{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gender Detection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/gender](https://github.com/huseinzol05/malaya-speech/tree/master/example/gender).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is language independent, so it save to use on different languages. Pretrained models trained on multilanguages.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dataset\n", "\n", "Trained on Gender column from Common Voice Mozilla Dataset and VoxCeleb 1 with augmented noises, https://commonvoice.mozilla.org/, http://www.robots.ox.ac.uk/~vgg/data/voxceleb/vox1.html" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1634237, 16000)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y, sr = malaya_speech.load('speech/video/The-Singaporean-White-Boy.wav')\n", "len(y), sr" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# just going to take 30 seconds\n", "y = y[:sr * 30]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import IPython.display as ipd\n", "ipd.Audio(y, rate = sr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This audio extracted from https://www.youtube.com/watch?v=HylaY5e1awo&t=2s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Supported genders" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['female', 'male', 'not a gender']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.gender.labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available deep model" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:last accuracy during training session before early stopping.\n" ] }, { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)Accuracy
vggvox-v231.17.920.9756
deep-speaker96.924.400.9455
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Accuracy\n", "vggvox-v2 31.1 7.92 0.9756\n", "deep-speaker 96.9 24.40 0.9455" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.gender.available_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load deep model\n", "\n", "```python\n", "def deep_model(model: str = 'vggvox-v2', quantized: bool = False, **kwargs):\n", " \"\"\"\n", " Load gender detection deep model.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='vggvox-v2')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'vggvox-v2'`` - finetuned VGGVox V2.\n", " * ``'deep-speaker'`` - finetuned Deep Speaker.\n", " quantized : bool, optional (default=False)\n", " if True, will load 8-bit quantized model. \n", " Quantized model not necessary faster, totally depends on the machine.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.supervised.classification.load function\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:running gender/vggvox-v2 using device /device:CPU:0\n", "INFO:root:running gender/deep-speaker using device /device:CPU:0\n" ] } ], "source": [ "vggvox_v2 = malaya_speech.gender.deep_model(model = 'vggvox-v2')\n", "deep_speaker = malaya_speech.gender.deep_model(model = 'deep-speaker')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Quantized deep model\n", "\n", "To load 8-bit quantized model, simply pass `quantized = True`, default is `False`.\n", "\n", "We can expect slightly accuracy drop from quantized model, and not necessary faster than normal 32-bit float model, totally depends on machine." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:Load quantized model will cause accuracy drop.\n", "INFO:root:running gender/vggvox-v2-quantized using device /device:CPU:0\n" ] } ], "source": [ "quantized_vggvox_v2 = malaya_speech.gender.deep_model(model = 'vggvox-v2', quantized = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How to classify genders in an audio sample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we are going to use VAD to help us. Instead we are going to classify as a whole sample, we chunk it into multiple small samples and classify it." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:running vad/vggvox-v2 using device /device:CPU:0\n" ] } ], "source": [ "vad = malaya_speech.vad.deep_model(model = 'vggvox-v2')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.74 ms, sys: 191 µs, total: 1.94 ms\n", "Wall time: 2.09 ms\n" ] } ], "source": [ "%%time\n", "\n", "frames = list(malaya_speech.utils.generator.frames(y, 30, sr))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "pipeline = (\n", " p.batching(5)\n", " .foreach_map(vad.predict)\n", " .flatten()\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/huseinzolkepli/Documents/tf-1.15/env/lib/python3.7/site-packages/librosa/core/spectrum.py:224: UserWarning: n_fft=512 is too small for input signal of length=480\n", " n_fft, y.shape[-1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 33.1 s, sys: 6.5 s, total: 39.6 s\n", "Wall time: 9.41 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['batching', 'predict', 'flatten'])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "result = p.emit(frames)\n", "result.keys()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "frames_vad = [(frame, result['flatten'][no]) for no, frame in enumerate(frames)]\n", "grouped_vad = malaya_speech.utils.group.group_frames(frames_vad)\n", "grouped_vad = malaya_speech.utils.group.group_frames_threshold(grouped_vad, threshold_to_stop = 0.3)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, figsize = (15, 3))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_vggvox_v2 = Pipeline()\n", "pipeline = (\n", " p_vggvox_v2.foreach_map(vggvox_v2)\n", " .flatten()\n", ")\n", "p_vggvox_v2.visualize()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_deep_speaker = Pipeline()\n", "pipeline = (\n", " p_deep_speaker.foreach_map(deep_speaker)\n", " .flatten()\n", ")\n", "p_deep_speaker.visualize()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.31 s, sys: 1.32 s, total: 6.63 s\n", "Wall time: 2.29 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['gender', 'flatten'])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "samples_vad = [g[0] for g in grouped_vad]\n", "result_vggvox_v2 = p_vggvox_v2.emit(samples_vad)\n", "result_vggvox_v2.keys()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.2 s, sys: 1.74 s, total: 7.94 s\n", "Wall time: 3.79 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['gender', 'flatten'])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "samples_vad = [g[0] for g in grouped_vad]\n", "result_deep_speaker = p_deep_speaker.emit(samples_vad)\n", "result_deep_speaker.keys()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a gender'),\n", " (, 'not a gender'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'not a gender'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'not a gender'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'not a gender'),\n", " (, 'male'),\n", " (, 'male')]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_vad_vggvox_v2 = [(frame, result_vggvox_v2['flatten'][no]) for no, frame in enumerate(samples_vad)]\n", "samples_vad_vggvox_v2" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a gender'),\n", " (, 'not a gender'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'not a gender'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'not a gender'),\n", " (, 'male'),\n", " (, 'male')]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_vad_deep_speaker = [(frame, result_deep_speaker['flatten'][no]) for no, frame in enumerate(samples_vad)]\n", "samples_vad_deep_speaker" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_vggvox_v2, \n", " 'emotion detection vggvox v2', ax = ax[1])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_deep_speaker, \n", " 'emotion detection deep speaker', ax = ax[2])\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_quantized_vggvox_v2 = Pipeline()\n", "pipeline = (\n", " p_quantized_vggvox_v2.foreach_map(quantized_vggvox_v2)\n", " .flatten()\n", ")\n", "p_quantized_vggvox_v2.visualize()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.07 s, sys: 1.41 s, total: 5.48 s\n", "Wall time: 2.1 s\n" ] }, { "data": { "text/plain": [ "dict_keys(['gender', 'flatten'])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "samples_vad = [g[0] for g in grouped_vad]\n", "result_quantized_vggvox_v2 = p_quantized_vggvox_v2.emit(samples_vad)\n", "result_quantized_vggvox_v2.keys()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(, 'not a gender'),\n", " (, 'not a gender'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'female'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'not a gender'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'not a gender'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'male'),\n", " (, 'not a gender'),\n", " (, 'male'),\n", " (, 'male')]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samples_vad_quantized_vggvox_v2 = [(frame, result_quantized_vggvox_v2['flatten'][no]) for no, frame in enumerate(samples_vad)]\n", "samples_vad_quantized_vggvox_v2" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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pqa66tbX6+nO7HZ6Rteltr6FB60gN7UyQOd/E5dp1PIyJMvC9Q4X4a00efnw0H1sa/IZGxNtF7u5MlMazYRzx4OFCfO9QodPNIEoL+1tiAzIdCgHeI4f77i2pprZpFcl+7u62fzQ/PvP63c0erHlWXYAqUjuurdW8+p01p+2/hzfUh7/HkQSLltXXAU2N4cUI7cjkbWsLt+e4jQFlt95klQJmgPbjLRgU0NRk/bkVWVzSDm9v8ELUMHB8LOp46mgXemc4JBMZbHGKLIMZmBrt3a0tAHH0SOJ9bCQY8H5zQPfvknWsmFGkNDNDlsw9d5sVFjpzSrArXHpMDUn0oO6ite0h0ktNAsmrBhdojHC0N2HCh9v+dBKUgCfP5KCp27lNt7PJj5cuZNk6jfGd+qzeP3er7Oy/cbHvd853ebH6XC62smQGxXHpsy4RZYA/nc6L/QeHLjjvbw9n+6p9+DD7/i6KwNkz2rtMHR0CXlqT/tkmkcByvDde82H9qz6sW6tc/89sVpZXSTeR4Hq8t95Uf7yZvXDle1ucTVyIbJFUAZaD1YJryrjoVbXPg2dW+5Jm0VZXCa6p02ilTPyGmfidbGHg3t/SbP1Wv1gbrr/7zGrzZqG0d7jjaJFlYM1zPrz8orrvVndgHN583efIAspuNCCe5y36kmaXQTt9SsCaZ1OXV9MycG0nuwebDff8RBno0NDorY0BbGsK4KHDhY5MO3/qbA7+fiYXb9Zl41yXuq//06P5WH02GyEDWUanO/s6+OdVfm6L2H/7HGlPfZGOzyijgelwG4+DVI61e/HU2Zy0XvSAyE4pTxWLzqVI6QtR4b6oJLIYiCFR32X3Tv3dpa4u8/o6B6sFrH6y79p+8SKw6R1tK43roab0yLlz1gcT1ZYcSeTsGQEH9rvzAUCLZFnIdRfVf7/oB/k9u4zvv5Mn1L/H4UPhY9msDH4t9uzy4rV15g301Om83nR26j8Wq3pK4CSb1r93jxfvbkr/Aa0IM87cbhVlEC7WmvBBRqX/Zcp5Gu+LdjwLBINCwtklbiWqHMjVOnjV3RIuAyo6PNNCT2mbyH1L03oH6bXb00p9gqQHvSKzlBob+t430Uw9MyhdetpUZvor2b/P3sF9w5+2+mwOvn2wCJLKi3D0y+q71X38E2dycKjNnA7R1kbt04zOdnmxpTELz53PTv3iBA602pdZ3C+jjAak7U3aj/WQHK4xPFD85kS+rmsC0YCV4l5v1fNY7QVnMx/dkuW3p6dmXCTgseF1H86e8aDDwsXHACCkIgEgEsh84Xkv3nnLmv2lJ0s82qZ3vNi317wAW32deSVNtLBifx+stvcc27cn/HmWBBOiDtdEQSIzFzTWmx1Vd1HQHMQ6fUpAS7O+z0s3ggV3lCoVD9ptbeH9skdjiQwzueOOk36ijxitJSyqbFinQM2AhtuoPQ+0rnkhdodjI2pKDFnpuWe0J2CFep6Vd+7QcI1IcDlr7ik5pXcNkv373D3jJnqRwW4DyaSvrfNi+3vJz9GGenNmsp047nyZ2G4DCRRaBjoSrXuhheGttb1JW6A0uuOkthO1oymA/zmZj/qg/Rec6Dae7XR+lL815IHIbEqyyJNncvDg4UIeY0Ski9MPBhFqAqCpRD9cmpllbIb4zq7RxQvN0tgIdHUKOH/Og9VP+kxZuMxpF857FIOezU3hkh9mZPYaFb0w5kDS3qb9mqM2284uWs+R2gsC2hyu35zO1A4AnTrp7DZudelUajsZWfAKADa8oS1QGJ2NaJXt2yy4VrvkmW3X+xrjJHJ4W7y/3fn4il5mbPqWFiHm/1pIElC1z4s3XrN3G15sqsDLL3pTxvIunBdiBiQ2ve3FRZ11sxsbhKRrMQSDwOvrfdj6rr39obNneK02vMVljWOohwxMw3/ybK7u31WipuVuW2T3cLsPLxrIlKbM06gy01+NvS3hASK1Mw6IaGBJdWnYv9d9gS1JCgeRghrr9J0+Zd53MTsrqd/0Ppf0Z197NbaPt2unF6dPCa4JeEd0asjeqNrvwW6FoHFkkKGx0fmNX31A37HqigchA/2Nda94sfHtvodVNW/11gaTHryjP8xAtvO5c9p+l/VGrXf8mAfvbXE2yPW7k/nY2zywS9c1pbi2HjooOF63XStZcsE1d4AKOpCYaBe7Z0odOzse7W1CzOcqZQ/v3dP/3za8nvy69to6L06e0L6vDvQkgRidyaa1v3r4kPHjSvEd0uhwtf0q3Kay/qGSDgO/q0jj29kdY0vUvP02ls8g99rV7MfXqooSlo450aG9Mxw5xkMy8Ny5bE310YloAEhxI2y3OHNOTydz/14PXlvvxZrn1D+cN5m8arrZ0xE11e1z2JbNXmx6x10ZSFoz3zK1xMBem6f0K2V6a52WHi0yEyG6bnRDffKgjSn11R3Ub3BKxcNJxqwTkWDXyQn+rOTI4dSPvlpr3KYKfOr1lxqWMExm905vv7rtbispYSRBR5bDgcKU52+Kw6+lJVwqx826uvTVMtbioM6BV7PErwGhtUaum/p9ck92efR3UsoeTrSgczKNDYKuAb0LF8w5xt/f3vc9rLp1qumDOl1bXAvTziyrNnhMyYkuczu+ag47K76X0e9hRU0xSj9bGpLX/tU6eyDa9qYANjZk4dVaZsMTUR+n7z566pqdPCFoXr399El3Zz3Fr+Ac/XdZDj+cbd7o0ZSJa6V2A4uLJGIkU/ON19I788+qbKSWFv2/q2ZV8eg+fSQY/Pp6E/eFnPz9zBwoirkWCvZdGS+cd/e1yWkHquzfPm1t7g7WpS0dmzU+S9JIHVIz7NdYs//0qXA93NVP+rDmWS+eecqHp/9p7Br56ss+bNls7+DhieOCpvvJC8/58Opadw08q6FlgDJ+8OOUQj+zLkk5CDdm47tlVuK5s4JpA3tnaqz/TmoWT96xLX3OB3ccBRr8+ngeuu1M67egj/hPk0t3EJktMqLutpIvROQwpyPKOnR0OP+wH5250VBvfJE/MW7G1tEjfe9/oErAC8/5cKbGg7ffSp8OqVavvmzNd1MKjCpl3kdW0XYiI27zRmu+u55sogg9swfMlmxhQUkC1r+S3gMJSliiLDbuKKmYzRpZ1NRqO5r8+MHhAu4jG8UH97eaGIQLhcyfbRRvy2Yv1veUjuqOWiS9ap+Q+BrrwuNr21Yv1r+i7T7lhr6a02pOJz5e4/t90WRZ+wKv6STVQsTnzho7z9/dFF73w0pnzwjY+Lb6dkYWa0wHrg8ox58bJzp8OKljKr8SpzKUjarrztwHRFJPsCIjpuctdzQFYv6eidjBJ7LO9vc8KVdjVsOpBbRCOqaaJcsGjs6sfn29D+9uMn4fj354iGS6NDbGZkS5pUMatCDoalU9xNcVFrdpa+3/WZFp8UayYpp1ZsymWrzH6GJWeqjJmjZzjyk9PEevJh/vxDF3nAtmaKzv+7PTtX7T0ekkQRszPXU2Bw3dXEzdVnHbulXh2h1Ny7Ty97Z4sP5VH6SQ/eGT/fu8eG9L6kXQ3ERivWhTKW3N6Cxw0YGwnlkLWdZeEJKei1b0IaMlCuSbeQRvesebOPAd90FGZ6FpXZvBKNOOvFdrs9Cu8QHsUJsPm+qTT9u30rqLWajtcn1MXZPG7uQHUBtXDSYVzphcXsaN7j1Q5HQTKAPtbPbjL6czdxaKrHLxqePHPElXY1Zr/z7116JmFXVu1WYX6Xloa0pRVuPsWWvvv40N/RfFs5KWeofptBBRogCxFWU71lmUMbttqydlSRCzF0p8f4f+fsN5PQ8/Gs/RHdvVt2/bVm3fpdvmxZ72RQ0apXtNaK203BMSUTPdmJyndi8ZqcMeX9c2mcggYqR+rBOSDZoB4VIZIQsG4qv285yxg9aup9PXf72LEsf3sd9604ud7yc+rw4fiv2ZVQMrF+NKjjg1frNnt7FrTLCr/36xsga3aVfEN+qyseZ8TsrXRe+YdRez8ayK37HKruYA/udk8gUPtCz04AbfP1yY9OfBdPgSpIoVt5D4w2OgHC4D5XuS9f5ek4u9LbELp+5v8eGUSTNrqE9TY2wm5q4kndEI1dlIFlwUNr1t7jEQ/2CpNaD38oteQ/XvnntGWzBUdriGkpbAgZI3X0+fc7j2gifl+XDieP9ehJGSF0a8Y1JpFsWMOMsWeen7Y/zDrhaCRZtc6YG75rSAmtOC7sz4TGFWVl0qoZ4B2M40GlBLR6+81HcvMvN0P39OiJlpZdWsGC0UMxfjmtVqoBZ+IlprQUdoLQnlVD/h1EnB8kUBDUtx+KXTs6xSckeytU7iBwFTDZroXUi5XUc9fFOC23HvYUVpneNHE383XYP6UUwdYrOitnFdd/8mmtn5CqU4CNItoJxKDYMaRES2+tPpPPzyeL7TzTBVS7PzAcL1r/rw8gt9D5JmLlZ15LD7Zy+dqYntDCXLVFFaKb69TUDVfvu+59NPOVu/NlVmVyp213dsaOj7/5HDAtZqHADQM2XSSGBUFYfiMVZcq9z+TLBje/99+e4mL97d5LUsM95sbZ0Fql7n9n3xvUPJk33IPB1x9e5bU5QHSuadt7wJZlpZc8SpyUpsbFT4RxefAFqzIrsdKnO29V0v3t/hgn6fi/dlMlqDqlrLTmpdWNuJxVnVUrOtai/Y236jg/q2b22tl3WrawWlevt0qlWkxl9qkmdkU/ow+7msWwKkuHfdE5dpme5SDSARJXK+K1wHUZaBYE9w4mynJ+PKJqnR0gK8utaHp5/yKd4jE2XH1JwW0NmQOEBgx/321Cnj+0tKsI6BmmvyhjfMG9RVu7m6g8AzT/lQXdXXQjXlQazQZkHZiEzV2RnOJH19nQ87d3jRZuIAQFur8pRItzpusP5xfYNJDXGpI4f7b5/jRwfevYkyi9KMove2eCztK0gSsGObJ2kgNNhsTYLAwQOpz1mlTGGjs2+stG+PtuvQoSQLq1pNafFdN1FsXdS5UCs7V8pRSy1yO5w8kWb3P3cfeimZurV3tzhXD9kqVt2zvlbF+q3kLr870X+woU1MswtyCg3BzPo+ZI/aoAc/PlqAtReysa3Jj/uri1Db5cFPjxXgh0fVZVBlkuhMTaUAYaLare9u8qJ2z5SE71ttQ0ZBzan+vTattY3bL5bq/vxIDUbAhAC6yt+P1MqNXhhw3VpnMhTXvuiD5LIHDz3sys7v7DT/KSMYBNa+5MNBEx/cz55R186TJ/R9n927DLY1wblidOEbt9hpoH71QKd1Sj7ZZ8u7/c/7kyc8hgeYosW/07q1Xhw76sFLa/rukQ314SBzREvNYFM++2C1Od/DzQtzxvdzZDl538fJzNJGtw88Khwu1VH38f3iCBsbYz6ryj9FkyX33/drL6RfdHnAR1e0PM/VdJr7AHa209jm39box/amzMogJfXMvtycTHB8c3VqGuhaexYzPd7hxb6erP1XarN6f96UYjFUUidRUEop86H2gnmfa1a9QVFjJ7Wh3lhQWevvplrt3i5t7alf43b791nffbZqb6VaRCfVYn5KNr2jLqBh5nZTe/hfqBUSfud0fHDTQ5aVS2BkCiN7cafN09yfOuvc2kHpJtFirp0dwPpXzQmixl9HlO6T77wVDjKbbc8ufd8hqOMaDQCnFQbUrXb2jAdiKHwN2vquhKf/6cPT/3RnyZ10m5VefUBAW9TxKqd7mmsCeheZVJpl8Np6L55JUn7NigUttTp1Mv32o+29izQ7Vy1t78E2/RfU0x0ePHk2F/93Jrf33zozIOuHUltXm4VHDttXj/W+A5mfTb+zmQMzlJjSrT16Rs5DhwtRHxRwol3bw4EsA69dzEKdBZnznaKF94SoG6Pabo+RjM69CnUF33rTvAcSo4tRROzUGLB54zUfXl+v/6FYbTDMdf2uBA3q7rY2c8TMh8VjSRY3USuSOZ6MkQBAi87aoR0aA/5mDu5ExGeNGtna72zwJs7gNfLGJh1PZmVldSeZ9t7cBBw7kv4BZaWFJIH+9Ti1ZBqaVS4gfuZFomSMrY2ZN5vXCU0pBsbM5IbF+KLt0VhGImLLZmcymbu6gHNnBVRXua43ktb27o7dnyflCodaYo5Es0X26Vw8OnqWQUSq68b727WfI2ZnVlt2llh4GXN970Jpo5q5PVI/YLjrJhJRr7BY4Y4mdZ2U8wOw5mcmWXcxG3XdXhxoYxBUq0Sn+xNRAzNEySS6Izx8pBC/PqFtoKc5JOCV2mz84aT5x98DB4vwwEFrBoNSZjAqbKS6uti/SxKwZ5cn9r0SbNwLFmcRnj9n7J549IiAne97dNXfa2zQ/93UBCTViGQP2SVRptfzz/iwVWGKs1niH1aMBK/NCHynzIQREm8rNezap1aU5bh4MfV7mlEH3A09/HNnzTnmNybJEq9TWLBTaaDO7RItrPnuxtiD/dRJ+79b/MwLpaQhrQtRkTncVt/VsBTHUbIf19aa2hLVOjUuzkeZTelK3tQoxJSg27wxnN0eysCyRFvftX5wp7XV8o/olX69CZN1SMk3gZUd8pCcvCub7KfRi6c1dAv4dnUhnj2vbhrVjwdgzU8iUQZ+xGOfNBJlYENduLzFiQ4f1D6X7G7u/zD5am0WvlZVhK9VFaG+C4jEpDokIa1Ky0R3hM6orJ0a7+wZAQerPdi9s+8enCi4qjVjMpno+s9meX+7F0cO2d+dUn3IpHjhs0/7sGunfe1vakr8s5rT1rUjfgV3pYXM1LLldLWpxna8o3GZrJJkYkBGZZvU7Bm1dZuTMauGqRskqwWstDBWtYoFwJzUpWHQJv74TJTJbCuFY/2IxllMbnaiw4t6l2XuJpLs3DitY3q5HbVerfLWG/pndyW7D6QKXu2Iy/xsz4DSV1Y4nKQvKQhp9KCQQleCa0dzY9+fz9R4sH6d+6+ZpscKTXo/O9cHsKw30S1lRu1VK7/CgVb9F/Xog/cHhwvRkaDOFJEZ2kXg+XPZONzm/gt7IhvrOc2QtHu3IYB9rX2zAQ60qpsZ8NeaPATjHojXX8zu/fPR1r6VyttFD/5wsv+imOlAafrYm6/1v7eJYuzrIhmeagJVdnQlmpuAd97ypFUmkySqu++r2X5OBMSj2bJIStwgfrDL2X5Tqk/f+LY199tUnxufFb3hDS+eXZ24v2pmcEWWwyUI4t/TqrqGRmcnRDPyUKm0uKlWzU2Z9Rzw3Ln+STJqj7UuDee2VYlD8W97vssDMUUiUTr59fF8PHyk0Olm9Eo2Y0FpMd6I2lo9+8TZAEeqY9auoywU6luD4mKS7ajU3FdeSnx/S7daxnYJhTLn+rEnwUK78aW6WluEfgd0R4f2PoEoAgeqMmf7qdJzHokisH+vBy3N1n1/y54gvlldhN8cT88HZDPUdHpSBtSnFegfOogPVBBZ6eHDhXinIQu/P2lf7Waz1AUFVLf60K4y+EIU7WyX/qBOY7cHmxvUDWQcaTevJrBZWUNtKjqvTSqDGNUHYl8XCQzUnA6XvdBSviE++NjSbHxq17pXfDh/zoP6utSvzVQnjgu2PMgpBYXWJnm4tMrBgwJWP+nTVEO1xaQFHO2gdZHIROoVyiUYlah0wQvPebHmWV+/LHbJwqSJ+HI8asWfKscN1NVWex3VKx3jM802BU/sCtIYqZ0sysBLF7LQbtOA55lOD75WVYRqFYlPRsp41PR8Tp3GPsv+ff3vF8lK75w6ZW64I9jmbJm8VIt2pdolau7zSqXNDh2M/dyNb3vxysupjxGlz0t2TT+wP72e15QWf7NCJmV1J0oiOHG8/7ka3194Z4NXcdZNMvv2eLBvT991Q20pvWYLgrB2P2ccPiigar/H0lJQpr/ztkY/dvUscHWyU/sDcpcE7G1xz+qf8dfAXx1LHSS/0OXBz48V4KUL2UlfF32ItoYETUHi1edY85VSaw0JKWtmb24IpDznOtM4A/7RIwV47NTAHdwiY4w8BP7oaAGeUciyirBqReY/nTbneP/uodTZR2prACd7aG9u6styUf7duNfHZSK9utaHV14yq98gmJIt6CoqH/i3bfXi9NtXGlpAUa+OqPrTdk3Ti2R4R4KXshyuh53MO28lD3xfrNUQoLT4ttreJqBLYaDGrNrbRigFKy7W9i1+lSjbVhSNLVSoJNGinDWntX1O/JRuTSyO+Ia6068Pd1BhnRArBrzqVNTrNsPb9Vm6d/NfTufizbpsvJiktOHrF7Nw0MDM12jHewa496t4vzd7SoLp8c+e9Utev5j8eVmNZHvR7H0sBZ2d8Wh0gE3NPV5p0C86IAckz0rW+nnRrCx9lZTOzbr+lST16y+aV8s2unluy+K2cpZZe1vsjmnXkaEc3+9RW0ovMnsv2faur9d24KQ6vs3etyGVCXWHDgp4+UV9/RjTz9gnz+bibzXJgp39v9Sxdm/vCOfqszn4y+k8nOvs2YFmN1Cj+J2qJkje0vPgfLoz+U450dH3Xv91qBD3V1uzgBJljgsaF1T8r0OFKWtmP3MufM5lKquCdkRGxd/ftGbptIsCGhUCBW6cwRLfEW7T0sG2cZpwUyNwLkVtVrHL3IfJbg0ZsnpELxZ4TEUWZaIsGLMCvYmyUyOef8aX8jVminzSs097U67w3fvQlKBzuuENn2LJF6e0K2RObdtqcrZeqkU6oyTr02+Iqu2plKUEhBeS27LZa/lCnQBwsDrFdnL6AWUAUhvAUqPWhmPILFU9pbZCUcdcuwh8raoIWxv9ON7uxdrabPzhVB5kGfifk7n42VHjMwp3NAVw/4FCfK0q8fPpUQN1oc/0zAAzc4aWVk7XQ7YruzXa5k32Bmz37dX2eW4JlqotgRaM67vX1wE7toVnvL35unkJD9GzqY4cUj5wndp2Rtak0MqMAdLo7aTmHEz2/USNs1wOHbTn/NN6KOzeqf9abvk36l/2of/X+82J/N4RzvpguEldkdE3ha2xv8WPRw7nm1aj+eULWfjdCfUBtbqgBy9dyMK7DclraR5r9+H7hxIH8/a2qKvFSe60vdGPnc3q9qFZ5RbSYVG5oBTb6XWLnc3pUUP5XJcHvz2RZ+k2DEpQDERSrNMd1t0iL3YJePRI7Pn8iIZ6hO2igO8cLMT3D/f/nfpud9c6r64SsHeP/jbWmRhUiLdrpzdllkrzyWGmfqbWhy2toheo2rHNq3uRw3aTMrdlFQMEdRfN+Sw1RFHA3j0eVTWpk73CLQ/BMTRONdbj/R32XW8igx1WD8LopXdKsiuPHRcyq4wLkHpgy6iLQfOv65HDpCUk4L2e2VOb6rPwcm1fhu+Rdi8Otfl7g7VGdEkCgjYM6AqmjM6k50l07EjqDEitUmVknzur99hM0sgkP9KacWxFmQE9tAyWRnvjNR+OHfXgjajBZb3vFS1y726o7+mrKmhyqM6y1iCv0YxmrRnK8QNH27f1HZNq7gWdFizobTk57v8WMnS3U3Pxe7/Jj031gZSvXVubjTXns3szgJNtgw31Wajr9qLVpJPmjbrshKOjSp+/qSGAN+uy8bSKshONIXevopwJDrT68NChApzQMUreqTD6KMnAlgZ/TK2yzQ0BfK2qCMeiPuP/zubi7zW5aOwWsPZCVsI6Ymc6PfjOwUJsa/TjyTM52NqoLggdkvvaF5KA/QZKwZzpNO84/O8UtdHvry7Ct6oLcTbqM9tFAT8/lm9qB/ud+gDerg+oHliq707+2S0he+qHJiPLwE+OFuBouw9vXgwPsnVL4WNSksPXUzMG0v73VF6/QGRICme7GF28UJTDC9nFt7O61Zfwmr32Qha+VlWEZ84an/aYyNlOD051hM/fvS2+3ixeUU5cK/gXx60bwNnXZOxh74dH+rKPGrqdP3YT6egAVj/pi5kSduZM/3NRywPEzvetDWBp6Vm0JFkISC2rF6SLf5h7z+QM1XRXtd+D6ip12ySSsRRfwqWpEXj6n9ru0SEbSnu8vt6HizqC850dQEddsfmZwAauU5bVj0wQMNOzQGeqLP5ED65mXb+1Zp+LFi12OBDFX8dfuKBQnsKk/fy9Q4V4sef9ZYQTmCK6bChR961qcxfjczpL2EmRuvxmzhzZZVEfKdF+suJedvyY/QeFlZ9Yp7EsQjJnFfrQ6Sa+jIVWWmvf96s7HnXfd9vzkxXrVljN8iPymXM5ePZ8TtSUmMQb6e16bXWYDphUKyoZpWNMazuT+eeZHM3TnCnW/57KQ1PIg9+f1Fa2YV+LDw8cLMKJjr4b70+P5uPeA0VYfS4X3zlYhNaQgJaQ0FsH9Tcn8vFeox+1UYHRv57Oxet12TjW7g2vUC6FAzwAsL42C787kd/zeX5sawrgqbO56IrqeEqyUiY/8IeTeXjgYBEOtvrwcm22obqoPztWgPdUBrJTOd7R/7xrCQnY29z376Is4KfH+oJxe5p9qOn04o2L2s6dnc1+fK2qSHG63fPnc7DmfA5eqTXnfPzeoUK81xTeRrIcDsL/6VRub+CxPijgcJsXbSEB25u0bctDbd7eYGa0pm6h91gBYq83r17Mxoa6AL5ZXYQXL2Tj/SY//nEmF2/3BHxPdnh7y+tEHGv3IhT3UNMWEnAuqlTK4TYvjkY9fJzo8KIuKPQe08/F1eh7t8GP+qCA1y+Gg761XeFFVP50qv+AmiQDDx8uwNPncrC5IYB3G/xYfTYbXRLw2Kk8/Nehwn4B6y4JeL0uHEje3JiFjfUBvNsQwA6N2ziaKAOPnczF16qKemuI//RYAX55PB81nR785XQenu05p9ecz8Z3DxX2npNmzXxJ5XSC0e4NdeoC+m1i3z79weHChANVJxWOOzu9tKb/9aJBoWOdqtSArTTckqPLSehldzaO3gzVTH3o11JfM35qa4SewOv+ffY8FG54XXtf+cU1PlzcNxFvv2nNeal0DUjF7NrJqTQ16lj4KsX94+0NytvTrIBMolIhiXSnW0DZZQ/+0dTcw/Q0P7r/e7hNxQJoUX9ee0G5f/zaxayYfqFWRoPWvziWF9MXNONKKNlYGstMp095IInAyRP2Bgl1XXMSbOJdO81ve1XU/bGmRoBk04KUMdLwkHKqyW4LykbIcjibWc3MOCs1NSb/eXT/uqXFnLZueMNrW0kdQxFZNcdOd88O7Na4I+uCHozOTX71WH0uF6vPASsqO7C4zPj8t04RyLb5mfa9pgDea+q7qQYlIODQwNPFoAdbGgJYUdmZlg+O3bKA3c0+TMwLoUX0oCIQG1nb3BBQXCBrT7MfgwIisr3A2bgpYi2h2MAoAPzzbGwgLZJV/7uT4cBxrldCu+jBV8e24NWohSb2tfYFfL5VXYSPD29DlkfG73t+r9An4fOjW1Hgk3Hfgb4O5B9O5aHMb/xO+s+zuRiU1Yqh2SLeqsvCvJIuXDBhSpwsh4OxAPBgflPMz+47UIj/GNMKT1QFmxMdXhT7JBT5ZTx3LhsbG7LwuVGtGBV3vp/r9ODvSeuxh10Mhr/DrmZ/TP32R6c0JfqVhN6pz8KVxd14s65vCuHrF7NwfWUXHu4pRzA2N4Sj7T6MyWlGkV/GvhYfZhSEEJSBTlFAkV/GsfZwsPeSwhAauwX8T88+jm/TQz1ZwteWd6I+6MEdQ2Kv/JEMlLfrszAoEN4+LT2zHn51PB85HhnfnRROkTzf5cFvTuRjWn43Pj6iHbIcnvoYOb4+NLQd2V4Zf4xaoPA7BwvQ3hOYvLSo/zX0QpcHT5/LRaFPQnPP5/6wp+zK/lY/9jT7IEFAfVDA8BwRnaKApp7XvdcY6D2ftjT2PdQ8dz4HBT4JlxSG0CEC3z4YO1gQHdD2C22YUajuiXdvsw9vN2ShUxRizuO/1uTiy2P7CvZubgi3ZVtTAEvKurC7p2xNUBJQFxTws2MFuL6iE0vLTZiflkQwwQPZixdysCjF/axOIdP/eIcPc0r6PyH86ng+bqzswEIT7pHUnxlBQaszlOPZtQhVMrIMbN7oQWduBS66p+Swrex8AFv9pA+r7nJP9FBPDcHqKg/KK8Ib7dhRwbTzJqg3mGvi/tu+zYvRY+3fPxfOCxg5yqWRgDRTd1EAUowHv2FgATsAaBU9/RIs+gV3o3bn63XZuL4yti/TLQGv1GZjQ10W/muS8hSb9RqSPw62+SHL2gYcT3f6cDpqTSJBCCdtlAbCjQ+J2p9N3tngddU1Tgu7FqKNVlXlwYxLEl9ElfannKDfqrTIqlkunBfw7kYvJkyUcMksaztLWrNeKay1FTitcRFbo9SeM9UHBNUz0Kx07qz9x5YkCThy2GNLn9+2bnxViw+T80NQ2wPL9arv4Lx0IceUgPLz53Nw19DYgI4Z3awqDaUK9rb4cWmR9XeWDXWB3qCFLANv1gXwWl02gpKAK4qDqMxy4apOKvy1Jg8jskM41emLCd5tafArBpMB4K36LLxVn4Xh2f07ItuatE//jwTofpii3vGf4zKOm0MexXqoAFBnUk3UTlHAi+fDQdy1teaUFzgbleVQHTdrQJQF/PhoAUblhLfttqYAtjUFEBBkPDi5GRt7gnu/PpGPK4uDuGNIB/a3+BSzsfe3+DC1IPw+SpnO8YuByjLwqsbs5XNdXgQlYEtUtufrddlYWNbXW4pk9z57PgcHegYJ7h7ajjfqsnC2y4tHpzThNz1Z6Q/kNsfs073NPkzvCZBubug7ttb3DDz4ktzzzgf7HwMdkoC2kIATHV4EPOGr1b5Wv2JG9z/O9A/Ot0dlue6IOtbfqgvgfJe3d7CrOUHpnsdrYvdTdB28+MGZaH+tycO1XZ293zuRx2vy8DG0YXphCO0isL0pgPaQgNfqsnH74HbMLemGJIfLED2fYPXz813emFrnWxv7vmf8OXqyJ/t+bW02ZhW6NwD7yJH+15aj7T5sbghgXkn/dr9wIUdTQFmWga8f6H8MDRRaul566xFHS5W5YLtEG8DEPmlXZ2Ta5hhsONz/5+FskvQJdBlZzESrzRv1PRxJEuBx+LnKSEZsdAD+/DnzvoiebGkA6Ozs/3vpc8SGvbfFi5Gj0jMIZwbZ5kedEwoz/IyKL+e2S+X6PMnW6WgV+59f3zhQiO9PVg5A/+p4HkRZwH+M1bLabp/zXV48fKQQHxnWhmK/jB3H58Jf5kRKqjOOHrE/2HTurIAZl/T9XRTD9we1AwP9BvQsqo4UWYiuLWoNh5rTAi6cFzD7MvUnsNPlffbsMu+eFUpyangciImbteigFs1N6r5oc5MwsAcKZHMXs03EtiNgc2MWbhvSCbVXnCwNAWWzKC2cpieDJP5X1C7cBoQDfnZ48UIOFpYGIQhAY0jAy7V9wZgDrT6UB8JXcCcuTEad6hn17pbCgaGxuSGsVlHvOnq0PMLM8iZu8HJtNmo6zXnwPd3hweBsKWZBy/gAY0R8JzooC/2CnlsbA7hjSAd2J+gM/+l0Hr4wuhUjcsSYBUgS0RsQu7+6/+/9UyEYeyAq4/xou7c3gBr9vTbEZaP8pSYP38xpRpZHVhzgiA52JrK/xYcri/s6Jr85kYcLCsFmIxRr/6kga+hRpgomR/ylJg/+M3K/WS5Pn8vFkKxW/PpE6pXM1WS6B6XYZWEe1rBAnhs0dHvwzLkcxYAyANxfXYjvTWxO+bDw06P5SQcDrOD0VLR+bG6O2YukGWZD96stxQJ/aqfpRWfGaX0gtpKVi8adqdH3YLpntwczDWR4nT8vYNCg2INDa0BOzcKHiaRDsNaRadkDSKKSM7oI9mfV2WGXRQtQh2QB/zyTg9kKs9kiz117mn2qZ5UpOdLmw5aefrCeRRPdcv7JEnDkiIAslY+QTvQBogNysgQ8u9qHceMlzLpU3UX96OHYNrcZrInbT88FX+l+/u6mcB9VS0DZirIc0Y4dFTBmbOK7VIuJpc0OVTufcZsuzCofYZhLmmEVY4vyaXz95oaA6mCWE7VY9Hyk2e2Mfjurj72vHyjqWewr9pNeuJCDbxwoxE+Opg7UmKE+KGBdbVZ4in6bV/XCbYfbvPj5scRtrA168HZ9Vr9M4IHMrGDy16qK8IvjBfhOdSE6JPtubL88no/DbbHfYW+Lv18tYbNFlytR8m6jcq9xg8KAxEOHC/HAQf3Zn3XdXvw4KrPW7GCyGyUqmaQmmKyWUtavU470HOP1QaG3hrdRQUlIGWjrFJNnllslUV1Rp2jKZMnwTmI0MwO1qbpOaqcznjsn9L7+2dW+mLqLbmd34PuwjjIT0d5ROE+TZUqZLg0iyt1JVrrX87zw1hsebH1X+36LLPRFiZ2tEXD2TOZfwN9v8mPN+fAAfqcYnomn13tNgd4yakoSJZVE+1+F9TciNjdmQeq5qeo53Z99OvF3a406J0Kh8H9Wqdrvwa73vdj6rrptfcDhKfmRReWPHVV/PsRf+w/st/Y76B1IjUg1iG3Ujm3hfR10eHJjpAQlhTU2pD6mjx5JfWwZLrGV4oJm1XFz5LA99zhbr2CJSg4k43T/MdXn79FQzkINKcGfrfKPMzm9i3zFtkOwLVD18JFCrLuYjfpuAb87mY9HVQZ2/l6TmzRAuvqsvixLUi9ocmbhe43+mNILSpQ6s7yBkhncsqjE707moz4o4OEjhYoZ83odb09+TW9TmOY6EO2ysXyBKyW4rNu5aFDNaXWf1Vgf/n+wpyrRiePWd55blGd9x8r8OBUA4Pln7JvqKoruyD5PZv9ec8+R2loPTp3U/p5qpwMPZE1Ngq5tm27CizmHkxv+52QefnncnmShRA6kSNAwItlsJzHqofq5p3147pnwfd6Ka0pdnfnvaaWGhvD/tXSBozebFetA9LYl6oM6OoDXXu3rn4kuyUiPdtKGPgiZS03ZKz3rPmhhVdk0u8p9GNo6bS6qSfL02WzsNRjcrWr198sGSzWFW6lMRrz3NUw/aomqVbqpwfpyC7uaA7Z8jhpvaSgv8cy5bMUaX9FOKZSwIHeLX/CQyE5ayhNZzYqSG50pplWe7cz8h2vSr+6iee+ldup6SwvQlqQsZyQgpPTwaZVX16buW6hphhMDWMm2pdtZVRqnvs68902aBeeSAUsauOx+LmoLhcvb6Xo+N/t8iX+/nuuJ3utws5qBRQu1mjgLYcPr2vePGBX/MLOmfa9IyYuof3ppjQ+NjX3/suEN9UE4PeWW9NwZrMx8B9xT1oU0ck/I1BKGrgBdLqp7+G5jFv5iQmmDZ3VkUZvpzbosNCSZMme3ly9kWV5OIGJzVGA7VaB+s0uC4ESUOY5bsGCO3R47mXhQJtWDU3ouxeos99ytzVObonbl6id92G2wHuHO7ep+/9WXfVibZMGXSH08OUm9RUekaEdjQ2RRQnsl25bpQG3mupmqqwRTSkjYGU/Wcx4cEIei0UXPH2QuLQvEm2V9zwLafzmd55oZYGY5csjhMhUpOmxqsoa7uoDOzqh/0LCPqiwucSHH/V+JlgVVL16059q2b6+1M9xOnUr9PZosuI6H5PDaVERKDF0NrDw1ZYQP3nUqFt8y07amAKpbfdjRFM5US3UDlCHgL6dzUROV2XXeYA3KHxx2z/T9N+qyHSkncLjNm3GdDyIiPY5FlarYn+KhsLotcZZ1bwddhuJA4WmTaqxTetu+LfVxYHT6X0dH6h7kO2+p/4zNG8Ntbo/KED12VMDqf3ohSfZnA7+7KXnbX1uX3oHdgUIKebF3jxdvvZm510ZZCs8E2ChOxR9Ocs2RTPXHuKSrkCzgVEf/47rbYDXMTfUByDJwrssTM+tL70LZZmnuWRStPqocRc1pofff002qgK6adQheeM6HF5/vuxe5aYHkrp4yVqdOuKdNbrBta+p7kdJ5bdQPjxTgmyaW4Ms0VtfodjvXBpQBYEtDIOViWPHOdHrwds/NTK/HTuXhiTPhLK9Ub1Pb5cHeFj9+fqwA/3syFw9UF+JcF6cNG/VeYwBfP1CEly8wE5mIBrbfRC0+uMtAWQ6x54b2Zl0A3ztUiLq4BVC7HVhp3AlmBBePH7N2W0ki8PKLXnX1em106KB9x0j0NNr6+uSvjaygLssCdmzzoKMd4SxqWcDaF71oarKypf1F2n6mRsBLa7zoisoC42B5GunZV50dAra/l7pvn3TX2rjftWQo79rpwasvh4NKbTqmhUdrF4HTHR5sa/Tja1VFOJGibj85a3+LD1sb/Xirrq804zvZ4wy957Pnc7C/1YefHC3oty6Dlv6L2dfJyAJ5O3f0HZPvbvKitSU9+z2nT2V4rKEnuK21hMTFi/2zs2W9mbUaD432dp2fY7IXL2QjZPL509CdecebmdeYZNnyO7Z7sHd3Zt8LDaZIWNc72lifhZE52gvF/OxYeEG3UTli7++f7PAi3yuhNGBtb+5AkswwrY66rBN2MehBecC+uQ6RLLs36rIxNT+Ef5zJxc2DOnC03YfqVmb2ENHAsr3Rj8uKuzXV5I/3eE0elnZ29i7Q09AtoCzq7SQGulTb/p4Xw4eH0N5uzcPoM6u9AARV9XrtZNXCIamcPeNBaam6Psixox4cO9r38NPRIfRmMNtJ7PZh8+bw5+7a6cGVc8PtP340PQMY0UQR8OrcpBdNrMVttWBbXwmh48c8uOyK5MdgsCvxvrXr8trWpm2RrCOHtQcKDrd5savZjy2NWfi3Ua0Ykxt+3vrOwdgMtt0tfozIEeFJ/0M+I71W1zcLeGFZEACwMXu84fcNJhic/luNs+ukhLqBhgbrDsbmZmDj2160t9l3wCcMill0wZFlF5WWitPYEK4HPX6ihJmz+i6CNTX2NHjTO+6I3dR1e/HPMzn40LAOS94/U0pfHDsqACZNyjl6WMCgQTL8Co9ox45kXjA+nsFvaN0Juq/Vj5cNlLv4R01fLeRfHc/XtcBRW0hIeT1+R6GWb23Q+AXlCYdvuvEePVLQm92mRJSBDosKxf/6RD7quz340+k8vFWfhfMmbF8ionTyfyYtWPl6XTa6ezI/jrX7YhbXFTOyInB/Zj0Mbd9mZSfR+X3R1Oh0C/oY3Rp2PuBHdDX09TsjD/2hbqC21vl9a0RDPfDsah/O6HxI17MAlFOkUPq0NWLtiz68u0lfPzk+ozSR35/Mx5bG8PPPb07ko6rVpxjYers+C/ceKEKdykU4yTn7Wnz4WpU5U9rNiGWeOG7+/fXwIWuPw+oqj/33mgQb26oBLNHiRefiaVnwL7LY7+mTsftAywBbzPt1aXt9U6N7rnPnDJZfTaRTRMaUvjhY7cGpt65M+bqYOuMJ1NZ68PyzPohxsbDqKvccE1bK2JB5XbcXG+pihwm0Bjy/e6gQTTpS/I+2G++ANobct2t2J5mq9K3qQnz7YFHSoDMREbnHuovZ+O6hwt56ygMlQ1n39Mc4dXXmdRStXhlcj/WvxvZlai841y85miSrV+/DotXEqGBkU5OA1U/68NwzPpw66b7+nVqHqgW8vj78vY4cHhgPStEaG8KLUjY26PhlDdfXXe97ULXPndtX6T7xx1N5qEoye/ARlUk9/3cmB/dVuWcdGa1OSmUArEuwsdKfTVjYPiJSNtJtrM6sPXnC/mu73d22A1X2fcfzKRYIBmIHCSL9qM5OISawp6e0QUcHsO6V9BtQjOiSBNRGlWA90e7F+trwIODpDo+m/v6htr7g9AMHMyOYDABtreouCLUX1F84NrzhxftRi07v3aM+sJ/O5dAMnSlewd3f/MULObgYVSPy2zpOgj+c4gIVEW/WZeEfxTdg6qlufGJEOzpF4K81uTgYVepjd7Mfs4v6VgLY0+xDZZaEQVnKT3x7m9P3Yk1EZCelhfTMsKEuC7OLgtjWpL+cRjoRTQpAdphY7uK5p30YNt89s2/cFqTt6hQSZokEg/a2Ra3Gw6N7/9ySpgs/xdu9q+8YvXA+fQPjakVnmQPAvr3h76x2UcXIA6IgACENQcbDh5zdtm/XBzA1vxtlcaUCtzT4sfqccrDwTykCkn+vycHlRd2ozBLxmxP5WFzWhU0NAdwxpAOjekoUbk/ze9C60GwslZti1j0gFzHxMtzdHV4ENtfBMIEsI/E6Cz2nbnzGZCodHUBOTuKfi5L2zF293tmQuk+0630vxk8IR5KjS1sZCc51dQEvrUnv+ER9twc/PFqAy4qCeL/JD6nn4B+cJeIvNXm4oaIDS8rVdZ4aM7B+shaR+utqNNQLaKgXMPsy7Z1oUQR8aXrYGWp2IA2Or8iULDLubM/0if2t/oTTov5xJhf/ONP/3z86rA0zCmNTsHY3+/DXGgbsiYjU+N4hazK33qrPwlv1vFc6reHISGC4060Ie+Yp9/Vqo1ejj3ZURw1YIjVazw6K+XuWisvke1s8mH2ZBFkGXlvnRTAI3HyriOYUC2wePiRg3HgZO7Y7ezzXdnmw5nwOXrmQja+Ma8EPDhfgi2NaUeaXEgaT1djZHMDOqDUAnjkXjlqtOZ+NZeVdyPL0RYCOtLlncE2rbx4o7A3ekLuYuTDWqZMenDrpwaq7nJte1H6hDHubla8XL67x4bY7Qtjwhrbv3NQkICdHTpjNffigBxMnuWzEWYmBgHK3Swep9YgfpPtLT9zlTJcXL57Pxob6LDw6pQn1QQFdkoAh2f337UCZvei4NN7O7ntioIz0eE0ermwLoqFbgCgLppQFISIi0qq1xekWKGs/XwHAhbUvXK5qPwPKZA81dV1PnvD0m/re0QGIKWaY7HrfC0DE8aPOHs8/PBpe3DwoC/j+4fAg5hNncnHeopqcJzt8+MOp2GeCg23p+4zAYDLZpb56XPKf14czJrU4sN+DwYNFdHcnfs2eXe6651ZXCZg0JTYaJ8t9CwhqyVaWJbhhCQtbbOhJJKlq8eGPPTNMFpZ2YUJeCB2igL/3lK65bbA1i/tlstVP+nD7ndr6861tQHGxNe2xmiDL6k+zw0+sRndrW+/f20ICvmtRxhQRERHRQBLJdlr9ZPoGVIiIiAaSykFSxpQBWr4ihFdeyow+yPwFIg5VC6itVbdvPB4Z110vZsz3J9KisiQHj92/TPPv8WwhIiIicgEGkomIiNJLpgSTAWRUMHXTO9pmVkiSkFHfn8gOmXP1IyIiIiIiIiIiIiJLGQoot0sDpMgMERERERERERERERkLKKfzKrxEREREREREREREpI2mIjG/PZGH2gYBMgTIMtAYYsUMIiIiIiIiIiIiooFCU0B5SJaIvBwRggAIALY1BSxqFhERERERERERERG5jaaA8i2DO9Gd39H79yuLg/jvE/mmN4qIiIiIiIiIiIiI3Ic1K4iIiIiIiIiIiIhIFQaUiYiIiIiIiIgorQQCstNNIBqwGFAmIiIiIiIiIhrAiktkeH3pE6CdMlXCTbeKyMtLnzYTZRIGlImIiIhc4NLLRSxcEnK6GURERJRCbgYGMa+5TsSwYenzvaSepsbvi1V3hbB8BftTRtw5pN3pJqStoqL0OYeMMhRQFgSzmmGP705scroJRERERIoqB8moqHC6FURkREFB+EHyuuUhrLor/N/wEVLK37tijohVd7knAJLvDbc5xyNDgLUPx/leCfePb8Y3xzfzeY3SxvUrRNxwY+YFLpPFeGbMFO1riAoVFeFrkyz3NTqyP/LzgcuvVN/ecRMkTJnmru9nRJk/9Xf5+riWhD+7vKgb15V3mtmkAeH2O0O4drm242jYcMlV938tfEZ+OSCkV+Q9x6v9d/K9ElpFJnIbVeKX8B9jWuATgLNdXkgysK0pgK2NAaebRkREAGYXBvF+c+Zfk7NzZHR2uGtEfMYlIhqLtyMv71Knm5J2Kiol1F5gP43M58vpQKgjR/PvXXaliLIybb8zY6aIESPd9Vw1KT+E7U0BfG1cC757qDDpa3M8EjqkxOfh4CwRnaKAuSVBdElAkU9Gtwy8eCG8fWUAhX53fX/KLLMvE/H+dh3BgARuvT0EQQByc017S9VKS2XkTX8Pp966UvHnfr+M8goZZ8/ouzcmCyhPmChjzy5db2sJueeyUVAg42JtuOH5+X0/HzVaxrat6t5r5iwJggBU7TO5kQ6ZVdSN1y72P+Y/OqwNoiygTRRQFggPHE7I68YNFZ043elDeUBEoU+GIADXVXRh3cVsAMD8ki6IMrClMcvW75FOVtwU6j1/hgyVVJ+DEyenHnR2q4zvged6je0cj7ueOR23pKMaHx7Wjs+MbIVHQ7bCveNakOMF/B5gZI6I0bki7hjSgSJf+p48RER2u7woaMn7lvlFjMnNnKyMZFasdN/3HO6yQJLbjJ+onLkxZpyEggIHGjRAXbssPbNndItLnJnU88A3ZWryvqvWYDIATJwk9z6E3nhzCIscKn1TGQhfH2cVBrFqcAe+MrYFeT4Znx/dimKfhE+PbFX8vf8cq/zvAHDroA7826hWfGNCC5aWd+GGyi7MLw1iUVkQD04KZyNPyR9gxxbZrqTUvPvs3KtEeA2l5RmUIj4x+zIJM2Zqf8YeMVJK+v5zrxJdN0O9vDy8X2fOTvx9Fy7W1u+bOk3E1DTPVF5Z2YGlZV2YVdj/uWFGYQizirpxVWn4Zw9PbsK/jGjH8BwJc0uCGJ8nojKr//Ys9Uu4bTAzlpPJiRqDnneV+nOwtNSCxtgk4wPKkmzsqufV8esFBoOkXx6beOqBU1ZWduBbE5pxVddRzCzsxrg8EQ9PacYjk5twQ0UHPje6FUvLOnH30HY8OqUJj0xuwj0jWzE1vxufHdWa8ObzzQnqv+vXxzWb9G2IiCiiPCDiy2NbLZ7Q7B5CGvR8ioqd3Ru33eGu4E5pgkBAdlb6lF/LL5DhT/MMzKLivj8Xl6T3d1En9uCaOj08sDF1euJ+/vUrlc+dvDz1n5qVDZQ7UPqmyCfhziEdAIBlFV3wedAbVBiZI+IbE1owIa9/kOU7E5tQlOTYnl8aTDhLNOABvjG+Gbf3fG66W1rWicVlXU43gxTIcl85GqOcvu1EPr+iQvlalJUFFBRA8xT6MePC75fovlpYGN5+t9zujj5CRYUEnz/8Z2/S5HN1+z3yvadMkzFlmrZjZdZsdwWgF5UF4fcAd6i4tnoEdUmUBT55wCVbTp8hYsYl6vbtpCmx52O69E+NMlZDWdNr7el4Pjy5KSaD6/Ji/dlcI7JDmrJwI+Ya+EwAKPO7L2t3UVkQBQorvgoCsKQ8iFE5Iq6v7MKsou7efx+fJ+ITI9ox1oSst2vLO1EWGAgPL0REiVnRNynxS/B5+qYNUmrjJ0i48RbzHqhy4mbVB3rud6NGO9Mf8Hi0P4haqTDR4iaCjNKyxAdu5GdOrP5eMvFo75/9fhnLbxCx/AZ3PXAaMXSo+/qqZssuaYz5u0fFU1OiwPHIUe7fXqIMjMoV8eiUJpQHErd3fG7ftWFGQTdyDVYRKPbL8GXIg/d1FV3I8qTHzXRRqTWB708MbzPlfUpMHrSSZSAn16SAssPHq7fnmXzUGJOPtZ63S/T1IjOCfDZkZ8+Zl/p+efVidddVOxIJxox1z3kfPZMkEPfdI7NQ9BiT655+oV0mTZExcnTqfXvNdSFMn+H++7wVbMvTkW0ay/MIwG2DOzAqJ3zA5xq4qX9hTJvmDOVHpzQhz6v/M1n4vM+lPQMDj05pwrIKjvYT0cCUHXUfs+IhZmlPNpV7usLu5/GEM4DMEr9fR/V0XocNt3+vJJrOX1Fpb0d5zNi+z0t02AtA0rqzi5eKuP3OEK53oMxJdnHfrKqbbwt/flZ2eOE1p0yYaN4+HDte37E502VZXMnkDb7Y+2ej7c7WXopZ8zRtQHvgOjdqsEVUOatzcn44eeT6ik58dHh7wtd9aUwLbh6UGZnHanmF9BmcXVjWhSssKKOV65UVE7LuHJL4WFGSlW3uhvT7gWlJZhdoonCqCD0lcuyYiTJ1mjX3496+iAsGeIaPSL0d1faJ9ZQh0spjXnluw8bkKN87BmeJ+Mq4xOWJEnl0ShMendKE4jSfZdWPoO48UjOYbMcgi1sZCyi74GKjxO8BxueFA8oygM+Nak1Y80vJhLzu3hEYLWn9XxwdLt8wMkf/6I0M50c940Xqm9npA0Pa8cGhHXh0SuxnzynuwjUMuhPRADI8u69jaMZsn6+Oa8FHh7Vh1eB2PDK5CeN6pjB702yhXSdF7tNWBVlHjZax6q4Qhgy1f58kyuAqr7C3LSOjsrMjU1rjlZSG90VRggxmQXCmT5VsVfmAk+teGtgWw0eE98eQnsxkvQMq4yekz3XGF+gLto0dZ6zdevZ7RaW2zywulnHFHAk33ar+OSRSfxQAVqkM+F1VGsStgzqwKEVphyHZEhaUWlP3343u9G8EAFxS2O1wS1L79oRmFPhk3Dm0A18c3YIvjWkxbV0bGcDDU/qXKbyiuBtLytQ9w123PKQqiKPWZVeIKCwESqMCi2XlMvw6Z78qXUpze2YnXHe99YNmZeXJf643uzvyvlpuFVlZ7rmmX7VQxJJr+l//3BZbIf1mX6r+/EpWPm75ihCGztmZsGxMNDX37+QlVzKbaysJGknHB4CFpV24vCiIq0u7MCpXVKz5lcinR7bj30aFp+vkaMg2Hp4jxfxfD0kOj25/xSV1lO8Z2dpvqoQdZhcpd8ZWDenE8oourBqsbZSbiChdfWR4GxaVdmFSXjdmGnxQLfJJqAhImFEYwpyS7phO9hXF7n8IdotIJ9WMRTQqB7lritzgIcr9nujpnNOmG+ujRZfyEFQMZOTmKv97Xn74dwNRD7QLl4Sw5JoQlq+wb2pmfBA+2cOHkw+2U6boP9ZGjgp/x7nzJdfUz7Saxy/ixltCuP0Oc4Nbluk5trQEr2fOljBlqoQP+d/CJYXq9qtXCNdFjp/F+fDkJtw3fuCud1IohLOxlRazcpu8qDKGw3MkDMmWMCHPnPM68s5l/r77xPSCcP9CzSze7EA7CouQtJyRVkr3NQH6r8dKv7dgYXght+xsfe+pR6KFBv0prgGJBsMj30vNdokMXFm55oPWmSGDB8sxgwaZ5oYb1Z2j8Xvkrp7BwhsqzU/Ks3s9hcpBMqbPUHdczE1QNiUnR0Z+PuANhDB/gfHr9fwFInIS9FNvvCXk6Mw0O9hWQ7lcY4A4zyvjS2NaVAcObx/cgRsr+6ZV5XiBu4Z2INvgaMGoBFMGItSOtKoVOSXd0hkZryEQb5ZHJjelzAy/LEHAmYgok9w1pB25XmDloE78y8h2w9fke8cnHqzUswhtJlITLI2UWTCjLl+iYKlT4us5K/37pCnGHiCiM6+VVsEuKOz7eVmSoEL8ITt3voiKinAWWn6+oSZqMm9+7DETCXQD4cX4zFRWru39blsVwugxEq5dHkoZZFDD4+mb2jlsuDv6qkZk5yTfnllZ6s/zXAtqdV93vfogn57gWCAQXmwwVzCeSewRgJJMmxKtUsI67y40o0D5Ger2weaUJ4n0Ja6NKlf4sSSlUeIFfOFjceJEi7epYO5k6/z88GJughAO/M2db/0zdGGh9t+55roQrl4k9cv09EYF+9VcSwIBYNGSEObOt+A+0DPQbHRmSKbR21+8vLgbj05pwpR88weDI7OXrGC01FRegn7gpZf3tdmMIyzZbMKsLHUlM9KZbV8voOOKPSRbwiCVgdW5JUEsLDN/WlWq6cXLe26WE/MSBzgvLVTfLjddNj9p0qIKqTwyuQnXlXfi0yNb8YEh7apuYgNthVE3y0mTxUeI0lGRiYu0jssNDfig8YyZyTunOTkyJk9Vf03zDLAyIbfcHsL1K0KGs2yjs6qUpgmqrQ8ZeViQe2q/mhEw1aMkKlN93HgJhYWANyuIqdNEXHV17DFXUSmjNEFWmRpatv2tt4fg8QKXXSGhqCj8b8U6s8mUAvtXztF3fXJTts648eZdY63IPtcSMKpIUJZmyjQxJlgUYVXAa0q++5M+zC5XdM117jmmU8lO0G/3eYDPNb9p6L1vHtSBkT1luvQm/4wbVg3A+oXUtEydj5fqXM/NDa+BEHDhgvLFJeH2jxknY/mKEG6/M4Rx4yUsXBJVXk3lti+vCNemNtvknkHrdAnEzV/gnvP/mrJOWxc5tXLWldESWYIQnjkwOW52VvTxbfQYU9Ofc/I4Vrr3m822r6f1YHPL5TdVsz0C8NCkJnxyROKR1zkl6gPKksoFMaz2/UlNmFJgz5RGQQivijwhT8RlKqdcewTggQnqptVdXhS0ZNGJgSwQs0iY/Wer2TMD7HJ9RWfvYpPkbsOyM2dKd4lfwqNTmvCZUfYMErqZN0WvR2tfxYyO9FgTA1pW8/kSZ3yYraw0vG2SBR8j23/ipPA2TFRL2U6Rch6CEM5Wi8+U9niAJdeKurNZtZQb8Zq4SIxSgMHj1bdwVnQGtxZ6650mk6jEix5OJzskemitqJBx7fLwcTN3voi8fBmLl4YsW/Tz48Pb8X2D66/8ywhr71dXXS0lrXWulZsCX0YSPUqkDvh09utvH9yOBaXBmPtiiV/SPMDg92nvfy1eqn5aeWRWQmGR/nt4ntrrtzse6xUJQjirWhCAWZdKMSW8lK5lyfoqZtdRNm3xRJs4sd5FIssru2wtrZWXp/13RoxMvX+TLSKsZWsPGixj2gwptjRH1B+N1j5OlagCaDs+ohekNmrJNSHcusr6wQ7bbn+lJmZZ2UlN59DvST5VWMs5bdflaHxu4pv1v45og89FHSOjCnwSbhxgq0zHy/PGnn8zCrrx9XH663SPNbDwpBluqOwyXGddySdHtOGa8k7cUGHu8TKpZwbDgtIufHBoR++in6TNf020Z4HQH0xuwq2D3DFoYcaluMKCcyVTDR+p7S5sRqfdznqLrpFiMwtCOIA5+1JJVQB7yNDwIoZ6F4rTYvQYc/qzeo8do4v6mV2W4fIrJO01NHU0YfolIoZbEAAtLjbvvRItaGmXocMSHZsC8vOBVXeFg8jXrxBTLuplhEeA4eeISRZMzY7m4jifYbPiZsYOyRIxImqQ3Oxg05XFQXxnYjPmlvQPHN83viVp0pVZysr76ryncv0KsW/hSr0BZZUDq2rfPlvDwNycuLqw8ddfn8/4dcijMCjhSzJAmahUlh4LF8d+v0iWdyTTctESdz1D5USVTcq14R6QbFB5RaX98Q49971Jk1P3oyLHdb+yVDrP2egZOWacIxHFJalfo+Wa6+jCzTrZUkO51C/hziHtWFau/gE9spvtvuHfHlez2YzP13LIyjb1RReUduHRKU29ga3PjGzF9yc34aFJTZhocSfOLKk21UOTmnDb4A5cV96FHC+wNElWa4FX+wOixzV59Kl9eFjsce0VZN0ZCBFfHN2CpWWd+MDQ2JvXg5Oaem9og7PCF28tNdTjz8FE/m1UW9Ia61qz0r80pgVT8kNYXtGFwdn6AwYfGdYWUwLHAxkfH96Oe8c19y5wOVpjQH6mhrI5QHj/RuhZ4DNVmZ7FCc6l705swg8mN+ErY1sSTqk0ItsLPDqlqfe/r6oYFInPCL9nZCsendKEOcWxq9NPj6op6BVis/Cd8JFhbbiuvBNjco0Hg1OtBZBuLpkV+30GD1F/vqbaq9NnaDv3o6d6pppCPWZcgkVwNH1iBlLYAENdlO0TL1E/ze6FafTSm0mZaFrz4CEyrl2m7Rqj5gEs3sRJMmbO7juHlt9gXV916jRR18KDEyY5ewxEl16h5Dxe45lpycT3MZyU65XxhTFteGBCMy4rCuL6CnMHzCfkhZBrw7Rqs3i9fUEbqzNL1bx7RUVsuYlUho+Ie1cLvoLW7RJf2smIisrYz75mmYj5C0TcfKuIlTeHUF5h2keZInogY+5VxraDmlk4viQlRrIcSAjU04ctKk79msh2vW5Z/ACDvs/MywNuuS08k8HMAdVkAy1Oix74UhokMovlh12xT8KnR7Yh2xtbnN+t4kdXk2Uox2d9msHu23Fuz8HlFQCfEM62zhR+DzCvJNibJVGcYKGQhaVduKo0HHSKDvTdNrhDsaxGqV/EsOwQCntGt/5tVKsp7f23Ua0xQa1I/e5Cn4Rh2QZvUD3H8dAsEXOLu3DzoE4U+WV8bJi+KYUeIbwq9PWVXf0K/Ac8wOKyIH4wuQlfGtOKDw9rx5fGtPYL/hb5+p8/Kys7FDMcgHDAN1qeT8acntdGB/cfmdyERyY34c6hHb2r2qpRFuhrzwiF7V0eEDEkS8Q1UcHUoT0B8+jpfJcUhrC4LHytG5MTwidHtMPnAUqjOgkBjedZohr08cHijwxrw+VFQTw0qe+4rcyS8J2Jzfj0SHXH6djcEO4YknyEe1lFFz4ad+wMyRKR4w1fSyqzJNWB7Pj681cWKwezlVaOrwikvgbHB1Mji9qtGtKJR6c04cFJTZiY191v5eMhBgYVtFhQEntfvK68Ew9PbsIlhSFcV9FleAr1f45pwTXl7r73XnqZtutbbtz0uoIC89qiJougYPjZ3j8HNGTEzpol9S40M9DJCNf3Hb7gPcWfW1070w3ydZZ9SGeRUhd6AnmCEP69W1eFcNMtIUtHYvx+fQ+Jgwfr26fxg2SkzG/ygn9WBpTLVPRP7Jbvk/GBoR3IT5GdNy3Bon1KhmeHNL0+FaPJLokkGhAza8aJIYK5/Rgzro0FCrXbk92zshNkKJuRCZqbGw5we7zunNE1eWrfMVSiY7A0WqqybKkkeoZKR5H+eHw/20gGr8+vfiZDJojM2lt1VwizZlt3rbM8pv6NCfqm1duVqZtKshtbsiYur+jEK7Xhq56WTDe7vnakWPudQzswpjGUlhlsuV4ZAUFGUKHu9M0KJS6mF3Tj6XP973g3DuqEJIdH2At9Eh46HL6LzuupfX3zoA48fz78ewGPjHvHhwNzG+sDeO58TtJg7+KyTiwt68LOZj+ePhdemnV+SRc2NcReHW8e1IHROSKGDW3H3hY/ZhV2o1MS8J2DhRiVI+Kjw9txosOLXx83VrzS55Fx+5C+wNn0whCmNXVjX6v6FRWuLu3qDZhGeCFDhIDcqEGWSBmYmYXhjuackm48e16GKAu4urQLKys78WptFt6sy8IHh3XgRLsXC3sC+9eWd+J0hxcH2sLtKvFLGJIt4SPD2votNPDAhGb4PTK+VR1ecSg6IFSuoUMffe7l+2Q8OiVcXuFrVeH3/fLY1t7vtLwy/P031AVw5kIObhvcgdvQ0TtoMT5P7P19JQtLw78fuUbcN74ZPzgc23u7vCiIbU3hu2Zp3PdYWtaJS4u6URxXSuiSwhAuKeyfVZXrlTGhp02yDBxq8+EPp5SLXn14WDgA/uiUJkgyIPb898DBot7X+ARgRmEIX8lqQUgGfnasAFfEdWIK/TIemdyEUM+Gren04lyXF3OKg/jpsXyc6/Ji1eB2zCnp7t3GAHBNeSduG9yB+w6E/+3r41pQ6JMSDnZFb+dTHV78succGZQl4oaKTgzLFvGCkI1uWVCsixzwAP86sr3nzzKCkr35otdWdOKdqOvBdSYMvA7NEnGmK/ykbCTb3i5jxsnYsV39631xQYBpMyQcOqiuF55s8Zgp01TWXyxtBNA/RaakBKi9kPj3PN7wc16/+/wATVH2+gAhDRd19fnDdZJPHI895ubMFXGw2qO6hMKVcyWseTbxcVtaJqO+zvyDQ82gyaDBElrEerTXmlsXYeYs49cjb09madDKdd9sPifNmC5uZt1Ft1qwSMQb612cDhZlYl4IL8X92/jcEA63m9P+qfnd2K/Qd/+PMS1oCnmwuTELHxnWhr/W5GFinrZs+3klQexqDiR8xorMQOuUBHx6ZP9+uRFfHdeC18x7u15WDh4ko2bTaCnVpFjuQcP2VzuzQ+k+oWd2y7wFEt55ywPZgr51ZL0Cp6nZLnl5MtraUm+DrGygM8EEAjUZpgNl4e1EAxjRzCxrYbVpM/qeP8xqtZbFjydPkZBfIKO8WN85ZeiuZuUxuzJSv9LhE2NiXggvJvhZsqD3NeVduKqkC/tb/Rim4YFesunYH9/Tucj1ylhYlp6jWV4BeHByM/55Jgfv9QTe7hzSjisSLOyX75PxH2Na8LNjBfjosDa8dCEbdd3hHoZHAEb0BNU/O6oV+1v6OmlXlQQxKS/UL3h3VWmwN7P5s6NasbE+C3ta/PjQ0Hb840wusj0yVvQEHueWdONIexCFPhk3DepESBawtTGA+8c3I88n994AAgJwac+qyLleGf8+pgWVPcHEkTqzlMfnhlDU0/ZpCgtjfHxEO95v8uMfZ3JVvd9NCrVlH5zcjL+czsW1KTIhvzy2FWc6Pb1Bz+sru3B9zzaaVdjXtmU9QbWmbgGPHinoLdmhFCyNZFp8cGg7BmXFbqOROSKWlHVifkmwd6AgkURZwBFKN+mFpUHMKQ4iW2NH1e8JXyMiAeUSf/8A9l1DO1Dsl3C03YclZV2YVRjExaAXXkHGuFyxt7N377hmHGzz9bvOCJAhK1xABQGYmB/CPSNb8fuT+bhtcAfqgh5cU96Jkx0+FETdgD1C+D8/gK+Na8GjR2JTKCqzwp/5yGTl4Lkg9GXHj84VMbqnfMOnRrRhb4u/N8P82xOa8dKFbLzXFEC2J3w+fG5UK0Roy/IZkSPic6Nb8evj+fjE8Pbe331ocjO6pNQdrS+NacX5LntTI/VMT7t9cAeCEvDChXCPKhJAvmtIO0r8EtZfdGEKh4W0PCgmK6WgNqgTvRBp9ENXRaWMg9XJfze/AGhRt55sRsuNut0UFqZPp3/6JSLGjZfh86FfQDm/ALj0cvXXq1RZNqNGS6ivcyYKMm26hINdR3UFlBcsFPHOWw5FbxRcMkvE7p3a2pOOz+TTNJbrSUfpWFsy2lWlXaYFlEfmiIoB5YqAhKHZEh6e3ASPAHwzp7l3RqVakeN/aLaIq0qD+FtN3wX7q2NbkOuV8cgRM1Nq+5SYnIWeihvOdS2Lyaop95DsO+Wr3G1m1dmurAzXbH/5BXMHglbdpb0k0djxEo4eTtzpnj5D33O2mm2VX6AioCzIuOpqES+tSb6tnBoccZORo2Rs25r8NXrW1PD5ZYwYKePYEfOfBXNzZbS3C1h6bQivxw2MmjpDoYeWbP6JkyX4/UC+zoWPXTvMa0bdSK2yFEZ+jFxPs719wcFE/mNMC+qCHjxeE84WtOs26oYbqFlWDenATYM6kOVJfVEfmi31Bu6mFLQqDgqMzRUxNur4EwSgIit5Rz38O+Gg59nO8EVoQWlscPXDw/qypm8d3IFFpV0oTNFxig4S6r25f2JEGwKecH3b7ATXxxEGM9S9AlQtulEekDRlDRf5ZTw0WV30Relc8wjhBfzUSLR9vzG+OeF5KQjQHExO5a4h7b2fFw6sh9tfFpBRFujfgSoNyJgb6P/dvz2xBWKSw0spizrZIjjlAQn3jW/GiY7+tw2tx2axX8aC0r6BrDyfjFVDOrCishM5PdtzlM57wKgc5exwNYHbsoBk6zTVEr8ErxDOso7O0k5lbs/siUhAOVK7sMgvYVyeiNcumt/WTOFPEJC4/EpR1zS4yGIkk6dKvQvHJH19joyW5sy4A196uYgd2/RdAKOvGfGdXruySiZPkXCgSttDw6TJzge/1WTmGDF8hISiYkC4EP7z6VMelJap+96CIGNQkrIPZj4Ia7nvTJ4q4cB+Dfva5lPU7EXSMhU3U59RCdbiiGyjSLmsIh0B2ujfmFnYjb/V9P091fOQHhPzunGwTf1MSauVl8uYMVPEG6+F+7sVlRJqL+gLMA0eIuPE8cRH7px5IoYOM3hfifv1mQmmto8YqX7fmXlNylXIV5o+Q8TePfZGRsvKZBw9nPjnahdajKdmW6lJWLjpFjH5oFnP5zCgrG6bVw7Sfl6Vl8sYP17qDShfc515azUMGyHjUHV4gdx4MX0sk7qZ8W8TSBJgTjZ7Uw1j4XeTLjbXJFksTQ2lacx6aF28yoyL7dBsCTMKQ7i2Z8FCpYxCK2RS59XTE9TT+p2sqhk9JFvCf45tSZqt61MRpFaip253pF5vTpJtVB6QVNWCzvGkbwaM1oXwIor9smUZE7cM6sDnR8du98uLuxNm2WuR65Vjso3NUOKXYzLJzeQRwoHlgcSq0k6XaVyQMt2UlfdtuEhN1oVLQhgyVP/1acQIWfU9RI6aAlxaCiy5JoQpU6WkfaKS0nA7leqyxpfwSBd6FyJRWrzQG7Wg0/Ib3FmCa/gId9z/AgGgcpB1bZkzT+qdwjtnnoRZl4oxq6MnsuyGEG68Jfnr4hdbMkIpSAEo1GSXtT2uDBsuYZTNNRazsox/np5sLLcL+GL70YkGBEeO6vuzIMgpp8KPGx/+uc/GbNhChXVD9LisKIivj2vGuLz+59q/jWrtXTfGapFzSusWVHr93T0JN1Ys5gxoz2ZduFhEaVnf3wsKwtc3PVINxg0fIeteKDVi6PDYY2vUaOXPdFOGf/EAW0C0UCELfeVNcWsQpdg/GRS6SWhsgsWr9dBzNZkwMfa39CwgnMiMGRJuuiUEfyBcViyaJXG5uA1g5WLXrlj2ZGqBsYDwDIO/H6E0ipts0w8yMZMtUk7BrpIXZK3BWZLhxbSU3DY4+WJpRqiZFdAhueKSoYuWWuZ2uao0iJFpWL+czHGTQq13LYZkib0LQ0aLlBYp9WfmsRUdyBwxMnxeV1SEM4HMkpub+L182bFBjtKycA29ZJf8SJDr0sti+w0zZopJV+zORJdf2b/vND1qur7VGbjx1C6Od8UcdwSUAaiq03z5leac/+PGy6qyqwoKkj8QT5os6X5oylE4HxO914iRcszDmgxoWgxz7nxJ1zmZX5D6M6ZNN75P1C5iWlzS1x739X7U8ftiB0fVBMSWXCumPM6yssNbpNzcEuFJCdAXEBqbG/uM+4GhHShLMBvGrNm98e28taevMj9mEeFwG2SFGstaRRbWzjcp6K5FfBmCq64WFReFtWJKutLgqh6RfpDVhpgZkErwVpde7ly/NS/P3O2oWO86wxRElSyLvufoNfsyCWXlcr8A/KxLtR8X06ZrP7+0ZjVrmVEnePoWGBwS/7wS9dcKHZnVqj7fwhEJQ9Ehs9qlJ+sSAC4tDGJxWReuLnVmBfuPj2gz7b0i07GVym4QRcwoCKHYgQ5XxEiTZgMQpYPxudqOd6UA8dxi5fvTXSO7MUOhJrgWXxrbiv8Y24rrKztRHhAxoqfOerFfwvjcED4wVHvA+uPD2zR/b7cwlOUT16FRyiYBgJtvDcGXrT0DPBIkzcqOzZYqUl/pJGMoBSfVllQwU2RBQDWBQMDg8aVDvweONDJvgblBgQUL1b3f3PnhAZoFCyXbM8qvvS51GydPVd6nWvb0mHHqXm3mAJtT/D7tM6JKSlRkwvf82KwHbLUZ5noWzIpfvyXateWduGlQBx6c1ITvTky8ELRWkTJaQ3r6FPNLg3h0ShNuHdw3o1jvtlP6tSwP8IGh7bhnpLrn6qsXi/BHBdXVLjSnJH6mjZPnzdWLkl9DjAYoBxsMCBvJcPbHD4IkOH5KS53Z/stuCKHE5KxppYEJIy67wj2D2lZavFTEdctjz4U85XXkk9JSQ1g3ndfBYcNjj/Povw1OUjZMi6Ji+84lV6QbJis7kGw/+T0yVlR2mlK2YFKe9k5LronTVGcUdGNlZQduqNRf/mOiju9A6UUQgMkKC+tZzQMZpX4JHx2euk4yUaa4Z1Tfw82nR6YuCTNCYeHMRLWgryg1L+AyMkfE18a19tbz9grhtuvJVppWEEpYm9EpiYK7AJCTrb7DtOQa9d9L6WG5olJKOOU6/EvK/3zLbaGEHVs9Nd6sJHjVHzO6AwoKv1daBtx0a0jXQjt6RepWTpsuYbGGYyNi4uTww11OjjX7MEehpMO8q9Tvn0oTy0toNXSobEq2UkRh8jV1e0VnFkcPXFiRmBNdpgUAvG5blSaqeYKGDG038XlV9nfjdrCWevhqB5S0fL6SPK/5+2BZRReuLg0i4EHv+hNmGJQl4f+NasVNBp5JE1HaCoIAXFbUjWIVJUhuuyOEykoZS64JXwunTRdjFprL1tAnSPX6aQkWaRM81mTRxvcHpkztCyCWV8gJF+RLdfgFegY8nLwnBOJmfVRWKLelqNj6tigxMwP96kUirpzb/xjJjc+AFvqy1GfMTH1MmVkyyizZJpRrUsOtA6SXzNQX5LdjJp4tAfUershQ1ltH0qzPf2RyEz6lYkGxiM+NasWycnNvsh4BWFQW7K13q0Z8zeeSJKPYREYU+GTcO75F1+IeRJlgQp6Ijw9Pnj2jdHZEFqEc2ROkvbwoiNsGdyDXbcEHF4vOWIl/+FebrQdAU/bJ7Mu0308T9UmUps8PGixh6DD9JQCskiigbNbU3EgQVond9R2Li8PZ4sUlQFlZypf3M6InAzZgoHZtqnqB8cGOigQP4fFyc2XFgLSd+pUSUXmsX79CfXB//AQpdips1EdGFqCy6kHUzGnmWi8DM2enDj5EZ80W6FxsymlDympSv8gi8QMGyaQKRi0s7cInR7TpKr0WOTZ8gowva1zrx4jRuaJt9Zj1KCgIX7/js/7jB3aMDPiNGyejcpCEyVMM3P+SfHyqReCi14swskbE4qUiZs4WbZ9lE60kqh+3YJFyWZF05FE4pysHyRgxMnZVrFGj5Zh7YnGJjEAAWLhYwqq7Qpg4Sf1xOny43DvDKpoP9pULCfjDcbCZl5rTN5ytcq0GOxQUhstsXZai/EogIGPMWHP6AXrXJHELg813Nrhk1oNYsvdR+oajcsWEWWd2qrRgpV1yPz1T5tQSINu2MCRRupkWVa9/TG4Ix9pjb6HR94uPD29DgU/GyBwRD0xoRq5XRlNIiFrgsX8U6tLCzF5MzwxTp1mzkEX826ipGZvyTZJYsNCe+3d5hYyLtcY3klkLfvksyNIzS1GxjKZG9dsq8nDuN9CTTrVdV94sor4eaGkW0NkRtShZimZeuzxxH1XXsa3DhEkSTp/qixqo3bKpgizRZs4On0c7d4T/Hl3PsKS0r7yMJWFJB7tKaj566DAZu3Zq+AUXysnqX7Zp6jQR+/cZS8eNzgSdOEnCjm3932/lzSKef8acp/w5JUEU+WUU+rQ9Ow7JEjE6J4TtTQFML+jGIBc9931kWDveqMtCjouv6UDqQE2ygTd/ALh6kfnbfPAQCefOelTVJF58TQj7dnswfoL+7VxQABQYzMRXM8sh2T30siskTJ/pQ16u+/q5HouP4ZLScPDYG3WZuUZFiaREPF7gtttFPP1U7ME931sFYITu99XD5wVyCoChwyRMnSZh/aupr5lXzOn/3ceOd891RBCAFTeq2D8m3VdvuiUEf5qvpWLp+NBVJdbWNi4zISN3eYX503nUKg/ov5hc25Mh/cXRfaPVarKbC31S3KIKlG6WVXRigUX7cEmZ8vtaMVXPTRY4VIed0te84v6d4tyojIFJeaHeBRfzfTI8AqKCyf09PLlJV81jKwzrKd1RYeAeZSa9s5jiJQo+q82WGZSiPIUbYzbZ2TKGDVffV8obdNHC1gBjNWSUpzJb5eJkEUOHJd8O8+aL8GuYhVNQGJ6meuU8/efJhEmp901paTi7adKUvralCswneziZqmOhGj1KNcwI0FKOJhmtWe6Ll7qrvI9ahXG1EZWyF3PzoGkxwrRhwoW2LGoxvjFjZcUZGH6/sUWmShWeUbUOgN4zss2Uso5WGJ8n4tMj2w0vQJ7jsfZ6lOr6rGWwNHJ/yClrVP07yY4gNZuurAxYuERSnV2cpbHkh5mWXhu7raPPH58PqKiI+8aCOwZIrr/Bmr5uZAC4KEnZNr2U+qw+h7anxwPMu0pSXa5ES0kiva65Ln3u7UZmuSWidrFpILa0jl6WlLwo84v4zsRm3DxIXbA2xyvjo8PaMKNAXa2shyc34V9GtGFBqfFRLicXH/p/o/Qv6hfZ9sNzJDw8uQkPTWpSFRwfkxuKWVSB0k+OF7jZon2YKPv5kyYuQOlGlS4JnFH6iL5VVwZEfHZUKwZn992UtU4V9QjWrsCrxfTCEL4+rhlfHZe6bnQmSFRXcPalIiZFlWgYNkJbJ7hykIQxKUoaWO2SWZKmzIec0kbVr1W7EFU0M6fcag1OF6dYoCQvH7hijvr9JQjAxEmyoYxfvVkpiWopXr1IxNJrk/drvUmSO0tMrHscL3o1eCA2S6lUR8kRJQmzERWurVOmSjGBRa2cvFxXJKilGm9CT1Zjuk+nTUUwuDcS3XuN3JOzveHnYSPyfJk3Z/CK4u6YZ+//GGttP6O42Lz3imQzF4w4Y+h9JvYMJKZajLawUPv1+Nplzj3PxN/frQikWsFQeagkJ2hBAbBwSQizespCGO3jx/96/IBoDjI7OeqGG0O45Xbl/k2kxFWE1r7VddeHFDOnk5lipBSOxZKu9xLHjCQDS8Y9fUJ4hVi1J47fA8woDOGjw9vhjxtNV3oLjwBMyg/pGhWNHwlNVbrCykuh10DmQG5UdopHCG9DNRnKOTrqd1H6undcsynvk+m1kwe7aBohuV923HXUKwBjXVAGyUxlPSty+1Lcp+zI8DMjm2H0mMTneKK+ytjxMqbN0H9tuHqRhEt11GI2k9ZgZ1aR+of7ikqNjQFck8Y9bbry+TpkqIyFi92f2RK/OFPk+C4ukQ2tVD98pHXHa3zN4fhVzs3gVN1opTqaVrt+ZQgjR4X3V6JBghkzJdx8WyjjA8parLzZ/PO7PEFt8yuKw4lS+V7t51Wejt9JB7leOWbB42Qzt5Q4eQsZ2lOiwhswtjh6RWW4HE+y7OhVd4V0Xc/sXIgrlSHDMvvZUY2Kir7rc16ewTeLO/jLymOvPYM9TQY/QL2hZacBAFk2Hm+5ubGDo9GLHBo97gsLtT9rDDdxHQWzJZptl2yRcyNc18X4+rgWNIesu11oHR2Kn2qrNIXJCfNK9GVnZ3pgkGKVBri/I4ZmSziokGj9zfHNPC8ooTK/2Fu6AgD+36jWfgugZvLRk+qWaSTDT43pM8R+K58D4UyFYNxtMFk2z2VX6Lt3a+ozRL1Wy4JOA4nROnGBgIxgUMC48db1xXQFyh126eWS5mx0JaPHWHPcTprcfwFKr7evxrFRY8dJaG5OfLJa8lQR9aZmLtCnVl4ecPkVEnLzwosTKhEE4+ec2wQUvk+yrPuIBQtF1F0UNAUeAgEZao6eRFOGl5R1YVFZl661T27pmeU7pieb90qFMltkr6nTJYyfKGFXg4brVoZ0BfQsbjosRUDZl92FUIdNRf0touXUHjJUxqGD5n7+wsUinv6n/eG8ypLzuGzhaNs/Vy07A916ZWfLlg26DE8wo3LJNSKee9r848VQhnJuogcmAz23Qr+M4TnWPSgYrcV473h9K+zGZ7QZpbdm1eVF7JDQwLS8ohO5cRkfAmQGkympr49vxYeG9dU2Hp0rosgfPm4iMwAGZ2VWdrJRemr43XyrtsBSbm7/qaylZcCKm0K4/c7Y91Kqj6lHbopsoejb8iyTVr5ORk/JiWSSLUxjRqmKqdOMnyf5BeH/W5lJm460Bg5vuFH5fNNag1it6ZdYu79mXyZh0ZLEx1dxicI/Gqwv7IZke8EDTJsumbZoZjrwKjwLXz4nvDeuulr5GFi4WMSgwbLqqb0zLgm/j9oSOMlKZuhdSDuy2F2xX8ajU5owPi+z+hlqS81Fl4XIzpZTnnhGFp+LnzYfTxDMW6A2nVy/MoQ588y/hpdOPoqsLDnheZsOBg3Wcrype+2EidpKbw1UwagKHyWlsds2HWblrLxZtGwWY6LkgPjtsmChOeeeoUeE7AQjwotdvMBV5lWj0obBMxqovAIwIrvvwlnok/DdieaUBKGBqTQg4zMjW3HHkL6A83Xlnbh7WLuDrbJedoqAcXRga9kN6gLFaut9lZcn/+ycnP4d7KsXGuuwTZkqoaBQTh1UjfpcM2sFK36UoD2zIT/Jg/bgIZLiqtbjejIfjdQJjlAKBGk1sHtw5snN7T8lMr7GsRkumSVijo5FC+cvMDfAkJPT/7uZ+cBp9KG+sNCcdgxUWVkCVt0VSphFqbUkSeT6HR08vGRW4mPSiqCOP8NLFP7HmFY8OCn1FP3o2vcrbxZTbusr5/bd70tLtW1DnwXZ/PHT4sclmE1giMU3xrw8dbMAtMoqaMONt4i6sp/dQtOCZir3U6I+ttEFMDNNKKqiwYiRctLSdgON2nuStgGRxCx55Lms2FhtIStpPdSiA9BfHasvOxkA8n08yMn9Mr0DmxX1/T4wtD3hoBiRWuPyxJj69ddVdGFWoXvvgVrFd0ouv1LEipvEnp8pXy+iF7Iz60F7+YoQ5i8QddUUVFoNW4up0yUsu95dGTQrbhTVZ6T27INkWS9z5ipnOWZHsqBN2I+JpuCRM+IHPRYuMv8YnzBR1rXfhwy1/lgZP8FghrJJ17YVN4ZSrvIeqXs4P40z+dJK1L6N1Om0OzN1TE5m72ufyrV/tN6/jZR4sSJeF3/cpBqQBwCfT9u1KVIGZryGzFa3CdhQotHoLPVoefnhN9NyHzB6fGlZaC2dpGMguLxCRlaG7g89TE8In1mYvKRCjkdCh9R3d1hR2ZHk1RaIuphML9D20F9hYOEui5OVaAASIJuecX9VSRBBScD6i2lQfEiHSOf12vJOTMiw6YNEVoi/wgwfEV5wd8pUCUOHKd8TR4+Rsf29nr+Y1IHPzwfy881/4Ei0mJIediaPZOvMGA4EZJSUyhg0WMbunX0janZMm0xVMsRqefl9fx6aAYsFlZTIaGgwb8d5HB5gnb9ARG6u9fvl+pUh+H3WzyJQS8sgmVKmNdkjOkPT45UhieFzb/oMa/qSA3kqe7RhwyQcOeTRNYMi2awct7ru+pDm0kOBrPBik2YHuHw+OSYL1EorbhLTqt60noxtted0Gm0GQ7JzZHR2CJg8RV98LS9fRlur/RfKoiI5aYktMyxYJOKdDdZ0ykpKZTTUm7vdTO9OfXhY8gBxTty2KdY4CmdU9Kep2ZTxNVeJ3OKRKc2YX2JueRm/B1hW4d6SNWaJX1SNiJQluk9OnS4p1yWN//0UvYzorNlEGc96zLtKXWdvzFgTrwU29Wsj2yxVcClSGy26WTfdKmLBQqlfdqYZ5SiSmTbd+QG86IXTCou0/e5kLdNabWK0REVu3IrzVtVPVmvIUBlFxdZ+RmGRjLw8pMwIdhvGFu2lNNgQXXoh+mFywqSBEv5xRlkZMGy4hLnztd9DZmutT2rHiZbicCkshKaFIyOys43Pxop33fUiFi4xZ+HUVLxe6/shZiku4Tlvht4SHjrPu/gAfeS6PXO2Nf3NyPsGTF6/RMkghcXI1Vh6bf91ZOItWmz+9nHJ+Lx9onfPqJzUF8mygIwvjG7F91XUeUrGzHtUVpKyBEvKOk38JKLMsqisC2V+EVPz7ekgEQ0E8YthRMvLU/73UaPDD3pjxvU98MUHuIxIlYFqRb3Y/Kj2mzm1Ml5k4aCCFHVXC3u+46ie6YSVUR3U6I54sqmmZT0Z3BUJMrmjy5skMmiwhMlTnX8A05vxd/udIUxTuZiXnYxmMM5fIKJyUPh7Lb4ms++JkQByZaXzxyG5T/wCRqNHJz9Oon+qNdP9ziH911gYFBBx+2CbZ+ymCY8XmDtf0lVnXGuddA7cxMrNBSoq9P3uyFGZd8803gBTX5aWzFxMOn5/TpshYdx4CWPGWnOft3utgxIdAxclpamPc68PmDpdxAITy5yZGlDOV5HNOzlfW5kJweTE/1FRNamuLk1eniNiRI4In8EtZea3+EiSBZ8m5GX2QwHZ4z/G6K8X7maDsiR8fXwr8myeGUGUrtR0bIuK1J1P0a+77AoJN94SQkFB388VVxs20LNedn0IK25SvifGZJuZRPDY+xCVbNOMHCX1TqUvKwNW3RVCfr7ya6+5LnGnsqICuOX2UMKFO6Zfkvr7Tp3mvgdLLRx/CLVIdjawYKGEG24MoazM6db0t+JG8/qzOTnA9StCmDEz+bGotwZphc5A9ZJr2Wc3avAQ49eX+AGzROVfIrNoBPTVtdbqCoV1hgZni5hb0vdMOiTL+RkdA5IN1/rCYus/ww1SLaA8EGVoVyKluVEzBhMlmegRKZUxdnz4/4EAMOtSyZIFJJ0wdLh1fecpU2XdWdBKTA0of3ZUW8rXzHR4saLokeFMfUiggcOq2/XQ7L6L2OdGtVr0KUTkdmrKUKjNxh09Nrq8Rf/FahIFPPUqKAwHkjJNpO8SHcSaMVPEzbf1BaeumKO+I5oqM1xrlle8/ILUryHtzOjDCoLzta0T0bMAZzJ5+amzSSdO0vcAV6YzeFJaqu51kQWgMuVB2UxqzgMtU+kHDY49Bkb3zKYJZAHzF4T/nJcHLLlGxI03WzMgUB5I70G4dOW3oeTCUBsWHHUDN35LK2eOqWF2SZJ0MGSohJKoBA4zd8HIUTJW3RXC7Esz83o5abJsW8kZo0y9dOZ5tR8mdp/bpTasIqpET78/zyuhTRyAVx9STc85p0V5QMSoXGZKEFFYsoBMaamMaTPCHbsr54o4dTJ851u8NISODgGlZTJ2vZ8gEzmBdBv4HTpMxskT+qaqqRXZJtH7YsJE2bFt5fXKEMXEH+50bV4itdw6AHX5lRJqL8gxMzooTM11r7hY//tPnipj0pQQPB4gNy98XZcRHmjTO9i2uKwTb9Zl5uLX6cyORUEpM+jpb6m9DkUfhV6fDDEkJM34XrQ0FP6ljdrbZLWJKsqikTJBAMrL1b8+fjDUTraXP48/HY53eDG7yNmsZVvouPBkeWS0icCc4i5saexL5SpOsqBYgPHnAWVpeReqWv2o6eyfthIwuMDV50e3ooyL1xENaNG3rkmTJcVOdHmFjBPHwwtWlPZMnR8xUu5dBK2sHIjc/Ucs3IpBgy9V/fljx6XXA96w4TJuuyOkua6mFkpBLz0PN9ddH4LXhHbmFwBNjcbfRxObDgs3Z4RGsi5Hj+F9OtP5/anrwpM1BKHv+hoZHDNzqjCZb+FiEUF1VS1jZDHGbxo33zvNMHe+iKOHPZoW+BUEYNalYtJ1R+LNv0qCJAGDhyT+HS1BR0ck6J8mKi1EfbT07a187kj52UbfYG5xV++f1XzpnLgF5WY7UAJjVmEQw7PtTSG/eZD2xRZ8PdtzcVnsXXFQVuKHhxHZIlYNTlxjmTKLT4g9B6MNzTaWWTwyR2StYSLqNW6C8r1n1GgZK24M9QaTzWRGwFPxfXs6slZ0wKzs1K26K9S7wBgQXtwwOqtq6bUhzJmn7tpfWBguA2CYnbcJm7KwvT2zf4qK7fk8PSKbotCCBSaJ0p3eevbJnmWzs4HrV4ZwySxjgzjxH+H0VPxMU1EpY9hw9Rs1skjwkAFSjsIOkYSCTJSdLSM/H7hklnKSRTLjxsuqSx0B4UWTkwWT007UV7nqahFTpkquLbsVLzsn3Hgt+88MatepufSyNM5Qvn1IJ8bkinj+fDayPKm/cEFUgOpLY1owJDv5l48/Ub8y1vhiYXcPs38l3QIdpQk+MaId7zX6UaohS1QQgDkl3Vh9TvPHUYZJt6niROQ+ed7wTJlkBMH8eqcRMqyJIV4yU0JODjAsDbL+JkyUcOigcpT68itj+wclpdCU/WIGOz+tvEJG3UUB2RZnkhUWAQ31wOVXctqX0yoHWf+QVFQso6lR/5XGaJ1x0i9RX9eqPrCZi0qRO1x2hYRLL9ceHKTEnMyWtNqs2ZwVpEX0eRXdX8zPB6ZOT59tWVgIXLsshIJCez/3ijki1r+aupOR7WDJLlO6QLOLunWVrUgVTFZSmSQ7N10MzhJxrsub8iG5PCDhhspw9ukXR7fgF8cL8KGhzD4mda4pU85cJiJSa3lFJx6vybwnaH8gfTqykQW5CJg2TcKo0ZLuhf6WrwhpCv6lw7TdTD46lq8IWT54AACLl4ro1jhFPnpmQPwCo+Q8vcFBo9nHlH6iy5pQ5tJzLykokNHSEntwmDKzK4mYeslpdlwKHhmyFNvo7Gxg6DAJZ2rSf5TBiVlrdvSBjLJ9TD3PK2NhaRdmFarruUUWHZtVGMScYh0Fkdwi6tz61xFtONbhQ7aGB5XhORIendJkfrso7SXqBGVZvGAfEWU+X/r3/9JeJFjldes1Pa5Zk6dIOFAVPnCmzzB3UVfBA0MLk+Vb/CBopzHjJBw/JmC4hqnd6cau/aVngTW9szJycmR0dKRZlMClRo+RTB8YzHZgcEBOt6gRUQKLloRcGwQdNLj/vTLVAsp+BxYVLisPJxK0tbp0QyZRUgLU18X+myAAM2eHA8qsP69dOtR2tz2gLAjAjYM6Vb++2C/jq2NbUBqQ4E2/86pXpOmVARGFfhkz/QNgIUKyRTHrHBORHXipcURhT/20S2a6M3MuJ1dGc3O4l3PV1SIGD5ExdJiElhYBI0fxoLFKYSFwy+3mBuzJegWFDCgbUVzcd0257Ap3XhOJBqryCqdboM3S69x5D/WlwewoLXJzgRtuDCEnDYKjpF1aVP2qyIAyFxFOdiEDKmpcU/qZkGfvApNERGSfwkLgpltD8Pudbomy4mLgfM+6DZHFY5yo5WymK+aIqK7yoLTMg06Ll92YNkPE6ZMeDB8h4dQpD3JzZRTaXKOPKF0Ul6h8YRrG7D2QIUHQtHYOEZFbJLvspsvie6RdWgSUM0FFQMKC0i7MS+eyHeRKrPtFRJmKl7ewgAPTLtWaMk1C9YHMqo1SUBBe8NDjsf4InDxFxuQp4SypyVPdmS1F5JSx4yQcPaL9+pKO944HJzVjV4sfMws5izUTCUL6DrJmoquuTn2/TcfriJtwcNxaEydJOFjtwTSTy8tplVlPAC7mEYCbB3VmVLY1ERERDWzpsHAdEaUn3YNpGiJBbgnz+TzAZUXd8DGKlZm4X10lMqMqGaeuDZdeIaKiUkKhgTUjnDB1Rl+ca9VdIVcnQ2SCaTMkXHW1iMlTnL2LMUOZiIiIFPH5h4iov/IKt4QhSYnexfV8NpQWymYJwgGpuNjpFpBWI0ZKqK+zf9S8tBRYuDj9khArK3lts9r0GSJEUcDQYRI8HnUDI1ZjhjIRERER6XbJLDG8ujvRAJGT43QLBga9Zd0mT9EXjLGjjNzVZUHkevval+N1PiBAFuopdaGmxAK5S1kZz02txoxNv0B4Opk0RcbU6ZL69QRswIDyQMJrIhEREZlswkQ57VZ3J3JCBTObNfH6wttrxEhtQQqPi0vx+ATgqpK+NXVurLR45U9yhYBLF9YlMtOll0tYdRcTDAYSBpSJiIiIiIgsVsaAsiaDBoW319hx1mW9OV3aKdvFwW8ybu58CWXlsvMHGmnGqzW5wfwF4dkNM2a6c5YDaygPJLyRERGRTtmc4k1EZAi74toUl8BQtlt+AUNC5Kxhw2QMG+bOQBBpU1TE6wnZb8hQ2dVZ3wwoExERUUp21JYkIiIyw9WLRBSqCAA5ESKanB/CuosOfDAR6TJnnojycgaUieIxoEyUoRj7ISKjinxcXIOIyCy5uU63YOCoHOTe4M+IHBFXFAUxLs+9WWdEA50/qu718BHuvZ4QOYkBZaIMcElBEBeDXpzpYiE2IjLPkGwGlImIzJKb53QLyC3uHMrF+IjcrKDA6RYQuR8DykQZ4CPDw53SvLwsPLzXh1OdPLWJKP2Ulsqor4+aX8GpFkRERERERK7jcboBZK1/H9OCL4xudboZREREKUUvoHTTrSHWbSYiIiIiInIhpjFmuKFZEro4Y5mIiNKAL6peXSDgXDuIiKyUk8N6nG7hYXoVESVw9SIRp04xu4EoEd5CMxyzuwaeq8uCAIDyAEcSiCi9TJjI6xYRZbZ5C0QsvkZ0uhnUIyvL6RYQkZ1GjlLf16wcJOOyy9k3JUqEGcpEGWZWYTdmFTY53QwiIs2YKUZEmW7oUGYnExERUfpjQJmIiIhcgZNqiIjIbsUlMrwc0CQiItKEAWUiIiIiIiINrl8ZQqjb6VaQGa65jiVIiIiItGJAmYiIiIiISIO8PKdbMHANHcaapkSkT26u0y0gyhwMKA8AWR5gXkkXLi9iGgUREREREaWnVXeFnG4CEaWxKdM4IEVkFlaLGgAEAbhtcCdG5HA6FxERafP/RrVizJCDtn5mdg4XrSIiIiIic3EBaCLz8HQiIiKihEbniqgornW6GUREREREROQSLHlBREREriD0DHNnBZxtBxERERFljsFDJBQVO90KosyiKaDsy2MF83RRWZIDAPDnm1tnLFBWBn8+VyFxK29uAH6B40REbpdu52oRSpAfMN4HKM0pTvo++QFg6UIBFZUysl0aVE71Hdz2vm5ugxu+czLZ/gA8Aa+u33X7d0sl3dtvhoG0DXKLS13Xv1d73zFynprJjdtQKzc855nV37CKW64LbmmHWvHnqRPtX36NrR9nKzuvP24/R9VKt3PIarmBHF2/J8iyzEKFRERERERERERERJQSaygTERERERERERERkSoMKBMRERERERERERGRKgwoExEREREREREREZEqDCgTERERERERERERkSoMKBMRERERERERERGRKgwoExEREREREREREZEqDCgTERERERERERERkSoMKBMRERERERERERGRKgwoExEREREREREREZEqqgLKa9aswYoVK3Ddddfhb3/7m9VtIiIdPvaxj2HlypW45ZZbcMstt2DXrl1ON4mIerS2tuLGG2/E6dOnAQCbNm3CTTfdhGXLluGnP/2pw60jIqD/eXrfffdh2bJlvffVdevWOdxCooHtV7/6FVauXImVK1fi0UcfBcD7KZHbKJ2nvJ8SucvPf/5zrFixAitXrsQf//hHAPrup75ULzh//jx++tOf4umnn0YgEMAHP/hBzJkzB+PHjzf2DYjINLIs4+jRo3jzzTfh86U8rYnIRrt27cL999+P48ePAwA6OzvxjW98A48//jiGDBmCz3zmM9iwYQMWLVrkbEOJBrD48xQA9u7di7/+9a+orKx0rmFEBCD8oPvOO+/gmWeegSAI+Nd//Ve88MIL+NGPfsT7KZFLKJ2n69at4/2UyEW2bt2Kd999F88//zxCoRBWrFiBefPm6Xo+TZmhvGnTJsydOxfFxcXIzc3F8uXLsXbtWtO+DBEZd/ToUQiCgE9/+tO4+eab8de//tXpJhFRjyeffBLf/va3ezvRu3fvxqhRozBixAj4fD7cdNNNvK8SOSz+PG1vb8eZM2fwrW99CzfddBN+8YtfQJIkh1tJNHBVVFTg3nvvRSAQgN/vx7hx43D8+HHeT4lcROk8PXPmDO+nRC5y5ZVX4i9/+Qt8Ph/q6uogiiKam5t13U9TBpQvXLiAioqK3r9XVlbi/Pnzxr4BEZmqubkZ8+bNw69//Wv86U9/whNPPIGNGzc63SwiAvDQQw/h8ssv7/0776tE7hN/ntbV1WHu3Ln4/ve/jyeffBLbtm3DU0895WALiQa2CRMmYNasWQCA48eP46WXXoIgCLyfErmI0nl69dVX835K5DJ+vx+/+MUvsHLlSsybN0/382nKgLIsy/3+TRAEjc0lIivNnj0bjz76KHJzc1FaWoo77rgDGzZscLpZRKSA91Ui9xsxYgR+/etfo6ysDDk5OfjoRz/K+yqRCxw6dAif+tSn8PWvfx0jR47s93PeT4mcF32ejh07lvdTIhf64he/iM2bN+Ps2bMxJd8i1NxPUwaUBw0ahIsXL/b+/cKFC6x9Q+Qy27Ztw+bNm3v/LssyaykTuRTvq0TuV11djVdeeaX377yvEjlv+/bt+MQnPoEvf/nLuO2223g/JXKh+POU91Midzly5AiqqqoAADk5OVi2bBm2bNmi636aMqA8f/58bN68GfX19ejo6MCrr76KhQsXGmg+EZmtpaUFjz76KLq6utDa2opnnnkG1113ndPNIiIFM2fOxLFjx3DixAmIoogXXniB91Uil5FlGd///vfR1NSE7u5u/N///R/vq0QOOnv2LD73uc/hRz/6EVauXAmA91Mit1E6T3k/JXKX06dP4/7770cwGEQwGMRrr72GD37wg7rupymHhgYNGoQvfelL+NjHPobu7m7ccccduOSSS0z5IkRkjiVLlmDXrl249dZbIUkS7r77bsyePdvpZhGRgqysLDz88MP4whe+gK6uLixatAjXX3+9080ioiiTJ0/GPffcgw996EMIhUJYtmwZbrzxRqebRTRgPfbYY+jq6sLDDz/c+28f/OAHeT8lcpFE5ynvp0TusWjRot7YkdfrxbJly7By5UqUlpZqvp8KslIxRyIiIiIiIiIiIiKiOClLXhARERERERERERERAQwoExEREREREREREZFKDCgTERERERERERERkSoMKBMRERERERERERGRKgwoExEREREREREREZEqPqcbQERERERkpQcffBDvvfceAODIkSMYNmwYsrOzcfToUXz+85/HZz7zGYdbSERERESUPgRZlmWnG0FEREREZIelS5fi5z//OWbMmOF0U4iIiIiI0hIzlImIiIhoQPrlL3+JhoYGPPDAA1i6dCluvPFGvPnmm2hsbMQXvvAF7NixA/v27YPP58NvfvMbDBo0COfPn8d//dd/4ezZs+ju7sbKlSvx2c9+1umvQkRERERkG9ZQJiIiIiIC0NXVheeffx733nsvHnjgAXz84x/H888/jyFDhuCZZ54BAHz1q1/FqlWr8PTTT+Opp57Cpk2b8NJLLzncciIiIiIi+zBDmYiIiIgIwLJlywAAI0aMQHl5OSZPngwAGDlyJJqamtDe3o733nsPTU1N+PnPfw4AaG9vx4EDB7BixQrH2k1EREREZCcGlImIiIiIAAQCgd4/+/3+fj+XJAmyLOOJJ55ATk4OAKC+vh5ZWVm2tZGIiIiIyGkseUFEREREpEJ+fj5mzZqFP/7xjwCA5uZmfOhDH8Jrr73mcMuIiIiIiOzDDGUiIiIiIpV+9KMf4Xvf+x5uuukmBINB3Hjjjbj55pudbhYRERERkW0EWZZlpxtBRERERERERERERO7HkhdEREREREREREREpAoDykRERERERERERESkCgPKRERERERERERERKQKA8pEREREREREREREpAoDykRERERERERERESkCgPKRERERERERERERKQKA8pEREREREREREREpAoDykRERERERERERESkCgPKRERERERERERERKQKA8pEREREREREREREpAoDykRERERERERERESkCgPKRERERERERERERKQKA8pEREREREREREREpAoDykRERERERERERESkCgPKRERERERERERERKQKA8pEREREREREREREpAoDykRERERERERERESkCgPKRERERERERERERKQKA8pEREREREREREREpEpaB5Tvu+8+LF++HC+88ILp733vvffi6aefNv19M9nSpUtx+vRpp5vhevfddx9qamqcbkaMj370o9iyZYvTzSAiIiIiIiIiIpdL64DyM888gzVr1uDGG290uilEqm3ZsgWyLDvdDCIiIiIiIiIiIs18Rn65+cc/QctPfmpWW3oV/OeXUPjl/0z6ms9+9rOQZRl33nknPvnJT+LPf/4zJEnCtGnT8O1vfxtZWVm46qqrsGTJEmzbtg0VFRW4++678fjjj+PcuXN4+OGHceWVV2Lr1q346U9/is7OTjQ1NeGrX/0qbrjhhpjPevbZZxXf3yr/88ZhPPbmEdPf918Wj8Onl4xP+potW7bgt7/9LWRZxsmTJ7F8+XIUFBRg/fr1AIDf//73WLt2LZ577jl0dHRAEAT87Gc/w7hx43rfQxRFPProo9i6dStEUcTtt9+OT3ziE6Z/n2h/r/obnqj+u+nv+8FJd+PuKR9O+PMtW7bgd7/7HbKzs3HkyBFMmjQJP/rRjxAIBLB69Wr88Y9/hCAImDZtGr71rW/hb3/7Gy5cuIB77rkHf/vb31BSUtL7Xi+//DL++Mc/orOzE11dXXjwwQdxxRVXxHzewYMHce+990IURVx++eV46623sG7dOly8eBEPPPAAzp07B0EQ8OUvfxnz58/HL3/5S5w/fx4nTpxATU0N7rzzTvzbv/0bgsEgvvnNb2Lv3r0YNmwYGhoaej/j97//PV5++WWIoogFCxbgq1/9KmpqavCv//qvKCkpQVZWFv70pz+Zvq2JiIiIiIiIiMj90jZD+be//S0A4Ec/+hGefPJJPPHEE3juuedQVlaGxx57DABw8eJFLF68GGvXrgUArF+/Hn//+9/xhS98AX/+858BAH/961/x4IMP4plnnsFDDz2E//7v/475nEOHDiV8/0y1a9cu/OAHP8CLL76IJ554AqWlpXj66acxadIkvPjii1i/fj0ef/xxvPDCC7j22mvx97/HBnKffPJJAOEM8qeeegqvvfYatm3b5sRXscX777+PBx54AC+//DLOnDmDd955B9XV1fjtb3+Lxx9/HGvWrEFOTg5+9atf4Z577kFlZSV+//vfxwSTJUnCE088gd/+9rd4/vnn8elPf1rxOLv33nvx7//+73juuecwYsQIiKIIAHjooYewatUqPP300/jNb36DBx54AK2trQCA6upqPPbYY/jnP/+J3//+92hubsbjjz8OIBzEvv/++3Hy5EkAwFtvvYW9e/fiqaeewrPPPovz58/j+eefBwAcO3YMP/zhDxlMJiIiIiIiIiIawAxlKLvBli1bcOLECdx1110AgO7ubkydOrX35wsXLgQADBs2DJdddhkAYOjQoWhubgYA/PCHP8Qbb7yBtWvXYteuXWhra9P0/plo4sSJGDJkCACgpKQE8+bNA9C33X784x/jxRdfxPHjx/H2229jypQpMb+/efNmVFVV4d133wUAtLe3o7q6Gpdffrm9X8QmEyZMwODBgwEA48aNQ1NTE86cOYMlS5b0Bo0/8IEP4L777kv4Hh6PB7/+9a/x+uuv49ixY9i6dSs8ntjxnsbGRtTU1GDRokUAgFWrVuEvf/kLAGDTpk04evQofvGLXwAAQqEQTp06BQCYM2cOAoEAysrKUFxcjJaWFmzduhUf+MAHAACjR4/G7NmzAYT33e7du3H77bcDADo7OzF06FBcdtllKCsrw/Dhw03ZZkRERERERERElJ4MBZQLv/yfKUtTWE0URdxwww24//77AQBtbW29WZsAEAgEev/s9Xr7/f7dd9+NOXPmYM6cOZg3bx6+8pWvaHp/K3x6yfiUpSms5Pf7Y/4evd3Onj2LD3zgA/jIRz6ChQsXory8HFVVVTGvF0URX/3qV7Fs2TIAQH19PXJzcy1t891TPpy0NIWVosufCIIAWZYhSVLMa2RZRigUSvgebW1tWLVqFW655RZcccUVmDRpEv72t7/FvMbr9SasvSxJEv785z+juLgYAHD+/HmUl5dj/fr1iu0TBCGmjT5f+FIgiiI+/vGP45Of/CQAoLm5GV6vFw0NDcjOzlaxNYiIiIiIiIiIKJOlbcmLiDlz5mDdunWoq6uDLMv4zne+01vOIpXGxkYcP34c//7v/45FixZh48aN/YLFRt4/E+3ZswejRo3CJz7xCcycORNvvfVWv202d+5cPPnkk+ju7kZbWxvuvvtu7Nq1y6EWO+PKK6/E66+/jsbGRgDhMiBz5swBEA4Mx2+z48ePw+Px4LOf/Szmzp2ruF0LCgowcuRIbNiwAQCwZs2a3p/NnTu3t/TI4cOHcfPNN6OjoyNh++bNm4cXXngBkiShpqYGO3bs6H2f5557Dm1tbQiFQvjc5z6HV155xdjGICIiIiIiIiKijJH2JS8mT56Mz3/+8/j4xz8OSZIwZcoU3HPPPap+t7i4GHfeeSdWrlyJ/Px8zJo1C52dnWhvbzfl/TPRggULcODAAaxYsQKBQACXXHIJDh06FPOaD37wgzhx4gRuu+02hEIh3H777b3B1IFi8uTJ+MxnPoOPfvSj6O7uxrRp0/Dd734XALB48WLcc889+MMf/oARI0b0vn7KlCm44YYbkJ2djSuuuAJnzpzp976PPPIIvvGNb+BnP/sZJk2a1Js1fP/99+OBBx7ATTfdBAB49NFHkZ+fn7B9d999Nw4dOoQbbrgBw4YNw8SJEwEAS5cuxYEDB3DXXXdBFEVcffXVuO2221BTU2Pq9iEiIiIiIiIiovQkyInm0BOR6/zqV7/CXXfdhcrKSrz66qtYs2YNfvnLXzrdLCIiIiIiIiIiGiDSPkOZaCAZOnQoPvWpT8Hn86GwsBAPPfSQ000iIiIiIiIiIqIBhBnKRERERERERERERKRK2i/KR0RERERERERERET2YECZiIiIiIiIiIiIiFRhQJmIiIiIiIiIiIiIVGFAmYiIiIiIiIiIiIhU8Wl5cUNDGySJa/gRuVVZWT7q6lqdbgYRpcBzlcj9eJ4SuR/PUyL343lK5G4ej4CSkjzNv6cpoCxJMgPKRC7Hc5QoPfBcJXI/nqdE7sfzlMj9eJ4SZR6WvCAiIiIiIiIiIiIiVRhQJiIiIiIiIiIiIiJVGFAmIiIiIiIiIiIiIlUYUCYiIiIiIiIiIiIiVRhQJk0e2fNdp5tAREQ2e+7kP51uAhERWcSN13g3tinTuWGbu6ENROnGzvOG5yhFY0CZNDnYXOV0E4iIyGbPn1rtdBOIiMgibrzGu7FNmc4N29wNbSBKN3aeNzxHKRoDykRERERERERERESkCgPKRERERERERERERKQKA8pEREREREREREREpAoDykRERERERERERESkCgPKRERERERERERERKSKT8uLv779C7jQfsGqtlCa+JeNH3S6CUREREREZBL27wngcUCUrnjukhOYoUxEREREREREREREqjCgTERERERERERERESqaCp58chlv4QkyVa1hdLAv2z8IB676gmnm0EJVFQUoLa2xelmEFEK6XauchodEVFmc1v/nvcdZzh9HHC/E+lj17nLc5SiMUOZiIiIiIiIiIiIiFRhQJmIiIiIiIiIiIiIVGFAmYiIiIiIiIiIiIhUYUCZiIiIiIiIiIiIiFRhQJmIiIiIiIiIiIiIVGFAmTSZWDjF6SYQEZHNbh6xyukmEBGRRdx4jXdjmzKdG7a5G9pAlG7sPG94jlI0QZZlWe2L6+paIUmqX05ENquoKEBtbYvTzSCiFHiuErkfz1Mi9+N5SuR+PE+J3M3jEVBWlq/99yxoCxERERERERERERFlIAaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBUGlImIiIiIiIiIiIhIFQaUiYiIiIio19+3nHS6CY677+k9TjfBNm7c325sUzKZcLy4YZu7oQ3JuGU/u6UdeqV7+93GzvPG7eeoWjwGzcGAMhERERER9frHe6edboLj9p5pcboJtnHj/nZjm5LJhOPFDdvcDW1Ixi372S3t0Cvd2+82dp43bj9H1eIxaA4GlImIiIiIiIiIiIhIFQaUiYiIiIiIiIiIiEgVBpSJiIiIiIiIiIiISBU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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nrows = 3\n", "fig, ax = plt.subplots(nrows = nrows, ncols = 1)\n", "fig.set_figwidth(20)\n", "fig.set_figheight(nrows * 3)\n", "malaya_speech.extra.visualization.visualize_vad(y, grouped_vad, sr, ax = ax[0])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_vggvox_v2, \n", " 'gender detection vggvox v2', ax = ax[1])\n", "malaya_speech.extra.visualization.plot_classification(samples_vad_quantized_vggvox_v2, \n", " 'gender detection quantized vggvox v2', ax = ax[2])\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reference\n", "\n", "1. The Singaporean White Boy - The Shan and Rozz Show: EP7, https://www.youtube.com/watch?v=HylaY5e1awo&t=2s&ab_channel=Clicknetwork\n", "2. Common Voice dataset, https://commonvoice.mozilla.org/" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }