{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Text-to-Speech FastPitch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "FastPitch, Text to Melspectrogram." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/tts-fastpitch](https://github.com/huseinzol05/malaya-speech/tree/master/example/tts-fastpitch).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is not language independent, so it not save to use on different languages. Pretrained models trained on hyperlocal languages.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline\n", "import matplotlib.pyplot as plt\n", "import IPython.display as ipd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FastPitch description\n", "\n", "1. Malaya-speech FastPitch will generate melspectrogram with feature size 80.\n", "2. Use Malaya-speech vocoder to convert melspectrogram to waveform.\n", "3. Cannot generate more than melspectrogram longer than 2000 timestamp, it will throw an error. Make sure the texts are not too long." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available FastPitch" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Size (MB)Quantized Size (MB)Understand punctuationIs lowercase
male12331.1TrueTrue
female12331.1TrueTrue
husein12331.1TrueTrue
haqkiem12331.1TrueTrue
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Understand punctuation Is lowercase\n", "male 123 31.1 True True\n", "female 123 31.1 True True\n", "husein 123 31.1 True True\n", "haqkiem 123 31.1 True True" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.tts.available_fastpitch()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`husein` voice contributed by [Husein-Zolkepli](https://www.linkedin.com/in/husein-zolkepli/), recorded using low-end microphone in a small room with no reverberation absorber.\n", "\n", "`haqkiem` voice contributed by [Haqkiem Hamdan](https://www.linkedin.com/in/haqkiem-daim/), recorded using high-end microphone in an audio studio." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load FastPitch model\n", "\n", "FastPitch use text normalizer from Malaya, https://malaya.readthedocs.io/en/latest/load-normalizer.html#Load-normalizer,\n", "\n", "Make sure you install Malaya version > 4.0 to make it works, **to get better speech synthesis, make sure Malaya version > 4.9.1**,\n", "\n", "```bash\n", "pip install malaya -U\n", "```\n", "\n", "```python\n", "def fastpitch(\n", " model: str = 'male',\n", " quantized: bool = False,\n", " pad_to: int = 8,\n", " **kwargs\n", "):\n", " \"\"\"\n", " Load Fastspitch TTS model.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='male')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'female'`` - Fastpitch trained on female voice.\n", " * ``'male'`` - Fastpitch trained on male voice.\n", " * ``'husein'`` - Fastpitch trained on Husein voice, https://www.linkedin.com/in/husein-zolkepli/\n", " * ``'haqkiem'`` - Fastpitch trained on Haqkiem voice, https://www.linkedin.com/in/haqkiem-daim/\n", "\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", " pad_to : int, optional (default=8)\n", " size of pad character with 0. Increase can stable up prediction on short sentence, we trained on 8.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.model.tf.Fastpitch class\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:running tts/fastpitch-male using device /device:CPU:0\n", "INFO:root:running tts/fastpitch-female using device /device:CPU:0\n", "INFO:root:running tts/fastpitch-husein using device /device:CPU:0\n", "INFO:root:running tts/fastpitch-haqkiem using device /device:CPU:0\n" ] } ], "source": [ "male = malaya_speech.tts.fastpitch(model = 'male')\n", "female = malaya_speech.tts.fastpitch(model = 'female')\n", "husein = malaya_speech.tts.fastpitch(model = 'husein')\n", "haqkiem = malaya_speech.tts.fastpitch(model = 'haqkiem')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# https://www.sinarharian.com.my/article/115216/BERITA/Politik/Syed-Saddiq-pertahan-Dr-Mahathir\n", "string1 = 'Syed Saddiq berkata, mereka seharusnya mengingati bahawa semasa menjadi Perdana Menteri Pakatan Harapan.'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict\n", "\n", "```python\n", "def predict(\n", " self,\n", " string,\n", " speed_ratio: float = 1.0,\n", " pitch_ratio: float = 1.0,\n", " pitch_addition: float = 0.0,\n", " **kwargs,\n", "):\n", " \"\"\"\n", " Change string to Mel.\n", "\n", " Parameters\n", " ----------\n", " string: str\n", " speed_ratio: float, optional (default=1.0)\n", " Increase this variable will increase time voice generated.\n", " pitch_ratio: float, optional (default=1.0)\n", " pitch = pitch * pitch_ratio, amplify existing pitch contour.\n", " pitch_addition: float, optional (default=0.0)\n", " pitch = pitch + pitch_addition, change pitch contour.\n", "\n", " Returns\n", " -------\n", " result: Dict[string, decoder-output, mel-output, pitch-output, universal-output]\n", " \"\"\"\n", "```\n", "\n", "It only able to predict 1 text for single feed-forward." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.35 s, sys: 1.64 s, total: 4.99 s\n", "Wall time: 4.59 s\n" ] } ], "source": [ "%%time\n", "\n", "r_male = male.predict(string1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.42 s, sys: 1.62 s, total: 5.03 s\n", "Wall time: 4.46 s\n" ] } ], "source": [ "%%time\n", "\n", "r_female = female.predict(string1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.31 s, sys: 1.59 s, total: 4.9 s\n", "Wall time: 4.4 s\n" ] } ], "source": [ "%%time\n", "\n", "r_husein = husein.predict(string1)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.32 s, sys: 1.56 s, total: 4.88 s\n", "Wall time: 4.35 s\n" ] } ], "source": [ "%%time\n", "\n", "r_haqkiem = haqkiem.predict(string1)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('Male Predicted Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(r_male['mel-output']), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('Female Predicted Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(r_female['mel-output']), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlMAAACuCAYAAAAS0ogGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzsvX+wbVt21/UZc8611t77nHPve69f9+u87tBNfkh+UPwoC6IlCJYIoiFQJSJgEaJYlAoqVVD8LCBQEAGhLLBAwKCRJBJJlGgokID4IyhoiiIRAxbkJ93p7vf73nvO2XuvNX8M/xhzzr3Ofe++vt2v+0E6e9zadc85e++15po/xvyOMb5jTFFVznKWs5zlLGc5y1nO8umJ+8fdgLOc5SxnOctZznKWH8tyBlNnOctZznKWs5zlLO9AzmDqLGc5y1nOcpaznOUdyBlMneUsZznLWc5ylrO8AzmDqbOc5SxnOctZznKWdyBnMHWWs5zlLGc5y1nO8g7kDKbOcpZ/gkVEfruIfP0/7na8lYjID4vIz6s/vyvtFJGfKyIf/Szf42tE5G98Nu9xlrOc5XNLzmDqLGd5ClkDh9XfPuubrqp+nar+O5/Od0XkG0RkEZEbEXldRP6qiHzJZ7qN8PTtrG36fZ+NNtTrq4i8LCJh9beh/u0zUlRPRD4oIv+diLwqIg9F5P8Vka/5TFz7be75We23s5zlLO9MzmDqLGf53JY/pKqXwAeBl4FveKsPrcHH54C8AfzC1e+/sP7tMyXfCHwE+BDwHuBXAS99Bq//Kctnevw+x+bDWc7yWZczmDrLWT5DUr0iX7T6vXsTROR5EfmLIvKgeom+S0Rcfe/F6ul4RUR+SET+w9U1vlZEvqn+/OF6j18tIv+oekZ+x9O0TVX3wH8D/OTVdb9NRL5JRB4BXyMiTkR+q4j8gIi8JiJ/XkSeW7XlV4nIj9T37tx33c76+88Skf+zPu9Hqhfv1wL/JvCbq7fsO57i+be1H98Qkb8H/IyneNxvBL569ftXA3/2sfbeF5E/IyIfF5EfFZHfJyL+afqytuEbVPVWVZOq/h1V/cv1um2Mfq2IfKxe/zet7vvJ+vhT6bcfFpHfIiL/D3ArIkFEvlRE/tf6/e8Tka9aXfs9IvIdIvJIRL67PvPfWL2vIvLrROQfAv+w/u2P1nY8EpG/LSI/e/X5rxWRb61z6FpE/q6I/FMi8tuqJ/AjIvLzn7JPz3KWH9NyBlNnOcu7I78R+CjwXuAF4LcDWgHVdwDfC3wA+BeB3yAiv+BtrvWzgJ9UP/u7RORLP9nNReQS25D/zurPvxj4NuAZ4JuB/wD4JcDPAV7EvDl/vH7/y4D/HPPCvIh5ZD74hHt9CPjLwH9Wn/enAd+jqn+63ucPqeqlqv6ip3j+3w18YX39AuBXf7JnBb4d+OdF5BkReRb42cD/8NhnvgFIwBcBPx34+cDThlP/FvDHReSXi8hPeMJn/gXgi+t1f4ucQsRv18dP3W+r+/wK4F/FxlCwvvxO4H31Xt8sIj+pfvaPA7fA+7F+fKu+/CXAVwBfVn//7tqO5zAw/q0isll9/hdh4PVZbG79FWxf+QDwe4E/9YT+OctZPqfkDKbOcpanl2+vFv8DEXkA/IlP4bsR+DzgQ6oaVfW71A7G/BnAe1X196rqoqo/CPwXwC9/m2v9HlU9qOr3YiDkp77NZ39Tbev3A5fA16ze+5uq+u2qWlT1APy7wO9Q1Y+q6gx8LfBLxUI+vxT4i6r6v9f3fidQnnDPXwn8NVX9c/VZX1PV73nCZz/Z8/8y4Per6uuq+hHgj73NszY5YqDi36iv/7H+DQAReQH4V4DfUL1LLwP/KW/f52v514Hvwvrgh0Tke0TkcY/Z76nX/rvAf4WBHnj7Pv5U+q3JH1PVj9Tx+2ewMf4DtS//OvAXgV9RvW7/GvC7VXWvqn8P+K/f4nr/ce3rA4CqflNtR1LVPwJMGJBv8l2q+ldUNQHfioHAP6CqEfgW4MMi8swneYaznOXHvJzB1FnO8vTyS1T1mfYC/v1P4bv/CQZovlNEflBEfmv9+4eAFx8Dab8d8149ST6x+nmPbaBPkj9c2/t+Vf0qVf2B1XsfeeyzHwL+wqodfx/ItS0vrj+vqrfAa0+45+cDP/CE9x6XT/b8d+4L/MhTXvfPYuG9N4X46j0H4OOre/4pzJtzR8SyFG/q608CqOobqvpbVfXLazu/BwPasvrq421+cXXvJ/Xxp9Jvb3WfF4GPqOoa5P4I5iV6LxAe+/zj4/+mv4nIbxKRvy9GtH8A3AeeX31kzRU7AK+qal79Dm8/P89yls8JOZMMz3KWz5zsgd3q9/djoT1U9RoL9f1GEfnJwF8Xke/GNq8fUtUvfrcbCzye3fYR4N9W1f/j8Q+KyMeBL139vsNCfW8lHwF+5qdwz7d7/o9jIOP76u9PCqs9Lt+FeQIV+BtYmHB9zxl4vnpUniiq+nXA173N+6+KyB/GQmbPrd76fOD/W7X5Y6t7P6mPP5V+e6u/fwz4fBFxK0D1E4B/ALyChTU/WH9vbXzi9So/6jdjodfvU9UiIm9g4cSznOUsKzl7ps5yls+cfA/wK0XEi8i/jPFiABCRrxSRL6rei4eYN6IA/zdwXYnE2/rdn/wWYaN3Q/4k8PsrdwcRea+I/OL63rcBX1kJ0iPGh3mS/vhm4OeJyC+rpOj3iMhPq++9BHzB6rOf7Pn/PPDbRORZEfkgxgP6pFJDqL8I+Kr68/q9j2O8oj8iIvfESOFfKCI/562u9biIyB+sbQwicgX8e8D3q+raU/c7RWQnIl8O/FvAf1v//nZ9/Kn021vJ/4UB+t8sVg7i59Y++JbqLfrvga+t7foS7pL030quMAD2ChBE5HcB9z7Jd85ylh+XcgZTZznLZ07+I2zzeoCRvb999d4XA38NuAH+JvAnVPV/qZvcV2Ik3x8CXgW+HgunvNvyRzF+0XeKyDVGtP4KAFX9PuDXYSTkj2PE6bcsnqmq/wjjJP1G4HUMZDZe158BvqyGub79KZ7/92Chqh/CANA3Pu3DqOr31Xa/lXw1MAJ/rz7Lt2GerKeRHfAXsHH+QSx091WPfeZ/w8K6/zMWav3O+ve36+On7rcnPO+Czb9fiPXjnwC+WlWbh+zXY/36Cawf/xzmoXuS/BXgf8I8WT+C8c7eKjR4lrP8uBd5zGg7y1nOcpazfJoiIh/GgN/wyUKI/7hFRP4g8H5VfZoMybOc5SxvI2fP1FnOcpaz/DgQEfkSEfkpYvIzgV+DedjOcpazvEM5E9DPcpaznOXHh1xhob0XMQ7WH+HN9bfOcpazfBryjsJ8lWT7RwEPfL2q/oHPVMPOcpaznOUsZznLWX4syKcNpmoRuH8A/EsYEfW7gV9Ri8Gd5SxnOctZznKWs/y4kHfCmfqZWDrwD9Yskm/Bjqc4y1nOcpaznOUsZ/lxI++EM/UB7qbJfpSa4vskmZ7Z6Hs+sGGQTFLPop45B4IrOBQRRVVQBAWyOnIRtiFyzx/xZETA11Msknqiem7LxFzsUaTWnNNaV66okIsjZ4FSX4qVnROggKj9yW0yg7fivU60Xg+yirUlO1Tp15FML3EnKwdf2SjOF7yzdubiUBVElJId5PpdQAPIkPH1As4pXkp/hqJCyo4SHZKlH+Ahb+FQLAHCNuFESdlwsoj1iYgib1FqT1Y1/1TtfkXF2hkFqf3T+qx4YCw4p5QioII4xTkbtTvfXbVRByUMGe8KRaX3R+vnrI7BZXZ+YZR06g9WfYGQ1HMsA3MOJLXxkDpQ9pzU79U31MYvJt/7Q+sccKGwHSKTS3ixOdhGfSmeQx5YUuBx561z1m5pbVz9v55/be71Psl237caO2oXI1QTp35IpQ3U3Q8qEGyetbFrY5yzQHZvLvMogC+EUN409rnUOZbkLed0v/WusBsXvBQbgzq37VXb276XbP7cuZZCmcCP6e64YWu1LU0nNhaqcnp2pc8d7euZ01p2Ck4Rp73f1mPUvjuGxGWYGSUR5NQX2bQQxzJwm0Zi9navpjPaALVnEbWxarpiNUYiyiZELsPMJKleuXVsXWt1Pi91TsfiEdQ+WZ+1FIcmMZ3Rxn49HxTUgwylP2vJ7qTn6ksAHZUxJNNDdZ23vqH2dcoOUtUdrY45oNNqzd+R1X2qTpQnHTKEDUufCxe5X7ONeykCydm9BXQseG86gzrHW1v7HHiTXlPwNg+kfTY9pvvfSgZ7xr6G2rPWeS2Fvl+A6fnttOBFWYpHFVsPyfV52IepzaNCXyOyHp/Vcr+zl2yVEPKdPlJAs0Oi3DnQSQeQcPqD6mlOtrUpcbX3OHC7RHClr2MR+2zXV9xtX2tE11VQ1539Ln0tnP5ve1B/JnXkNsdc3ffrw6sKZJCV7nhiuVqgjOCn1PVH21Paq91XxMYmF2dzvK+PN48F9dnGj+8BuNbXX1XV9z65FSafdQK62InnvxZg9/4Lfs23/Fx+4vQKt2XiHx5e4KP7Z7gaZi78QkGIxZPU4VBemS8pKnz5/Y/zz15+P8/5GzYSGesMeq3seCXd42/dfCEf3dvxT6Fu1qnYYC0l8MZxyysPLom3Iyx1w3CgTpHF4RZBB+X9X/IyL+yucaKMLhOczbqbOPHy/ooH+y3zcSAdAu464I+CRHBpBawcHL9wZrpYGIbEbozcziM5OzZj5NHNFn15Q7gRJAvzC4nLF264mBaKCpuQ2IaId6WDzE/cXvHSx54hvD7gjxioWm949efjC5kv/LKPcTUcefVw2ZUk0IFd21Taz00cypwDxxQ4LAM31xvk5Ylw4/AzuGRAanlW0Q8cmTYLyzyQk2N3ObMdI1NIPDpOXL+xI7wy4g8GqIpXlhcj73/xDXZDZE6BJXtGn7kYFgBu48gHrx7wU65+lC+YXubK20kUG4n2bDpwWyZeSff44ePz/MDN8zxcthxTQIDBZ1uIVSaf6vxTsjp++KX3GP4ImWU/okm4fM+en/rCx/jii5d5YXjIxkUWtSXxo8uzfO+DD/L9rz3PfBw6WBBnym23WZgGA31TsE158JmNjxQVlhK4jaP1x+2G+GjCX3tTZm3sVsrCpQr+g5J2ik4KGdzs3qRopdh34vsi2/tHRJR5HpimiAjsbybk9dGUrdSdtAgaFJ6fuXfvwGaMve0Aj44bXv34fcaXgrWl2H1aG7WCvPBPv8FXfN4/4rnxlo8f7/HS/h43cWRJgZQdS/LM82DP8sqG4drmuWTbnF2G2w8nnn3xIYd5JEVPGGydNdAagvVl2/CbYs7ZscwDafbIPuD2NjdRKAPki4JOBYaCeFPSzis+ZLZT7Nf7Sc+/zFc8+0N8aHy1z69RMo/KhqKOv398ke998EF+5MGzzDHYPJ+96Y6VQaNBYWMGnoSCD5kQDNQEX/jy936Cf+7Z7+fD4ytcuSOegq+L9agDj8qG1/MlH12e4x/cvo/X5wsAYvbcxpHr48TN9YZyPeBvvfWhgqT2v+ASLPeV/Hkz48aeZX64wV17XKxGQ+37+AVHfsILr7MNkYfzhkeHDaqCdwUnSsyew+2IvDzZONyYDi2j4r/ohvsXB26OEzk7fAXxOZuhmpaAHj3hjcDwSO7O74oA1FXgp0AB/WnXXG5nHjzaoSpMm4X5OFJeGxkeOsoAwxdd8+zl3u5bHN4VpiGxn0duX98yvDKg3nS5ertn2SjumYXNdsG5ws2jLbwxEg6CrIpVSD7pizJqX0/TkLjdT8QHk62/BC4KfjZ933Tu8csOfMUX/DBXw5FXjpfs08grtxe8/uoVm8uF3WbGO2WOgZg8OTvS4inRIwePOwouCm6xsYQVaKlr7/ClR55/zzXX+w1xCbiqx+PNyPBawB9Oz3D8vMTF+24BSMkRl+pgqMZFXhzh5ZHxoaAC6VJ5309/ifftrnn1cEksrs+D1x9cUl6d7JlLnXPZ9Ik6Ti8PZVvQbcZNGe9LN66dK4iYbh6COSo2ITGnwEuv36MUYbtbGENiSYH5OJAXDzeB4YHr+8cdsNPGrtpL+w9k7n/oIak4DvuJMCR2m4XdGLkcZy6HmWfHA4dsOunBsuVjj+7x6GZLvh2QvccfbQxcBZrq7fXhr/vbAPzV4zc/1RFW7wRM/Sh3jyP4YP3bHaknnv9pgPd86fM6VFgc1fdNPasQ1XVvBMBtHkl1cD2FrI6o5l3wYhuwR9k48yw4UVJxHUQ1MXRq3gQJBU2CBk6WbFBUzXPiK5odXWbrI5NPzDkwepsI3pnCzMGhXilecEBBEVeBQ1DEF1QhxsCtCsfDiPPFkD8VFHuqZasMPhNcMSzWNo767Ai9n6AOtCjSrKam2B2oV/PuhMiugpSs5hkJUrrSbJuKE+2AbSker+apycXhvJInpURFKnpXZ883DKaR8uLRIiyLZzvGk8NPqnJrzhHX5oJ5aprHQYFU27cet4wjq+s/t7EeJXPh5j7eNhfWFo+YF7E45uzZBPvcMQVKkTd55sx6Kd0TeOc9lNGnDkK1gB8yqFTrVfu9iwqlXnwpgaLSgWnKnlKcWXMOGNQsVLjjtSmo9XGwuai+gqBFT9YTFdSsnqN7Sx8TdXpndYvaeDh3shqzCscUGFxhTt4s0Tp2Uj1C6uneD+qt23z0onhXbH1UI2bJvvfz7TRSZo9ktQ1JqvfKKb4q21ICOUv3CEi95hAyuZhnZv1M4gpoQOva0WA307CyjptXon7e+9K93m3Oe5SogVEyjoKrQOeonkkSmxCZBvPiOKcsLhB1QEfuWOyooIug0aGDo4zZ5tUmUhCKOpu7NI+3DfpA4sLNHHXg0h+5DAuPli2Fux7b5nUrU0Gq58eJoMXUl9Z1iZpXR0v1fLc54epnpK7L5rHDPt/6V10hZ0dJDl/np3rtngjnTH+MIZGdI/iMEzqA1uJIg1BGpUyYflp57k8uxwqaxQyb5inL0Tb/kqoHqnlAVt5yrc2ZYyBnB9HhIsgsdzf3QdFigKIUbwrXmb6W9borav3SdKnYd1QH0hxwR4c/2jqQUteex57LgfNKcBZVCM70eynuTXpmGhLBZ1L2zKIkr+QklORNfw+mb6Ss/Df1Gs7benCuULKsXE3WnhK0AwtE36QLdO1dq0a4eotitG2leXG06s+YPCWak8Etzag6uaN0FbWhgERBg6MoaHB37yuKHwthSIxjokzCkrztHUlYvHn+U/Lk5NCjgZvmmNB6jzteo/W0GtT6tzgOMlKKELMna+pzJ6mzV3HMOZjHuaxcgKem9v9VFIqCe5Ib883yTsDUdwNfLCI/EQNRvxw79fyJYmtJWTQQ1ZPUk4q9FlG2PpLU8XDZcMwDhzSwDZHBZQZJXSkNTSFVM2PjYgUJjqWGVfJKCTtRQiikoZCLQHQdTGlRqKGNYwoc89AHoIUOl+w7CLjzMKuf1WkfcC1SFxakOJKOATdm4uApeaUoVq5RxSzSmD37OBCTJ9RQ4e1xPN1LbWLfcbu6OuG7x8k2OId25T36TJDSn62BKSdKkEJSx02cOKSBMSTCkEljIY8nIKUOyqZUN7hDZ1PcyQdu/MQwmFdCY11Qvg2A/Zcr2F2q92tOnqO3Po65AeViFnxtt/2u5Ioaszq8mNcuSAFv3z2mwJI8qV5nDJmb7PGuMMeAZkFCVQK+oGobQptLGcei4Q5wdXVjF1dwOEq28SvFQr7HYF4J54op1NWmvSRPTN6UcxHwStkWG7/1Zlz7RqoXAanAABtPrWOLNO+QhYE6EB8yy2LP3ECe80pxWNCyPY7Yd0oSbvYTN2peCVfbHJdgbYAO3t4UUqrAfi6B67Thus6XJfv+kVzcKRQkShkVdxRkbeOIeUo3YyQlzzjW0FNxuOp5GH1mwRNrf5txYpu2VKBeAjXMp5Shbv6h4IONWY4eF6qy9cWUbDmtkUFS1yG+gup7/thDvgbslO1oHh8DxUqpIQpKBYfZ2YYehXz0ZG+mtK2x0kPVbS0WdUQN3WAACJLtfb2rt8QpDAXFoapIlq43SlYkCWVjO32OHs0OSu2bYMaiRDmNLadwqqqQom1i4tQASjbgAaDVQGyfNUNJCT7j3UkbphpCb7uz1jC1PBYm0uqh6r93kGRgNAno4g0kehtPESUXR4yeFE/bVcmCFLHnrPOhN8FDSY6lmDdCF4c4A6QdqAElU0N5zXhRSvbkWL8j9OtLBbl+tTa0jiXAkgM3sYWGa1sqAPSugIOYuROetH1AUZEOiPsSqcDTVUPFOUWjIy8WopKDx1UvW5sPYHrZns1RZg/pBNBkcbjMnVCiAqmY/ny031CKkKJ5GRGlhOqZytWAFzWDzxuQUw86FPBqL6f2fFkszJ+EIjCHgWWXOITJQOFtQBSiCtEPto6jwx0qiEunfn5i2Ljqw+BOIe4cPYdsXsAleW6Gkeu