cmjnzt+nFJ65siAK45q3taqxkUpSjq4e+n0wLHjBgDd0UyKNF04aHHTs0mOrgkrnbEnwfQhYfpIKGfGL/Ae3z48dvycgO9Oe+BzPrFu1xnlqlV1NOz6o/EGAGLBMhUsU4EAuBq04u9re0K9mleeRPFBIB4uGcam+J5gp4RWU+zYoajmBTK7jB9Xz/WOLpqGqjA271UYEPNSoyDDi1ki4dVXjhi1ySmB6PPx4K0l6kbBu7L7HB0r6crSdalbPl6fNEEi0s1gBfDcPfAxUelQghs0MSdgvE6pUFniXTB9LKDSwllAIkjunNuWCEQErlWNPXd6oHvmYZyTORvT4BkRwpPniq7BQYrD6yI0samq+jH5OhhG+HOw160Zw7hwx6RvbITD2LihD4zbC6gmq4AdCmmiEMmhBOg1q8Nj1Y6D5ymsxtCpgPCknjO9BGjFuM6mbAkS7LvOBSLBXqUb4GGOshlFt7vNWF8MzT8AwDRplbKTBXx+RfNyu34xwxtfEJFD3wz9d2GJZLqzd0Z4I+oVMJyrEdpuu5zh5ocHRAhnU6pWilNCl8QY3+7eeIZ668aeU2inK1mOMNXnjh+noUPqLavqJEgWruabelzucZYG8MoKDwzedhhOF1RvwPSJMH/URT49aWeL9S2Bdy3ZX74VzB8byolwvUyo5xyJGyFgP83YJuOmWmaabox8tY7rZ0vkkPSd2g5i4GHe8W65RYMHEUIpmmhta8L0bQIV452e/Ht8PMyAsxpvEaB5ZyHHqg0r9s4xYxg4Fi34A09r98LSehdOwz+vBk9Lw23yDSA2QQ1YWpt5qVYWzCoB3BKBGhszQ7H45pKtdpp8E+RLBYhAb7W0XJh68rB1XnMv5IKVFqPzlqmzJvpE0n+35GMklucgSCXka8X0jz+ALjfIF2+x/fQxqFvaDAGqxSMAb1UnXPau7DYXSxuqQBXqKctQeEP6vnwzYz+ExNpoQ5/j/NSf2/Skz8sLbMZoCAasC9M4xbrH5wZWjLliG1tEJKtuZHXWQhtvYuLnYKu4tQesfzbsvQGA89F9bSSFB8hhATNSbWctlgOA3RyWJPo+GJukJIA6u8phFjaHJ6em0at7qdwTm27wH+Ydb5cVpTG+u5yxthwMNLe+nmCkuR42BBFACiu7Zefehs2ShwIdM+8HGmMyNVBu2kjFCgLRCFj1TbTpM4VvboTD5iGVIRVg1Fjj/TkSXBpaqCGdqua63IAng2Y9AvpVNOCvHuZZjYm0wBXvfwbXCgdq1YuD7v45vk86cZ4YEKvkI4K6lNDkn2oqu2FS4/UyvlN2iVMRmaTT0IewVJNVBDi/U8xzgHsGtrmR4vvs9zaOxbCBxUbmWOpwSeqN2sLxSrDBsI5Jxfjvbrz6+yS8RxLphRruKfg1Olzg3i76Z2GGWYxi5huFQxwg86oYnQYn/ftBAFfq9KwxiDF1xFBI5EH0yB6CcnDtJ9ER6vHffUMdW/7Fefpr/XPHaxnfN26oxMdxP4TOg2dNfr3D+Q/P+5XvPTzDu+8NCAjHNRWyuHaxDgcFs4WHc9OxMIfux+V+Pvp0bvoMiHoEwE3H+HO1Kcke+KgAmli1iTKr8qgLybWqa4dYIN4YZdhg9PIMZx6gFfeWgxLozK4XmXqEtPj92Edu697bH9/z2hETGoF5gxQuOXxEhlO+sibH48fRAy8tGBJ5Fa28PHXvZTRMXAhSWHG+MnCIDef2kLCcNXFBlTA9A7xpp5DbTxuQBPXE2B8ZdQHWnza0UwNfGflyHKFOJyLtP3ijEMlplVXrwSZMfAYIKiJgWXL7G9nu3BbzDKnfR0QU8UAF9ZHR5gasbBolFKXih+pIIMJ1X8RpF8wfq+kvoBuKWwObtveh3HuYgJ0WNxpeHxPFh9UAsiWdU+/oYs9setbvFitR90She7nzhwLv+1hPCmOQNW91/E9IaYXbG0awMZoqBOZr10zmXaMC3hqoNt0Um55nez+jvkkmovVFJCedfUEiQNFzplvVyKIJZEoKrzi//UDh62JaeRXI7rBFZ5+Uk35HS4O8wMDfDoPnwx5G0uCWmAs9Ohlxaj/fwDjV9ydtQKAOAYEWMgla6jzjrc+fwyZkz46gnrhWDOrcbMU9eGvclgTNW9C/xhwxIwoorBJa800/w6b94xzw2jTX5HUPp6nglAv2xrhtE6rBJlvSif7utAKnFbeS8bzOWok91Uh4wyJfAdTrdjYYmcedDZ7w6lDRa1a6pJgXLVr1XWyBjw1Y3OlaWn+MI9RiVaZ+HmXgqA2QJoZYtYBWaWqm39TH0mEwb2L+q+mBV2vXRRoq89bAhYdkEGI3J8e5qxpzAPACBpiBh1jD3McGNGUZ8EbY3zbQVysoCTYskMTaVPeLHdNSsGOBXNNx821q/J1cnzYNZdoMACbM4zu5f4Zel4FVA06gpBxQxzbHDvBc+26u3imjAV2Bz/WQg8bmJz+uIWdczB928GVHO2XVWKfOGBEibcRqnl7PfKt3GpibP4OIHiQMT5tcqIlMQMnhDkG6VqTLBkkMyNzlWxMBVZAvO/hpgywJfJ5U68FhGd9cEqFNs+mnUJSI5xshbRW8NqRbRbruajwvK2gv+p0pATkB72eFaGbNeQBqaL3Zg7eu4r2B1wouzfBtTXQ3byzsxVCjxysd3uFNNwBJhPKozJWx2OkQQfhQ0sv5LTTQxYa/ubzyiIWGjKuPV3jbNo8YgddHuzmba69688NBDSBT9tPrINCkRUJeGCZsUep4nnAEBtfR2BYuzuSG3YvXmlD0CG6NwAxtjDJtWGtWFpaoTtBeE6ZU8ThtOKUdT/timLg+L9dF2rasTlbjY20IAAx5pjDWHnm4hLQbY6PiKpxiBtyTuMABLlFJDFiOjg1+tUjA4CJ9XwO51zc3rfXKY5hpkYIocWGEDr/v+JWBULgI8rNSCNOqVKiyA9t7AmcJo3ec/ATafVEBbaMwwMqDJuxb0szwbphygiUZ6LAwXxzi3p/+M90IbBhsWQZGCQF1YqwlY+KKtSbTaSEUK0aQjZFvHLojAacMHnisCYeFxsTU4Okd2o4NkaEQTJwphcFNlx1wr5lJkz0NmmiydmCSbCE55ulGgcxTqeqB+RfzrsYuRXeeTsXTN7Aa09cmXhP1xorBV2a8w4BOjJYYJNpPkLjj+OrJe9wJgAhUG1JrOvGZ4FAJtV4B6Vg7hA6JU6q6GfHMqJkDYmkzd0bGEO6HguII55n36zoW3pggqlXJNnHHNAfqoM95GCXUo7P+HAZPWQZP/H6uSn/+vllwhTUHPhZ0jaXozuYBNPqK8u/h3gGEI0OiuSgxymjvAD8+X8Krhn2YHgQcnJz+ujG/mlJ3q1AU+wgQrDCXdK6NX8pJu2MVsMlgAc0zFjfUuZnGDOtGEziS37sN7OcMqM+LQA38Adi8NVbOvdw1WPMErq/UatIchOPpVbS5RjXn7leShQIc+KkgIF0b3vwH+lraGtK1Yn+XUR5VZScoVUAMHrtn0fSEHm7nJ6v+A6GeMoQF+UlLuakRys5ouZfq+gWNbaeiW3rRTdVLnfkNQTj1UmEojfDTG60YulglZhOKMJKeM5ZvKDp5QC+tdx9nBA+aC4Dt2LzXN7TYcO7Gz73mOqsWdToz5m825J9/1Ot794C2ZGNfqL6wN0wVAtqc1OAsHKp7ChsZXtwAKqSe72UDiJBuZqjH5wlVYEPqXj5gRr4JaG/AtquBzqyvVzPqU0J7nFBPCgguH1uPMixa2M8MPABcUnjRy8RIF2v+aDRC3hvyc0WbGHUyRkkCmjk8Latn3xqhTZOu8wxTbuytyA4Y8uAxp+H5Rdf5VcCrQLIqBgoTakWwVYQ1SccF0TV+ujbwLtY9R6GbctKaiHgGhOhqBEEUGo3rwOcTzJFJGwCTso16C2d9Gbc7X4Hpas/shJB3Dq/dIaIGzB90HrQZKI8SxT062OiFPES2edvaCOjBLxDRuMSPZlXNIsC6K413L0m96aYyybk2VBLsxg8vNWEtWp/hHHMAJk+hJ3NdFkV8qBttQrRkrIWBS0K6aeOV6FSV24uCNBk3A8Hd730tggVpaki56qY0wDuewHW22+02oV7VBNNcQSxoOUE4qf0pBit/T9T0K+WBc6nqOa4VfNvVQ9oHulTDwWMe1fS4GHPDPVbHjXddvMooAJpVH0rlngCCbcDDgxkXrHrLYp6QlnOLuJFSb6QLYHV9FrFmDMlE58dS25YQvREwPiP37swLHzWR43X7TE+s2fplx7LNA951x6PSQFNPPsbia0r7Iuf32kQcjS/EvRYblzo8gCbq4Vvy1/Hxnizs13i/IqhKx0dDBmCglJpWSVTgJkL1zt6s9L+0a/RDs5ZO8uDeUhVQluF+9BpE1IA2OJeYwqgH/OEla9I91nER+YY5PgOdS2KaKmpN3QkYPduD6qFz2oHA7/Xm7b1+fkFEny4PfxzM4VdjF/nC9zA8/hs8/HAGePi7Gefk2jsCbR7ikWKFGSO7PmszFzDDYYIdr+3+YIIV+Oi/m0EmriEUmLZ4Y219o1dH6xqU+JrYGOych3GiTll0eYso5/dx8o8TQMZdj9cxJLZl+Hm/ibJEg/LWcCxKot59i0mwYoI3qQmvPRs+3+yEn6nL8ONHN+CR8Wc6MBdcQGL+IAeuK2DC/ZYg4617VbQMhtfKYckGwqmJADB9x6gXRropZxwAajGc23D1nrHXedOsGKbOgw01g09VKYPrnrFtCXXjjgE2oxz5AnIVuPvF7EySCrAJIcX385HLq+M2DCJ3p6AsCvVsX8zg/SszwKTjOzPKQ4JkYPcW4oRDt2w3oL1JKwFgNahpQj0lgEn1i7N+rpmU58FgHx6yPVM5I7+b1bPYq0WtOsHrkrC/Sdbhp1fqxiZL3ZsEkRrhTNjfZr2m8Fi1oYNDJ22EBiLpSzFgFF45QqDKhbqcWTNu8hCgOmy3EdLQpcfpe9qLkkI+d2SgNPPqle3BmsMZWC+eUwjv38a0nPUNrjcDDPdjjowmQ2E4fjfUYzMNfx6Sgf1NPyfccd76A2wzOpTE2gWpnNVL7dKv6BWZS0WardrVhKmksmLK0GKWdc9gFpznHVOqyImwmKhp4oZEgq02c4TI3lMPDK89MVIR9x+ibmPOFU2AkhNKrWiNsa0ZbWN1lkTg5r4WZSbIY1FIdFJKn1aTqgeeUsOUKxI3dc6sqK8Uw9mBDqGgz1NpjLIPhtkMt+PhAlUwJW5a3QnbKCogQR/22o/v2QHxK2DA/RBCZwk0DgOyfKyYLhry+iTd3jDKCbFwSHTi7ve4tnvszULLm55Dk3kOT+g5qSiGPh4hS5u1gWyUrMdF288G1JKwsqDuSfmiAjXcVtoPmCH2bvKHm0ckZlUPxD47hGfexFfQjXi8Zh4bseZRqhCAhDadNbdwUXZIXRLKA2sLroX6Ah0Wdt9IBhU8snOeARKFW/YzBezQvITYDZ0nNj2HYJBUnQlcM/K1Yflm1wIb27jrOWF7w9gfNIrwawtRn/GeoTmRRmIbjhrsejIDPOsYUwHyRbFpF7g6eOR+v+LPVv8+dlSP5N84RtWTt13dL1/19zqTNpFOZkgn/8zgXBgDos06P7g6F78bY5U9NUOe/d467Nb1vkUbXdscqguhos+LcfMaPciWgfZo//Rm1Ha/1HQ91ZNqc9TZGBxZgMUmyDWFY4IsagCXiuWkJPNt02K0JqLRrhDalrClCSlXPC4bZjPMmTqswmRqn5VRasKUKybuzcMTN+wtjdMtHk02eEaxdMZWEvZdC+IE6sQQFDrzZzo97qHTknM9+B/necevPTzjlHbcqjZkqY1x2ScUM+ZjU5lmm04tCa1qNXGeS1Sj5qSbSjH8nlmQ5xpwq1QGCh8N+Pc74D9WJebgEQzed+h0VAJVjnZWbthdPGnM8kc4i258RkOkL7z8Lzwex009Y+4TH8f3hgf3ahjVH6JrHpBVUB66Yg+e2Hh4/iNCuPuwbPi+Vx+o2Nt8Ixi81hALo/5dkWRzlkV4f9INmxkdr9QcC4GaJQrFIp0RD4zPjQJZbrgGyCo0qJkOzI/wOu/u7/4ILrOLog1RRBgqP7/zzu06eNwY76MG6QbUIz8IYm4ESyrOr697I+WRpnlAEsKhkD4mfo7h2ZCIYeh9Ho5wyphIJQYcKxjQg5dDdvcdDtm98O3o5WcENu8dVhrGFtw7XdErj+1wXrug1lQHZK+MzEl7wNoYMgmqwCouuUMpQFfoNLZXNq/YvdlEEq9LbAZ2TiuS49x6oZ1dljcV9w3E//5aotXVShM3S7rqgDrbjI3o7t2fBCq9wSyQ1A730pPj3+9h/7LjRyuld2+nzgSeGW0mbI/KAMgzIW1qwNf3GhK7shxgXkjSAfTkniQynWhE5wsvKfbO2HVW72x/A7RFQN8S8g1wyKVW9Zjc2/GKPMnQtmWTRHYeQBhOalDYBBlyS0hXDs/b2Sauuc0VIKs8DCzSIBJPnkbbOFPF670NhwU6eJGh+1GUo+z9Gp166Ip3h4Pufvr92Hflq9Lu8qXh9PMbaCuQOaMuCTIx1i8mlJNurmz6Nc6ayavg9PWOdKudf81qpL1noTBB5qQtzSat0AyYqHXPl3d77hSoWsBpQkB1CVtnTYh91ueKybKyVylWYP6kErnlxFjfm+MgiIghGDb2byGTp73rqanPSI1tIQE5FbAZJGxziOogGOabB47XPBbPpE0x/joPDBE7b74iugHVBZ3ZYtfqFZ0tk5JChiT5i2PYe/33EXZRSwYgi8EkfRJJErST/kTur7k4lbhOP4l+3jautiVIJVzSgq3kQ4m9C16VxljXSSEYM5BTqjhBjWhjQjL94FvJuG4TcqqYUsXENRgqADAvJaRsH5Y94BiCKpA+r3P0FaiVAzoBN+yV8bQtWJMOntOEEwmEG5p0JkzUfKCBiTUCa4R9VykOEQBzCS9dhFRRddAwCr66KSn+sgQm8COW0vvEb9bKqE59QjomWGfVCHexpmChwLwVixVVxa0bH67dqB0SN2aQ62KFNUwhhKQ8V+kenXtA4a3KgZI1er3UAFRCM+lX2gf4wV/3xRB6zOTSB/rTk1PDA3PjDrw04CEjaq95OXZaW5dO9fPdefRBT7vb/EdPWYtcFH5JX38CrjfI4xl0WiAnNeSAbcTOMNi1yCZfGuZfXECXFZgntPOkBudh0lyF2DUQFB5YzIi6h+desLVKCz1vx8XHMaUBGx+eR3Ch527kkkEE86eK6WMBv8vYHrMmuaHPgQswPXfuvD8HHSCy8R68fzOujUjPYzUO7hQ4zu7yAOMxtmET0vA+dF7MFxyjPoem8tUMpwzGHejRj1UNe0XjIap0Tx3HCOH+Xg/yDKMWth/JPF1GVyJ079Y83PG9MQ8rQYSx713XxA/FiVXRs+wKQ9asks5M3SgH84RbaPKPRXQATJTOKjmXhiVXfHG+YuIO29xqxlZcsA5ole06egJzt0jAIRz/DvX2uzdN5u3HeFSLyDeVE6g5oZoXHgZc6Iih+4Mh6SHNr6IB9+o7N7ZUlNqTNp3QSpuzB2LdQkavyz0u8tAWFF3JqQE8652HkL6Hr0Ni0mENYTfciP50aQekAOmmWh4KNQzC/HdHWwgtZ8jcwDfu3+NQisMP5gk50haLcwy1K8AyKBCaVzuGvvrG4XPSjYoX5QQ/mzwxyQGZKK2PMKr36Vh3LJbrYATfnkHLBFkmpRxOqXuPVftOAmbAN+1nCiIgJ7Q5K4XRmSmZVQeI0ROOC/VrawN2DvTEMdsmSxoJFcezfR6MYzARqnn7EeK7casWjZ2T0QkB7NptiG2AqyUzfSMDzCjeButHauSikYTPs9HDdnU5+D10UTK/tx554bBYNRLw6wVo6CjUoTgBXjEAjnfT3bw/HOYMHNguQGwI4g6FeYWUhxMIhU49BKo3woJWGGV9ZZFQN/5k5+vysv3vatzMQ/XuPEWxcABYq3rsVTqO3D5j4MaNpFZGIcFu55m4Hq5Hk4wAGRafU8NsnbMA2wxMWtqGruuaC6zZS9PnLYhEaMpAs0rMPFWkZHLTxmcP3NvGKAqkHLt67bndHT8OhOJd6UkNRtoaSHxBEpJpL3Mhy74PEApZpx5bGDBb0WagPJhhEgshJ5vEY1MATxKZWJDS+Qy/tMWk3TyA6aLl2yBB/XQsihiP8gBAWNtaFUTFaCxKdaYsqgDIE1vj5JPjxpJWFT3igmAUHLxNtyX2OVcTdB1rLh5diPK7J0uaYfTYMXis+ixUp1uik1GbGNtPHtSYuxH26kq4uJbAy9p5b4AVCGGZ0M4Z5TGHt+pKfw6ZtKm3ZCNBUEC9A9D+pjMwYqiYUCffiBDP1udHXRB60GNCO5uoV5sIe0pqtHcrEpuAamFVPROKzc181QgvrwK6SGepcGfdHOCwkfLpzkYCCjpbxdlQ2jbNrrv0ZwnbfJdPEs90f7Dn3tCT1mMBlS+tRLGqAwIaRJFkiHLicCPOvQHCWNiDqSHPtRvFJpCWwKsVPdn8pp3AN91R60PT7j2MUPL05g4gQUojO0MHrJg33BpDTESqZsa2Z/OyEfr9MRcMvrg/mkE51fT7C3ceOUNQbMNgMs+fWnDUT1PBnGp44FVIE6JVk6eLve6dujSB2UMhZpXTTamEpC6gmPxNdFMKhdVBV1wIiLZuvi69T+Znjh/JgHdPIsSOkmv0GlZYGjiZN1sVuwxP1iZMT4QNHi6cNoeDZwuYx4Kup+ILDwah+O8evodXRxRKeSOGqScFmpe+WvVUQCeD8T4c3/NARhjDy6YpuhfZxz3cHq/FN4lhoeqY6MZDjvn4+X2zcOMvw/dVHys9R5ttlQ5UQS/ZDpVCgZXFqwGHl+1bFahXFvYCGbxMOuI4bgSBkBa4HPB/h1NMI2WUxvUelvdjOhp7ibnjmX6JCs5DAtuvx+dggSZEXdPGN1EyZ2LYDF8c3J2r1+ZB6KuPG7PDZh59vuJAvJyPvfkJNeO5D+vNK0jH70H1zxJcpe8l9CZ3Fz9sVFXzNmTa9WAKGiEg3cqYZbovkonhMEghyuDtd5WlJZTK6oFDPWBPcjocEZWcTb32Zga8VUbl7oEnZiRpaPi8B++Hf0drjFKSeejmjDj7pPYH4zrlzjdP3KElNfhGrXxNHtufS4Ma8iFa+9zx40AorXX9aSsT572ph+gCR3bxaTWjaxivJGB/awkln0DuATh/27w4CDoVy3nmBECMTjQB2zsdwGo0wZ7II6tQYzXSU4d38nUwBGTUrbOgngTpO8LyrS2e1LnjVVtmYvqkSTRJGkm45++eURsMhyZ6jZJm3xWFGl6wJBbmR1htHw/oxLw1O3FeLdTb+obkyU7XpQFgVZsAGNYbksKgADgY+S7JqqXxkgjlYerFPAbZKL/aYKpVkOAsBh+nXkxTTroJt7lHRtGzsCB0xk8fGtLVBbTUkLQ87N62KHhDh+1MubBlArleC/kOCHBtgEUk03PrzxpQxkymKJEPg+0t1bhvUqqjQ8Ockl6UJhIREBcg31S21qmZEW1Br3f5oGNdzoSydC8NcK/enkUmeHMTsl2lnCiaFet8oK4CiWHuZetPmi3qm4BWgX3O2F3cyQw731hzPUBvHD5AQbyRJvm8lVgCpBCasQBcG8XL36UR2i11iVqfx2aANTk6YStpSAQCYr8TAdfrDJCgrBly1easTsnbTw37u4w8VcxTwcOyoTbGVrJ5/sYNh8IdOR8t575llF0NeCkJ61Sx3iaUp16M48wcsg5FG0243O3mbUvAU9YIeaOgRnvjaO+LqU1I0KV/P3P8YANuLdX+nwD+QET+OSL6U9B+mD8B8PcA/HdFZPu+c8RhQvmALarSQJzgesjUumeXVxO5Mg/Iceg6Sxgl95zGgh8V/6eeUXevzz2npljq/lYXSz2J9rQT6q8vWqgh5IZEkJ+71+cT3zmz9dxAXzNO36oBqLNdrxDqWb97uggefl51UU0JrnQYIavjl80/2w18LNrmi166Y+T2athYOmbftTrYtL8jASoIZT9qopVfpFximdR7dljGNw9nh/i4q6AQLBPYIFNGeVCGSdoaeG3h8bakHn++tW5kREvQt7cJmBUeqYvBZMbJHqMSxdrVcJ2+3pC/u6E+zNi+mM3rl2NEQl2Nj6saO94baFJjIVYb7156vjbF8teGfNmBJob9M+qS9DrYkuUBH0ng6+WsFam8AclKup2BwgUhl8u7WNJTkK76DMo5Qc5kc0Ln73RtmD9oBl946sJXtnnkq2D5Tl+vJ1aRMYumACBtrBuizwZPDpsImSe160LByqmzdc4phJa5l4TbhOONepeknSyK9bkq0Zu1iUDmpp595XC6Xji+jcBW1i6sRAPV4jEPXJI2qSb72+4LR9cXBNrFqhH4RsjP+