{
"cells": [
{
"cell_type": "markdown",
"id": "0fd939b0",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "6c7800a6",
"metadata": {},
"outputs": [],
"source": [
"try:\n",
" # are we running on Google Colab?\n",
" import google.colab\n",
" !git clone -q https://github.com/teticio/audio-diffusion.git\n",
" %cd audio-diffusion\n",
" !pip install -q -r requirements.txt\n",
"except:\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b447e2c4",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import sys\n",
"sys.path.insert(0, os.path.dirname(os.path.abspath(\"\")))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c2fc0e7a",
"metadata": {},
"outputs": [],
"source": [
"import random\n",
"from PIL import Image\n",
"from src.mel import Mel\n",
"from IPython.display import Audio\n",
"from datasets import load_dataset\n",
"from diffusers import DDPMPipeline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a3d45c36",
"metadata": {},
"outputs": [],
"source": [
"mel = Mel(x_res=256, y_res=256)"
]
},
{
"cell_type": "markdown",
"id": "011fb5a1",
"metadata": {},
"source": [
"### Run model inference to generate mel spectrogram"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e0f6e8fd",
"metadata": {},
"outputs": [],
"source": [
"model_id = \"teticio/audio-diffusion-256\"\n",
"ddpm = DDPMPipeline.from_pretrained(model_id) # you can replace DDPMPipeline with DDIMPipeline or PNDMPipeline for faster inference\n",
"ddpm.to(\"cuda\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "b809fed5",
"metadata": {},
"outputs": [],
"source": [
"images = ddpm(output_type=\"numpy\")[\"sample\"]\n",
"images = (images * 255).round().astype(\"uint8\").transpose(0, 3, 1, 2)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "75db4b7c",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"image = Image.fromarray(images[0][0])\n",
"image"
]
},
{
"cell_type": "markdown",
"id": "7230c280",
"metadata": {},
"source": [
"### Transform mel spectrogram to audio"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "5f8a149d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"audio = mel.image_to_audio(image)\n",
"Audio(data=audio, rate=mel.get_sample_rate())"
]
},
{
"cell_type": "markdown",
"id": "ba4ccac5",
"metadata": {},
"source": [
"### Generate audios"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "300a6a8d",
"metadata": {},
"outputs": [],
"source": [
"while True:\n",
" images = ddpm(output_type=\"numpy\")[\"sample\"]\n",
" images = (images * 255).round().astype(\"uint8\").transpose(0, 3, 1, 2)\n",
" image = Image.fromarray(images[0][0])\n",
" audio = mel.image_to_audio(image)\n",
" display(Audio(data=audio, rate=mel.get_sample_rate()))"
]
},
{
"cell_type": "markdown",
"id": "ef54cef3",
"metadata": {},
"source": [
"### Compare results with random sample from training set"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "269ee816",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using custom data configuration teticio--audio-difussion-data-256-67e42008226ba2a6\n",
"Reusing dataset parquet (/home/teticio/.cache/huggingface/datasets/teticio___parquet/teticio--audio-difussion-data-256-67e42008226ba2a6/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9f9e310b378f4b7680736fea1de56773",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/1 [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds = load_dataset('teticio/audio-diffusion-256')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "b9023846",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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f5vLdhRWYleO9ROLdCrO/R1bAjhmD4evdLcdaYHxHEbkniMPd/LrncCGX9T4nRmNsIM4UdzTbsHXOTownkqY6+Z7WOMYLaChBd9AZv58Mig81SYHYkpwft+VD3oNcFWmvYTYWAvYRZLtoX/IMva5idlsN5ICLsvaBotSS1/fZkDCV2MZUi8a9g3zkayuDXh6OLZgCJSh//IiDlft+j5uxDJFts1X52u1djjdAQIeKkoSY59NtefKZyZqNHSzaAlzedgIguF09t4poHRMdOForuIWMR1LWAI1CvGOmp7z8JJzelulDkXnqcHR4rhqY3FoUWmyK7FjdopjCtoEolFu8vcuq4PEAoURRgY2r2xtMEIVZ+YoGF5ytCtwVeYj8BjiJbjdIklv+NqaK05LFTVj2EieoDAOVRDsfJaT7TfIyZYGQz+RAoSCU8BuOw/VlxwRmhSPx+z89ukKquy3iomYgOCsbaLB52fPTNnHmYp3PK1kbONMfS5jZneHSFg6X0KwoTuz5v9QetzShjONMLgnMYQN52+Lomeh2ORqKEIkhIkhJcbfNaCWcaBcZiolsSdbdvSh3d23MQHNgVUCahVRmyASHAHBoMQ5mYj4oADOD2wZ5R7cRGRMJ7yMYTRycSCvCAGOMRgJhwRmwp9hUBADAceqtmxFViCKKKcKE/P1lRmNklUM/0RwS398y6GDG2Ns1AljmEMZrLfb28grTelYGINbVEmedBMhxjUwnz9a6julBikIQAMkSIE7mnBmwZOGsP9IEsXvO7yIfHU9GL1XizXlcSmvECuPo24LAtxV+BOOGYTdcNxvbq0e9bBSozStvKTIRNmW42I4AX46dWSy5Bebypf0Rph76GdrSja+3Wt/wIWMMBx866gZlqTuSdib6aK65S/YGmKgTOvFYMIAIoe/iiYSKSDNv/dFJgNfVbD3UWmbwQot8zUsJU1IWOWD6bZjABAodIR2kf54Xtw3zvbRTl5Ep3KWDb4GS52JrWT7GW47yt0qNUbpVP3/Ju9gfxxan/PJp0XOviAQJBHNR6h/Pg1fzu3D69t/C8nnSN/F4JclNxIJ6+e3hWyRv7u7dT+JtEO1u+VbMiazD/UU/g7FP069/atjLr7odb5ZYQx17DMiEsIiXMB6B8N32HPtjD7nDLcl+VZKQa6Y5Zv1pJ+l1vM3T8HwDpmuR9PzbNf0nce2Pv4+JmTcO+1KVcX7ld0wfw4GF66uEabwcpIiXBQttBeHg/o1Bw77vVnS2Ffntx+mRX7/+rkgpSaRcCebz5fT243Dp3U1K2XH79qIaICHkbkpmVgp+5SGly2efV398LlTCjRx31XHvlmkL/UoKVlCgLIPZO7LAtZJueOZoar71l8VuI0ivzTbzwaGUsLGqGJZ9xoBiES/p5010rxtGKfaKmKFk84EIff1//ff9b4xjuApgjzb0oSuWyX2hfIHTZXABij+366XiQ7UABVCH8ukDg4SlpWQudeFVTlyRpnMhxx3r510DT1WzOgK/Pf7E4hYyfdU4zNc9H5DuaZg0QKNLyLrRYHIKwQsHN75PAOcq9M0lWGEXo9XfCG8poGlmLBkEfAn9K6iW6P5WPqRkp69UPWypT28JWMnLNcKkScvjwhxIFxGjW96mA0j1+WVDwS7FvPavFZcYWQgz2KMFVcGpHwLcso2aGmj6kG2ssBdOFTmH5XNas1tBuTJQEB4DEEIIkyVPGruz/6P92sFEjNNdRyDPfuw4Lig4tX5+60gBa+BW4InILSb1eH3w/dWzSUp7uglhNvBbs7VVHEtRni0r4bUk7t/QsCmjjnq0MSepE+xo8ZoY8AmAhRQZ4ET2f/2H5PMS5+Jiyw/STiVhGhSQSpOZsEB2stkgFxJ4I0vQdtzTM5Qprq/ftsqkxGmFb9YcA3JKgOoqKgJ0IBI/ht9sOwH9C+JocMXt7gsOKSm4798Hi63QNyoiXiBgX0YFCr08Zp+n4HXH3SQBprpofZjjKRk5k1ufdHhaD0X+4TQRsu+v+2D3WvsUbmqEQwHEVrXEbrrs7oTbzPe8Bq/9u2IFMfn4ctphQL/mrei8yTT29dDoDVPKAw8hkmnZlIXHK+cQM6CnWXCO9n/dEF1wupACco4QzBUpY3ZdeXnu/HzpO5+Ol0PHWa2tAAE5hsqOBm9W41gDj/6Aq1hvSsMQAbAgOiDW3yXEcYrx+lBSioPelEDpHu4G1NFFXteBDZ0bPwrIL6BAo8GB+K0k26xm6wvBk5reIQ2one7ewZl8+7lciuy3NJcHbt8ayo5ZdNz8Fhyg+4RrHPjSWrd7uOE5nxBMrJcwFarC7yC+c5rhDzAlKOpQKQ9YeT98b9pNMSCSiawzYQnWs3ec7NgPFw0QaozbJFuNcGqw3eF5vKUYN1/v26OMtI6F8H0ERDKadcJ+qdP8wLbkKxt3P15ZCpuFB/0uYDkxfL0l1Z127ce/brd5baGLEZIDkdqJkAC9zO9pvy/DqbYVoVLEvCMUpFxjXuh5dRRfUvFQgpWm3AWwPAgjJPFdnkHDKsvmYyoxY2klylQ3TVMuqMX2DCtiDvBcthxgAjDh2PlpOHiCDusxk3KghxopnbNPf4RDMnug3zZypcYvK7ROI/Rt3xqywMzXTaEqkXIcyS3t2AS99pLrl4e48BymL9TeiouShpeXvb8p0TLWnB+bLrdGEQFBNW5R+nWLGe3KtRSYhchzjRkpBQARH3Q0cF9pGAAkeUa4noCPcQBqt51vGMqT07RAmfuWPAWyN2ggCkYrEYy2GSLHOtU+1Tro9YaGENyd9Zw1Ux7+FPtbvnCQYWXqseRFRiOhvPLZDoHRnBhEEJV42R2lrTGgMO7Dwn1G+RrxPeC5rANLoOU9LQeIhPSwKkPhvMzCbB18/lPOUDZ1t4RqMQtiviuTIvsax12xoRZ9e2BQcWhm88cK50LmW7LogaNq9lbvietoZEJdHnYIBKFyJInPt5zzmMAmRMoe/QbGvm4sTPCWcHEjg7LlbRg7EOiiuKsZEcUtGlLkDwBs8ZqXMLWA4Mj5umlZ589lwdYFV5R5tvnDy9v8bu02ypui9tOW3RDEkqT9YysKMCIKRcyP9UzZDwHWRdmORoDpQ8w3lNSYVHeUxEPL/cPA2xqt5AF6VP9BICJbZTwidajC9V9+R4h4j5xtUflfdY1tDhDuaQqiaNL1bq+6E7zdw/WpWmjcgbk48IZpEMiDMsTLfZuLVuRUXMC4ITZ7LzgHMTEeV04A1C0A9A70jBQD4AklQBMoSAIQ9Q+Y+ClPVQZ0c5K+ZRREYpGgChKFCcBF+QPBS19cM0WEcuSQS5nlpsCYUAoVghNmsMpC5ovmLQlcuLJJr7poswOkDW0sCwQYwpnQLGhOJOQqpnkLFjwyBoSeXt7lubGVhzo2pq6TRnlT8N5cXbuF4EYk21WCSlu0VUYNxnvLGWHEbxPihhx1tY+mHEF8eY0/r/O0JFHBcQpIKlFfj1dcqrMpN9H0Mg0XyZtWPRkCcoO+NhvdI87XdPIfcvwKNF7X4BeiHG6t+ju5a6aXq75P4yLICCw+zMYsfzT2GFthp7gr9auIsdNQWJzW68t7kq7mrsv+3L/tjLlP5vUyUIB1hnZRNSBwowyqvo3TgZ3tN+CLBpdvsAjf/zf2yY5tNv5Fsnmi4Yegnt1NZZ5DkaF6qfbgTEfaemvAIZ4XInnjEzJLiuRvtweNerPz1hRzuP72tqfll8CUzj8um2W3nsab9AXjm/FHuvxdenAYfrbm2yix3GjHzd/n4r39dxLe2euYJ4jHheD0//4xFDV4gbfT9f+OHgcf/LGqpmMM4hQnu07rcuzoRb/5Yk5z+Uf7V/qjyX8/O/3nIbdo24On066Ob1sHzv9e0vjCXpeVlqwsbl/6osnutwXyf6VYbAs1mg/VZRY5pdeX