{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "66881abc-4802-41d6-90d2-37f6a2a4044c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/notebooks/ControlNet\n" ] } ], "source": [ "import os\n", "print(os.getcwd())" ] }, { "cell_type": "code", "execution_count": 2, "id": "9a77b233-026d-41c1-9ccd-d48fc67851b9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Automatic pdb calling has been turned OFF\n" ] } ], "source": [ "%pdb off" ] }, { "cell_type": "code", "execution_count": 3, "id": "7b7cac95-05c1-4b4f-9485-18ed6310fcee", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/root/miniconda3/envs/control/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "/root/miniconda3/envs/control/lib/python3.8/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /root/miniconda3/envs/control/lib/python3.8/site-packages/torchvision/image.so: undefined symbol: _ZN2at4_ops19empty_memory_format4callEN3c108ArrayRefIlEENS2_8optionalINS2_10ScalarTypeEEENS5_INS2_6LayoutEEENS5_INS2_6DeviceEEENS5_IbEENS5_INS2_12MemoryFormatEEE\n", " warn(f\"Failed to load image Python extension: {e}\")\n", "A matching Triton is not available, some optimizations will not be enabled.\n", "Error caught was: No module named 'triton'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "logging improved.\n", "Enabled sliced_attention.\n" ] } ], "source": [ "from share import *\n", "\n", "import pytorch_lightning as pl\n", "import torch\n", "import numpy as np\n", "from torch.utils.data import DataLoader, Subset\n", "from zalando_dataset import ZalandoDataset\n", "from cldm.logger import ImageLogger\n", "from cldm.model import create_model, load_state_dict\n", "from pytorch_lightning.callbacks import ModelCheckpoint\n", "from torchvision import transforms\n", "from PIL import Image" ] }, { "cell_type": "code", "execution_count": 4, "id": "5f35afda-d1f5-4d9b-b585-754cad19326f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10\n", "(512, 512, 3)\n", "(224, 224, 3)\n", "(512, 512, 1)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/root/miniconda3/envs/control/lib/python3.8/site-packages/torchvision/transforms/transforms.py:332: UserWarning: Argument 'interpolation' of type int is deprecated since 0.13 and will be removed in 0.15. Please use InterpolationMode enum.\n", " warnings.warn(\n" ] } ], "source": [ "dataset = ZalandoDataset(transform=False)\n", "dataset = Subset(dataset, np.arange(10))\n", "print(len(dataset))\n", "\n", "item = dataset[2]\n", "jpg = item['jpg']\n", "txt = item['txt']\n", "hint = item['hint']\n", "mask = item['mask']\n", "masked_image = item['masked_image']\n", "print(jpg.shape)\n", "print(hint.shape)\n", "print(mask.shape)" ] }, { "cell_type": "code", "execution_count": 5, "id": "ffbce973-e778-46dc-a788-bca7fecbcfaa", "metadata": {}, "outputs": [], "source": [ "def tensor_to_image(tensor):\n", " tensor = tensor*255\n", " tensor = np.array(tensor, dtype=np.uint8)\n", " if np.ndim(tensor)>3:\n", " assert tensor.shape[0] == 1\n", " tensor = tensor[0]\n", " return Image.fromarray(tensor)\n", "\n", "def tensor_to_image1(tensor):\n", " tensor = (tensor + 1) * 127.5\n", " tensor = np.array(tensor, dtype=np.uint8)\n", " if np.ndim(tensor)>3:\n", " assert tensor.shape[0] == 1\n", " tensor = tensor[0]\n", " return Image.fromarray(tensor)\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "38ae2271-f95a-44c9-b807-bfb2971870f3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tensor_to_image(hint)" ] }, { "cell_type": "code", "execution_count": 7, "id": "cd7a15f2-fffa-4980-8377-faf10b1b33d9", "metadata": {}, "outputs": [], "source": [ "#tensor_to_image(mask)" ] }, { "cell_type": "code", "execution_count": 8, "id": "0301c894-85d3-4a59-8a37-b972337f5578", "metadata": {}, "outputs": [ { "data": { "image/png": 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7wJikifHB22+nvQHZDIzr9Aet0ZHYIKICicibKPjvb+Njk7/yYJOjJpd9iX5uSgU6aAI63f5zaG5naAAvMAGd4KKU+V8AREQJj8YTtqwL8bQ8gNOaTZ40n0OM51j1iBNw4zqCXTf1Pz7/I5XjzsZp05vH6eOhK/HqXPlnL/ubE49xxVCAVvU3xE1Ti/pHn/3s7/x3//Wzx18tDfKmqba3q83tYVU2xHawsNjr9pxjS7rQSXw58uJTdBYpcWbQWWo7ccQYiZiJvQ+9Qf/dvDMej0MI27s7G5ubj589C1EfPHhw+/ZdRM6sjTH2+oP333n76bO1pw+/WV1a3Fxf6/fyLEt3djaNoeDlo4++l1pXz6aVhMyhL2fleLywtFr5YA1/8FEXxJOiLyZJkiGz9xWZBA5EgxyPhjqIm8YkTp/P0UibKwfphWPhj0PhMhVw8UWJY/t/3+cBFxri6vx6z2H0BUXp8GgNvTcNeMDzo8eY6dkPd93dXc4AHRAGzjje8+mdPsk3nTOc8X60tfy3fDZWGIp/8g//zu/+w7/f7ySrSwvjyXh3ONrc3i2rut8frCwtJc6hVkb43bvvNNVkqdclBAhQVVVVlbtbm1XjVbDxwaVZUVbdbn99a/fBgwcuScvZ8Pbte73B4tbW1tbWzqeffr62tpFnXcu4urq8Oxp1Ot2VpYW7t5a2tzcZ4nB7E5aWVldWq2I2GU83+/3UmcXBYLizUU0nGrxFsmzHs9Iwd/Pu8u07VmJdlZbAcpa6pI5xPwv34CPPl+WGUfwL4ob6A24g5IUP8nJE6gQN4NDeOklpeuNwME7/6J8Oa11nm1kvxAovKpU/Lwq9/8n1DPQtwMF0NI0BNQx3Nv7b//f//bOP/+z+nYGGOB6PHz/d2NgaIuH9B28t9DvWYG6pk+Tvv/sgYdTUjIe7vqmbJiiAAHQ63Tt3B8YmVRNEsW7i1998Xdf+q28ev/vuO0iwtrHx1ltvffTR95aWdh4+fDgZT6uqKKLf2lpbWFhktitLy0uDXjHaAeZiPFlZWsIYdtbXfYhbG2uIpKHppCnEGKvKJ3U5m6HgbDKdTkZpJ+/RgK1tiqmqkBMyiYDMS0HC8w38BobhAxw7eqrXmNwEAKjAgIJzCvbCcL4X3O0cgfnnufmBt/eyOCeVOK5hHJmBObtB7su/odcrs+A5xj1oksNjCs+1m6QOsx9o/a57g2JrVzpDwL9WKnADSExEolbSVwHY+x+hihgywXsL8LOP//y/+X/+X4rR1mq3G8pmOJqsb+1u7Y463e6Dt9/KM9cU0651D1aWPnj3QTdNdre2fPS9vDNDqkIJCo0P49l0a2dGxrz/wQeLC0t1aG7fWX36+LHE+PjpU+fS7Z3dp0+f3bt3/+6dW91OrqExzAbTYkpalT7OCoiGcLnfLQwS8UInUV+Q1h1nOVQisZ9ZO8iTJGG2CjSdjXfG0yd/tjWczv7z/+WdsgngQ+KCc8wRo3pip2QQGcgIUFt9GlQRRFub8vUk4l2Ht/mke+4LX9elDVDrBdirv3r2tcc+2Xeo4l50ZnvPo7H57a1PfxEntmM7VH90f4gTH6FllnJ49c7zevAYNd+byYFrNjfXj3znyE2uj0ufiKsiuPMH0RfP/iXTr+bDHVtnObb0JzaCP6vfy5kXzC87lUZfRemIg41xXuY+L4F9GjffygQiAqpMqBJjXf/4j//wH//9/6GeDR0rKayvbT1b3xzNiqWV5dXV1Tzl6Mvvf/DeDz78YLGXj7a3isl0Nit8E72PdYyCpqiq4XA8mUxEIO90y7JcWBi8//57y0uL49HoydPH3V6/qqrxZLqzuzMajt99562lwaCYTWbjCYN0OnmWpQTgm8YwN01dllW3111cXooxRtA8zxOXiqqI5P1elnXTvNPrLfgo26PJxu5oezS79867v/Gbv9XpdBCECLr9HpkEjBWyxA7ZKJh5o1lpGUAb9fHGMAA4QQk4OPVL05nT4u7Piz3D+gkM4EjewL6kGI+5MbBtNn7mPPfj9A/iPK+vjeqW057zkAnoqD3/hfd/4xnACRrMy4wOl6znfOUMYP+yn3MGsIf5PhSNzCChYVQI/l//83/6B//mn8+m48SQxPj48dP19e2yqgeLg7t37xqShdz8jd/+jfv37k5Gw93trbqodndGIar3QjaZFdXj9Q1iRsUQQvC+LotBv+ecmc2m9+/eW1xcmEzH6xubiUsWFhfKstze2CTQu7dWlxcXZ5OxNbiw0GcERog+IAIQee+Nc2wtGybDUSHPemSMoukMBt3BQt5fAE5CBLJO2PQWlovajyaTpcVBqKuFfpcNs0nyfq+JqDa1LkF0AohEqKIQQa/xYL4aBrA/1oF/XUIV+I4BvBQDMK/FMgOnU+o9dWv+zxeaOK52/ghwzjpQh7517PLW23waoSdAPUfpnhe6dt4sK/AlsdfPtj05hATiHUE5Hv7jf/T3/+yP/4C1NBibSje3dtc3htOqXl5cfvud+7EpPnzv7V/9/of3by1+8fnno9FoPJqIgghGQbbJV18/fLa+gcYYay0blAgii92cQhObYjnPplvPnNSJSxZTNytm5XZYWlpMFnsSYm4gY1m6vZw46mZZmiWoqiJ1XRMRGoPGEHNUAEIyrvFSN0FZRVWA2CY269eiwNzvDZDM23fupVm+tbVRTSdra2u9Tsc6ixpsZ+Dr0qsYh4CEalR1r5bctwGHzevX6xx+SRwyFH9Llv/kMNBXIfWfIWUgPBc4W633rGJwLxzofOL2wYld6P4XvcO1V46DeZG4bwfabKi2bReCagzO6HBz45/8g7/zZz/+Y8ZgGItZPZ6Uz9Y3ySYf3Htw997t6Wj7/p3VX/jwvQ/fe+fjH/94a31rZ2cn6/R2t3cEIApubu0g0a2VxSzLlxcXZ5OJ+AZVDWli2DGpBFAGX2WMg6XB1BmV2GPtLXQV1Fmz1M/63V43TzudzDkn3hMhAgITGmtcEhW8CLHxUaezclrWgpwkGRsTFVJrVwcLbNMminOJscYwPrh/b7i9HX093NlaGPQ31p71F6vu4nI9q52xSlY0EJrrZvyvXig84Nm+kvtdWevEM+o/HiVKV/lOrr7142k4zgBeBQe+6A67qh15HWGdJ/QP2CfxB804eMK39Bqm9IZH7R6FqiKJiDIbUmWC7WdP/uHf/e8ffvFp5lCCzIqqmFVrzzajaCezS0uDzbXHt5Z6771997d+5Zd++ic/Hu5Oqsrnee/ho8d53lleWFxbe9bPE2ZiZAux2tm4tbDgTAdUEkuWKXVGYozRSxSN0umktwe5D8FZi4zE3OlkWZbmaZ53ssRa6yxI2hbLVgRFNknKzkakEEQVs6zTrcOsrOso4j1qtAYts03MoNNVxRgFVXwder1eUy4Nd7e//PKr2yvL5WTEqJx0q9ko7y9HFYAo8y6VpPJtCNI7iL1A+Uun8r46k/X1CHCv2uR+7f0AjuNbtmVfHuex9f/cos2dIUKQABpH25v/9B/9g8n2Rua4LOqqLJs67uwMQbWT5/fv3a5mw6Ve8le+9+5/+tu//ujzT9aePppMZqqyvr7Z63Qe3L//8JuH5WTSSdOOTUCklyeGGKVJEVaWl6xhZkycFY1E6KyTGAHAGKMqSGSsscZmeeoSR0jWOUQ0TAjAzABAbNlaj2ySJESoORq2iNwNcTFILbEM0VdFMx328sxhAjE4a5U4ShCBINJbGNy6fbuczTY21u/S8rCe9pduS+2NTU3aURDGecIp0p6n58abJC506lXjTbYF7eP6lPhXhlfHAF5lkeubgxdkBh7oZvMak85uKuax2223A5Gws7X+T//B3/OzcWJ53MyaulTRx4+fjSezxcXlbrdDGAH97dWl3/mtX6umo68//9Q3VZq6J0+fIcFb9+8lzlbT8Wq/nzqbJ0lqDTMkzqVJkjrrQ5O5LiCARsvsnEMCkxoAJMIsTVOXtH3+kNAgpKll51SUmQmUiZQYkNlYNs6kKRtXVlUIgojOpSFqnE66iYlEEupmOkwSZ1wafYPEMUoUbXxomnpxcXG2uvK4mG48e9rv96Lg4Na93a311XtvAxkFBAREOpKmc9CseqMO2qU0foVTawrdILzp4qx5ZZx23m7tqtdLDhdQvW6gwpWcsRMbzV/YenPGTF6Q4H2+2+9FIOjcO340oeYqqMwJ1YYRZC9qAhWIAA3q1vbGv/rdf0xadTPz6cOnZVVE5afr69O6Wb61ChKdVQhVQvjbv/Ebjvmrh0+CjxpgWs4mZXXrzu1bd24/+eLLjDDBYABZmRWtAIdGQZCh45z6hp3Js9w565zLsjRJEkREZmNN+8jGMBGqqmWMSmTnkRSIBEDMzGzRmCigAHne9cEjERFJBLbGe1GmBiB6X47HRC7tdhWUUctqBqrSVJOmWVlZ8Y1/9MUXs+nm7TtiHSb5YjHc7C3eDogAGFUICJThOZu8ocTosnlY8wifl44UOg1t3bgT+woAACidXNqBFBRPrPz+4rkdDMsRfD4i6alfb9dt3s3muK/h5cTGN78l5Ove9Bd1Mr8pOPgsV+K4PiUM/ARG1UZZaEv7FUDD5rNnf/jvfs8XE4Pxqy9/BhKbuhmNJkVR5FkWfbOyvGgYfF1++L0P3n/nne1nT0ajcVt9cjKZaJT333nHMhfTST9Ls8xliUtt4tgkzqRpkiSJMQYJ8jw31iBBkiRJlgEoIlprnXPMLAgxRgYAVURCBAJQkZbqt3Z5QmIkRCZCAAWNhgkQowgx9fLMi/goGIOX6KtJUxBDIJuSsQZ0Mp3EGJuqVomrK8v1ZPLs8cOtzS1Q7S2hgOn0FiMy2aS1OLX04EbJ+1eO48aDi3AUOp6EdRNwHYV9LoHX4AN4c3E8a/cIvh3W/JOjWk8qp3GOyO6TbwJn8hIRICIAiT4ShI21J5/+9Cf1bJgafPbokTRN2dZ2LqrGN93M3Lt7typnTeP73ezXf/kXncGdrU2J3jd1XfvJbPru++/ev3t368kT9Q2jpIY7ziZMCOqYM+ecc8xE1jCzsSZNE7KGDRtmx0RsW+WVAaw1IjIvzqzAiMwsIhrE2oQAEQlAJDSqjAQKhGwAgFofMUaDahOToZ1Vs7IpylFICCU0s7Jmm7LE0e5OFCkKcIlburU4Gm1L3Yy2h0VR3XnbzsZbvZX7VYwAzLTfwvaNN0a/EHts4PnvL42Dub6vLu39RtUpuukM4NXHtBCgHLA+H8rvON9kjs/5DWIJxxPrdC8Y97x3OPfhPLHMGSEikcYgMarKzu7W08cPi+kwYdydjmaTceObsqpH49lsVjnj3rp3ZzqdSAidPH37wb0P3n1n69mzcjYpZjPr0nI08yHcvX0/NI2vakuEgqSAAIbJEFumVla31iZ5RoZaTmBbGObW0obAjIgsEpj2Y1QEAVDVMAMAqhAAaGx7OpCihAhMTCRAbIxI2/9dJHpk7KbWMowmxXDr6cLSHfRhe2ubrXGkW6OhIKnkNnF379/78pNPM2tZdbi97jrdpNMn14tRiC4QLfOS9XBuCNqYgAtyuza05uSO7c+vORh+fm24IYL/Pq6eAbzpOwz2k/r0LMK3L3Mdi/A8ASc6eK824eDqqkwdszG+iH9debmnGH3wnpCms+nGxvp0Ou5281kz3dhYr5tmWlSzys+KRhFv37lTlQWiZnmaJvYH3/socWY6HjZNTciAZmNrZ7C41O12CLCaFXVRLvZya9kaa6xLnXOWneM0S1yS2MQaZ9kYtgaJiHmemIhojAVoP0tUo4oAAKJBBUJUmNc2U1CNQsjIqKiGEIlVCYnZJBEUREEjBPFVDSjM1O9k42kx2t4wSW4wPnv8NOt0Fvvd8XQ2Hu12BwMV6S8ufPPF5yvLiznpzubTpDfor+Y+KDuDe8XOiM7VPOAmuwrOjVOzYl8KeqhuzA1bJbwmJe/FDODIqGevyw1btVeBcz7wtaQgnKcA4QvTiQ/7MC4xxyt96aoqwXtruC3RrBCZQLzf2twoZtMmREXcHY2RaHVhmQG8r5MkDcEv3F65fWslNtV0Mp6OJ4sLK9u701lRvvPe+wzoy6qcjHt5lieJc9YYw8SJc0liXGKzPGVj0TAbQ4aZmY1hZgTVGAkZkYgIEZk5RhSI0DoPCRWR2BC0/gJCBCTac/ILIoAKoAFjmFgVIEZFZCKVJorXKJmzTYjVdAcFeiltb69JXFxYXNJhnI1GWac7WBzcfev+w6+/WvCVKC4t347dBZcvNE2TuURi3I8H3UcraeKBDfBzeDZvGm6a+A/nYQDn3Dffba8X4jo8BFd1tyu5z6WNDK1JvS2QEUJgxqouNzfXraXh9hi10dBsrD+tqtJH2draDt73e73UkPgyyzK21gEOBoPl5ZWdrfXpZJInWVHUT5+uDXq9lYV+U8wmk1Eoyk7inOUsSdgyG7LWZlmadTKbOGAyzhlriQmQ24kRMbIhImQm5lZ8bjmBiGgUIBAFREIkUaA2Qh9REZQQUFW9oiIaQFVENA6MGEMU2XtALxkbH0KoZ0ZjaOqUhWLx9OHOcjVbWr09rWL0PoJ0F3pItLO5zYo7vYed/qCXd+vIc42tjdb67gyeBbrurNozcKPs/gdx+ZiqgzGd3+Kdd+kHQ90vY3DT8fLU/2DH2osqqq1Ptf1uFEGEEPx0MloY9CeT0XQyDE31+aef7O5saQwh+LIoup2skyWGhBHzPAshdLtdRFxcXCirmcRIzLu7u7NZsbK8rDE05XS4tWUQLAIDMGEnTZaXFxcXF5I0sc4mWZplmXPOJo6tZWZjjDGm/d9elCcyM5BhY9ka46xNEzaOrUMiYjLWorXIDEy4FxekEAFFQXzwUaOCqIIQkUlsmqdpzkyGKc+SxGAnZQPNQifBUD375uuHX34JTY0i1lC3233rnXeDj01Rrj1+WI12Ql04Q957RIS9Gc5fx/MXc/Ka4zFc5q1/u3B96/Dipi6vDzeuKfx1eH1fhsDta20XvckZD3KeZzxtYQ/Z/a9iW13kJsdi9vcqtZ0uChzzvx1MUFAC1bbrvQKACCNG0aoqDVFTF+V0pE2x/vjrna31cjY1xk2nMzY2zztZnsxGw1u3VoqycmlW1lWv14HgZ6NJWdaND7OyXFwZxNBYwPHOTjWb5pbZOWNdkqRJluedPEmtgtrEuMSS4SgiMTrnkEllbnJlQDA8J5NtuR8ybf9n3OMM8+p/SO1RZyTVOVeTtj4QKkFAYBAURVWMaJAdYgpYWhOBa0Uui0m/27M2DRHXN4fleLyrunT7VlOz13p5eWly//7u5kZkefz4i8U7943pBEqkXUrU1mulQDKPHJfTOMCrDxl6LTzm+eEFQD1b/BfYj7Wft+U414Rb025b04VO6cN+8Q5lsn/9Xt6AzrMiTkiMOHjZhXEeBnAwWOrSNTrOhSuk/ueRRl9B8u2JD3QwAXj+yZFuDwcUhzO7EL9iXEKDPlUFUsH9h0NEib61AzVNU5bloJtvru9UxbSpysloONrdRQDfNHVVLwwW8k5eldPVW6uIoip1VXbyzgcfflCWxXg0MmyQbFFurK6u5s5pDMVkAjHYLFFUmzqbJJ1ul60Bw5k1WZYBYQiRyLQR/QAkIFEUQJDBABFRawICYkBsjTsiSoSAgGwRufUhEhMAokqbMEyggCwq+PxhAZEESVSNcYCg0VvDNnFJmk7HQ47w4MFbC8t3dsfTta2N4e7u7ftvbY2GVWju3F2djYfFbPrwyy9W7rx9/4MFIUR0yKQAeJD6oLTdxG+s7Hl9uIGm9jOAJ53lNvfyFTzIeU1AexRKEE9Mz3ttaC0t+z8E2P7s//PmhGC2Uzrh833xWU+95jz3eQOwJ/4/j+YmBVIAaeVrAamqKk2TEIKvylDXm2tPtzbWoveWjfe+3+lmWTIdj3KXLC8uxhA0BhCR4DPrmqqezmYiur25s7S0ZAx10uTJw4cQY4w++MZag4RpJyPDZNgYQ2xjVI2A0DbbIoigISJwG8qDZIgtklFAZNO6WxWUmNkYZQ4KTRQvrUtXI1BEUmPBJhEYsf0KAqiKaAwqEjWoRmQKKpEYbAacKThAk+W9LOtEEZOY/sLg3oMHUeXrLz9fXughBDawvLSU2kya8MUnf1kXQ8eoGlUFoM0LIwAEFDzGeY/L4N8yy4/iodza73AevLAfgJwkxeoBYyOeIuZeABcS/I8Ky+e4/oykrdcFbLV1PNqU+DxfvCa8Mo6uR8+oikRVFZG6qkRiliTDrbXpZNgU451na7PhODbBOYdAxlmIEUTu3r0dgg/e12W5cutOVczyNNlcXwuNX1hYWt/YXuguOUOPH37jECR6Z22SOGOMcRYAbZIAMzABMZCxSSIiim1BNxRAQwSEAEBEyETMsGeqUkBRBY2tVYiZia0iKxIYQ2zml6kgEqgAAhEJgKowGWBkMoAkKoisSK1uj6xsoopmOScdqFWDIBcJkJmMRl9/8cXK3dvTWZVmGSo54zaePFl/9OX7g9WgDEqigsDtkWzlx3khgz3PPB6vYHzQbXAz5LnLQXDvcQAALpEo8NrQsms4pTvIdbR7Oz4BOfMHXlRV5nrp6L5Ef0S0P6ewDOewAp39c1U4WfY/c/7XkTpwGs7sLIaActKPtg6ASwy073BTRG3LK2lUlbqu2ZAqoGisi/UnD+tqSqhELUlVQmTG5aX+oNdrytLXTZ5ldVUO+t1epzPcHSLi7u4wcemg1x3tbIP3BgFAnDWqikzsHDsTJCJx23RXmYIKMiGiAPo2wQqBiI2xbCwotp7qKCIiB59CovomxCCoSICkoCFqFNSDEbX7nlZVjYAqGqMEIID2eZjJWnSO05xcokgCACr9Qff+/bdu3bnX6Sx0Or3ZeNLv9vqDgU2ztfV1kLD2zde+mLIKgbSpCbo3N92Xzg6Q+Ncl8r+CcQ9v4NZQoZcL+7mcN/iyPuSLxU1caSI0wLlMQBc/5BfFCQacvTNz3UPfZLzRGcVHgbovSRx8qyqISCISYww+EJFhE3wt4rfXn463NyXUTVOzMWVdAaG1HHyzsrSUJaauyl63B0Ab6xuDXs8ZmoyHztqqqpaXlpqqnA53E2eC94RonXVp4tLUmLlNBpGITWvxjwLQtl9XaKM8QUFERCSGEGNUURWh/XgnAFJAUSZKrGPe+0sMKkFi0BggBhDRPVawzwQQkY1hNm1uAYDO25YTArOxqXUOAKyxVVEi4q3VO2+9+74ITSczx2ZxafHBu2+nnRwEnj385snXn7M0hDB3O89b6r22eMfXgtaOeE5icWMDn85jwtqf9VXN/wYV3T74SHidlu6rFe1Pw9VG2r3Bdv8jUNoXd1QVkSSqiDBQ09QIwERNXQ23t8a7276Z+aZChLKqiCnJ0to3eZ6vLC9NxhNmkhi3t7cRYHVlVUTqqkbATpbnafrwq68cM6gioXOOmIyzSAiExiZJmhpjESmEACKGCERAlNsUABGNEUQ1SoyRDrxEQ8Q4p/ZtUBBAa9mPACIiKpFAUIVAmLStGKc4r2+qADEGjRGR5p0dY9DgERQIIwgYZuesS0HV1810NCyrIu103vvw+1XR/NEf/sH2ztbS7ZXOQn803h1ubjz+8rOqGDtqrQhCexutDdl4BdLbzQHqnkfpjGtuHt1/vbj0/kAAukL+cX0v5kiEYiuEXdNYcLp8cWqJtHPYml4B6T8fl9LnhsGL3f15POJ+dJa2vW3b8vqAMUpZVNjWAQ1xc/3ZaLhtEZCp9rWxBonKqrLW5llqmWfTManu7uwE74P3iwuDuqon4wkiZ2n28OuvQcUwMpGzjogA0VibpKkxThBi1CgaQmifOsYoIUIUBkRAFQVVUmgNPjBX1OfTFhEEIASNIfqmqmsfgqpGCSE0IgIgc8fsXCp/voDtfUKMUaICqAiCgEaJXkKY10FCBAUm08s7VTWdTodlXQPR2+++myTpxx//dHe8/dEvfHj3/t2lpaXHD7/a3VhDkL1ic0BtMJCqgsrx4sGnvOgrFFZeO+YKwesQmPZtFxf94sFcgXP6sU8c5aLv8UYICNe94fbXAvcCmC6xOU6j0S/pojh4/9OcEC90VLzMz6E5HONSV5LIdui282JsgqSqESQiAhEWdUVs2DiSONlZC9Md9VVRFho0S3JjTAzBEDBq4hggMuBsMm0a3zSx180WB93JeBgEqka2treGwy1DYFwKbNg5mybW2jRNiYgdE5GCxBh88KI+Rs+MioKGZe49JWdTIKMKlg0jiWjrBth/jhjnFYGY0RhWABVMksxYF5WioiIBMIKiRIixtfSoCjMZYxBJAYA5klEkjRElYltOwiSUpKAUm2aQ5c1sLPUkS13W6fcWVopZ+elP/ixDunfvfmT0vvj687+EprQkEhvRqAoqCqJAqHvexdfrFJ1nep/+131Ge4XAo05UAqArXwY8oM626djt7wcogAjKiTVWDpqtjvx+3tGPRMQcMaKcw0P7mhnAt0Dc+NbgHDTiCtS+g+Ui9mlTCMF775KESMejnelot66Kpq5ijCEE65yq1nVtmZloaXFRRKLEWVHGoKrQ63ZdYqfTSVVVSWK3tzZUPJFC9KjCiIm1iXPEaKxpTfxkrCIRMYIBpLY8DxAKCDMay4iAKMa0BiGhNpQTEYnIGDKsCMiEbIzNiB0gIVFQCIBoHLsMbapsBTkKaZunpSoxSBRAQGrrR5Bhw8zIBMwKEFUAwRrrnGvPRreTT0ajpqySJHvw4O0PPvhoe3v3L376cd7pKaKqDHd3t7Y2DBEzqqqotjYrFX1ThPobPr1L4MqjSK4Jr7Mc9Jv11l9So8SbWrH9+R49cYZXLjEdijtsR5QYvWoEiKEJvirL2XgyGopEIFKkGKNhttYYY9LE9bqd0XBYlmXjfd00iUv6/YGKFkVBRGVVjEejpUE3xlg0Va/TsUwEYIwlYAAiMgoQYyQiUQVkQFSkdiFERZEJERixNdrPCT0TKBpWQBVRJGSrxhAniqSAyITIQIzGADLgXhxO9KqhrRHd+gAkBhZLTMhGgVUisNXWrxA8RG2NN4oATCqBFDpZtj0a1T4WZbmwvPzrv/Wf/PjHP0rzTrffBZCd7Z2vPv9s5d67KoqoSK2dKaIiXqeEd/hVfoc2GvUyVaVfI3G4NAPQ6w4Avfk4PwNTvVSZzdeBIw91HduyjUec68sooBpCRMQYPID4ptjZWp9OxwDqfdifkWVOrFlaXEid266b3eG49gGJnLO3b63kebb+tIiqn3/1dUCqItQ+MBA30aZkwCRkI5ogFCNQBLDUBugDABFZa9sTSHtolVNijoCxldiZgQgQBaWt60nEwElbEgKZFRCYlRmNQWIF0BgxECNDDKgRVVAhisTYBAPsgFOrxgEpRAYRBhYNGL2qICqwEgBIJMBens22d6fTWabZ4tLyr/36rwfv8zzbYEq7g2I2nezu5Iu3Kh8I7TzJhEBVQC8j/h/bBif4Eo78fly3O/9Yr4r8tYamayVc0hY1hL2RrtsVcZq9SA/89wxcmAHsvarLi+9vluD/kmhf/15q5o3Gycbith/MacEke7WAzgAitpL+PmnAvQa2raTLjE1Txxic4dgUk+F2OR1p8E3dVHWdJBmqeu8T5/rdTr/TnY4nxhhi9j4ScZaYbqejKkVRF5Xf2Bp1O51h4WPjGan0KJzUwnkvBZNGMhGYkaOibaMwCdnZuqkJURGttSIiUZnBWAfI2FbcZ4PMCiQIaKwAEjGwUTDQHngkHwOiOmfBWFAkZsKookAiAeqirGazuqoVuQ5SezEuHaze6azczvp9dIn4OihCFFRmjaDAURTUoNbR9zr9osp3hrs/++yzDz58//by0qOHXxeT0e72lmzvZIu3d7c3krxLnCAqIovMpVG9iuN2nMSfds3L3P/K0VrCXrlwfQHH2f65wGsoWXCeB78wA9h7VZd8YW8Q9X9OsK7izfzc6sutReNg/hcitq1LRCISioSmqS0TE1ZVWYx3Z6NdX5cqsa3KKSJFMet3O9YYUJlMJsba2XRqrJPgU2cMQYwxqOyOx7PKz6rdpiwhRoPERJtb21mWPn62zoRLS0urK0vdbi+1POjmSwv9TjcjZiIy1rY5aaotzVSJERHYMiBpjMDzWv9IHBXB2DbjVEEQCCFaVI0+lkLeorGxUfEem2a4szWbTHxVfv3V10+fPKu9RzIhqg+S9wfLdx7cfev+gw/eXbpzxyUGGLQGBU9KqWITg0GZjnbrnVF3afXW6upnn3/xx3/4R//Jb/3G4qC/s7luNI6ms/7C8mRrffnWfdNJ9zyRbRG+q9TUz39436Bj/nOOm94S8rpxQhmm/b2r+/85Gecq6nn4+z9v1B/mCv6B1F9VVSVq6xizYZrNpiGELMkkhtlktLu1EZrSGvKBrDVtd7Bep0OgeeKibzTG4XSmqjHGNEnYYJIlxtrU5ZsbOxvr26TREjpDSepSYw2jSphORkhc1c2z9Q1nXSfLlgb9XiddWOjevb3a73UX+70sdU1TOWMBIMToHKAotl2+FAwBWGg9q4yEGlUFFTQGYoQQUUREQghNkKKqR+NJMSsJdToeP3r8ZDgaO+dckmadXn9hodvrRYWiLCCWk/VHX052HuXZyt17dx7cTxITFA0SGIPasKgj2N7ZEWSJcP/BvY0frf3oT/74N3/1l5Z63c0nDyfD4dLKalVMy+lokPcDiCjviWk3XvH8Dq8Vr44B3DShYN8QcfZldMk2WSfgxlL/Eyd2kjH3UDnotoDNEQHztFsdsS+1GgARIaqECCKMVFbV7vbW7tYmaAzez6YzNBYA0zSNvkmTlBCmk2mblxuDMLNNbJImdV0TIiFMhtOE8Pat27cW+4v97sryUpa6NE1BYWtnuyjr2awsK+9DnM7Kpm62mJJn9OTJs/ffeXun11ldHiz2uxICETjm6KMIG3TIbJhBIwRAIgUgYzX42Mb3iEAtEjyqzMbjYjbd3R2trW0Mx9MgGkLwIdokWVlcvH3v/sqd273BYLC0bJMEiJpyVs+GxXQmHmZltfn558XO7jsfvtcbdAE0ihcPhAASytmEXCYm9XXTyfNiNv3is89/4cP3Rjs7sWmaqpyOdqvZtOMb4YQYsC1YdINx8Ohd/9FAPKXezisAXn0sxZXhZZzA+oqjSE+UuC8h4exlA1ys1/kZc3jh9S/vBH6Ve/ck/177Lzl6wbHlOMQ2UAE0tuWElFp2oaqIGiUaYlAhVY3BsgXE6Wh7d+0R1IWv/bRpAkGCiGQMKhvsd5OqKuomhgDGZMPR5M7d28GXeZY05QwlFJNhauKH795d6XSWFzq3VpcWVpb7/UGv17XOkDGNj7u7493hZHc0Xd/crGtPzHVTr23uurS76nV3OLl/e2XQSTNHmCUikZ3TwOCjdQ4VgRXQqkQRQkSDIk0FPjR1oyKzYjoaDVXi9rMnk+GkrJoIyNZ89IOP3n7n7SzL8qxjXYpJKtYBWyKbdk3WyQaLtTY1KpRNnDShLqbWUZY7MjZaJxrZmMnuLnDSWc5U2WWD3e1hUTRN3Rjnyu1tX01jPZ2MdhbuPLDWgURFah2EN7AZyauUBUlhPzb/5MnAvJr/8T+fJx7/YEl5fr7YB1wmMI+YOe1mB8TQFyRDnJYg9jLreWkGcJ4kg71LW0fMy9WiuvkRtW8urvxAztnA3p6f16jZswSJygGLUKyqylq7vbVVVbMYmtgG/lczY62Kaox19HliJIa6rp3NmroezUaGKE/T3WKEKp0sK8YTEOkktpsmHWe6xmRsEjKGmJCccYCS5NlCf/D2A6mbMJnNHj569OTJ03GoxZrHj74up+OlhX6si9XlwdJiX1DT1GVgtc3Pin5eVpMMMGjwbV1oZFQfEWV3d6uu66aunz59WpeNSexC3nnw7jurqytZmrrEqSiF4P1UyxrIknVoLBAqRYy+zeNNEpP0emATQVEfIQoIEBpnk6yTl0WZLsSFhcEnn33ezTvvvPX2aHc02hmiRF9OGTX4sqkLchkhIpo2H/aNODeXiB36DleCyzGACwv+rd8PLktrvqP+l8C5lnpen+bM/mWXOpVtWYKDM2n1LYHYsgYRIZTgfQyhrIvpZNTPc99UxFjOqtAIEgEIagTVXq9bFUUxm5pBwgZHo907d26H0CBgmthbK8uj3d1QVhiFVTtJaokNkgEKXsqqAURjSTEgITHnuUtT0+u4B3dXtjZHRVGWxawqZ8GX3uq0mJFBIgQCYnYWHRNEEQ1srUgEbhu9RFUQiEqCJJ1OOpmMGx/eff+jbqdnrANDESJEacqiKcqm8ciG2CC0TWLY2MQYdpatQUIEQ+isqme0TCwxIqA1SYiRiL2PlWhVV2mWfv+jD/74f/r9R1+bZjoOVRNqP97ZrafjajoC8SINKiGwqiAbkDeGqt7YXJlvMS7BAC5G/XEvFIvoMvaiG0X6b9RkTsPFWCxC29zqREvavIs9gsKLwz0PfVGf1/6k/XH2IoIAgAjb+pXB+6oqZtPZyvLC9uOvZtNJiEFUJUZSYkYkSKxLXTrc3pYIRAQq1nGaptPpNHi/NFiwzE/X1mOIBBh9UIkq0DSxmDXGg/oYKm+sSbIUyCOSdU4lKkiadBYXuJs3BMu+qWNskJSQgg9BlNAwG2SQttAzoYoAq0QhS/NeYJE0EjIaQ/fevq9oEUwMGryfjsbT6aQuaojKZMBaNczOOTLOMKoCz6zhBim1Jk0dJw5UEFCIKUnIsKqSCnPCJk2SfHd3uCCyvbX50YfvD9eefvWzv6wn41k5MYxsbV2XTV3OZhPTGbCCiCLxG0T9W1yfKnBjlYwjvpALnV88X4TuGXh5J/DBoNdD7WGfX3HBRd+znL0KHKTpp7kTThNM5gkR1zCrE+dw8ufH53Xuxda9wvHnG/0i+xLxYF5xG0kvElVFoRUF2sLFEEPY3tpYWV3pZMnHa09UooBUdcPMwTeOXV0Wy7dv13VdFIU1yXQ6HQ6Hy8tL29u7TV2rxG6n4xvf1LWqIlKIOp4WMcQAPG04TVKEaVEVXoGc7Q4W0ry7sLjYX1joD7qz6YRiMRk/G26tdzPX7+Ui4oOv6kDETASEGaUGEQANs+yV71ciZQBVUCFUBaQkBYAgGJowGxdfffHV1uamErkkVwFjXSPYW1xki9LMnEZWsY76Cz3D7JkkJGmMFgGIgWuwDJYUDEQAEmKXdXowHE+L2e721u3VlV/91V96sLL07tv3u4P+H/77f/PH//GPynJWV7VhDj4kKQMQKuobIrUcwcETd7iv7xXc+WVvcToOJrtc4ltw1dM7j0Z1IQbwQiogF/INnIiLdQe7UnY+F3hPy6w7PLFXkFP4unC1JGMvD1Xm+S4AqvPKaqw62t2xTMuLg8n2xnS4Uxez2azwITAiKsxm06YsUufW1zcggrJOxuO802maJsa4s7379oPbiDidTKuqYbJJp1vFOGkaNbaa1fVkZ2t7W1Dy/iDtdDzy7jcbmCQhSK/f6y/0Mmt/5zd//b1fvJdi/Pgn//Grh4/eevCAnaunk42t3VlR3JXbfehnaYqpAQXDBo0RYiBUAlIBYgGOCAoRkTWGrc2Nzz7+fHc4K33cKctR2CibiGxrryHq8sLgo3fevre00DE42t3aHI4WBt3V5SWsG0VUQ4YYrYEY0QISoyOICsb2FpcWy3o4HmeJG+5uf//9D95/8GB5ccEaeu/BraWF7ldP1qrZpCqKtI8i0tYFQqI3Jgf9RWiZ2StokvVzhfMzgBtRN3Qf35rw5jfmQU5M+m3tPCd9fiR+VHXPA6TaFuEhRF+VO9tbWZqGpn72+GExnfimbnzjrPO1t8aWxWR5ebkoy8lkkpik9gEQu73ek6dPYgxVU929dz/GWBTleFJkWS/v9+uiCMY1ZB9tbH/5ZJOyxGQJR7BNqCPcfvD2tPQ//fTjNEv/93/rf/f4m2++2JlVaMfrj37hh7+0sLjy6ScfLyz0nU2bpvbTGW5uRWrLldqMrHGExExGEEA1SARRUUB2EiXU9e7m9uMvv44hUJre/957eVSaFKYOP/qLnzqX/eCv/vDZw8dPPv584Ih98csffbjSy+qIw0lplxcbRJSWCyCoShRCBGJyatM0y/OlpaWna88iQJ4l4/FocdAvZlNoZr4Y/9L3PpiOJx1rmmkBolEiUETE70q2fIezcU4GcCL119cV4fqKieaJIWIXwhma3fE/vObKvVdALo4n36uqHNaOFRE3NjYA0Bo7Go2mk3ExncYQQgyGXIyhbbO1OBjsbO8AYkQYDYert25VZakKk8m03x/0ul0i3traKerauJyMiYjg3PZs9mxnaDs9IUy7gx/+8i8Pbt3+5Iuv3/nwe//sX/7rT776Znlp+W/+Z//rJ08eZ5b/57/z2ztfffYv/t7/4ELz0fd/uLOzWdSVF5Wok6K0u0NHJjWpJAIKIIiGmVA1IhIws0OpNYbgqzDc3AllTUgf/ZUfrP7gr/7BTz9NMfu3//bf/4t/9x/+1t/6r/7z/83/9mc//elke/2/+J/9tZ1HX/z//s7fhtnkN//KL+TvvlPFmCYdSlNMHBgCAsJ5G0xgRrYKlGd50/jxZLy8ONjYeLa40F8d9MvxcP3rL2/dXnWIvTQj0LKYcpqz3StJrDcu2fMlAwK/wxXihXI97l2jbTMQ1agaAQQwAsT9Bgh7gOtuR3exIvuHC5Gr6iVa/l66G9eR3gAn/pzwrVdyNs7NZvZ8PBdwAre1NNvdgAI0t0XvP5agRPF1Xc5mg36/mkywLMYba+PhblmUjpyqOEdFNe11u5ZpOhujNTujqbV5J8t3tjajD6PJ9O0H9yREH/jZzrCU6NX3unm/0wkhlHWTZclSx33/3vIP7i4uGOkZTC1Ni9Gv/eYv/85f/+1f/pVf+me/+7s/+uM/uXv3noj0F5f+i//F/8pX9b/83X+aMuSpFcVGsPZUltHX0fsgUUL0AkEhAiqAaBBAA2yVIe+YLMHcki8rBsrIUDFbsuTHo1/+6KO/9qu/8uXP/vLf/9t/Nd5eW+3m764sfbR662/+yi+/tbK0vr62trUBhm2W2TzjJENOkF07BDABqmFoioKBBt2B9814Nmpi9fHP/qIJ3ia9pZX7dY1rz7ZmxbTxM4kVkSAAgdVICvFFbb1fA164/Y6cAlIgRVKaN6l+6XGf/3LpewHAYXKk9NyUf4lTfHZHsyNJAEea3lxuRLh0LaB5Figelxhf1gdw5TiS1vTKpOs3xrbzArzU20REVFDQVlBoP4kiTDydjEP0dR2dczFWuzvboMJMqlFDiD7UZXV3ZXljczMGEJBiNvnehx+MxkNAXt/cZDArS8u+qQgXdra3rWXodha6nZx5Mi0AUSQU42FjYtrLzazAne3feHD/p59/3knS//K3fq2Td4vpzt/463/9vV4y/PyT4dPHoyePuswW9A9+//d/66/9dp5mWpbBh7puZrOi3+vGGEVi9IEQSRhAGRUUEJmd07ou67IJzcLCwmg4ffyzT7KNjTTJBuNdG+W//LW/2l1aRmymo9Fy1/3lv/s3MhuvdvPFX/rFbNC5ffdOt5ebxFrnyFgwBggBURGwzZkANIaLskGiYlYEH5kpz/Jnz9bevnWbs0xr7vQGa2vr3bfeB1RUwDZ+F29yFuq3Cm+oTnNJBqAwb2SNN97I+Or1zW8L6T+McxT+PHTxHtpacIDzZkyqSoigUtcVE00mo4VO9vCbR3VdOWeqspYYQbUuy363i4g7u8Ms7Uwms3feusccFbUJOhpOf/C9D6P3vql3ecc3NaPzVZn1BikRIwyQFjrZbjYKZVWMRrFumuHIWvtXFheU0Tbj3Ond9+/nxfaTP/mfEuZcxfXzpR9+tLraG08mQaOIFwhMLCJVXTeN995z05CzpAYkIkib2gaqQKjG5IuL98jdvlOPt4c729sYGgn+B8udRtR1u0t3bkcy1rzVzdOmKiVHjaE76OWLfZc6ZAJGIFBumzrui7qoKmQ4z/PReAqq62sbC0v9O6vLBDibFaOqGCwt//hP//TWg7d2m6Yuy1A1c15LIHJMQHtRnefvcDm8oXatFzKAU0qbKsxNQ4ee+XodxZe0wxwMs734C5rXcjj2+WmP+gZR/+NRTxdenxPcv4c3jM5T5efGwbarIgIRjsbDGL21xvtqONwSCaACqkRYFzWILA0WJqOJCLgk7ak61tlsUnt5trZpnV1aHIx2dleWFh8+egSAIFrXtUQ/6PYMgbGuztPFfreuagBI2KaJG3TyLGPrTK/fGywv9weZQGOMDU05KUs2xKlbunc3bPLTtae1b4xha4wxBokQcd5nMURtGmBGgyCiBIKkiuQcKobS17W3g96CMbPZFAGNIZMkLs9sijZJkMhYTVyKlKV5ZhwDMzIiY5tnDIiKOI+SbRsmI6m2nb5ERAjxyeOnt1ZXE5c6C7vTmU3z7elsYWERQ0TRcjZDRVVSlf23+ybSphatSeSgH+7GBgKp6vWlXpPOrUBXEg67j6MM4Jwb5fBlL2X2OUJ06BzFxS5wz5e2+ZxnAoesTFctVV1Hv3iB52m6FyD6+3L9iarAqYZm2c8BfF4ZCdU33hkzK0a+KWJTaQi+qUk1hNA0jUsSVdjdGQKZqqo6mVMIiubRk0fj6eyj99/pdbNn21uqNBwOlUBEDLHEmKeJM8zWsLGkAGzqpmYAZ50xnCRJt5u7JEXSWTljMtFICBES67IUAJsibm/vNmXNqKlNCPeaaiEpKKpG7wmREVUIQFt/GCqDRlTMu13DLoaYLupAlC0jkaIqEbvEGIfE1po291dR5z4zRMS9BDk2gLxP5bQNByIF1GI283WT5d2qKj7/7PPV5RVCjAhfPnyY9Qa16MLCQjfP2ubyQAiMEuNei3hB3OsV/7pxISJzfMKClyeC1xRx/xzXyAKuBS8fIXCzwkOvPO3lhckUh6j/6z9cL8B8fc4/z5bWX9qLiKBKoG31f0VkZlCJKiLBc+ZIZXd7czzcAfGG0Uf13iNi4pLxeFw3TZJ2mNBYU1by5ddPNrcnnSx9cP/27vZmr9+fzWah8S53IpFAIUaSkDpmx85a51yWdZjZuYSYY5t8wGytNcYyWWsTts6wixqJuSym2xubGCUlNoQOieZt4pENz8NygpBFVFARQEBQaFvvKhMbk7nE5d7HIIpESZqRNYAIiMCGmOdGeRXQdkkjQlTQqG2LYgPISKyAINpmaFPraJA4mYwmk0mv23PBquL6+kY378QCyRhO3ddffvW9X/hIJRKACgIoiPArrbj56vDzmRNwHc9rXrNuiMdY8Q17qUeOzQUycl8JXsjwrmViR/wBz80+++lxBxOsZZ7aTaCiqkBIoakIAWJoZpOdzbVQFYlhHyFoxL0bj8aTGAVRB4N+jPL42bOnaztE9O47b2c22RiN792/981X33TylBklhkEnY/UM6hiZKbHkLDlWlxpjmdmxsYjYNko3xhhjEdkYBlRDNJ6ON9aexVAnhsCwMczWAAAp7mkwiqLWWgQCZERQlH03N4AAEhKyJXDGKEQFQdUY2Tq0FoxVIkBCFYgBJOq8UTAAIFJr/GGkNvpTtK3iIIqEEtUYdtZNJ9MYpdvpI/gocTqbZhAHi8vJysras6fFbCac3r3zLhtuohAJABBbAHxzif9BL/arzL3/OcGNixG+aTgPg7z5gn+Lq1aPTtMmWn5AsBc7PC8HhBhibIv5RB9C02zsDIcbz2bjoSFtQihm0xCjqiJTUVaTabEw6C8uDVRhe3f8zaM1Mu7OnaW3376/8fhx4rKd3V2FkGe5YaqKppun0HgCSQwZy8ZQYpktmcQYZkZy1rShC8xkE4tEbAwChNiMJ5PpdArqRRrFaFMLRMIkUQwSAjR1HZwFB1EiScRIgBgBhNRYMyevpEG94QQYUBFDRG2LF0WRNjSWW2kemIAAFFARBQV0v3shPucJreqp0QdCaOpmOp2OJ2OTJFmWjcblaDheXV7OJEUA5+zS0mKMsa4rxrY5wpwNt85J0fnLf3OdAfs4O2P/O1wIr4ABHLIeIB4L433pFzkvPHlFO/vg9mprl53/zBzXsi9Jc6+uLOLJTRTOf/+jxp+D2RMKcMTre9QeiICIBBpBBRTYYAyRGBpfkYrRGKqJNDNSrepCFFUxNk1ikvX19W6e3rq1GiU+Xdv96tGaIC8tdj56//5w62nTFM5mTYxks6jkiFPrYgiOOcSoEVNO2tbsCJgah0REhISMDITGkLOsIMxaVWVZVb4qMAYQAQEmK6TELCrSFqYKGIvguS6JMkYMalBRLLElVIxKxEA8Ty0RJGMBEJCl7SqJgCDgK6OR2LYBUbFVhgBBW/0CtfV0igCQxjbFGgJEIghVCLWUZRVUovchyO2VO3U9DSEikfe1It65dXt7e7upGwAVCGRYAuGe94WwDSjSi739G4D56cO56whOIv3XxNXkUlamI+FA53EMH/zKpcu6XQ43y4J/ObSB0pdOhbhyXDTR7A3H2UdEeV6TTNsz7L0PIVRlubDYf7r+RDWkqR2Pd+uystZWZekbP56M2fDd+3dDDGub219+8yjG2Ot0P/zgg6ryu7tjFbO+sUWAWZIACKgaQypChKgQG69BLLNjk7BlRGdMYtgQEINhJELVGEOsy8LXVWwaDUFCkBhFJaoQkYr4umFARlIRiVGDSohSN1B5qkOsfPBRlESxrQo3V300gkZgYMfWOSJgRsNtVR7RGCUEFUVFAlTFeUD1POpHRUTbWClREEVVJkaFsii2NzYhhOhDU5UGMU/SspjG4GNsADXE2O10vPfMPC/xrdLeEQCQ6A0i+gfxRk765fAq6di3hQHcJNL/HQ5CROYtJAERkY2JMRprRKL4BiRORrtNUyHqdDpufCOgVVXduXM3SbONre2vHj4GgF43+/6H71s2k3Eh4B6vbS4MlhzwQqfrDAPEJEkAgZkNMxOBiEG2bBwTxMCAiMAIDMqgGkJsvPjGl5UvK2kaXzd1XXvvZU41IUZRBYNsACXEJoQmBBTERsCLREVkYx2RRWBAAkIgAYyqMUojTa2+AQmGkPdyWAFUJWqMex0xDc/bFhC0juDQ5toLtdqQzlO6qqIYbm3PxuNyOvFlMR3u1mWROhcb3xRTib6XZ0QcVfNOt/ZBWmsSQOtqjq1h7WackZfBpXPyv8NpeKU+gItWFb4QXpeAc4jif/t3Z1te5gJyAyrovACcIBIZDDEyQb+bLQ56n//5J2VRRB/qug4hIGLTNHfv3h0sLHzzzcPHT9dskmZp9uD2bdS4/nSD2O4MJ1mnm6VpxxmQRqJ3jq1h1OgSk1gTvW/KKllaNkikwAoYAwijRUWIEgFAVOu6BlUSlablBz7GoKqE1DRNU1ZELGTUsHHGWZsYm7jEZRkZE42hxFGWAJDEJgZPAEhIBIqiSK0oDyCIqlGRUYHb/F45UBRDFRQJpTWjKYGAtJL73klBlBhHw+Fnn35STCeMkKWurKpiNrl/b9U4toRNWRnmQb8/Gg1t1u/2um3eQJumiYBIOG/K9m0DnZqo9MbiFfPpq2EAB4kvIh60+1/H87zkPc8jRMyNv3SxPIIjhjx5CQ3rWg215wlsPeuai0SF4tz63NrCkQFFdTrc9ZPNrWePq9lsNp3VdR1jbJpGFVZWVvqDwVdffbW1tZ3lOSfpnVurBuTZ46eAZjSelmV168FdayhLzGwyJdDUOUZFBGsNAhCRYROaRsWkGUGIPlZkDTOFVrAnlBAlRgTwdVNXJYjsRZHGuq7Ho4lGVQFnDDuTd7sry8vdPDeZhTTTNFHDkViCZ2RE9F4gBpc5ZAadJ76pKiMhqs6rMigiIhOx0bZDchuwqQikKArShn5GUJh3UAUmNqqytbWxvbXp66rf6yrT8vIigG5vbb37wTtZlkaEGJoQoakqEZQY2ndHRHMPlkLre0aiVvk4foJuuIEIFRhQnjd2RwA8zUb/vBHFDVB6Xlh+5vomebA/wWkq4NW0hDx862suBnf91P+q8DL2tddcE/TqRlcEUGqPgaqqBJRYToY/+8mfPH34ZVMUIYqIhBCMsZ1Oz9rk008/m06LXq8vSIPFZfHNk41nKkAEde173Xww6FpQYjBMhlyv0xnubC51uzC3MjEzz6Yz5xyAcmDjHBD6phYEQI6+lfTRN42KGDagoQoRog91U4zHTVEmSeacI6K801m5tZp3O2mamE4GaaZZAkwQI/gIURDRGg4hSIjMZr+EAwgIQGvEUUIkRMQ22h+RWwEfVQEEou4RtwgxtuVVsBXZBZqqevb4Eamk1hgmm2VInHeyNEtFooACU1WXlnPLJEQxNIYxgAKhBsU5NwJ48wMoaV6AhuD0Dun7uAnU/7Vjn+6fthov2xDmun3WBwXhqxrlQuVQXotN/4aLYxcFMrUdoamtBAeytf7ki49/Gmej6WymCkAmzxPnUgB4/PhxXTeLi4vE3B8shhC3hiPmJIISuRDi0sICIzCjqDaNX1nqqURf11mWESEwRx9DDGmSikhVVC5NgIyCAKmAAs1PRQyhJc9IKCIQJNZ+tL0zncw6nW436yTOZXmn0+kqk0dVy2BZFUAEEFEApC1zpMREwhIVvZBzTKyCQm3lBkImMkbJABtFjohEhG0RIQUQbXOMQaNqJBVVmUtsbAloNtrNE/P23TudPAuIGzsjsm55aVFFrbXsXBM9EiKEppom1mpoQKIi7YfGiYjqxfxkR3TZNwvfkf4jOMOccGkT0D4ziMeyq9+w1X9JYwvu1Sp5g/DCE3KFBqg2HgUAgg/BNwbi2pOHf/pHf1iORxBKZi7rxhBlvW5Vluvr6wg06PWNS/K8u7O9M55MrTPWusTZ3eEkSZJet+MMGYKqbJI0TdOsmE2MMVmeIZAxtq6iKrSNZRDRhwDeI1GMUQlBhJkBwFgHJHXwRo0EMUzVbDrc3nI2Wex1nXNZlidJBkGLomLHGQiHICriG7IGFUgU5plryoQCGEI0RogsEhMqMSgoAEZFUCBEYooCUduGkgoSQaLGgBJRWxtQnBeAiEoAaHAy3H305VfT4bBp6khmcTDY2NqeDEd3H9wpZrO8lytCmibqNXWmraUamgZSC9r2e24rou/lBFzJS32VuFAVwu9wDK24c9qJfiEDOM1tO/e9HG4AcC276zz8vN3ZB3f3fk4qHf76kXspPj8VB0n5ywgRr1JoOjs38jQnxHl8AEdjmS8LVCJAFTFIMTRPHn32z//hf7/z7Kt+nlalFtOJ96E76I+Gu96HPO+QMdZlVR22njwriwINdbMeKMYoMVSdzGSpiaE2WaqGnMmaGGvv0zy3xomPdRND1CYKhkCMiiZ1LsYYYxAPbA0yzx9NAYiccyDivJ1FrWbVZHd0586dhW4XVB3AT3/0Z18+27n71p2/+Z/9ztKA1DehrIyzHNPNrd2P//TPZhvPvv/Re+/94g+p31UmQZpXPyVAsqoKpAogioyMiiDCSACx1SJAI8SAGlEa9RVKhBhU9sKaCWNT7W4+K4YbfjKzLpUYmqYEiTtb64sL3aXFexhDXRcisawbl2XDWeV9AyogEUgISHS/FlN7JvTEQ71vLD411/11lRE9TP0RuR2a507y6x38ZeoOtZifUAU8ZrZqfRj7RpQX+94uiPMQsatxAt9AnYvOFxxwMI3pDZSOXrD/Ty1Z+uoOc0v0PBGi6rScffPwmyixPxjsbq43TVCAwWBhOBlZMsSWmF3S2dza2tkZWms63a5LDLMBBd80Epr+0kqa2DLUqpikKYE2Te196C30kCjrpFXV+KpmYkJgQkT2IaAhASDVGKNhbm3ibcIsgqpgd7FfVRVbIyK+rCzQwuJga3Pr848//vPP1n78Jz/ZWn/4X/0f/w+rKwtGhIKEYvzox3/xk//x93qOurF5cPd24qxxzjhWH1QQDACjIIAiMe/nYWEbFIvclsWI3mMMKAHEowiKQBRVEEBkw0TlbKreL/YXxo0EJLSJiBKzS8x0NgmxQUgHvV6boEdsrFVjbF1XadolYFElJkQUESLSthLHxanm8QP+RtuIvsM+LlsO+k3AG0jPXw+uL+JoXvkAVFFMQsYaJJvlg+n2prGJEqtoVTeGHRuX552d0fjzTz8PIbjEdXvdPE2IKIQoUX1VO2vzNIshNnVte30QberCsUlcuri4bGxCZHanO01RO+eIkZkwBgLrmBQUmZAohAAAxhhmBgQ2FgiZaPnO6oPZtJkV64+fbDx7lifJoN//4fc/7KSd5aVF27VPv/yyYz+0ltPMoXO/8jd+46/8yl8NkyH4mjMnTUWWIBCatlmTbxtGAqIC0bwS57weNrGggkgE8SBeRUACgkQJJELIgCjQLpt0Ere6tBTLuqiaNEtRdFpVZV3tjHbulqsL2p1Oxrfu3geA2WyWdRasdQjcNCHNaF/Aea7VXfA930DZ7jtcIa4yDPQce+X6GwbQWXM4pyr3RqoCBx4NERUvIJpdrwagQIQAGkLM8s5v/NZv/9oPv/97v/uPPv6LPyHfOOOaqgZCH+TLR4+fPl0jY5LEDQb9hcWBBp+n6ebGFgD6prHW9Ps9X1fdbi/G6KxLMGeITQWdTheQFXB9Y3PQ7RdVTYTWGkvkY8BIqAYAYoxsDCISkTGGiNggW+dDSPJs5fZq1ybry8s761s/+smP8l4PUnr3h+8Out3BQr/f7TRVaV1XUChPVMSCca6njRMmL4Ga2qSM2qZhiWpA5H037HypYwRQRAIBAiVQQI3qUQVUYvQIrZGGiVE1hroADcaafr9f++3om063j9s7EqNBW0wnqLdSyyAhhNoZNoaapuoldurrJBcAFBFEICIAlKurVfz6BH85v2h3uVoOP1c4ygCOh9wcpIZ4kcI4e3gVDpznszrmkr2A/W6feVx2c7/8qbg+C+AZdz5i7j9+5fFb7buVTrQaP99FQAqIQEAYQ3BJpgqPvvlqc3MzNMH7MBlOgvdVXZd146MQUZ7l/X633+tmztk8KaclE1dVxYxZ4lBVVBA5xkipiSEUVTVYWAQim7hqVg7H4yzNZmWJBGna9nFXJSLDPgRiBoA2CEdVmVmDb2INhEVRkDELq8t5lr39zjvP1tefbqxNm8Kkya3B6v0P3lpdXQEAHzxbg85BjAFLUiU2hCiKrAgC0HZuaYV+jSDzejzzhVIBUI2Coggq0YNGBlUQVbHGgKjE+ZLGKLOq3Nrdnfi6CI3XSEgaPAKGJlRl45uqrgrXzYxBZlKQsiyqqlANhIZAAFgQkMw8DOjqQidfeOVp++3lVYq9wPoXBO+9dsp/UcX6tfDUi2kAb0o24SWcNvuP9lIOz1deZut5/5zDL2Z/BS6nzZzT8f7CK9s+JKoAES0nEsPTp09/8qM/mY7GTVXNptOimAIAEQ36HTYueJ8mZnV50TECSJrkZVEpKBHFGJzrqor3DYKYtOOcQ9WmnHZ7fWOsIj59thZVyrpmY6JI2TTQUGbzCNqEyMzc1khAjDEiYggBAX3TKEDb7DeEKEw1iOt17+bvLJZFau29+/cGSwO71Au+8aMafJ1Bis5imoogSgREJFIiBUVENISEoNIWh5s3DACQGFHa3FxU8aqiEtueye0bbKsaApKoGqIo8pefffUP/sm/uLNyB4JH9cvLy+V0XFZ103jAMBtPRHx/sGqtTVPJOvmkjMQMCggqEogIgH/ezPQvTBH4+cSJ1OmSHcG+TZg73+EEyfdVjH5kzMvoWK8aF5ETtQ0UVsUQIoIMFrpLi52H2BiS6CsRPxgMunmHjQkh9nLXH/R7naypysXBQCVOp1MFsY573E0Sq3uCHTPHIFVVIWK30wGAuvFra2tkTOObEJIo4n2wogqkQECITCFGjLG1/8QYARAQGu81iq8bY0wQ9W2AfSbSYOJcJ00GiwvZoAdMVCtHLbaGRsl1Ogw2OpW20hGxIAohasQYEbltIznvGNDWwwBosxBAtGUPAIAoqqCgCEiEgEwECiwCSrw5CT/6bL3zZNJL+e07i9GMQpQ6hNr7KGE2m6lCmnfbXOu69kmSExtRtc6qSJt+LKr7TdleGa48puU7vDyOv5Tv+gHMsc8eD4ZOtiV6XzEuXbfrJaX+5/e5Sg7UViEgVUAkZ3CnmGxvraE0BLHbybI0cVnKhjpZMh5PWKXfzQlUY3DOSpyXLnDO+bpBQomRAEWkrmvnnEgkpsY3AGY0GlV1k7nER/He1z6kmShAlDYK1KiGNiy4qupOx4QQQ4xsbdR5kQZAVEYiF+paVCUISETjZrtjFO32chaIG6PdrR2dxWwpJC4xlpAMEAIQECmTIgEStrwPESQgMcxd4REBQWRup2w7heletQxQRUbQtpgEIJRl/fDp5qimpJdBmpRCfSIfYulrQY0iIgLI0UvTBFWwLkk6XWusqhJxCJG4zSq+6SLFpTHX2l/zLN5gmAu3lDrvXrp6ieOiWcft9Xqs6dj+E51I3w/O+/yU9DnxPeXzQx8enM9FvLWnjTvvtXvZY35kAhfjQPth2ni0AFSbf4RIQVERWWNdTMvxqBiNJaoCA6ISJolJLDOpNdYlaeLSsirzTpYmrq6aGJQQi2lBoK7biSGE0KRkCaNvyqYpOpkbjYe9bm93dwiAMQRgDsHHEHyApgnGeWJGJta2KQBqDH4cut2uMUaCMhpFVSN1jMpYVfV0MvGz2igu9/oLLmXPdquG3TgajzZHo2TlVmfxHR70gUDUIwRBQQNkSNt2F0oiiijERIrQhv4AAKGCAiGIalsGAgkBsG2ZiTQPFkclEFWcFdUXX37BJImBzFJZTMucY4gQG/G1gChaNGkUAiUAT4xIlCQuhsCKgiAQiVrJ5lgfjleC49GiV1uX9MSTQ3otPoD9Se/fWfECcSU3k0t9mzUA3BPCbhSuVhy7EgXlOiTEvXOuiKoCRBilKcfDna0131SIIuJFgzPOcFvBwTTN2FkbYyTCbqdjjNkab1dlkSRpWRb9XjdNk+DrVleLMTJTVZWdNFGFqmy2tncFlJgURDA24itfGc8uWFUNoZGWIKuqaqfTaaPjgQERQ4xRRUGlkTDzUMqt7vIg7YKPfurrJnjVAhqTZHfu3+rcfws7PYlIIQIIkFBihCQAEBsFQmJteXMUQJS53f8ABdmLzmyLQfA8OwtbpQBIISoSzWZlVVed3JGKxJAltmmatkuRiLKhtNMx1rSSjHMuxhhCQNqP+WxrggIR6fUW6LoAvsXqyBk4MRHsJuC8DOANfW34utXDN3TdrhAiQsQS6nI2IZS1Z4+dxV63M9rdzLIMEWP0iXWose1kyASErKBZ4gjBGuPnRF+896DAzC0DqOu6qeq6qoi4Vh+8jzGAY2QbVJsYEgkh+rbOaNv+2qu2MaAtrWRj2BJA21RGNQKj7WX9ZbegZZjtzKRpCCKLMeycYambMJ1Onz3lPI8SjAoxKiN3nVns2DwR1VbuYGRQhahg2hr2ulfFDA+SZ21LhaLivAIc6l4B56haFEU5KyyjRG85J9IYhRFVwTkXxRMzEhFxe6c0zcBYa6wx1nvv8hz2PFtXF/95SXwLDsJxSvKSlSVvQojqt1ADOGYpOl34QbhyUxUBvvYOATchj+FgyAEBlFUFMY53t5pyZgjXd3dSlyKz93WWpsHXuUuYoCyKGIKxTKAaxRJbpqosmckYIyIImud5MZ2ISGiaNpnXNyGGCKqWSKV1vBoB8kFCiCLSNI2IWMsxRmNMYoyAKioborZGtYHoY8uAJPrJbFYPp1bZSKyqmRdEpE6eL/S7DtGEUO1sSfQ2tRJBmHxlqC6Tpb7pd5QDACkptCsQBWke3K8q+6aYeZc0mBN8IJyXDQICiEEkAm1u74wno36v54isZQkVGKsIImKttUht6AIbDjEScVFVK4NVHwKLCoiKCIAxiEQSX+dm+DnB+Qn6S5aXOIiXzHU4mQEcySq6/O3PhYOlhC4zVmtteG7IbrPuXwfpnfOecz/FCyPuLzb6DaD7+5hLuKKEVBSVimSJe7i1mTC7bveJaJKkVe0TmxlDTRVAwRoTY9zd2X77nbecNSoBEQwzEkQJBimEIBISZ5k5Rl9LYCZRreumaYJxCfqaENs2WyoUfWxqX1VVmqaIaAx57wEgTVMFiKrGOeOsRhURilhMynI8m+6MtKqt4M6zzdFwbDudhky05s6De88+/cQgd5KsHE1SlXtLi3fvrGb93HQyaKzGkPjKdDNInSJpW38CQGWemgdKiHt5TK0aAEhIoALY2pOx5QJI5L18+tnnWZZleW5Um7pxBhAxBPExujQjZOccEyOSqmadLvNuUEA2xGyMjTFqGwK0VwzuRuFVxkxffUVhvcyCkp5lBcK9GGXYyxw832xFsBVjX9yPcF843l+QY2Ggr1MraQ2jlxTJ547HQz3K4QVM5bLn4ub0pbtRRL/FPj9GRGIqZiUC5EkKzTTUVWyq3c0NjWKSBH0kJt80gOicJURrjYiUZbmytMDGgIpz1iCKQoxBhAnJB++cq8sQQuh2e3WMGzuTPOs6xIQIAGMU8IKgyjGG0DTBOVDVaVkxkxICk7Gm1++leSaiOzs7n/7lpxuP1+tpUY0K9np/aWUx62QBdqez4WQ6WLm92l8Yfv1o59E3y8tL1McB281vHoana83ucPHOyuLKStLLR8OJ6br+nUXTTSG13EmNsxEQibEt/rzXZwiAYN43CQ84CBXnzWpAkXZHu3/5s58BkYhEBUsEiD6qKiCyc0meu36/m2UZMTu2adYxLqkqb2yiQG30J7PZIyI3kQfcfLy8leaIFfqazD5t+ze8YLc+OMME9Iba7F670f/KcQNJ/NmgPUdrCKFpvDMuTWz05XC0U83GCFKXszQ1AJImiTEcfBQhRGqr4IuIiKpoDME3DQK0lQza3GORWJXVoNeNzGw4iMyEPvnm6YP79+8vL8TGJ0zKFFGDehEKAZs6NNYjMyAAEpJBpiTLrHPe+6Iov/7iq6ePn/miSU2+dGdlqTu43V3IkLFp3nvrXdVgk1wUk9t3tnoDYl5aXqmbmL7/YT9LPQCmSaPCbEWbye7068ffbI4377zz4Bd+8YfdW6ucJqL7TBEA9hq2z5XF1qcLAHtJ2ILtUjx8/Hhje2svLxvrOqT9dHl5MQRfVVvWmsGgd+v2LWTjQ0TAuq67vUFE573PjClFyZh5M8g38yzfKMie2nZzhL8rwbfBB3A4qhIvXcjhXGO9Ua//ZXpSXn7QPSBiJ88QMISAGmeTUfAloQhEa9nY1AvWVWGdQ40xBgRlQmKu69o5S0RFWTR1ba2NMULb3FzEWqqq0jknMdRB14fFThlpe3pndZWJAohFARQgVhRVDRIr78lzt9tVkCxLkySxqfMSow/ee+uS995/P3P5bKeoZjW7TJxD67oLi5lLYgyUpJ2V1ShB8y/SJOstLSObJvism6fRsyElChjBQg/Ku+YDdTotp7Vo5gVMBCZAmkf/7zmBVXXPXdRqBtoqwK2EXzXNn/7oR9s7OwvLK865pix90yDlRVUxQpZl/f4AEJum8b4JIRi2Pop1TtWYJAVC8dGQFREUafMMXvlG+PZg326jAHrA5n5OcfN1SaXnGffKM4GvcaudODeF5yUP91Ts82JfuJ5LYQduv39HOjzu2eUiTqiKc/ZiXHO2ZEv9r9fSeiD8Xw/AGENI83ZXbKTxUo1TCmujnSiINifmWJeEqkEITO19kAYhSmQCAIUYfdXUXqKIiggiERAzo0YfamJkkwbkLzae7dQ42xzduzV5d5BYrVnbTijoI5AhoyoSQgii0TrLztjUxRiLotAoUSHr95qqMWzvLtwNRfCzUqM2GDyLtWCynNMEU2Y0nTt3DVlMU0xcp5ereq0qQYkYxRA4SPNFShhT2wWJ4gWUkQmp3V1zCb9NjwCaR4EiCwhIbLPIADioPnq69tkXX91auQ1IIUoTIjO1ucQaxDkXoyyv3CfrggRDEaVOTBdNJ3gim9Q+5Fm38UGRgJQYpfVB3CR18lq35REb/Qv9DaeFae5/csR0c8485zPGbe984m2h7ecMoKpn+Hj3TId0/D7zC06az8Fpq+qbrwFcpEH5Be4KMLfRfqc+nw/zOMe9jbtvelZRJPFNXcwmVVU2jR8sLhKRej+dFtaYuioZ2VeNc9YaUxSNY8PMqjFJEu+HyCSxvbkhxhADqIwmk6WlzmxSTSZlUK3K8OWTtfsL7zfinShz21qdVEQkxhi17b1ICIiND6rARIwYo7jEdjpZ9IqIqXVJSuiFBdRh4ICgzOorL4ou08QakTLESosZWMMpUsIIIqyUWkwsWAYiAEJCAjlIU6gN84cDXU7blkVqEVglAIYooaz8H/7hf9zZmTSNT/NOUZYaorNWVYiQ2To0C/0+oQbvVWJVldZpMZt6lHSw6kMwSctwIMboEmqVDpXv3ADf4RAQ0ez/Nv/sjTJxAMBJUZ5XpoV814nunNiPLtgXMZ7HgBKKhOBrH0LjgyJneVclTIsihJDnWdNUWZo1FVTTElRFgjGGCWKQXqdrzHbtG2MtMNZN5aw11pRVJYBF1UymhSr6qJHg643JSn/rV967E2TGKIiKaltjuwgAgSCg4QjgY1BRawxbm1g2nCiAdWTYMCIjahMk+BA9aEA0s3pUT8rFxcUgcTj2iMZlmbGJpRQSS4lRVHKEBoQCABCQIuxlBcv+UuwVBgUA2g8YQwWNpKqI5GPlRX70kz//s5/8hSox2/F0NhgshLoa5MnbD1Zzx01dz6Zl6kyoCoLMGjbG1HXd6S9NippFRISJ5lYfBCYSEdgrO/EdvsNBzBlAK7JdhYH7ZSJ5rtp81DrEz60izB//9I4Cb5YD4JXhIPU/FG83N92oRB+bWmPwPqadbqfXb4qpMRRCDZqogIhmWVaUs9bZKxqqqlIJdV1ZY6bFrFUsfPAqEclVtXdZPqnqz7/+hjEj5ghQRv34m/V37t9dybMgMxR0xhEgzxvjgkhU0CYEABBUAgZDZJgMKKiCIiEZNkScGUu5SrSGLdICk28q1YiVp2iMSdglioSOMWW1RIRgSBEQSQFEBef5uEj0PKoP5um/IHvFIZgA1CNQEPExxKDfPHr0P/7Lfz0cj2azSsmwMUVROCZr7Xg0aozGpkGg4fZGf6GXJy6E6L2PUQHAWUtE1lpAJGIEH0Oce8UQVASBX8P++A43GOY5UdMrzBY8SHNfyAwuzC30PDT9IuFQh+w8hwsEvZDo3ySz6gl4BaHWx+u9tIFA0EbvQFQNxXRYl2UT4sLSSjfPCo3rT8rJZDLod5m5qirXzecVK0UlxKas0sQyYpvDhUxRRQlDjKIaFZTscDyrA3Bi8ySZeM/GBjY//fLxWyvuw3sLFqIAKmEEJYAYQpv9C8xEZKwRldg6XxWMMaCCiEzMhhmBEZI0RSJERdQ06TZVbZBZEY0jm7g0UyRAjQDM1Nb7ZCIgbHuxoyoitHYXQkRtjTAAAAh7odsggCoAjUhU/vTzR3/7b//daTETkSghTTtoTOKMr4qymPbTTvQ+hkYCZKkDDXVdpRJVlYjKsoiYt4+ZMLcOQNkrASExEvGNKs25Hyvc6otXYGtFnZfY07kd8shwL5zP+Q0gutcS4+Anp9/2Bde8ShyZw5vnAzgX9QcAlIuGxD7/6ut/TW82DmwyjTGAhNl4tLm5xsamec9YJiIRqarKe98W4q6quiXQRIyIPnhn2Rgm5BCiMSaECAIapS4bJusjbA+nVQxQ11nqyJlZUdusuzYst7fXGeV7d1cBWUFFoiqpioQYQ3CJJQAVVSZBlaiACFFFxDCDYd9EIErTlNBCS7U1Bu8lKJMD69gl7BI0Do0VjXNWN48QRBQVEEAl2pOp2uhPmJvGEHBefQJRFXwMXjSI/fhnX/2f/0//D2Mw76SigiRssKwL8RirIseMIHUGvVdlUhVCoLbZMMwLjKoqMbc1jkQkeG+NVVGkeWgpId0EGnQtOEgWXuLs/7zhzWMAF8D1+Ie/w/khEgFAfI0QR8PhnTt32djFxcXJ9lqMARGb4PM0UxLQyC3xAhGREHySDIIPwQcVbWpvnS1nVTdLZ7PC5WlRVLuTKZAR1FhXIYRemhumza3hQsKffLmGPv7wvfusSqohhBi8RKMhqI/o2pwZCDEiIRHNHdjIVd10s9ww13UMXkFVYjCIDEDoiKyy47QDzFHBEBEZVWlrriEqzK1hrVyvAIqyHzgmBKDSJn+RAmgUUfRix0Xz+3/wB/+f/+5vl0X1V3/wvaouRCQE8d43VWFTY1AtgyU0oAHUWCYEUYkhIBARiYIqNL5JYmwZQON921WmtaqqKuG8tvZr2w3f4ebhW8AA9ln9Prl/qYzi7/DyOKjXI+K0mI12t+uqMtYJMhpT1bX3jWHDzMQUfBSJdV0TUZu82tYEVVCel/eR2axo6+c4a4l4tDMCIONMFWLTVP1Od3F5+etHa6IgzBH5y2+ehWLyi99/33Q6ihBDDN5XZcnMbCyThTaGWKKotF0jVYHJhiASFURRI6gwqk0yYywSATNYF4CA2DinTIiAIioRVFRim9NF2PoDBADmjV/ani+qqKAqohEVooBX+3hz/P/6b/6/v//v/8A4fPutW0lmd0clIC8urDQxdDtZNZtkTKkzvq5twqBqDDPPrfne+7bcHhGx4cQ5iWKN8SEE79O8gwAxRuS2JcO3m/rrXsLzd2f/vLhyBnD1eQAvsg+eJuafmgW1b7U/j6nnxJ4B8/nIjYqrfj2QA9kGiIjQdsECQGkL2zRlXYyHk9FumndNOsi6fZukbUUzZ11qMmk8kfoQFNRHAKCiqjvdREABNURvrA1NFAmOuanKJEmm02IyKcoqkuOMob+4sLS8+vjpmog3qCQRFNm54aT407/4+IN3337rrfseALwny01dtSGhqWZBlYgNmeCbPMsjEAFFgSiBAQySNUmSOOccMHOaKrGaxCSJIoc2cw0BKbYh3UCMGgFENQIAKAIKYgQEDQKioCiKqoIx+iBTj7/3H378f/2v/+43TzaXF/JOBreXFiAEUIxIwVcIhKog4vJMAARBkYxzSCgSrLFMFHyDGpEpqCdORECj+KbyAi6x1hrViNg2DMC5iXx+ZAiA9o/PtZqGjtVnnGO/MOp11AW6xD0ZUA735zgtBv+0Zzk/zlMTYh6+e51E5lugAZyGF0gB5+/kcIk//fyADnjz5meAUFQRSMQTUlHMUOPa2tqDt992aWdpaSX6SVlWRVm1LXkVKIQmxojIIcbaS5R53RwiI6AhhDaeEtl43yRZhmwU2bk2INOJwtrauoIigrW092YEmesmfv3o0WQy/v6H7y+m/cYHhCqIAhIipkhqEpWgOq/K6UMANqhq2FjnmIiMQWa0FgBFAERVFC0wUIgBERnbDsBRNM47hDwP9kRQlCAqChJEQJXquoIYhsPZf/yLz/9v/+3fe7hV5N0OgKwsrWSpK2dl3sl3JutoKEuTppa79+7ljjWUzrq2rXGWZUGjaIw++KoyRJVvWIQcW+sC6GQ8Ana9Qd4+1l6KxqtuWP3KgdchgH678cYwgIvw8xdsgu98vFeO+dvRuUTZcgIiqsvCsu6WRe29Sbq9xSVAqquKjatDiBKbpmZmAA5RqzrYJCuqmQISc9P4IJHZWutAVSQCqHFJBBiOxmTMIO8MJ9PtnV1rU5ck1XRKqIxoGQmVCVDFWgakoiz/8uNP3rp/9637dy2zhFDMpiF4EXAZIjKziTEyc+KsJUPoDAIQsXM2TVVFYwTVygdi7xCZEEAZsU0vAxAFBVRUQGpNEdKWNSIBENCoofG+rn2MTV1XZbW1M/3k0y93dqdsLJOmjgb9jnO2nJXlbEYoeZaPdoepc76u1nfH91eX8iy1qBKgqSo0JCEwo/c+hGBdEgXFBxFxCasSG6Mqe/nHQIQxSmuZ22sj18r+85z3b7t16E3FCxWFl9QPrpYBXM70dkbFmkNGlmOVPi8zh4tS/7M0gIvd6Spx5Li+RskOFbDtbjgvZawKz6uBFsWsY2Bz41l/YfnBu+8n3SX1dTmU2WQWQiRGATWI3ocYtawbAEIiUSHrmhCLsgoxAEBd13mWIGKWZXWItfezIjalD3Ev6UwVVJn+/+z9eZBs3ZbYha219nDOybGGe+83vfe9sV93P70e1K1Wq2kNQUMjC4UcIvwMDsA4ANtghwlLso0IiMAGIhDIkiEwAX8YhNUgsIQshxEYqW2B1Gr1IPU8ve5+0/e++U415XCGvfda/mNnZmVVZVXlVJWZdc8vKr6vbtbJc/aZ1tp7jYgcFCrhoJCEGYCISABE5MMPP+qdnbz9ibfeeON1FKmKQgRSLzZJTNZwRWlIkU1IK4Ux+pNIK1RIZEDEe68AiADZAysiZAjjcv8ylqeAHISDSBD2wFy5UFWuzHNXDAg9GQMQQPj49PSjZy+80P7hvhHupNRtNTTRcDAQZkOKBFxRvvH40XBwqgi8q4b9s8xoAgFFwKIVNbK0ZAAR571JFaACAER0VWXShvdec1DKjCoGTBJccPK/ByT0ZaokzAohQCTAu5gOuyyjK3UppnV+Yrjz2J54B5AAiSAzhDXel0nJmtl/xfOfaWK99jUuIG4Yw4XjXgTGEv/ms4DbFMOlfV768NKWN+zk/CDIgBCjUIBDPhiiMCE//egpomG0jVYneDfonZ2cnAQnaZopTXlV5GU1KMqiqHq9QYzFRwBh8F6c57IsvXcIYhRprUpXtVttpRQIG60IKbFWJFijU2ONIoWgCEEkVpRTihSRUkopqqrqnXfe+fVf//Wjo5cIwN4PBmfDfq/Ih5UrinIo7IW9QEBE1CQInplFAntEMUYpAglVKAZc5cgOIUDwEDyGAK4CXwoHYC/e+bIY9E5PT14MB6eAodXJ2q3UkCD7wbB3fHb6/OTUZEkI4fjly26r8fqjR8UwPzvr54Oi02orwGaz7b13VWEVheCN1s1mg4gUolIUQlUU+aDXU0oFZhdYGTvMC0TylUdEFoglNKLHeJybBhBl/5WH6u64h0MAxPeWLkl/xvOfOYnJgyTrL9286AW/h4ndlpiAZi4ClgjiXMP0/5LQv2F5End2/5Oo89f41hJXyxabm/8rgiCX7pSIJvSOB/2zR/vdD9/5ra9/7evf/X0/kLY6oJR3ZZEP+2c9UkorPRwOmXkwGHgOw7wsitDppIBgrS2GeRRkIQStyKiRfclqo2yS9PK8X9jMgjHelUgqNQYtDvtOKVSIilApZRQYIqO10aQVGkWKsCrKb379G8+fPnvzE5/YP3wk7Hpnx1nWlOA1kTEmTdM0SzUqkRAYBAIAcGACprjekSChgoCAgKQAQIIXYCTg4MoiL4YD7yuF0MisSVIACFWOAYiAOfT7/efPX54NCs8Yyryd2U88OUw1nhwdERApamWNo9MTrXRZFISEgIlRWpFSZIyuXGWtHvnbgfM8V1k7TRs6zcrKC4u1lplNmkzWBDIqSQ0YExVg0y0iN8GKzbMeJFuiAFbnzu3+F7qkzQoNejAsmkIZGWtKRkIOPOidHXT3iuHwW9/8ljVJt3uQZs0A7Hx+8vJ5//S0LKq9ZgYSAKmoHBEN81yrVBmtkKqyBOaqLIfDggWQg3feKHRl6Z0zWdZIk15/SMJGkwtBOCitkjSpioGK0UiIRKS1KAWaQGs0SllrCCQWnBgW+de//rXmxx+9+eZbh4eHIC5U2DvjJEm8K11VhGYjSSyhIgIRiSWpjUmUUogQu7wgoihkERYJ7Ipi6FxFCKm1rXZDawIug7CIGKvBgXchH+a93uDotH/UG3ohw7LXTd98/RB8VZVDRZBkqbVmHObPWqExWmllrE2SRBMG9sYYFinKEpUWATJWEJutdu/5mfPOGBvzgZkDM8bxT2YDCA/K9lOzCg9DAazZ7r/lTILq5pynrxJjN4/0n0RfCwACsg/5cAggVVkS4tnpWdZotDrdVrfTG/SGw8HzZx/1z04PDx9ppYqqPDnrM3NRls55hICISpGvnAI0xjofgg/dbksBB+e1FqN1WQ4VYjPLSudt2nDVwCZWgK1SmbXgKkJUihBRIWpFxihrrFZojVHjYJhR3SHvv/XONz94771Ot/v4yZODg0MJmfdlVRkfKmOMVgYRPLtYr80Yo5VSSFoRKRIULz72cSdNNkta3aYmAgkiwuyJQCMJU6iqqnRFURV5eXxy9vT50TCvVNYGPzzce6QgPH/2MQgT0f7+HhKF4AM7LQgiiTVpkqZpioQsrJVGRO89h4AxrRjJmhSVsTYZ5kXaNCGIZxEUc+EuxZtKi1Q9qHnInBeDg7uKBIj2gRtm6NeJb7qt6sPsfZ5bSKJDaJbsmzrTyYsxexg36JZNzaKmTUAzN7h6yjOdxtOF2y65AW446OXPQSEEBAYRRcDM/f6ZCJMxZLQl+PjZUzCNVvcgVaYSfPb+xx+8975SodtJi9IP8zDs52h0XlUMKkmzRJErcl8lw6qq2DlfGK0khCA+ySyKs1pXFTdSkxdlnpeWsAAhFCRqZMngKFilDIpGtEobw1ajNTq1JksTIlJqVIiCA8cyEUopIOz1+5V3x2cnjUbWarUajTQbpEmSKJMYrUkBESrSIsaTSrOUlEaN1qrMWGWM1gYIhTmaZVhQJJBCEAMBkUUYAaUsB71+/7jnnvdD5WU/McL4iTdey4d54bzzziZZ2khfnvaHRRBfiQJjjdUqVI5BSu9AgUCQ4JQipdSwLPNhYTrsQfpFefjGmy9eHKcAmqAqBo12R5CDeFJKYh8CVFNtM3j6/k4/NksbDzdLfJLXUlzo6tcvFDq8huUE6QZDsLZ3BXCb9H+1Zv3rZY0PHIsnImYgxMGwX+ZFmqZZluVloY0Z9o6Noc7jJ8pYUujy3ld/8zeOXz574/XHzuXHJ72yqAKDIVUUVZRPWpOIeObK++OTExBBYVfmoCBL2y5G3QiXRZkYnVjtvbNWh8CNrNFIEmMUhNIYa7QyBo1SipQhnRiT2sQYg4oQEQQ41oaLjcaEldGJtY3EplYrZODAoWJWCogUJYmx1hpjbZKmaaaM1lorTYJx8QMijDwKCxURIgRSyCLCIBz72zjnqqoa5vlZf3h6NrBJohBa7VYrS/v9MxTRWr/22hMk7Pf7RT5sJRYxWGtiIWdEBBJ2YowREaM0IiZJ4pxHQGbotJomSRigLMtMG1KEo14AE/ke7/vs+f8qK8WaHWUbFcAc4Z619N8WotQIIZyenWmt9/YPich7r8gEL4qoKvLu/r5tNIT5q1/51W/85i8/Oui0O6133/3AexYBpU0xrIrcZVkjbSSDvHd40MmL4vS4f/SirzS0mg1iZwkTa6UqB/lQAqaJTckWpcurypiEXcne+arotJq9o4ESpZVKrM4SlWiVWp0ak9nEplYbAwAhBO+cUUSEVeUEQRuVpDbNkixL09RmWdZoNJrNpk2MSa0xylqbpJlSBim2+UJAHFlgYq0fEWZGGFXgid2NQQIIAwILO+fzojo9Gz4/Ouv1h4lNgndvfvJNAuHgRThJEkWYDwdnZ6dEJBAARGujtbZKESHIKEaRgzgf8rywWYMQAUgEG42WSrPDR4cfvP/+p7p7PgSE+DrJVFm6m+ZVEx2wnvKcNVvP1imA5cw+53+WhSwzF451s193lOQ5x5avGOycK4qi2W6lNol1KEMQETTG9nu+3++5yqdJ0j87/tmf/O+5Gu6133r28TNXeRH03leez04HRttGI/O+TDNDSg0Hw97ZMLjQSM2j/XaoCo1gCB1AYnTSSM8GJRJkqXbeaQXMiOyMgka3WZyIJjFKrMbEqEZiM5ukadJsZcYYrTUoFB9CMMBcuUorBAQGSROVpabRSLvdbrPVsNZmWWaM0YkxVmmjlTJIGoCEAGjUZiBKzSguaSI0WeKjKCCAHAIH8VXlhsPy9Gx4dNpzgbXVKNWTw73gCmsUK0wCW2OOTk+EGVECYGZMrPxjjBbh6HZGxEaj4QUIFQcfgmcRBUQ68YGTNPPBG2OqKkTfBJGOxeDmmRfhOIfjDh+Zmq3hVgVwm8Ad1xqETScTjpa6c2w5Ft/L1wpd40oZp0p0bbleuc4GqrW21pZlWRSVQtJaG2OIqCrLxKbe8fOPP8oIf+Fnf1qq4ts++9mz4+d5UZG24jkaRpRSe3t7SoFS3GhkRV6enJy9fHmcWr3faVgFYlSiTWKND8GVFYu3mqpQEbCwzxJltA0hhKo82O9mRicWM6sSJc3UtLI0sTZNdJqYRiNVxsS6bEQIIsPhMAQXWJRWaaPRarc63U6WZSZJ0iwz1hpjjdFaKyQlpBgQkUREeNT/EgAkNl2BUQ4EixCICBAQC8WOxN65PC8GvWKQu+OzPioVgnvUzfZbaXE2SI0Z5nm73U5NUgyHRqvKUwgsDEmSNpsNDB4AAcU5pwGZGZAEQGvFIsamLIRkSBkF2Gq18qJAsoqUxEhQoBsKV91Qy742Cl1lLeLunqXldUp9u1YA92D3F4QLERGLcP4G3c1LseXRpTPFQXyqkiS1Ng0hhr7wqK4noU7TTne/6J8ef/TOb/7i380UPH9+1Ov1Kxd6vT4zlK4ibfa6HeEQ2BttmOXspH98dCbM+486B/stq4g0YmCrlTe6cBURGSVVVaZWZ0YXw0Gr1WKFEKrMqkaiM02ZVZ121mwmrWbaabWyLMuyzCY2SRPUBkeNIqXdaeR57r0XwEa7tbe/lzabxlibJCZJjEm0MdpoVCTR5kMaSQkzAiCSyCRvNEwuyMTQDgIoJAzeuyIvirwsSz8YFHnpTKJdVb7x+C1FghyITFW5vf1HZVmEEGKBz7KqAmulVLPV4jJXKgYuYWIyZkFSZVEkWQIAxlivrQj5AMxijSnLotlukNIhINBtL85Ub5Z1PjE1W8+2KICHave/ZVRbOeYbuD40QhBJKcXMWmmyGILzzlmrvvSlL/2tH/+rv/Hzfzv0n3/0/reGw773wXlPhGVVZVmmtRn2+1Zhq52m1g56g+fPj6qybDWTRkNnibEKIRCooDVpjTHTXxNYrULpE2uGwzzRunIhUQq93+80rQqdVqPTahx0281m1um0kyRJG1mjkVGMnkEK3rnKhUBpagJLXpbGGiSFSKSMMYlSFpVBUoAEI6O/QlRIKvbzigITAYDHlsexx3WUpc0MLCFEK1mZD/MiL3u9AQNmWdZspAf77bzfM0YjktEm1vF3zpVlhSYBIKU1IqZJklcFANjEBleNzE2EIQRtUER8YJtkLnDabpUFM4L3LkkSQgx4YfZ3UcrTpVpA54vRK6u9Wjc8SFZVANPP09Kmw9Xt/qOtrv3uhjvDTF+WSy/SA7O3IqKAFEWeWJOmVnzxuc99+sNPv/W1X/+Fpx+8m+fDynFRlCLAws1WAwSrosiypNVM00TlRXF0dOwqn6bp4UFnfz9rNRPwwTMnSWKUajVb/WGBieG80ooQILGmKgtFgMytRpoP+6+/9qh//LzVyJqNtNNpZVnSaGTWmiS1WTNVWiESMAfFRquyLD0LAZAxQEoQkZQ2hrRR2hhjSCnQiIiCCESIBDjq9AvM0azOIuNKyyPpD4DRAcxVcC5Ula8qVxbVWa//8viElO7uddsNG1ypbKJADwZDrbXWxnkGIBG2xpSIgMDMWaPBvgAUrbQxhkQFCVXlmt12VVVJCsySpllZ+RSoLF1ibL83yLLMiwBcsOlPRwA/oOeuZklis6PluRo7fIXbl58Iii+XYJqrUhUijsPwbhhbDIW4bh+3DG+6FMS5E3jqv5d2jJfabkz9Ott+Qmtbuky1d75/UxIyAIFCBAIug//wvQ8NydP3vvbNX/uFFx+8c/z0Q43QzjIiT2QCCyGE4IOXzqMD1EREw3z4/OmLUIUsMd128/Cg2cpUI7EMToCCcNLIBnluDAEHxWwIrCEuvdHa2KSqSmtNNcg7zUfKNxJNMe7TJolJrLaJzZpABkkrxCBBGQrgtTXBVcGDNsYkqU2axqSEBskAaUECAgQSIBBCIAGFgBAja2JgpcQ2Wyp2j4RoSwlBJIiwiBfxwizeV2XZG+YDF8rgDxLTaTSMuE6jOegNgNGkxvmqX3pGpYyymjlUHAwqqEJJioiDiIDSOslOn70kBi5doSnrkk2saTQYmSU4V6Um4SwgkQ9CZMaJejCZCY0f0fNmAJde3vuflNwwSZqfSWms68bPCDh+U+IW8x9pnmtyQ2rO6j6Dq4p8dbbFBHRnLGnuX5qHNJ2fj2hGiDYRRiBm6XS6iVYfvPets36ubdp99LrRWklotxofP3tWVS6wFEUR83VcgLPB8Oz06OTli24ra7QsEXW7zXa71bCUJrYKTMYEH2Lr8zRNXMlaKx84VsR0Pgx7p1prANEaRUKz0SBNWisiSqw1xmhjldJKaUSKFaaD98xgEBgQSZQ2ShulY4C/hlG8DSEgIAISIk30ucjoFRwJkTitjjVBx+VJlVIs7CV4z1Xpq7Iqyuq0PwxIItBsNLI0baEZDgZlWcZ2mN77sqhEIEusCGsiECFCX5bBe2TfwCyqNJEARCysSQkjkdZJymQR0IeQkLJJ4rwjysYDflALzZp18eAVwKpMLxAuOYGvvk8xw+jVYzSdZARkISLngzL2s9/2hU+9/Yny7Oj5R+//7E/+d1IOmqm2JyfelUiglDrrD057w+PTwVl/KIGbNtnfP1DIzH5vv51laaJGFR0QkawOEhgkSbOi6CmtSMBVwyRtZompnEdBV+TN1ApwliWIYmyilIol8bXWSlEMTwIAYYh1HbxHLQQkSBpRUSy2SUIEiPG/I8MOxo9G4v7KbR41/40WUY4bBQ7Ou8DBcyhdOBvkZ8O8rDwCEmpNut1q+OEJswekoqhAaeaAAFppkaC1RgCFCAIKCZCU0gKSD4YIyCI2SRCIlHZB0qxZsS7KkgNn7bYU4Lw3aSz9Fs0+U4OtlcHuOeDuhFVrOK9l4Rb3NDUYmiVd1wiufuKzdorb6Yi+U1Au3CxSxMJAxEAMmkyj/eiNt7/ju3oeIWkevv5Gr99TChNrh/nw5dHJaW940hsCJc6jzZrtTifNjDbQbjVSm2RJkmWJMQpACPHs7Iy0tonVWiVJkiQ2BB+L+4CIMLuqQgBXuVarZYwFQFIaAAGUNnrkodVKay0IqJS2iVJG2zRJUpskSZKkaZIk1hijxhUFiAhRMUuMcZpU4JaxpGeMxiHC+IOIRLH0gggIkWcunR8U5dFZrzcsisozQz4cxjra2mgRYQ7GmBCCUcoYQ4REhAgEoCCuQ1BrHRcKzrk4gjRNGs1Wb5DrJBNAY/Sw39NaZa1mECGlQvDTb+W0u+5+H5OaLWXVFcCKIbHnJUfm3sHI7j86/Hw7h5HV9uLfaWnn8CVBP39NntHnd6nd7vndvnQwYUEkEAREzwygqiBa2e7B46byp2dnSWoPup0XL46LvHKeB3lJ2rKQZ3799deMUf28IoBGIzUihMDMSZJUUgXEqqrImFjr2FpNjtMkAQGllPahGAwP2k8UagnCQbQ2REprTVppa4iIlGJEgzoKVwSRwNomxNG4jsZaY43SmkgJIhGJSOCAiiS2VDyvmyQChDzxBMDoriICxVYSAQA4uohZXBWGw7KfV15iD3lxeV4M+y5li+KcUwoBwfvAHKqqABTSmBitlYpXVWlNJKVzVemQxVhdlQUAaK2z7qOs0UbSrgplWRweHvogpC0iMUBcQDHzDS/pze/v5B1f16N1q7hYuhLR5IsTkxdJrFi+6pBWZPX9r+gAuO723U0Xl9vAMVf+cktjGbwifOc81jUKZqnTn7ta8sxz3OZI/xWZzjRFEoiWc2W0Ns0sIXDsy8ODg/4gP+0Ne4Nhr5/HhOHhsH+w3+m0siIfaKJm2rDaMDsiAAmKqNFoKAGtjDEGAbXWRpto36+qChGTJBWQEBxISKwOzrUbDYUkItHswyKkNKKKRnpFmsigMqg0Kk1K69g0IAbbK6WUiT9IGhGVUkiKlEKtQBEoFR34ABgbrSAqQeSx0ykAszAze+YQ2Ds+6w0HeZlXvnSh1WxWw2Ex6KMEAEDEwBxXDuMan2IUkcLEWqWIjGo0G0maCWBVVcxMgEabWPGz8gGNAVKBQyPLsixzQQQUC1wq+zn93p2vZW7kAawV8GJrF1m5jeL9QrOlIjIgrx78vhkFsNuM3yICpDlDlSYv3sOzveJ0+BaBUPSDAkusjSkgCGGvnZX9U/GlAPQH5cvjs5OzAlFbk3rnNcHjx3scSqNJITXSRvDeVSWIB2BrTDPNYvwli3jvG1kDhAnBGON8iSikwCZaKSCKddwcc6UUKKUU6lER0JGkxlgPbiTaCIEQCaMBZ/TPWECBCGmUNxhvXJxLiggLBxBmhlH6eWy2RaPnAkAEAwOPpH9wlR8Mi/6wOOv3bZKyDxw8QhgOBhwYCAWERQTEGKONMkYjglFkrFJKt9vtVrerrVFahRA4hJHaS9MkNf1BnwECsw8uS5MgEliAVHRlC7BAQLq2ld2cmqDmQbJhBbC7j911qvfm1wm32P/26OBw5oczP5/A5xoAYRQ6Ew3hsXYSiwiwVxBamc3zfq/Xe3l6+uGzF545zZoiUBZFp9184/UnCMEQKqRut+PKAlkgcGbTRrOhtQ4cOAT20my0rU2JyFVVmiTW2iQxRJKlBiWwrzhUWgOz51DF7F0Y1eTBcWwPklZKq5E6UCoOWQhZRKZUPKICIogWI0SIxgTCyRZXPKtjc0PUEizeeefcMM/7/UFvMBRAbXXwPrG6KoZJYr0Pw+EQAL33wqK1NtYkSYIIxuoQQlmVLgRtlUkSUkqYEdEopRQpRUrrJE2N0ZUrjVZRUVVVpbWOJSvgmvjjq1zaptYKrwIbiAKaftRwkjuD8ymDcRhG/MLVHa6dawU9jio3CF50hEzsdDO/JVc8EesjGpfm3/1VyX6drL/0+Yujl+NDEiCRCKBDYIAAogRIRmkcCAIoIsFrrc56g9OT/OR08O7773sJWXOvcpAXLk2Tz336E+hzYRFGo00zS4rBaZJaIFNU0sgUh0p8aZUSIh/Yi/fsAMVabbUOjCCCIN6VaBNEZu8IGuNyDKCUYsYQgtZqdMsASClARM8iAqS0saQ1kUbSqOIvBBM1gBQ9AWMfFAOOUlVwIipZUACAYgVoZglBAkvlfH84PM3LSohZhRC0IUDxThTqECoUaGbNQZErrYi8IvTeO8fAiKi0MYSISukkzYclAGqQypekEqXTtNXuDZmZkQMlrRAz0oAJCACRRjpgiT7pV18rnApF307dEIc3QyAgIp63QYjJOnIvAmRlZvgp43Qkjn9i3YoBC4vel/tWAOu61iOH20YZCdytfBOucvNEfoldvTh6OZr9owBQNJTEUksMgjyKYLQa/DA/Pn5+9PLl0YuTr/72Oxx4r9PMyyrve2FudZppYsp8mCgK3u11261GUg7EWiuMgzw/6HaigcYYSyZRSmltvGelY2sX8cFprbVC8GWceBdlWTlPilhEEJRWqBQQ6mi7BxBhwGjuR4ltfgFozLTNjgUgTjgAAWBs9MNRdhUSjKJCA45VAgCEEIL3IsIiZVn1+sNhXuZFxSwh+Ga7qZRGCqSoLHxRFCGEIi/2Dw89Q5HnaSPTWnvnrDGNNAUQhQhaG2sQwHvvnE+a7ViiOmUIgRGJUTGzAIIIqVGCJ661ws92y8rLTI9WFncfvgrsXh7AtgncrX0l1ijxb9j/s+MXINE3b6IyYGEBJlIIRMIU8l//1Z//4N2vn54cv/fuRyGQ0clwmJdlQDZGwZPDjtVApMiHYZkfHrw97Pe1Iu+c96xMgsaWRc6EgghauxBIa2VCYEnSJMtSzvMQgiJQSiHqPC+BvWu3OYB3HhCMtTIS96SVAYBxFKcAoSJCZhmXxJmeQgrGecYoA2DqXkvs/BLXdHE6IgggKD6wcNQJPoTgQlX6Xn9YlJVSGiCICCE675rN9PSs32mmJtGlqwSEmUWEmYHFahOcM1ppo6LrIdqhRMQHDwBZs9lqtysvWbOjk0wZ61hskjjnBCBNsyCApEACvqLpKTW3c98+gHWJ77iQh62Qv3zjzwa41XC/Rp7sP3p0cBiDXxiBBQGIQCEwSaAw+O1f/elf/Jm//eKjj95751vPnz8LgVmUUqlSBpEPuo1Pvn6YGkoUDvpn+912IzVlMRSRXj8/6+fHZz2bpibLTNoAohDkrN+31lZVZawRkSxLETC4SjggojHaOVcWZVEUzvuyLOPv0TjgnHPOMZ/fFxEBRCTSWkev7wSJKgcICAVBJt8au3kwag2OSQjM7IVHuQLMHMIoB7jXG/R7A2aoKi+BE6sJgIzu5/mwKE8HPQBQikAgz3OtKea+AYBCbLcaRhECS/CaSCGH4LMsI2VIUbvbVTpptLvGpgJEygiLD4EFjLEodG5y3PhbsmkmphK8GK72inPfCuBaeS2zgyZjpM30vAwnRlhgGTnt7mScN6qWJUX8naqrw/2Dw/2DexP90zw6OAQMAIwIJKgANDC7s2/81s//9H//3zz91jdOn788OToyiUoaKSlbOSiKKmvoL33n5zNDmUFXlSjh7U9+Is8HCFRWvjcsvvHeR6UPOk1QaWUUKuVDUEp1Op0kSRJrCVErCL4SEQRIbRICC0CSpL7yx0dHsS1BMcy9L0dtecdB4lH0a61FBJFiDE80AQEix14qqFCNPKvRnh7L/U/u4/RjSaN9cghupBB85ZzLiwJJFaUbFjkSGqWttY1G86w3RDLCkjQyAXC+EmDvPREABIUSw5w4BAQBZgleK9IKiQBJbJoEFtLa2IyURWWYxQdWRAiIpCYFStf11MkUa9nhPUPRPSWXX8OdOKNrbqLEeFCBEB/tm/dwdSf3ZwK65Sm8+Y8XqptttrTnyCQ8BrdhcnW4f7DpIQAAo6AEVkjElS9Of+UXf/pn/vaPF6fPu6328dMXipTWKq9yZTMC7DSbv/eHvt+ISzUN8/Lj/tnnP/vZNE2Peqfeu5P+8PnL3rAKlQtECgBAyBhb+jKzqTHGKO1cv9PpurLUBB6EORBiliZcSfBeKQUgZycnWcOCBE2KfSBSqM+N4zB2ncXkXURNZGLkD5EBUkIEhIgazhedjMDR/hNjunikToB5UnRhVCtIRPK8EIbBsDg+O4t2IyJKkuTo6KQ/KBgwCIYgFXgg0loHZgIAZmuNqwoA0VqjiHAARA6+kSXsfJalSZogEWiTtVqxOYwIExGHSXDqxej3FdiIfFyv9+IVQAB5UW9/nQewGBPT05YQZ/2bHgUAwKODJwrJaATOi97zn/qbf/3v/e2/oZk/+5kvuCCnvT5piyZpNJvelRrdD/3AdzWtPNprpan68MN3Dw+6T548+eDDD4vKnfQGx6f9Xu4cK8ccmElrpZX3Ph/mvbMzrZUxSgFqQmGfJNZqZZTudNrWWE3K2qTf7yfGGq0HvUE5zCEwB48owXmWMG6vCCKCMm7vOwoYHf9gLFFLQMgoQRjOY73OTzz+SggoQiDsva/K4H0IwVWV974oy2fPn1dVJQKElCUJEZ31BkiqdF6YlVIgmNjUGAMAWmtSqDS2Wk1EUEppY5gDC7uqVIjCodvpGK0AObGJtYlSimji3xallAiPM5RH+miVm3trzGjNjrJ7TuCayJbI/WmCD+KH73/rq7/4d3/SDU4eHex1253K+Xe+9R4qZdMsMPQHg1ZmfvD3/4DyxZuPD4H553/pN7I0+/SnPvXe++9Xnk+PTgZ5n0lXgXuDPEs/qbUGhOFwWBZFmibDsnjy+PHTDz90rgKB2IFSRNgH733WSN1QrDFVmYNA8K7V6J6dnrXa7fb+fvBeaUtEDAIgCinG/gAACkUdgERAGkkBaUQkpYCiQyCW/8RoWCciCCwiiBDtPSAcgucQAABQYoEJ5vDy5cvBYBgTxFhCo9E4OTsTEWaonGerlTZlXghICMEYYxNb5kOF0GikjSyNs+DYbt6VJSFqTa1WQxud5wXqMkkTpTWLaKODD8YYQgBhABxVQBG4LhV+aa5aUda7/zvaZ80l7mMFMM+UYZwzdH7Lo319FLWNcJ3NfWqDm5j/YUIZxXzEn8n+x0fBW+tV3ANbKP0B4PGTJ3/vJ3/8J/+7v5ZY86lv+x2tJ59763Nf/OiDD0Ng53x/0KvK3qfePPgf/sG//3E7+7bPfFop/Plf+mXv5Hd8+3eevDw9OXO/8fXnP/cbH/Sc8Yzscs0VCWhlvA9nvZ4xSbvVIdKijEoSIlQaG61mq93I80EIlTEmSZLSh6IqbZIURdHpdisXGln27OnTo+fPNLOCIN4pRGABJFKEJEhCxAg8Fp2T/ojIMv4AYv4wgIytxiiMgSEgBBKGECAE4AAcfFUGV4p3eb9/ctwLHhAUEbaaiVJS5CWSUmn24rSPOrFKKxTg4LxHxEQb4ejPRqMBQRCtgAFBo8hqBShJsxE7GGv0ECodWxaQEgUVB0YKLAiMEmhnaxSufalxafmyxJpmFZ106buL7moO+z7NY/+5dKZ3vgJY+hYuX6ptNeYb8DJDW8uMZjtF/4T+Wf93fu/vzrLMM+/th3e+9pvvvvut4bCPKK1m8plPvvkdn/88uHKv3Xjx/OPf/PXfsLbxmbc//e4HH33w9OgbHx69OC2yNB1WvsgLCNBIG1mSxuB9Y0yUjwCQJGl3b7/RemGNKavi5PhEmPf295vNRlkWitA733l0cHZ65r3vtrqI2O12z05OQwhvfOItYUBUSmvhgHH6j+NqEAigzqtBxHYAMpVhxMKAsR6UICLFcFBmEkEQYfbOee+Z2TtfFsVpr+eqynsmVCK+0WiEEACERYw1/f7QmtQC5YMz5hBCAAkIaJQmRGutsOdAIfBeI8sHZ4hYBd9otZIsUUYLYNbslKVrASiCEKrUmKGrOACgEg5IdQDomrmQ9bnaTraBrTYB3fM0e3RT5fKHU3drw60lt1z6A8A/9j//Ez/+l3/snW9+4513vvH+++9SKPZT9dZrB0fPn3375z/7xS98vsqHlS+++bV3nz9/3mhmjaz7m7/9tQ9fHr334mzgTSBbDoaJDg0NBrUm61wY5rmIWGsFgk0SAckaWZZlsf5acL7VSElClibI4eT4uJmmCjk432k1nz592ul2lFIS+NGjR71+/+j5y0anY4zmAApt8AHNKLAsCksct1A/f8lRxmWcBEAgintECEFA8LxYJsTgH441gJi9D845FkYE552ItNvtMq/yohyWVdNk3nkfuNNIgZEQmYOrSqtNpTWw77T3jcE4l1eaBDnLEl+Wnb1us9POA6TNduPgDdt9dHR8vPekYZPE+zJVxgkjEGpk4drLt4Vsj397uxTAxWifaVaSvIJz+cCurpQRUYBxCzJ+t1/0T/gP/v3/y147Pey0HjUMFyKD024z/a4f/P5OMz159tHLly8+/uhjmzSa7YP+oPitb3715dnwpAxn3p71S3bhoEGJVoQhsVbrhEHe+dZ7e50GEQVftprNg7394WCglDLGdNpt8GXv+OSguwcivipDWYqmtJlaY7LUVr5k75UxrXajKIpup9Uf9L13llTWanJw2iRjpy/weblZEWZAj0Qg4yJxICF4jP1VRo8EA7AIo4iEELyPc38RCUGqylfec5jUFoIszRDBe186B6Qrz1Xlj457HbvnnEdFCkEhWKuUBgGvFAKwUiTC3jmrjfO+0Wp1uh2lTbORotJJq5M2u6lOXp4etbtdoy1pKwGYmRUgIYTrn9vFg0Zq1sKWSH+4awWw0EJpFE99uWDyDQEMc4Vg3uAemEj8m8e58bu1Q9IfAF7fb7rh2fFHLzrN5HG3+fqbjxXhyUfvfTgcHB+f+CCN9j6a7BvvPXt2dHZW+NMinAzLwgEGSBE6idHCjcQWVWVJK5O+/8FH7eZnYstfAG41GxKCJtrvdiFwYmxV5GmrpTSJd0ZRs5EqRCJK09Sw9t6H4Ia9fqvTrpzb6+55z8NBXxtt01TYE2pEEgQdq8IBIikeB3JCnOMzCAcUARSMPlUOOCruJCM3sHBUAgDgY88WQCICQD2qLyESC9qBECkfggvw3sfP3n7jkUnT4bCfGOAgwJIl1hojEgAhSUyWWvYOJAT2rU5XJZmQMkmqlPFebJp41Ht77d7grJl2dGq0JgBmQGEGVLPnP8jn/43clzKQRfpT3s9keaEhLcf0/uc81j2c+zbq/4kD9kbn1apdw+aU/jO/OlWk+24fmu2J8pyfjnFvHra+7e03H7Wafjj45ld/65d/4ee+/vWv9/uDRqur0vbz08Gv/NY3v/XR8fHAHw/88aAqvQBzAvy4lXYT3UisFxGlKg5BoNcfCEir1UKEk+OjdivzrlAoaaJdVbiqbLWb1mhfld5Vf+qnXiRGG0X/zF/4JaUIEdLUaq2ZeTgcaE1FnieJCd73z84keO+cMMcWAIgEqACRORY2ii1+R1J+9CayoIBwCCEEH8teMLMIswTPIRDi4z/0rxCp3/FP/7vM7JzzznvvQ/Cx+qgIWGOV0v1Brmxy0hu8PD0D0j6EELhyJRFkaZJYI8KNRpqlFoWNUqmxWimbJjZNTJIAKgBgrjAuUpTtdPYHxbAohgQM7JR4BTCumThdFYcFwow7t0h9ebnInN+60yjSOj51CbbLBHTPLP643Ku+3DnRHxn2e89Ojqo8N4ipUZ1W9uSNtxrNVhB6fnz2/PTs2XGPbKMQf5rneekUmsyKRThsmK6lRAkqyovw/Lh/sLfPqPrDfDAskjStiqqqiuDccNBDlmIwMFr/8//JT10awL/w//qt+Msf/fd/Yvrzn/vT/ygwN9qtQb/fbLXyPM+Hw2ZnLyYBKKWBFIMgErMgAimDIcTQr0kofZyUCYsEjtnDgkLf989eGsPbX/43AOCH//h/Mv3hP/rFNDhHgMaYoYfKey5JJfrj5y8//cZh8cKlYAEAgLU21hoOnhC11om1qTXOsTG23Wm32l2HaJLUh7CfmSLvU2rIpEK4f2gHvZ4EIGWDQ5OkzDBqWR91ADJsaEVbS+ct5NVVAAs+jved8buj0h8A/v3/z1f++B/+ntbrutNK0ywpq6rf77/4+OWwqF6e9QsHlLWPzobDvAKlOs2kKErA0E5V00ojQRApnD/tDXyAJGsURUWk+oPBm6896p/2hENwVaJVq9n6h//Vv7DQwH7Xv/iXAOBX/q//VKezV5Zlq9Xu9/pJ1lTGa2sntYEFRGsNqECEkGKS7RgRERQWZvN9/+SiV+Yv/cYZwNk/8wNvZ2n29NkREnrmKuDzo+O333xsk9Q5RxoApNVoMDKHkDWyLM2ypKEUDXPfaLaa7Y4ymrRRScJMw8FZZps6eFGMynp2WavBQdj71FhXVYwGMfZmG3mxp558vs85zVriZ2rWyx0qgKXv9NoflOklalzjTnZ+1UNwZRFMq+bRX2H61C6dbPzn7kp/APg3/qe///XHh2manZz2Pnpx8vTodNDrQXCnvZ6yDafS45O8P/TOuVSJq3rthjpsp61EJwpRUV5xPy9c6dtpYiG4ol95/vDp8euvv6VIKx76avAP/kt/funhffe/8GMA8P5f+N9pY9s66w/yRrsT4z0RiRGJCJQGUDKu/4MYex1HoxDTl/7RVa7Pn/t778ZfvrBnAgQX8KzCj096zUarGpykRnsOFZdpahuNljEmiCMDw6IIAK29fSAaFFVrv2MbrWJYakW9o6dZh1sHWJaVSpvOMyAqI6EqCdEkmll8lPWIIpOHj0cxF0ITT8CTR4+evXgOQk8eHz57/vLy0KecxldfzzkNQTOt7Teb4PHuOxDMb5S/uzEswJTnJg4p1jdcIt3vrhTAitJ/jVyS/ttwCy+d4yXv0MHe/r2PaJ08fvzoax88/fWvv/vxSe+0X+aDcr9pXz/stJrt/mB4cvrSM1nhdoJvPOkcdh6TVOxcZowI9gaD4SB3Q/dor9tudUS4LP2wdF/9+jv/1l/9lTUO8hP/xJ+Nv7z8r/+NPM9tmuKoSQDFEv8MTErLuI58/Ct+5z+yxjH89okDgG/rwq++cIfdk//mK8//6d+5zwIhBGtMI0lTm0gIWZIohBB81myIiAshJjH0+kOTNlvtPSwqdoOTlx90D99yVaEoAdQszEZLCFzm2iQaUIA9CwABKkQUIUF48ujxpVFNPnny+EJVwZE+QAaYnXg5p8dyac2xEabnZ/fgKL5/8Pj4+K52vYIOmJqhXxcFdHnpuly6460rgEnDr9W5YT+T89116Q8Av/tTrRe9knXDM4GE1MDjTvrGQWtw9Cy4Kk2zg4P9/f1OqpWCYNBJcAAUAp6c9E7PekonxiSCVLnQHxYma/ylX3z/rsc8/Il/z2ZN1FZIKWOBNAuhij5UJBT8wh++6zFc5a/87380S22322KCsvLNdssmadbqmKzZ7D5mnTDarLWfNLI8H6rEMKVJdkhJ14kJhKgJgreIRVH6EIy1pHQYFYagJ49fW25Uz148n/rXBWWwigK4VVzcuvO7kM4bVwAX5q/niSl8aWzMsfLHXAa9C/vcQgUw+Xo0uD48BXDdlXkA0h8APvX6IwS0pB7tdQz5w67Zb6UJ8UG3dXi432q2XFUKu6J/VuUD9L7f77lKTnt5v9dPs1QpYhBQuhL68z/70X2OPPzij0nsB6kNCwIAKR286C/+kfscxiV++s/842eDfrvb0Wli01TbzKSZybqoszc//bleEbxIq5n1ewPUVtsmmZbJul6ZUmIlI0AA7713DhGNSR699ua6xvbsxYvVFQDMJ1trBbBLCmCVK3W90J9mXQpg+lh0dT9rVAC38jAUwJuHrf1W8qm3nrzx+uGXvvC5L37+c6nVRlG/3//oow9fPHv+0UfvHT9/mhl8vNcF5nyQn5722q1uI8vKMs+LYRn4P/yZF5s+j63jF//c/8amSeVDkjWVabS6B93DJ2bvcS8vy8J3293gQ3/YV1rrpEFZl2zLoxFUITCiKFLeudff+OTaBxatQzLpsgAA1xvur1MA1/3p6mZXuTu5fNeO65v3P1v6wwUFMMVclYov25+3TQEIzpn0u4oCOBf6V65Y7Ow3PZ67UgAxgHoSvPwwpP8/+Y/8A5/6xJNPvPHkE2+9aVObD/KXH7/46ld/uxj2h/2z4xfPQlV2m+nnPv3W471mNewfH58mSWKNLfPy5OTEu/Bn/tYHmz6JbeeX/4s/2Wp1TZI2u/uqc9jaf204DM9fnKSJaWTG+9wmmU47pSNPqdeJ1gYRQ+DXX1+/9J/w9NmLaaF/nUtgfik/v7dgmxVA/ObVcfMoKLdWABe5BwVw4wrjPhTA1Uf8YUj/yL/wT/3hfJBXVdU7GwyGw+Pjo0f7ew0L+emLpobv/Pyn33h8QOI0gSEEMiDY6531eoN/6f/5a5se+y7xm3/lX330+DVsdEzrIOs89mJevDiqymFsIhkCZI2OTtsVGiHFQoevf/YeRvXs+ctb61beupPrjC21Ahj/Y7sVwHRQ46LX7q4VwG37v3MFMPOmPiQFAAB/9Ed+zze/+c1WI93f65TDgZbqtW72pc9/8guffiNTQBAUISKWZXV0PMiH5fPnL/7Fv7LOIJ9Xh2c/+R+m3UeYdbLuawFUPiwGZ6fFsJdaY40JQDptps02km2+9u33M6Snz24y382pAGZuWSuA8T82pABGfdhvk4fLXS+BeLVuEdCXErJuGAzGJH66JNCv2z/BlMaKuxWROS7pYly9qQ9M+gPA7/6Ot9ut1l67+9F7X2sn/CO/93f9nu/+4pO9JnCJBMM8Hw7LsnC9s96gP/gn/t2/tunx7jynv/af2eYj03hcSdLrF/mwODt94d2glVniQNp89gf/R/c8pJlqYHVJvZxZaXeZbRBbWQFMtlu/AljiZpyfCeEaFQDMWoJsUAFcF/7/8BQAAPy+bzs43O/86I/88O/7we/qpMaIq4Zn3pfDvKg89/v56Wn/j/6f/vKmh/mgOP2l/0K3Huv2k9/42rc+fP+j4XD4iTde/6H/wf9kg0OaqIG1yOj7XwFsAzNWISsogMlOR9/ZBgUA59N/eBUUwPSQHqT0n/CtH/+zveMTX+bCzhgdAp8cn/6B/+2f2/S4au6PqAPuaO4fqRVA/HSXFcD5l+5QAdzoAKgVwJ3w43/2f5akadZMs2bju/7Hf2rTw6nZDDMKSyzItLy7JBNrBRA/3bACWC32f/LrOhUALOtVXkUBEJwHwN369QevAGpqIivqgLWsANYT1794E4U1J5GtpgCmpdpW9ANYbZY9Kc1/YYeCHH9WG9rC7GgD7pqau+ZScaFd5e5Fioy56wPBliiA61hCmMoiy6C1M8nqmpN6+l/zSvFAdMAdg2Pu4VibVwAblNfr5WEbImtq1kKtA7aKxcpB371948Ly6qJumKGrUC5/ZT7OdzWy9SPAOFljUSlOk2/Uxp+amrthUmho8l+Yr/bcJdY/S5vqkXCvx12WS27Nta0AtucMF2LaZHTZvzwHq5x1bf+peTVZehEwitB7NYJ/InftD1ibAlh5iLLUXH6TvArPX03NXVAbgraEtXUEu2dpuOvBNvX0v6amZuOsZwXw8ObCgsAwOwkAAQiQAFF2Xg/V1GyKpRcB0yaRNUTLII9/lnyZNy79FhrApY1vVwDXBVbOKf7iZle3jLsd75nnd6HeXYDUZKg3FZiDZTov19TUXGUJHXCX0fFyDzH+28bmw0BvhFDwqjhe47x7nt5j58dFrKV/Tc0G2fh0+4GxDQrgJq272cSuadb45NUOgJqaSO0N3izzOoGvVgEafXJrg7eVxCYLEMD5MeaQwvPM6Scq57xXwLUFjmTc3G7uah731kO4puYV4VLg/9Xmw2s5yDLSSkjmNyJEE9N85YNG37h44hKt5RcPKLxEBPuIbVgB3MTyZ3b7jhe7DeuS/vX0v6ZmmnoRcCtR4d3FzHLeFcDDCne5Q7W3dI5iTU1NzT2z7SuAq1xSRYsHBc0+5UuLv/lDPC9/8UL7gcsb19P/mpqr1IuATbFLCmC61/zkw/UU+L7mcAQLh5zegWmypqYG4EopiIVYuwlle17wVUYylwloNfvPRMdcivZZLOQWESdNWpYdyV05FAQvuscl1qirrUA1NWtmuhBQfNHubgr4KrDSCuA+AzSvm1nPfeNppvRfKA+gpqZmC6ml/9LMUch0OwTkzHtM887od8nSVVNTMw+13F+dlSTjPLpBkAHiz6q6RHBcsn+MIEym9rEN5JUJ/S3hnhOr0Pwu30s/81N7gGtqruMaP/DN7y/NHwNy85bX/uk8GuSyCUFksYj+1ZBRwaJZBot5reIogAwSpj9bWzXQGw46YTmT0YV7g7tqsqmlf03NDczZMr4OslgvO2AbuU2/LVBIrqamZqe5IvdrNbASd74CmMncSwGCab//puX80k7vevpfU7MUN0dpvHLFO9fOvSqAheR+BOeW+4h4ZamwhvUNQ5iadNyywzoBuKbmrplOtkeU8zXAChZ5EXnwiwkRuSqDV3MCL2KGW0L6w2LF9y9NB5Y8tUsJIxfPcZkZRz39r6lZDyNH6PQnePGv9QxsMXbAB1BTU1NTcxfctwKYNuldqbczI+RrgVKrd8DddR+rqamZZkvLAT30TFEtc5e5XxEUEAScuqIXjUKzVdFdd+CKCeVRD+E4y+B8bMhXzPrTK9B6/VRTs1ZwIYlLILwWH8BNhwAAkAsvvoyCU+aanq7eZjJek6X00HQfF5QZtXCWvGRrrI+/Fpau9DS9CrmY2CUAV6X/NLX0r6lZJ08eH4LgPWZXzcMshXTPrYOXLXY0j0y8vyigLensOB833+AFisrVHuCamoWZ1gE3SVu+18idxVYn60FEAEc6YFEmBTRv4P6U7d0vBSbnsli3ryvwjbpqdlG56zg6OV5hJDU1rxZb6gm4CjLgPRnP18J14pdu+NtamC7fuvR317jlpW9Nm9aWKO9TU1Nzt1xjEbrvAI0rdXhEWCBct/k2cKtgFwC96EVcxhR1f7dp3on/+VlMOQDmcPlfu/9YmHzOo9fU1FxLDBeZRuiC+QV5kQbu1/Qjmc+Of+5gvvj5ZDRb5a+4ynnppEufj3/ZTCmIyKjBy4Zm3JOGEmNWsvvHTkVQJwPX1KzKdHh4vSS/W+5cge3I7TuX/jydWjh6Dhez+9fU1NTsBHh8vJiXcuEeuRc2v2GWPVX/Z7LUm/tYo+Zw822OF9MLxnP2m32/C0T+XF0E1LFANTXz8+zF83mDQS9H5sy9YphhArrw3fibXLf97OHNMjddPdD5dy9sf37EWeapW0wLs8YjMvtaTO9oARPQfbpc7u5YM5uIIeKo1cBlu9BijIxaS3+/pqZmDu4tffVOEZGrcZrXdTy5YrJeD/fpA7jb7IkVbU2CscVPLb1rajbJsxfPNz2E+2Ce+qP34FBcQAHcp9a9o2PN3UN4YaYV+SXndm3/qalZhE06fmeH/Vy1ycyORFpgjjurfP1oJyMBIjKvuFohd3oro5hwzSagWO8BZbZGXSVT4Sp1FFBNzd2C4wa51/TIXYhpmb1VRqV58ngBRpUzZtfCmSPUdVUfwHQhnWku/nOBFOr5TvvysW74xjwuZcGVBPf5RZhuJCAgWE//a2oW5ObpPzKs1UeIiDcZfm8q/zAOV71uAn5b6YjxWUy2WWupCeR5drZ45tQ6oTtdglwpN30t10n/ur1ETc2D5wH4k5fmHkxAd9u0fQ2+3xX2cHPHylp/1NQsxLPnL+/zcLg1yZuzhJDcQ9PjuUxANxtPrvnDPBa1Gae3RqE5Pbbldnurbph5ljuS+1ZT8/BhBJoO0BibWeJnIgI3Tv+vM3Gfc639Zx7Zfb6NjJKT4mEmhehvnaALoAjHQgSxCCZf/DPAFRk17ei+fQWwcObXyB+xZIH+tUtPHLPm/dbU1KyV+af/88sWum3DDU7/rzn0BQkeBdf14gtBaEq+LbxiWL8JqBa1E2oPcE3N9rBVgmkexXMPsnS7wkBx3I7xjsoy37O2r5sB1NSsk9vtKnLdNghw1/5IXKRizCzhPsPof9ci6w4zgReq5n8/kvmuNeodpWvX1Ly6LNF/8eJXbvb/TU+B53JcXj3WVTfAHGO+ICji9hfHOTH+LNnvVuj68Nbx8BD0tfWyYRJve/M1mfF1RASc14Udz3OUo7tW4bkRY9RoEVMXBKqp2QIWTiqafHGBYzAA4nQhuSsdDW787qyPl5Nd53u7wYRy4YjXrgDGI7hzGfoAYyWvq+dUU1NzA/fcbP1OuP++wZcjfxb9cs26qa1ANTWvFjMNHnevDFb2lOrZwfi3W34mXPFaLNhi8k4ikSRmeK9lZ4sN71L+9dHJcR0LVFMzFxNj+m1GfLwTw8GFygFyzaGvfOkG+TAzu2tN4m60n/EhLpediPVxbpHFKFdMQLsYxHnJQ7LuUnILDmP3rl9NzVYjdyPvt4HbEtHm2EFshYUy+cdUevPtu955E9D2R90cn55segg1NbvN1bjw+St9bTl3JMHm3O3OK4BL4Nw1tO+N/e7epodQU7Or7JRfeI48g/txdM+W/jMcFZd8ALunD2KY7PhftJz15+4SEWoHQE3NKqwokmaaj9aZZDoR6PMLkNFX7nL9cl775hZHtJ6YjRBxuUyI7QGFAdUSX1zLKiymbExroHruX1OzFlYR4nHLh2EvugJOAnZElllb6HNN8SD6LC+MrDNpa/FmNjU1NTdxg+jnxdcHD7VS79JT2N2z+czPZt1E9fS/pubuWHS6e1X033/K1l2zxAxe45TNRESWXgNMXd/5KkCcx/wuecSZY8Dzo9Nc2n7lrN1LoVe4yza0mppNMstBep0BZ/6p69XvxqXDZl/UOeuGzTm1n1UyiEAIMNz8xQt5AK+iCWhlZl60vb29ex9ITU3NbjCR1DeLXJFbgxrPlzEzdjVHxNF6TEBL1qt7oDxUO2NNTc29cT8SdQ0KYHqgiy4h1rvmWMHiv7bgXH5odsWampoNsIBsxJn5B3PJtFX7AUyvZcaBpPfK5RoYC3ND2er5CyKNv4C1C6Cm5o7Z7WD1dTPTcSIyboBzC6sqgAv5Bg/KCnTL2miq4MY5tfGnpuauEahDLdbGHXYEe6WYFv11AGhNzR0xh1+0ZgEech7AXTOZ/l+a+NfV32pq7og6UnG9rHEFsIAfdeKtXW/68cVdLZEnuADXSX+oVwA1Netm8pYtKjFmBobMKRfuKI30QtTMrEPEk71+rXNDu8f4/SkBO90vYBZrcAJvXCdvfADTPCxHSE1NzQa4VYxMbXAhD0BEFtJbaw4DnfcrWySx1wwiHp0cb3oUNTW7x5NHjzc9hK3gNokqa6wpXfsA1ky9AqipqVmapetDLCd5agWwZrbKHlVTs1s8efR4nFH0KjJ/5Z85P7yVjYWBPuA+n6/s41tTszr1GnoukC/1l9/SFcBDlfI1NTV3Qe0JuIDcbd3STZqAZOFSCztDnQpQU1NztyCv7g2+cwVwfcDPlnd75vHPLWy27UxNzcPjukXA/FaO+Fau8cXc2Ds+u9DbTQheCP+/+To8BCdwfCy2pCS1jKmDQWtqam5gaWfhGgXdQ1AAsE2Oo9oDXFOzOtvmCbir1KVNS4u6GNwNLOOj2B5VVFNTs+1sWlrsvAIQPL+G67PTTS+M+JrPb6FeCtTUrJdJ59t7frnuYvq/JfJhbf0AliMa72/Yz9WqRpN/jrqxX/xw5Yt686x/RoG5kQdiehfbcWtrah4Sc/bRveXrC373quhfV43JsfjCS5/cM1SbLGpqanaFDc6ubugduMI+Nyx+CXbcbH2xI/GKD8fd5lzU1NTMz1b5gRcOxtwR1ugDmCyM5lSTo+1Hi6xr6lYvZH0TEVxJiPNCjt841Af5WNTUbJxnL55f/XBOB8ClOvjxW9Olkm8VLJcE0brCJS/Ptjfd33gshTcdRL++o6/aJH5Raot/Tc3WMi3ozxuYb+iV3UJbyxblAaxVB8yVxLsuah1QU7O1xMzYUZutqSzZ+54qbiVbpADWAoNMqXeGC/+8zJU/3Wo+emiXq6bm1eEB96Famu3KAxBZRyTn6E7PJaxFbt1yMaFfrwZqampmEv0Qmx7FBS4ogG1o8LsydDXed2bvgUkmwVrY/etWU7NFzPQArwjKhhcB2yb94Q5WAPd/hrNn6Lcqsy28GTU1NWsHBUBGhoVRUBAC3Hv0zXYKnPUbtbfoPIXw+hOs5+w1NdvJGqf/M8vD1PXbJ6xtBTC+pjhHsvV6GsHcblBDvosbHTWHyMi9XD9MNTV3zfLTSkLh84DAUSzQWqf/10mA+PH8B1qXh2AhiXRZAVwdwX3XXVqt4sfVXd2wn4koX27P8Te4WM2jXljU1KydpYWjyIxqC5vOvprBpgwndVzjwlx3q7bI9lVTU7M7LJqHu8ZZ5tYpgPM0jU3I00UPerUIaK0GampqFmIJgb4uHbB1CgAm2XqE9xCzdUler35ZaxNQTc0dgYgP+P1ayIC8rommvqHgPmzUUja+HNfVmJPxzy06bFQHata5rOUiTupMrb6rmpqa9YMIW/l6TmuzTdkPtnEFsHZEBK5Y2dZ4rWvpX1OztWznkuHSZH9TK5utVgAid1ivaV1X/AGvSWtqHgK4jS/plswa9c129knTxfljS1EIgG/c7Vymm4sbz/rD6ApG09BcuQXTgaFruAECKJvv6VNTU3Md0/0AJh/eIHq2Oa1nMja+XuYsOv7bE8Gu9q6sieAs1TTRMfvdvXsfUU1NzdZxQ+D4RK4+sDyAV6W34hYuLWtqanaLDZqDttoHsEYuNILAdRYFxFFsGk7HqNXT/5qapdmqbsAPGBHZdgUwU1iPQlS3avY96UG6VaOqqXkoTL9ZG29hu142JTQQcV4FsLCrU3Aty4t4m2dN2Od8AhCEQEYmqWl1gijrbBt5XhxIDvb217bbmppXkhsWAdGju5DQvAsJO78SuuHoMmZ941qMuWW0XGeomhGlI+PA+5WGNrW3C/+M9fxW2Pca683B5BbChm9kTc2rwI6+YltrGJh/BXC3+799ALMuIG/BVb10a+vpf03NWri6CLi1vu/9s4pCQtx8cOW1YaCXS0TgKCfgSpzpfZyBiND4QKPAXgAAoNsvvsyKjB2tWi4mmi2pqwTrRICamm1k/qD4iSCgiYlYLrQPm7FzRBGZWWRmzjo6o69PfWUJeEpyLZHEsJjUm9/mhbCYkW5dh97I3nBMPf2vqVkjlxYBd1cMLnos7y4k5jqBs/HVzJ2d8qaXNjeyHgd1TU3N/bCZ4vBrjRe/js3qgJ2Rg9N34h7uSk1NTc1a2FrH9Q7kAVzH1l7TmpqaB8D9TP83ywJ5ANsAg6z1ruzSudfUvMrcj50EZ4aMPGh2TAguFcK/vmyvWSOZUJd/qKlZO/dTFmJTon/jlowdUwDrZqWidRu/eTU1D55nL55v6tB3MnO8wmbFyF0pgKhRb1Sqq1xevhi/f7Mcv/kcJ/vhi7u9nUtBaSdnp/N/t6amZh6mxQQiziFYZjO/9Xiy/1sExzoE90SGzHNG8RQunQVd3GBR7mEFsObS0OuuMLHk2K52lakXBDU1a2ciobat1Mok+2eVPaxxPMuxWRPQYjPuKbau38C2PZ01NQ+Ph+ShXa/0X1oV3Y8CWH/i1eqXb0V5vQ11PFbHOXdydnp0crzpgdTU3MTDi8/Zkvniq+sEXlGFiOx8M+Avf/nLAMDMW/Is1tRcInqAo+iPtXc2PKDF2fIx764CWGlVcUfWtx2aSj969OjJkycsfHf1VWpqVuTSxL9+UNfO7U3h1wctFfmzkqt2xu5EFnyMbh4zbps3Yn7efvttgJ2cVdW8Cjx/vrEA0FeH3V0BRDYwfrlI/HASEnB8enL/Q1oCIjo8PMQ4yaonVjXbx8Oz+28h97kCmMl5Ie5rNlizbJoSdjOn9nE804O5PLDJDuL/eeElxVbAzGmaXg1mranZEi5FtS+0dr8fzXH1KFcj8a9zXcSchqt7uyGW/7x5wDUbiMiioSkLz6AffIGkRdlF6Q8AIqK1rh0ANTVLMP/q5NbZ1VqmX9EascS7vOsmoJolQURjDNTT/5qazbHxt28ZBTAzI7lm5xjloO9mdF1NzT0wc6a/nZ6JJd7iV7EfwJqF3c5qwUtO7JqabePx48v9IOvH9QaWs+XO6wSeKL2dlXgj1uz2FABcIrR0KwghwBYsQmtq5uT+37KZdg7BLV0EzE986+dqCDO9CNoGMbcNY5gmXspdFKNaj9T/tl3SmprIpUXAQ2KDEmP60LtqAqpZEaVUq9XaRb1VU7NxFiguvcWzqx32ASzHPaSW7JBIFRFAFNylMde8alxaBMwTgbLoO37d9nPWLZgMaba96PqXSxYpIzDPIBc+ccSNJ4JtAIRouF/T3i5q+G1W+Jdg5ngViF6teUBNTQ3s4gpgIl5XmrTiDhfwWRcikud5nQlcs/08YE/AxtkxBVCzLpjZObfpUdTU7Dy7W7Noriig7WRlS8va7tiOTp9FpNvtRh2AiDtUyLrmFWTbFgELVCXaPpvwtB1lxxTA7sZcbhvNZvOTn/ykgEwu6a7UMa2p2Tgi8dXZSUG022GgO3rRtw2lVJZlrnIAwMxEVF/Ympr5ufS2zKwYsYWmoUuv+e4pgBUZuz3Xuc9dFJ1JklhrA486gsVTqA1BNTU3cNWes4vv/oQdCAOd9AOb9C0ZmSxQAIQRaNyR5ebAnvNS2rFkttwcSsxzq8ZJ9C8CAODO9Nc9ODjIsmwLDZQ1NTORsRxYbxLAkoMZSaGLHSunfp+kBeC4d/ilWkaxH4Bc/MpV1ng6V0XTwj6AXZFu98iopMbk37siUr//+7+/0WiseSlUU3NnPHn8+O7kz5x7XmUAl767JbJ021cAN0tT2vQ1FJC4NtnwOBbnC1/4goggbaGVsqZmBs+eP9+910xkNNefJe63QQfsjA9gen20Ja0IBNYYTXrfPHnyRERCmDPdvaZm02zHWz/NrbOnhcTD/TuNdyAPYNqiUjeiWSNvvfWWiCiiXbFZ1dRM2OxDO5LUvGOzv5ke7G1XAJNV0hbKqVE/re0b2Dy89tprdU+YmprIEu3mJw31btoYFi61cneLgKvDWDgKaDlhN2k+sMR3txxEkHE9vvFZ7sBpftd3fdfrr7+OiLUPoGYX2ZJZy+0vO26FlfiGy7XtK4Cb7WKbl17jKysiiDvTta7T6WRZJiIceCc0Vs0rzrMXzzc9hBmyaO0v+9p3ePPbPZcJaBvM7hevOwPwyAWLMC6ILbeW715Q0vHNuns8JLxoRdkBeXp4eJgkSRzndALw9o+85pVmZiDN1Fu6nBP1hq/Qxf1f+NYc9p/RCK/Z5NJx4z8RcXr7C4kF0zkEU5/T+JOZJ3KrRtn2MNDtZ7fk5uuvvx5CiM0gmRnG3WCiJtitc6l5RYjTf9nGOKBVmSSLbYp7MgE9XMmyAwafaYgIEY0xUdzLrkUy1NS8gtyRYXkZJ/BO2LhvIAo+xLVJ7qmJ8w70mYl3cG9vDwBCCErrwAHGZ7HrN7emZtvYnndq5ix8MQWw9Mmsbl5YcQ93sQQZXQ2k7Zf70xDRZz7zGWYGAOFzx8n2PKk1NVeJC9aHa0sAkFjibPYJrn7iM8NA79wEtG1iZVRRbt073BVCCEmS/IE/8AeYGRGZ60zgmp1hq961OQczc7PZ38VR3sDSx1poMPH3V9UJ/CA9SnOglDo4OPjiF79YliVirItaU1Pz8JkZubTteQBr487EvVzhro60Dnq93pe//OWDg4MQQgihFv8128+TR9vVD/IhcbsCWC669lLdHkS8NU7/hv1MhoECAMTn0vxS4f7Zh8CpaN5pVyffohVknHNwbU6AAMDWl9OY5vDw8Mtf/nJVVaQVKtp4hkdNzTxEHXA1J2kSd7GojJqSJzduNjV1XCgjat79j7eJez4XmOPPZ0f3X8wVWCWKdJeE11pY4wwdd7AQ0I/+6I9+9rOfnZj+t3y9UlMzYUfXAfMXgp6pXa5+uN539lX1AayJ6Y5AO6EMvvd7vzc+QFEH7MSYa2p2FFm3jXU56T95za/GUr5yK4B1I4C7FEjT7XajEUwpBbUCqNkpNrsIWNTYIrJ2+X8+kiWQqcJlkw/rFcCrRVVVABADQOvMr5qam9l8uclruLU38oyvTPdWGdcurlcAa2TiNN5eXrx4AZOW1rX0r9k1dsgTEMOs73D/i7t/J3J/4r9cQAEsbS542HaGKfvaDojU09NTnGLTw6mp2VXmednvVgMsztVXfl4FMEqgXUrAbb9YXIVLZ7flJ+u9j7/UJqCamhXZ9ddHRFb1AUwHsZ7v91Ks7i0zzRjLzzOLqRHMEFJ002WfvZ+VmaQSXFaZF8XotpvUiEgABAEB6/rPNbvO3dno59nzcq/PraH91yHjvP11nfUaegLfmhyxag24sR992yrBXQPj1rqNAACg2WxCLfdralZm11+iOP9bTAEsdM7rqYuwPnF6d+u1HbKqd7vd2ARm+4daUzOTHfIDby0TYXgnJguU2f3bNsJ9SbpRT8r97sG9HG5JjDHxztQNAGoeDPPMNadX5tu9Sr9X7sxmvVqFipq744a0wJqa7WcbGsQ/GOZ1Ai8qLEalR3euZeKCyKiu9Cj2f8un/zU1D5J5S/NvWhht4ZRrgSigLRz9ZhmlU50HCO0AWuv6FtbU3A93VQtiHSzjBK6ZxVan/l5CLhYoqTV6Tc0dMf2qTdtdNzagWWxDLaCJEopT6XOddM2SbVrg3r8CO88zQMSY/3tp2NuMUmrknqHlM/tqaraHyTN8n7OZ6cL9124wFWQxqcEw/cYtUc/n0tFvGMCc3EcpiFeA3ZD+EBUAANTlgGp2k+s8wLsinbZnnIv1BN6ecW8Z51nHB3uHmx3KPFhr4y+TKclGh1NTsxL3P4MZe/5uf3dWGZuAgFw+xPw7vGHLuh/AK02n04m/EFE9/a/ZaTZi/FmIFfu3rLgrvMjMQ8yrAGphcZVL6SfHp0cbHMycPHr0yHsf+wFEHbC1L09Nza1sUCrNVQ10fS/X/LuaZ2ALZwLXYuJ6CFEhqp1YTrXb7RBClPvTBUHrrOCanWC6DsQOlF5ZirW8ifGNnubSX+Mv2xAFtNvs1kPYaDQmHeGvjny3zqWmZlKm/rpHdwlf16JfuQt3Gk61EjiX3fMd4eaRXNIEc01aa7lwAzMV7NaSZVlcAUw+mcwU6kVAzU5woRjcVSk5xcwuuDdw6b2Yczzb9tZMxNE8p/DwVgB3bYcZ7V92s8yFMUZEYhJAZCL6lVIhhA2OraZmfuIyluCmgjOCt4fJC4KIRH+YwFijLNLdb7EaOVN7nSecf9ID4LqdXMec459LXG6bittajk9PNj2EW5jZpzQ+wdElsIEx1dQsyJNHj6cl14qV2CeL4AW+Isu05L0HFpXVO+C3XJF70147YQiqqurSJ3HYRFRL/5qHxBIlT0abzfcSL6E2YPukRB0GuiqXgm23fBEwGAwufTKZPdUhoTW7xS3C60odnnm4HC0za5q/qGvh1qNskDoMdCW2udrfTE5OTtI0hYs3ND6ORFT7AGoeHsulUI2+O6vl7WTOdD9S8U6P8vBNQHdKbK1+Kdh2mxcBH330kVYjz//0g8XM3vtJpaCami3nTu3vN+uMqBVubYd+A6ssStbLKxQGuvazQMTLBqCtv1Bf+cpXrpaB2/5h19Rc4vHjx8ACcnkRPjMs+wYZOr39rXKfQaLQv3SIq0V7rtvVolJiFemPiECXf6a1l+AcCuABSIe7U6HXXZqtXQR8/PHHeCUGNP6ulHoA97rmFeHZs2cwqiB/J4k4I5UwLS6vl+nrPfS6EBHgSxaKy6dwuwJY8crOES81qe+Pd22SWuFWxbFd7lVwgw9gO3VAmqaTIU/KAYkIIaGAqhsE1ewKcT4bdcCUNWb6HZ/HTHS5StpF1/G0+Lq058nPVQk5w22wYNjodSamJWJPbz70q/XCr3eaIFeWn9vPd3/3dwPAJO7z/IKIxFywTQ6upmZuJm7YS9bXJeIyVxnG0m6A++FWhfFqKYCaH/qhHxoMh4gYA37OrZ8giKj1w8sMr3mYTPJ28cqHV7m2UtDOzeAW5FZPda0AXi329vaEGaYmUCMrED/wN6Gm5hJ3sYJfJTRoI7xCCuAufDXRAbX23d4dzjm4avdEJFVnAtfsNjFEZ375u8YHfreEwASUV0kB3MVN2onQz2kmPQBkXANuHAAHsLPPcc0ry0wn7f3PwUe59OMI0fs+/BxcuiaTi7YzCmBVX80dBIpNKihcF2K1hUw8vZN2YEQEAIQYQviVX/mVTQ+wpmYuYlHo6ffu5mD/hXa+9Kxu/WEmd8zOKAC4g8ux+kRhRmnN7SZN02gFknHFcGYWkbIqG43GX/yLf3HTA6yp2VUuZ5+tVjB+CXG3xFfw+Pj49o3WYeUQ5Ns3Argaa39pGAy31qu5EBpwQxSUIMxxm2boyAtFvccJI9ODjOx3924b6n3z9a9//dGjRyEEVDSdB5BY+/5773/Hd3zHpgdYU7MAMR0s9re4Kv6m39PLyboXE7tmihqYZU0Skdkb003FQRcN3p9Yk3hKAN3e22COjIRL+9mlFcBy3KlBcCfMPtOcnJxoraP1H6caAhtj/tpf+2ubHl1NzYKs8HYvMa+d+b6LyM4Fg0x4+AogMtNbu2I9qV285VmWTco/TBSAUspV7o/9sT+24cHV1CzIk8dPJu/1GiMyrhP0139hLYddieXE0SuhAOIiYNmH4ybL1c7pgE6nU5blpQ+JqNVqbWQ8NTUbYVeiNuZk6XPZuczPjdyziQ64rC8vlAfZhXjQNE1HE388rwT3kN6EmleWhR7jC3VQXmF2bgWwvJBdx/2+ZTWw/Y/UJO4TpjRWXQGi5hVn29/bO+POFcCWiEW+Wjj8btiGk72VWAxuMtSdWLvU1MxkLVk4q78AGxR0N1RAuvW8dm4FcIGFrviabg7fvKctF6bHx8fTdUDjL3UnyJrd5cmTJ5sewpYyj0bawoYwt6QLzGF2l+t2Mqu+NqIQyvKK8FL5kS1PDP7KV76SpumlsfnKbWo8NTUr8uzZs6vhfFfLIN8Qob9QNOB1G9/w+XLRhnHA04JplYj26QYG09x5Q5h1sy2CdUuGsSgffvghjCf+Ey0Vc4Nrah4wMyeLi0rUrV7dL8VcM99VhN16g3N3U+puEf/cP/fPTeT+JBsgz/NNj6umZiWmZ7g3z7inpz7ziJM5t19jwulC9oMVZeJu+wA2xU1el+32AQBAkiQwFQaHiFczA2pqHhLXvZX3sAJYozV4xcTVmdQK4FVkOhnYWntycrLpEdXU3CHXieDrJOqlJfKt29983IUmhZeGOuey5jomB77uCtQKYAnk2g5zO2KiOjw8nK4C9BM/8RObHlFNzTKMisGtm/MEyVk93y9xQxeaJUwCazQhXK5/N+tEagWwBOfdqDc9kuWZdIYBgL/5N//mpodTU7MMkxjQKIUnP9ex6BRtleShpafta2Gkw658colaASzJ9kZ6zkeU/saY58+f/9Zv/damh1NTs5PcRbHhdc4srxSuv8R9KgACoHuMpJqz/QBAvDSM09dHUBiZZ/QwIIDzKiJXT2ZXlAIKIKD3/mu//dWPPvpo08OpqVmSJ0+eXO13eCtzGtYnO17CEL9cg/g1tpUXERABlkstM6epVwCzQUGaLztsRw1B+/v7sSDEO++80+v1Nj2cmpptZDdmcyswV0ew0aarSbqxWpunUdq4WtmsDefuLAa3NvO6sud5x4ZTrqEb1PXB3v6tQ6ypqVmdp8/PvcEz3/HzJl8L1Y+ZdPq75ku3ztbnXzTEGr1wsUDvrTkNlw837vU0869XWWAFsCvGjaWJZSHm3Xg3J/41Na8g14V13il37QSeKZBHCWtzy+oFFMArIvJWqQtUU1OzEV57vEUl4Vao/zPewxzC9uZt5tQBdSH4GUzrgEUsTjU1NdvItEnkTi0ZK075JyJ9nkGu5UQWUAAT01LNDdSXqKZma9kSO/Z5MfZpaYEIk6XDbcNc14nUK4A1syVPWE1NzT0z5/T/JhGBME/u8RpZQAFsydw22mfmi9iZtt4sZtmfv4hHvOt3kQ9SU1OzKZYL4R9Jg2uMJTOCdi7kHo3/e1/Tf5FFHJ713Haa+mrU1GwVEz/wBmdjMm5YclU+zCkxbnBU3IXMWcwEtIQb4FJQ6nasIm5ncpoo9ey+pmYHmE4FuMp9zdiuFZDzxOafh//PbF+DOP9Z3Cqrr3YcuxO2aqZ8tX7PPBV9poK6RpeLH36GYE1NzWKgrFboZl1tAxaZZd+5EzhWzRQQkDiyrROdt12vOi2gpqZmNneU6rXQZP8S50UKrl8ETLa5D+kWy2rDFqwGVvFjX+4xXduFamq2kg0WYb6Z+QUg8xrSj+YRd/exArj4y3bpgOVUwqipOgJs8dNWU/NKcfVN3CoH3kLT3zmDiBbdw9Wd1PaNW7ih/e89j6SmpuY6LrcGG9dAfjDckfnkzlcAS2lgBkAAvKHM9yLR9wxA0/tc6MmYrq53NWh37jHU1NTcH4Krdh7ZgP4QgOut9qt4BW6gXgHcFXUt6Jqae2PSG3KnucGusKsrgCsseRqza3xvzsa3cYd2TU3NTnCdrNigDJlUOlh4BbDEoOUCi357G7n1NOrpf03NPXPeIP6213PnJNF6Rzu9zqiLwd3Obf7eul50Tc3WEV13G69hPJ3cu3GtM6kzMUrPWqgW0AZ5YA79mpqau+DJkyfTQnbjAnea1RO71juA+M9lVgAbV6pbxm4o0ZqaV4FtmGhPmCcpd849rGskl1hSeG3PJa6pqamZ5lZRGw0gKx5lUcfmVsnMOGxEvG8fwJTbeS7T+fXGn1GgL8qcvQGu2+G0ClxmP1fDkGoPcE3NlrBZW8X0cmQLrSY74wOoqampWYLNzru35Og3DGN5BbDcuW3VOggAAHjqZz1jOzo5Xst+ampqFuWSHxjuRuZM73POqjv3zCTgZ+YwJkawDYSBjge0Nk8ySqzxUIdj1tS86jx9+nS5L85vq5lH+l/i/u0/czrDd94EtHM5HTU1NXfHiqJ2Iel/9Z/XfWVr7SU7rwAmjdZqNVBTU7OiHFh72OXqO7xT4baSCWhLEgJGpTpBycXIIhQC4NuKBU1/ZRl1WCep1dQ8JOZppDU/2yAhb2DnVwBzcO29XE61zvOV4+PaD1xTswPMLwfmlxXrnbOvJWvhOhZbAVydTc8c1+U6/rPdETT+9mzn7RIza5yKahXksVsYx4ebOarpsfIkveA6akNTTc3W8uzZs0Xf0DmdpYIAY2szXCOdeBLYsjtC4r56Am8fy41qflVcLwJqau6ZO1rQ37zxHcm3aS/C3bkB7kQB7IRZfCLKF724W27Uq6mpmZPrXvzlBP20ZFhRSlyKNF3CCjSnTLvzFcAN4xBZoPTCXXCnxjWoFwE1NQ+Fq/1o52H+MkHTWy66KFllfbBxJ3A9m66pqVkPr7322kLbr33+d0kWz1OWbi3HXWg/0xPfu8oEXqRpe01NTc0GWMz2e+O2y03Cr6vTcKd+02nvwqorAIat9PDW1NS8ksxcBCxq0786ob5TiYxT8UWLHmumHXv+PdDqLma53o6PsjMu0zqXuKam5ir3IxmWrmhwScDevHq46mkgwRjiOt/BrtnzcqYevGlVJeMKnUuCQvEHgKZdHfF8R2d98Z+CsbXA7ce9a+9xTU3N0izqCbiBRW1E8ecemA5inP785gFfVTPrcQLPqXOu/O2m1cPdsZb7VC8XamoePFs7z1uX/BkpAHnoEm0i9G+R+/NdgwsrqctriPOf/f26NVhNzQa4dRFws7hbKJJnp1l4BTBTgKLMWInMZc8SkGvsR4LLDG/m2BaI213SmT+bujNMTc22sbWFehby5Y4qUqx86HMJO/++pmfTE/E68+vz+AYILnjAF/362nnYCr+m5lXmunCgJY3YU99dVG7M3H76w3mGdHWbW3XbpQ3ouj+sCi4gvlEIL7uhcQuS1Gpqah4U88+yZdxScZ7dLrGqWEXeLleteuYg15YIJiv2BkDcqhp685/OThQ+qql5xZm80ZcCJbd2xb9oOthyGuXCLHvFRcAqxrX7F6NyzRqlTgioqXkAXPUDL5pgBetWD4sW/Lnh6Osa2PkKIErDtZ0u4jhH+FJM/YWQ/HhIjDY0wfihjD5mFLjVEHS598Dct3hWsQoBAIk3XniqY8ECA7jE8fFxHQu0KG9+8ksiSEQinGVpWZbOOa219x4RjTHxl/hfrSlwAABE5ABaa2ZmZkQVQtCalFLOBSJCRGZGRBEGEKUUi/duIBI+85nPlbkvBjmCy4uh0pZUdvDkiWMiUtbQy5cvh/3h/t7eoH887PW6ndZbb712/PL9s+MTmzTe+uSnv/aN94UsKetDcK4C4RhQoJQiIq01AGit4xiY+Vvf+MVNX+YHztXu8AsJzbhiWONccNqoMLEvzWn0n4flRntXtYAWZiz1N8qWLgZfHT75qe9WSvkQQghxKVYURRT6ImKMgStuNxHkAIgIiForIoqKAYCVQgDw3hOhSEBUiMjsAYCImIMPjpkD+6OXL9vNztnZGaEX4GHhPv/5zxyfng6rKstaRdFPEvP4yaNBr1fkhdaUJkp85V1ABFeVw3yojWXUpBQgiGhmHyeQxiQ0xhhTliUiKqU++22/m4i+9ls/s8nL/YqxqJn67iwBUVhvg/Vp8wpARCCGEm3B5ZhmXXeoXgTMw9uf/h4WAcSyquKLZ4yJ70kIAQCIRmVLQgjMDOMIPO89EcUNlFIhBESM/9VaC6JSRAJlWcZtACDuUClFQM5VzH6v2yly573XirNGClU4OnrZG+aorTEmeG0MhpCHUBEgQDg6fv65z771za9/Qys6OOgyM5JwCIGFWSSwCLMIEcXRKqXi4oOZnXNxWSAiX/rev7901Vd//e8serl+/z/4ZQBgZl9W8SpprclopTDP8yzLXr582Wg0CHHQ66dpWlSlNkZrXZbu8ePH+XDIPjjvmu12WbmiKDudTr/fz7LsJ//Gf7nO+1ozJUnuVOjfHDV03XE3rwAigufyf6ErJBKm/nU1mmjmV26v7T0y7GyHlt5F3v7sdwGgiLz3zV+9ecs3PvmdWtnAHEKIM+XJDWJmUCSCzjlDhr2Pf9JaR2WASNHmo7UW4XiziIgIfXA+VEgUGBCV1to5JyLee6WUSAABEOYQnCv3Op0Blc/wRZTUEytTNNqISP/suKpK8MQuILpux37w3rscEBDffPPNdz74+OzsTNuGD8LMWqmonJRS8XHz3jnnsyxDxHiOcajeOyL6wpd+b2LT4TBXSv32r//EzZfr+3/oD7VarXgR+v0+ApRlSURVVRljvLBzLsua3nttTVkUSqvSuyRNkySJiscYVSpUqPb39wtXOTfodFppmoYQOp3OP/yP/LMhhL/+X/3fV34ENsxrr7121Qp0/+6966KJ7s67sNAG26IAluai5YsB1GJfF4KRs2JW/R/CbQpN2g2+8MUfiGKuLMuqct/+O34wTtg5cFX599755bfe/i6lFCJWVQUAhBRnx9Za733ciVIq2s0LVzEzEYkfafqLb45EURuVh/csIswMIHGfhBi8VyRBKG5prQ0hEOkQOISAAkYbaxOfgFKECpI0BTSNrNMAEMJ80B/2TgEq4QAhaKVcVR3sPXGVI4oWp9DrDUdGTJTJ6l4pJSIsbvyIsvdVXBMQgffBGAOgvR8vaEhIwbf9jh+OKs1ay8y//ov//ff9nn8onqDWhnm0BnLOhRAGg4FVGgBCCFVVgaLJmsPYFIRarY5WRER5njvn4oKKOSRJIj6QQqm43W4755wrz85OjFG9Xm9///CPfPl/WRTF//e//rH7e27WzVXpvxEuVfpc427Xss+tUACCMybiy8YF3d7Y/cKhozX5Gl+uiNy6pJhnnK+CFehL3/vDADAWVbosy/iLC0FrHUIQhFa78aXv+f1VVYUQQghpmsaJdpIkVVVFtYGIXsAL+MoREQChsEISkMBORAgVosLR8oyiqI0+AyLS2kT5CEIAyCFopYUhOhKcc1ENRKUCSEiklSrK8uXxkUkSa/DRo0fPnh2dnZ11Dg6Gw6GvhsaQK5kAgQAkIIkx9ujlSQih++iASPf7fTKp9460YREiAGBmAQABCYGNMcwS2Clt2Qfv0RgT3RUCIsIhQFQMSpHWpJQxxogPP/KjX46X6+j0zFoLAGXprLVnZ2fxfKOqEBFQ5Jyz1rY7HZskWmtjTFVVA+eyRhJCQATvPTMbo4+Pn1lry5NS2zRJkxDCMO+/9vpjY0x3rw1CIYROp/VP/DN/oqr8f/mf/XubfbR2nUvBP2uZ+69Lo9yhAhirvls243Ggz9VLM0dqgKwve4Cu7C3+c7ElxRWWL2i65XzP9/2wsbYYVsZo732WZkAIAKenp0TUbDaV0j4EY62IWGvzPK+8VwoDc7zXkzT6qA9IGyElAIpiCJAgIgQWpQCgqiqttSIKPhrahYMoRGEGgGgEN8aUZT6JvUFEEAYAQYgmJmZhZmMUKvIhMEJgSFL75LXX3/nWR1maOZcPhzkHQYX9s17WTKsyuGIIAkSa2QlXjx8dZlmrck9NohvNxrPnLwkVggJAEUYCIMLRovJ8gQIAiowigxDiCEWAkDRiKS5NG/GUQ3BKKULyZVVVlVYqz/N4ffr9vjFWBI6OjqI+K8uSkmRYFtG3UZalTZKoG+JKKLocjFcu+CSxriwbzWyYD1utllLKWltVThG88fqTOEjvfbvVNsb0+8PBYAAiVVX9yB/6x0/Pet4HRGWM+Xt/+69s7Jl7uKwi0Ff57voVwCoqTkQWdwUjQFho1r/okOY/nVlJ4SMtdnz8cn//cP3j2xD/wD/0R/r9gQB2ux1EjGGalXda6263OxbBqqwqQFRKJUkCAEmSeOfE2DjrPz09jUEy3vskUahVFJRR3kXROYnqUUppGmkLIgUAIhJFurXWWktERVEAoPdhbGZHIi0AHIIwByAAJKIqsAIk0ojIAAeHh8dHL73LXYW+KqxBXxVaSwA8K858qIQDovLeW00M8olPvPWrv/Ib1qY+VFmj8eHTp0TaswDB2DOBGA/PDABxLRL/prXpdNKyLEMQrXWWNQAg5OCcRwRjjNYWhThwWVaurCCc+eC1MQCQJkkQqSqXaBUDokIIQXyQ0Gx2vPdGJ1ExAECz2ez1eu12u93tFEVORK1WI6R2f//g5YsXSZoeHBwMh8P9/cPT09MkSYpimGXp8+dnVVUQ6TzPtTa9Xi8El6SNZrOplDUmCWFnJjRr9LjOeq8X+OI8u130ENOO5UVHNc1lBTCxhMxpgRllD0x7VUdx9Bf2NsXkAaLp/432gwg8LnMBOIcyiOL1Um6BoMgNCQTXm8+iFrnwiAsyTJ1RXaACAH7n7/rhXq+f54U2JsqyJElSnSVJWhR5YiwRBWER0EpZa5VSzjmrtUZkADIakYqiMCbx3nlfMTMzSBmi4T54zxyI0E+S8hCYPcenhECQQQgVEgEKEkEInpkQUQhBSBC9iCIibYL3DExEADx5ZyQwCChSAtxEr0/e3/dPnWjvqrdTc1Y8z9K9wydPKlFf+fqHfWEmAHSDQf/7v+d3vv+t95m53zv6zi989tnLl2e508oCC5EGACBUpEMIxhhSzCGAYq01CJLRWavFIcRnTJiFK9JKE4OwMHgOUZVGOz4pVTCzgA/MSMGHJE0P2h0kIoUi3GhlzWaj1zvb2+vGxU0IobvXFpFWq6U0Moc00SDWGNNqtULwgWX/8DFzcM7lec4MInJ0dFQUhfe+LEttDQAopdhLZ69tdFJVvq0NCzjnf/y/+o839tgtyPaHb0wE0RLSf11bboUP4MEw6xaeL00ehifgO7/0AyKoVZKlqizLtJEWRZkkSV4WmhQzl2UJhFqboiii+xERvfMIMHD9ZrOZD/OiKEgpZmGexHSq6AGOpm0AiXGe8a8AMLH108jEfp7Zz8zMYox2zilUWmkBicGXShsRQADmQETMgkQaSYJnZhSwTDa47/mOb/vCJ1vBsWb3HZ/5xGAw+Op7xx8c9Z71hmUoJBijEIB/8Pf8wLfe+eCkd0ZaXj98/Mbrb/3Uz/0qkWGANMuYgQWMsUqpGJzqXKW0gRAQyFhDxgKAcy4aZwRYgy6HRcx1gNHzQ0qhCAKQc94kCRIZk4hIlmVpmiqlnCvjVW3tt0PgLGtWlWs2m2dnZ0SUZVk8ChG2223mMBj09vcPqqpSSpVlSYBKqbPB2cuXL5vN5mAw1Np4740x0UP+5PXXyrLUWj9+/Lh3Nnj8+LVer19V1WAw/P6/74/8/E/91Q09egvw8ccfb3oId8icHuB5trmyAth04OOKR7+L8YsIAsjutLe8O37PD//ocJAbnQwGwyzLxhJZFUVRVY4AidBYk6Rpr9fnIBwCEriyQsTKOQCIs06lNTOH4DkEREFUwGK1GUX9CyjUIMDi4TxrRnEAECJSIoLI0coT82ydC9H6wcwEQKQEiQBRxBjDCAwMAIEdjatOEUFgxlR/9nt/51Mv/7+/9ZV2mjVoEDR+2xe+/W/8Vz9dmfaQAwC3LDUy9fj1z3z1mx+6UimmLOHv+uLnf+YXfrUSiHGdlQtaG0JkBKUoeAkchEgElTJa6+gRCSFUrnJFISJK4VC4cgIwDjYTUQocB0DQxkAgrQyRijpjGHjQ68fgKKXJB3f08ihJTJZlLNw7PfPOaa17p6dK0egrIjHSqSqKfDBQSgHAOFMaCWBvby8GXOV5GS/mpz71qe7egXMumpJcFfJ8mOfD589fnJ32jV3RJXZ/bFyUwRySejLCO7Iv3cqMFcCKF+78wAibya29g8BNicYmkRWfqN1dBPy+3/ej3e7+6enp4yeHw0HRbrcHg0Gz2ax8iSghSJqmiJjnuUGsqsp7b00SfCiGwyRJ4kMVRim+EC1qSikQDoGTRHOAaO6HcTmQWM7BaAXAk4l/3E/M+RqXixAinSQ6fn38CTGPQ0IFhDlN07Kqskaj8kG8t9YqJYPe4BOPus8//MZZf2Ba+5C2Hr329se96unP/bZt7p8OBkz+8cHBk+5hI23++m9/LWns+6q0hL/3h373L/z6rw6qoGxTkY6GQVRKacNBvPchhBgGSjEYlLksywCiFOXDAfDICqVBRAgAtCbvvbUWEaOpitkrRRIcgLAvrU2qqqyqstlsJkkyGPTTzGoc+UvKsozJEMzBOUG0Aux8xexRwFqbWJtmGQCcnp42s4yIhsNhmiZEWFZFo3FARNamnU6n2+0qpYL3x0dHRPTsxdPgo6Mdms0m0g6ERT99+nRm9P2tYu060XfdF5cTlWvRTDsRBroh9btUXdGl/TyLsnM64O/7od8HgI1metY7SdJEadKGznonrVarKkvvXJI2EL1zvtVqKUVKqcFgkCQJAlWhStNUxgCAUqp0ldGGSIcQtNFECAAMwhxQkTGWmbVWSpH3PkpPa1MAYPaIKAKINJGwk1mtcy4OOGZ7jS1FDACKSEQU6RDGQZMCCASesajeOjh88dHH4PDxmwfPnn94gm44qPb33/rkZ1pK++PjZx89exGkhzrzee/tTzzaO/jEf/dTf29YQbP1iJGcC0qhkKqqYISIqCyc0ioqKgAYD0y0VqGqgAURSQERBR+MVkmSGKMBJY5cRJLETooXNRpZk9OqqtrtblEWaZoCIKnMWhsCN9vtEEK32x0Oh4iSJFZESGGiE62VNcZqXVUVCGtC59wn33qzKIqqqg4PD4hIW+PDQbvdBkFmaDabItLv9xExWvB85Tqdrqv47OQsazY28QCuh6Wl/w3bL/3dS/uZKXyuyve7kE53GQa6uByeJ+7+AbArOuBbf/k/+pf/b//5e0O/t3/gPCsFSmOe5yF4a7XWZG1TF0prI4kpSwcg1hpjtEjQ2nLgNLV5UQALEY00AYIqiixr5MOi1e0EX3nnEBQzICIppbStqspajYR5nkNgP04Ajl7WqBi891rrsqy0jdGToyziyhUSWCs1Fv2j1IQAIIBK67L0CCqwSyhhljc+8cYXv+uLeVm+PHGvv/5Iv9k6OTka5P74NH/6tQ+KIndBhFSrRYd7jbff/tzL46Nf/e13CmkEJKOzfj70wERWKSUaAICZSQF7B0iIWPhSa8XMROh9BcikoCyLJEkQkTkYq5AksG82m0VRNBrZpG6EtTZetJgUFkJIsyTLsqIotMYsS61NjLHRB6NQ2u229y5N0yRJXrx4hoidVqvTbseUBCLVaDyarJ9inFVRlt1ud9Afaq2tTfr9fpT+0Z5WVVVVVWVZFnnZbreHw2GM9N1mtiT/ax62wUg1WwGsRRAvFdO5BuLgF72493wnNq4Dyv/Hn/mln/2773/znb//D/xIxYGa2ZN//l8/+7F/W6tUgjhfsTUv8gqFrEn6vWF3b68oPQvG+JZGo8HMWpPWTaWNtelgkOOoBJuKZQnIkqtc47AZM7PSNO31et771157TSlNup8kyXDIiTbMgqhExDnPwZNWpE2eD733CrUIhsBxzzGVKboEvGdBiuXV4nw5hKDICIrz3hittSaU4H20JxEpa1IBh4qELQALmZ/7jd/ee23/1776dWsbR6dH3Wby3jvfApPqhkXtWp3s0eEnrNVBSjT4c7/yK4gtZbuAlTLQLwohVKjjMmViIdRaK2M4MBEohYDii5IDeO+9qwBAWGJdCiLFARQRs1Slt9YWRaG11loBQLTCJ0kSd26MabfbzByVB4A0Ghkzi4R2u0mEjUamVCtGzbbbba11CL7RSIuiKEunta6qot8fGmPinpVCCchBlFL9fl+pMsuyJEnyPI/2NGPM4f6eVtYo++LlETOHwN/+vf/Ab/3S39jgo3sz9yxVbz7cDVaamUaqaWbuds6zm986dO0KYC3XcS1WqmWPuy319q5jvTrg5f/7PwquevLl//WtW578hT+jkH3lf/5nf+7zn/6s98wg4Ln/n/5pRKrKUpEJzOy5lw/PegPbPqx8yPPKBxnm/WazORwOtXbG6KryWquqLIu8jLXZ9vb2iqK0NiFAYbHWGmu9d9baqiqZAyL2BwNjE+ec5xCCJ0TvWWsEJGOTGL3jgweiZrvjSgeIGkSARcQaHdWJNSkAJEoJIBIWeUGIsc5aLOATRZgiIAIRKosqa1gWRkKtNXtAoDTLOs3Oh09P0tbhfuew21TtlPbbqRMia3u9Qe/0dNh//u5pOfSsrCZscFDloCSDgYOxmXdOWHDUFhWUQiS0SoXgq6pyeSXAzjmMxa4QiUwIwRiNShERB2YWZohZvggqTRp5MfTeJ0nifaiqSintnMuybDgcEqk0TZkFQJrNRlFU1uruXjdLM2sNImZZYzDoK0Va62az6b3P8yLP8yRJRaTRaLx48aLdfszM/X5ura2qMMzzJEl6vUGn0zk6OrLWNhqNRiO11g4GA2Nt77TXHxRJkna7e6dnZ0mWreuhXTsx+GddSVXXieCrH64oZxaS6TeLtenAuXlY1QR0c7oACghOAucvDWv6n2sOrhcEAI6pBXMeYnIiUwOO8GSfiCgxghtwLR1sjo+PAWR//2CVnfzyf/CvPz48oMDVYPjhf/yn2AXnCma21nzyf/WvAcCzH/vTNku8d+DYoCLCohoatKen/VbWODs5RqNbiQGWMvhQBdYOtUKTvPvuR2KSSkRn2enZqbWZsXYwGAwGAyJy3njvnfPNZrOqXFEUSqlY5YGIYkau1joJ4pyLvR2CUCzrPyqAw1wU5TiHawgASmkiBRIQqJFkzIHF7x/unZ2dMaPWeuTjRTTGhBCU0qR0URR7e92yLIdDo5QaDoZaa6WUhODYCaDz3qapEAzyfpIkrvTKaCTSaTLM+/1ckdZJmj199nG/qb7yW1/VaXdQBiJdFSUQKm3RGM+ilAJDJMDMwhi8tzbx3sEoec27KpfgWUaxrTGpJdaGi+9tLBLEAMgcndUCPi8q57W1Ji8GY68GVqVHqADgxJ1prYeDAhE5wKCfJ4kNwJX31hopw3BY9GiQJIkxpnR9EUaWs8HQcQDAEDgxyYujk1az+eGHH3nvAIVI9U771iYMaGxSltV+t51l6V6nVRRFmQ9iJe0PP/you7cvClWiSldU3iWpbbVa/9g/9cf/4o/9Oys+/PfMrY1Dpt2qN0vYW5XE6Ii3leecU1EtpM8W3fOW5AHwnSRYyZr90BPdO24Xs459AvZOjsPZyd7bn1noiz/zb/4xRiJlMmtdXuRHx4lWjSTpDU7KYW6sBtbP/ty/iQoUUjksyIAxiQbUGo1p//LP/hIJEqpvfPObn/2O7yRrwqhsAigiz6ytfe/Dj5O0UYBSSnW7B4g46A+0st2OrbxDkjwvsyw7O+sZY6J0HgwGMS4lFtQMPgwHhfceiFhG1qEY0h4N9+OA9+Cci4XMRIQZxnURgogM+n2AUTGf6CbtdrshhDzPAQCEmDm1iSur4LxROk2SKEaFSLworYgIQVljEVRVVaiIXWg2U6Wsaba0yd599/1Bzyup+jkPKhZfAhkVAigDqAGVZ0FEFhA/ikdKEqsRnSurqmIOyMISAEQpFQtZBx9ARI0rgwIAKgLAqqpiYc5oFgMhgCpJRulyceTMzOIDk1JKaQXIRVHE09daGatipvHJ6QkJP3nyWllWMYiIgy/K0iRWRJ49e/7WW28Oh6f9ft+V1V63oxTt7R3mxRAR9/Y61qbamI+fPxfhN19/6+joSGuVJEliM8/ho4+efvKTn6qq0lUVAWZp2mp30zRtt9vDYb6Wh3+9TIJ/VuTm+fiih1hbUOVcxLIoCxxuSxQATIq4rdducydWoLWatQQEAI21f+c///Mf/eIvNKy0uy1x/Pv/lX8LAP7Ov/0nBej3/sk/BQC/9Kf/5UwghKpwOWtiBSigFbJzeZFD6Yy1PghXFQkDs6uqJEmAEJhTrRk4qkPvQvDu7/zU3+20uk+fPnv7C5/L2s2KRUSsTdh74YBEQtgvCxf8WX/wKH3ivSfSVeW00t774LwoHUVhLP1mrQVAa20sAxenq0U0eYsAgPPOOVdVlbVpWZ4xs/deARY+VFWFKHFxEEvIeeZYFoJ5VPwZACBwVVVEdHp0HD+JsY+I+PSjQVmVqFTlihh1WpTD1NiqcuQ5elOrynX39gKzc845t7e3n+dDRKVthibVaZMrqsSxJGna1kajSPDBM6DRKtai0FpEXFVw4KoYluN6OwBA0eeLOFJriJOxybhOkbbGOR+TuWK5JEKyNo2nT2p0MZvNZnS9djqdPB9qrYwx8SsxvNW5au9gv6yqbrerQJg5Lr/yPN/f34969HCvC8Hng2GapoeHTWDw3h8eHrKE/Ww/SdLjl8eucmmWKgXGJINBz1qrtfY+Flahx49fGw6LzOonjx8XZeWcb2StrNHwIXz44Ydf+l1/6Nd+7r9d55uwMvPExc8zYV8oIHBpH8AqrGW3cSfbowAgFl8TJFhrRObC3mC5qcujjKuHrgsCDAzWpgevv/FhYgS8Vio4+el/7V9UGsvKB8a/9a//H9CHqp8TALPTlkBpT6SUIkXsKnZeeR97aKEXcYEBFVJRFIDYTDNEIoVBpGJvtHn+ov/Bi+PHiXkswWZpFbylRGkdRIzRWuncVywsCo9PTw4fv2WM8UHKsjTGaqWTJNW6NNYwSAxdd871+4P9/X0RGQ6HWmsOENOynHOj8PzAQEikY6Vodp6ZSWkRBpYgPpZ4IxTvynitEdEYKyEm4klgjwIESIBKa+ccCpR5obVmEEJSSMF5RxSLfZZlicLAo2rJ2tpevx9CaDabNrGVr05Ojr7/u7+zNzg7PHyNmVSa9XqusfdE2yxNTZUXqII1OtapHvT7rsxjxTSlFIpwLEGKKCICgkix2v/ozo4LErGw5yAeUKl4rRAx1nvQ1ihl0pSUUjEputFoxN5hjUaj2+02m41OpxMrQ8QS0DHs9bXXXvvo44+bzSayJEmitYmLsMFg0G63YvGf1157zTmnrHEupMaWRRld94hQ5hWh1tq4yhnSrawZQ4kQKc/7WZYhhOBClmhjlFK41+kUlXNVeO+993r9QVlUxpgvft8f/I1f+OvrexVW4tbU3+n3+qr956pInV9uzNxyEty50K5uHdUN28Zjjn+/pTbaRMltY2Wb2K79uqbtizJ96ee8oCgXfu4aAQhEb33ms4dvveVBFGltSGvFHAa9flVVKKAB0TGXDh1bZZqNRmK0VlqCuKLkynHlfF76ogTvIQgEMdo0sqZS2jkGBoWKNIFWoDWn6dAkLklLgLIslaIYKZ8YmySJMhqIQODw4DB41+/3zk5Pi6IQkbIqY8RLVVWuqsZB+vbg4ODJkydReGVZFuewk3j8KOwQQAEqQF9WCjBJkkajEY8bZ7giAiBx1gwA0XgiHGKhfFIgEABZGxIIg2EPkAGC1QTIKKN6/0QkzCOriyJjDZIIhDzPq6p0rkIEQQ7BD/s94PDtn/+cywsJHlCU0j6g0pnN2kIma3WTRrMsy5cvX56eHJXFMKbXxi5lMHp/BNgTMGA02vgorGPUZlzxOO8nRe4mTWnKslSkmSXPR+VLYzHnOMef2Ig6nU5sDxBVQgzgaTQaRVl2Op1ms9lqteIXmZkIGo3Ue9fr9R49esTMzvuYZoxIjx49fvbsBSIBkABWlUPEsnLec7PZjsGjxuhut+Nctb/f+fSnP7m31+50OlqZs7Ozjz/++Ozs7OTkZDAYxAcgyxpf+r4/eOevxxzME/o5McTNyfwe4KsbXFpDrDduZ71s1Qogsph5faELt5QeJpRRmeixQrpFuy6KADqW5t7+p7/4xV/44J2zfu/R3l5Z9sqiHOZ5O0mMUSoIOyfMWSNtZk2VJeArV4WyLNizzwsroI0dVh6BtdEmSZRSSmuLygfvEQ2i0YkP1cC5//Zv/eRQW2m1Kg4cvCuq6H31qBQaZTEhmzM3jEmNQauLIkedAJBChYiJMardYpBUJc6FPM9jdlWc/nvve72e1trnLhbmlHFqLiICBGYJPtD4XsQ8KaVxZPtmjpNcGM36p/z4RNGiErdBRCTFDIqUhxBLMgihIhNCACGlSJhNkjabrbNe31hjEss8WnCUVZ4kppGlRVGIsq1mUuRDRSrNmkonvcGRK0pfld4XRGiUImN85ZSiEKf8IqSAEYWRJ2HTsfAQAIzbljGzIiJACVL5UcSqNsp7KaQcG3aAJWqgUfpCbJbAzMPhMEmSqD+qqophTkmSDPtDpXUwXJQlM7darbIsB4MBIsbgn+fPnxdF4UPgYe4q3z8bdDrtTqddlqVzToSVJkRQRAcH+4PBQGuDSFHlGKMazbTXP/EuCKp3P/ig3x+IQFmckNZZlioyo5MF/uy3/UBV5u+/+2trfCMWIkr/sedzRj3HyA2h7asL33Pv4IKxm2uS+1fPN4qs2wXpFioAiP6AddXeGV/9VTzC10n8eH1XLJArgMhAHuHwrTeTZuv4xdOD/T1tdDXwoAi1IkUiYpSmUDGDNRaV4bwMPkaWu1BVqc2MNlw6RFJkrE2VTUiZqirQGJUlowwgj2Xpf/krv33iuBSsvPdlhVWl04S8B5FAcfICELihDSEICilsNLNeb4gIVVUmRgNCWeSAGB22sRqBiIhwzF3SWhdFkTXSWBohvp8xpavZzERkOBjEzlwxnoc5AED0JI8rRggR4aj4QHx5JTADogBpYwgQkD0GVMTeiUCQUaRQFKNaGVACAMO8TNOMWbRWDJLnBSIPe/3Hjx4N8iIvvZB0uhhCWZVDUikX1XB4phGQA4qggIQQQlCKJvE8AACoRjM9HD+ro0p24+cGMYp4rXXcLuo2RIzNSxHAe48kBgwAxGVT9IXEiT8AMEu/348z9KoahlAMhzlp433QWnc6bebgmL13GsEYMxwOiajf7ytlEpsqq1qtllGaQ0DE4+OX+/t7LD443243T09P0zRLknQwGKaNLEkTRLRWHx8fF3neHwxM0hzmpU3SNE3TtNHvD4bDYa93BkKxtFwIAYBff/0zRTk4OX42/3Pf+0//jHOlAf7Fn/v5/tnZ229/eu/R4Sf+xP95/j08ffrx5MWUGwsATzNnDM/SXPIlXHeUeSKOljvuQtykABZyhqybaNKa0eN3elQyNeG6aV8iazmPi+6BqRrUqyZtoyCUHGyz+ebbb3/1+cfHpyePGm0iFe0VxpigHCEppcX7oihQSVmVvqxc5bwLHMBXzoFSgMZaUkZpi6gACbQ2WYLWhMoRgwikWfb6Jz71m7/wy/TaoUYhYSXgi9KkaWJNWbngJEkzCmBJNRLbY242m8M8J0JB0Ur3+71mu5mkiXPeWhMN341G4+TkpKoc4qiop1IKxs0RETFN05hZigDRl8vM3jljLJKEIACgtJaphu+klCAhEQJIYIjlg8bTvSDcaDZ6/R4jNlqduJKIzcXSNONohKVobQckrVGF4NMkC0oPB/2ycsbYvApMOssaRV6UeSHe+XKoTKLQAYMiBERjbPAeGaMvd1KYCIkEYncyGMWGjuQQRtfIqJqCD41Gk4W9DxwvCyKNm97EmhA47hUcm9dba4u8AgAQchSOXp6QgkePHp2eniql0qRRlMMkTbMsy/MiTa2rqiRN4herqux2uwDonDfWlK7Y39/PB8OiKDqddpYl2mBR+IODvbKsssw2GikSAXBZFb1+ryjyTrOd56UwZGmzV1TGmIODg6KoTk5OkiQpy1IppZQaDofR2y8iPjhXlY1GSyOcDfo3P+6DH/t3vDggUIqeP33+7rvvNZI0eD/sD979d/6kbTVe/1/8H2/ew4e/+jPm8ZuCwDx59W6L877GIHOngUO3yoHJumGFYYwaIl3zp5suy01hoOeSLs51lh3eVHz94t/FGS15L4frohr/8/JM/OIRp8v6L+/5mLoO4/yAq5eezrea47opEBYS1oLYaD95I213qmKYZwkYY0IWAgcksIl3YoC0EvYeK7CKQBMGL96TIUYFSlmlSBhQKq40KoVAJInRIThtjUktWXVSyAen/TKAIPiycsMKgk+TLhGWvVMP1DItciDBA1eGqMqrbvcgSVun/bNRt3RGbRQpNNpUVRWCZ0SjE6VUq9WKNyhN09J5ZmbvJAgAFEVZVS5NUw6AoLRSKATiQ/CBPRIF5uAqjIo23mhEJJXYFGM5B+cmF9wYLQAmyah0jWZTRGQ8v9bWVt4BojC30k4IXmnIi2Gj1dbaCGnUCEojUemq0lWhKkSjkCHCRqvhvDv4/7P337G6Zdl9ILbW2umEL93wUr3KXZ0jm2xGkS2SzUw2SVGiJGrGgs2xIFGCZ0YwMQ7wwIAEJ8jCwIIxGMNjj+2Rx7IGEkYj2aI0NhRMWZlik51DdVd66b577xdO2Gkt/7G/e+u+HOpVdVHyxkPh1r3nO+d8e5+z1tq/9Vu/tbuzw3YY+hjDej36MSkyzJJSZkYgQqU4CzBJzoSglLLO5pxOevmKUooza20BqWpcFAghIaEilTMnic7YmFgpqk0VQiBQytCkmYIQoGitgSjnXNW274f9c7tZYLXpbFXN53MBnGiVUgQCV9sQQlW5YdPVtUMw1hjhNJ3Pbx4esbBVZuy7tq40AUhsm4pTttoxQ0qcmY6OVgCYUgIflsvj6awNYagqR6S6YTx3bn7j4GbibCsj2K5Xa+fcOI5j78MYFVLKAXKEFFGYSKGi/8G//+9e+dLvrF7+yoeeOvddH/zQL/5v//JX/lf/Y/bDYjJpmga1GsJIGoVZUnjlK1994+VvvvjiCzl4a+acUxjG6//pnydSSiGSFlA7/9a/3/1X/4mQRSFAOYwhHl6f7l8cWJCIJd/rLTvba/ZOHOYxCJ23/eY2w10MjpQH+CQZ8NgJgCfhme5u6M6e+d0JAW3HvWC703n/Nu1OHjS4lPw81LECAMDEwMCCarq338wW3fXX/DhqY2AYo/chBWeNRJUTOEOMIJyREBUxSJJMDFQbhqIjLzlGGEBrE7o+I3LOmbMhnUNgxBDTtRs3lbGg3LpbJ845c993lUHlrK0bEBV82CzXmCOxTJqWcx6DzylZa40xzlhmjjExy3Q67Ta9Urrv+xLse+8LYz3GUNe1GI0qWWtjjFXbAkCKUSEgYt02fd+HEFBUFm7bSaGBikiOSSvDDIoIlSqwBrMQERIpRa6qELHre+ds4RFpIq1UaUF8isMIZG1USmk+m1VNyyLjGDjFncU8+nUKY+5u6nA8nand+SS2iqz9U3/qz3zP930vIHk/3Lhx8Mrrb/y9v/f3/+u/8bcEUCtizppIETKgCIOGlCKA5EzejwBStFFLjFxVVlvrnCOlhjGQIutczjmMXkSUJgLMSTgDZxhTQOj5hMrdbXql1OBjFkqRrbVKO62VD3mxWKw3m5w5S+QY66YafbBa5yxdPzrnhsED9lvmKhFnGcbAzBxySlEpNY6+7z0ihhhjTCJARErhdDqtq7qqqmEYmTmlvDk41FpvNpsixERIprKbdV9WKsbAzCx8ysqdzqe//4d/+O8tD4+/9sX5bN7U1e/8z39dIYtk4KRQMmfJiQW06Fe/9foXfueLzz/93PteeM/e3v7oQ7fuds7tWQJSpAgFKQse/1//YgxZWWRmxGwAlusVe4/W8kNHpk8cabkzbL8T/Pn2jXvmKW+7t3e1A3iy47HJWI83Cl704MwDcmkYyAyJoJ4t7GS6uorBR2dVymnsOqXM/t4eWCUK0WilgbE0gGIgYpEYw6g8YUZlJlVlNKEyBvToo2gDDBpIAUDOKfEbb1xb9yOYau1TxeJzjik5xNZWiYBA+SEKZ0N4YXehlRqHkbQZR6+NVkgxRrtlsitEsq5mQSIyzqa0TQgjYhZpmkYEtLVASmuNShlt4YQhl2L03tu60bby3rfOZWZSZtsNWLY54aqpC/dGRKrptMAvOWcGGIceBJyxANCPvda6cGwKNTOk2LYtM4uw1goRu3XnfYgx5BQ2qyw5AfPuvProB18EAOb4sz//07/wB/7gfHcvsSDpSet2dxYf+9hHPvdb/6pbH4NQEJCtKjUXUVJEZJEQxmFAlowIo++FkYgQgJAQtbbGOWesVcoB8Gzaur3drhtijAgIpRFYTimlLOycI6JhCFXVKKXGMbHIbDaz1vbDzRCyUvbGzSNjDAspIOfqnKSICF08f261Wnm/jjFO54vkw/Hxqq3rvu+MMXVdrVbL+Xy+XK0n7SQnZs5INJtNx3GsqqZt23EcptNJCIFIKWUIvQ+eshKRruuCj0R6HFcxRkAExMylADoiYcG1FKnKVU89delr1k7bibNaa1SIpDUAhBSV1ZW1WuvNavOlz3/50vmL5/f2utX68MYN2za7Fy81ruGMQEhoMgsggmCOCSgq0gRkEMnH7ubN6eVZzywPt59/i6//2082efzLwe3e6J4zcudpH+wA3vR47xqdzls87SMquD7xb3HXfeX2Dk/+c98HghEEmDUqQXSTebOzL8aFmNup0UbRgAc3bmit9xZzSTkKIECOOUGSnBUCESXJ/TDqekKcZRyr2ulMEPyYsyAlkcoaIiIQbYlBAnPHaenTJMnoQwyxsiaMQ0JFyVfVBDAPd/R4awAAgQBJREFUPGpBBGDmrusYCUvpllIkMA6DADpbdV2XUjbGjOO4/T7MDJBzLtzE4IMxWgRjSDmxUqqY/oJ3SxZrLIpE70OMmZkQM2+7uldVNQ59ykUyiDSR1bofOgDgDAiYOR4vD0nAWotykohGKliTH8YQvYC07XSzOULQAKAVtpPWjxtG09TVzeMNVe3u7uLXf/3XX3zP+8YQogApLUAiohV99Stf+at/9a/kzEohc1agitEHpZQySCRbpdJtGTNAaUm51YImIE45UUopxZRsjCnExWKhNVlbV1XFDFVnAWCz2YiIcwZOmiUgQs6ROYOkvvNaoYgQSRwGyIk0dZvBGjufTcZxSCndPDoauq5piucYl8ulcN6Zz4YBYwzeD6UNgIhY51SjvR/39ndL0cB8vnP16lVr7Wq1AYDNpqvqegwhxSQpI1BTt0bHYRjz1s1XwqKUjiAiYqz10SttunF89bXXnr789GwyKdlsRNRKgXbKOts2TIyoTVVfefm1b149mCk19ENb2d3F3CrDKa83vZ2a2WQGSmOKKDmfEAAAgYBUTg4grpZ0MSIpBCpBxQPN7uMF5rd96j48nzcTk29hPPbHT3zAI1h/ePgdwLvH+r+VcdekwhO/xCNji+VTACykq2rvmWevfO3L3cH1HVTGGGHhkL759a+pF1/cmc8EMaYsKcfowZAilJQ4Rc/ckaa2VZqSAlTY+0EUtc2sgEWJM4Iw0XQx73zgyly5eXPXwWuvvnZ+PkPGFLOyunIORI6Ol6PwmDHlTEr7GIB0YvEhNs6BYQbMzMJh8L5UAscYS3qwmEJX1znn46NjIrWJCZUuRo2ZU4hywpQHEd/3ZR601gDiiyPROgOm6AVLuC2Nq1bHh1VVjf3GGLNl2xep5JgAoDRFQUQkIIKTfixUgKm6bqxxOSeQHP1w/ty55fKwH8Yvff2VxXz25/4X/+GzLzy3Hj2RAcJUeo+BaK1/4zd+4+obV5GUCIAQFIRPKQACIURVlDvLu3dqAk6rmpGwVNhmYU0EIt771WqlrdFaswghZshEtLO/gyc1w9a5YfTW2raumHNVmXFkYEAkq7BazGKM2mhqqpQzIKfktdHAaTqdWGtXqyVwNoqEoOvWVaVn81mMsRRqICIzE2oATikOw6DIhBARKcbUdZ2pXGK+fuOGABpjBKmu6mEYAQiAQkyTycx7n1mM1kmpDBhDRFQMkmO6fv36By7sOmOBk+QoicloN2l149hSBibSy8i/+YUv/aMvf/25Cxfe98xT7XQOrta2UqRTSo3RzrkMGDgbpUgkhSgCpZOZAawJjlerMHRqOmcsTDp8a6nUW1/JR98uyLsA93mM8W8QBPQ2jbOJpjIe6UFEIYZ80jwBM9L5p5/duXj55atXR58WO/ubo7VGv1xtvvj5z3/393z3OnpbEqYCkDJk5hS71UbbStuqj8HWDo1hZCGOwgKZCADFGM05DzH4lJSmPoTp/rmZA4NBREJIrm1EZHV8SMZRZUJIX3n12mE3SjPt+sHWrVE6hGCtC12njF2uVrP5TqlrLUo+JT2olMpJNsvNMAyL+WLoxxCDAVFK+WEEgOjDFsZhNsbknARYAXIKImIUAqFSyFmYBTUqgMzMnHLO3p/m1kApUojKGFZKIxXwB5XJOdd1O5/PN5tNU7dV5YbBE6r1ZqU1cQ7PPvt0t14Za0c/kjF/7s//ueeffz6mWMhGCKhRQARBUgz/8rd+m7TOmUmEiLJA4ewgKBHIKRf+Tinu1UojYuaklLLWFZ+UhVG2VA0WKTKlWtuc2FoFKLZywlxEmM9NJyEEzkkbWuzMckwaKaU0aZrSVqzoKSVhEqmdDTFYRfu7i2EYqsoQqZ3d6c7uVASeunwxx1RV1nuvtYpaOWcQcblcNk0DwKRgvVoTqWvXriOWHmEVaY0pDcOgtama5ubBEWmjjdlrJteuHWw2XfHcZYenKG/WorUOMYowobFWX7p48fjmVQVcKVVpnWIcMJiqRWfRInECoKsHx7/521/4+iZcT9e/ebja1+r5xezy3vT5Z59pduYioBFm8x1tVRKJSVAb4ywwRB9KEEcWfd+Zyaw8EIhPEnk/tf7vvFV/a27skektD+sABL5drVruyrI/O0GP0KRUROBtaFJwG9ngtj/etwSBUJCRAAURQDDm3E6ml1544cYrL4eQdheL6WKBIOvV8nh1vFwtFzt7KUYStNpphVohyfzKa1eufuvVj3zikz7FbugNoTOqyGooAciJoySlFKJR5ku/+8UUorGm0lpyv7M3m0znZKuQpXJGaz2kvPZ+ReYff+VrnlQWEUAW6YcREQv126G2pgjNb6XNSp+pFNlaLDo/VdWs1psUIiKmlDSClJa/AKX1Y3EDWhsAYGZjNRFuQQNjtiEVqZRSXQQnRq+UAohF9mAM3rpaGDNkQNSWqkYDQIxRG9MNfRbOmUPIzGItlY4Cl596ark8qqpq8N646j/4D379Yx/9MHMQTnpbiQaIhdXJIYarV68W1baUWVAIkTQVuFsET7WAFBkEZBYySusqpYAArq4R0Rgzjj5nTgxGkdY2xkgUEudhHJumqeuaGRBV2zaJZfTeOjefzZxzQ4x1W4lI6eA435kVLbkiviQiruBsIcym7Xw+P5UCLu0htSZrrXPu8PDAGLNergBAab1e9ynmnLNz7saNG9PpLCdZrzpCLSIlh48I49hffvrp1XrDmd2kGseRM1hTiUgIoWma0oBMaSVBSKmc8y/83M/86A//8F/+S/9rq6itbOOsEg7BiyLtXMqjEkDA69duXD0+inW1Idqt69V6eXAzWN8Nx8cvffB9VV3HxbzXG13VVFWVrVkkMwtmBjGCGoU45RhsEdN6l413kKJyhm9433m4l1N56B2AgMC3QV6/YKrl58crzj575Nt0/6e7P7yjeO0hbg8BiTEDgBIAUgl499JT9XS+uvLG/u5OM51CCpu6Pjw8uHr9+u75C5kZEZCAFNSmMcpcunDhC1/66nq1vHT5sh99L8LWuNpphBx9GDgrNZ1NtdIhJ0mZhGujOYxoWCmtrakmE11XDFEwN3Wdhf7JF772hddeT/UckdrZTBsbQiJEALbWctFvMAYAuq4rEgU5560SN7O1VdM0fdezNsxMWolIypmZQW1BW0ICIkHSWksKwiCAzjmlDSAqo5hZRDWtNtqMw6AaI8D1pC0YCxlLSsWYi0xbwX+YWRkjIiRKBFQJyZMkStaaxWK6XC9ffOnF9WpzeLT803/mz3z253527FYIUrZVgAQEXOoQSflxXK2OjdFZmEFQoMT/ZV23uC+WxpMRSSOS5GyMItqWRhvjqqpSypQiuFOV05yzIoVAQ+/HITjnADiEpLUmpX0Iehxzzt6PPoXpdCqE+aRMupQEV1UFpfkMoAIchm4YhuJZtdbr46VzdUjx5s2jnZ351avXnXOl7df66Kiqqk3XEWlm0Nq27WQc/O7+rrHGBw8i2qiqrlLi4L0iVVX1lStXU8x1XXvvS6p/f3+feazqWlPuumXl7B/+Y7/yZ/+9f7e26ujgoLZWoUDKDJk0C0gMUThqBGC5fvWaNo4yasXTWXVhYp7S6mPPP185Y5qmqZqqmlTtPAonZkRGUqQkM+SUUSACJ6RJZQARnmhEdwvF/HHHW882P4wLObnVB1fA3ccK6ZMQ+0HiQVs1/LdSEEBwCzf/YQpo+fR4ESG5bX+EcEaX/4G0yy0+W4gXW6fyJKSQ+JYr35UsDPfc2XEmABDNAFsnS0l0u3thdunpV17++uWUtNJWqbaqK2MObhz0Y9BYSPiIKhtNxtrFfL6YTl/95jdfet97VxwDZKusECAicOZItbEiiZXJDB//2Mft//1vKkObsaN6UrczU1uoNbTW2MrHUSKHoF670ZvJnNGFmIEop2SUGobROceC4zhWVTV2W/360qORU+YswqKIhFO3WaWUBdB7r1JR0MnMWSljrY0xK6VL364Cl+/s7QFACKGobyCSQNLGECmlFRZdB23qqgohWFOBhJSSIko5J86IlHIu/RUBAIQJBJG9j9ZZFNjb2blx442Ll59Sxr32xpd/+Q//4r/1h3+hXy21JhHYXnGrpSulPWWKyftojEuZi3YFghImZkHMSiHgVrMo54zAwKyUUYiMpLUhIshsSIGSU30LOKkQFpHCFnbOkkYiM/g+cdRa+z4k5pSScH7uueeWy/XgR2tsP/riRYzS63XHnGU6QcTNZkWkKOe+75XSANT7EDLbyq3XaySyrial+2E0tnFVM3qvtXXOxJhTSl232Qy9QiSgvflEBKu9/fVmaNtZP3il9Gq12WyGGDnnHEK01mqFMYbpbPKel1569VtfMxr/9K/9if/2v/PftU4fH1xdHly5oBBCzmMCZ6wzWhGnESUw5CG7L3/rjcBq2k5nTaVAMcd6PlFzZ12l0ErMElNIA9a1IisiDMmHgBkkRi/SWQt7583u+bEUguFt8g/b9/pRjdVbtP5vWTeMT27gPnZJzkT9pz88lA2/6/g9kwN4UvnbdyAPfNsFy6rcS0X07FILStnQijEf//4f2KyPD44OzjUNWGudnU2nV46Olqvluf2LmVMEtsooQyRg62qxWLz8+htHh0e2ckoTKSWAJJRDrHQFQFo5YNBE87aeT5obm01X6SELKFJGk1IiRGiYYz+Gm53/l7/7haxqNJQ4GqWIyBhNqvYhTepJwf1TioJUYtIiV1kw/ZyoGDgfApGqayciSJQ4M7MCVdd1SkxFnw7RVpVxDohS6dwCsvUkIgVx7vsOWACZ0KxWKxEZNl3OTEpLCQ6ItNZD1xcEo2heAiGRaRqXczq3t3fjxrXZYqduJlffuPLjP/aZP/0nfzXGoXQ+2c7/2aIekdNQHRGRCDIDbBWNin0goiIOkU4yAYWuGkPWzpYjjdZbeTiQUg5dgvdtqTORtTalkFIUIhYurcFCCDnnyjrvx9dee12R0lp3vo8pTtvJOI6l/ct0Nu16n1JExJSzNhiTaGPWm77rBiJqBULkYfAppem03t+f5Zy97wDQGL3uh0lTt6pOKVVVpbWqqyqn5H1Q2tTNZBhDzBzGmLMk5gwCioxzwBkVZMl9362WN4+ODn/t137tT/7JP5VBlKI3Xnnl6MbBM/sLTrxaddKCruoUotPKEEnK4+ivHxxcu3Fw8fnnduaLtDzwYUSYM2cAmUyaohJIikhpo5yPPqUIKUGCkHOPOrfzSy++T5Qt4dc7CLm8rQOfbCbjYcYjOIB3mEf/KOOsV3zQoe9033m6v1tG2RazM55sJUS8iJlNv/9nP/vKl3736JvfkLE3TTufL1b9cHD9xvmLlznkISRDWFlDhJPZbGd//wtf//rVa9c+8OEPSY4xMXBqK6sEkYFAK6UTJ408q+3H3v/C3/mXX+izXUbpQ0iShVBpHRKMCexsV6vUM+im6kbvvT8N0q1zReSnGFxBIKUKOAhEdV0zs1IaBLXW2tpmkp2xoKh8ZFsBkDIpo5CBITEjoR89EUnwzJw4l+5gxY4DbwUVWBIApBDzibJQCb1DiEX8ORKJsDE25YhErqqVUiCkSC0m9cGNN9rpbDKdIerLly796T/xqwqBUUrUf5d12Q6C0ucddakAyNtOXgqgSMKBUsoYKhiUUqqqqr4bE+fMPJlMSCCEAAjtdFpyISVlUnD8lGIY+2YyyZxOFD0RALQiPw4xeEW6qdyNGzdExNWNiIh0KSXvY1VVxjgiKPNTVdXgwxgSw2itVaYSkZSlrdq6rruuK2neYRgKdlQUI3IMIlK1lVJmsViMw+CzZIkpiqtUFghZxpiLXiGSKsVu1qgcw82bS5G4PLr2/HPP/KFf/kOKdE5RMX75C1+Mg1eiOHFCjkmUMsIc+pwhVtZm5uW6Y5GU0vLocJ5TZawmmjbttGm0UkoRKgIkJShZlNbkUxyjJO4Y4MKFpz/xnaGqQ85lgd4+aPftOO19L/hOJzQebQfwjlvP273OQ0zQFo2/7xHv5Czznbd8y/MqAG9qXzOVrjhIEQy2sxe/4zu/Gvy146WyzmrXunpYbbRSnYBTJmeIkZXRddPu7u/NZvPXXn/9wx//2OgDAijIMcRKaxLwg6/bWhkNkCvhD734/P/j//uv8nz3Rj8ed12/6rMPukaxerG4pKrm+OZmsruzGpL3fjqdKLUVJosxaq0BqEjuJGFAQCxiZ1B6wSOitbYEy6SIkYuEAwAwc86Sk/hxKGuUuKgrwHQ6Pbx5aI1WmoocUN91WmuWnIIvlVyFcXSad40hKFKFfCmSQwioVcpBKaO09iE4Vy+mE+F4/drVvfN7k8XucrWZNPhn/3u/dn53FuNwr4Dr9KlTiowxRARIAiIizrmCs5cDy/6gMKCySIwpJI6cCaQE6ZJjiMG5KoRQ8tsF/wkhALBS5Co3aeoxBKWVtbau66Ojo4sXLyLiOI5GKUQyly91m15A+EQJVSnFwD56ybnkYwHAe183dU55HMcYfYwxBt021WazHoahdPsyRhujM2dQVFVuOfSA3DTN0XKlOwsipG1Va0B9fLxebrqYeTKbHdw40EopoBg8MCuQfhyCHxFSiuHFF5/f2VnknBQRsbz85a8aQcpslZ1MJrPZzFiTY7JWKaAU8uhzyBkQj44OJ+f2KuuMYiLth9GRQtGjH2kYTGXRgdEISCkEAPHCaTJ9+sMfS/U0CDIlJdv1OvtaPfaG4BFNzaONsye8894eptrg7Rjvdgjo0SfiYcThHutWHnPcdXdy9ibfBIFIAIURUBgZEBQSub2nnzv45it5vdbGNsYe9953o1HaD31ljTAJKm3V/t7u3mLnysGNcQjaViSZcwQWzswpM3MYgyOLIpXV733uGaOUF+gYr9w43txcynqQZqRmopuq63phJhEFYq0prb6MMXTS7HBrcwFQKwTSWq/XW4kYEbHWlYe5quti9VLaqhmnxIgogkWvLYSQJZc58sOoAHKMOUoRPc45I4uyVmtVaqxK1F+sZ1GGyAKVNSEErRQaIq2tcYA4hqC1ttZWlb569dpsPr9w/tL1wyNA/rU/+asf+tCL/eq4UDnv+jSUzQozFxgCAPikt8Fp5o2oYDiq8JrGEAomhIjT6RQAckphGJFEWFKMWbgIRA/DUL6dtVpEiFBEQvAWHSJ6PzRN1TR1EWc2RotIpW3pI+a9V0avVitEqionnK1RKAolGYUoJDlN22YcPQq3dWWtqevKObder3POzpmUQtNUgDhByDnPZrNhHK2tJy1YW4HA0A9970Psh8EDgNHm+OZhbV1O3A1rQ+TDeLw55hwgpxC66PuX3vuicSbHjIwhhIMrb2jJzujSMK3vO+u0UsQoSoGypvP9ZhyBiEgBorIWIQkDJ1ZAk7atJpN60uq6Qa1YQYpJax1zXiaePvec3tlZhlJqhyUkvc1KPMGCgLdj3NWmfbvu+d3uAB5uFJz9Lcoyf3uGnCA/JG9qyBWZSGYUotnueTNdxMMDVVdV00J/2K/WexfO+83ae1EI1mqlaDGbXzx/7o0rV1aHR7vnz6FSIlkQYopKBSSVo49RERGIvPjc85cvXXwj5J70tT4ersbN0dLOJtJoTNEIKIFp3QYLJrKQLtiFIhrHsa5bAFiv1yEErfUYYmlgUjr05szDMBZGUMwphAAsMebTtoWlloqIYgw5bwu4lFJp9AAszIRktRGRlDlxBNiqbJa2XCmlAviIYGkjg4i1aUoimrQuteFaKUKsnHnj6usg/MJ73nvt2o2+637pl37uB3/gU/1mSQREKvPdUdcT61/ghaL9sM3inm3biyiIpX4Ncs5aY86ReSuIbazOMeaQiUhpAqIiFUdEIYScY87KaO09hhC6oZ8ils+2bcssMY5N0+QYjNGoFBGN4zifT4+Pj/d3d7bNJpn90O+e3ys2hQ1Za2ez2WbTaW2GYWjapmnqYRz29nfK3uXSUxe898wyhtg0Td+PE+MObh7WVTv03nu/2WzGMYw+IGlXN13XNVUVQyJhhdJ3mxRHyV6jxNjHsdtdzL7/+78PCYlAAcRuGNaraVPNZu35c3u1tUor5iQch37EpiJVv3r12uF6M5lO6ra5cu0aTSc753YDw9GyQxbt6mpn1zinjM0IWaISSUQdKvfU5d0XX+piRjRbRsf/f7y18a+HAyiD7soEeJc7hm0NgQACAW5vlQEAGQSF0dbT+YWLN77xVcwMShPRjevX9y9eQEWglCCknBVh01QX9vct6ddfefX85cvB95RTAqWzhDBaa4rqGGrtY2onk4vnLxxcvx6sedWPv3vt2rmnL1Rh1wUtYURUPqfjzXqFJqMulUSFxaiVKhnI0122JiKtOWernYhw9ERYtMMKkJJS4gzWOg9RGInQGAMApRNW+b5a65SDZBEAZbaC/qjKCpIxqiRjT4X+iTQDKGOIkBTmJOuud65CIWZWQLWrzp3bv3r9WvThuReev3bjZu+7H/iB7/5v/bFfhpwIFQBklnultU5/iVtRSlRI6USPuiR1iwlmFpGklMopsTASuWpbFSEis+nUex9CGMaBBeu6Pp29kuwlpYpMnjXOGNv3XUmulI9rrVHE+ygIzrmUeBi8tVXO2SidgleajDXd0C8WcyKMMTJIFjbOIGIzqZumLt9ls9k457quE5Hj5bpp25wlxiEn3nQ9M75680pOqW3a5XI1m0xTypk5Rp9zJkosMecUYyCSmDxJGoc+Zx9C/9nP/sJ3fOLjOSVmNkqP/YaTn9SuMhTzqCJbMK5qhJMzRimdQG4cHylrTdMeHx3FmA+W629Fv34tHs6a9z33rJCKxtJsNpvMFChMIYbcxRSq9vxLHwyqSoyEIplR8Inw+N7hcden7u0L/+9/5kd2AO++hDudwiyFwveO39v9Hcxdk8Cnv5GSJEBA2CrJC6OUljggkgET0gsf+HB/cPXa50cb03yxuPLGGy+89yUkyiwx5RCiJbKkpk2zmE5feeWVj33qU4mzZmHIkQEBnDUnkgpAymhUtTM55bVSaN3njo7ab35z8sz58zNnOPWA37h+tdMoZCRjHP0wDohIqEJMpewoxgiAObOIIJDRppBbir2DDFlKv1xCRqWIWZTSAFCi+AKda6VSSsro0fdEJADGWQZIOTnnKqNL9jWEwAKIooiUsoLZOFe4NzFmQUEk5yprKwFkTsaY6XRyfHzUd+vnnn2OGRPGcxf2/51f/bcnlQ3jQErzlkSc7/p2nL4zRmvnnDHWx9KhnpXWp53LiErDCiwCRwIApYWLygBQVVVxWm3b5syCdFqpEGNMCYwx1trNZpOYrbXr1bpk0VerVeUqrU2K2Vq7Wi7rul77jTGGWWIMTmuOSWtNLGWz0vdDSmk6nZZeYACAQES0WfelYSSgXL16XSt9OCxDzgDjMIyr1Wpv/8LVqwfa2hRzkfSYT2dd3282m9li4UPIOWpN/dARQM4x54QowhkQUkqz+eRXfuWPOKNDDFopq2jo1gqkrZ2rbFNX06ouddLW2aqqjDXZ2sPj45hzd3TojNk/t59Xx8vN+j3PPPWB9zz/4tNPXX7+mXb/HLZtTlkJaIQxeJ+xvXRBtbs9ayRhEVKkBEX4gYKg9wff4XFt2hO0hPdKRN3n/Pc366c+5oF+5dQBnIWq78cnPdl1PWY2+MxinQj2npzwgdh8OfKO5ebTMyMUTPDht4aP1n7yrte9Y+dxdtCZ73XXCyGK2jYTxJNC5a3PQAFh5BGznex8fSnLXL9wecfyy3bsluvj2WyH+yAg7JOQDpKds3VdXXnt9RvXryz2diBCtxmcNZJZa3203rTokLSz2HeH+eYbehiyngxk33D13/nmwWvxn33iw+9/6n20Nu7v/KvPD4kygwD47BFVislZnXNQRufM1rqSlVVkECnnXDduHPxJNysqzd9jjOAUZ/DeF/9DICKiiQCAcyYEQtC2DjESYukzZQwopajICkUGAOdcsZ45Z62LkhDnnBJnpY0BtCiSQgDUztaty3nYrG8+ffmism7wXlH+Az//M889dXnoV5pIZIvmC8qWylPcwZksYhFnIiJnHJECYBYQOunnRUqkdCPZ9rxURRqUSJESkdINmIhUUUdCZGZjtsCRUlhYQH0/xFi6CFRab/cNSqkYCtKlS0+Eop1XN01MsaqqbvACXNe1E2sIQSiG7Fy1XnUFX9LaIEpVmRBDSHnVHc/aadd1GcRoIyJ9PwAiA282mxCiUjrFQCiEpm6bfhyms5lSyhoA0jFGo0wOKeeUQwSWGKMi9H78kR/58fe/9N6KCIU3Nw6GwX/zc7+jRz9Z7EkS9IAVubqeTabKalCA1g0Rrl475Jj2FrsGyd84MGn40PNPfejFZy9fuuim06h0roypK9s0kjmGIeQ0gjq/t59QFR1WhaQylnK9xyC/3/ES3kXY+WEs+8Nb/4c7/8N+l7uZdTr9UyEanP3hPqf61wkCeuvj/sb6bb72mQrA02QjAXDOPqrf+uK3/u7f/rs/8fs++UMf+fD+bLHq/WyGIYYcYgAJPszbaVPPFpOZza/ceO3V6aTedENNRkK0xoUYqWlCStwPDet4fPzHP/vT+a//xudvHOXd86Ototh/dhT/+T/43fwPPx+SKNLKWMaRjDvt/EdEwzDYypV+4iWYJRJFJsWAQVhS00xOk5xQKltyTilljiACLNZWZQdQGPHeDylFIqqrSoCscwDgw2CtLbCPM9s4WkRSSqVpYuE1AqAiXTmXvU+ZtbUKYH93Jwybw6MDa4zWLsYAwD/wfd/7cz/7U12/qYzJOSCiCMOJxz27BKdvjsiW86a1HoZRW5eyZNlyurTWOQszF4UypbYdCIpG9hhCSRjknJnBGJtzatu2sKTK+paMSMoJCJ1xWhMixMjOuW3MvuVcmXEcjTFKGaWMsS6lVNIhpQOabdow9lqDMZyEa1uRQBbJ3qeUMjODEFE/DD6EdjJTSnk/aqVDikXKAgBSSopAKaoqu1we5ZyL51qvN7ZuUgDOTESTtl16r5RipcPYV1X9S3/gFxfT6u//9b/6D/7W3/A3b17e2V8d35zn0aQxJb/xvQ2mrmsqj7ShrOlotbmxPKyaSiP4bmUlPb07f+H8uQu7O81sMt/fbWZTZYx2lgERKPjkWaSp7GQyCiBQYUNB2SO/Dbv90zfxncESniz4c9s9P/Dkd7V08i7HzR84UN7893Zf6kk9JacFw2edNgrWtjle919+/fpQzf7aP/rcX/yr/88rajp79gNdkmHYxKHnlHOGMaYMuJjNd6bNG9/6hlUkAgyQYx7W/dgNoR/9OCJSirk25qPPXvqf/Oqv/ML3fGyaxkXlmHSqprHZCbqd7p63betTiJxZpISlpaHjdDYrhPe6rgvN0TkHAFrrUru0Xi9JQQgBUVJKCMAxScoKELgUAQTmpBTmHFMK1tq2bcqpAKUfNiJiTcUZCBUhhhAAYBiGcn4A2JJhlNJaN3XNKQFiYvEpNG2tSNaro7pyH/rwR1OCbrPZW7S/8kf/IIFYo0rN1NbE8/0ejrIchd+pFBEq2Uo0q61vQCwti0up2umSKaUUoiZCkYIIjaMPIY1jKNnyQmeq69oYU+ib2pqYc6kwKCTR8k2bpvHeV1VV8iU3bx50Xbder4fBex84y6WLT+3v71trBQSUFkHvQynBY0AGFMAUc+Xqvuussd1q3XVdjGn0UWsrwsvlcjadVs7s7Oy0J0MpVdV1SplISUqKaDKZlN6WgGi0FhFQ9F2f+q7v/PjH/8J/+D/9i//D/9HR73xub9zs5WGhYW82da5m43LdrATeWC6vHq+6YUwsaNwbN28edx0pjENvQaaOXrx4/un9nb3d+WQxdZPGNLW2zriKtBZmYdmEpKdzcFUWIVBYar+I39bX+wla//tY4fv86T438ATv7d+EHUBxcg+EmPjWnx9hE/CkKFy3EZkBAECJ6Jdfe/3VN14lV5FxV8f4H/+1v/sT3/uJn/2ej9Kwiasl9B6yKEXAqZm3O+f3Dzer5fFSMuQkWoAUGiQDpQlLxEprY0DyxOQ/9pM/uLOz+Fv/4rens72BWWFWkER85zdodEoYur70fZxMJuM4OrVtwBljLOKRRQOuZERLSxZrHUjhcXJKuVBpcoYS1APAqWQ0IhqjiAggb/OicSssWnYJxZadWtsSrsqWkamYc/AeEQAJNAnCuf296DujaDKZdf3oQ5IcP/szP/H8M08N/UohIAEACBCU+G6LYxLcugM7AYVAadU0dV03PmR8U3YEmYsmEDLnAkyVTgnlbrXWRTMn50yoTtLFTATDMJSnpQixxRiNUZNJIyLjOFpnlKaYwnw2Oz5alm2ECMxmi8lkUphOVhvnnNZqs1m//PLLCiExT2fTmweH5czOuTJ1MUZEMsblLAAq+IiITdOUlgAEOJ/vLI+WSuE4prJ2McabN29Op/NhGEcfALadnEtqh4VREWgBAkT5w3/0j4ybzW/+7f9mAlihTKt6vrfTH4MCzEjz8xc+9ImPLy6cA63H6zc3N65Z0Cjq85//0nq1YbIaQKc4b+zFncmFc7vttK6njTJakdbWCSCyxH7c9H401bPPv+RBQdHqwAL3AgjfiZmcvjsPCayfQiW3feRJ7QAez/qXcWpY7ryTB9qchzRKv+cdwJPlz74z+75HuApiBvr8l77ogy99XEW5aub+wW99/rVXvvmHPvMDuztV7lZiVcYMkl1d7V+8LMvWJ97f2U29n09qgpSBx+BzElO3KWcyRCLOGc35j/zw9/rk/+ZvfbHeu5RQ+YHXqdfW5SyV1hEQAKbTaZFuHoY+MxcDXexF0zTT6bQ0MxGRGBLhVt5HKS0CzJhztNYU679l+Jz0SykiPCHzfFLFkItqcvnqpxb/1PqXhS4fDyFYa1NOxZ1oYxaL2dHRjRtXry7ms8XO3tHx0lX2uz75Xb/42Z+JvlcoACBcWkNjMfpFpflkpm8vI0opWlstFvOh75Up4g0knE/sspTG7kUEony74pyKqytGH5i991Xlco4iW09TXEKpa5vNZs45a7SzJsY4jmNp71U3FSJorUQ4pbDZbNq2HYahiEKLmLI3aiYtxNh1vSI1nU4FQVjKDmkcx9ls1nUDACBAjJEU+KFz1kAppUYCkL7f7O7u5hyVUsKstU6ZZ/OdfWtjjCVnPw4+pRRjqptmtbyZc3766cuf+I6P7TTuufc+e+MrG9zd2VTmSjesQ3IsllAR9GMP6/Vsd292/lzoeyHsQ/7SV78xRnYWkZNCnjhTV7pqjGtqYy2CAsAi78b9GAbfZWkvX1aTnYEFRKjoXqJsaRMPeHtuMQ734t7c63184Hv65k79sVK1DxxvHzXodNzHAbyVBOk7N26bo3sv2P1rBe78PT+euNLDjId8qsr/9WP3jW98Q5HKKRNCKa1t28mV9fif/t1/+OOf/PhLu3uBgxc/tU6MrZr2YtMsu41rG2fomANKNkRTbQCxH7tataS0JnKuAeYQ+z/w3d/Bq9XXl93LRzeUaXQ771JuZ22/3IAwki5U95RS8IG0UkqfRK8GhLrNULmm8ERns3kxUohKawOAXdeV1oyAqKxBUCGEAnb4FInZWmOMCT4VifmC9pT9RDH9xbWUTAAAFLylNJ4shVfGGussc+QUF/PFxUtPrbqhH/uZVX/83/6j1qpxCEohMyMpuN1y3P6Qn14RUSmlZrO5iIQYCCmLKNqKQ+C2VFiVh+QUtT/Z2ZiCmyVmpQgRcuaC7ZyygwpvxxornFPaisoValDBfLquW8zmIKCMKRVVSmljjEjOOe0sFrEkG2K0xsSYlst1mZmmmXg/1HXd9z0iDUOXY2yaJudsjPHeI9FsPj86Oto2y+y6tm1FOMY0nU5L6+XrN24kltq6cfSZWRBylpxyTJGZP/NjP3rh3L5B/vU//+df/tIXKqdqYy7tn//65z73G/+3/+Kli+f2d3droCqjS9tq3cTwtVe/+er1a8oYYSYATVAbo5Uirau6dsYp5RhJACTGNA5jjIO1l555PigtGZCEcywVACIPJoE+Xmr3Mca94vT7j4cPXt++O9e3MlX+NRlnJEIRBE/59e/Kcee9vfkwIeGm667eOAhZEFEJO6s02MziBWOEv/zf/P1do7/34x/+xHuf6/JIpN1ioSRqaY7XK0m5mTTz2SykFIaxriqjMWOOTKQMkgZkiHlHwU984AVsmi++duXL14/+1RvXwbaHRz2IQUAUYeau6yaTidZ68OO5c/P1el1sZCnaKpa6xKQhBOfqlNIwDNa6LLjuBmMMMyikzPk0nHfWlWjaWsssIjmEKAJVVSul5Eyr8ZLwLMiGtVZrU7btzjkfQztp57NJCuOyW0/nO6tuuHl8XDv9cz/1mQ+8/z1+7IlQZLuZYJZTVBBPnvs79/4iUu6zqpx1NjGGVGJ8OOEcS3FFRKpY89N5iDkXZmfMWURKH66TNRUfRqVUTHk2mzVtDSeJHwDQmuLorSKwZjqdLpcWUQAxxK0IaIlLlFI+eIzS1LX3ftq2KWdE0tqW1mxFVqiqK5asSAPUze4OiOSc27YBEGPNzcMDQlVVrrCVnHOz2ezo6DhlVmRK/jilfLQZ+74nIkItCBm4ck435oc//YOawPuw+/SLl97zvgxMIhOtGVX+r/5LmjgyxhlnACD6jIXcm3/zH/6DsesqcjlEkEQ6WyICCr2HyJosGqPrhkT8Zh2GYRnD7PkP1nvnN1khsEgkrZARpKzeI9uuu1rSt9UrPPGzPtnTlWqde530bYyC3zXjPr6hPFtPfht0W4x/5mckwhJdlmMUqM16vHm89ClYrZ3SwxBJq8ZVCiDHIKa5mdPf+a3P/+bv/M4PfuwD3/+B9yi/MXFkyU3TDJths9ls1v3e3rkMwsHraNAqUJhDRls5Y0Chh3zuqT2n9IVJ/b5zq/c/fflv/vaXRkRo2pxyuTNjzDAMpQ9J3/fM3DRNYi4lUcXoFItZ103TtH3fMwMLlKRiwUZEiswyZeYcAym1ZdUQ5RxJKxRSRgFg1VTe+77rXSmYIqqqqmkbRarr+m0PFqVCiIDEnI+PD1fHNxfTmTHVtas30KgXX3z+l37p52IYiZRIZkBSilkQFQAAZwBBhUXT7a4LVOw1KRVj0KZB5NOX4TQzUQqGT/crmTmLFFQopVR0hErdgLU2c1Kkc84lZw4Ahd/Ztm3XdW3bxHEsmwMi2mw2de0QkRTF1aqum2EY2naitc45j2OvlS2FF+M4xhgTy95ey5y1VtZqRCvCIcRJ6wDAj2PbNkrher1cLBaIiID1pNVKx5gAYL1ed50y1lhUr71+FYCGYVh3vTAqpXyMzHlnZ3F0eEMAPv1DP/SRj3wk5WSdQyBh4Zhe+8bXX/vC51/+wm8ZxZHHLnfJsHU0SuhXy5z9v/hH//SVL3/1Yjs/6uPAXknWiMzSLdebybKb7thq1jQTFpGY4zhuhi6a+sIzz4wsJfhHAhZRIIBlE1ByOHzWgt8tkXb74t6J+N/n+Fufh7sfdi9w6T7jMdyDiJxe5/4ff/iTawCQ+zXJunt9gADiNnXGtzmlR94HyS2C+g/G3bbVAPezy2dOKHiL+NvZT5WQkE7m6vF2CQJbDb973c/9PejZuT1Vpd/mSBUqBvrdL33p6Nrh1E2VxhSHnL3RdfQj50xElTM++Cj5KMa/8f/5l1/6+ms/8X2fenZ+TvmVxlA1CVUzDv7111/Z39uvz51frUNOqq1zY1WfR9/n2lWmrnTTSIxap6coT3ZrNu//z/7ev1iRzmCLxkNd1wAwnU3Xm41zFQN0wzCdTpPPfT8opVIaiYCIMvNys2QGREwxalIxhZCy1qaAPIIgzIXGU1qfIyIzFfn7UmKSwjhsNop05oiIpVVhSJxSzImJCEnGcYgxzmZzSH69Pp7PZhcuXf76y68hYmvVH/7lXzh/bnfo1mX+CfCkcwPD9gnBzHDX6OfN9wepqmttDCAYpX3wBRiCLRJVDgZBBEQgdLYC7xGVQgKRsRuVxg3n3d1dY0wIaJwdvRcRRTrFjEDNol2v1ymEytgQknauD1FrbbXRiKQpczJGTZu6cbbIRwuLoTkRCgeEXLlKEQqgH7oYQlXXgEIKFcr5vV3vg1Hk6ro00plOp34YKldZWxFRTpljEpC6bqezxY0bN159/Vsx5JxhHMZ2OsssCMwctVFCPJ9M+k388R/7sbpyR9cOv/jb/+qVr33987/1z7/xhc+tr12danVxZ7G/u3jmO16a7VzcsPicpvUURP32P/vct77xyvtefM8bR0u6cdBlhAhPzWbPnN996sKehLg8OJyfv4SkWCStvR/zMoB++mlYnI8xI0WFIKKwwP/llcH81iPih7FX94H47/Wnh4B3isF5pPjyzqT3GZsscuILH8EClxxA6b/xwKk8GxGLSH74y9x/nG3q8s5wb0/H4+7SnjimVJZNmN/sbsoAwvzVr37D+8CgrWsUMWtAAEUEIoXkXVmLAABu1OoLBwdf/ut//b1Pnf/u973nvefOTY3V0tsE53b00fXrhzeu754/n2aT5Cu2zoFoEpwrrW0SAEKlbWVn7NNH33vu/D99ufcycKybJqfSj9freKLTgFiKs5TSRd2+ruuc4+DHum2HYUTcUtpBEYg4rXLmqqlFRBHVdR1jZBat1DgMXdclzuUJ1ErVdY2k62ZirSWFMSVrXVEBAslKY0ox+igiTz31lB+7K1feOL+/X1XtN775irE2pfg93/2dP/L7f1/frQjpLJXizqzdnTmkU1qISFEz4xAjc7KmKmpuZf+htS58UADglFApq22J3+u6yTEWkTKWxCzr9SbGYOuqVVS6pwUfjTEsvFwuw+in7aTve++95