rtvKuWBsNOEMieUJaF6Wb5p9pc1Qy5q9LcpY590cL16s64J2JS2uFdGLQn1mpA+KR9eIzOL0CpZNaV52X3gtZP9E1srQ5XLELMhPmfcQdR5+or9HI4/jgf+LwH4dwC8s3//KwD+5yLyN4jofw3gLwH4X/2gM9HgDTNMgc67k3eMtU2E9S2buAuFAd8frY1Ykwivo1WUec8qWQrtc8eqqFbP6vGWB0FdbEMwLL6ebKIJFI9H97aElXbYMqyjDEWCUAgoj1AlxKVie5/w/Ju66XjyrZ4F23sLH1tCywlt0h6gbZbw2I7UPsL+hrqGthtw93CKPvRXw34AByjCxoSrmNhVf796pByGORKfk3vD1BOBA7unhcbHIBJFE3JSA1JdWjUz6Mw6TieOjjzp5FWyerSklYGOiUfi0jZgHqAMsc2JhLA/ZKCd0CbuHqYli2Uw4N55vYGgRajWuME8cH221COnBNSFASh3UOl8dn3uJQen28ai+vUbvu/0Rrt2AeKzJACblgotQFo4xrXOwCj5WieV7wVwgG9GiK75ZuS8cO9Q1AQ8mzGz+XpgWcmxRgDDnEmbbqBcANkMXvGIovV5FXOPcGCvRIhQlHlygAzuLbg5JjE1GxQKKuaZx7VRQAzxvbZJHs4lw3VG7kvnYU2iBT6AefcKa3jxnMN9AEFs08Cu7DLwEEmY1pF+j3uGBgGV4VrjoI4SDDIZrpXfYE7B0F0p/RKX+AcZcCL6HQD/DQD/MwD/A9Lmc/8VAP9te8tfB/A/wQ804JI5QrpyYlBJ2N4lPP9mQps0gedew/U3RZOTFdEFo7zfkd4UtAaULekgJgGlBqmM/TmBV0J903D6yRXMDZd8Rj1ltJNg+rUrHpYd256xrRlEwGnZMWWlGHlS5bZNWNcJKTV8+XjDedrx3fWEp+8eVOfEJg2fKn765RMeph37b3HwW700+HHa8NPzEyau+MPLO3x3O2upsIWD25bUA2ikk8LOvX1Fw+YkYSgiQ+3J0gE28WRIulE0QvYkn0MV+iHEucbE22hUHV7RZsISCo+SgO2t0T5z9/TTjZFvGWgI6dbywNjfmPGcMIT3bElkiQijPjRr3dWvjy+MtBFwUWhNqx0NShBgf8jgmpFuWrVLDdYgmzrWDdsAG4PMSw5v+eRVk27AYToryj667wI0jjGFNezGNO7Tk7YZEVly1QrY8uBRVn++98ZeIwH1kl3LPr6f/LlZUjYT1vfJoimJ//LTrtdkxXBaNUudUut5N0IwZgA9b3YIMul11gVRIwEAvBLSDT3SS0DLEhtnm/S5kgB0SYcxgtzJpQ55EP8Me1X0NYGgnw+dbNsohNUZa+d2t4F0Yxrc/o3QPplc8M7Y7qAaWq1+Q4BWBOK1AbX/5Kpvr4Ugk/ZPJftqVH2PboJ8oHfqmLqzRJoYN0qry2rHpnmDqrIWYH5u2tf2RbjSjx/qgf8vAPwPAby1f/8EwHci4szsfwTgt3/guRA9MckwOyuyKQ+Ikua2EsoZ2N834E1RwrsZ8OnNhtN5Q62MfUqQxmDrgF0rYZcZdWLw44435xVEgvVhQi0MOlV8+faC98sNT/uMj/kEIsHjsuGUCzK34Io+bQuelxlzLvitx494P93wR8tb/AdeBWYJjmXa8euPT3jIG97mFW+nGxKaVpkBeJ+u+I3pAxI1fPPmDT7UM57Kgn//+iWe9gUf1hO+ez4b/zVruyqgW2ZC6Cj44cmeICGYW+aNV8slQxL3MBJ9Yb3w1NtgTNx+enHQppNSmTXO4tBiqHqWgDkAh5J0cU7POkn3R2D7Qg4h5pjNk6kpTzgJ+FQPDXBbY1SZQI3BqXsuXi7v+QcAmD4J5ie9RqeU+tgBNqcyVPsZ0tkwsxtdMmNLJpdg6ntnCkgr4Ew3RMMxVoa60Xcvl+06dPxVliHEsKGGr1pRDLsg2+7erUUDzrpxz82mh7NM1KvvxW5oYoygBi45YJ8x6X9oAjxsmsFSqsaS2fxxkUaM/h6P/u68+mgXyAJUCoglpp30+xPuG7gX3Y0wpvcBoKbX4RFpRMYT0E7Dsx6c/HGOO+wo4hvYXUa4dPIBU6/RCJy/+twDZAeaKaSOpAPfjLkQRORus6XOgCuIWhWqut+4dLHXPaRdob50bfi+45cacCL65wD8TET+HhH92V/2/lc+/3sAfg8ATjBuV2mx86RNwGtTjGt2/QXDwU6AnCqmxSqYDE9iW+RjNnu/TpBbAlVCflIVw60B7QvglKsWCCTls55ywTnv+LgtWAfeaqkJOVWccjFNhhTqaDNXnNOOd9MN14epaxbbbPnF5RHAI3798QmPeUUiIEE3g4e04qf5I2aqONGOB17xKZ1wbTNOaUcTwnWbUBIj5wY5mfGqVtEmmtU/sgIAyiqOn1I7jIkIsBY2Bkg32JJFJTNHRkEDeGOINQ846I7cHV4V2DLQFjOSvmAB43nrJN8f9WvaYh8ejV8CJJsVyvpMlDvrG5b+ZG6ocwuSxPolI62WWzAD7Yuungi3L9WDKo/HqkmIvn9761Q+XUTezCIYS7ZW6kzqTRqjhWBG8n5ftVyLH8H7HuAfEJTSZmwQjVokoCEh/Xdb9Iuqad87HhrQ1Q5EhxuWSHZ2utnL5+ZGOgIF0o2gTd0AA8O12ryKz5tBcgPFG5CHvFMwW6SPScw3cwqokrG6ACq9GC/YUtTHSZ+nG+vupUeVqUncBqUWZvBWPhhuqh5pyqFQhjeKiIwaHzYtb54S722ud9OT95HzsUpJLhrlHmASgum/jAOpEYDXdLhQXWjLo89HLhIFcbw1pNtwUa8cP8QD/y8A+G8S0X8dwAmKgf81AF8QUTYv/HcA/MFrHxaR3wfw+wDwjr4SAKBaNWtOQLpphxXIhHIW1AcBZ4AnNeb5oeDxQZuaFs8Sm+iMFwIIADxlnH6ewLvyuNMqEE7APwXMqWKaKsrUkKeKN/OKd/MVf3R5g3KbjKrE2I1sX+ZdRXMqR1nukgoe8wqmhswVTRhb0+YN364P+INffBFZ6t95+A4TVSxccOIdX6Un/Hb+Dieq+IIveM4zPrUzmjA+FP35tC2oQlisJHgtGZ9ui5YV3ybUzUFde+CmOcwseDhteLNsSpsyOtU3JaE9a+gpk5gesiAtdaiYA6RoYQ35RG2dZhlz0n4fm+SWB0E9tYPnrp6Rh7Z46RGZ5y2pgR9LbDzJKtRq1U4qFBGHAA872olRp4SbTMH1dhyYVzUKmhehuM66iCWC9PrqYptKA/JV2+Udcg6DQWoLgnXji/o1EbJ8g3awATpzJCMqij2hR003Nu0WhRDqqifpSn7ezsueSysEagly6zryUcvguLVdf74qM+pwuAKl/06IaKkuR2phx8PHSENC0dShNN6AyZJqoYpo0UnQS505E/Op/55WhQjcOXPoTYYNlMw7z9du1Dy3pawMCe+b7fmnYSx8QwlmlyMqrctu0K5QEmhI5rv0L6D4NfV79rxQJMVtY0+b9RgYCA0K1dELOCzdunBesIucyeUePBDJea1orkjPG+65/ofH/NlX7BCR/5GI/I6I/C6A/xaA/5uI/HcA/B0Af97e9hcB/O1fdq44Wr+xYJzYbi/Wr85xOuKmSl6sCz2lFqI1NPw3hjEjveugOezSjiSYbMRkwOWcmtQEByEdHShBQovPMjVkatHM2BuqJhJkqgrFUMVEFTNVJHjLtWa/D1CBGOtAtGR3SQWJm1ZrhR4E7Ib0PxfhSUnHx8uLR4H744M8/qoULOr3DxwN7rAg4t/j3w2DHzVDxnPEs/QO4G4k7uhjbqxfQETi/7mLhD4vyG8CHVJwb/I+fMbwd6N6vXp/43sHxtIxsfzK7zagIb8rr71fgpKpPG0fpwHO8t8H2EygG8B4v4eDXl7r+FP12dmEwpzeSC8+d4BPpH/XCBn5M+ZqzBkf88NaHq7z/hzjeWQ8Z4fGOCAG6v8en+8wBi/Wer37OdgAkru/xWfICt7u5vFnxiA2+TZc1/C9L/7+4j+BSyUcxs6Zc0MTjSjS+h7jDfzJeOB/GcDfIKJ/GcC/BeBf/aEfpFq1MSwB+VbB16LJpQmQpaGxhjdtaTjPFUsuSMxR0ZSTVk2Vql05WmrYzxX7Ww6MNG2Ecm4hXsPcwujNXLCkgombYsak4XrO6oEnE11XDYauVMYkKC3huc5oQhoVSMLjtOE/8Rs/B5v3/bunr80D3zGTeuEVhFUSPrUTvq5v8F19xM+2t/huf8AfXd/i64+q7Tm/r3g/X/F1ecDHrx+BjYGlIZ0U1klZu3OnpPoOviEp3KOa5LWx4uhiC+Smq1OSoFq4SZVUqH+gWul77CF5hpwQetEupgQA0ydd9XWxLi1jCD7MuTYJZB5Wgm2kbVdITMYSbQDBCRaT6zRusOsiC5t86lU97/mDqCAZ3GhpG76wSPa1vANkLffyRSO0ltVrP1w7Dd4bEKXyZBiqn9M9RedSq/OssEsUcpEZzOHotFarAG1KORPvy1hNxTIaeHfv1Xth6nlMIM2Mcptc28euJTEkaciwvU3YH4zfbbkAT8iR6O+wegynW/o9qpHXiG2su1CdHBiryyGrLjdxgGiyNhPhvb/u1ah94Adj2dyQ2bgMm6jnPEIwzBky7h2TUhhDj8aZU8NciMS0HHH18KI92W50WojKazikldiN/7C50PHnIW8iiOdCReJvHlHo3PK6Ai9ME+1sNX+/if5jGXAR+bsA/q79/vcB/Jk/zuftJEDVVlIQgLYG3oripRkga/ipBFhVIZuSPgHXy5hSDXH32giVGLxU1McUUIBkQjspCySRYsVuwDM3ZFJtYbLKs/BoD56s4WyDV9tA2GpCEdMzEMKbacWfevwab9MNX+Zn/CQ9HbrDTFSwS0Klhue24FM940M947v9AR/2Ez6tC7bLDLBgf8sqlVkT+GNGuhL2r4D0qBvMad4xZ71/H5dbUVGeUpOWHVtXbbJF50kgIYKYoJJ7OcAx/GtZzGMxg+mhN0wMyvQ5nCGxvTXvztgoY6s5QBcvnaqutvD4STFC1/T2hrniU4RCDwMbg689UBT2TL4agdO3Wmyj8IVzx1XdcPSsA/uuanzSCmAxVsUYHrt36lEEDx7jgMkCZlDv9iZPRB4iBaAzLWwDE3IvS11tyQRYHoL2wSM0A5u2Xnug4bmAEkUZe8sabbYEUIJ2MJoIIKXnapLUoBxLmIW3bZ41eW3BEM0IA5wJQx92LcSyVn/O06emxtmNYXiyA6zSMsCua7S7ce3iX4doKJ6djjFY2UUORQVrqgDsY5sAkBpvbZ9o75W+EfjzDAhu94KrTl0F0OEvh0TcoYEhUmnwrG3KBxwzjFN48lby6Vg+NZV2cPE5tp9KVXXGEaFNd3SWu+M/+kpMIsg8YXujniDvE0DW7zC1PhoRYn8eGgi1NQCcBGW2irxiVYRZ3++ltq2oCtq3twc0ITxvs5XtwkRpCJUsMdk4OmLf9owP+wkTVzyVGUWscbH0Mt7SGJUZlzYjWbLWr/fWJtTESNTw8/IOf7S/x1Nd8KksuJQZtZG2cCJEiTCRoC0N1FgLGgRWgcYoFRDuS2rdM7aSUat2IAnDtx2rJ4/PAT2hA1vQRoUiGLa893DOQ1E15oSWpHscgpAO7d2GvNKTDpTLeGD2t0YJu91veJe2AXk3o05xpB7Kujc1DV6Zeby+gDulz847/DzgrgObwLFP1wMfE06ul+4wxOhljp4Wm0GQ3J1WT+S1XRNffYOQaIMn7pU7hGDNub3va3jGtUcJZJFRPFYL0R3WUQaRbnrSdBPVa+/ytlEAd6f97pCLF5OMc8ELmKjaPImCoMFjhs2Xya5jaI2oC0TnXURAw/xg63okbJixqJcqjeCCZ3pR1CMFm3sRGblDMHjxYbTt+eUbogMS70aeqEoVHHNB6aq5BgDa0i02Iunfz/36Y7yGaCaSwe5tezVsA9LeQHtTdkxEjQ1c7iLUu+NHKaUvX5zw/B9TKuH+MGF6zrj9RLmVKn4ukCoA42DAR3UwACElKUKYlx15qqiFsecJdWfwg8a8W0tYrdJq2xn/kL/ENL3F7TqroYCzPvT8O2ky8rZNWkJbGH8wvceH9azvtdngHvitTtglYW0ZlzbjZ/Iu7rUJYeGCNxYz/mx/i2+2B1zKjJ9d3uJWMvaakCZNSBKArWVMqYLf7lr5NzVIY1Q0rHvGXo/yneuaUfeEtifQRSvDssEMgC2g4Umrt2JFUNYRxiECz/7nG3qijwZP3BQfq6hH1xJF42eVI+h4rzeWxaabNXLTZF0j0MZqeFYAlIKNgSTATuDVdXD6JuTUs2hkTUrzq7OVHltUNz8J5k9iTZ57a7M6+wKmMG5pG8J0X+SexDI6F1VLFK6COhG2N3o+78eqRnBQcTQDW84EnHDoDOSeKwjY3rgaoxYxiVcCm6HMlx5m+0aSnPudjoY8kodFkG7NPL1mXn9WFoyYga4eZUnfWP1+b8qlV1qlSygo5TLtKjFM1s4u2hpaZDB/6rIVdXLjrR2KJCGadAMIVo+zZMZGF7wpB5qLYD8z5Kwbt3rV+v1uwNsVvTm4b2rDxlqNHho5sqY86+kTAppyg8pVx6uctePXeEwXwfykMhTlrNGNRw8kzu6hg7F2yQb3+FV7p2sNjTIi6XkHX3fIlNBOpj9+K6DtT85C+Sd+SObgwpZzp1e96PgBDVf8cO8UOHrf3p4opQJm1RIWIWU5OH7nDI5KoUVca9/tgpfs1EAL41sjoKgXTnYNadALdiNeJIURL5KsrZkea1MDDwAf9jM+bmfVIq4Ju3fXNghHoELzgEYVMnWYB41RK1QcHwgDXosab+wE2pR3S2ORgFdK2oD5lSnNTN1ONUId1/NseE8+do0PIYCt080B+5P+3EbmCTXTGnFMwb3o2id8wBeA0s2242IYjTm7xwwzZKRTRwZtGF04jL0AlDvUIOj3ANh5IeZxko2rzTeDFRR+UcMIYXAlNT5uvFtP6jUYjNAAsh6rHjanXSGK6amaJ+9VsVYU5XNU+md479cw4qMsFNAW0L0/9+x0DPTVaiX7arAG+NKVnNyIWvWmluBbmt0gK0BfS1szXqTJAtvGMB7CAlpMM0ZEi4cawmCNUYx+PyDo54lnuAl4RjfsRY5dnnyCiZ6r5eG5Sv8dw1tHjXkyaMp1YVyvXayD8/j5tAp41S92DvnoNLhQW2wudr3xuslWh8yz+GZkc6g0YC/qRySFvlCa6hl8TyLzxxGzEtu1my82RChxn8WuzZKFjUNNrGvx0tCeaJCVDK9CcM5KCZyXgv2UwVPD+7cXnKeCj7cFF9KtdrZKTAGC/aGGkYHcsO6Tfbee2uUqRQi3oonDKVXsNaHYavJNZmZNxALA19cHfLotpm7G1p/PoBhu+HRbsNeED09n1J+fkG6aoPJuQMW9WIbCLkKQjTXptbNS5JzTapMjX3s5/IuWZebZ+s/QDCndI2qu7jhssA6lUBNMz/o33gjTJ9NmP0tI+ralqaJigbpdlqjz6trouGN68CMjgAtFUksTeerNTs89GWSPuntlVhimYbEa4pFV0PHlQdDJKxOp/9TvlDDUo4QuVVK52bUdQua69O/WpCCZJ2/GeOgy7ptRq9pGzcX7qPXvdo99fmrd4AKWsHStn44/L98WTB9XoAqoVjPOBOFsm4L08zguOxoI0vPx3nTDIkJdVfqBd1FeskCriK1a0p+DyghoZM25j39+VqOdr7qBCSF49uPmx7tJS1eLBGwjypYDGefw2Ei7w3b6eloRGvV19b6p/fm7zYH0ZwvAqkj7+uDaIx9qMOoheoLS9YMEkeCmJhG1HTfJbpvUwB+NcpsTGIt9P+m1KW76q2fA4Z6NL7BdEz8Q6lKSYcAVJlF+s3nJZBjxYETHbiB+MKsBP+UdD8uG7ZSxnHb8U+8+4Mvlgn/49CX+0Dzg87LhNBVsJeP5pm2WamGgKNa9G8fbm5cCiB6YxILn26yyou7ZD4d3twaA5+cT6sWG3YoeiFUGAC3hemHceML+YcHDP2bkKyLMdn0O8ZJlw/h79R6Z2Nbw5YPBimPwkg8Yd+niOYe98I5yRuiLJt9Mt7wC80dbNAth/dKggUcJsSv11L24oxfVpKstDE/8DXAGrwiKlcMQ86eG5Vu9yTaxXZ8lDpmwP5iOvJ3fBaym5xbX5+X0bJivdwXq4b8ZaBPd8iQpDHZhEkyXhvxc1ctMpo3NKcaWK0CrWNm0ecW+maCP/ViRF3+zhh55FUxPDcu3G6g2tMwqMkaEtLoBMzijCOavL+DvnowLqwZYCSLngFHuD2pioQPQko5nuhWkjzeACDxnyMSgvYF2u99TRpszqCp2SyKoDxPKm0lhtVlABjM5zDB/apg+FYCAOqtQGhuEQE2QnjbwdVfDnBkgQroQtHKbVAojE9rMkAeOqMk3XI9CeBfMHysgoi39JnfL7cegxNgplaZ7RD1QVCixaSP0bLBSQCFuiLvD4z/Ttaq0sSdO3SQxaaK6Dd9t39XmpJXToiJ+OrkbqPiFvn78SB64TlpPnHW+pxlw89CkMEplhRqqeuAqwq4wRjEvVlkLphpWScXgi+r0qubvfSwFMEYvHtFEtRpsos2JKdTExAxzwCoGnUgzFTsSK+XnQ/VXbC7jlw9QgydQIaShPAAaLGWExk5Xa7Br8gkiLyOXwasICtP9PPBzu4G3qMgpV2FI/XoxeLn2HaFGZxzXeDtrEhSiRk8LYwQ9VB83DdOYsL/797pIGZsx87A3wl+b41wdIrNBjW5DCOiDixrikMplp1Ii8GBlT9jnk44redgvrjEvcLoBwTc8PSe3Zp6rGWnrzuLjNLb58/F3CVqvVmQMYzNEITTwgUkAFFHGRT0+I94Hb01Es3GAautvhocnwiiUBUAdKvuKiGJN012/U4DaQE3/0/koarylX59/DyVC2yk+7/epcJBuKkyiUIt5srAuXahNDZ3Y5xtijrs2/siT1s+7V6Hj4R6uX5tDfH2GIjYygSfJ7X5tSXkf2YB9QNFU3RfXiGdr7kIiFxINws3g+5i6hr73IPAuPIHtVxsLL0j5D5EH/v/3wVtFvii+Ol0E03NFvhD4wmjIoFUxUJkEl/msDU6rskgAgHPTRsBurIdqQDRCekpIG7ClGdcyaQcO6/RRSsLWEq51UvrdmmNRlaYsle2m34c1gVYGsqBsKUramwto2fdhaqAzgFyjqhOAGgG7Z9dFyVOBnGG82kHLxMukvSJvbtjeC/jcPWxPwEntqnBhUIbNMHBs9wqM6zomf+rcy82jAq4gWtm5al54I2a4vcFyMs/SvdSxGk2lbhXnvX3BuO29kCS8ID+fVed5EguAaePoNaWrWGsxhzMszLYJH52+vVsQ+fWp7O/y3Q7atNGEN+egNulc8gIyUeOJ1uwXNg9cq4QdPgkDbwYvXQvSZe+LjAi8zwAZnOCecRPkq40RAd5OLrjlIlha36zde8+rVuShQb1uM3JcmzJ1TO6X1tabaRBp79LbBtl3oFbQx2fkvWiLu8claGphoGvr0M5a4xrq46zzaiv6Ha0B7hFmBtk8l6RzmbcKvqkHnZ8n1WUnCuiJtxqJVap84MiHw8EESQkyexcnDtySakMqTdk5e9INs7DJHVNUOHqi1s6MwW6HUXXhMt08dG9WoJ5QHnSiKmRUe17An7NvggRr1E3qLbshdnnm+43SG6CsFdSaOhLGIiKDSqiKjrEIaNvj988dPw6E8ooWStq6AD5vpFKWQqg3Rm350H5IwzxRNsNubIahoitfVGd3f69ee0kKwzTTFq6NUURVA6Wox1xc97ck3RSMj8u7GttWGC2JJgs3E4kyD0vAkFOvmoz1DE3ejd05cm5o1UrHi57HHSyymUYEUG6oZ/XqsBrMEHAIaSKTzasYPeXAjlU9UKlSMhQKDO8NLMUNuBkMC02Juzci0mlVqn9t4aKV/bqRFyJwM0+sAcJTaHuPBTJ+aIlxvzbN6KtHA1GIxrnJQV0r7qEgMEZipZipd9kUo14b8ocVdN1gvbN0fuXhInzsijI8WlbD39BhDxJBs9ptZ3dQE/BaQOseWDJEwERIizKB2ORng25WJGCa8PSasme5Du3MeHiGprUibLPD9PPhTTYA8F4VevBHOyXAZCcgArmtoFKAeQJNCURKGo+EX2mD12cTZJlQT9k2zKJ4em0By+Aex2WAbhV0VbYVbQWckho7M+TxHb5xsD0v2xgVGqX4TDRhSfp9vOtGFToj7mBAJyrbPTm173OHd7Tq+RYJvD023+wJc42yeKug3Ta3pHOpZQYW7Q/LtUUk4552T6hKdxZKA982/TcfoxSHvciNdqlA+RVkoXgm2AfbJyrvrDoou3qagJhYuhpvl09VkR2KogfH7xwSUA4yAZXw8bZgrQnPlwXylLGtCf+Qv8Q8vcXlsmgCEEArjOqMlRBncmEtfbBRzg6oYXZA2K/Jk6o+wQw28O7bAdc41u9QjR0Cq0IEQwqr5+3/1XiTfScdYAtAPfUust8NX75Jz7AbXhia5vDwzZNIEt/j/TghfQz0/cbKcANn4axYI2EQdAHaJHbPd2RKBMxDiN6l7pV7ArBzlHtYGoZtrTrhuXtDSKyCWMTaJR5mzGQQMSECG44rg3dI5mGr9rWxElZduBCAk6ghqYK0VqA18K0oc2A04FtBWqsmJbNWkDrN8HD4Ju/NNXyDtAiCqirRJetyFNdxK4pDZ/VMRfilAW4C2ovyvuP7ekiuIfywCYYHod5vyOVa1EJl8LwHWOXQ0Blm2CbP75h3KepxAjga8+iQZVETdO7E6/ZdARn59dvf2Ay5N+UIGAIYnodrLSEorzG+jjOz0xjtGTEMGhvWDHcb1Gk/CiHxPmyEg9MfK9N+J4YKxnl1ZfWwD/0ZuG3J/fy49+Lvjh/NA1f+LaxjS0W+ieoLQ4WGeId6MQ+Exs5cgNGD7EFUBEuhzQI5CQQURRRUgY+fHsDc0L5esHyTICwo37zBzmqgKZsnywIXliOTN5XqcIUlGc2b9gfmQkUA1PAyoRWDdcheNxF8Ea1mq9UamnqlYQjB670Laf8+7CoHwJtBII5Nm3OqnvTgQbee7NPMvWD52EBFkG9ViwQm1o4vSZNHI+3OKWbJknbparBBJqR96GtpXst0aYFpshmnuqQoqRbbZBxSaaIeh3+eNzXQ2vzhGAmM/OsUHGgJZky6VaRPq24amcOzdu2P8K8FxqNn25AsTL0VcK0aqp8sVM8cG4BT3XjtYkIyWZKpNvDTqtBEqcBuHpLjzSJISQ0hTxwQQHO4wyNxcuNtRsosevf6BPPHHXzZ7e9+7Tto2yFTBuMEyawQx7Yfw273pH0jM1aDeu+ajIxrz8rFlClBltTZIVvt9La92DibgRVjuQzfASLI2XV87U97BV1uOoaPZ4VG/Fk5hMKKXkiyaNrhKtgmUjx34cnaBr4WdY6sQ5KOkUWC3u1LBPnTDlqdXz3pJr0W8FYhiVDeLmgzd0aJrQN3aoTJtMEF3EQLpxzzrwqXqO4P6xyKG0ffnMTQGU+2Z6ch+oZr86dZBCIMr1iP5/iZ48cx4HaMYU7gs617Y/rTJotvUO4Imsd7SNjdn79BDSpzh0OMj+lSoo3Vm3ZvmAgg53lbSHtwcw/Xf49xDclP/xNwEMYK7Nvf54bYnrRjzvBEXB2SNnZCf8aulBfjYlRMp6fxpsUQtBvGGVrcOEAWPYx0z9cYPTa3vKGzZ+t7sqZjyHZzGDu0yOBhMKDlyL7xOm00DePrG6jR++Iam3v57qUPniYRpDWLhggkDTUpM6gnDOkQ7lNrwbkV6zSuEZSoBswALZAZfbCG6b7oqAyQgohCWk0GPLl6ZK9GJ5NGF/a8A5ayBNs9M4WqGb9aw+sLD7s2EDdIa+bYuEFRT1nGsJsGo+KetlPTWotNBImPY+RQzT2NzWlu9lzjwTEw4t0Hz96eFSwiEzNsjv/GeZyuGnOhRw16/2R/FvVg0edh/04zjOaRozTQWvS1SWlOypzRpI0+T18XvokOuurjHGJSL/rObmmX5b4x33vNno+Ve0NChpMbHAxLksa7Bkrh544fx4Bn7bYjBOQzg0pGWdikSgWtEsgaq2qXD4nEDwC9YYaFIWYIRSlH1BQD592oYW4Yk3rpbQLKu6YiSpXAmyVBnY99P8xmoMQ8ZjEKnOsdR+Ktqgg81oT0ZLDMLEBSLvttmsDctMjIvpMvHMI76abe6v5We2umCyM/kfGAu8cayVpGp0+l3mvSNTOmp4blF1dQtX6OmWP8SAzD9n6Oa+uGcgwtnct8teSYVdYBiBZjVFXPAaLRVFoVty8P5slVwXTRU062+45YfNkV5iPxSEO6ERPrT+nX6djzNlBq9qKLiBVKECLkvaqXU0WNoHsxbmT3ArTW59Ow4CJp1wR82UAfn/Vz7x4hybzLKUNyAkoFlaSGcN0gYp7vtoPcq53VSKSLWoS6pAjbs4foBNVCgd23RTUk0PuqFXAP26EM96abjcFt03taVx3QnEHns64PLwZh7pBP67xy2guwA9gI6bbrZ0rVvxNBcoIsc88jEIFa6x54tfFNDFQvCUUYIJmniJZI/P18YFsoduybn0RUd9BLbS3gD93YlHoYyVs3D6VpolAkcGtqrVMUibTakdXz1vk7bF4GLUHsuwSHRG+b0medOh0vy08U21xEAi6i0pAuW4dQ3EAPjra4Pm5OwZb53PHjVGJOSXnNpC3VuIhxc5X9QLYOguucJPjHALQCMImKITGAaqyDFSayrkavPBj/GACSJqjqIuAvNiynDddPJ01IurPmHuHdQeZZa8szeqGd3UgNOAiglTGZAa/eRxPQIiJuymApunFMTwReCdOzquoJA9dfJ+yVka6E+ZMa7mRVkY6NBi3Kdvv9DG1wIOhCOZeK9IuPOl5fvUObk92LeoFsi4WrgG9VMUUPXck8HTPA6VYNpmKgKbZZF0adtUCFGtvErOC1oC1ZoRq2TWVvQyKv9QQaEahqIpdah2UABGc58MiqUFt4hsa/or0oZJBYO5qbkSEl5athK6Z4xI6XmsfKo3XQ60HrCSu63NA+6BjyMgOnWY3+nPUcKRk+1ALCQFXDJ/66fR9txQzAHDxu35DEIBaFBfX+YuH7OGy7Gr4x6VUqiPS7ZduAWiHrBuw76DHFRhNQD1OPHPx+AX2tmUCEGWUpRT35nIGvvoCcpuNnthYRCHkkkpLKJRBBpgwkiz5GXNzm4JHrfOfl2/wM6MoU+fx9DusAAD/fwOsAASXSPIElUxXCYo1ajKIopxltsWtqxurxPIolaAnq5fNWDzkO98T9ebkTwLueXwhaE5AJLPadAiARWmKk0kDXTedITj1n4FCXJUgBADnh+833j2XACUa/UWOs/frQE2BONyN7s3udvkuR/a9BQ0jbLQ/H4FwFbh3nlUNCsnOo9ZzihTjOR28Adms2ULgLLNnm4KpyIuq9qwaIe7t63Q7laOsmu/agwCE62cR12+cisefXH7y+/lm/h6heHMPK+2ExfmpsBBb2vUKVh7MrhP1ZUUxaL+dW/WZnnHRskwY4RSxMHDfhfj2IQo+IZszbR1O2wItS7UTAlHSiu+EB4LzgLrpv0ACy/rwz4F44IQ4/ALYISROWOYFOJ/vObuy9Wk6zGlk9/HnS68zmnTMrlpsooC2FEgxfxZBMhHp9YolpLgYPldbLqcdw2sejtW4USfMnh2fXmnkXFqnqG1+eJw3j4q8Rqxefc4ctxp+k4wNhiHNIP5NwE7vGgE7gz9s93aMHSod7hMEl/bmNUIeQ9A1cOODLwNf9WfhzA+4wdr+f4TMW7RMB3rwhzjmwdw4HI77bYRW625SCY5+TbvA5xdgcB2wY48SxDl87fhQD3uakHVsY2G9qsUMIKSFgFFVng3pWdWjH5EnMBni/PQCxIXhLNrEWapwqqnnxkkwylhsUD4MaP29IWglijCy+cq8SXDUBGm2UBoODkxYQaR81FVFSMEbfwxuhPU1oJODN8HiDCNSbBVarAvPIBKIJvGT9CKOaTAA3g2PW23HlvBozpAyL3rQVSHrhyZjsESbInI7YXhOdk4lQz6lXOhqvOV0NXzfeKwBNki4pjFa6NbTZxKZsrEWOraw0cYpYQF4Rp13nYd1c1BtSwwrIlCFn20SuSb3lbQ+vC1OGLBa2m2GVzMpIATR0H3HgzRKxZsDaeUJbZtCcQY8nBPwwwAIA0Ih7YnPS6xirCNuclIlCgmxJKdpV/1694dY3Eqvy5LWAb7tuijf1qtXrsw1o3SDbDkqsNDQ28DVnEFXdQFrTMOu2gpIZsKBRssFNtXvbUwaWWaMH+046LZHc1EhJAn8HADl3LzagmK2AbkdevF67rdnMXUfEPPAoXhmN3V2+glxw7P51sQjMox0iwLTVadFoSU75BeShyW6K2gNx58Mio0hJWb5HyGyKMV48BxTyEnAnRX/n7T5vYBCM06AfZkAmnSuW2KatHDcqmKOSXoEEhuPHwcC9dyLBYBOyIgytzpJ46Bbyu5ft7b58F28IoZ+DROjgxY85l3iIo6VyzzsmBcybVU2R2DSaPiQuAO3HU7TaP6eY9PBv2HVv6iW58fZNRwhANujQNph+YjWyYroSMtwH2Rzx64giAmMwOHUvbp59zLpnExQ2H+/xb8PhXc1jfMU8xbV2TwpAY0JdGMEVb1DoybwYSQP1zJ+hUUgldQ0R1/eIjXn4jHrn3Mvz3RC4QTZvMxgBWb9TJg4YiUsDqnnvhpXCDVpKAM3BaIEZ/bEQSMwz82hDrDeljEYeMGYLYeSJewWjVvladGHJPGLfEA3m2Evg2ZJTHzZppk89uK3uRbtRByCGfdM0IZKZzN1w7NIN+5QtsLXP56SG3SCDyB+UahstH2A5iIlCkRnUQ85Kzyupn8vXto/L4edh8tnm4NGBT4UR1vAIxT15hkYjtomGYR7mnZA5YV5sZ2MSz1YHOrj2kjkKoHhroHDLh3Mm3+j0GStjB/19vk7ckbC1J03AhUEy5Hb8WXwmqvHjx6nEXCumJzVI85MKEwGa2GxTT9zVmbASgJPAxY+UY6xeOhowFs7cH1QI9Smj5oT8MWH6QEjXhE0e8GlpSE+M6ZPh1YWjIYFY53avaAeb2HsSyK4bDflmAkRvwM/BODCJXBBCrN+z76NGyeiZupZ1FROEyt0zABBJRwiC+60Yv/5M64T0/hFChPJmDvpgmym+p28IL7msMlyHapRQbIyqHTKBasfvhIGyUGDxMb9T39DyLUWRxX1pvzC6CJQg4J32ZQK/S5Ys9Y0JgQ23mQ0nn8FvtINyeTOjnkf2BaI4Axgq9XzTE8A1KiRrJd4ogBTj7Z7RAF/59QYffviMwmKWyD1nTSiblgeAYAnp5tUx1ez4/WmyDdyiByLQ4wm0VzWgZ612jFDdi4vsdVlSN0xuTByz3SrouuvcfrMYHU/A6wPu+fXhsQ6ecn3Ies0+hUTAbyakdYaXifuaiHFz7vdwBOY/rh3zjHUMu+F0j5n3Br7siGpGg0Tqw2Q0vc75jhZyCaF1EgJW0s/pTsrh2lqfcx6Bak0ADX+jPs8dOvQ88wCJvgpm2/XpuM+miugQmo7D56BQP36QASeifwDgE5QwU0TknyWirwD8awB+F8A/APAXROTbH3I+vu5YvlPLdfqmYvpUkK8ZXBOaiQilTVR3d7GJ1zRBqYUfDTIP3pxXYY7JPSi2mj5qLL58Q1i+UYhm/qhVVM6bFgLqyVT0TkB5O3jCZsDauamIlNMSbbcnKFMGAEYrOHqxDgt1r5MORuolMKyfqSdjfswmtzt+RUNQDNNq0q82SdUwJVBV/fL9bUKdNem4vSG4ep1HQf6dh5+tG1JvRhBRgHsOsTBsw5mNeTPeilMhq7FpLKrx6ksv6R+bL6RVhatIhmTppqp2XDpTxceh0w8XCAH7g3ag0QHzZzDAMpuEAuI4poBtJFY5eriPMaJ67ZD+nt5mzTcJgL9SvrKPlyZtJeohXAYgqgDHTZDRjZhtOG3caOK7XSrVlSDp+HyHDSvdBNPzBCHC9kXGfj7OyagCJRWeaoOlEDM84xh5+T/VDJdl8MKrUXe8jwGF8Yrrj3HstNH9kVWYDIh6hXwTzB90wynnhHricABaImvyoafzGoqxfZ7rq/vY+v0cKIyCrvcdlFYdO557rkUraxG64wfniPpmP0pF+PPw2gqfkypvC0xX03PfeiXu544/jgf+XxaRXwz//isA/g0R+atE9Ffs33/5B53Jb8a9VttpqEIb/xrzgGbb3TyScK84ITxaLXkV3VoweEZecSh2ApskEjsv4tyRMI0kqoW1VtHZF4HxoSfR8N1h1AnKismmUXG3k4vJvwJ2zgR4wcIhBBtgIPECoAY0F+0fPPTx5303EF/gdbHoYlKFvTrZonajO3CwXxhy6Qac7ZHFd3kU5AZ8ljDAbeoTTtkGZA2f1ZD7d+jmI8E88o0yPP6kQaqe04ZuQ0z80IXmVxaGwXKHZ+DfI/qmGK/AMPszaNaM4LXx8N+PJ0cwmSKJCig33Y0idH77tVHTXAmGcQXMsFkVa5w+HfnVYh5une42GqEYv2Yb1ggZKL9Zv1NSn9vO7xegs7CG8agzwqONsTpEcDoGjaC4vG8m/oJQQA4ezR2aLN+NJ7Wec23WiEOvxWsjdEOjJqY54xu0nrPlnjOipmu11zHYeLZBA/5uDfm8d7nk8NrvHUUexo7Rab3BaOnnfMEB93F06DINTpJDVi8/8uL4k0Ao/zyAP2u//3Vor8wfZMDbacL2jgJTlkQHHWVfEHUhlAdBeavaFmQFJe1NRXooaty2FG3RINAkZEqou0EQZ3XV9jfaI7LOwPqThnZq4JXB1vC3nrV5ApKAFnU/a8qRJaZCQE2QpUG+3PTh2ObAc8XbxxumXHFZZ9xuU78mhMMKCFBTRjsxQr9lmLy6MCQwvJCQndS7Dc/eJ5R54O4JeAk9V41eJCWFUB7QJ7oZXi/2OX53N1zjInXDNxrY8iAmsamt38YNymUPgnUF9W6aGJ7vDWetj2JsJOa96vntOnxRmAfVmnv10jcIjxaG+9GK3X7NbR4MQdJxGj2lQzQ0bo7+O6MnpYeiomAjDZFAx0T1u0d1wR61qPHdH8ywDufkSmaMaXBadMLlG0yBsW8aweICLELxh+rPrXt6aRv6MDpv/qIeX8uk9RnssL2eV6FNnxfdMEaE5vfGPboA0Gmqm16oZAooUKEBPX9d6PAstOdpvyaH/dpk98NA2tgKzPz52wbBiB6reg0eDeh7Ant3+xgJQzP6hM7QsnVA3KNMakDbaKgO1oH2vrAQgC2qaBkQ89Db3MemK3EiNIWmZ4nuS9pRycv5B4z1leOHGnAB8H8h5cH8b0Tk9wH8hoj8ob3+jwH8xg88F2RKZmCAbdVtqFnHbDUuhFbNcC2AnGs0wQUD6aHgdN7QGmFPXZEOAFolFAJ4Nd3sSQegngl7I9SzgH59xZuHFdfrjPJsjRpOBTmrJWDWc27NDQZZf0nFmM9vVqTU4Prj53nHb739iFPa8e36gO/mM5oApSqPU9u1sVJ3k+K2EFJv/d6b80x1HSbuAE0EhAIEjusepUuWimgIWRc1AuXcvVifmFxxrOQEovcgCMr2uDfqPpGzoD6Y4Z4a+FRDTAoCSGXILcUm5b0Y2wyEnoVN5HvPxxeoblg4GMW6DAvANEaYenOQNM516dfu111PXtF7NBg+LqNGdBzD+9wYy4ih1v6z66v09zclG8BtSrB5CCh2jyq8pc+zTgQ27/FgwFmvW3ZRjfFx4/fx8us1FlAIYRGsBRshbRXp1sBVZRYIgrTq86gnQjkl2wx08Jsll8fzK8RCypoQgFs34GNU52PKRYAmKokRu5saQJk6hObep0KoVq06QHT+/ZqD0XEcPWIuaqB5Hgx46wY5aK0ezaJvxnoNYs+jrxO/Lm9OAgEy1JFMuyWCnTLrUesgdyzZN1lEO8Lo8mRwF+8Gp12bNtLYG1xe95CofuX4oQb8vygif0BEvw7g/0pE/5/xRRERonFK9YOIfg/A7wHAyZv9XnYs3+ognL9Rkff9bcb+4Du0rj4V2W+gLAdPyPtBAgTX2tYqSVbGyq7/CQGYEItJOeei3d2ngn1PqMmoUEnAyVUCjUDvDzypwQIAftzxsOzIqcJbqp1ywSntOKW9S9dK5KmRuEUH+TJVtEUNfykMaaZMLipVK08ZfGNbUAJYP8cRmgDU8+TwsPRnI2B/xGEyOdwxwk+AGwTE++5hiDYsRLs8fckjhx0gMkogqr6V/SSWXBLSAip0ylZcLyiSuOGZ0vE7D17ucG2vGVjySAF4FZYBcGh0EQbDIhLedAPwiONVCMU9fbsP7SHaPVFnNbTIxSiXeNQxj53F5qQbDK+gTbuEPnrcWxu+2xNkRFapfIxaU1TYIhJgbrySKSKG8d4rtFiLdf7vlpswrzXtgpYEAKPtx+fjGu2Ol4ckg22sIXTWJDYi1xkZ8d/E1Htaso5fpwvrtXun+/Fv/vsBQvK8zN0z83yHeC1CPT5XHaMua3DA4228WXrdhN97lPELjP1FfRycsbTrwkybf48+I202Iibcp/Morbax7s3GteGfiBaKiPyB/fwZEf0tAH8GwB8R0W+JyB8S0W8B+NlnPvv7AH4fAN7RVwIRpJ99i6/+HWMW/OIj5OMnTH/6t/Hpd95if4MQcSqPQHuomE47WuNQ+Uu5diNOotDInoBVi2zyhcEroQpQzlDcebJqz1PDm4cbvjpftF3bniECTFPFPBWsW0ZZk3r7RWEXyQ3Llzeclx1vTyt+8/Fj9OcsjXFKBV/NF2Su+Nn1LW7bhNYIOWuj4mUq+MnDM+ZUMXPBKRVsLeHjdsLeEtai/TEv64zbHy04/xGhPAK33yzA0kxhz7ypavDLxsBF1e7qLCBjezge7f0tdcLp7y0Dbel8+Miqj23Lbt1LcSqnf3e0P9tVrkBWaPu4R91UU9Km1KWwVpwKIlchJKAsoKRyAvWagArkC1vXFa1clQTTGadI6qianD7LlszjGyeZG10zFHVRbycWuHmNzulvGZBZN8VyFoCB/ESqIJhUzqDNg9fWgHyjoI86JJKvgulJYqP0cQu52GqyEEWQL4K0mzc3UkXdgJskr/fh1OShviEYOJY49/uqs0aEvqnwDiwfK6aPFZ4fCgmErPrW+blYpanpgQSRJIMKYSlqeNKtquIjE/Y3WbvgGH4MIHprOg018FyHWNy4eUQCMmXAqtdv4l4qRcwYmVBhO7ye4CqHjZtMyRQmIRFFOc4oGSI63rXtnfesBBCbm8TmoVY7NOvRP+8V0HpB+kO9dhk2VoW20m5/94i29M2nFCDNNhdusLqNvmnPH3ak696ppSK9XuF7jl9qwInoEQCLyCf7/b8G4H8K4P8E4C8C+Kv282//snP5IeuK9OEK1Ab59jvUDx/Bv/3rhkN1D6dlAFk1tGsFqs02Nk/vQJEUdOlVG7h6j0tacnJKDUsuyKnZJgAwNyRues6mxjs+y8AyF7w/3/BmXvE2r2ASFNFWbwtXnNMWvTqrY5hGcUzc8JA3nFLB2+mGN2nF2iZkathawsUaT5TKWKtqYNcFwNSQTyUquLRvpnRdlsHzEpgBP6l2DBWCbD3pIo00Akk6Dm02jRkBZGebpAR2GGUw3qOn6NihNu5V4yLQ9xEBKTWVzzUpXbBoXoGANFekXFGS6LMpjLYJEhOEJeAZFv23s4u4SMjDxrN8MVG7ty2DRxfJ7NLHCTBvLEEpo57YciOUBbKIcq29zsC/f4xWGoamtTohtSikb6KKAxu8VQYP0C/bPXtbzBGpENR5cENRu2HAQOkUJqANfSVX7VupiTDNjIltQmyiZuTddVwBz6l8RAEzpFvRLunMyExoRndsowHfapSIB9QU2UebswmIClEBQiKVBEjmuRYdM/LnSMPzQPe4cfdvT0I6uyhE5MaEvkMWJJFA9QYN/swaBgikDZGGuKFFN8xDBDYySwKHH/Zmhm1gJOCkJ3QGFpuX7mwTKq13oI9zSZc9+MzxQzzw3wDwt6y7RAbwfxCRf52I/h8A/iYR/SUA/x6Av/ADzqXHV1/g+U9/CQBYfvIG+eMNl99+G0m7YCL4czdD6BkIud+qAUQDhtKb+qYNqLcEsFgXD5V73Yp6vbXRON7D97w8PZvHz/TKi8Ox1oyy6rCm3JC44pQLfrJc8JhXvM9XvE9X3NqEhXesbcK1TvhUFiyp4NufvsWzTKhnAZ+qRRs2AYVQoBoj1T1oGETB6lHKrLi0F7uQyQE480erHnWyhmiinUsa0My75JWQLMFczmq1XQysD5g9KyFIY/C0I3NTLvXc0JKOGRnsdTpr39G1JNxItI1dnVG9iUSyJPVsnni16EC6To6HzNSgzCNbZC0pTntg5MD/LTY+PT72UFuF0gT13COPdhYVO8uAzGr8FBrQ3z1yoUZYhbuhcGjFE6yvTJV8a0jX1rnb0GuvpxTRh8rZkuqBu5Fa7PrMeLeEQ7/PvKpRmi7qYbclv+BD64Zr3XtcTpYIdGUkK8vXLjrQAqetACn1KkIBUnX2BlBPCa7rLTTcr4jh4qISy8aWkZxQHo78zDYTiuHZTsXzuaWJz56U9H6iZJsbYAyZYU6OFZG+qTfHxMfn4X+ivh48+dvpjx5J+EYrMd9eiEwdjLnNMWOCOezjeSpN0NqGbcJlvFdEZx432ky9QOszxy814CLy9wH8M6/8/WsAf+6Xff7FQYTya2/w3Z/O6tn+WsL