+uFizjT0aUOWuR+vO+aeQnicR/zrP/HXbz9ho7/Bjbf9b+Kj/x+J8xKSMym1C4C8JrZqKFcT6ssfWvArAakYdtPvGfiVXTqe2ML7Nu0AHp7Mnr5Bgk7Y6MNbWGfxNW+fWPSpXgLxy1vcxTs93eXEyrycqmE1n9tv/4jBqtF3WarOeQ+YyENYrhs28dtK4K0L1kVVhDAdhr36TCMzrRckAbY5761qgE+NbnlJ8MI0WvDWKvDP/3Cowxz9QACITuKUl+cL2HtQ/OYenI62jiG4p0ScSOdjm3cUJ6sDjqkthYgbq9oSWEy8QA7p0roIdF5npDHn3EDZFeG6Y9hv0BXugokgTdhUMC2li2tICodZXB22mxg43Y4+Gv4FkUF/3wlF8oSC6ZzliYNfH96ZXDKf5fxeFL1DGQ4sU0zAuC1/IYE3jodsjRJxJDeBckCTWAqgCQh5QsLVaZp0mUqJMRpLB9YxVvbypUwW9ENo1Fl3III0Ou7vLcwE/gPtj0I1S1bL2JQImubToOuYLCCP0PrVocbS3VPyyllN1E22qDZR0oBgsIcdq/P4x2zL7fK6B3lhRYKJ4Y3DSRsEL7XG9c9/6cbYREebRBNuZtTxDGr1gGgUP2925godClHOtKy27LPcoL30jDxyRCWfhgMcuk0yMUFM9QYAllzqP/Cmaqx2Bw0hvlUQUZIGj+V4j/yGHBZm6Lqp6APGAR9ckbqfDWmaojaMEyZBw8uHLcENXa8XdlPdjZY2W/uKf0ohNX1MrBFug42mOSWCue/3mx1Q5a6I5ECRWdDaUXb3HzW5h8k70gTFCsTv3iLZWAp/O79rURl7V5C5DNuqcVKOw5azjvt2jsZt1lZVaSrnCCCQUG7XIk7CbTDpgsTUbS3QaAuBWhKTJcAfrg7Jie7x2kLt9vngLUaw4xQVuK7oR9VkZwWFAXhOc4IcwiDSNo5kuKO+Bl9l09cIHErX0iQZS0tdl5qRoeXWfxAZtRRlxMwmuYBjwrBtalwVAq6Jx0w3g4ENTztHG7EQ/Lq5KZ9RRiDVhiGFbEtPZF3uW4VbmFM9kI9L+Pd3EHuybkui6pLE3Zzeo+PBzHraZMpCh5L1dr7Lf7ZdfO4G0X0e7gYhobMxlihiRF4C//o+/Hr/drvNiP+dA5gzymjqH1ezIo1QfRHO0XP7sVyipjkIL1zE/WRar6/stBP4xDzT04YvNcpZRujc7I/61m+vYm49UlOrtVEHmrmbaGCC18ubr2eUIooeuDWfhg3wyiq1UuRbPb2l3UCqrigDRgz61ysvV+FCgvtIRxjECCNGan5oi9mGg74KqvAGIQRznO0j4Cus04YD/MSztG5KMPCbJ5GIL5aw2ax06F7lqJ1WVRqavT1KS9r5ZlqTjfz1vZgQy/O5dVcel5KkAVxCeSYjIYSeYBKFiypH1+a3O58RGO5s6wLS4wEaak0BjvT5nzYTgNfWggy8ijnOZCBkmkIZ00TifIuxyF8pau3fqoZ1Zl4niPh4+Z+3cp8utUd0BJTQuo0+DxXMaIsLqcf8trmxb1Ueb/dztPOr5MCwG1GV9MirDY9FyLF/YnAv3ord9pLodjtceQqA2zmVom7CiPcICT08/bh3ofdGUozDIYA10ILy2o0m4l92fr7Fc3aRNxogSWOcTjeB0heMAZHGkKULlxHcL6VoQ4tJeN4UBnOzIJRPoIMaEaqKLAsfCJ/uggKzRrro9wSfPtcf8VGHe2PnsSJCBF/Xi7mGNXKt4zFOmGvvwx1ZXnbExGZIoMCIltUiGFV9HX0KBV6p8J7gGxUAH4SCBP9i72tnJzvb/EkWskAus/qya1ECNDiwW8fT4Yf+nniZiSFduJUl4D9r3+Cpo9kafBGkTRoQEQyp7M3NXIL9HYPYNpRgSj71WyRLjEDu1jt/NeXrpbnjUSPFwWaFVZYQsD2G7DZw25c5XNtGmi8HXVMI0AtFBAmMK8b7gdx1fw/hmts52S59+hg0p81vNwXHfdVSDOc2xoYxSiR5KCvoRUkRKpr2GULXkKEWH3zaDA83KLfSIIcmub08/mAaAZaxoY2u5FaFVEK13nbKdLiYqR7brWemuVl2LRee1cPwgIGPMmFdJkRHVavdq5jPQiwSbXtblrD09BZ9u3EHoAEsikQa5iPEBPo7+Cpplh321TxA5BL6UYCBM7bOIE+5wCN+fnfXpqEg25JmnJOveKyXcKdfDvCmkiW9G9NuBeX6ILiIS19gevBpYPuSqqWMqqnYuQKoJe2OEBMCjmAr8+bqCyF4WxN/pHDZVNEXMV/g42vPcimzypcAEU1dW/AvfzncEFrylGGpppLvmHzoT1S4BfAmWgRytsFb3BrtetLXdVOP68pShDViCEyODYELCh+4pq5OIbHAw4gcAgwsWzAHXNbi7esPjiCol4rKUOBo/7KHSWioT4EjB9xZNpzpft3kQEQi3tVrWMMWe2+uWdC4lER6pZ06jK/3Rf9tbh5INqZKT5IuTsFoCYwBwnGt9zYqRsAYcF7rEEGr3q5zhSzKoI3wDGWwGFVW9OcttiRYq+RYw9gQRObphRZkxRowGVZ13gmFk2FIPWRXAxScxcMdQdGDMimergUIHKVX8Vv/E0aVYDxAG10cspy/VmVMxmtFWK4BIp9/mGItnV29tBgC7IsTyIPLcz32HYNm41ZBcK8ZwZZIY48bGTh8LcVVf5chOTqimPV/FO8kOs28Xerw5b7+eqtOGn3xuBBOkmnWFb+Amwxerh+sy88+bd+sIRuy6YfA7Ets74Iuqsa+hLIEcGsc4v/jd5laQFTHrhd64EVnoQTf1yKsC1HjUREpG7ZBqiCjZ0clpEXt5AaAc0MMo32/CxEEdij1lx83BzLbBhD9xTwwu+4zgAEM4CKTaOP/9vS5kWBWlVhWo98HrCxiu//IhJe/7Zos6Pz1kRa5QKxlwwRxPj12JBm0PsmoPeBrupRhoJX0iXrE9tyHQxGftqhbikIK6Bx5Oy//e3y3Xu8Qat72HQqWBh6Iji3LEOSs//LHJikYgr8Un3/XlqQgK6tMsAIpJ9Fzu+4Eq4+/F54ed+FrwXa1+bbIn2q6tT7kVSUdNPFcBCfTLkM7f8T+S7l1r3JHm7ixGVDrIYAAOQf//1GD10NVklFviqKawwnWW0eqQFygvb8lvBWXKFFrSTR71rU83vqEWKWnWxXeweyWmeN0ZjiQajvOI0dLzRja5aXf0IQOWG00gTiNAGPvyRh/YEhfDxZJTGxeerk9iKtUwqgaKanhzbctGa/yXbUoES6OmEMzbs/h6+/4vAnBJ+jAczIQWtyOMiPJfFxr8boPIwLSN/78De9eWgbVkrfslUdMObvJPuQ8Q742Tnl/LJyJmD0aqwl2ZghOqrzckJicJGQFLz9wul6a6UAsBTHD4soTactls4ELHGs/SmPsslbWeMLy9Q1dPtbXkYAEMrybqtDxUKPX2qJLCQsWruhYGQbSMKCiJkuZtGTfNlfOzvgKYANFYQWIIYEqr6i5wHLGhPfv6eH4bQ9UET0jPNo54ZafEFZxFOyqQxCJNqbZSKMKrqQwWr39/to1v5FqTmDKKT3DKssv6ZBg6Y5Ntz2NpW78sbHO/2W3zNzD1ZUBLQkuEQQkow63zRnHBdMZlBp7XYjSOZWDKFNIe4Sij2yZr0nokYCqn86tmMtzQ3uR67BQvYBtgPZM2lInWaAN9BjkkKrvaykqzNI57AvShKcawQ/QY6PixurS9Ftk4hIbuYq//5Bic/zMSjUhWBwKs0TMT0ZbYm4ASha26ci1fsMbsPZTz5TL6oXuDYol0bHOexTFC6oBhiFEvABjItBztOs2Q/TG8QBJsbjYOJ2FIZcEzPX/9p/9l7c7NXR+QT1FZ2dsgdT0nq3sjnHoiDf9cBJP1Y19+tPALwwc1THxudGj3jRmLfjfS98UBAwinbJdsochjnS3LrKkyUGp1DTShVHkOWrdSIqZp3l9UAXSoA5G5b5cyjWlr/tyg25D37xuQgLgLltdaMNozyC6xogKTPi5I+dKG+LaKbhj75XHl1yVAojFN/KiZGFXTi/77ew07E/Hn8xSXlLYrRktpW1BpDqJrLR8FCRPp+W2MPB/l+hNTgEEZyVW+lVp32QJfYGJtO0tSYm5c5h9HMYbwU/nfHf68z2B+G1+kg+E1WDNXDgQNXz7UNi3p5xlocwvLjmEBjXzX8LFZCfA4Mi7DyxfEW1AwUZyR0d4RTDFoRLO8TeyARlnypoA2/t3FYpXz0B4Caje3Hd4XQXDBODoOr5Ev8Mwkj1RtUCb+2b0jYS06Ciisac61xsMw6T19K43bPDF1jxHxfqjFfWhXZY0nDLUOVx3W5f1AiOlJJs5hEI+4liOI4PKF8Sj/iIJqSHAADD0sMm15gyn4NXPjQDMhQIAq12AN43svXb7CtJ0lt56d2KU4pstTaC9WehtXdUrN3wTedW+R2FuMN7Hk+OhiDkWmyuIPeIgg/E82+s0pNUYeQec/+Y38uk0nBBmQwk2jfuW7NlpphVYBqdXwBL2WGc1T8+EBG/GBODr60WY+c9FcmQT/rygPLKKV9mejleJCbYyrMvoFp9gFDgel4oFO/fntehdiNVeLPNWGHK6utdxBhSuU58yKDfk6o9zA9xpu4cfbtWKMLagXjW151KKNUDMYO1jeokb5NHdJcSrtycENDyAeSJSxNIuT6/HoyHmcqvCnz/Eitgd+G0nSQxE5psZ6TainEdIXUE1bBO5gcCm4aYIvi8IrX3Yr21pIp1uaSiM/VcfmUCJQhDGlfQcWU2IAAOdANmnyUVu7kqICyrJRRpEA2CQEFDCXbteP2ZQLTYRNxzMPBVKMrr2XQHWVWAaEZ9huYhnj+oXZAlSaCC+jjYa7lkuozgiBH1L+/n3hUrv8umRcPEbJhA0EWwQy43D1O7IBfGoMJYX49o6ID9CvhJYDsiROewclbpYQY2V84GlTZg3JKXSn4lq1MAjqv38L+UvkibtJHRxATWRwpZWBxy3wMKddkCojalsUer8kkxjk7NIoCSxYzjxtoDapoCg44HlhSRKWudklXu2hOQWYCQqL29bmtsjavDiMQRDER2LDJ7bRpcmE75aMg6QRo8jShl4WyZ/nDMkCzfoDoZARD7YGOx+AZCQ50Yyy5xJ3ZaTpJUqWfMGnzaUB4SaGpwIcbt0witJxpJpbeIYVD+LDnrGp01hLUDUrVCr0vgV/Z+QpiYWYvbklG1XJxu54itl2oLA+KzoLi4sWew/hCMOMcLc5CDZvK3FFeWkwTZhkFayhF2b5rQLEvgAoyMJsOJSCtahcJIr7jJykpPMN1nnG/hSV0ybKoE4CSdK/rkQUkPsk2N/fbS63jgIZkZUaefhNpgcoDd0dj7OO59aN5QRFM4A02MiIOhBW0wBGs0WCEn1g+EMDxOuztNa1qMpHq3fqR4dGjXs2n5tcLrWcrrWkOMdcpPDXPjUK5YzGgJpCy3nPO+6389T3G9jaGYeqxbsxVuIIB9OoQ3NRhmJYN+3knYxAZLZtiVBuNnyYjqVmSwgzv2GgOEDwWV0gW4jWS1EcWfaDVcf0ZVwuDmwNO3Hkhdgz0v5l/3QyvOPHRhg0Zbbu8B/1PHDBzyPnAXq0cfVqg/ALzVvewJc5XJs3G7mtNYfCc+NEqDHG0L8XO59XDCAqdj7I6VO33SZzWNZp4zr10XKCuHuON3VCZyR2TIIPIUe4Ijqr3XCnHjMqXRPaxF9Ib0fd4Ueb5lJNhd1nA4EggzNU5EnlAYZvI1NwGuM/Kz1Y6wU4yFG2PiewSpmrFAV8mKqRACs/rIvib88YqG0y59AvpfMvFb/uSbafSjK1Pi6TF1UWMiC1QHRFvclow5HYXAZQTPQO1r4WuS1qqBYIlsREqjEEsTC0UMuCRQFM4aKRDfnstCNFLAIXggdj+/KEfPby47MeLv0jDUihb5EVsBIGgaT7iVbx8TW8pQhQhJuyqSqMGC0Mob8y0MB4wJ4zm96B6JM5RYluVZpkbk8E7rWxfCp1ojTsscZWEVbCCzaF2ZGL3tub0VCCLN5rOSlJcuF5Zhylecy0i1dlblh5vzYMJiLM0AIwZyzN6StQ1aIyt28rI2jAoloIjUcjKYL6zbVMiZmPNcjBp7nQLyoSbo2KGS0G3JmGZRiSBEd3IXgqH11ygjhXD6guOT9LZldDK5eabE6hEWnvXrcjkY7CA/Kc6PMnKHkOVldeB0i5WxNfyv2lm3Od8T1FaeEeqN9yzJEVVsDvzMK2kz2AGRTkKGs9V7PIZib6CBpSJ639uJ3hEHJspGXLk7xxp0R5nhiGCpBlmwTgNjC1o4yuESeH2RtNdrUuS90FrbxVjcZeNzU1EeQJ/WeoKTKRe0rNC4ZCXQGgBZQGkPxspqZAlHyWwpkVcaw5qYo0v6XhyOJjBcWQEouIp3QrhFlldtOBLSvWCMTnpUz/alsoEn2QlYdAVHYOxQCo9V75MdqRp5WKihgVm6yAVkviJrMkzMyLKu9lgVvOJcT3g3J6KVe4UPRdNbTii8AdQw6BNn1GawlxlVXiO8hBYGngPdbrAM5fj7XdXmBlFuSeFuYZVgpyqCaoLVeJ0RiIoqAgCiygVBG9L0gFjeehgBL76Y2j+1taZkaY6M7YORPufBnZDd7UDOQrjuNM8U/02f1iU8YdBMOcElrTS+OMYWs7P76J5ILUhfHV4kAxKQI204V0LYO7+y38y+YPqitX53hsXYOPpTjBIXDOJBtuIKVUiXHvmGpVGOZNcLXWq+6cVJ3Limfsvhk5id+WKSDVKZ3hDinKuiAGkNAG2BAcaMgiCPaougDG3QjKMeV9UdZKUcLB26+vsqs8IjCEsnrz2L0BweFM6f3tE8xJyqcaZPeeEYIeW2b+JyunrngO3StYv8BaC8IvIdWBIZhBfRKAAjoWMn8egPSH5keqhKCOhc8w6Usjh/IGpi4iIKE+s/7zZpNDcd9BEfJg2sZorFFar3ui36tM4RFzBmWEBhvr2uJu5MBmNYZFdmZtejikb7cgLkx5iCUIWO9zIahfH0qENhIFGl8eohaSRLN5d8bgZi1sU3SiQbcV8QhWvTQUdQkJw7Ekiqo9ZIoB8GJBYJidXQZCuTIphnTTV68AbLtIYdPnM8pIgNTAiF5lmPf/wJTwXggsbJxKpGbOTAVc+NKFzkmDIGeihlh4JjQyaOnfdr9XAFoC+MiRu6GOC9tmhhCLC/J2yvbWIxzJvfMJ4cZEOxJ2hBkU2LDcgSEKqr1JJNSwr4+ALX2H+qflgnmuNSwpFixiL2cl3TClyAxfHqoELOAwZdd5SuaIsPqcsFt1hYynqEgYR1FWGpq9TzAysYB8y0fo7nZI6eA/WsEa6sQMzRd8Pr0o7sUDnx393GRBWsKmI1uFnSQgwwtXI8YRhxJw9dDkT/LFIM2uMjr29ambAtMynQoSZx7VNq5qESeZxeJjV0hoPU4uk4ACKEmwnzDDaQ50nLytpYwIc5BSimRKG/f1IDdOYoovP3+kTGGY9CnxzIT1aCWnxBFGrlv+2DqDuhc6PW2Rtgjrojy72LJVw9rdUJbiAWpHHJOhLljbixJOpJsUQEvnzu+wvOnnLSN2RADIRk2x1LHPkQkBIxTOVcdiXQ553VbwDIgjawRQzHBGhE978WqaphniRfMWk/5GOZGU2tBiZyWGT7vd9RGDBCG55Zx/O41gy3za8721AB3mKbpJ+qzTPFqdjhoIbIu/aQOgrhQQpTWQ7yA9fex59ai5BICo8ge8lhccCihv/NeQQqJHdyGAVRSLjFuMh4sz6/3XbcJUmBIwJVVh2+aPaQZaRCJIUHHMFXAXMQ7lu9+G4WZqNVbkhHryGU7E4jx6KUDsxFrMQfrikn/uEXfFHQcTnp3rEHAJJdvhEq5kElQrDuiQ8dnNYHtDSbbZSZf+lwuOppPm7l35xvsj4qv3RAylLV/s7c306MEdDbWtXFkGY42/p6WV86RJeWCc33RkJkGHSUf+0daf1psPjWaGMlKVFfeBcZ4GuRSOLSA6UighQgBiY0ZYMkcIgRozElCkFrjFs26qbsUsMlxvFZF5dysqpyjxJMs35Z9Ts2qaJnXGhE8zay9cpTr8bVi8/NYeZgDiiYmZvApa0hYdhrbEH2tcX4zWwQTPh7Av8m2wcSqofOMvu7LaYYRpHX6Q/TDuKSKCBytAfNLKNmzjJBO9lLTMAnJRFQBAXD6HTZiHUXrCoDB3wnYweWzyjnacF02ly+PD/A/mgRgsnUBAaCWx8YDA4prCcKc9cN9EZ5bqr7eS6yfq4pEtDZE29KnsA9lTMJ++a/vezammV15TFcaEQTJD2XJ2Q30UHgAkWE7Ob90DNPX0gDfmwqBNZXxvdJScdE/5P4mYZbMxB1s/D7qWNRmi1KZZIBAFZa4WzKMUmCxSq9nEOyxBk2ewDba1+tJiqtEbx/BnCIWVyuimlt2TIDEDqL2b6ZF80p8wIcxo6sOGxRVyJqC4mHWpMLRea2cwn5VBI0SJ+dAtaGAmjy3XgnJlBNdhm0EBN0WxLULCuvnP7bgO0j2Y0v8jgXeE5dBkBvmB3CL1G5DxfI9ZQiyJzfcdyQkdi8ZWZqXp3+AbLu0+3gGZWGLILoi5RLbRLrApxdYbiWkwzt2nJuAMrqf380irx6u5byhAybAhnz3spXXQj//AeCVF7HTZp8y5PJ96BH1oBb+dwTjRFMwy/xevRGZTSojoDgVMCLJ9CdlUamR3TsVvSWXI0sSyTDacevQiWdgnHLemHFkc2I2LjbDSN7dQkfu0LeiZXiv+mSXnwHrdoUumzFC+vvpNl1pYFZuaexs/9HClNpl669hd9zBfAgH+3x/wCHhmjc9r7iD3U3crmssLh0QiDUWwcBgIv+pMedSeJv0bkeXIZhHIHf3BfDw1ujo6Y9ymvdzHWP+JNNokeQRua0kx3sHn7d3LSoZzAn5eN3u+FR3GiaKcDsnLlSGIm5r4DV6n1QnahzhxJEju7lYCU9ffsLgGBqCMVJAtP0ToPclUCWHjlRUq/adwjVjBNE/Wb2JRr4TbgBlOibYdGAZq99N9IFJATb/U7aTBuF3lLyPAERKK07pNvgZuXPLQBYNcAbQHZXuindpHlKVxT3Lxte7hrmt6hBDxYQh1W2xrjcFLhRgW1Ek2BJQ/0Ta1SKGZAaKbGzMG0wCOVBlhWAyrw2qjpmIWMSyxXzB5bUhexqmxQXT4dR6dYvnJuxiWGOr12raboNuSqw5oxnAAueXDyIm/HqLeSHuFaQlcdfT7dmr5OzTbiI5WREK1MurK5avO73+28+L4ikfC/u97U5VNldf5UVOsFToef0n8uX2+kjVK4gZXslC6DJR95J+DpkvnvfNs7uZCosGc5h//SNM9E4bepu/E0tpGHDM1hq8me0c6/Vbueyc4tL7L2A/byNcs3eXlXuBQuBf8Mvt/I9zr0nKxdOaqDsjx1IP0s/N0BOrnA6ng+MathIsb6xKyrBQvDi2ls7tRaXH2Q21E8bZ1DjS6CvMTyVqyYLgcp3Xn/H0/W0PF/K6K6xVRBziKV4Lwp5CQ92Qp3P210L1+uv+FnwBcRPsyKKf46twSs8i+3T2NYTAm0rT3xhsVNBb3Hw5WYv8r2mb2TPZt1Fd34V1BAyktad7F/L3d7Q8JR9x7m0rh3NuXN2/4qvPQ50oAgO29oWv5JX7Rtn/+BZ+tOe3lbPU6BAZXquQnFxmuT7RMKQZqD+I5WJp5UviNOjx8UBflxLmuds69cLKMq7nW+HhDDyqpPuCxulJsxVE6JI/uri6yzLF/B+BguX8nPL69m8hTZpD6z+/nOl2KaljP/Z/HYGXpBhf/2NeLIBiMctlndagfZ8QCcejkw8Nu2YuQPQ5tntGkFbSe1M4Z6+nNwcVicn1l6/B+8WFBMx4BgCAGFEy6q+OTYnC7KxWycm/nfheqtPZlJwkUHUhv0mgsrcsrSC6hGScypfvjtu1Ef7/mSKlFCb6otoMS446GB1CnMfWygIFAnBQ59xuSmA0eb3jsyAhYNmObPnth/fYdXRpTrfVgwaU1Kiz4Hu9gS3BRYbtR31BiLI24Vs9sQa2eVXKZUQJ0qsoyVzZEcuHWQo36Zpm6EwFTMdie78m2q6v2AfwQb9cQKplU5vA7DCbcHwgjems61f9T9I3FwYMsW+fWKVY79r0I6rkVQcPADhkxHClS53guzwBHBCGcM5sO0ZCMXaM4j8BjmFOQJORrEQi6oL3yAAonFQQ0c1kMCRAdzNmfyDGbwrmrSQi9Xz7iGgADFxLYTF/OLE4g02ufv/X9ueodsOG4U1iQV8isSBE4lrYOyrwmRe0uP3SIK1e78rnbkOICBPgKTqzFqi3DNSVcQIK14ScHKkek20c4aS0hX/9UtcgA3Z7XDfU3lccs26byioS4gMMEoEuR6pEdo0QHVBwugpcqaWBGzLmMbGbuRM4M7JmRuIMUojIBICFLz3Ot2Vs/vW9gElar0qOfaQscrxpZZukbzekmeEOBn9ubKaRAu2+fkr0UQuwRFuRODu0b9gDibCJ5Hvd5wmuhL3Ze9ODuclptTCH591oBd0bNbF9aN5ptwwIWDF3JDXLjKlxT1tcKQ5UnyYeQI/mzY77vDKNnSG4J4xCg5sNIW0mrFhYsLR4AJRVnujBOF+JEoIVkELms4OFlYVBayXIC9kil1ifkwNlE2D960dObsxk5lVdt5uQOzEGcEi8mjBPYqo26Qoi4swzixIR2CHWwhyyqBAGtwxE5O/SycN5mhlSnnDoJGGMwNfVaehHrWZ819aKmNlisk4KapXEO3mwvQI4elcQUoGrFQ1ICW1LRsD4quuUYvQwTgZ3MoJ8tObZLKtJQbIDJFUXUcH9OcQYPSAEcDindabCAzvChPR/wCJFbXBKcV2zX/CSSNMGgEjl6PDWcwwJIYeaZPI77kPwKb75hKtG6OjT8RoQBMlFbYQY6Q2zy3nxbrRa6usLIVaklArPqk5nu3WmERKZdK4HNz5U+ce/QZvo5uRHxpzziU76dxKn9FYyJr5BGpmXRBwBqyBVYtkDVWTj96vc5idJCq7xwUpsGXDzU0kDm2LF0t3l0ulZ40ok5VizmcBdkzb/fIuQtRmz8uQOyppr5hQyzVf2SH0ktq+0ygK1pdWlBvRawZBAfdkYAFVRts/Kw2kUfRLa9X88LKpIFB9V01G1rUHIllY1Q2HYly8byqSjoMtTy0kKnzEf1x8osHqlpclzgAxkrIMGlMAymP2ozMnfeJQ0lKrVyU+8TRwZfOtG6VmIl57+0PaLNChqOn4HTV/NSNxYxuox1Dgs+IapX12qLVa/bnPStik8wHWyZPn6X4QAY8QwSwmT8/uUYARReldGRngskuT88vxLSdL3LScUcxzWFbvVcDvEV9wXYp4NQOQ55hXB4yaFBmMs3YpgspbbyCF87iDgAWqbSFkZ6hGY3WqrqvWGQMDntPQfYEpJDBw5U/z6M4LBFt4FkOfgZ+HnXjDY81/KRCoHUuSAF9cLauVl/lQYH0pV8vjbw7Syzi3BF1uUclhjhIAvAHu6Uoju9bJ00NcoBcCugJQkJajnmnpvrg8wKeD1ZvXJ0DCD2XOZckGyHrEhuamB17y73xlndiR5ggBUkpzINAJUpUGC7Jsja6ZvpaPSx2uCeJsZwgJGxHpKnfl+ww/EraAllF3dzSbYeIxtkQgBd1vXbWOOvzbbMk0HdAFzzBs+Wo9hzgh4ZazmtmVZUGe5wJSXb3vcTKPcvn91AbHksRCinVO3VCLDaV/NZZoW+4iBygY2qkhOYjqwqbgIBgJCdYfS6lpLP1jghgvh2Jvk9ikK1afRwLke26EgeUymIkdWkGQKE2tpSYZ29MSlTOEUAK2nDOOIMIQiLpX8CeaFF3qTQrDQQypGu8c3AcACvr2LkQqHQRIZIwgtksSlgjgaCWsNjKmbFCfGI1JW/swyEFUK2RdrQGAsbVovbvwvbJACeISYVWvpM67H18QHiHjOHvtKchRVQGm6UBsnkFJE/lxICl8MTI6YvfPnT97POkwQZ+MNa6e6latzCVH2vS7UOD3PdrIklW+0itGSMpuxiLC4bkkO7vpWEVBeRrk46o+32zhe0trDkzMLRBnROp8St0wOclrUgzklCH1yzt2IEjNoFSbYXhZh/tc7eAPzirorme4U4n6sAfv4v7QQ0gHhu816NTvsSciArnWua3eeE6injZTdUxtI6teapyNbtaG7kLcOlpSKU5kQT/3xvplICRgAKQPSXNC1Kdcd87AGA8nNA4D80+c+dNT23T0bKJekmBCG29J61oANjauYJaVYEgQid5k+QN9i7lcacfdoGa2ioosN5UH76Q0mXA5dTHiRboj3dr+JqurXxaQH092LfyGAwq6oVnJzi5YDnH2WnuIHfcfXilFESFcQmDBDJsKuiqq6bsNGjltdstPwECJbdoLFif6Q34r6CeIM/Fo0JCpKZwDczGneFycsM0BlQzhWtAOxK3MlQrTeufyw7v0UGyMcRRBgxBqgONiwNJWbe8YOL8a4YQdDYgHWjm5CW6LxrtK4SiInFup8ct2GvBK8RwRlVxN/tSXtkMWKEFlcHa9V5cziMK9kaV29RrTLl8TBiorBb3yuCWF1D0JYiR15TsYPvz+klEOAviAyxb6mYsKrTX0JFFaIM+YQsNOp1YvvaHY5NQS3x6pBQe+kTaRTRQqA0AZGZx4YPaOYwkd1RpHgvPok7QZbsnhzlWwRRUzckmCKOzKy/lCg+a1eydYPP3DDNuloAFgXe4WHnK0ygHJfCTiEvknRGl0C++3DRqq+UA4Q8OVjeWvtbHiYVYVEhRHkNzqnVPa0BQz0sMnJVyw3vgJJ5zQDvuRbIpKyKcibEgfoDgR1hDl7ueco9AO+nKHR+OSzmcbL12hN0CvgDR6jjCCmq72Dlm9ueSkgYFnKHojJzl5BWqP1aq3d9QgxIt7hN6t5xaQngtCig7jykbg89cmOtaCVEOcLlnwYf5PvSt1mjle/2nlZQIh5j5QPgTgb4GkJx7WhRN4idyVs0mFTPlCMAKseylpaseWJUSGgETdmCtwzzkhT6NeF3a208Mkzt6am8tN9sSlYwf1iOSkJFyLO6H6/S1ebmMNtxmSFzqXeYOS5Oxq2T2f7ndoFIsxljuk8wz2E+EK3yinB6O6NcYYXJD0mr1s/GFQHn4s1eLuaLSwszQRZ2y0hD9HHQP8dlXiExqO8EAmCwAhhLgWnCtKeGbQURRxTf3DrPAhlgXtVz4ldD7/LPmU/jtiO/hEdSyQzOBb6GWIq8pGXONfgnsEZrAO9EgBRgN/LeAFh554d2Wabf/0JZTwPjdRzmt0OYyzHBOviFYKl7NbvN8WSFor6KFkppjlFKYot1fhdIjIvKntHlkQP1RVmYzTJltSeSa4jJQKselGRGHLARG4buEQAQZvGZaAF9LVlMwAwB+8zuuvSsubLVdrYwxhoShBXnTDLiBcUuSgsaVoeM67Ft9k64oxWdqWQu0lg2uzaWuxKjN981EVMIDGE+S5aPYCMkO+d3d9X0Ccsw9FAGV6fIyrFcyj2+R4CRPNKilLm8kG2BQueVNTRDAkV1D/B/a6bSEhu5sXrAbO51CHPqFve4wvDSBIrYljI1ui4FFoFmHFKGMEYT46wEn/jT49kCZtWxL9UGDPDJosx1l2dAPEmVN/mUvXKzhV7Bn/coScDanrB0Sz97TMJDvoJO/ldRgYX4eCUPk64xSWr7j8X86W1YLRYB7M07gV2rFfb6S4n6qK9DDaJwvVg1WqpGTUUxOgTngs6z7JvcfWoEZPXZK5GTApcRk55tK9+W6+Gze7pyhUHLPQkOkDqQq0Ab1D2xZnzWMEkinwjoxMoZxX7ILuNCxbaGPNuCboJmDVvOQVW2Z3A+2dAKAIkZqhNOzMaoxPdWMFpmnueI/aQBaKbfe0saHngE8whY+kaqQmChNxDnDGmIJxoeUUqraKEHYXna82NxcN3EIWs8/wRf79QYK4TT4Bejm3hrcxMRpysSXrGEFJwgE56PAXuYCcIginnwdVWoToQCsTNM+rAouQVv6dlXGRyMGdFcg/24BUVBJjBVWKT+k6m1isV5gklzBa3VvPEgRZAHF8/Zc1StNANHC0rNiDA0vkp5xzsa70IBN5UC/GiSzOvGSIgtstC0a7BRq3ULOcL1JGYhHOSQxQcJyzK4FMOllzJPYZXSVfrPHtn1Nw5DOKyyQhZ1iSe0IJwoRLA7W8bBHSsUkE9mryIa87BaofXegMAcdfld9S/uEyb1lSN/7KLmgGrdmDNCxQ7hUMsIoKomNREKJkCyRSmlIskNwvb7tGSM47TtaYcARpR0Eyk119EL7GPXvpsciwwbSbstat87y/JpaDvHZin+yYHRG+92t9DLRsYIA8qvK/cG9ywwSd0tCmH5drMxaa8EUviEtspHHiupvmxXp84EUkk7/fu6BGpK1rSYLcM09srYwWdUgiJdngwLkVbHKQuagtSwkVnAeCc2rZTqUMgZQ0AhighuYn4YotiqCWh2dON6bfYHRhKsLpCkryJ+tY+7FxaMIeNWyHlMLhhvzsVDbyh36vSOXC6L2LlgBu7rIhoV4w9es8ptBmMEc4CQoyqWW+TPXSEaV2DnGtZxIxgrINAmDvMEGL8IWckLMX7KCQAEOKpSAzttuFF3pc4/jGUtUnV4pAAm4LVj3NvxLtyvgrG8OF2nZImycvhjl92BfciZqev9oYzZhHwxcZMUijss3cVs/O4+EnygsPp7b/m6LNIUniCGIw5RJENLAE5LndhH2TiefBjWgEtMqL/a+m5ca6WACgSENUMMAegboGQal3fMK50IrDJTg7Dx53LZ4Rx4d84Ux1cL0XyanRP1/8OvTr1oIFrZstCR1HTKkXvE9yHsEqoARY2XgURkKFI1rEoWcLZcgi2wAiP4XwliFw7ZYAiaRXYr3glNnAgAFjsljn6sj8/IY6zHwM8361nM1MchnWdXtkxjLFPmrMUhA2JoOGYdm0dhnV1uJrqanF3G6K6fSd6GwhDkKbqDbaFWTeUBJCpRzlUk8g2oTpd7wKLREKYRUxKbtgwElitJ0ShZhKzikwVWxJQlFGDw7i6GiM868BgUHHZErswaXTmWfEZm2E1rtSqMw8b4wJliPWwRXYm71BUlrC0mJJidkXLvor+tAkBTQSlhiju1uVeOJQXQzHO120TYkqRPTUPZAIH9MYzTjHtcF4y1I9i7iGu90vEZTb6WgkfcFQlr4NPLE2EbYBLymGI97PfUp4uO7YRb1BiLyBA7Qpn6uHC7pB1MUn7Btvy3RsuG+gDucW6jRnAN4gAQG8b+PcbkOtOH3lr0n7JKYyqg8vVFb8/hJOt83LchkRRdW3ykBTbQqW9xPTpPyGQOr+jL1f8n4rb4JJzzEsMU5M7fQIUlMGYDYBcBDNdfe16rytxxvS7bgMxNkU/+ozWsIRNCSOetrRO5i4edQxhxOy+PPkfJM/AAxajL6UBIoGAbCI8OrA49eDm+QX2+8ZNCYfVwWiLTIIfj46lFBSF8BUQF2k6lTz3KRiPAMoKphCWxbvk+r6wxS/KmIU5XfoNVwQEg32FlmpmWz44ShbUhmxmMAbJ46sDJb94FF0qckrzabt25bmLARW9v8uvFmWvcIZ885d2i6HWWYtFXLA+N9bjawysiQYYmfTCQLTV9QUhO0OxNTpwEKAHzM9mrQUfGaA7LFaoEdjhAFJIaBxhgdlvGHF78XSaEuR2GVwmgQZz/u14tWa5QoSADZdYhGCUDqPmbkyIE1K2SSd3zn5+y9C+DecMEDPm17Vkp/T126g8393mBeRctGmO3GZM2TnpXm85wTQej1fUkhiifVn9MNFTBoDYEViIrOu/nTCZgsgIsxqsz1YU1oZ1SHldzLCI7l2YTYCrh6H3iFYd9QkTgTVGdkIyOvVdUze8jTXFLlomquCnNQPJXv6eKgCwJDnHlS9nChQjdMVtVu8ygNOjNUdpccw8xtAKVROKQpm9Dp8F/CLozQxlAO1B9roMOOQ6ITGl6/YwfAkJoOHLhiBSFtbCB0gEmDPCyNPxeqgfJ8Phh9W7W5IzD55Jsao10tm8XzMmoQkJUF0jr52kpbtk/7cb3jCafGZixWXcMoOYeU3LaVMSF7nimOlui4aZElzcrQgTq8sIahpetCtt0ko8/QO3/GGcEAB4Vy9eO1IwKniAeAac0BuCwCMkMjDuG5CCO4xfG+68AQv98fLE0MBdSsX957CUPwNt3lXTt/4HXimW8/1TCczAppn+MhFqdVVaah9biOZx4u+aVj2DlHc6I3F3HGRetPvt5xb1cbeo088IkIfvs9bLpj9/oqdcEs2di+U7ZItVRIDwx+N0ENUUM8D1q7TVpof84X59u+i1rSkptq+i82kutkhVC+TR0RRd/eHtKMo5Pmwg+Tup/LmRnNyMQ6JmSw0XHSaijZdQe3m9qTkYf/2EQUtIIVeSZaYQtJqgAgmvpKwDEFBilBLz3n2kyKytxGmPLCsXwrb42+pLhOPLTZWWuJ46mDMt9bDtACWZUFnYVdEuZgAIl3yoBEoh2rqLPEJI5WDKvYsEbCgQKoAEstaDt5Xfi8UFgvO1BL7OABVhDncF3PZq443d4hp4TLGonEhaQJh9niSYv+wzgDl1RcXrPoyC7QEIEnFRUIVxJcasc+cHaKOTTXCRZeI5rNAu9Z74RCgHwCe8hPIkRQ4wjTqkpS6Vj8lNT7eWMFXt5mAQ5ibVjDgF19NtteSrMBM9ogqwFa1fLSpKb7O7mgAjxGNMwT0ZhiCgmfbf8pRuZK5S0P6MJUUPOqJr9isg2+/a+gy4KXH2SzBXJ8ou2BzBepWwzUv2p9hrigm2gWAwWpnsPjkXlNlrVTzElFH2mAfCqANwViA5awkCF0IWzmIEFBJw7h9qhEF6RvBcMtLWAENHSFh8WoL05hg9WTETIbwgT52mMrtkHSgXK0UADADVIscYxkBlLk47ObFnlgnybTKL+zKUi8a5flse0bz+IhEFznlArfIH4myY6zaaRMoUk9qeBpQb00pL9IHHWCyJlpsB5TH4TO2MsTVhNTYrY/lKGSyAlyx0YrUMQsQcWN9+yNmHDG2owVb5mCI/0tab9b4AeUJYaphzdmlH/PIiPjQMVMbf5hRnDWmei16zITaSoKxJ9MmdJl2kxDC218z2jeDj7JJeppBLG30yQF8jQEE0Vvt1LiOmbD3rZt/hpyBE4Qzs6sjMb8sKW5wWkCFOTqtF+jgngtxTOpC0zpQ779Z5JR0mNq65yBMEISCbojpitKLca0BqS/EEKquNj2E924I7PyzGchExgCCc15huKMbWMHZhWUAVnDV5hxfBG+zfTkGvSz4ntxQJkbeebpl+m4Hcyjqvi8LoLSQHcpy+Xi1Z5tzCv5oPwfjrTOCxwnaZSc6N/e19txp9limP31qY0sqgHxcvIi1ek0vRnWpI1VqYdJSeUITOhBvTgbJyoIiLweerSDGHKv+2C1th7IkCpY63WWwtXJvZQRd3Ks09Rp6lLA5nE3bg8BppnCnWJ3o/o3DzxY3W4rkV+BIgsJ/fJ8CPnkt/KRymWd9tm3VerLHiFTHYQ/r6WGZsyAhFhMVDHJ0ASYVMg6WFTQlgVZmcg4f6IE9HQaBws8BLYvR8YFNNQTEqyv14/3B71S6njX2pWgDKokBqwozoHOLbVJiZp7068l1jgKsgZCi1bvUIcmF0+eH0QojcA8xSq1GRSJUrgjbrbf6arV1VJulMOM0EbAigqCAo21D74AlY7CaMIiPUzv1KI72NAx0ggbG6HRErgXPA7GYrCFRNmyDUUOa1tiKwrY4y0fE9XdjC6o+UeG9nWOz8k2uw8CyY2zKf1qwQpieJVbqpMyBE5gQQrhAOE0qAwxcbOo6KGHJGcKI8wipSLPS+GSJPLvqUE4kS9lXOiJURS5c9z5QXF8YWJAJGZfYBqVrDjVAOcmcG6B/qMONOKDG76WJhlnLSDFfrgmuRxOlBisuVAeGyuieIasxr73LOdmI1Ua0IslB4570VzPpxYjCQxQrYxasfuQlWyTz7t7pCOtQ1/JUGr3Owa68vjZK7AuAIfb1dLZrmXgHl7sWSd6uuf9KESLaBJWpRlqpOKZcmpzgQSqDnxI7wKHClNY2LSKZCjACBSf2d4i0Jy4ZTp5njm/XEGbHUCJQjIMKfS3ggs8aEgQn7kZqKrUmtd9kaZErMMkQw52xpAmq+upfMiPfMMIrgsimDC76Owfy4Y+bXM7DeBYgkjilCUZiZGARDkFALSQxUM6ZrQ2FCs92jXssVOUmvjYR1dkGKMdOCaipHkCLxU7il6XK5aThx9HjHIyChJojsJgCzCwdmORmH6a7hJZJQ68f0UhYMg60mbIxtN0MRF5tUU+MeShI65nPXYo+jFDzBvU4uxa1G2yoyBACGMYmt+oKwCUygss1WTCk5ADdmrdGiJIFc/80LwGj2huXvjUDdfhGsVri8bRqUQwOm1Tas9NJBlDxYVoHL1MUED74Rqy08bKkRxQrlJ0bZ4n4rMAMiG5I8ay+mYCtZ1p+AlZGW2nxgc8JFPLJ2Bxt0wYAw4Hx6tjUiTAI0leCNCXyATpugkoASuQj8PNcRKZ5pD53RyeGcuDLLFi6kRZSZ3gEAGwwWY1tqqa9IssRpAgHtklKI2Og14wBWMUFITB2t7tflPqIuE2jX559JJsAnkVRwASCKwQlkSoCxNLiaG/tIFXIkR0LPRYwlyekqSUr5QYsmr2//hKlvtPJWTOFjQzJYhsWHaNcyA6YNmO2UCE6JBIrfvF+qFXAcRtxE4sxcWG5iAjgfAXaY3G+C8lOpuaMxDWGgt1Qld6WFvt42S/IpejXUG/6azAxGYWs9xWCJTtpMYOs1JTFeUYtJgAhR/RYl8Jm3Qx/KG3BVa4d9fi2Zc1HeYNujnbwYkJL3b0yUYFxXx6M6XgP6EwJoSpI7AJCqvT+RclkRCT0feVb45d6W1aUXeJlxdCucJvy9a+upYUvoQoCDTZxMROSM4gA3myJHFakxkhxgBKiPmzQpRr61oKxnqWZno6OYEFK2UQ/XBBBkRqeM0RC5K2ixWQaCFtgD1tnziPE0z2AH3wDSNbmoMKBFc8gyZYEsl30KzqUM6RjLclpvBQHxpXE5+DQ6OcLJdR9mheHL6y/bSG+Dc1abtgS02koNYWoKXWCQIfdpqxOwS0ZjnnuymWs0P62phFAyZ9UXw3rgGARQn9THVlH2w95czZbLN6ucmu2CSYGVbJJDKsMqsTmslUHWNBFkmgR5oC7I+ijMVGBKSBwbaOeyFoWIV4AYrfiSG4bsrcDskLzSVVkU1Z1LZI+leD3cBFoV6+iICHV6h8xqICIdMZ7wm5z8lZXhpr14C0AngyAM6qBKxg8NWtXH0oo/lVztTk6ZIN7jLeizhL1Dl13tZh+yO8SJ1eBEhLd1WQsfNh1dXsnu1j7PDe6/Nxxly23OUbpuz5Zp/UgtZ5vDrLMECTyoB2H7jLLrqJ4qznA7JGo/ly0roEkRk6JVasVUbQstqJFrg684rDsPyCoQh1jW7GsuK2aWjwfzcu46y5Ejd9YGmZRo8p7CuODkWnnuGHSGaBwybSVb+c4GUFb5QvJewaSr2lPnu5elyNUGQ+UnPKu2g5khrFc1d2npifOQ7XSSCUZhLQAtLq48vd1Lx5G+765/aylxzW3FYaJYZomFRbFT3odwB3DKmdl1AoWULgMEU8EZ9Kv3ydKEitBUfiD1W64eX0PF8TXCkXwDUk4QgGVCmoILV2cAS2eomey6hQhdO3aPQ447qFVzQPBa4rxcC+ZsnlDCYa6Df4XXicxx4avFnoes/J5K+FlvxTLGEq0x9HcwjwSN/ivr2uWCdzgryEWNlpmfojH0FlUDgWMFEYzDWBAb2SBUWp43hKnQcupeeFsIkj0hTEm/+k3BCCqGqYaVyAoZXEGo3tJmw8pTBsHSDcp5QkymSEvZAIxcLbJhOZZLeSjOJ9sQ6EpSryMFSmUVo1sLkDyRUbVnyfRqs7VuUJt6dRRU8AWnqvpmWwBQHKSNBJeHpKd5n4g+GBuLySYPVRlZo15vRqOHQTh4nu/CkWwog+6CC1z2D3s++MtH6OOdKN15KvdxBZ7IZlEbgUeJsBxz3KSLGa9Mkp7zFFpOhLCX4G0YERF+Qho1AkXfuCsvzy+ceOBFgkHykLGP3s4nxeB6rQIowYClEBbmRAnOTJjVTh25ubAYIkhkz/oWDcSOFDMaOQZQBCLZWN64WRTs7UaPoIgIz7wQ0ym3XiJIdkjdwVlvmpgX4tjhwgniazE90CF7ScsqPt+V24yp+KQmn2sAIC1ZoIW9aZAk7+KUyMZTs/AHPQM2F6VIsA1t4SEghNZMTRxi9VsHH9bM6xUaFQ9uMXnEFOQsEbnlQQNK9VhhWb+ithglm9ntW9xa0KaTy1AMW1Jg5SXovIAmYF3osSRMVO/WCQuwCbDhWBAM76LGNziMHtM8k1K42aBqqxitMgAtdwktjbAyorDxI21gIiLCW7L4hsSI9xTlpRPJKIYfGaCPWDlGkKRcv2M8ZHqnIyxZcAmzghKwQVkjtydclBozy5KxcLnnJAGIpFgrAGhpU7f+veiQ1EoU0AEAK58BkrMDCGvXR4oaeVyRje5gQMTvYVkpqEUD37B2hWMHUMbLA8Y4EhoJITEhwrUG0XLkIMAycQhiAsRGkmPwS155FhNlJK/UgBoKkqASMUcGfaQEM58xmkTEqQlO4zUA6hTyKOkoCB0tViWZ+ZZcpxqtVoc7iIEmkaG4YloMTs6KoSJDO3OTGZohiKYPjHidaClWYqusPsebpBRDY9JjjcgeyHQLfp35Jl0JCaGAQQBc5VlTAua9z9otp05klEMwGOZ8BFKn4GRYV8RwUBxyTJwiBFwlVBkFXAaISXCDudI60NKfRVoBOTs46XSAIL8hiFKeQnwAPbKUf718KMyajmyv3niuRL2eARnPrcFutOkQz/lUkmH24njegzsRT2cSyGstCNTfc/veHecyJHjJwNsLJUGuc1vHv788rsaG06ekYE8K8qzIu+y+NpiK8//yc/nauJEK/pkL4M9FkREafDS2IlkBz2/F05BmSqWy9mqz1mqxAd2TNR7SkE/3o3Hhsq3wX9dPj8Xb5Y8NhhcC3eKh4IkQM2R0RDQ7amofXATaFIIkTN67t6G5tV/7+5apq/qYwsxR0mZ65lIvvLQw9e+lGx1GeTyl19ItZYlG5NNFTaysq3Y0tNo5QtGgOVQ42bwXmB0/zq9zjiwYDNv6SrCyGiBiM0GlllzBpujt+gNyAXCB6oUwEC31WK68gPoV/Q4n73wqmE+eWI4zLnbz9/eFMigyFBu2yQZBN6ehfqpRfZldKqJooWuhvVrNkjeOacAVLpBbKrIWMLt8gX7mg4xdc811dgSXFFVigDLdPsA2ETljNqHQlUP5iKuQAqvEpexIBJDRzvm9kgxsJAy0S5rkTQ3LkBF2uNriLDGI40fZE9YRjW4IK2wZfbiHri5XGQNeqiKS0gVXYHcBJEW5Njs5OgwzIKX3xdjeydFyB8khUJRxh1ze+pnd4XVI2ZtwU3HoacVjnTK2jTvWBDZurASuaBtR6x302kfK/cuRCX4LM66x6GqJGS54sutLXxyYF5EGhhPy5NsnUHofJXcye0MwwEG71gdDHAKUtijOGOYwM9H1KXFOtjfC/wZQCCBhtDVT4WYHUSfszNiSOytoRDCvpRsWhZ2YCNZpxHdMrP4GLD7JGz5/X0Apb06IdpwDmBGBOZqcE88FwlxMkCikmA/Ru0uhgc+SuSWS72JNBUvrkSLmz7nxkRh9J8/Ol0xKt4EDzBxkUaEqGAcks1MsjUlut0vrVqY0ZwCkNGNdEeUZqe2JkeEkAVrdvhXHtTdFlUFuuYGfq2plN7X3WgSdxoolN9sYKIBNQUn5BVdkwOj4sPn69rticC2LEzniIkMFQAWviexIRVBM3n0G+9xwj5tp3nG4Nhu0zsP3vmZlDamPIXn4/6vmT5o1XZbsPMzDo3+br9ldZp5z6lYLEIBEM0w00f+fymQyGQ0gWSTuvafJ3N3XvE304c4BUDXQRBqAA63RshXuj/kPCHeXAEQWVC9OXsdhKvfKHiJwl/de2sbbQ/LDVUyGgxz1Uz/u/zzxOjD8CCVpdPbffI1v5Tad6IJnvm+bpraX0wSnH7+Pxz3EuikhevSiRhjs/fX5wcfoGGehxrXOFLcu5Ji8lUNpzUohYLR5e9BS6xKaxPVpUFk1N2AiZqmpVEDnXnyjSSo5iYNPVwsFUa37ySTqe9yMOZm/yp6+YRF5jeBiqfT29ViDHg21y/gByJwT6rX3DuJNHZDsL/77ur7h6ThoKfysmB1Z1bdguiyXGhj43/6u5e14LLHrcS/NnNanOXf9bgEPK5fPdfkigwNK16aM1uqgcnQllDaIKl/axR7X8s1yK1Jl9cK9dDaUQ96TF61d/FXW8nCCazKm1SChpDseWs3cdHkPz1C/vx40pkwNc8PdyHG7K6uk2PWEWxtaNbosa8W89xhPSbR3+Q8ZUUo7Ze/GaNXDxxF6//N6bPl82NdDr4n2udZmp/NI7zAqu7w9UGEcfx9UaX6kHS//4TD+L65XnnlQs1b7XdAwiq3U3Rs4bo/8YQdKg8+n4dF/n6yZ9i3Zm553eQK5HftN4fgYLxrUIGd1fX2AZ/Xkq2i7sBbGX0pfM9CEA/YGwgzSuheJlyjnnujsU0B6IEb1WDTd3Xw7Dn0/zaVtySJKc5zeQQ1yMEqJlm/O2GkRR37dxck4E9zkXJtX76mckoay9Wl6LI479ArS/SzNrXoG0cI0bUHXB2HcXMtBSaDl08vZT3M7CG7XIIM+ta25CUnY8/putfbmBFWEwh8PvtdpiAH+5iD+ckbMKrz/W9wz94YkrOO+1ZPBz7lz8E3FVEc1XgSXpRYiv8REcqz3M1Xk3q5F0MHXT50X6mmUYErtt9VFg1nAJwGImy0fA/eesJi6sc8lgLAz7mke9t4wzXN22fdSvItFSkGhhDo50a3r6WbPzUhAzKIOZm0NRSLBf2M/EkJfLxW8lVd5YGEa5U/f0czf5eOXer0+OFIB/SS2hoLg1PgwdvLDFcn5wVmquWD94gNN6MLacWQhdc96bJMB7E8y8Ici12RfNQnTS0eXxIOV1/3sPkXGTsB93xyowf6g+SRvcEVXZG1dyOVuWrPKt4mq9RtUI9r9Qz/OTdMoYKAdtT80Ueq6WxP8Ia3BFpadIMNw17455WZ4VTXNvdQWCj16tQ3KHD8VSmzb1JjcnHk1pBRuo0qcrieBVjqpwfo68t2qS0tZaSV376Ef6cbtqfyFSJ0/dreeZJV8t8+5gJliQkQ0VlG5n6f2SU+wC8XzLPqhxE5OydjFHAsb41GJthUWGrRyNYsFpG5dTD1wHk7JGn/gHk5agBB6htZqzoAjCyVSOqiORpWGgooV8+JoG98PXExTI6cOQzCe2yO96F29KMwtpdoKm8z3LnuvO4s9H4FZTL0XPkrli7eZrpM5YECSw1Woml4exF3XtkgnBarpJuphTQAA+FK3u4DpAAuonpovd+LxhNaFuxyp08hbbTJ+yOLU9sAZWWFvtXWme5Nf3aXs1KXwlLhzmXGl8ui3fT/CQEvPMgtRmeVGj7iR7GrId9QqeNeR8crn1LRFy1w74D6ZJ7dezyP/fmifi6JaytZJT6JhD5sGkOMt6ARmHziDBECV9LjOuNMGn2sB2JUOP7zschagPv/U273Lz0MeJuX/4Y/kEIItrXUtVmYJ4xSXZoZ4OTHTfQ0Hbbf+eEyd5VZjzdvWnbN3PRHx0pP6YDlQkiA1bAX7erDKH8rbimD0dhfht/h4yOJQptN1yc81FUkt3xqOIpEW2x/zgb3rwhj9z8/nhkMr3/CPRyFTfrmnGGy7RM3Ik6uTYBC3o2il1zYRiKJ9vvdpl7icqbVYndBC722zez9QMvdXxBUENM1Qt8Hmx2HneXI2i0Px4y4LsECt96lQTWUvQd6svcVBeBK6pEOqT9U7W5eHwwwxrd3KZW0NODX0/fNUdWtqcDk3ZI0UWuMCldCoGxmuwToN7TaDOd7DQRprTKEPGCbZC2GUs5tHfuBr3XNlq/Cf/rqMWKwz4pSzqIWdQjz8MahS/fg4XEQZ1FitcQ1X1eJTCZrie52HTHZ2WbWkhlblHbayTnVxRnob5j/4qM1++No/iiqar8pZddrt5APLSXw0WQe1QSPURYwixZdJrXHoJS+X/+uB/rcib3I3myA0W/V5fxGNdSLS1G0/Sk3K8kDqev/FUN09pgcFmtCIoLyo2lL7e9KoDSgztW2AWfzQsz63TLOO78KLNQtAaFJLnL9+SofSHaH3lGMFJZWKfvZo2uOguivDfH2W84zDcciNxZM2J7gyCxrMoI3/PrDBZRrxcxL25/wXPOpLnYU9yeODWycYuEpx9lr5EqZVPrRFhnQfoSI3RvxCmzgoHHqu5ZXkDNqXGHRTD08kQaamRhmsLLl3KyitJHrPRa1GG3zUSvB/3SbUfhwYg0K7PxjbVEtDFM6Mx9YcQGgnY/X06uSOQR4e0m8oOr+sSimNp9anY1Oyo57KNtsy+yU58lmImUqWinHm6iQ8Ing5DFr6YH8eQX6pB9Xnp3mc1gEN0t+G3ej+zU6Mw9TVF77iiEzBS3FWAPA8CkIGC+jT41wfhBkUUNNfobQ+GxO0MRHGyciDOo4ZNI9mCeXU+iMG69tNOdmO5cV2IZRX8kncpQTyYVEw6To/mP+0o62qa9ccGdNlX78O+8SdewnHXNd6HXs5HJ5nmIsL56GXKhbRnnKv8vClBw3oE4Lzg+9WqzKNR/GDvJV4g8rI410zQz2OrSccQ2+tpzWhE0aKYSo/XKXbPLqB0NCYkns8Pm6xSlEJiUrUp4/NvIjpT2U7wHCvlIXSwgxoWD6d25Rjw30mLZqjQZrQz15zPnhtBfdjvgJi8V/SebiSVigNJxLS8iGqDpsdvdunIm/DqMeJTncgXyyOD27T2RgzVym1mNSBtLHn6e034liiBjlpJY+6raeT+HzT8jH2yQ6H4715gJM92L/9ULdP2bqWcngfo3gZ1ocDf/fIQmczuRebqVVpYTj9xQmwRupZPIMs4e3xWTmwanDHtFZrvvwn9Ha2gz62k2uZvQ6o3NcUOTQvDvbt8/KTcFMwB/FXEAGk4XGMRLv2YhnP/b4InUUM3+bOCW/5kul+RTuO6MaR201p04eizl6x1INZM1lttLE1fW57JDscHqVoyOsHKDO8AMf4cfeHJ+9Vr+IspTm270usPSkzHE8HDcf1qo0uraZKVlpPy+/ZVFRSqbGghkux0/FocE1+QKHcuN1b3joYO/J+y1TepPXAtdUCoIfjuNbuPLJ2gy6NP5dqjeaUoYMDo0qF+lqFVG6Y+7rEbQHvBjcoak1aK6NRMCut7DAJUFOkBJx7za8fTvcxxRz3fZd3HdK/Tf0OmLSst1/Wvb1TWNs0p3araRTApYRy28ERmVbyGpte+qNuO/1YDSyWPmreF3mz1D6+hba9OUhXN5SS01UXTD/Sz3SX6T4DfdTULn+05dCipHgPlWkh+FOED31rjQOlsP8m2OTAmHCPHzx/Z/sS+iVfaNx/n5O+/b7iTT00XlW8Xp6m/Fds++0WrqfthraIbT2RW6qe0v0Szi3IKaX98zOpk5SylFvcYpZCjKWIvf8ARYKRc2yfC/fJ7X/cRJZjHOVVbG9qBURRet/ewv4pji7qt/dy/9jU5Jbr01JW2MxDfutxX9Pn50/8R3l4p091aVq2z5ctrF1SXTjdcudXFDL79aPe0w3rIsOf+EKXEk4A2wrr+6JGftt/kkte2/EAH/Izfr69Tk9lP6w/8kf8OEnRoMTd8P3Y8zK+QgStH9Z1WfTn93coveh4kVfYgrCtbXrpmSrS98dA7ysppWou4XY9pqUPYgUprmOTczemxJB7S3pON5Yp3Jsznfu1/3o2eo8e+z3sezBgUO/mKra6PEJUtce0ZKlH99sW5C1viltb70msS1vdIbXauZte29Br6PEOLmXkf0Zj7/08xnJ9DdtH2h6wRrPxGlVAQzlsEYM/u76YBdJKofE76cu6bJn15K47ls9ctuEOE5WFJNWc+OLg5df3ND4R7eJmomwMfvQ90Xf9wEKmYsdVXXx7Nim/n7rFNds9IYOyn6/zuaiwQf/zeTrJXbFUGy51Vn36qt9rik2yjF3acptllMcB2c+yxFGkTLORULo63mU1RojZvzFqiR281EUhB0PAW0nKJ3ESKKzynoWX3K3wN9GcPwNrAqEPi1ZAR9NrnUeiqv79dnJy+HJ9M0OHw1x2qffxKQuhT/ULKMxUgGdTQntsnPc2fPty9FwX5ftk7m1MTUUt/NTfXuBzErAqSYrbaJRrD2Efw9kWNQx3Y3/Xk8QK7Webcax5hySrH8w5LwrwRGt5qLKTOn+chTKjsdbM1sAWHWTxVHOudE4d8NN98zbC2vSUtBlnvEkhzu8+o5t6lhEPWx0FzabZbxUeXDLqoBbRFtDeWbTnKE7y7q16YK50UgkUmi/v4iR08qKZXzb9qEEIdGP0c/rw7fXlOcumm2+ji/x0/flUlCgWcJCP2z5w0V+6qXrG4aw3YdUIZZtanscii5ZDuU8llG06OFAZvThC9oMQ39ic+vXavkI0s9mDkQ8QBroZfq5bdLlpY4BqNzI7avsKDzjqaIDkoNW6TsPF7YptXGRGIcDE4JzQ96RGageZhDv099OybFaLIYn7fWY3J+pCJGtkHQWFsa5HsditChRhGJD12d70w0L5E70TiNLNMknWeZEH4eV6ky1t5kFGzhKndK33U4dHVYa0qHJ9mYy4H1wAlfU5Z6cU9Wpi1J4W4zPfoi7D0Y1N6MDVPIrQZkaxKjsKEChyy/wCtcydABehKIsm52t9EXooQamU/3z20aZgXF9X8gOHXiJa6eZSarnLOetjr9p0cZ77R3Gt9iJAhzyfx4+dNW3nMVvmB+59HMLKASeDqzntGSLa/v5wJhCtKQ8LivJY4ZRjEgdSckip8dP5tPdQH/jMfGrLhpPVPT8r6VB8C/tPqphShKUXBeWH4qtXvX42aE0MajctQrcjR62licJBjB7qCm9RJtaitPcf2aDMmnTCclfHiC20Dyqb3S1185T77FuJ6WUsQ7/QJHPkIWe/jbOqcdvRyeGLQBltXeBxV8cLQt8Em8sAwg6DsE0NEsEyF8pQNy4/46WH+7Fz2jvqFG9jxtt8UF1Kkz+VcuuVGtMki2FezZkTqIx6Tc359AkHE4WMXEX2iH11MzX2vUkf1NHcuV+uo8DP2+DL8ojSpV1C43w/IChUPJd3UIYuWxU1i/5Fm9P3dtLbdZpqkkJplMoe1a+pFIxzEmcACd/69z4YEVSu2m37kTFWsLhXKl0rqA2XTgBSSnmJWmvGd/AqRl/WdfpteKQkWwfM7f2l3ViRKJ/8Re5YOuf03YzbPR/cRuaOVFFIFHdL+yGjYQAIwlZWwtPeEyBtqCjrFNxmNLjyGcWrKGCzNezUD4FfuVMuVZ4VeSicnfQL9clOvfXyCere7Kv8U+4aUHwuc7c6VZMvWfXKC4PVoS4PU19v+8D4qzteambnS6EK6jNcD1F2+OV4W/kll/3931kEWW7/65+mOx/5s+3Tvgyfzz3muzrlz5ddnoquu3gL5x3S7VU3yqJutqfypzH+F/sPTn0yKbFhKeq24TxZ9dbzjn9g1+U+Ho+46XZUP8pTL99Nexs4yJcBIKE0SCA1vlrZwQskKqB8WV+wphHRQmSDkAC5S91Lux4DCy3j51n7PnDn8BPWNhv64Gnfwhrd7PwthId+vf7detuz0UJ92Z2rNfXvzulcKn15DLbA6H3SVvS8ilGmdm3d3UP+OVVszK1ej8iD4GpVj0Js25TRQkgZ2yIsmZOEBcSLWPpWnOR9KHykwjj7FQaAyph1B/jDIY3j6Iug0+HWyCkQ8n5AhdeOEpRrt5NqrS9HXOj0aNTYU1RgRzTfirT4eJXOWAFmLu68NLHwdmkb9rMvVv2g2S+W8DjIQT7+Nh9IP8xqjR6HgenbfDrp/SjuaZiUHNKTrFPqqsT8E/TDah3VVB6Mctl2ZTs6La2l+sjdPYuxTvo4NmNxRa8pOnUgBnKmL179bKWrRdc0GqFq4T9p7R6qc01iKSs+HyL2Is5RdTPLcjBiUkXa7p0b9TjWF/7qu7DL1XhdDXsmKvk43F2fnBGiG1a3SYrq3Bb6+cLgbQjxYWjIJ5kNiuFYpNFosndzckI1bljJGAtFJQDAAm5Qzk0UrijBlKzBmjp0FrzZsbWudN3nsd8zqvg8so4ItDhTekW777MXSrVRYUtsRlqtU2qGllUQkd0A1Qwy4KTf7ZnuzdA8stQGf06bBgMCyp1fWjp4xbWJ4duY4aSCdFJQY6mRfRtFltp0Q59Haq5X7KLZ84qyRSW09GoaW5LojG53M6MRWZc7r4nM4Rc0J9ZubYN8jeVS0QxpwEUUvvcWA81meJGpFDtudxip02xGIWpcoCmZWT1a72JLRk2GemM1fXEGQKNA7dbLtxPr+FVQTrNbrWwtwWBGA1qkkFQmil/GAz9foatseJ7HIqfO2IlqNTlWEM/qTnpM0cxGdDz0agXa/TarZdDc4jiVgrbdyMiVvtk8DQZaxGKSbJ5vI3/ptW1GdfSz+E09O9io6F5tRSt0YVGxdRIMsieI/vTYk66qRyTSrl+nl1YqcFNJrzvsCNqtPRU0ehIuvYHWIoEiZSo0rbcFxTZRj53bWPtzFAeOqlbjWy1s1n1CM2AHh5oKyx5BDbOuTTMTY18s7AUgCsYmUy3lV+HbUTIUK2XuQtwfUXTuWVoteOTGrYKuTmmWEnvROCK32mrW6vbPc7uYIIPvRRj8UK/GVaWXOaf9Lowmrc76tspLGjl/RdouXWWhAVHX+1YnNeBr3iLFRrGVk473kV3PooZUr4TjNnpvE+VxavDbP5UlbkJyburpsC1R2T7gfqZLZNC6X9x2GaB95mv7u5bkmsR+OIJuLHf2UkTF6e09IGOm51mp3R6O9662Yf+fTZX6x4f29pNuZxP3yzeoaWn0jDTKfScm2dbys152NClpbl0DXns2TzB+K/fIZvB8gTnFg+pX+iIChkoiDb3mOgwDdjJAno0hun8e9ADX+szrbyI9uQ/79xAveRhMX+WDWG5X/MWby+dDfw8IWd7V32KJ+5p1zjcL5fM+mF2rcWo/Co6arn+quV4W+sd6a+LsvjdzkhLeh/bjo4r5/c/0H8U9xpwdXkai9XNot2e/7n/C36/G9fL/Ov3fUJhaSt+K/Scd72v5CUpmkd8yOWzv88MA38s5b1t2dfvrkOuIi/of7K3lL+4tuWmgK0NIofhRlh9aHaV7Bnr9prL+qmoVVK+Pw42cVff1XCgdMe7eZ+fBgDo9IvGE9tjbGeNKWchDOejbdhDxw9ZkvM2v/+COBONQ0Xsl7Mzw8FjqRyzW0iO9JYWi4dw3c6ZC4JdpLMRhwRN/sPW4Al3UPHUSU93QyuSfRz0UZafYRM5/e88Czh9CgfWw97UMmhs9MlFgrBdLl2cpDlVpraq3dd67OdYILFR0RI6rUtKSGXPUGlA6VjNbxXqqHQ6vhcAdNkslCmVktTGS67suqOp6G6zUI/ehCKkN5Gpc9J3UtCjWT2ZwsevgZmP6h6pXtmNYBpmzMSsXI6TlIuHg0tOCiPNu0CgA2M9H1uZI68Mzw/V04MlmFtNlGGESrf7Q9NTU3djGl4MQx8CjFkpJVBKcjvMD4cSjT9q22uaq9KR3vVpf5DhyrcnpM+w6A7pQyjB3nE0tuT98YOLxJPrW/KAC1a29VhdrWN/LP6hbZj3qbXlWWtQGaYnCpf3K33Bd+WSXnO+q1hrLWZhYdb6mL/IC4jg8rBFWOUJddd+69fun70dKufTfZlcnJ4P0Ltxr6+2WRR204snntG1Ui5SmfCxMMhfdsMP2w71zH34x/Y1Vvxw5xdhk2B9sjs5CiD0vxmsh7fv6DzX02wH3ivmWZq5XLNEqyZTv2eUllq5EH4YrlS2bBDyk3Fap7mTggcNV7UPa3el+nIvtuS921eSMIX1XgzOKKCt17B/3f+9qOeYV8n85GqdSkSfT8D6Y5X2knuuoFTcwBtsax49x+ENAlO7Ly/bnP44vKFrKTvVUQWrKud7qm3OmXH5Gqp/PMm3lBa3eV/obDu4O37XqlI3oXGp/N8Psrm/ohQSlU4y7sor5COEe+kmBHlwQlHVNRrBr9fZPAsblSfKKx5fte+pmIoqZs+T9OAPe3qEsg+0Pmuu7yVGNtul06agpqMljJf553gqKPvD1F8VT6GEneKxVmsG0Do8MemaUCThx6flUr9DWnlW8BzqUjgM+qZsy6niLmuL0c+Ii9ePZXqBfOfdI1K8xxLMKsbS6T9Z0iPePcVJzCpvV2pwTVDe2Nnlh1ehE6umXocB1/zd2++NQ76+p6ib7hl+aer4jc23GHdpnbHEeyTq4tk3UebezueSkc2q4jTPBS0tKH0xZlLK3TVVx0jioU6UzrJ8x5SKVx/sRwQxlWJWsS6eef3ihxHPY96NZ5JjSWj73d2ihZ0T9QBTK9uhE6FxXjk7IAv94zkUcnuOnSrb3SCtY6Nb6rEQXYldSfPkUTViRCwGWlIigik75U3mI8T8ez5ffhvkrfFjHW47tKFrbTlO69uhBO6NVWkclzfEzj7jczsZ+7P+XcdvebKFWwh+P6eP+lUrcl2su1DNXX5xXPQnhWjwNd2aCAVANDwJWVQOnbmaqhaKChrJcNWyhV1RT732VqjIIgU5JGcfZdx6xUTNAYn9ULESR17P7fhXy/Klh7nkFitkht1GgMlqH5tJqElBJx54DWmObeYoyr0WjzhvQaYghlmsdUbgsn8cfjcOwq1Yr7cU2qvt2NiK5PB1FY2PHY9wRovba1sw/pJ6jHVwc9Ti0XT1NclUEkKuq97V27jajUUH0KwGHWTs6CVJt0znzQurWDUCHkFvflQMFstLoLmAAmHrzdDXo8/34ZXhHq1RKR6eO/7z+9JyjNE0e8/3JbA2klYfrg2vuCcejvKbpYdyS0SLWzxfDA3zM1iGlVaFCcQ4V0JxAHehixz/Jdfm7E0mHCMl5RINmrGsRsInpsO/a1GdjjvaHOU59Ia/4rYLHs2vPU+hCBKeMktKzMN66y/SlpC60U8Z6SNeYvowptp5b3/02mSakFzCLqxfd2r4qbpRg618cqUPchdI3bWnP5ekUMrPUaoOPodTtM34E1DZylxrcZrys0FF83tv6BQJ6kRpmcCGrmva21xwrZIKwsBe1lJc5gGjyFG0HKYWovw5jTy3/StNYdgPcK1c5q9JvrcQQlWXu2cpDG0vbbA98+8R9an88NGS7K4VtkRrX5o7HkqpAKXcVddhpceFj4ZJJ26F+friBF8pBEz06FmvyncybIpQa48Z4UdB0lY+FWQxF7INs/qfH9rCPG0IOOwVRhy/TtRiZ1oHvcR8htuKm+6DnApNa351OjcG5vSmBk7l2J1mKkpPpBHL0bjenWh+ecop9PQkoKWkfJ+/K9fkh/+NWPvqZudc67Hb0OVwdNgFKDdt6mUVc9QPi3RgClepW/s1t8cLW0feInI3WpgcspbeGwzI90t6N6TLuWgwMQrpTOZ3KFceX+kcVQlYBJFD1+4MN9fzM6agGYINFSivUpXLPGhOj9KxaykuGnU5kjGlJDI+XDSFLkZrS6YtvtXTu6sQnu8pZ9KT69k3v1XahWQ4j77H1Vh1qC61vHzWRUEtMnftvexPPYrNpa5C5021VUk7rPcqNxgPVw6c/GFlhsj17BjsGCU6Em7atmw+X9Nnem6nNu8NxIS7BlMZ7aELhYWtNPF2+Hj9e2znV07WmiqrnWxZv4jCZ9M5CQDczJqux9aQMJ6q3PAPnXRm8nakHofnylVdUyFtKNvc4hGyo/fGzdTetxvV2Ha3GAbiH2kECFj+nf94X3bd2zIXzVWvLsa73cuMz74o+pn7J+E30JEColOYGEJuHz95J6E4Cr7HenVZRu9Jxm8uuG9F2q+xqJA2ydD9N5ff1T47S1c0nscVb29cbsqVLNNvHm7TvprRupP9iRRX75vcl3c0uuVIKPTzKHYwkEZjCD7kZsEp2tbdShO4Egjmp0ZegBgtGaTwHVamF2y/74xwyuNP368NsmrNI8sCjDz1dn34q93svoUFPqY9aua01a54+U07p+oLOZcTzeEn6bN1/Iokaa85P2100wbazGoeulDs1BtPV6E3dN1bzoy0mvqv3qdL7UwScCw1y59qA/REriPzFJ6Hs4yGsOJGlktovSRttMldpl10glgyM5T68PKSEw+OXy5xcjcY/JArqMBCt0sxwVstAV9mLRoGSSrUY7q/PWlGYj7RGfM5aUbTOpGS+vtt73g/KKDW3dysyKpRICUqQSprzRasoZurVTKaWImSuajCqRWHK2Kw2OpdmY6ZeRtWJ+v551NGoiiCFQKjx+s2TtEKLjkKK0882bm91GPOGNTOG1xpEqYaakrEKK7ckRyOFd6KDqA+lpPG09XUeiLlLHA6yPPVVcDWJUDPdhIy6FQw+qm6diBq6gtp9efWA8mCLrV2pVj+ub7mgFIwT3D7c4Hs5qHtePY9I8TrTHoaR92iXiuheNI2rcc7Pe3hhlXqsW0Upa/36Lb95IOxE4XMN2+jmlD/meYbuGqqUg8iVmqjVamGyOf9CW+8d0q08uynYL/IDn0kiGOqBeiUqkWGCPxc/Q4SGK+ZlJDvOtSOqmmqM4PYaiQgybXufLlrryPsbnkrqeMAbV+5iT+exJrqhIvUV3v0AKxMwCzsIrnvnooZDiDy5ejWi1SpaLiYV9LIP/aMH0bXpJzBO7Vsj/kxYamXVP47jHk53DU8l7EXXbYluzS+6fzpXbztLrtb5+ipN40MRdvDVFUZ2yiJ115KWTevrX6sVtLCB+kc9LZtoV8k9f4yiU5xMybK0oEUotZQf8qR/5AP2/X3E+8my0q6Xp5qjMcoXldZTt/2/vBxNzAN1trrxBoZjXdPkVusxFYfAtZcYhIeamz3P0JKQalLHx0d+awS3aMz5ZAoLoawd7GiHbSPZ+fB48L3EUvq+7D3afxzEcDqOJGsTmpXzNnfjS7zNz4/+M3w9G90eZ+VsuzXphsdJdKWo1c+eU297b865tF2l7WviN0Y9m73kGvfzSSchj8f52b08qNidHV02Dwc2zNrizY2z+FGeXo5HJeX+eVPW95D2wCcVQqpPP021VBH+slFQJAxPoMR1OFjV8D//uu9LxlDK6rUU+vAgQDzY+1/2FhDaut43POYyYaMcrOli+HrsrShrW6VeFXGxX45930OwrsSOyhnqN6AmfSvh3lGGe0FKi3uQhslKbr3wT7rnW49LvOjZoN2XpWlr+v36fTg/vwyvTQ0Txb1qMcx+PChsb7ByTx0RQh1nmTYjevy45x9/NKOQ6OdHGiDuQUsz1T2QenoYMfujKCFJ0SIpHgyJ6Tgfj06KyOfTk33/VIcjCj2IP0StoUpHgZ6nbYlqdsQCEL2DYA4rKDWiF6D9qHGPAOsfs9JEuTm9Rek3CZ2oACGilz9aWPsx3MWN2RgpRSr9mP9yCblyyRm0zMe1+cNTKTruUo/bhwSywHV7ZHRF42euav/B94tgpiKVUn9zX6MBrhWKv27joAuAfmFhRhOQqJQYBgSSbsTNEnUfNdJFQH+090uezIe4H78WYREamU6j/wH6kLPSorLcMy9CBmyXRvREVPUyAmOpdA7vXmwQX5yQ09pxv9DN0HTNBkiB9aXLqf7PeLQyVxONrCMKhCxzTH0Rgoegmhw1kAI19sUPIVYFS17HUXVRitngKO/xdGy9GmB9FnUn3B+7PtH+fnAYVW1yZEaZhJSqidRaF33JXbKQ6DmLBrZUUe7YPaauZdtVr+H34yvl/vnlWFIbpJBGcRCAlfh+81rQKvNuvFW9maSpPf2S7srY5mqM8AR/EXLveL8qYOtG09uWDpPwtYmf5E039PiQAWk9P31Qbg4VMpQs0qO4uWLdx5f5FMWBBsHCsthR3J4OcarXfVBrRECnmiYKT8f89+Eo27semvLCp/WMzvU0w1uwkzoYIZzzU7pweFH37oY2pg/HapIyzghgjhEkSdCLaPDYbRcW7/7w9LkLmLwezSylVER2Oc2pYuhI+5AAuWr5WAB8lmo495TZ20EUcW+nM3+A94pYaY7titc2ZbSlg/TlMSa3ZyRgufpo+z6ffIQpq+fYP6bd/nA/e5ZsTXMPTdNSn8Zc7Y/DpGJ/cFy4PFM32qSq6/gg0+UfrIIZoSy3vxUdhh/1+AXSJr0+YMS6yK/8faTeQ0d/8G2oWmNUj/ryl344zuKe9DGtPe8otp65ljYL3wx6sg+r6Pjb36VYxMYzlf7zWS+wCdNMuJR9nVnvsf10cutZjVSe+TOisuc/LCSlbEjCDEkd1nU6ir7cDgUre5XSmjHOb/pZ3cUx4VTJ8L7ZSyKh+mj87g4yAa+0V/oQo3RVGS+WbSALQba4308mp/TV6fKj4eB1awnEEiYyXYBo9XASKr7/45xvr3v+ogIKIUockM1GqnUMAymfRj18XaRxNFpZ11JI8raMKMagQbakHWf4aMIqrRRiHCanKM28xUhACofv4I+hkDqwjnGr6qii6Qrz3oSzqr9m/ncWByfjOIbRg+Xi55FYSjV/u0CvviZZGWZPIcwIwwSb4HWLqCTr0uJuvZ10vxns5Y7Z6yfMe9LWjea2R+DlXJiFN32Lxgh92LHu8rxXDgWBLm3w1mh8NSeOLQiuopreyGrre/gMg75nqn6Rt5raN8/SaBKaPqTH1fPoUW9GntVehmonBNbc9wJXAR2G29i0DvAL/35fZsPFjIOdf1WugqZQugD5Jdd5vFJXQ7FitPwI2Dfzpxa8kNwZZZKQJRdzjj8e+7s8MqMdP5VAWe8j4N+xTPr5JL1qTKmkXFqEkSoYTSC1Pxeq8syXlG3Pt9O0Ixo1LR8t7mXnBwbl+GNu3eHhr7rIQ9y9GVxTmgZESYpFfStmM4V1R/mVBKlhp8bm8PzT8NGtBLbON0IkOy9W9r1NWkbHI1sr4G1hW1ud1RmGjv4cClqUqpfLzINBIrTILZC7RrteGoDF1sXhk+o+GRJdCCYF6IS0Oytog1SOa4kkpQLHqBwEhmfGuxf3nLowJ6DeTFK6uR5K+eQqjE/6zK/Cmcmr1GutUQzsFPderCCBgyqi3dboBU9Qcmhj6qqV9SJrlvvZbbj4gkeCqszyJnndtRqLF9L7Chg08j6VhYqIHuvaOhc1NmppMXR4BVFIpl5UBJKz3nexJHWj+yoJEbHeNodNZi871avppYhx0C9v8vGYr9+O6vr762jmUkUPv4trf4RrdeZyXbqA3r/w7XJt/qlS+ScX96swcC/YzeNnsMbn+6BS217xRRqUfbB3K+Fz+YcxfV8Xl60Zzf4bZDc7U+zE+c28lenC/0TMS/ZOVX+U6+9pOGW5Km3vN/OiX5U+q7UkIb9LDsbo73X4WWzbv53X75/HUb1VFNXDRQNGiT5d7leQWiFL2tZRxN/Cn2YOq8rBG+1LE0Q3xX3SQeyiFCXHcRme8e398lSuAjlpPbYRQpInHb9+NxM3xo16TCdDFxZi3CXCViHm3ApZ0p5Ht35+xNB/UjuUtLWDlBAffIwkl7ES9pgagTzK1jP+7Z9BSRuu27ssRFpK5c90X1e2hRqntlV0urbtZwCZpT7MQSTVaZ/MxB+AeZNSvA2918S2Hl2l8uUp/3FZJtSitdBYP3RnxO6hC9qaRqDAfcHx4TSKPXahpHEKFNRGBEeFKWZEIZjXiua4xkrzz2qkLrVSTlNoxHuWQg+1y4FwGJ2lCPOoO+DhJ8xNwXCcAhyENkospJVBMw+MxnoqsInBhebPJCcX7kvF4ahqxGmiFHmwWHJVbhClyly0ITDz15O3mMHNo38aPl/DTiDRfBO6hLtTqGAyk9cyNRqOKOVM42T6+GUqhDaB7NVPChJDL28CB6NdZTP9jdIyKNxveqs3z4RXdVAohLKPdDfY6EM7xVyMWIA7BP/0XquAnqTM6iR6d1NYBo1VitIMJNlgXI1C+PCRAqVwxOLxRjMFP75nWGt0txp0wbqpIaOvdjytnWvVAjyllcWtD+gXOo07lHYHRGpb4eKlTNkWrp8puTUCmmNrYA3cigNwPpYRyzISp10IBQjZ9q4ffleClzYUdmPmBplmG1ggBO+9RFRKxZ4Ss0uZKQc1WoxKgkgpCMjrzmX3qAvcUGC9L3wbMa+TUNDCkOJguO7R6dTN5MM9VuIqM+q+fUcWojZGKcoKksMTho8dqDClVnLocaidLPYOxGD44QFiLFVh708vuL8129/anMlI8znNwpZW48diK49JIqVYT2oVpba6Bn8sWy1xF6lJb5sFJUptOZd8lc7EuzsYrfrScyQSoqgjIzUihXXO5X1VO3YGT+CbrLxP1oKZVdJznkXf3o3UQZGPDc5+G4Qeys3J+vldHkfL2/zV3gbptmLlaAUlPWmplodjSZC3k3NdOfGxTc+nfnNze8nBeqFG35uRZpwwPLrOrW97VNbUSxbSk9Jm6ErmZX2y+00OLluFurrjBH5zkhpN/h5IgLDePx4WwyiMmVoNue8CBff5UKwu+5ryONfP0qW0qr48hwa7ESiZah8bHkVS7HW7KF3Bil0YDWOItm4Bnyq33DgbhYqH9MEPbMdqjMQ8dBRC6wF7t0wy9R6jVHK83JUUY87FXjdVqtB8OFkEFFynXeZbufy0cQqVZl+MMVtFi4EqMRr34fWQQAjdosEk4/lgtRJP3+g3SdgVtosUYuZWa7RRYM9SWlW7x0/bcsOa5Om8J69lWocsUjEaLBqt7MUPUbHEvEtJKPNujWGMe++9Y7FcnFbeYYVyuykHAHTdEiOKlvf3qqfBjaenc7w0iVZtjsttNVYLYG209fddgqY97GwL2/kA0hnaN9JmFnT/YcaxZfZatNcqFIgRJF27e4DWiHiWuPsHUzNTSNap3HtnKWU6fZsP2NNbYu6t28kjEB0PByKBXK0yLDDXrEoTxzPuKMpObpAgpLQBWDoNmMu2sDQWjZa9oEzmaZ5ELXBqoHUv3VjNqWq7pJbfiyJjEIlCIZaQuuj98cgQtthdM0Mf5sItdWDAw45xED5EwVpVMhi0N+6P5FTfw7VWrycg9FapYfjNk3Stlrwfl/vpWPNhtM8lJmtVBXPOm95El0RG42ST6ssVspAUBLM1ar5VTKVoJiM7Oiei1dpIlTqUfZ5SMnllNHacqpE9GSWcNo9LOjg5JhQTLXvdSbRO20Ci507SwPEid9GXB