hxS3Nvd67oOmSeTVhu1v7NfdgzOOUVEhgByIeBOp9OyYwgxIypmJqUYRIEQ0Tj6pmmKgt5mudq/cH4cR61UoS3lnDebbjKZCsOq21y9dr0fxhRTzkKkJ9OptTZyJKEcdGVrAfHin3/hPd/50Q/9n/6jv/Bf/h/+d7LeKJG2Mm1ld3fmjaus0Qc3b/5n//lf/vgnP/K93/c953f3rh1+5co3vkY+XT5/4WC5Uimp4BuS51545sMvvXhpd3c2aXf3z9eTWSDa9BtCAMGO89hMnn/xvVFOaiTfXDV8Iu/gA/cK8KB49G01VvdiMT3QtTySTXszCbylVz14bJPDdzZDf+vj7AnfNUJPb2syHE98aikCePMpV0oR6YOj9de//k2tbQYVQhAIVpE1JsdMRCF5BWi1gsycslUam4mP+quH66/+v3/zfDP56PMvfPiFSzvVXPV91cxC3y1vHHabTVvXa+0aWy2m1ZiPdSumrpzTAoBIA+m1V8GqcTPUk5kQsggiVkqJsNOmCMOJiFJ6CIGFFamQEyI07YRZ2rYtRKDpdBpPRDSRcglhii8RkRCCOmnmrkkxZERq2mlVVcDirGPhfhgAsO+PNSkiKnhFqYQyxo1jvzy84Yxxrh18TpkTD+f2d/7YH/uDRlFOt7wqD7MvPj1GTirymqax1sTIWQr3lE/xn0K4LARQFMkpCUDbFhxGc2ZE1KbKOXbDICKMIwCU1ozaKEBpm8Za25u+sq7vOueca2rLudQrGGNL6rgg+1opozURrdfLE8ppRlQhBGMs8zZpobXqN5v9/f1hGObzeUpbveh2Msk5932vSfVdVyS+OcP1azdu3rzZzqZdP4SYRdAYG2OOMaWYbGMFqW4nkgVF+qH/ic/84v/lP/7f/L2/8n9+77R2zYKQrDOkdUp88+bNVw+OQPLlC3vmeP3Nf/xP1pPF/mx+oZn2srl6fLS8eaO7ebDQ6oX3fvDpSxd2ptPzi93J7g67iifT+XSaQu/Hjaoq7+zuc+83O/vDmyb41CLcYvrfohV+GKzmMS7xxPk/dwYx9/7gI+8ATj/8AB/ACLSNTe+50XhSCetyI++wG7jHnb/duZDb14yZAYiIrly9du3gQBAJCVFIW0lBRFzlNptNVTkfvHPTcehR2CBhhJmdogIP1RHIP/jGK//kq197ajF7Zmfn3KSaV9O6sli7YK0gdCndODiKOW30ajn2Fy9c3JsvUk7HfvjHn//qzZxBKSJi3LYBQMQC44SUFotFjElrU9cqpVSA6ZQYUYwxXdd577WyijRZijH6cSzfy49RTsqdCJBTMsaw1kopbU1d103TjOOIimKM6/UGgFiSCKSUOCUAUEqN46C0btvaj50iaZup0ub4aIVEztFnfvQHP/7RD/h+owD5vhDBfd6lgu+LyGw2TSkhqpQy0vb3JaYuSeCtOj8zFgnocXTOaaWV0+v1WmtdQvW+33CWvh8Q0Xs/n89Lx5sYoyGFAIXmX9LdISYiUgZTKkxZsUYV2e26djlnrakojyqFZV8CACK5KPcVOj8AiEDp4Hh0dMQi7XSilVmv133fW61DCHUzMZWrJ23ZXzlXxZNLM2ZABWAic0qJQJyCnUX7/ucv/6X//X/07Gz61KIxChFVHMdh6MNq1YR48eKuYnn20oUPP/vc/t6OZMgCR8dHNw5vvvbGG0dHy73p9IXnnrt86fxk0rTTejZfmMk0W2eqKqeUs/gs3uc03734zHsCmCypREcAAHy7bXkM8P3Ohb7/R24rGrjrMbexgJ5g+vesOcX7NZctf31kTvyj1QHQmXDqBH27S3T8RHzA28d8emvj7WBM3fI1C98jMyDR8Wq9XneIVNVViKMfx8ooP8aRg0COiWfNRJIYa4VQQDKnmLJDK0KgFQN3jF89Hr5+vElxsEQo2SF85APvf+8Lz7ZVA6bZhPQb//if19P5+rdftWSMpm7YQFWzbXEiQnrs+vlsJ8Sx7/u2bYuF6vu+bhrSKg6eiOq6LhRDAMg5N00jjEW2od+sRcSPY0kAKMSUs9K6WPPJdFo3TYyRmYEwhMAshXZS5HSEUZvShx1OmTkx50XbWqOj553dxcVLz33t66+JgLPm/PnZL//BX+DkhROgQcDH6P/z5juGYK0pfFMASrnk55lZypctdQU5J6116WhYpLCHMczm88l8VlLfIYSqqpg5pZQzW2u6rivZYGZ22jRNU1ysMqZk1J1zcfRGG2DhnNHYvh8Wi5m1drlcOueYIcYcQtLW5Jz9GAvBNITgnCsTxZxLGVdKiZTerLtTBK9qJok3ApRiBiCBbZGdUipyVkpj5slkkjOnzO2kdcYM/eGnPvmJ/XntODhJMnSRM/tUG3u+nZ57+tnFpLFWb1arqq6nsxmjGny3XK3euHn94Gh5uFxOm+ZDL73/8sULTVNN51PbVFA7dNpq1MgiehNlhZXaO3/x/R+FyTSyIL1Zv3dnDHablXi8zOqjfuQRx50QwiPYkNts4BO/29sdwImg5oMvc/9D3qL5fvtX5VHH3dbsSWxSBOnWmSx2BxExMS+PV8M4slDm6JwWNjnHGJJWWoR9ipwzqdJET8WclasQJQFGYB5jpS0pHXMEW4u1WRlJTFr/7hurf/HyPzWamrqSjNXkUmDEpgqoY85obdu2r1+/Pp1NrbPMklKypoIGjDHKGOdcTFlprbX2JlZVhUQc4zAMMcau6wAAQR0dHVlrFEIxgm3bppRC8EoppXXjnCKq27akgsdtwywqYsun0v+aFAqk0lMMCYhijDs7i5359Nq1a8JxduGZb37r1ZhSFsmJP/P7f/8zT13y40YrJYxyb6T4YZDf4nKUUgVgQd7iQgDb/jAF6cKT4l5jTEopi1R1XRTrStcXEVUyIgU1Cj4aW1TzdDmhH30Ifjaf27oqlCdkIeessQjInJnZGJ0zHxwcAlAISUTGcfQh1HVdeJ/llsZxrOt6GAZr7TCMSqlhGI1zpc0OkQ5hTInX63Vd1zHm0XuldWVcCIlzFkDnqtFHV7kxeARE5lppY8wq+O/71HddWMyfP7c/6w6fWUwnmmpyk7a1zhqjbWXb6VSZ5w+PlqSalPBw1V27cX3kaCoLh+nc7mJ/MV1M2p39fTdrWZGuK21USHlgXoV4yOrCBz68ePGFWDVdYkICQXxois4jjSduZO59wvvAyGefz5KLvWcU/3ZYxXvtAE4VLhGlFF68+beHhP4fe2FuPcvvbRrqI3kHlC1pSUSACBBXqzUAkMKUYkk31lXtVF6tNiJZVLamYhCnCRPzGEApcsZWbhxHozUCjENo6lpAJlXDWcioupn04zipp4AQU5hMWxa0Wo3B20mVExhbAcLu3i6TAFHTTrwf2tkUOiLC6McQgnFOqVLuq8ZxTDEaY0oBF7M4W6WUdnd3Y4oAXE/acRyTSGKYzufGWma2lePMpPXg/Wq1AoCilV+ynQTgjBGtFULKTIpSzsKYOE2nE6Xw+Oiwbayi+uDm8ThGATCa3vfeF3/pF38+xUCILFt6zv0m/EEvGyI6Z40xIeR0woglQhE8JbZqvU2ME5FSxdxLjCHEoLTRTAUjQkQizcwItJhPxnGUxN16k1lGGoRl0rZam+XxqnCEJGejNCnlvdda7Sx2Uooi3E4mSqkQkrW2qlutabValbbApQYtbtciGeO0Nm3bCpJzbrlcDn6U0TPzpu8J1ehjySUU/1HXdYwppiwCTd2SUjElZpg1dVvXx6uDWaNf2J38+T/zJ5/m8IFLF/ebalI7Y4ytG1c1oI2rK1tXWmtS7srr17uuH/xIVtsMwvyeZ56Z17VTatI2k9kU2zoiZNHAqid1PWX11OX3v+8jqpmsYkg5Ixrhbce0R3iL3unxqLno+0Qkb/FOHmfcxQGcmGw6G/Pe1egXg/V4Y4tawlaw7ez5T+tiTg98gljQXd2SyJsB/sNea1tc9kRu7DTBgCBcWEBIgABj6ZbF4pxDzJxFKXSmCSGFMDbThnNy2sQxIKBGpbSx2q6OV1oZyYkBm9kCRVCyMgo0hxg59pGz07Zfb6q6Zm2Xmw0FKV1Zxr5Xzl09ONSuSik07QRArdfL9XpdVVVKaRzHyWTSD370IzMPvV/M50R0eHgI27WjEEIBPRDRhxhidK4mIuuQhYXAuSqkbJRabzZcePE+aWVL77AtEhICM5MwABZDbipHhNbavt9w8Ihy/vyF5dGatCLE+az9hZ//ucuXL/SbVZFm5i1R/O4v1imiCrfGVme9grA4Vw19r41TinLMIoWnj8wAAIKQhVHwFHIBgKpuQgyAqBSFEJizMdYY0zTOkAohlK9WVRWLZOZp216/dm1U6uDgoBuGqqpySnVVEeC1a9eIaD6fHR4e7uwsVqtN3w/WurI12Ww2VWVzZkQshb5lmbTWOfcxxmEYSOv1er1er0OM1lUh+BDCfD4LPpXWlTdv3nSuRkTnKq25RrpxeGQdQU7G1YpsZggcv/Wtr/57f+JX/uv/439ib15/77NPnXd23rRmWs/O7TXNTJFNSfq+PzpYjn44Xh77mNbj6luvvayNeuripfPPPXtpb18D5hCMUwmyHweoGiC9inml1d5HP9o+/WIXRbKgMnor9Fl0WbdLcy9rcx+G/l3H43mU0+T/Y3z27nlEZJDbiOn4iLf2pnk8a8Qefug7tydb/sNDpD0fxvrfdcpERG6tzpUtBfRhvT2flMve4ZnuOgtvfsEzl3hr3J6TlXtABukhvs3JVBAAIqjMkYiEOWY+Wq6jgDImc1aEdd0iQJbUTFyLDgAzR6U0lywxQD8M7bS11jZN23c9gChEbXTfD5lVzpAjNLXr18c90BiisrY/OmLhVNg1rg7e55h15ULwzrmu60uEW9pUIaK1tpQvzacz731bNwUid84Ze1KJalSlrDGq1tWUZlrr1fGyrmoRCSlyyp3fxJTquhJAH4L3HoqsgjAiSuaMOaXSb91qp7MSTjmxWCAFoCQtFrNnn3v+ldevJgaF4ox+70sv/siPfNr7AIpYGAGQ7h5WPZBHseWAiojIdDpt6joLFFQuCQKSVkoTpBREhEVCTqWLQxYoCWFdcDnEDKCU9t73/eica5pGKdLOTOaTru/GcYg+ntvba9p2NpttdxKInPPx8fFsNmORGOO661NK667XWjMLco4xmuSEYN2P3aaz1sS4mk6n3scQUtkfpJQmk+nR0VHR8ivIVemojIiTySRzqly9s7M3m82uXr2qtDk8PCTS8/k8hASkY0gAKSEQ0rOXLv7od3/vX/qr//mzi2Y2N9OddrLYne6dM9PGo+QsQw4bTEd+rJSh6fyVL35+efXKpb3Zs5ef2j13Ybaz6yaTdjHTxgx9z8YiUSC6DsmdP//0Sx/kdtYHAETaZhoRti+zPDkM4DRoe8wz3s36P6oZOdOp8L7FTA/47JuDiw9ALFJJjzb0yelun5QnRuZ5dH2Mt37RO8abTu5dvJ0UAAQRKv3WEb0PNw4O2rYlhX4YFBEnH3OqK6eVKSFk12+00ZlzU9WI2E4mXdcZYzabTREFO7+/JyLz+awIc2ptcsrGmBInNk1ztFyCwGQyEQHvg9Z6HD0Raq3SCeumpBZFpNT9AkCR4okxnijBgTZbBbRiyBQREbFISkyAJTVaEpKCYK2tnLPGjj4UIMVoDSdldcroUjpb1zUnzpBjjJxlb3fXEh4fXIu+P7e//8Yb124cHJF1zLmq3Kc//fvm82m3PrYGFd0vknoYLl15Dpl50rZt26y7gQgBoKRtmUWdbFQ1qaIIVDKoKaXIzMxt2+YYfYxlriaTtqBkk8mkNBKwxmqldy4vuq4LIZQMitZaa10WqIAzSmtrbVGIg9J4Xqm2bUPwImK0mc2nRusUti1oikRrIY+G4DWhm02YRSnlnONNv7OzM5vNEFEYDw+P9vb2j46Ocs7aWGOsstY5F6IYY0I/1Laa7UxuHLz2Uz/5o8++96X3ffITB5/7p+NkLhcv+8Vu7+pgFLoalRXS7XR6oan+5d/527/zj/7RpWn9kZeeW0zmO/vnZuf23HRST1ultQ9BrO0YB4Eupb33f2Tn8nOedBBVMr4AAsKISt4dEjXvYotx23gcy3lbR7AHO5DbpuPtJurgvbo+bDkaDz9OmgA+UfXQJzJu2SUgCgMpFFQ3Dq6/9trrwAIgRikiNM6NfRqHUSnVNI0xZjqdbSEjxGKvi8S8MZYzF0jde183jSCGlETkaLls27ZE8Qc3D0r9akHzN5vV/v55EXHOej+mlJqmLbz+g4ODQgEqeHERMyjawk3TZM5IhLCthIoxNrOZ1nqz6SRz57txHIsAcjH3OSWldYxxHL2IgEi5eQBAxGIEizEFFETKA1+8eKmp3MG1K03j1KRadX2IhMpZW1VOf+CD7/2RH/l08IOzuohL3+fpeCSsYDKZGGO8Py44iQCURA0glL7HJWtdXB6ejLqu5aSSQGtbJDwBoPiA0hVAa5NSKvVfe3t7k8lkuVyW2VNKGaMLgEZKHR8ft22LiKvVqmma9WacTCYhhNJkBhEIse/7IhldlmBr7pkRZez6nZ2d9WYzjrJYzLyPOaauG9rJ5MKF88vlartqIWitBWC13jTNdPAeEbVzKSet8Cd/8kdZw6/+2f/+/+uv/ZWwPnIf+XA2VbN3fn9/v17sGFspkX518y//z/5c/7WvfOL55/emk53FbDJbqLqa7OyQViIwhDxkWjKPVbX34nvOX35OqskgKgIlIFDInE5C0beAL/8eHE/CKD1OvvS2HMAtcNBdNwHvPDXzrld8rNvYOrn7f/bst75zBp5MZvvu91ZOL6R0yhkU//Pf+q3X37hiqwkhMEvO0edYItui07vuNpWz1tqmacLoiahQy2ez2dAPq9XaOefDON/dESliaFAomymlHGMIoXKVEAxDD4Ba6aZpuq7r+16kzTnN5/Nx9CllEVksFgBQcoZt29Z1XeJNa22I0TpnrS3UT2OMUqoAO33fl+sWsczNZlOSxsaaMo0FqSg50mKGClgxDMO2ywoCoapdPay79c2DEDbYuHo6zaI3gwfUzHk6nf3yH/ql+awliJIZAe6KGj/MO4YnlcAnckM0n893dnauXj8QACJKXLK+KDmXaoZTneryLU7TwjFGEamqijn3/VBkOIsq3DiOKZGIGGMqay9evFAuN51OmqZZr9eFMrRYLK5dv8HMi8Wi+I+qqqy1rrLDMJSCssPDw6ZpkLCQrBChFArkLABQ1/XR0c1hGBBhNpu37WTT99aazaafz+cisl6vEYEImDmmnHLeP39h0/ksnFKyzkbghtR3fPD9T+3vpZygbX/sj/93DApnFtQZwEvuAE1M05T/i//lX+i+9KVPPXf5ws5sur83vXCxnk9EUQJk0SHCcRhHWy/e/9JTL77ktV1lBAYgJVuqPyMWPnNB/h9g0c6StR72NXvS7+9DnvD+cfNbsf5v8bvcrw7giUzT6Xd7V5L6Ae5ddAd3u+e3YQNBAIVeIgACRboIkYVef/2qDynDaBQhSE4ZRKyzfd8vFgvn3DAMBT0odr8UHBFRMTQlBgQABKoqF6IP0ddNw8zMRpKlbTWv2p0v+n5gZm2tiChFdd0AsFKqbSew7U2oSxPHtm1Pte/rukbEkKKIDMMgjAUF2mw2KSVCTCkjbInnpX8AIjrn2rYd/FggDhEpMW9JGhd2TfE0fd/HlBTp+WyHgMfOV85O2gkpe3Cwqpr5OPSTtv6hH/z+T33XR5kjYmZJChUgPh54cLq4J0ldqaqqfGWVcwF9SpleFq60LR9hZsTSL2EoXwoAStakTEhtjVImch6GoZSGlZ2ZVkpyRoRTNb1CGRKRnZ2dEMLu3q7SarPuitsuEhqWtJ1MU0qNqy5fvlxyFSRgjCrJ4bquQ0gAMJlMco47OztEytqqJOoBFTMX7pCrqtK9QGttjA0p9X1vbd1OZ4Xn0LQNxO5HP/2D08r52AtSLwBZADSAImBEViITV3/zc//s2pe/8qnnnj13YdbuTtxipqZNcG5E6plGUDSZTT9w6cLFp3LljpNQNiiAxABcMvVYQNA3t/dKAPAetJl3zz7+24Vy3zEDD3/aN6f0TgfwdlW9PqmkwlseT0Da4Ul/l1uYKixMWq82w8vfelUb2zQNgfihV4piSgBQVZVSar1eE5HWhoiWy6UmVUjozrnNZgOCxUwXKJmFTw0TIhpjGDDnXBpXEVFdV5vNxg+Dq2utVV27UvAFAKWqaDqdFmdTHruCaw/DUELRlFKImZmVMt5HEVSoAcUaQlRFgaBAQKfJ1VJIVfq6FKHpEEIRqCkVAKVKlkUW86m1NHZ9jOP585cuXHzqS1/5BqAewjBp7d7u7Kd+8jPOmhS7nJMCJYzbVUIG2eJ+j7Qep69WaYOzt7vLKSdKpAzBCQEUOHK2Wpf0hlK6aP0jYiHjI2LbtsaYcRyVVgBsFJLeZt2KrnVB1V6/crWE87t7O4fLY6UUc151mzI5KinrTIq57C3aulZKDUO/s7NTJgoRnbU5puVyOZ1OT8ignlmapk4pWVut12ut/TiOPkbnau+9MS6lNLW2LF/OAkiV1qSND5mZXVVtNpuJszu79Sc/+fGQRiAUBgRFCCKYAEFIZ40KWCRzWOzOJud2qqf2cDZJk9kxuWzn7tz52WJ3d7IQUyWgXgQzKEQExtNE78lWrXR8KS8YwGPU8H0bxrvGsj3kuMWh3nUH8LD5gCc48B1l+z9AygIe5KXfpvUue18AUEpv1seHx8fGVWMICiVwBs6Vc33fW2tK1I+ISpHSajKZ5JiKBkMpoI0xOetyzsMwFDWb9XoseMUwDIZUibiZWSSXTwHAOI5ZxBjT94NSWmtKLN3QK6W6ofcxoCLSipm7YYtcS9+nxKRMGjyiKkWndV1L5mEYkDDEAVhKk5NSBgWEpJUmAwBKm7K3yCmdNoPs+x5EYogs7OqaCFarY6vogx96f8585epBCKIMWa20hk//4Pd/5EMf8OOSEIAUJ1BEAiDwVsUKC6+isu7cuXN1VfmUAEtP4NJSGHPOGVGRAgBmLqnXkiUuOFhBgWKMBdAvCBKf9P7dar4qdenSJRHZtolPadtLkqh4hQKOFRXuvuuytVj6Cnjf9z0ostaOOc+ns77feO/rkxq06XR6dHSUs5QWPSnllFIIqaqw7CeMMSnGbV9irTMzKUVKTaYts6Scd3f3JrX9nk99bDJpU+xEEgKCpALOKFCIBKQApIvhhY9+9FM/9dNvfOl3XLV7/tJz2C6mexfV3n42NmVIoIBJSKBE+SJIRfpQ3UrVJXlTkuYJMq0Bzvj1RzHZD0xEP3J48aTGE0Ej7tcRrJCKnjhe9mTH47rfezq5B57tSe/gbilWKi+DCFy5dvXw6CgzxxgzoVYqpNRtOkIowjvAUvqinPbPWq/X5QcAyJkBYLlcLhaLEELpNVigjL7r5tNZjNFZK8zGGO9jVVVFOTLmXFXVarVGpBBSykxKMXMIgZnn8/lpxel8Pg8hTCazEEKKUSslQMWuccp935dpVkoJibA0RfIBxCgDAIXGTmrbHLH0fC/QPwqU8tq6bnb392JMANy01ehHY+qr129YOxXOiuTpyxd//rM/IxxPGIOoiAS2BcCneoWP+uCdBgGFlbSzs0tE1rkQMm8rgQviL1kkpWitRaAQAog0VVXy5F3XWWsVoVLknKuq6vr16wWXQ6VLR+VSPHx8fFy0NI6Plq6yJbVQsizr9brskF5/7Y3ZbFY0+FJKzm3bJISUtNYIcHR0s+yfyv6j+Izj46Pz5y8xs9bCzCGlqqoODw/runbOWatL9cB0Oj08PGTBtqpjZhQZQxyGYW9nF0g+/OEPC2fIjEiCDCgCjFJItpmJAYgFBlV/8mf/0Es/8MNilasbAi2oegIR0YAaVJTMBd4vjdUYCVFOluh01gXKsjEWXvw9HMBj7+pO//fkDPerFX/HrMHjjcfzAWdj3HuG+YIgyIAMcPrvCZhvQRFkuaNFlyAIApci2PufQcoxDMAi+e439rAtwM4eRgAk2zZDt13rYca9DpMzE3j6D+Ck3u3WBwilMEC1unnzcOhDzgLAwLnQ+wCQiOq6ZYbEed2tD4+ONpsVojRNU0DkcttEmDktduYFV9lsNta4YRgk593FTulbu+m61Xp9/fqB1rrrOkDwaZu59X4kosEHZi5K+iVLudlsCrJUMhB936/X681ms1qv+2EAYO8H74fB9wK5ndRaUwH9gQiIBAsgQ0VeoqoqpbQIFhECAEkphuAZWFCU0c45WzVNU7WtSzHu7py7evXQ2klI2TqtlPzMT37muWcu+qEjUCAagATL6gsAotDjxY9FYBkARFhQ5rMZIGqliQhFNJFRSiNglhy8AiHh2tnaWeAc/Xh8eBNF2rq2Wpep7rp+0w+ubup2gkoXkdEtFifZOZczW1s1TQuCwqKUEsmIW4pRce05paaui2CcUrrk55l5s1lprfp+NMZZW4lgeRKQoGmalGLf94g4jj6lbe+Uuq63SYXKEYAwsBBZPYRRG4WIIFA3tQ/90xf2L17c88lnEsEMAigKxRaAHohLQE+AGaRH0Xvn9HQ3KReVjgggQIKMkDADAgkoIQIlgiedOs7alq3dRxEAOfEND2l/Tg7DfOvxb75u5R2/45GgM//eHLLV17vnReXWcddDzr7vt515q6n8CBbmdgNyx7e4z6N+y2fPZs4fSQzu2wANPcyQ+zW0ebTxFlhPTyJhvnUIHEP88le/kjgrrbWxpeq0IMJN7ZxzzJk5O+diCqX31maz6fu+ZIMLid5733WdVqawKodhqKpaEFebteQtj7Oq6qqqx9HnzCkHpbVzCgCapgkhGKVLONk0DaeIiJPJpAAUp7INkqGu6+K2ynXLdqEAFynlzEUyYfvAtW1LVOQKbM45pqgIu26dUsp5K/VsrSvKCta5FENllFhnjX711deHMQpqY5Rw/s7v+I6f+emfHMehsG+Y+UmFYyd53e16zBZzbUwWsNb1/VDgMkRQSmkyKaect73gC/nHGFP0nJ1zIqU5sGORwm6y1pZqrJKiN9oaY8bRW2vH0SNizrFpW+9HpbBs6bz3iEhKXbl2ramq0mM555xzJk0AOsZ0yi4tGXtmPj5a9n1fcjAFCZzM5mVnUFI4zLxZrXyM2tVVXdvGiQihrduFj0fGaqPpxReerSqb04jbBC2e+VeStm/OOQMIb+1mWYrTv50aubc9YJaz1zz1AY9WYfsksIqtuB4iiuS7eZd3RZ/ad501/zdh3CNqQABhYSB1dLj62le/QUqhIiJljCHCqipvrl2tViUeh1KpNJkUCqC1ljMTqqZu/RgIVQypMNFTYq31YrEgVDnxdDorfJ5SLgQAxaYX49V1gzGupJSLKQ8hlI5gN27cODo6KunZcRy7risM99IxpqqqkhbG0sOLCBEKwT/nBCBKawFQWs9ms3EcV6tVTnEYutJLvcjfa22KJS3IxvHBjddffaVyVYx5vRkAgQid0+fO7Xz2535qZzFDeFOg/wmuUeF0lhne2dlZLOY5JQBApU72FwhUylRAZEvMpZO29SUTW+TejDExpfKbwnoqOhkAUKj66/W6kESVUtPpdDqdxhC11s7VAFB8OWw3dlTO0HVd0dwumfwQ4mQyca5CJABIKc1mM+fcfD4HgLquZvN5SKlconiUmzdvnjt3joyu2zaEoLQSkcygXSUCdeXqyllD73nhOZKEnETyKWi5fYzxLvhMKYY4LYm4c2K/TeydBxrcNw+4Eyx69Mvx437wSY777FFOl+bR5KAB4G1ukPLgcf+n6uF62pwBeR8CcXr4e3uYBPIdB5ztDLcFgH73C1/8+suluVXOwogU/KhIcUqVMyVTCiAxJxCYTdvgo1ZGRBilQASF0X9qOwrL8OrVq1VVuarKIkCKARVRKQqr6ro+qQ4rVH2lVNlPlP8Ow1B+M5lMCnm/eAVNpgT+SmvvfbF36SSjm0847FVdZWYiqpuq67rDw8Ockn7zI1pro7Q21uacu77XSu3s7AxDj5yQcwy5H0LMrIxjEJH48Y9+4Pu+5zuHfiUnDbye4A4AzuzNRWR3d2cbs1fmFLgjrQlkq56vShdPNsa2rR7HsXjBEuMrpRqtS0/5reazUgBQmKCFmlWauqSUDg4OptOp92NdVwmzsPR9nxMXopS1VluLIqUuLIRQOoLFGOfzRVm1Yegnk4nWdhhG5myMG8dx0/UsUpzNxYsXT7s0s0hKSWujjanqWkilTGPwzlXW4LOXL7704rPAeatYuyXX3suYIpzo0Z/6zie1HPdaozevfY+Vv/X9vb3OCR5ui39beHFfm3B70vjk4LPEkwcmlh98e/e3S3f+9V7YxuOZ8vtAUe/cuOsUbCXmHuKD7xrm1llUjkUkpfy7v/ul5XKttUGE5AMiEqmYQsltFGNRPqKVKr3aRaRIO7RtS0QASKRL1Vuh1SulrK28D+XnEnQPw7habnyMwzgWSDrnfP78+ZNuvVtGY0rJagMApUCpsIaY2Q/jOI6FG5pzLqQXRCyokYhw3sJBRhtFVDLVYfSEWFLZzrm6rheLhasqZiHSzMA5i/DNmweK8ML5c5cuXrKuXm8GICUiVuOFc4uf/+zPVE4z51LN8KR2ALfaFISTaLptG2NM0asq7J2cMyMgoQjeqsIvJcVatNhKhI5EBYgDgPJxACizXZRQC/epFHMYY5TSKXHX9UppP4ZSb7HZbJbLZdd1WWTddT4GY3TXdYUM6r0vbB+ldKkHriqnlMo5aq0ns0nd1NZaW7nBjyFFHwMAjD7ElLQ2xd+llK21RlulcOxXH/7geyurgBMCgCCBupU+h7cC6LeYyPuj509upU7TgXe1Bg+40EM+M7cddt8Y9Pbn57HHW/n4ve7wzj3BW4zlvw0+4L5Zl9+r48SEASJylpsHR0oZAWFhV1UpeqOURlXM8eku3moHgOXlX61Wfd9vNpthGAp+ctKxhE8rhK3VRdBmb28PAHLOSERGr1arU0MfQnj99Vdj9IWHA2df5pMKAK11jin6UIoMypEluiyphWKJSs5AKWWMitHH4I3ahpLFZjlXCDO5bFO8D91mA8x7e3t7u7sK+cbVN1IKmeXrL7+MpEUAUSqnfuqnfvw7P/lxPw5aqbNh5lv3Abd95ZLJmE6niJg555gKDnPqcrTSSm3Lhodh2Gw2AOBcVVU1IqWU+77vug4BC+BWlqOQgtq2bZqmiEZYa6bTljkV+pBsS+QgpVw6aMYY67re3d0tvtkYHVMsfd5DCIqobCZKNOC9H8cxpVzXdTnb0PelnWRd18UPnT9/PuTEAKRN13XzyTylzAJt24pIt15VlfnUd348xpEliwCCklut/CmD516P9Ftci0ccd8/l3jFuSSafCc+fyN2+CSLd8fXpDsf5To+7vh2PAQG9veNJxHH4hJbzHRjbqOH0abHW3ry+vHrlBoIKIRitNUAiIiKt1XTSlhzvOI4iSEQx+pS2Ol8lZi/VtqvVsnT/8N5XVVV6hoSwzdyWllJKU0oZgEtSsZQmlbpQpVRRGcyZS8RaUouSOXKeTqfqJAouVWmz2ezw6Kh8FgD29/eLfTTGgKAPAwCUQtlhGKiwzUk5Y7VRWSjEFL1XSgEIISjE5dFNreCpSxcYpNRDZAZrjTX0oQ+896d/4jMgCUD4jObP3SwOPeR2+z6DmY3W8/nMaM1CwBlOmhKnmEs1xhb6L4pMzD5GIt1O5zGG2aQBAOZtVrloOZSdQdkcAECxyEXyoZQft+2k1PQ5Z1erZWkQVjIudV2v1+uck3Pu+Pi4zHlOqbSk77puZ2enQEwAMo7juXPnUKvNpmfhEjoUWnBZi6qZrlbdUxcuxRQnbauq+mh57MeQc/johz46bSuJPZKSUpIlpwjG75Fxu95yGQ9PZqETfurD7C9ZtjjZ21To+7Z89gEOoICg5ed3BjO5V7Li7G8eiH+VD73LoJ67D9zyJvAke4FXr1y7ceOgaVoylGL0wVutCdHWdYwxjN5WrkSRIuJclVIs+I+cKNIU6BkAnDM5O2b2fgDgrutms1lKqeu6YexLnRG82frcDsMAAE3TlJAWEZvKAmDMqa7rou653qyBpQgHaa37fkTEmLah8Umzcil4iAj7MbLkrZKlUsYYo2yMKeeMhDGlkELOLALWVuOQm7oehy5HX5lamH3KIUYiq7UmAmPoh37oB555+lIKPVFZYoRbmW0PosQ9xKKcFYMSMEZXzpFSkhEAioM8hdELlnWSMhEiTbRtE+acHYZRpPRaiVVVLRaL5XJ5WpJdyp7LtcouTWvtfSxNMY2xpTjj4sWLBbIr4NJmszG2mU6nfd8Xg051zTGJwGKxmM2mOecYfUq5VJYFPyJi3/csEDOf1mA3dR1Squsqxti0TdcPiiXGVDc1Zfzkd3yEMCfJJFoEiNSZ944B6LaGeG8x5H/Ijz8QWTr7viPeh/xzmg+4e+73zpPf25LcEmTcIxC5c9DDICi3fanT27iPGbzj9/fjsz54B7DtyyD3moJHk45AOT34ZN5v/ejp/95rd3m3vdWdBz3AvZ+xF6eXf5vgrPtPDoIYQsmQBFihQTDXrt1MIopIAXHKihQBBj/kpCaTRmsqcffR0VFVVZpU3U7GcRQRICzo/BjH2WwWQjhaHc0n881m4z1nTinHYexZslKqqdvCDY2Zm6ouyINzrluvu66zxqbEkfN8Pi/lRYUgpLXmJN5H731m1jojivej0hSTzxwBLAAUqaLj4+MYoohwBhByVWWs2YInCuuqFkQEVEQAMsaUw5hzaZIOiEBKT6a7N199FWQrw2O1/eQnPvLjn/l0TgNzRFKABCfy/fDmW/FEl5KQUC0WO1ppY0yWbc4DEVkyZ2naNp4gUSIskmMOpEkpBILS4zex+KFDgq7fkMJZM405GWMObx5qa0rZFwCklIyy1tki+Eqkc87j2F+7dq0wO4uHRsT1agOC8/mchPv1puBy5akurqK0n2TmEBIIZGFnK2NM1bTr9ZqUmkxmx8fHzaRVymoy1w+OXNMo0qQlhHBhb3bu3J5wItKIWL7X2UkBeGShvdNxV0v6EIwMeeB+7uTMJzs/oTuOv8My3L5LOLtr5DPBxJsP1a33edvD9mbx7K3m5a7jtm4wcHrpswrId+afi1DVrac6/d9H6D8sIo8AAb3LQ+nHGPcNEB77hI92RhGBN1teYIjpG998ObMAYvRBKRX9yIgppwLfh+gRscTvRZ8ncS6su81mgwLTdmKM0ajQWKmbguw3TXO8PJrNZoUOtNls2mayZaRg0R8mACmlBiEE61yG8PxTzxwfH5cm7wBQVOwLf9E6Vw5G4JSSCE8mE0Wm5BvGMRwdLRHRj34cBuectbZp6hBjyV4IAJIiopxYa5NDjjE5pZy1MYQxdogynU5H70PMSlvSRms1n7d/4Bc/u7+/G8d1mW4AgDOhyRPEnc9GXsaaqqq890qD1rokwLXWApRjzlw6xYvkTESz2UxEur6r7LbPuzaKiJSmqqqKl10ul8y82N2pmyaGWD5SdmMoMPihrl3Rmi50/1O2bjmh974ASuv1eug2hdrPzIeHh+fOnTvlRMUYc+a6bhDx6rXr7WRSBFadcxNjM4sxZhh85UgZu7uzJwp775XSCePTTz+1M59zGojUk5rSs3N7pzF5y2t3luFzLxbmQwaLJWj7tonQ3ctzvB3P+ZPPATwQw/nXcbyFlA6CQIlhCZGWq83XX/6W0pqQUs4lvAVkY3SRAAKAAjuIQMH3Y4xZeD6ZFU1N59x6vWbWw9BXdaVIl+dmOp0W+FhOesCWUJFIG2OY0ziORqkgYoxRWqmkSt1vKRoqmEZKyRgrAKvlsqQcEBgVTWfz46NlXVlm2Wz6vu+NsQCQmZumsZUDgJjSaQ1U5ZwAxBj9OKacUk4oAkqMUUxqNtkhhTGlN65cUboujbKV4k9/+vs/8YmPxDAwJyLFORMpuH3L/yTfzzJ1CDibzbTWIUY+82ZqrYElpoREtG0UwwWXZ+acklVaEIwxBSwqLV+YZdJOnHP9MKSU5vM5oBBSTCGlREIFoiGCnGE2nSg1N9Zaa9fr9XYfZlTbVEYREanJpNSHl54EW49lTNflghEBwDiOs+mkbtrRe2BJMeaUQ0gCYrVuqtq6ujSEqawLMRiFH3zfe9rGxXEsWesHvsVPfOafSP7m5DwPOR6AZNz3Cz4CCnL/cZ+rnE7yt8cBPCSkfv8D3hlc/oETdOaAJ8kcB4AzjP6HGgjbh0cEgOjV19947Y3XSVFKggjjMAhk56zWVNe1D6NVtgSAJdFXDPp0OvXeN02zlf0KAUWsNsnHLFKOLHqcfDKEUwiBWbQm5rTVhiulTKgyg9b6+Pj4VI/spF27uNoGn4qSAQAootmkhS3or0c/aGuU14iYYjbGWmtEmJlLDzIRKVIQAhJC0MaknHORKBBWhDGkEPJisbh24yCLiIhWRMSXLp376Z/+TOVUTkOZs8LGgdsTAE9mnH1EM+f5fOaczRzyiZqCiIAAEsWtbFFdPGLZIoCwJsXMgKC1FRYyNoRgjSudewFAk2HkmEJRWGqbZugHEVGkN5tNXddEsF6vjdbNZNJ1XVH6FOBZu43lRSSEWEL+UuhXujFvKzNOsvrDMDBL33XGOSLyPtRNU6IB52pX1do6zNJ1AxJZpxaT9v3vezFFL5wRt23uT2f7PjP28EtwjyPfotHnJ1po/FAY/V0dzKM/inde6E1o/eRsZ0HOhx/3283AY4Sucut41I+Xh/X+B9x2ubsd9ZCUr3d04HY86hMsRSWhvPlvXLmyXG985iRRmNu2rqoqpZBSKhsFrbUmpZBQIPqgSOWUxn5bf1s06GeLRVXXly5dKr9hZu9HfdJZ0DlXssRN02itxrEvCHIJ9FIqqpGptPpCBO+H0z5TSFjEgsrx5VScYb3uvPebzSbFmGMqV5lMJs65cnwJ/AGgCOKXh0ARjcMQ/EiIlXN7uzspjRzDdDobQuz6ARUZY7SiprI//9M/8YH3v5izF+GiKAbCp5v9t3VjjgBFLG8YxlOoPaWEQFobACietWA4IQQUqasKTlxU8dYieTabGaUUYoxxs9l0XTcMQ0qpW2+iD0M/FIpn5lQ3VZEFdVXl6rqQfwCgdMtRSpX+PKe0zuJ+jDFN05Y8yny+MwzDcrkqM1Mk/IqLmkwnzLmAyG3TKqW0UWVbWVVOE7z4/DOLWQOc7kiuvN3jSdExH2Gcxm2liPrW8S4yL6fjsaLnu4ogAQDoh/iS7yjZ/yGes3fhqrwpNvKoy3Oa7CHSIaRXX3tNEEOKGiF4D5ZiCohojA7Be+9TiIV0aIwZ+pEU8kkwuF6vS61/EXXIzKiUsdbH0LaNVkprXWQktNbIEMZRnXgIEIknKsREikWcc+W6SlGMvrRA8d63Sk2mjTUOAEvl8DD0MQRSKucIsO1oGGPQWgNI25au8RRCKOoRBRLxPiCiUuicJdLOua7bpDBqRZJldbwBIa0MgChFH/nw+37sM78fU0QWBHXaM/CJLuKt6/JmbpkBsWmaqq5iKqJ4JMKF1F8wt9O+CCf7pJIvkZQSGVJIBFg0eWKM7WRiU3LOpcSIVY5pEzaFNFWmzlo79EMIschpFFnQYq/HcdTKlFoQABiGAZUOIRSZh0nTFOlpAClYU11X5aI5887ODpW0f0pVXQlj1TREFGLMwMZZDSqnCJA+/tEPWI05JEL69tXb3MXs3BvWf5PJc8ZXPSwsIyJvp4O7p/28za3ejb3zkHTVs2d4IE714H4A79wokdvv6TzB6QZNBBDpTILrIR0nISIgINI4xtevXM0siDT60SlFCIRonZ1MJ8U6+KFnhhJQb8FZBAEuSL2AxJSyMBCuuw0RjcEz8zCMbVMX3KDs/YElpQSIMSWlFIgUGuJ8Z2e5XJctP5FmjgVZMs4m79u2LSLGIlLka7pu8N6XXueCaG3RtEHOjMBaYS4bipTKdsQonWMCgMo6RIzJQ2mDhdQPvda4u7N7cLAcutG4ComIcHd3/os//3MXz++FMBCSIIkg4FYz8ons+u/69p/GziVrMg4jEQKpELxSW5mj4oxPcypy0nWHhYtrV4AImFI+qc7ThND3ffls2TNa4xQpbXQpq2ZmpVWjTaF4lkqusiKn+WcfIgAyi9ZbfSHEbWvHEGJpLdl1nXNVac/AAqvNxjnHgKQKywrruhKi6XQqBCFLjkyKLl946tlnn2ZOiKU33cMaoNvm8KFzgaei/3jHLx+8Ro877lTofHLnvvXEZy5x+zXumgx/8Bkflv35UOMJ9MZ6SwvzcEIcpxd6F9b/IskJ+AO3ilQDnFmV+9w9MwuLInX12o1vfusVFkk5baP+GKu6Ki/zer3OOZ524mVmJFAInLKIhOhHP1au2oK/zgEhEBZkoFTnAkAhDp22HjRaN00jOccT/s9msyFCEWnb1lgbYxrGURCIqG3b+XxeIt/MSWkax7F0ApjP59PplHMW5uC9MBujCnIFAOUeCpUlhMjbDpEhpZRyttZWruo26023EhDvffCBlBaAlFLlzI/88Kd/8Pd9f4wBEVkKEvYApv99Zvuuv8czS3grSilKKdyWAsEpinIKgRJAjtEZY4wpDqBkTZVSpFTkjKhiTCU3U3Zmm81m0jQlhLfbHpzKWlfmo65rP/oU8xbeMdrVlbambpssnHIu7rbUfJVbLP64rAsSlakuVWPl+1ZVVdLISqmmaXZ3d8dhIMQQIiII8Fjac7pKK3Xp0sWd+VxyQsEH0qnvM6t463jgCe4id3z/UuNbxu0KP/euBXnSLOGzp5Z867dgAAFkgSyQARlJkAAJShiD9Mjm7ElYwFvWVD/EDD9ZyOWWTQpC2cnfjRZ2Un8At3zt+2yLHmNdn8RXO3lJzgKmj/BpBBIAEUTz+a+8fLDslXa+W2nCjKSsjjFpnZq6NcYSYU+jAKzX62JBxhBQ0alcsI9+HH3BiwGM0qrf9JVzCqmqKufc2A+QebFYHB0dIQIpShlizplZEKumKeROIgDgzXqttXa2GoZBEwJIjsEH33W9MWYYRmsNq62qTxE6ttYuFoutVA4D58wpClLZHwEpIBFgBog5V8ZMm4UI+6EHGXYW7WQy6ztOrP5/5X35j2TJcV5E5PXOrj5mhuSa8nLlNSnTNyXY/oWCTcMUISwlWqBt/deSaNO/2QBFkcvlbM901/GOPCL8Q1TV9D19zOwBJxqNqsI78mXmi8yM+OL7yKGxJILf+cfP/+ovf2IdTYN4b7gwQAGVprpzj39HL9yx8roWggJEQoSmqiwhFxZmY70Ig7AlSqU453h3orbejhSIEZERrLNtFay1OeeDo0PlDS0xT9OkAl4AoGa97w6UqGmaJudCKeKsyyURApdch1CHSjn4xnHsFwvn3OnpaX/QAUBczXOcqqoiZ2LJJKBUoOv1OoRAIF3bAOE4jHGa2qYFoL6r67pRdNachCF7Yz768NvEGUV4O9HyfXJ97hEkuAEv/5ZyKUXoOqKfb7rs9XIF13/bMXDNQ3L94LvMzq2PL4RvVrH7ZhS4YPRuOfdKm+/RJY+eA2449ytBBYHvZh//JZeLi/2HzAEMwMb49TD+zd/93TTNQOSMtSicM6IYg+oZyDmTwS34cqf8Vdd10zQaZQUAY03Xt8FXZ2dnIuLF4y5tZI4TS0nTrNwyui2AwnXdEm0B5kojqg/S973m7c7z3Pd9CE5EdioCiueBtm2H9UqES2FEUL+QspvplACAXMQ5R9bmnMdxCL4OVV1KFhHVj3TWbDbnJQ/f+tZHJdMwvAZERGLmw0X3s7/86Ucf/sE8jc65kuOuYR8/XO7TNfuu3AN+NPuhcM4pg5AIIEARoZ2EvVJh67ZAk5y7vlW6ZgVoqW9nGAaVAo427UXkYccgPY6jcrgeHBzkHFOyWtlxHLuuK4U1Q9hvVSG33MvzFGOMTbtVBNKQ/vL1WUppL+zMAMZpSpdUTU1I1nprDCL2Xb9ab7wPUKTvmo8/+k4qMyDfrdL6VdyMP6ZcNLLvBHV6z3vhnff64sKcX5WA6gN2e28rX4qr6Cl31HH3+atXv/r7v0cCKdkSWEJDYM1WfdB5WzhrNpDZveR1Xac5lpT0zTfGIGCOCUG6rnXeCrBGXJ2zADBNExLlvF17OuemcSwlaxxYcSB74Mrp6WmMcRjW0zToJAQAGodwhiyRQRw3G2Ns3x9sHd/MOlepf0n1AJDEejdNI4D0fW8sirBGBZgZWOZxAE7Pj0/Wy+F3v/uMIYMRAPTe/eAH//pH/+lPU9Kgglr/d7mFv0+vaWuEugpVCMFrxAUR1L2moXKdybz36n4RYGO2CdsayNWZQB136gpDAmvtYrHQ0Asi6rlHR0dbdgci74P3TmUjN5uNgCh1BCJq2Fnte0ppnmdDVgkBY4zL5VK9PYvDQ3K2gBhrrLXTHJuu3Ww2ApC5MACDzHOs6wYAuOQP/tGLxWFb0k5i83ab+PWJ271XZNG9huK9jcPjkY2Ptj/vfQdwsWZ3kPVvnSdKFfF+7v5FlofdFw1a95tPf3e+XBEaJLAAJU3G2KqqRLiqqnmeNK/n6Ohos1rvmHbEEHnnp2nydaU+X8V9I2JbN5vNphQWkXEcnbfOOSishylf/9Hx0RzTfp2rAU81UkdHR+M4Wu/KhoFQ7bUqiVtrUZBL8c5tJmU8blJaaZUQt+yYXXeQYlquz4dhLQKqC6ZbDWVDe37yzFtzdvayGDDGzZELS4ECiITwzRcv/vt/+69HhwdpHtWxzqpPqY7DdzROLm7Xbus1RGzblpAICRBZCgAQkgozKMZJWaPneS6csYACq7yxxpsxKkszKdrWGJrngohVHaZpBoAQggAzs+6uFCkLAC9fftb3HcA2+3rL1eycEn82TaMeJCXgY2ZnPQCWUoZheH58MgwDCys9eIq5FJVlLi4ENNTUTdv2DJAYlsvNybNj9vO/+hf/TDgRKq8/3jEBPPrN2oMmdm379uO/KBDqm3ve9NSXkk4uHnN33e5X8y9tIf5ubnxx0S1XCvKbvwfkZ+1+eVR99q/0V2Gdsh83N1YGBUBQGH7z20/Plmutcc6RS/HBAyDvRNiVPb9pmq26OrO6GnQtjyzjMKjtVn+RWgdr7Xq9Zt7idgBBeR2UyXnv3FB+iKOjo+Pj46qqEFGFxUVEj2/bdpsNu0VzrmKaWLImFuW8haLuTdLvP/v81emrs7PXykDZ9wchVMpmc35+nnNu2zaEsFot4zweHx+TdcvVAGgNGWdMcOY//+iH/+Zffj/NE2wzpYXuTzl1736/eOTFYXPlCsrIrwTdCKDEpYBv7Jd6Y6y1uuQfN8O4UagP1D4sur72AbaUqEOM0ziOr169Yi7aXEr01vd94awaL9baFy9eKIQKEUsp1hgFHfV9r/Ox+uvUAaVbLufss2fP2rbVvgPAcRxTzILAwiIS6orQVlWD1iw3azQGRMhQSunZ8dEH33pusADne8Ez7l0eGpO/ctZ7s/4ocuXi9xEfvqtcf9IvwAQ9pX3e5Q7g7fUgzd+5tVEQUViALryT77B+X1J56whAwjmXX//Dp4XBIBlDpYB1DhGVwhcJ4rxDiI+jyoYAQIwxlUJEU4q6Nle0j35QDhmls9f5Y7VaEUDbtIr3L4UBtqpSzrlSci5pvVmpcdGsXSnqnVAP/gRAzgVm7g4PYoxAoNuGLXjRGM1xVb1JFUUxzopIzkUFsAozIbZt65w7O3/tLBwcLI6Pnr38/AyQjHUC7L397nc/+uknf2YNcnm/S7+3BGxwaww0DwDOlkIoRRDRGMMlM4MxpKSbOScBIXKOTAbUOVi1SpSs2yA1Tdt13dnZWUolpVTXDRdeb1ZKBK33jDGqVow65ay1Ctwib0IIiuuvqkpZndXbtl6vvfd1XZ+enhraCv7M81wKL46OvPe5bPXX0ji1bWeMCaGOcZVTcs7FXFDKx//kw5OjvsyrHfLza/byvQ2CcTUKfdle3bHXgb3L/oEI77cUeUPtqdPGY9Jyn1iHp04A8uDE1xvkdS7uHmCP/Pn6DL8H7QGvDlABMmZ9Pvzq17+xzhcuiOCdc9agIUD01qYcdX2nFtYg6ecUMxlCRPUM7G/nrHfWp5SsccixlEzOBucs0WYcU2FmAS5V0+RSNPY7DENV1yJ8fn4efCUiy+VSIf/qF9J8BV3gZC6rzRoRjcE5RmstILJISSlUlbE25RzqSkSc91yYRbbOKAYkFADjbL/o52l69fmnfdsOY1ou1wXEIFjrj44Ofv7zn330nW+neRRR6gUEQMErL5427PscKAKAwCBVVYW62hE2SirZ7XgfFcoJKIWL7mygsE6920lUZJqmnUxY9CHshDMdIoTKd9wBgB7ftu3rV6+NqTQrWAW+mHm9XpfMzjmV7tEBoFtDZezQiaHve2ZZrZZdUx8cHKicAwCUXETAubAZz6uKmdk59/z585TSoFF9gx9+9AcCGaDg9i28Kwz8OLfM1zB0fB199JbyMBDgpfXHbYyet577wGPketXoqSHTh5yuy//rx98IGVYC6vea7XlrJd91uQMQjQhE9vPTV7/99DPrHHNJKRURQMylAAgSKgZffcQAkMvWIxRjrKpa6QEUTRhCaOpWR5WKljRNMw5TXbUaY6xCUHpn5X9WBIuKEU7jqNd03ulyUpeusMOoMDMioTEa/NT8Um0uhTbq06n6OQDo3DHPM7B4F5z11lrngrWuqqphs3n16hRE6ro5O1/PqTjvRVAE//iP/+2P/uMPc5wQANFcwHRfBHc/0vF6ZcBf7JErbkz9vAV0EjprrTHbFSAXbWTjDBAaS6p9pgzbeoWcs+x0GkIVBEpMk5SyE7EX711KcZomROy6Ts8ax9FYQ4Qqrbxar0WEiDQDQ3XBmqZRj9Pe86PzjcYqcLvB8sMwxJzUiUdE0zgCwMnJiTUGiYZhSCllLqVka01/0J0cH+Y0gwiL4Fb98VKjXSl3tP9DO+Udlnve5dbDLi0yrtIf3dPmPuhJbzr+qZ6o/ZUvfr1xYiJdaD+hb/BBkWtBALpvpJeUKvNS3fDava4KFD/Q6SbX9Y0f2n+PO3EHCxMGfHm2GVM2BJUnxGJ8SCwogixcGIHUpZtSOuj6kotalrZrUoqq/1dK8T4gkHJ8KrCHhTfTeHB0OOdonBNE65ya777vlS9evRNE5EMAgK7tp3HaMQjNPvjuoEdDvnICZZ4HFN7W5OBABIxz1vphmJqqBUZLrq2748MT51xMcc6zcXaKswYq+35hrUcyUrjMs0zDB89f5Dmvh8GGiqwzFj789vFf//ynlSeWzFCuzZr78WYAzEN3zVe8BDda/ytFI88EWIcqpwwC+nXnZIcYY8qlCANCKeXw8DAE573VVDjF/zjrQMjZIAKEWPsQrKtcRUAIlGIeh6lk5iLeBe+Cc37LG9G0hAaBnN3SK2kQOFTeOuO85ZwODw/6g65wrqpqtV6nnEspZK0gWes3w7RarUIIx8fHOicxgKsCGUNoABxiKCk9f7boGk/AAEQYWAi2mKtLQaxdb/C1v5ub+qZRv8fv6wG3QV/o8h/szrp4xzcLgp0L5e7jb67bpa8Xct8uJ3bdXG57zN3vIlBuPODyY951ZZ0hEOXirHC7qblx8tjKJl+fbHbCDl8ff8tXudwc5n0L+R2lzH/zt3+bc0EUEHHGGEJrTPCBC4tI13WqEKIBw/1iEGBLNayBRzUN2sE5p6oOIpxzRNxmsQ7DgIhK7aBU0sYYjRkIcEoxpVQ3Vd3Uuqhsmma5XKkHYxpGYXHOWWu8dVxYyQ+mad5qWhGGEJSQ8vNXp6vVSkC48DTPzrkqhL7rSkmlxMq7FKdxWD07PuYiwzgRERIhYnD2L/7ik3/+/e8xZ0MIiCLlpgRLvmWg36s8dLkjInXTLA4XiEiIxlrlgBOR/QKcALnwvgu0TbquU0iPxlR0rt1sBgBiBnXlC7CygSryZ7VaIeIwDKvVqnBmZmWBVhiuiOjKfbPepJSWy6VmEijDUkwzIS4ODjQrOIRgDNWVd8455zQ8A7BFKNV13S8WDGCsAZBvf/AtDejsOa0A5JrPbTdm77HGuvWYa9nFT98ZPHrF9sSb3n2pp7lWbrjaE86+1OYXL7WNAewwmE+4xQOLPIoH42tX3vaMKEC/f/nqf/7il3GOUAwBGyJmroM3AFQFQJzmsaorxRo6Zzaboev6LQoIEQCUgyznbJ0pmYmIDGokNqeiVh4AvvGNb0zT5JzLcQ4H/TzPOUUF9vjgNIqLiFXldarIqdRtnXLs+37cDEozV9f1er2q22Ycx6qqAIsAKCzVIK1Wq7OzM0EspRhrjbV1V3HK8xQByXk3jOv1apQSkTOATFOc5gzWgEiO07//kz/585/8F+YsnEVTyy5ILH1RnXK1hwDBWRt8KDk5V80xgYglk0sSgeA9COSc1aCnafZtrdgq55x+GKexbtsskFjmlITosD9AxPPludp9lYyf53n/oZSyGdahqxTW1batMZRLFhEH1rug5NKh7zVpQDMBXXACjLSNKGggwRij2XkhuMJcV7UhqqtquVoKCCF4bz/+w4+gFIMEKCAAyIK3L5MfM+/eRfUsctU9fc3e3XjuReGXe8kufjFuqAv3gyciLS/uA572Ftzc/vaikg7DA5B2+/KIaokI3u+Rrh2gz/Awhrwvcaa5MeCx+10AiKz7P//3V5+fnhGaOM0HfV1KJOB5nvq2nadJEIINqrpVVX7cDJpipZ6cnFNV+ZSyrkaNMcZs9cfVxd/1bYyxqoO1Zhg3JSVL2Pc9ItZ1nUtRTRJVj1HASV3XChJtGqtUcfM4KYWc+poPDw+HYbDGhBDIQIoJAVJKY87DMIpqwQMcLhaAOKVIRIbMarVylpwxUCIZ44M/OFj8w29fAlkuYp08Ozn56//x8+Ojwxw3umvRQJA25C0N/ODd60MHw5bbh4yzlpBghwix1gKKFEaHzjtlVAYRjZyrI147wlo/zTNvxhiz9lCMcT0OIQTrfc455ZhSFAHrHedUEZVSNPLfNu02CI+SS9YgkIaCFarbNA1R1swA3On2vHjxYrMeFE3UNU3MGQ2dHB+/fv266w6atlPcSfBBsOSc/ui7H58cHULeiDACXJAn3LbY48zmtcF/W2cJXCb1278dj7nrA+rzyItsVyYPP/Xpbv19eWvyyo0n7bku9mfpDkB/gvu0+LXAAu4faguXut8VnmaXHwbDuu1eOs5urMV9qve48cQ7BUFEEsFc4Bf/63+fnS/RWEs0jaMx4J1jEUBAQsXyj+NIRIhRE0c1JBtjtJZkhwQHgFKKMo4RkfofFJyudsdaO4+TMjO3bZtzDt7XbQcAmgOsgpHqjrDWrlYrH8I8T0dHR+MwiYjC4QGgrmtFGY7jPA6jIdrVkKqqWiwWGhaeYyycEWgYB+YSQs05MgoZOjo5jrkkFrLOYHEO/+pnn/yHf/cD5oSoRocfDUa/A2d84+93dKW6vXPOMaWdYdoe75xTILn3PuWoeXCbzaaqvLqGUkpd14mgsVZhUSKi8Fy9gn4opVjj5nnGQiGEOc7O2ZhmJYd4/fp1CAFQNFCsckDkaM+wHWO01lokYxAMFeZpmgDFOqvoIBFpmmaapmfPnhnj2rZdb8aSWQwKsCH5px9/6EjKHtuDvIvS7YMl8K6Xzntr+C49QiKiqKcbyx3IpetbkLvv8oi6XanL3bZSbkp/u8H2PrlcgYEyAyFc6u27b3OhTrL9R1/acvtrUfYDFBGsdZ+9Xv7il7/MXNqmhTRzztYYELDWzjE661Lc+haUAmzYrEOoQ6g2mwEA6rqaplFE1GqnlBaLxXK5VE4YJQYAACWP1LlEELquU2MUqqqqKuWoAUjGkvqvNWZb1/U4Tz6EOW0h59balIoxUNV1EZnGOceUUxJjlATNWguA6sEQUZ8ybAUDiOZ5gpIAQATmLK9evxYkImAu3//eH33y5z8mKBq0AEARupuO5kHl0S+tjn+NtCPRDhQLpRSDJAw556qqeCwGqalq7axSigpqqn+fENbrJZFVAKgSc6pazmKxmKZJEBInVXw0znjnYooiEnPywXvvj44OvTHn81Q5a3zQlf7RybPg7C4IhM5Z59zZ2ZkBmXOu6to7N2w2NoTgnQ8+pRSsTTG1bRtLWa7WVVX1ffPBN5+nNBIUAA1yiwqV3lsV6ynl6vUvGD6+uGi9veCFieqN0bxuuL6UUMGXUu6s/KU+vSEPQDTFcXcFvhLFvtyqeFNI50kxoi+wPA7L/PSybyJjzK9+/euXp6eKwCk5V87olkoBG0Sma9ppmuY4ERERNU1nrVUffV3XzrkYZ0Qchkl/1HM1WZSI1L4DgFLKOOemaQLA1Wbw3qdpXq6Gvm+Vq6CUoo4Lpa9ZLBYsQobGccw5+eCrqu57n3NerVfny9Vqua7rVucStWvMXLb8/1kzlZyxOWVE23WtM4jsAIt1fooxMfgQLFLdND/95CcffPN5SoMx6nAg3WjfQR/yoHIfwM/NnYUAAHOKwzgULkYEEJk5czFAVVXllOZx9MaGzu2dMJrJpV2sTE0he0YYx1GfS3PxRER3aQhARL7WGVRSStvgPPM4TczFrqikhAAxxm5h5xi5CAPMI+Ycu67NMXpvNe+vqiow1lrnQ9is18xcNdUY5ypUOeeDvu8OFi/PXgsQAb54dtzVFcEshYHMFhIiQoAowJe3Ag8vN67094TPfH/G6f//yts9ELc7Nu4+90084PoEwLukm0fFhHeg0q+Cfb+x3LFA2P/+vuu/29+BILx8+XKKEYm4lBAqg9k6YhEfqphmdeXP86wO+nEcLRkAUNpO51zOCQCISAVj1f+zJ6es63qz2agfQHEp8zRb65S8TCvjnBdBa13TtJ999pm6khFxF2QGZQMVESkCAJ9++mndNtMUN+vBGIMCwQfnHSIqI7TuRYZhiNNMiCx5nqbDo+dENE+jM4DETdt+/pvfCVmlW/7hn/7wz378Yy4RQYUeSfV2ARHk3ZN5PXTiR8SUUk7ZO6/vFiJoHpbB5J3bbDZ1XdV1rVpdOiNuhRN2adXOOUZl0yNV9dxDtkQkVEFTvgtnZVrVSMwc08nJsbPWGBRruZSqqgTRkLGWrPMoYEzPhReLBQIzl2EchmFwVS0Ac5y7rvv96amtA4s47+JmVmLqwkXlmr/38R8aA1CYjFEv7hv7odX7AhLuLpT7d83uyLdX7D7XfD9rwcs7mDcT3l02ej8q7jMHPLFi/w99Tib/LFcO/wAAAABJRU5ErkJggg==", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tensor_to_image(masked_image)" ] }, { "cell_type": "code", "execution_count": 9, "id": "f128f034-452a-48e5-bc89-05696a8fa8a1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tensor_to_image1(jpg)" ] }, { "cell_type": "code", "execution_count": 10, "id": "6c999a68-b149-4aef-995a-d94cea63ce3d", "metadata": {}, "outputs": [], "source": [ "# np.set_printoptions(threshold=np.inf)\n", "# masked_image" ] }, { "cell_type": "code", "execution_count": 11, "id": "63fc192b-2f17-4643-b4e4-379291cbb3c8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "===================================BUG REPORT===================================\n", "Welcome to bitsandbytes. For bug reports, please submit your error trace to: https://github.com/TimDettmers/bitsandbytes/issues\n", "================================================================================\n", "CUDA_SETUP: WARNING! libcudart.so not found in any environmental path. Searching /usr/local/cuda/lib64...\n", "CUDA SETUP: CUDA runtime path found: /usr/local/cuda/lib64/libcudart.so\n", "CUDA SETUP: Highest compute capability among GPUs detected: 8.6\n", "CUDA SETUP: Detected CUDA version 112\n", "CUDA SETUP: Loading binary /root/miniconda3/envs/control/lib/python3.8/site-packages/bitsandbytes/libbitsandbytes_cuda112.so...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/root/miniconda3/envs/control/lib/python3.8/site-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('/usr/local/nvidia/lib64'), PosixPath('/usr/local/nvidia/lib')}\n", " warn(msg)\n", "/root/miniconda3/envs/control/lib/python3.8/site-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: /usr/local/nvidia/lib:/usr/local/nvidia/lib64 did not contain libcudart.so as expected! Searching further paths...\n", " warn(msg)\n", "/root/miniconda3/envs/control/lib/python3.8/site-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('tcp'), PosixPath('443'), PosixPath('//10.43.0.1')}\n", " warn(msg)\n", "/root/miniconda3/envs/control/lib/python3.8/site-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('//matplotlib_inline.backend_inline'), PosixPath('module')}\n", " warn(msg)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ControlInpaintLDM: Running in eps-prediction mode\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 768 and using 8 heads.\n", "DiffusionWrapper has 859.52 M params.\n", "making attention of type 'vanilla-xformers' with 512 in_channels\n", "building MemoryEfficientAttnBlock with 512 in_channels...\n", "Working with z of shape (1, 4, 32, 32) = 4096 dimensions.\n", "making attention of type 'vanilla-xformers' with 512 in_channels\n", "building MemoryEfficientAttnBlock with 512 in_channels...\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 320, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 640, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 768 and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is None and using 8 heads.\n", "Setting up MemoryEfficientCrossAttention. Query dim is 1280, context_dim is 768 and using 8 heads.\n", "Loaded model config from [models/cldm_v15-mask.yaml]\n", "Loaded state_dict from [/tmp/controlnet/control_sd15_ini.ckpt]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Using 16bit native Automatic Mixed Precision (AMP)\n", "GPU available: True, used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n" ] } ], "source": [ "# Configs\n", "root_path = '/tmp/controlnet/'\n", "resume_path = f'/tmp/controlnet/control_sd15_ini.ckpt'\n", "batch_size = 1\n", "logger_freq = 1000\n", "learning_rate = 1e-5\n", "sd_locked = True\n", "only_mid_control = False\n", "\n", "\n", "\n", "# First use cpu to load models. Pytorch Lightning will automatically move it to GPUs.\n", "model = create_model('models/cldm_v15-mask.yaml').cpu()\n", "model.load_state_dict(load_state_dict(resume_path, location='cpu'))\n", "model.learning_rate = learning_rate\n", "model.sd_locked = sd_locked\n", "model.only_mid_control = only_mid_control\n", "\n", "# 3. Init ModelCheckpoint callback, monitoring \"val_loss\"\n", "checkpoint_callback = ModelCheckpoint(\n", " dirpath=f'/storage/ckpts15/',\n", " every_n_train_steps = 1000,\n", " save_on_train_epoch_end = False,\n", " save_top_k = 1,\n", " filename=\"controlnet-full-{step}\")\n", "\n", "# Misc\n", "dataloader = DataLoader(dataset, num_workers=0, batch_size=batch_size, shuffle=True)\n", "logger = ImageLogger(batch_frequency=logger_freq)\n", "trainer = pl.Trainer(gpus=1, precision=16, callbacks=[logger, checkpoint_callback], max_epochs=1500)" ] }, { "cell_type": "code", "execution_count": 12, "id": "dd4d7de9-b584-4fb1-a897-cefc5ddab39f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/root/miniconda3/envs/control/lib/python3.8/site-packages/pytorch_lightning/trainer/configuration_validator.py:118: UserWarning: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n", " rank_zero_warn(\"You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\")\n", "/root/miniconda3/envs/control/lib/python3.8/site-packages/pytorch_lightning/trainer/configuration_validator.py:280: LightningDeprecationWarning: Base `LightningModule.on_train_batch_start` hook signature has changed in v1.5. The `dataloader_idx` argument will be removed in v1.7.\n", " rank_zero_deprecation(\n", "/root/miniconda3/envs/control/lib/python3.8/site-packages/pytorch_lightning/trainer/configuration_validator.py:287: LightningDeprecationWarning: Base `Callback.on_train_batch_end` hook signature has changed in v1.5. The `dataloader_idx` argument will be removed in v1.7.\n", " rank_zero_deprecation(\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", "\n", " | Name | Type | Params\n", "--------------------------------------------------------------\n", "0 | model | DiffusionWrapper | 859 M \n", "1 | first_stage_model | AutoencoderKL | 83.7 M\n", "2 | cond_stage_model | FrozenCLIPImageEmbedder | 366 M \n", "3 | control_model | ControlNet | 361 M \n", "4 | proj_out | Linear | 787 K \n", "--------------------------------------------------------------\n", "1.3 B Trainable params\n", "386 M Non-trainable params\n", "1.7 B Total params\n", "3,342.810 Total estimated model params size (MB)\n", "/root/miniconda3/envs/control/lib/python3.8/site-packages/pytorch_lightning/callbacks/model_checkpoint.py:617: UserWarning: Checkpoint directory /storage/ckpts15 exists and is not empty.\n", " rank_zero_warn(f\"Checkpoint directory {dirpath} exists and is not empty.\")\n", "/root/miniconda3/envs/control/lib/python3.8/site-packages/pytorch_lightning/trainer/data_loading.py:110: UserWarning: The dataloader, train_dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 8 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", " rank_zero_warn(\n", "/root/miniconda3/envs/control/lib/python3.8/site-packages/pytorch_lightning/trainer/data_loading.py:393: UserWarning: The number of training samples (10) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n", " rank_zero_warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ControlInpaintLDM: Also optimizing conditioner params!\n", "Epoch 0: 0%| | 0/10 [00:00