0fML6nnUBeim8L5R7W/2K8RYA2tKJTEbVcCYi5Ml2XWcCbIStZPN404tz/ZCjgaKnZhNGG5Ttt5o0gUcAHnbMueJh2vAby0e8zxe8T1d8kZ6xS8aDeeKXNuOpLHiaF3zzmw/45vRGcfO5WGGc6n14b8/WdFEgmXYiG1VqFtCpIuUGmZti6oXRditl37VDfST4snmLpvboCVsiYHoC8pPy4utCaKmzThx2UU6vxDNgFkwGb7VFe4h6r1BmiQhmrRlPuaJUxncbo666AuM6zCtWw6mTIAy7LV7vfjbiwnXuxpv8Hs3Tbgw1ykBs8MIAsgC5qSClsSEwtWht58nZWghkxtorb73s3/VcVMIAoFs35vf/5UvF/LPn3iABQHt7wu03zpbkk4AfvLK2PGZsD+lAVaOmsgnUtOnx9HFDtOuqFZhScMHDWBl10403uR64CGhPaiyWCUgE3qzbUG6gMoEmBkHglY7llLqgk4/5wA5yLFesK1GdgPbIsfklw+lb1tfAwP6GUE444MTB5BFA7LkRd+NZT9TlJyxqdDYWwTbHCQemj7NJ7ql+nvRN68C/puO9efKVTAk1kqHm1VNAH4K2pFhrvkhcvdOjHt6VdeBt1lCbShk00UrY/Cc04P+hHIaLjZlnAPBiHRVIsuRDQzQRvq+4Da/cD1YvMsIwD4ViAI173EgrHI0JAhhTRFp81yFUfuVooufQyybskpCkoTZW15b6dTIJEjUkCGYqmKmiCWOiip2Sct8HmESjJwrjndz7F+UDE2kLuJYVmpBCB4PRI23TcTB5ghdVuU2fhfLjJfDeF56jwUydDTEM+yvBkEM+ETUUQkqCGrDSax8azkX2nS6idedV+3v8el4kNj93WFg83hYqhQf22c8QlJXD/fNekCJZ55xHAckrRXG8th5V2jMcbsgrFINTnFkhiNI/G7UATgl0dsd43Z+r2vNr/szLigdryE6tQVzcWvxvEjodXktBVZQgcO/VMiBQWIVbT7I61OEQqXP5m+VuIuL28SIE0uLz2mGKw334a0BQp8do6MW9ejISwzndGH+/rfz+OSZHr1y8knWYLy6l8OKwTVGT/jr2cS2/kg0dmlhzBd0p0y7IV2D5QBYaql71vhNut4R6TupNurFNbB3iubcnY1Gp2ARUY6DUk/5NPRbzwgth2zKebgtu1xntqkOwCmlyzTraR9HJMBE8cbnWHBh4s43gmbT063mdkS7qadSSVBROyIx0A8P+s1k0CkaWlvDh0xn4+YLyUANymFJFslm7N+3vmVLDlZRuiE8T6KJPvK1JPV9WaIAImsAV48wOfGQvppGqm0JaTVPdnMO29IRgywbZmLdPtlAPTBUzzG6kWyOUNUOuGXsSfCtAeUgoVXuVtkYKfY12yA0m6zxpWTqFTQb5AoZqyCzU6XoC25Rsg7FIQZp6982KRqIoowj4wgAzoniLNGKTRup9JvXC21JRSCUdePX5ISigTs3coVbHDIhyzymgEfXWMyCPEWYDCkXsD2xFK3RMkon+zWm3XrTCxlZhMS/2lMG1IYlJw5qxCJskCE6xMKuUrmumeJcdQAWpAPW+9wJqTXXRrTwfmTvsoIsiuN3q8ds8XAhUE8qJsJ8VGtkfKPj97g378wAdoZCRY+4b1YF3b06Eyg+Pk7Abac+fBCQSdMLuSeeL7khtZpQzB2XQeff+DNSgGoy0tX7/4nBZj07qQ0ZLzu8XuEwD2Rpss45hvgFSNfcQ+ZrUN/D0tIKer/i+48fpiVlbGBKv/087aQdyVggkr85IoG683YAPBiJ0uglAVjy4TepNhmYKA7hR4JK1MPaStKnwbpOYRWmtuzI7DtK1d5tmswfpLBQwsFolRSkp+nR+1tvE0XD7sQtjv2XMT4Q9Kfwwp4opVcxc0UBIjeOcrRFKSdiec6dG2RhJRmevsHRRJ/MYAUTiMgovjNLk/3bMOQqAhr6Y6iEJPueVeHQkO4OvujD2U8Y1N83NVFYD7skjG2YZ3Sv3PrMvxv4s3ENx6mB4x3eRgS94MUjGHqAOSwGwUVAtm2ng+DVFN3SCUlnRtAm2Ge8mBMwSjJ9wWk0uXKsq9XTN6KxlIfBj6gZcVC6gTR3r9SIaNzRtIoOHqFeJkiV6iXRzmhlSoDodAxPERZ4CwwV0PZjue9ygJUPD46s11Aqx7WoUmdGQraq2Ie3qTHmrPDfiOj3tXiZEFWxbFJIDaTQWjJ7X+vaacY/m3G7s7zz+McHrSfZ4ub38b4SztGGz4tGFCDjZrkA651XvyJP0gFdIUiOwA3rPRQAAijlJREFUyyQcogGBEGvR3GTtEK3ZicMuMlFIabfEIO+ERGx5GhUJI1ED7o08Pnf8OB64H/eLfwiJI5xq6MbbmiZIHTjUlQ5Vj/oku2dIlVSbN/iWBFkTtjRBCr+go3l/TBq9y6Tys5naL01iTlPB+qZBjD4454rMLSCUBsYuGc9txqXNuNQFH8sJ3+yP+LidQUlQT7rx1Mq47tlsyfF72bBlIgFZc4i6AO1kC7sSRBTOoWJRhTdHFo1YYmKa1C6aaogcquusxBf2Oa8AfBnGkiXNCbWpcW4GJ8WGsCdsa46NzRPGoSHhz1yg12t5jbSRsSjuFrIg2BeQXsij4l/H98o2hMji7yPAjTYQDAzycvNZnQefhxBLChebV2Tfk9QT50nHrS62wZvxoqKf9ahTEh8Wv7Mp9BrM0BIiAVlnTcQFG8jsTDl5clcjiNDGYe0V2RY2CEM3UDZmFW8JfC1WMSjW+EENCe0VaKIdeOYJyAntzcm6OhHqkqy4jKO6V6MMw7lto/JnopWU3RHg4uM4eNhueMkjw66VE5Wl0pOYI1VT56+xvZz3HtWXErpKB9bIMPYuyOVFQYAcGEnVZZz92sSotH4CIggcojT7RAafUK/8JIOieG9xLm8CYQu6mzAT9xJmlfX9nuPHMeA++MChys01HCiJdm8mWyi7GYKAUDRJKE09PG+JJiTDIJrXtuliyldCvgAQYH9KRvXzaxg8Sereqh+UBXOuSj2kGgnM1453pxW3n2gW6+3DilMueMhbfOZmceJzW/CL/S2ey4Jvtgf8/PYG130C54b6rgCTYN9yQEUEM9o2cbw4qFZGfiacfy7YHwnlkVSLpQBknHFN2tmiMbzc87fCop5nAmrW5CP5Z3b0ZKJh8i8CChEz3soqKVUhkloSZNw4CJBrwl7vTwC0U+ves9g17vq881U7LCn9CsfICP13r2gjgYmg6fP3whQ3FAqtmVd7Uq8wvHdL4uar3n+dBW3hoAXCsWfryNQmK7YCgIfReFCMrRpOMtgD2NGpem5IeAempy7UxUWNXTshqiDL2e5z0/dLAva3ukbSSkg3hVTaRMhXNa5lUcPt48G7vp5uGdNzwiTqccsyqddXG/hm7eampI2Ap4Tbr82hFOqJYhXd0g2qnGwTThIRkRpQOtQRsNV3UAXypVMw75UpqfXX4lmLQaum6FgWAF7MNOuzc6ICF+3uRE016dPWguIYbJlmKpDnQRDMISvPVVBPGrtB985SrikDcWfPDP+4sYRaoQCbbo7kOvCAIRHN7oMjCkqrDohMCe3dw4v1Mh4/GgbuC3ZMNoQXNiQ3x13T8U0IgguNMQwfko+ebIlJMPz9EEr5QTBIwHffcQIdDbb3gFH8m9FEUFoCkyBzQ56UiZGMW35/bJKxS0JpjLVlbC1hr/pvAEGDagaXlKmiNIVUkhnxNljSCEXHr3KDZBvfWM13uHcHi90D4v5n8qw+ehT3wvx6hESEWhjV8hMObR0aP/szHI8g++LwrKh6zgKhCOcVhpGcRr9ebd1mv5san3twvqjZ6YqsX+YLVxev/k15w1ZLYDz2nmDsXuNhDN0BsIXexmtjUec9KxYfcA76HO0NmwesdtCvjqjUvsM9cBerahXgrEPbjPXRoqkJAlsXUo+SGtA2lYgFadMJFWDrf3Pj3WZWDP6kcFDkHHI/d7MCLIXa7OIYx4SdR0z2PNKuG2541sPR4TJbj+zjY/Oc+9i9OOx8XhAV3HdCCLLF2MO8ZVNF7LaGYmreJ1b1d0I0mxmm8cHBubcv9p2o3f3XjkwIATENjHVTjX4Br3XsGY4fBwPfG/JNw4t8FeTnalVlSiVsyVgLJ02eRWLL/yuGAzcohm2eNpvWdn5WbYn9DWF/XyFJQLaVlgdBfadiWG1nyKpUKMoNKTdo1G/FD75BCKHUhGuZAEzgXbH2YglFNmMNAJddPWxff7UxSmNc2oxEDRMlZZ9I6oVJJJhSxa1k1KcJ09cZbRLUNwwkwfOWcJ205E7nj7I7BGY8HwVP/3HzGB8aMDet1PTJapWNh4RsJcC8nHxJh8y8fggxacWSoT2MRHj0+ZLQPrDRwAT7ufbziE70+qiQEj1U5NkkCIpBX2sC3/i4wdZejDU9AcsHD6cl+LQjHOIbmFO/uFDgps7ZDQMON+SE7VGhia7F0fMkbqy9MjX0LYZFKuvw+uCEdKVM9dKdtuiVpbzq4k1rN2TTs/fBtPMkhT5418/spgOE+00aPToZq/twR8H162sToQDgnVEfZmgCL6kYmgB0Uuqb4rjmyZuYVRt0S/qmqPcHM+rNePP5qtcUyTkA6arr3XNfEN1006Y3FRKzVZBvasTEqZDSE5K8AVO1pLwQdjPs01Wfc742TE/avJlMh8UWWk/AMgDh2NT1vXad1lhDEqFgqOCEO3/2GTFKoCcnrWEFb80ijZ68HBtQkFMUxy4/tenmdt3Bn56VTjhPSiX8nuNHSmLWwYA35GvF/i4H68HlRP337m1p2bz3qaTaQ+10U5hEO7Jr6FwXgpwaaK4oRbfTehJMbzaczxuutwm7URySGXAdaO1Z18DhTpXKWvwjivECwF57QhGA6qgIRZm/JzlLS1hbRqIZCxU1di2HF+00QyIBPycs36gOzCak0rXMcOc8Eon+tSTAY8X6Vv/Ok5VRNwBFVw4XNRqjh92hFWC6GIMC3cuoJxUTIwJ6L8w+idOKMLJpVU9m/ZI0rLeSfpcwkIcKSg2nxw2necdeE9bbpPDQNSmrY4gM1BAphDM9CU7f1fg7gKDj6b0d9SgAVapLK4W3LaTv83J03o2hUTLKozXYHnIvTm0L/ZJmIb8l1t0LPTwHZ54MXipO6vKFGmFVHe75kxqa+WNFvmijZnbseUpWgKMbcF0Idafw3L0opk86vW/XUglvPjYUivf5piKkRpkftI1eNLsgHAqFJLlaYIdMXNExm25KXAZ1WIoqsHwnmC7S1Qahgk352uD4vrDCItOTPth6YtRZjWq+VFAR1IUVChwiNK4CuvlOluG5kOlZNV7ytSJ/Wl9Gewz1nq21G6OBKlviXuIZkgjYEsY+DiOGrhEQAYZpUxPNDUyaR0hr6y0NfdMVoNMyGyACSZ57gPLuSwNfbmi/+Ea54G/fgh5O+L7jR0tiBvZ9/x+PoQoQLhEBAHWWwr0Re0FytsOKWdh0PKRoqL/tWfVTNrVolZN6hpUgmxnuQqBdE6WXs85cF6kKFowZbC/v3/eEsmsGTYRQcsGnrInKJoSdExoItzbhWmdc64StJlTh2BheHazmnkIPrWMcHZogoMGyjs6kcRjF3uNCQWNByKuQfuuYccBd1L0vx5RHkaa0kmXZdaOVZAFMIggY+6bTrVaDWSr1axNEuXvw8Amm+aHaz+wQR4UK/cTwGNT2mTkQSVe7Fy8/14WjL0S4zABNsJZlCFbO2ETCu+j4+GtEohi00wYlAbLri7yTNd2w5htWSh3FH3f87dCTBvr97r7JWOXt8NxCLrXJoREDZwJEv1/YPF8rOHKxKQiA1BPNLkjm1Lag8zVlXxwiNRmu0Qba5Ru8sQRAENMuCVkHh6LMq3bjSEWQ0A5skhHuHLsnsfVIfXFdQFD6Drzsgfbnz03PL1HR61BOjL8M13vPOiGdK6HT/trUE/PqRXqyst29rjxjRLcjEXifU/JG3J+zbfjRkpjcd/ysYUQQ/l1o3hZBNA4dJgwAeIY3JEuHQgsPsblCKWwbYfrEmD6pJ3pbFtxOGXxJmJ90cNqS0GaVsczPdDBSdWKstwd8dz7pBPdKMGe/ZEE6FzAJ9o8z8ncZIOD57YznpeH5UTPJ57zj3XTDY95QhPH1+oitJqw147pPuO3qTYR8pmNlbtQwjIFBDf11u+9JOiOh9MpUZeBYp5vmTA0KI9nuZkJaAboh8M4x0azQAoLilW+dxlWf1RPbH2HtyQS2jlFujELzYbKzMUxUHErHPa6HNFGnbfbMc90F03PD9GmHmNCSLLqhOoQSCn0ARqA02l4xgEmpWqdv2wHjHql64Tm7ATG5WK7QSCg8Qo0ktYsU42ZNPVJwtoHTt01L3m8KGdL9ogUixI8mIma00qZQizNP3Av2I6+mHV303Gmt2mquahu9tBPqTa97eqoWjVSkS7H5M6GcrKXarlFKXZLqr5v+SRS8WI7I4SSq9vyrjnvKOr+m54Z8a5aLsHJy0x/RCK7FGDj+PD2VcFT695iXK9AerPX4elpZISuPOIaO8+Pz1+FULySKpQiW4KT+PADQPPS/HNhMcUoz3hpxJOA154E0Wcm3EvNmfA1kGjRV+afRBxUAPZx1HB7OkPOvIAsllMGoL6owEHeeeXjhEYqQGlCC7pxGozx65IgdlHeFW9i8H5Cq0lUkpBshX/RD1YxIuhGmJwQ8QE3AM6GeSZX3bJMB9euRqekDTwJaldKnC5FNszzj4+2Efeqx72YqhGvN2BtjN680jtEZHyZPcLZr98LCY2GLENg8dU/6hBcnmK662OqsmLkkoA4QCWy4HVPWTXEw9Bg8cIdQTIUtQ/FnPW/v5UmGkbq37RuN3496eRSeZiQBycrjbcG2i8EETcC3HZIY9JgjCXXfuDbGTOIWoDCCb3xqUCES/SuFBbUM3qfDNgGZSITQ0aOxKush3ZoZhYTWRJPApm/tes9pbUjXErjpawvfKEf6HiHz/uWwbsa5oEU9YuNnIlOiAkoeorsBzteqTXn3qsU6RKCSu/e+VXtGhJZTdMgSViYRVbtE71QzzBVyJkgzFb8iygUwmmqUrwvUuBV3UMxj3it4qzp3lqzsDuNdax7DFRQt2erJxyF3EDAQQ+3Da4cnLkWGz/dISHVfvOjHvfG7KMm78HgDi3vvHFCWya4XQak/694Uo3X1wdrgHHzKapYlazL5+44fxwPPHMmQOjN4UayMq4adh5CxQle0JxRh/3YvWIZJtJvh3XovOz/iPRswPas+L1UKjF2yGqvquGWzc1Xlt5YHQTs3HIyDYim2uZAat0LRZzOtahVryni6LlhLwlYTnqcZe034dFtQG6sueUlou5Uf26abn9WKjMJecc+eA3DvwAy4ewO8WyLP8FvejGaWSSsLJ8R5wxAMVW/a2cc94UFq0yepe+ZNsXKgC/87vgmYgd+M48rquVKhoHcqBc6NOMKrC/1kTx4GPmmbe2LFMmOx+LXbQEx3TgETihluT6DpiYZ5ZD0Q081C6cG5AI7ORSS+DF7wRr7iLCYzWN5X0SGhQ2LRYSBv9hsL256B3VewswaDOXLcXZdctVjUaDDUy5UqUNk/dLhGBJIY7TRBEht5QBugtKyeoVizZBGKZ8MVwNYNt8MB5UTBACOLGrRDlI6dJ4+1+XTHELz3p8A+25Ke0saiOxQ6HpK4b5zNEvrWfjEaacAjRd+B/eHJ8b+4CNuMmJQySiZAlZ026eftEXDUHgzX5gWJOk8IyECzCzrWTEg32r4mlEWh/861TxEi/EqW0rfM0WC0nACqCqEodQuBFwqrQZSixpuMu+0yqON/VMia5mqJatoE++47HmKQ2Xi6woR6Vn6tJOn9HAkojzpooWCYgfaugE/VpDmtCMUhFLcDVYtO0s3vlMAzQJJwywvWacJ1WpCniloJ+3VSjnshbe9mO345KZ48fzCPdrHk0bj4nc4GdKMCqLcLTUxOTxJYNlV0+pfrIDuNzgxNWl+yBLQxLtkGRyDb8FqC9j+EhCZMeRiEhcLTUlaQsOp9I+sGlwwuyTc1mFpibOe1jRbok98xaDXypMm+wbhSE6Sbhtj1DMXgmaxdlxeZ6JvT2jcqiHlixQ14U83svaKeMsqbqdPYZIwKER6vzulO3fNrCpZGsQU7RohiHpoZy3bK8LY91AQEASyxrGXeKfIPyWEBG5u0Nkv6NaTrrp51aUju5QsApGBlKMOCUc6zrsE32vTaKzad8aHJXhsXi3Sd2x2slqxsL8ke5Sp8lzJAsztj+p3pWpFuBS0zymMOmCLuhaCiWV6W7j/db3NYY2/gonrRvGvSV1gjSYdHtJrRNmA2Q7+W0HTp60gseWxj7B2IvEhp6c6IR935Jr37U2zSmkDV4h+2KkuKqkofd33mo2dpm9Wi3017VfqqOWKvaqcMx48kZjV4MwMlbAzBoltLeEo4PMwXp/zMfR44w+MCGn4f4ZrwdjB6b3fh0+Ga7ETVvYj7C7DrrmRsEkGB6YBsDFQCb6xULN/V0T3SgEBsYR14pvY+QV8AUSZumLfTmPQjR/bE6CnKmCC223t1TO/+pvkKiaKHeyw9PuMG0H93Yzycb3xW3cMZ/i39fZJpCEXF4CL7gib9+ViUFHz0gzf0yrXGa9Lv37xKz6V3r79DG/oH/3v/6U6D0wgjZP+c8JR79Dg+azVq9lC8YtQNuT1jsnuN10rTBOU4LuNYA3C5AIepfC6pKJzd8B3M4142RDdxn4OdeOBrh0CfG2QzrMNwa9MJQGEjW+xjQrc3GDdmSutVkyEE5glkqyyNz7P9jXXzcmjQ+dt6zT0iH+fawUG6sz+HOVK1oxfl/nkNLjTq1eBQczDSKEyQvDjp8O/vKaMHfuxS+uHwDHnHq/XhkHWLodor2AKDHoxwyxK7pUIYVlq+NC1LPxPKpp7n/lYODUbvPVsXWOJVBZ5kA4Qy5GohkS8gM65cCPmJwsvd3vVr8iQsFYY0QdsYzRYhXznUF52nPW5ekoDK6HCHT0Q3rtLHzaEGD6/nj4LzLwpAwPY29YbRPtkT9c7y9vc2q8eqeKNtKIPX7vcMoEtzJvPAuAtf3R8HQ2SfaxNASX+Wh6Nx9f1SoRSJRs2Ou7aZsENx27Q25Kt702b4rJiFmupv63XSoVP5AduGL3r1mNrCeiO2qAOjNU+ajDrWlhSl5WJNirkIzt/UPpegn5s/bOoBNoQHJilZMs2MrNEJaSsAM8qbOXjCvN55BndSpo77hlBVa6BLUTbJlEAWzutzVFZPvuwGjc0QkqBAtqSRY5TNu1iVaeJAgOlZcX9PUjaXQxicJReG8j9oRMS9AtIjjtEIinv9fNxgGShWNalJWE3411Nvhh7SA6ZFEt5/aZAloS5Tjz5tY5ueGbw1lQawYidtLCxaI2C9MEcnKrjg5icQAN4q0vOm428RzvF52QZSRfF9V3j0qsy9gjb/W8ULqOczx6+OAbdiCxEyilNPjJBXW74GB/n8MO9PCNrUVAznzQJkQZ1hjX6B7auqrcqeE6aPdwMtiN52aaXgOAsBMtFhUrkBT1fC+RcKQVx/Srj+1Ay37+IsSkk09y3w+NW6WxturnQ0BBbsRjskNwnwpgcx6Zt+Pnli0bDu6blh/m6zUJlRThSeRCwuY/n4+VsGaAFI6EUOwccmJrJ5fVrogeB+d+XA42dibF2C2ptIDDg8Wxs12CZEogwMTzR6lKFJLr3vfNvB1xI4smPJntjkVQXzvazZPU19LogV6F3ihdRQBHd8F42SpBvvdFPObrCnvPSadcOYnjRUl0mNVNob8ocb6LpaSG/UsDObBjiCFkm3ArqtwJRBjzOqMUDS3gJWCCgn9SjEvUz/m2qDKw5F+xLet9PeeFeGhBAhLSmKaLypQmsEcnXAYY3VyTb4CuTnqkYJCENXln494RiYrKo2a0jqXM09UXxklzkNUXrkYRvw9sgqCRDrRQzuOG4ezYugbB2wEOqJcHufgt0EQshKJGs64ZsNW9ONKgx65MO8j59+bXbw3kDXzah/UAPu8xG6scI2ejBrHQs1rbysxkIZDXdQDH8FMfDgVwKdqid9EbSk3plPRFTbTU1jAjcOmpcbWy9EARAPiAuQnxIkCaYnZZdwAepZtVDyRXVEYNcxSpKOMIR6Vtp6yRvl+veIecjbO73G/RFG5RtuNwlk7hZNy6cpJiZNEt99YJfYs1M1NwkvCL6PkF6rKrzpZ3h2yheD6wIhwvaGtZ9k7hS5NggPRbWrRRMQgNO9sUZfaLE4ldJWHsQ8dXnRUUU/Ty/O4/c4QmktC5i0lylOCDaAennUGSjGfmGIdpCZU7T20kjAcMwMCKdDrsCTleQwC/XnGSwJX+CDYYnNYWK0lkDZEmqmhDeKZwmTQS22eM0