8cduLYIeHA8CIXcpOaedmXGXoE1LjcTqOzfqGhEJ8HTJmD9dQhLOuHWrdWsLwfa4Hb+8HxoplYt3wv0otCZe/jgehN7sZRdx/OibFm326fVJWoBTAIEl6RZSFiayuGgU5r00PJSvjrgYiktP3j/Nm17sn1XrjTM4ZNqT0ejUWrsXM0IJYrvD7mtI0BctI0iqPxm0/5u4NffvlkA86GLe5cTsOyfEkNkUrYfHsu46CYA4TLKrSHaupZOxliby/TgM+ccK/eW2G2hGSXVdBA4zHRB+bEyo0bkerkT6Ky1BF5YCTEPpeLdeWUVta7PHMsOmZFR2plg8m2RR5RcopEIQldW3p2g8nD99b1HrllN5fW2s2kpyaMBdk+1djAtnUarNcbujn5Q1e5JDLa2BuKmpBieDIY2xNSgLkWwHsZ2W/VejJVS+dFEcoPxYv/jmtloNESgy53cMD8K0cgrK4eseVOaW9I9DkOM5PFVSdlXFlK0ahpbpw7a/HB2oMi53YNrstn+pEfIwiGjaea05VqSKKj0SDAZiNtMpaKpBV2uCtaKhbpswjorwyaoOkkCCQb3w0/tI0mnHXU/CTXF5drCwxMWI8VqKQ1kYcHecxM7LSylyll8lT3dMDdHpYE7+JuZ9Q3wfPY/soFUj+O2bUCdShsfT5e3XTcOddKgB0lr8dJN819xvW6UxZR//BH0kmuUXkNPlJsxfBq1NMNO4FQK3Q1Ry1jMnkd7GF2GQwuFBqIIKi/vl208g9BHw4bKkpt4ebYarNjr1YxIws8iy3HAfVtLQTkM07AV7RvHHGCP8PggqbObsNXMMFrqxtsUCZFx7gS13Jfbroa/+WkokfqdB6ykfZbd2O6wb+hSNiespQPktK29VDzq9rqJAa97E5XLlkG29R65gD7q1ktIymuctCx25ncHm3gw+fGbRqtc6fGAyB31eK4CD3Nc/R+TH2hWd6c/xKAkzwNYfR2PZN2wydYbY2yP5xTfDUKjUlnY4pxwdn4QtUThqc9DtxJETZ30YdDzutfBGaQqHxNKQ2CRVwCUVHZR2oKoavEP82YOnTzvEhnpzseB8sNh2/MGF+pCGn9cpkef5fHQB7FprAVauB7VBoD2/Nz7WJMHMx+yQtVByjY+6O7VFPYTuTqc87uYHASo+GTeFzrOZdvuYktb/qGtXy/9+ioej3m3VmEo/SBu6IPe4vpl5lofpohR5BBJ3mz8UcEZJV57aX2Inm/vz+/iJkRr1IBbWYLMUcnbZdlC/QZtOz+V//3aU7xL96JNDe3BF9hf2zUJFC202wb37V0alP1ucxWng05U7u36ce++vEWgLj6oXw4t30a6xq+namjwfPztelJXoW6jWKqfJlqUpSZW3S7V2tWHm+po7vMJ6JhlMzDYehuV8/r8/Xo0oOXgyqzjdu9WdlIKxS42A+27L3a4Oj90nivJTlZStqzI1dQ7tmaBtfrl4fafheheRq2HVhLZovByEBG1Putyj03zfTy0S+2t6T3YLw5aHMe1t6pGyM+ifQps8rQ0EAX8MDFgEqK1TT7bjdhOFyELfvm+OSARvJE9lCbAo0gblMZU4uhtzqyU7R2lEHlNtHBbHh4WzByLis7LgXbeqsYrpEM/fBvc8WF5BlTHuX+/sVKzG4PUX/p72ZOixI1Ho3odDAp3gGs0DVhoLS/1C4jp6QDiYzUiZEdpgyx7Mu7rsWPZlO95rE1IEEZI923S7afbIkK/uNaHxNmhcAbVOTCn6AcxHkMcs9RWy1NSTdY1H4wRKCs1PhwmtcebnSFS7LFJdL4/IinfPgggvhtZnUPJyh0NmBOtu6R4p+nLH3I01T3Okp9UNNjYPvz6nj/Ztb5rlrXWMZXBBmZy9sy9DooraC+KQqjUqqYaMKu0ChRslB5e3x9A9TFS0lDZWQVCGMdUJxpKFaamoEB0VCCOpxxZ5tx2wNqlACBtUzfTfCsf2haMKOUgZnHjLgg4UqvlsbM7LAX0qQuoxSncoqw1kfZZoZSPh48f5DCAUKIalfRQOw225o/kVpOgJSPVCha6fqB83+WoW6SizYxeasvbop02LE9f5/rZ0GPMLIwPezn47E7m9Xfrtch7YSe0c0o41E4Wez7buAo3WfLGmaMwfrAMHJa13LcQUoYXZAaorJys1yDw6W9q62ruHHCYzTCUPc2jo6enWdWD+WkA6Qa637fQpCth70opKZBpGB3sObZclzXaSKNepZAoMII3w+yt+qpBT/L2+fj1KFKK6ijbfjU/DTQfRzHMDpbYhYDRtGB/epQKK2mVolK9jRSSm2y9K3YWwuksSbOQDn4NZt1Vmb8epTm5TdrCpadF3QoRmPN+frTVDBvXoBymmBlZo3g8RS2LcLzDcbwAj0oAD0PsJ65Cwu2B9wLLwzFth1PbTymS7J1aGnY/WI7zA9U5p7hfy28z7/0AB+yHk9tA5PuEQpqJujJmj8M81WUO64OV0ShzbP6sejxNoaiGLDHtue9tcHYP8yELv8uQc46lb1nrRjSfNHwq5+8KsHYpkYRI3M/ACNqWxsRF6VWDADUQAevH6NmLw1A+mVjFLoDgiAVRqYVq+zEboGoFoD6GM2B5eQnL96IP9VUBQTPS9O12sn18lYOh1pFrlEaFrZMw+lZk6pkqCcEuKfT2T+qDEJf9xBIEiHGRs65Ht6NNvWnjtSqZOWWuVR0+NsQupARqfLoP4b399C3+r93zHu+gpQTnb+PYQ7fDYAW/gbLK2Fl96v3Jc5dCoMJenUv7zhR2Ur/m46P4Ditsh3afE6ftys4U6RDt75Mgs+kKZbtlaWzfTiNOTTiFffU9vXbdcz8fhXaUg3uuYa8UE2HYfj6EkLm0uAruQr0Xcz6Lnutd9WYNZMyQ8kfVyHrG32rreGiNs4b4hj6V7IbDeBfJPJV+wy6X/fC5fv6jjgx5X9VaSmF6dVIfMzPXkh6mOpFgCq8fPw27UBwDLnpUmfc9vv/A5yelUOt8u0SjIjpkkiWeFGlvudHxpYpO9Y9P6ksh2mMWUqHUNUUa/thbLFzC9W3xWoltrcJqQIhkRO2DXu8LGKipNGaN44uUHHIpzZykpOmX0957chC3oh/Ox3F0lVFClqp1GW8fMe17dTIPTg8rt7sZlzz59sdvr+hkI6AqlRpejAWuTOgBSFsAoQBOfYutaW7SGmRt0lI7Ch9vS6bOw+SyPs6iUqNBdZaxGVUkyOvVYi8disaC3tCe11GIId/0pnxq0pERWzar3G621aSZguAGmLT2E2z8Rcij0aGlKlzVKYi7Y7hdwVu+L6PhlZWcwnImLZTum6lpVWPWAt4+hgYo9gORidsVhW0gxtwIejfTPOeCRSnhx+0PDG5qEEhiLRAjbbtST9PHAmGHSkFYqjEBN6P2TLl6hWl3VOKtiwkjYmQUaxiEJIs9CnlQWlmnoeHAkcbJoijG6bJt0pBxkyI1imni5GcFV5p0YGmlP1BbDly11tN67SLnmaU1Q8jUtu5dTyyVjM3kWNVJVI3ldIANpBA4K4EigJNbL/9x6LlUFLh9nhX0Z51FujuJqpoHneNkxeBr7nnbXqyDOwo7ykKtEoNmyWbWgUHThl93i1Z4bWgrvaMUZoiBom2lKG/NKgafsC19mGRFP7wq4na5/ocDLZuCuucH7OG7GudLbWagYeSacHND9U7PrbOdJ4NHHZXf/NQrGm8Jvs6d3dm9FhTGtD3OUqyFgxP2cMiy3E1tDaUSOkLs2MYpxV01hWkSiLLX5Gtu0pfP/ETuRWrtzD1+G7eonUga46Bii9B5FYkt6tG3epUTp7gSHKbSUVmcpxQQg5d8HGMRFbQZ/OPz8pGireeunM6w8BmUOjxu11NrI90mal3fsA/Pdj5UTXgYB0JD/stDj0ppsYVUwc5Od+Llvhdsg0Dgkkut8v4WYNvCfWGnMYatkJKybRmy4VQNdplDzU0g9YC8JaaVgzhNcuxM1KGjHUIHvpdhmAbNVKtS12hGL2lNFQWADoU7C1dzWzYy8iBJAZbSutZG98v3Yeo7ZDJGpdztXMhx2UtnTRZAGlsKCQX7SqKK9meyB90TpSr83gAoeavMcOit4xgKS4khNV5fL4NVgJXKHtla1TNpR5Rz7B7xMFhtpBA9muN+a6Fqbrn36fDojaowWAJZK4halRRWWaVK6qlOp5CAqynZTW000j5o5EpY9jwUSvasn88u/4hWhmi9QTaqrRfx8jRz3rk0ZZBKAk4ZcB51DX27FXGSwtTvQsV7GJyipkki2DWwRD0PxkijpM57p11klkcpOQQJTmGLuTLMQirqXUslw2CkCAra/ndYR26NkxLSltiLNHb5NgM20/+IMixz/zTbqB12eQKeh6rlpEthSkbDvc0i69VJryWSqphGM/p10qKaWroy1N65htS53MdJ7rVT9WbtB6VyEoMGVXb6ME5MbZR3TaWgzB/fcoXeewlXYy2nGEbVq/X87Ljt69Hw3rWMEs36+u/n0nvjAosPPn9uE0itnLGf/C7QkOFWZCzSSyliunVlJElVGuqYpUHFNDDXm3pA8/CpUDnKEbvxYAf1x6c/ZNKxtNyK4yawxCZWCtRaFRi2TRRkVMpF1L2Q5Vi03kfqFTrvrw8HOXyOACBELCQ7mXnEu+3TqsUQEfeMfNg8NtKj0tx3fwohBKvMFz3R3pIZxl6lYrFlx1J0xM63WTyxBClF3KRU5qhm+hxswbFsjTqWLlBMkhF71ZwjGIslFZFb1/mGEtPeGgap4rbIxOqhJA/QCqMz/U65yLBBaX4Xtx31SKvp5SpOIWdzXM769f6I0jjLXKQgajA9bpkJaa97b2SmHHuGx9JHIVl5DH3DL3IV69IaynTdFmTTmKsdEm83q45Ryl6gy7rvZMpawhr6S83Qek14J4NtT6ona3+pnyBEc5O5RemRddu07lr3kBdblMxF31KZakCpeheA46OoCtsgpAqfPTYpT+YvB0DJoqpoBLSGJwTJ66rOfd0//rJmP3jY+PHRMDko82yx99TMeRBSIBqpxnPzzgw1s2FuElkYYbQhpbWXTOevR0FKg4qtDM+y5iwrQnXs3OyMWa7/5f9NygDK2vxhZ6SOtC5vKwDKHljaL8fZKxSiphj96fGr7RXGw3U6DAiKWJ8ft2XrEMgPPScruyiW3/MKVmTJOJ3sfetSOVVSF1rKnOyIKIUaD4+WKxyGw8NUKB++eSRphVDvVLpu1P1IZ4mi/J6eLUIhiHZug2UDYVBEDeh6T9vD83XZMSexiSOUWei8tta4Ke0QqE51JSTu99UztX54oA0m7/YNUzWqp4fpZGOCrtDNtTp24o81ycMvfx6sdTBQ7FyLNPdPxpLzQfewr/TIMG4Br7f88Ljdtsehan19kiXLGXOpYodD+Oo7jLeT4pRnUwIhOlwE0tZrqVC7cvUjhhxAomA+vBqLiBsa2tV1VCDNOvqeUh1yLWCeh9fS8yhlrtZ4N+GTXNvL0QZUvUV90DuOxTfs5fCk/9Byk1d4fAy/tf3gekvHl/KJsENYfq4gVSKj3Da/0GuANNgjgXCiaQMx27NMm4Rl806DVLoI1SGfRlxj1EblfRKuV+92/fpwNkHvS6jrF+RIQ83S98Np//Q2O6VHX60gfjlfby8/9d85l7r3vLI8CktM0T7RlmzynQBJcEajOfkXs6H6BV9LKr5WP7l7k+Y57dcupu/J6HT7MfDt1vJuuroo4xkVuVChptzkXLPabXFrHQf7Grf1cjfQwPm4wLT9Hup+HY+DZdZKKrpetGHs1sRWE4WIq1Yy3AY32CRG3KPJHMZH+c5q7c1JLXboidegUAk1qkVVf03i9p+/9N56Bemg0nWW41X0Sryg4CD7piKmVXTUftXYOre9SsneplVoJYTFrRL2jKo0HGF17qwMIhuXL0e6D0NNgxRobRaHmvtdT1PKLBHAKBLQ9Z5UBu45dVOYq2ylKGMG27C2Pt+wFShUSZQ+HFm9O7X9WLI0DhyhQoFD+7iLB70rW6iRFtpsRjpVgxH5vgPdFKIUFFlZ7bkobFrUICgDExGgmf7H76tMftzyopgRqJLxPccmyzuKjsoqxF6EqKDB4e2+T/37JEuuqijlHGMoqgUrcu2tZU0ViWQEqZVRBCUq5+XMIBWrPj7ZaTBKtC5QWQsNVImFw48VkbJsWQXhPeBAKYrQNEq5E1AFJaXWbvCmxOIcBCmpGSdhUMI8P8D5eU6xpc4tgRAR9y63xOY4YNSjdamgCT2z1+r4cC6oNjZ6ktqQABqPzhpd29JdC6D9YNFKdZgaoQh7bsIYcKNX2GqD6+pOL9U8zVYL1DqXur1eZSOIuYrHszTGGqUu9r9eWsjoGs/5fkKLZdsKFeJ0MUaBPIzI2mrSnRo3ehjvmlovPbyMpjWqnYXwcHtNXkFe1MHWvYHqKW9fxtSEbd210SCUjXaEkUBSMcaI9ihrwu7S/epTv4s+8hJhnK1UxMCd7vv3ht1QK9rIdm9S9X1BwLbJtmvlDrYZuZkvWknr+R0n07fPv1HCIIEsLc1q64vj2uE0MF/3msC0VfSnG3NnRKU4KFnDPqtWQwm7sVbVggIaCG01U/qtRaxcRJK039fgZvmhUFmpT0+we1VD7Nc62rD9+ov72982hllm3mNegi9JQExX7ViZJlRtsTBoJWpS7EzfLRgPOcerP/m7d3p+N15VGjjke93ScBi3kncmldHQQZRQIura5t0mcDhaTQZyvNxwcsqEe7wrI0ppVZeyvG2TKf3rkWVkocs2SWrVi3zuf7bsO2JYANC39V6V7GoikuNhXH90lhxC7zAamyZVeBD3UloMCm/58BA+YlTUsmpG5SgbLNsgB881tcP4Au/SighdN+GON9vsS/l9MBFUgZ4roD2iya0Rcqkw7JJrAdBOuZZoOhy6MNTduGzr7eGQbjmUW1NPh3++CNtrab3pxxiT+WnQTgefBlOw9Ura5gXtKnvNsZU04NhAT0PvBFLXprxHkkNJpEfdcryXh9lkEMpAhSak7YogdQ9oPHZalUSMJZeQX01F5H785dcNWiXmdtvXW7YuVI0IbbYqAsq07kjW0adBUEsekvA7cBL+L19GbEGZwX12yLHHnSKIRq0Lib33ulmWwOnWkAe1lCaUGFyBLBi3vBOfx+l1lNJwJmHobRedeyNBiZhqDxcrKgbcU9xnwxlZ4sLoKfuWUmQYYSEpK5EzQ2NoO+30XbgjMFCBzLVNBbHWs5J6bpYo3kfpe2nPEpXiKn3IldQ2aEtNQUxeS9pnEgBKMPVIIB06Z3nP/OYmJXfl5iZMy1RS3/YRNgkG1ETdLrKDAmpcXwSLXK3OpGcrAFFNly4r836zNWboRu52hNAN7jVbJ7iQNZKbl5Du5fiUYNQMeIMtfJHKmPseK3dhXo7dHr47CaFqLO9A0R02Sq3eyAgQViKBMGxUXa9nk1AoytwzhYgG2Qto2Vgj3fyo1JGymqWu/ceP9vVYAwcEL6SQw+isN7prwyHdwtaaLiy7hS8vukiDPZN9PG0CcRicACW66LWAZu9GMHr2gbtVrE0LA4kSaqbGoLRWxjYhIe2L84gaxofW+elRcqeWnelh4aNEP1kqLJGkluN4fMhVdvl8nnu5ftydkeiMYXteWx9fHIjB2a1RinndPtaIDKnNUgO72VqVszoZwC4HVtlrAaOSyeQuTf0OM7mRYVBqzq+tFhJm++p0bWoaPyVRnxV0PiSmzxORlNOquyDB0LKocFdCsAMzjIPgLohzYfEKgLVRP+ds5vaWPPYk75/qy/J1cHKUbSsPrldAWg7CZKHMIY9Y83ad9pttJHtN2Srj77cBwwQsXaXPAkfQ2rsDPxtVa9rkKZA0Knaju9Ol1dms10nYPY6tKntcW8ESR0PxIlRa/bSC6VpZ6Elva1OasFQAWOMwltr1fNrfbgA9KeONrs6uSVeh7cc32yVo5/YwDHOKHQXX+6NkvkEDsA0tpb1GjlEM3hZ20wWQDArwwCAPs1p2LeZLhzT4DRKcdVzP9CYe2cNdGq9qBbrVz+E40BgBxEOq83mvlSW3OBPlDbx6gyxcjV13q3g3hHUfSYBXswBVaeTwmZM1QParCzzoIEm1kpQcS5VoRuhlmnJXp66WNNp5kkRZOYBhSLb7MOXa5TglnYEDz1D25oZU90zOeJ3E/Q+axXagI5GaQChUleDSZ1C3RQ6POZijXaH18daOimTarPsqdsEck2qZOyvyY1Zyqqm1TSGe9o96PE25RAkPuk/ln3U2IEsSFPovMbOzONTWMhjbdoH2qGvpwykaqtVjW/fgM/mjqUKbyaUQ5Dy1/wXskLKAKOxz7tYEEcLH0PL2XJefVsVebTV5YftHkq0grzBPmPKW9kjYgrAg2qC4p8xU81oGbCdBRGZjUrKEi4r35YEKQmL7kLvClkyry3UddSu99tYhjKyJWt1vV4pi6+aA5+oGcVkU3251hbzdnrpWLfvzXICiKPfbZbRfokI9BTEdahciLltbi/FH0WtIriSjlQp5vd981mhm2l+Nw6UlpnCPEWppj8csneSjqFX15f62lsJpnvj7XVhCFAMkzphbNpPVLdZCvQG4WnIT0MWzv4+j6FWMXesmtbHlFsxg2z1Sj8NZPx/cOMn82wpmtFK1pIanX15OftAy/7EnoE83jKo5K2rP8+iRJenwxzyIKKDNf//vUAnr8s7SHUtFXCSW1ORoOOy/7XZ6cpNDDga1psFaL7ig4YiSykGqBxFLJu0ZnWu3HeanokFokaQaoIbQyd+ue3NC3d/6iajXpcDhNPdSCj5O30YpJ4t1V7+WrBxncRwyeSU6Km1NFhZabthKlqPwFu6Ge1JWlLjLFnY8kfnlEN3s4n5Y3lIrTkkly2kIq6o5BpULHEWDJsasmtTSuNJypirddR+UslI1tIAQt0nG3s5HCqesvII7Deaunm4Lbm1tSZ7hRd0//l6qHj5QDMprRc4J5Y+bUDZlYwSr4yQ6nm9+HKlIVRsKYL0pG3kuvlYF2lJRjRbVesPT1zCdGc1t03tXT/Dx5QFoSECO7WEoJdZ+KQUP4/i/JyfdY9Fh24asUx31ZOwfXYFGeBywF+aOEx/cYolwkKaQ8LZ00kf+Otjhba2bkA8e0+VT1Vvl40mHvWYyY8X64cJGnyq5AXovbIeMcsbQcytVDr1KVKaNtbPgc9zyBx7gyePUCxsEf4KtbuKzgp0Gslh7cLNcc5YXW3bhDkMOUhlDJOfntafUqxmMauSNleVDdDlLqBS1MmzTRrFRZ6kMf3p5PmJ7dyik8U7s8cLTk/vx9NXWz14EInbGsPJDovgyGnesbKSgdwcpdFuagr8933LtVCnVptQOtYJ0X79sb8YKIDS2p37T7xTFty91/VSspF2VztAdJJCHI0md2Xm5KdVC3pXpStlJvOc9Z0rUGjUpLpuyXw7jjyspUyWYdKv54Yv80X95urldKC182TulmtEP27eXzRgB2KvDutZKixP1b/6hl4wawnsWRFUOtlUqrSlrGLYFnW2onGtAQn9pveVcau+JhQIhK+AWO3FPuVbUQoHQqLal1oYSFdY7W4XaWBm7dVaZYTqpGs04xmX/9a+1FH3SDdDb0KVk1fMeas4f75+lswEmLZqS4r/+bbaaJ9/XpWwkmZri12oHGMhY64Aa6nRJ5nC/B9BeMUipGHqOehx4A6y/vXVGA9QSaxcXsntcUwMkAbmqSEO7dwKr0kfSdtRpfTVU3fUj77WXmqP/0bTcf/NlKszM7tSYcr04M7U3F6CL6Bi/TCFu6evU38tvW1h3g/dLNKLHKlce2+UHAVPX9xTMJP9Uf5ijasvvKD52UbqoXqW1b9KpOlx/6O0OlY2uawzuj3pCLvHa1PGWk8JsJVWIq4VqPkvaEoUPwTrlYhR92ER/3Rlj+jyVOsHye61tnlv/gaA7ESKJ8hkKq6OJ6VdQRitfQcjn+sPoPYB/EbctiAG3TQ9DaXH/yw/Z1Mlcsj76bJMdY+q9ZMsoNpzMaeC52nLfbtqeXOJE1FlNlC/b8yl9apdqmgdZdFeIICX3zqH+eJeQW0YxePNaUQgsVR2uTirzmViPLd015Spg0B9aKg7pDFbooXgQWvuy+9IHtUYabNlWOXSc7JJIiWnaP9WsG3nr7ZTLb8zKPflbrmCU873Hzflh+wBxtwqKnohUkWg8AbDQx/v7Lic1Wh3Crnq8E83/w/EHGGNw8O2+53KPe67KyV2c/fcGWrTSGqhh4njZ1TSICg+MErqcodYCyrmFOpBSCIhMXHcpDyYuzgQ03hoF0V/7RbOkVjt0Ho+zibKqevmra0QGRW4faAX3JUY99N7RHiLQfTVWgWBqstcs5KHMQRIIPgydp2t/54x4dnW3cv/1MA1CQIMQSGplj1nJe7ODt8umoqWKGvAiSQDvejJmAB5dVeYcxkMWHGS/flittQbQE127qL2N19/roToNvaVRSpBWV/1hBgGrEnlPpQ79Q9UQleg5o2FqLNkZnPM49Sk2Ne+LNz3k3o46d9Mqd4rt+ySw7gCF9CFlFEFWYZ46m3brHVDG62nXEuAm0+y8zFqQoLouj0NkJbBuq4SKsakj3z4PPhYR345PYHWprddHv6co80fTjbOTBnJRDrIgpob3WMXxNOa/pGVWjTpjSyg59la7f/j8OBCQ2Hntxm2bLO1F5P7jhSNpCDHmBrVhNgdXY2aDPXoQSB1A2uk5f7QqqQpyPn5EuP16N48Hs3xM4hrQxRR6lWhOYgJXLu+TagApFdK9wrCRHbd0R6eU0sNQrWwF4MX9sR+2URFRVcO4AsDG223s9kMrgcW0DDAQiqTHfT39sIqYh5rb9VFcl94eX95LCQ5QZaQ5llbH+Xbn6NReKyrRA3Gv0PV0+HPuzobhNKcVGHoClPNchEhYYfB03jPVXNwsbpmErVrpURU32GZGNkbXRqRh8DPGuppMYRxnsAI2TDwehqHe4oHyhGBa8rVvgzqc3D23wtNNSDO8KVmlHeZRCbYiOSlF2QGQh29kBvgoCHtPD0TwDoMd1OQGHRSIvNz+YabXFQCYsncm33ua6OrGs7n9LiR82YUexaZqK0aPCkiMf/+f2w/48req3LbAVtmhG6zXDPUqllb39fIxykpeKmz54PeD5novtUuJKkKHPgtqqx04tc/3bNXZ/8EoC9zne6YUaGvclVZKUtIG6bfyknPfUp37Hj35saQRtsXHtIYWcRBv3EpeLw4LJ59g3TdF4E6LOJvL2wen+tzW/HFv6tD0oBGYaRd5zwtvS+1tJSrcJH5T91pqT2mPg1EPzpZgauX5wWC+h6xOJXeJXEapqJm/g78K83R2uFcQaG4mfIeDaPXN3A8lq86IRbry9NanE7b1rgUABy+nvQmZytmAyutZmGGNJ+RAxmh4ONDWclSqaAhU7k3qrJyrQsbSlxWLdwNoET+hZ3D3rzvX3cmDCCtYOZzhK+/yfj2jVQW4V3QmSP3tWF7jPuHk1w7UA0t5XHRrHbdJS0NFqQkUcSdwL6zXbJkRqey6WnuDh0fnw1J1vuISU6uImev2AaPhWqzHUhvldWPF9QEIpRxRA1vQHjaKt88bMCNGdbDllnhEmEakRkJL+P6JLKX0c9nrRPtSIFf3YKWGphr07c4tLddKzCpvl60NWQphPNYIsIaHr4qBWq+9hRUkQo577IPtyJVg8NwytRRVbdrUnYBrq3FrJ4n5M9EGouwll5CqURydaDvwR5+Ol0G0Qgjbh64N1Wyr1jkNSmipktKl3DWAbRr2pQNQ55pdL4b6fR6efi2h2SF0YQaT4VBff0t/CIlv/CgwD9Kqxi/rX5TJzCGWFSZGEIAQSmA37Aj7RXRuCVJrgNLkrPqhxqFfHuxseTPFTjGxtDZP/D15o3V39D4NhzQYsrV/PuvqATh3TLncZ0WXorfvt/ULtF7ylpMIww0rgRIOb+qkSBg9uf8U1uv94YIti6fCQmvNx0NFS2E43+83GEI2wqoxcN7+J//FCzFD+R0AnGaS9m5P9sP3EqB7b+NFanD9VelP/3fT+v/8sUNA9eQsq1JjLKXHfQMwyiZhdW8c26S6Fp0QMBjRmgAQGth/+w2FPnw6LZfgrO6lJOGuSvrT+Ued/J6akEDN3qnjZmN8etW9bidhQbX92nb3KIkaUVoBrC1CHdvRRmFaLqAMtOZFZy3LPbJ5OMs/Lq0K6E4jlKpWaHmtoYgi8Ff4v2tuXUlJ5vE/0HslRgAAAKmU5h3CnkJ3dnTUe+uixfSjxvcXIZQtGgzRekxc47UyhTWEk3MbXEYCckKgKEIf9SshNiChMVhDmPcT1VbyqHsyw+AvhlPYmvHWd6CWAbB1EMAQsZ7Ux/vjWNdXMFP+ftItVr3T458+oOT8CTeAp9EiCyPLDtjV8OV/Au1VixZ6SlAIvMXW/wtAyq+goJeCZABZ2+3XANn+200jCFL3FEBGzpRTBtCdIC1qXdOubeuFKfbatnahTPdl1UdsVdT1DlnB0PdrjzkK2XNb136fbsLJT3WD/XJLfbdBJI4NILKoZU23vF3OlII0Zm285JBbqCGt06IXH/LlBiWvEft2X9bro2EevCoEkNY2173cbp+7TrrnTBoA5mONQW63S3oaxVK+agAo1y3UD9GuewRdb6vZ/h8At54BFt/e19VE+pTJAAHEmFvZ5OW7uvNCmA+plf0VgAHEfbfXbVefqixxpVjh6uR++3KiElvpN/k+3iNAgyDbbtJ9CXjYIZOUESJou10t9byfL9xqgxgAxkj77wCXj5bvvJfP8LlBjxbFDy1z2voO6cuGiaF9dqDL0UKOP8DmJYb1BhAl6Mvng8yRLEtXcvoAgHU37ool5nfyQ6HQ7gAfj4dEn0ct0w3cfushPrwCZAD4OGq8XCatBbHULoEwsb8/+XRTW7010bdNjusG0AB4veP1veTlWPL2Hn8HeKN8g0sJy7VLvdXDeKsAAAng3taPC690g98QPjPQjXb4neTlt0g6JKH0DQC2QrDdoDFczqZs13TrAGu7wzRyjLFZChu5DwDoAPA2uPy5miV/wI+lEEDoGcW9tv0NZFk/50WsAACU0veN7j/g85e615v+BGi/ze1tfBfX/w0yrvD7U90BoIDsv6FZImwbACxiuQEEpPh21vcODwZAuAPYk4H/puMDAACMEuaf/L+E4wsAgBsBxmf8l9B/nf/FyrP4b2765asDABg1PJz/5Vl9fQAA0I8Gzs//UgmPXwAAQAMMh3/J4Odf/tU+/Sv+4duoAEB4UM//GtpvPwMAWA/w8uVfm768AAAIAPt3X/81PB/tf3OHX/61/+ufHMAE/ycKxf/3mv9fUf/q/vsxAQBU/++K+/8Q/Z+B4v9+UADA/44z/v+l/g/BaTckwKNCHQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"image = random.choice(ds['train'])['image']\n",
"image"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "492e2334",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"audio = mel.image_to_audio(image)\n",
"Audio(data=audio, rate=mel.get_sample_rate())"
]
},
{
"cell_type": "markdown",
"id": "946fdb4d",
"metadata": {},
"source": [
"### Push model to hub"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "37c0564e",
"metadata": {},
"outputs": [],
"source": [
"from diffusers.hub_utils import init_git_repo, push_to_hub\n",
"\n",
"\n",
"class AttributeDict(dict):\n",
"\n",
" def __getattr__(self, attr):\n",
" return self[attr]\n",
"\n",
" def __setattr__(self, attr, value):\n",
" self[attr] = value\n",
"\n",
"\n",
"args = AttributeDict({\n",
" \"hub_model_id\":\n",
" \"teticio/audio-diffusion-256\",\n",
" \"output_dir\":\n",
" \"../ddpm-ema-audio-256-repo\",\n",
" \"local_rank\":\n",
" -1,\n",
" \"hub_token\":\n",
" open(os.path.join(os.environ['HOME'], '.huggingface/token'), 'rt').read(),\n",
" \"hub_private_repo\":\n",
" False,\n",
" \"overwrite_output_dir\":\n",
" False\n",
"})\n",
"\n",
"repo = init_git_repo(args, at_init=True)\n",
"ddpm = DDPMPipeline.from_pretrained('../ddpm-ema-audio-256')\n",
"push_to_hub(args, ddpm, repo)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8c8261a0",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "huggingface",
"language": "python",
"name": "huggingface"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
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