{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Text-to-Speech Tacotron2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tacotron2, Text to Melspectrogram." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/tts-tacotron2](https://github.com/huseinzol05/malaya-speech/tree/master/example/tts-tacotron2).\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": { "scrolled": true }, "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": [ "### Tacotron2 description\n", "\n", "1. Malaya-speech Tacotron2 will generate melspectrogram with feature size 80.\n", "2. Use Malaya-speech vocoder to convert melspectrogram to waveform." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available Tacotron2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "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", " \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
male10426.3TrueTrue
female10426.3TrueTrue
husein10426.3TrueTrue
haqkiem10426.3TrueTrue
female-singlish10426.3TrueTrue
yasmin10426.3TrueFalse
osman10426.3TrueFalse
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Understand punctuation \\\n", "male 104 26.3 True \n", "female 104 26.3 True \n", "husein 104 26.3 True \n", "haqkiem 104 26.3 True \n", "female-singlish 104 26.3 True \n", "yasmin 104 26.3 True \n", "osman 104 26.3 True \n", "\n", " Is lowercase \n", "male True \n", "female True \n", "husein True \n", "haqkiem True \n", "female-singlish True \n", "yasmin False \n", "osman False " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.tts.available_tacotron2()" ] }, { "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.\n", "\n", "`female-singlish` voice contributed by [SG National Speech Corpus](https://www.imda.gov.sg/programme-listing/digital-services-lab/national-speech-corpus), recorded using high-end microphone in an audio studio." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Tacotron2 model\n", "\n", "Tacotron2 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 tacotron2(\n", " model: str = 'yasmin',\n", " quantized: bool = False,\n", " pad_to: int = 8,\n", " **kwargs\n", "):\n", " \"\"\"\n", " Load Tacotron2 TTS model.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='yasmin')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'female'`` - Tacotron2 trained on female voice.\n", " * ``'male'`` - Tacotron2 trained on male voice.\n", " * ``'husein'`` - Tacotron2 trained on Husein voice, https://www.linkedin.com/in/husein-zolkepli/\n", " * ``'haqkiem'`` - Tacotron2 trained on Haqkiem voice, https://www.linkedin.com/in/haqkiem-daim/\n", " * ``'yasmin'`` - Tacotron2 trained on female Yasmin voice.\n", " * ``'osman'`` - Tacotron2 trained on male Osman voice.\n", " * ``'female-singlish'`` - Tacotron2 trained on female Singlish voice, https://www.imda.gov.sg/programme-listing/digital-services-lab/national-speech-corpus\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", " 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.synthesis.Tacotron class\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:running tts/tacotron2-female using device /device:CPU:0\n", "INFO:root:running tts/tacotron2-male using device /device:CPU:0\n", "INFO:root:running tts/tacotron2-husein using device /device:CPU:0\n", "INFO:root:running tts/tacotron2-haqkiem using device /device:CPU:0\n", "INFO:root:running tts/tacotron2-female-singlish using device /device:CPU:0\n" ] } ], "source": [ "female = malaya_speech.tts.tacotron2(model = 'female')\n", "male = malaya_speech.tts.tacotron2(model = 'male')\n", "husein = malaya_speech.tts.tacotron2(model = 'husein')\n", "haqkiem = malaya_speech.tts.tacotron2(model = 'haqkiem')\n", "female_singlish = malaya_speech.tts.tacotron2(model = 'female-singlish')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "yasmin = malaya_speech.tts.tacotron2(model = 'yasmin')\n", "osman = malaya_speech.tts.tacotron2(model = 'osman')" ] }, { "cell_type": "code", "execution_count": 5, "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": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "string2 = 'husein ketiak wangi dan comel dan kacak bergaya'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict\n", "\n", "```python\n", "def predict(self, string):\n", " \"\"\"\n", " Change string to Mel.\n", "\n", " Parameters\n", " ----------\n", " string: str\n", "\n", " Returns\n", " -------\n", " result: Dict[string, decoder-output, mel-output, universal-output, alignment]\n", " \"\"\"\n", "```\n", "\n", "It only able to predict 1 text for single feed-forward." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.43 s, sys: 2.1 s, total: 7.53 s\n", "Wall time: 7.03 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 5.2 s, sys: 2.17 s, total: 7.37 s\n", "Wall time: 6.91 s\n" ] } ], "source": [ "%%time\n", "\n", "r_male = male.predict(string1)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.34 s, sys: 2.19 s, total: 7.53 s\n", "Wall time: 7 s\n" ] } ], "source": [ "%%time\n", "\n", "r_husein = husein.predict(string1)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.22 s, sys: 2.21 s, total: 7.43 s\n", "Wall time: 6.94 s\n" ] } ], "source": [ "%%time\n", "\n", "r_haqkiem = haqkiem.predict(string1)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.24 s, sys: 2.25 s, total: 7.49 s\n", "Wall time: 7.23 s\n" ] } ], "source": [ "%%time\n", "\n", "r_female_singlish = female_singlish.predict(string1)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.43 s, sys: 3.05 s, total: 9.49 s\n", "Wall time: 10.5 s\n" ] } ], "source": [ "%%time\n", "\n", "r_yasmin = yasmin.predict(string1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.2 s, sys: 2.47 s, total: 7.68 s\n", "Wall time: 7.43 s\n" ] } ], "source": [ "%%time\n", "\n", "r_osman = osman.predict(string1)" ] }, { "cell_type": "code", "execution_count": 11, "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 = (8, 6))\n", "ax = fig.add_subplot(111)\n", "ax.set_title('Female Attention alignment steps')\n", "im = ax.imshow(\n", " r_female['alignment'],\n", " aspect='auto',\n", " origin='lower',\n", " interpolation='none')\n", "fig.colorbar(im, ax=ax)\n", "xlabel = 'Decoder timestep'\n", "plt.xlabel(xlabel)\n", "plt.ylabel('Encoder timestep')\n", "plt.tight_layout()\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 = (8, 6))\n", "ax = fig.add_subplot(111)\n", "ax.set_title('Male Attention alignment steps')\n", "im = ax.imshow(\n", " r_male['alignment'],\n", " aspect='auto',\n", " origin='lower',\n", " interpolation='none')\n", "fig.colorbar(im, ax=ax)\n", "xlabel = 'Decoder timestep'\n", "plt.xlabel(xlabel)\n", "plt.ylabel('Encoder timestep')\n", "plt.tight_layout()\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 = (8, 6))\n", "ax = fig.add_subplot(111)\n", "ax.set_title('Husein Attention alignment steps')\n", "im = ax.imshow(\n", " r_husein['alignment'],\n", " aspect='auto',\n", " origin='lower',\n", " interpolation='none')\n", "fig.colorbar(im, ax=ax)\n", "xlabel = 'Decoder timestep'\n", "plt.xlabel(xlabel)\n", "plt.ylabel('Encoder timestep')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (8, 6))\n", "ax = fig.add_subplot(111)\n", "ax.set_title('Haqkiem Attention alignment steps')\n", "im = ax.imshow(\n", " r_haqkiem['alignment'],\n", " aspect='auto',\n", " origin='lower',\n", " interpolation='none')\n", "fig.colorbar(im, ax=ax)\n", "xlabel = 'Decoder timestep'\n", "plt.xlabel(xlabel)\n", "plt.ylabel('Encoder timestep')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (8, 6))\n", "ax = fig.add_subplot(111)\n", "ax.set_title('Female Singlish Attention alignment steps')\n", "im = ax.imshow(\n", " r_female_singlish['alignment'],\n", " aspect='auto',\n", " origin='lower',\n", " interpolation='none')\n", "fig.colorbar(im, ax=ax)\n", "xlabel = 'Decoder timestep'\n", "plt.xlabel(xlabel)\n", "plt.ylabel('Encoder timestep')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "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 = (8, 6))\n", "ax = fig.add_subplot(111)\n", "ax.set_title('Yasmin Attention alignment steps')\n", "im = ax.imshow(\n", " r_yasmin['alignment'],\n", " aspect='auto',\n", " origin='lower',\n", " interpolation='none')\n", "fig.colorbar(im, ax=ax)\n", "xlabel = 'Decoder timestep'\n", "plt.xlabel(xlabel)\n", "plt.ylabel('Encoder timestep')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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n7/jCd3yUm82WTWj5yOVNPnbvjNg7kIxY1bh3fNZ93nr0kCM3krLw0u6Uu9sjrEkYyRz7kZOm58z3rOykmxaJXWr4ifPn+MjtW+R7rd63bDzpbOKrf/n34SVyFdtrevCLVh/jl7Qv8nI85SJ1TNlh0cVxyo4f3b6dl/pTxuTog2dMtoybzIazE11UGxN0YkvCmciYHB+7OsPbyBAc29EjkgnRMk6OrplYtyOdC/yymy/wlTf/JZ/rd1iEy5y4ExumrPfrs+eVeMKPbt/BDz14Oz99+2mszdw43vL5N2/zXHtxbQ5sU8MmtGxCwzY0jGVy98Fx/+KIceuRrcNuDGZAN2sHsck0Dw2SYPfWgDmeaLrA2dGOZ4+ueNfRPV7uT/nIxU0eXK6ZeqcbTIb2dOBdT9/nVrtlZafZSaiLy4ubM14+P2XYqaEuNnHjxobPvXWHZ7tLdtFzOXVsQ8Ou9LWRrBsews/cfor8codEUbWMYCaQKPRvCfyKX/wBPu/kZQyZbXFMah+EMqfvbI+4/coZcq9Rg7HJvPvzXuJmu+XBsMYb3ThCUiN+CNeXq5WbWLmJxgZSlrmtF33LGBwpCdYmnju54siNdG6iMQFfdCIVnXkwrthMLZupYTc5pmiZJsc0WeKlRwaDGQUz6ZxNXttqJkhtZvXWK7728/8Z72luE7NuWgnDvXjMD129k5/ZPMXd3TG3z0+YeofYjJjMrbMNMQm7oSFnbWvrJ26sen77276fdzV32KR2Xp+asuv3yfN/3vulvHB1g7tXR2wvunlTM03k855/mZAM97ZHPLzq1GAFxGT+2q/6Fm6Yno+GG3zf1edwZzzmKb+hNYEhOf7f2+/lpbtn5AcNq7de8Wvf9VPcdFtuj6cM0fHS7pQP3btF//IRdmt0XSkb3DO//DbvObvLyk7souduf8x2avA2cvvymH7XMD1sMVuzN8KSIBF+xa/5SZ5ur7g/HnHD73iqucJL1HmNzH8/CGs+ePU0H7j7FNv763kNvfXcBW87veC57pJTtyNiGJPjKjTzOI/J0kfPLng2Y8Pd82PiRYO9MkgQ3UMyZJeRYkSHZyfa44GbJ1vefXqft68fcGZ3/OTmOf71nbdw/uBIDZ/6LEVX4jrxvi/8Cd61ugeALw78+zfPYiXzYFizCx5vI6e+p7WBKalj+6MvvpVwe62OVAQpfUSGoy94wLtv3uNms2PKhrv9MS8+POPi9jHS2/k3cZ34sn/nx/glxy8wZctl7OjMRMxGHbDk2KaGV/oTfuSltzF85BgT9JkFsO+54le9/UM83VyxtiNe4mwMPQwr/s3ls/zk7WcZd6qbxmVu3bjirNNncaLrtpFMZwNHbqAtTtqQHLd3p+yCp3WBzdRgJHPkRp5bXWAlc3c44iMXN3nlA08hQZAgmAgygR21P9b/3l0+5+Yd3tI9xJlEZya8RNry/ylbtrHl9njKD999G7fvnOn6KHm//0aBIJjRIJNeN3sdf38hvOMbvp//e/o7T3R01Zsxpl7k+jEEz7M/rmCWnPNfBf4qQPvu5/Od8YSbfoMlExEsGS+RXjxdnhiz4+50UixgXSCaio6ouavGpNEOyQkodsaS/uUlcmJ7rDR4iazNiCXRZ49NmW1u2aSWq9gREabk5kn7MK4Yk6JWIpk+OGIysxHRukDXTPQuz4HSkC2nrufKt7QmkLJhmr2PgLMJYxLRVGMq701gowhPYyNHdmQshpSRzBDdvGAAe9QiKfqzLd5l3RB2wWMkz9Z57S8xe6QDYIyOkCzeRI6bga6bGE1SxKn81ppEKJuDM5HOTsUrSrQ2cLPbcuZ3nLqeM7fj2PakbNimho/4m/gmMLqGHGTWX1LxihCGpN7xiesxktmmllfiMedxzUVaMWWLRRvcZ88mtGxDQyiLTjWgUhZiMkzFaxbJs5faudJmibMxgAvEvPf4Q9xfJ2XhKracpzV93mLJbJLhMqmeVJmyw0qiMRHvI84mjpuRG37LsR2YsuUidAzJc39csw0Nm9CwmzxjtAyTYwqWaedhsIq4FlQqV6fU6MKYnb4vBtWhZLi/WzNGSx88u9GTsy5ouEhO0DaBtRs58T2tCfiyEU/ZErLloum46AYAYjBYl1j5gDORy6nj4dTxcFzN7a191brAyqtxFvfdoWtTaS8Z+uh5GFa0JrCLuuC2JjAYi8lq2HmTMC7r85Znr4uvqx5q2nvwFbVIBaXaBU/IBh8dziSG6NiMDdu+ZSwerRgtGd66yFEzFr2INKag00k986GMyRgU5UvV4zblVZ8vo/8xBe7IMPQNHxme4il7NaNqEeFOOGFInpR17WiagLV7FGgK5Z6D9k/2gcapQzBly2VaMWbLNrU6B0gkDGPWZdvbSOsnppUlJ9VdYxKNCXQ2M3WWMVimkObnOZKRWyZwabbccpvZoYkFbT9te+74Y0abSckQksVKYmVGmjKWrQ/sTCYv+oCCwKvhoobMLnhCMnRuUifGFEih6ndSA48ktDZw6vR4yOqMVgTkKra6mYvuFc91l9w7WjMOnpQEMZkbq54bzbYYhZ5d9Gxiw/mwmnV3iI4+uDLOljSWyEJdJwuAl4ujjtH2GaPjdTF1nE8rLIljN3LaDezWDdNkyVFIQVHmHPVCsTgvhowvc/CG35GygRaMdHQ2cKPZYcgYlwjZcrweOLcrSIIuv9pHFWFO2bCJjc794JmC1cbbfA2t30VPnx1D8jwIazahxdQoQ3FEq0OKgbQwIkUyMQu74kS2JszGyrEdeG51wYvrMx6WtdP7iC0o0y74GXUCGN2kKFgZV2cindO/GxuuOUm76LGS6aNnWiLnkskiuo+VdSZlbf9FWGEk0RqPl8jKTpy5LQBrO3DDbTlrex50a0KwOsZZSFHIovfINiMBshWyVd00AbBWD2Z6AnkzxtQPAJ8jIu9Gjaj/DK2M+9pSoNZt1MVhVjSJeBOI6EZ8FVtFV7KZQyZpAcUtMHpVsPJ+ipaQLCkb+uTZpoZd9Hrd2HBsdfM4MgMXacXDuGIb27kdoEZYZybOfE9IhsupI0TLdmhwNtL5oJuASXsDx2ZuNDp4D6fV7CFvJ89YFGXTN8RlyGsByWYM/ejpgy6qY3KzMZTycpZTf0BOwi56Hkxr7g1rHo4rtpOntZHWBryNbEbPrhid1YPMAtZF1m6ckayLsaXvPXGwujaW+1ysu3nzaoon78v16/sKd+9PtjBk+lQ2hyxkyToBFs99FVoiho/tzriaWtZupLNhNoDP45pt0mtaMq2Z5gXyle2J3jdabJmssYSshskxjfvQrHWRVTvR+jBvpEd+oI+eIThCFsagvxmSYZwcq3Zkd+yZsmPIEBG22dFnPxtTU3b0yXNVkJZx8ASbuG9XfMA9w8/IU2qQ9B1T0NBIjOUVrE7iyUBQT9aOxfMKiuxkWzYcm4ltxvaC6Q3ROnZRCMHiXOTuxRGphMpS8Y4rqpiysJlamoLS2aJPdV6d9yt2Q0OYNPySs7CbHHf7Y3bBqxEV7Bz6qiG1WSfnOZ1L+G+vm5LUSNlFT0iWi9ASkp0RqZAMu+B5uOuIg8VU3SyX2AbP3e2aEC2tV2+26puOt+z1K6vTlZJh6D1hsNBbZDRlAYbLrePKJx54NWSMTVi7D8U+GhbMGYzJGBOJdh9mmNecpPMpF0NLStvO4xov+6P0trFlExsup5bN2DCOTo1n9B72RiJGbae1iVU7cXO942a3nVGEbWq5jKuyNoXidDRcTB27yTNMnmlwc8grmczHrs6wxeiegtV7FFF9Fu7FY14cbvChq6foo5sNjjGpYSZRHcmEsI0N59N6NrCHySGL0GEd/5gM5+OKu+mIITp2k8eWsI+pTlrVnRoiLOv5kR3ncd6ElvvpiKEgSVdTW4zsic6G6zpYQmsxGbahoY9+Xn/74NgOzewkTZMlBKtGTzDI1mJ7fdbq1OYM2WSSUwQkD4bBeh5mmY2FTVsdZpnDqDkJLNANgGM3cmZ3bFPDthiEAK1R5E6NTssu+jnEOWU1alUZuS4ZxuC4uzvC28gUrYbC4mzl7/ukyJQcD6Y1L2xvcHenR0t6q+H/zgYFDZLsI8Hlvs5FWhMZkuPueIQh09rAmd9hSWWfhZT2uhWiZZA8hzRt+Xs3eTaumUNyp81OIxllb1fDTfvifFwzBMfV1LAbmj2CKYv+KI7NMHlevDrjsukU4LATnZ04LpGUYzuUEKoCFdo3hWZRbYlFX1XDNXtdjMbXOszrNeTjNqZyzkFE/iB6DIYFvjnn/GMf7/UOcpCDHOQgBznIQT4T5U1xpnLO34Ge6/RkkgrCBDN3AwADnoAlcWZ3DM7z4XyLMToonoiVhDj1NLPdW5FEjXXP8DtwZrdEjvDZsmMfYjhzWz7Ln3Nierqo2F2Nrdpiot5yVwAc256X3Rn3J7XKHw4dUizcXEh/2Exymewyp26gMxN98LyyOWY3evrBk6JRyzsYUiiwZTW3F2E+U0JqISka1xVoFFZg8zXiajYZ6xJHbpwh8ZWbaG3g2A8aejKRzdRwbkGS9hsiZJM5WQ28a32P28MpF2PHGCxxsDAZhe6LhGiUX2QacCMJhW47GzgfVrM3uHEjnZ3YxYaVVW7Z2o14HxkN1xFFm2fitJHMlCyXY4frtjztL/mc5mU+OD6LF4XTj8zADauon5HEC5sbhGwU8rd7cmQNje51UzAm42yaPdMTP3DsB0K2xCyMwSpa0DsISozumokbfsfb3X2edy0xZ67MxFoeaOgZoc8WQ+LU3cKQiZMhRWEjLXf8EQAXu46h93Pohbwnvc+oZHEHs9X+UXQkz0iruzKYGiItRFhj8/xcACKGlDREAGDsAkFC6IMnWSkchjyHtlLh6ESbEFGdrOiEM0q2PWp0LM3CfascpZf8KcEq0iBZ0Ql9tExeB55bXfL27oGGL+SUTWjncF9MRsnRWWYeoM5rvVfIVhHDSWelFZ0fFd0wwowS5CykYNltGlLvkKHwX7LqOwCjISeIURCvIa86LytK5WyaEcwlN+xFOWOXOxIWkwViGQvJSEGaRTIRg5c9QbmRyGe3yg2tyFSqCJHoOD51tMWfxlk3T5sdp27gyA18dvMKpzLwSjzmjigXsTMTaxlIGH6sexsXQ6eoRLoOYYzBEpPX8SjPCorUPmMGjoxwajT8OybLw0HXgJTMTK3IPtP6wInrWVud+5djN4dkssnkwpqu64svyReb2BCTUTqA03Dzyk8MjWWwdS1iRtuzzXxW+5DWTNwZj3k4rRijVaQpeIaoYcjGRlpX0LmhmUOXOcMQLVdTizOJqXx/iooKp6RoboxmDsVRkz3Yt0OiPo/dLpBWo3PKuUjnAqdNz6nv570rZxRpjns0KVvAJW64Lc8397gfjrk9nfEgrDWMZ4fCBXa4spYdubGsZYr+Z5fLull0ebG8LWkgjY107cTUOXLhL2Z0Tzwqe5IziiT1QVH7JhlWXveNzk44lxgrbQYdn6N25PnugepveGbmesYSyr2YOvrRlzVovz60bo/M1vm5nVQXa7SlL0hcRZun0jYrbua0Vs7w3A8oZJyNkGzGZE3e2Q4awVgXwnryiogZlCZSubm74Od5kDPkmvgT92FqKWuz2chMhyEtoKs3kE86Af1RmZKdQzihTLgpa2jOS+TIDODhZnNzJoSPydFHj9QNpNKNltkLKJ/EmThvvjVkF7PhzG15xl1ww2w5kolL6QBV3ik5JtRgG7Ojk5FONIY/ZctJo6HAlZtYu5HzYYUz7ZyJgskcuYG10UVnmJRjFYMllUybmrE1Zw8sDClgNtCmaDXzJ+ticDU0e2Ok8EpEZN6crWicvcLgmtmwyCZbhiYqpN5MvK19wJAcd+yxhiKroZcBl+eYf52AQ3TzQrpyk0Lok6exkcE7TnxPSJYTb2iNLnjGLNpRbcHyvK0J10O4aPhVuXRKklTjRTepTiaecZc6WYMjGZk3ejG5ZHOg3LRFSKixUXmGSXUpJMtmarjqW0KwakgNZeIG3UxaEzgxE60cEUlMRDqJJGDMhqkQ5aasRPJK/k1J5kUglM1Jszn3C+/8/2WorCh1FpkzViQBBmwPqXCmqhEuBT53NqFh/cKtyIKxac4Im6KlFx2zZGLJ3tG23oMDAAAgAElEQVTQQJ02xmRVK8nY0o+trVkyYeY9zP1pNJOohmxkuRBldXJsk3i2veT55v5MIH45a9jPkOew2JzdtdARb7WdNSQ6CSSbsFloXCxZl3vYfs40jCVsGhZz69ocKIaQGHBJ7VjR7LnGRU66gbUfOfbDtRD7XX9E7xJIIWYamYdOE2CEqXcMyfEwHs2huCMz8JS94ml/yc1mx113PI+z2IzzkWfXl5y4gYRw5jXzam1HJfpmwyiGPnv65PW6ObEWuGG23Go2eHtLN4YFr0Rsmo1V1RVmnbE2ccta1tLwjN1w5nZztlZdf3J1Sl1i3Y7cchvWhS9VM6xSktkYkpp9msGbRGNDCRlriG9VxnrmKC423jpOWTT0BXB7d8r9fl2cHUeIJXM6C4NJbI0nJsNu1+xD2yazKST+qg+70WsCQQ1VB5mTM1QXRInds2NT+qksWRJQrmKuBrx+ISSj3LzY6NqYHslWNkAEcZkzt+PU9GxNyzY13B5O6KPnyA6MyWkWbtYb1kQZdRQpnGAl6tcXlDUmWEI0WJNnqkOuz5Jk3h/HpHSEkMycPReTEMSU0H3ah++XtBMDaz/xtL/kYVgD0EeHSUqj2YSG892KoW9IQXDNPlxXKSFS+L41a3g5Nlej0nxaF7gcWs6vVsRgsS7SNKo/agCbR+axVDUH1DkasmOcHA9FDV5vI42LrL2CC2s3sg0Nr1weEwY3z5PZkJp1YP/8ElQP/JUwp4U/gXxqjakMF1PHqe9wEtUISHmeSEbSvJF+Vnsxp+5fReWm5LJ454R67MW7qDHqXAiTym/RieaLp2hJ9MmzSS2XrHh5usEr0ynbqJlGVbZJCet98lhJtEYHBODM9yULSHjou2LglI20KGfKMhOgRxvJyV4buFdJWYhCMHPmYFW8ISpZkqibRC7frTIkV1KbNeupxqFTVnJ3H5xmd9S0+wwERXGuYsexG3imveLl5oSrDDKKolcxK2dnwUnZjOptVs9jikr2BkUykiucjUJArV7JbATOKEQuZSt0vFurse4TN3AZV7wcT7k9nXEZ1dh9GNdcxo61GfjYeJPOThq/Z+8B1TbUjBhbVkQzL+R18cglpZg9wbjoJS4jLs3Gw5QNU45MObJNkYfJF1TKcZlW3AmnnE9rdpNX5MNmsjflHgnnIjGYfUr/kitSybsLr4i8N6SqJKuT2kQdm+wsEQjGzptjjIYU9+UAYjQz72fjlFh9VdpUN7UpWkVOd4161WVz7L1mznU20JRxqWMasikoU9Zs09GpMVGeQfJ+I6plOfrk5/k8lWuod2v2m2sqBpDZb1ZGspZ6QB0ka7RsSOvUuBPJsxFQx/6+S2SxhUgq17LMcqV1GDW8pSDBzkecixy1I6dtX7h7FbFOTNnQNROXLquDOltR7DfODAyWl/tTWqPoujeRVgK9V97mkRs4bXtu+0jYOSilCI7cyNPtlRKa7TCTlAFeDDfxErgTTrkqc6E1E5dmxYndAerUOJcY5vkF2dTSG8x6viwrMeSEJ5b5oQPW2liML93IlmiXKVlZKZtrRtp1HpnsN/tHnARDZkxuRhrViGHvMJSuvDudAPBw7K7xIVWflK9kjSYljFMp5dIXJ8VkxlVxGooDM42lXEjhkuVQ1t/yXBKlZMqxT/yoz1UiHTKBDIbQOCZfsoBtU9q54mrXagb0jHSJlvlIer9tarhIHZdxxSa0M5+r9lPtS4OlN4pS9dGrrhWjaL5uycau67FkwZY5EJPRMiXLZ8p7AryOY6Yra7ctayWowRWC3c/fpJtMHzQRbJuamUxeke0pWvrJEXstaxKKo5fzdW6lK+Nl69wu+0XlYsYsnF+tGC5ayEL0lhQ1GUadhOIgzVmNC31LypFOKc/OxGQcvUk4l9g65TivvCYbbbctua+RsLw3qksfy0KPs9F7uQ0QH6mb8TryKUemdsEXD1Wz5yqcXmsLVXL62oy0ZmIb272xU6znmSRdFExKZ8ZguDcc8cJ4C1DkIM4rKWxTO2fDvDTe4N50xC421+pcDKWOUczCqevne7uCevlizZtqzQNkShZYp4pnVYm8j6okwr5uSPWa65pTF/wa9sjClAzeVojazN7T/JPy/GNSQ9OVDB7d7BIhl7o2sWR5VKOzKOPlruX9m+d4fvWAE99z0g7c7SIMxdOb+znjbCzhOMMQdBOv9W3mhRXN0GhL7SMjiTG6Qs58tQ5sgo7xmBxrN5bSCiP3wxFGnuH2pGEh1Y/IXXOMl8h5WM8GUR2DGoKq4as6jtV4CkkXqClZRWaSLfV3FjV44JrHrJlUDQ9TT58zD5PllXjMhKVPDZep42444SK0DDWTJtd+0NBG4wLRmznMohucZqPUlSuj464epSqGiQvkYzHouvgrwqkGO3NWSt08czWMABH1XgHG0jZTbhOihjfjaMlj0UubNRSSDWs3zshUyupq17IKMWvSQVqgUrPBXGtiTYYX+xuaRWgiD8Nqzh6qY6ahuzx3fS7XGeI++cLIvu6SLf3qy9gvEVhrEk0b6EdLzmY28EonaojEZsQnjNewXtPoGHU+cKPbcer7UucmazjSBCXNRzuTVefFfDFva3jofFhxZI/nNcIZDS8YyazNyFtWD7lzfMTtrZ8zxI7sONcB8iZgyTPd4H5QJOtuOOaqzBdnEg9KRtUmtHR2YtVMbGy3r9XFfp1IJfEhRSlrpnCZMlFGztOaKTl1NI3WR7MmzRtdXdO2sdXssdCU8DD7eb00pIoBHZKdN9OY1Hj2OWrGbJlvy02xKsD5tGJM+6xpbzTrVsRqhqLTTU3bp0ikTGX+ukwMlrBA+XUOADXRQEooLuu6rbfX/5vFuixp0azixKbJEApqPURFlM53nZYVGcyewF50RKJAMLywuzmXBjkviUlXY8tF6LiaWvqgYS0jGtpOUZG/KdrrTkreA9MxGIwxOJtmA1MKFFWXsLp+91FRzSlbOjvROgUIalJKysIQ3LXxrPvpZd/yge3T2LKG1nk7I1xxj/LlYEjWEtM+WUX3R0hGaFzYO9egY5WMIo9TiYqAZtIVMEJEKQO1/NFcPy9xDdxc4gt1PQ2TIlvJFyMrWmLQccoFUZ9/X/e6ep/F9bPlU5bN97OXAv9eTu2cmuwkMSRLayzB2LIY6WdaJ6JhF7U+T57MnHpNsR5N2NfgyKPhcmq5Ox2rlyiJKVk11BYZexHhInRchm7mcVSvOxSvWcOO6pV5vRG2WOaz1PofSRiK0jYmctIOxYvbQ9vJ2mJlFw+yzpC098r32UoKbccsxEXRwHnCP+IFHjmF4WtJhlTDZ1X52HvpkmCaLPeGI55fPeDYDjzVbfjY6ox+NHtDL2vc/KztidlwVVGqpDHujIZkOhc4bgZO/MCZ3+2zXJDZEKwKqxyLvbdUa/7cajZYEkNyPAhHXIZurg9T+99I5jK0rOxENDUunlnZaebf1WwYffZFQb+0zzysBlYuG3iFx7NoyKtxqn8jlilnzXxKK+7EUw175oZtariM3VyAj1rYz0VWXmsfAXibmKJ5dbp9keAsEUcCTDbkqF72coKDekrZZbJLSDUGXGDdTDQuMhTuVyiGXYqCmIR3cQ5zgnKPNEU5afjE2nlMxClM3i5TtQsiYUooWXkiJeyS9pvoMhQhSWCwPOjX3HEnnLodKcucAWokE6yOzc47NrauXDoOMRlyNbRKGMOUDWNG/YqxUo2utYysu4EwWUJyikLUlH0gu4TpAk0XaHyg9WEOA9TQvZFMHx1XU8vl1OIkKZ/ockXaOuy04FEsVm9JQBC2k2YOu2wIkjDJEYxlZUfO3A4jmZvdjodHK+Xf+OvIairusEHmbORa06euUTZldqJ/76KWQFn5CddGkisogEucrXrGgj7GYGZqUErK+YvFaPNGOZYAvVWH44pmHo9H5cir4be1mVCMomWf1G5xZZNfolR1g5ylogCyeH72nBtvohYJLahZWzbkGr4erdeNLuXCIY14t9eJ5GW/6ReJUfU2JVPCfp6cICMa2qnjKdq+5Epml804l2hLWY1YKBh5RgPz/iyRkgVJ1jqDD8K60FTcHLVIpfhxLmi0k4RBncQGXduuGe+LV+1TZ+PM79uNvuwl+3Ue2XOUVgX5n9H5MmgzDyqacq+90z5NjotxRVMQrKZQN4hqAHoX6b2Gy42PGBuxJs9FOw2F31mjA6nuqzKjn9Ek8sxb0xC185GumWbDKz2yxiwdt4oup9mBvB5xyIt7kYohVZ3ZhQO8NNTqZJGarftzljOVmYtYzmJQYmeRhLDLntuDwr41ffRqbCEWz13Li8+G1FzBNhj64Ga0SYl3hd+CGlU1BBQx8wZc4csKjYZSYwqU2xOshahtrnHguWpx8UwrgtW5aeY7OeuxVgmvYpPyNaoHg5L99lyiEjsvba6Qep4NEvZQNKo4jdHQXq3BUmv6LKtWzxOx/q5AxSEb7o3Hc9zc2oQ0CVPItTkJnQt0VrkSg9kjBjEZBPAl9LIuxpwXNUQmNPQ4ExOrx5RVN2uF7ZUVfAnBLkOtu+gVfi4eUSjo5TY0nLiBlY3zZl8J+CEZImbeeOoYzoU8F5V86/OmZPeTU3QMatxfi8mq8dgnz3lc6yaXHVNSjkwo/SBNxPhE2wROfM/aTXNdq8ozC2KveWdzGMYZ8mR04hZHW2AOTUWvcyT7DI0iK95HVs3EZx1dsA0NF0PH1iTG4OZQX9OowXDc6GapaE6Ya3SNwTK5UsE4C6bRazYm4MqECtnODoiTSBTBLJ5B0qtLItTQ3xAdQ7JzXStgX03fMHMbpCzI1StMWeY6bsBMtAcKl0gIaLHIJTfQ24R1UQ1El5GJPdHZZ1wTWXcDR800F/t0Rmum9dGxDQ2XY0s/7UNSYXKk+w1uZzBjQRykkGDnCQVYRW776OiAJAZvIil6pkIwnlFTU+eQcFHq/tT6SXUeVz2tc6HW3jFkpqJHD6duRvvEJEyJOTofOW37mY86Tm4O/RqT6STTiNBJYG1GnmsvOXXD4j5rrpqWsTyeUh0mjtxI7zWaUMtKXEPMc6m4jvI4K6eubt7W7JHIa+tRVmPmyA26DnRu1tc+KldW9S/NvNXOBSUfRw1t4RLrbmTdTKz8tC+FEPeFXmsaf0iGECxBLMFmRUNCeQYpjosBXCZZyE3CNHHPx7GRkDLrZmJoPVPao8FEUceqOM11n5hqwVuTZkTVG107j0rh46Yg+zGPnHcrzmtyxyOcLmOSJsmsem62yg2+GhsNYWf20RLhWr2lzky09mTu96HsZ5vQ6EQpe0wdS91iZZ6vdRyrIRbXhl3vicZibKZtw+xI1vXDoEZfvZ8tRlWwSUOVovNyDAaxmXY1cbLuZwcwZVFUPe/7oO6FksH5yFE3kjLF0V9EAGp/OzXGxSWysfMpEnXdzxQEk/1+no3yVKd9dz2RfMrDfMvQzBLOB2bF24SGe71mRfm5ArJZeOsyQ7LzqyhbTFrQbFNqH6kiJ9qixHWD3oRWQ2GL0FCFJuskTlm03lRWPtODcaU1iqLTTIbK1yr3nrJmlJz3Ky0GODSMoyXV4xcSoKcAXDeoircUs5CTYSqZRsPkiJPBFK8423xN2ZdSi01uQsuDccW9/ohh8teseVNQrhjV2Pupi2cxZC7Gls35CkZDnJECtIJ6WYy2Q8MwOqIzioaUek5zvanoeOhWWm0b5UmktEfVZmg2FYSIrDW8suHueEQfPMd+4IbfabG54Pfx/gIvXwwaRq0Vg6tRNlf3zhpmmErRwDHqRj4EheZr9t8YS72ZqBmMZhBio30fi1EWMWxSZps952nNS+MN5ahldQbOxxWvbE/Y9Z48qfcfomY3GslsQzPXGetHP3Obaig3J0XF8s4ho2AHwUzqINQNKhtwPcSGmTuRk1CPKLocOzZTw0Vf6oRNleiuBs9lmTs1TNYY7Yft5Lm4WhG3e4g9RmG38mymlg9tntp7wKKkYidphvg3U6NclEX4eC72FyhIjdYHqs7QGNU770tBv5hFScOTwdQ5lPbjXZMXqmNYjyiStM86rHM3JDNXgGewWjG5ZnrJfr6kuo6UYp9VNmOjxmW0DIPTUEHvoDe4jcGO6DWzrj2azVcqMkcwO+UPavjTlIr7JZSRHC/JGSEZXnx4xvaiA8kYl/lod5NX7MlcO2mJtt1stljROVILK1Y+X0iGu7tjpmS47FutXTVbpHpqQkyaiTuNjjRYxGaiM0xZJ/cm+xJ+WmMKP6z2SSp1pkK0hfwe2UU/17JT7hPXkBCJGoIbghbrrITwptSlG8M+1CI16SDvgXCL8lPbha71xXHNWUhmXwSyFnQlSDFg9s74FK2OMcyG8ZJPmEq9txwMZtC11cR9eE8KZ8gEKUVJUY5jDYmVTXuqXMVlSLmG5qJAoNRWs/PJB1O0JWN7T5GozttcPLOI1FpfpW+rkxKzzIkiVWbKSbqOFjYldOwlMkmYi67WgtI1ezxFwS72CYkaikt5f3xPpVxcywhOhjRapItzO9TZ0SSX2sYp6dyqyJQ1CW+VduBcJDZ2NhIrV26KSlOYDfa07AfVuxoJmJJhDHq/mo0qpW9nqU4ze92rxqrESt7f67REUc7UDJ29sXzKkamaVVUnRjWsrOT5DC1ntLhiJb3VSs+wQKFKyv3cyXVSlw6tyEQd1NHsrerKi6jZTQAmK9JhrMKwV2PLg37FHRdmAuRmbPYwpklIllKCXweoT1qRtlaMvgZtl/i7mWRGIWqfZJRnUqt3180wZY3zm4kZeq6k1wpnpiycT5pxsSnh0ItBjaBpshRu/3XCJdpPu1GPuzm/WGMuXAnFMS/KV5uO3keMyfNCFNAxnCHUsmjXBbCm7V4MHdPo1BCsi2cCJi3s50zkKrQMwWFNmo1eb2Ixgvak8fqKWXjQr5iiZeUmjv3ATryGYVFP6uGo4bfN1MwTuIZcGxdJvmRblkxLCaV95vrkUxTKcJ5W3A/H3J+O2FVDOjoup47zXacb2aiL6uA923I0wtXYctW3WuW696Uyslmc9ab3NYPoUSUBXdhHrunHtXPDio7nLPSjbljj6Bi3DXlnZw6JZBiPDVdA7/YXECmG9GSJDxvMoA5KtpmMvr8LnodDp9WHKQuejbTFEBXJbEc1IEv0e49IBYpBqG0ck4Og3I3tpMblVI42iVkYRz3fz4xlIytNDVnnQuWD+HIu2rqEmWpm6W5yuuEPnnHrlYRbSfBlI8SAuKRZi9V7zcpLrPo7lo1Dw0C6uVR0oRqK8xoDmLEUoy3kWDNlxsIDWSJpdR0ZolYi32w6JcGaTEyJu1dHi7FRvpYvmUi1vEndfJeiySmWzdCwuepgZ2erJADn25WugcuSJykTG8Nl0vlyntY8mI643Z9cQ1Cm4mjIpKVDKtJ7f1hz0XcMQc+Bq8d7UDg2JugGuAuey75lHB0izAVaY+Fv1aKWs5NXnWD2yHI9iqQa9AklXI9RQ82XQ0u/bTCbcpyU7KkRl2XOzcVsy7ybS5KUDFKJogU7qwMDM3Ukl70lV64dOm8u+1bXZKDfNYSt00KdSQ0vyWU9CSC+GMdcp4ZUKkJC17acZXbAxlpBfPLIoGsBqBNcjYgpaSHWuWQN2u8sx6P8v9JUIupoV52sOjVGdThzMPM+Wp3umqhylfV3y5M1QjJshoa40/mb2/3aMGcz5z3PailqjDFz4Ky1+CbgfeCoHcmozkzBMk12n6wQtV0m1DVHrzdnM1rlJkvaI+fLewJIrlGtxX5Ujc+ylpFLNfQEdgQluT6ZPPk3D3KQgxzkIAc5yEEO8ir51CJTwkzAg+sph3qsTGJlR5xETt3Ayo6l6F03p5Re47gss2zK9VsbudVsNTMkC8HamXxuRAnLlsRkK/pxvR2NCRiX6b3jctRie/3kENSaPmo00ykkw32Tr/E0Uxa8iZx1PSkLjXPsrGeYHNvewkBJec0LfswCJkbDmjUc5UxCXNqnYNfnL/3oTJwPKE1ZuJraubxCYxVRUlR/QcqzYG3S4nNNz53dMeesZxg5F28+G2bCZOMCOAhebe/GRo7XPSuv5POuFAutvCStn6JZHjW0KFDCQFJ4FcrhWXcjJ26Yjw5qTWBjGlLWHzXlCAJfSlJMBbHYhwHsHB4JyXC/P1L+ylSKC5ZnqH+D8nCsi+RsSS6T2qy8p5ohQyq1rVI5GFRLUEyl/lfI+/DwNd2GmUM2RMfOanaSzFyRXM6gW4y50THJQE6lEKJhHoeZx+FLNtqiKGcIiiLkwWB6M4+hZEjdvn3Xzlu0mnYcm6QJCsUTw2uG23EzzGfcTdGUo1vU27TFM5WZDbrQyfqIDlKTOW4HbrUbVnbicuro7MTae67GtmRVaphgMIsijmZf4sIVTlXnAifNwLEb5lpmm9hwMXZkOnrUuzVuj2ToMS/KjRCXaVYTq3aiayZ8IUcvibE12yhES/CBfvQKcjWGOBXytxTYB+bjfpCs6EVB7xob55CoM5Ezr2fN7YLnQVpd1xVhrqcTC3LinCJxtk0cOeW6DeKU0F44IJWovPYTw+T29YVgLrdRy04Yo+U+lucerkvoByj1/ZQ8HwrfxBtNcJgK+d+ZhBc9y7BxGq4rZe6uSZb9/DJGeX2pJBRUnVmq/ZIDA2XtlDgj3GTlfB37QVGUZNlOi2OrXCJVFN1pwdXOBUWdSygvBaPZqnHR4KQ6T1zcv6ypGt+RWRezyRgfsW7P/5zbL5kF4KTXZM+5yk4LFz/VXJEQjuzILnoupo7WRFZuwkqakx8qTSGhiGDVEzJ7HmVpozGJlZuuhfpmJLs+i9FSGrfsFZdpNXNSV3acS+qoXj8yl4semZLdWTm8Fc2tc8dZTYbJUbQ+VJmnTuKcTLCcC4/SLsZCwKcdiSUh5LTt5xB1Kvob0SGp++W8VqD61phI2wwzz7iGSytCBoAPWKc6vX/IMmbLt4Q5g7qWR+DnbJ0ptAPqAaUzZ4rMaPXhV1arendGuTdDckoqzfsY8sy4r7HUXDefTOcmnvZXTCV81yd/jdy8Nqq8FfaEfSZJKpk0Kzvx7OqSG+2Oi7Hj7vaIKVieWm+40e70INJk5wkohcOytiO32u1MnryUbiYd73wCsxjgovRZqvJqGYJaCyRlIfqA83FZoolC25jbbSVx6nt20dOlqRxyGtiGhvNdx8gCUi9KYqxWT7/lNxy5kYe7jvOmw+4egUeNLlKn3YA1ie2kcP2Rr+fcjTzTXXHi+vncwyE5rkxbCJ0VXmXPm8p7blxnw3xC/JTszElaSq3f5STNm3Mo51nN1fRLSFTDSX4uEudswpaDmeuC5UoquCn1hhCtYC9GF3tbDO5OAl4oZzula+2pIqB8iiZh2ohvAkdu5NnuihM/sHLHbKaGh65T6HpyxFiziZS3kZ0gzsBQQnTh+toWG/b4cTGKqnG0akfdOGze11ISTR6QLnK0GuZNZhlWH5PlfrOmH3wpaqhkztNu4LnVJU4SD0ZN5d4vuulaPy6zSpcdUt/SMhlq7ON7nm6DHrA86ZzYhobbktn47vqm8chFm3LAdmtDyaqFJquBvfa1Pp1+d7T67LmElaVmWLYTJ90w15KqC/wy47PyVmqIuA+O3eg555hgikFVnjt5tAZYORA1W64VJdyvIzvedXyPMTk+Ym9yue2I4rTj5kxF5sOPOx84aXUMbvhdOZh2H+auYiVz4gdiZ7hqWibr5ixh0EOdazbdODimhTGxlkwnwtvsQ55tLnjR39iTpNFD3B+4Fb1Vp6MzSmJ+prvSMgqS6QdPyLO67dtVylfUfqihWl+KOIpkkqm7/eK3Zc6duS23mo5d1MzIwH6PCFl5pPXc0WFyXJyqYee7iZvdTg0Uo9Xsa4brJPski1osNycgCmmqHKNHNsx5Xd7zD0W0P9ZON/5t57lvj+ivCn+wOI2mJmWUtcRL5JbfMFhNjBqTZnhq0k4pQ1LCuTWL/CX7auZzLga48h8rB3KfIXst66/IlC1W8sxHOw9rnCiVpjWB5ISd82qsLI0KC00TecvqAoCHUzeXrGiMOgytDVqrzjYcrweeXm95pr2aDSdgdo5bM7FLupbsoqc3rhxkbGltYIhuPvi4HvJdy6K8Ssq4VLpDyIaWPZ+wlX3h4SVn67JpmRo/Z84TNHtaUH2QBZe5Gq+xQQtkP6F8So0pybAdPK1r8CnOHQDMHJmKIt1qNtcyWjaTVgK/Zpnu1w+VkrZfD9qd364eU+ncedFbeAP132PJ8FvZiWe6c55uPI2JbELDO4/vc2wHhuS5P6yvrSRTNrSim2l9FqB4iAnjEtHpIjrvx4ZrafWdC7NyVW6WFHRpJkjCXGdlLGjJc80FF6GbCdmtCdyXo0JWl2uGjCSYgpZGeLq54unmireeXnB+ckzEXfO6j7qJp462HJWjZIbgyLI/xqUrRUJrPSHtB1vq7KRZOevY1zGq5P65CFypin85dTPqV8ehVt2txVKf784B5tPkQzHCxqQFYGu9HFva2dq9IbELXg/5fKQyey7HtHiv2TVeIhHhMhnuxWPuTidchla5e6VmVV+qMwO4daDtJtatVtC+5Tf4JnJWNsSX/OnMJ9E6MoWwPDnG3pFGSzTq0tpBroG2kjSzBF+KTPo4l0VwJYNvcp7cJogyV7D2Kx27ml1Yq9KHkpa9chMXQ8du0qMbrOhG2pjAM80VR25gE1qGR/g6oHy4Wap3V14mgBmEe/8/e2/yatu25gn9vlHNuaq99zm3ihsvXmQkliCkaNeO4B9gL3uiIGRbsGHiX5AtwW6ADQUbCgraFcGGHRtKgqaRkGnEi3jvvnPvPefss/dea81qVDa+7xtzrn1vRNyA4CF4JxxOtVcxxxzFV/yK4YBgcxO8PTmuXCr70pmMMXm8D6W5wINYPyqYDC9abcrIzJUZs0lEYZ3JOLiFK5aBsPOR8TLZIolYqhWLmIf9iM/6Kz7rrjjauc3XLMmIJlxqebLyeywAACAASURBVBNMwmADLFVcuoTYWcYlAc0Et7qKmlaAsGbT7RcRnuIOX4QL3vorzKHiw3DAMjkYDfLkGSpB4OAX3PkJX/ZnXiqgtpesOl0FQwpIlW1HjvsZn4bAAYIBTMj4bH9FsBnnpcOLXZ8VGWby7cnjZBa8tVd83T/j4BbMhdftXBjDyPjWdXfd2QVHz8Hmp7BjWSsNRGRtW1PaM8l1h1JMmwMqtroV+NSNsNK6F+9sxM5GXFOHp7hr+4Sa2Cq7+Dx3uHhOikJgjO2bMOIujHjTBVxihyGGNieIqrAaV/xnrB1QLCjXhutsezOxLIJ1XLHtfcLDbmzr6dHsmZRjPUAFVYGO+vpMOMcOz2nXWJpO5nZnVMPNC4aJB8RTgTEZhxDxZNZ9c0uwIlNFJ4oroTrfaCOGCgAUCefUNxbyG39tBYSdWRrjDgDb0DT8kFjKVE6ITm7CTpw1OptEGDrj0RzwrTshOot9iDiFCQ9+QGcS78uvkmIDDuAAYfWagol8E/IF0LCygMyHDXNP8b4NYC/3WaQ40/C1Ql45+rlhpF9izwxUU2E8n6nFVk5mIwHFSEVxPSur4TlRXzO9/orrd1uZKqxMu/QMDNa2wTbr0kV1zaGpebNDumuMGjkvGhhN20gkLKLvZrZ7Vq0S3SicYY8rQJgWxdw8PP53FvVcisVBWo1f7V6wFIfOJGQYzCIu97rWrUrtCqz+NO0wLp4FxBZ7U1ED0IQKQUxbbirVxcBLGXcrL6CxCVWgJm7rPaU9/qD7hKObW0lWWYVLdOvE00lIQEkMFP+wHJl9RxW704TJBbZjsbxJfXW64LP+CoAn+pZNcy0BS3Gid8PZ5FbUkQf1toyq964g9VIJ3xaDJ7tjn6pW+RBhuGpQa0WiilIYgPqU9tiZBUc3Y2cjW7pkPgx1vqgshnocAsCUfKP2Mth4W6PnKtxeaPOWCp7yHmcq+M3yGb5b2MMwF2Z1xmIwR/GOK2sbMRfCkDxeUt8ObesKsOOEYEgs+aCWQVNyeDE9ZuvZS83KIk7UHna1QOkqTJfR9RHBJRxCxEM/MquuEmdbtq5DbSpCSDeBpAYlSrxQEHdTpgbwZHp87A64cxP7IroZh82a5ICDgeSNufTql0kM0L5OAU9+h8XbdfxNbsQQBSZrC0r7GKwnxcE47xFl8/nrHhHMGqglaRlMjpmTKbHrQDYMRO5DZP9Hw9ZUGtABDIRndWqWR9Bx4V8WaWa/P5ZG4MlCpa7kFwEs59ZmWLdUFYxVZt59N+F6DBLQ89/vuxEHqZZ1JmFnF3Qm4SX13FYu3FZembP8b0MMrQ1v+8SdHREj/cX+uZFvSpZ9SvaSqVYcCfDE9k1v5ADUlt9T3LNitbTtpuJxyb2wn1etpE1RryVpCj0AuF2YXcbeLxzM+4SrimpuKu36+qe4b5COg5uFgZ1YN65wG3WrNzdHhzI4qXShach1lNGFkavzbkHnEubE/zcLMUiZm/HqUb1Bnbia1Nql8h1rV9DvFhz7GcfAVfiHMHKFJXmMsxeWtqxB4nZ8iXxOcQU94OWV9t3eLvBUMEHJFqbtqwpnWEWW12SFMpreWqoGU2LC07h4IdKgBauUCJ9mZiFbKiKCndreaGrFFQwLUUsnaqrrTF54iZyga8tZz08V2F4SK9EPi8ey4/17bzmYHnJoc0qtwTSg6sBwmoNd8G68EzV0TmwcFcAy0J5tbnR+rXqSOjYVaGQvTqBZkFQdNQA0CEzOrBJfwBXrG3/Uuhk3CSabHmS81YP7q67fOWYKWGUINFvZov6T+J09L30T9hyFYg4wW0h1ILYlOX3/WonVeutKm9ZMNkhp35ssg7wyxrbfK1Wmnf+qOAlSeIP4fj61DfJ57oW5wYyQIQV8jAd8nA64CJPsOgU5cLl3bxaz4pLA/dkq7JIUmbLuTeGJJLij1jcWjRuI8CwSH0YvscdHc2DxNimPP8ee/a0ywb3GlbVAjvDdeEIwnMFaW+BDgnOrsq6l0gIf1X2q4ArPZeZKzTUG0RZZ22Glst6XGm/esAjjanA9Z4dL7WAN+4kx/ipKyds0rZwm1lcsfnV5i7sw4W0Y8NZf0Ysi9JhvWX0AGpOmaYLJQd0JnqxkYh/CUuE9V6ym7PD9csKv/BcIlPAhHvG07BgHpmKq8kv1WdKyeu99mvcINuPJ7Jo20Jg9azttAinFkhihOecWNG/ozdK/yqHCdwl3u6lRzfduwbeXEzMFZwtEtWXhmbUsDi9zz4ri8tDVL6tWwvPY4zoGpMmzyGXlDfSdX1sHKoqqYzpmj5el581fF51ktG2OvQqe1cqHbY/K6tclAWmJFi6rZhx/PzXGLZXQS0C4lTcpqtUjc+6aOm6nXnZYzoEZVolQLTA7h+8Xh5fdgsduj+AS4wlbAGyakW6thJSZ3Zcz6xHVycJGrJm/tjeVYZX4kCiFq0hWnyuxPMjzwmOmFdP73dQqpl/vX/Bld25zmPF5nBw8xZ2spbXatU06zyI9MAueU+cfgFbBG2JAihaYDOAq4uLwq3REtBe8zzt8zEd8invMUsmfC8u/JFG3nhaPx+WA2Tl8nA8ccMaw2o9sDjYqwJIczkvf2n1KU9+uPxBn/IqlBACqhPfTEWfX4RI79LZHb9d24aIBuLSon5cdhinAXJQ5Rvg47tHbuHkNr7VRTHYXecZsAm2wLBZIgjOUCojiZIjkWbuKXYjY+9iU9+fs8Bx7vEwd5msAacXSbZLews8iiQSByltoUnBJHWI1uESuFGnrXDWo5uR4nm1lATSRyKYx7a4l4DJ3mOfVNqxVphKfg4/xAEcZF+raXqpV2OfYY852DdTavsNs8SF5PNIeR0larqlDqsy4/DTt2ch9cDjbHT6GiMf+ABtWh5COkiRwoWk6AmjnqcYA3uYb/FiSvWLqPIZNV6Vd2s72/GwUgtBbrvRqgWAuFkPy65xdOKCqTgeTmsq9Mhl1HJWZTN69hnf/pddfG0wR0S8B/FcAvpJb+uNa639ORG8B/DcA/gjArwD8/Vrrp7/6zbhMqXYBXsQXFTCtbaoRvLg1g61YtU+aqJoO6k3br95gLnTybi9tGaRX7b3X15h82/h1kmtmpp55FCWSM+vmOSbuBUcBB+dkW8DUHpgWtbSkWIAiNiFb3SsAq78drUBdnVxZhALfL0d4Ku3QvsZOslK7AulaWUufK9P3DVU8jz17F2VCTrUJiAaXEQP3tXUzV7+nlA2I1lKuYpFeG+NWwor5kfvQQCJm1iPxonLMmmK2Hbb6c/p+U1rNlh0V7CTb8lI6d6a0KhWAVUdFnvfrNu/NvCgr9fkp7vApMW39Ke1bpVFvYdvSUe2nImKAUdzuB1GSNqg3c2kNxmTTXzi7o9myTELUucxVKpVQqJW4yun5z58qYZgDcvPkopZVAUCVSp7e74of4KBhnD3iNYAm2/AC2bHn1iV2UtnLNwe4fvdUBCOiz1bmY1ubggPyqhhdVkyiKvtHCVogdjZ1YwVS5Lkx7oGzVSWnaHYNMJ1edcWexx7L4HkcJ2rfB8miEDBVBux7zwQP1bGqmzWnf284Gfm3G29LvpFGEmhrGQx6ZZHDFVs2JYcZrlVIALSqmpobW2JgeQaaF6lqsW3JDjfPMXPAp2azXCFlc+3HeQ+l2DPtfdU1O5ce75HxF+ktvpnfSEVIdJmyb1gWrVYk0WybxEZlSo4lLTT4UPwK8R7N4ow8tl5sam6uzb5AQNuPVFZlTL7pc+n8S5tAJFWWYsnZ3Eiu1MqV+q2m0ZJcI6KoR2FKG32kmTXmjBYfNi0+gIDZ4DJ2SNk08UeVcWnm8Jrk6h6rGF4jQqNClFEC1SovIBIhxQjIukrA5VqlSdd/q0xVNDmPiwC1WeXeNnmGloxVXq+XFNCZjGtlYVR1MjgnDlzn6HgPIzBBQEkv8pxYJV3nImtOLcXy50cDSgZpthjmgE8LJwBaYdV7jRKATWIVpeepahIqOUwvQ7x3dD5hMJsOTl3PsmoAa9jfci8wFH2fXAmx+E21mc9hKOZaVfErn8nq80ub8xEGoMyJ9k+9fkplKgH4j2ut/wcRnQD870T0PwH4DwD8z7XWf0RE/xDAPwTwn/xVb1SJRbq8MHbUl0gZKipeN9kEwLXBIaCB0YpbN+wCrIJ/srF3NuMkgOxSDdKmNcUPeQW6bTUwfgzoCfBkH8saeAEiKFbMzYPV97QSJOYibJpNp6ttvgqCozXYIMM6MzsB1XY2MRNMqlHFYdMO4d8VSzFlj6FSAwzHrGrbYA0hI15usgEau96jBgV5dKCJVYG1/n72DBx1JCwjU2AqNUDpzXsQgc1G+N+t4R51dVJSlWSgWrRDNln+aUscwKk6vR5m22ezvRTbNpaV3aPAda1EaSClLZJUjBjZJjbMdQWlZFQP1GyQk0EWM+2nZY/nxBvDmEU3bDP8dlNRzRvjXO8zjmHGnZ+YfSRto2sMkhkzY0xJCbUCKVrUxf5APLDNDQBuIMwXrjI4n9F37MlW25eqAKkRtlQBpG2szwxAe2aKR0A0bG5dObMmy3Y6vWR2WhHaPgfFo8Fwq6f4CjIAmVXHrMgzVi0wvSY5KJEtrAghbokYW6GWLRunWY3YBFPXe9BK7CV2zURXWVqarXCywlpDJcvzogon47ECjOvNs1UT6eQdijconisW1TGDr4p6dkFFdev4NNsbyrwmNhWw89RxJSxwYPJ3Dx8FM7hWhsYckAQM/mPzfrtH6Ryqk+UDsQI5ckVKAd9kquAg10TzWgPepzu8pB2u4hahh2SbG3ovqM1IXS1QWIsHzNwkef6FGhGg+etJy2VnI69xSTyr1T7fOl85aZXXV4MlA4nWBAgbHKoVxmHWfdSgmSBzFdS0KlRKa9W4FBbmrZIAGQ1QNrlV1SAZgHuxGO0OUxcQdlz12vu4+uEJ3lUZglWiykoAbEWwq5fkllXs6RbLqXNHGcmKe6xWM27wAShtvlIJWTCbWYRDiSp70dXaBJ517aTKAcaYQxOgnpJf91gCqgey6CsB3DLerltgxTVrMolNwqdn0SyM587EllDoGl1ECX6RD7GdeskaUOXEYYuFAoToAf4cQ2hOJcqGVU9Y7Xas92xa+3/LQP5BHk3bc5kLMgCv9XgkkP3p6lF/bTBVa30H4J38+UxEfwLgFwD+XQD/tvzYfwngf8FfE0zpuqDNpqO2IEZaMEqZ1xYPlYpiuSd6Gzr++NXZhN/rXjAV3/BD6i/WieXJXBwMrWy+15uWI5b6N2AQc6ksGrfdyNqGJgefo4IHP+A+8EEaLE/AAWxOGY1dKe8/MijGMAD4ICXV3vHi7XzCYipoe99ygHIwWm4ya4Pa2nRGwO6ks08OLGM5cNXFNDrPfWQAjS4oa0mB3I7WbPvoZxw7Hr8tyLsXoCIAPJo9SFlmm8dWA2cT6vnkJIiqVVs6eW3T3WQrtQXhvcglAGgYNn3Oc3Y/CKT0ENq7iDs/YcoOT2HHInOmMq5ErrYhC6OkHSCbS4Oh9iw2z7G3CV91L8gw+DAf2yYC8OGgnwFglU2wHHQWSyhuLelT4UqVG4F4diiJEDsj3nxZJB4KkmdsGbXnhxbY9Tb9QDQwFYOP9sD+nTrEBFjH4phvwviD8S+VUKSi4l1eWTFAy2pBvPlVz3YbD2HE590FFjx3rlkNrrkCMUeH0dZNZZnnkzNsJxFFcNdQhSu2SW7w9zGYhTKfqhEZgIoaeI5SqTcCtADYdkWqp04YdI0gQmh7kv4eMwtUxmiQZwtbORkongMqs0hrJa2q7Dp/SjVssSSVGW0NX597DLbDZRdxeehu29jVNvsZPSB0rulB3BJPnxhz4wwKbbZxWa/eZMaShIwkVUTrCjxyU8Vm6ANbDJXmlZoFrMvstZOfcO9GjH3AR9ojZotnm1FMRcW6p0D2Hd0vnVQXDm7BQfCcxhRRj0fbFwjrutm7iCn7m+q2jo2jIs+Jn00ICVcvkZDM21OYuKJlSps7dbPeWIqC7b0SAbk34tuGZjCuuQmqPN/ZcOAs38PKHrQPEUOfkLWlrIdwi/2UTMF7lZ4nhhhXdLALRufbOafPNlWugk0r1O2maqQyKxpUkQalrxLtqjIjWnYjNPIJC4aWxnzEJrnX4MIK0H27/h2AQjIOxKSdbCpMyNh3C+7CyF6p0q7mKjYnlVNe5RjWAgoD1TVx2s5z9j9kOEHF9v7R9ossZCY9l7bwBF0nnePE2oeE5EPrJPFNUauwc2ULDZdFRSBFfwMA+k8PuwAQ0R8B+DcA/G8AvpJACwC+BbcBf75+vn6+fr5+vn6+fr5+vv5/df1kADoRHQH8dwD+o1rry1Z/odZa6bVAzPq6fwDgHwCAe3jTfOG2bTUDgqncR7ZS5Tj6uZU9nSm4uA6XHwn9Wu9dLmsKvvSsjzEXz7RnqcMbVFjRsdBSYC4GZVttshzRq2FjEH8zgLEOzuSmZ3TejN7BLfhF9wljDo315MwR1lQGojv/QymHNkjc5vImo3dx0/aM8C5zRF6liFDBIbBkHvr9DFX0iEjGooO0BGyRLItazxmVq2BaGQIgzvMJSbINAKiJrTE6l1rFKUjF5+RmXMLcyvmsmZIbrRkA3rsjjCu3lTgpCzNVOrfScLBrJVLxMuqvRZusQ1tHe7cIXTc1diZnJwJuVJp4XcXwAGZ37gy3+lioUbAKC9vLNC0cqUyhchVFweeQcU3ZMENTsEO1GmRrsYCxdhkGRzsjKZNNsAJGdHe02lBqwewcqid2uQ+EovYWxCw+Lt0zQ656zpKLMAh3ISImbkEWaxiILliszke87YYm1aFZoZbq+xAx+Q7VSdvGsUnuKcz4vLusmDCgsXe6muCNZy00fa7aFdZf4Gd88As+7y743F+Qdfwp4xJCY16NwePFbbYNqg1Mqm//w1aXaa1HKxWL3kbsuoWrSLpOIq2pohFHeseZuHe8rpUAo2wgAK2iYohNqsfFI44e1VpUlTUxYCNcUWChwi0knrMOHRKKKdjbhOSXVg0kqgyAzRXZG3hiHSdA9iaUNp/n4nFFaC1rVMHgmAIDoBebq2gdoqtCpADIszxBL2zg0EVpb/F+cDAzTmbBL/wj3rkH1nMSpnMofN/BJVyJMZNf+jM+9+dGpPA2w9qKhNsqDmQMlY2mbFqFVxCJ0TGtY9b2JgB7t+DBj60VpGttya6Rh5xhRt/eLfjY73HpD0AFbJdxH0a8CSO3sZxreBl9vuv8YfPyxWcMBcjVw0SLWmvbJovfQCEIrFdmSyN/9JbZtMPe45Jk3ann4CsShlYAe6uaaJtuDCrDDppeVEEqViq/+OFFjEXU8XFiCGy2HYDNZVDFPHm1VzNUEOSzDVUE26+VGn2WxOxmJRUZvNL+E+yjdRnZW3Si8/VVd75hhpbKPn3pR6r7qbKPaZa93lDlPVuJaIXlY17f0+srZouF1Bx71cJTkLsK3X4KEWPHItjGsnhySWwyD2GM1kKte1RNRen+6i7Y6+snBVNE5MGB1H9da/3v5Z+/I6Kva63viOhrAN//2GtrrX8M4I8BoP/FL2vJZuPkTe1mi11bO9rCMUKTXErGk9uhSVf8SN9TJ0IuBj1FHMyMK3Xw1MFXh2Ej0gmg9Y71u+hnK/BWAylHBUUCx52IB3Ym49J1+G0oUFCUNxlv7QWfhQOGHOBNbkadMVkMuolUoGL7F2q/lPmk8gA/huFq954ZYDo5v44VuEXpTEFy3A5SfOQW21WyaRgiQywwetjPSP3KnovJwsn9qyo1smtCer2NmOCbE/o6Niv7q+F3trdQeey1jagK51qqHZLHGH3zhtMDvZPgr3ci4GjWEnQGA1ZjsY0koCzOLbNvzB4X0/1AB4x9vAyrKotW2TmyPs/L0jdPuS1wXfEqvPsSSuQD79O0w4f5iG63UoqH5Fs5uhm3yi/vMxsgu1VNW3FTJMzVasH/7wrIVQmGGUitbb8cDBbvUCJjQnqfcPIspjqWVWZEV8Hbw4BhCliquMbbiuD5oLDCkmgYFRRYWgObToOp1xtdC7CEso+CIQdcctdey8KbCb1lDSLatAupEKbkcTFr61pbAFP26AWQDnAyVCo1j7NDiIg7K4ByQt2eRqa2A7HzCYewYOdiA8K+bt+rUnOqTCpohr7gNoBZCKWg+bBVy2tqXDyi5e9eQDg6Vm5ntX6PXYgY9gmhSwj+tv3qiQ9QIwElEvCSugb6JgCRuA20c7GJY87eIva2rR8CGri3VBJBUMEMZYOpenxBIx7MgJOdANyzV5wwnrmtX9qz3dsZD/aKD3S6MYfeyp7o2HAStFknBpiLbS2fus0mX+3hnIixG4JKrPCaKa3tubMRBzszSWS/x+P9ATkbhMAMzZ1dkKrFzkZcEvuo6vfR8VElbwAYbWhtpO19qMddOlTUfUbYcVLrN5pZvR2QT7xfjnPAfA2ok21wDMrEoH1hjeu1ZNsM6afsOEAD2n7G3qcrzEIvbfmlaDFHd+MBWesKDWhtscT6S+qtCKCJgnqT4Te4yOZVp61CMCGHx00hFrlJNzji/f79/oCXbHDoF9yFCXu7oKOEubomjaAagMsmoCoS4I6VyQ6zkAR8pdYmjhuc6o/FU1R5vqnjB69hwyNoAAcOfA0YNnTX73A9dE0gd5k9B9C5shyNFoe0a1qA3OFvVxqB+FP+CwB/Umv9zzb/9T8C+PcB/CP5/X/4az+tMn5oThZFBkMBrbpQnSk42AUnP6ET7FQG00i/6QqKN7dRe+a5oBTXMXk85oPgDxyLQeYeL6lvGwZr/gSM0WOM22AKrSceTIZBusmOAAhdnCcPQkHxjJB7iT0e8xGX1GEsDDzW+3G2NLXtm11EFkEtYqQ5dw3z5AzLEqi1wI0GWgVoIbxMXaOWboHfoea1n66gOkKjzqbIfew3YURnE56WXTNu3lpRKOAvFYMs6FI9ZG7wNKBm6qlVjDk5lEwNPKgaLpSpUcVTMbgL/JyNsIZK5UNJtVeS6IhoP12F2LZ6Vqqsm4RurCDJ7UUSNKbCGdEsYpUxCuMysQZJshZD9Lhmtti4LMx4UVV1fS8FfraNqLJB7vNlh9/4B6Rq8DYMACDieqbNHx1Ts8EI3FxMCGNQegRiD5R9gdknWM+YFsVZWLPa/XiXsUTHRrQQnRviuagHph60b7oB52OHpwpUqZo4m7Fkh/fLSapzWlEqbUNtUgs6tzZzkseG5/Rl6fDr8Q0WMYbmxITXUKkqOLvBqskaPs8BsRgMy4qdUUamsn0bxqRl+bxmCFhB7dvLVjjHOKPesTBrMKlhQoJJzfx8yRaP0wFDZEzXfA2gedWIM5mAyPPZjgy6z11FiSz1kEpBLowEWoLFyc84SPXsye1wPE7oRH7i2/GESwrwxJpeiukEGHOyFE72lJFmCG3MOssK1p1ziEIUYaNmNm9voN/Fsdkxx2f4Jr7BgRZcSwcjbDNlaxnisdDxXZLFc9qjp4g/Gz9nOnxyK0CaCLDy7EpFFHmXUgmd5b39EQeoVEqWNa2MMf4LlxIVK7azUSr7bCGm9lFO5i3AyRPAZKZa+Zk/zbtWSVH7GWUmauWjaYElZlvngTXESOefaBmZhedzfFvQn2bs+5n3wk0SNEmQwiy/hMU5VAgu1vLrL7HD1Xdtv+RkMeD9csJz7HGNHUqNovpt2vdeklvJTS0Z5sQ7jh6D6MgBfG6UaOBUmw4r3ud57PFdODWJIQ0qt9hWxVxVg1bRR+VKq1YJlQFv5APYXoiFTM+mYEkW78cjDnbBgx9acjtmDuaGGG7WuqXa2Ja50Eo28akZ00eVJgF/J4Uu1SLEjwrkxWEK6/nNGFgr4sMZnkSoOK8BfopSNVssS8II25XfgIfZauUD+NuVRgDwbwH49wD8n0T0j+Xf/lNwEPXfEtF/CODPAfz9v+6NquVSWoyOqeRZNY14cLkqlXByFV/6M7xsnp/igcukG7Dqtm3VNs8CTMnhz8YvcBB7k2vu8BL7ZmMRDNtaPI57XOfQomItQ1sTkJ2BCbO8JbXIeruJX2LXsjOzEP7i/AbeZHycDy2yHqXKMkWHmghGMg6lU/NDZJHGMlucxw4xG+x8anIBMTPTazvRKQFmNhiHDp8A7DuuMBH4oJlFt0mZLDfY9QzUxTSGxpg9nqYdXs57yRzXDN3bjCiq31pVmZPD1YabKo1SmYvIM1xzwKdhhzpZYaitbUZKhPPSwUuLZe8WOPHxMuCAZ4kOOUllyq0ZmCr+zkLT1oXOVN01i/8xwHjLeETjSQOplCxXlSJXM4rj/5vE8mgRpfIslhy18kHJvl+WtZ1UE4qAxQR8Z06YksNTv2sHtmbtST47V2b2TWNAHD1otLAjwURCdWup2YjlBXyB9RkhcIY8Z4tp8Q2Q3TmmEltTEB3P1VgNxmXXWFpcdSXARpz8jFM3IyYO2DVgfV56THn1NWQfxVUMDwC7EWRqwNC13yPrYSZ8uu4wC+NIiRT6DPS9x4VFDyV+AEViX7xsMc8eVQ6MYqndp6onazCkgenTsMPl0qNcPGgRmQj5XtXyWpgiq3tflg5WLGJ4T8jtvobF4zJ0yDIvaHAwo7rV87MwlVACs+RKkBbsZLF4D+syimP6/dn3MFRx76fW2tR7X7LBb84P0mrh9vWbfmhK8Y/LHh+nA85T1xILYyqMrGlHssazQc6Eusn8X+Ye1yh2UqPnlmflVt8/HX8fQ+kQq8OndBAtnrDujcXiPHWghXAdOvyT89f4lfsM/8/z57gunv0Lk2UpDt2HwQf4Mju8uJ7FPi0TJCbHleJx8YiRX3ezZ1feH4YUmkWUfqenadekU9QX88X0uMQOv3m+x3jpUJNBJOC7cMIQg5BGOGiaI0vYpMQbbqm0tnYywZ4tzMLVRRCYqbkN9AoaOaFU4DJ3DdrwPPZNuDcnizJZ0RxkVi4iex6e062W1JR8s2paigXSLZQgFcO6Uek2KWiilYtB6RK3aAAAIABJREFUCgpJ4OAAs2WwtGgvUgZMIYyTx3Pfw0u3QYWy9962Ki/r5WElkUieVPJamS7g59P2FPL4NO/xMvaIo0eOFvPCgf+X+zOCzc0tYs4OLxOPAVeQ0HQFh5kZhWyJZW6hFMlimRysTpVX3Q2TgWlxuEwdFsfsYIDfe1dis6hTv9b3L0fWoNOzSKSWVLLIqNYUODmCAdyF/nbtZGqt/ytujuOb69/5yZ8EqcJEI+rTPHC5GBgjpqvyc4YqHvyecRXZ45x6vLvegeZNtaGufXcqUpmKhMvY4U/Pn7Vy7CRWNFPiyRpsRq6s0bNdaCTU4YE8U2olG9ZSMSCaGzJJ3r3cgQYRr1uA755OiJL16MG0JItlljJrNOy7BinLtnvgh1gzT6pZjFU1uNR7/cFYSka21WJSTa6mZ5S52111uPVzE+vyvPN3GGLA++cj0tkLFot/qJiKyRV5Nqtk/yjfTw/GVAwMbCsnp2JwXnrMkwfSasLKX5q/w5IcsjAOp+xbyft52eE8d5w9lPXQBXiBzabgUeaFMnxU6blp4GzGvx3cQGvT6ZhlwT2p8CaANgdSNrimwIHjFLDMLEBaWxWKF2ETytRAF0C1BsvkcDbrxutMaey0lNdnEyOrMNNsYUYDk9DkK/i9ZIPcFjOllX2dA8ahE4YaVyWsFTasS1BDcfWbA4BAK+6kSMme9ZZUGZo3PmtC2/x1PfYuYXG8Dq5zaCwYzRzXHY9gF2B46TF3nuUGXJbKgODMZH7HyOrLGvtSQUsAtPrWea4aNQxOY3oxfV4FdJ8+HEEXBzfRTVYPImQLZHhco8HkA2MJN1gaY2ozHC4LG0dDDITtVdatBgG6bkVtGqpDk4lFYGUsSyG8v7KA70voMcSAx+sepRCm2aMWgpW2shNm5jUG7ESEcEoe5zm0n309P1vQOXlOPAQXRYZ143Il1o4b3doyqoR/fv0CHyNXi64pcBCTfFMJT8Xg/LKDWwjxJeCfffwCfYh4vu7amJVoNr56aIdxTQbL4hr2kKsMxEGvfL+/DAPzcTq0uaYJh0IkVlubPQDgPHec/F2diBkD577HtEiAXIiDgUwoUaqKkgxRpLUCNa8H6M1F4KQ3E2K0mIxKaLAdmjEV4xh4rigjLNGqY1QAFNYYe553jL8VrO2UeJ/T6vkomKFtYpSTXVFKtM5lHQUinrPWliZjsf0Z3u9Xr1FllF6WcHOQa6tcGW619Qgl4C8OoWoyyNinhXg/+TAcMFw6YLbsqFEJL6FruFYO3lYpBWXJqsQOd04Y96Wtt223o8mW6H1J5WybJ6tmpTX1B68v4OrheenwadhhHjxr2ulrtbChDaNNgF8t70XF42/E5vvdevMVoI0OaivdFQGBp2LaYf1n+KyVUx/HPZ4uO9gLb2wsqCVBlFjKkLRFcjbyEA0cJdz5CcEkTG7179HAoLXCIO0J2bS1+qB0f1XW3bsFS3E4R164JqItRm0DebtaYZRKiKaglrUfcvNoZCiqraBQsO8Xprybgp2o7lqq+Ka/YyFCeQ0sUELF8TDh8+MVvziwX52WnpfMAPhHs38FAGfNKQDNzmOIfrWcyOCNwXAJX4XugFUOQBdDbyOKoTZG2goCGKj/bndCvAQUV9csFjxRg0tNtJU1jUrbREtlF3LKjLrX56LBUa4GTrytGqbNUatQJMlgmx4KqJX6Y7bonbSOAyE7gyUyGLE6ghX/O2tqe00RXZp13m4eIq2/axUEjuUKdIPYajsBIvgpwRTPC93AKkB0kxkrTbcS5LA0KIXNYvXARrHI4L3cGPn+tiDmxBIdr8C7ALdU3o13fNgPPQvaEQcUwaUGXtaryV9I8Fq2Y6FDspHA4I1KSAMh4dAveLsb0NuEs6g+l0p4GnaYTL8GogYIPuO0m2Cp4q6bmsdWZ9l+Qr0ckwQDMVqMiwdmw1WG7eG4qTAgcvUmJcMHjVLMN2KhKNTU4KGH4mbtwFDzwKuGW1vbLi0ZCRwNV7ljtqDIQel15u8aJwey/PmOKpxbq925cnvcbjBjxlTWg6TV+LUUg2nhpDQnaTdr5RSqI6ZtaLAGkhy4qbCAojoaOMPg7Qt1XFFKPRv3bu7LUmWsWbesiYD37GtW0YQ7jS9NA03XmTMF92HCS+j4ezt/WymXZPi6BHQ2MfbGxVat2wo9qj8oAIYQpHUOEnj+52xa668q9kjm41YhXFtb7fltN+aic7iiZIuU1kCgFAMrJrpFq7H6u2XfRlMI1XIQw4LUqWm39a5r+E/VoBpigGj8whK3S6OrTETBGhxVywbmp+OIhz1DNC5Lh+8rkC8C1s4EsA4nvry/4F95+B4PfoChiu9nNlBW8s4ieKbf+oJKDA2AJN4KqVDITakk+CeH56Vfk5EK8ZYt6H1q2nKKR7TEZJQt8F5tz859L+8tFSmFlAgW6tHtMHwvuDZNKPRxGeCwn/HLh6dmXq571k7OlKv4qQYn2MwqwqYEcOgo2mCFWoW9QmILnQ/5J/b48DsOpooDYCqM5cPGSOBiqMK7jJ3nXi5vJraVP4NlzZTWSdhWWnQQDJdpuy7iDw5PeOuv+DKc0ZmIuXgM4lqdYfC4HPBuvIOl2rx9NLLVVtJdN+Hr3XPzWAN4w3tJDEx+3vf40O1RZ0KxwN1xxB/dP8Kg4iRl/Y/zAU/TDtfF43FiDJEBbisNFqihIuwifu90xkMY4RTQbRIelwN+3X8BkraXti9Kx9YUf3R8xL959+fMlMo9puLxnHd4N93h+/6IwaxrvRqg+gqEgmM/4z5MAIBrF5C8A6JplSmAN/LOJ/HXWlq14ov+0sQId4aZdb2J6ExETwnn3OPjdMBw7VFG04QTYSrg2JNMF9vJz03Ub5BFN0fXBEsNMZbHisr8wbGZ8J2fcFD/OyrwlAVvAkzFC2bOtg3gJfZ4WnY4+hlT8ngyO8RiMJqCnAklWxhbpErAwQMRg7JTtC0z5YcG1CxqJrnyBma57WN3GcfDhH2IOPilBegKltQS92wcki3I0TCzpKii84aZY8BCZS19QhsTYwoWl1v7QqdUSgYpGSxBDLslK1brlXPq8X464rvLCefLjq1wKh8I1rI/4Zf7cwtuGdi7sjTH7PF9OOJFW+6vErdqgdxXdKcZb04D9j7iPoz4g/0T7tyEx3iAQcVcHL5x93h52aE4B1ROEE67CV/tLwCAN92Ag13QmYg7N+HeDbjkHrFafFyODb+l2MBtsnCj6SYV4Cp6SHqRXQMUQpWNlgBXUSObn5ZY+XDU14pwZ/Foma0Bz2vrcrNj0jlrhV1kqUrQKl+hMqOSkxOu/O0cC0IGkwVWEBgOoYGVJDIAV3eJVDfJypzhIK3zSRhrFsUKxknW3lHWm6cC4xj/6SljlP3xL/AGH/qEEhzMMeIX9894CCMuscNdGJtJ+ftPPSeBIhYKC/iQ8Pnxijfd0Jh1jgqb1oPwrTlheulQreHoX/ZuIm7h34UJn3fXtq6BTRICg3NiuAZRxWPYI1nPQaKv6HcLDt3STMRTztyCs4yHrEkSQxUPLlzuqNqWQ1sG/Oe67oN6VrHwaEIQMPpl6JEWrsxA2IAQDGz1lZmx/bWB65NbsGSHN92wtq2pIPaq+M5rtAJ41++BkZq9C1VJRPcLvjxe8PuHZwST8HE+4DoHPO16mHk9FEuo+Gw34F8+fIuv3DPu7ISn3b7N/VwNHvMBlxRgQkYlvyZ0BDifcSc6cV/5F3QmYigBz2mPYI64xg4fXEFyFa5POB4m/N7xjK93z7hzk/gPZuzNgmm/OprwPWecc4/HeMBbf73ZP0olZBhcU4dfhbf4v/19w4xRpZbIVAPc7yb84eFTsxUzqPw7FTynPT7ZfSsCnIdOTKnrWu0zEHcJed51nZOVADcD9W9ZAf1v7dLyu5FNxkmQpJvJwS+tCuSEcr8Ui0/zHvt+wdkduPRmpdqxGVjKHKyd+hn/6uFbfOWf8YVjiYRr6fCUDxhKQE8R93Zs1YtxowSr4HMAeNsN+L3uBZ+7C/ZmhqeEoXR4NEcAwNNuh/f+DYoHcl/wRw+P+Hunb9rBPpSAk5vwwR3xfjripd8jLbyob4MprmZ0XcRXuzO+7p7RmYSTnRpYGI6B99QeOgBfsPecNfzSf8SDHVCqwVPZ49t4j1QMjv2Mq2f/P9pQdm2X8aYf8aYbGJAfPdtSWKkWVgLZgl234BgYbH8vhABnMr4Oz43ufrITTnbEyUzozQKLipfS4x93fyDUWc6sNYOpu4yvdy/t/k9+wt4sMNhhFDmMF9cjFw60vcvoXWoKx2+6Afd+xJf+jJOd0JmIQAzc7UkBqoRYWcjznHeYqsMl9Pgz+gwPfsTZMi7IKthTqkokh15ncxMAvC4BMdgGntWrZPbTqwWAB294vmB/mPDF4Yr7bmwYIy8A00mID6kYTN5jzmz/MWshRCpgVKTqGqXMLVIYZFYl+uA469VKQZbKqHMZREyd34tgYhIxSAtqVQkizib1MrbgsJvx0DPFXNlFGix7Yv+sc+7xm+4B3/vC6ucFwibSqlpF2lV8fXfFL09cMVXw8MlON4fjNQW4kJEdz+nqK/Y+tnWvV2cS9nZGTxEzeeStPIKU+Vn4VCcaGjOytS1ErZosyySQlbYA6SYqFURjWuBfF4PaEc9fI2uoiAK6LuPK7QA4Brl7wQpp9VWDn5gtnE9YYoDtMpzP2Adm5SlbTTPszqaGCZyzZYq43OuWeKASHTETY/bANPlTx+uoFIOn0bPtiSswvuDoGHyfBPR+b0ec7IQMwlwYMPxNf4+h73A6Tvh799/gc3/Bd/GuebodwoL3Mt61rCrzx27Bm27Al/0Ff6f/yN+HCr5yzzinHku2+BiOqNa15wLDytsP/Ygvuwse/IC37oqjnXCQfXcqnvdee8Sz28FQwbv+Di++AyyLRt7vJtx1ExvbJ275Jy+kgMSGzy0XKoSaCcVYkGG8ZJM1AHc7mEVbYe1qP6QEhp2LLA6cLYZsQKYwFIdYJqUWQg1FPEQ5WDgKhnfuHN6GK+bi4IUVB6DJCRiq+H484beOhXyVqVfALdzgCg5+xslNHAQ7z1IKXplpBKqV15LjgKY3EW/tBf+Sfy+fZfBSO/w6foZvwht4nzGHiqoODKZi7xMe/Ii37oqv/DOz40vXEtbnfofQReRk0O8WvD0M+MP9J/x+94R7N6AnTrAPZsaeZkRY7hiBO0dPeY+TnfCV57PEU8JBrJWm4vExH2Go4J90v+RkVUmH2lonQucSHtyAr8MTLEq7VwCwQvQpHXctvu+OmDsu/ym7FYU4+TKEYjmeULYuY+gAMvSTAeg/pmbx8/Xz9fP18/Xz9fP18/Xz9fP1E6/faWUKgIjnZQSXmdINCMNgwZ2fWB8FKw1aRdqG6PEcKuoirTHDnlCGpMxMQO0K7rsJfyd8wMmOONCCqXpY1Nb2+cJxC+OjP+Aq5pPKIlABSgA4uBlHO+HecgkxSESeHf/sh+4I+ILiDGpX8HcPH/Gv7/9cKiEeJu9xtj2XeF2E8xlJveq2fXvHGbPa6Nw7Nj+9t1cEypiLB7kqAEG0FgG5NfOwVLgqQ8BUPXoTcXQz9j626gEyREOiwvmEt92Ak+M2X5DMqxhuF3EFBAL+XWnxO7tgbxe8cVfEamFRcLITHuwVD2aAp8yUbrFiMUa+t1YMbIXt040o5M5G7M3ClQrxCXM2A8LjUECjZvj683s7Y29m9CbCU0KQytRSLSwMhFTLVcWaYFHx4Ee8EfzAJ7tvz9yYipK5YupsQe8i3oQRc7G4dqHRd2/sDrLBAgGNElc8nM/44njFv3D3oZWvV6sbwiz4u6U4DDZzBh08cibEZFCj4CKwYukUN6HPnb+ztns2RtNuBXE2kVOhvquMxDUFfJr3GKPHZewQF7aooQawZVzgnRtbBWRvllY6t9zYxMlPMFKZqgLUbS0C8Dp80494GwZcxCj1nHrWnSrhRmjVuYwklJ1qK2so2dSMdZstRE5MsZeWfaqr8K+3GXAF1a+AM/ajk/fV1rW2SkXPSf3HasUqUVHFc7CC232pAk4y2c17K7atVvEkFECwkYq7NwVHYQQ7YnuTi1hvZMEDKi4ymNxwNZ2ss51lkUXVwtNqvbe5rclohZU6r9gvoiqCwwVD5/Hid6jEeCZjMx7cAG+YHXfvRrxxV9yZEVnkGL4JD9iFiKsveHsY8K/tv8EX9gWGfoF/PrDJhTOlWSCpyTCVimO34F7a7/d2wN7MCJTxe+4ZfxZe8Njtxf5IxrrtScDXuxd8Ec68d9kJd2ZsFe9z6WFzRRTx5dF77LsFL54lZ6wrOHiuoC/ZwhvPrNbMrLdFCAZ65WxQMtPva66Cx5EWb+WKRCszyJr3tjDOU/SWYLndNzvRiZMKB7ePeO4d3ILPPO+VJzshV4OLmxt0xFMWrS/gnHtcRAuxt2kd37ru28jEeDTLr1WMkDWF57+TkotgtrQWFytLzvTEohKRCqbs4KWib+1q86OGzZ1POFo+A3uKvLeSxclMmK3HvR/R+YToHYJ0le7ciHs34DN7AYuDZpzMiAczYpJnF6vDImdxtBYPdoAB/+zezAjImAzri33v73gcdOlJq7M69sS0VESKhyteOj9UmJtljBii4F2GkUo8GWnFarWyorWqAeLulwEbHVsLRPyk63caTFXDOAWrOBhaNWJ6EWU7+QmpWHwRzrBU8Cnu4UlVl2tbfBsYyXrRGmDkavCxHPGU9xhKh+/iHWK1uLdj25iC0KyBtTe/ZQsBHOhZVCzVtslRrMFDGEGutFL1Z/6Kk5nwlA845x2e0x7n1OM59hjTKpz2l7FZVGSSPQRjK3lqO+0Hr9scnNfStRbXS+lxLd2N8SMgbQlpaThXmupu89wrhh3mTWVwJ61BJsC4EE8ZHSUE+dVTxIMd8NZecKCEDOJyfD7iZembnID2oWEYf7A3DCS+pI7boibB5tvnUGrrXLTnUio1J/lSWX+MsQe8WSxk24LioM5hLh5ZDkHdwHgjKrfKyMrmqqtI3er3JENOLD/B4FM080zQepjuXMSDG/CH3UeUSnjOe3y/nAAyPJcUiIn18LtRqBfcTyXGEAHcdkBkM2aQxWI3vlrgw2yeneC+RKG6GNaWygHPC2vaWFMwp1uhWv7uAji1pQFl9d63l46jM6Xd91YDhlAbUFSZuIMwxgBgzq7R3w0qKyBns947ViC2vu7o5xusxVxcazepHEbz9jIVjUtNQCUGmd6Y0NaV+LJ6tmnpnwP8mjet+FfrjiqYgWhEZFUyuVqoBaT6vqqJ5sSbrVZCni1clxsWysrBpuKjrLnHB4G+XscFgASXReQCBGwt+lIoQA3KesySJEk7ugK1mAYhiMa2oMUQi3RmEB/0IsoaTOZEyQ4YcofHZd9Awm1sJEit4LaLOhvE6tCbC+7M1JIeAzFebs+J5z1V4M5xu9FTbsG2harCy71TaYFkIwxUdhKwIpehbhBOsImvn4k+d8VPMTgfDXOHCtSAhrPLyWCR9WJNgZc9OhDriaXIWNhGAijrfTkShfsNkcFTxt7OiMXByl7/nPb4lPZNKLiNrc5T3T/lFlI1eEnc7lyKuDO8Zk2DW4OX3DcIxMlMjYRyrQHnvGNRUQ3WDK8T2qx99dmb6nqGcQK/JmCrwKcwiKtFALAArTUY69rmm6rHIsKJnpJ4RUqyJP8/lA6X1N0UHhru1/B6nZLHU9xJQs06h1N17fN4DrEoeCMkgAMpVLohbtCGVJP3BZTZv/Fvcv1uK1Py5baGlSrItnWnb2a31eCNH/CSWG+ElJFh6pqp66STQV+Kw7fpHnPxTazzkjs8xx0AtErOOfVskirsgSJhuTLKRvIiWJcaZmqqQQByW9ATgEx4zjv86fIl/mT8fTzFHc6xx+O8x3npELO9yYxWB0u0zCMli3Pq8CEy40I3lI/xwK7gr8eyskXAWAJ+G99gEm+Lx3zEc9rjJbHOj7qY6+tJBELn4mBSh3PqcF0C8mKAxaxsJVcwR4ezXZXj5+IwO9cmLyywyEKbqsf7dIffxjf4zfIGn6YdA243z11xSXNxyDAYSwASgyFf0q7heZTxVomF9lI1oMyL8SziqwADzbVHrs8kigxAAWHI4WbIrqLEfc0drrFrukIxMkg1m4oluSYCGtv8WCn9/FkM9GYmFQegNRNStHiZe7yb73G0fIDEyorHq0I7a+jM2WGMHktizTUkxm0oBd8AMCPBXSR5SIQyOdZpc2IcPDBDqiRClaCkeEKqwCPt4e0bxt0kx5Ie0bF+UyHES2jSFdlWZF9wDQEvy64FfM5kjMbfZMHKsG009wZEQTsYKREexz1/ZmI6+BADrCkYom+aaKkYLJNnADDx4TUnhwt1OC8877KIGcZi2+GRCuPPlI06Ll6kR2T8IIGU7g88IaCnZlUYhAKPNXgS7A8RGNvY7pFuMFJUuRqnW5aJYGZd5oM85goiiyk7wYRaPE89B8OzRZos0BVcl4CRvNiwcKA7uYjRcTY9SVVqkQoLPwM28mYNL5ZeqZNtFYUKtjTyVoQyRVepZqDagrk4nCzvg6UaXAuPc6y2VadSYR2mSwz4Jr7FtXT4p9ev8NvrPawpjXG9PeBROYC/pg5j9oKzSyiW1833ywmX1Al+Uw+wde5ccoehBE6EQa3CfTUdnvIej/nARKIccI59e+YAUCxruE2yf7S1JeraMVpmzgI34qbY4KRunutG9DpFi2Wx62slCJ6SYz2ywa3VI1XFl3k0F4uhBAw5YCi8Fz3FPe7cxJV9qaD8+fgZ3o13GJOHoyIOEdTOiZazFWCKDh+nAxtCU8Y1sqgwsmZ8OtdZyudT3LOlmiSVPUXE6vCU93gXH/C4sIo8jKwHef2SLF7STpLuApsLYnU45x5DCXiJPZZkJdhkTcXHyPIW+hyN4Ief8h5FSn2LYFkvuUeupgXagTKm4vFSdhhKwId4wrvpXu5JovZXQeV5Dvg4H9YEVT5PyQvaFbjmwGz7ZG6TpLxd4/JRBTCDFFJmrNInP+H6nQPQWRuCN9Mf04ZIsml6Gdz3y2l9A5lULROWCaZ/Ria8zD1+NX3exDovsVtbBtJKs1Rxjmtmq+2bQtQ261RtmxwagPGDiu0wRyWYRKiR8OvhDSwK/tn5C3ya93yAzAFLdG0B8xjIAiaZHJk37pxYvftxYdFPBPbner8c+aBQEUIwSK6I2vtL7PFuecBgu3ZwXyWLvC6+6Z5QWQ+AnEksThwuscMwe2C27JDuC//8bDFOvkkM5Mq05tGzMjW35vgLncsO19LhL+bP8H5hwP157FGWdZPnB8yZzCV3KJUp2nN2mEvES+o4yBChx+ZllgBnHIrlVtvH+YCrDW3D1kxYn8kswdTWjw5AO4jn7HDNAS+ibD5NHnl0QCIUqlgsb8Rj9qvAplQAivwOsBZMSQxerYYp9SVafLzsYegzxGLx4Dnr/7TssWQ+BFXMNYqo4DJzq61txiL3YWdq0hu55026WkKFRfSrHZO2uFm+3aAuvGHMtuLR7VEBLItDkaAvJ8uBc35FFa/c5gS4gqQAcK70bjUC+LDeBlOtSqzZfmTZgzHygZ+LwSgimVF0wJTJW2dOkqrlltE1Bg6E59DEb9VrjQUZbZuTk3jnzbMDLSyNAKDpdG2TlXYLAj6uVpir+nO6SSfJYLXimFZCgN4rMivU2+U2mUvJtDH0tjSBWCqssRWvvn0WjRzckjxHbzOCcxiTx85FLH5uukRRfCOtqYDYyIzRsTbRYkGR2j3WwkGQzwWTiKJCmMCVCO+XUwP0R3GHYPsWTihfEotR0kJ4uu7wf11/gaOd8auXz/DhfIB3Irz6SnyTxN7qcWYGlbJ9B9fhYz7i/XLEeel4Hyw6X9C0Aq+pw5ADMgxXE6g2hvBz2reK5JgDPi073lcj76E1cXC5OA481dliSQ7LLDpc2zNxW5Uo6/M1iUCR1141bCeDRMiRfTcBIG0q6OrNSZtWfFtTRTTQ0g5XEe6cRVz45PdIsr4KCL+6vMWHy6FJSXiX12CdqMk7UAGmMeDJ9ZiSa2z0eXGrpp/sBQRqAY5LBZfcteQzS8Xq2/kOH6YDM3rleVJmLa45OjxFrn7pnsrPgPfGx3nPgfxisDiPl6nHh/6AOTs82X1zDFk7AbV1WsbsccmdVOpLC6CH3LXz62nZ4d1w14LErcCmPqth6vBhPCIV2z5Prc20uh4rO14syeKm1LQpxOgzI9krwjO3+liG6aeXp37nmCmNCCrQcCgq3ugST9SDXVqfGQD+9Pq5aNts32f9Y1uYiTBEjz8f3nKWkm2Tsk9iS/DoOEAaE4vebdt7TNZZRcZiYWp9IeIIXT5U5fQhxqcUiTcREL4bThhmtkFYFlbHJVP/0kye02BaVdOzx866loWpdtTNvQJNwE/1PwYKDYekB04p241rHT8itMpgrmbVC6EKI8Jm1VXUYm7K40lEIIGV5rpUh6l4fEgnfDff4eO8x/Oy42wu0apxI/dsTG2+YbGalkV4kjK9uf3M7aV0/US8II1UudSjTb2ngE27UL6nqdyeiMa0VkCbj5IFclWicruCChKM2AGxoWgpRsQHpeWWjCx26RNl3uw+yrOZeod7P4lBbW5K1n/ZRZvFXUVr0Wyzf9pMAIB9+PQ76D975X5jEwRKC3OS71xwI4BLBajNG5Nf34v/odq1bCvHlkT0cvPdWze3st7bNIbVPqSCsQ6VWMSWKozhccQmyNE31HlcwT5lsayK/dpi4v/beCwaiVI0EGpfbPMFW4up3kiA3FSvtv+u2b6un1dXEWmAFnhp5V0qsI7YVFX9GCkU0MWhema1FkkY3EZ4kL/G+llNfLYSiHKTwVDF51oIRg4ZboGs986SEXWzVxKeY4+3IWBv51Y9iMVhElzfzkZuH8uz+na6g6PCauoiyPkDyx6Zt82upVhcE3syNhylVJyrBvGbdhhuvxAQAAAgAElEQVTAWMijnRlfKMHdJHugVhiAVQGftLIv66MT9qqhwky7YhDzdh5sxrQdnnRj1AygCeW2cdQEVn63wtC8jj07J2iyuGFL8yTY/FGwiwC3zSwK2KKdcEkB57nDOLPeXxKh5O05sZ3OOv5ZtBmjig/rd5V7qVZt0bh9lqRKpuM4Ff8DA+Ibpwr5Z23zvb6y7IVI/LsKqxpSuyw5J4hQiOUOlAmYwZCHKL6NAG4KARdp8S/ZAq+XHW0eV2V7pUVMnB1lrtoW1wIqiwonuLC1GrFZI6+6W1SBInal8PgbXb/bYKqy2FouBDYllCBebrIJDPrcFuFbd8W8c/jN5aEBz3/Y89p8RCU8z7tWCp/F/4c3JTRQ65xcq340jIh8FyL2L1LAtU4CBdcBwDtz35zFTSI8z9zvVmV1VuG1nAFVsLCdaBFpK4JfXOVwKehcaoC5zkRMxQvY8VWpkQASF3PVo/KU27gc3Iy5WN4U9azfvIUxtUXwS3ZwTl5rgNJn/rzKWiPe5gb+dsQ4s96wvERPHBQ9piN+Pb3Bx3mPa+zY0kWFSm8CSK5IvHVXobdL9kkJF8tido/LHu/tsX1XZxkfEkwGDGvRKLBQD3v1teL7L837qUiwppouBYTOZCTDAOHsMoOQDVdFyLCI4s5FIUNw60APw0QVqCtokQcTgJM5KSrpKVlc5q7R3d+GgW0YMhseW1NapXQR+5ukVhbgOV4cgI6zo1a5kUBA9bB2x5llEZJFXixXISJXpqovTXRVW5S+T8jJcLuwK2jK7a6AfMGhW/BZN+DBD7jmDlkO122bDwA++hlkN8HUTXVKqmnRIFv2eNTv0DzdCrWy/zqnZS1JEOIsBxteVN1VNVmxc0WSMGcKsiuIoiu1NU7WOa0PS+URYCuMz21tbIkFDYuzSOVKQMV6nw14bkQSQUfBrNII3mV0NktQzu20KTkGX98lYDbAZLALK7EiyM97w2a6Jz/DpYJPdodcXoGgbRZMEGHuPfIs/mIiu3LfTWAxSK+5WkuWSmV5jOIM3jrGpS7iYQoAn9KBiUHEoO3neQdvM/ukZZ5P1m72pEJrG0qek6lrsqK4oCAYzR/duwl48AO+8s8A+GAdStfkGgCgA4+NJrK/PjxgDEwiMSHj5Cd82Z9Zr8kUPBtWbE+J5Q+2iWEDH6fKVUZRLq8AYIG0qyvJwHFAbExt1UFvCu52E+bZIc6W7XqU7IDVhzSY3PbmUgkvaYfeMTmoK4mrRZkdN0oR7zyZctVWrrxt1hcAWFeasLMKTDud/4UxgiweXHHnpwaAB9YqEQCWLXAzdi420dXWrgRDcTqTsLMLjpZxiwwlYVjFfTfCh4SZnEg2ZJzcjC/CuT3WvFnjDqsWoCbAxqztue2c4X2A130LmPXaTCEr60HtpfT3nWVdulVEOuFdd4ezKw1z3YD6RsZs0+5N+00C8v/VNp8eFqUYREh2VQxgCmxVB/iCo53xL3bfceto+YwjTSfefHLjagmgKtGa0S+JhT41s9VqQK4ElLUqkSshqucV3Wq4BJtx8jPu3ISjVMd6SniwzFh7L1WYvBg4qfwMc0An5r1qZ1Cl7A4ATc+mriXFtsm9uhR06cX+Q1f6TUBka9MRUlYdl2Q9usKtgODSqi+lk5B4EnY24eQnjNmj9wmXPjfPKhRiTR5iAcD7bsJDGJsmyt4s2BtmKg2FsQ5LcUiVMUFacWxtHylbVMmq9mZp96EZ8slO8IatfjqXADhRD2Y2X28jnCl4G4a2ALWq1VXCTL6xn9gwNTdxSEdrxaUzCbPhKmVTlZZDlyxbsdz5CW/9Vap+fD/D4lcwq+IZ2sMQYK0EkDkT5mRxWToc/Yw/6FlvaZD2pKPCXldUMDqPEoiDIWtaSlgJyLsKEwE78fdTnSRjuJoRo2u2Gfh/2XuTV9u2NU/oN8o55yp3cYp7Xnnfi8AUtaEigtgRm5rYsqWIDSG7goiSPTs2bKktJcGGvQRb/gfZSBDBTLIRiREZ8Z7v3epUu1jVLEdl4/vGmHOdG8S7j4h8IJ4Bh73POXutPdeco/iKXwHQxt9QVrtUYU+J2pKebXEgEkQgTFpuD8JQkOKTxEaNuNVk0pzB4mqBa3wwGyYtLCo3pdpAfxJX8JKYGXMAPgF3f/p9LJk/MRZDAVsbSZp0uWoTk4AM2WcxcaKCGfcBFAB6Emm+f4b0lmbngxlsT84HCdFLyJXn5M9Qe2FxmUmn7+lYgVXPNSc5OZAuYqfe4FFsAJFgbgekKKFVYLJDLBp3tXLYmwFbQ/tOpQI8Y6Y0J1xGBkhNHnQXFRlDm4AqAXY+XKwKcyszJ0tJoPUVjqrBz+0DblSHACKxdLHCh2lXiCfJk0tCqZQJsAF6uk7SFlWZTN7QIhbcZz7A/RIoXcqYtE/vdY8b1ZVW0DlSMrkMADLMwoiA+6bD+/qGpr0JqBWxz3pE3No5eepGZmyHeS9OQiAiIkkJKEHxQZ6fkogfZX/moRQrfBuHlZnI31ElOJkIGpGT5kWF1XDiWQkPIz12esB34x571cNJxlKyJ9/SYUGrOdAvI83XoeScYAqR0GnDCWEujQLQtFe+sieM0WCIBis1EiNXRJhEe+eD3vB+kPdqegvN83GjRuw1aRjuVQ8AJThb1RNGU0GpiLWd8KK64MfVM4slmwXoXFzNAyMDdmLAJVQF8wrpsUpTiUiyH2yxIyutdvG9e2GlLy4PFQewmRUPUOD4dX2L93ZPlVHBcyHQ+1KeIUqVM6wjxCRmuMAPHH9YzBR70LmgIJMApQX8QYBScdjrDrUkphgAPE5UqUiWxSsjQBRmUdRh83rPpf/sSi1EKmyfJfJjmbFHUDshSIlgJGWGesCdbrHnBT4lja3sy+vbYAmjwsC9DEz8lDVC3/DKYKmA0tLImbOiioiVvrjHB5DB7EZP38vmkqQNJEfgtXQMkifWxkoSU2RjJryTmL3KEv0+q8ma4409og9m3nRFgtp6SBUQvILRoSg4Z2FBzZtbLR0OYYVjaPB+3OF9v0XvqbXqw4wtogefL5y+uMS4OOmJei8mdMz6qKRHpedqUt40VpoyqTszyzIUlWQI6BjZJzCV/nlMomRKAXKBx4uFxVgYeZIrUypirSfsdceMGypbj2y+vGyJ5haK1BFCApFVk2MkY93REyZtxn94bJTCRo04+QZnXxWmp68l3CgRR8mZKRgfIIqAYLYhydYW99uWlNWdRttb+FEjDuRcL1XiypSEd6SCbRpXAivRBGKxSaqKWhuwrweW5+gKszQ/H7rPhJ1rlKMKEG92pTIBzBk+P+4sAptZf0IlrtaKsnMvWypLYopZBFK18lftr9zuo7a8QGcioOV8Akrw71xcGAeWKYFdGOgeKaSrypS1pHofvLxuCUrB5sYcnDGWBYKeS55PWa7hznaw0qP1FSrtsV6NOPQGrjdotuMnQZSHVR5rPeHGdLg1HXxUJBMhNVemQgm4sqr+ydaYLJ8InsR2b2yHKWr0TjPodq6e+aRwdDW0DGhjRQkiAtZyxE4O+CfxZ8X8PSVKQnOCmEcRO+VHmxOSvFdYFQpbOI9cLS5OCMt1BCIatNFiLScYJv1IRMiUSkBVC5LpUIjYmBHKBghJgsdSJN5XSAJFcZB8qSxGqUuCl7GPQTIDE0Byao72KaanKibAay6W/16ZCS/qC17UF8Ir9QZpVPNnyuxWntOVIPbkXrU4inUR6wQIg9R78718Wi4XVB58jzOjuFKeoSmiSFWQ+Ti9TtlIDElJ0gZGVOWMyAGrEVTRo84MFs8EsDpgrUZs1YA7dYEVobCnXdJwlcKuHnG0K1hL0ggvzLl0bk6xmQMq/iDEJqT3uYQaMYmSlLukofie94ISTiXjTCTJSS/fi8QJZZYWyfjZ3C5+ZU5YyxEDA+9vbA9T+YKHjEHNLEzH3YYI6gj4WYCYGFk/bPyesdfn8Xl8Hp/H5/F5fB6fx+exHH94aQQv4ZyCUoK1KuaMEKAMphYebazwG/8CCgk7zRUhlYrmxlUbNWdHicG2DNKkFge39eKcoS0zprCoHqWU4Pnnd3rAnb5ciYoZ4fHO3+Cr8Z5czpdihbm9y+8dM7A5ZB2TRXkbixIyV6eUIjxSlsU3gvAXWz1AqHT9OkmecXemxZ1uUUmHl/qMWk5cIicZiLUZub3G94wBqlYH7LJgn96QeGDlEZQimn1UkCqhsQ73TYefrA54bU/FJkeKWLS0Lr6ilqIMCJKwIUtNj0+rUimJQp11SWEUlJG7pNEFEmOMaX66WkbO2EfcmxavzekKA5CHSwpDJJYICVZyfz7p0qY6yKa0Tpdtnoz/yRWFRk1YyQnP0aD1Fp0zJHCZFp+JnwMAbr3F0tZNDPiePEkDZCBuLR1qkM2CZkzCparK/PSjRurVbP/DWXJpUXHrjrA5EeehKqD8unZIFWkZOUf3h5hlZDYcgoAbNLVyk5jnLsjOw5uID3KDtZ7wy+YBL/QZazlCioi1pPbAkAzTrPVV5THPr6t5vXj0RSxTgFponIGmRUuELniuTOWqVK7E1GquQsYk4BlzmYUZvy8698kQgLARUtP9y2bEKqt3iAUAnKvbQqVZuJM9y8hLk7CIYpIEMxCzwXBg7AsAbPWAF+aMZ7nGx2EDKSNW+x7OKYyDQXNLgr4RArV22OoRO93j3rTY6w4PblM+r1rsXVu2E5mCKtAEoRJEFaA0aQBpQdgaaQOioPaaYNFCHxVaX+EcawzJkHYeyyS8G3ZUmeI9tWxTn1THS3t8WYbkYaVHlYUlkbCWZFadFpWPzOLLrbFvhlvU0uGNecZO0ZxbyxEuaYQkizDxKdZwScNK8oPLz2yKCmdfIyTSytrqAbJOOE81TiBISQZJhygRFOGofBRIUuJKfCaB2LOGKo7GkMh0tv7JVdtaezTrEc5ouEFTpyJ/Liba5KrUvb6gZn87siazJCPhTbGCwvLsSJ+sjcX5knW0sl2V1Z+0c0GG27emxUt9IkmD6IrFSy2I0bcODd6amyJeW36VInu3W004tnt1gUQszLss63BT9Xhnt2gsYUzvWJNsJUdsY48h2rJnBMhS4Tag7sgsZioQQZ0OEm0d0WsLI0PpWs0TjyeQpM9NUJcJjZpKe2+v+lIhc4IWeKU81s04k8uCYh9TxQopktnmi9Y1xD8fbz4hhALwfwH4NqX0t4UQvwDw9wHcA/hHAP6TlNL0V70Hfzo2jgWkVMRcADBKxtswwt8Ij0uo8fVwi5jkrFBMn5HGX/I542Izwyc/lk0PM4A1LFp9AABWzZ0C3ZZaONzIDlJEdLHCkAye/KYA6OjNqSQoZbr6vQKLFge4tfGpsJpgrAMf4lsz4NZ0RcepFg6jbklterEBJUUKtbemwwt9ghWhTB4IKpkGMLMtV4x548rl+JWacK8uGCuDP9evCCgsI7Y37CHlyGDaMoA7ctsRQCnffpy2aAOpah9GMg4mGYXFZ11stiIKxEj6T7ksnxlFx9Dg4Fcs6UAg/tw2qJTFVo8wMuClPpHCPAPNFWIpPw+JWEoAuBWY8EKdy7P/ILdFGDFrHWVgqdBswM3z7BJqfJi2+NhvcOpreJcPbb7NOYjOrSmZECVKQBW8gtcBY1BF42yve8JPiIC96mFEwOvaYKUnMvcOEt2gIIIqDMNoGM+QMTlMCmiMw13TFXzgU7tC39vSPa6bCVpGwhD2RJFXdYC0jtq5HABm4c/KeOzrAVoGPPk1HRbSsbI9BTITaxEdXU3rZoH/y8tznmc5ehb8+DkYUCwKuwSK80GSWZ8Ss/J9NuYtHmZRFdmLImQpEk4mwrO8AqIo66oEvjqVFgnA4FUVyrOUAuWwnaLEejUiAWiDQHSC2q5gVWrLODAvINj4OAXamDNIufeE97lTLfaqx6Nb4/95vkMIEvf7dmb8MeB8x4EUHYBnnANp1XXOlLUAcHtHRNybFr5ReN9tca49oiemnKpI/uXsKlyGitp8QGlVZubrEDQe3Ba1cBgUUeaViNSmz68Rs3RN4ueaEr63vxYMi6DfvdJTMSvOEIS8Bpf4uiVO56vLLYwkTBQA3KgOa0l+jEMy5eshrPF22lP7PAssR4nTRAQgK0PReIMGbuuOoB4sU5Gvw0UJKSN6VPDjTBQqAaIkbJzkoLIyHnecWP6kesYxNLi4Cs9dA1haH37MxBtyqCAl+LbggtaSlOHpHFnj5GoWXuV2IxNGSuKfr2Vxv5UgtnGtHJFyQAmnWDpkcHK+lQPu1YUFVCesxVRwjzFJtKIqCuhl7ebfIwmHe68uRZR5SAptsghJohYOO9tjVU9YGVcgFwECFgE3skOQAzEyZYWQZHmeAIlLn0ODe3XBkEx5z0MgXayKAeVlfi23i7ykZSzwj40asZITtmrAS00tvixgffQrjEGjMr6QTYRLAJgopiRSpKRJCBSQOinQ//A23+9TmfrPAfzfAHb89/8OwH+fUvr7Qoj/GcB/BuB/+qveIHEVJv8lYzoAQAXFUgQK51DjO3dLCr16wK8uL0jEz8nZBDYs9EEWQPQlZilvjplJlAOeHO3OWReBTwWoUjUEXXA9UkSsxYSXusM/Hn+K926H9+MO7WTLNSRJD/ZTxWj6nODNY65UZVB4BrhlNgRhaoYCdM8Tz1iPEVXRykkgI9sX+oxX+oxaONwxvuzA2eYlkPJ6xt2U10ZRNpUAgUo63FctrPHoXIVzW8Naj9o6vFqd8Yv1I35WPWElRwyJdFOyEB1ADL+Noc3y7KqF6jAWUWxmyyQWsyPRzinO0+/oG1y8xWkiQb58MIUoKThQDi8qwhctq4USEQ4UOAUInANpo2TV5Kzcm5lpCjPzo+BzNDPFNAF8Y5J4cBt8GLe4jBWmSc9zaxHIZ3YagDmzzCn8Yi603lJ1DBFOKjo0BOHF3tRHbEMFKwNpKg0WMVc8WE8lj5xQKMYLxCTQaAcfJV5sWrTW4TJUGAeDvrewvMlXjYNYJXinKJFxEk5m8H2C1AktgHGtIbeJ5x4ZzLaiwprnqWMZjCEYAnLmZxznQ1EwQ+a6RLUIrESC0mmeI2WdzOtSy4C1mbDRI7ZmwEYRGSSLHDqmeWfF6N4byq5NRIpyrqJkllKu6pkAawMq4/iQTIzJiiVAmAJhQQCgnSwGExAt63dl9g//iVoiIpLOUBBFgsIJhVYQpV8xEPulveBu3eHr9g5PpzVe7C/YmBFbM2KtpmLw+0KfcK8veO/2OPsKg9MzDjQSpfxcEXC3kXSQSRmh64BsdN1wJa82Hr2JpGMG2meyKKSPCidfYzC0PtpY4aPf0j3lZEgoOrizgnSe+zGRrpp0ooCCRaA1ZmXAThOBoRjeMuvXB5LmkH6xf/PefZoq1h+qC1Y274EvRYshKTjelwMk2wkB/WQQo8CFRV5XesJFV0Xp/Yv6hEY5tN4WokHWEaxUwFEkHCeFNIkyd0UUiBmHJijpyGvPRVUqzfdVh2F/xHGscVYV2sDzZDGsCLMVGW/4l1Cj9VURXs1n1lWCAVxrm/FXKYltnEkKmSH8Tu/ZKJ0SdKXY6kuOcMlhhRFbPk8cJJ44aMnz/gqALqjYkLFr+XUrViu3MqBLFW5Mj001wSgS2e5iVRwoav7ZnRoxoSvdhGz/QthesgRbgSQxzrHBDboir/Bh3PD+wntHJp7x/ag0dSzyXNtKCqRuVIensMEhrFnAusbF09mUCWmT1/BeIubENS5U0BMQ6wjVZQDcDxs/KJgSQvwEwL8P4L8F8F8IIQSAfxfAf8Q/8r8C+G/wO4IpAoWm6yizVIuoZN+xPskjC2bu9IBb2+Pr0y0twLyBLw/rxWRLURRNKSmAkdsAMUqikSdBDMLy2VL5KhcLZpl9tcniYyDx0FpSllx0TnjB5YN/tqhYBFCLawQwk5jyZQgKxjZqLGXSLLFfSwdjPEaR5hfyRCL7BbJ1oTYMtbraWOHZrXCaqjmQyocdaAP6MG3xE/sEK9i13njIdYLRAc6TcnDWCsn6JFkLBIFE9s6e2ChDIIXrvOF/qhM1PzPOvDiQungLLQKesEYbSLSzcxbOkct7PoS7yeBZr/Bk12hr2jS3qi8Vk7w4AfDCJkuDWjjciLYwlZYswlo5GGWZOcOUZ/Y9I3FAg9PEKr9Lfagy50QJDvL8Efw1etowgiZ9s87bMrcyiH/Hru+1pINmrUds7AhjPQarS3CWJgk5kNxBlkTIoGUARe25HS2GycAaj+2mh2amy+g0zpcGflQl45I2kD6Rma05lKYNv3UW3w43qKXDVvUIEDjFGgoJbbToIrUmUpCf8iK+VylOi/skchXBkXioUKlU35Yj26VYSYHUjSGbkQ1bjeR5WIVrf7L3alvWUkldRSosTaljqcbFKKF0oIxa+bL2Q5RYGWqVH/oGMQHWBsSgEHSioIkrXVIlpCogKUmsMA6uEwO2ZZA4sPp0VsJvtMPtvkU7WDwcN/j59hl70xc2a4YVKCR0kTTmciIYo0SSCb3TpQqTmXNIAm5UUCagNgR4fxpXuPQVJdaLdpwUERLE2uyDxRhNaa/kBGR5uGcfv9ySJeIOSoK0VDI3MqJRjgPDC7ZqgEJEZN9NF9QM2v9ElylEWboS59CgFm5RmVJ4Chv8anqFX/cv8XbY4zA0aAeLaTTEaJtMkQuYoi4+dxuuVGev1wyE91GVf2u7Ck7TtZEkQiS5k3G2ptnZEa/rM37ePGKjBvzj089wcRWOY81diE+6IQnog8Vj2KCOc3ttSAYPboODa7iqzD8fRUkCwnJdLNt9ghKpmm3XMmPtaBqa14vzUApqrxoRSfkcAVZETEliSIoqQ5G6AUVINQctIpHodCRx5XzPjrHCu7BHG0mVfoy6BKdnV+EYGryMpnjrGU5qKwQoOZX59RgrPLp7dKy+XwuHtaDKWSstJqdQCaq+lU5AwvXZD9pLb0yPO03tzBWTKHZixLu0Rxcpljj7GqexRjdaeCYRkegyO0cEQbIigX5RXBOgP+gEofXfuDff/wDgvwKQ5cjvARxSSll4/xsAP/7LXiiE+DsA/g4AqLsbWpDcios8gSIHQC6SCvjBrVBJj9+0d4T4Z/NhBMxqs8sbnEekth3hFuYDcJroY0rJzD5FAor5Gug6KbMKrHrdB8u0/6pE0f/w8i/gq/4WD8OGKLdMmaZgPmHyqgQCceHVdCVcydedPjlHMjMhZ3KkKm4L/gnA1eHtoyyBEyQgE7UiD3GFZ7+mjXwy3zvgRCIV6odxg3ZV4V5dcGM6OK9waWtUtcOqmlAZj5f1Bbe6w61u8ezXePJrHFxzhd+QgqjgLga0E8n2k9/a945a+txJFNuYIRiM3L45uRpDMHPZO1cKWQ29cwZHV+Mc80ESEYTkagW1NQ0oGLIIBV8xREPsEz6Es7cXMHsPFi2kRGKBrbdk++LYhiBTqhdzZflMrhici58NXmFkqY6sZTZGTQcgUBhPfTDFviZGAeElVCsRqgTdM7MkoVQ+EmfYb5ojHZxyhW4ipedzu0IKApLxM2Q3IyFNhDahHMym8tQ21LM5UtGvEREfpi26YPHKnrCVRNPP7YnRa2px/WVJ21WyI+bYM9J9lJrafMkJzOKJ83QpIqvcjs3eWuqTibyUSPBREQ7KBtog866Wy/Uit1BobzY6oNb+SuMpDykSjn0NrehnjklgUgpB6quqZPASqdeQPSmv+13ghI32Ah8UHscVnpoNfmIfAYAsdrzC6/2ZrHYCJSyvqjP2XI1WfPh1gUQLl1CEGAEfSHLjya+pjabIRD2r2w9Ol1aOEFQJTjkZEBE+zRZafSDLLQB48ArPbkWmypmhyffDcyKaeG3LK0bydRVSsxxAtuA6hDVOscFhbOCLvVQiZmTGA/LvmaLC0TdYyQmn2MCEWRIhe7lR+ycQk24wiL0GZEJvLN33nCizzV2uRuc2cdZ8Coq8KyvlC2ZIOAE5CvZcBJJJswo/t9MrSUbrlQx4ihqD0+iGCt4pcnwIfCh7iYNr8MHtsFED0f4B8mx1NTlQeI3RzQrtCWADZvW91lYePkjqBqgRe9WjE5aCwpzcg+EUSbApuEbL1XklSZOvixXOscEl1Di5Gt4t5rYgWYjRaTy4DU5VjW0cilGxBFVaL6HG80ROHzEJVMrj6BucTINVHOfugKD120WNiX33BoaJHEODQ1hxAhExJNqr19yuUyJdU/CBuW0PcPUsFMPmnaTiwilVePKzrdrZVeicwdDb6wAqlE2nWHmJSKzlXG39G8VMCSH+NoAPKaV/JIT4d37wO/NIKf09AH8PAOqf/DQts9FPQY0AVYWOrsYX9QkbM+Lr8w0+thu0g51bCCycFwVrTQnW1kvskcVlcc9iaNkjLnEQlbPQqyrSYuZmde5zaLCSIw5pBSMC3tgDCcpxyVgkILJirhTAxG7kwZEfVi4dpgXWBiKRLUh2teesWYhUNo0prHAM61IREqCFnWJiEGxiIDctinNscJYjQpJ48hs8+TX5EUVJmBsuj+aKpfcSh4kWehbrW1cT2av0Fn1roXTEcVdjrDUu7MfUB4OLo2yFWgVElc8bDgDe/EUxNE0GSGn2ScvBwxQ1vxcFy4epwWWqWMQS83NJVFWcvMJxbPB2uoEz5wJozHiEvNkqZIsCqth99Dscw6oAp3Nv38pZjJTmIv3S0WtcfMW+cvqqKiWWz3BJFVeRwLoyQsiFT14UcE6jc4YPfVZUF6ynJQNXCOi+nkfalGUvYA+0TpIC3C5xEiLhHOAsCdL+xeklRq9xHipq/TYT0EzlmnOQSMKeEtPFkqhnZFu6/NHy4VgFdLsBd3WLLxoS1/t2vMWGtcBcotaQyzpE2dWeZQio1cUaTADhx1IWxKT7EhNJSRQdMgFETWshKdazAgXpmtsjORAGV16zQnYmE0gRMQwGcVRzJp+r4AIQmgJJaz0sV/byZ9A6Y0iIYn4aayiRcFOTIfpJVCSKaBKSm0vLyX1WcpsAACAASURBVAmoi0T1KBEt4HccsEmUwLx1Fd5NO+x1VzR6Ts8rjJPGi12LyGrNXbR4wdn/EC1VA31drK5oLQBgMPrgyeqjkp6CI8Y4VfUEqz0+Dhs89SuaSzohikjYqYQSSPkkMQSNk6eog8QUDdqJWriQhCEspsJlTfK1qIRYzdV5EVAwaBIJEZTsPfs1VbSnan6dpdcVmx4WJZ2CxtnVRejSCg8jiJzy0W/xwe3wzXCD990O3WRmBfIkEAIl5KMATmMNFxT2lcWt7a682yJEkUnxjL8ryvVOQI5kJyMC0H8Ryzp3kaprXw93+FNf4c8Or8hLcTIko/GpdVaiBPHjtEWnLG51Rw4Z0w6P4xpn9tQLHKDOGliU7ECgiMLmdmgCyrMDgJUcWUKH8JRZzoGek8ApNvgQNjjHBgECA+On2ljhHGry2fOGnqnJxt10rvkocQlkWr+TA06xxjt/g2NoijvHxVXkkQig0xYHt8LRNqjFREmuUCzLMK/jIRp87