LRpsgKZkkK6Gdc3jY7pxwItCk76knLWWHwGQj5OVzeOU6KTPEl7bxig/QHkNps1OCN2fwNnQagfq5+vwT3zizbvBlAdJj6sltv1/Dyp16KAJ4R7WRBx66R+Zx69ymuIZkP30MW7biMnuuifX51YW602DjkWztCwN4YGWRLaT5rogIoP1bT/pc3YkBdO0ImRcvolXLbryd+jhSTJugTQw6zxDmnp/xY5gHB256IjTS3EQDlKkCXycCKbUrQn7m+EEGnIi+APC/BfCf1lvHvwDg3wXwrwH4XQD/AMBfEJFvf8j5uChn1iux0tpQ52SluICvNFVyI6QrBjyYkCuF9+uFFm3uBsk9zHwBHv5AM+TLd4LlY8V+ZvCuCYv8rFAD0AWO3CADynX26jtNhHmiTWLhE4B9Eay/3jq0EwNn/54a8lJB3FRBUZTaWM+pRxYyfhCgjZCfWTvHWIJVQ3UJRoJj1tUYOmEkG7B+Rbj8ZobDHCCgzoL6YJ7vJNGhJo5GocTHm/6unF1bjIMnVh6bdsixLkBgAbn+uCCSvc3vr2lRFKwEXxk6gOveAGbEIaCTNrQmAfZ3vQw9X3WDyxfB/Gyfe5PAHpabV1fO6qmpVbA5F4UzwPxJBY7aRKiWAPMCmDFhC5gBSWL0TLvQk1W4WncVJRE4NQ2H5JyPV32cgfMEyYx6Nmhi4r7hxTEFbut89mC64Ph75EFq35So5I5rs9GZiJRaSBRVnuWcsL3lAwsJMM+32FqwSsTyQIe1ZSdFXVKHuUb+vl3bmGTWc6MLcZlGeDTfhhIKXA893Wxd5x4dlUdzskp33DyqhteFQFlmvtFtb9XzrYt9PqNr61SDDEvcEiBAOUkvjqqDmqGNvcJ6Xhilg1fPGfWc7RlJ/KTiLejMWYCNSVIvvU1sUGCN9/oiSrcCur2mtduPH+qB/zUA/7qI/HkimgE8APgfA/g3ROSvEtFfAfBXAPzlH3Q241h6cihKTd0bG8KhA4/ZjEva7CEadVAnC4AhlHLvKJuBny4N+anq52+62PJNedGAehW1mrEW9SR0UZsXobBkVymkuBVd8I8FPJletEcKHglkFbhibmhN1OD6IrvrNuTtooQSxDRCAkIZ2p/ZRXdvGCYP615g4sAr3ROuM1AfmoLMk4DcgIveszZK1utpBFCCGXExSpheW8vQ5smLyhTkpZi0bR+TVnuzDZf8lai6pLj8uObh2QsALygVFlDWBdssGdiLtii46Y5xO9PGS8ZjyplxZp9bYhfqQ+m5B4h5TD056Ua8T0o7ZxOkaDrLHebiPhBBe8y2oZkMq3jYHtGcG91hQ/Ov4/4P92KDdmkPMNg5qT9HL1ahouwHTSxy5BHKyTcv9H6TA9wVa8nGs2fdYEqMFMp8YvmJGHNXcKR+P9SUZ99FtrTRiZhz4NKz8IRv1Y3E2UnOFKPBu22zQnfjRuFG3yMj16Spi4Qzw7vOcczojbx9nUCvkyqQax9zt1u9fRpiE1WJA3N+BkrhGB6NtQgQu9/cI2aK9WznKa175Z85fqkBJ6L3AP5LAP57ACAiG4CNiP55AH/W3vbXAfxd/FADbtxYIa0wS1vDdCGcvrHwaNVdTjmYjFI6Lxs+ABaqhQfh4eRg/OuZsJsaY50TyqKdTdYvCPVstDgr3y6nHoodQkK4gddfeQey76I22VsB9pSjkcQhXCWgZcatsF2bwxXUS/YRX2OLRguCeLVNi0S1UCJrNZwc6Ilen1DSKzDjfsg2wdW6zxTghdKZAN68ltfugbt8qobQev1KV2RgY+zPebycw3mis3wzzN/46dMFHdq4m+u+4AB0NUHr2sTFKhPX1gtISoNkZfIotGasnsEryzet4PSehFrdpxNGi0zcAwca2JKtMq6/+Lf3RsyXHfy09bBYBDJn1Me5Y+5ebGKJTypNHQhSGKPOFj2cdOF63mfEf1UadvRmScvO13a8zuAzOyEa9nkGZjfcHGyOtN9XCI7G1jrGKC0EyTZHh1M6LZVQF4lEp+rNuIc7sECAbvTcIbMdPBL0QCS5vXWce9idAouhyE7njNcUBF9906hA1xP13qltKNCyMfZ6BzIZ3wP0Z1FEgxYkJddMGdaqTL7xDs4CISihsGgsIrqkImFBSLDo3hk4wXhqon0yrxu+7/ghHvifAvBzAP87IvpnAPw9AP8SgN8QkT+09/xjaPf6H3RQraECxquA14qpOSFfF2e6FZSHjDrPoXznGg/ONw4vwb2WOw++nIHbb1TVuj4xyoOqHa4/aSqBSaxQgRiEYh6rT44x6ddDqG4YfQLVWS9Ccjxbfd1+CiPaKMnU1JsTAm2d2x54t3mX6UZINy/bNnrTGKn4JGsUoaleE/VJaPfQJutuZIb5ngvlm0ZctC0KHoqq/D6iQGcjYL+DQ+KEg+MxeIzphmAYLZ9k4BpLn7iiEMj+yGZkfHFpmXhIj5qBIyvecY9TmMAnMUZBNx7Tx4L565tii5NybqWoctyY2MTgEISaHXThuTfLqyrd8ccr8OETUApk24F9B719i/zrX6HNGWI4syro1YFlogPaHk9I54x6yvp+dgaElY6b0d/eTtgfrCnDMNBa2VnhXGf16lXSl6uAXeVvsjZe3GEZwMSoyDbM1O/fvUiHNlRVUBPWdTGsekisw5IyLhVwKDaCG9KDMxqRbScfmDNim7rneupiOZZhbXt+6lAvUHsTiDgIENJiJOzA5FILxsDStS6xpv3aQ8Aq5jz1ueoVmtLX5ViVC5tLYTfcyRo22HrqyU39jFUuw65n14iJ1x10XfEn7ciTAfznAPyLIvJvEtFfg8IlcYiIENGr30JEvwfg9wDghO8XJx+hk2jzZF4BSR/MaI7qDqSFdG0WhMqeaHglk2g4Z3ij6xiPLAgMiRVIONY96WLKiJ6oiknS+iQM4yb9muLXuKc+Ed1T1qQaDYk26a8Pf4L92a+VDDeP3MDQw7N74ojzKzIgx1B4tOMH7mn3fO/pU55w6hQ59ahj8t5fw/A3AAi9d+rjEuGpTfLDInSvd7wO6Q8pjK8XcUR+wBaO45ECfY9t+vcwB4a/aRst3wj75wXuRbE+iKSUPeEEotIjmmbFGju06w36eZQpYiwU93ajpNs3D8LIYfb+lpDuyHARcG3wikQPu1/wlj+z+Dt1T/qbx+fk9z5sgj4HGKLMEvh6kHhthBVGo61dho6Ow3hOfwg0fNYTyQG1YZiyo60Y//3K2hFPPvqcZUH0EBgcjMPYDJorfv1hpHGcvy9uiV453wvBsrjl4ebuL95sID7zRfhhBvwfAfhHIvJv2r//j1AD/kdE9Fsi8odE9FsAfvbqzYj8PoDfB4B39JX4hcUCMupTnRn724SWgHxipJWxP7BKlL4ZjBQB23tBfdPgOuAQw2RPFWiE8pzAG6GeG+isrkCdk5V6q8QpjDHh7A/H13wjEFZvNW1q7Pe3TRN2xTxn834VZzMdbmtl5tWQMQZZrHWXqF5KEu0kZJ1yuCgVEQQUQvDHA991g0n2nf7wbfKl1YyobXbjxKIGZNN2kWTtrQgd18TxvWPOoYfy9rogqFeeg3gtetCEo2KI5cGErQaBqrRpQpiLYH5SaAOg8A7rQtgf9SbazWilVjWqeh0NqajnWR8yvAltnXUMq1HCuKoGCe8qS1p/erZrNw+3NBV0ElFGho2vImQShhWwvci44uVB+cTTkpGXCSgNtG7gvejc3gtoL/rvbQfmCe39o8Irp8UKShAGWpg0EjVIoy7GusndYMxPOsgqE6E6Iul5B+0VbcmQnLvBGSMKQKGLIqZhggNMcj9fDvM2ebU0dedloKv6OUKpMYyxwx1kVYqWC7D8gpMMnEmWVv8+ldQYNwGt/LSNc4BvtBLY5pUxpqp3k3Ltd/PU02r4vHn1I+zknrwmv3WO5ZtguvmmZONehtqBBAj1ilEWOTqfvmZtvh4cmWZSElaZe5D7HeoYAK3OZTm//nDs+KUGXET+MRH9+0T0nxSRfxfAnwPwb9t/fxHAX7Wff/uXnetw+HWTl2pTTBSlEjp/GShniQcjDJR3FfxmhzRC3ZIO9KnidN61RD3NaDsDuSHNKiahFDeJ1k9I2vHc++n1ZIegvqn6+onRVtWIoPcbprmi7Ek72btlFSgD41xVY2RLEG3Z3h9aEtCsr5MBcs0tAmwSb/bQz/p6CPLEREbH+H2hNJ3g3rVGRaJsUx8mU1q1XL1lY6ywlebfOWehJyM+yY/PCgLlmzc9X3C6bfI6W0D1nHXyKnvBko2TRz1ujMmkD8xQLBTRjmtIqwHVKlE2fROX6Ax8+GQ48oSI0FzOdbJ70fBfz5lujjWLesulaWPedCcc5JAVuicneSxCMdZBbeBrAm8FKFX517VBnp7Rnp7Bj2fQ4xmyEGRm7I8ZPbmoX8BVgNr7S4oZqGA+3Ay/3xto01ZcdNOu8XQneHRfAelG9hDxoM8jT6QdJ4OvQ2Wg1FkTlqkMRrviYMCjGhL9OQAUxvTeYxbS3Ii3T5MEkFMLPb80qYMSQmrupNoS83XrEbrPd8296DWmXdASoXouaJjfjtVXVkosCUBXhXG9TB5NBmaP2yuoBEZTZ2AsrIpb9OjExto1xGNO31V9esKbyO5vSqZl8/njh7JQ/kUA/3tjoPx9AP99/Qr8TSL6SwD+PQB/4QeeC7RXFXYHMD0X5KcNdTnFwvUMdXkAyhvztr3zNwNYGvJc0SprE/ZGIBLse1K+7M6gjSBgNeQAIAPH/KTMib0QNhPLr2dRfDorLY5Yeu1QEuTckHMFs6Cm1jviNELKFW8eVuTUcNsz1nU6wFYpCaapDOQHQpkSVpiI/ZlRT3qd7aQbTeOGHWwQTs/o6wAivG+Hj+oZRy+jWALU+ityVBp2b9gThSPk4jCS/4zvQ38PHEv1cN1hizTih5rQ3R8J5WyGOw/3AqNvNaPnUdfS1ijIvpK1WTAXhFedZwohq2rYrhuPiEIs6VXOrJGVGUVftNRE9T/eLaAmyiG3exrx7rSqQWnZJY8NxjBMq81syTHldauY1KKe2/s34Fohc8b+5Rn1lJSPfDJ2iJXZj1WEPRmnUr1doAsAk/LeE4OrNb5tDSBSo+4QUGP10nfF+BhAI1YIySdl68aF67FuoUNVQEvaUMS7y/Ddxq6a7xQG2j16rzPQqGzgofvGMDke31vbiWHx7qxBEDxvjxqdq202sNcexHNFYPVkTbr5LiKOQ/R/LiHsXYnqrPOmw0ISWjkjdOPyBRHhvAZXjYgIxHJWAiEBijom1AT5VnunHn//LzHewA804CLy/wLwz77y0p/7IZ+/OxnouuL0jbpv09cX8McL0psZ21s12i6AXx6A/Sc7pncrWmO0olSb83nHedlQasJeEmpllD2hXjJQGOlZWQi1CBppaMw+QZaG89sbvni84tN5weWNaXUvO+bcSfNNCLdpwr5mcBIspx2nqWDOBQ/THu9pQng7r/jdx6/xJq34WM74bj/ra/akGYIl6f1+2E64lBlVGJe3E6q1ZSuVUYWwrpM2BG5Ae8OdXng3B0NMC1Z3EbsDACHQRXnubCJRtZElhNSI+uIaJz6NynuGVes/gBEXh1jxkPgC7UYcpNezv9ETlbOgPAq8Ow9yAwqjnZTpUd4QttUMZx6oZ/bVabMFaMlaaoT8DEzPHN5p5EeiWtW8yiS4TYNSniehrZ5AToz1C/OG7VxqfHSzT6tgutgGv2i5OFdjwBQdn/JgJepDMstD7XJmjSq4w0e6cZqhtY1EshWZMDB9AuZPyrSZN9Xslolto1KoUesjEtJkycpbRbpoNo8nLc8nK9MmERXKgjob3hDcjYaMcOZw8KosF2Eg7caWGTfrYdMZ4QN/Tz13j3ZMqo+FPC7p4FCeG2gXplNYRBVCw4D7851th7F8VnyHR8UWIfNmvVV3IF/0977I9fs1UjRiBHRdteyOn/5QynHrE9O/zyiDvFZtCI2+bmTSfqMYommCqEjZKEjWBOnTqsntKevzIrLqxn8yHvg/2aNZo1GxEtLd9JGzPRjpSUiaG+a5olZBtYzGlCsmkwPztmRlS9GFxnsqUqLANAEbewJyajjlgn1KKLMuwNO84zwVVNH+l02AlBJqEjA3ZGtQPKeKx7yBqWlDYxDeTTd8OV3wJt2ia7wb7yqEiRqWQ6ko0ISRSMt1m1D0zvwghNVwP0kV93FZGHTRBQmgQzMAmiUstSemejjRGJbNeGdfPBI4fmTDg+4E5cLahgBAu9TYP8nGMpK/40KO3807SqLflRsoC0SkG+vBm1PmwXHCNnEvxRaBeWdt99/pwBgak1kyhLVelMGGnzKTUeB6IY/nWOrUC2i8H6NvCoBWixIU5jrohLBtFjZG+4PSVscxGYtduEKNxdSpcumGO4aHjw/1zyfjT2dGQ9Po3r01FpBl1z+XwBwhli6C1Z/DGAUAvQI2Gk4QMGqTO2NET67zzHVT4hIGA34fJbXJPmNzglk3WC/kuXcSdC6Jzm2W7mg0KM7uAyeabJVCYNhGOkwxQt9EgtAARG6sDxjQijW2GMYq8gd3BUuHY5Q7sPHuv+s1Um0asdl/VF2yV156bnfHj2PAU0JddNTTaQbvBeWUOueTdLLURcBTw5S0yzsAbV9mv4+Og1RW7vRORlcjSBLzTl9O5CaEdc9Yb/qkRAh7TWimzy2N1OuvBGbgcdnwbrlh5oo5afed0iS88G/3BzyVBT/f3uAXtzcAgFPakbnh/XTDF9MFE1UsXPDV9Iy1Tfhme8CtZtzqhEub+xpiAVOz4hjR3pHVKzjtv8IqRQtApgaaWoyPDDtWtGBDXzAKZ3hRg+hGYMbR3+1JWgCHBJVj5H0gEUQGdnqVe2qwZ9CgokqFISKgjZEu3HF8O5/uV8NDNcOniWajQjagWPFTL7BA5/ECUTZ9YGMMxr5lYN8crjG4xKIQ9fQGDvI0NHyGjl1dBsjAE5GxaSC0ObTqEWqcpr7gHa6o1O/TN7O2ANtbgwspI7+9w+XDeBhMMKVDYjYey5TQTsmwaApYqMsDqwY40HF3mMaJw3LC2uz49mUy2eWuOzJ+13GT1PspDwaDeYQ3wDI+F5WXDqX0Ds+7sjoPEEQV8v1BK4GI0BYjDwyOBpUuguc1DF6xfb/ZS9ZpHk4NOaXYb0p/lAdge2/5toExRDXZ+SdtbDI+KuqbAjsEgz4WvaUekB4mhbyaNq5QFhIfN/FXjh/FgEtOMXnaKYO3WbHgk2hDBSKABW0WcKqYcj3gQcz3GRdACiGtrBloY4+MGgkv3i+EUhntpq7OBk3wtZpQV8uYWMJRMuFx2vAb50+hfd2UlBtQyTfbI5ga/ujyDj9/fgSR4O2y4ZR3zFzxwBse0opkK/BiF/dcZ7SVcYGeyxsip9SwTAVEgq1k7IAZcYZUNd58szGELSoWTZiyoJEEBSvu2T2f7MlE8849oTPgoAbxhuF2CCX45n7e0YBbgcWIxbeZjEkgIGjCmDYKPXDEYqUXnqCQVs+1WYIBg+E9nQqnzBZ61j/UxXICQzWg6+agqcFyQxOve8KDuvfLsyWrmpWLF9Wc1jyCRXsDtQxQA1keEB48WYl5Pdl4j88i9fe5oalWdcjVmDQm7JY2NRy89/ZqMnkREoNLVp55UQ+uLQnb+9xzFffzn3vlqG9EXBEJRGX0KLPHmWCSVI4hciwDdXWcH8KmW7J08oFvuCNWDlLxM4dI4nWo4QYsWnE2jiftK4LpJZmU5TXO26I1FB6tOU03KInjxpm6Y+ORUWUAY1FfRAx9HoZksG9M7eXfxt/TKsqYG460o5fkP6pDk68N04dNK2et+fL3Hf/RG3AiIHHggJI5Citihx4HgO4/LtawQw7/OTwgrYdDkgDvYSlJvXowtAs8q4frVopo+C7fzY3qQ/5+s2pVCDzwsZoQilUTNdDhGpkEE1dMXDDZE05oYMrqZUMMjrGNoWkbNiLFxhM3NNMUaaJl0iru1emKrsOhl8MASeeWu1fpYa57gaOja8MwFu24AR2NpFPI/HU/5DBugycGaCJuozAWRNSTSmRGNkE9jnj+nQ8ckMjgwb3w/sZrHa/T8VAbjzH0pbsF5norIAs8HB7Iej/NjcsQrh+M92AU7r1NwLx71hcD6uH+U1gt20EBcvDqPaKJzwMd7mLVNyESiGmNx7X5ddDwu+haaWOVJHrV6WEs7VmGnrkbbfdmh3sfaafKV/dz9LGPWxNopNgsQTiu8/txiyjLzmNa2jK+V17+F/DfnU3xTWS8Dx7n0Sv35lALgKH59uDc2Bjd32NsbntPAPvfs+UZgL5eaGjW7d7+93nhP44HPmdsjwahrNlobb1c3nVPmlVr8WisYQaVBOCmP1ND+v+1966x2nbbWdA1xpz3/TzrXe932F93s6lttSUSTCVyCCEYjCGgsa2k+MOQIlFUTP1hIhITpSERTfyB0XhKENKAUgxpwQrSYDRgxfiLKhRTyqFSoNDWsrsP3/ce1nqe+77nnMMf4zDn/az1vt/77f3t793vZs1kZZ2e537uw5xjjnGNa1zjUFEfmQ6JsOlMK72Pk+qP1EaQuSnenTfMuSj0IACnipy1405tWeNbkih/z9xwSIqRry2rEYd2CG9CONcp4JTjVJBIcD2teJRXXKcV76QTrnnBJtqBfqKKiWrAQQA0KiiMsmYVzIJGG9uaUbaklmVJyiM9MaZnauhKZcVaXSuFgHxiLYdvo0dkXuCQnBwXaDppFyBvMRXG3jHbRZM5HvpeduRWT1I9xnyy7kdVd0YtKQccT64HCS56G/pjQqzqbTVjZRszecWpFQ4FhXEoTAp53zN2C2/kHvv51skTkgAaMN0K8q0yIra3NAHnMAqgkqMK4Sg7hEbuL3kITrFY71DKikJMkkiTuW5XPA+QATEddo4NCEYn3evX60ZDPeSfCdTYvMzuraZzA3OHT/TczEOfVP+6W0K/LwSwVqjyqhvf9MzrFSSSi4HpM3obPce9mwrJ4Tzcd3cahryHOg3mLZPmv5rR8R1aczponx/D3GUMBpoiigoDPPwc906giU87nusqOW4PdA16N8yQAavH3lHw8nrvvNThGcJYPAQ7Va6inP8qmJ6uSE9OABHa9SGErdyIk7Seb3rBeD0GnDmwtDozeOK4eaElMj4s7PMEbJ6tQI05CYG5oU7aYVomgkAXSsoNnBpqTlrCntT4z1yQTEEPAjArbLFR91x8O9YksiBTBZDCEy92Lk0IxdgkAJDMY8+kXwfeMFPBNGzRCWLX0eIYTUhhkqpltbUSRBitcfe8Dd/jTScfBEqzG2hyARkMky+qT0fve8fOcE62WNg/iA4JGUQiQeVsw6L3QcOGkBcBr4J8TFaKbUa3Kc5bTUNcskSDY7HmtTK6/h5dESI57efcPVG/HttEikBW6osJ2AkyNU/o2jzjooZ8OknIljrDog2euMIEujCd/jfKC+w2Ej8v6uelk3e4Z+YcCMgDJz3fi7nvr+1Mn6EYxo1o1gIvbz4MIOhqIhwVx2ltRnkDAjMzr7Bl6oJwYgYJ+ixBCgPMNy1gIZdh1UYLprlvn+/G0mmhkUT363HPdHiWwtTXY/H5KWqlpG9qEZnYeUs85P3XnWj+8n9wI6xz3b3gZC0Zqen/qOnG5oViPnRDs9etLXp/+txRh1Td+5bsGRfR9ne1Ib1/C3zhfVDOYHkbOM59jgCACOirMom5a2pMSAcO6pbilnqxMAbOWKXv3jiT9mKk3UIXzZQnKK778muPpCBsEjQzwJj0plNWA8+WVAQUPtmE0YRRRJkjRRK2llBMKtZHg3ayX9qEs23f5zZhk4zbNuOmHnBTDrgtM0pjbCUplBKdsAnNQ0gz4HCGzVgpaUUL4wXzhl0z3QbzXgs0zIYePxpLbB2/hnOxL7rV21uGX2yjiM+UrmwH9Pfaogm6GCusEqpzlzxdgiUhRRNcSVQciAS7Zgzo3pU3fujaMVYMlfs5+N7MVe+p36MoTTfZUF4JiUU3TbsUpTNquJ9t0TrnPZLDvu+4sfZH0hDVs3X0QEWfq+clGqk32EJy10SZwqvTZ+IVmmwFTTtqnN/C0pA3ownOjDopxspWBOSFULo5qZfuDTRAEhWfaITp1kTICsAmVtXQlRSpCli8LkDve1SwuvbKsDmNEJMM16ZVkbS/hxjgtGHe+eANvZjPN4UNEX1q/1N3LPo1+znmMzp05h74JtHaMTTo2WzKcA5sRUAOVY4FP7tnUZWLL3YOXmkpxwn8+BpghswZyKwslM3xx6/SJGabrEMMa1Njrqrf7DxQ5ZgqTUiNZzfaozHfeeQs4NzUecmshi/tX787B2H1Iq1BcauMapKo+VB30GZKrdMDhbG2jCaEtWY0ENaacNomw8YV5mHzyldknOqEJ/URNllx22acm7JOPlivcFtm3G4zTuukSdXCuqiheDiR6N8KW1bdDXHXMQ4etxt6uBjWcMGTGfHVPB2f7IVU5c9gCbHw0jvMB549ej7kng9Cm8MXi3suACID7zCORwL+WhLc5RITsF0L6ltaDRur14plFEdH4NjOLkgnwfzMKVgpjHh1ITAgFnnwwa3MWj1wVcWkSshnpQMKS4gluQFX2EWLL7xBRksAeSca91zFvfPuEbvoWjNZVTccIIOUWFDFoUWFLPJZjO6o98grW3kTpFO705E9zmEt4GdnQARyfQRdTZqgXCqoNRAzeK2QxBBrMExNkE+tc5u31rvbj7KmBK1atQtLGzRJ3aA0Vkjc6zqZ0JgX4OT9c9Mqz/Ee2yV4FGGJvthoGPG8AJVqKFZtPnrVXiKfb0UjCLsvPh/JKigddvJoIo7j0Zw1ZB4dmVg7VTe6XT3CcI/is1ySwTePZBXH17NFU6RNjZn0eFvVzSAnNeovGa/HAx/HhYcHuvga/3VhjO9szL6dD+sekeQUeMjaoYt7TmfA2uVi+2vG2S6NUVrC2tRjdu+7msEFYNHBhJYIJ6MJVmEsknFuE051MgphxmbvrZWN00SKZzfoju7CO7XjfHcv3u6XDL/b99FouXF1vPlSsGp3L5ovBun5CcM/tfCnL1RcvF/De4pz8s+Q2Djsu5hRx7BA/PoaEJOg+vXvP2d/bRJfY/IqEnfDAobDJ+ZFuYYzkf6t2abFdg95k8A7vUQ7St0dMjBvbZ+IVIhkvHay6xLo54XG/MUID5CH+x7l67ahbGKGh/q5mfgVeYuurYKnhOCG+/emD0ATw/YsvXt6aYGT3VkmHkW4F83KMBqT13485g57hSkSdC0ddM/XO2CFN0zuIPhJqPcaHXH8OBfMKM/puKLi7nlg8JrRN1skUa44DccZDC9VuPJFX0MRBUvHFJtotCjoE86v2UXS4gFTtKTrr5P7v79gvBYDTtGRh7oE5csbT9wZjhmLkMIaa4Y8z9on8YaRFhWuOh43HLKW3W+VkA8Vj+cFj6cFh1xAWXfilDWJ2Rp1zrWod14K4/l2wNO84oP1EX7h5jG2qth0FUKtjHWZ1LOqpDQ/EqSDNnH47NVb+GC9wjFtUfyzlIzP3z7CWpSLvp0m9Z6dw1qtcz1B+e0n7p6rhdhjZVpUf7kjOGhEhMEEIAvtE0m1vy9EskQ7FXFR7+XwfgGXhjqxdZHRNm3eAcfhDG8Wq8mqDnW4t4Rb+8zWz6dcablznIsAXAnprMntSERV78iDwObDg3KPn/vmnTaHQNRy1JmCGsYmUZvOwOGJdudJ54Z0rqCJ1Vg7vc8WeB6kW+vBZGu9iw8DeXGpBuNKs2mzXHrG3muU+r1qMwBiSBKkE2nF4NYjmrQJplt9f1rUM05rQ366gJaqsrWzLmU+F1CtoKUAW9GQnAhcKpAT2jFD5smgRn1wXBroVnZSuXHKmVEOGW3y5HIDatdmUf3xXvjkuHls2GfBdANE0nWAvmCbt7dW8+bVdSKsbymN0vvj+vwQGtgybHDdQj253PqmDqjR3KmIxiYqHYIUUWgy+ob2z/NoRIT7fQmHR2J+hFoh0HXQ7fP1B4Tx5tI65AI7ztn1dUWjm5R0Aykv2N1tvB4DbllbYZ2cPDwkfYF+jQ7wJVujhYHVr7Yx0olBmy2AVQ3dcSq4nlec1gm1MPJU8SiveJxXHHJBSkrhS0kLhjZYaTTUMxIz6IsV3Dxdjnhyc4VaLjrOLMoSoZW0wzwB7ZBRs+DJopDLnHtB0lYSnt8cUQtDlgQ6aUYqJhlDZygBfO6lxY7tAd1LEd4XQkSCyxJXEQ7aIWXY9Hd0qcEDnm8a8m3DdFMw/8z7wLJC3r5GfecKbUqQNIGErVOKl8ID1XDhNrvxVngjEkIB9wg8GefVjg6/yKplz4B7hN1YQ9TgdbErdE8w9Q0oqgfh1YOCTgOzpryLYHpWrDS+RQEFbxkhynVqlnjawKcN7ZDRpqN+lnvt7rmKoBwTtsfcNbbHyMhxXrcD3qDAzl2SMjLUcHtOYa+bnk4FvGrnen5yo2qHxwP4yugyhm9TqapT3rQmmLYCOUza1s17NroxLQJqev20bIHTSkpKTcykWj2m3e/65rxZc4KUVEPIve+Yc8Zx3lq/D8Bug9/ZBfP+y6OEetDMpUN04wjBMosE2ebVdCv711IXOHPM3z/1MlLYV636hiRRbCPSeuVz7e/pHcX6xqJVuvr5wQCyNRYa8x4FmXSwV6QjJ8icdQPYqj7Hl4zXA6EQDdoQXilmRpMN0zODMlIHL6sxx9/JPdGGXelt4nbntT7Ci7eqy2Ic7MvhUEobd5SgDPiLAE8oclEMmzx5kzVBKcPxti2hLAlYGXROyNbHz69bsVK7B96R6OLcHHOjQspp9/OAKxC6Z4Dwdqh2T8iNR2DcBit0SVmdnHIwj+0wqajT1Lu67PBrsQSh2GolhJRoh7T8i+5CJhhu6RCi+zl6J3Jt3OvvdQ9ofxwfzgzQ87E5UPvr2sR6fMMlvQ2Zv6UlxbDrVdZrnxPq0VphVeoemCUW22GYz24gZYgw3RMkGFRmz9Fw4mTJ5M4UsfcM0AZZsQ6YgZzVkzZDYBMMaE2FrmoFclYN8vifQYSDEQ1aZEqKa43zrDjWK1oaPjSQDmxcfC6Y8TM2kRpK7ucWkgAWXVqzjp1etsAim55cHxO/LdlG74qHCcP8ulgjTQ/o0cHoncd5+/zcQR5ka6afr98vdrzbVFT1c2SQuZBIwoYH7SX15nm7d01RdUmgnLTAaryG+3DeYby2JGa1fnzFGtWWI0GmprSy6gU5Ep4xatJO1FCaHpPSAZkbWk2g3NAOqshWi/KtZFaeeDaqHnE3/gxBbapWKI1Q2DzvHvHs7bMZewBgbhDRSdkY0deSmornuLZ3tQlQCVjOE0pK6nFXhqyM9DSBN8L0lHB4XydFeWQc5NSpdg6ZjIYw8FH7Oa29ZBgNmG4E8zPZG3DuiaBy7PKqPrS9HYwe1aLIoLyrjTjaMWkH80Td+x80MaKTkQCuo+xGEEBwmoWw61TOwbTo3spomJ3qN902wy95eB2691769Wp4jWij1mZCvaXuvdnCLNeqBumGJPRNxOCQR/pBS84R1Th0pLz0vbFzCCVof7Ck2xmdneNzyuZznQhskqkejUa0YbonvFmUsBTQWUFfCdoZW2UogUyLHFsBlkUN4zRBcgKYQVtVPvrEEEo7wy9JNyg95wZaKtC0OxZvLtnrLeA4ajfSqh5w21HteoQ0amJ7dFgPSq2bToL5Sel7hnmp+dSrTl2O1hs3a4Snz7Ictd2cRzHNN7zm917CAUhrs3VAsTF6pKCRjkIb6qCo46VwWZ/r6qmr2qOYQmVs+MOxyDoiJRO4anMCLFHMWwWqet20FXWO5ox2GAVY0EPml4zX5oF3tontxjx4cv41GlySHYzinjQTzDhbfDSwWOD/273vAo6xpKHSCO/Z7Qbvu13eTFIO+v71ffIEy6AqzFJhLJOVQUXbuaWFkM8IjNMr8qIxq3vFrR9/+Hj9bvQ/rtA+mlXzCnlpCDjBM+2uyWEsjdHQuMSo07jI8GOZ1StQJTx/dm5B99fui9UXzmUptwsp7QJW90idQir76xyPzZuAZ+zC9Z7IlE4V82fhrcWEYxMDKKQGWiLb2IdrIcQm4PzkOvd7F0U7ZJ7TReS06/Eow7m7sR88LKU4Si+rN/7+DtqCX5vizzAJWXAaiqnMIhmOqsJIKhxG/n/zAAkVMGEmFX8aPss8Ran2vqZeJDVBQ4IY/q8MHAqIQ4tYaDB2+9Pq90g3/zqpTEG7p+UjiSUaxSK44j/beUwc95qmvZa5jPvHEL1FcnnXNGFwiizKAQCuDQ2q26POyjDXm00OHuC/+CzRtR5rVdRQiwBTCqjF4RPyCElsAg4dnXY37yXj9WDgtUW2Oa2+g1sVYdZy4CaAZK2AzNTQmJBFoYkpVWTTQynG3daH5jGnf5CEgmBOmlBk7sU1h1yQDlp9Oc0F01RQSsJa866TunvfDWQwi0It4rxv0c8SBuqjFg/VO8jL3JCnppTAUwadU09mQWlU69t63vWALhhUoeyLC4MWSRwv3PFJ6DizhZxuPLX7+ZBEIoT+MTBEGqLceilAvWIAeRdaOucZsBDX8Md8Vi8urRIJy10izI3gFWulX1wIgK0/M3HKx7gp2Ebu4bo09aSOZazyI+RTQz6rZ9NmRsvcubxmEOAc59KLnnxzU+ZC79TjWjgOFZTrFDrejr9ykdAlGXtNBtZri5yrdPzfGCIeDSG5Fzsa8DFnYE2Yb7fw2FQnw4y3L3qXJy0VWDfItkFq7Qbdv6D3i0oDy2aQWe2496Seuid/fb3C+P7aXEE9YHUwJHjQ2nCiG2o/Ly8oYzsHdu586z1fW4ZBdsoyyc9rhw/GuRSKiB2nTlbvEGyqeHHPH8Q8N+1yj9bS2nry0uAQf+Z3NZztdIamG/7Me6TQE5sAgMxmHgSobbcudqO1uPa+Cffn+qLx2lgo+WzZ+3NTPmthxbKmZufMQG6Yc1UIZRgz19Am2Qz6oEuBK/OIZq6YuWBKWpGZueHABZmbltPPBSKEq8OKw1RwixnLaVJP2bzzVpXp0sT52d14x25rxkeuG2jS8/Xnn1PDZJ+zVVK8uynbwpNyi4fdHnk45nvhefdqPKCNGLZRy9LScd866SRb39JGqgB23vCl9+w0FC3bJghz96bdiWVjDLi3sqmHq1zsgnTaEN2EzFDQViGZsX76EbbHxtH26zD6285Lj2ax6Lo2Fq1BzFjfbBbKJ8WOzw3pZgNE0OYU3qFijLpg89b6tQI9cdXUSCm23MDPF036JQamDMmM9PYR6fG0x2+LQhsOKbRM4TUCvnGie5LGauCtAUwoV4zKOg8cg/YO6V7dRxVI5wp+fuq0QJ8IzIrZuzSzCFAqZF2BrUCKhu9iyba+wRBQGvhkLJVStZNQYsiU9biHrMUllmCjKmgNYEvM8czgaeBAGzGh1wB4dOKer117teYapMV8UdhC7oT4plXhgk4O6wTDyXnvfr+c7jhELd5mjVedn5rfMK+7dm+elwremkoLGBfbk6y7KGoYdSJgHiesRgn5VAL79tGsK73en9YN8zhsUweqRcFtt9m+bLw2Hngs2EGOUxzusJ/dwFzCIC88YCP1WBvAxX5/lXO5PLRFm15ZNsI4espisq3oN5gkDOBd4uzd448/y/i3EUryMXoW7rBSf0kk8EZGxhD+7/WIxwu/57vbBw+HDXq5nMWjNxmymLXZZxjf9cLr8+vVzD+F1+Tc24gsREwUzB7h8H/nMfui4U03Vi4tDBlvDbzyPmcg3SsKL2e4J8Efb+gUOz/n1hegJFJavhVDkcBUAO25yxB9BKcT3dB9yDT2e3TvHHLWwr3v0edMiQFOwKSetf6rJ+C8Fyf58cbvH3Zal6+7iAzjz0Pydnc/gI4/o3vMftxwXnyOqyKcbW4UwZmIaDJ+kI4Yz9FhLf0Duicf81wu5jqGiAH33/sPG7S/Nj0X2Hnb55Hy5bXGQ+Vw9yp6w/nFPfsyPXAi+qUA/vjwp18M4D8A8Eft798C4KcB/BYRef/DjgcAbUohpF8OABcT1mGA2NoNmWG/LKMfmSDeNKEJoSwZ05ME2oDpRqlY69ta7u7DKYebFeQsRUWiXBtcRBsrpNR0kTZAKoOTYOKGmQvmVDFNFZWlqwRSQnVmQyW0KOmyz82DAWRRnfOiq901qh1OUfqdqAds84HNG+9widxJ+HmhjXvLLWuiUmEqL5Huz+ASo9Xj+PH1M9wTb1Csv+PMiMa6XKxHowgkMeojjnMElEop1q5se5xQDqz8cutuQjOBjEbIhl8r7thZCFF9d5Yd3gpRWl0SaOXheQWaIIsgnbQzTT1mdKVL6Zhu9SyXswPsJmRG+dQjNdDVEk6w691W1ENCfXdWmVwRwLzOfKuva4nQDCd2tg3INzgzVNYOLrB26pTQGkU5gCbLDPPNncUEU/R0jBXwqCBBrq+AebJQXs9JpqxVfezKn9aQt7Li5PMUx5UpKw7Owwami8ciKzLYRyGzMITmmY/0zpiXhj23WTsUxWWYt01DvqTNjNYENNsGPFD2wmvOhGqee3mUgoaqbBaHWPR+uv65JxfRrGjLojGZ1MMncwgISpv0vZIKWUUwYs1pzmbYdKB6MPXAw6bV14pSU2W4XlsvjoNbQY8wa37CoJhIRr9kvEpT458E8Cv0+VIC8HMA/hS0M/2PiMjvI6Lfbb//+x92PADAkExrk4Yk0Y3FvQ/zfp0x0ps4mGGwOxf71MZIVgCRb9xo0Z76ZyMqKkWrH6URamYUNklTFjBV7SOIBrJuPHn4svsBIgakoZIxI7ySMlw/82ZdZ8VaizWbHG6k3RPV12DvBRjW3DFbi1BsxN5Q+sRxwTDAGBA+Dy6MuHuf940uEmVhgifEbLG4rgavFqofciwGGMTSZg7mytiWzL12EHdYZpOggWLSk3OcW7WmG6IZMUNx2bVqiF+adnZqorCAwQDtkEw21Qo1RCMFqpYIdM/IjFDLjPIoo82sLJwz6esX/RyXHfWuPn4P/V7QIZkBRxgSv2eBM5unGd3W7ZiB7xqDpiW17srZZrjWT3htZgDC2CZ0TQ0g4L3wcA0zl8SQpAU+Otc4PHiZklYSvmB4RLc3rva/1BlHbBaQ4JGNSgI4Y8Q5/2NyV2ZjtgiBJj02rxLsEYe50BgJUGKANZiORHgsCurRYxaQFW9RU+OtNExCNedCN2gvz9SkPVUBJXXJxwbE/jzHSNm1nCDWtk0EXL2hs23i1jybAd04M4M2ow36s/BEa9P5LMs9Wd5hfFQI5TcC+Fsi8neJ6DcD+PX29+8H8H/gVQ24lyKbQfKkzf0vpZBsjd+JwOLMEPWqkRvqI0HbABLFu9qkzYfXlrVysirXe20JpzbjZp3RbrQlx1IY26xNi6dZGylsG1DNm15KxvPtgC/eXuHJB4+0I47rHI/2L8JmGnYX1i4ygCYwF622TOsgTDVoItOmkyCZ0I5Wq2Ln2Y76F2NFmSRtOuACQiP0EHoPF5vDyKEOj3wIc91oRnGMecn1wKDGEMP5vL+iwykuWwpjZqiKn2PT3SNRrrhEl3ZpJhkwhqOu4mbGwItugmdrOG/AAd7gd2tamtUQ/5fEPaz2RzSWods90GSdNi1mr7Rj0nM5I4yAMFApAUiKpXrzY+kREYBgPnDVBHBCC067a6+EZ+7PRSzheTWBSrrgCI8X0OcFeRIS/W96MwZGkJdxj+uOoR5hg/Hh7cXMkImsRNxoeUXAUbloG+SARwMIRo4my7v3GnNMfB7bRuZJwebOiMR8uzOMJXNHCuJy7xk+K0Zg6G59DZe/ynEMx8G9VF4jBPtfLA5EpOUbdjxzL/f3Qi+Dz0YI8E4pfbNzynYjartzOZfjoxrw7wbwA/bzZ0Tk5+3nvw/gM696EKpNIQHCUIkpF0bv7vvcWJfGYBJsNVlTYC2R396toKqLjjegXjdsjXEqE5ZtQt0Ya1JDnKnhg+dXmD+v5ff1KGhTRrmuuPrMgkOuuAXCc75dJ5TGeP+LjzH/9NE0oe28ZmB9p4Usaj9hANIhEpds5dXU5lb7u38Nb+9GQhO9+eSLRe9byxSMDk98taw9GL2N155ip16jV0j6/eXaPfeo+Gvd+46ET93zyesxWSl/Z1/ks4krNdKS7q2CDgl1nuCl1slE7Hmt8L6ozamHTpNzb8STi1bAwqdNPZPaOpXOkozhtYgApIk4NGiibuiEoqXf2dT5PJwFqFV4MskNh3K6tcIsBy4OTLcl+OK+QZW3UrThcuaORoFDJJZ6OfoIg3mz4p1BtnPV+cXY3jmEMQsoyDYk3rqCnViCUPMBNdg0SvEb4MSsLCP9xY/XQGtROOk4KX2UCeJNkX3Tq4JkCVW9n8mKxJxN06mmNVGIVUGUjdMZI2LRjN6HNik1MZnXzUPSmYaN2Td7MdbGHfZJRD4EktY3UY8U8hAamdGts9YDCLnAWb+3ED03ctjSKMvuRI26P9RUZCwt+oyD4UI+N/YOghyU6UWbiowBFkUBOoc/rkpMIpoBfBeA7738n4gIvSDLSETfA+B7AOAILQhxPKqHxi/wwAev+66w1L6cnrgBc4NsZJgYAdy1uptTApuJTwmjloS8qRcshj06Fzxx20GApWmxh6zJ9IKx22Rcm6Sfuxpshz3Y2oGRqQiGUa/9Z7836uH4Tt7hA5Bic6qbPExa94o8rIskEu54H57Y7Fj6xTlX9xJo96xG49HsA5xNMnaG2X9YN179nvQFR6JFWy6KheoTXiy60ZJtKg0oDVg3hBRqa8bCMH7tC2Ag/Yzxnujm4HxwSsZ5ZgJqXLbeS/R7FTkHUg8cJCAv/jIv0psuKNfadcNlx1zxc9LX2Dmn7pXHZxNUCtfvbepwjbd+U0irw3D9onXu42Lta3J5eDyuSgno6/0+ttabJGO4dgxzbtD+GJ0ur3wcqzwv8y3dE8X9XrMf/8L4Xf5fYbHu9Y/zPeivl973cO2783OWE1l9xFg5K54DEjhzKhog03B+4SyJOiPmvQPm7JtTsksaM2n0B/v7WImZCPQxFvJ8B4AfE5HP2u+fJaJvEJGfJ6JvAPAL971JRL4PwPcBwNv0nkAE/OyM68+qMT9+bkF6umC7fkcTBnYj/HupCVtV5b+tpt3zLo21G03T+IWsPdco7rSWpDDKmoEloRDw5HwMSmA5WtLPei8iaxPh0zphXRPqxiAmrCxomW037tdH9rtkBIbl1zGGddX6OirViiIx6appUd7NfcILqd655gr0gppVATqeqAu5L0QuAG3SqXrSj8+sEIZID9UB80oNb730ZmiFJiqLBAbJTKoXkmnngY94enk8g2RGOySVIx2og9qRJ4EahydDEE2ewRbAqlWA/OQWdHNSb2/b9P/HI3CYdRE2AZF73hcLndXT9DA1FkZDVEW2zGooJwaOWRfr1pBXPWe/776BxoJs6B4iIRySPvE7Zi/cN15hQrnK3du3OeJeud9nYdIEbCYrZa89YvDNKq7nnutn1r6SDeBlU80UIqRtCnjEoQ8M0Beq6W8M7A/lhiPunUJ1BpsQAVQhK0BzQgXrIRvUEEp3TsbhDgE7rdL/XlnFxbYG2gxiGjR9xo2aROmGjtBEMt6Md9ASByMupA6ez90RksxnfWGwlMjot2TRxaIdcjxJrRGHvsercsmqmMkTpgbxSRo+b2QjjfkJsmRq7TdMplEN7e74KAb8t6LDJwDwwwB+O4DfZ9//9KseiJ4+x6OfO2pI9dkP0J48xfEz16AydU/bLrA2wtoUKilNk4+eyNzqhX6JJ3m4L6a1ZLTW0NYEWjW8vDnPcOnZdtSJ1I5Nkx1z1S7wTT10WROEReW4WwUaWQswr2QDWtamA5JEKyy9+a4NyQKZ1fuRU4dUxrJpl8RsE4DhmXkBi5dnO7e7Tl0wyo0xb8D8XD1mFZlCjwBMOS42itTf1xJUStOZJ07xE6inWUQTeCaiBAB83vrit8XcrLepZEZ5PHUc3rL7WmBjmPGBe1beI2WyxRplxhX44CnKF75oL9BFlb7uPeD6qhss98qBvREbzunyf1TE8iSdEQLSv89PVvC5KORheLl48hAIHB4AkrFZ0q0fGP21ZkSEgAbVGGmzMq6EOHjemkBrkSzlZQsOvmRWyHEpeq9c9ChxL7rZLa4B556SnudtAz2/1XM6HhRjnTIwZ/UgJ2NBbE09x1LhnHLFgSdlSLTWQ/p50iIVokhYjvOVGiAG7UUJe6I9zOQl7IseM0s3guSNJ+wzXkR15LVhKmJRlR17a91wDs9OLDfhUh426eA8fd1EEc+2TcbvT8D0XNUqhfSZIMOYOLpZpVNVNcvh/exzGFAq52Vy2DdDIs0vZIKUZmwsUcbQx6EHTkTXAP5ZAP/m8OffB+BPENHvAPB3AfyWVzkWAEhRQ0BVvSpsG1w4SbncmsSSqvDHVpNKxtZ9x5vaGKUko/PxvuFvJaCpsc+pgVILzzylhpyqVhKuZCEpo0mDEKMdCCkN4ZdAKYUm4CEJ6sW650vQrjLS8eRd2OatwGDH4sEwi2hkZa9vE0woyT09n7y6MEPHI2GXkBSjq7k2tBAwwlJhpOSer+E1wuTEDP2XMMp1Bm9Gt6oWfoSYFQU80CaO1lH1wL2YorrGCAJq0Oo5ikQP0D0nN5q0VaR330aK1l/G/nn7LbRHh50HBYNjAPVaZFK2RTsOxRk2OmvCC4YGDCLDqIeG/0bDCYr7F+Gxc6oH4+Jwit9/ZQSZ12fHC2w7W19VITCrQzEu8YA8zAvWBiUK+wQl8ALaaDsxLtKN+pBBV0c9zmGCa6f4xhvXOrHqqxjlEEmpbXIw6mGTTlucuHvydj31wOGderRFpW9m8ZkGS0Ao5Bz0/ZpHoCQg0QitGUsEQCg+6gkgNstIgtp8ZKM66vTtUaJS9TSKHSuCSXQtJeYdIcCF9jR3RKiHBM8/xWZhSWanV8rAhmmUFJoDIn8y3q/7NiVO2k5xLDJ72XglAy4iNwC+7uJvX4CyUj7ykPMZ/IWnQGtoz2/Q1g28VKSFsJ2TsjAW1R45nyckEoVLSrIEri2Ayipc1Qiycmhpp5NqjJS3gMfHBY+mDTfnGactIR0L3r064/G84LP1XRy+oK2i6kF35u2thnqsIKqq6+3VmAxVdyPRhKczNwxymJ5xN5g+N6T/3hb9To3QrPuQhmbdIxcC6hWsrNgSnlU3GU+G7Qp0XJGvuIcNbNdG07IGxL5wnObkGGrgrOg/h84JIRYgQDh/yiGI4fp8DvpmZIlHj3w6BbEbl/i9avI6GDDDRhI4qWHl6R9+BC5fv2fAjNdex/faRmFl3nEdds5Bm/SIZDR04slbwvJO2iWm+nU49Q3xeodiggKYutRp2vrmdG9ptnXaccVG3rRydUy6QkS551cTnM8clNPdufXXX456uAZ/6qof0ilyRqWsB6tcfZRRr6d+j93JGCKnsZqz0x/Rr/0i4vf77SyoiMo8iWnn4/cokt1bMq8d4bWPc+Rl+Lhi0Pv7MmrYtLE/qotR+bP08zVD7HOkTQnbIx7us5+H/lxn3s8nv56QsDAnJ8FqYIYNpKkEha510cpblw4+bXeubxyvp6nxukJuT4A0yLoBrRrtzAxaMS+6AM0w8GrGWgy7hmiJu2xmZAuBNraEnxo1EsKcKg6pYMoVy6RNG67yhkd5hTRCvrUFVCn0QbaqBiKYWARrc2aGbHKqmyXkNoree80xeCAeshCQinlyCSqH6bQrm7CwCVUPQJsVsxbWnphpWPyBMDF6Ys6iWjfCDgX4JG++yMJrQHjZMWyyxoTN/T1tQiR55GKBOlVsPIZ/ht+DWHievKzQxhLDAtD3XJyQXVQwacpg4C8M/fi2OlP03xw30fCgbWMcF7jTFlvSTbC6SJG/vQm84bYmoY1RUvfGZ1QjbN6XdDi3oGz6e+yc1EixRh/AjpEiWcvuXdd6d2+B3Qa40+GI9wtqdPzwe9A0CoKzPzh+BrqXKez303IvF4J5owEP+Ah+b6U/Y6MR9rwMAKHd/BmZGs1gyJYRHri+ZriHF9e5e5b3MbD8ubh4nl2Py1BTo77hDKQC30hocrilzzuGRRcZ4Vj6xu/qjKND1DJhe0S7dUSVVMt8EyRbv60atGQJ7xeN12LA06e/DuUb1aFPz86g04Kbrzte7M7680ib9MFBblbWiBBACyOdLbFw1oYOfCI8PR9QG2NZM9qaUBhYasahZaRDxfIeBhqhGk85J2xrAjYCr9opReYGnrS4xxedKLiJdlD6XjBLioXCdh28an9KD9Uo6/t27Z5so+i0Qtqp0kVDYMeuzaCS2AIaGwMLIFaJGXh7sY7rc086ukELdgPhrgdu/5OGaMwK7P/vhl8TyGZQC+2NLfScmj3jehgmBPlzHxb/YOx7px77XiSMuUcwowqgmJJjvFZ889G/CQta9UTy8P8xv+CGyg2OVc4KIRQTvAIwnosnaY25Amfz+MZ2YXzSJkjGNNJ7SqhXGZJNvnfmiJ70BfuE3LgBR3Q1eKdBdRux/9HqjdCVvb5Zcm/nWY9zIQwbwkutkzoialwl/h+a2H6P7N75s/TnNjYmiYThqseqM6FC4t7FZ3uHKXdkwrAOcwqDUzLMVZdMoGHDGY8ZzBbxaKtvBqPTsLv/FxFJdxYk7mtzATUReOPyXdkIE7TxiN8bUijrJTD4J2/AiVC/4T184Zc/hhBw/OAa0/OKm89YC63AsO0ixptkV8upgVnZIpjUE0fNyDcKO0w3GopsN4xnN0esJWO9nUGnhArgdptwSAXHqxU332Ar9VDBU0M7J6QnGbR1I9xmoL3dMB2KeisHna3uoXMSPL4+I6eGJ8+P2J4eoMpiBFSFV+YP9Nza3JOLuwkHffBc9MFFJOGT3L2HofGzJL05vHVqYlr1nOusE4YLcPxAu+u4hvMeaLXPNgMc2CAN//cJXAGnsDVj3VT3vlg3P4V/gNwQSooe8teDmMcj5tVr4tcXoOYtbPPa9GftTLP31tOqEY9ugsYiygiGjn9x1fmmBUWa9AWAZkafV8Fc/Blb42AG2mEIsX2T9PMYhob36MbOoqloQMAURsm5zlEQVRXiyrd9AggD29sJddJl6UZijIzG6ANQY+BKkwHzGJdeWA12QBfQ9RWUQKcKRkGOQQGj908IaISGTdRbvalR4u5Y2GCH9e6Zay8y4NG0eDPt9yLYHnVaXe8U7wqEgnrQaMm137koZOgRlCf9R0OuDTP6M2tmqC+jl1hPbnQvzl1/HzZLd7JiUxCksyUpj/r32AjsuXjVtQzfA76a+GNloXxsQ4XSPTwT8IE1BMF+V9s//bvjZQJXwYt21cBh4ouQiSWJ6hwIQEnAbA0aBk/BbypnUQ2UygiVzqZSkXmqOM4bJm64nSZsU1Nc3rLLGgbae1Jf6COWvJs4vkCHhRqe7hiuuvEd4JQ4d3Qv6TLkfNFtHT2V+NzBgw7GCOkJefHGXgZAvQthszzuqQwbgjCAJPoatvdYlEVwyp1xnP153PuQ91+jp3h5PTuox++DJzfZWDuDRGjPAWCHne+uAxefjX78MT+yn9IE8MCFb5fnSaFqqNH53kve8Z7dIx28e3+teGg1XG/gzjL8fDnGGgDx4xrk5959eKH6d65dfMw/z6uraXwO45xyCqW/b3f+EtTX0dP1ax895H4fpeeSuG98LqwW9sA/f1hfPXJBrPm4b37N2L/H79UdqJAuvrvxd4puU7i2v6lDsd3Tlzuf86Lx+poaL7o7p0UbpPLG/QaNk98MkhpXne3NNborKw5eNXNdHwlaAQBdBOUomA8bDtOG0zSjZTXYLkW7LBnpadIk5cIok/5fPr2ikWjnnErgueLr33uKTx1PuN3mgGW8kIhIsGwZK+kmcLhW/YJmnXrqNePZe1mji5XAC6sHdqLozs0ueWCGggR3DTmhJ+0akGwihFznsEHMTwWPPlexa3BgXnb/uvAoB+PnBoiraD9OSzymRTB6S9sjwvIuBZYYNMEZIEhERY4JCguSSfSOu7VXqQYW6bIU3tF80y5DUbHqSSbzgoUo9F7GsmbPC6jmjv6NbaGDtesRhKK5ckAxjF5EVYDD+4L5ufGAvavRlb4P1Jmf6SyYn3dYxOGZehhYQzRurHo/neLmsI970EIO9WiOKN8qXU2vk+Ca5apBT4Bx/KmK6qMD2ox69qbYVfMjJvML5m6oKzBZ5WHvUKRVt23azxWdL2q80zPZGz5gx+65rEXx6Mc7JWEezp07tOhVi2HYfVMYYBLnYkfS0SLUuNfSYQze7HzGeW5wRsAqsj/PwLoHtpQnpL2yeFcZSz3q8k1BaNB+sRZxHctvu4gqLYLppiif/LSBzl+mmNVXZFRramwXlpZm1ZgUFzLeSG9hRtQ9CzfiYnRBScoOUW0RfVDtKJhzxZyrbQBW9eenUZI2QK7aWb5lQX3c8NbbJ1zNG9aSsJaMw7Thm9/6AJ8+3ODzyzWakNEaE6qdx1a1YChxw/XVsrvcxII5VQiAzz95jPXZDBRtBqsqe9R3f2DvDQxjt8Fd/t3fajhbWgTHz51BVbC9NUdrKDfebep9SfubL7wRIEJ93jTcn26tRVRmKw1PqAeVM6gHK/5ggUy273A3rFwAscmrEu/UDXbTTWzX3Hq4rnwG5mfKu/VkaksUTZTd6Pg5RyLJIY6EiIK8sbDCOnoD6tFa2A3ecBjwFZifNxw/v4UGjFiV3KUezXQrOH6hmIogDRg2g6YO8XRvTHYFUep9qhFQ3FSNpFfm5psN6ekZnVpI4ClpyT+rsZZsrbsW28Af5V7Gf64qPmbGo4f9enzvNs9rBS8FYEYpk+YUjFPdN0V1QPJt7bxru+/1oLTH0OwZnM7QOK+CKlY7QKKBGFOwQcL7HRLZLhTlwytYg1XFFJGUz4Wei9H31annSNzARsLzjgG3/1WVRfAiOseplcsvcfwobHP6IAEEAoogVdusjWXk3HN1bnR9pnNDfr6pXvtatADrJeM1daU3xglgmfzWk3G+ODM0IWYGV2tGdJs3tWnzfhGhrFghj7DjfsoBn1ibOYABStrlJ3FDSg0yAY0FLRsum9uu5drl8BL+GtCMfmVu0Xn+kLsVEmgPz0MuaOatB85/AW3ArmN8M4km/pwVMlL1+v1E9x7ME6oHwvb2jFFQCrAJTQCl/vpgjgzn4w0IHIfviSjzYpKzFHqYHqJc6JWhjjWOkM/+5AFPSIehHV7nC6s5ncxpkWYUqEAXhnR81ueOsLEEBqMMUZGwtAic5hXhbiS2hs8uuniFlU7nCWwX4UoL9Wfg3p5dV3Stb5oIb16qb95XvtXiEGZCPejcbRYt+AbKbAvdqzq9MnIooAoKp3mFKFqQ440YaGUkywXwWqK4ROeD926kKKpx7XMq+uBVW53hYmUANDLdTC7AtNgxcOYVdrAK27gnPlcMIhnFxwh9Dtg98s1inyz0o7o3bO8JY+8vHOaYdCMMAAnuaAAk1hDc58/w3vtUOunCeXJ4z3VPCFofEnxw3bs7lAS1YIAbcFuQZv9cXVM79Fx82D3j9RjwrSKf9eTybUW62UD1gDYJ5FjRmHUyH8zYkmqEs8m9tmYP0HEGw1GdWy2T0u9kFlxNGx5NK+a5YDtk5KnielrxeFpwvFrx/PER2nm9AZMgHVWJ0I20FwmVxthawtqy6ohX1vZjosVCjw4rEgkezwvens8A0JsgkzZWLsL4/+gd0MaaJHXGSusTYcS3w3hNQHkstrHJjrYHKMvFk5hszY2XTxHaNIGKVmdma1DsnZBUO2xv3EKXxrxuZwKM2KAXqdRZw3av6/GEj+uGp1M/d/dsNTqw5efHc4/UvBdq6ElOaAsvsmht29Sbdw+Ii2B+qv0/3XsEgO2thO3KIo4QHgIm6D3NJ/WmypGwvo3oPcplf0686X2gopvC8k5CskiELHnq/PyuIaNGpU2EfFOQrKIzndULDj3oJkhPF9B5AVJCPqgAV72eUa73yzKa45oEaXlbq5hdDMy7xIdmdlWxML5dgdqQt6pGvzTQsmq3Ia/GpIb8pCE9NxlgUyOkahWfRPr+i/J776YOIrRZC31aZhXlgs6jVKtWRZ6KevtWWbjTVjmkfeKOdY7oJiad0YO+sQp0ngE9SQkx3r1HjoND48Y7n/XaRilfPw+dyxSbq3eJumzSAJtDEhuPz8UWFaU+XAffeff78v4Bxhrv61pAt8u9m8d94/VAKCKx2wUe5w8reVm6etDuee8bE/vuPgzb6dyj1IUrmFLVnpjcVOebFQPPpLrekkUfahbwpH0zL4c3NO7et7VYa6wheZLwso+p4DoroF1tkiVSTfPFuYBjcvHCu/DvBHQvgrpX2WaxMnjpnqMw2N/E+qc6A3isuLJ2mjdPccDQPanjh4Fhw+55hzcJoBddmBEPNkx/CqSV1xpWn3UjKNTZHXqcezxxX6PO2PBCC5sfqQ4cZFsw+n/DYBc1XIH5Hhk8SxR9CdmhbTPKi4BXCegFw2Z5Jxk5siWmIbJoruHB8bvSGSyE1xBRF2ghMCkEEdrirYHOC+i8KtHfxLl4SqBDimO6NkuoDU4qWav/a+bpmRcKAjdrDVealsTXppdoTY5p3VSmlCgYQDSUfMO9Ym+1Zh6+6tZQaI3rdVUgJ6sMNc88mBYtWs7xWTcS1AmYklIOk1bKBgOG+he5F86XEwVhTMPRtuiUGlS0zJ/bxbpin/MDhTCeGwBqugk6a4nc0L+EwrcbDdhpnMDWqEe81XMLJhFgm6RGOQTvHqba9lXvV2LckUq4GK/HgO9Cnb4z6e5E6Foc98XcCFbJbiQ9gLjmgehmoB+nBlesg85SM84147TMSM8ZVAl1Yy0Fv2KU44ZkSoa1MpgFN2VG5oqnyxE3pwNaHW7sYcP1tOJ6WvB4WnCdLIkJ2hlxAMi54pxFYexGaHms7qNI4AgD5VonX3kkaAfDlq1Rcr8ZiOy7wlCdveFGsB70Xgqbx8zKEXcudkAvQzLUDeT4/1GUqGWKgplebeYLT2mMbvzyLcIw67l3zmzLapjHhG2qA31roGzVo04dL8rgApwqG989gapecJ1tg3E4hHxjUuOyWeKxTcD2mOIc2iw7Bopj2K4mqYlng04uDIAQDEIYIBnThRmhA/ea9eemXcld60MEtGyY4Bslw1kgvpCjom9mbI9zYLGAepnpXHqTi0uNGAZkyqrcSaSbhpCWzvvv1TXXmxoRJlCpnQ1zCck2CahmHNp4wbxY663p3YC8ZZ1W1HYtmigcgwRlVXZGlMz77tWovpmTRZSXEIc7SW0C6qzVndF/QLCLmuIZeX5icKBAOq98PUQNQWnxmWINjHeaOwKgtV3jETotdj+yRkHxYupftpnIfZvYMF5bT0z36HThmkH3JKZ5p5cFPJdj/BexGDWN1UsFdgZci26UuXIuGZkOWE4TDk+1erMuQJsTSiPUtxmVmyY2K6OQ4HabwBA8Ox+w3k5A4fAYU664nhZ8/fE5DlxwZSVu7rEDiEq4KVUgWzKELaRzilEV5BtGKtBCnIM1aDiKim35NZEgOv9ADVMwMAiQLGDb5BopW8KTL222ST+ZR+sZ9gaIh6CiRrmOhQe2uajUioab5aDHuw+frwdYll6Tj8DwOn/uAMojQjn6Q7RvFgEA/bgtGRRj8EqblI4libC9ZR7oyBce4BDAIopVj7VdI4TAWtZnWK8E9arFYgUJ6qoa0Z5gpUKYbgj5pIaVFwEbNCUX/Gk9d9MTRzcUF4UNkNbUW20CQdPw+bQCzJDjtMO7O9atENb5vaSl+CtCe3z+AKBl65rpGD6TSPXTk3nYpnoIJOsOI9HgeJTsjfN3ow5oi7ec9DgmbObef5TZMxkUanri2bxuh0wiwenVimQdm5y3LrtnGCF3i5gxEvIAQKM187nkWuB+TtA6Ak1kd+KEJkgl5rs7K6m6Gqi1ixOL4DYJpk6wUy6ujau2G2TXsl830LpBnjyFbAX8qXch7zy252pdgKiHB7u+rC8Yr82Av3CM3FWbd2Oy8GUG/b4RrdfsvWJ/ayBLxNguXXqCsV0kKFtTPLyISdcW1oIIAWC9MZkEEzVMVJGMJtJGWUEbyTaagA18UTeDBoyNE4ZuTHLek1yNaKW5V/uCG+TwilMIHXsG9gkX94xHQ2uTXCMADgw6Eo62p4h0bzAW3jD/Lr0ju0mdAnbn2i7+NoTZXriyr4CMQ8Kg1HjPSMUcqzbv3CO/h2SbRXZvTeeHNx1olsOQDfCuPEHLNCMgPEAL/vkmekSwcN08rqi6252PvZfc86Z+TBrOf3x2Ptz7aQLiBuG2/zvuee2LFtfoGUZBS9dS8XOjaoJiaTx36snNQRysmbCVVyiO9E2tA9AL2yXAHfaj/aWOsFZ85uVzHb6/ILAf7gciJ7P7Mw3LS3B3qQ0Vltpz1BK8Lvdrz+PyPQRASoN2cHwFz3UYr8eAD+wFFVBKcByye+KkIVRjw5udOmjHGAHjMOxkyn/6haoGuBpWDWvoUGrCUjKwMvKp806blVCXLWFLTRseb/re23VCE8LpNIOfJ339rJBGqwmZGw68IXNnsVhAhU0SSlNFxUMumK5XYPDOfUjTxr/bRuDbhOPnODzrzQqfOmjdr9GpbsJWom4GK/i0wyYQvUgNU9eEFCIkDZjeqVIDz3Z71I339khFo/xzAH2tXCxGLd/HQMdC8MUjcXozetj9OsYkVDzy8Yt7VxtlgPRr3K4GaAOIVm5AN/RUNekL+DlpVBV68gS0YwMJmT6NesDLO4Q6MfJZME2044Z3T64b3z01TXo7uU1lW2XKkKsZrhI4GnIhQKaktDzbJDzhlzbRpPEACVjRBCAFcnOrHnPOIG9c7F55zqpMSKRYueHl4WETASmZbK01Rd6K4bMVcqsaRuAEOsz6OiJQZggMJrHIoR2SRYaeWDbBMRN28ggxNtymr6HW8yEkUIiv+vQ3r7sAyeAOn6ctI5LrMLOg976vC94xl+TiGcHqBMSqe/dQRm/1JuEY0dp7w4aEQLPchRtuZmDKoMePNUmcU0Q7vJUui2x64IRZo5yXjNdjwKl7mGNYiGHB+oIXGT1ivHj7dMPv9Dz7ffTAIWokPQmJqpopaesMCN6gMEq1Lj5Vn9C2ZRCAtibkpRuDBphOiODABUyCRA31Ip7Wvp6MQy44HO6S8z1J6/K4i1yBN0a+VQjEu7wImwVvMDqiRQ9jMQ/QqYUDnuee61iOf0lh9AIMh0ai3Vq1oCN1ec026QIKPZEhwxRiWM7Tpq5fop4ojOlhmuheCj961LHA7ptDvuDt2Q0bST1eaK0AiuEOm4gLF7GdU/MCC/duIZ3dRGLNJkRb+F2ZpRmMcxjwCojdszaNoYx9awAl1XxucwavioPKnM3AKT4MoHcvt27tlxFNqCIO90f9Ge3hKesGWVdgmoCyn3N0BHCY7HMqdpQ19zw9KsgJMqU9M2JbIcag0TZnGZianY/L4KrRrrPL1yI2n3ogy6MgqrI7fQ8QkoFarGs/edHTeIpu1KsgL2KOGMJN32PowB0M/AXqjk6TCnYM7Y9xSa1NxZLTweRxj9vuqzWelpzsY/qGSrVBTmflfLuWPDEoNzXyLxmvjYUSlWqWMefQzaBdtV2zIptaCa0mf7sa48qmRojwyO6EllDDMuqIE2nYgiwo10CtmtBzyttYEgyDJmolFGaABPVgO7154Jy0lHiThK2lYK1swigtYRPGbZljM3l8XCIy8DXhv9fKKJteZz3qNbQspquMSOxSoahSFBbUKyv+mPX62Qs03Oii0w/dmwl1vQHGGKU72Rkp9j022AZlGPjmaJ10fGMIw2Zz15tEqIdqnOoL/YsdZGSYN8giUktm+THdCMOgppApMANXjxJ5ED1v2wDZNluv9PQkWcxLf+Z2vk5RJUTuoc2K2Qcbx/IEHXO18/R76fdrTNyzwXmHBGkHRFf5aBNm5+6em1EPNSnqyoDGwUb3wB2X9UUi9kW1qhTyONhYXOZlh9fvxq5UMyisME9toK0gdCRyBl0xkBg0TUMi1FZcY4Vvar8WQcc+vGkx3CkZ1lw8XzEHwBsDF8/XDBEHusMXvXWJwZbE9qItXwtA78PreSd3KDqdVP8vAmDpjad9s49k/hBNAdDmEyKgzReKRTF2v6Pa1HMe9yUom805NMi6gspdZ28cn7wBFwFK1S4dQHR54VVAGwL+oAIwEcrG2HKCVEIrnsGxidIItGopcDu0wJZ3RvwFg0mQrgvOX591oziKysTOWvjjFDRPMpY16wZCQHu7xEMnVo2UJoRTnfG0HPB0vUIDYa0JVRhLyThtE5oA7z064Zvf+gBNCM+3AzbrNrTUhFITnj8/ot3oOa3vNr1G0VCfBKG4SCZ2BQLWdwXLOzWuHQCoMrJxaOtBryH44w3g1r3bYLAQICb4xBvseYgm8EYHTQA6wTYzS5JGdaT+P6odGWi2EblbNhp3THvjzJtCLm2yiexGT4wJYrkKRoc+apLOM2fRZzlrgphW3eC5QBUSyTaldfDOyKMRM562WSpro+lzzg2cBJWBtRB4deiqR27adqsvcmGATGjJq407tkvYHk+gRxO4tqiapKhoHO53VY1oJML2OIcKorJjmmlIa/EOryVYLqgKd7StIGQkfZzOoJRAiTWZdn0V3jYA0LNbhWAAYJmAlCBNFDYhAh0O2pXHvEr3eqhW23WrbjxGKwyP3Db3dFIjVg8cJe7+nH2OAcMzcofCI8qBd+9a8WlpsVEqLx7Ip6aJ5gEGSUs1qVYorU+ANidt1E3Qdm5FVMDMGmSMFZZeYMQNSKdNi5gyo15N1n7QoJCc9iwkQO9JbeocyADFNOnPyKG+25M+u5eM15fE9E1KgCC2jx6WhyimdSLVE4fdgI+qhTRR96SGcYkzj38nMk+t2QaQxWT0EJCLYztSKWwO5dGaIQp/lpZxrhNOZVKPvKo3vtaEpejCYAiu8xpFQT5SY+2jal4/gDg31U+g4GiT6XPwoKgmk8/4fl4A9tEI9XseOJ8/A/Mad7er9ecQmh1WNdYTR/19l7f6cuFeelnAYED938P5j+/ptC/Fs5snGt1DZmjrOqsjQG46d5IlibiLJrlXHIlT/wwBVPhIT/xOHom0MliyaORE6qX3JGd/JnAHAEoZTcNnR/pmMh2SDaBVb3TcV7l7P/V5miGSEQaAdgnyrlZ33tTuXoxUSKuQmnpLNE+oknrnEnxw6