4YU7BjMcYiNGboTWYJzt7QZ3YPppO3rfaoU+4+Zvl0wZTqppE5NdjRw544L98m6MbznKWs5zlLGc5y1k+J+UdcaZU9S8Bf+lpP+9E2fmZCzcT1TO6xFI8KW4Yc+IN3XEdJ2L23XoCuPRHnvF7nnFHNpLZtBAPylEP7JyFtA5pIKnr32/3XPMuutXdrKRKKCxO2Q2RjY/cxIlYfA+NzTlwuwzEGMjJV2hPR+HVw2pWT/O/gvEIYnW7T9XdvvIqNSdIqcS4Ywzs9xP5GE5E88r/MK4Xnc/SXZPVBapiltwz44FnhgNLCezTSKnh1KV62VJxxGKeNlmF+W7j2ENiMXlS9J2AqWKclBKAQfG+EKOFhaQImhzz7cjMaBbd4qoVU5/TcbJ2gSV5DvvRiJqYp2jcJJ4b9zwbbnnG77lyjTNVQ4oIRx14b3jE6/mC0Zk3A7UxXpLvHBxV4VA9ROIKWpxZ7I3ImU+u+Mknsjo2Etm42OfqvkxceONFzUOgFCVnQdW8U/a/eSu9N8vR/q/JEdUr1dz+Ekp1HctdV7y3wdNRTuTU1lGrcVan3TvV5zL0e2gWcnZmwTZ3dRHUV6ub07XSEtClEo2ddjKmW3kv7kjzUgmMIXFvOHIVjjzym86xADjW8MtSuRqonIjENVylnhrmK8RcPXyHk+dVVTj6zDBkYvTGc3wsrCapcU3a9c16ziIonlTDOiIQl8BBbIxScgxD5v5w4L3hmvdUDmbUwCCJjY/clomdW9h645Rl0ZM3y5tZX1p3+mLhMmc6ofHh1Ct64dj42OfVRlLXRbmO3yCJiOfKHY2moJ5DGojZmze8eoNo60fFwueD1t+xsRsKfiiUJOjR1xDtyiu5SrKBFa80etK+xnvaPFjxiDq33MMQcg9lpeJI2TxcKVnIJEd3J+FAnYXbpJKutXJU+7xsn2uk42QEaKLxmprO2YyRTUg8KEK+DSedI4pkKFPVK/50fQ2l84S0cpHUq5n8UvoSs745/eJH83DkOdg6de07gF+F+uprGDL3hiMXfia43L1S4isx3Vki0JxMJ81HCx9q4+3SvPemq9CV98fbvHZ1rZQiyK3HHy321Tg+1H4uHvDauWwlO1gc/tbd8RC6mlTUnmM3RHZhIRfH4XqCxfW5fEqGafPA5lQZmneq6pbqEW5kcqTu3dUL37yiunfkYB5LvxiHUxff2yT5tL81fuCbvOPrUF99hkbxyYeA3HpU4BAGDtMGv0mEGkEw77d53kqWUyiy6t22T/WIihaLXD2lvKsV0L0UA0X+Fk/h5XCP4ApL9qQyGi8qe3bDwjENiCgv7K55ITzkPe7AfZe5EPNpOhEcmcwtLwwPufAvsA8jkv0dkjXYog+VO6FjpohDvOJCIbtAccCUuTcd2YWFmzgxp0CsSu8QB24PE8txMAAQTaF3sFFDMY0EGaZk4ZebETl6dCgMY2IMmYO2SWTflaFwtZmZQqKocFs2dv3F2ecExGUYLJQBeneStRF0wFh4Zjzw7LDn9eWC1w47lhr+au50MFDX3MHrSVbq5qY1du32zeUKHTGKcV2cc6cJngSdDUBJwdzsQXEVdJbB4uYX48LlOFNUuLnZ2IauoOIYro580fZlPjy8wvv8DTt3YopamE+I9aiz+/7AvTDzwO8IzsI3Rx+Y3SmekFs2W42PS+PoZG8u7FC4GCNbt/BcuOXKH7hwMwO5hxo/Pt5nN0SOYSAVBTylGIAuh0ARRYKivvWr4EKxMFCx0EUHSI13UEHvanLeUeg2KC3ex5s/T/sbuKFUkGDK2vhTbZOtL1llga3CASSHLGIToAJ80ZVydycDoZNOAzy3O/Di9IDnw3XNyjVD4HoeT23IJyWlVSF3PqEIbsyMPnNYBvIhWJgdOpDMOhCnYpvz7E6k/VV7/NySPqSH2P3BoYtiMZ06JoNy3AwQim2Az+25F4484295xh0YpFA0MtTQHsBz4YbnxlvuTUfmHJhTwImFc1totI03wHII1pYGGBTGKfLe8YYPDG/w+f6GZ5wj1+sXYNGFqCdj4aXhPh/z980grFSFzm/yFuY7xZZW4Kde07mCOuNyagGphEUj/tt1wpA6Kfc2jqc+b2GZNkdX8wxs/o3BOKOqwrKEnsmbasikh/g8fTMyQniLE57mbUP725DYDhEfMiWOEKtOVeO16mgh392wEEIhqoWqqJy+BqotfKjGb3Gg2Qy8HmqqxoL6+pmVMYJT+9xQcD5Tsr9D4Wh910Ptvoa2HFyMkeeGW678kZfCFbnyMsOQGYOFh44xkJKvm7ivOmEF8NTWaMHWhqw2b1FlGi0hKfhiwGRFoG+h0DLYvHNTZlND0s4pMbQxPg1nnhTxtpbLpEw+MfnEGBJEh8Q2b+SULbumGUgFxg1UruaQthB0ofL2pO5fNdRcDCyv2+8WsUSuanS1eVLGtqfSk5i6PqLqKqfIlNkNC4OvVIfZ9bVYDo4yeuYafmxtldVcd7ECvvZ2MKeBjbczjuZTRvreVTDlUByFgWzE8Zoy3EjSjcejKmyC8aCuwswzfs9OMlfOs5FAwFNQiszMkrhyRyZvYGTjUyebwYqA7UvNdlKy8zhfGIbMEcgl4MJJmcbi2S8Wb8/FscTAchjQQ6io2QBGKxvQBr0pks0mshkSt2xtYnllHJIRWr0RzRsvJkym4HbBvGvX04bj0aOjxaGlckB0zJTRzKSsHmIaAAAgAElEQVR1ynLbd8Em7ZyNi7EUz6PDhmUxb0FP724Kcv179ZgxW5xcksPN1fJvGV0qOIFcDJhqyN1CQwW31Fj9VIyroSditA7KOCbuTUcug4GpB9OO41xJz0G5mBYu/ZF77siVi+xqO70IWSGjRDJHWbjnDmz9wlgBlxNlkxNLsAWVs5Kbx6a2XXwxHliEXK3ibYhsfTQSOspGIoNkRjK3bmbnF4KceFCqVVE3kEQlHkszZeq607qoW0ZcXimANTiqiumOtRXUSM6Fbr2uwVbjC6mzPt1NkZwdsbTSCGqet3zKogNTFnkyPhWiZGfWpV0TA4b1uZwt1vqM1dqvCnRwmclFdm7mfthzFWbe8IlbGStPcAUCmkFTeSFUoOZDYRsiuhHe4ArpHKRTX+jICUgq1SNR5+Lae9I7pq6FdLeEgKoY2M0erVmCl35mI5GdJEapIKvPtwMPyi07v7DxlStVveRFIa0I9qo1O7TI3aQBr1xtZz5/8zovhoe81wcu3aY3NWomambWRGHhVo9c+SMbH1kzM9fZqbRnat6jOr5k0F3NhmxlV8qpr7r3e1SuNgvPjAcuwszNMBGGTAzFALW21+k7na93N6ene6N6HzcrX6pBueJaNQxom99qE3ZwOS3cH4+8Ol4YUErNG2KcP4bCJiQ2PjGEzGGsXiWvxntt3oT6XanXl8E2dpnNGAR7vxmn6+dRsWcsinmwFYsCFOmE/64zhb5mEPPWwYkL18YrDJmraWYfB1LyzIfK3Wp6o3mc1/rYYeujrzt7ezOYx3Q7Rq6Ddm6POpBq9JTRBmKYEvc2MwDHlDlcjJTFIYutI8kGPjsgGk6JDoMrlZtX51hvR1vDbY/TnuyhrSRC+1+x0gwVuGpy4IU8VsCyyhJWD+Uio+JxsYLsk23QbUnU1pnWgFDbVNp8ckNhFxaSeovgVE5pNyIiJx5gvXbTza2TOyZsxmYzDpw8NZCCdxlMmcF8d2UWpNe4AHo2Tws/TS6xkciFE040VxNXtZqXstpYC271uVRcJZC32kYglbDmXDl1ZBGOObApZonOMZhLOzkjds7+VJKgvmT18x1rRk41iNoABp+rC3T1HRV8sMmw8YklRMYhsUyhe1PEt1pCtU7Sysp4K4nqrD5SDhwPI2n2Fs5Zh5BOnW+bUPMolQoSWyp7S8FeW2flNE53PCh1gViGZDF3cbWgtYbANt7ASyOdU0NXbshMPuMplRhsIApgQBhEiCgFNQ+ClDtlHZr4mhkpojVDzLJAtQgS1m0+jZOBePema4GBf+8amKKHCMmCHE/joa5m4rQNvXCnXEbnFbvqKWhWvKz2saC4KDZMQ/U2JGGFR/p+1yaA94UpJPZ+ICp3AF9Lh1/PFVELVTmnlMmh3jy0NnEcSrFNaj272tyu8zYXxz5PlOB6vxWsPpGB9pPlfSqvcNp4wQDhaQ5xyg46FQnDjQbWi7esH61kVqfgetiihZUEWmZWX9CcQkta7yF1jkhmIxbGayBqqF/LKAOZQfJbzjEwIjzANEUjpQcLJVPDb1Lrl125IxeSmGR75/ul/ltLxuZhodbYK6fsNW0AqoKpblnXdZpbiEz0Tp2wU4cb0JuGZFnKLjG6ZOnrocBATZqpof0nKJfeHw10tUzS6nltOqZRDwTevGmtwkbWF9UIqDrozlL0llk9evPq+7HAWKoxYIZYWYeDmhe1hZ5KDb3CyUv7mK5uYEqdq+v7LlmfDgBXno1GrVBLxpjLUBOpXM0a1lpXrCZNzH4VTq9AJbexbDpD3lTTr/VRq2nXgYyAIB10tc+HUHqpGVUxZ8FQ0KF+JlnGnZ9P3zUHh+k5PxY0FBvXaIhNV3qEBqaa0dC6KViihK7a7kKxdaHSqQ0tquMW1wn/VM9+A94t3Nf05knhPXbPdi+s3mSLRKmnOypaHbjeXsU8m03q9bqtul7vavpI5a33hreSdxlMCbdlYq+TFamr/mBXN7mWgWcZZjaCpXJlbouCy0wonkxG2ZfMrQZuy0QqvgOqILlhD/PS1Gy8VhOlZA96Co+0SZ6rRytrS6O3tGj1CttEGepGEWsoo4KNhuKbKzjGYGnzXWMIKXvLgNETSl/rrHURvTDmnpLdN8jk8DVVtXamyWqCaRH2aeSB7Hj1cGFZE6n5Sd2d+lRd+dRF3pD8KXZNd6G3jbxN4FT70ty7nNLoh3Ka7Mk2dC31WcWsoJYu7lyxBSdmyQ0+E2sR1qMKQwtfSBtHJSrsy8C+TAYYS2B0Vrek913NTpONVve6AUlNp81e9FQUdi6h3nMgarCQohRGyX1+tpTndBxs3FUq16kaSnXT1qA9M7QI1W0P3UUOJw4G9PIRbYMpg54yPNNqdrQw2xrnaK27VDNXNDtKrkguWTaMW4x30rkvAr56SZu0DMB5HsiPRjrPqSkzOIFEb6UsbvLES/E+13nDbRotJJ595ZSdOGHmtT3VqaECoZh8T1EWX9BtVcZVq/mxcHFx7Fy4GD05ecrsKc2dHw1Y9fpugoWGKjDtnuKhekor99C70nUKHLgtrnunACJCxObhTZxq4WBXsxRPHDkwD003kAbFbRLiLOQWXKkZoo6bMrNzA7l2TCQTtbBX5VYD+zKxz5PxR+u9Opeo6adW8LWFXpRV9uUKmHrtXLmGLLXqiVMpDwPCIoofjJ+mKsxuoNwMHeyf6gvVuYJ2I1RFDBA2/lO14ls9sR5aasaXUj932hRjcRzScKf8RTPeJEGJ7k6UoRkCzimLCnlWCHX4iwFqhB7SxStlrHOlUMOfdw2SBl4aQLJFQgfgZWyAfDWPAZetLMRcAtd5Y/zU4kjJOJJL8aaXKme2P1x71Ob1ryGmDiKgAx1xEJPnmAeWmjGpwdrjlF7Y0t3ZSe6KjA2hgR4E13Q9lqjWstZj9vhgdaJS9EQNxjeroBTovM3u5embAzXj0UCUE+2lgIBePLRkRzqGOq/pXM31mpUk+LVB3zGs3PWQVmMpRddD41rE6sxNxfiMTnsWsWulP24DBX/H49jn6qpNHVe9S6URPmVptaIe5F3fyIAeShnc3cKLSwm8vuz4WHyW9/gbrnRhwDY6IyQHXskXvJ4uuc3jncqn48o/d4iDpeVH23hKdBRnyirXUJOmWpOieCaf0c3cq3U3SdkbSfxmQvMIFeE3S1kLSFZi9FbbJtQNNgtLTevVYiDD1c2llFpHBft/Gk41lKQS65YlWNpoOhEIm9xxW0fhetlQVNgvg3m1NnX1T7m65qv1VsS8EnVRlFpluVlzfl9ruDTvRtvki/FiYvQnYmOuynssuClTZkvblWRtc9H6uoUwChZ2HWvbhiGRiuO6bHgl37MaQBU19tArnn0ZeK3YeF8nS3c9MOClECuhfvS5c+bmWl8qH4yrUPLJA0oR9nHgUEYe5i33/Z5bmchOGNTzcrriJtfU/2TptKqY52bFn8DZc4uzEFrzjJQsVlH84E9u/XVJiz52erKk2nvBODJZyglUrS3q6u1J0UpMpGiKrwSbDJIctRYlLp4AFdXCDT7jJivlMIXUN6u9DDY3Y9u4V+0U0GIJCo+SzbFHacuDZcshDicifFOyVCCVGjiXvtGWZH2fiyNMCe+VzRjJ9Xu7MfLMxhIQYmllLwL7eeBwM1F0OHkCqW2r4Y4yqinU0ELkVrRzGHIv2XCdNzzIF3i0l1xZ1797kC94mLZkdeyjjf+cfOe+NL6hllofa7BQ/FBLPIAZHG+kC14vG0bZc6uzUUkUjuqIeI7quS4bPpHu81q8sMSXdfJM4wA2D8vaM47NHcnS54XzStlmI6GvvIGSBc3VOaEOV+vuOFGmKbGp9bRElP3htCXIalM7LAPzaJsu1dADZ0ZDBcKavG3uq3DOeqOy+W6NLcWAcgrVyPE2wY1eYDo1b50V+A2h6gnjIrnqLd4fPGTfjZoW5sNhIH0DGlzlp7o7HhZYraf2s5hHNBcxo6jpNSpIrHPYRVsjS/Ic8khSz20a65wwQPXoONnpCY3f1kFkBTZBOx9Vakj/cWCnzmpq3SyTlXwZlOKz8YHE9SQMzXbtnN2pBpwrhJDJm9h5sYsK3LpeIFiyWCkcl6yI8mjcqcUHI8o3Q7F5kTqQWs9DWYE/i0D4DqS0l44Jld5yAFLlBFOdCm3tqlckCKIOfzjtkXeGag2ABHTxXZe4MRuH6uLIphqMuyHa3gAcYuCh29n4Ng9VUOOO6mmumzHLpyzvKpgqKjxMOwbJzGXgJk+k9SaIeS4cVjPqkKzW1A9s32e8KTfjpfSqxVkdH0vP8lK8xyEPbHyqRRi1b8IO5dpP1StlQIroUKemvGv2mYq1b/RWsG8TIsFZ+HCsR8yk4nhj3vGJIuxvB0PS6w0OAOl1aIZtZMkCs2OZw50srFZHI2WzElPRXgHdu9Kt01wgJ38qr7+2xnlMHyyOmzh2UvDVxZGiVuG41YVp/MYGuLvyr0AjFcc8B+KDDThP2MsJDIg9Z0qekn2vX1Omgo6KjLapNAJ2520449LcpIng8h3QmFUYfGbJnh85PM+VOwLwoFQi5SocsteJ19Ilr8ZLruNEC9Ie09ArObcCqFZjS0mTY3YTsnekyffsS9TIoY/ihqtw5GHe4aWQETYSOepIKr56XOq8qeFS0apkh2Jk6pox0kKMTVpV35YZqdGOBrlTZ+pxw8dhGZxTDXPtQ1c8wMmKLUKaPbMPvW2alBLKKXybrIii8bTs2s4ZmdjVI3sGn3HZW1XpsZy8Hit3e+NuFi9cHydeOV7y0G95tGx4/bDjGIMB1cfCeSrgF7Gq0eV0TZ09cwx4p1zuZu5vj4wuG9m7FlttGWdBCpfDQhkiuQhp41mKkPNgnrcOpCDvCnKRGDeWAOJdIfjcFev1cWJJngdxy2v5EqDXM2vzrOB4Kd7nYdwa2F4suy5GA1Pd8KgPqGMmjIntJhJ8q+Ru7z9M224cOClE9WRc9cAGlmpYfnR5jpfme6ejtUTJ3ry5MXryqobdOtTuEr34r/MG5vLgmOMG2buuY2zDtho7t2mEYLXZvCt4LEMTLHNuvojo7YkD2MLWAI+OE/McKNl3QAPteJ+65ts9V5XCe+iKlXe1CHMcOIZsnvdtRheHq0UbXTZycq46qVU+H4MlL4whE5dAbCFGLyevglPClHDbaojNgexH/K27u+bWc9UpTgyweV+Ih8ESVbQZBabrXKxzOlkI72HcsPGRVBxjSKTgSIfAHAfLrg02j6UBYzBO47qvajLF2khu4HNewgksbJKta4HsPOXoOvB8K7mYFjZDoqjV3XsgMN8E9PYEiKxo70hR4WJa2A6RY8q2B8zuBKDWfVY9OE2PKfQjdHIF1u34H0QJgWq4ZcomWuZn5aWpgE5WQV3GYlnJLuBmQ8ZN371JV1awSRSWFCgKw5jYTpH726NVXXeZ0WUKVkzYiXKcIvshnAqYilqmZtOvTeclAefenTpTn460EIGviuXl+Yp9HDtHavSpF2MsKjxcNizZ8+pyycfGZxkk10J7lnG1aODleI+X5nsAXITZQkirWRnUWbp/9JSaOdSPk4lqZLQoFG+FPkeXeX5ze6pULIXJG1H+No/s00jwFg9uYT8p2mPYUkNKAJe7IzfAkifzBInihmLZFysPadJK/BW1IqXVIk7ZnwyA1TEWazfkmpPgjo79PJrF7zNX09KJ/E3WPzfCP9B5a0vx3AwTb2RbrLlyp1zjrMxCrKnD3QU7KO4yMm1iPWvLFpaK4LLgkpKSqxXqDaCMtaI8WPghq/D6suPV6cqKsNaHjRp6FfR9GbnJG15ZrjjW4wGaJdbCiA0QtoKbu2nhepMoNzWLbzi5W47LwINly0WY2bjYvRNFHPsyMpdga1iMu8ZQUGfZY+uqvhfT0qutr9u05MQjAFFyMu+YZDFLCNssHre0rIK0MFSAdlQoZThxsNY8i1gLNbY0a7V5ojV1Oa8KKzauiKpZa07sDMhWtLWo8OAxhdmPL6mF/nyGw37i9d0F3hWu54lYQ+XiFKdWfFbyypqvR8i0n0UN9M8xMIbMblq4GBYL6dWSHTfzxFLLLRQVK1ooxvlZUiAN3sICvirEUEm428zmYuFyO1uR2lUxvyV7liVwzI5Xjpe8urnqYdz2f5OX4j0eLhs7Vmk/WYixbgDdKm9rCNAgKJElBTZDwldQdZMnPhHvs/T7hHraQ+iA6mHe8rH5GR4sW4IULqalr0cvE8dlYBFOYaYaAmsgx89CGT3lnqveIpsDvmVJVc9HulDz7iU7WWIpRjvwteBsUWHwhXFMHHv26AnAL4uvKfq2FlsafNFWhJKu/9xSx7llAa8A1VpfHY9D1wHD5WJh9IOBQFd1Ti6n0xDaWA7eMrjSlee16HuRSE2my91QeO7enu0QURVe32+5jh6tx7c0r8M6lC7qiDuP8xlfE3+YBwOFNevLLaf+lGrkpuI4MjD5xLO7g+nQ/VhDWxZG9fW4pHbuXY6e4mvocn3+KSdjqRnn+RA47gLLHCx5BCzDbAM6hDsEfDjpdyfKxWgJNEsxILFsZo7DBnUOVHHJAPboDaBejnM/4itlz2tzsL1sDWRW0YtTggyomkMiR2d6pwE8p2R/KqS8m5ZaDqXGZ3cFGTPTNhKCheKORXol9b4BrufO6u9ucRyWoZ9w4ZxFKYoKBO5kxe6GhWVrhaVzqrp4TbbXNn9XqO1TKI3w9Oyqs5zlLGc5y1nOcpazvEnedc7Uq8slUT2HPPBg3nK7jPWcJ7OQe0E5NS9RzPbZjy/32fnFMg+keS08ryxXvLFs2QUrtJeKJ+op0wjMEm+1MHqKJoCzmHOzqpzYkTb3woHgCnOxIgzBFQ55qGGIYER5Z3FvLcYBomiNp0uvm7MZErqdSYtHHL32yCFM3Y+r2c4SSmLFNCefmFzqhRBzETs13VXzoIbbOl6Wk9XnosXYgy88sz3ygYsHTDWsFmt/NBJqrvywZskcs02FfRpZsicMiXkaoDh8PQtMMvijcZBa7SCcwib3AysBFhfaKR89s22eLfYPnGrc1LEJUriNIzdp4o1ofLpWQHPf6o+pWYGHMvLGsu21eOZk3qNcHEsRmlHh61liYNaKtsSBofQMr7jYYcTXccPWm2cqI3iUV+MV12myMKkvjFNCRwuTDSFzuZnZDXZ+48bHO+7kpYTu6RtDsro80cLJbj5lC3Wyf43Vq5hXuewc7OxMr7JxVkJCT8X3XLZ+legoS83WVGglIDQUivc9m0qA4hQV40ltQ+RymO+k4U8h8cr2khJGCx+19OvKW2ierTR7rueRwRcOtXyIdwU/2brN2TG39BiH1WxZhzAKyCLMsxGPh2DhvcHlSvRu55v5etwIZOd66LslZqRQKMGZUenNO+prXaJ2WHjzZMTijfe2BMriefVwySd297jJExnjbjZv4iCZB3Fnh2gvA/EwQM3kXRO+29orAjoIBzcxbSwUWZ0O3KaJV9NVJbvDXJNu2nxuevD1ZUcqjm2IPDvtcSixcpqujxN70VN4r46Fm00XSAZ3FOJ+gItT+CbcCH6hh0P8QYjRioIWbx7pbfVQitSacFiph87ha89a51YuzsLZg4VOn9ke+MSjK2YXSNQCxe6kn8Sd+krdigOjNaFt9szBeI3jaAsgbYLVp1pAohGwLcHB9aOiYvYMLnMxLjwIRvRXgGTzYNosvHj5kF2I7NPA9Tz2MIDUtdPXX/NSqYXN8+QRMX6pZHo9s+bRWmfcldvAddwwuGzrSayA7UO3A2A7LbjNKYwqwJwC1/uJ+Rhs/8i2f7gEfra5LJzuweKskPNcs4cFxBuVJCzmgWzPlYr0faN556eQINk9fCthQA1dFrVw5Bi5GBaemQ512Spx63m02VgUos4DLdITmaTSFUTN29a5xVW3uii9/IIGJYbAMia2Y2QzRo6ygVEZthbRGKo3dyEg/pRw0/RO5zKtozPF5v7xOJz61xvH8WJa6jUdDuVimNn4xC4sFBXeANKx1rhLNXZa+wVsL6WsXWGfXN51ztRtGglSmIvnmAZSNgV5iAODy2yoXJkapmnVTQ957O54C/fleiBuU4LF/u4zrgTSynU/+WQHFA/esgL6CYpGzm2VZG0CFi7DzCCZnXOdl3ObJo45cLuMRkAVq0RcGh+luVorYbSRAVuIyIltwqm4nsUlAiW5Xn28qFjIA2U3LMwV4CwpsAx2gCitjktTCG2B14mWoqdMcH888N7xhq2P/Tw1sOrHwJ0NpKjj4IYKQoU5BCs6epEoBJCaxVQzCaVyzlqmmp8y29E4I7meX9bOTnNaQWd03C527uEhBgsp+FP6uWKK5lBGSPCITW3nQEGIxdffLbulgdpDK2FRXM/OFFFCyBajVyxtvU/CU2itqCkfqxQvlsGVNzi08/lc5RUN9TyyMSQuh4WLYWYXrEbV5OxctaKO2Xn2SVkkEItnqNmFJNcz/Xp6eJ2KRRTX2lVfIWSmSsw/uunNnAU5/SxZ0E0mbIxIrMFRpoI/uM43cAgZK9Fxbzjy3Li/U2IiLJnNFLneVjJ/OilEtz6wNkvf1KT2zcVoyjBmz+1SOWJAqgkYnVBdLyFZKIsnYeD/4AdKkL6W25mUcDrwe6jhqBwE3VjF7ZIcGmuV9ykzjIndtPS6bU137NNopQYq5+2Y7GzBuYRufHVd4XJfG1aR253OTbwb/Tplha3qgLV5lYsjquNYhgqOfM8chdNB74d6oDvAJkSruu8iUQ2UW226mhZfU8ftMN8KpFqoeN2G1tamIzKIt7DUnIIZrVKYxhM3DegHxV+PlT82+r6WqYbBdlQup5nJG0B4/vKWB27LXmBJzkpmDEYi7yGo2pbWXx0o1OzPsWYv+1CIoVCCN72cjeRtB5VbH5XiVnpLrCzEwa+KRBrpeeOtDMRSVucGSgUr9U/FWQFLKUJZ1X4TqYdkK6dae1XP9szcCjD3ceByUK6GmTmHDk7BjOfLceHZad+zta/jhiV5ljFTNhY29qpkB+prFiMQYgUTtRgmFUypKOqqYbbQk4SkwDF6bqqhmosz6gG2Rpsua+Mp1fg/Hkby7sA2RK7CbIkJGN3E1UxvrYdPUw0Kt9R6VY1Li5yyWhsNodb9Kg14JkfKjlj3e2p/+1CpHk7NcGrJHZUHSX0+t57XnMKhLkJcrPSElcRxbMbYuYeTTwQp7ELkmeHAXAK3ceL2OJKjq0kT6xIVtU8LaC7/5GbzqdYFWz1Hp9PAW1G8E99lyYF9HLldBm6GidthxlUuRjupG+A6WlrqVbUMGvelgYfR2bEOw5BJUzZ+g+OUapyEEu56a8DQ+eSNg5UrD6unE3tL6y9FsEMqpacTl+o9aMULU64x/aCnhSYny5/k2C9D30CCVAJ19dIFV7idRwNR3iqVOz0dxOj0NNhSjBS5pLtgcnCnTKXm8RnEPFaZk3IKapymo7cMn0Mo5NG8Olqq9dFBo1km5p0TOzS4VkjuaVaCga4kkBzHZVhxmqC40lPB9/OIgGWH+aG3/VAPnj4pfM9tHHuG5hyHTtQtuaVQl+7VsHln39VGUtNqgVTyeyuYmqsiiUg/jsfL6cBb7wq7IbIN0QoJuszoUj8suSHcUgvIhvq7rHkjQp9vDRC59oHqRWgk01NdH04APMuqwnStwF4KMpRemVt8qRvu3fpXUnkxF2HhXjjc4c9dy8YqXA9K3qgd6eFNsWgyzoiROKymVOPaXIyR5zZ7Rp+qt/CKQ+WIxFCrM4tWXiK9nEHLPixqICqvNsngT+ubeh/vCoMYJ0tVWMZAHL1tQFmQsTAOid1gXsLR9Xz+zqVr3sn9PPLGvGMTIsc09KSX4DLJ5X4kVV4Xx6yiDiu1AJ1n0RR520RbjbpHy5ZHw4HZhe6FSsV3Ay0WT1LH9bJhzoE0zMwlMNU1OjoDOz4U0thcALUUQaEfdFsGm1ythh613EYvylqnZ45WSmMKjqla6etkjdYmN1nf5Y23OjuiPSPr/ubIs9Oe0WXjV8aJZbKjb+Ic+rxDBDfTvVQVj1l7VsA815T/y93RCP7NHq1FGlPy3eD2dR22Nb1kb0ezzK1ILagTltnWbttH+hry1m/t2BkCvaRCqybua0ZadpX/V/taPW8uqxCF/TwyuMJ1nAhVn7WyFoMzL/BF1S9zDhxztpqDXim1blSunilVxUe5A5bJQlllTtsz6Glc9fQqs2c/n7z+F+PC6BOuOCB0A6WVDUFtvzosA8vku84qajUXY6w805ZtmCqQahEYrC8LZqy10gm9onhZ6avVPpVL5R5m2yebVwqoRYcFXDvxw0qgNB+Rf8xZ5LKdvsFo2fPeF4aQrc7bcGQXIoPLbH0kuFxL6lhCidZogSy1QHXLXm9GLZxq3z2FvMtgyuogtey4rKcCdTF7qzxeU0xvlokHhw3zPOCd9sw6oKNOgEfLhkfzhsthJg3OPFNOO4C4SVMP+bUCif0IAW3oHytfkKr1WLxdg1SL9xUrdOctA8o5q1kjoR3zUDfq4mAVxjkstuFrdsh4Oo4B2oS2dhyXAeeUaWgZhLYZjGohkFILIZbAqV5K41G3RY4pBo1WSuF6mXgQd0SdO7Haia48PKGXkWin2w/Qi2pOwQjQxftaqE365t/qlLhUM5NbfSBXKK3mU/OeUDfyGtrJ9Vy84IqNf/YcloHbvXmCXhsubAxXxOE2d6AmMcyWlRV8PpUsqCJOCbXS9Riy1WeRWn5gXWzuMaDVvBFzJQc/ihsOaeD6OFXAb2M3p+bhsza6GrNogMpJYXCZ4HzfYJ0rJ4u2gejWMSpoqaUquqVnSqVldPZif9CBOILVNhozGuxswFDDyDk7y+pLdk5VJ4DXdO7UQ741XF58rzXTNqV2dBEVaPT2FTmV/sDIwJsQGV1ir2Nff+357HwzIW/UzuNqWa+rzL9cHPhMyp6UPZvh5DFpHuoWRm0bqqtJIIigk4X+mieqYIkUaw+G/WD9lrPjOkOf2DAAACAASURBVNayF814+v/Ze5dW27YtTehrrfc+xpzrsfe550RkZkQqpIl/wLIVwapgLWuJQkJWFSyY+AvSimJJCbCgkJAKKWhVBAtWBFMEC1ETU4y8Efdxztl7rTXnHKM/moX2GH2uc2/cc1M5Cu4Bm7X3XvMxHv3R2te+9n02FxLpc37bFvSaDAHQ99PQQCGATi9BJEVVltyQ2IjeG+P75YyH/ITMPUq/nqy5FErtCZ+2E2pnlHQ+gkDgrgzvkbiQNbtAh0TolBFMg2movlI5JqB73UFMXHUwctF76pn7yg1VGI9lx7LqOntbCoYoQkOkJfmPyxUfy00bdNqKhTtOueGWlCA9bKMeIkA5dOtc/ZwE4ctHjTEaITR8fbN3nSdL1Byd9IQz1oamJW71aKRQfO+NtQJigTF7YkfQQHgG8UQRGhccZvPZ5DS0eu7uMmOat5YYUdP59LIteFoKFjGZkQklZBxr7j5UX203/SmfazyVwfuKQ8JBbI01gn+sYSwQeVcKEwBVE1YA0ZCTaehzMfDCRUPFr6kTtqp7nlYAdIy+7FpaJLP44abrRwRSUe6kcGWIMVnkCLayni+ZZIL6FR5zx0n8RFMnrCO/TqURUk1Hf04+9/ynXRebjtzjsuO53PBUtqC5bD3j2gt+vT3i27cH1GsB3ZJ1aHrn+STI+uNjqDh+8mCqDjXxHJH9HZH8hbUNuQvh9bbielnRK+NSFryWFat1BfiEGkL4vJ3wclvxeTnhdVmxWsDlcLprBbXGam7onk0WbbtmyCiC217wWld8Xx7wmDYMUAQirq3j1wFYEGEbnXv1SdbyH7Pq+QgA12VJBkP65j6g73NjWF9MCptMhKMyw1YhDwaYDraLaNecgxvo6gH16XrCX5RnPOQ1EJLM3RTE9d2x2VgZrXC3bDkFAhCdOjJNXCCCKh91iY7sdjSOeIUImkXvqunlyu6lMPJgNKHgpgwhfFpPOFtQCRxdhkeHnAZf3TYFD+S89TjnbuWIiodScaWCt9zVty9ryVWabUwDUWJJJMFjUVSq4GZK+MP0hNigaCbBd9uDoqHLQEa34HRgH8qr23s2aQtWkcc8tNV2nqUMy4YOocxQJrZgSjXGDlPfKQ4Esloi+dhxX67WEnoRYLcg2DqS0g243BZ82k/4WK74GV9MwVmvt3eGLAOjpSgn+/obpWwTvd02YFnaXal47pyJw4PX9ws/AcQejKkcyJqb+psBgUQAwMKaiJAFVxQojJlZJ4kArg8tm290SJG4pZRnzb1ph28iQbXxNUtaiI3JUZNtHtP4rxTlSt3MBvKp4uG04cNpM7Q047YpV+f7cg7EQlE4vhvXW094uap0C5MGuPtIgfwwqU5Wo6KimJWjrBNyKQAoDxQXY01y+It5/iCAbHpulzTwUPZAyJhUyNSV0T0op1M3bbXjmS5W0m5DE44YyoQo3wgTkI6kT7xbClNO0KEq4EKhS5TT0O6vk6jshSEaXrWA/VTjdu0KPjZTHVPclOpwrQXnrPMhp460dvSbIhETVfDQd7JzL0UrA80rAcn8JNsUBMpx/+uekdLA5+2k3WJutWPnutt9GkLKC91WXK8LsCXV1DK5hejW9ETZgtDZY5LODcm6kRtljCVBbkDPyreiqqgcYIE1jnV+wDq3RZN4IRvHQ82qr7Xg067G5beukiBohyEzWcDhZc/5UCFR66hNCiyIWwsw1MZp6dH13KyCgK5rsAjF+ElJ5WZGzgocABhDVJiUDoSK7FlH8pkHTucdP3u44pvTG57LFvteFcZrXfFST3jx+297tstTkFcO/m8cvzOYIqJ/HsB/DuCvQq/tT0TkPyKirwH8FwD+BoD/HcDfEpHvftfnbS3jlkxEs7PVwgc6USiga4ZqwU9XEbRqUKWSJTlQgWaf87qveGtHMOVlrmtXrarerNxmYmzeFukZDTcbVK3g1dCxKgkPrNyLYvCnBxmhTByRrJE4RSHK01LxuFTsfeC2LMhmFJqSoRQZsYG6MazzAjJZmW9uCc4CwYDsyXyZ7JjQjNAEgfKsXvdV6/g2qc65hlgfcCxMbgTtf7/UBa+3VcmHm5pfRo1clAsFUssWGL/AP7OPY2ELFAU4PK2AWFGdbNyMTySdAo2ZA9coBwOoJhgq4wgyPdARcZd11S07Zy3J7T3hl68r0mpWM+SvhZVSO7IpnruyepNDNX90RgNCW+eW1DPM7YduvSg8bmjDrRe1JOo50Egy8qerMOsAM+jc+Enx/ASBINRrQbpykIk9MPEjGSdL0Volku9LQ71lSGKrq5EFtKq581ZVQb6Qom7XocKDyhFSFeEQg/Q/OP4ei960+swoUiCFNh18QxX2DVJ/nUvDw1KxGrej2/3tQmALPopJaPj49KAnvkOgSQw0QLlWDco3IBDOWXgXcnDlhpHafUx6aXiYwG+0d1sQCTlMbuP/Tx1fPV/x155e8JB37MYbA5Rg76hEN3qD3ytt+VcaQGuq8H6rHRfjvCzGcxk2pu9QXkc0jMczOkBF75Hbyvg0m5MfdEUVt6RIRBuMbpyQPKHXXnahPHQMDbqjaOyG3mfqeKmneO65dLSswqn5VTXOQAgRWD8PPy/qpAlBVs5lH4zXtaMvGQLCWJVn6tdFJGidQ9ojG+Kr5CZFL/w6925ke7vXzANuXuDl0RCVtTFBSasDiQVbzUe5lAyZtUQgfhr1wYORknrM9UCJjcbQREuszZ0jPKlwdMcDKQ+U/Y8AyAP5sePhYVMeZWe84IxRcii8z/NK58d9UsNQ3iGyopZkxHffL7ootcHR3RhsHjjiODdfh8TXhgHIoiACVj1pmdG5pePp8YZvzhc85B19ML5fhpbZklWdcgsJlNYY21ogYqKwfp7ZKRGwsiii0lTWho/nG74+veFjUa9ev6ZLW3DrqpK+N0Os3wXVdxzD3493HsePQaYagH9HRP5nInoG8I+J6L8F8G8C+O9E5O8T0d8D8PcA/Lu/68O6qOpqH6xw5yC13cCBOHnmKaKBz5i6FIqVh8ZUoupdw4V9JLy0EzKNWLh+dXtSfs2eVCjM5P1j0M5Ii/3DM+IE7RSBjOgQ9AVdJ+ckbteOz/TjnHWj+JTPeFyVn6A2LP4mKDqRDlxx7xktM9gGgm/oh5u66IbnH2EBCw1oFmV8jtY4uq4c8nWi+/vn4YiCLlaq8n69rMBLQX7lOwFHSdDArozYa1wgcYhzxNhQNNLFyPgPXBRCH10XoDuURfx69JkGB21aFIJfJzo2CIYA5kNPKEprJFi44bls2HvCt6fHUOcFMlofSFn1aj7kDSs3bCNHMPVWF9xq1iDcLgWA6aFZeYSHcjMgGAYnD1s0t55D9HG7FdXAmRZMAAfx0TWkAK3Rd8L1bVWB0desIobbEdwMRyit0cHtTc5FVcSZDIHzWMBLQVA09doKrr3gKW343M54awve6oLeWMsg7wjVxyAHpKg45Foa8hRQzT+9a/UCm1+MsF7yrN7Jxz7+FM1LMc9TkSjxZh6oQzest23BdSuq5XNLxsnQwP4yCHvJUfLMrBs1kxhC7GPNx9ERsOv4QpyTWFKkBsY6Ut2MNUoy54HHpw1/8PCGb9Y3ACogO4YG4NWuxzd036QcafHuRRFEhl4tAHPNt+rzfwqiYu1yKxLjntSuCu2Y0StHOkjH2+gJexVcrOEHONa78tt2kQHI0HF960VFKi0pO+cawss6RhTRac+KYsjAvb/bPJy6dvT1Bz7W/yRKHTCEf1m0dLo1RhYV+01zYM2qqSZDmzgcZepDyeG1K4+o1RSJS2gy2dwDKVmjdRWAzDzi9Uc5a5oD3ggw8fGGB2Sk9I81a1XCm4gcac1pgFNH5xzzUlh0vRsT6vVuYy+L6lgRCd72Jfhcnr+TnZv7XkK0I77ZnuVWRTP9QpLp5eWJowgEehqIMqa3zck7EFxOL5MSq5aie4QigtSGr5YrvipXvNYVaenoLDifdzyfNtVXtMTpuhRsJuCJYUR2WBDs69iMdFvlYDWtvwHCtRejDZW7hqW95fn0D2rFhE7NFRjpPz6y+p3BlIj8HMDP7e8vRPSnAP46gH8dwL9iL/vPAPz3+F3BlA28Pg5PMUA7l85LxWlqIb2x1zs8E/VFN+mg5CMS8hKaL+hvbYlW/yFa15aqREV2sTGf+2aZIEU35TUr1H3mHSurTMGJKzoYn+o5vnszREbIswwTMrPP7TaxnvOGj49XPK86YFIa0RVBQyHQda1xL7yu7ufuaBZtbJ0G72DWCRYGAWnpYAsaFttICEcX33wMsSCWtG0+HhOp5IN2buBo3WegZ4E8NJRTM0VxxuN5w/OyaXv3UvHiNhdxXoqsZVMX3rcCN7T2bp520hrW+w3OD1dL90Wbk5a4vKNMa/Ecr/XrO6eKr9arwvcmadBOKkz6dN7w9XrBY96QMHA11fNbK7oQ14y+a/bEeej4KA1Py4Yng5EdjToEUO8DDB8rgI4zL9cBx4bI7T7ro50hC0fAFH5ntpAzrPvIggYvkZTU8cAd1109BKlTLNjDDVJtPrWRDJE60FBiUVFbey9X/+4p+Vi0nPiwVCUWeybLhk5hMvn2aHlKWLgasmkLbusJN3u9+vApR5BJg5tGHN6L15pVxPKm6tTpTTvtJAvGosrk7QFm62N/OiOxYM0dt3NFbYSUe5DcnfzOJEg4gnc2YcROwNgIyQNMsfMHgHXoupW0nOS8k0MdHGGTpSWHHGMlkQA80G0jCBDMft/eSwBOnVQhqeGyFQOB1IZXdD/4H35IFnDqUQ4ccgSyXQjDeICO1o2bcsaoE8rS7ojCz3nDNhLanpQkTwc3cPYP9HHu9w44NqpxFrWfMmRxSR3rqeKtLKAtQXjgZFIXQxDyGJl0fbuVHPtDSDIQ1N7HaRU2DiA4+DGOTHl53bhofv/jJI1HM49lSVNiWQTLqsHdYsH707rjui54Wrf4vGREdD/e8oKaBG6iTI5YMxAuaKRo/jBqQjwvr+hUk0a4HYGhFImyf+/K73RxYwCB5PGmVZmxiHXAatJ/ss7vREkTokn0N8aQ4wcWBI6s3ytmQq0JszUAQa+L6SjZr1zx9XrBeqpojfGzhyseyq4iu9RRScVhFWE8Alme1kcfUx5MwjoCby3jldWn13mKnrT4+nxeqhqV56EGy0whzErvvgNMvxcBnX/3S46DiP4GgH8JwP8I4K9aoAUAfw4tA345vhxfji/Hl+PL8eX4cvz/6vjRBHQiegLwjwD82yLyeY7YRERoZnDev+/vAvi7AJD/8OO73yka9LBUnIsKhwFAZSWpX/NAF4SzPaA1aHn3VQ7xuX4KUosunZPpoQRPyjO2KeD0UsRaKj6UG74pb3hKGwo3nKhh5YourG3w7/zX7j4D0Kg2GQInjCX1QKUyWU19UAgv6vc2SD7QjWzwO4vC6DkNSBLwLO0/3n2voRaO/iQeUYP2stcPjsFHu6xlqWRIln8Hd20ZZReVXAHOKmJJLBid8bBoNxdDbWIo36Ng3rmYc0c2V3IvTZ2WijI69i2bWOMkIQFE+dNLfM4rYzZfOR4oSfkiiY1M7mKdJMjU8Zw3LKUhJ9V92VpG64w1tyh1uHjjreufrebw1PPW95yVLP1UNq3LG/nCy4MhNisdm4mGKkqBo7Q8tRUHEtUO/ot3l3p7sL6G7ksNouVAtg6yErIaByqm/l/6XQItU46kqI36F2qnaKaBzh1rboqADjNPtec/o6Beqv1wUp0h56Q065xrkg5xQB+cxg8hUc6WJCWqplMHkXLDcjrKbmMQUkIQzsOyBMpl6qa7E15pJkjIBPRsvpg0QprEx0NiJai2PUXnn6OdAI45MtmlQMR+GrdNFCkQ4xn1oeUd5xAByj06lYZr0bH5/nviWjxjHnxnheFj18d76yr5oSWqgwTsHI/IpK3kW0rX9cdKPyHBAgDF0FXztzulhlNq0dHnCFqsFG7TYgiovqdi5Y6V1Qe1Ze0OPZeKl7QGmhHj1akBVo6MZYih2mDlvv635Ia36HY1tCor/8XL6y7pcG0H6iJW7tPOBIQ2nKPZ0lk97N6hdT4PyZqJxlA7mpRU+yl0tuhAL0AIRGbJ6he4JrU4K0nX37kr0zXpmrDyKNPQZ2SincrBNbNoQnSdcwPGqp2iXgIG/PVHJ2Cgv1nlQQAVv/Rx5OuCah4anGOVh1KayQhsIREDAJe0HFQBE8UVEMZ88/iYz1gG0qroPxHMVFxNwdgM1b3S81W54mHdUVPCV6crnvJ2133rHcxh1v0btq7gYBb1hAXUa7XY/HG+sXMAiQSXumCxLvVaBmRh7aQ27q8kNQR/3+35Y48fFUwRUYEGUv9ARP4r+++/IKI/EpGfE9EfAfjFb3qviPwJgD8BgPO/+MeSWQfcEELJ2r7ugZTDjIBOorI0CDKIdOFqXduLCQgDU4XJFUb1CQ7hKGu53sgdVX96QKFPQsC5NHwoNzylDQ9pQ5WEYpjwgG4aTiiUweEJ5R02d3yKrmTYvaQgyg8yKN45MlbfD40aJ+AbTMmkchA59WMxMgj9qKkf5MXjec2SB/eDYf4/X7j1TYLh5qcWAIjdq+BewDZ6e0Y5dwyTrfCOES9L9ulrnbB+N6agQaSLMaY8MKq26c7nXKduzy7KtRqDkd4Ftf68BQgFbCYJvbH5Wn1hcU7DtbtCtXYybl1lAroT4/kI4vz9hbsG2RO424TB49BrAXDoGwEI8+f389O4UPYYglOEKEPYIdNzv7eTi3JNEu0cgxPI7fVe7vN7NoTBE88LwJ0GmncOYp46hBirA4S3vYBJyfYhBuskW+BuwXcBUFRdgP151J5AVYJ47msXGY9F3QbGwWVyjZrfsMbR0EBLmDA6Y6QBJP2MzBpEvLHyq66m7abrSoqAJ/NA7cqTK6Vjqx6U6r1godAp6saxubaiyQRpC3qxOTBLafRhHqHWdOO8rDANt5LwXFTQgMuC4UZ35d73JVQZEw+MNHmZScD+/LxhYTVDdw+kgHv+ZDw/0fFQrKFDhUYPX0wmlYJwEU8vS6crhS7a7GcXa5UAlJXz2Ltqfy3GCfImDBp095i9bO7SOF62kqwSHIM0MSGWu/LOfLjht12w3kevsXZSD9FscixJy8dCOMrcFsRyRTgK5CkIZlItQNcuSzw0YOWGva3YWlZKh/m3hmSEnULacRD0h14b8UA3CR0iVVl3w3TlyiLWiXnt9KC9gaN71JPT4NFB5+KSWogPOxEdAKToPe4FEGYwHxIUELv3WXlizknVa9FAhazTPBqUwNpVbiXjTEeTyBA+uF1GEZl5gTSthzEX2J73oJCF8MaVbMGtf/dD2fG6ryACyqmpyKwAGKyJ2zgC/3+W48d08xGA/xTAn4rIfzD96r8B8G8A+Pv287/+MV/oYlqtJMuQBz4u19CRGpbZu4DnW1qsW0RXjr1pR58Y32fJypc5pcPQ153Gj2uw+nRSLhCbMJrzeVR4E4ZudWySMbpOhk/ygCoJn9oZNyPJts660Zo6Mldd7NgeuLabqjr3pS3YR8KZ1TJlTHwCRx188fLzbqLZqmcUwzgpwFFjx7tN1j+vN+9c0c8SHJyoiPzfBzZ2P51MGf9vqMnda23D6l2/x/kh3j0ZIoNJtMMG99fpi7Vn7BHYpYFakxrnTt/n0hl35+DPFAeiBtyToH2DUMTo+IytZSX59gTswLfbQwRHrgHk98QDLl+AWku4VLVBYghqTiFjUbgDA+jvauyxoHuLs/OX5mdnkSvZwgrC0ZL8fkN0ZFIQm+dWlRtwM97K7VZUTuFmCujOJ2FFHb27aBsJxZo1GBIIKJLeZRk4WtztlId1Su094eXtBAgFGurjyPl/6IcuDVXdKCLoJ1HOVGMwc8iGqFr90QnlP7shLyITukBHkBhDpBOE1GyV2MZkGsqR4mEWJxoEtTG0k87Od12VTD3u1MQp7vfcnQroXG+mKr7njJMJAz6UHZelKLo5GNI0ON+qWh9pQkARaMvQ4NjHm4+ZvWvyNhpjznuc9Is0XbvxpgAo+gBd7+7GjwUNjq6eUw3tPh37h+PDfPmgmMq4tAWvdQ2twL0rxzCCaEsWXfB15gPOP30MADrH96ZjSjxQtqDFifvzHPdO7kQD5aGqZwYrwiCVIwivxv8aTrxmRVfei3a6GjgEkHE0GUkRtLNmE2x8WJapskEISY/CWnW4VpUYqV33t9UCvyqMz/sJb3tB3fPBJ42kHgepvSmKqw9AH0LvKmvBrN1u8ArL0NiTHJ0MdEc7unvRZKSLdsSLcTTFpDN8jjkyyZAIAlMeaOcONjmGcUsqe7NTJPXRlGHyJCmNEDrWgaVru3eUu+tAIsFw+Rtr7tpHwtu+KKdpAgkcRIgACvdBuY8hMYQ3eTBtn+/ggnfQAjpX0rlhpKRLMytHVYiQNv1cIvp/HJn6lwH8bQD/KxH9L/Z//x40iPoviejvAPgnAP7Wj/lChpgq6U0XHxp4LjcU0hb1IWp9cqhH601IPLC3FB1/S1Z362Rw77N1ZKleSsewTElJZyd8v3RIp9CpwFCxP7roSilJv+etrREY+EKTMLTrqa6qFrspAZYqgTeeJP0pBEDFNuxLXULL5ta0O+wYJAQ07cLxQKaLLx6Mk5EWH9cd368dY1MLAdGT0mMKqqgfnUhztuQLUbcA1EsNgCKAHpB4ZuqHECAFiibItGE1CybzEYg1y/4ZYjD2tA+5fYN3bhoKsLeM0+mGQhJu4iH4OB3e3cmelZoaeWLt2vHXFEPISti7qEyBE21hUHmzRbsNxqUuuOQdS2JDlFQwtZhKsW+koxEqZbyICh++7CseiqobqzicjpVCI95f+iEy2PmwH5pvMIlC1bzg2LAJh+r2jCxheg0jpCT2mkMuAgDGlnRcTqR1IYXj/WMYEt1bCzcgA+el4nMZgCEzvhkLKwTODRhNXdpFCO2mRPe+sNpCvCvNRnbZjk2V7e9iJd0xcJBVHYE0H7YwbPdAfKhcyhyY0jwuI1Czt3nACe8ybChLi/ESj0GAlI5uK1+EQ2ZAgLHY5nPS1n/9fg0I/fMdnTuliiX1GJu1p0CYHOEkApKVhLatmD5aj/npXZlxjlZS6V6283JaJxPo1AydeYCzoJ/FyMkSwTqqSiNop6uqQqv6+QiC8DkdPmlYBmB2NVrSPLouI3YVCimbWlMkl+xIWjuI8l7KJuvKCnkTIAIQV8cmAciQ6sWaBdwH04PAb7cHnM57OB4AiDJuHwSmKRETHf9i0jQ6CUQ3bW9KMtVzJgHSUJ0tEiAL+m43XhCyIdRd6VxLpgMUpcc6dP3WJF/RnktdcN0W7SzvundQ3BdD8Lxbs0t0G/bOkMaoewanoU4Pcl+R8GDKx5cT3z2QYGgiFWua3ZPWzMMvNXNz6HgujNe24vywoS0JxbtzeUXbEgSaiDoFZCSzhwrR2BEd75J+WL72CkY3NGqIJnTXputKb0fjA2BjaVo/gCnIaoA0s2gjQUuMjU3jz6oX56yuCI1cRV87komAXjr2nDE4QzctXUDSDb/38WO6+f4H4F26chz/6u/zZSKE17rgsRQsSYOGJXc8pQ1PeUMXxmtXragrlWi1v1npxwUsmQXUEq6pWPedckDOaUeVZJC7PrwyMk65IS8dtWnc7ckvDahsv13dy7bgl9sTGIIl6ed6tH6d2iuHBUG8HxpBAV3bOuQLp7Z766TeW1LEyzkfY5os7OUXDQB8YV5Yy6BcDDVgQHB0DQorAkSGshG0fPbxfAtY3kUDXbzwgFX1wr3syuNoUSYyf72k+ll3QUBT4UNXGz/Udjt2Sj/glHEDMBB8GGKJLh3vcnleN1y2RZEuHAHggUodn+mlyJw6hqRQyI5Ovwn1aoOjq8MDP+8M8vtw6wXNjJQvdcHWE7ZalH9jdXsZhkjuCXXPeE1m+LpUPE9+cK7U7aXEUOsmYKwDWBCyD3MtdHQKg1lJcogzQqH07rwNf51AJRSu2vattg8WWFrXkpC+dxQoRyNJlEDmw+UcVFGarKPvgNVjrCUAVduLW2O1cbCx4fo6KmkCOw+OBMODKd+MhrU8R3AXSKOOk31CKJM9x7sk0ZFmsU3QeB3IAi4dybov3aPxlJUblNKIDXyEjpjCby3f9+NE2TOrL+YognGyziUflXLIHuzdysQt4+W2Yq8ZpbRAAwON8vtjycayqH3T07KH4fNu8ghXK+1IFnRDDSXJgVDGpJBQpZcp4J4zed4Zdcv4fFvxYV2xpobHtIfXqZc6XdpCP1eR7GoI1K1lHSd2NEd+AC1XVkLadDPy73dez9F9qAgRupZjPQkICQs/30a4bgVfPVzxkBRNe8w7Hs0kdEk97l+yubx5mW2wdmIKQlpGiqjtyORJojylBFnkQP+h6CFYwA9N5y6AUZW3FiX5qs/nXNReyktWrtp+Sg2PeUcmlVB580R8Y/DORwl8twD0vZyFJdzS1R+vs+I74lSPKbjwE59R1VkixiUDeOnKM7Lr6Ka7pMnVD50nXAJlb8e67p2+vJMFy4QGlZYYQ7tlk3UgEgFrVsuuc1IqzugcXea+T3uAP8TBAh3E2kV+qP7PvFGnIDjdRghoNg90j9C9TxHjoeqm9lY2egqRoDdWa5/kVSo51ugxLzp/+fHTKqAPwsttRZlah29dvXM6GAlemlnweT/jl2+PeHk9h5aOZ5kAsPGIkt+pNHxzertDtzzTqqaU64uuL7zImlVCGGno4Pj88gAmLUW64OMpa/bWhA9uE2xDHNNmYw82/g4NUhYLVAAdmKl09FUgN4oNwWUCnGvjme1j2pG547WtWgbLmsmH4Br0uxg6UYS0zEckeF421YOxtm+ke75UEIbtO5shYl20FT2Xjts6dKAFsnBs+KMxJGt9fE2qIVJ4Mi427Fn4IG26uOZprfh4uhlKuePWVXes1gQ2EvmcsYpngoZOAcDpvCMb4sckIfwIwLhm85V0xAAAIABJREFUx7lcmm6aSo7U8dKTtlkLgEtdQKS6Rq9mH3O9LJBLBl/ZLBF0UxHLUnth9KoeT7rRZCzpFMHhPlJsPCKk7bumtio+QVnhciHRxbwMULYN8ZqBXQM/WX0CAeRQCACw3Z+dQTeLTARRIhyrYJwGkNW3ykn0AEKLZYBwawXf3h7welnDPsVRhLkVHwLQxrhdF4xGoFvSIA1sXCUxsv4x54NnIu+ySW/jt7XAEyVpDEkjkhGzo9OgZ1hAbAsfklnxGFEYSbQt3hokSuphQeLq/vvunDvN8HtjyJbQSdBqClkFEUIuTTdhUl7KOAnk3MGL3kNpen7XveAzn3BNRcteNeP19YRRGf3EgZzIuEd+W9NGjN7NBgsHJ6gY1aGeGG+XNdAntdCBZWukm46BT2MoajquGWWnkH3xJI9vhHbNeC0rflkedR3NGc/eTCGIZoJYs1k33utlxaeJT+ZBsxPodU0gpPoOYZnLMUMDKbKf6MYHs6RsSR09M17KwChJv9sC9dlCrArj2gu+vT6gWsnUEW2yAOFyW6LJpVVDHEwH6QfHMlTlXXRd2/esPoO3BCkjpAnueGoDSBvh7bJGaXbNzaoPauib3ROOOn4tD4aI43DgwPR59plxn+QIrtxzNNAeI3b7cw1ZqEmpnlminPuYd+UD0oqcO/ZVNJGphL6rW8avl8d476+3R/zy7TEQ09qTcsm2DFyTlvkcgaxG2h6MfiaMThhLQl8Udc1FHSm0aUDnjVtXCRD2abqc6dr8mga6BzeezCbcN44RIrmEB7jJ0DfS0r4nUC6A+2k/4dP1hO1WVNao9MNdxOaTIoU0BW1Tff13HD9pMAUB9j3jLauLex+M59MW5b7C2n3hquXuEC6NtZoliCxGmHCzGnBdE3591sFwTvXuK1/ritdtQbtmFe3s8406XscN2G8Z+0PC07rhsWzBK1iNy9WMRLrvGfsydEOxMoiX7cge6um84+P5hqdlA5P6zn1YFTv888uCOrKey7nj8aQ6GwLgZ6fL3TXsQxXMicU6QHCXkTrngkWhYtkSrtuCren7XG/LBxRblulo1BBSYryVGLemmjO98RF4io6p8EZKgrz2WJgyDzxamZUh+HC+4XV5wNgZ1M264LnivFYUU4L/w9MrAIQy8KWqSn33YMxV4ZuRNe1ZefXLrUQAYBk2GemHA9+vqzXdQIuhWjdRcu/eMqptnltL2PesnJZbAt8YvFHMp1EAtwx6L2zpyrpeQt1bxtYSbreiPKD33Ccff6KBuRgKQoYe9dEhzOhFN0xaxuHe7uRT8+QbpKjMbMirJwwNpJYRQcLJFMf11xpIXZsGAaMfXAV/v2+Iji7yjdEvyvngrmgNkgUyadxtVpIOzy4/SCQ+n1PH+VRxXmrct7pl6/7pGGKBn5X5e2LsAKRrEBPo2dAE0u2d7tEfTVSq8THarYCS2qGIzRdUAomuJU738sxIOoEdLagEWY6GAhmH7s/WlA/lWkC+OAdqM1gFLIe9vxMoC7qov9yraRWd+r2eUwQ2fluNuOwaSGIbvdBAqxmtCeiSkN+OJhe2hM837zGUo3RtBZk6zinBBYm/28+4VdsW3GqjEvot4ZI1QHG0YojqhM0gWT0XjIv5HXYEDYGPRrG7zlTmgWXp+Gh6Q110XPfzwKy87vfCNfgubVEksHGYJftnjj2hCdAoaZDprhcyNYNMr/c9wee1zv8MuirR2z1Uw9LJg8QG9FvGjQSfoPzdrSmvaDdttIUbPuYr3pYVD+uO661gnFIg5AS6R5dsjhzOGgClAV51T1lLxRiMT43RHhKSifmS6Uyt5Shjf3N6wx+fP6GYuwOgKN5mmnPDUJ3brsmUHy91VQFYc34gEjRzEAnuku038zPVJhPttg8NJ3OjcAeRt7HiUz3hWguykcOdlpFp4HnJuJ4L9rJAss4Z339CHBQwvT0LJG19TGYp8+F8w8dVaUTezb+PjLd9wXYrVlUxBFfUfg1N6Tq8q7aiIl7jSHx/xPGTB1OtaeY23m0uTMq36aDYFGMhschRhtrLQCxjEl3sWkp4rYuWtXA4XwPAtSkRFBsfhFw/6CDHeinjvFR8c3rDXzm94jnf8JxuYXasxplqxvp9ZzQStMKHo7a7TpeBp9OGD/ZAvYX8qWzIPPDpwxnX/UEh8VWlE3xQ/cHyBqZhxrtKGryabxqadwK+72qY7qWpQX97fcCSW6B3HqzZZUMsXpvLfm7x450ftDPSlQJyp24BRRngNMIHD9DBunLDY1YBTzaOF0iDj5wO7zgVPu2H1H8rmmFWjgchE4nZTannVbvtyTI15bpdW0HhuYtT33/rGa/7ooFaHqoobSXXveUoKwJAtU1kVAZtKZTHhyjfIjYvMgQmCVJkQ+JDXE97UHyedwV6h93Mh4r23wEIaXdJSEtY9uUMUyqWqbVkaIT6tvXMkMpR/vMAgzoBu/ItugdVpP5vjGORaKIdqiAJJMnbxWdUIbq9SaEJWQU4d5Rz1Wwwq8mxz+3LljAWhmwUrczCeg85D5xONRKOIYSXtKLWjKU0PNmc8FJt7QnXmrHv5u/YCGk/OnF5EECasbeJn9QGh0/YdS+6ObYEKuMol/haJL7D6I0f7ZhzafMxmHRztrk2GmMUDk7RauhKKl3RWznQVekcqASEIN2+awBty7jsulblicy/tYSxa2AfxG05notY2W8Q0C2QTbtxPgTa7eTkai8VAz9o6hhCeOsLXuopvEKpcgTu6LoxPp52fH2+xFrrjUIA8LKv+Pkto5qYZCCcloRxhQaYUPNk98J7WHc8WKnsQot9N0XZLRpzBoOTqPn7zKPbk95TU9wGcASZQHS+8c0hnGmDtNeTqKK9WIMNoB2JuCWMVQnqvOk4YEODJENRSlLBYPE15JrQnxlNElZu+IP8iromfPd4VisVAHUsGD2BAYwKsNd86ZgjYgTvVDRI+ObxgqdFxUBzGvj1p4K0J1DT5g4sAw/rHkvHN+sbfpYvGkgNXXcDDTOUh5ceqPy1leh+i+7oQRBQIESQaV3wKZNEkVs3YraEkKxBKfMwJHzBW1vwaTvjshWshXBpyx3lZEkda2kg69AUBogVPXKvUL8+N0KmMlDWhqeHG/7g4YKP6/VAu2gE2upzdNSkybgnN5vOLx2zmOQmfjwqBRyUhS/Hl+PL8eX4cnw5vhxfji/HP8Px0yJTU1bkXnAeAe8jA6xEwnOqeF5u+K6csZesra8O3dMBT5BxgQim49IzFuuqcLxhbvUlg/XmxMQhS0lAOjV8dbrir51e8Mfr9/iYLzhRRaGGy1jDVd27gkY38i2zcpKgUTSxYDV5/JkM7WTA7FL9Qpjzw8wjSPRtqOnurauOzagcfJZZqyiIvUOzsbQqOnCrOUi8s++SHw4z+3PwTHVv2hnWtoR8ZeSrQf1z14gQSulh7AkgOjPOSY2hneMWVj0mzte62kS4+eTn7aQt4M5pM2h/1n65g9TYsW/vDjQUqN8LLw0h1KFk4K3m+AwXv2tmZ6SdXNrNJAI0L3FMpQjAURXj6hS9z4t51JVs3X9A3JNqyF3vWUt8hqYABxISPKShvIMBAC0pksIIoVkRPjJD6z7iXcm7OQ+0MtDrwaURQ1PyDnBPGAmQzBhPR4cZ4B1oqseS7fzfj5TwIbPxLUXApx4cqXJqOJ3uS+tBPi0DIwPDTL29ejEWHR9r7mFj4d2s11X1n9z7cDZedc0mbKzdiruORdj38W7olAAd2bSXEM0AfbBmvGMaW2MaX4bkaIulZ+IueaIcGR3/VnaaSlF+PxMrVyPnoWgg6XV7aW82Tw6YlfT3+66t77Wbltcg1D1DNlZExI18J3RTkmAUwnBkho5rIS+POOKRBDDdItV46yGE2YWiJOccHbiXnQC0djycNnx9vuCb05t2AhqiXYVDVuSXa0Nbi1l2KYLp/qF+ULY1LIu1smuDzM1sbSBK9BYr5YvN5SYJ6DBdO3sGldW01pp5AEUrxLkwnbSEs5OiNwOHzgMQCA0I6Ku939BCEphGlo6FdFM+mKO0fdHSGxHseRmvz8ZXpo7ndMNzuuJWMp7KpqR5Atxr1cecmATJUVUi1efL6iF6Xiq+Pr3hqWwoJpnzq8cPaA+M/EboCwCWWAeZtFs30cBlLNiGGq8LtFTvkz3lEUjogJZRGdot79ckYvd5asgBfD0EpMz8TAlaQTIT4zaU4xZE/Lpox27S8ngYett48jI990m4E8dz8ulDpPeNkmBdKz6clJ7zsdxwTjuaJLV4CgHPo9QtjSBOazCJI9e0EvYvYBCPexmiv+T4yYOpZXWOhP7Xaiq8TtRTj6yBVhIelx1bPXSlWk0YbJs7A8nItKGOLoy9Z4xJfTaR8kpgZQZyRuuBCGugRoKHhw1frVecrVtkGwXV1BF/VZ/xZ9ev8IvLs3bq7Pmu2wuALsTjt5AcYaTvkQ7jYgZoIsd66aWNpHocpr/hC8x74TjgHeSaYJ0UB8E/OgXbcZ9i4k+Efu9s6ibrENyZiUAca79JEzgZfBZ+ZJJQ0hWW6D5SoUAj7oqaOG8942Zq5CIETuYRaKTsuKfz/TW9sfedY/M9riPdaY752PMNtXUtaxFp+XHJGmTkPDD6wKBkXXCiQZsrAGcB1h7moCUrJL2Y2rJD1bPw4Xtrp5DPAO4h86Eq3soL0JVOyyu2mHtQOQ5dMwChsh1cH9ZzDvJ4101rFMI4UejKeFnZBe7WpJ6O4cOd9ATFN1l7/u7/NZjRbMPyTaTVFNwgAAqfT92A/gzHol55YY4tCRnaBTlvnn6ehxq4kv71PuKYwDKN0bkDqlOUd7uR1zF1V4baMflYFaA4QW5ateWYc+/L6l6SdeeATAODVZC4L3qve1d/RxGPcOjuWWEghAeBI8EZwzS7LKD9ASfOzw/HdYCdoK9zezZtHSdNAtZVOwc/LDd8LFc8Ji2z7iMrf8W73YwALEmwPuhmRST4XE+49UOode85+He9JS3vdRz+gH6qkyCiboIDa6nREVlJS+/ipVCicL+YZSJGzK2DoEzj2HilqIgkLFkMsv7Qc7rTDhIrIc1Gvck6J0XpDUPkaC6CjxdAVuUgukSLr6Fixr6npBzSt7HiU3vAt9sjPt9W7JcCullibJ9JDaE27reMOiB5YDFfxHmNPaWKtHZIKhgFSAPgyXkidLkgd+szAdrs0sj2UE2k1tRN4qGiScLSTDIneJocJ+ZdtF42HmVuoNH7R1OTmYhqpjU6AmbvuNxHwkqCLoxbUy5v7e/2n5lyMA99W5tz0Y7dx7Lj43ILpXVPCubxQp4omeq5l9kBDw7p2OvYHsh9rvhbj584mNLNy92dARXKHNDFc8lN1cdZ7QJ+vT1Gd8wYjBuUf6Jt2IfR7cy/WlLDc94CkWISfL+e8Wou1NIUOfKNgYYKFo5yqGh/biflP3BDFd2Yf7U94c/ePuLXrw/Ybgv6VUlr7izOHtkOS3hjAPc7fgqAQ01bNItfTLw0T0GgivbpIpVsE5AEwNuL52za/8oIVXkindBu4uqu5Z4FJO5m5TF0k4JmiDsyui02QtAgdAqmhHURdJ0n77R5zBs+5Kmjj2yjsAm3ZBUzTJyDHO/ZiA9yTh0wtfHh5zCOa6SsGjoyTAjOdE28G2w+tqZ6OB6Mq67PiO/SYFDPa8ltkmLQ99dVFxKpByqFAaAyxGw5nk6bdU02RUTtevauTRaXXPBCqwapt6SB5fTs7rIuANGd5Rs8CUhYs2GPCb3RYRpLYxgnyxGv6ty6I+ggMa0cuHSEiuQu3GLcpTSwr9rlRgNIjUIaAyZyK9aRqf9Q3bRtWFfcbtmrd1ZtfHR2TV1dasPR47m5O4BnqT7+u3CoRzjXLYIGmgIc0Q3SBQRl4m34M03WCs15stxJFEEH2DLqotnD2FUoLRwGGiCmNeUHdboTCnTX+wxSkdA0yYQIQagrb8o19JIEQZqzZvJuPySOXPncg2b/vNkzjv+n0E4iawKQIgeiePRuKFctdTyuOz4uV3y9XPBVvuBn5Q3bMBeAnrGaFtdWBgAOOxkA+LSdsLcUFkbAIfz4ti0YW0LZj7b5QLTnxExvB1JWKyjnzISNlCMe1ubuG72OV1PONgSQ+JBTmO+VJ1sDIzhIIOPcTLyqkLKhI+nTiscR6LLPtnkzF339ubRJesYQ8qS6edrh3PBde8T/cf0ZfvH2hLfXE3BNR6KDmEqHQHIE+ACKREPCPlIYF4dUCOlgECIlYHtziRAyq8WN72OuUi9JooGtFJXlIEuCmQQnarjmAuIBGWlCHXSeCNOE3iCelSe7zmX1QNgDdbagien4XXws5C74CvK933ffB+b1kgDJgmVRl5DatZqjXbHKc3ZgZIDwtiy4rAvqLQOmZ3Z8lkAyAVOjBIbco5i/4/hpgymoPICLbQ4hnFLFx3LFN+UNKzc8pxuYBqok1e1JJyOPSbTleuYWvnImBKkTzjZzX4AmcpuQtoQKSAdFntovDf36vJ/QBuM7eoiy3BDGr26P+PXbA65vqwp2bhwoATfPpJRk2aGL/z4SsnWaubx9i1YmXTAWs7CZMz0dBNU63VSxe+4G08Xf/p4ETkgVPgIGD3S6IWCFtd08209HZtz6I/HAVrWtd/j3yX02qd+ni7b7r6nth5iVj+DSF3zeT0eHjR05jSjnuHCbPx+31YCYVtEUcVDWJgMiXyB1gIdCuRNRRbVS6tTa7a3Ew8nV0LHjUhmhXjyVK/3onUOpXByx8EWusXbpid7Hr05X5GnsuXBo4RReXT0PoCcbdzYeh6FPXmr4LYjm8dB/+G+H4GlXqFqShO6ZTwPdMEg7K6HB1OGvph8U5Wd/xp3QT4J0VVFI9hq9bfRKhCeMYQrCQxsWgugMJex6iXhWLwZrUgXgrjx7rQX7niFFF8b5d7vZcMgcgFqANgFUd+KmoxlMj2PN0IFh8g22EUVbddKSioLXStz3JCk2j/kRpCMAAjxIlbvvC2SSdDOfNY5iQ8nqJqAJwnG+ImJuBxRE8lGMvN2hAZqjW3lEd2ebuyj93ti/U9KW+Ye848x7JK/e8fVcbjhbo8jnZYSkDJHgWgs+X07WGauojK/JAFD3DLolJWtXhJK0ryE8IbKSNZhKPNCtgzhkXOIGHR57h4WMdXjKu9f68wRCcwskkJGOPdMDJn8EAmtkQijpg2CoSjo+zweX/5W1dI0kOJd6pw12YS11PZU99o4/3z7i55eP+Px2wrhmFetshHwlFdLtdF91mIPCpElr7Qmv+6rfkzPe2gJpjORi0aIIjUuzNOFonEpTBpCnTlGQSROkjudlCxcSACisWlE9D63A3AVUtiY6kuq/MgRwDAJ10/lK/INnS0CURp3sPoRwtq7bWIsDbcVRoZhOQ6DBlAeb11ZwbgUfyxWF+rHHcMPGSddnS6jGPtWdrWqFaRyQl4P/P9vNZ0dJKuLVBkem8drX8DsDgOd0w2Pe4yFfa0EvFYBG5kQS5RnfIOLzWflKfjwuO75dO/rQjVDhAWgGukhkAZfbgk/rCZe6HNpQpl/0WhfcrgvkqoEUb5PoWj02DQCAaKv81nNcX6KBx7xjH1O2yhZc5g2FuwqDjoy3tuKtL5qxw21eDNbmd4jGuyBAhMLzzjtuPNv3Bd79zuajmpZXOu+4XtaAvkc+zHbj66zk4mWyzD0W42/3R3zaTgrVTwuDBvnHZrP3dJ+NQp9Hzh0NOEoeQw194cEUD2CoUrob49ae0KXdqQ+7BcneVA13VP8/tRDRgBMxmX1MpSkQvVaGICn6uOfwghqreg9WErzSgaI85h0PeVd43661DsY1jTCMVRkEu1y8WzyJjoBKFHEhQSCe8f8eRDRSEcBrQrqymVHTpMiPQHDcRqm1I0hxOLxQx7UUrLnjpQwNJpJys1z5e4hYR6e1jjcN4OKcOgW/JNCIDmTrBp3VmiGuqK3nod16rEKpXa1gPOBXaxXj8u0ZUid5E0YEVACBu0AqMEgtZWCyETUl7IaAvJ8vkf560KExT7xu3uTkh9MtDjea9sOzc/3JGFZSFOAwTw4EVyKwmPldYXtCB8JEAND9tG3t8vE0lTDne+OJlgoEG2dwJFzHgtd+9OVXs/mIpC42UmDbilrnXAuka3doq8rJdLkH2Rn5jZEvZlnit3ZCl48bhLjOW81YBGFSS4Y4iAWqvp5nU2pnCKrdc/KyJgswbGzYfVDNqeO7JU3oD3zuTfYyNjaZtUwo0yY+j1+3fAF0XXdE59IWfE4riI8N/uf7R/yfl6/w67cH1C2rDIfrR2W5Q5B/oOxia54LPns3WhPGpRbVl5uQtZyPYOpmHY9e3it0UCwUCdMB7bzlU6p4TCqsWc3blgx8CJ/W98cczA6EbhhYZRFc56tYkJTfXSDhfk8YlujGfpWODj4vgcZ7p8AcONDRJirS7J6sAKIzPvE4ZEfI3uzPPwOSraTLuob+vsdPLI1AqLaY36hEtPpVueIpbVhJ4cghjMtY7k+Uta17yc0iWg102lAto4dS8fV6wV8/f4+P6RpR6XfU8ViekYsSxsWz6KWr6N4Q5SRWQr0WfCpnrKUqWc02QxHC26bwIO38my1k5HjAYhwgLbFpW+g5adD01hbjcOlCWEyDYwdMHFRNjs+49wnjPFSB2QMQE2hTEU1dtSTrxEgk+LDegrs0e9WpzQqHvpMLd24941ILXm8rculoyXhDRsojF0dkDexUBE4Xjeey4ZvyhirK9dpqPki+ovdo2AI+l+OYjhInALScgrzuInyxuQGhk7TVjCWrbta+57jXD0WNW/tgvNUFl17uNId6Z3Q+xFddSX0+HycRp2QZTGVdhKGbEW0EqgmyMerOGE/6eT5JmTTTW7jjok9GeS9FgLlEE3PiCKgcOZNiUgJkyr9kz9j33m5oaFVFdtqn8YiJqzKgi4QnlqL2EVvP2EZClYQ/SK94TrrgLLnBhW1dT8vbh1mgJeauSJh0jiTiTuQOBwrisgXzMbKuA25YromQ/W5CX7sFWMHtk1m/CUfmPhCCftRIPe4yDl6MoUMuCoqpBNGzGshCVNvI/cWIFBGQngKFIA9Q3qEV78nnntmfS7urEIS1zaAQ8fSAq1WK5NApEF1UXXtPCT1lTfosqCMXwu1xiXffE2boPq5cG2lXC6DP1xN+XR6xj4StZHw2y5NrX3DtJdSvgzQ/gHotaGlguAAmGJ0ktL0gAG3pkIeZURbE8PW/6r+FUDujtXQnyqmJnBjqoKKOp9SiWcJLN9+XB3ASDJdB6BYgWOkHUFrIrHwxk+EPE93JVYAQ4+MHgbMNWBIfx8rTdQcOACjJEEIStJFQRXlCbajHoquHkxx7x2wEPaNo+jzJ9LyULLKYiOZW89Qkoa9XpX+NAubGqy58ENCFgNW5KBRSKc95w3O54Wf5AkB5u/8k/0zRxjSUS2TjSrwJCO8CQCuNegXB/2w9YdUhE8krs3O1tAHFS4HRDOUPzdY+YbnXiIwBT5F0CTRweyobvi7aJJFo4Clt+NzOABS9eltXbOatG80mLu0wCCxi85MgvzmM/I3HT64zdd0KPpUTltZRB+OSFlzagidj4X+9vAHQbPVTPeFlX1VV1ojDQ8hsRBDw75IIj3lXGxqrKZ+m0DIbCZ3zUEEx9zayCSsE5VNtjH3LsUCKaHTNJGq+WPmQ/rcJEf5j7xY010VpkkLXJ0EDK7epmEcGQ7AP7WpLFvw8my7V5+2kr88CkYExsZoJ+vB9tcpp4GnZ8Efnz/iQr3jtq/kN6gqy0H3wsNDBFxpCwAm4kKCuCaNk5Sx5l9CciAy2zd5ItyB81x7wq9ujunc3PvR7hiJ1N5vMtSc8FkVwDGjEW1Gh0cS60Vyq/qLbhAcQIm85jRAhBXQcnCYeXmK9B5kH3nbB1o66v3eNzX9cxwhQxKy2pCJ1tpnwlYNUK4ZiDEMv+i3hIsqLes0dl1PBU9kPV3QLzLwzD3caYa4HhVgUNdiHBl+ii3yoWPvG6JtkUzQgBS+Jjg6kd2uAL9a9pUAmZjE/D2wjgJxQNN/8RrZzss4e8lKTxXuOQEQlu+o9m7kmPCMFPpY8IAkk53jDzGUjkjskaSQBlmOM2Wne/4UOs2znza1Lw5I7cu64kaLQKQ2sa423dReNXRlj0Tk/iwbqPb1f3D0Yf8g72sLHGEimN+aNFpYouMYZs/oGPq1bIAtDlBe31YyaB6RwZP9WhzQE7bhOnsuKdngA4ejh2FjVzNcTtp7DtHjhhjaSoh6bJrLuP0qdlGKSDSIgLb2DcRCThZS3h9+CsszPJdZXBLrc5ejuDh4UOXLSjf+jVI5zqijU8dVyQS4dvRqSYclyWjoeTAi21ozqHFl+h075RuqJsAUCJXfrNjvKpcJGNXBdM9PMutaCfTnmkJ//W13w7f6AS1vw/e2saP+WwsYl5vOE1kZiBeg9NVQsiO1C2FMCFwle0XyfhyCSZq/M9Im0HmMuq4q639+TJfpPacND2pAg+Kpc8LDu2PYMMo9DNV/gu3OTQYDpS1Ee5g+pSGtm7RRMlmwm60J0/1YmBA9OHTj0HGN/TAh9ukjMPBD266bDu9e/59E6ygFF5JgFH/IVTAOXVvDpdFJ03fZ9py4gaef58AQ2pSNb+hHH/yuinW/bgt02w91q4kyCbSS8NJ3k117wi8szvrucUY1/463spTDW0iCinUiFO75Z3/DPnb/DH5Xv8Yf5JTaJP28fsY2Cv3h8wmc6oe45upNTGmjIMbDQtXsm2+I67IH1odkTuolzTqRaYPrpWYIoKXvNDU95w84/RGT8dX0wqhxu7W6Y24lwbSt2UyvPpaN2giCZtqAFBxAMIuUWZUFOHR+WGx7zhm4jr3DH1/ktpAuqoVFH66iqzrs6up9jN2SKPfURG9gGYz+YJ91X5YKndMOndo7FUUmRSqD25751JSEK7PxJGwYe845Trrg0XcTbULFSAEjKxIeDAAAgAElEQVSsSFyiyTKmAOdcsQ/15SMgvPGYBLde8GYG04BmbK+GqA0htWSw+1cN+dhbCmXo1pKWMEz4U4qEXEPalJROHWgmXJlMrBJ2XS5m2Adj6969CbzvBptJ2cC7rNTEQQVsooPQwNbLDkAQoH3szUrK3mnjiJRHCURaMvMygPMqihk800QlOOTmRd/opOZ3QUT4r/k1vENvZoQizmc6mDQAHqNjFLLSsf65TIE+p6Fim015XDQolPnJ7o0AYWWErAnUutZAm0UQIpE3k1oYQwMf78zUgL3jcltxqwnyaqbLtrDPHoopaXBfWMs9H8sNbmd0acWQ5oHWk6q3A1FCWXKPppBzqfjD8yues4qVXg1VfbGyUaCU/iynxhBtCtENjEiw5wEpxmWTKZY1RKHvjM+XE/ppN1R6gGmxkiph361jsikPT2UKCIdNtm02HmmMCWXpitqw4BA/nIfLu7Hu6JwnxmJJ7ljEUHB9oZf3svkIPvCOr8oVD6dNE10h9KbraikdH9ebbtCdsS0lnlfYGPnpOKrFOs6JBeelQgDs56HIrwA07EIIBxratGLxXX7Amg5EEUJ42VY8ll1lXww18QSIKoInxRMqFbnCb9i/PRG4903UN/ymMmrmgQ6+Q6gyW3OSB6tDk9Vs/MnndMMzq0h1XRI+rje8bYsGHraui1FkfB4TQy13loG8NjUMT1pOK7lHp7P63erP3YbwLI0UQ9TLftbZTZ5JE451yJ+X2LizG+ZJ8ad6wtfLG57TDR+TIm0djNd+inKsCOGSlljndXwDA6zIFAiyV/w+wp38u1/y5fhyfDm+HF+OL8eX48vx5fhtx0/OmRqVUbMaxI5BqEllD162Fafc8NWqfKdrK/h8W3G9LpMcgtnH7BnVoNWHpSItKvLHELyME261BPHu2/aI7+tZyxiGINR6dAzw0jFIgLcUoWVrrGRXGHTOahtB7bDp4EmiYJbW9wg63OSt62QIoYNxawXbftx27QLJoasDAN+UNwwQntKGv9g+4Nub+g6SdZUJGCLe9WMpqkHs7mDvInov9YTXtuKfvn3EmlvA+QM0tZDq+WXq+LDeQkSvXopyZuw7Zp0bFek8UINP7QG/2p9UkM3LagTLhhXNcC7GrWb87CT4sFzxwWQstp7j993tTaBlDgDR/eVlkCW1QKIyDZxyjbLfh3LDU97w2la87CtetzWyFy/zjaHlveuuCMBWtVus7To25JpCzC1tFJZDYxEVolxNd6oyGhW1hrCulD4Yz+uGNTU8lIqX0jE3j8iUbI2kvQABViZRd3trmxcMs0ABaH7j1LU2Z/vRDm9j0REqT1BH1+aBS1vwbX1UgVhJ+FxPSuC3rBACyDJUEJEweTPKUabwEgksU3cirSNvU9bt5T5ivY7hOl88lAcJ4GolsGSo1NZTPHcAkKJCpZ0E0swaJmsphruiVaEHNgmrLrkrl4UEayGUd2RxP8jQz0SHHVWtCWPJYBjfku875ci4H8qXUpTcS/ZNkspzmOG1I+xVMk5LBVPDuei4fSw7nvMWApouXPx5XXEpK5pLuxS3RbFSHxyZGijFWdGCkeVo6Z+93waAyti3Ym3rh6zDEFIxW9fyshKfIyp3HcRB6rFxOZWoJoWX4946ehIlRy/xealeieZtqCF5F73XfXBYjmQeqNallmgohYJdIBgYRRG0bBpmCYrk5NJRz0MbKtgnkI1F5xbaf+fcQ17gpQyMhcO+K+gUft2NcLkpmr6aRMLe1G7o7bbgl/wIEcLrdcXYrWRqCKdL3EQZ/f19gt0jK4GqqbSuLclQH+fJipX3RSjoHHvP2EdGN8/Ffdi/B5uEhr5vq0WFNPuqqP4oOHHFr+rT0WnH2m0qiSC3yQeRDAXOgrSoftmSW8hmEKxzOKnhMmDyQw13XNXCqljMVgZMXooshAFtOJJkjTU+yLI1fkHvCyUtlX91uuKvnF7xMV/xMV3wh/kFiQbexqryEKz6X25tduOCShnd91+XfgBAJWPcth8O5t9y/OhgiogSgP8JwJ+JyL9GRP8CgH8I4BsA/xjA3xaR/S/7DACQxqEyreRWwW6KvES6CNWR8LKteLuuqJdihpsG6RsxtjbGy2C0h4Ob8DFf8DeXX+BEFS9DCWcrV3xuJ/yyPOFWs6qeQifNGNZlA6h6q3EBfPCQYa69JcjOAc16rXouWUSJxst8puL8nPVhfLef8avtCS911etnALuWl65dyfi7dR181x6wj4xf3J7wsp+0O63zpPZLhwKycSKUhKuT+LtFTSsvbcHrvmrJMd27aTK0NuxGyi2MnAtu1gFHZQDW6hwbspdISUL4L7N6CV57UaPkydPMxSW9UwPQdvi3qovQzZRxPfCppiu2baan4gs7C15Lx1JUdXy19m4AJm6qi+3eE17rGqTlzAPnUsEG5zs3Q0TJ6yNrabfu2XTIlJhI3mQwrC2+AHxTzzNJwNiAdk7oz926h3pwfvqg4PltZsYa82jmOQz81vIYeSDqZbxxlAVcaI53jarISdTOWfLnJUcw4x1I0hhbzeqHOAXwt55xrUX1lXY+SMzT4j6Sfff7DXRYueIdty6udcBMoo/Xu45Sn8ZFtg09WUC1Qjsmo/TssgGNoyQS5UyRuyBSA/iD1H4yLbG3wXi5rbimgstWtEN3qEZPdDlacFTSiO45DJtnNCVP9pxqTyaF0XHmPcrrn7cTLlV9Jy+XVRtgRLtTe9dg3vkez4u1iVNHJm39905gFU6lQxHfrjGqwlZuUboE8FoGJAMyC6b6M7HSqCZJupkmHuEiIEIYm96HVK2ryat6TvInOkjc9jxpGEeuTuNm+t44/N9WcvWyu7fJr6lpyZwADPUmvNpYdZHZX+IJn9vZxsrEAfWuPiDWg1NuGkyxlYjmkthvODcvUQFQc3EzBZ5NfeP7dkK9ZbwNwr5o4N+H+mTeLkuUE7vrkYl2vPKkZh+cQjnGbswRD14tyVjywQ31xHM4BkCWmDv3cyS8tgVf5YwqKeQJ+iCMXfczdMJ2K3jdV7y2BWfe8SorPrcTXvuKrWftrmuM0dX8GcCdmPBYR3SRLrnhXNohZWF7jPOXnssGhnGmbI4/5v0HOoyqOSjqNclkPMWJpwdN1Jy/OKy7u9m+8rme8HUpCl5IQRINpi59tQYuLcs3kyJhHhimOeeC3qQf/INn/pcdvw8y9W8B+FMAH+zf/z6A/1BE/iER/ScA/g6A//h3fkpXdAqA8T00qLnsBbUzZKWDw+JK4eIT1H42tdhokvHaGA9LxdYzfrF/wKemgYTXij+1M77dH42vA7t5FDL5xAOcSXWASNEfghJ1nTPjREXqx6YUmiCAbiqOBBgyNetgVdHsqok61zMPdOvz7BbAeBBZhfFVuqDkCzJ1/G+94PpWDq0PxqFIbacWRMRKuF0WfJ8ViSus9eo+GK9VZfwzq9kvAWGaeUqKWJ2S4MNyQxuMf4qPuL4tamKZjdhsnH4ngTtP4K2t2EbG99sZe0sxIGcSsHRFfwTAvmf0M+OUKp7zhre+4PN2CmX5umfd1AENHi0L6kmwlYHrqWJJHfuS0IVRuONmXUhL6vh6vQR36bvbA3Z3tifgVFqo2u9bQbVOw1E5rCfIBPW46uKXbke7/1iAfhK0xwFZB7DoLzTDVs4Hkxp2nnPFKet179cCbHy0W/u4cWQpAh8NUsBqwdNJMLJqXrGQSlL1SWIheFjH/ZapLT4QqoTQ+xmD8LYv+OX1CTfLYN/q/8Xem/xalm3rXb9ZrGoXJ04UmXnr93jIlo0ssAyCBh1EExAtRAMaSDT8ByAEco8OfegiaNBEtPgP3ESyQDwJBMa8926VN4uIOOUuVjELGmPMudaJe+2XF8y1kXJJqRORsc/ee801izG+8Y3va+XZledVODqb4KheBSD7lKuRN9+FDUKhBNIS1JHLAZHqgWdNZgyelIRr+Kq9ErKiOs5xXRpMzMRuERunRYVdC0jTaZCrz8T1kaYNDN3MrpUuzykK+li4dNOlkUw7GYLNxFkOjrYN7Lu5OgSUZVdc5j8lpfaKSgxOFsg5dDxOA09jx7R4QnBE7YAky+EaEQRoGhvaLtD7wLPveFxEV69olt20E4/dwnV00OiBEg3MEhSRpNPJuShzu3TiWWo3plW5igpsRgmYZrXhyIjNEwi3Ed33zAaIAZQvqia89mUgVc3Xt+dP/of8eXNV8WYn6tuz8dKw4RNY4cnOqjkW3EqmTtolN85NfS5VeV8TKWsyvV/omsC1EWTPWFM5b0SjZ4COTSNCx4MX8roxWaVhTCVCF6XMGlAvIuVh7Dp+ZnIkl9WU2xJGD6N9wWmsw2LWs+N3dfPV12VJPGI2kkgCpotgpdOzrLnCO52imMifYkfIjsdl4HnupTnISoWDJPPyPDfcTXvm5GnV0u0aJamO0RKLCb3OHaMBc0ngAeW9SeJazoU5OmyWM65V0VVnJMDqvOhNvlF9yVPssGaQ7+AjvpEummg82WQIVmT6yhgWiyq3ygZ1TeCL4Zm/sv+WP+o+sLMTrYnMWTqXv12OPC8956WrzhhFozB/4mZSxHF/H87UdwqmjDE/Af5N4D8H/iNjjAH+deDf05f8t8B/xl8WTBUUZ5PB5mSYR09KBj+sarixyALUbNtU1IesE3wREb85SBBycBM/aT+SsNyFAwBjarA684vkf94OZLKrCzyKnGUNqrbeWiUr1YAquU3mXca9ZsWG3gfe9Sd+Ntzxcdnz5flWgqVoBW1JVJmBoGWtgk69nw+kbPnqesPH604yxmBhkch5i/iYTbnFRlgunnMjAdsSHeO1BZNfQLDFQfusXTvWijBc0bgpti/oYV1ggFyqdzazb2f+eH9HQgiMRdcjo/vNJxlgVo2UUmK7Lg1fn2+49zspE157LpeOOEnXZO0MCqYu2GwzzJYlw3loJduKqpyvHXQhWe6mXc2M9s1E42K919JNOE0SoBojJVwWu45t0vZlHYawl0O7KjpnaJ4sqbHEnQRVqRVEM0XHZAX12PezqDQbhdULWpTX4S2dKnXz1APMaWeM0WDBauNDgbbL+4jvnpQdSxl6i0iZglRZJPMKUiorJa2dn2lTFERRs+p1ren3LOT5MhU+Wc918hv5LlsfNls2XSsdUMnL/W1bp4Fa8ktqC7HzC40dOWu3byFH14EzmdwmkleELGwELNFy5uJYvMOamX0jVigxWpbJi3zJKG7xsinL70ypY2llLjuTSYsi0kHG0EAl/SdF2Iq9x2ftMwAPy06skmYVIS2IZ/ECNBkTLEnlTmKwnPuWzvXaJm5fZPapyA8kamJZkxUtGzVN5NDMnFFJmfLMNkhQ+Zm1lGtNrmW20tAzf/Lca9m4BBMLQkrfNt0oMlm6N2vXa31Wm/lSu+OKBEHCO1O1B9OiSIbO+xhFhwrQcteqll7+n9AK9LkYoWk8zR07TbQKovniDClrCN3TG7CNdAH2buG8CGJZf8cISkJBjereuM7nIn1BAmZL6jQAcYlsV1mEbUdrfSbb0nw5V8oaMqK/t+9mXvdXbpqRu2knnbca7IEELbWxJopaelBUqqA/MdrNXIQ8S6AqNA/50HNoOS2dSHOobVoOsncQ1upMafiot2EyzohmFUhH4XnpdDoKbeXGjyzZ8U13ZOdn3jZneruwK0rlWWRtfLHG6SFZkSjBGZIrC3yzr+W1M/tp6bkPO37YemxKPOQ9p9jzYTnI2TodZG0unmlphICeDFUSRgPlGnD/Htd3Rab+C+A/AY7697fAQ865xIm/Bn78u37RGPO3gb8N4F6/ZrXM0C9uM92wsO9nUZNVqN9r2STpolo92jK1VmtyzYQuoeUvru/4er6pHXEg1jB3057Hq0TlVeFbD9Eczbq4rNR+G9UoWWYvbbf13/Ww0EM16/97gQAY4WEd2onP2lOt7ZcJW7lfIFmlwq/FlwzWjr7P+pOUJqa2bsQlkLLbNmTl82Qtw6RkcTZz01/wx1NtSS3+f4UvNfilBpqiKLwaiJ5dy0M7MHlPMXM1AEa82d70Z7wKjX6YDjzMA89ztyqZawZTN2O916iK66W+fWgmnuaeBwY9KPQ+627M2uGSjfT/Bum62yqdT9bzNHd0Tr7b6/ZaO0QfZleh+5t+pPOBu2SYYqOdaWbldlko+PxauqC2xqcG8i4TDpl0CPhdqN18VjuBhmZh16waXykbnl3i08S0zJ/yWTq8gKgZ9+3C+doSTVN9o5L0J2u2nOv4rL9cAk9qYFZLYRpsFCHA57mrycsU/SoiCRUBtkFLE4s8hDAgHXVRguvycrHmeGkhYjflRnR+Fs6IteLPdztcedufsWRGzaZ/uHvih90jjY2iqB96erfn47jnMrX4JjK3EgBn9N7UQsYOAd9Gum6ph8+b7sLeT3xzvcH7xDLrAaedsWZzv3m2pARz62nUnPtF12ViFQ/U+9i3M2+7Mwc3VmXuKW6UnKmPhfqFARMsOWdSguvccPGC0ALcdCNfDM+87c/cDQPzpdWDWuY/mtQVNepiz1NFCctelcHFda5Jh616F2bhFzUu1mCgKsOX6VOery/7rqyVoolY/10tj4rWV7nntYV9877659Kd1jeB192FGz9V25GqL6Rj6GymUdHFXikL1yBComl2q4m0EQX4mCzeiObQpW157KJYgCm3T76TCkJ6SE3GNZHb/srez3xkTylpv1xksPl6VZusalOVPUwD7xQNeXKY2ej+svF/K+szb5KeMp/t+v5FtbzTgPPYjPL3buHadLXbN0ZbOVMZpVao3MUYNzpTG2Po3AuaviTHwzzUUnNMQgeIowqN6pwT9FGTNqO2PwWdMqsApzVZaCv60Ae30FnlI2LY+ZnX7ZV3zTOtCTRxIDZWf89xmjquiIgvjYgkY9aOUqOoYlbOXN8Evjg88zdvf81fH37D0V65pI4xw5IdlyRSFXN0jEESnWlqRAZmdnKPi62+p8Lpy/xjlUYwxvxbwLc55//JGPOvfed31ivn/F8B/xVA99Ofrt9MJ2oxMH5OHaGz7Lu5CnQam1YyrGYBv0XCzWzEPy+88lcew8DDIuW+RyXWLtGpEevqpyX4tl1NZF0kJcN46gQSVnQKstSYtwtAF+X2QCybhLVSLvtpf8cbd+Lr6VXlhoiNC3pfWdtN18yhuKPHbPg47bm77iQA8Uk+qIpo6jiW7DMbyTitlimTEQL/1IrwmlHtDx8rOpSS1OK9tmhbmzh2M++GE3svbuhVh2Uzp1ofeNtdeNec+FV8TWMjh2ZiiY4nJ4dB2XyL4m+B1J1LROVFfcw7Pl7FtmcObkVUFbEDfd6RF6iDlKosSZsJCu/k0M44k2oGIo9GLIF27VLJ6k/BrxlJ2TC3QbXOryLYGHvxbky++L8pUjU64ugIVg5yXObseqxPtH3g9nDh7XDh0E589HsWnyA4aXiAVSahfLRm/2YXOAwTrQ9clTtW51dBfZQInduk2ZqUEYofnZRjJAhcy4iy0RcD0C0xtJTAiiKwKVFGia1KKaEkMUWDpwRKXp7RloCeZwmoaiCymUNWkbFjM3L0E3s/EZLjKXS8a0/snFicNCZycPIdx9hw7mbOuSUPEJwoosvJYer8yFlQpfo5Vjw/z82knozq5+myaretyRIAwZKiJRcT4w1Xs/j/lcs50YP7QffEj5oHHuJOSK4+6FqDOTQSvCW7IkzbK9iKvBWZmPJM5ugI0SkysIH8tgG0yxz7iTfdhV8+v66HW3k+a6lKAyKyehcmYpS9c2gXks214WO7BsrYZE2CTVz3qxW5YW3QqQGI/ihBVZnnZQs3VKeG1+2Fwc1YdoJSdrIXlyAvJpExsdFxVXG689IKH7EgJkHePLbSWNJoqb0KoX56T9t91CAG0M3EkpwojC9WAk+LzHddq8kJuT/r+WA3xvLbS5oTUEeHhjzruqp79voIf1cZtKwbZ8UC6PPdM3+0u+PgJn6DCHhe+kSKBjeaykHbXsVmq3dh5aP5JPNw0aBKEaVDMwl/deleSCqs38esgeTvuAysopzKjZKpI/tuIYUv2XNsVmJ3bxZwQkDv7cI1NnzpX4kVGoj2o0cI8GWNOyNIofopFm++u2XPQ7vjrTvxjMXpYuvUhxSoQrGCuOlk0GdMseKKmrj8Htd3Qab+VeDfNsb8G0CPcKb+S+DWGOMVnfoJ8OV3+sS68eV6eKVsaL2Q0AvHp5TktlExyvl4If+v2cAltHw1viJ1hhs/VthwcLtaR66fv71MriaudVA6IS2mZNbMp0Tj6Nd2m03ik4zCN5E37QVH5qvltdSfF18h6u13KSTFok0UsuVhHqpq7r6dBZkqm8YnB1PlKyQ50IrrvZDyEn278Gp/5Ub5UVVhVq+QbTWYTVnEMr/NRw7txHE3Mp1biF7u0UoQUXz5xtTwvPR8HMVC5jy1XK+tQsHm5QFaUDl97ilZGrsweOG7FZ2mmsF+upYLeqQHfHk25Z5CdHw4Sdfjvpt5M1xU9+daNbQK+XzfzlzaRjv32HyungoaKGRn6s5hJ/BnPbgtxDYTd5l0E2iGBauq7cVoGgR2v4ZG3Mz3V8bnDkKWg7HOxVwDgWwlaPFt4HYQ0+inpmdS3Z2qZF0OZKMb3KxIRyGzW8m0TRQ7wKyvK5o6pYtrisJzi9nyNPYaTG2WxpZYrLBaKATorIGSQv6FX7a96nrRQ31dP5LBDs3Cj4YnPmufeePPPMee26bli+YJaxJTatjZuaKnIQnC62wSRwKXWbzcYE6SxXedoNxvhktFuDobeAo9l9CsIqBJkIxsZBHWri69/6JpZxSFMSFX3lkZR9rErlv40e6RHzYPOBKn2POwDGKXpIeB84lwXoPicqDWMrqV0tRVhWpThhsNjl63V17vrpz6nrRoh2eQDD1bLe22wjMrXBX0WRdEV8jPua4rE4QikTpL4xe8i4JCaGL7ojzvUXR5Exm9SCpLtG2qmfCLS+dJeX1NRBXZdzaxb0QwUjTixEEhlY5QQ+2MdjazmEy/KcGkpAnmsnKS4qwNO/qsB7/Q9QtL077kLC6s6uitoBulYSiW9y2I8UYbzpZkwYLzUf1QqR13gKB30REnh7k63MXiJl27BfDaJIcvArvtGlSi9qGdOPqJnZvp7UJjknT0qaBr7A1Wx0nmkOrcJS9Iz9LxNHfMo1+FVkECCGQv+Djua7lvCp55aiqKVct75f623z0JD3CO0izgTZJzRZtaGieinI9hYEyNdOvHhtYGLkk6Ncfc1OqIM7m+feMiuQWMk/EsLW5xPQ+sFQeUv3Lznn/p+Bfs7MQvl7d8Ob/mftlVe7anuRddReVLC5gi+4Cdi6aa7nsB1Abldwa6v+v6S4OpnPPfAf4OgCJT/3HO+d83xvz3wL+DdPT9B8D/8N0+kt8KbXe7iZteFlNMYowYk5bXDGumDCsipShMKZWVcsVfnN9yCS3jxqft8TJwfuzZ9qdnlY43ajqZmwydGJ0CTNdGuloKGbN0p20VqD/NKPTPziWOfuSL5oGHuBdvoLTNKvOLxVeygEKKe9ed6Gzgm+nIL5/fyCGnm/4WAi7jUf6eHFifNCNKvBku1ZvvtLTMwddgu1EV8V0zM/SLqMQbIQQf/cSSLXfXHRjtkLHIoaXmnrfNRVEgCWg+35+Ye8dvzA3PV18PivqoS0kq8+J5Pc1C0p1G7SR7EWjIZl23ZyMHMcpNSEi3XwxycB2HiVfdyFE7DE9Lx8dxjyXXsd35eVWhLmvl0/2/QPFzCRYElQj7TOy1w0f/MzYTZoextgpeehfZtwuHduKmHV8895Ldy5gYvV8dGwv4TNtGXhcSfdpk3WY9zE1CZQDkNDZXSM26yZvEWrLJBVWQP4fFMc5NteoY/MLFNzLPCsF0M78wmdhJwJTahPeJ4PVmC+JgkVbzjZhtPUD1z1sejXhSzgxu5l3zTG8Wluy4Dzvuwp6ECIq+clf2dmLxjr3f1zLW1iZoW940Rjbgm3ashPBFhTOLKGRNJpok2XmxDinrSgOQIiCJzofsJEjdBhv7dubWXzi69TlvaQbiD2exfdCkTIOJCs/o52XpTCt+dXN03E07bturJEDJwORWhNYUQVyJmBobWZJIMWz3pKL6XXPFwv1RAc9xalQEeZFuM7tycEwSIm5qcz10TQQ3S6JRBTqL39xGhLKWzMs82FyFdyddjBOv2yuDE0RiTpJ0Zt3zCuKTEbTdWcMYpANxjm6VHIiyR5PBBOGlzsHVklK1SircOpDTL5aSjiDujY3czbsqY1H2MVlzm3Wh894pMlIqDFkrB9mAb4JwV4G8GJjMC95lnbq5JMW/40wxUt47NBM/Ge75vHliSg2LCpIaDWjtJ330Oa/nSu9kf1+S473LtcRnMvW55mzoXKiB0HlpV1aNJrLZrklHqYZIcK9c0cVX0VugStV4lSLpbGDnJi6x0+S94THscP6MI9Ooa8leA+ugHLCULDnZVbQY5FlqQOWLf6ONxGy5sSN7O/G5f+LbcMN92HMX9nzrjvz6fCsVosVJeU8pJdlQE/3qhZoyv0+Zz/7lL/mHXv8pQkb/vxAO1X/z/+K9vr++v76/vr++v76/vr++v/5/ef1eop05578L/F39858D//L/o08tGbPChpdLxzg2eJ/Y97PqnliBercdFeVKSHal8FDSTrHb9sqPugeiajUB3M07vvS3/HpxzDSSiW7RkpIgTobUG8LkyVcvn+GztL4XcqN+90qI/l33pRnOzs48x4Gfj+8qegNqtqukPqLwV0p3SsrSyv/+ehCYNapTeDIwW9x1hSJLV1eFJAHbaMXIiDDmL6+vmc6tlJUM2E4g6ZI6bcs6FVVpAu9uzrwZLiJlsOl4KlfnAzs3c4ktj/PA4yg8qcvUcnnuKqydba5muHFZfclyNsyL5y64aichg2NqGaEKhGbWsvAGkStwtDFgnZSIl2j58vEV1h6F1KpkUvhFOPQAACAASURBVG8jj1OPMZnHeeD+Moi+UNigK2l9qIUvlBopu6UuCXKpGZ27ismvWaQMEnt5DRauF8/V9Nw3id1x4sevHvnJ/oHb/sqH7kCcrSAKsJaONyXM7DKvdlc+7048hW6dV1oqs7NZu6yMIgSLoqZlvLZIWwHBNroszkt56lU3sm8m1TczWgpFieSrB6XobbE2WWynvN5D8QN84V9XOgrT9vXys3WCvv24u+enzUecEfuLnRtIGC6xVX0cW8t8g1ukYWHqBWkA6Uy0WWwgXKJr5L5etxfeNGcaE7kPO74dj7y/HphnV/eV0tGEZtkrUU9/aLmhdO5Wz86i79dFbrsrP+s+cuvOPEcpY5yjoMDF39HYvHZQ5fUzK8qU5T5mXQ+NE7mInZ/pnLTqO58IPrGW2ZTb5sA1idv2yt5PaxnTlL3B4Gb5GQ6s6XMSaYquW3BGtLwEATCrgXJc/5M5uD75wvfzM2vpTBGZyosq86V85id/9y5y8BPvuhM7O/MUekENChK/QRENa7kv2USKTsx/i36TjqnRslNKlsvY8dT17PxM3wQRgtzu/4rMiI5c5tDMfNY+c41aDt5UIIyuAzetpb9Corc2sSjXzNhcm6PC4omjlPnsZGTtftrtyOYsMZAKqlw+WwVVj37ioOjnkldtwhxExDV2Lx6PPOJsuARB+66h4Xkq4qHKr1yMrHd9fUhWrMaQkl2OZhXmVQTvxXer3CIh2i/BcV08Q7MwBS8eoCq5cY0NpygaVtckHbreJnnmam9mTeboxvr3qEbnUn3QZrFSudC4ICsy+KYTvvSYG/70+jNBoqZjNe4O2a1joCgi5fuXe/lLOGF/2fUH9+Z7uRPLN8/J0HSRfT/Tuihmv1vDy/J7LxbpJhAymTE0/NnTO37tb9n5ubZ5jtFXvYxKNM/rhiG8AOUeePEXag5TFWCbZ0co7c2FhLhRwq0HWHk7J8TAV/5CbxcRDovNixZw4xM5OEwyRCWfWifE8M4HftSdK9z61eWGOXjhzXhpNU9QoWqTwCr8mtxaw29c5NBP2OOZXjU9puJFhsFpSQ/gNHcs6ms0LZ4peO6uO479xNN+IKuIYylDFRXyaXMIO5sY2oWld8yTI0ZTD/76uM3aDt+3C6+GkcZFrkvDx+BYStnl02lSuTeblQ91o43Bcbp0OJc5DBOf7U+VWF3kJsrrOxd4vbuK9laSlvVMKXvo+xopK5dNtDlZ3VDWgyN2meU2YW5numGpXKnOC+9vjo7r3PA0d3zjjsRshXzvclWkXjdRhdqVxL5rltpZWQNNXfC11GepSulZBQkzrEThMs/1SoU2aKS0fB5bUoZr21RzaetSDVhrEKQltHJAmqS+lT5p4KQK5FmCSzez1pSUUF/X6ebQ6Hxg72Z2duaSOiKWKam5dbZVrdiZxK274Ejs7ExQReyzKtenbHAImdr7yE0/8SeHj/zJ8J4vmseq6Dwnz8M86GCYl/6CZREX+oAepFbFCEObiIv7rRKMsZlDM7GzE2NqeUpD9QSt5Sl9r5LQ1HHhk7msry3+YnMQkcrX7ZXb9ko/zJxVCycnA7OpZSffSInjeRHvseLTaUfRkysl2ErQ13UUg2VZPL6b2TWBOUggszRrUFnv2aq8R5Orr6bcmL4uIKTsLQVBp+C2QxA0MHdCNdh7mQMJ8QoFGfccLcyWvKOWX7xL7DadsjEbHjQ5zNbgFhnbEij2qi8mQfiMaxJhXMc9e9aStk8c21ETxL5ymkqZ3wZt6rCbREb5TNZkopL5c+nks5m2Wwg2sWThFMk+ZupaqMlJWdub+bg97hobedOe2WktT3hGqm+v37GU3bYdziAltt6NHBopnd23e6LzQm/RYA2EDkMQflPnAq/6kcd2YHZZOJnbYGPLhfwk8sjZcJpbeh+q92XRYNu5mc4E7oPMoSl4nsJARFTtOxOwWg7cNzNPTrrDS/m0SosARfqjEPQHt/BX+6/5a+1XPKeeP5s/rzzMa2x4CgPPmpxe54bZZbQPR1wuZoOdWWV4akfqJ9njP+L6gwZT5tP/oVnb/jDyZnetsgiFZGptls4na1bCZlnc20wSuO2uvO4uTNFzN+0qZ2oMnsusopele6tcJeOYVEMJWcgxWsZrq5wpUzfZ2q6aVo5AeR9YMy4h+Mpfjm6suhuhuH9rhG2CbIxTUbPVCfZoenoXuJt2fHs6ME1eFrS26G+zfZM2WRny7EUwVBTKAabg+Xo6VuuU0lXXN4F9KybDB90UANW6Mfzy6XXVbqmbpBNNHTHIXYnEg1+qqvSMBnmbMTJBMo0SHCzRcXcZhOCfjKjCq9ZTuS+QwKY+q9KRpJpYziXpugL6XlrhnclcQ1MDxDk4Gpe4zo0Y2Sq3xBbeWnl+nwQfda4BYcjEQUU6C/nVCl8qJ8N0bZhtw8XIBrrrFg7dxNtXFw5+4tiM3M87vmpumDcqzWXjLwceDkwj3U2NDtxWrqCYbL84sLL8Xu22yyuSW++m8DE0m3M+8mp/5bPdmZtGDGHfXw88muEF+lUPHbeZ45oJmsIzMnIohTbLRquHDuhnhnUubJs8Ohf4UffAz5qPWBJ38cCYPafQ1aAqZcPRjbwPR7GFQDbakCRjTRrYCffQEgLM0XGOLR+WA98sNzwsAx+nPZfQcj8OpOhWLaDfIsu9/Gt5/7L+k4Pc5Ton2zbwrjuxtzONwsONEdf6tki7lPnvs/BmfsfnlOnW+MhejWFBgsr340F06Mq+MbnaUZk3jTNFkmFR4rz9pAGkJiIaeJsmMeylCiDBm68czirEqLIYptnMhdJxqslF4U1t0RoxAf5knm7ma6F6iQL2xCt/4RI7HuaBa2hWfUFtlslZLJAynhAtz1MrdEMNXmwQ/aa8+R5hcZwvHe9N5tiOq6ZZQQbLZXUMg637Xw1UbNau7ax6Zhk3mxeViVJRMEa0vpbZC7dHkRXrEm6IooJ+9S+CkUr1q8gILwN2/bnzM++aEz9u7hlTw1fzLWMUXTgMxF3CnYVXVK7SHVrEjJckArgZKuq8nYetixy1SekaGh7HftVDLAlcWhOnT888oKq0N1pZcpufg5ulSzK3PCw7IYJnw5QceyQxL4nIlDwhS6C/jF64TYqAVX3FJHMzNkbff+F9OPI+HFmyk+BMOVhOB3xKq1B20maubDO0EHzGej1j51VH7fe5/rDIVLkM64Q2ohp7fxGNi77dws6mZolAjURNNpLZKQFNXAIMezfz1/ZfA9JpBvB+PvLnp7f8Ilom14quRDIYl2okn63Anjla5rEhX7TM1yXsXssJ0+rdV863ml2Ue9I/O5O5pJb/7fJj/o/nL7ifdpWMl7QltWjyFMix/HvIlrtxz6QyCkO7iD7WaHFX81ubZIGNJTCktkWPi+fnT2+li2jRgLBJYhGT5V6fo+H9tqvDgvGJYT9xu79K8HV1+IvdiPdpOXKR0sndZRBiezIss0x+M9va3VWI00UaISVVlc6SxTQ+4l3kDET8b20ktfNJS2FGUZICAxsVHDXA06VnmT1dv3DoJz7bnbltL1xCy//58TPOY8uX+RWXaaMxUrKd8iA30G/2mdQiJbxGgjgmi52sLDjVnopDJnZJ5jItFwMfTMYdAu9eP/OD/bP4Ttm0BjubtVDVqn3CaTfmUxik3Ds1gmS0megyuSASJdgxgB4mIMFOKkF/0KDUSsBDyhoMyUcLyiPeXJdFDrGX5VVeakcZeZ4pWtLsaMq8K5lxCbrLIzSsZ6h9eVB4k3Am8W048pwGptRwigL5F1QuZcuHRSQujnbk6K583j7xxfDMo+oxBbd6X74aRv75t7/hbx5+yef+iXPq+GZ5xZ+bz/jN9QYY+PQyhUqQFS3aBFjG6Hr1iew3N6ak3b5deOWvAPxqecsp9lxSyzm24uiwuKrntAoyUUsnK5lc/mlaPNe5wdvErps5thM/2j0Ss+Hb4SC6d4Y1S7cZfFafv8TDvJNGl4JO6CFtt0KL+h3y6Li6lpsb6RZMWUo7T5eeuaBqZW6WKZE1UfcSWBotV5loSA3YJVd17Ipu6jx6Meb55f9asuMxDsx6wKZoa+NPyZf7dhHk10V6LzInd9dd/T5FEqjooVmXRQFfJVFeXGUfj6qG3iS648Tez2KLFRqCum+YIEKkZuGFnRjIc4zZ4EwWoWej46PBd5gd6eIxi63lwW0wuiWhl1Jqia8qEo0EbI2JPMQdv5lfc7fsCcm9rLboVf1Nk5REiyyCNVnWeLC1zGh0D5bX22rnVaQkTGk82lYXiuD2dq1bsG5tFvh0vItLxqBJuqxvU31pHxdZlzEbgpcSZjn/zTb5xFSNt7w5fL1NvG1P/En7Lc9p4H85/4xfXN6IaGmyKpbtavUlZ+R9XaZK/4R178sur9ILxvJdrz94MFW8obZdM+O5ZTTQ72YxNtWSV9qqMX+a4ZRNyEr2/jx3/IMgm+ZOy1AAp6Xjw2XP9dxV6wgy2vZO7WoQlWax8Gg/n9h1krWF6DiPLdfJVQ5I5QY0VNi3fKfk1onU2MjOL9xPwpUqLbTrYMh7RTV9zdnwurvwR7s7bece+Ho88nTtyT4TB1S8bJ1IKxoAqRPECWSC7XYT7OReXvfX+rFbeYbSvjotvvIVYpRJN7QL5y4RO0E9Ui+aKsVguHSLWJO52Y+wh+ex4znuyZOR7jI5pV7yLYBdt/BmuNC4yMM4cBm7dVxKebe+vqRvK1JVFZCDIyiy1fUzP373wI/3Ivg4Rc+TykyUTcO7yM0u8mzgsljYdllmmU+EDZKzgD+52g5d1LJjK8Kd+XahP0wM3Uxb9LpM5jS1jHPDaex4VOTOF0fjzRzOrR5cLkOT8U3g4CfhGCwtoXQ4ls3WoyW2DL0agtpMUEPWEnjaRbPJgqRtgsRl9HzMIoB56KfagROjdLaSNPgCQYY3u0RuVFdHn1HZ+Gvw/DsOzu3GK4eGGGwX9G1KDR+WAw9hx9fXo1gCtWKn9NpfeOef2duJ3ghiF7OR0rfKjRSF69KxuWTHr+a3fLPc8M10w1n5GY1NkpGWLLcgeJu9ut5nWt8Xl8W702XR6KlzSf79fThySS0xF5NxKd3XQKoMlJETN5eSco00qVo5QUvtc5ADwBvZQ0K0xFlQNdtGUXBf1rnbGDEnH+emJltZ6UHZSPdnFT42QBdxPnE695yvLW0rzyKooXt5VhUYLTzVTO2eAw2Y0GCjKPCXe9LgwWwCMpN5iViBoFLLwGnpmILIIoilkyHdyHjabGR9lbLadt0qT8/OJeqTM8ZqktW7Zd2LNt20uUU6vGfxi52ixyISAkV2JTdZdKbVj664QAAvJHqMUVPsReyoMrA7TKTdzHhpiaemLoK6TqGWQU0JPj8t9+Wyx8ovlD13jKKVh5pRb22agNodWsyDAQ7tzLdlP4aV+6fJyGAjrY3qapGEluDF4JhoSFblT+p8lvHBp2oN5fQ/4bPKcxq8dH+/8WesSXw5va5d+xYp0Q1awuyslPoW5Uql2dUuTBIrn68EQQoedCbQG/mctzcnPu4PPMQdp9jzGAY+LnseF0lQL1P74h7qf/mT//4/0Jn6x3ptdUkw0srf9wtv9iJuWHzkQKN8ox5hekiUOEIyAJlg1mTe9mdeNSP388CvT7ecZ3mPmMwqRLfZvIp4np0kq09NxrSRYZjpmsC4+NXepJBVS6ZmWWHSZoMsaHB3XTz3i4j3fdE98f560CxXApUXpPpkastvyhL8/eLyhtZGPo57Plx2YknhhRdQDGWrpk/WskoGk1ZY3LvEZ/tT5UXN0fE8dxX+bZ2qtA8n2r3M0KJzVXhG354P2CYRewlu6SKuicJZ8RL8NE4MYXfNUkmsJVsqbbQFTcvJElXodFw8v55esSyyOyUVNCzCkrzYlJWzY/OqPm1EbDQnyVaOhys3/UTOhp8/vRFoOzgl9YrwWz/M3LSTtP5O7TofyuZWW7lNDUhA7GSyT+QhYYdQS6kW+RkWx3PoMUZKP4d+4vXuSncUe5GbdsSSufM7XCeQf10DZb02GddFhk7dzBXGty6TmkTGrtIcQRZAtNQW4erpp5vylgQO60EXDfg28uow8sPjEwc/MSfHx3GPc4mlyaLwHzf8l7z5SUFTdagU9Yq9BBlu3jRHLLzQnsqb8Z2T55JaxtzWknERrLUp87T0dDbUgGub7R78zO0gyUGxGknJVBukb5cbvp5u+OZ6w+PcV+Pu69xUfSkyquhsKgfGYFZjW12v1iZsI8KIuCyaYnqIHjshBd+6CwDPyHfe+ZmhXbj6ttp3FB+9clV0nTK+UiI5dnMt8y3R8bz0hOzEGLaNtZHD+IRto8RFTeAcxXLH+1iTgqwyB9WEutAS9Ls0beBmJ6RmCeC8lIpK9u/zKmy7uZImVyaZlUxduHoYtjYjBYGpJS0NvrJVw/PQ0dlAylYJ5qauaaIEteLPJwHqOEvFodhlYbKKqWZyo5prLpMWx/m5Z5o8nZeW/zWi0x82Y48L1ib2u6naYjUaSGA1iE6QWoO/WNzFrKjSJ+PSNFGEeY1873n2tVJQEnc3mRfyEfX5wwt5hBKUprBWLXqz8NqfuV9263pwciCaJGugCF0WWYGQZQ+clDu8VbmvgRHCYXzVXZlVe+557KS5o0mC4kRDtg6s/a39ACR4K8lMTXST+GCmbLgmKb0v2XE3i4VYGb1TaPkQRSOwalSVMzsalS/hhbWYUcP3nET25hQ7/nT8Gd/ON1LhsguWzJS8am15nuaeu/OO66UV2g8o6ox4AnfSXOTGTbJgN+vmL7n+ySBT5S8qBf9qd+XQCkEumVzVi8XTyNVsCJDFaJDNKRpRMNa3+9lwx7/y6oEpNTxHKQPchx1/cX7LLx7fcLp2Ar2XDptkiK2YPRpVGD5fOp4ejthZutEYkmajrP9tr4R8B7P+PWfD+/nA0zzwOPecZ9lUZaMzlTxnFK4vbu0FnbqfdpxnETM7djNz8MwbnlTZvIBVNDFAWqQryPvIFBx/9u075ksjPIuyAEpWXDJmm6GVBVOQucNuxBq4TA3x5HHPyulaDMFJR1zS7/l4HsgZHs8DYXGEyWFmW9+/Br+h+CfpPWQR3fReiKLXqSXSVOSpLjUdL1NvXMYuqm1NcZ1fouObxyPL7GnaQN8ufH448aq7cgkt/+Cbz7heOr4CpqkRI+vJqc7MJutJa3Ydu0waMubVvCGCG7GImB325MUQ06xZ6sXC2UHuEv5mZthN3A4dN90oGZuPJK9Z70bM0PhE0wa8S5xCx/Pc8Xzt5BH1UQ6MaIi9Wb9zo8hUlE0FVWfPhhqQGn1tOOiO0MlunbJw6Sxi33BdmtrdmT2kNuFGu6J0Wd4rzHYVSixlnLgGX0JLkLFwG72qbAvaJ6+dgiQcxYjc24g1idv2wpv2ws5KyeUUhZz+rnlmZyd6u7DsHKfQKlelwynq9M/efOBfPPycz/wTv2re8qE78hR6nsLAx2nHr55e1wRthRd0HWVWIb+ylJMhBBGUNUOsnacV/VVh0V8tb/iwHOlt4UaKBydQu7sqIFCy6QTGFKFLCdyerz1P+vn7XtDkt/2ZvZ+5hoYpOJZFEIkUTXVpKGbpj5MEDxV5S2ZdN2XNl8N9sVyeRKj1Zj8ytIuIYi6OuEEXK8lYu10LEp86WdzltXYxuKseprMmm5s98QUaK3EK17nhfh6YkuNpljKf033ZzmblZpnMrp859hO7ZpYGI5v41fMtl6Yj5ShCptFUpNn4xP4oenOd2s/4JhLaWEnXKUjHuPNSorqb9hLAjh3LLDZaZtZSn5KwtxSVAjLLvBACetWty4bl2pAvDjtZ/CKBVKlqmO3c2yBSJVCT8ink2alhcc+vsuPL6TWPy8CS1K7oBQ3GrEbXOr8PfsI2mZAt31yOkCE1ske4DTy4RMe3l2NV4d91M3PpUDSZmIWbmpv0kgRe/hglIS4es14RxILUD3bm8/YJR8aR+Ll5W4OvGz9x8HMtmT4tvX4umDaSjew3uaU272RjsEHU+GMSD8Y37szFdfz90xd8HPfV81a4s56YJDBt2kCwgiLmYnCviXwR5k0NGGfJ4buTp/7wnKm6qAEr9fGPT3s+5APGZI67SWq2Vk9QJ4TPbFRMq+7O6IEhM+lxHvjTxx/zzXDDZ+1z5Uw9hZ7nuec8tsQSjWZk4cEKV7oMi5BazS5Kl1YbaHwkRNl4MLxsndzC1SUbMzBrF8NNe2VOTgKjpPYtLhK7InIvv1QsHVqX+NH+kT8ePtKYyCl2fFz2/K/ph1xuOriVwDEnU79/XgSmdhchI1orpcQYLctVFWyVE9C1Ae8iSYnZ89RIpjs78iKHyZwb7k4tu9urWg9sHOL1kF6iI3m7Kppj2PUTzV6UqU9pR3SZFFbD4Ozzdj/l0E+8e3OmtYHnpefr6FYZCnhZFtpuGOXZIxtGmh0xeWJwNG3gh28f+dnxnptmrIvVm0TTRGbNFuWN80awjop+lqxQDj8DAfLHTjrVJnmN0zmTPMRDIu8CrlsNVVN0klFOjkvupbOynWi0qaKWPJMgDMYKx8MqRA6S1YUgnJvqPaYCkmj2a33CN5HsErGz4uy+VTdWdCIrn6uguyk6ThdpQ99382psnbVjtXR7uaSyC3owp/ziOZb3dOOK4tVnVv6cqbY8Fk2CguG8iPTB582z8F/mPc+hEyuLbHnXnQA4uImDn8RbKx7ojRgBz8lznlsukyQqQzfzHDp+Ob/ll/Nb/uz8GU9Lz3lptdw+s29nPpbvbTM4g5m0vfp3JEplbqdoMBYO+5FdN9cDy5jMc+y5xLZa3zwmCQqsgbYL5AyLkW7i0mUpQNRLVMMgYqNzcCyz535qeL70nI4tr7qRh+vA9dIJz7ANQvoPjgzMwfG8dCJSqcFE9hkFbkTMVwPiIiVAH+j2MznD3cOhErRjWGGlbJASnTZKAFVuocolKDolrf8SREnnW7lR6s/K07Gydq+T57R0ItCYrXim6QG+NZpNyRI2JZcxNhUtcC5BY0jIflTFaaMka7YRxLNzQWVhRBoEoOkCSY3nL6bl1Hd0LlRUB5PJja6jgmC6jXglQoIv3zElWYMlMOr2M+xhujTEUyOVhcWIAGylEoDRKseWalT32yi+mWNqsGQJ1JUDJHSZrLZRlmRWd4uStBaZg9LRbH0mekm8QqOBvAZQg1+qT2djE7t+YmlcrXbMTSTo/pmDFS6uBug5GVHxV+SwGLx3frVxuUSpZpxiR9REeE6OJdsKoCzJMSfhCxcify3DKQgBVGkOEwWdXpLj1l34wf6BvzH8moe440M48hx7noK6EiRB3R7GgfPUMllP8o44WwEcimCxLsicsySp3/H67uyq76/vr++v76/vr++v76/vr++v37r+8DpTpaRSYONsWCb5Gm0favmhCkoqklU5IVvIGPk3Z0T7KGTHn378UY2OQbLHcW4Yz+0LSA8tW0gN25B8Ju0iw3Hkdn/FmcwYPKdrx3SVUlnt5Pg0i83i8VU0d0Cg/p/u7rltrlyWlkcGyVyiEIqLRkwpfyXlC1xjw8dlT2cDD8uOX51vOW3I2QWaNJNmxxEVVtQyS7KkJOKnn98IZ2rwCzfNWMVDS027ZAxzEm++MTZcQ8MYpKsoJIvtIulgpJOuTViXq5RD70VfyZrMTS9tteW7lu4IgcghO0MKhpyFw3SdG76KRyHcziJwWN3MN5wpo5A/QPJZwn8r5NLin2ht5vXNhdvhijOJD+OeX59u5fmNHTlLaa/rlvpsH689T1PxXNTPy6yaY5GqLSNfRMp+8ZAwfcR3YZVj0DJT0WhpbagicZelqVkXgPcR3ypW3ZT3zjgnnJnWRaYgTQHWZrFocVrK1rJw4Q2kJjF7t3KAkqHYhJjtOts0RTAsHA9X3h3OvO4utDYyqi+X85E0iBAghacWEShOSz0mCVKz7SKKnXQ9ulFQLPUlrohmavRrWYXPs3D4rrFlTA0OIcrWZpHQMEZPa5WInkRj6n04srMzESOk1WYRBC/aKntxv+z4MB34xfNrQa02HT9LlUUwlTpg8kpczgays4KG6xg7lyQBT4IA7TrYNUtdR47Eu+ZEZxceg/AkXzUj+3bmOje1oSOVvaegrFHGtCBUxmS6JvBqGKtcwXluuM6NSqaIoGdGyo9tG+jaIKVjJ91RXSPmytE26mOapdNTu9EoWmPBkCeLOWTeHi/iiadrfry2BEWFcgNpqwSZqSK8Jpsqg1EQp4IgJIciVpktEd1utf0MxMUxhobb7spNM/IwDoIcKy3BJLGVKRWF09RW/0Lx47S1xGbaTG6jmNcuUm6bLg2z9TibeL1bG3DK+1mXOOxHvBNEuHOBhGFoF6bJE70Tqkk0RJ9Js6F5si/929DjIKPVlLyOhc6fpg/Mi4Wrx84GN65SIVI+pzYSGUVCtvSIJTqcSWK7ZBe+tLd8GPc4n8h9JAdLOMhYFW/AtWpA7dSsaFZtsllpF50L/HB4YkqOry6vOBeEaeOX+5y7irpv54RUeoTEXz5vWkSD0On5IxY4C0+hZ06+SiZYk3lchDYSkqV3gTE2gkxlU7utzSzrpzg1Va4jgtA+hYE/nz9jSZ6dm9jZ+YU0gjWZb8cjl6Xl6dITgsj0GCMVhegTyXpyWi3NjDHg3D/FnKm81nMFco3s+pk3+wuvuwtjbPhw2dd/rwHURoF1VdSVsoe1ibfdmb+2/5rn2PPNdMM1ymSYk+Np7vm2OXC6dFWAk2TIwVQ9qEpKNHB/2knwdfX1UCqcEWAlWtYDIr8goOcMl9Dyi4sQoS+LEF+zydrtoWrmAcJeBN2sNWRreH898Iun10IaLManyZCKku4ohplu1AeuY2IDhAGmuG7O3some3fd8dXzjWzMqp3TuMihm7npRvGushFvxTm88KF+fXdLGtfDOi+WlCQ4PbfSTj/Nwin5eN4xTQ3zucU+etxsamlMfOSk9Gic7BzTf9uE0AAAIABJREFU7Hl6lufc7Ba9F6OBJhs9EVaCcF5j2HKoOB/pukDnA6e55eG0qy3p1onuU+sj41XKQSDaY9PsYZZnYTYBE0psLNyhcEy4NxM77YrcNUsVhD0tLc9jV9/b6Hzuu4VjP3HbS3BXNFWcTXQ+ktq17btA6M6l2h02Rc8UVPjURRH/U/+rODkRUVUFfVzGTGtpx3RRpqaWf03Q+WozdhfYHSb23cyxGXnXnRnszMOy43nucS4xRwPBVlV1OxcCM6rlY4hd8bSSMUutlBpiL63xaj5Q1dPL2Gan92yoicPPL2+5hIbeBRFa3cGb7szgFkISzSiAV+7Ka3/mB/6BhOUSO5bk+OD2eCsK4H/r5pe8809807/iTXthUXmFa2z4MO756ulG9bHyyikrh6JBdL7KHDNZOCBa9srJMI0t7xdH3+tN7aicrpCsaIq5kQerh0OwLLOva8iUEqwGGLWzT5Og09hxtQ1Du7BvZz7bz7WBBORgyxpYjWND08TaYm5N5jI3kpRkQJ9XaVaxwWCqwnvGjI7rhx1fz55Xx4u8d2OYJl+D9brQ6s8SSOkSabXxoAQOF0lMy7NOG8FDk0WryWT1OTTCWbosDU9zXz/O+8gMWJ3TSYPOvl14u7/QlXkCvL8epFlmFmkWq98jZWj6QNct5CzBkTeJgyZ8pVMvJcN1aunbhWAs93qAX6ZGiPgG8uhU7mF1AvgtQ+9P/pJVTmA8tZKEzwZ/tfhzUVFnLZOWMw6U9aHjtymRZqT8dYo9z7FnSs0qXZBN5VBmJaGXq7WieXb0mdZFLksrQZZqHNpJ9LusyUzR8+XlFd4mXncXaZi57rSBSxLkpXD1gtXuOrM2ByWhdQQjkgaLShY1jZD/f9A98pP2jnPq+PuXH1Rx7t4tfNZK0l+4Vl9eb5WuomdqpeQI3efFoOvPKXm+nF7zy/NrvrkccVpiLNcSXU2uQxBObwibjlsFN2o48N2pUvX6w3fzlUFQ7kffLXxxfObz4ZnGiPHq0gmBMyXLFI0QhVN+YelSOq5A0K1zaHkMAz/u7vmr/VckrWA+xB0/H9+JCGa34/HaM81etEyQLCVOgooY4Hw/YJ88/mrqQZG6kpWvmi3ZsHJrtC3VKIdrmpqaXT+MA0twWJdo2yAWAy6TmowvfKIkQYp3Cz873LN3M4s+1cYk/vfHL/hVsATfEFtLmsQlHFhtP4Ih9rnqfVymlo93B/JTKx0umcqhKdohD+Vh6P/LLkObaPezflc5BMQaRsY99TLpH8de0KvFY4v5rHKAUp/I3siGaHJFzeRFksG9vTnTv3lkUM2YXz3c8qDPoWjMgHzPghLImCsvIpua8cfguF5bDNLV99e/uOOz/sTb5szOzXw7H/kfv/ljHp523D3vmUdPGv0LdMXOYui6faa5yXCz0A8zGThPLXdP+/q5+SKaWmUMS9y/mIGnJvHVPrDbT7waRoZ+IWaLd5GcS5BsRRnZSBYUoiV6I6KdLjKiCYF2BRkDVjlSuRPyMYAbgnD9kEw4ZTGBxon+jm1StfGZJs9dlHXw6/aWfTur2KPDuYTrIzFDzrbKhpi4QW+cvC+bFml3NaugKiv3IzvhAyflsVS+TaLaTPx4eBBrjCxckFfNlZ/298I/UnXk3i40NjClhkvqmItStu540n3quAt7LqnlftnxFDrm5BlDgzUi53HoJ57NUCUCshMUpZ5pZUsx1I7NsDjy1WH3gX6Ya+s3SAZ+Dh1T8hzcJEay4cg31xvm6GiaSAhOBDs3XV2Ff5S1O7U0XcRoGceG58cBDHTDwu3hQmNTlYHomsCulQb5afbEqOhZXDl2pk3QJuIih56ZLXYW3ppMGMiD8PxSsNx9ONYGlLzl3Ol6NQUlsnmjjI+SRIyuH6qKtJvySkAvKL7V+zQojGNgsYyL6DotUaxIUrIrulOajHSsC/fN6qId/CI2McCoTSVJ5SKMyfSNIHe9uhLsmkV4izreY/Ccp5ar/m5BqXKWJinjErmFjMVeVMstryro2yhKDHkVSXFZuuBsJs0Wd3ViRGwhdZKkFRmRkggTFbXVwL52+xlFepLnq/kVX42vhGeUnAgWz1bUzEsSqJegLiJfI518EoA1XWDeWfJocRfJHqwm3VP0LCnjjfCnhmbh8dozL54YhWu53vCK6ItRsOg10iR9XaRpRIDW28iSHb+e38h6LS4BSAVHgsOZU+yYF8/T0lfuX+ExFaX6sg+VcUuNBJCDm/lb+5/zN/e/5Dfza76eb3gOPefQEpLlTIcxIjA9q0jteWyZxkZQ2tFp4qjzrcnk38PkGP5JENAVTcJQtWrurjven/ekZNl1oh7s7EZpufqW/cPf9n7a8femP+J/Nj/ltrvWElbKlg/jnm+ej1xG0e1J6hYNwCLeRqBlJJ9Jtwt8lmrXYF4c5uxelIMK3CgyCWbz3STibVzkZ/t7pp3nz57eMS1e9h8XiY0n50wspFBdBM4m3jRn/mR4T28WnlPPV/OtTOx+we0mrlPLPHniXPqXERFQnWzNRsvKWEh9hKMIce77l23X17kROHtxpEXfL8H83BJ6J5mPF/XvStptMq0PvNudib3lW3ugawK3/ZWYLR/POx7SgTxZYpPJjcVddJ2XwCgbGpv4YngmZMv9tKsqwnKg6WZbR3SFpMq/WyeLdYyiGbLfTfz09oGf7e/5on3CmcSYGn41vuZ+3pGzoe0k6PBtZMmGnFxNCuNQ0m19vjq0+eI5TXvMZHFnhfgdWAfxGHGfjdwcL+xbQStiFlj+PLYsi2MaG540S0qKQlUV+EU2KGulHdhaFS3E0LhE20bmyau4qJa9N5lnzhnbxKo/RIKEW8t9uh+lafWjywdRi78dRg7tRKtddELobphsQ+4kAEpAthbTSvnBJCNaYz6JiC2yublJDlMTV+kSkIMjOYQg3L0sF8VkGaNsP5+3z3xYDjwtPQ/zwP284+ilVf22uWLJ3C97TrHjl/aNarD1q+p3cpyWrgrk3l8GLmMr4qIqb9D1i5YNSql/TYbqiBrWSBAt0XSBeZI9Y2kch+PEoGW+nA3eRj5rT/R24cNy4BRaer9w7CaWaImtZSwClPphtblBgw2TBWF9czzTuijzZ2o5X1s+PhzkUI6CmjybTNNE+nbhuJtwehA2TuyMTi4xjRqst9K8IGUou5Z7o+x77c3Cq/1VynwqjTBeW0Lj6lqr3Wn63EzQoGnhpRBouZcNFWIbUCW/9l0UG6IylwsVYY57Vd02LwRfyZJofLjs+cC+aijJOSG+nACLSwQnqENKhvtHeW3Xz7zeX4nZcJnaqrO372Y+P57wJnFVx4zOB1ofeLwMBG9p20BKluulZTk1uGcn831ZEzGQ4MXazLwpqbd9IHeBuWuJTx5/XtvuX4jb2pKwlPmQK3JlFkOIjojlB+09Bzfxfj6uaJ5a/GT9PnnzsLxNosmWHCFLWc1s5ndq18X6urvws/0919jw5eWWSddmqzSOJTrmGVJcG3iyJoHbK2uzRkl2l+gYY8P9suNQ6v+s2lYA304HLhr09C5U4dEy5yq6GV5+FlAlIc6hY8wtt+7Mv7D7Bf/c4Pk23HBJLZfY8RgHQainA99cj6J/1c2ipdVbaca6OvGi1arRP/U6U9v2doHaHE+zZ742GJtZ9o7jMNbyR86moibScbNCfvJ+8sBLifDLpxt+dX9bI1trkyBcl0YQrqJ0qmU7dzW4UXSm5leZ4WaUQbaZJTjO15Y0enmQNUt7eUslSl6zWpl8JYMqAmQgnV4UUTq1qimZacqGb6Yb7pY9lszj0nM/7Xi49pxOvWxKo8eMFlcF6qi2D9lDfCPSCDe7kZ+9vpfSnRd136SbvzOSfZQrZNEhucaGU+h4mkTO4XTtpJsMavBrtBRlNaApHWxT9NXbL08We3YVyZNgswQr8kwfrz33F0HtQpBDL4+ujsu2s2UtKa0yGNZmvEt0w8K+n/npzT2v2ytPS8/X1yPPS89pbjlrt9c0tnT9zLvjGYCHa89z2K9oZ5lT2q5e4HA7WlKbyC4TXkXoIs2wcLMfebe78NlwYnALjY147eiyJnNWe4z344Hnqau+iIseigDOSc1+lYsQxOY0t1VnpWlD7QqLUctGc0HwhIdmJvVObASRwIv/4zbwQjuYdvuJn7x65I8Pd9x60Ucq4rAgNhy5oINlzJ2pSIFZTNVoKd00YrOiHWNb4c4EtmSQavdRfi9n4er92eld9e66hIb7ceCegVdafg7JsfcTnRWPtZ2dq+9lYyJ7P+FMZu8mGhP5prlh3xyY9r5KjVxDw2lax1QmkMzpemiXcyXXCEefUZKxWyzzpeFDODLs5FDYdzPPiwR1U3I4kzn4mSVFPrJnDl7sRdTKymzQKZORdu+yjDWoG/zCZ8MJDkIVOC9tLU94m5iDIwRX9ZYaDSRiWvfLlBRt1/sqQU5J+Ew02GfHNe8IwfLm5sLtMDKqk0Eo5Kryu+XZm3VdJg80EjBlTXQrDcMbEmuUWtFew7qu65xXZMtIKco3kZiU0qEvdT5xHCZedeLlWey5TkvH3VUTJR8Z2qWKnbY+YI10egk6krDZ4F2sY3capQOyU19Ca9ZkyBgJYGelMTRtYDnIPLbBqqyJJkcmk1W0cvINMYt0SmiSGPTOVvbBee143I5HlUWIWZL0LGspNS/Pmp2d6U1gyY6dn3E+Ep2TjrNNx2UZ1xKseCMimikbkZSZ7ep0oGvEGukU7Kxwp74Zj0zB4504VJglS3lM5y/q3yhepRkaSbKM025ffd+kJeif9nf8Sfueh7jjL6bPtGuyFe6jW7B9QXstd/OO39gbffi5ar8VPmuZw+vNGs6x5e89/TOcQ0vnAu/aU+U0WiN6U8+hF+3G016qRQrYNF5kT2bTEJIhL9Lxapwlx08O+3/E9Z2CKWPMLfBfA39DHjX/IfD3gf8O+GPg58C/m3O+/06fWh66zTWr2PUzN/0kg5wtk8lMjWOePLgktdK0imkJXiEz0tvE592JPxnew1t4jAMX5Vos2fF/s/cmvbJl2X3fb3eniYjbvpf5Mqsyq2FRFCUSHsiG7ZFhQB/AE8NT2zCgmcYW/Ak01VQwYHjgieGJZ54Y0MiGQEKiLFMiqRKzMivz9e820Zxudx6sfXbcV5TEEkBThpEHKLzMrPtuRJzYZ++1/uvfvJ93/GJ/y/2pl8y9xZQqHnJjiH35gqxAvIdThz81hXNy3gRXD4ragcHZ5Tc92WgWw35p+ccfflg7vkoIVMIrMbPCDEoMIeP5oHlYeu6nXojTwEU3SzThYLF3FlcQgJWLohKUMHFiB8PnGtVR4eyQJN/rqyIjz0gn2LrArhHuzBo3sN77zXZh7zrhZhwb1GTqxppcZtoIr21cHMPQok3iUWeJuxgsejTYkxSpFcEzSOHSSChtyophkFl823lizGLyHVQ1If14Ea5/ysaRosaXEMyU4W7a8u3hmnFxNXj5spv55OaelBX/8t1zGc8VCH8VOKx5dU95WWsaeXIZ/Wzhxc2B625kYxc2VgongFNoeD9tawyDkFhj9cK5cpN0e51EtjzMfR0HgHDlctJVQR5jZpgdF708wGt8h9ZJ/Foaz+Iio24keqfwSXJXLCWs5IDpElycip+atRGlhI/S2MAYHL843nLd9PTG15Gy0bIW1ckWU9oy2vbC0TMLzFnje/203pAQZSXf30cnZl7DQ8tXt44wotx/cfeWggngphGScGcCW7vgdKwEcqcimxKMnLJmiA1jajiFlq0Vj7orO7IxCz/q7zgWGfZq2nfwHd8cbpiGRpqDKAadKko3zeppVEBQVcblfiVEl8+TvGY4teX7UTz0PcfQsrELn7Zi0rqPHaOXOJm4iEu1/IVzAVr3QJPJjfCzHoaed49iU9C3nuvNyEVBD2cvpN2mBJkvi8XPlmkv76XZLbUASF6jRuH6rBYD2ZyfoewyaZdQbcSPjjfDdbXogPNBpTLn+KoiZMgGYnkGswLVUUe3a1afCvlMf/jV5/fJvkkWVOG4NBxyiy8eeZPJNSJrtXvZNgs/ufjAzkhhPSfLq+mKh6nnMJ35kKsg5aqf+Gy7ryO9kDQH32F04qIVt+3T0vB47HiYdoJIbD3bC9lMQzCExZDH9nxwJ8TUcRY+qGplHScrRdXqF7j+bDg4zN5ihzOSp889rHwXKwSuIevzs5PWfEMlqQ0hGb6Zn3G3iH/Skopo52ALUqjITlX6itbCpzMqYwqxforiwRdo6khrfb4el154kzpx20qm6F51nOYG763QYUqDtXo04qQS1DZhmyjiGpPqfmZNpHOB66aY2qaOKbuPPv8hiB3FpZk5xrY29MtiBf32uuwZBU0u30XNfV0nFWS0SsJVPtzwL/ikFtFrIsFaKEvSgCaEMhpP8lzj15Hpk8Yn/wUXU8DfA/63nPN/rpRqgA3w3wH/e8757yql/g7wd4D/9t/4WxQfKYu0TVx0M8/7I8/aoT4k76ZdUTA8DaMtqMZTpC8BNjMHy/tly9bO/Kj9wG+5x7pIDklyf17ZS1oXiFETVDmodCYX3gBROCfToUUdDe4o+XKpzYS+QKlryOVaC5auXLrMJxB3VDVDqjGR4wzzbLEmEW1kNplkM6oom3LUpCgw7G/s3nN5PdVwRp8Mf/DwBfe7DSEp4mqr/3Q+XjLwshYfEZBYlzcPFyyHc1FIVmesXcObLNV+9XfSGd1EthcTm8bLwzobzGktPMo4DEqYskSLrITrJRpOXcPAhugt2UgwaCX4Ip9VKbjdDvzs9r049EbDu9OWqREkLJrzGPXPFFUFOdBGIOt5cgQvZP2rzchvvXjHb+9e89yKf5HPhlfLNR/GDQ/HDR8OWxmdrfysojhcYzHWhlol4VCZEmHhk+Fu2vKyxJhMixO0c3qSL7F6SGnhNvVbEVY87480xb9m9pZllg0ljkYQoPL3otPYJhJbXxA/I+T2sYzubD4fbCtnQ5XXzUDQxON5g0RlGVtb2ZAm32K6yDg3GJN432y56ia2dhHEsqCMuU2VPKwDEmGhRLEXNpIUkJMhmYxGVc8XWBuO8s86k20x6c1n5GK9lmS5LaOLMTpR/DjNzi5szczGCD9m9Vz7enzGGB1LMjzOfXV1NqXYbG2obtErB0crGZ/3zpdxV7l3Kx+ncM2e0iNyGdk4ExkBPcr9SyZje48rakxTiO9fbu557g48hg1v5kuWZHAl6Fg3xfF+HcMoSuGWz99flkK3bzxKZcaxYb9YTkNbX2s8tSIq0OKU71yk6QLRRVI0NE2gKwjLKWmiKzEgT8QcK0UBBboPXF0O7FoxS1ybPu8Ns3Ef3Yu6tlc0Bc7xQatXUj7/bokfyRIW++S/19fnvB8AtfmJa0IEH/9MjJq704ZfqGc4cybdg/AYp7GRhrTwpXQbeRjES0iX4smZKF5di6vrvLGSBLB0nmFo6Tczt5sRpUTtu8xWkg+UQnldPdeeNhI8+UhpVboCmIzpI6mPLHuHWlTllK3NWzVcXmsoDdGpMlKXf3/qtwUSt5KiNIy5EM/PMVJnArrQ0nKdjmgE+QOq0vrpbzYq0ZVm+qGYMk/BSthwCW/OJVi6qoRB+HcFKGidZCGmgnQZldm4hdtmwJA5pbao+kyNxUlZ8XK44hfpljna6oAuH0KVSK8zGlVBjCfClvU8/t3tS/7Di6+I6Po6PpvqNbVyqPZLx6PtmBbHkBUxl/01qZrFWI/Xv8hsPqXUFfCfAP+VfEl5ARal1H8G/Kflx/5H4B/w5xVT5cNXR12oC3uM4oa7JCvjEhNFmm9k484uiYJgLajWkNAyP7+fNrwbd/yh/ZxPumM9UJZkeTfu+O7uimVoznESq0R0NepKitxF6b66hN9GIfiWzSTPhrSczeo0Jc6D8wFRuwwjKM+Pd5Kx9yf7T2Vkxmoyl0md7ExqRcjKAnQqcmEmrszAkFpexSsZz9mIvppLuG8+2+EDcSr5RVE6kZQUHiOQbiyH8C7Q9h5XFEGxQNhp5dsUuXsKimPcMLWhkkFjm88oRCtRCzfdSGoVd0a6xhebA5rMy9MV382OuGhSglhUI+eoFvlDK5nphxJzE2KRIVuFQp8j89KvbDwBopMHqC2fpXWBH1/f86PtHT9sH9iZiYjmvd/y1fCcD/OWaXHkLIiWjCtL0KU5r6NKlCrvU0+a5UPHy30rh9KisQct35kB7TLxItJcTzRNqByFEETRMo0NLyfHfd9z2U8sQbrJKi0OkuNVR4tA1MJf0eocSCxSZgWTetIly/eaTbFyWA/rMm7Jzdmmg8nJyC0okk1sr2Qs+ll/oNFBohZ8h9Mlc89k8jZJgbdaCaTza+oCvWcH0WRBWUt0zFPOVGwV6ygtGySGZLV1SDJ+ezleiUOy8WILMsmI+6YTJ/Rbd6LTnogueYUtCeGVtUaIxRoxfRy8ZCGGYkegda5muao0UNWs1+a6h+SnJ3tBj8iiDms7z+Ba7FGjgsH7lrATpGqzk2giQ+JYNux1JKlVZvSOPR1LVkLqL88ToSDRBRkVUUbmuh+5uJyKKanhce4Yno4nkwKv5dnqNMYllD7norXFKHF4sr+i1sJHkRpZFyTIjw2PgL1JfLY7sLuYOYaW18cL3u1XKxZz3tfK76oRQ4X3s/J/ki2PkBU1uUqKVIstuc8qnf/eiuaDGDz21hOzYtTio5Fs+fknz8EYHHOU8e3K4wlBuJ3GRmjOoy0Z7Ysp8an3bLrlbJETzkVX23lR0hay9Jor11hxStclwzBGLarMemSWIrx8Bl24bKE1+FKMWhewfcK3geXUwKOtFJOsQRnkuzjXDpjCm6oj6CQ2A1ZHvmju2XQzh9TxT/mCbrMwLCUPcP5YOKAUdby1FE6hGAH/WYEBSOTVjzd3+Gx4OV7xdrg4G3D2i4x/vZjCpqD+jM3Q08soiXiRglfQ46vNwE+adxxSL9Ym1jN6J8KQ4n6esjiZ3y0b3jVbFpdqQ0ZWKHsurLLjbLBZDuJD7HAq8Ik90LmFKTVEFFNyvA+XHGLHt9MN9/NGopcKEJBbz2yd8KlxqKgLYp1Q5tcvpn6dn/wp8A74H5RS/1gp9d8rpbbAi5zzq/Izr4EXv/arfn99f31/fX99f31/fX99f/3/5Pp1xnwW+BvA3845/0Ol1N9DRnr1yjln9VQm8ORSSv0t4G8B2Ksb6bBLq5GTEm5BvBDLgsnRdp7nu1PtOlIq0GIZb63ERJkvl5mylhgWQPhB+2cMxaNJfDIc87EVHsE6kigdqJnFCylrmD5PNBcz237GmlS6H81x6Fi8llFfUEI+/OhD8gTiBnTm5BtejVd0xjN4ibLJWQieZDCDxkzl50v3HJPm1XTFV6dngBBQB99wWhzL0MDRVoTAzAX6LPdkNc+bTSboxO3lwBfXD1gtsvCtXSRWRccK/SZUzUNavZDmJBEP78ctHw5bITi2MgcnUeT2IqNNRR0TSghpKsTyMJv6+XRBAauaq3Thp6Xh1cOlmPRl8VPKXqNHI0hW/vj2rt1c7eKyKMKcjVz1EzftwJws/2T/BUNoOPiW/dSxP3XCfZktymRur044Exnmhv2hJ6UCcxXbCIX4tcgoA9TRiJeOgWwy/nlAdZFus3C5mXi+OXHdjGztXPkcQAn03PJqvORx7kQp5UusyApplkgTwqqCk6ywpYk0jZDOjY1Cfl1szY5Li4FCOq/p89VoMQuKqws6oSA3ofgrCZpy3Y981h+4dSeeuwNDbPk6i2w5x+Ihoyny9XWMIATa1CUZGz6xKQnbTOhl7L2Of9a1WTlzAXl2iqw8F2LqfumIWdcoi4exJ2UZI1slSN9sBan7UX9H7MXT6c5vq+JoFVf4rAkX5pzFVki3pyh8tbfHHQ+TkzVU0GgV1Uf8nGyQ4NMEczAsK78SICvs3pCK+nfUmSk6/uT4KVYnftg98Glz4BA7Xo6XHKeWaWjOGZBPCMIqlvy5IswI3nCYW0bv2LqFi2Zi52aW3nI3bXgdND6WvTMq8smSFumg4yYxmsS0OGLQhNFiH4wMAJr8Ecle0EtBZPNkePfqivfNBa4Vw88QCk8F6l6pPYSgSG2SdZYUy1U6x0ytz7VX2GPhc2qehJKXKKLy9utIsFwpS7xQTKKCrjYaZRSrVOb57iSiCTdwYweG1PDz0yc8jB3Bm6KmEwQpZ7goz2bKqsavhKSxbajZmMlrxvebKi4Kz0yNCopRE0cLsxaVt8mCJBd0vAYR5zVY/pzdSAIWzXxsxfcviL2MO+gnir0zglv3cI/wzdbPnmXPXf3nIoohtfhsZMyXVRVUCRpNtYaItuSWqkSjYWMXjr6V+7+epcj9DUmzRMsptmzNzE+3H4SnFyXWRWKuyhhzHRmo8h1rUdwL8nvmjaW8bh+ZQ2j5drnFqIRTkU4FNIJeDaHh2o180gwcQ8uD3zCERuxgZl2RLxXVx2O+Mp5HbhFTtPzR6QX75Sc0JvBlf8+lnZiTJaI5hZb3y5aXxyveH7ZCtSgIp5hpC9q2otIqgnKWHH9Nx05+vWLqW+DbnPM/LP/+vyDF1Bul1Oc551dKqc+Bt/+qv5xz/vvA3wfofvhl1gGSUXXWGYtZ3TJbUMJT8FF4NDnzURihWkcOUMzf5DW0yjxvjvzO5js65Zmy4xCFK/XGX/LNeMMftS8Y5oZxEGJ6TpInFIM6bx6bUDxbDMehFRI6fAxlJikQ1rHT6lWT3Hl3UEpUId8+XuGjEZ7WYrBtJicxily5DFllyQTUuc6atcoCy2ZdA3Lv1a6OcipHAXkAdZEqZw2UINrVtHM9UB6XjiE0db7dGUm3v20GrI70eqkco0s3YXUUPoJq0WvuX/Fi8teGh1FmzuOhY1CZvevPBmiTqUVqJQlagWWzUvW9OSukxc4FfDA8lPtdfVw4b6orrzkjD1IMhjGdwzWncHbV7Wxg42SUZa+FgPhHb18QvKn8Gnmh9T2HH/i1AAAgAElEQVRRNnAZKdYCRUPYRcyVp+0WusbTu0Dv5OBvjRjSPSw976dtvacXbuLSTnzePfJ598iD3/CL0y1f39/UkG0oB3fKZ65WkDeiyqg2ltywNP0rOFOrCtRksinKvZVPt+gzR0UDLon3jZIg2/fHLcelYeM8F26mKZ8jVQY+sqEs5SCYpOlQQRGyJrTF7LRwBmOXxJNr3d3WtTnr4kF1PphXf56M8DR+4+IDVkVCNuIvs1Vs7MJn3YGtFdWcQZoAnwxjdDz4nrejuBkv0dAYUVDWfLEnfIyQxLhzFV2gM0xnWwdVnKjXxoxclLFlbfnRYVfOVJtkTLYq/XSm0YHPugOXdqTVgbfLBd9N1yKGODWijFzVWkF9fB/WvcVlYtTcHzYSjhvEK6rbLFVp5k8NajTFmypDW/yQSmO6GiTmbPlI+VTWTWrz2adNnQ1cnYmVxzfOtohk5K3FPot7/Zodl8QCRnzkyn3wunIOPwoAjudnV8V8/rxlbagIBBmJr67mSzAsYQ0fp2YCrhJ7oDYrRiUaLR5T0WvC0Z336S4yd545Wtoirknr+L0o9QB0E0k6y3fkNUonOheqASpZCOd1HFuagzVvlAQpaLw/hwsvq+lppHg5yTOwEvnDNtfCc1VYPk0MyFaUrh/dM8SP6ZfTLa+mK6ZoOfmWZXbowVRz3ABkV4opZ+r43KmEt5qQikqxS2T3ccM6Bsc3pxsArpuzW3wImhic1OGxKHnX+1zuo5yjmmW1dilVYmODjHCNOJ//0/BFPd9C1rgynn49XfLN6bZ6Qi0FSFmrTZVVbQTqta63slY7E/jp5gND2/BquuLr4bYKW5ZkGHzDHA2h+OlpnQiLmCCvvNlVeb6GsecY+bexR/hzi6mc82ul1C+VUn815/zHwN8E/ln5338J/N3y5//6a7/qyr8JcnBcb0aub0d2bqY3ng/zlneDeISsvkTVVPLpZys30ifN+2XHG3fFT9u3/MS+52TlYNYq8Wa+FMM2E2mdF3Xck9+zFEnwPDWMh1ZI10dNe5LWy+8yaRvPnavOpEahZ+rGFTt5f0IczHQ2cNONzNHyZi+y86chpKnNxFw29CBKDICfbd/xuXtgo2eG1HIXdvzB/gs+XG1Yel+7g1iQAe+L1HUpxWbpdA9jx91+K3PgoM8BuGs7ZOWANU3CulB5CcacnYJPg6B5elkNSwsiiJA3U9L4NmCdWDEADIvjEDf4K0XYqXOhp6gkvxA0rQ189mxfC8fXh3KP2oTOpRtEeEsVZXmyfnIW+WqcDWMU3tznl3t+8+I9X3Z3XJkBpyJDavl2ueHV6ZL90PF46oVTNotxpypdsB05m+atL7MaVCo57IapZSjxNEI2Ff5TXaOAMgltxXn9cjNx2w9YnTguTxQq62cpD/G6lrPJcvCVWIgYDOkk6sgqbV/X7fqSK3cwSfGyds0l51sO32xqp7vcCgLROvG9ClnTPQGV9cpTWA0ItSaiJdw1C38OqN38iohVm4+VgwakRqq5auaZpDDLSJN0XFrulg2fdXsaJeTXnZv5rNuzMzM37sSVGUlZ8cpf84vhGa+GSyEHrzL+oIvp7brBy+dMxeWYDMpkbFvQubX7XEUHTxGp8v5XXpDRCdvGymXJWhNdrLJwY1KxdViIaN4sl7yftxy9BBIrIxFMOWhYVC2q8upc/QTVUTrTtZ6mCcL1CZrx0DLmTt7rpDGrH57LpD6R2wibs9P0tl1QQGgt8RqSLZ931lX5KfEyiqQdSxPZXc5cdjNppzgtjmFqqy9WpDQbc1EqB1EHigpSELJ1zdXv3GVioyr3R6dfQVrWS0mRJoWSRivZh+fZCb/LIkT9wtW5H3q+MTd8N1xVFD1lxTQ78hoEnkEvmmQyp1PHYd8LoupErBJGixpNfR+5S2KuaYu1gRXvKmeiFFMmE7epFlNqKc1OBFPiprLXeF1iVMozsz5OahPhWvhAYSVwBwWLLkkWK4pbxENaziWVxMuLkCtHsjcLN8XK5NV0xf28KWp08YNbUei6DymqknFNAlj/O10SkVrxozMq86w78Xn3yJ3f8qY0KsMszbc2SQqmqiLiHI2EFFl+bT6KUlsrEdT0TuK1ftJ94NYeC3/por63rZHmM5TAY4Dvhmse2p7lko+KuFwSK6CQ9lf+VJLG9qftO35g7/GXhg9hx5twhS9OtUNqOMaWg+94M13wYdyIYevQkmLxY/OarKX4PZtM/8Wr+f428D8VJd+fAv810vP+z0qp/wb4Gvgv/tzfUrsSQQNyEHXT882Jv3b5mis7MiXx6djPXUkyp5rd5fKA1V+3dogq827a8W76TX7P/JgLN9dR1ik2FdpbbeRTSaTOuVjjz/q8EZeDKe4S8UoI6dpFsfGYDQkIaFTO6PXAMhRCbun+itv0ZTORsuLdcYsyEiWTFyPFky3xCjHXA8DoxBAbBtPWxXYfNjwWSb0xiRicLKwncl25CWekAmCaHPHkUJMWRKNJ6C4KeZiCzAVNnIyoxZ48HCe9kd9TDp5VVh2KG7wxkkWn24UlGJFrl4doVePkVjKtyCt0Wr77UiTcD33tYO5OGw77XoxR66a4FhlSQD9VC6moiIsmOzBN4vJi4DduPnDTjGiVqhP2ECXS57vj1cfO5cva/ar6Z3JU6PqsTsu4Owv3luypKEtykPoMbSbvImYXaFpfXMapZp1vDi1v1ZU4kBspPpVN5LE8diZDka+vWY1E6fKMiwLZ20y+9vBEuh4nW71ilFelIJfnY412SV2qhZZa42cAvQl8cf3Iv3fzHZ83j6XgbPh6esafpmcyUpytFFXFYywbOSDXAgpKQ2HLfcuqWmGsJHT5riE28p6Sk4N2jdpYt4N9QUxX+fTRt7zMV3QmMKSG1Gg2WlR9n3YHeuO5b3sOXkwLNQVxKwfs2vmuaIeYemqmxXE8dTIiK1441Y06lvunqWN6QKI2TGLZRcnsA+zBsM6vQhPZLx1/uHzOHC1bt/CiO3BhZ45Ly8FGQlbEUqCnEr2ikkKPZwQ2GzmUYzEtfmokOXrHaWpYZkfKnFVrUQ5l5TW5TcyzYzh1Z+WnArTYH+RMRcNXoYqeNP5dz+uHFtXHknMp5HZq7mdxny7PZCp7nOoiypw9hWTUJfujGgzZadIgBVU20kzZ6bzPPS2qclQsqwebl8YvFyPK9WeVEouYH2wfxZOIzBgd356uyRnaK/ElTFHGNSorNtuJi24mJs24OE4n8enL/ZOxTVLkUfZjTMZ3VqgNQRPmYonhpOCq43WMqLizqnYvOSrJpSuzu7x6I2V5NtpOrBiW2RG8kwK0PLO6opXn/+kIeskfqV+dilzZgefuwA/bB/5Af8H745ZT0KRWka2RRsbJX9AmVi/BJVlOoeEUmorKqZJ/mFspNHvj+WErY+pbd+Kr0zP2Uyt+fjaKzUcsDcqqfFtpBrpMeaIiavm9qXhsPeieX7Y39MYztZYrM9JqX1W3Y3S8aPc8b6XQGlLD/bIRAYCiEt/VCoitfagt+ZJR1scpNPzJ+Bl3bsetPXKhJ37cvAegUx6fLa/DFX/KJ7wpnnpWJ5rWy0jXZKLVZGPIixWxjLXi4fVrXr9WMZVz/gPgP/hX/F9/89d+JQr868sTpeRBGifHO7vj98OPZPSjJVRxjqKIyl4/2QiQdimrwjcBdOa6G/n3b75hoxd+PnzKnx6ecVqa+ro+isNpVSGs/lFBYRcx7gSYP43Y24ndVqwBVqfjwTuJISlfbuI8sqJwUWolG4UT5JPmF4+3ko+XdJ0pU9RtKgqytULCICPP78Zrvjo94+jbOsY4zQ2nfSdZgcVa3662+uHJ2CDD/AnkNrK9mLm43dcQ6K2bxRRPpRrDIQ7SCacSCeEWDMFxP2+4O204HjqSsnKQljHSamh5WpyEFM+SBzbOTgwlZ+HzmFGj5yIHnqUAib0UckpnZm/57nRdNkFFXnSxUfgVaSqcN2HNWcKepJtAiZfWYel4O1xwLN0UyKh1GoWvliaLcolms5C7QIqaMFhUNgWVkM5dKVF+6QLFJzKphbjNLM+iFFsbUUZe9cI/umpGbpqRSzvSF0NBGUdt+DBLcO/RN+zHjlk5UtnwclTCP1r0+fNaMSJVZWNe0UzXBLSWWJjUerw3hHK/U/ek8Fzv14oG2QyNBEITFbbw+b4br5mT5cYN59usxFcpeQMnLaPB5SwJ16F4dK1cGA25SdBF/IXCrx13eZ7W4lPCxCEVOXOyoG3mxebAf3TzCzZ6YcqSrSXrUlCH19Mlb6cLLtzEZ+2en3XvmFrL1+NzvilB0kCVfGuVa85k6iTcdV3jU+d4rTL3k4WlRN/YspfkDPYJ+mpUzeKLU2l+2kzuo6B2ZUy4Cn2umxGrIzu70OuFO7+VyIrJnSkKT+Tr1SunumhLo3V67DiFDe+bSNN72ibI/V6DknUWBV8Tz6qq2QjCbJJ4DMUnB90khRY2k12QnDgvvDe1kbBulIRsV7uQglZAac5SQdUU0pTZhG4ibWkeVOGceG/wq8I41bqiNh8BhQ75zDcSwBSlqc+rNM+ynyZ75tspldk1M8+bI582ezZ6YUiyv7897jiNTUUnV3VdayNfXjxw5Ua+G675Kt4yxhbrIl0vxU1KWtIkgiZ7g2sCzkbmXOzai1lrnnVpss77bC77PmU/Q50jg2pztHfgYWyaypczUTzbdHkmyFSzW8nsy2fz21JMhqh5CBuG1HDwHT5rHpaN8MOCqtODrFUFvXOvaczZnf8x9EIdWddI5MxpAz7MW/6QH6BV5toNfNYfeHm8Yn80Er9VosXWtXy2Kyhnn4OMrsV69ho6KeT3c8c/vf8Bf5C+4LKd+GLzcA5BNp4Pfsu307UodbPm4FsZ983Cy62jxRWFR/a31CSU19VL6hfDM35v+jGDd9x0I590xxrNtiqB76Yt90PP6dRJ41B8rOreGYUbaA4aYvx/BZn6C7uEfCq8EdUk2jYwLo7j2BKjom0Frq7XOhtNpesNcuhlKw94zsJbuLEn/nr7HX+1e8Xriyu+mYXEvQ8975ctX9tYDciCP8eIpKwI6wZkJXbCmsToJbdpdVGGApGm8iCUvLtslHRRJsuoZVEonfh8u2cIQqqcG8uyyMPqnSUqh5ol786eypgvKrbNwl/ZvaVVgT86veBVvmLjJF5nGhvCUlAll8lteU+1w6GaASqTuehmLpq5vveD70ilAHM60pkgsRfGFyl3ImXN1s7cNCO99XwLHMKmprhrL3y3rvHcbkYOs2Qp7fqZbbPIItUtMbra5ce2dGsrcVxnus7zk9s7NoU4PISG98OWd1yhJkMehey/fv8q84QrJ5/fbTzGJtnEveXdSUKT+8azc+Irs7ELnfFM0fHP371gGhuaRngWoYzS0qLF4TvK+6x0KpsJu0y8CXQXM40LFYGLhZNmdCoCCpEe71zPhZu5cmMZU73nRbtnH3pejhI0PStbUcfVhTuta0uL7cCul+9tAMZDRx4NKTVlhJbBFSf6pxXnk81AFz6TdIiczShNJpjMh8OW+1NPjBKXsUbLDHND2jv5+16dN/XCYVFJvs/knxwGCpqNp2t9McMz1Yx1Osk6XwsIPZ3NZq0TKwmfDbf2KLwoFbmywtf4sOx4v2xZCk/qMfT4ZHgzX/Iv9895d9gyz444izRelXvXtB6lKMRxGVE4F7nspUF6bKIQt8vYZh1hr2NT7RWx+H65JhBnEUTIetbQB/Fle3LPeyM8rT89POOwtIyL43G/gb0TPssi60o/4RDK35fXjBpML4HW8+RIi2E+tCzOoVdEe5A4q1BQZtNKwUUvN/RqO2J2mfu2Zzy2grj7cghN6uzvlxE0axL04ObqxHUvgdyHpeXusGUenvhMZVVRIgnMlhHtMHdnaXxBKFRQmEkCfc1y3pPM/DH/Zy2yyIKgrBFXKUk4eVK58iRRoHRijuKW/y/ypyQUl26qfkRhtpKesAZ+XwjP7F/cPS+/V4q9vGj8aAR1Akwj4o62k+Zk18/c9oOss/0Fw6EtXk6SzfcRwh6U1JxJobRENIWg8ViyKty2LhLXqK9y/3JBaHVXUL/CJ7SjKrYmpahfQAe530pljqFhCDu+2d9Uq4xx32E/uGIIKikeK10kIwIMoxI7M7EzEw+bDV/bGxYg96mOfjeNZ2MXDqHlm/2NpGY0M8eprSh4BTNAPBX9k0ghVc7B1WE/lUngRjHqlsZGWhu4bkc6K+tVbGQSP+rvqkfbY+wlxWC+5LQ0RUygiDpVSsV5g9aF5yRr9KYZ+a3tGw7bjv/78Qd8d7jiqw+3lSOsFB/lamqdSFpJMfqExH82KlbkEMjhV1Kt/w3Xv4NsPqQY0rKYv7x+4LKZzgRYEM+YIJ3HoynO2qNBHWyFT+s5EhWPS88/OXzJL6dbnhWF0ueNqPs2ZmGMrkYtOCecEaCOBNbImf2+Zxxajm92mGLamY2QkJtnk6AFRjxQdNkscjkJYyPQdNLQ2MQXmwf++uYlAP/n48/4ff8lfePR28yha5lnR/Iab5q6SVmduLEnbs2RKzswXDT4ZPl6umUKloPrKkxb0Zcgnjoh6NoxOyef79X+UtClpxvrOs4EQR6aWI0+lZID5GY3YJ4WkU8UeblNbBrPT3Z3hK3mZXvFD7aP/Pb2NUNq+OPjC/74/afsD710b4AvXIU1Y7F1nt/Yvecn3QciirfLJV+7W05TIw7VOw0nWZq5GIquSKKaJTbl+nLgs92BMTg0mR/t7rm0oyCBWdWD+coMPEYZlX7tb+QADoV46BXKF4Lo2mmVgzUVB3TTiuN0iJrT8PHmcoa5y/0snLTsEvSRzeXERT/TlfTynAsPquQqKpNk5JileNMmyZgwGC66mRA1SxPlcC/jjuw1TBo1C9EYl2VzS7p4smRSW0Z85QBdfXVUF7m5PfLF1SOaXAmftpiSrpcuHJk67lRi2LmOeytPvSCqfrL4Uao29aR7VE0s6IYgBlkrGPWa2oNVia+G53w1PK9qyCE1LMnysPQMoWFjpbF6O10IkbSMKp7tBvSFIMAK2LqFrZsJ2dQIFgX0zkuYdjkFD7uWY7knSRtU1meHck0NZSZLgdI1nof5EvtoMLNBvTP10Ag/yIzB8Yd3n/F46vHeYK0YaloXWWyumZnKU40Y5Uvh/Cxm2G4n/tonb/i0PYgxY1YcY8v9Iv55b/c72QcLyhoPjihwAPrC1wLdmoTrAjEYVB+ED3IUonJVLBbyePKaw9CSMvQuYFTmejfwdpIoj3RwqLJv6IggyOsiyUpQz/JflEnkqInGoqImjwo7yDKUfaS4zStKdpvcD+ciP7x6pDOeo285Li3vzA7fWRmHm8y2Fx+7lBU/v7vlNLbsNlM1Ke22C+4q4oMQrDet58vLex6XnlcP8lmMyQSXyMGSx6LYO1kibVU3xtLEaJVpnWdpLKoLMmlYLGEypdkr32nZk4yNvLg84HTkw7Dl/ekKsuLi2YltuwgxPUjU1toAxML/kaZEEXMWXmJpWgQhlWdsnBum6LhyE7/z7DWn0PD6dMmerYzQG2TK8WSEqpCm+d1ywT95+AKAxgS6xjOse1X5Qa0yP+wfaHVgiZY3w463x51wW3cz1qbKTwyzJWtT/rpG6/Na1v6JmjeDnQzeKx6TqMZ9b0oeaODkG3w0vFnk+9mYmef6gEG8saxO1dcKhF+dV+4vazEnBWlcDKfY4LPhyg787tVLLpuRV8MVIWkaLcXc2ljv547GSmzRcmGlCF6soNCDwQ6iuvy3GfHBX3Yxtb63Aq2r4iD8uxcv+aL5gFGZKTne+Cu+GqWrMDpxnFpOdGIgWPLSnlrQpqy4nzf8X+8+5zS2XGxmnm0kg+2ymTj6lvvDhuUoobiUkcfqrvqUL5G2oviJ2yTTN5dwu6USQyt5vjlXJdnkIuEtEK+SnKOUFddm4Ef9Hf+8fUFnQ+UWhVAe6E0sHAdxcv/58IIxyuLvja+jI2cifrF/ppiSEFwl/KZFusi+XXjWDyhgnJxwG9qI0uk8OlJZSHdBEz1V6h6sZR4dtikFp01CJF45WiazREELWh3O48HU4FTkeXPi3XbgNDaExdbDNZuPF+YptPx8/BSfDI++43Huy+hCFzVa2aSLkqp2DuVtuMIJaI0qqpWFOTm+Hi74MJWAUxO4aCTj7XHuCN7WGXkl468nO9R/XgnTetak+4bTo5MYiUHRLIJSrDyg2GayFfhMBY1akFzCvWF52/CuzaTLwMXtidaKSeC0jgNWs9VCRk5Bo52ozlYVZ+vEiNEoSTwfvGM/dpU4qbSMeLRJNWy1xs/ohFaiqnEFCm9LYddZz2VR7SzJsi9REjgJtlalgDUl92t9PlRERtu6kIRVJo8WuzeYSb6npyhkffSfRDGRpQn4tDvwV/o3fDM/4+18wevpkpfHK4bFYXQJh+4UjTZ0JvBpd+TCTlyU/KTH0LMPHa0O7IwUY12BvrRKdEry+5wKDKnlq/kT7qYN0+xQTWDRjqhs5QXVqKokY8jV2E9tg2TfPUF3QJpBgNmLc3jfL+w6ibY5qhbfW1KycvOSktSD8vtVXAtSOZjtk1HlzsxszIwhM3WOt/0Ff9o8Zz93+KQ5TC3j0ErAtRfkb+cWQtY85k4UyaOYX1oXUZee2BopwpNC3yx89uyRTzcHNtYTsubl8YqpxF6ZkuOYCjE7R01CPr/thB/YFqR2DRvOWXGYGx7MlhBaVIKgFcpLYbC6f+uQWUOmsxYhy+f9ni+6e0krmK5wJvLq/pIFed67xrM1UlT/5u17ligmloel42gEBb0o9z1lObg7E/js6i2fb/ZCVI+WV6dLTvOZ/jFNTlCqJHv3RbvQW8/Bt1KoFcTKuYBzgck4vHZk70hR+HpZZ5omcOFmPumOstccevxRkJU182/ds8XmpxRSk9jHmDUsfDW+TaB94UwFycs8+rba21y5iaWzvNle4E+mij9Wush6zdGyNQud9TzMPVZLGLZ8uar+OXrH+2XH1iw8a09olTj5lkcb8VHjTKrcsxiEm5WbTNKJVJpKea9yrussazp0RUWa4fjYc3i/xfSR/bNO8guz4v285V/un/NYONLP+oFGB/ZTiz85OdcKFUblczxZNXPOQpd4N+74/fBjDr7F6ch1O/KsOxGSPqv6omUOlsE7htnVbd854WctQFpWJB2UVmTMn7mv/7pL//k/8v31/fX99f31/fX99f31/fX99a+7/p1wplSpMgESiiE1fLs8E+IfELMmZF0zmMJKwEzCB9FBEKqa/ZUVl83I843jNLa8f3fBB7MDqF4toRgd6kkXUrTCTCKJV1G4JYffCjz/bM8n2yO3rRBz1/DEV6dL3i8CO2cn2WXJZfQajKhWXxdNfi5Ggf/H489wSkh2Ric2bmGOlnFx4icza1TQMgrJCp803w7X/HJ/xcODoCs3N0eebwYOU0t8LEqQWVF8CXHr3L10NOMLGcP97uVLrm5HDp+J6smpiFGJWGADnw3H2LIkW5VQ8t81Ry///bi0nJaG49gKDHpwsGhOU8ObURQRx6XBx2vu5g1zqfxHb/FDg7mzqKBwi6ASoc/kIq1/N+/4+v6G46HDuEjbBubBScjuqJ+Ysz0Zk68j8zKJOfiOx6kjZ8W7YcvDccP00KFGXbu1tAtsbkaW2dF2C7/z4jUA9/OGx6njOLbVDkM4b4VwnREEpnj6xC6RnmViMdTcNp6+kezF1gRZs8XzypcMvnFupLMtyBJIBltbeC7eJkEWC4fQuMRmI0IBXwzzAEI0TFFXDl/nAs1lqCooicEo0S8IUjIHiRNSSnhEjZXQYO9FraS0xF80NtTQa1OItCqIcEB5arai+OtA6CHrArXn8qW0kXCTCbHwkFbloC9ZZEGhJljVsrHJZCWKLJ8NF2biTm35MG15GHrGocE6uc8rSnXbD3WUNSfLGB2vxis+jJsa6HrZTrwoZqSXdmLWgkxFJKpiThZf7ukySa6i8gpz0jWYdx3zBq85juJ/l0cDncRLdbsZV7r7mITT8Xx3oms8MWmJf1msdPCDxR5NQRyecEzqZihrmS04k5iC4x+9/xKftFirtAM3zYjPmsPS8jh2aC3P97Zdav6Z0YmbbhClm8q8P26ZVEMeDX7RKJtFRerEcHgldP+g3/O722+5NgPvri95tVzx7XTNN40YuN73PSFqhn0Hk4wNXRNqOP3sJadypUlMiyONFjeeFaY1kBaeyM3LH0ZQpzWTVatcQ6vXjLn1db49XbN1M49LL5xPoLeeXTdzd9jyci++gkplTKE5XLUTl83ERfmdnQ3yHstet+0X7G6qaO3GLVw2I40JvBt3OBM5HTrmfXtWsM0aXUK/VyFBY8VfTpd8u65fCF68ku723VkdGQSxWcdTuiDtqjxbVdGXclX1qTIiOy4t+7nj/iTKbmsjy7HBHbQQ2n0R+RQxSs6KY2h53h75tD3wWbfn4Dteq0tReEaLnjQ5yr7x7emax6ljXByX/cRVO7FtFt4ft+wPG6LXxeJDV95dNXV9mtFY7kmqkVNiL9JvZhTFbkQnlqK2bbR4w92NG9nrkiZlJ9MDkyEJsqWyPqNf67mwkvSTmIW+Xi548/oavbfCK25SFVMI9y7XcXQuwpKnUxMVRZG82vmIhPAJf/vPuf7yOVNPDsbGRZZo+P27H/HtwzXLbLEu8unlkdYE7qeeh0OPH8SwzgziaaKXlcehSCozeEdvPP/x86/4a9eveTtd8LDIw+WTYS6HztBE/Gzx0xNH4pVA1yY2zwZ+dvOeL/t7AO6WLWN0TFG+eFPkwFlTlRCpLUzJInM3XoiUjRYOwt2y4X7pUcBtOzCtvlNaiMQ5FeXHLHP1y2bkZzeBr5RsDKtPUS7QabUJWKHjQmKmHAYr1nhlR164R37avmVILVNyTFnCZGPWdNrXcQlIcbVemkxC8fX4jJ/vn7MEMVDNW5E/ty5glAlNFL0AACAASURBVGz+Tiee9wJvPyxysJ3mBpSMSpVXoEWtlsshanTmuhnonns+7LaSIRXEHXwMmmhzJZOKYaA6O99nwIhBo1GJcXHillsktGYTsFcBaxMX/cSLzZGbduDNeEFMmt/cvmNXEsq/na75k/tPAVgaUXsmbVFaCrG8Ddw8O/LZxYHLZqI3vqoh1+JojpZTbKrUd5XniyJNMwZHyGI6+DB2TNMZXrY2EiiSawW6wOl3pw2t81KMLVY2stVLR5VK0slabDovI5+TrZy46omjZFQzzx1LKXBSlyu53wOnRqTf0424RRM0dlR1g65p94GzfYTiTChuEpvLia7xmGIJslINhqllHp34w8wGXQ5ZCmH3ftnwD8a/itWS7t5bz+12YGw8SzCS7K7E+fu75Ypf3l9XQUgImugL/yzLun9pE3+sX4gLNVQOmi6jGKuTHAyr4rQUOqIwU2eSsEb8gICcFLpwbFKbGOeecfVAayIfysHvFyt8klnk4yoo7FFXJaMKYCcqxy4rxGl95Uw1Cz/YPNKYIFYepw3vj9uqlhsOLXko27XNmE2QEG6TKgf0882eT7ojvhhTjnMjYdyDraMYFITJ8vYozeYYHT/bvOPWHvnt/iWfN491LPLhtMEv5TXLml0WK67ukxH/q6IyXA8kM5bDfTmr1FayuXrC04EyzipF9T60HL2M7O6HviZfKCX+U989XhGjZjq04v6/DVxdScMbvIw71WRIKpN6zVt/yevxFjK4y4WuX5gmhz+0Z46cy+he7iPAvJOCzio58JXK7C5HxqElDBY9GDGwnUShnE0ZPSlx4W914E1x797sZn50c0/Kig/DlslLLmcMxYjXayGnR/HjW8noqwmzncBMxeokijLVRy1c2yBG1va9wx3OxcxTH7oUxFX+T/af8jD19M7zYnOQKfui0UVtnVopvDQZHwzHDxuOacvrjfgH+tHByaJmJV+bktcSI99zwVzPn5V+6FUxt1aErAhN4HY3sGtmrE41oQTgph3YubnunatTO6v6fRXEFE7Wei5U2keUv/ejy3u2zcKb/QWnx04Kv1DUeiZDOb+NDYTVrDWcfef0siaicL70rz/m+0stptTTBwrZ5JZkebW/5PR+g/Ia30beAttu4Ti2MtP2pejRhdNSSKK5bEoxKT7MW0KSKInn7bG6uM7Rcr/0+CQHmtaZUAh1QEUFrJHu6t24q9ETh6MYPFoXudzKgeEbS4iKvPonGcha/GOyS6Re0SlxrP3N3St+2sPPh095dbqk1QGnIxf9JGojpwjGkEdBY1LS9Mbzebfn0/aIzxqnEneLVO24JMTozblrW8nh1QumkwiOX063fDdfc7dseVh6HqaeYXHV7HA1HOwaT1uiEGLSIkHujgDsl57TInExWmf67ULqJVhYq8zz/ohWmR9v7rixA+4icO+3/LP95xJt0elK/F8RGBaJEWl15NLO3DSDbKZLz2FqmZsoNUHhbaxBu6rYJphFCtdGR27bgXypWJLhph1qePJa8MhrjHzaHJij5dVwybfTNUZlDr7lw7RlP3SM972Q0bOqJqqpkTDktqjOpiDSWh8NcxSEYyro07LYs/dXVrUDMvbMZbI2ip/JEwL6UwUeKDyWZXDYVp7eEMTnaO3qYtIsi5ENbhZCf7RPTJsAmlT4cfKaWufz4VfWkOs9XefpnAQFx4KoPew3mJOuG9YaNhsb6vMW+0zskhRFDlwv6rnVzFSpEuYNxFgQ2zaSXSK2coDo+cwueJh7Ppw24pbsQnkvgkinpGlslKihosrZNr6QWCMJOWQ6E2gKVDuEphYTjTlHJ51Cw8PYi2Bk5f+pLB45KyH6V/arVaxynAxqkuddD7p23+FSc4oajsK7ypcBdymdrB8cqSCc4iKuqpHqR67+SQo4rTK37sRvbV6TrjWH2HEfNhx8xzenG15xyVwsNcJkiUdL8g3BK8ZthE/hOLe0NhDLvbrYTDQucHIt8ehEpNAmbj/Z8zvPXzNFcb3+Z/cSq/r5ds9n/YFvj9cAHO831RA4NxntRBmZTIJW0iJSUpWrtywGv2+ltyyH7dOiiihqYJOKiMerir46lbhqJnwy9I1ndE3dM1JSbItXk7WyFhoryKz3hs1mpr06MXkrRVgua/AC5tlhTCpoToKLuar58mjJdw2xxDk9fC5TkK7xtVm67GY+2Z0YvOPhuGF+s0FFmZLk1dsPIXtfWuFnxmBom8Bv7D7wm5s3HGPHy/mab4dr7sYND0MvPoDKim+YBbpiC/OoiZvSLa82DElsBJ5vTnx5+YhWiV883HI/X6FDQdS9qvYNIPzLmCT8+/6w4S6Dj4bHoUcfrUSolXXuo+GmG7jpBn7ZLjycesZTy3Jo5FlxSZIrViFQEtL806SIVXkZWykC5WwqjcqsGT/0fHfXo/vA7c2poujfHq/ZT219vtsihJgnhzoZzKifJChQ1cC/Ch6krOiM5/PNngs3M11b5mgrD3D9mZjkPFqFN3OJ+ArBEEdLPtiq5pPX+f+oNUJGOkAdReW1FjTPdycuOok2EA+j9QBP2CbiZ1OzeapPS5E7KiMQ+avTJX/w4UtSUNg20Layua5u3u/uLolHW1AOVfPQaucYYXoReKWKcmPfyCbSJppPZ3548YjVkdfNJcPi2B97UXatkQ1QKmDphr8brgD4or/n2klh92a6oCkMulxGBHk5S3qVEvPRXxyeVQ+dXTPTGXE+Z9EyHn0Cd+pFVVIrQLZSpf/idMtXH24Z3m0Fml7On5MstanPMKznWvkILxv45zee9nImBkOYTSVIozOuCxwnMRVtdCRkzVenZ9y5LRduwqlYFVhhLnlyXst9Qr67lBXvph1vht1HBM3jqSOd3NnNHardQx0XZCBoTr6htaES8kMWtczRN2JBUEjBzkV++uwOHyVG5e1+V5WUKMijwRzNGT4uxGDtFYGG1/Mtr9MtajLY4WNjynXs6Ny5A3/apQlRHearxPJiZrOdaNpQG+NYuvvq4QO4Tn55jBprpRBbx3g5KxEiNGKil0uhv+0WzE2qm4Uz53/20bC7HAkbw7JY4mSJ3pDbIGRjlWmcJLjnLGs5NuIHpEv+YyV9ZkRxtJGiMdtM23mWxbLcd5ijkEX9StROCl2IxpgMTa4E9GURFOCv37xmv+t4P22LZ1BbDsPiYZQVGjnUrtuRm3bg1p3QKnOKLWN0tXjui80HnMfaPhlaLQagf7x/wXFsmRaDSueCrvrMZFURKrKS3EgQF/MkRXy+CnUD11myE+lkh9+0sh7XGKBssthuJIpTvDqv4fKSaz09B8svhmd8p6+5ciMbLUgHbuJZJ1mlQ+tq1EkqvkrWii/1rptFdKAyw9RyPHUYm+jbhcvdyNJ5xqFB68znFwd+tnnPc3fAZ4kp+W6SAurttGNax8ebBTYQivDm6mLgup/orSC0Ies62l+i4UiLL89ELVBXMu+6PxngybjTR01rAp80B5yKvJyl2bE2shgrI5kstjHOREYr2YVKZQ5Ly7v7C8axqUWZ94YUNW3nudqMXJZzJSZNXKkMxSht9rYKKmPStE7iolobas7oMLV0jcRHpVTMlk0JRgiCTKUMd8sGqyJWi91CiJrX0wWt9szJ8XKQkfT9cSPNzSjKwDoCXg08PRgvBYmZMrEXd/G1iUs6srGRm83Iw25LmHQdS+kFdOHXr8XKz64+8LOrDwxBJix3x43kazaSD6u9wntTCOriAH+5maRBOraC3uRSqE1noYb4tMlZlLO8ZzFbLt+/ET+62AjCbzZiSWNsJJR4IFdsMZTKnMa2+pate11uRAQmZ5zsA7UhebKmSHCcG/7o7gWPxx5rZU/cNgudDYzeCbUmGBm/FuFV9a4q1iqri35FccXZm1/3+stFpigSzihKoJQ0l27iN3bvq9nhKbS8nXe8G3e8O+yIQZ+zc+Zz8ZOVQq1jB6SrWoLl7mGLH13tPubZ0jRRQjBdFgO6yl9QFVZFgb3w/I0ffMuLdi83R4v3zUZLcfDBb7E6cT9t2DSe09xwPHWiqgkyIlGTRl8LQvJ7r7/kH6kv+OnNBykSfcMxtzyeesLRoZYyBvBS5cekOfiOr9/d4O8K1+lm5ofPHwDh89hjgSPLKNdMqyRVxhPHHwlv47eu37F5sfB4LePOdVadnlTp60YYCzdtHdGksvFMUYvRX4mMMIMi9o7hM/nZx6GX8V+WMUdKiu1uwpnItG9x75xsDpMcKKmF2MmD8rh0vP1wSRpsgdoTYd9gH8xHfIS1SFlDVVfX4SUavttfchy6yj/TJ1PHSLlYWPhd4E17gdGJq37iB7tHQhLrjePScn/qmTYNsYzaWHQtPsUTDdk5rzzhJpNMxhTEp2t8Vduto71c7mVM0v34yYEXc9HTsasjPqCMjKUpWI0QATGL9MhB4jWn1fBRAy5hulgbppwVJ5Bx4GIEHVMI0jbragy5BoMaBWjL8L5ljHCnIW0S7mquz4g5auwA9gTG58qZMj4zXSvQEvdTzlw+uTqy7EaRGpdxLcB0bMmDEZ6fV/KekvjspKR4fbos/lwzOzdzbAT5S0nQTx8Ni7eMY8Mwtbw369hLicT86M7eQi5Dk7Cd+Abpst4lhDbR2CB8ptGVOA8x6zXTE4UQFLQByBC8Jd036LGMsrTYA1TPJoAOjBW35+Oh5f9p70xjbcmu+v5btWs44x3eu69ft9tt2g4OkUWMIcgxgg/EBGQIwklEIhBJSILEF5BAIkKApSASISVCgiQCJUIBkUQOBAEOiAzggCX4EAZjPIFxaDz15L5vuMOZal75sHbVOfdN3da177nPb/+kp3eqTp2qfWvXsPba/7WWdBrK1vRm8WId7u7ytdYD6NNNSGvX88dPr/DCi/vIMjaPx7BhOC1wrjWDYeHTT8SKSy39Qncv51VMGjdW78x7BvPTjFwz+iSu/tr4ixsHrOqE68MZe+mKCOUgXTCOCxzrZ8R8lVHkVitw828+yodrr2yRWPLDLhHpzFlB38JfM/nacBLV9WAjBlozbMw79jiZq9kfLC333DyjzW1WIifj0FudZRnTFA6XNYxGBRIp5e0BejJapzXJlMU4YSHm0Y+GNS5p0Day94n/U6LY7uUkMa/xqk2pG8fKxURiyVLzW0OKctT3adwI8cqH/4v9DaqWK++Z8lqfg66uHR87usoHn3+V1Xj1xnifH64bQFVCnAvJbMP7Uut6+rkGanumH52MaW5l9hwY13CSMHzJ7lWwc9omncFog9ab+Zi8ThjEFZOkYDwoWbmh1fTrSkK1wvMnu8xvjYhOY9pBS7Rjefzq3BHN19tupl/oiDYGCERmRPXVBLD2C3B1b85uZm6rw/nEBryN48mdU+Ldo/4ZelSMOE1qGmfPZO1sHj8NB2a0udK858WVTqMaUR4NaGaOqoZj6H8P3eDW/oi4m46uoa/x1/lEOi2WRJd4mq+1+cgGmw5o6oh5nZE3MWUb996YJGpYlGmflbd7sWoMrXd9AnZRKazKhIGreePBCyz20z7zMdBPBagKc19vKC8Tq23nw2gbFSLXcLC74CCb8/TgFqOoIJGalohGI27WU1ZtyrzKOClMqFeUseVeUazGU9bABPYnS65kC6J9y0Pz4mKnL5tTNVZqRHoxPH0C0NUqZbhf8YXXbzLfN/3AKCmZlxn5Ku0Ni00Ra+8BSewGdaWJ+GJp+cLxDZpxxKwe9KUFanX91EelUS9AB/pabWVjfbEaJtzORqyWqeWrUUFcy97ugmlWktcxLmqZJL5cQmui6ZeOp8jCrTPjehe/VOBUmK8yro4WPP34rV7PtihSjue+0LFj3cn+Tug8QZsZpJ2vIefShmRS4B5rLQt2Vlotxsi8ZKO44sXlDtPEKqKPopLTesDHF1etmDMgcetL/vg7F8uEu3N9zlN7x1zJFmTR+uXVIr7mlqNsnaXCQPriuqlr+kzeJ8WAWZ6Za79261JA/u/TBpo2ZlWaNi3OGtJhbbqg2PUaIJsyxXLULGNoLAdaPU8sHQNYMr6kNYNy1NhzoHuBZC3DnZzxoPTTutIbzgKUVUw1aGlTocamv5rai8i9ILYer1NHqFOGacVrpkdMk9znR4r6GlufnF/h1nJMUVum/KpY5/jJkoZZkfLs4T4o7Oys2B3mXB0ve880mEC5co6ydJR5ah4iwaZ+07bPOyfOhKp1HlMvrK5al5ka6EPSqSy1SlfYtPMM9Yk7vf6K1sqAFFeU5jTtcwolt11vfJX7La1z6Glq03+potMaN7D8TtXCprqd92iCf2HG6wEC3sPRqvD4cEHyZMvMP6Pq2vn8PjaNTKTm5c2Fpo1hGdEo1NOW8tqqT4uRJTXTyYpqWK7Puy/oStxSFjHP3tjnE83V/lqMkpb9nSWv3bvFzZXXUx0PcCcxcSXUOw2LVUbtDdyuPmUUtbhR0w/gq0aoWogjgZUQbSRy7FIidJm/49y8f/My49Zi1D+j57kZUtHCP5ecWgWLruh9bV7XwrWMBiXZExXt9aifZh6mVkFgthxQ5nFftBr/WNGyyzMlaJHR+mLn7bWS2tdwTLzHd+c1uSVeri05cD5PaU4Tkvk62aM9b606wmkxoMhThqOCx6cz2smcvE56TWWjQlHF5GVCsUpo4the8Or69AjqfLm1SNc1ERWGo4IybmgbMwqjQnrvjKhdu900mNSW8uDG6YTicIRGyvj6ws5REZHMbPqsjU3HujPMkQNlMRhYUFQdEQ0r0t0C3bEBtqXh8Yazz9EX1WuJSdeOPoeav97dPKLNB7x0knI4bMjGJtAHePFohxd0x6Zgob+GyzzBHcekJ1Gvy4oqcCvbcXcNuchmEdK44bHJCfX+CcsqYVGkNgPhS0JFPoWMiJLGtRnLfsBrtW4jy/S+jHFzhx5H3jN1Saf5NkWI6uwBcmM55vDWDhxmXldgeXmSifkLo8y/lFq7