e7x1t3g2a1wsCtYERibGTAkgzbaErwlk6NMEG7RA0KwVlQSJaBSIuIU69KhyAn0yEm784ocI4q5MebBZyrNY4HqQUE6kKGyFMXD83eNH1KZ+rcB/AdCiH8PFO/vAPyPAG6EEJqrUz8B8O3vfKd0XVnKbu3AzLDLRqq/ae9JwbXp8JvnWwythfRgFXQUp3sp5s0mcfk9+38FTwwpoSIp3iYUkb/Ih8xcmSIMSWBV9NZXGJIu+kffTbf4p5cf4eO4If+wyCw9xaBU5MyCD9Ncygau2ptJgyaGTvP/8eef9ZvWeO92xUbBBwnIRH18fo2Lkpghgao1d4r0l967PZ6mNQ5jg2li64qEudUXgTBpnMYaz46CxIMjU1qlIl7encj3zGms9YQuWHw33OD9sMXoNVpni51DO1mkRAKV06QRPNUPMhh2yXhbBkgxyWL1MwZdTGtPQ0VaXTGrjFMwGiMFa60jBowC2TPcakClVNp9APgwJrbhYyB9MlJUtmgZ60CinqygzpXRbLEDEAZn9LooEy8PEgAz84fnTAaxJ1ZhFzKxV5+Ek+rKZy6Lw/pEbYYp0j09jxXOXY3Ya+go4FekwCw9FmzMWJhF+6qHFhG/Pd9iGA0FSgmQNVWkmprah9Ok4M4VxMSaSYbUzqVKkIpYbaVCzBv7N+cbtK7Cy+aCO9tyRu45mGrgOXAGs0MRF2sys1eB+RAWizaIo6qtMJHWJQO4wWspiwVKpKI7tmRtZiXmvFHSgajQ1A7BsUxk1lbKBxSo5TpNFJzUANaWsB45iLbSYwgGlfJ4teqLGXUZgq1oEmhugw47t0+M+1nOE6pW9t7g7OtSnfhifcZHs8V4qPHOaXz5iyfc2ZZbQBNuGJx8CGucXY2JDdLzHpUSm5Q7akNnzzckYmoGr1AZbv86DdcvKtOCfi4D0DOk4uxrxnYRSNtwlSbpVIDJMQnyoeRnKGUCdETSvMYjbeSahXSzLp9LCg+OCDu54pWB3SIBKeTVlEplqg90z/IzH6IpGNB34w6nqSF8VVcBoyp7rB81BkGVmyzESrYmElYF1pWj1pNLBDN4HlY4jxXcpIvLQLRisTfT+tYyYl8N+HF9wE/rJ3w73uK5bTCOBqE1M3QlB778+ikoXLzlyrNFoyhpPDsyl8+BWBYBTgmIYd5noJmUEcn/UwTao7ILRbZLKR6kOZjis+0SahzUCgdOzDOulBLuDZ7cGsepQfKSrpnPhxSoENH6CufQ4KBWmJKCFYQn7YLFV/0dPrYb9L0FRIJWAWdf4dmtUTM8RUm+vqQxJQUHauFmVuDJN3jiPbqVFWqGYezUgHNsrtw/UkpzJQm4chExwhei2Ee/w2PY4O20x8GvcHQ1LlNFPpXLahSv6SuQPxdG/GoOYH+f8TuDqZTS3wXwdwGAK1P/ZUrpPxZC/G8A/kMQo+8/BfC//87fljPGgi+5xizlIZHwvtvgUaywMRNW1uECandlO4cZ3Ezf04FDPYOyAeUAbdBkmZHn/FW2B/79+StlYuTxQyXJSWi8Nkf8hXoFADiPVfEYo5MCXOVQcwmxzOu/pEy4qHAs6bBDpI30GBoc3KqwBt2kr0rpiASgG6KBFDWOfoVaeDawrKgdNlVUkeMWUW5xUFYt0Y4WfSBmRmk3dRX63mK1GlEbj1fVGS/MGSs1YYwKD3FDbB+usBgVCGdiiQU3CBAtf1miztWPSJtCVuuOXNkyKlBAxZIK2a9sSRUGPzPP2SGA4vWkEK8qTBOAtfTlYPqn3Y/RBjK0dkmikUShrZh1dNYVjGHwLmfixOhUszIxMIND83Xl58Gil1ImwHo6sPO8CAJxUhiMYUX6UBS+fZSwkkT72smgHy3GzkAMsiziHEglBlBnOn+lAtZ6wgt7KYrzHbfw3KThR43zYCAtt0m2Y6nAeE/Bqq0cB4L07FxQiIzJWtsJPkm877fovMF91RXszNlXBcSZrZ2SSBB5AeV5VjL0uSKagoCoQmk9ieKTN09tKz32pkclPV6YM2quThTLJ7YnyfT0D2KHo6vJlNupYuq7tBcQOsJaj91qwNpOWJupBLc1K5UDgE8Kr5sznscVTmONjR2xrSbEKDFqgygUBYvZfDV/LoVSlVhW2zNjmMgVFbQMuL+9oFtZjAMxlu50i19UH/BKnTElhSEZwnr4qlgN0fyf10EC0HmLW9vj5Kg1b6yHm8jcV4qE2jrU25FgB1O2gsHViIkcAxrlMAaNt/0O574q/y9KRYfmu+DgIieeZUvir4rlPiQTBZ79Gu/HLa310mrkDDofYLxXmIJ3otbmGGl/26gBRKxPqCTJqBgZCYOX7UEWwab3Cpe+gtFzlWyKFEwBBA/widb3cazRDhZhUBRE8PPL3ydDCUe+V/SVsGa71YDnIBGNQholYaw4cxCJZHYSt6AV4xufpjU6b4t5OkCJXBZWzfc2FhkfMZMoeBgdcGN6/MQ+YSsHHENTWOqftqE7xjjmatJBkv1OnmM9G2kXY285FwBCoKrpwJWs79wNulCVJEYKYh/7ib3+DGFMD3bFzLqmyAmFJOGg8Og3eO/3+DDt0AeLs69wCTW2coASA1oGsCtuJa71eB3wxMVnlCAgPivnG+ERQIzBJeloCppY5kuzazHP2bKXc9cHEkV1PRn8Xm2+v45o538NAqP/BQhD9b/8Nd7r8/g8Po/P4/P4PD6Pz+P/k+P3Eu1MKf0DAP+Av/81gH/z9/ptOcrm7Cq3F8QinQuRevkbO+Hb5z2e0ppAslm4UmAhKcB9VE4KksSi4kVtC2kDgp+zlxglAhZtB+RqFF+imPWiQpJMB9f4arzHVg940xwhkdBPBq2sKCvllqMSqQjjkTgi/4JSfsUCQzV/nqUp6BgNHtwWJ19dgehL5rAYRBOnkv+gdfm35WtKLxhAyiG+QDE8/ThtIUXEq/WFsCRsBzM6jadpjZgEvu5vcRgbEs/jKtAUFJxXBZyaTXUFQCKYcf58peXiqQ1r2Ecpga5jbSZ0zpDdRMrtIdYD4WpMfi4uKjg5Y01yvzw/L8OU/mx98sqe8OC2AGqMrsYYDRpF2iT3VYchGFyGCkpG7OoBjXY4DA25sec5cpWB50oqfa4sa6FVRNSA1gFDb+HzrS4GqbH4AS5HBhhnodPyhPN8ZpCuNNTiy3R+Kz3+/PwKXx1vcOkqVJXHthnx8kULKz06TxU8FxXOY4V2tLgcGmCg+eGFnYX+VCIslUxQa0+Gx01X2E5nX8FKDx8poy+vCXMZKjGCNilRnrkQqVQvRG4NeVqTQlJLPCtDJrZaWmmHW00yAa/NAXYBPqb5rRES4USM8Hitj3hjj3jb7vARG3hpkBasO4gEbQNq67CvBjIJFgQuXzdToVZTG4SYnI/jGj/aHPHT5hlvhz2AG7S9RZSM5xOYySWBK1Nqrl5mAdCQBKaosZITVYynBoPTeLFpsbsfcGM6vNBnfKGP+LG64GNo8DHsMEZT7vMsJppbbAS9v7gKWzOiVq6svfVqxKqaiBE9VAietJRgZmNpLSMQF5p7oOrUWo/4cvOEp36FobdFOy8L3AoV57Uo6e9J5iogtUeyEC2AUtUfgpm3o/JMUHwT835es/9mFqIkAgLth09+jWe/wsO4weOwxnmoiNKeBFWEEsl7GMPEDm51TkGhMWyHU84YxbgzMzN1S8ekLO8iJWNMQGVISiVA4u20x588v8HzeUWAepkgKsZWcas6AaVMUe6vmqAZI5nFXQEUFu1S5FiyPUxCzI2P3KVFrX2xiblRLVZyjymyBl4+ZxjvFhLtgY6rfEMy5bmMUc/i1iqSRFFWgxCkUyVFLGfQnWrhosazX6H1FS6OIRleQihmyy8YmRkflTFvALCWE35kDjAi4Ovhji4VqXj4Za3EljUdN2pkj9hcmY1IYDxqAnaWKnRfmifUIuAp1Pg6UAsTIOamZlN7MrSne5OtsOaq+QwJWHaAogKEUn+jmKm/2ZHPEj48kqBFm/WEAKJ7v16d4XYK7w5bEiP09P+Jg6qEzLpIc2CU13Zi8G1k09I6EPiM8TdSYm4FJlHKu1nwMyVRNrMAUSbSP3z8IzwPDeERnJoXj0xXwRn44ChRn5p76qXtJ1AAslmobeljlA/DEtzlg5x/jQ8EXCawPF3rGA0feNQepHMuXS3IgntY4ApOriGRQRnxi90TdoZUaX9aP2OIhtl0trAdjQpYVSMGRRo4o9MkpbDAw5X7AMwtgQVAMssojF6jUmTK+smr+bWpiPMpZjzm4ZIioGJoyrPayoEF2yx+M7yAS8TMdJHYU7000JJwV5I1sm5XPVyU2JoRVnkc0MzPUywXc74olEAqmwlb7Yn4ECWqmhhWGRhMcgYUUJUqtUiFkZYPTKFmt/qs6J8EYTC0ilhXE2rtcV+3+OPVByiR8PVpT/PlQjiSU1dj24zYViNcUDiPFsfzCmEg7KDcT7DWw+hQ2o4ZJzgwILZlc9jbuseN7WlDEhFRyLK5iiXgNQdUOgfvM80bAkXxXJhITFsvoasAbQN80nQo83owMhTV6J0cynoISRLYFhEQsuDkrAhYyRH3TYdTXyNFiQA1P6/cAgHJidzYDq+rM97YIyrpMEaDF/qEyG3jfzZ8gX/t5mv8zD5CiYinaU0yK5n4smAXZRziMklcztvAYpJhJfGFPeE7u8dX4y0ek8DGjvhl8xF/ZD/AImBgAduQyCGgyBOI3Dr8fruh9RZWBmybEU/HNWIUqK3Dje1xamocAYyDYdbcDCdYDkYn4mHcYGCMmOBnkbFH831cBHdifs/crvO8h7moAekxRo0p6BKQyexxmA3r2dFCRFFwTUbMAZlLCk9+jQjC7N3YngRbg0I3WERD7bDkZMGTScmOAMaj1p5kKmQqThdFQX8p4ZIDKQ7skiDtQrCp+NpOeF2f8bPqCZV0eLvZ491hS+fXqNiAPPKZhrI/5DFFhTYQ6y4nzsULknXRhGJsa9F/W/zBdSs9e7cewhqXUOM81QTpWDzaGGkeEUNulvoxIuCcCCc3sbRBJgvl606LhhUVFBTOscZWEau3UyP6HCSn+bNGZHgMYY1r6YAAbl9bliqoS8sWAMak4ZLGIazw0ZOo8r26lCRZZBJJug44IYCNnnCjWpYSmYW2paDAVyIVopHWEZOORSMuO57k901l4tNQo4D8gZIIefzBjY4JoJorM+kKY5CQ6fYJnbf40fqISnl89XSLoSPhRMEBWAaISS8I4Z83NnBFSkUoHeFH3iA4oImRwHXeS5qAvK5zVum8KiD4S6igREQXKrw2R/zx9iN+I+/x7WlHdNIFPTxLKqQMQM8t9CTmyDYLgwG06DgqjpGCt3fjDs9uhbOvcXFVYUKFUV2D76LAMBk8uTUa5Yg9k2RhrExREXh6AbgTWTDUCY7sBSYGLipBG9Bju8JpqPBy3eK27nBvSKn5i/oMKRIursJDt8bk+Z6CApzauqJP1Y8GyekZuwLaCLKFSXTE5iPsAGGvMmspM4dSEqySDVZNl+VwclFBIsGLSJgxJIzCMINolsRYyxE/rp7xT84/w/PUUJC5UM3WMpSfLS7sijbfjJeiahHLXCzYkMvgKnG1MHBmFhPZuWQwvgDhOAQom5KCvvpIVb7B6WJtUNifOSnQgDkLTC9SAbnXmnTOVnLCa3vCL26e8NzMFOXDZYUPH3f4wHNeqYi6dqi2HWrji3DhvhoKsxAgLEjrLXpnSqD9PDRwUWFve1jOqqdI1cjEAowz5oDWtvSs5hwEAMnEEA7oAwVRwRPjVWqKsgtGwVOC4BIJIhAYe1XsRLLoYbYWuVEtAMLBPPUrdJeK6OlcZQMnXnUz4eW6xb+y+w4vzAUrtilxSbGReYJCwEe/xV71+GX1AUM0+PX4Cm/7HZ67Bm7UMxYyB1RJlGcUaoHoBQTb3AiR4KVE7w3eDjvs1z3+5d1bfOi2eGpX+O60g3lNgWAtAh5jw/YulioHQReZkZCNofP6F3MyNASNm7qHVQHngYC2J1fDqIAXmxZDrXHqahKD9aKA6n2kZzlFhRvbI0LgcVjj1NXEkgvMRPUk0ZCYcRcY4J2CWODT6NlfpgpP0xqwgAoRB7fC2VWEtwskGAsveN/k/SjQ3j16jZWe0AeqHMdE8hC3hhJZB173cU5QUkU4Lic0VVJ4D/deoQ0SwQqsrUNWl8vrM4E0DV1gPTuuMmZWIrG7QMEU4wn7YAq7eq1HvLk94aldoZUVwqDnqhbvs+BENa+3kAQexzVaxyzrzIhNAmGS5bkmmShRz90UQfNNsEjqFIhMkyVfvh7ucJoqYhPmMyKRmXnrKxwViVYGSBz9isgHjHvqeL1Hz2uZr184KjRMTIAaosGHaYdHt6Z/48T0Ssg1CvTO4DjVWKupJL1Z/T7b8HTB4u24R+uJDXj0DRNNSE4jQuK304uCG0xOzkFirgZ7ATlxlyJpnKPFY1zjnbtBgCyYqxzcxQVus5xJOTjLX7NDCesxRptQPQr881JA/2uPlPcE/iZloB0/x6zwu1IeH7s1zrrC1o642XR439p505ZzMCU8rlH3icLY4BVR1XVEbDWrICfSgIr0/8nLwijMzvVLN/rMpjv6Br8d7uja9IS7VY+2r+BiVTbXyJkRwFl79kCLQJ4NWSl5IeICBDpERqfJq0kYPAwbUnzPr3SS2At5wQY6sM+ugosKlfRF4iCD1rO+kMhaPouNC/w2VKpVVJ2pOnKo9wYP3Qpvz1scdg3p7ox1yWwcy0x0Y0PtvTBvDCKD/3kzngd//kDKyZ23GLyBCwrbaoIWEWcuGxNNGMXeIUmJGEl6wAeJzhtA0+LUcX7wOZPpoi3aObV0eGnJTuboampV5s1YEGtsrSecZF3+7RIqal+yPUhxFi+6OoviKkiew0cJP8mio1MyXp6LxSJiOU0THbyjM6xNRoF4fkYiUjBV2g78PmOgtu634y3+j4dfFEblphqxtwNery44TjVOQwWjYrFkGL3G42mNaTBIXuKtnluOQtKeIVWC0gE3mx77irLQKSocpwaV8gWwPE0acPPcFnkTCvP6JAd7uv4ISXIITiIkalmCA+bkZ3V+BGq/PPk1V2kka73Z4rUoBYluZrbYnbrgZ/oJ/+r9t+gmg9N5BSaJUYKU3eUVudU/uA1c2sOIgBfmggCJQ1iRz2So8MYe8fV0jz/vX+HdsMNDt6YqSKa+5+eanRg8EQWI5ScRFVUQQpBImp7707jGr8RLvKmP+NdffI2H7QZfnW/xdrrBvbrgC31AFyt8Pd3jwW/RB4ORD/vg+TBYijoKov9bGdB7g+NYkyPCpoULCu8vW5zaGprbzzPblCrBwJz8TVHjYVxjrSe8bC742K7RxxrCExs6cCWIKnCiVIASCz0Cc6LWO4PnqSmsubMnfR8jFScYkh0g8nzJ+zgldoM3qLXDicH6APDgtmh9hYNr8LHf4GNLz8ONBJzWTLLIWa1k8d2YBIPxF1WgROLQKRH5YJq4zcfru/gFgvdqQSy1mASexhV+pV7icVzjt8+3pL8VJLXeAYSJq6GR9IoSKNjN1mRW0vt0zsAxjMKzhyaxf2d5hKDjVWAk+D1FEJi8wsE1eG9oDvfBoBstgeDz3ATtn20g0cqDW0HLgIuktZS9GadASTf8vF+Lhe2Zj3OV6Y09AgDejnuyIuo3mLhQAUEBiY8SQzA4+YqqQ0likAaKSSN5zUmR8O1wg8eBYCRH36ALln31OmzUUHxWS0CZ722c117rLQ5hVUDuARLfTre4ePrMZ25HLiVuCk+GiQsps+5zQM3yJtIBuku8mf2w8YcNprJEQP47QJkpUqnC5MqUDwrfndbUklChYJFEAmFvPOmCLAMEgBeOIHRQcIoNQCPSoJBELLiezHAj/Fa6EiBMSVzZw/y4esa34y3+zw8/RztaxCipMsXXc8W4EYCQkQ5gxxYFIpWgS+TgiidIkjTxPWdNN2ZEpy2eh6Zcy5XAmCDaZvRE79UyIvNvSPPpEwXyrBp/pVpM/+UiidFlq4W1mfDT9QE+kaKtlrGwT7KeSIzESqutw+Q1gkzwjjbY6OYNJYuV0iNmnalA15MZgd4rjEGh1kTzLRTwrEX2yTNZfi4jQ2HzGRmKmXFWyn5wW/xp+wUAoA/Uqhy5dZt1wrSMuLEd3qxOeB5XpPnEQd6nisbgx3Y1eXkxThNlxlmOo/g/ybhgP6XlxymGm5HfI7IKb6bYJ0U9+wJzE4m9EjPNO+HDaUP4liDwJNeQKqFuJmoHGmo7tqPF6dwgdhrCSZqLOiE5VSQX8ryKEgha4gBKJm7rHo2eMSzZ0zKvm0JPjoICiiiKHs58n2guRKcgdETqNIKJkHWAVIkCn/yCCAyBkoqjJNuikCRqScasWGhNddHiGWu8k3usJNmxrKzDMc8/8HrkA8gFOoSMIJbQrSGD8A9uB4mED26LjRrx1XiHPzu/xoHX3+A0rXUniwI67Rf8vWZsRcT3Ku0xCSi2qvm22+N5anBre/yLm3f4ckVtxENYkUK1oDXQBWLZ5usvpuFpEcQn4DxURUZidBqHS4PKemzqETdNTybbIwkV5oNjmeBkkpIE6Tsdx4Yr2rpU1TODNvBrkwBXieMcPGN+7qMnuYVaeTTKlcS0aFVdHYZUxcyVgMSV8hoOSpA0TW4F5fW+tUNpjR85mHK9AYJAyBVSkRCUhDV0bvhAuLHZaUPMGoRBFa2qwuDjNbHUbFqbCTs7lC6ADxJ9O/seSmbSFtxNpKp6TKK0JQHAKl8EjwEWfr1imXG7bDHX5mCKgs8Qad8nHCjgElXE5/MBJbAf2X6HfFUTVlwxenarUjGT+Wxa/BFxPtMy9KQLDTZqxJvqiLVqCAu3bFnyHpcrUFd4XwDPfo0u2KKantvLY9TFDeKJhaHJ/Jjfo2CZuCDgRelGeTbnrkODAImd7KFsxFGt2D9WovP26uzIz2nWmxJzoMaJXRJA1IBfi+/hlP+q8YfFTOUHzX8KQzYvbG43jUFjVw84dxXaU03Cc5Mq7NPizecx+/KBJwEAREkBTRSIo4IwTKMNolCLywaTtU/43/JN95EwFC4qOKHxL62+w/m2xlftLd6dtoheQOYAJVDwF9mbKX0S5RfZBV4UGcCaxSwTtx5PruZ7sADcBlmqShldT8qsFJRYKdFYavvkErRRgXBGaQ6eStbFAV82+220Q+ssjn2Nd26Lt9UONw0doivdYV2RR9phanAaaxy6hmn9kdpGGkBFm+wwGbhJI4yqVMQAUK+fN4UUuLrBGjrDZMgglSnIIfAGw221pc5ODihkEXZMxefOSH/V4ttWPZSI+JPzj9iEWcEHavNdporeSwZcRIVaeewsaQu1ky1YpyLR8EmbZZZGIPFOuj7CPkgV4b1Cigz+FTOeLr9DTGKuCuXNlQOU/HyybaFv8s/R+libkRzadYu/9fID3ndb9JMhy5hB43KwaBOLwmasngBEFVDf9aiMR8V4kmwknauOoydQqg9kJ/TObbGpR6yMK1jCIhfBc5/mOUpmL4NALMkD/1ye75BAFYFJInYkk0CfXZT1OwbN4FiJSng4zAKdAG3uhrWnVpIkDo6hwZ8cf4TH8xqx1xATWa9AA1AJ22bEl9tH/PHqAwAUu5YP0648j/z+f3Z+jY/dGkayT2OUdLiFnBihJGNRJ8CizG2ELP3BWB7Q4VcrB58UHvoNvj7d4uN2gy/Xj3izOuBGdYQXSbuyB4JfF6MswXapikqab1oFdI50sd7sTnjo1jicG/SDwU9fHHC76uHrEe1oyS6lMwBXD8RiTkoRsbcDrLJ41+4w9LYE9THS8548tzhVKsKkZe8UWRQYnBzpIioZPznEUknm8vyZq7Bxse9a44t8SRa7PPqmtP96a9BVHlET5T2CkmalY9kzhtFA61DA6CmJgpu6OlhzmzkvQzYW96vEOFqJCEGVO3tGIyfU2uFXzy9w7iqMl4pU2PNay4HZVUbBuCk/t/hKsuYFacAJFBJGUgLySlOJKmU5mAo8Xy+hwmEiO5jSueC5mTy1gEfeSDRXerN2W678xdJunYPcfL7kYUTAt+4WT9MKnafKlgvqCtuVNRqp2qngGGuV1+te9UTcChbvhg0ujrwJp0jXeGdbvLEHAMC30y2OvsEY52pwgakElOukAgRJpLShwlNYl5Zhoya0gWy8rkg/ufhR/mDxh6vkAgh1wvACQPjhYlN/eMyUX2wOy3YIuM0nI3pn8MX6hHgr8G3cw3WW2gqJS+rlDedMoixSLuVKkIVG6DUdzoaYETGwemreDPKmL6hCFDM2gIF0lfb4ZrzFo1vjzrZUgveaxMpycIRZdf3qIYHP3Xyg5M+aQADPjMPh39t7ApRfpqoII/qgeCGJa4VbDkrIjypcCRtmRsyn+I5lyUCy1lGlgK0dIUXCaahxvNR4OqwhZMLdvi2qxgLEjslKzOdLUyL+DJwEQKaqYdtZLwAAIABJREFUHPWXmGOJq+ENOiwCpNHrBSBTzIdwEotn8v35VLO1Qx5kFSHxzXQHIwLhX1YPeK92+Dhu8HBZUzuWQePaUjAxBA0LgYujFl8hJiTS5Friv8rNEPkbPvxYKFbpAGNCAc3TZ2R2Uv43rkoBKC3SMlkyDAm0XqKlX5MSyuYRksCD26BWHi+bFr6W8JsLUiKc0/HSwPWkM2VMwM2mw8ZOBNx1BqO7XvYZGJ99yPbVgJQEThMZ7QLEIipG3lxpXPy1jLSc52w+XgC+k4TcOCRFLb/kctsHZT8YPFVKe21Ka88lBQPPmlOBgej0S7On3fNujdZbfJ1uMDIkQKgIaSJu6h47PZAFhlvhaVpjCITR+Ul9wCk0WOsRX/W3aJ3F69WlBNffhBua3zkp4TmaW3sIAjEn6dwSTiIBklp97WRwUyvcWDLvPQ8VfvN8i6d+hV/+9CMZIYuIt+NNgRb4RXV52Y4QLLCqhCjimqepwstVi1/ePOKxXuOxXeH9aYsQJAxXZ4z1FHSMCi5ISIGSVE5RYwwaL6oWVgY8dw0uF10CghL452cIEDwj5oNnTpS8I9cAag+RmOrEGNQY5YxLKhV6nj+RWK05sO+DwQ17FmbV/YNb4f2wxdvzluxbuKWuuGOhdYA1NEe1ilSN9FRpW7b55u8Xc1YSs1Cw8jvAiTDvE50z+DhsoEUk94ag8HJ9gdUeXeVwbmvCtS5bUvnQ5vVVK4fLVKHjCr9z1NbPos8i41mVQLJxXhOC1kXebkKQpbJeSc/BGZ8P7EggAifoiZ5BSKKo7WeTeSNiqdItq4XlGMlVKxCx6Y/qj1jJPb7q73CKGhdHFU+hI5SKzP5LrKxvigm5V4R3vNUtNoqSwBuzw1f9LS5TxffU4tf9S9zbC17oC96YAyQSHsbNXP1M1/sMRIJnAhJZ0IzoYoVvplv0weDgmhKwAcROjJlpn4AQ8s39ZES6j9ILhCZ9////ivGHDaYKrkKwIjkzCRJbXnAwFRIBwF82F+Ae+BZ7uCM1s+bWBAGOJUDsJw5QqMUn5lZL45F6AouDpelTjsKWm4S4vnGkjp2wVQNWcsKvupf49fm++M9lGntSKIq3AoCwgQ6/kQOPklHyQcmJ/SdVUEhJVaK7ikC1Q54EMtJrWYIhzec3AML5rORUDpnyfnyfklpsXBzTCEXGvhlzsTYTbqsOP14fMNwYfOi2OPY1UhLoWVByqVZfW4doWEwUQPLySimcLiDNzyoBWSU5yYSVmYri+r4ZIEXCoa+pJZZpq0IUGmtulSlJ5eGNprbOK3OCQiyGmdmF/BwbfDve4m3cQ4GCzVq5KyYNKbdr2Drgznb4rt/hMlVEFxZAyjeLP0sJ/hesFyiev5ztFy80QcDvYq8hcJUdaT4ISwtCAdIwzsbRhFETECz17sFA8ixqOEWNj9MWf/b0sszzbTVhY0d8uX8C9sBpqmEZ79F7g0Pf4Hhu4EfNVke4/nwyQTUBVT3hdt3jrunwxowYgikMzuVcTSotKMO8lgTmwIL/nqsXxOCSiIOiFp/xVNXrCbwr4qJLwvPYJYVaOuxVX7zeIiQbV1sCOwPY6w5/VH/AZV/hMlk8RrKQkgtLlKdpjd/6OxxHat/d1y1e2gur4U9khjo1eN2c8ao+o/UVHrwtiUKxzuHPk4SAmvjwSaCNl+evkCgyAikJtM7iZXXB39q+x84M+OZyg86Rqvcp1JiShhEBH922eDRW2qNXhn43L6OyHiQFHSvj4KLEY79Cbwwa7fAjrlId2wZ9V6Hj1wqVIGykNSQSQhQwfMhPUeG7bg+fOMhXZC0iVEKlPbQ0BcwPoAhmJi1KSyspglYoDsjNIlpaiurm6ZL97yDm4qUUCRszopIBra+w1iODpallQw4C5CfpHbstxNxWn6t6ALCpRwpOnS7tvcykzpVumsck8UD7ZIJ0VH1UE5B0xKaaimTM+2GLp36FQ9dQC5HXxXo1okVFjPE4s1oV+1x6kAr7Xd2hdwYhCkgZEcAMPBORDEqrTmqSWclVkgyDQUIJWrpoUUmPnR3KekwyzQ4EggyRrfSopEKjJryyJ1xCXdh9taJgO2k6SRPPawCwmq59pSbGO3n8rHrErWnxYdrht+oO56FCnyoY64noon1xLyD1eVXIQV20cFEjgqpqOz2i0h5GBhLnBHDxVfEDNSKgUa4UEIiYw64QXHmzkhIshYhaOvzcfsRLfcIhrPDn/WtUXH2bosJgfNn3A3vnppTmCrvEnMwGAdUL2GeB3wcz9dcR7fw8Po/P4/P4PD6Pz+Pz+P/9+MNiplKOtj/pYQLcn6eo2MiI7047bKoJKzPhZtvjYTAMYOfqysKyBZi7awK4AhxqG+ABqk4FAJqrBDIhQcyVEAAQc+S/MSTmt5ITfmSe8fPqAY/jv4HBawJj50oYvw4gvExclONTIDuXLJyZP2/J8BbFDyGIKfi6OqOSZLESosQg9Nz6iXN1CDKVitJKTdiqHnciQIHAmx+MgzQBSHqupEjGfCgSkKy0hwiK2pYgjar7qsXtTYe4p1I9gUEtTlONwRu0k4VWAdt65PIx63J5NWOmnASmRZy+bOlKEJCafeEA4LbqSr+dMjaUnxUqwVrWFNKkNfPSnvHKnHCviI2Vx0qOuNcXfCkf8KX9iD/pf4p/1r7G2Vekd6MirPbsQ0Zt2c5bbM3AWKzE84c1dmJCMBJJMMAzpUK5F5J0oahSQIypLKqZW3dSAFqxaFzOivmeASginp7xBykIRMWvdVzhGuhntYxYmQmWwfY73ZPNidPwXpa2q60cVpVDxW253hkcz9T2gxeAThA2LKpTKG3LGKgd000GCSvsqwEbM9LvFBE+KlxEBWs9RhOBbB3E00vEufUHARJU5La8kAmi9oitQRwA1QRoE+CCAFrGCGoSvrXSY6NHbNQAhYSX+oQb1SFAoI0VJGJpAR79Cl8Pd6X61I0Wgf3OBLcfbmyPO9uiUh57Q2KZe92XVv5KTXia1lSdrQ84+RrfdnscxxrGBHinr3X7csXX02eWDogVyrzIYFwtIyrj4QKZt7+pj/i3bn6Fy7bGn7ZfLNiKFbZqQKczQDeiMQ6tshhlIgaaZLYlW/4EhiPc1j0uU4UP5w1V0usRf3zzgMu6wtOwwnNHHp0kF5NQa1/mYaU8bm2PRk14GDf45nKDcaL9JklSG9IiwrKwZK6KFc2tRQs/L28lI6wkAPpKT4TnNA6PMlLhZbFP53mT57fmisW9vcBFhZWayCDaAudQ46W94OQbfBw2eNduyaNwNAhCwRqPVTUV0WEXFGrtUTdDAdIXk2eREFTEBGrFBR0BL2Y2LUhyJwiqzG3NgJqZv9mk/Ng2rOEl0KxHmicAfBT4f9l7k1/bsjy/67PW2mvvfbp7bvPufV10FZFN2VUGq2TMAIEsGCEGMEBmhEwjeeYxFn+Bp55alhADBiAmjGACMjaGMmm7Mquyj8joXsTrb3Pa3a2GwW/tdc7NTFMxKHKAYktPLzLfvefss89qfuv7+zYYDVqQstI4QhLAzG3H+WTPdiiF6uAk6geXkJEUG2UrR2fTfIVMkUDL3jbSOFzQTMzApOppi8lhT0zfT20kbgVgWTR8UL7FR80m1FTqTNDXcsat5uBjlVD4kUxuleey2PB8OBVUK/F5z8o9p5MW73VaV73s1cmXbl70Obrrgd1gCLyNC173S1bDhM4XwntFuj/vlDfZsmTja27CXAQI2TsyZguVvD2oyNLsuCzWOULmib3lXXuNVZ4Xw2nuMPXeEGJ1MOQugjBggpKMyEjeXJObQzJM/i2twH/F9bstpjSHUFN9ZP4W73Niprbnejtlu6upJz1V4UVOzVF3LlkiZBn5WJSQWkUx4vuC4A1F6Rm8FrLfcSGnfr0YkgWwMDJgzwtR/LTR8q695j96+Cf8rHnCL9YP+SQ+YF9UQtbTybQxtf9EIZLaAeOiM242YfwfHBajo4228UlplozHjk32VDi0B5WW4qtM5L5HxQqrXOodl7LgFCc4dWjzjcZsSnNv07rrJ6zbCc/vTvjUnHM6aTmv91xUO06tbDCNF1+rzzfn2dDUpmKg0IFQKvbWsdHilePHSXnM1Uof5djduRksrbXMy479YEV2n56NSi2JMVi5NJ7TVOCO6eA+qlxQtbHkzs+o1cC7xR2LWUulB56157zp57wyc2lFJIVVVThJcm8O5N+y8EkUoVBKCeQeE0/EyPelTDLZ1FJ8FYUU0d5r6nLAHGXw2STL18T8vuOCFKKobPrUtnHGHBwYvBRUZgCCSLkLLSajEzNwVW74g8uXvGnmrPuK282UblPhViX7CFgpmkazRW09k1PZ3KrCZXL0aNhpk2nqxEoA9H4o2Q9C4KyrHRMz0CsJo60Kzya1Fo4DR2WQkVW7KsHyaDLnR9VSyPnWECsOG7GSBb0qHJUWcvllscnh3yJ/tpRKCvFT9uKOXhpeulP+dPuufKfWsdNyI6YIzOqe785f89jeZQNDgK2vWbmJBDh7Q2Ucp8WeLhT8cn3F9X4mhbDxdDqIWkwdUQOiHE6U42DulwpThfyoLTzzshcPt3bGJ/qSqe75Tv2Sx/aWGz9niAU3bsZUHwqHnat4OzqPp/cd/3vkp1gjraeycrwzlw3zzWbGm/WcB5Mt06KnmHomxcCqq1ntJrjh4LM2eqtNTM+jcs279Q2nZcMPhvfoWwska5l8D7LRF8XhEJQ5VGlN0akVXWl53ZmxuXgbjUB/G00FoDKO2sh8nOqepd1jlefUCNfsOWd0sWDrxTah0AGsQ+tA7woWdcdJsvMQC4KSYVTMJj7WeHgZjWql3RPw2uROtfBy5Xv1g6EZrORgVlverW9gBreLGT+4eZ/ndyfsbyfs3YRy1mMKjx8Vs5D8/1Rqt3n6YO61PItUgIVgsj1DVPq+aee4dKZ7M0poDg/slo2v8VEyRaWlPv6w/GVUpFKOuekSATxgk+Hn1HQsbMvEDvLd/hbrFquFzL3QDR+WAz9u3uFNv2DnSiGZJ0PUcXmvzcCskAJqVnSyTuuBE91wWaz5qHzNy3LJL9rHfNmcY43nJB1qNn7CudnytLjFW83n/QNu3fSAOIz7e95D5f1OzZ4nZkNA8cyd8nw4QyuhfgzRZKHS2EY+FkXkB6vUveetBzkUKg+xP3By/7zrd1pMhTGv99d5XeoQ5zJK1utyoNlVbPsJbeUO7rDH1ekR2iMfXv5NFp1ICAG/tbhElItHKorROyjCgfuixFxtfChaBU50w0u35IvugSRhEzir9szrjp2dySA8QpeAgwHYv+JSx4VWPNxziIq1q7hJ5m5FQtjUaOA2LkaR7OsBgsicmy1ttPiomeqeue3QJtxDCo4LztH6YWFbOXHpQDcUrNZTNrdTnldLzpc7ZmWfJdjimyKGlpveMgzFb6hWgtdCQk/FY/57vI1EnM9RBiqyG0pmthcX9PFH02cc3YrH+x2DVNsoXJ6tr+/5SnXa8sYtmOqep/aG71YvOTdbPiuu+HT1ANJnj6lgPbEtWgWebc/YJOfv8fuIMXEgjpRLI8lj5OlFFTNnww2GJirmk44ybcTjyag4XkT1gfw5Gvpl1YmJhCrSnyDKoihS074vWHc1ReISrNyEp5M7Ku14U8yZ2oH1tGbbVHS7kugUuohUdces7pmVgmp1XgjCRkVR3UFebGa256xOxXMos3qn9aK4HO+zGL+n9FxGNd/h4R0NiHHCB0VoC4rZQCgCoTfClwowPhqVisbR8E8TODU7LD5HTICo8XrxsKdWA98rX3Kx3HLnp5yX7/ND85R1W1Fbx/lEiu9Xw5LrYcbG1dkqY2lb5vWKJlgelmtqPfCDu/d5vZ1jdJRCyJsjYclhbKLBzSJMI+VKy4HFS2htTAe/cX6FqLlppzzbnPKmmfPFyTl/afaCR8UKrQIrP2HrK5ZFw3mxwxAoUzGVY4bSdzWGgc/KHh+EjLwsW/7w7AVfVmd8tVry+d25qPYQZDQkZeloKDpuKEWKC1n5CQ/1mvfra54vlsKtUxbGIiQVkKPaWeTlHDhzSlD+mNCuiemTJ5gY7Wrjj4wROVi1cA8QyMjPyk14UGxyWPmdn/J5e8Gz5ozn2yXNUNB0JUNfUCRbAlfJZ6vNwNx2hFpz10+4bSd5IzXjZwF8Msw97pIEm/4ttUtiVDRDwZ2eUJqTbJY7NT0fLt6K5YXXdLsS1xuMva/8GlWNtRk4L/e8bhdS5HlDn3ymlAJVSszSaAo78k/zfjbOj/S6mshZsWOqBVH0x3zVcX/1KruU2xQ43EbLxk1yrMw4Fg6mpYeJO46PhW4plecDe8NlsebT6oovugd8vLsSlG8UAiQka1Z0zE3HIlnU2BQH5aPmstjwpNjwYfmaH5bv83/E73BVrrO69k+b91iahvfLN9R6kDiZcV2Jh+VkPHxV2lOrgVIFFloxVdd8TOClW7LxdY7N6dN+M3jxFfNOPBizEfORMjkaGJbywMugUYWFb1hP/c7jZLSTOIlRXTc+pGwslybw753eEIJmvZ6IUuqoIhVCN4zxDipV5aM1wjjhq2pg3xbExsj7jWQ2dcgMOygvSA9XcRwUfWr2nJst/3z/If/b2++zSxDttq1SUXT02XSkKB1YJUTf/si9dYwKScTLqA8neJT87rSQSeeCyco+pRJJLhVfOa8tSItqM9QpBbyiT7b/Kz9h76y4+8bDMz6+RnLkZqiZmIHTcs/0ome9qHm1nbNvhdS968ts1Dm2TyvrxMdodGh2yZBvHJC/hkSNhqjZ6TqKoq8sPMtKPEVG8ne+xt9NiE/2RAFqJTYI22BZ+QkrJ6RiqzxPq1us8vyqveKn+yf3pNXjbY2eXo2z7J3lst5KgZNkx2PBHZKVQ3YH/rXnOEqr3WCy436M0PSWEGFiFYWV3aNIm8t4iQeNPNfKaLoxPyoRfU0vJEvdy7OIQbFqarpk77Aaaq7bmciLvRGUwQ7Mq45hIT5eEysn4oCYBb7ZzGlbK60F5PWzAklHynnPdlkyMQOPqxWX5Yatq8Q8Dw6O8Udoav5IOh2Ixp1xPOhGEqoRia2Mk6J0EvExaGm/54ciSOPoj9PGkl2oONV7Apo37iSRZ0V2LaRWMa19p7xhiEK0PanarJrqfMEvdw95081ZJ/NZazyXk20mOFfaMTUdr/sTbrsp03Lg0WzNVb3lT4cn/MY1rlmdKNpMC76WsRC9AktGdGrjOC/31MXAF+szXm/mrNuaF4sl/8mjH3Cut/xe9YZXwzJlSgrSOkrXY36GBzqEUuIJp4nctFN+eXfJ+4tbLqod4UQUnbfbKe2+lDXIxIzsd0eocGlcitQp+NnuMY23bIbqHhpeai90gEIWVzE/TGv3MZgRYqZIWOVzQWy0qBWPuwCCkB+hfE5l0cHcdFjteTUsc+bmyk0BaTnObE8Edk2F21mcEluCpnSsdc1WVeyGimXVZDEPHMjp49wfzUhDULhEQs/mmG7sdsh+tB8sL3cnovZNCQCFDtw1taz5lcf3JnmmHfaEcc0K6YB7VW9YD3WKuBEvwuB1Rv0opDsSjw6gcXzOMeZiZ4hyiJwbaVnrcR89nnMRWifro/i0aQwxzxufMwITb8bId3gMSFTaZVT48+FcUKDiNncFvtqesqHO632hRQx1npR7JlXMQyx47s54409yjNdYzK3clPert3xYvWIXKm7cnF90jzHENG64T+kZu1kodBofm2DZxcipdvyV8paP7C0/MXveuBO+1Be4dJgJ4Sj79dhy5LiIVFA0ElV3zzngG1y/WzVfFEhcpRMc9siFWcXcnuy94Z3pHfoi8it9Ia7GTmcPDiCx/BX43E4+VK9RDNGUjRS1w3UlqjPEMoDxgiTo+BubPlHl+5gX6XRF4CN7y+nix/x895DGWbaDFffXSM4K9EmiOhaF3qXwSDiowdRhcsRRPZCq7BF1OSv2hEqxHmoaJ9Eeow/Wr18+xXt0wXIXpug0eLeuEvls0AcE5fgFEgo2MQNvujl3vRQjYmLZMD3t2fQ1M9sxLcTbZesqdkPJpqswKnI23bGoOjmdJGflbVOJm7fTaYzG1PaQQSunigPcHiLMrTSoX+5O6IZCojPyICefEEfriWOl18bX7H1Jn7xUHAZD5F17zUx3/GT/lJ9tH6V++ZFaNGiGhOrdtDNC1EyKgboc2HVldsvNfiTjqS2pa2Jq7433FpUgckUxiOP00ViWXLGQDDddMrSTf3QpqmAIhsIExvDkPI5N8ptSokoLUUlgcVUxLXq+fH1+KPiicISqiUT7VMm0czVY4XfsSmJryGaqIbUzcgsY+gg3esavVGQ3K3l3csu86KhSzloXbNqI7i8+YzbdPSw2kFSzCHplA5Ri2jl4hamkde/7Q1EW1cFvSFq5PRs/yUXcaPwHkk82qoS+ak/51f4BIWretjOu97Ok4vL4QrNLrfO6ENTirGzSJhTZuJp3qlv2vuJZc8akGPj+8jXv19e0weLj0+zGP9oBjHNqrA8y4p7Gezwasy5qJqbn/WmHC5qPu0u2TcUzf8rNg3mOxbHK8UX/gNf9CTtf0YdC5u9o0xHIwqJRnXZStuxcyVc3p6z2E06njRjvLu6oC8drM5dw607mJEVI/DzZ5EvtOSlaaj3wRbjg2e6U15u5FNtHhdK9fD6fQpPHomhcUkhrJ4dDj0tzrjJHu9I4XkKUKKZUV7kgUUJWe67sOoffLkzDA7vhoV3xtLrj7XTOV+0pTW/p92lMEw4JDUHTd7J2zsuOadHntc0FncJGFC7E+yrDsSBJB11A+JqpZT/O07tmwrapCEEMQ+Og0RMne5M/uJijD8aULmru3JSJ7pkWPXdMZL6bSOwV+NEXLRLHInr0SYtpHqVJonXAqJgjZbog6sBR7TaayaJExbZxNcEojA1Y5XK+3ob6cLgbw5l/DdwAQYcXuuVHzfs5ZWOcd+OBIXNEiQmJlzgXowJ9si0AuPNTXg8nrNyEPsXZjJ9joVs+LG7Y24Jn7pxrN88dh6gPa+IIYOTY27SAPXdLPo+Gp8UdCz1kVHNpGhZFm7/DMHajftuV5nRMvrW+4i+eM6WUOgX+IfCH8pb8F8AvgP8e+AD4HPibMcbb/9cXGrlNCYaMohkHxOjQJaJj6yx3/YSzcs9fuvB8Yh7w+u3JgVtBQnZURCefk5gWc3lYIn10g6GwHjV1sLVi5mfkieUe/rhQBNkUR1RionuuUgDqSz/l3WLP37r6p/xZ+y4/2rzLD/1TVqrORRLIqc0lUm44yq3KUOVojpYXoQPMOPqrXA8zdq5iSMTw3pl82LnnPaKlcpeNO9BHg0ltj5OizSaY+foNVEUg+XnR8dX2lNu9SKlt6ZhUPUZHOd2VO06KliEa3nZzPo0X9N5IAaASv6wQrovRgfW+po/2YJWQUUOVN96xzTB4cUw+KaV3v2pSYKc/LEi/flnl8wRcu5ou2AxnayJv3ZyFaeQENRuYml4yD/spg5dCRhmP8yZHRTzfniAZXDpLZ8X8Tx/S4I+/R8TWY0RjopaYosZVlPXAYtoxr7oc4Fwn5+TDNDhM0JE/NoZw4yWDKyb3c7eQMRr8YXcbguGsbKjqISNNamvQrabXFZ2B9USKFwLQa1lkbRDTTB2JffK5CfkjoQqRnQM83y5ZdRMuJ1tOrXByulCw86XEVwz6YIHA6LI/broccuxS4RaDQpce3xpoDX7QqPJoMzv6fTlYDFwUW9pQ8tIt2YeSt8M8G2wui4azYsf71Vtuqjk/2z1mc2QnUpcDtXWcVC1L27C0DRMzUGmRUq/dhJtessoWRcvXzSm9N/zB8gW/V71hE2pe9Sds24roR9QinZJNzMWf9jCcHNmApA1qFNSsugkv9JKHlSBd+6WkG2zbilfDCW0sWJqGC7PNnmmNt2x6iVfKhXVQxJBQCyXGsyCbSVF4dpua/bqmqBzVE8ekGJjXHcPM0KuxkB793YRnMx5OlmbPX1+seFiu+Z/bv8w2TnK16KJkVUanUSaIDQLkWJi8gY+FJSq7XA+JVzMEMbHNXnPH3kFHY9BFzdZVPC09H5VisLoLFbXqU4tumzd0pSK69AQlFI3xuy4SQXvvSrZ9xaqrhTtUuHtz0MVRvGFylqp8nnsgGkpF5rZnUbZcVDv6WcGbds5n1+f0rsSsDH5QqGlab/3B82nM5iu1Zz3U3MQpbWoxhygH71h5+W6SN18IoKfxYCSaD/rkdQLkIH09THnenMg4CWRz5HG9GrNMO1Xk2KSAzmiZ5Owd9qlciCH7qeT4FbTR8k55zc+ap1wPM7pQsBomrJpaOK4IohwQPujeC19p9P2rVc+jYsXT4pYPyjc86y/4srvgTk94aNfsQ8W/bD7IXaBTvYcCvuwvjr4I8n+PZ1wXDLtQcaH3LHTDr/orPukeZcSqC5aVm+ToHOeSYerR+Lu3L0aEK1eK8Ke7CP+fmHb+feB/iTH+x0qpEpgC/zXwv8YY/55S6u8Cfxf4r/68F4rm/okGyLwAcXaVavez9TnLquW82nM+2bOaTOhMmaMbRv+kQERHlcGDHN9hIDSGwSuKyuMmXhRmqQQ/oFJHBVXmv8jpqlYSvvj5cMnnA+kEKZyVuhy4swHldPYUyT5DY3vPpNfOK288QqXun2a1ksn3tptz001ZJ+NOF3R+nUO4rnzOkUdkledEt7TRsgsltR5kA9eBoGP2xMrP2x8UZY/rldjy95adr2mvJ3R+KuRiFbluZ1jtMzm0TxySV5t5Cj09OomnYjI6fVhkj6+0QI8na5CMMUjxMCMX58icVFqgQf6oyNyI+eI+lHSpJz6EQyr6dT/ndpjyhX3AO+UNj+0dU93z2iz41e0FgzPZZ0cpzbJqmdqer+5OjxCpo7fXkWijhOceFcWCSh6ep0on076xrKPCeS3u8WVHobxk+CVU6riNMgQpml3KOcyt0tRNGf92g8EsG+wKAAAgAElEQVRX4nZfqMDEDPzhwxc83y653U/YW2l7qD7FIvSKaAQR0tMeayUCKKR76zubcgdTm0FHbCX5bt9bvmbnKm66Ka+aBXtnqY3Lhnw5ZzAhUtkJSUVCkRb0sYUd5e84yJiwyw7XGynmep1N8sZnOfo+ja2Eme6Y6Y63w0Lik5Rk7G18jVaBc7Pjib2lWgys3JTbyZS3/TzHA81tl4O1R3Ri70oaZym158lsxYtWWjjvzW54aNd82V3w0/VjVn0tobOkNcsoVIj3kgSCEa5N5rUktZvWgk66qHnVLNgOFXUxcF7teTpdcZvQ4L2veDss2Npawl6NZFWOQdvaREI6hSp9WN9c8peyOjCvJfVgu6vxTvPZzXmei2P+G8XByOtYhNMGy42b86S85Z3yhgfTHW/LBb4Tn67cClKjkk9adn70GlOI0iqtMOPYHsd5SIemOM7/e+uBIPsqHDhckp+44KpYY5XjpVvK8/EVjS/5an/Ky91CuhX7Iq8VPqjsNr8oOh5UO+7shC82Z6LcTQHe4xhzydk9Z/ONt6ajKPsQdeu+K6kLx7Toebe+ZWka9rMS+A6fxgsaP5GYJqfkcKDjPSQlRMUsobtf7U/Z9BW9M3RdkcLcI9SeHHGiEmfqqHjIh/7kgA5iVtsFcRCXHMijAiz9CUetMOHGzVj5SUaWmnEuj69/RGAf0SarHG2wPCpWnM72bMKEOz/lp/sn/JJLOcgZoUiEqNgHEa0QyowaeRSl8jyxt3xgbnlk1lwWG/ah5EGxplSeOz/ls+6SX4ZHLIsGrYIIdY4r24ggRSP+gZI9L1oWuud75StmuueNW7AJdW5proaadijkoB655+5+jMaNRZsEtkOxlwPMN73+3GJKKbUE/h3gPwOIMfZAr5T6D4G/kX7svwX+EX9OMTWetscBktsaR5fRgUkx8HYrxnM3kymLqqMuB1oboDeH1zh+CEdSXVGVRLqgCFuLi4mADgdUCjLnRRYKDjBqggQ1gUdmR4nnn+y/xz+6+31u+wm33ZS2t2AjMfEHjD5I+H0hbtjBHZRK+FTtj1/kuBDpCFYk1DPTMys69q5khVgBAGyKo2d0NOkLFVgkw7OFbrDRce3meUCXlWMooqgSjsaPTrJdjbQW353c0vuCsvCs9zXNroJeTrH7wbLvxByxTJLsSTlgjafvi1wIj0VUnpDm19qogYOaUIl6bOTH7YeSuhiorEMbT7A6/+64ORWJe1GrAWMibbBoJbl8ISqGhPueFA0eza/2D/i8ueDc7rIq0prAkMZYWUhUT+cLLuody2nDJjkrq6SeIoqpn7Q34j3kIV9KxpAyAWOHvNn1zqCUpUgtvgJ/xKFQ9xb235gno/legZC7U+3Sd0UqOCM7X0pYc+EoC0ecKXrrBQFA7mE27aiso0hGuONJvOusODYffV+xiIRCNvELu+P9+obtpOJVdyJtMg5FoGRlRqKTex+DXfOcAlTpxSLEpZDjpHKtJz22dAx9IUVVa3IhNT7OiRlYmIY2lOwSEjE1HaU+yPobb1m7c55xntvj+1AyREOZRApNCs/eD6WEnWbkC04nDQ+nax5XKz7ZXfJkuuLDyRu+7s744e07vN3O7it/kyVGDIfIibGgFiTx8LNKi+JOZPUdrS9408yy0eaHi2ven95kbsmX3QVfd6ec2X2ek6MaVOmAigY1otBpPpxP9rntHqPibNowTW1qgLYpcftC6A3p3ilitjkAUdAtTUNA8ZP9U2nl+oLCOnwpxVSphYtXVD4rWI0J+NKL0GR8DukgOx7upqanMo7KeCojpo7BivN9/qJB0Bjk4DYxA4/LlShw+wu0CrwdFty6KY23rIYJjZMCIIIccHqIpSgbd4MUybuh4qLeMSt6Hs/WGQ2KUeXW4zhH5D+kMo46SkLHqFJVYqy7bitu7IzXdsHG1HShoE4H6mFR4HtzKFSTo/mIqou60fFufUOlHR/HK1pX0BZW7EqCEnVwEVAFeU8Mx3Y64153tIhXeuC96oabesYzcyotwrRWjHyrkcpRJQXfqdlnscOQnNGNDrI3Dve5JFpLZNeJaTk1e37aPU0WJTtmuqOdWH44fYfVenrvWRoOaLNPa3IXLM+HM9Zhwkx3nJodHpWzF8/Nlg/L14Ra87U749P+kq2vRaWdDpMZMVPxXkFliHg0b/yMmer5bvmaj+wbvvZL7rzsWzfFNCcGxIy+CeCS96gE0IRCoYeIL5Oizxj4huCU/vN/hN8D3gD/jVLqT5RS/1ApNQMexhhfpJ95CTz8Zm/57fXt9e317fXt9e317fXt9f+f65u0+Qrgj4C/E2P8Z0qpv4+09PIVY4xK/ZYjNqCU+tvA3wYolme/4YUhPyNoklGRynhOy0bMxFYzbvuCbppus4j3unKMyrbxPkxMEmB5zcm0Z+807AqilWBVdWQvIIx+8v83IiZ1ISfdEab8w3JgoX/M7TCjC4ZVP5FTuoqMsSfFUYZdMenoBkuzK7NJZhx7c2OrbzzJFgFdyCl0YVselysxGQvCS8ot89EoL/X2tRE1jiAzmjZaZkrMO33UtM4e4GIFGKnq5Xc9dSFhkK+6kwwHn5QdJ2VHfyIZW+8u7riqtgSEEL8dKt40M+rCyYlvYUURk9Riq70Y2QUvMniB4uQexsgdEsoUo8LYgavpJvMbYlQYE8VE74g/M3p/TYueNgpZccwi1ESKFHYMcFWueWJveVOd8LPdEz7bXdAnDsfYirUjGTEqdr2gFvMkNd8GTUjQrjZB2gBj2+p4sEFGNbUVZU5EU016ykLUjqPH1OgzMyqchmByy89qT4O9T+pOKGtIvXtKUQp6r9m3Jd204Lab8ovXV0L4TzEWSkeMDZjCU5YSaByiYt1WtE3JsC1RvUYNCjPyf6TzSjAwOMWbYs7PJw/5vdk1V+WGuem4dVPWrmbnhKejdZAxTWqBqYjSh1ZJNKALeWHlJT9Nm0DfWvbrGls7bOkorKelPCj6VGRiRX5+qsVH6vnwbkacxssqz1nyIVq5Ca+6E/709imdL+4TkZ0RArGKTO1AZRyzREB/UAlHaesrrqot35m+oguWn60f8WozFx+2wtMeURJkDh5DvDKepaXKoU2gBP2c2Z6HkzV9KGjdBaum5vpuzs1uyrund/zl6XOe2ltK5fikfcjtMBUUlUMge0bOIbfZtIo8nqxwleHn7oq3qzm7tmQ+6ZhVPY9ma25nU95uZ2w3NbFP5qppiVZKLAJmpued8ppaD3zWXfHz3SNWbZ3REZX4mKNNg06nezUi+eMaJmTTPNZHC4GZ6TPpvyg8vjD44j7ZWSW6Q5XWsqXZ80H5lms/59WwFD8kI35xW1+zmdV82ZzxMx5x45W0mYrApByY2V4EOb7gq+2pKFyLIaNS43ryW4GGUR2uxvZ9FL+45Od11074lAfctRPWSem839USeJ/83EIy/iQoKISMXWpPFwpC1FyVa9aTms1QEacK5zSutcRe2oQoxMurDOLTd6ReH0nXRfKs2/uKqek4tXtBG1UURd7R/lgkIrhY+kTOzRZdBl4MEiRs1CHkPJPQE7/VmJDb7Qs18FV/zk/2T4X+kozVtIop99Fk1H3sIIyhykM0zFMk2z6UfN2f0SYl385VtLHkjRefv6fFmt8vX3FhtnztzvikfSjtaZd9aO6vkZC7Fc+HM/7MLYVzZfbC9UrvU+mDSXQgPaM4try5J6IZRW7RREyn/sIJ6F8BX8UY/1n63/8jUky9Uko9jjG+UEo9Bl7/tl+OMf4D4B8ATB69GzPfwI+sepVUfWmRTl/K987e8Jnx3O0muJF8q2O2Qkj0m6OQVFHVVFbaR84ZqmpgfrpnZ2riXgKPzUQMC+NRX1p8XOQL0gmqXpiWmeq5CyXQ89DAf3r2xzxzS37Uvsf/br7HT9cTYnd42NIeNPIaOuTW4bFS5N6f9CUqc4BIfdQi1S562hSqrLz0y+9JX5HJMm7Cd35Gqy21ErPR0oh1gXKHTU5FIY2OfKuzYs/a1bxolrzYnLDaiuNzkRzSF0XHk+qO82LLEAu+6s8IPMoqw7nthCMDzIqC0njWtqLpSpqdvSdpHVt8KJgUQsjuk+P6Vb3l080FzTDL30f21Tq6xJ9J5yw+F2XhBAhKFq+Vm3Jutny3fMmF2fJF/YC3w5y1q7lpplSpkMTZpLDz7IaS6900cyhG3tzYwozHZOo0ZNMDFa5R6URiPRjapoQJWQVktWR4aRUP4xghnrsoBXOEw+aZXv/e2+l02CiSs35SpnmnCb0RMngqkryJOBPp6sDOehFCdCaPuagjsR4JHYeWQNQRVQmZ+fV+wWaoOav2nJV7jIq4YNBjOOq4OaXCXg4mJFm5DPbjLMcQFZPSUZWO9es5gysJUy0FVekZepPEIWTl14DhVO95Ym/5cfMO14OoLqW1G1mahof2jpNJy3pW84/N7/O6m7N3JZ0vqIBgFZNi4LLesihazqx4TmkV2PuK62HGTT/jXz95RhcsP1q/w107YVoOXM22zIuOnw0PaUKNclpMf4/Uj2Jbog5t9FSsjP5oSkVObcPCtEzMwM/UQ9abCXdv5+yakn/7YsYs5Um+U97wWXfJup9kH6zReuTgM6Wl7YwEFD8otzyerbnbTdjfTmjWNdW848l8xbJsYI44sDsjfKpBZwqDNZ4hatpY8tTc8t7shu/XL2j8X+cn/SPwwoHsfy142Rg5CIWxaDjykhvduUcivVZi4llqWVPacd1La5gKsq4pr7Jgpo2Wqe54Uqy4MFteuiUaOWifmj03TuZyVTjqaS/sXWBZt9nuwqrA3TDhTTPn9W4u951UcKPHWwScM9lvKKcBpHk3TvHaynicWHF072zBritFLRogNgU+eOxkIEZD7GQORCu2EhMzYFTkRb9MCrdDQVvXA6H09L0RN/RBSPrahDSuVJ63KrmzWxNylt3r/oStr/I4zItGKgqsOdixVHrgxs+xyjM3bSbyx6ju0TNGMYE1nko7sduJlj+cfMWn3RWvhhO2rmLtJjSDTYkfIRsSS+GY2oxK5UPQhdnynu2ggnWoeTWc8hVnXBVr1r7mT5oP+L+jodIDD4uVKEYhE/PldInwQT05kLkNNiu4d6Hi580TulDk77nxiRuW5qPS8ozG3Nycn5vWsGPSf1T8xRLQY4wvlVLPlFLfjzH+Avj3gJ+mP38L+Hvp7//pm7yhHLQEEQK58ehV5hLFqGh9wR8tn/G4XvHx5oqvN0u2TZUQncODvDd4jj9U4fFe03WW+bTl4nzLuqrpdiVKh6QsOfp9IBIT0HR4sWmqwP+4eR+jIn9QPmemOx4WK7HNLx1DK/1yH7QEj3pN5ySGpap7eiXVsQ+K6NL7hRTGnE7vo9zVo9mHkp2rcqU/Bsweq14AYiCFRorkFeCNkwq/0kLCLIoU1wGZNHsMrtR64DvT14QoZNZhW+KahDbYyIvFBoAvtPBSQtTZ1ffl7oQhbapiW4AQ5o8KhhyHkBCx0eKh1I5gRP2RN4Xpmm1fsaXKpzvF4QQxXnPTikQ+yKbZhcMQdlHzqj/hTb/gstwIobbYcFbs2IeSTzcPGI59drTnot7x3vyWP7t+TO/EhDSO95r76Uo+y3gvOnEisrQ7Mp92hISGOGdE1VgaZuWALzR9uD8pj8m52U/s6FIRQaUSohAjWCtEfGs8V9WGv/ruVzzfLtm0FV1f0Lf2oAzq5TtBgZo6bOWYT1vh9qUxlVVF6YRqjeesbjgtG+76Cc+3S56zZF6KCWmhvKB8OhysRdICNC7293gXKhmDpjFyOm3gCvb7KhefOTR3OCAHVnk2fkIbSjyKZbHnepgxRI1Ji+qLfolHYewNT4tb/v2zH/Gsv+CtW2Sl57iQZnNKN+E2Tml8yW1Cly8qQbh+snvEq2bBo9ma96c3PKpWdMHyyZ0YvXK0gB/gYoVOxYAKMa9FIdmkjHE1H9VrHts7CuUFLeqmDI3lZbdk5abi+F3sWZqGna7YuCq5/o/vA5EDLw1g1dcUKnBWNjw5XfN1VDSbir6VoPI2KYFHg9aqHmhjmW9fJ45SFyxfD2e8Z2+4NGu+M3vDs8kpWz0VA95EDDeJa2WO0KmYFH3HCr1Ke6amS5u2WBMU2jOtenb76lAcHP2eClAoz2UpRp13fipqsyhqrZGArlXkbphw20/pXEHXlthSXNDH+WSUGEee2j3n5Y5P9GXmSI0mmiQ/OX9UEKpRaR0Upjusk85rKus4q/Z8b/6a6UnP9rzil9srXu5OeFPOGTqxsVAjNy11PQAmpufMiov7dT/PpO/eGUKyalnOZZ/pkp9fCJpORdTIL0vrtvKyTkx1z5Pyljs/5c5NDyHkea0/xPuMFiKlcty4eSagb12VOVPjGqd+ragECEkFeG62nE+3tMGyjxUfdw950ZzwRs2zAKn1lpt+KgaeqWMAYNUJtRqw1vFecct37TXX9i1afchCN5ybLSem5dPuiq+7U365e5TNmbM6UsX8HSX7KQDWYcK1n3Fq9vxB9TWnZs8bt2Dlp/gU3C2WG+MpKCG94/o+Pqh4ABt0qw7IaVHAwDe6vqma7+8A/11S8n0K/OcITvI/KKX+S+AL4G/+eS8SCmn3RBUPpDIF2UCLQ8K4UYGP6tc8Llf8rH7Mn10/pt2W0spLD3RsUWR0SguaUCdTyc2+Zt9WXCx2PDrd8LaY0fdm5Azfgw1HC/+RFD0may/1wEz3/J+b7/CP/ffyz68HMWzDBugkJqAyjmrqko+JmMKtjdg+RJDJO6TBMfp4FAFrPfOy44HdMjdiQ6D7GaV2uJTVNkbmqCRbDFElT5eQoNde5NzDMindCkHwEgKcCZKBlIQh739udvze5C2NtzRXlu2uZmgLcCKrve5mvG0EMZqXciKaFANaRdq2FmWYK+h7kxUgCmTAjpstaXAmiXyd3NTHaJW7YcqiaEW12dSHVqyW3LvChIwiXZhtVqI03tKnaJaxNToxA423/OD2fX7A+5xXO+ZFz2mxZ1b0tKrIhWrnC246kcd/sLzhrp7k6I3R+FWpUZ1zZHWRJ2FEmdG/RNR75zN3L7JgjK+4Nw/iwYOo84ZuKMRNPp3ClFMUe5XnjC5kow5BMSl9jmz4N04/54vqATf9ND+HPhTi+TWUuc04K/q8qbnUYhzvw43RNml5mhcdH0yv6eqCV9WCV/sTtn2V26SZMJ82xLHIH4up0ThXJzRNGZ2Ru2Yo+Oj8LfsTiarZtBX7tuQ4tb3UDpsW0mfDObdulp2U77z402gibxG/oT9T73Be7nha3fJ2WHA3TOlCwcZVbIcqG3WO3/mIFj6odzyd3PFR/ZqPm4eshprvnLzh3zr5mKtiw7Wf80n7MJPWiWkhj+QWvWlF8WN68JPj42zMa5hLPnAP7R3fn77k5uGMF4sTbvcTkasPUz7pL1nahstyS6VFrTmOm7E1MZK7lRJKwUW1x6XDzVm1Z3HVcruc0gwWpSL73tI2B880U/hcdNj0DK7shg+rV9z5Gf9s/xH7ULL1lbRErCwcWkW08SymHSGdH5SK7PXhgDduwrV1gqrrnlOzowuWF8WSUgsR3RjJ3VTuqAhLv78sW67smt8vX7CLJT9s38vIy9tuTutFuTbSCkIUtV27LTGVp3MF62RkG1AsbMtZ2fB4sqZL6FrrLI1LrtiuyDJ55RUqrctFI/enHQxR0XRl3hMWpuWxvZW2sen5orzgyXzFbTfl69slXWMPe5pXQj/Qjsf2jif2lpflKR83D7mtpoLiDFYOQUOBTUKRSTnQu4Id90GDEaUaka3LYs2T4pYuWH6qH8laM7btvYJSnNdrPQjtIwji93l7IdY7SZmrSOvsiBKOCNe4TkUp+P6v3Xc5K3acmh2l8pybHefVjuV8znpX5wSPvSvT2q6zkhBg6ys+M5f8qWn5TvWKy2Ith6YwYao6Ls2aJ7Nbbuo5P+8e8zodikfUUKEyKqXT3+N14+c8Gy6Y6U5scewtU91JQoKT1JI31Zzreiq0CK/x456U1/RxHQO7Te/jEQucb3h9o2IqxvhD4K/9ln/6977xO5GKPfPb/20MJrbaMy16frl7KN4s5Zr3J9dcz6e8uVkcJvAR3Je/M0XKrZIT9tQOvLxbcL2ZsZw1LKcN124mUuMw6tp/8140ohb73F3wyIg/xh/Nv+Cfrr/LXT/BRZ1cbBO8mga4NZ657VgUHTtXctNNaQZRvGkdRKFxDLSkCnnkA011z7v2hqnu2bmKdUKoYjrdK5C/U/EoXKfI22HBTHfUakCrwO0wzTlQua0K9/67UJ6p7nJEx8QMXM52LCetFBqu4OFkw3m547Le0gUxvtynFt97s1u6WZEn5ch7al3BvrdsNvZwYtVHPIl0FTow1x2ntmFIJ/h50TEpB3aqzjc68t8kR2xgF0qmuk/3UtJ6eb5jwXJVbXlcr5gVHV/uzvl6dyqfLxWAtZGN2gdNUJLhdddOeDIXrtrUDrTWZndkZUY1ZDzg/2NLR0lO3yQFrK6amlnVM0n8nBFmHwtHH3QutH0Q/57RJHToC+F/uMP3SyqeRxWVGwx7ZXFzzU0/40W7zOau47yZFx0X1U74QxzieLau4q6dsO0kzmI02wtBZbPZyjpRzfqCi2rPvOhx9Q6VCk8fNB5RripN9qm6Z3A9Ig8qptZ9ZFpLEd72lhe7E87qhqvphkkx8CIu6LelHDAMqVVgCYlz8bw9ZZVco3dDlefZWCR3vuDr5pSfrR+x7mq2nSQUjIWHUpHTSctZtc8hx4+qFU/sHQvd0EbLTT/jUb3m31x8yqVZ89yd8S+37/O8WYpq93itSQcTpUEnCbUeuG8smB7GONZeDSd4pOVxXu44L3fczSaifNJw1wkK+KJumBddLoxHNR/HEnGkoHl/cs0QjXiodbI5Twrh5i3KlkkxsK5r9r1l35YS+xGVFDVa2m9WOy7NhkuzYeNrnrXnvO7mR9mZgl5Oi57TiXiN7QebI2IC9zdfQbySYSMx28hMdJ8LQ1KbZRw3v95Z0CpwqXfUauBNvyBExXkpKQY+CpLdeJtbSdt9nWwoRN3cRMu6rXPw86zqMxViRNF7ZxjGFp87LurIc1yNXFqgd4Z1X/N1d8oX7QWdL/KhTavIw8mGwRueD0sxPA3jZ4mJoyX+fx/YNwzR8Kw542oqqP9dU9N1lv1OnMT3pWM26ZKK7bC3jOhUBOlehIorI6h7XQwZSTlGWnKgugrcuDkP7IarcsOzULAbSnovB0tl4r2uB6lo9ui8Pzxrz/kX3XsALG3LebnDBZMPjS5o1l3NUJh7ikkQY+ZKO3au4kV7whfNBU/qO8ndVD3P/AUbX3NebFmYlstigyHm5IVj/7pj+4chmNxGfDUs+awRFLnSh0gjj+wtgpQFvE4egY4Dv+3YdyoNZO1g8joKMvUNr9+tA7o7FD651ZfbGCrHLzyu1/xq+4BX7YK5fcDT+o5l2QrZ7QiNUkcLeRw3OaR6r83A6byRltTNCW/v5kwmPVrHZNR2RBYk712EtBHUemAXKn7innJq9rxrr/kbS8er4ZRXwwlfNmd8oc5kMnqVF/CRVLywLa0vqG2VXIfTQ8itI45ajIIoDNEkTw5HoT1WBZwKGd6MJt4riEbX4JWe8EX3gKnpMMgE7tPmR1AZIRqf24ggPbIrPu2u+Ko749nulBebhTy7csDqg6vwO/UtC9PSBstnzQNWQ81lucmRBKM79rqqWPcTbsyUTVygE18rMloNyH30wdB6y4ltJTwU+LR5kDeR3MPX4Aud0YGTomHlZ2x8zc6XrPqa1kkxVaQN4m0/Y2J63q1vuLA7XvUnrIea1hfi9WOc5Bamha42A3f9lLeNbCLjCSsEIYhmTtIYKUM6EASV4cKRV7Hd1zT7KpN160rsHmQRV5kIOxp0jlE8wStiZwS1HGSDRiUkd0RBjHjwDIPwxFZDzQ+fvXOIREiLqSkCZeWY1x0hKtqhoNlXeKflPY55GGlTIyiJ5Jg5qlnP7WZKVToWdUdVSBDw2NINUaWNSIo+7Q6I53iyG5FTnBRr1gSWVcubOOP12xNWkwln8z1z2zOrerbFJJ+ytJKDzBt3QqUHToqGr/dLVl2NAqrCYfFUWtpCSyOeNJ/sH/K6mLOvyoOhZSKBfzh/y+NyxYNiI4cOPdBHw7Phgs/bBzys1vzB9GtqNfAnzQf8i9V7fLk+S35AYzE1HmbIJvVRQeK45vzMGIRP5JyhNI4zu2cIhk+bS276GTfdVBAD4wSBTjyeZrCsmpqy8JTpmXfJGyf6hNybg9v0O+UNtRrY+5K7ZsLN3YzCeuZTKaRqMzCd9fSTgmZmud5N2WwndN5Qp8ID5FR/qvf8fvWCqe74Y77Dy90JwWmCibl9s+1LpnagNJ4maII3Cc3hcMDjgHj7JGoZHdG1igdbGA6Fy/F6FqLmjV+w0CLHvyw3rN2EWdHltajxJZrI2jhOJy2nk5b9YHNo+cz2kthAxXpXs15PpDjSB2f2kfMV94V8hkEd7kWJM3uwchCwaW53vuB1t+DZ5pTr9YyzxZ7eGdresph0Et1UORF5uGTame65CzYjJ4aQ42iuphvmZce2r7hravZ7sWYZvEntLcQrbtzzjhCjGzdn4yfStksD8rh1Ku+vc2IAkKNlRnTLRUmCGNu16t78PbyPIfBufUNAcdNPxR4oWQStdzUxKIahYKtFzDNSPQRdFb7l3HTZIqINEji+9yV1PfBiKPnx5glv2jlGBa4mG06KTror4XC4VMeHN6/YO8vr4SRZccjrf7k/o3FWzGx1yKkTN+1UrGEGc69zIDfKYT+OHJIngOi+eabM77SYGnPpDiqi1O7yUljJpuj5Xv2Sqe75F3fv8Wxzym07FQdbHXFKfF10LzBcPuGAmK0llGLT1+iq4Z35HZNi4Ku7JfudOHzHoMRXY9y0FaDESygk11iPYqY73rgFf7z+iBzF/zAAACAASURBVJOi4fvTl5wXW6a6k/TylKU29raLhD3e9FOK1H6zOogqqLOStTakQasUwSBqwnT7bbB80T/gdpixGcTMMvsRORJvR+7XOY0LJp/UulCw2V8mHkRBHwx9bzA993gKKoDzkgt3adb0peHr7pTWWTY3M9TesIoQy4D5MPCqWVCowJPZigflNrdMvmzOc46Xi8LN6LzA8Plkm07z0lWSE18Y7kcPPLQrHhUr5qblh/E9XpgTGFQmoIdC47zJXCetAh/vr3i+W7LtKtrhgEwVxtP5M17uTjivdzyabMQrxbacWASCTjyzMWbi1DY8rtfc1DNu+wmrfkLvTM6sik5asyM6kU+AGiKaUEhq/Undsah69oNl21T0nWXbG7YgJ7+xcE6tzkyyH/lhaVE3nYyRfMjQ5IPGct5k9HZhO6bTLodND31B6AxxXeIC7MqpOKBD9rKpli1FIbyrEZXKsRE6UBWSw9YMBbumYreriQG0ick7SZAek7y3dN5MZXyqILlmuoh4L+ObKH5eVeH48OyaX0XFvi25Xs/YV2mhTwchlcxkh2j4qj8TInY0TIuebS8uxn4QUUbnpZX3tL7jaXXHvzZ/xn5ainGnm7IaJuxcmTkTL/olN24mJ2gnm8HeldRm4D+4/DPaYPmn2+/y45vHvN3McE4MaX1n0L1GD4fPGBX5YBO1FFSKtIk5RVAab6RgeVreYgj8qr3i0/4Bv3r9gH5vqWY9f/T0KyrjOK921Gbgxe6EdSNh1UXhpSXRG5n3CnwR0FpLaz0WTLVQAy5nW1bbmn5vWXmNVoKmVNbl1mZlHW3pcstKEKTI5/0DNqFOrbk979fXfF6ei0eYV/TBoKPMwTsnHECl5N9MyiYc/7gga5JwPytu3Uw4a4k7o1RMDv/kdXA85PmoqPRAG0p+3LzLTfrdtav4dHuRC2StInUxsOkrbrdT6nLIG+O2l/Hkg6YwnpNZy76wBw6bl8JBECmNbvShw3HUcoyKLDCorWNW9gnZbHAzjdWBNrUJ26ak2dSUUzmoKysiJOUPLfR5inD5on+Qo1Q2vSDHmiixN7ZnPykzWk0QxJO0x+m0Z47roFWeGz/jk/2VPBuv0F3aV4E4CPd4H6TtNjcdH28u2Q1VFtf0wdA7A4PO3+WIUHWDZecr4Zp2VwAiRrI7tr7idbsAJP+2SRzIGBVNbxkGczCu1YE37ZxCex5WGxamZWn37EPF5+0Fd37G3LT85cULVpMJN/2Mr/dLXsUTQZaHtB6m70c7MqWgDwXX/Zw2SGzM+5O3XJRbtq7iZphls97dUGayvKRacL8jlfZG7UD3UpNErdg/Upz/RZp2/oVeR71JQIjYSmXS7zgZF6bhr80+ZesrfujekT53Um2RDA3HKvq4zaed8IEWZUfjJJzytG64nGypCsezu1MhQcKhF+tVciWX6n5swbwdFqkV0NJ4y4/ePuEHxftcTTd8NH+b1E0xy2kHZyh04EEK1+x8gVaBqe1xQWOtZ0j2ADlaJYgJ4IiQdKEQboibshpq6jHTKiITZQRDNDBocXE2Yt54WW5YMeHj9aXY+ic0bGwb5YIzQEzE0l2ouDBbPqiveTU/YXdVcrue4tsio21RRV5uFny9WvLwZMPM9jkepQ8Ssts6mwmv2VAvETF1Mi5VEYIRUzwpyOTUuvETzs2Wp/aW1/UJn9vzA/Q/nhTSrTehxCovyExX54kbI2itGbTB6I590LzdXvEz/4jSOllY6+5+RhiwHSpab6nNwHuTW2ZFx8LKKfgmaLoEcct3dvTsY2r7JYg8RGgGK5YadcNZ3Qg53hucN7RDcZjIkQMalWJrRiWOdilk1clYNr1imIFzUvRM7UBdDJyWDed2x7/77sfsXJUWDUvr7eG5eENtnaiQbM9J2bK0rWyiqW0XEHLxaNkw/n8aCVJ+vV/wdjOjay3RFXgV0SZiJr1YI+iI7lXmMORNyUsBaFQgaBmL667marrhrz78mlVfs+onwnNpK4kqSV/yaLCoVeTL3Tl33URMUL1h01T3VGVvtzM+1g+YlQMfLd/KeEpcqW1fyQIahcsz1sDIdGViB5Zlw/vTG966BT/ZPubnNw9ph0IMN61YS9zEKUNjMPvUgh0LaU3ib6TOkOOA8nmVi+eTRLBto+XL8pyi8PSuottUiQckJ+VpMfB4tsbqwO1+Qj8Uh3kwtntGxA940Z/SFWJc+8H8hrntuO2m7Acr2W2dZb+fZRTGVslQOK1vLqHgAF80D/hk84DaOL5/8krI7yk5IUaFNY7TScN+SFJz49GFsOzGglrF1A5zUkSdFbts2tgnhdeIzqtUUI3r+PgzY8vmxs3459fvSTJA0Ox7y5DmUFF4ppUwgvvO0qxrdOnRy5BNh7vOonWgLH3KSg3oVByFFHAYFUSr05hNaHBMh4HExxmczrFbS9vyqFrz4eQtw9Lw2f6BFHvLmte7OavthKE3SVoPalD5uzUEHtk7hmh43S+YFrKGvtyd5LY7JBsY46mtY6uPUN9xj4uyz+x8Ra0HLtWGz9RlPryOoejyWkqCjoeJJERYSQP4anPKviuzKewYWaT7QzEpz7bgrp9wbmtqPfBP3nxHzI61qKE1kco4TuqOvhd+bmECthAbjeNIrrtGlH9fF6do9Q4PJxseVFsaX/Kr9iqvsVb5TNEYUdyoSGOFeyHUKpAC0TU7V/FsfwYIXWVcy/qUIDI+12nd0yUO85gMcDDxlHmWnc/VAZ36ptc3Me389vr2+vb69vr2+vb69vr2+vb6V1y/W85UgulGY7SoVSIpJWTKGXauZB8q/kr5Ar/4BVZ5Pt0/4KvNKX0n9vsjP2pECQ6oi5z+T8s9l1Xg49UlX62WXM0N59We909v+Xl3JVVpGNUBqTI1gJZ7GIJm42q+6s+p9MB3Z69FXbQ947ab8nG8pNBBINJWSIw+Kmoz8LBcs0g+Hi+7JVtT0RUFlR1oitTWGDkuAFF+d2znWe2Y6D5D8UCWHefecZCTT+NsVlidlzvO7Y7rYsZ1M6XpLcFrimNIc+R7RDkFfT5cUqueSg+clzu+f/4ad3ZQvTycrpkXPa8nczZ9LREy3lCbgd+fv+CjqZwmh2joQkHjS9ZOeFM/upml7+jQ4pKevvTQCy0xEzdOOFAPrbT6rPb3WsHRp3DK/6e9d42VLbnu+35VtV/9On3e577nzgyHpIYSRTIUJcWGE8mSQAtGhAROYCWIHUSAv8iADAgwpAhwEAQBEhiw4iCGEyN2/EWwndhWbCiJHpYUCZZsUSRFDmc4HM77vu9593u/Kx9W7d1950EO59y5Z2ZYP+DgdO/e3V27eu/aq2qt9V9IAdj9Yq2dfRSFaXV4ahcT0RvmDKOUWRJxPO8wT2MWi4h5GrOzNiUxczqmILCa2sV87S8GzMtlbEGoJfPJWtVm17WB4awE0weiMbXZXXC66HAw6REYycgJdO1KaVSUlaZ0dRHqWkuWm1Iu7rEpmtxkeLpMkmK5yqNDOQ9meST6L0bcN32zoKtzqU8YuYQKWX0nqwPR1VESBG+o26LQC3fsTVZfUwC2yejbjmYMwpTdZMpxv8u92ZqIm7rVAa2a8ktvc503sWVWBGJ7cU5WGW5Ph3x8fZ/He0fQg9Oiy4ujHSZ1rxW+LGrDoo4YBCn9MOP2ZMgsjVrNJa0sJqjbVbfKKhZFyFf3LxGYus0utdYldsQ5e90JiZE4RKNEEmA9mNM3Ej/1hydPcGuyTlUrrgxHXOyMWQ/nVGj+oH6Cw3G8jFmxzVjmVjEK2VbHLvZGgVUubspqKjRrOuVyeMK1zjE3+huig1cYdpIptdW8NN7mJJMV9fVYAr33x1LUudVAUgpK2gLqRtXcyDbb0jrDMGU7nrVSEJN+zEnaZZQlTNO4vVaa2L1lxpVlJ5pww2xwuOgRmS3JgHRimEbXbiWlpIw10yJeigmvxPE0/ZLXAcdlD61qF0spwdpFJSvIUruOB7ScqEV37bAYkKiCoVnQC3PGqWSJ7Q2mxC4DGGTsKipDJyw4nnVRyrLdnTOMFxwEfU7nHRZZyGIeSfylW0FWbixSzm1dxTV1ZZarUm51VReI/p8SuYJJHpMlQZsVV6PYjqfMypjdZMLFzpibnXXujNeYTRIZ3usmmSJgUidcADaDKWvBkCyaidimrrgfDEQuY5aI6zSo2d2YLDX27MqfI6uCtgD0ZjiTVb/CZUiq5TGmpYSApGVIaTUXkjHXh8fcng7dtazbxIQW9111rclrw7SK6eqccR4zmnWoa0U3ydnpzchrcUkaU7uVqcqtSNs2ZryuFYGRkkRFZZgUIZMs5rgjsYNa1dycbXCSSgb1IM7YSsS7E+h66QpuYrpW4qXlOhAJhmkZc2s0JCuCVjRXK0sYVK0UDNC21VqorNSTsTjpBecNcYpIhBPLUsPp2/PIjSlVgjLOt+t8kyDGlKRPh7ya7fB98S2eDI/YHU54LrnM7+mPsn8yoAosVSLxVsqJbNawUsEe1oKM7+3dYi8e84cHT3BnvMZp1GE9WdDrZJRFICm67gcSN5RUDK9KWQbXWPbzAVkdshNN+GhvnyvJKRWSyXdcyI2T0EIpCsX9ICfRhVN8zUjdzQsQl4a2ogDsMtzarDDE5TQuO/RNJoWUTUHfxfXYQOo9WRck2RiTeWWYF1LAdT8b0DM517on9IOMu/M1prNEApitai/wxm1QW8W0Svh6dolYl0zKhFNXfFUrSy/MiHXFIEhZ789bg+nOYgjA0CxIAqnm3uhcGSyTOpFCmHf3qKMAqxSq8dU5F0mTZRaoioFJeS3d4la2wSCQqu+N+KM1thUPBLnpvzzfAWAQZ0wW8bKQK9KX1ioiU3KpO6LoGzIX7J5XAYsydAVLj91x1uwEE06rLv/f4ceYubTeJh6iccG1g5SScwSn/qzjijgqudI75WJ3xHHW4zTtsCgko3E12Lz5kx9UtosujdSts0auBRvIRKNMwIZQxZYgqOhEBWkRcDjtsRHP6ZiY37n9FM18JDSSTt8NizYAuXbZT+NMAvUn86RVTAdcoL9qg/1Nr6DTyUVNOsoZuCLN3TBvU/JlsBJ16CKSmAYQd70G5wKlHfzjuOTq4BStLK+cbvGVg0tsd+dc6Z3SCzIu9Mbc661R5BqdS7sWVUikSy4mI+oNxd35GkezLnWtRWU7KtjqzFmPFqyHCzqmEYkUo7GRNYl1Sd9kXIpO0NTUaGZO8FUCYGOen13k1mSdQZzxyfXbPNE5IFEFqRXDvV65mTWTt+a6rSP1YF1BN1HBGUHzMuJ+MWTdzNDUfLRzj/hCyXQnZlwm4jKyhhvTDe5NBpzOO4SBM35NE++2nExZRVuk/GJ42l4PL57usCgCBq6w9hP9Q5GLSE6ZVjFlbTjI+tydrLXJHLVVjMoOWtUMTMrnNl4jHYZMK3GT6qhqiw9HzoDfDlIWoRSOvWE2pMizkd9+1ceR1QGHxaCVJOiYnG4oxbYzV7vOGuXSzl0spRWNvVv5JkbVfHJ4m4udEZMioRfkMsFBJpiLKmJWRsSm5PqaYlrEDKOUzXDG1c4J2brEWu0vBtwdr7WZnU2SEEg4x6xUkGu57lzB5TqEOpZ+D4KKOKjIS3F5HQR9bs7kt7owmEhmYG3YiOfsdibimq41s1mIXVFdH5VdXmGPrhY19yPVYzOYMVybwxqMtrqcFl1Oi2Wm+N3OkKoTyP2yatyQtKLWd/P19neMTCUVLppsSRc4Vbmi3o0b8DjvMgxTorWK07zDNI85sR0WxlIHzRAn0kPW0o4fmQ34d3dfZVx22glYVokUxdTED0iPpKXEYa0GeHfDgmu9E1cn0Lnh6pD9rM+FeNwa9YfzHofTHvfGA/qJVOOwgcWGilo9OMY0VFbR1Tnfs3aPi50RB2mfWREzK5aT4zgo2yxOBc4FDHVQSzFwbbCZoY4suoB8Tfq7TB5yoeOHilqZ3TUDbhMTUC8j7I/yPv928SQXApEluBoe8WT3kK91LzGKEmyhlrErGjmR3CDWlEC4Gh3x8fguw2DBHxw/ya3RkPuTAd04ZxpUVIQPZABap3PTVL/uGNHyubnY4MZ8g7UwZS8esxakDEKRD+gnGfNeTImsEO1EE7SqGVVilCS6YBCm1ChGeUfKkxhnHLmSMiaUwN9FKQNArHtUaGJdLVN6A0sdgapkVcS6C6eqJRsjUBWTImZSxGzFMzajOWkVsB/1kTCHZeCRdmUvtLJcCk+4kW1yc77BtIx5+WCbIpebZRBWfGx3v9VyaspEBM7P/sL8gqRXqwqjamIl+kAARR0QRRXzAHTNUlYAOeZGVqJjCraDMSTw3PQSi2pAoCoRM3WGVzNDU8B6OOd2us60iDFKYiRypy2mkJnkyVwyluZlxFqYykCsaoJozv2FiJqmdcjASEmars64EIyotzT3izVuL9a5O18jdTMcmsKlTjSxMWwJ6zYlu7KKi8mYJ7uHUlqnihiXCQdpn0mRsCjCB+Id0yKgrCS+LM9l4LGFZODYQgZ0ic+yWCWzqQv9CXllmOaxpL8HKZNZ4gIqnVJ75lLoNZi4QhuR5i4LyQh7gCYLsM0qlRZqZTkddzm2PRGTdSWamkB1QFbegoo8sNjQUmsRrbQBLpMJlJGMxtBUfKR3wPXkkO3oKr9/+wluj4bMiogrg1MpsB2XFEn4wAC8nw6k4HGYonsisHo474pOqlVtQHKsS3pBxuPxAV2dEakKrWomVYdJLUkcp1WXbCWD6LTscpp3OM66TPOYJ4ZHPD24y0fi+1Ro7hdDXlnscGexxmSWSIKJgjpYzl6bc7m5CTVBy41eVlOI/Ha2LsKjZkGkSvbCEY+5mJ9ZHROqio8N76OUZX8qZWGaahBa11TGLktPKdum618NjxiYBfM64ka4wf3jNU5HPbq9jH4oEzKNFaFTZdmJp+SuLErzO1do7mVDCmvYCOdsBjO2wwn76YC4U1C5xIGeyamRVZZ1J0AZhhXzuDlwF4zvjK+m1JOhbhNiNuM5x1GXWVDLOVM6A8xaEe3UlayAlEmbwdcxBXkdcHs+JKsCQu2kZ8KMGsWd2ZBBlFJaw6IKOaUrx61qNqM5m9Gci91xW74pLWUsW5QhiyJkEUZUQS1VHGo3KViJi+xGBY8NjyldpYY1N9nLy4CTtENZGU7GXe6Fa1xYHzOIMhEnjTqSuOLOz0QX3Mg2ARgGC2ZlzO1sna1wxsCkbMYHJJ2CwhpyG/Ds7DLPJRfJI4vWSsZ9V8A4cGVesjrgfrZGbGSF1oY1daiXHhtEcLSsNYkpWYsW3JxutOVegDYxQYX1crKuaQ2IJhvuKO9zIR6xG02WY5gTxt1Jprx4ukNZa3HwaJFEWZ08FpVhVkUik+EU8gsr2wAe7xzyeOeQYsO0ySOVlcmITWrqXKGaMcaACsTYCZ1uXlYHbIRzLkanfKwrq4dHRY+F0yPUSBLKNI5ZlBJPOi9CilIC5VGWEqhLKU+ksVRNYsl3UOj40WbzOQXzRpARWN4w3eyhExYUVvP/7n8vWlme6B9yLZa0zM3enFGvh12ETgldtXV12rRWq5iVMZOqw3o458f6z/E9yW2+MHySPz56jP1pvxUIbZeo2zaIEFxZaYbBwg3QOb938BRfObpMXV9hoz/n01u3W5dBEFZUkW6VaXeCCQflgMNigGEpL1BbRRSV5HGFdUKchDVxXLDZmbOVzNiJplRojvNuGxhdWy0B6/rBGb+qFFlpqC1c6crM/9Z8nZfGOwSqFkE/bali+0BgYe0GirLWXA2PyHuGV4Nd7mRDjgdd9k8GFGlAmRnSrYBJEXPraB2lLFtrM9HvCnJenW1xknXFZeHccAq3NKssWRouVwvdTL65Vy7KkEIbZmXMuplzIRgRqopnZ5cki7GpE4V8qHXt1cryvYM7fPHkMU7zThu4aWtxrWgjA8Qsizg6lTISUVyKynAnZTMRvZqjose0ktWBF/UufSNZUV2dsx4uGIcJ4zRZlhxYMe6sUz9XSoQQ47DkNO+S1wGbkaRz70ZjLkYjLsUj5nXEzfkGeW1c9qWhG8rFnBYidtocZzMQ1pElmEoWSx1a1nsLrnVPuBCPAMkOWjdzDq/32wGpyVo5XSSkeUhZGrpJTjfO29WqdVcaJlA1WaNlpGybvh7qio7OOS263E8HK4G1kax2K5cubipJ0deWOpTq6ziZBKVkwGuyeZT73OvhAR/fusPV5JjX0y2Oc9FGmpWR9IEF69yZgyClYwwvj0UuIzYlWRWwcJpcjYbVvurzqtokDkuuDfec5EXd6qHNiljSv12G6eqMWWtxFV4dnPITW8+hqXkl2+Ubsz1eGW1zPO1SlppiFmEyl+HVyCDUck2ZxdL1UCVgTS0TB+S8iYwIMb6+2CbWBbEuuZ+JQb8Xj9kIZwzNgqc6+1yOT3mpt8srky1O5h0WWURdmQf9YQpWg9B3zYRPdm8wMCnf7IkidVHLROLlk21qi3OvqVY/Li8NtZFrdmgWzFXEi6NdvrS4ilGWP7P3ElqJ5lhpNIkRzbTmvADoBRlxWDALpa+bTKumXdvh1Ond9VoXcloFhKYiTEryUost32RpVc37JNvrdrrO8yd7WKT900XcTvLipODycESga26eSOhHGJXsDSeEpmKUJmRFQByWDBOZTDWrPZXVZKUEJmdNgH8zxkjkB8FCoTPZtt2d82T/kO1QJDjW9IJr8TG31jaYlAmVVRys9dmfDxgtkja7WNLrRUQ4qwO2gwmxLsRAz9bRynKQ97m52JAVel0TqLqdGIRKBE5tJO4y8cAoqKQvN8I5l6MTQl1xY7HJoghFNiOy7SKFqnFGQ0QQp1zrnMh5cbzNIguJIhG2tla561jOa2oku76Sc2Q3nDCqOvz2/Y9JeZygYC2SDGiAnpHV0Em+rNoRBSWZDahrg60VeWV4bbTJTb1ObRU73Rl7yUREoXMZpzsmd6ELGRuBjNPTMubL0TXqWLcVCLRWqFKOsx+K0v247PDqbEvGxjB7IMFGY+kFuQgdm5IsCJiXkSS7ubEEZEXOKqhDS3SyXGa1D7OczMPEqhWDoFlVWnnRWkUvyLkQj3nm6BKjWYe7kzVeGWyz5laDTFRRRQF2odqMGrViYFSVxBD84eQjrAVXuBIdczU64tPd10l0wa/OP0lTpNhqKesi3+/aVEk7JpXMaj+W3KV7IePm+iYvTiXzYFZFaHdi52mALSROo7KaTTMlUWIEHZc9JmXi0oNllm46FdXCtTeQmcEwXnC1eyJLv2bOYTjg1fl2WypFZsCNorhqY6bSNMTG0v5r8THb4ZRvznbZXwxksICV+DS71MoplaSW1x12gwmRqtgOJ3xP7y7zSzFTlxLb1TkVmsu9U+ZlRKQr0iogUDWfWr/FtIrbmKmyNq1Ew7EzsmxosU0hRbvUC5nlEZGpOMx7vJLvcjU8Zi88Zd6JuDlzxbAba8pp9kimUML3dW8yX4v4UnmNo6r3QMFKgOvrx2xEC2ZVxGkmiuZZETDLQ/qRIXG1AWZVTF4HzMqY5xcXKFzmR+j8/nnZiLqqZX3DUsn5EshqQV2JOvCV7ik3Zhu8fLJN5WaPxsVMKWUZp6I11uibWAtVpakrTZmbpbutNT7lBqoqcYsbJSsMoRIpiUTJMfz4xnNUSGmMwgaiQ+V+j8IaJ4pXOAVxt2po5bxoxPgMS1VzcY9pdOeArB9yvC7CoHcXaxy7OLzCGSSrwsDN/d6Ny7LgVSkqrcjLgBenuwzNgo/E9/jh3ot8uvMak7rDzWKTL46ucy8eSMHXUtz8sS65Gh3TMxnPnFzm/mTAbCHGhdY1UVKy0V2wFqftTfJw0eP+vC8lVKql6GUclmx15gSqJgkKIl2yFmSsBQs2whk7wYRJ1eHZ2SW+eniZo9M+ZRq0rk8qJatPbxhTLfK6zsFkYky1g5uVeme9IGdg0laOQauar5/scXTaJ4pL/tSVV6R2GzVb4YxLySmxLrkVrvPS0bacqXYlftCCVRLn8vXsMgOdkuiCx6JDrkTHzIYx0yohrUPudNfb+MVJETMvQsZpLOdSKTUhAR6PDxhspnxjdoGDtM9B3m+Nj9qFA2yGMy5Gp4zCrlRXKAM6YQmxFPhuLr68CEgrKTB7JTqmtnLcTSmqqtYYU6PjSlzNlaT8qwpGeYdplfBYdMjnhtAxl3ltIjFhH9k5JNJimGpkRbtGkeyJnIRRlu3OlG6QY1TNSMuE4ubROkUWtMZoIwCsTS1urEIvBSF1Ezvj5vm1hCMsqhBCSJS4ki+FJ1wKTziqXM2/Qc1x1eObswu8cLrLZC4yBaqWIuqLSop0PxXfY9NMuZVvcVJ26ZuMg3zAaSErpMeLLvNc7hMf3TogCkpmTXF4pbCuNmtVS9WILTNltzumb1JuzdZldamZl7lrMM8C5rF4TaZVzA+sv84gzLgx3WgzM/PSuAmQrH41EjA2M0yKhMIankz2+VpwicN5j/2yTy/ucZqLYX0w78nkrRbDpCwNZbm8sddWMYxTemEmtVSdMTsqEicfVPPSZIe74zXmaUQQVGz0FlzojbnUGUntThO0gtVWO7cykvkb65IryQmzMuLV8SajWUdCP5TFOEHlYScl0uL9yd04nLqqE1UpsZh1I5Nkl/FYnQNXwP39uDK16ldvizi6mla2EHdEN8i5HJ2wkSwYzTqkRcDxoss4S5jlkSwdWtWWlGmFxnCzo0pmspMy4YXRHl/WV7neP2YvGlNYwyDOmUxlGVHKYbgG1XJHsMUybqMJQN80U3b6E57q3Ce1IfMqZr8Y0A1z+oOUmU6wVnFSdjmu+mhkqbspl1K6GCzjVuBcLHI7M2pUqhsRv75J2wD02uplfFUTgOf+alcM9TjvcSEaMzQLPtG/y0405dWZVKm3zaqde4+ox8ts/WvpFUJVMdCigxKqSmqEBfM2hiF0hlbz/MZik0UVsh1OuBSdALQp0KkNmVYJLjj/WQAAIABJREFUh0mf1483mCcGlborvLLtoJsWorxb1ppXFjvcTDfZjSaktSgKq0L0X6yr/1ZlBtuTFce7xQZdk7PXHbM/7YsYpVJthfdA1wzClGudY+iLgdDEjdyaS5zBWiBVzGvE3z7vRzwzvswo6zB1ZU7SRUSdOWHCsrEW5FCsRW6yzr24F40ZBCk7yZSDtM9J2mGaxoyagcW+QSQOls+bzY2bujknm+V655KdlTHfnO2xHw5YC9I2WDxWZTsDA0lgaNSna6uZ25i0DslswNwN7KIgrduVBFjqmYG4Uxv14EGYtsVLRVxSSnFUTeBqG7jbBM5LMGedG1H31zmneYcvjh7j+eAin+jfpqtzEiUV6bfjKZeHI/ZNxclRX2JZqhiD5XpyiN60vJ5sctOldCdRwVqUsdMRpfthsCDWBYVLrW9KKTXHFuuS68khhqVLunFDNW6V3zt+ildPNzkd9UTXyYIKa0woSQgVMq6YfNlfTXc1iQK45Jq6seorQ6BqtgMRt23OwSQowa3cHmU9CdhedOmE4tIMdC2/p66lmHCpULmLldSKGjEEbmcbbXB3V4sR0ZwDUnPzPvMqpuhKn+xnA25MN9if9JelP+qIRBc8Hu9zMTxhUncYlV1erHfpRAWLXHR6xmXCdmjYC0cclgPGZbJcOba0v39ZSHziSdmla7I2WBtkla5NmW+kQJyGkCpFI2o/HzA0c4ZmzmcGN7icnHJc9OgZEdltjrM5j693jni8d9ROHGJdcq1z4iZ1IbMq4tZsnawMKFzMDMi4WVSGMg0fCDVRLvjWaikRVNaa/WzArIy5Fw4JmlJn1AyDhZRacXfenWjCpB8zy0OyWQSZJi0CZmXEYTlgYFJ6Wozro6L3wDib1iHzOuK46LkSXl3RuQtqJC6E9iZfVjKe3SuH9LSsYoW6Evdvo4PH8v6QFVKA/s5iyEYw52I8Etdd1mNaxDIhXRFTbVz/qtAsCnHlXYzgx3a+wbyWfteIOvn9bMCsiJimIjbayL40unhKS+H0Ybzg8d6RxNlqccNOq4TXF1tcTY5ZC1KO+z3GRcK4SKRSQxFzh+HSs9FIIbXyMZKAVVjDbjDms8PXeaq/39Y/PMk7lHapeZiWIbM8bIvZN7pYtV1q/ikrCWl1IBOkMnHLgu+QR66Arkt3fugmLkR8oarQ2FKzHU/5RHyLbDfk+f7FtnzLwaLPPAuxpcZGNUVvKbK11MgQv+f1zhHTKubWbJ3bJxu8crBFJy6k0GpDq9ismni91phKIlmSf2m+y93FGuvRgu14ynY4BXCFSResRSl6aDkMS9JCMleeX1ySj7eKcZk4LaOgFUirXXYJlcZquWCbchAHYZ/DqE+sS/Hxu8ycplq9KtXynl6L+JwNFeMi4ZnJZXomZz2ct0ZZXa8K0q0Yn7miH2W8utjh5fG26HDpkluu9EoclES6pBvkxFpiUDpGVjg0lrQMeTndlRuUrqjcqgnwQF1AUYenLQEg446o5QZJxqXOiNpqnhldQGPZSmYsyrA1YJRCEhOMuB3WQ4l/6wcZ8zKSuBJXxb65h92brTEvI/aSCYNQ4qIMNXHgVMqLuNXzAikKPTRz4vWC/XyN1+ebvFZtkqaSOdquCqy4gm1gRawVSSw4KnrsRhM2ezOe6i5Xh46LnigGp1Lep1UQbwoiV4ZFGlKUkdxcyubGRFvQu+pYdrsTQl1xa7bON4pdhrEY29+8u4sJapehIi7uTlQQGHFBWyQIdZZF5Lmo/7ZioW61sLmxqaBGhzL4KQWhq29pXFZjUenWpQuy8rRaj6+pZSVigwqVGupA3KvbyZTDtM/zh3t8wV6jn2Rc7o/YjacUVhOZio3uguk8xuiacZHwgt2j726iw3BB2gk5kEuUvDYcZ90223UjsGyHEs/RrMxkNnAV5WtGZdeJtcq5Oq+jNuD3MO1x82QdpWBrY8p2d8Z2MqUf5ES65KXJDq8dbzKjCzPTDug4l0DRX0lKqFWb3We1lHz5VHKDcZTwYniBUSkxPRvxnFHeYRimjIqEcRqzf9qXjKhAtJGapAvcuLRaxy6OSkJVcTPbIK8M9+cDxoukTRy42B2zm0zaDM7CanEjmVKyt5DySoU1vJTuATAM5hgsw2BOz+Ts9qaMA6lreFp0eK66zHooGZBZHbDIQyi0M4ZU6+brBjmLKuRmKsXRp2XUulr6Uc4sjmQ19sG5BbGppM7c/JL85sFyrG7cYU3cZt9kFNZwmPfpufgh7dxkTVxnrBesh3O2oymzSrTYZmXEvIxYlJJRNlfxg42wywlM2YGL3TF5bXhtsYlWomN0OO0xW0Rc3hphrWKcxgw7KRe7Y1k1C8s2rq0oAmJTclJ0uZl+lPVQsm9vp+tUSChJU+R6W03YC8V19m/KJ0RFvHLjZzP+V5IxV1rDM9MrLKqQ9XAhZaoK3dZYbqgyAz3oOa3DPzm92k7Qm1JkUrBaL8WkG+9FLbVYC2t4cbHHbjSW0jWqwKia3AZsBBKX9lV7uV19t5GMs41QauNGW1QSp9rcPw3i/i/qgMfjAz6a3CVSFbM6Zl7HTKqEW9mGm7RBUxtTu9p8unQlbMqEWA+kD4Mpu64PT8oe80pqTZbWSMB9HJOVkojU6Hvlubh7q2J5jaGh7EG+Yd+/br5G5VjuHG5Z1VgXRyUicYsqYlJ3eDq5xWPRgawE1TEvpXv8sX6Mm1aRRwFVYqgKjco0OhM1XgBbah6P97kQjPhE9zbPb17i1dkWd6ZDDib91sUCzk+OXaZyK2TpeeVivj0f8oUb1yizAKUtYVxyfVtE8m5Ph0zTmKrSlIUYMPvZgDszCZhUyjJaJG0ttCwLseny5AArVc7D3MV3GE5dLAngysIYJymw4o5UzhDNDDYp2EsmHKR9XjndIisCAlMRGpeGv3IhNimmOpPYpsc7B0zLiLQKOc073BmvMT3tQGbAWAY7U6xVzGcxWls2hjMGsdRZ+80bHydz6uONy0dqEEr22WIWoVKDWanA3QT5F3lAoKVEQagqAl1xY7bBUdpjXoTYFd8/VlbSQFZM7qg1XjzZkVIfeSAV2zMDGsJOwSSN2R/1+UYhxT+bWJ9ON2e7Lym3Xzu9JEHMhVxQ3bBgM5lJ5koVSMaTVa3BvXr+tsHAlrb22x8fXHMyCCW9MKMbyOyrrEXQdFpIvTipz6famXFVaYpFCLlGZ7otz6GcAUkgbodhmPLvDF7juNvnVrbRZohOtySTxuhayo+UAfMsJM+6lJlBBzUmqAmjkn43ZRDnbTZQoOoHCjA38Q4AkzxmlkfM0kjO2cbgcsKHkQugttpCKAav0tYp9LsYvUxRdzQXemN+YO110kHAq/0dvn5ygUkW8eLRDjejdcrKMJlLTIx1K6al1bwy2ebuaE3kEJxBl84ibGNkKIsOarkWtCWOC4w755trvCzNsm3Otd8uBLprrNPN+NzlG1zrHIvLS6cYVZPWIblzX5+kHeZx7CYnCp3K8Vkjxq5VzoC0LOMxa8tJ0WVmI9bNnE8lr0upp0FNRE2O5l455KBc4+ODHW6nkvjQSBkA6KCmSmqJc6yRjGM3sfh45w59k3FSdklMyVHY43jR5XjW5XTe4avlUiqiqjRRJMKleSZD/jKRZI8XjneYOUHUT1+5RV4Z9md9Cmd45XHAcdbj2eML7HWn1CipWdis6rhLoi4VgyBjJ5oyLhOO8x5zZ8CM8g7H8w5pGsqqZSVGaB1YMIq1OOVCPOJOts6fHFxmPJcwi/Z3rCQ4OooLLm+MqK3i5uE6VWkwpibpSGbxIhNJGBPUdOKcOCydUOnyumtKRVm3Ar46RkqbxFC+mIx4qnOf47LPUdEjq0O2EjmmpoaiUpbTeYejWVekY8pAzlEjk9nNcMbl+JQvj6/xymSbXpCzKENuTtZZ5FLn0Lhi7qGp6IZirGSpGz8z1S5C6MKt8ulSZGIWA25MNpnlUXt/aFxUqlKSqQhc6o24GI/41/tPcjDuUxSGMKzoJllbnugBd7J7/2Y850I05tnJJX799e+RmLWgYrMz51JP4jdPsq7zGMl3NUZU2cjWVIpX4y1erHYkHKEI6HcyLg9GlFZzY7bhxqOKblC0BnFhNZMioU4NKtfofLki1VRdiHTlJuOXOZj3KCtDFJQizdCsTAdlW2JoUUr1hMpNCvPcrVIVui0ZBU6sU7n4se9AGsGLdno8Ho/H4/GcgUcegK5z0IGbwTk3jq0AFLWCL9y9xqyMCLRUHL8Qj9kOpgyDOU+uHUog7CRGuSKVOne1njIXszEO+PLsOj/Uf5lNM+XT3de5Fh+xP1jjXrbGN0e7HKg+c1efr9WFaWZYlWKSyjLjxWjEcGvBdjKVAr5pt624Pi8jMldEtq5k9huqiuudIwDuztfYn/YZTzvUpUYHtQtyU8vgVreysRambPenLlC4YlrFHGZS9bwOFGqYU8Xup3IlK3SqoVBUpeHxziGPdY641x1ynHfbgsGBrrm91nFWtnKrHzIDuztZ49KFU8K1ipOyB8APbLzeuunyOmhTipv00tiUrRbTE4MjJmXcZtm9kdeiTcZxSd2IbjYLOi5TZLRIuJcN+Vj3Hp/q3eBafNxKExysr8kS9Uo8wzwXDZzPrN/kQmfCftrn9nTIQTmQ1QkjKzCf2rtNoGpmZSQ6KHncuqaSoBCB03jOuEgk48Mqjucdbt6XZXwTyEykdbM0qwLVynmixT2NsgyTlCu9U+4vpOTOfL7dlooBHigX8yZxPCQ2QRVSV0vqv7nYjUCy+nSumJSxSDh0Rjzduc2sjqms4oeHEcYtnVXIyldqQ6cJFlJZTaKL9rxqNF4iVT6Qvt6QW9NqMc3riHklLtHTstvGMyxKKXobmJpFWGHr5jgVVaGpT0NMKtdlnYt7vlpXPBEd8Fh0yEc6+8zriLSW3/PWfJ3X2WRsFaWVchmDIGN7bcYwWnBvtsY4jVm4MlA6qqSQsysuC6K31pQRkdJUTpdMSa20fjclCqp29bATFHSDnI4RsdrrySGhczHcL4bczYeMig6jPOH+fMDhqI9dBBK71Ii4WlzBa1kxMKlLpW7LDSn+4P4THBc9ESA1GdfiIy6EMqMPVcm8jglVybX4iCvRMfN+zKjqMCo7vDLd5t50wMh0KEOzjGupVZtcsheOGAZzvq97k9RGjKoOc5elOq1iaqvJakkqaAp936o1eSZlWrbCGX0nQXCQ9ZnkscSWlBGnkw51LSEPm9Gcx7rHHHdcvbwikVp/vZIqlDp3qlLY3HCSd3iye0ASFZyoqpVmOFz0JRuzKeOhLTaxLgTAcpp2iHXBRzr7RLsl99I1jtIeiyJkszOnH4jLt2MK5x4yPDE44iiTQOjaahFvdKKiaRkwXiScnvTchYZbXXUCniAlr1S7aLm8tgPZPq1idoIJ16NDUivXkxSjlzgno2oqqxlVXe7mQ+6mQ25MNqgqTR6HsmpVdHm6e4fPrN3gfmeNSZlwnHe5PjjiKOsxyRNmRSTj2yLmsNJsD6eYoKJKKqpAxoe6UOjASpanVTyWHLMTTTkuerw23WS+HjIvem3ois5Ap7L6klUBl+MTfuLi8+xvSdB7I1Lc1CJdmFhci3mzQq44SPuEw5KP9e9zlPY4nHeZpVEbxwwwSyPyLGzDDOpSki+acxVj2erOiJzgc1rKvrkrx7YeLXh1vMnhqE8+lxV3HdTEnYK1rrgFmxjh9rFzx+W1YT2ctzpz+7M+B6d9We1HxI6juKSbZBhtmWdRW34MKyuVdVNEvBmbraxKqhpZFQxCyHlHPNqYqZUOqRVy4iqWWkKlYny/zx9NrlNPQ1l265dsbU/Y609cBWig1JipbgNemxpZWImh+s1XP87zGxfYSObsxhM2wjldnfNE55CtcMZLnR1eizfbIrmAqyWkyBYhaRry/PgC9UAKRH6ifxetaoo6aAMOJ1XC7c46k42YSZ4wyhJuL9a52j1hGC4YBQmBkUyp2ooRIRer89M5d1FWyCD3dP8uw0ACfwtrWAvW28DKV7a2mGVRG8BZ5AFFGog2F5DZgN1wzHYwQfdFuHBexzwbX2K0EBXhPA/I01CCqlPNaNLhuflll4o6Y6BTejprf6smM6wJLm9cH4flgMOiz/XkULY7Ib0mNqnZ98vJY9xZDFvht6IyZFVAWgacTLrkpeGZ08uydB5N6ZuUa/ERm8GMrw/2yJIArWWpvMgD8jzgudOL/MjON/lE7zaf6MHt/gZf717kNOtQ1ppemPNk94CNYIahplpZeC2s4aX5Hosq5ErnhFBVpHXY9vf9bE1UoVGcZF1OM1E0n48TKHQ70LYBkU4eIdQVn117jXqgqXYVJ2WvLWa6qEIZ2J3R1sQqNAkHldUSgzGPKcYRZhxAZtvlfFWJkvHNyTpfTq5zLT6mb+R3qtFEqmwz+xrjqOl/Td1m7lVItl9ahy77T7v4IUXFUiKhdv010AsGeoEJ5RxN69C528XAenm+zXHWY5yJK6Y5nqwIGNGjnAYSVwTcPh7yr+OPcKkzYiucMQzmbASzNkHjYjTi8d4Rh3mfV8dbTjXasBePuRSfUg+l8PFR3ue06EiR5yAVvTenFVahmFcxNaq94ZUrBtUwWLjC2svg/Ca7USvLa+k2r823uDMbMk7j1n1dVZqqNFQL01ZKaPThltezDL6Nm6+Gtnbf/XvrHJ32xW62kiTRpKR3woL1ZEGgKoZRym4s6fdDs2A3HNM3Gd1gh1tmnUkaiy1uFUVhyIuAXz/6PrbjKVvhjDCqSFROL8wgbDI0l0aywVKhOC77/Lr5Xu7P+1S1BMVfjk+4GJ66a0QK435ztkcnKB6YKDUaVNMq4V62JrGNSpTIm1pnZWZ4fbTBTjLlanLCVjgTXSNqOhsFa/E6R4suaREwT0Vwt67l5jtJY26mmzzdvcOnejfA2UCTqkOoRPE/UTmRS4yQc95lCa6IsTZjUGENkzrhdrbRXnuFldqvzf/XJxty8z1NsHO9vO6ckPMLp3usBSmX45M2aQIgUhUDs8C4GdFWMOVKdMRpp8eN7hZf71zg7myNsjLcmq3zcrzL9eSQvquMcdtscDk+wfRsWx+xEZHN6oBb6boYoKamyAOZpJSaKtPUWch+Jkkom8GMzWBG4OqV3iyMGAilpkpF66GuNEdpj/1ijSfj+1yLDtvfelIn3ExFJHXUlaznNA/J0pB6LgLB99ZlwvufXPqiS/CI2+ttXCat+GYjzdJcU01dRaUs379xm71w3E7mmuO9mW6yFc54un+X+YWoTRxostgnZczxqEdRK6wzKq0WrUS9kvn7ZLLP0907VDu6HaMaaiQJLKsDFnUkNVProI1lnhcR0yxikUWk4xgICKbyPWXHYot3aElxDoWObQBF31InEu/QqoA3k/awbmdhOlPUVchhMWTU7xDFpawYaOvUSqWMiCqRTDELVWJRpea1w01etZsEQc1aN+X68JjHusfshWPmnYijtOdShJcVxUFiQmytOVp0eVVvEemqlS0YGCkUO9ALLoaii1JYw0nR45vTXaZlzH42kKBxIDIVQSiaPEpJ0HIFrsSBHG5VaU6zDtNKhCg3ghnrZo6J5GaoVc16spDyMG/MCtOWKCo5yAdoFzy6qaesmzk1cmJ9MbjaFj3WxrYigLVVfOn4Gp2g4FrvmK1wRtdkJKpsbzQVmkQV7f/EFJKNgW1v4s1g2wx0WtVEqmI3mnCcS8ZI6ZSCi1pTVJrAZd4dzbo8U14iNBV7nQlPD+4yNAsCU5OXy7gW7UoAHM87vLrY5nt6d9kLRww6C/omY78YcC8V/Z4m+LtnsgdkAWpnHI7KLn2TshNMHrip0pUBxlCT2pA7+QZf6V7ha/Ulsnm4jIVxRnATL1XUhkQV7IRjLgSjB0732mpSG3Jad8mtaQ2awhpSKwPHc92L3JxucEcPya0MGjqHOpapsjWWaRrzynSb16ZbRKZkO55J2ZUqFM0fXbIWpA+IpxpsWzh2XkdMS1HYX1RSWiJy6eqrGX3N79kLMtbcasrqOdHVuStGOiatQmZFRFoGUji30kvdLzfjJ6ypK80Lh7u8qHaIgoonNw7ZjmbsRBP2whF74YjtYMJhOKCyiuOs18Y8GFVzqZGCSGBcd1q15doqEl20v3FzrE0/N+cvyErcKpX7XQprmJcxXx9f5N5swCyL2oLUrVq9sqjAYuvaJSQswxfrUF63ocUaQ9WpncAron0X1LKw6uJzqjIgtwlTpx9xfz1rA/7jsGCnN5Pg8XgigcnhgqOwx8KJvFpog9O/cbRLFGwxiDOG0YILyYStaEqsSjYDGQMSXdBVImSaqIJ1PWevM5bVZVQrgTLQYpg2RljfpNRWM6o67OdSn2hSJdImsyBMKimwXYSM0xWtHiMZyyd5l/VwwcXolIFJKazhWnzETjThqNvnOO9yfyFlVLI8oFQy2ZqVEnyslWXLTOnpjE0z5bSSVRDjMpwTJcdVt+OTaqU+Qqp2wgvwdHKbwgay6up+91kdk9UhsZE4sruloSYU4Vxj24SZ43mHZ04u85y+SKQlthNkxf+yk7EIdcXQLNgLR2yZKSauOUj63JkOqS2UVnMrXW/36+qlpt2aXriV47KdtALcS8SYWhQhU6uaxXmJG1OWaRFzXPTI6oDdaMzl+JTXwi2MsWBtK/YLEEaS7fvqfIuNYCbSPbpgTaUM7IJQVdzP1jh15VzaZB43zk0r6aun4nvtmJ9bg1Fyf0qtxBaeVj2mTk4oVBWTKpHs9rzHleiEzUB+T43cHwA2jSR0XQuPZbFiZfKe2pDjqs/NyTr36yGVMdhAi3J+rqhLkT5JdEFXZ6yZlEQVaESUtDF0m4D7qploId9xXPU5LvscFn1uLDY5WPS5qdZZ1B2KUKMyF+vr7Ip3grL2He75EFBKTYAXHtkXfvexDRyedyM+5Pg+fm/x/fve4vv3vcX373vLefTvY9banW+306NdmYIXrLWffcTf+V2DUuqLvn/fW3wfv7f4/n1v8f373uL7973l/dy/PpvP4/F4PB6P5wx4Y8rj8Xg8Ho/nDDxqY+rvPeLv+27D9+97j+/j9xbfv+8tvn/fW3z/vre8b/v3kQagezwej8fj8XzY8G4+j8fj8Xg8njPgjSmPx+PxeDyeM/DIjCml1OeVUi8opV5SSv3Co/reDxNKqX+glNpXSj27sm1TKfVbSqkX3f8Nt10ppf4n19/PKKU+c34t/2CglLqqlPpdpdTXlVLPKaV+zm33ffwQUEolSqkvKKW+6vr3v3HbH1dK/ZHrx3+ilIrc9tg9f8m9fv082/9BQSlllFJ/opT6Nffc9+9DQin1mlLqa0qpryilvui2+fHhIaGUWldK/VOl1DeUUs8rpX74g9K/j8SYUkoZ4O8Afw54GvhppdTTj+K7P2T8Q+Dzb9j2C8BvW2ufAn7bPQfp66fc318B/u4jauMHmRL4eWvt08APAT/rzlPfxw+HDPhRa+33A58CPq+U+iHgfwB+2Vr7EeAE+Bm3/88AJ277L7v9PN+enwOeX3nu+/fh8iPW2k+t6B358eHh8beBX7fWfhz4fuQ8/mD0r7X2Pf8Dfhj4jZXnvwj84qP47g/bH3AdeHbl+QvARff4IiKMCvC/Aj/9Vvv5v3fc1/8C+HHfx+9J33aBLwM/iCgaB257O1YAvwH8sHscuP3Uebf9/fwHXEFuOD8K/BpSFMP378Pr39eA7Tds8+PDw+nbIfDqG8/BD0r/Pio332Xg5srzW26b5+zsWWvvusf3gD332Pf5GXAuj08Df4Tv44eGc0F9BdgHfgt4GTi11jYF9Fb7sO1f9/oI2Hq0Lf7A8T8Cfx1XcxnpL9+/Dw8L/KZS6ktKqb/itvnx4eHwOHAA/O/OTf2/KaV6fED61wegf4iwYp57rYszopTqA/8M+GvW2vHqa76Pz4a1trLWfgpZQfkc8PFzbtKHBqXUnwf2rbVfOu+2fIj509bazyAupp9VSv2Z1Rf9+HAmAuAzwN+11n4amLF06QHv7/59VMbUbeDqyvMrbpvn7NxXSl0EcP/33Xbf5+8CpVSIGFK/Yq39526z7+OHjLX2FPhdxO20rpRq6oSu9mHbv+71IXD0iJv6QeJPAf+BUuo14B8jrr6/je/fh4a19rb7vw/8KjIh8OPDw+EWcMta+0fu+T9FjKsPRP8+KmPqj4GnXFZJBPxF4F8+ou/+sPMvgb/sHv9lJM6n2f6XXMbDDwGjlaVSz1uglFLA3weet9b+rZWXfB8/BJRSO0qpdfe4g8SjPY8YVX/B7fbG/m36/S8Av+Nmpp63wFr7i9baK9ba68gY+zvW2v8M378PBaVUTyk1aB4DPwE8ix8fHgrW2nvATaXUx9ymPwt8nQ9K/z7C4LKfBL6JxEj80nkFiX2Q/4B/BNwFCsSK/xkkxuG3gReBfwVsun0VkkH5MvA14LPn3f73+x/wp5El5GeAr7i/n/R9/ND695PAn7j+fRb4G277E8AXgJeA/xOI3fbEPX/Jvf7EeR/DB+UP+PeBX/P9+1D79Angq+7vueY+5seHh9rHnwK+6MaI/wvY+KD0ry8n4/F4PB6Px3MGfAC6x+PxeDwezxnwxpTH4/F4PB7PGfDGlMfj8Xg8Hs8ZCL79Lp4PE9vqgs3JlxuUkn/t8zc9eGA/vu1+b7HtTZvUW+yi3vLjvv13LbHf6jPe5j1v3RYnZPIdfU6zXb1ZBOVt932L7/x273mb1+y3eO0dfSZnOOY3vPaOj/8d7mPPcExv/7o9w3tXX3uLmNO3PqXe9Jlvcaa86TJrvuNbXz7Lz3nzZbry2rf4/tW3yX5v99rbfZd9R/s125eb3vC+N33vG/d/m8/4Ft/x1sf5nX3vm79z9bW3+EwFauWVt3qfPH7D+Lvyri89k/2GtfaN5cM871O8MfVdRk7OD+ofB0BpBUo/+Fg3BolCad0+5oHHCuXeh1bL0bLZb/V58/gC9062AAAF5UlEQVSB/fSb3/eG/Wz7nLfczyr1ptfe+J72uVruZ1feY5vtbrf2M5vHauVGrtTKY9p+ks94+/3s6ne7fZftYGX7W7zvgc/gzZ/xQNub43yr/d78mW+537d67Vt8/rdq75u+l3fQjva77Nt/1wOfsbIfb9zPvum72vc88H3L/dobc7NP+7nL9yj3mnqb9zXblVru27xveapY9yfP9QPve/N2zfIz9cp+q+/TD+xn2/20e9w+582vrb5/+bx+03u0EnF1s/Jdq/sZ7IPPlUU7QXatLIbV1+r2M4yql5/tPsOsfL55w2cYt6/GrjyuMW076gfet9oO47avfnf7XSufbdwxt5+x0jcG656zfM39tkaBcb+0BoxSaPfcsPJYKTR65bk8AzAXX9zG84HBu/k8Ho/H4/F4zoA3pjwej8fj8XjOgDemPB6Px+PxeM6AN6Y8Ho/H4/F4zoA3pjwej8fj8XjOgDemPB6Px+PxeM6AN6Y8Ho/H4/F4zoA3pjwej8fj8XjOgDemPB6Px+PxeM6AN6Y8Ho/H4/F4zoA3pjwej8fj8XjOgDemPB6Px+PxeM6AN6Y8Ho/H4/F4zoA3pjwej8fj8XjOgDemPB6Px+PxeM6AN6Y8Ho/H4/F4zoCy1p53GzyPEKXUrwPb590OpA2H592Ih4Q/lvcn/ljen3yYjgXeu+M5tNZ+/j34XM97gDemPOeCUuqL1trPnnc7Hgb+WN6f+GN5f/JhOhb48B2P593h3Xwej8fj8Xg8Z8AbUx6Px+PxeDxnwBtTnvPi7513Ax4i/ljen/hjeX/yYToW+PAdj+dd4GOmPB6Px+PxeM6AX5nyeDwej8fjOQPemPKcO0qpn1dKWaXU+0Gy4V2hlPpvlVLPKKW+opT6TaXUpfNu07tFKfU3lVLfcMfzq0qp9fNu07tFKfUfK6WeU0rVSqkPZMaVUurzSqkXlFIvKaV+4bzb825RSv0DpdS+UurZ827LWVFKXVVK/a5S6uvu/Pq5826T53zxxpTnXFFKXQV+Arhx3m05I3/TWvtJa+2ngF8D/sZ5N+gM/BbwvdbaTwLfBH7xnNtzFp4F/iPg98+7Ie8GpZQB/g7w54CngZ9WSj19vq161/xD4MOim1QCP2+tfRr4IeBnP8C/i+ch4I0pz3nzy8BfBz7QwXvW2vHK0x4f4OOx1v6mtbZ0T/8tcOU823MWrLXPW2tfOO92nIHPAS9Za1+x1ubAPwZ+6pzb9K6w1v4+cHze7XgYWGvvWmu/7B5PgOeBy+fbKs95Epx3AzzfvSilfgq4ba39qlLqvJtzZpRS/x3wl4AR8CPn3JyHxX8J/JPzbsR3MZeBmyvPbwE/eE5t8bwFSqnrwKeBPzrflnjOE29Med5TlFL/CrjwFi/9EvBfIS6+DwTf6listf/CWvtLwC8ppX4R+KvAf/1IG/gd8O2Oxe3zS4g741ceZdu+U97JsXg87wVKqT7wz4C/9obVac93Gd6Y8rynWGt/7K22K6W+D3gcaFalrgBfVkp9zlp77xE28R3zdsfyFvwK8P/wPjamvt2xKKX+C+DPA3/Wvs/1U76D3+WDyG3g6srzK26b55xRSoWIIfUr1tp/ft7t8Zwv3pjynAvW2q8Bu81zpdRrwGettR/IAqhKqaestS+6pz8FfOM823MWlFKfR+LY/j1r7fy82/Ndzh8DTymlHkeMqL8I/Kfn2ySPkhng3weet9b+rfNuj+f88QHoHs/D4b9XSj2rlHoGcV1+kFOl/2dgAPyWk3r4X867Qe8WpdR/qJS6Bfww8H8rpX7jvNv0neASAf4q8BtIkPP/Ya197nxb9e5QSv0j4N8AH1NK3VJK/cx5t+kM/CngPwd+1F0jX1FK/eR5N8pzfngFdI/H4/F4PJ4z4FemPB6Px+PxeM6AN6Y8Ho/H4/F4zoA3pjwej8fj8XjOgDemPB6Px+PxeM6AN6Y8Ho/H4/F4zoA3pjwej8fj8XjOgDemPB6Px+PxeM6AN6Y8Ho/H4/F4zsD/D97Iwta+Ve14AAAAAElFTkSuQmCC\n", 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" ] }, "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": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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 Singlish predicted Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(r_female_singlish['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", 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" ] }, "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('Yasmin Singlish predicted Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(r_yasmin['mel-output']), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\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\n", "\n", "We prefer individual speaker vocoder, size only 17MB and faster than universal vocoder." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:running vocoder-melgan/female using device /device:CPU:0\n", "INFO:root:running vocoder-melgan/male using device /device:CPU:0\n", "INFO:root:running vocoder-melgan/husein using device /device:CPU:0\n", "INFO:root:running vocoder-melgan/haqkiem using device /device:CPU:0\n" ] } ], "source": [ "vocoder_female = malaya_speech.vocoder.melgan(model = 'female')\n", "vocoder_male = malaya_speech.vocoder.melgan(model = 'male')\n", "vocoder_husein = malaya_speech.vocoder.melgan(model = 'husein')\n", "vocoder_haqkiem = malaya_speech.vocoder.melgan(model = 'haqkiem')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "universal_melgan = malaya_speech.vocoder.melgan(model = 'universal-1024')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder_female(r_female['mel-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "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_female['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder_male(r_male['mel-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "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_male['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder_husein(r_husein['mel-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "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_husein['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder_haqkiem(r_haqkiem['mel-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "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": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_yasmin['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_osman['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": { 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