kYGQHS5d5aEcdw1WmhwHJ5orLbcX4zzsXkTsEEru6RgJEsp5kQYb/OSgyEVf3ePuDscVARpa/2+AWDveG+JRhIBJQJVlevAWHRjrBpi7QEA0spmbRtn7681krN3ntkdHvc9VkrMeMf91XsptUK29e7rh/GqLdV+F4B/wz79rwD41wB8A4AfhHbq+UsA/mURefmn3Tnw8HMDeCGkSavv3OsrJ8WE0WATyZgj1T1TqIdMTSupBlgAlbCUDIEmJrEp53QtGSHZzD55AVjpvnve2pEH+v+NIQXYzzL97IUn/Oyzd/H+/Ag364ybRd1YJomWbm8fF0xJ6YYMAVMzfrq2jFtNVyXlBrmqEMffG9CQQgCnTTrZ6pV0zvWVKHxUCXxWXntahs3Ndcfd2HuUcglLjGFp7FbmVZMWzWiI2qEPNBVwYjLu9QVOm1aAnAc+Ga7uJfdhlCUoZGD9fzrvF8TIdacFCD1lY5O0GShXgGSgTloApoZcOq/bvPgdHk0297gXjkVLtBXwFjNUNSpi6XNv3Ija3C0urwpraNcmfw6sDCTgzhqmA6HObDBB29HZVOqWUY+Kj6+PjfcuFPpBqjmStWhmraoNn5O2UUsJOC8vNQRSvWinQWq1jVQ0Oeme/FbUoG+WKd4KcPJqKwJIE5fEBsdcHTRhR4S0NhWdoxSqXw5XyCDp0DLQzDCmzQWmOg0QQGxejl/7HI0G1El2x4x7bPeVxo2ICHJgNKefrheVlEwq6WqwlkdHqel858V1ZZpJFmibSKybcueBOwacagUta09YOuukFEituvH52nuFaswPNeBE9I0A/m0A3yYiJyL6EwC+G8B3AvgvROQHiegPAvgdAP7Ah35iHFi/OV/UG4SKNWPwZqH5VjFwb3DgbANP3EUSatbkpHuwnsRbzfOtRcvXhRjblkBkOypDD+q6K27YHTcdjqnVjxfhngANGe8/e4Rn+YB1mVBXnUFpasoRv1rw3tUtjmnDMW3IXLHVobJTCFtRlkqeauz21dQQUcwCmaECBG0y3jLD3FIA1Tc/Ai/d6GmlInZebZ1NH3uMdtyzgXv2A8ZskIt3WUfucEk+AS5EHyySWe8tr6rOJ0TYrgGyAp+0SkAb3mxie6zn5IL+PoLJYeeZFt00AMfdSY13gt1PAGxJsEkzVAI2VpJEFAGgl88XNeIg0QCIzFCv+tp8SwG7tINu/GN0o7kH9TTrgmhsrUZZdhvHvYvhyqbhxkhL03lunc3rMWF7zGhZ4ap60LmZTL1RYRkt2863bMlXBs2zztcP8+RajcTbeIp0OOh7/asUTYqKAOfzxSUQKE+gKYOyJvzRBMwMXjIwJ7QqkcPx4q+A1kTQEqPOeu+46LkEmYEk3uOQSSQffYNmfXBefu9RvRhHPd2uAXe4EJg3vfbNDyKdr04UdMe0DEVYzrpadGODYdq+8cW99IKccWwFWFZIKT3KaAK5yC/InfDv/vGqEEoGcEVEG4BHAH4ewG8A8C/Z/78fwH+IVzTgVBUPRFMxF1q2nlS454uLGVNLPO2gE/PKeIMtNusluWo3nWXNSiNcEtJKWtiyZfW0CveQs0HbpAFqNAkK1Zi3Je6tDWG9G3Bh9fDFZFLFvcPhmtXrNqMjjCaMag2b15KxlhScc0A3EIeO4roFu0lPQhbmElABXjnkKkcWygi3IF04gO6NA+AxLBcNocfj7PBJ6Rh6NC224wnp6wUdtwSpERNGqOuRdEYA197hu+VeSRkBjwzPepUuyWkbGLtAGAtoY+2RCoRX7MVOrj0zbgjxMoI9ZOnJSSAw7rRgUDe84Cgba8U1w51SKHZI8cTseOtbv5dkRoxMBzt+boI2aF93qeXufe4T99S9VS+8eZkokofu3m3ePULA5pbvdJrM3M+d+3ckMY+SrDEylRlMBDqoBEA0ghY7fze4TSKx3vXAZbin6mCpiFiL97sTGPeALVIS2Ul1kHGyhWEdo8ikAV64s+6Ge+8OC5EZ3ICJLrneIp2Waf+jUiHhfUu//7XaetMoKJ7Nh4wPNeAi8nNE9J8B+HsATgD+LBQy+UBEHGH/WQDf+Ep3AQBuT5i/cNJKps99gPbBE0zvXCMtB92BvZegWChtD5atewoPxptX8wJvNJ6m6h15AGqM0/EKSxLkL2bMT5RtsmLG+ZC1DZtV1VUA4qW/TuNaGOlEAza7N8z+dzkrS2XzKskkuNRxYFIN8tKUE35bZjxdD1i2jNvzjOVG6SM8q/RtLQy5zdqk+ZY7pDCo7MkCEKh73UVFpJz/zZtqzky3KuRTZ9Z+fEMXGdg1uLcTJewvUGKLRNAmit1WMfqeqD42kSVI9V7yauci+poQyHKmkduHql1YNOlKWK8tOvJNyCKJyN7b+RcYo2PTSKBZUrGeJ4sebNGfSfXXPdFYHKpRQ5KsH6q+Z2+cqQHTc9HjZ6AeqVMxwyj35+0wVZdFIOtG1F+jVaqqyeJJTj232kWRpBvqkKWVIffhVE1yN9YPTmqobk/af/ZliTARyOkU3OPw/MzrJiLQPINy3jFZKGcgJfUyx2EqevJkU/v61ltIOSlN0gt54N6sQiYaCZJWOLps7slkbU2xj8zZQ8AgDnLrhiWkxjj45raG2cvXtwosqyYtF8PvLcnYLrra39so2UXIStNK1+GeClPXhvFzsntB66bG2rxuGXjeshX1xO1nSIMQA/Ay5I/BgBPRpwD8ZgDfCuADAP8DgG//0CP3938PgO8BgCMe2clu4OeLPuhnz9FubpCWTR9Y7fBHJOx4SOC5J7bzwE3W0xZbOuniqAcC3zIkC/KJkE0hr54YVRyrhL5vZB74uReDbRxKAQCSMHxkf1eFQCtamA3WuAiBHA8votBJEQ698bJlYDGKJAtkrtqkYvSoA56zxVoRAlVpsZ6bBdF8ITqiGE+bF+kccj/MAAGYfQ3j6nQtp8vdea5O7TLjo7BM0s+ERSzw89DXciFLEKF3c7dFQ1VV/nhr2B4n1RvngSJXBPmkC1856GR4qX1WVaol+yYjei/bpBtBWu3etB6hULENpWqPzOZl07lvEJ6QTIsKdLkHTgVG6bMb4lGLyRTcub/Ob/c/tYGx0ozWVlTa1UP5eG1m/R8AdnqlSx1cOJA9ZyCQbeuQx0uG1AasCrG41y21Aq1COIGnCeSccGJAKpSnPJgPZriWiohBAq2CUwIv13pOpQWtUCNuAWbWiNXc6dSGEvUitqEVfe/tolRGADtM3KODKZtQVgrRLRSTKhhFogBQpX2EAfRE7ItG1Y2DFi2LjyInQO9ZKQabGCvHE7qt6bM4a58AcmqhsYSC3aMP46XP6nK8CoTyzwD4OyLyOQAgoj8J4NcBeJeIsnnh3wTg5+57s4h8H4DvA4C36T29OyM2NFxsWpRClhYT7s8IBTjHuwOzNSOfVunWRyg8zrQK6pGQb5U7m2/Ui+JNRZiosBq+RSd9OpDK2ZpkK6Def761iWLJshDYGkPf5k1wtVpPe1US2sYoQjinhi+cr3FIBVtL2GrCuWQ8uzmibgntlMEnvR+NTOhqY4QA0xDqj9opnszhRY0Bb36NEl4rxBKPvukoCwy8Cpw255uhGyn33nfc5csxwEjOmOCi3XtGg+LwDYAQtL/r4ftnejMBCb1uhxbcM6MmgEEtnASANlWo1aEPNdgq8kQI3WfDpF90Papp4YZ7j29D+jwbKYNSuqiVH3fcAMKDDohkuH22lzZTRGzZWCzed7MhKjU7fEZIV8kiBYoG1fksSCdtkJBOG2gtYUhfpST7MmSXkdImDdg2SGuG2/a/y30cZX+vH6sU4PYE2gqS4c07rntVQ633xO5VaUiL4vIuAIWqUriwoiOPBmiaQhCKtqKbvlU8QkQTilblKMvaDSURKGeklMDLtL9P7tUnAlWNHNJSNQFpRtyNLy2rblilaKKXDdcbI/AmGgn5/XIPvLb9vf4SxqsY8L8H4NcS0SMohPIbAfxFAH8ewL8IZaL8dgB/+pU/laxriBlySiqKM93qwkmrCsZEWfdMQ6iOWAje5ouahs4pazg6P29Ii2Jd5ZrREnD4QHB8v5mimPbkTGdVlxOysNi61Hhz3HTWTjDCiCSZL+BxUbbZvoTMAzAPcEmom+AsMz7P18jcsJaEUhJqSajPJtBKSAtbIhAoUOohbQaL1MH7F1jDBB1szQTyrW56+Qw8+lwBLy2oZcKEckwQK9DxJsBcCDhpOMqbesS89Y4sabFwsTaVM21NC06cQuZVgxOjTgwkQj43cB0mLjxSsgc2bkQyLGDDdGlTTm5275UMHiBYON3MW0XwcnlRo10PSgNTiIkGvFnPh2T87H5+VrCnHvoFC2E893pQGQEYlAO4IyG742qlavfk24S7wzc9JhPTUjZSNIk4ASE3uxUkIvAzdXTy1azqfkDAWTQ0bwgGxHkJQ/Ghoyml8N4hgrYs8XP8uZQ71Z33vn0rqO9/AMoZDGPpWpLVoYrs+PBa1LttTQ21n79597KpSJeUorAPAH58Dbq6UijIE4OcVDqgVrSbWzR7rVx415QSeFk16ZoTcLCkr18nM/g4/M0x7WKFUeuG9vzmLmZNl9RB+5/DYQ6xvGKi8mXjVTDwHyWiHwLwY9D861+GetT/M4AfJKL/2P72hz/KB8dOFr83pFWQU1dWo0rImVAjjNaF3lXnhooqp6dVIJ3VgOczKyac1FDnk1aIpbMATTPL+aReIQnQrFlAbQBIDXg6q/faldJg1MXBY2iEdDBv1mNvVk8ODLRGOLFCKLWwFiRtDD5pEQOvZowJplXCkQfgSlpQM2LGvoHZz3q/DFNdtMuLJ20kMRITKhgsGvhE0s08Ia9g05DVvOClhOGmVZsJeBgtRKrrnMgksKnPzzacm06gzm0u0pNv/tydSys6B9AUKkielPKuLNY5xmEdAuz8YQlDDqOZzuhUwEujLYgNi4reO65AWlswW8Zzc+8QAuDgYcz4f+yuyZsSK6QEZUYN7/FjueJdVBYabMC163nTWA1p2tyxdtANAbnBEwlvM0Lzj2N8OYZG7FwAYFM1Pq38tPk3JP/ovOr1urH24SW0pSjcs21qNEX0dy9dt/9TtlJ+aXvP985lWbWjNIhk9dwvDHjICYTD0b1v1Aop293782EwyMdguH28EgtFRH4vgN978ee/DeDXfCkfKre34C9o2ancnpSi9MX38dZfzYpj+YQkUklN5n3iwqUXB7EYOUxRCcVPT6BlxfzuY+Sba4CBw+fOSO/fQA4zpl90jXpMyLcV01P1LurVhHrQB+bl5Pm2It1u2gXlsfYF1O4oNeAFEkE7JJzfmw2XxVDdx0apY5TrKfBUZ0BoUg6BWWskoK/3pB2aRh5p6yF8wArGAvENi9eK/MEZtBVdKNZPb5pyr5Ybqubs4QYnNSanLQYvx955WkQgYq2wI0JKqR9zYEBcTKD+/XLyNtn/vzUgJUzjefqicplT/xvQdZOThc3MaMeMNmd9BoPEZ0uuf9JCKY5v1978oFwsvOF8JadeFn3P/3fn5dzfnHr+YLiWMLwu6D8+g/OquHWtqmUyeqGAJQ/tZ/f0pAW2Kw6dbNuXFZp/bEMcTxe0p88UBnH1QjfM/rqt9Osdowf3wEfmhj8XjzSG/wuvkVz90ATusgR2LctAtTQpXUq886hFWlD+gk3yGsdrqcRsp3PPvlqSpX7wBPjgyQvfE7fJ+aZJN4BmyRd+/BjT42vF6p48RT2fkd59B49uP62L5wvvo37hi+BHj3BcfxHk0QH89Bby5CnQBOnxtaqz+cc0AW5PaM+eg6aM6a23IIcJdFogz57rRLNJlq6uMH36U5DDvPfGDO9rh4zyeEZIjg4hVFTckanazRRVXkq1dG9ROi3KChx406w8r6UrxZ3OkFLRbm/Rbm9f+wR7LcMqCUGMdHVUiG6elNcMQFZV0pN1Q7u57bjoV/B8YOfj5euAwhDtFWCIN36IAKJzEre3H++ht/VejvurznqHggS4y21/A8br1QP/UkI80R1YC20uPLeRv+rHF9ljWJce03CMXWLNvc/hON6pZEwOiQjIPAIajw8oP9sKSrwpAgSwAA8hIzBwWB0S2CXcmgRcE6Gch53jdcXXwD39B3HEdVv4fhnBjWXLn4SXOp6PdGG1jw3ieBj/wA561Yqfj+XDiD4H4AbA5z+xD/3Kj0/ja+t6gK+9a3q4nq/+8bV2TR/39fwjIvL1l3/8RA04ABDRXxSRX/2JfuhXcHytXQ/wtXdND9fz1T++1q7pk7qee/guD+NhPIyH8TDehPFgwB/Gw3gYD+MNHa/DgH/fa/jMr+T4Wrse4Gvvmh6u56t/fK1d0ydyPZ84Bv4wHsbDeBgP4+MZDxDKw3gYD+NhvKHjEzXgRPTtRPSTRPRTRPS7P8nP/jgGEX0zEf15IvprRPRXieh32t/fI6I/R0R/075/6nWf60cZRJSI6C8T0Z+x37+ViH7UntMfJ6L5dZ/jRxlE9C4R/RAR/Q0i+utE9E++yc+IiH6XzbefIKIfIKLjm/SMiOi/JaJfIKKfGP527/MgHf+1XdePE9Gven1n/uLxgmv6T23O/TgR/Skienf43/faNf0kEf1zH9d5fGIGnIgSgN8P4DsAfBuA30pE3/ZJff7HNAqAf1dEvg3ArwXwb9k1/G4APyIivwTAj9jvb9L4nQD++vD7fwLttvSPAngf2m3pTRr/FYD/VUT+MQC/HHptb+QzGjpi/WoR+WXQpmTfjTfrGf0R3JWgftHz+A4Av8S+vgcfpcvXJzv+CO5e058D8MtE5J8A8P8C+F4AMBvx3QD+cXvPf2P28Msen6QH/msA/JSI/G3rnfmDUJ3xN2aIyM+LyI/Zz8+ghuEbodfx/fay7wfwL7yWE/wSBhF9E4B/HsAfst8J2m3ph+wlb9r1vAPgn4aJq4nIKiIf4A1+RugdsTL2HbHeiGckIv8ngC9e/PlFz+M3A/ijouMvQGWrv+ETOdGPMO67JhH5s0OTm78AldkG9Jp+UEQWEfk7AH4KX6KO1OX4JA34NwL4meH3j9bF56tsENG3APiVAH4UwGdE5OftX38fwGde13l9CeO/BPDvoTeX+zp8Od2WXv/4VgCfA/DfGSz0h4joGm/oMxKRnwPgHbF+HsATfLkdsb46xouex9eKnfjXAfwv9vNX7JoekphfwiCixwD+RwD/jog8Hf8nSut5I6g9RPSbAPyCiPyl130uH+PIAH4VgD8gIr8SKt2wg0vesGf0KfSOWP8QgGt8hI5Yb8J4k57Hqwwi+j1QuPWPfaU/65M04D8H4JuH31/YxeereRDRBDXef0xE/qT9+bMe5tn3X3hd5/cRx68D8F1E9NNQSOs3QPHjdy1cB9685/SzAH5WRH7Ufv8hqEF/U59RdMQSkQ3AriOWveZNe0bAi5/HG20niOhfBfCbAPw26Rztr9g1fZIG/P8G8Essez5DQf0f/gQ//8sehg//YQB/XUT+8+FfPwztSgR81O5Er3GIyPeKyDeJyLdAn8f/LiK/Db3bEvAGXQ8AiMjfB/AzRPRL7U+/EcBfwxv6jDB0xLL559fzxj4jGy96Hj8M4F8xNsqvBfBkgFq+qgcRfTsUjvwuERl1c38YwHcT0YGIvhWaoP2/PpYPFZNN/SS+AHwnNDv7twD8nk/ysz+m8/+noKHejwP4f+zrO6G48Y8A+JsA/jcA773uc/0Sru3XA/gz9vMvtgn2U9Am1ofXfX4f8Vp+BbTt348D+J8AfOpNfkYA/iMAfwPATwD47wEc3qRnBOAHoPj9Bo2QfseLnge0d9HvNxvxV6Dsm9d+Da94TT8FxbrdNvzB4fW/x67pJwF8x8d1Hg+VmA/jYTyMh/GGjock5sN4GA/jYbyh48GAP4yH8TAexhs6Hgz4w3gYD+NhvKHjwYA/jIfxMB7GGzoeDPjDeBgP42G8oePBgD+Mh/EwHsYbOh4M+MN4GA/jYbyh48GAP4yH8TAexhs6/n8l2hDgABzMsAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Convert to mel-spectrogram\n", "mel_spectrogram = tfio.experimental.audio.melscale(\n", " spectrogram, rate=16000, mels=128, fmin=0, fmax=8000)\n", "\n", "\n", "plt.figure()\n", "plt.imshow(tf.math.log(mel_spectrogram).numpy())\n", "\n", "# Convert to db scale mel-spectrogram\n", "dbscale_mel_spectrogram = tfio.experimental.audio.dbscale(\n", " mel_spectrogram, top_db=80)\n", "\n", "plt.figure()\n", "plt.imshow(dbscale_mel_spectrogram.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "nXd776xNIr_I" }, "source": [ "### SpecAugment\n", "\n", "위에서 언급한 데이터 준비 및 증강 API 외에도 `tensorflow-io` 패키지는 고급 스펙트럼 사진 증강을 제공하며, 특히 [SpecAugment: 자동 음성 인식을 위한 간단한 데이터 증강 방법(Park 등, 2019)](https://arxiv.org/pdf/1904.08779.pdf)에서 논의된 주파수 및 시간 마스킹이 주목할만합니다." ] }, { "cell_type": "markdown", "metadata": { "id": "dajm7k-2J5l7" }, "source": [ "#### 주파수 마스킹\n", "\n", "주파수 마스킹에서 주파수 채널 `[f0, f0 + f)`이 마스킹됩니다. 여기서 `f`는 `0`부터 주파수 마스크 매개변수 `F`까지의 균일한 분포에서 선택되고 `f0`은 `(0, ν − f)`에서 선택됩니다. 여기서 `ν`는 주파수 채널의 수입니다." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2020-11-12T02:19:29.482777Z", "iopub.status.busy": "2020-11-12T02:19:29.481824Z", "iopub.status.idle": "2020-11-12T02:19:29.650874Z", "shell.execute_reply": "2020-11-12T02:19:29.651288Z" }, "id": "kLEdfkkoK27A" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Freq masking\n", "freq_mask = tfio.experimental.audio.freq_mask(dbscale_mel_spectrogram, param=10)\n", "\n", "plt.figure()\n", "plt.imshow(freq_mask.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "_luycpCWLe5l" }, "source": [ "#### 시간 마스킹\n", "\n", "시간 마스킹에서 `t` 연속 시간 스텝 `[t0, t0 + t)`이 마스킹됩니다. 여기서 `t`는 `0`부터 시간 마스킹 매개변수 `T`까지의 균일한 분포에서 선택되고 `t0`는 `[0, τ − t)`에서 선택됩니다. 여기서 `τ`는 시간 스텝입니다." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2020-11-12T02:19:29.656826Z", "iopub.status.busy": "2020-11-12T02:19:29.655779Z", "iopub.status.idle": "2020-11-12T02:19:29.826547Z", "shell.execute_reply": "2020-11-12T02:19:29.827007Z" }, "id": "G1ie8J3wMMEI" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time masking\n", "time_mask = tfio.experimental.audio.time_mask(dbscale_mel_spectrogram, param=10)\n", "\n", "plt.figure()\n", "plt.imshow(time_mask.numpy())" ] } ], "metadata": { "colab": { "collapsed_sections": [ "Tce3stUlHN0L" ], "name": "audio.ipynb", "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 0 }