yNrUij/qhmt+lSd8araPi+xlOozXtX+6xJyVRjgxb0IUtRRV0tdRa1tLRnbj9g6/W7+O96VPkdcxdWN5ZnYHOdMkt6i+LhHmKu5HetG4YjLNmfis450Ye+AqJnFBxJiydpwWlssnThrKtPXaIMGJn1aqHLMyY5oW7GR5/zcopgGoU6VpLF9NL8RLoMsS3lnZi9mAD99+HHjcHspduYcytoeJWqbhrnyDeM0DmE4k8xlr6zayKaaJjSaGaUXsz7GIMs0Kqsbhopad1LY5LQfMBhnHk5TaC53rkY+Q8N6epnK9AReJsigTcl+l/UzJmP6i8fP7nQ3SQF7F7AwKruwuEFH2ByubDvWRoLX3tOVNQtnGxNLywnyHm6sx46RkVSccrwbMj0fIUWJaLLFyD93IpB2JJev0CeZqjchrH43ZOCvp4jVQuvFAQcy4jtOa4cAi6XYGBXvDnEiUmc91U1QJZWmV7CN/XexPllwdLvsggAj1uV+UonWUrU2plK1pArqprM6b0JVkAouUGcTVmRJCk7gk9UkhizbGidKocFSOeH6+y81WKLPERtJeINvr1fL1lJ86M9zGacmyTrld2Muw3VAezb1R5EQZDUpkWNDsRP2UzDitOHjiBosqZVkm3JyPKYuYunRWzzAybU6W2JRN6po++ieOOmPVysV0JSVgPWDojNs0qinbmJfmU27dntBKDBJRxdrneEPljGBaGvMy7k6XtOOcKGoZp5bvrRsAlP7ar/200SQrGCeWC+i4GHJjNmY1G1BljrqM1pGo3jPeF7oVWBYp9TjisdGMV0/WRnuXqLRVIfbZm1d10k+twbqczuY52PP3A5h+M29ibi3HrMqE6TDnms/Dd3s1YlkmfZ88O9uzexEYX1lRTR1VHiMqZGnNY1ML6BjHVi+xy/FWq+Mwn/Cp6T7HpyOLzM0dUnSeHNMGRZVdR86UD9S1Tfd80cFh75VI44ZkUlI1mQWwpC2jsSXpdFHLIK57iUHmavbSdRmnjqKNSa5aBOvmPdNdC2BesVWd9FGi3fvDiWVc301zrmZ2nroo5xcnO9wajimzgQV5qJWsOimt+kHiTONXFDZIfd30Jom0LJq0L2lyLEPKOl4XSHe+1JZbXxux2AC586o413JltCKZWl/fXg45aoVcs7Oesu4RVAmrMuHazhx25lSdLnI2RLOWcs+u+3hhOs7UNTy9f0QxjWmR/vk5iC1CtGjMi9SoeZ83BfWdJ9pq6XGm/EsUt0RdtFxlU4abFUi6un+rU19rMzW9pxaujwCPl9KnBVSvCemMc5tyt5JiXY3B/WzJdL/o+74b4HYOlkjadZJbr7EFWNYJz832uHlrSl1mn5vafJ81hD6Lcpsqo5Flh44ipR61JvvZyKCcpg2NU0um1SS9dqeN1U/1gSYtV6Yrysbx0seuEZ/40UxqJ6EdtUTjyjq4E+HCWkznb+5sJZR7yu15zFHuSE9sGmCVwM3HGqavPu2zUnd1iqTxmqpBbaMhYFZaFt9FYRFeu8Ocg+ECVeHwZMJoUPaGSx8VJTb1Md1ZoSo8c+OAfJHa6CBrGE9yMyyrjenJbprPz1Wj5pVqEpBIOVkMWd0ckd5y9gArIC3XL4u+P7xnqzvnTQonu0o9bf28uFqhz0hZpQnO1wFTpZ9OuNGMzwgIOx1TfOLWI//GXh7VRJmOc07zATdf2vG1kdSHwdrDI+oyb7M2EInMpauxWrV37GXW6YLyMrEsw0WyLgTclc+5vmJnnHP7eEy78CMPX5xaSiGZm+egFwTHFr4vpbC8MeaTL0x8lNK6XV3fpX603Z3/zmvYJlCPIY+V2U5L/NiKpw6OiUSZ+nJJLlJcFBNJySgreXJywm5ixbFfXO3YDS+mtYtEGbiK3SQnS638z6we+OnYhIGrqFvHaTXoU4rMmpiTcsA4sTD6COVmPjHthY+cSaLmjFDbUoj4UO6uVmIlff+5EprUDHpim0b7+NEVTj89JT52ZyJNwY98Y4uEk1GNS1qzmUWphhEHScHVwYLjcsjzJ7tUywRZOppRg2YNq8ZRuJilU0aDgsS1Z16Ahfc6p15/kURrsXrlPaWDuIu0tHtDI8sSb+Hd3cPSZ/z3QZGMTWCdl4m93J1FG14fnfZ/W+4jfc2It35Y+Hqa8zyjrk3X1r0g+6hUryOyoBVL/OqilsPFhNPFoJ9CHqUVWVwTS2teX7XyIMO44upgwTQuGMcFrUZWeqdxFnbe+MK2Vdpnf05dwzgtyau4N5z20qUZ6qhPq9CyalKOfCT0STlkXqacxgPKIrEksq5mHJcbg6GWoh16D21swQONeY+iZdQL8NtRawaVs2S31RTTHnl937zKGLia66OZGYVNxEll6SWiuGWclUzSsjdku1qjR/mIj59e6T3Rdk3YNpmr+2vbAhTOlga5OlhYYt/YvKo3ywkn5aA3Wpd1ykePH7PBrB90FJWlvdjMXg9Y+ZM2snOU1cyPhzx7a4/by2GftqQbPNV50ms1u6k852cnUD9ttukQSWywcNsL1zstpVaWqbt7F7Bx72lqWdyvDJa98VC2Jsa+VfrnYyH933CaZ9xejOz5NCi4MrDI82VlhryCT9dixlRReLF/I+at8s/w3kD0uKRhOKiYDgomadH3z8lqQF4mXJ0suTJY9jNIVeuYFRnHMqJqMpDIG+E2g6Od562bLve2hIjyqdv7rI6GiA+yiX2x5C4CuNMzlmVMs7L6iy5riOOmj/ZdFalFhjagzWfmmQpJOwOBQCAQCATOwcVG84l5PtrEvAxXx0v+8u4hT45PyKLa8vhEDYs6Y1ZnHOUjbi5NRJjXNtqRTrANVg1d4DU7R+ynK8racZRNbdrLhxHHSWtlVIAWZ/k1qrUotEs6phHUOw3T6/NeuNqN8KdRyzCtKOp4Pfcu5tkgMkHswofIl8cZblIzHBUsTqzWX7lnkWZp6qN9akvWGc+iPjFiPVQen864Oljw3M09osMMRGmvtQySmrp2FJEX4G9Ew/R5gCpfTHTXROBPTGccJjXznYGlbujEj11fqK9Gv5EcT8S0JU0TWW6alcOd2PSHea8yqkTJr1S4rDGNT1dJ3ItQl6MGN66QhffuFWu9kzood5Wn9qxq+M1n93CLiGanIRlXVHlMW/rCop3WpRNreg2BRuAmFQeTBcerAUdHE4s4KSNLkNiAOPOIEFmqiDhuOF0MkEgZHSzhwLxqFvmUUhwNSI6cn5u3qeZmoLTD1rwvMdSxUu8ASWuuaGdz+3HcmojVT7V0AnQBpHZo5dBlQnWa8fH8Gi61kjIAUZc/DAs+OCpGlq4hH3C6GNA2kUVTet2gOkUGDfGgIknMA5P46Jiu5lffj7kzbZCPhjQPgc+R5r2cnSu+GbYk+wWRa2nnCcmRz6fTaaUqK1YblTYVUU3ENHpec+CiFhnW1L2wzV+bPqw5KgWprIB1K6a14qBgthowWw3IkopxWjHKSuq9iDxLrYxLpNSlo1qlVHVEzrD3Jnc1wFyxIWpPfYBDJwHoRum+OLAkrf+bz061dSJ9jbznM4Hp3pIr4yWfeukKy9whScshOzwTXUP8tEXX/2D6oaqITTTdTT80ps+KfIqALhCje350ebvaQcuV8dJKaDw/Jj2OWCnMRkq906wLK9fmAZCBFTnONhJogk19d7XgTpcDmzppNoTPAlpGLGLl9vHEigwnVmJkkFaMEpsiOfGeqReOd6xosq+Rt0oaXpxNefZ4j1We9J6JXrgbKc0yxp3EZPOoT4uwGSHV/f1tCvmBMh4WNG3EJz59FRQev3ZC01odTFrv/W8iZqsBJ4uheewLx7PjmtE4t5Iwh0Pc0kfnOrXcTJ0cJFLLydadw1YQ32dJavno0rjuvexV7foyTIs8ZXVraHnG/PVBrLhFRLq0a6baaRmPCoZJxa3FCOfF5wDFqfWny7tC2VZeBZ/6qB22UAgRgqzWYn2LMrfruJoI6bRkZ1Dw3I195NkBFVDvNUgppDMhnltwj3rvPYAOPpbROAAAFEdJREFUG/aGOS8tJ3z6xX0QZf/q3HSmjZhmyveNSxqKKmH5woT4NOJk0vLiQYGLG8rVOk+Zilo0ecs6Eq673cWcOFJZBC9AM26p8DooH4UaO5um7SQmizKhbKZ9ap4udYH42Zs+Z5kPuupnZAqbnWpS07ZeGa24vRwieURyGONWmUUaYrM1bWIe0W7GKinOBoc0DoqRbZMouJWgTXOn5uSBXLgAPV6ZszVq4PZixMloyNBV/Zx3N8dZNo7TMqOsYxOrdS/tLnMs+OKpcLicsp+u+GvXn6O4ZuLzzaLJeZOwqhPmZUpZO5Z5tjYixAwi51oOkppr4znXhzPGruzd3reKEZ882ed0NqKeJ7iZW+fiSSLKWqiGMZFTkt2C8bDkYLJgeOU2rQovzS1b+HRgGqOmtikotxLLwF7bXPBpmfGq8Qlf9ppnWb4q9ekHao6KEfOVCdJ7EXb3UNYuSkHoagoVRcL4SsHrr66IDuxiSKOaRNpe07IZ2tyts/MeU7aOk2LA0XxEWSRUtc/QHbdkac3+eEXiLOFqXsX2IvQi9LxOeOlkSuHd++JFkeLTMsRL4XAx4TU7R3zBXzqkaJxN+TSOYxlSFQ4tFe3bZA/FPoy8wRLetRHTrKTasbZcGa0Yx1aHqtNygE1DtBrx8dMrpK7h+mjGldTCX6rW8ZGj67yQx7TziAhBfY4RjaAZw/5jM/ZHK2JpyeLa77vdyGflp8p8ktYI7YX9RRMzrzNuLMcW+Xk6pC4c9crfdl3SwxZmwKHD8mulrdcMKXHWkPiIrq6Kel05VnOv+0jMmBPApSawVKCNFJkqkWtwzgz42Icep2nNKK36CupdFOLJYtjfEn0CwQqiUs8U6XUFJHMoF45lmTDJSnZflff6xI5ZkbEqE8tm4cOSm9qKo2aZGU9FFTNbDJj56S1VS/eQJA3DtKL1KdY6IxXo292hKj6H3Fqx1bWjD4ev7DlS56Yb7EQYnYZH/IChycxorb1BvzNdMY8GtK3PlVa4PhVKI0o9XNc6iwcVu7tLJllJ1UY21X40BJy9jGJ8UWp64TliWpKycTwxnXHtS0wSULbOND0+4qmqYtNLeiFwMcsoqqHlt8raPmKt8hnJ47hhemVhetA66kXL6ixfVOyNsLJIWM0GHPuKAVHSmEFof6C1s7K2F8uk17skSUOSrHVKVeVoKmc6u25auIRkpiasrrHM3v4Z1RnlnS7nsaunZgT6upNNYbUEo0os+KW1aZrhpCDebftahvGohaeLflDSXc+RlxwAPjN9QlXGfd47gGKRUnTRsoINVLK6j5J0ruXgyROLzmsi0wqtUmpJiApHMhc0sszv8WTB3jBnXqTUlSMdVYyHBemrrL5dl46hz3nUCmWRUC9j2qWzgWAN8UrXqVc6zbzaVNWrDo7hwK7/VZVw4/aUYj4wHZHau7UXI5Wm7yyqmGRYgaiJ3nOfo66zgdXSkDyxe0o1WZDXMZX/W5smYjgpaEcVTSN9Op+ou/9ELULSJxWWPFqnzhu1ECvpyIz+snaWEkKt9mPbCOLUtLxzS8qNYFnLY4U8Ijl2DG5654GC1NpHsVtAjHpphp3T1+3fptw9oWjiXge1WUmlm67cvE66KPamFVwbsZgP0OOUeOGsNt8rn+W7eAH6pj5nPh/woeYJmsaqNneRJXHakGb1en658ukR1AvXYR3+Pmi5NR/xUR5jlJSkvgBuR62uN6Q6YWUUtUTR2jPTem9MUVgZji61fXcTdA+kpitQWQlu6cXUA2izCIaWXyRNakZZiZOWUVxStxF7Q/OadWLtJKspXUobK00iOK+bOp6PeDHb8aUJ7MVctrH3iEmvrVInZz1TbXexee/PPOUvbh+QJXV/oVReT9G9XJwfGXRzyX2+Jl/GpGkii3gUJUrsJZl6MXAkSuZqhnGFk6z3yqSuodHIioKmSpt48XgEXX1NaYSbx5O+eG8kSlnHlLWztAGJRZN1iIivTt95t8z7sShT9oYrrk0WVvwzM8Gt81qZLuIuUul1RLcWI/I65pPs9/uf5xlaWujvpp7MFUKTRyxWGSJK4lqk1N5juUnTnl2ONubpWzVt1CCpYWdFWcZUPm1HW6+9GJq0uGllo1xfmqQjjWsGcd1rMjrjs2qjvoxKl+piWZl2rG0jEl+INvJ6j9TncUt8CZx0IydAN4gpRgn1KvJaOhsNuu56UwvbBns5pscRRzenrKYFSVLflfSyqk3P5FxrxZgjhYy+EPPBaMEkKfrBzvFqyOliQJWbLqWqHFlmpVMGsWkanC/ZEfUPS9eLru3ce72eHzi0KsRiOqvD+YSZDmnUmbdKLH2GJCYCVmeerWagaJFwmg+sTIx/ASeuOeMJqhtH7BpGiYn8uxQZXULRJGp5qYkooxR1Do26EhycKZEEcLwYmq4psQCBsT9GqxF5E58RAOdl0o/kXdT2xWsHcd3fi84b+k0bUXp906pKqJqoz6U09OJi+mPZNXS8MqO6i2CrK0fbCElWW/ScT9q7IRnqUyWs6og2j2gbaGuhycQnLV0Leuy5acFEeWkVGZ4Yn9JqxEky4IYKi2IIzmvb4rbPG+R8gEXqAwG6II3+fvPHiFCvN7Ps+nmTcFoMfOFbu17Keq2h3TyHo6Tsz1sctUSoDTzrmFnUMmuEqor8OwjaMmZVJX1xcosWj7xer2AQm7av9oPPqnLUVUyTO6sMUJirqo2hHkg/yyCtefCa2pHXMfuDFWnUEElLGmUcp0PqxEo8IfZe6KPoKmFZpFyfznjN7jGDuGJeZdxcjrmhU5rSjNSoFNRHJB4M5z6i296Zyyrp72llbaTauYv7KgVV5Gic0kaOJjWjnLglHVXsTlaMUysgHR94fZyP3qwqx95kxfjg+MwzdV5kHJ+OqNuMorH3rZWzEprOmPKZAeqRecpO86wf0A/jqn+2daLzzaCkWqM+hUUfoNY4Cj9oyeNkndbhM0D0M3BjnRcRmQEfvbADBl4pB8DNbTcicBehXy4noV8uJ6FfLh+fD33yBap67eU2uujafB9V1S+/4GMGXgYReW/ol8tH6JfLSeiXy0nol8vHo9QnIZovEAgEAoFA4BwEYyoQCAQCgUDgHFy0MfXTF3y8wCsj9MvlJPTL5ST0y+Uk9Mvl45HpkwsVoAcCgUAgEAh8vhGm+QKBQCAQCATOQTCmAoFAIBAIBM7BhRlTIvI2EfmoiDwjIj9wUccNgIj8rIgcisiHN9ZdEZF3i8if+//3/XoRkX/n++mDIvJl22v55y8i8pSIvEdE/lRE/kREvsevD/2yRURkICJ/ICIf8P3yI379a0Xk9/35/28ikvr1mV9+xn//9Dbb//mOiDgR+WMR+XW/HPply4jIJ0TkQyLyfhF5r1/3yD3HLsSYEhEH/BTw9cAbgG8VkTdcxLEDAPwc8LY71v0A8Fuq+nrgt/wyWB+93v/7TuDfX1AbHzVq4PtU9Q3AW4Dv8vdE6JftUgBvVdUvAd4EvE1E3gL8a+AnVPULgSPgO/z23wEc+fU/4bcLfO74HuAjG8uhXy4Hf0NV37SRU+qRe45dlGfqzcAzqvoxVS2BXwDefkHHfuRR1d8Bbt+x+u3Af/Kf/xPwtzfW/2c1fg/YE5EnLqaljw6q+qKqvs9/nmEviCcJ/bJV/Pmd+8XE/1PgrcAv+fV39kvXX78EfI2I3FlZJ/BZQEReDfwt4D/6ZSH0y2XlkXuOXZQx9STw7Mbyc35dYHtcV9UX/edPA9f959BXF4yfgvhS4PcJ/bJ1/FTS+4FD4N3AXwDHqtoV5ts8932/+O9PgKsX2+JHhn8DfD++PCt2nkO/bB8FflNE/khEvtOve+SeYxddTiZwCVFVFZGQI2MLiMgE+GXge1X1dHPwHPplO6hqA7xJRPaAdwF/ZctNeuQRkW8EDlX1j0Tkq7fdnsAZvkpVnxeRx4B3i8ifbX75qDzHLsoz9Tzw1Mbyq/26wPZ4qXOv+v8P/frQVxeEiCSYIfVOVf0Vvzr0yyVBVY+B9wBfgU1HdIPPzXPf94v/fhe4dcFNfRT4SuCbROQTmEzkrcC/JfTL1lHV5/3/h9jg4808gs+xizKm/hB4vY+8SIFvAX7tgo4duDe/Bny7//ztwK9urP9HPuriLcDJhrs28FnC6zd+BviIqv74xlehX7aIiFzzHilEZAh8LaZnew/wzX6zO/ul669vBn5bQybkzzqq+oOq+mpVfRp7f/y2qn4boV+2ioiMRWTafQa+Dvgwj+Bz7MIyoIvIN2Bz3g74WVX90Qs5cAAR+Xngq4ED4CXgh4H/Dvwi8Brgk8DfV9Xb/iX/k1j03xL4J6r63m20+/MZEfkq4HeBD7HWgPwQppsK/bIlROSNmGDWYYPNX1TVfyEir8M8IleAPwb+gaoWIjIA/gumebsNfIuqfmw7rX808NN8/0xVvzH0y3bx5/9dfjEG/quq/qiIXOURe46FcjKBQCAQCAQC5yBkQA8EAoFAIBA4B8GYCgQCgUAgEDgHwZgKBAKBQCAQOAchz9QjxoE8riXleoXPa9RnN7r7w5nteNnt7rHurlVyj03knrt7+WOt0Qft4z6/uXdbLAvdZ7afbr1wlwrxvtve45gv95v7fKcP+O4V7ZNz/M13fPeK//5XuI2e42+6//d6jt9ufncPzem9L6m79nmPK+Wu26w7xoNvn/V+7r5NN757wPE3f2bb3e+7+x1LX9F23fqNbGpnf3fXce/c/j77eMAx7v13fmbHvfuYm9/dY58CsvHNvX5nn+94/m786o8+WPyGqt5ZBixwSQnG1CNGSclfj74WAIkEJDr7OeoMEkGiqP/Mmc+C+N8Ryfpp2W23udx9PrNddPfv7thO+2XuuZ2K3PXdnb/pl2W9nW78Rrv1frN+n91n2XiRi2x8pj9Pto/7b6ebx/bbrtvBxvp7/O7MPrh7H2fa3v2d99ru7n3ec7sHffeA/T+ovXcdl1fQjv5Yev9jndnHxnbcuZ3edaz+N2eOt96ufzF32/T7Xf9G/Hdyn99160XW23a/W18q6v/ZcnTmd3evj1jvM9rYbvN30ZnttN8u8p/7Ze7+bvP36+X2rt9EYsGnbuNYm9s59OyyKJEPWI1EcWx+1/b7cNKu9+334Tb27+7Yh/PbRujG5xbXt6M987vNdji/fvPY/bE29u3839zvY+PcONQvs/7O960TcL6nI8CJEPllx8ZnESKijWVbAnBP/PkBgYeGMM0XCAQCgUAgcA6CMRUIBAKBQCBwDoIxFQgEAoFAIHAOgjEVCAQCgUAgcA6CMRUIBAKBQCBwDoIxFQgEAoFAIHAOgjEVCAQCgUAgcA6CMRUIBAKBQCBwDoIxFQgEAoFAIHAOgjEVCAQCgUAgcA6CMRUIBAKBQCBwDoIxFQgEAoFAIHAOgjEVCAQCgUAgcA6CMRUIBAKBQCBwDoIxFQgEAoFAIHAOgjEVCAQCgUAgcA5EVbfdhsAFIiL/GzjYdjtehgPg5rYb8Qp5WNr6sLQTQls/Fzws7YTQ1o6bqvq2z9G+A59lgjEVuHSIyHtV9cu33Y5XwsPS1oelnRDa+rngYWknhLYGHk7CNF8gEAgEAoHAOQjGVCAQCAQCgcA5CMZU4DLy09tuwGfAw9LWh6WdENr6ueBhaSeEtgYeQoJmKhAIBAKBQOAcBM9UIBAIBAKBwDkIxlTgUiMi3yciKiKXNp2DiPxLEfmgiLxfRH5TRF617TbdCxH5MRH5M9/Wd4nI3rbbdD9E5O+JyJ+ISCsily5aSkTeJiIfFZFnROQHtt2e+yEiPysihyLy4W235UGIyFMi8h4R+VPf79+z7TbdDxEZiMgfiMgHfFt/ZNttCmyfYEwFLi0i8hTwdcCntt2Wl+HHVPWNqvom4NeBf77tBt2HdwNfrKpvBP4f8INbbs+D+DDwd4Hf2XZD7kREHPBTwNcDbwC+VUTesN1W3ZefAx6GXEU18H2q+gbgLcB3XeJzWgBvVdUvAd4EvE1E3rLlNgW2TDCmApeZnwC+H7jUwj5VPd1YHHNJ26uqv6mqtV/8PeDV22zPg1DVj6jqR7fdjvvwZuAZVf2YqpbALwBv33Kb7omq/g5we9vteDlU9UVVfZ//PAM+Ajy53VbdGzXmfjHx/y7lPR+4OIIxFbiUiMjbgedV9QPbbssrQUR+VESeBb6Ny+uZ2uSfAv9r2414SHkSeHZj+Tku6Yv/YUREnga+FPj97bbk/oiIE5H3A4fAu1X10rY1cDHE225A4NFFRP4P8Pg9vnoH8EPYFN+l4EFtVdVfVdV3AO8QkR8Evhv44QttoOfl2um3eQc2rfLOi2zbnbyStgYeLURkAvwy8L13eHwvFaraAG/yusN3icgXq+ql1qUFPrcEYyqwNVT1b95rvYj8VeC1wAdEBGw66n0i8mZV/fQFNrHnfm29B+8E/idbMqZerp0i8o+BbwS+RrecF+UzOKeXjeeBpzaWX+3XBc6BiCSYIfVOVf2VbbfnlaCqxyLyHkyXFoypR5gwzRe4dKjqh1T1MVV9WlWfxqZRvmxbhtTLISKv31h8O/Bn22rLgxCRt2EatG9S1eW22/MQ84fA60XktSKSAt8C/NqW2/RQIzZq+hngI6r649tuz4MQkWtdJKyIDIGv5ZLe84GLIxhTgcD5+Vci8mER+SA2NXlZw7p/EpgC7/ZpHP7Dtht0P0Tk74jIc8BXAP9DRH5j223q8CL+7wZ+AxNK/6Kq/sl2W3VvROTngf8LfJGIPCci37HtNt2HrwT+IfBWf22+X0S+YduNug9PAO/x9/sfYpqpX99ymwJbJmRADwQCgUAgEDgHwTMVCAQCgUAgcA6CMRUIBAKBQCBwDoIxFQgEAoFAIHAOgjEVCAQCgUAgcA6CMRUIBAKBQCBwDoIxFQgEAoFAIHAOgjEVCAQCgUAgcA6CMRUIBAKBQCBwDv4/ET1t1ekUDXoAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('Husein Predicted Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(r_husein['mel-output']), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('Haqkiem Predicted Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(r_haqkiem['mel-output']), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 3))\n", "original_male_pitch = r_male['pitch-output']\n", "original_female_pitch = r_female['pitch-output']\n", "original_husein_pitch = r_husein['pitch-output']\n", "original_haqkiem_pitch = r_haqkiem['pitch-output']\n", "\n", "plt.plot(original_male_pitch, label = 'male')\n", "plt.plot(original_female_pitch, label = 'female')\n", "plt.plot(original_husein_pitch, label = 'husein')\n", "plt.plot(original_haqkiem_pitch, label = 'haqkiem')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Vocoder model\n", "\n", "There are 2 ways to synthesize melspectrogram output from TTS models,\n", "\n", "1. If you are going to use individual speaker vocoder, make sure the speakers are the same If use female tacotron2, need to use female MelGAN also. Use `mel-output` from TTS model. Read more at https://malaya-speech.readthedocs.io/en/latest/load-vocoder.html\n", "2. If you are going to use universal MelGAN, use `universal-output` from TTS model. Read more at https://malaya-speech.readthedocs.io/en/latest/load-universal-melgan.html" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:running vocoder-melgan/universal-1024 using device /device:CPU:0\n" ] } ], "source": [ "universal_melgan = malaya_speech.vocoder.melgan(model = 'universal-1024')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_male['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_female['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_husein['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_haqkiem['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Playing around with speed, pitch ratio and pitch addition" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r_male = male.predict(string1, pitch_ratio = 2.0, pitch_addition = 1.0)\n", "y_ = universal_melgan(r_male['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "r_husein = husein.predict(string1, speed_ratio = 1.5)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_husein['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "r_haqkiem = haqkiem.predict(string1, speed_ratio = 1.5)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_haqkiem['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "r_husein = husein.predict(string1, pitch_ratio = 1.2)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_husein['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "r_haqkiem = haqkiem.predict(string1, pitch_ratio = 2.0)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_haqkiem['mel-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "r_haqkiem = haqkiem.predict(string1, pitch_ratio = -0.5)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_haqkiem['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "r_haqkiem = haqkiem.predict(string1, pitch_ratio = 1.0, pitch_addition = 1.1)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_haqkiem['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "r_haqkiem = haqkiem.predict(string1, pitch_ratio = 1.0, pitch_addition = -1.3)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_haqkiem['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }