{ "cells": [ { "cell_type": "markdown", "id": "554fd4b6", "metadata": {}, "source": [ "# Autoencoders" ] }, { "cell_type": "code", "execution_count": null, "id": "7e8f8491", "metadata": {}, "outputs": [], "source": [ "import pickle,gzip,math,os,time,shutil,torch,matplotlib as mpl,numpy as np,matplotlib.pyplot as plt\n", "import fastcore.all as fc\n", "from collections.abc import Mapping\n", "from pathlib import Path\n", "from operator import attrgetter,itemgetter\n", "from functools import partial\n", "\n", "from torch import tensor,nn,optim\n", "from torch.utils.data import DataLoader,default_collate\n", "import torch.nn.functional as F\n", "import torchvision.transforms.functional as TF\n", "from datasets import load_dataset,load_dataset_builder\n", "\n", "from fastprogress import progress_bar,master_bar\n", "from miniai.datasets import *\n", "from miniai.training import *\n", "from miniai.conv import *" ] }, { "cell_type": "code", "execution_count": null, "id": "84a947f2", "metadata": {}, "outputs": [], "source": [ "from fastcore.test import test_close\n", "\n", "torch.set_printoptions(precision=2, linewidth=140, sci_mode=False)\n", "torch.manual_seed(1)\n", "mpl.rcParams['image.cmap'] = 'gray'\n", "\n", "import logging\n", "logging.disable(logging.WARNING)" ] }, { "cell_type": "markdown", "id": "ff843fd7", "metadata": {}, "source": [ "## Data" ] }, { "cell_type": "code", "execution_count": null, "id": "b22868a9", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "734e37cf43d246f0a572c7b5a7afa186", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2 [00:00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds = tds['train']\n", "img = ds[0]['image']\n", "show_image(img, figsize=(1,1));" ] }, { "cell_type": "code", "execution_count": null, "id": "469497fd", "metadata": {}, "outputs": [], "source": [ "cf = collate_dict(ds)" ] }, { "cell_type": "code", "execution_count": null, "id": "01f9fe50", "metadata": {}, "outputs": [], "source": [ "def collate_(b): return to_device(cf(b))\n", "def data_loaders(dsd, bs, **kwargs): return {k:DataLoader(v, bs, **kwargs) for k,v in dsd.items()}" ] }, { "cell_type": "code", "execution_count": null, "id": "b794ba0d", "metadata": {}, "outputs": [], "source": [ "dls = data_loaders(tds, bs, collate_fn=collate_)" ] }, { "cell_type": "code", "execution_count": null, "id": "cd865bd4", "metadata": {}, "outputs": [], "source": [ "dt = dls['train']\n", "dv = dls['test']\n", "\n", "xb,yb = next(iter(dt))" ] }, { "cell_type": "code", "execution_count": null, "id": "12fa1461", "metadata": {}, "outputs": [], "source": [ "labels = ds.features[y].names" ] }, { "cell_type": "code", "execution_count": null, "id": "a990951d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['T - shirt / top',\n", " 'Trouser',\n", " 'Pullover',\n", " 'Dress',\n", " 'Coat',\n", " 'Sandal',\n", " 'Shirt',\n", " 'Sneaker',\n", " 'Bag',\n", " 'Ankle boot']" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "labels" ] }, { "cell_type": "code", "execution_count": null, "id": "a1733a41", "metadata": {}, "outputs": [], "source": [ "lbl_getter = itemgetter(*yb[:16])\n", "titles = lbl_getter(labels)" ] }, { "cell_type": "code", "execution_count": null, "id": "26d87b70", "metadata": {}, "outputs": [ { "data": { "image/png": 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2CrQpp3g8jlarhUuXLkFrjXQ6jTt37iCfz+O5557D/fv3B0LgU6i4XC5UKhVUq1XU63V85zvfgVIKU1NTePe7341gMGgsM4/Hg0AggFAoZNqNWmm1WkWtVjOTdaPRQDabxb1795DL5XDnzh3cvHnTCBq3292lyQ4aOEkGg0FMTU3h8uXLmJycNO1CK9br9Rpri0EO/AAw7VMsFlGtVo0VxQmXNKX8tFotlEqlLqtU+rpotXEc08cVi8Xw2GOP4aGHHsL8/Dyy2exQ4G8FqY32EjiDDpqOfr8f8XgcqVQKqVTKCFQ5yDn47AFJTccW+By8PJ7CmkKG+9rH2aAJyxePfcbJhL+1Wi3k83n4fD6j7VITG4R+tR2wbMdoNGq0R+mQpYZPoS1pCFpbbBtGmRQKBWNpcTLnOQcVpLRCoRBCoZDxG0nfh1KqS/N2Evh8B+r1uolqArBpfNvHkNaxAxvY/lLge71ec146kbPZrLFQ5HF7gYEQ+BQEPp8PiUQCoVAIpVIJq6urfUOf7Jl9EJBIJPCOd7wDs7OzmJ6exunTpzE6OgqPx2M0ScLWxEnpsC2soqWmvQB0aYhOlI7T8RLyunz5pLZFjI2NIZFIYGpqCiMjI9BaG95/EPqMghyAEUb5fB7Xr1/H6uoqRkdHcenSJUQikS4+WAp8Wgm1Wg3r6+sol8tYXl7Ga6+9Zt4Bt9uNcDhsrsFzDSJCoRAuXbqEmZkZJBIJuN1uM+nZY0Y6aQE4CuhGo4FCoQCXy2UEOoMUJL1mK0b8nX+lw52gU9ftdpvIoVQqhdOnT0NrjUKhsOvABScce4FPjdDr9SIUCmFychKpVArpdNqE+vU6Tn4GxRqIxWL4nu/5Hjz99NMIhUIm3KxWq5kQR+lEpaYuzU8nQS//At0CX27vNVk4QQ58qcXwHH6/H6Ojo1BKYWJiAqOjo8aSKJfLA9Ffsv0pZPL5PG7cuAGfz4dz585hbGwMLpfLUG5OAp+hs4uLi8hms1hYWMDrr7+OlZUVBAIBxONx+P1+s++gC/yHHnoIV69eBdAeZxwvtmIhQ2T5TsiQV/LwtVqti45h1Jq0rIANeWRbUXYIMy3YarWKZrMJr9eLcDiMaDSKSqWCmZkZuFwurKysIJfLnSyB7+SkkjMzo08YgUBeLBAIGIEvZ9+9NJGOCigAyPOGw2HjYO0FainAxkAlrdJP6MuBK7fZ+0sLSl6Tf+U55MsmwT72+/0mf6BcLm9rQjkOkJqhpMlItRWLRWQyGQAw45kCio6/crls8hoymQxyuZyJ3Zd9JDXSQQbpsWq1atrKtuSdLExbC3fS9rm/DVuJ6rXdHvdAt3yTgRO0yPdSsTkWAh/obhTGGYdCIQQCAZw/fx5TU1PweDwIBoPweDwIhUKoVCrGEchPLpczIX+y83o1qpN224sCOqyXye12I5FImEgXJvKQy7W1cQ5+KeTdbjf8fr8JjZRUg5PZasOORLD9KfLF4f0w0arfebktlUrh0UcfxdraGl5++WWsrKwMxMTdbDZRq9U2CXFSVrdv30ahUDAKTDQaNRO73+83Y5rJO5lMxkwAtVoNfr8fPp+vy1cy6CiXy3jzzTdRKpVMpFo0Gu3i4huNBqrVqglAIJduC33bp0UfGdDN/cvABZmFLmErnXxHGGRBy2FtbQ23b9/G7du3DV23VzgWAt9pkDLOOBKJ4OzZs7h06RIAGLPX4/Egl8uZ5CEKmWazaWJngd6Cntd1Evi9jjtMgR+JRDAyMoJUKoVYLIZwOGySn+Tgks8jBT5NSsYKcxDKNpDWkRPvyfPyL4+3HVakFPii9KKT5GQRjUZNFur9+/cHwvEoJ0D2gcfjMclWlUoFhUIBCwvttcoZT06FJhgMotlsIpPJoFAoGEdttVqFz+dDKBSCz+frii6RVsSgolqtmnDeZrOJhx56CMFgEEqpLqFM619y7k5UF+UHADOB2gqgFPBbKSLyGkzCY/hnvV5HNpvF4uIi7t271/c8u8GRF/i2wKVmysiNaDSKWCyGWCwGYMMJUq/XEYvFoJTqKgXAT71eN5EQ0nzrBduUky9NLzPvoKCUMtpfOBw2WjpfbilIbYFK1Ot1pNPt9aelcNgqSsBJO6cmJAU+Yb9MTlE3vSb4RCJhNKxB0lSdxh01frmdFht5e7YlqRu2O7llJyc4sLkPBg20HguFAvL5PIrFIorFIrTWZlIlf27DKcrPpoFklBmv18snYlvW9nin4kTfTblcxtraGmq12r60zZEX+MBGJ0jaIJVK4dy5c4jH43jooYdw8eJFNJtNFAoFVKtVxGIxuN1uFIvFLnoin88jl8uhUqng5s2bmJubM8LfTsjoJYgYGsd9+PewYps9Hg/GxsZw/vx5TE5OIhKJdIXv2QLF1tq11ibVfnl52dSwodlLTcnv9yMQCEApZThjmxaTXKakhviJRqNIJBIIBAI4d+4cTp8+DaCdkcuJxckJnEgkcOXKFRSLRbz00ksDo6VyQqUgAGAoG45ZCWqlHNdAt1Bh4pq06LZDyQ0SarUaVlZWkMlkoJTC3bt3UalUkEqlMD09Da/Xi7W1NTNpSvkg25QOVVkahLw6hbS0eO3JVVKqDA21rWyPx2OSrV577TW8+eabKBaL+1ZT51gIfCcHIsOXmKo/MjKCRqMBj8eDcrlsODGmKzPRKJlMmhoY2WwWy8vLUEqhVqttEvg2bE+8/M0puuWgQEqH7cGyCHbImZNjSZq39+/fx82bN03mJ7Nlc7kcGo0GgsGgsZqKxSIKhYK5B1oS/Ehhz/bnxMRJaWRkpEsTlZOH/eIwpZ1p6YMk8OVfoHekh3TiSQqMbSupuK0s1kHW8ukDAWDKdJACpi+EYZbyfZDtbhers6NsABhhLvsA2Jhs7TILMlmO41tq+MvLy7h586ZRuPYDx0Lgc2BLgcvstFgshkgkgkAgYBxgQLujqOlSU2WnUSBOTU0ZR04mkzGarJzZGS3BAkusrcGaJ3SqMFb3MDJBXS4XYrGYcdj6fL5Nwr1XNIjk0tfW1jbxhl6v18SANxoNQ/v4fD5Do7FYlNRSJYcPbGg7mUzGlFK4ePGieRHkPfElkFYd6860Wi0TiSTLExxX9IrokH+lZWlHelBLlG0mz80x4CRkTgIqlYopMx2JREzVWDq9OW4lTUMaWH6clEHZFxTs0rKSk650/GqtjcJYKpWMRs8MXZn0uNc48gKfDWUL/FgsZhIrRkdHkUqlTOeVy+Uu6mFtbQ0rKyuo1WqmrgwAU/+6VqthcXERmUwGlUoFq6urphwwBRQLjgUCAYyOjpp610tLS8Y8XFhY2Jd06K3g8/kwMzODRx991EQvycFG7ZugkAA2HFalUgk3btzAN7/5TYTDYczMzCAajcLn8yEej0MphXv37uHOnTtoNps4f/68oWPW19eRzWa7tHrJWTJihFpMLpczAr/RaBinlazZI7N4ZVimz+dDMpk0yWTZbLbL0jiusKPFpEDndkbxyP24rZd1aVtKkmo7CUJ/fX0d3/nOd0yRuh/4gR9AIpFAuVxGLpczCp/kzClzqPix3pGTVSTHqWxf21LlOehjYVE7VojN5XJmzQhpRew1jrzAJ+wB7vP5TOx9MBg0WjtrUZMGYANTW6fjhporBRJ/L5fLhhpSSpmYby5SEQwGMTIygomJCXPOWq1mCos58a77DZfLhUgkgmQyaQo8bRV9JLVxACZ6aXV1FY1GAxMTE0bIhEIhM4hlQTRWDSwWi5soBd4XsOFEazabKJVKWFlZQaVSMVUy5X058fdSk9VaG19CIBBAsVjc28Y8BNiaea++28sIm0FyevdDvV7H+vo6lFIoFApGdlAGaK2NXHDS2PlxcspKRYrbbd+JDFygEsZ3he8F1yXgBLOfODYCH2hn0EUiEVOudHR01Jhp5Mtk1hzraLCha7UavF6vKQtLKoKzM4V2Mpk0ZYRHRkbQbDaNQKWWlcvlALQ5wmg0ikKhcGiLdbhcLoRCIZNGbkcC2AJeClUZDkhhEovF8NRTT+HChQtd9b+j0agJbXvqqafw1FNPQWuNubk5LC8vw+v1IpVKIRQKdQknWkqVSgWvvPIKVldXAXRrs9IysCOggPaLy8nG4/EglUqZycaOBDpOoI+DH06W5IbtSBs734GwBbicbOU5pBN9kDV8pwn0/v37+MpXvoLR0dGuAoJyPwpu+QGwSXDzGrINnawp/u7kh9S6vSANQ0jpd9hPHBuBTxrn9OnTiMViOHPmDGZmZox2z1lazuAU9olEAqdOnTIxy6urq6jX66hUKsjlcqYTmXgUDAbNBMBVooCNGT2dTiOdTsPj8eDs2bOYmZkxTk5ONgcJt9uNeDyOyclJtFrtkqtsDxmW6eQQpZChhQS069d84AMfwDvf+U6j3ZDGGRsbQ7PZxNNPP423vvWtaDQaeOONNzA3N4dwOIyHHnoIIyMjXZxyJpPB4uKiqZL58ssvA+jOdpTllu1oEk7WdB5zhaFQKIRMJoOlpaUDaee9BgUGE6OkwHfqN4lWq9VlTfYSKDLhih9avIMu8KXvSmuNGzdu4FOf+hSCwSCefPJJPP30011CnwJfxupLge92u7t4eHkdKk/yODtAwr6/VquFlZUVXL9+fVtBI3uBIy3wbc2NPBzjzel4YVQCj5HedwmGWjEOV253ihnn9eSiBEzq4rVI9Wite4bS7Sf4vDJL0/Z3yH2B7mxYQtIKLLQVj8cNbUUrJx6Pm4qOoVDILKrBwk/cx3ZelUoluFwu41uRjkenyCFC7seXkedhVvVxhpwYbcEs28T2w2wHTpOAU/jgSUGpVMLy8jICgQCy2ayhbgl7grBp5J0qcr0EPbAxuTAS7qACD47N26KUwvj4ON761reaGHyu6CM1Ixl3LkOpqO1yMYlGo4FEImFS2KUmm8/nTTKLLAXAF25kZARjY2Pw+Xw4ffo0JicnAQCFQmFfsuN6tQezLROJBJRSxuFj5wPYmpzUphnlIuvZr66u4r//9/+Ou3fvdi3isL6+jqWlJWjdTv9+/vnnjeMpk8nA5/PhG9/4hllRyclxdevWLfOi1Wo1FAoFEwUlo4vkZGD3TzgcNou50I9wXCkdqR3K3yTsJDr+Zp/Dhq2Jyn0HXejbkU4ATCYy33E6balAyCqiktqxz+EknGWYrKy1L++B//OdYzmMg8SxEvjT09N4+9vfjrGxMVNCwElbBboX9gA2wg9jsRii0agJRaSg46dcLmNhYQGFQgHlchnpdNrQIwwhnJ2dxezsLPx+v6k1z8y+O3fuHFh7hMNhpFIpJJNJE51Egd/rZQc2eGPZBtJ8XV5exn/7b/8NX/3qV7vKUtBZCgDZbBaZTGZTOztZFMlk0iS83Lp1C/V63eRJcMKlw5dwSm+nryUSiWBmZsasNXqcBVcvjb7Xd6eJwRbeUlN12td2Eg8i7OcHNsqu1Ot15PN5E4EXi8WMtcr3gWPaXueBCiBBNoH+QLfbberaO1kKwEZ5EZbBOEhl5UgLfLshyDUHAoFNC3nYnBq/26UFJE8snS5SkwwEAl1CjtcgnSMLt8mOtQfDfoK+ikgkYhzXNhVi77+VFig1E1Zl5HMRFMosxyvbVvKX8nosyyvzILgOq30vRC8Kgxw0J59B46G3iq5youq2e95BF/LbgbQWpaJiR60Bzn4Ap/M50UBO9CR/50Syn/H2vXCkBb4NxsZWKhVTOEp2nK29yEQeCnonp4vsrGAwiImJCSSTSdTrdUxNTW1y3jAOH2iXaiDVwYW7DwJutxtnzpzBU089hZGREUxOTprYXvliOzmX2A5y4LtcLrPQCGPvmQrOEFUKaqAt+KPRaFfZWAp8OgTZ/ixr7Ha7MTU1ZTj/iYkJszoXAMPPyxWveG5Z/53ZvgytPe7gmJU1n+TvTvRYP0Hh5PRmn2yVgXuSIJ3YPp9vU/Igx6ItM2QElCzK6PTuSVqSvzHizGnN5/3GsRP4XICAS7Yppbq+2+tOAhuRKJwQuCix7SjUeiMyh79JpyKwEQLJapRra2tYXl7G2tragWbZUng+/vjjJimMglk+uxQebBepicvni0aj5jyhUMjEKjNSSU6cwWCwi+rieexFOoC2hs+cCIa9MoGNS7kBG1UG6ZeRAlDefyQSMUvW0Ql8HGErKDK6g9t7CfztCG4pZLj/IJdU2AmkMkiBLzV6uY9UZmzlkWNUjnsbTn4AFm486CzxYyXwgc2aqg05oKXz1u48fpdapH0dwNk5Jv0GhxnTTM6RmYLkA8mJy+dgFI9SapPfghPd6OgoTp8+bRbMZkYgqRPpXLTX7eSgtq0hTsI8B7Uh0lFOcBJyklpi0laxWNzzBSIOA/s1YUnhJd8BOxv6JEIGZEjK0tbQe02STo51KUvkJMHf5HlZCvmgaZ1jJfBlWrIUsnbGG4WOjLShYGA4n5NjS16Hf2W4ptMAYE0f1ik/KLRaLWQyGczNzSEejyMcDpv2YbginbN8DiacUVBKjTIWi+GZZ57B+973PiPYZQSJTSU4TZD92pPnYKIbAHM/rVbL3K9TmCI1KNYsWlhYwPz8vMmpGASB7+Ts7kXN2duchLatrbKfmXhIrfYkwIkGq1QqyOfz0FqbJD7uK60oKUO4Xb4PTJCTUYLyOFI+kmFgdBqdtvI+5bX3A8dO4EuN2h7oUtuUAkI6GMkly0HgNFsD3eGL3Fd+J49MB+5BCnyt2yWN0+k0Go0G1tfXEY1GzQINdIpSs5YvuLQEpO/i4sWLSKVSm6wgJ4tIWjqSr5ftKvel8OH6oCzEls1mNzlrbe2e/HalUkG9Xsfq6irm5uZMSvpxRi8N26YanfbdSjuX7S59XBwHg+bw3gpSKSGt4vF4DK1ij2GbBrOpHnvSlVnuVKZkEpc9lmVJcJ7Dtmr3GsdC4FPQU2gxK1QmGcnGsb3rMrwKQJdTkCaVLcB4DhmFwr+sny8dNQzHCofDB9ImWrdXtF9aWkI+n4fX60WhUDALhTADmeWhw+GwCd+UPgyei0lpDO20HVXcj5DH25Nvrz4BYExZmtLcl/HI1WrV1BWRGhIn7Xq9jvn5eczPz6NQKJiFLY4TONbsRUr6RSbt5BltJUZO7MDGBC3fg+PWhg8KjimOM6CbspVcPYAuwS3Hu8ystwMY7HaX6LdtP3GkBL4tqAGY+Gw6D7msISNSpMOE+7tcrq4oFHtdV2bn0gKQXLzscDlDy5r6pVIJ6+vrXfw3nZCnTp06kLZqNBq4e/cu0uk03G43nn/+eWNlsKokk7L8fj9mZ2fx8MMPIxKJmDUE/H6/yaLleqjUOvi7k+PQRj9N0Z4sJfdPfr/RaCCbzaJYLGJhYQFf+tKXcPv27a4JW05C5XLZFLljaYzjBCousugfYQt3/r9dvt22CCQlRnAcyxruTsXBBhVaa7Pgu1zbVsoBAGZ5VGrjjOKhEkjl0x6fUsmUv8n+sx30B4UjI/BtoSIHrVx3lY1M7Zv7ypnX1lylJg+gS7jb13fi7e1IHa45qrU2dXuo4TOTd7+hdbvwkk1pyMSPUCiEkZERBINBVCoVJJNJxONxeL1eU+9GOkQp7FnVUrap5Na3A6e2BTYczQBMaQygrdkXCgWsrKzg5Zdfxne/+929aKYjCVkKwxb2/OtkHW2FfhqjFObkmXfap4MEUjqsrgt0tz9DgNlGNrXDfWklyQnVKTfFpoO47aBxZAS+hByAwWAQo6OjRniRL5chUdQUbVCwU5uic1B2nt0BfBFk50tnMdB2+LDEABf+5mLhhw1qc2yXXC6HUqmEWCyGW7dumRLPs7OzjpwwBzfbUwoFJ4fhdiA5fr5E/J3nKhaLhtM/6NjkgwbHmZ1D0sshbh/bC07OSadtklZzKh9wEmD3AX9z2g/oDqG1J0m+cxy3DBkGNiYE2wq236mDwpER+PZsyhcgFovh0qVLSCaTOHPmDBKJBCKRiDGzes2cct1ZuXAEK2gCGzM5j5HJKewMThDUmFk3/o033kCz2cTY2BgSiYQpwXAY9fAlyE0Cba2Za58ylZuF5x599FEzgUkfBq0beyH07fDITk50YPOC3NSGaLVVq1Wk02ncvXsXi4uL+7a821EBx5oMC6TFulvB24/6kRM5kxeZ3n8YoYFHAaQt5cRn+6uc/FDS9yHblD4myh25LwDzG9DtkzyxAr8X6HCMxWIIh8NdtdvtQS65MifHGNC9TBywkVLdS7uS3B73rdfrRqNn1c7DSKLoBU5o0lmdz+dNchjr1wC9qRc58draiVMbOX3nvk7WgewjOm1LpdKhrSlwkJDCZC+1660mZU4qUqs/DMfhUcJ2xpqT0LetKVoLkmrm/k7v0G6t5QfFkRD4NucuB2G9Xkcul4Pb7UahUNjkoLUbnsdSq7RNN/4m6SDZ6HQSS6ct42q5QlM4HMbZs2eNkLp37x7W19exuLh4JGqzOzm/Jfg8Xq+3i28EtlfLpR91sB04OXkZPsv4ZXnNB7nWUYWTc3W/rgN0hxqfNEjGQP7GiY9rY9ilEhi4IJP7JAVk1+OhFUuriXQy19VmgMhhUr+HLvCl0JaNR3BN2nq9jmw2azrB1uQJmeVJwU3TWWuNarVq4tCdknx4HDuJnU1hpLVGIpHAww8/jGKxiG9/+9u4ceMG1tfXcffuXczPzx9c4zmAzyC1OVvwczDTeSepLVvz22tB5KTt02qqVCqb1g61HZmDJvgPgsuVY+KkOmntcSMVQVKfAIx8kXk8snS4LJDI9Se4jcokQz0lZUOFht8PaxwfusDfCkwUYXagdLhKSCpCJplIZ6FML3c63v4QtqBhNivvg/6Eg1q1ZruwX2wZseQ0ERzkIHRq314OxO34D44zDkLgD9EbvWQKIZVKJ2vBVpiokDolJPK3w4qQeiCB78TLSvTjxre7z+TkJL7/+78fp06dwrlz57rWr5UZcrJDqDHK6AfpiZeLpMi/Uou0tWM5ETCckOWRnaiIw4RTQhqXCGw2mygWi2blLw5M2U5S6Nqa/nYiQZzMZ5lk5RQ+ywxcFmTjebZLNx032IqFPR63EgS2wNmJQ13270mZDOw2crvd8Pv95sNlTWUpBFKekgKWNatI2UimwS6nQJZBRvlFIhFEo9FN6+puR14+KHYt8PtpxHIQS/rF6SG2erDp6Wk888wzuHz5shGocpUmoLsEgmwwUjD2DC1nYyeNkhybLfD5bFwwnA5kCqqjEpbp1N61Ws2s5JXP51GpVEztewpgqZ04mcDbEQ5O+/QS+BJbcfiDBNv6lLAFeT/sZF8ni0oqMoM0mdpwUkRkXg8VOAp0WXnXbjcW7tN6IxnT5XKZ9bClU9y+Nq/P5FEed5B+qj2hdB5EW5BJUOTOZWOnUimEQiH4/X4jFJwEsZPGbidM9YKTFukkvJ0mOVaTZPbuUQWFrlN0Ri/6arcCXvaJU9vavpf91mqOIpys4oN+/l4W2UmAfAfsgotc9hDYHO7tZO1ym6y9Ywt8gkqVUxn3g8C2BX4vobCVcOjnaHO73WaJwEAggOnpaVMrnYL+/PnziMVixolih+05mcZsdJmAJD+SUpAJRjyeloNt+srYW1oP4+PjuHLlChYXF3H79u3tNue+ohdVQCc0I52kJmPzmLZm0us68q+9v02RAdjEX0rNx8mvMIiQcdhA98QoxyvhpMlvxfs70at2O5N75vmPCiW513AaTwytVkphfX0dy8vLaLVayGazKJfLUEqZshecFIBu+liGPRcKBTN2Sekw4k8pZcqYczKQda4OEjsW+DY36/R9u3C52ouKT0xMIBaL4eGHH8apU6cQjUZx5swZxGIxs5wgZ142mqyYyU4BuivcydWXeP/STLPr2Dudo5fA52TChDAuGnIU4KS5SS5SajR84aUw6EXVAdvL9OR3OWakwHc6t211DDIo8OX46+UT6Wdxbddy7WdBMVJrUIW9E/ge1Go1VCoV5HI5rK+vdwl8CmuueCXLgZCOYRFCUj1OJZFp+bMcc6vVQigUQjQaNZE8B4k9u5rUnOVfmXXG31m+1+fzYWZmBpOTk4hEIhgbGzO13SVNYg96ycEDm+O6ua9tlvE+5CIetunFe5b1M8g7285hoF3TneUVDrrzdoPtTtJbaZDcZ6vfelmG20U//88Q28NW7TeIfpJ+oFXLMi0ADFXMsG2lVFfcvKyWST+gVACZvUxlkLQNAFOokUoWZRh9gNzvIEpcbFtCbRW2xCJiDFkktx2Lxcyi0/x9cnISMzMzCAQCGB8fx8jIiOkAnoeVBNngbKhQKASt2xUTGddqa/EU6oFAwEwYdnx+q9VCOp3G+vq6+Z33Pj4+jnA47MjzUQDxfIlEwnQyl0Y8bPQSkvJ5tuLynf63qYVe+/PaTpSPvA/7PCdJ0+xlRW1HK9+NgHY6ppe1NehQSiEej2N2dtY4W1k5M5PJGKes5OMZmUPZxHBxmWxFmpd/qQyysi8nEKWUWSI1EokgEokYa4OWhBOjshfYE5WUMya93tTQWfCM36PRKHw+Hy5cuIDLly8jEAhgZGQEiUQCALrqisgHJn8meU/OmOwUDl4mQ8gZVGbH8T7pAM7lcgBgOo8avlzXlp3I2j1S4HO/dDp9bFYQkoLeSePfSgDYzlgn9Bqw2/X9OB0z6NhOW+y1YD5Jgp5QShk/odfrNZE35PWZUU8GgP5DLs3J7FmGdAIbkYOUV+TpKfgJyilG91BmAjAKrLxPYG/H/7YEPuu9u91uxGIxxOPxroXBuZ2rLEkNP5FIGK2d2xnSKBcD5l9b4MtQQXuxAgpbNjbjYGV9HJpfdJ5I7pR8HABTc581sDmjUxOWGXcyGkc+e6+krqMGhoM51WLv56DdiZDuB9lHe3G+44Z+PpKtsJ3Jtt++knI9adq9jIcPhUKGUZA+PS4VCmwIWpZDb7VaRk5QzpESkgKfoDUgqV6+e5RN9GFyQSW55OF+KDrbEvihUAiTk5MIBoO4evUq3vKWtyAYDCIYDBqenUlIkqu3yxtQcJPDl/yXnBklqF23Wi0UCgWjkZ86dQqnTp2C1horKysoFotd60qSgwPajhYmOnCAN5vNrprwnJSAdudlMpmuWd5+Lg6UQCCAcDiMaDTalURxVMF7jkajiMViJvad7eIUKubkBN7NdYHNWY2ShpP+lUHHgwjarSZK2U9S6EtBL/1sg1huwfYdAW0rPhKJwO/3I5VKYXx8HD6fD5lMxjADgUAAjUbDvOMejwelUgmZTAb1er3LERuNRs36F+TwKUvkeLbbVrIOExMTCAQCyOVyqFaryGQyXfe819iWwOeMGIlEMDU1hUuXLiEajZoIGmrLclFqDjTOluSonJKdOBFIrp6QpQDoUecxgUDAaNzSoSIHO+9Dru4DtAcE/Qr8zk5nDQ165+lNJ+UjK0lKKuu4CCvyj5JbBHqH8knsRuj34vBtwTVoQqcX9lO73mpyltc8aRw+KRRmyUsmgk5bl6u9mAllHuUGKWCuVkaBH4vFAMCUVqEs7BfAIZXfYDBoWIdAILDvAQp9BT4HQTKZxCOPPIKRkRGcP38eyWTSOFWlVi8dnDYfLOvb8KGBDYEOdAtoqXnQBFpZWcHS0pJxkLLh3W43xsbGzH1zEmDjVSoVrK6uQillUvipvUsqiM5cWaDNKeaf9w3ATAhHJdOW2GrQOHH4vTR8brP71Ilj5O/2uSWFI51h8pxOhcR2QmEcR9gKCrGdSdDu450IC7a31+uF1noTf3zc4RS4wIAMCvpCoWBCJm3qVvoEAZgcIApzqdyx/bgoOhVfno8+RVnUkI5dThDVahXhcBiRSMRQO/shT7YU+EopTE9P4/u+7/swOzuLZDJpomqcHHKSBrEh+WI71t0+Fzl+zsAA8MYbb+DmzZsolUool8soFAqIRCJ4+OGHcebMGVMnhuFRPHc+nzellfP5vLESuBgIyyP4/f5NqxBJASYFHCc27k8O7iigV5QOYad/A5tDVntp4L20xl7X4u8yzJWalNzHyQS223yQYFNccpK023snnL19fqnNy20UZkztl9zxoMAeM9FoFGfPnkUkEkEwGEQ6ne5ScEgfMyxTCu9isYhCoQAAhhXgMc1mE+VyGdls1rAGwWDQnIsWg/Q5cpEfsiStVguJRAIjIyOoVqtYX18/eIHPly8YDGJkZARjY2PG0SFfYGBzDKkt8O0MNSdN0CmCQ8byAzAec/JqnC0lzcJzUBhz9mVNe5ZCZR0Ncvp2rC35et6L/CufT04u+22S7TWctHP7d4mdPJ/TpNHruvb1e+07SNiOIN/teLInCnuSBbqX3xtkK4pg6Hc4HDbWPrChXHK8OlHSpHh7lUyg/KBFIOWEjMm35YdMwiM17NRXe9YG/TZevnwZAHDmzBkkk0kT0VIqlczNSi2YN2nz5dxXJkBxIMvqc7VazQhdaoJcbNjlcmF8fBzvfve7USqVsLa2hjt37sDn86FSqeDGjRtdnWB/p+D2+/2YnJyEy+VCKBQyMbWcVPgckqN3ojpsTYyLh0cikSMtoGzrBNhMw9jUje0Tkdvs3yVsGofmrBOFQW6VFOGgQo6xfhTafsC2pjm+GRk3yFBKmajBeDxuSpoD3dVl+S7bHyeHt5NyJN8hyi/mCbGUAmlmXpt0sM/nQzQa3dfghb4C/7HHHoPL5cKFCxcwMjKCWCyGQqGAbDbbFaJELrCfZ1o2GmNZGXlDR0m1WjWzLhuJq8cAwNTUFGZnZ1GtVvG5z30O3/rWt1Cr1XD9+nXjT2BdHhkhlEgkMD4+buL+x8bGNjlgbT4ZQNez2MKef3kOag+xWOxIC3xgg1u0F5KRFluv7GUJ6bfhPtuxGOxjlNooQmeHig4ibPpsKwtnL2itXn4CyS0POgKBAEZHR80a1OVyuStIRAp8ygcpt4DuEisSUtA7CX2Xy4VIJAKfz4dGo2HCPBkkUq/X4ff7EYvFunwHe42+ZyW/J7Vf++EkpbOVKSKtAalJ2wLXqeF4P5wlGRLK7QyJcuKlKZD5kRaIk2brdK82bJOZ7UQn2FGG0/PKbb3ol178fa/j7P14vB2Hz+292nrQIJ/T6X3Z6zaw++2ktbuUA72sdSnL7GMfxIfiZBXbbIf0c8mKwfuBvgKf1eQKhQLy+bwpUUyhRgHLWYwPQC1NNi5nTS4dyNk1m82iUChsciLakTv2xHDhwgV88IMfNNlx1WoVXq8XyWTSTAoMteREIWNrnSYvKZCAbqvE1lD5m3y+SCSCVCp1LMoD9BP6hDRz7f3sAbkboSH7k4PdrkE+qHAKiZS0KPDgvgsnS0qGOZ8E0PKmA7ZSqaBQKBi/n6SWAXS900C3LJDJpoSMNpOC27YMpK+R9A7pHFmKIRgMolqtHg6lUy6XAbQ5+0KhYKgSasd2HWkmLDBBQZqtTFTigCOlkMvlkM/nzUThlH1r8/oulwtnz57F1atX0Wg0sLy8jEwmYwQ+s9skZ8ZOkT4Du56MnGRMA4loJCehTzBLLx6PP1iPHAD6aew2nIQ9IZ3w/a4lBRpht710XvXylQwKKOTls9p/91LYy9/oQOzlfBw0eDwehMNh4x+qVCpG6WQ70HcIdK+xbVOcpHkIW4YQTmOZbU96JxgMGvnJki1kLuiz3Jf26LeRGZgUuLbZI2c3qa3YDcFzsDHtEr0SvbQeCgW5j3TEUsjLCnTcT5ZnYMiozWPLe5Eho/L6hDQP5STB5ImjDiftfD/OsZXQcnpRnCyFo06R7RRb0Sj7/by92n0QIelcyo9+1mqvvnFqI1s2SHlnn5PyxkmWyWvIyCnbR7YX6Cvws9ksXC4XSqVSVz0bWdFN1tMhpy61crkMIYWwbKBms2nOIa0CezYF0GVSNZtNEy1EPl92AC0OAF119IENjVSWNN1qNShprbB2juTjKpUKYrEYJicnH7BLDgb2YO3nq+h3Dqe/TuewJ03+fhIpHTnWeznHnfjgB4E8LxUgl8tlCnwNqqOcGj5j723OnLJEyiCpTNoKrVRKqOCRqpF+SNtnwEKNjOZjTD61efYFAJMFTCuAiaJ70h79NjJ0SF6Q/LvW2kTp0Hxh4pL8MOTIjniRs62c0eTHjhOWQommmFLKRHdIaonf+Zc+A96r1u0SyzSnpIYvSzTISp2ciOysYR4TDAaRSqX2pGMOCv2EyVbUTz+6R56j14QgJ9deHOkgwhYeNmyt7kHbw6YiJZ3DsgGD2uYUylwmVY5Fm0WgEOcH2JwTJEG/gGQS7MlBZteWSqUuxYb3J/dlLD4/LLu8V+gr8KlBFwoFZDIZk6TEypNS+FKblmnBTtmc9kC3NWib93IKm7K3cZaWNI3M+JU0Du9HzsTSFLOzHqXwJzXFuho0F6XfYS8750GwXTPwQekdJwpuJ9dzovQGHdIyJPpNrrv1Y3Ac2xMz3wUKLCpCgwqniVVS1JQBtgYv97OPBTYsNTsJUx4jI/eooNKPwgmXbS8nAdJQe+1c7yvw79+/D6XaC4lfu3YN6XQaMzMzOHv2rHGAkCqRkTaMnecDSUFvC3bbRJKTiBS+NijYgY1oInZgr7INTo1Hk1ZOUJLX5+TFjuV16JiORCKmQ6vVKvL5/AN3ykFiu4LaPsaJ47Sx3Umn18s2qJDvgi1Y9moC7CXspUBi4a5SqYTl5eXdP9ARh2QNpDbOyBxq3TbVJgNM7GgcWqWkYSgfqGDSauKqWvl8HtlsFs1mE8lkEuFwGG63G+Vy2cTku1ztqsI8hrQPf98L9BX4rB2RyWRM8bFUKmUK/1MgUgCSDyeVYvOUNl0jG1hq+lJg83+Cg1fWp2fHyH3kR96D5NkkvQM4a5+ymiSdLnxOhlfxOC4SflzQS9jvlMvvB1s7pbDr5y8ZdMhxL7HXbSHPYTsWgQ2f2CBr+PbYI+TkaiugTmGZvc4t+1GOZyqHLJleLBZRqVS6FkchhcNsZ74rMl+IVsFeYVvpXIVCAXfv3kU2m4VSysSLchENPpjkt+VfAF1x+pIjkyaNjIu1Pd62pmI7Wfs5neQ5bIFPc07+TtOKszc1fForsp5/s9k0dfqXl5cxPz+//dY/RMgJdSutuhefvJ3fe8F+SXiOQRf6HP98d5wyKntNuHvVNmxzWsl76RQ8aqAAZQ17yalTw6cMkoqorXgC3WOW8k36nqT84iTK0i25XM4oyDL2XlLLlKEyV2iv34dtCfyVlRU899xz8Pl8uHXrFu7cuYNwOIyHH34Yly9fhs/nM0XVGD1DWocxriydwE6QjgrpzXbig52EiRTi8rhe33mMLaTIqXHQk9vkJBQOhzftLyvcZbNZZDIZLCws4Nq1a3jxxRd3rQ0fFGi52KuLOaGX1unEbe4UkoLj+Z241l603nGF3+83C3HI5e84Zm0KRsJJ+bG3Ox1rU0eM/2ZhQSpkgwYZFSNLG1NOKbUR9CGjA2XQhx10Qg6elI7NxfNYr9eLRCIBv9+PbDaLSqWCYrGIYrGIcrlsyrFz0ue1K5XKpsWk9grbEvhyJXdmrcbjcZw6dcokMEi+npq+bUbKF5uNypnQFtBOgl8OYJumkXVJpMd9K45avjz2ZCI7Wc7qNLdI95CHy2QyZlH0w8ZWQnKnAltqmNsxd3cKeW4noT9IkBaxk2W6XYHe7/xb9T3/Smp0EGFr4dLSlzSwpJ+l4OZ+9rjk+8DJQyqtkp1gjSjKRLa37RfkPcicgf2wdndcoadQKGBhYQHr6+tQSmFlZcUUJWLhsrGxMeOU4CK/vQS6Ha/qJKD5nRw5KRwObLlogRRMvSgHCanhO2X08jrFYtGYZdIkXlhYwOrqKtLpNFZXV3fanEcCTu3ltN3+Lidce3+nyIZelpY836BTOoQMA5bjVtKYxE7osl4TuaQOJNUqV18aRLhcLrPCFbVmPj+VWABmm9Tw+Y7LoAL6KAEYakbu02v8UtgzzJJ0kmx7WV2AtDmTX/cK21rxCtgYSJlMxlS4vHXrluGzz5w5g/HxcUxOTuK9730v4vG4WSaMzglZGIjntikYOUPaVAJXl5fWAyOESCHJxqNJth3aghOJNOV4f1prLC0t4c6dO6hUKshms8ZEu3fvHpaXl9FoNEwY63GCbBupmcjtti+FvxO2Y92GEy3jJNROirDny8+yHU7P3qs9bCtZQvqi7P7idnLFPI/MWxlEMA4/HA6b0jDARj4R25Acv4zQIc9PDZ8aOSP3KPBlVGK/fiN/X61WTV6QtK5k5GEgEEAkEjHRgHuFHWv4so46a+34/X6j0ft8PuORJj8ls3GdND85QCXHaAt8zoyynEGr1V7rlslgsvFkR/QLG5RavS3weW06ZsvlMtLpNNbW1lCr1bC2toa1tbUjpyFth87ptU8vK6kXdiIs+lkRJ03gc4zLCdOpDXbSF/1gW9d8zwZZw5fUrJQBdsi2U+hmr4ACSVFL5dO+rj2mbaevTXsTHBP7kXW+LYG/1WBoNptIp9OoVqvIZrNoNBoYGRkxE4DL5UI4HEYsFuvKJgNgNGullFlrkkuGyRo+WmsjdCX3xpmTZpZMrHKaNHo9n/Qx2Mdp3V4mMZ1Om8XYuYJWsVg8di8L75vmK0PHZBsQ9kvhNBk4ORmltmlTFva+RK+JeZCgtUaxWDRUKBfl4LvCMOFek6gttJzOb4NarhR+LDeSyWSM5jmIoKJJ4UkqzeVydYVGElLwU4ZIa1+WWQfQtbQp5ZosjcAAj0gkYhY8t0s88D6BDWWL0Tp0Cu8V+gr87QqyRqOBtbU1pNNpzM/P4/r165v4+FgshpGREdMgoVAIwMZq7263G7FYzNSmyGQym8oe5HI5ZDKZTTH3ve51t4K417mcYsePmymsdTvjjwKfXCG32c9nf5e+E0m/yfPzr5x8pXZj3w+wdUGxQQEFfr1eN74voNuRK7PDJews8H5jX4LUqk3vVCoVrK+vG+E/iKCQZmKV5NsDgUCXk5YTIuPfpezh+KX8IufP2HqttRH4FPL8cCW8RCIBl8tlCizayqjsUzs8c6+wZ8uqSO24V/IRGz4QCBiNQgp81qOp1WqGI5eaej6fRz6f37OssyE21xSxfwO6HX62z4XbbeFja/b2RCHPJ+sUOSUkDRpktEa1WjUle2UbSUh/F4+3NUIbTn1IgddoNFCpVAx/P8iUDoAujdwWsluNNTuYxKZ9bUoaQJdz1qbMpAUhzyvlHGWodAjvWVvs2Zm2AFdil2YRsOETcLlcWF9f3+QYkZriICeIHCSYiMKqn5Jeo7+FTiwJOfhlWCzgbOlIByL3peNd6+7U9FgsZiKhpInN6w6SQJKRXvfu3TNrTYyMjHStaSqTgWzBZHPQhOSf5fVyuRxarRYymYzxP62urhpf26C+Vz6fz7ALMuiDmrwMvQbQNb6poAIb1HOpVEI6nTbHkY7j+1Cv17G8vIx0Oo14PA6lFKLRKHK53Ca6hs5zTgylUgmVSgWZTAb37t3D2tqaCUjZKxyYwK/Val08oZMGuZPwsyF2B0YbkB+0F5ynoz0cDpvBbjv7AGxLE7cjRngcBZ4sLBWJRBCPx43zX94v/w7KmJBUwdLSEtbW1gzFSUFECkYKJluTdxLStmNQa20iyGq1GhYXF3Hnzh0TAHGcSoHsBh6Px/DnLpfLPLOd9CkhFRqWPaBvpVKpYGVlBS6XC6lUatNEQX8mK/RGIpGuNWz5/nE1PrkYk8znWV5extLS0p6XazkwgW9jLzn3IbYPCgBSCSzZyt+ZRcilLAFnqmermHkpcORxhULBOLoZqlupVMzKZ1x74SSAbUQTvlwuI5/Pw+v1mkxNCgdqhk4hek4+FBnyx/PyGqR1BlWrl6hWq1hbW4Pf70epVEI2m0W9XjfLttJ5SwUkGAzC5/OhXC4jk8mgVCp1RfxRC9daG8EMAGtra4ZuJq+vlMLS0hKKxSLW1taQzWZNZF8kEoHb7UahUDB9ksvlUCqVkM/nuyoO76VcVP1OppQaSuBdQmv9wJ6W/Wh/r9eL97///fjhH/5hk97v9/sNjcYENkm7de6l668Mz3WCFPjyN5l0QjqpWq1ibm4Oq6urWFpawje+8Y0Hrkl0VNvf4RpG6+NSfBTudOSyqiUdhjIjU4LChtwvBQmta0a/kVLba2EisRftDzx4H8RiMUxPT5uYdlb3pRCn85YO0ng8jlAohEqlgnQ6bUogsHZWLpdDOp1Gq9VCNBpFNBoF0KYqOcHKAmmRSAQej6eLTqIz1+VyGSWLkz7j+6UPc7cTs1MfHJqGP8T+oh8FUq1WkcvlzBrE9JvQgU4B5GTq8jdZAApwjjiQ+RJS8+QApg+hWq0azpJhgicFbBvy6zZk8mIoFEI4HO4KfpBoNBpGO6zVakarlyvQnTTk83m88cYbUEr1rNvEPvB6vUilUohEIsbnWK1WEQwGEY/H4fF4kM/nTaRgOp0+zEfbFQY7HGKIHWG7AqFXaOV2ITWWkyiEdoutwjB7hccO4Txm7fDWk4C+lM5BQil1G8BPaa2/6rDtbwH4Sa31Bw/8xk4glFJfAvBxrfV/VEp9FO1++YHDvashtot+79IQW2OQx/+WGr5SqiA+WilVFP+/9yBuUmv9yX7CXin1PqXUja3Oo5R6TCn1zd0efxyhlLqtlCp1+uu+UurfKKUGc7WLIwql1PcqpZ5VSmWVUmtKqT9XSp077Ps6CRiO/25sKfC11hF+ADQBPCJ++4v9v8X+UErtxA/xQwA+u1/3coTxg53++z4APwngZw/5fnpih/155KGUigP4IwC/BiAJ4AyA30T7XTqyGLB+GI7/Dg6cw1dK/aJSakEplVdKvaqUelhsflvnt4xS6rdUx6uilPqoUuoLne9nlVINpdTfVUrNA/g9AJ8BcF5YHr1m8B/q7Cvvx+10vFIqqZT6PaXUqlLqplLq74hjPqGU+k2l1JeVUjml1J8opVJ710r7A631GwC+CuDnbYum06ZntzqHUuq9SqkXOn30ZaXU1c7vv6SU+v9a+35WKfUzne+PKKW+qJRaV0q9rJR6v9jvtlLq/66UehXArQd/0iOFSwCqWus/0Fq3tNYFrfV/0Vrf7Yyj31BK/ffO+/AFpdQoD1RKvUcp9Y1OWz+rlHpCbPtFpdSdzvj7ulLqcaeLK6XeoZS6S2tcKfVzSqnXlVJppdSnOW5p5Sql/oVSahnAr+xvsxw8huMfm50X/T4AGgDO7uQY6/grAOYATAJQnf8nO9tuA/gygFEA0wAWADzT2fZRAF/ofD8LQAP4bQCBzud9AG5sce0wgEUAbodtm44H8Em0J5MQgMcBrAB4X2fbJwBkALwdQBDA7wL4nd22y35+Ou36ns73q502+FmH5zV9C+BLaPOWdtuPAFgH8BEAXgD/CMAbaEd7Xexs84l9iwBSACKdfv/rANwA/gqAVQCj4h6f64yLwGG32R63fxxAGsDH0VY4YmLbJzrj/HEAfgCfB/ArnW2nOmPur6CtmP1NtIUB2/cjAMY6/fAvAbxo9zmA7wVwF8DbxTHfBXABgA/AvwXwu+IdaAD4551zDkQ/DMd/9+egNfwG2gP7KtqC95rWelFs/w2t9arW+j6ALwJ4wukkHXxMa13RWle2ee3vB/AVrfWWpnRH6/8JAL+otS5prV9C+4X9G2K3P9RaP6e1LgP4ZwB+ghbJEcRnlFIZAH+KtpC5ucvz/AiAl3RbW60D+NdoT4hv023t6RaAD3T2/XEAX9JapwH8KIDXtNaf0lo3tdZfRHuA/5A49/+mtV7cQX8eC2its2gLXj/abb+ilPqPSqloZ5f/rLV+SWtdBfBpbIz5nwLwX7TWX9Rty+B3AZQAfE/nvH+gtV7p9MOvAHhCKRURl34GwH8E8CGt9XOd334O7Qnlpta6BuBjAH5cKUU5UO1srw9YPwzHfwd7KvCVUn9L0CKfsbdrrW8A+IdoayQrSql/r5SKiV2WxfcS2jOjE1pa64Ud3t4mOqcPRtGewe+K3+6gbXkQc9Z3P9qz+VHED2utE1rr81rr/weA3aZYTkO0ida6hfazs13+E9paDDp//1Pn+2kA39cxgzOdl+99AKbEue/t8p6OPLTWr2itf1prPQngXZ3PP+ls7jXmTwP4aavNzqHT1kqpn1VKfVcplQXALLURca7/K4D/prV+Qfx2GsBvi/O9gba1PN7Zvqi1HsTFbYfjv4M9Ffi6HU1Dh+4P99jnd7TW70TbBDoD4B/s5lJb/O+EDwD43DbPtwqgjnZHEacB3Bf/z1rfq2ib7scBRbQ1EwBAhzfeTuTCfYg26Vg0s9hol08B+GCHC3072s5KoD2YP9956fgJa63/lTj30YgP3mdorZ8H8AcAHt1i13tohwbKNgtprX+/077/G4C/DSABYKZzjLQw/y8A3qWU+sfWOT9qnTMgrOwT0Qc4weP/QCkdpdTljnPIh7Y2U8XeRCssAxhTSoV7XRdAvkMVbXl8h/b5NIBfVkqFlFKPAvgZbMzYAPAhpdTblFJBtE3jT+sOIXcMcB1AQin1fqWUH21Kajv4DNrUwYdUO5rg7wMoA/gWAGit7wB4FcC/R3uA5zrH/dfOcf8npZRHKRXojINph2sMFJRSV5RSf5/PqpS6BOCDAL6xxaG/izbd8j6llEspFVZK/WhnjEbQ1lJX0LZE/7nD8WkAPwjgZ5RS/2Pnt48D+EWl1MXOvYwppX7sQZ/xGOLEjv+D5vD9AP4VgDW0TaMsgH/zoCfVWr+G9mx6t2My2bP1D6NPOGaP438ebWfMHIA/Rttn8EVx2CcB/DqAJbTD7X7hQZ/joNDhlf9vaAuV2wBexDYmXq31KoAPA/gXaPfhXwPw4Q6fSXwKwPs7f3lcDu0++Dm022sObYfXScj0zqNN4TyvlCoC+ALaXPKv9jtIa30bbT/Sr6Dd1jfR1uihtX4FwL8D8BLavPGbcOi/jub+AwD+kVLqb2utfx/AbwH4I6VUHm0e+Xse/BGPF07y+D8ymbb7CaXUZwH8qtb6S3t0vk+g7eX/5b043xBDDDHEQeAkaFgA8OcA/vKwb2KIIYYY4jAxSNl0PaG1/rXDvochhhhiiMPGiaB0hhhiiCGGODmUzhBDDDHEiUdfSkcd4xWv/H4/YrEYvF6vWeKt0Ti4nBJ9DFZccrlcCIfDCAaDCIVCOHfuHCYmJjA+Po63ve1tmJqaQr1eN0u2ZTIZrK6uol6vm6X5lFgxKBwO4/Tp00gmk8jlcrh79y7y+TxeeuklfOELX8Da2ppZXm8ry1I94Bq2x6H9Bxl70f7Ag/WBTHzf6ViKxWI4f/484vE4isUi0uk0arUaisUicrlcz9XefD4fksmkWTSFq23Nzc3hlVdeQaFQ2O3j7BhOfXDgHL7L5cLMzAxmZ2e7Vo3XemNpsEKhgPn5ebNGZK1W69thXPszHA7j3LlzGB0dhdfrNasDlctl5HI51Go1zM/P4969e0ZoDTKlpcRSebFYDKlUCj6fzyyx5na7jbAOBAIYGxtDLBZDPB5HNBqF1+s1y7QB7ZdgZGTErBxEgc/29/l8iMfjCAQCaDQaSCQS8Pl8uHDhglmrk0vucbm9crmMWq2GdDqNfD5vxsEg98sQBwunscQlIrmsYTQahd/vx+joKKLRKILBoBHWlUoFhUIBjUYDlUoF5XK557KDXDTd7/cjEAgglUrB7/fjwoULOHfuHCqVCtbW1rC8vGzGfTabPbDxfuAC3+Px4NFHH8UHP/hB0zA+nw+tVsssGDw3N4fPf/7zuHXrFsrlslmizQkulwuBQACBQACnT5/Gj//4j+Opp56Cx+OBz+eDUgrlchnZbBblchl//ud/jj/90z81wucgtf6DBgW6x+PBmTNn8OSTTyIWi2FqagozMzPwer1m0EttiJMll9dLJpNmcubi5XKA6k5hJq6p2mg0zHqrtVoNk5OTeOKJJ8y6uVx3dWFhAcvLy8hms/jOd76D27dvm5fqpCxkPsT+YKuyVn6/H+FwGIFAAFevXsX58+eRSCTw9NNP49y5c13vgFRC5DKJva4r3xMuFcoF5Ov1Ol544QU8++yzyGQyeOWVV4xiu51nedCJ4cAFPrXN6elpow1yEe1yuWwW0uYsC7QXCKaQ4QMrsfhzIBBAMBhENBrF9PQ0zp8/bxbidrlcZrX6UqmEZDK5ScANKqh1+3w+RKNRjI6OIpFIYGpqylhYbCOttVn8mlYX/3Khc2r8dtvRMqPV1Gq14PF4zMLPbrcbXq8XAIzAp9WmtTZakc/ng8vlMucBhkv0DbF3kALY5/MhGAwiGAwikUhgbGwMIyMjOHPmDB566CG4XC6zeHw/SHnktE1+Wq0WarUa1tbW8Oabb8LlcplxT5qT59sv9uFQwjLlLMiG11rD5/OZme4Hf/AH8eSTT3YtxswV4wEgkUhgZGQEHo/H0BLsML/f36V1AhsmHFeKbzQau14N/iiDFo/H48HU1BQef/xxpFIppFIpzM7OIhAIIBQKmQHGRcvZVmwvDmBSMRTaFMpycFLgN5tNM2FLrYhCHNgYyC6XC4lEAi6XC8lkElprnD59GoVCAXNzc8jn813c6RBD7AZSaJ45cwaPPfYYIpGIoS79fj9mZ2cxOTmJcDiMVCpljiuXy0ZTd7na8S18R7TWaDQahtb0+XxGkZRWMMe9vJ/x8XG89a1vRbFYxPT0NJ544glUq1XkcjnjI7h+/bqRdVrrPVNQD03gs2HIKcvZd3x8HJcuXTINRiFy9+5dvPHGG2g2m7h06RIuXrzYRTW4XC7DJzcaDVSrVdM5Xq8Xfr8fSik0Go1NHTEo8Hg8xjq6dOkSPvzhD+Ps2bOGO6egrtfrqNVqRgDzr5woW62WacdWq9Wl4ct95eTJF8Pr9SIYDJqXgJoS+8ntdpuJqNVq4fTp06jValhdXcXzzz+PhYUFLC0toVgsDgX+ENtCP+pDKYWLFy/iJ3/yJzE1NYV4PI5UKmUsUdtyJY3carUMW6CUQq1WQ6VSMfRktVqFUgrRaBSBQKBLBjWbTWOtut1uc47Z2VmcOnXK+CuLxSLK5TJu376N5eVl3L59G+vr60bgy+fhPe5W+z8UgS+FBdA9ATgJblINmUwGXq8XSikzG3M/SUtIPsxuGHndQQQ1/HA4bDSZRCKBcrkMYENDsbVwAF3CXwp8Oln5m1Kqa4LgNjqJKfRJ1REcrLK/6bBntE+tVkM0GkWxWEShUNjSpB5iiH4gJenxeJBIJDA6OmqCE2hhejweMw6pBAHo4uvluJcfp3eH+9qUDvelf5Hfg8EgyuUyCoUCWq0W8vk8otEowuGwCVrZKzbiwAU+NcJKpWIcfGwIaqB8yTm7BgIBtFotrKys4Ktf/SpKpRKUUhgbGzPcfSgUMhxZvV43DUw6gd51bhtURCIRPPbYY5idncX09DQ8Hg+KxaJ5fk6GkiO3B62ciKUvRCnVdbwc8Pa+Ho/HvAA2bG1f3kcoFMLFixcxNTWFUCiEW7duoVQqddFNQwzhBKf3empqCu94xzswNjZm3otEIgG32416vW7GtKRsOK4l6yCFdSjUrqwcDAZN0AcnDUmPAjDKKM8NwChU/E0pBb/fj5mZGYyOjpqw5itXrmB+fh4vvPACMplMz2fcCQ5Fw3cS+FI7p9AghRAIBKC1xurqKp599llks1lMTU3hkUceMbH2wWDQOA5pZlFI2dEhgyzww+EwHn74YTzxxBPw+/1wu92GFmE4mRS0wMYgchLQ7Aepydt8Pwe19MvIgc8+oIYv/QS2dRcIBHD+/HkAQL1eRzQaxdraWpdVMcQQ28Xk5CSeeeYZXL58GWNjYzh16hT8fj/K5TJKpRIAGEsT6Bao8h3hNloM3MZxLiP+5IQhFSU7/8Smtqenp+Hz+TA+Pg63243l5WW88MILuHnzphH4D4pDEfikCpwcp9Kjze8UFBTotVqt68N9nPgtycsNcmSO1LAZA8zQyO2EkslzAN2cod0PdvvKiB4n51U/SOtC0jwulwt+v98khZ2EyXqIvQGdqEwsjMViiMViCAaDm6L9tjue7P2oOO30vnpdT/7OnKJEImHYi0Ag4Dhp7BSHQulUKhUzY42NjW0y6ymgZDw30O2wqFQqyGazRvMj/wtsdIYUgl6v15xv0AS/zHaNRqOIRCImWUryjVIAU8BKk9OprW2O3+YqeZwU0jRtCZvDtLl//tZoNIxzy+12IxaL4ezZs/D7/VhaWsLdu3eHDtwhtkQgEMDMzAxisRguXbqE06dP49SpUwBgHK1ScNrUYj+Q8gE2NHR7fEtIxcntdhtfgdzO96lUKqFcLqPRaGB8fBypVAqZTAYXL16Ex+NBJpPB0tLSAwWcHIqGX6vVUCgU4PV6DY9GSApAChVbgFSrVRSLRfh8PhOFQy1U0hb8SKE0aJDhrcxJIL/IwQ1sDFCbGqGAllaSPQnzu3Risb1l2/p8PjOonaw1+b88jzwfJ+pgMIjJyUl4PB40Gg3cv39/KPCH2BI+nw+jo6OYnJzEzMwMJiYmMDo6imKxuCnJyQ67tAW3k3B2YhB6KZHSOrZpIznuGdGjtTYOZp/Ph4WFBczMzJhxz9Imu8WhcfjlchnBYLCnI46ODTYKG4yCjYk83Nd2IBJSo92K2jjO4KRGa4bt42QCyv+ls0laAE4hbk5RB1JzsbUY6TiXwl5qOXYOACcOlmyIRCKo1WoIBAIDZ5kNsT/w+/2YmprC2bNnjcJAOcOxaCsuthB30tb7UTLbQS9alOd2uVxdFm+z2UQwGMTs7KwJ87x3756hwncjyw6F0imVSlhbWzPUDNDtICGd02w24fV6u4p0TUxMmLBDdoD0CdhRI+xgJ1NuUEDOkklVpHTo35Cp3raAlueQ4a3bAfeTFoJNG9n72hMGBy45ejlxRaNRU4xtfX29i3Ia4mTDplMkkskk3v/+9+Pd7363qRtVKpVMBrgM9wbQFaUjLV0nB24v6sYJTgK+n+9AykAGsIyPj+ODH/wgKpUKPve5z+Hu3bsA2tUHqtXqJv/lVpPAoQh8Vp3z+/3mJZeQhbmk5seQqGaz2aXxybhxJy84Z8tBza6lsGZ8r8/ng9/vB9DW4O3kERkHLOOGZQy97ajldZwgJxMJp3NI7YqQFhqdtgxVo2kbiUQGko4bYudwGmsSwWAQFy9exFNPPYV6vW6i1GQ0juTiJYvgdF77HZCTwVbC37Zk7d/t8/JDuReJRDA1NQWlFG7cuIFIJIJMJmPoWrs9trJCDo3SkRq3UyignZ7cbDYxMjKCt771rSiVSrh48SLGx8cRCoXg8XhMVq1Tx50EgR8IBBCLxUx7UNtmoppsU2o5Nmj9MIyVgljmNdia+nbak1nODLu0oyXkhMQSDvKvpHmGGMKJuvV6vZiamkIqlcLly5dN+RAyBVQgZTEzp4gdJ6HspLTs9bPYz2RbwLTiWa6ZTIlUqrZzX4ei4bMuDgW1DHGSThTOdMViES6XCxcvXjQpyUyHBtqNlM/njaZvc9Gs8TKooX2MaJmcnMTIyEhXinc4HO4qeyCpFwBdLwSL19VqNWSzWdNmrGUkJ02nmiK285WTCssqM9Z4dnbWWB52rSP6aZgY4/f7Bza6aojdwxbOkUgE73rXu/C2t70No6OjGB0dNe87lUGOLVnbSZ4P2Ihec8KDjL9e9I58DhlUIcs61Go1uN1uhEIhnD592tQKW19f7wp6kOfuhUPR8OmRphBxcppILZ2aeywWw8zMjOkwpvyXSiXDZznN/tIpOGjCHujm8FkvqJ+Q5zG2NsM2Zf3vSqWCUqmEdDptOE+5+ImskilLNUgKTillqp0GAgEkEgmzXVJwMqKKWr2M/hkK+yH6wePxYHx8HBcuXEAsFjNrMnCM8n2QSYKEVFIAZ7rF6fedoh+l47SvpDqZkEofnV37Z7v3dqhROpyBneqtsANkZ5TLZcPzSoEjqQgp2KlFOk0Cg4RGo4HV1VVj6YTDYdy+fdsIWFIqLDedTqexsrKCRqOBUqlk6s+zbHG9XkehUOiaAHrVA7e1FCfkcjksLy/D4/Fgbm4Ob7zxBgKBAM6dO2e0fUYWSetOprEPo3SG6Ae3241oNIqRkRFTxx7YeOedItCcxq1N3/A3edx+wclJLCnNYDCIVCqFZrNpglZ2ikNz2hYKBfj9/q4FM5waX5o/dMAAzo4b1tLhBMBOH0TeXqJer+PevXtYXFxEIBDArVu3EA6HMT4+jocffthk7I2MjMDlcuHll1/G888/j1KphPX1dbPijgxRk6WN+bLI6B5y7gCMmSw1dEn/lEolFAoFo6V4PB7EYjF85CMfwdTUlLFOWEKDx3m9XsRiMROKO3TaDtELrL56+vRpU5KFkIELtrDvpahspTE/SIhmL4ev/TvfJVq6kUjEhJm++eabx0PgA92lFZxmVGAzz8XjZDxtr1lbmkI7CaM6rpACGgDW19dRLpfhdruRyWSMoKSzNJPJYGVlBYVCAblcziwtaJ8TgHGeykggKexpbdEas2v0sC+q1WqX/6TRaJjoCdYnIc1DikiW3xj0PhziwUCLkONIhlnybz85w+9OVKfNOtjHbRfboXSksJf+BD4fS43wndwpDrV4WrVaNfHWLpfLaIG9nBA2zy9/sx2G/E0KnUEVHH6/H+fOncPk5KRxTJEiqVarWFlZQT6fRyaTgVIKa2trcLvdiMfjuHr1KiYmJjbF8sowV9sxREgHOx20MiYf2GwG0xHMCeLP/uzPurQYuYgKSzPX63Vcu3bNFLs6adiKq92vCBIbu4lFP0hQWQA2l0vo5b+jgLd9Xja70Kv0gpNMkud12rfXMTZdypwYKrnRaBQXLlzAyMgIXnnllV1ZvIcWpUMOn+a9UsoIAwCOa81KwWIPcieBZAurQRX4gUAAV65cwRNPPNE1CDKZDO7du4e1tTUAG1pDpVIxBZre85734L3vfa/R2GVUEx21LKtcq9WMc7xXph/7RWpbpJM8Ho+ZePL5PL72ta/hs5/9rLkOaaBSqWR8O9TwGW1xEtGLU5bb5WS9HTrC6TxbHcOxtd2IkIOEDBiQFii3yb/A5sQte6U37i99iU7av5PwtmP1nfYl5AQj84/kBEMmJBqN4qGHHkKhUDAVNXeKQ1sAhS83sNmhst0Bu93tTjTPIIEDjHQL25MLP0hnKLDR/lyn1s7ElfQMJwmZjbidCdSOp5dhl5IaAjYsCknjcGxwf97PoE7aW+FBOGPZ3uS3tdamWNdxhnTwO0Vz2ZTxVm0oaR2OcymU5Tlsy8CJ8rGv56TBO8kzm7LmfTCxcrcLAx1a8TStNcLhcFc8rHxAuRISsHWRIumNl85G/s9ok0Fc2rBer2NlZQVvvvkmAoGAiVQIhUI4e/Ysms0motEoxsbG4Ha7cf/+fdy7dw+tVgv379/H5z//eRPaSQEbCAQ2FXvqV9ObkFoR6Z35+XkjqEulklnQxOfz4W1ve5vRYnh+LlQTjUYxMTEBn8+HV199Fc8++yxyudxAL1FpYyvtnr/1EjAAkEqlcObMGYRCIczOzuL8+fNoNBr4i7/4Czz77LOO1rTTNah9HhWlSSmFSCSCcDiMsbExxOPxLuc+fUaSepQCV5YS4bPxvFKY27H50qdIOAn+XsLeqbKAbFMKdpl7slfU9KFx+PLFtmGbRr2EPB/aaX9+2MmkIwaxlk6z2cT6+jrm5ubM0mihUAjBYBDJZNJkIZ4/fx4+nw/Xrl2Dx+NBoVDA/fv38fLLL5s4eS4KzwQulmGwNRfJkdovjr3EZC6Xw8rKStcaBh6PBxcvXsSlS5e6wmyZANZoNDAxMYGrV68iGo3is5/9LK5du2ZonUHsx17YyqLdqh3i8TguXryIVCqFp556Cu9617tQrVaxtraGb37zm9sS+LzOUWpzpRRCoRBGRkaQSqUQiUQQDAahtTbJVsCGgLUFOaN3SBvakwKf164vZYcl2zz8TuA0eUhLzE5oPJYCn+inlez1deTsOGhwuVxmjV+uZcsFxO2oBYY7RqNRuN1u4zMBYPZl/L7M2LUHvZyIZSE2KTy4P/lUOmArlYq5B8bXy5pK1Pir1SrK5TJcLpfJBRhkX0wv9DL7gY2kO07KpDbkykynTp3C6OgoEokEIpGIqR4Zj8cxOTmJUqmEfD7fNRZ6gYoBQ2iZnX1YkMqeHZkjtXsnXr3fOZ3a3On4Xv1iWxO97tv2PfaLJLIj5XaDQy8/yBl2qway4WTGOgkEOiGp4Q9itm0wGMQjjzyCd7/73fB6vQiFQkY74ALIrVYL6XQaLld7kZILFy4AAJ5++mljOsosRKdB1U/Dc3oR5CRDjZw1lPgb+6xUKhntn7kBuVzOLFz/2muvIZvNmmUaTwrkGHdqe6/Xi9nZWYyPj5tic6FQCLFYDGfOnEE4HDarJ3m9XiQSCeMgf/jhh/GRj3wE6+vr+PrXv47XX3+9532wPz0eD86dO4cLFy6g0Wjg9ddfx61btw7lnaIQl9nYthxRShmFxY7ek8/V7xr2/7bzmrAz2fvJNNvakPfDbXbEIq1vKmVbWX5OOHQNv5/WbVM28jdb4NtmmD0AGeI3iAth86V/7LHHzARH4ZrL5QyXyZpEoVAI8XgcPp/P1N+x4+flYCPtZmsj0hylSSypNPoAZBatrGm0sLBgVvCR9XgKhYKJ5FlfXzd+AEbvnDT0E6Yy4SgYDGJ6ehqxWAwTExN49NFHkUqlTB9Kyq3VamFmZgbBYBCLi4t44403cP369Z7XkgJ/bGwMV65cQb1ex/LyMm7fvn2oShTvTQp9YMMy4ljsp+HLccv/7e02pEB3Oq6X0Lf9kU7UtJRjkkYNBALGSj92Ap/YyWCxzS2nY50cXfZsOUhotVooFotIp9OGc+cLEAwG4ff7u1bUYcYyOUya8pJ/t7Nu5bVs2BqTbH9ZG0cpZRyujUYDmUzGxNbLGiGsfe/3+02ORrFYxI0bN8z9nxTBL60tv9+PUChkaDaWy7h48SLOnTsHv99vHJfhcBjARl11ufazHBvJZBLlcrkrM9UJ7AvSfdFoFNVqtWshosOAz+czPitq8raTVY5JqaTIsb0d5/h20I9+sy2AfuiVFcz79ng8CIfDXbkq28GhC3ynmcxpH7sDpYBx8gXIxqKwI70xaJROvV7H/Pw8Xn31VYTDYUxNTSEWixltzOPxYG1tDffv3zeF0bLZLFwul1kDt9VqmYJpgHOGIgW3/Tuw2fIiD2/3jdS2GDIaDodx5coVzMzMIJ/PI5lMIp1OIxaL4dSpU4aquHv3LlZWVrC+vo5MJjOQk7cNlsT1+XyYmprCmTNnEAwGMTIygtHRUYRCITz00EM4ffp0V0YzHeHZbNb4Q7TWCIVCptbMxMQEvF6vKa3dD6lUChcvXkQkEsHly5dx+vRplEolRCKRXWmaewGXy4VYLIbp6WlMTEwgHA470pBAe7xKulcqQOTFub+TfHCKvLGjdJyoISd+Xgpz9pN8Jr4jPp/PyCxZ3rleryMcDmN6ehqhUAhra2tYX1/fVpsdusAnthLC/WbO7ZxbZo8OGprNJgqFAlZXV1Gr1UyBJWqEfr8fuVwOtVoN5XIZmUwGy8vL0LodGhsIBNBsNrs0bmkey1hnvhj2ilnAxuTKe2LylPywrDUzfaPRqFnKcHJyEuFwGOVy2UQKnTt3DqFQCNevX0cikTBhnScF5Gv9fj9SqRROnTqFSCSC6elpTE1NIRwO48KFC5ienka9Xkc6nUaxWES9XkepVDIWFQU+NXI6+sPhMHK5XF8NXyllJplYLIZkMolYLGYsjcMCHdYMzbSDC3oJbjvaRQY19JMRvYS9/G0rZ6pN5zjJNNufJt8f3h+DHlqtFnK53LYd0kdG4G8lzLdqIHub1DQZ18pEpMPSSPYL5PYikQhCoZDh8Wnukb/PZDIoFosmLp8aUiQSMb8x4oIDV0Y5SO0ccE4ld9LwpSkqj+Eko7VGJpMx95fP51EqleB2u7GwsACfz4elpSXkcjkUi8Ujn3HrZPlsB7Iq4vj4uHG2njp1CsFgEGNjY8biIXXj8XhQqVSQyWRMBJSspe52u03AQqvVMhxwo9HA8vKysQ5zuZy5d74jgUDAWBdXrlzBk08+iUgkgkajgWvXrqFYLKJSqSAej5trHxbV1uuddvLz9YNTfzkJcdtxa3P4vQQw5ZGdxEghLx3Q9rtC3t7j8WBkZATnz59HOp02Yc/bwaELfOno6xd6xr9OHnLbOWJzXm63G8FgELVabVMd6UEAyxeMjY2Z0Eqa8eTq0+k05ufnUSgUMDIygvHxcfh8PhOuB2xw+HJAbret+vWdFPh02larVdy6dQv37t1DLpfD/Pw84vG4qb+fy+WQy+WwtrYGpRTeeOMNLC4uYm1tzQivowAnX5Kdobzd89C5PTk5iXe96104deoUJiYm8PDDDxuNmpSa9GMUCgVj9TjdR6lUQrFYRKPRMNZco9HAzZs3DU22tLRkjgkEAvB6vRgbG8OlS5cQj8fxlre8BT/wAz8Av9+Pz3zmM/j85z9vQjknJydRrVbNBHJYkIJSjrmt+kBm0trlDZgAStj+APmebPWuUOGhcCd4PXuFN96XpKHpzzl9+jTe/va3Y3V11SRdHhsNfzdCZTsmjNxOOmK38atHHeRiqQVIExCAoXMYz+73+7sWPbf9Ik4D2I6MIux+sc8hJ2BW8eSAZ0w+761cLhsnFOkIRu6Qnz4qkVa9rE27DfoFFkj/COPpQ6EQxsfHMTMzg+npaZw9exaxWMzQZFwFjgtzM8IJgNHOKbBsQcbgBZ6D/C9LlDN+n76VVCqFZDKJsbExjI2NmbIMy8vLKBaLJiafz3DYcOqTXuO2F6Rzm+eUyqPTNXeiRPLc8p6c3pt+x4ZCIUPdsgrudnAkBH4v2C+P/Gt3nHSCSAcL+S4u9TeIC2lQK4tGoyZKhy8u17jlcpIUqHK9T5lC7pT+3Y8LlbCjc6SmK8/DpB2Xy2XugTV3KEBISZAjjkajCAaDpvbLUcm0tcejNNF7tVE4HDa+i0QiYVZompycRDweRyKRwKVLl0z2KAU7BT6wkeDGNpZcuh2Jwutw/DMfJR6PmyqrsVgMTz/9dFeiHRfc8Pv9WFlZwac//Wk0m00899xzyGazZhz5/X6TxX7QIHVor1dtR7jIqDNJ7/Sjivm7DDjYKeT4l/H0TteVlCmfxx7nUomT0W/bxaEL/F6zma1x9trXNmEpKOQLJ0swD6rAD4VCSCaTXYOA0RcU+OVy2Zj/rEMvBT5fYKBbO5X8u+Qe+2n7MiNQmtWk13jfFPj0swAwWcCcAAAYRyGjFg676Jc9huR43SrDUvLyly5dwunTpxGLxfDII4/g1KlTXW1O5yvXLGA7ytwGablSUEjN3+fzYXx8HEopM+lrrTEyMoKJiQm4XC5TMZXXYBuvr6+jUqngG9/4Bj7zmc8gnU6bBDmgHUVEv8FB0zm8V1qETjQvgE2rtdk0Tz9LjNt5vZ3APqd9f/Z1GYLLfgfQ9T7yvvku7oa1OHSBv9dwmhDYOOTIBk3gS17QzjqU/9t1biSk5mNrR7Imia2tb5VJKD/8XfoIpFVhTxYyKkgObjmhH2WwT2RfcOWieDxuJulUKoV4PG5CLVkiWiaj9Vonwuaa5diW+1CrJEVGRYiO30gkYvh9KgRynWIK/0wmY1YoI+8sF8XhRHBQ7UuLhFaJ/ey9/pfn2ErL3284sRjSIpGQv/GdODYa/lY32q8z5O+2humk4bOGyCBq+EC3uSm1GFo8dtSOXGTctpLk334OK57HCTYXyf2kY40F9JgYxv3IE/MetdYmwSYSiWyr5st+Q9KG/N9GLBbD7OwsIpEIRkZGMDMzY8JNx8bGTGhdOByG3+83axMznl5SMl6vt+tll34QQmY7y/sk5cEJm/QPj280GlhfX4fWGmtra/j2t7+NxcVFVKtVFAoF00+XL18GAONboIXWaDSQzWbxwgsv4O7du3vf2D3gdrsxOzuL7/me70EymcTo6GiXFm8nYNFqBDYnQe2XAkF5JAW4relLJ620up2WGeVviUTChKQmEonjxeFL84v/y+/9hL588Zx4/larZSgdqZkMGpxMWLlqlW36So3ZyVnr9BI4CXz+TvD3XueRSSe1Wg2lUsloltzOSCoOdAp8OpgZd3zY2EpARKNRXLlyBWNjY3jooYfw9NNPGwHPTNhisWjqA1HgS0qHE53TxCqv79RPsu+lU5fty3MyQatUKuHmzZv4wz/8Q7z88svmvEopXLlyBW9/+9uRSqXw2GOP4fHHH4fb7Tahsvfv30c+nzfhnQcBCvy3vvWtZpEdGbMurUuZzMSxI/0g+wWnd0O+O5K3t6vONhqNLiuR90xacHJyEqFQ6OgLfJtusGGbpntxPUl3nATY5qB8EYjttvFOtJ+teFB+5/8ymaTXJML/JT11kJAvnczKdApflZPcyMgIEomEKUUQDAYRCARMrXNaMTYV4dRHu+GR5WQuj5VKkvTP8NlYfI3XdblcSCaTSCQSiMfjxiJhUlir1TKTcTQaPTCqjZRSMBhEMBg0tJZ9fVsB5GR4mLAVVHtpULnPXloghyLwWesjlUqZKBLZKf04NSe+yzavuU0ud0b+fhDj8Akna0jy8IyBZxKHE6VjDzob/SZjeS0KNDlogc0afrFY7IrykBOTFITkailoDrIPg8GgSUAidcDIL9a2kUoFw2NjsRhmZmaMANVamxyEbDbb1WbS1yTbSU4IMhLFqZ9sxyT3oeDnh1oiaR6Xy2V8CNFoFKFQyFRWpRVI6oBLkmazWSM4lWpn4l64cOFA+0UpZWr7hMNhU/aZ9yRXWGNuSqVS2dTmvdpzv8B3hH0ja19JJUI+p31/TKbbbllr4sAFvlLtpfdisZgpxmQ/YD+hb2uKNqUjHYvABq9Jp45c63KQ4DQo2C6S0mGUi1NIl5OG4QTbLOWxQHdEhJPAl9+ZnclQUadjpekrHYQHCdazCYfDmJmZwblz50zhMUZG8b58Ph+i0ajJ6uYERUEs1wrmuf1+f1f/SUHLNpPCmu1hWxc2ZSBpPtmWdsEwj8djauWznAUAE9qrlEK5XEY+nzdlGorFojmWzzk9PX2gpRYoS5hhLq1FSQly0qRDmgpJr7HkZCXs5T1zjHNSl05vmzblMfa7ScWBCXXbvd9DkX4cIBxMHMROs67EbmdjKfAZm8408MOIHd5v2JMeB5h02vKF2E472lQAYfcHuVI7ksTuVwmn9Qn6TTwHqUGOjIwAaIeEsm7N+Pg4ksmkqR5JKoFChdYkQyalBeVEWfULc7WjkSQXv1Wb2O+QTe/I7f0iPSiYnPIz+L8dDbbf4DWpwct8D9m+8n6c+HPuZ8Np/PWiiZx+6+dbkX0shb5N63G7LFYoISPZdtLmh6LhB4NBjI6OYmRkBEop44RjQoiTWUM4caZ2o7LzZXGkUCgErTVGR0cxOzuLYDCIdDptohMGCU60Tr1eR6FQMIW1torhtQevranb+9paiK3JEPaAl4kkTpOJzTPbL8d+4h3veAcAYHJyEhcvXjRRQrFYzNCD1GilkJaLTEuFQtIxMlqELzhDJgm2gXSucrv0Jch2k0KO7wHpNf4mhYycVFhgzUloyqxn3r9Syvgj5Ipl+w2fz4dgMGjoJ94DI4bYPmw3mfhkW42E02QsE+h4Dptrd3rXnM5JkAaTlI5kHeislfkpNi0HwGTKVyoV+P3+bbfdoQh8WcMaaJsnDPHqF9fdi7LoBalZkruPRCJIJpMm1nnQ4KQ5AthE6cjogK3gpKE7tb3TuZz4UsLJWSvP0+saB6Xlk9qYmZkxa+tKrUreB7VvpTYccKTS7Ge36Rip0TlZuxRc8jen9pIhr/Y2/i7DcaXAB2BoJicfik3R2SWuD7IoIakmOsCln8Omc2Qf9NPU+9GXNnoxEPzNvo6dZ8LfpDCXkwzvmRnoTvfJaCs+/3bb/lAoHTpaEomEoXWAzS/zVp3RC7Y51mw2UalUoFSb85ucnITP50M+n8fi4uJAafi9BrRMzZfx2rbJK88jB68tuO3rOL1MNpVhCylJA9jCzh7AUsgclGBZXFw09xMMBs1awaFQyMR0U5GQlof8Ln9zGuey/aXmL19iWxNlW9j72JNNr5IZThaZDUkB2Zqv/I3nrtfryOfzWFtb201Tbxt8h1mCQsoP+15txUFalbbF6jR+ib2O6KFMAroVBXk9Sdk4WcjETmm0Axf4LpcLiUQC58+fN6FewObMwZ1onvb5uY2NWq1WkclkAMBU/uO6qTdv3jz0EK29QC8tmuCkxzR4YDNH3Eto22no/F3uY08CfLnsl04OXg5qRlBwwXKn/pf8+EFRB9/+9rehVDvm+c6dO6YmPBUGhinKTFW+oKQ8ZKatbXWxXWyw/IRclIP7SppHToBOkw3HNWkCTvrsf9s57jRBS4qE22Q5DtIO5XIZc3NzuHbt2l41f08woS2VSnXFoEvem+NFKhFUKlqtlomMsScDG/ZvWymHO9kuY+3ldq111zPQGpftzndpp+/CoWn40WjUJENthe3OYL2sA4YkUoPiKlA7qTJ33MF2kLXSnTQjKVxsIbCdfXtp/k6UkJzc5cTSS/PciTKwF6C2St9SIBAw/g9Gl9FBy4VdpICQL6y8d9u5aGv+XIjezq6VwtwuoeFkSfA4ueJVvV437c2x4HRP8ng5XpysB1qOXIt4PxUo0khc9ESGWTuNS1s7dtLw+bvTxLfVWNsNOyDfB2l9yd/l+9HrXd0NDoXDDwQCpuyq3+/fNNDkAzs9XL+XXp7DiSfltZVSZrGQkwZqDNL8J2yqwf7rBKcXQ9JGtgYl+1eWSc7n88a/I+P4D5tyozCrVCpotdpFxVgWgSU7wuGw0coZlsmkIFomfr/ftL3k0W2hz1h+m7uXwkrCKbtU/kaBT+qF9W5kWWUpBHkf9vXYl7QUqWUqpZDNZvHGG29geXn5QPqkVySYpEecJlNOytIPY7dnP6rLiSaSvzuBznMn+ogWEp+JbWrXxLeP3e2keigCPxqNYmZmxiRMyJu3Mw9lh0gB0a+B+SJJc5oDm2nt4XAYsVjsxAl8tgeplF4Dnn+5vxywwOaoBjkQpeCQA5tChMfIhLhSqYS1tTWzJCMzOG2Bv50JaK9RrVaNhUifjz3GZEnqRCJhsj+TyaQpC0H6JxQKmYQt9oN8PtuSYRtwTQMKcfpjGJOttTZx/jLJiAl31OpZU19GtUhslatSLpe77oM89EGsRibHmR3Sa/PhUrEAYCZdrfWmsFlbu5bX47kI7mNPvv3eJfkO2VaG7SyXVCeFvj0p7BaHQunIuudSi5HYSqBvB7ZJB2wUUCLfOmhwGgx2ezkJla2O2e29bDWhEIwiIo3B7Yet3QPoEi4yPJHg5MWQzEqlYgR+vV43Ra64yIhcaFwKfCfNVE54lUrF1MaXaxpQ46bwl7+TbuF3buOz2Ek7/aK3KLSYLCfvw77X/YT0I9gCsN89cMw7WaROx/QT9r3u60FgW7S9rnWsBD61IZrDUuvjdgn7xXJqhH4dbH+Y2Vir1UwWpB3jetzAF4A17u1IDGDzoCWl04+jt7/z/17nBDYnffEYJ36V+5MmKBQK5nh5Hh5j52DsN6ityrYkZy8hJ08618j7NxoNQ9Gsrq52ZabyuH7hlBI8ny3wqNnKTFPuw7bnxNJLyZGTv7y2jDbid1miQzqDD2oRlGKxiKWlJdRqNRQKhS3Hq63B29tkLkg/OPWTrPJqW7USUvncKvTc1uptH8OD4FBUXJZWiMViqFarJvsT2HjoXg/mxMs7Qc7m1KSUUiasjiv18EVwyvg8LqC2VqvVNtX9d5ogJY8sU9HlS9FL49kuBSSPkVqYPblzwi+Xy8jlcl0C3+k6vcox7wco8GkVUuBLR6GTYJYrMKXTaWitu87hNG579ZW8hqQo5b5SOMhtcv0Ajn/pP5ClKuxwTklb8S8DLGQ+h/QTsOLmfkJrjXw+j3v37qFYLCKXy21SJmwh70SDSB5cZjDbjIDk1J3aXu7n9N1pErd/s68plQA7PPZYCXzJe/bikB+UynGiLygQKVzYoDLW9TiHZto8pESvQdJr4PIYp0liJ1TaTgem5Jb7TeIHiV4CZKtjpCAh/UPB6CRUCZu3BzaHYkpnIz/S7yWrevI6TsLJidZz+uu0X6/Q2YPsn61oFSdqxEng9tLGnegcp+vs9F6d3i1gs9bvpDg5WeM7xYEJfMmdBwIBw3EyegDYnlCRWqbdqYTdscViEel0Gs1mE5OTk/D7/Wi1WohEIhgfH0epVEI6nUahUNiPR9832JSAvY1RGZIKALp52q0sKu6/XUiO1Enr6cVRVioVZLNZ0zey1K0cH7uJPX5QUINVShkh3mucSuFoj035vyytYIdt2pBWbT9+3cnCAro1WD6PPVHYVI+T1slrS2cvv1PD3++lJ5Vq50UwDj+ZTJoxR2qGQRp8Zi6TSSZBUl7AZpqynwZvR9v0ukd5LifI8d2LBrMnir0Q+gcq8MmfU+CTQ+eDOMWb9pqVpSDYylQql8tYWFhAtVqFz+fD2NgYWq12De/x8XHkcjmUSqVjJ/ClAHSylORgkgJfWlq9LBsnodyLC5WwJ5B+A1RSNJVKBblczlQ9lGPBFviHoelvl5tmbL7k9G0BIekdOxLDFrQ2dSPP5dR3TpabdG4yLNPuQ3mfUvjL/nY6Jy2zRqOBXC6376uRKdWO8qPAj8fjm9pE+jcod/h8MiJG+jh4bnvClPkGtn+KMkv6mmxLwkmeyUAVGYff61g75PZBcGACnxwgeXNbkGwXdoP0M72cBJycwWXVzoPWGvcTUjBQUDk5pfppIEQ/4b6b/e0JQN6nLJHcb0I5yrAtEpmPwA9DBzl+OfE6jUF7EtgqPM+mXQg58dvrztr3xDr5vI7TtfmsFPbSWbzf4FoETLwibOrNVk6q1SrW19dRr9fNe28rPTbNvB25sF3ZIWUXx4YMGqFVIv0xW1HNUrbJTNxeODCBHwwGMT4+bpy1tgeacOLXOBAlh8mIlF4DTP7u9XqRTCZRr9cRiURMhEokEsHo6Cg8Hg8WFhb247H3Ff0cRTRrGU3BsD253cls7ffC2kLaacLe6njZ35xwWaec/bNV5cWjLPT54vayPm0tsld0DOFEVcprbbU/hZekJOxkKvvYXjSf3d+SHiF9uN8gpXP+/HmMjo4aSkc+G7V30nB8/rm5OfzFX/wFisUiHn30UTz11FNd0VK05OzoMKmF83+7Tex2sdtPTsAy8IC+zHq9jtXVVWPlxmKxrgqg9j3I68tkRVk6xQkHJvAZmZNMJhEMBh0dVP04MfmiUDuX4ZS9+GIAJhOy1WqZ2H8mycRiMTQajQNduGEv4cTryReWMd8yEoroxxHKfbYSLPLafPmd6Dn7WuxH3melUkGxWDTbjqvVdZwDAI4DwuEwJiYmMDo62hXaLSkSu9ok0C6V8dJLLyGTyWBkZARPP/10V2g28wo4cclx6iRjtrJknWhW+0NLg4pZsVjsii6U/ole8pFrdQPYco2PAxP4XDUoHo8brU6agv20FynobZ5L/gWcU66VUiahR1oFzIAsl8sHGu53EOBgowlvc/j9LCl+l+fazrV4Lvv8Uruxf6cpKp1/TucYYgiC8oBjStKATj4Mjk0WUUyn01hdXcXS0hLK5bIp1U7BKmkxnt+mj3tZuf3GrFO113q9jnq9jnK5bO6pVqthZmbG8Ry2cudyucxC5sx07pftfCACXymFWCyGhx56CCMjI0gmkyY6h/G8cpaWDyVLhNrlYCmk2fkyKgXY4Dmp4QNtIc/zRyIRTExMAGhTTscZTppEo9FAoVDoSoW397EFe6+sTyeh3u8+nJxh1Fr4P6O2tNYoFAooFApmCbpek/sQJxvS0pdaObexCiawmaLMZrO4fv06FhcXTYRPIpHAuXPnMDMzYyx/yhaeSyaU9QoccLKOpWbOhD0ZpNJsNpHL5ZDP55HNZvHiiy/ixo0bmJ2dxenTpzE+Pt5leUtaR7IXk5OTuHr1KtbX11GtVvsGnxyYhh8IBMwC0IFAoMuZKBNtnAQGO0Ca+FIYsKOkKSfPQeEiBZrW2nBfLIDVi744LnAyO7kGqV0OAHDOWeBf28Ekz9/rOPs++HFyOvK77DtqO/364LjSPEPsLWRkmgxIkFq0LU8qlQrS6TRWVlawsLBgkrcSiQRGR0dNRrSMsGJyopQN2xmDNsXJe5MCn1RmLpfD+vo6FhcXcffuXVOew+l8Tu1AXyQpon44MIHPcsShUMjUseGqLbxJZv7JkCkKa4/Hg3Q6jeXlZdRqNWQyGRO3ffnyZczOzprG5Mxv00XkjNmRLNNcLBYHrq4OLaZqtYpyudwlSDkIGVMu45OdHFJOXP9WlE8v3wLDFvmScqJl7Rdp8cljgZ0v9jDE4EMqcU60oRNarRbW1tZw/fp1RKNR5PN5zM3NGZlEwcxwTlIujKqhv8/pveB3/qUco6yTim2z2UQmkzFa/o0bN7C0tIREIuEYSSUhJzrmEwE4OgKfC0akUilEo1Ezk8oSxXyhJacbDAYRDofhdrvx0ksv4XOf+xzS6TTu3r2Lubk5pFIp/OzP/iwuXLhgJgcKM4b5SbBuucvlQjwex/j4OOr1unF6HGfYFEqj0UA+n0cmkzFFt7ifLKpVLBbN//biGPagdooZ5v825IQhw928Xq9JXuK6sNR0eC9Oz3VYiVdDHD1ISoNCjhVNt0Kz2cStW7ewsrJitHqGd0pKU04gPK+sg9TvvngdO3JIvkNAd+JaqVQyuULFYnHTuSWNTf+c1hrj4+O4cuUKIpEIvvWtb/V99gONwyePRU5ezqbcB9gc9kSNvFQqYX5+HsvLy7hx4wZu3bqFiYkJswg6rQNqiLbgkNwfZ+pBjMMnOCgoyJ3oMjm5SkrF5goB5+gTm2Zz+i7jzO14bU4EcsKxk1uczjnEyYQTn+0kmLfy/RSLRUeh6gTKKsowuaylfW/2fXK8y3LVW6FQKHRF2mw1ufj9fkSjUROa2Q8HJvBLpRIWFhbQbDbNEmW9QMEsVwsCNmqT2DyvHZLlFLPK/WWMbqlUMksdHkQM8X6gn2NTCnx7mUI58XHClZOlU4aodKo7DXhb4DtFMHDy1lrD7/eb8hpyMuB+0kEm73dI7ZxcaK2xsLCAb3zjGxgZGUEkEsGFCxfM2KDAs6N1JG++m2tKJaVXRE4/p+12qnESrVbLZP7znhnNJs/DZywUClheXsba2tqWmc4HIvC11sjlcrh16xZyuRxGR0dRq9UM186/MttQVveT57EFmBRG1BTt5BKpsVLY12o15HI5LC8vY3V1dd9TwvcDvWgU/k5HKJMxJDVCvlIWsWO9drfbjVAoZASzFPROVI/T/cj7kNmdsqxAKBRCJBIxY0EuuWdHTDg57oc4eWi1Wrh16xbW19eRTCZx+vRpvOc97zHjRfLrTtFluwHlDuCcqbzVsU7f+4HRdevr62a5S+mklnRWtVpFNpvF3NwclpaWjobABzaWiaMH2p4lpdAn7NA8qcU7mU87mcW13lhBaKvstOMGJ+rGbi9ZQ73Xfr2wlbncz4lrf7brEJZjYSj0TzYqlQrW19eNIlksFruWa7SFfb/yIjvFbq2EnYCKGn0SvWQd32GuJVEqlbaUYwcm8DOZDK5du4Z4PI6rV68aLziwEVEiueZeQshJ2NOLLrVV6SiRWqXP54PP50O9Xsfi4iJefPFFrK+vmwF03GCHp/VaCYjQWmN9fR03b95EOBw2/D0HDktW0LFtW0q2Y9iG02+k4oCNWurNZhNLS0tYXFzcVGVR3r89IQ2pnCEYkJHP5/Hss8/C4/EgkUjg0UcfxdmzZ40Fq5RCuVzG/fv3UalUcP/+/V1Rt1sFJzihlyzZjoyp1WpYWlrCnTt3kEwmTWRjq9WCz+czwRjpdBqZTAYvv/wyvvWtbyGfz2N9fb3vuQ9M4K+vr5s6Ed/7vd9rShsAG8WbuEZnP81UfueHmroszgZsZOAB2OR0qVQqWFxcxAsvvIBCoYB0On1QTbFnkJqM7b+wowEkzZNOp3Hz5k1D2/h8PlPPhlqFnEhsJ6ptefV7CaQ2opQyy/E1m00sLCxgaWkJ+XzemKKyX+3n6DXJDHGyQMWm0Wjg61//Oq5du4apqSn89E//NGZmZrqSNUulEm7fvo1MJrNjgW9bl/Z3YGeCfbv0Tq1Ww8LCAm7duoV6vW5CzvmuKqWwvr5u6OiXXnoJ3/jGNzb56pxwYAKfgoiZYGtra2i1WpsW63XyssvvvUosSGqIsa50dMhwvlqtZlKs8/n8saZ07HYANqdeO1EgrD1fq9Xg8/lMdFO5XDYC34lqcbo2YUfr2BOFHfVDnrJUKpkJQKLX9YZCfwiCY9btdiMcDndl3EpZwigZYPc8vhMeRIuXcAqOoO+NeSlyX8qxXC5nSrtzSc2tcODZRs1mEy+88AI+8YlPYGRkBO985zvx5JNPGiHB5CnO4nI5OTowwuFw1wISfr/flEplsgQ1ymazacIvW60WXn31Vbz44otIp9N4/vnnkU6nuwomHSfYzldbKFIjYJwx22N+ft44aHkOvhSSByWcBvBOhS7PwXIKrVbLJM/V6/WuEDmn69EiHNTF54fYObTWRlmIRqOGviWF6/V6EQwGzTbm/gAb7w5ljVPIsZNGvp1xv5OJwCmarV6vY21tDYuLi4hGo4YCVWqjJtjS0hK+/e1vY21tDcvLy9ueZA78zWk0Grh+/ToymQzGxsYwOTmJp59+uitLlo4WWgBsECZJ8KWXgi0YDBptlQIfgBH4pC3m5ubwZ3/2Z1hdXcWbb76JXC63J86cgwZnerluKX+Xzk17DQKtNZaXl7GysnLIT9BGL2exbVXQr8A+Hmr5QwAbPiHWYJLhmXzvg8GgSa6UsoQC37ZGbewm0ma7sJkKyr58Po+1tTWMj493LVjDksnpdBrXrl3D+vq6WTd5OzgUVYlOVi5GfO3aNaO12VEawWDQLMhACqBcLhvnLs26TCZjOtjtdhunjozZr9frmJubM/4EWSP+uIHPTu2EAx+Aea5KpWIKp8nyyAcRabBbsERsLpczkQoMhWMlQBliOsQQAMwSi8vLy8aK9Hg8yGQyWFxcNGNKUotHdQzR6pDVhG161I6y2y4OXOBrrU0YVTabxe///u/ja1/7Gvx+P1KpFGKxGHw+H6LRKPx+PxKJBKanp+Hz+fD666/j9u3bWFtbQzabNQ7bN998E88995yZzb1eLzKZjIn7Z6dXKhVTNKlaraJUKh3ZTt8OaAUVi0VkMhmsrq7C6/Uin8/D4/FgeXkZc3NzyGazSKfTx8JPUSwWcfPmTQQCAUPFuVwurK6uYmFhAblczvT9EEMQlUoFr7zyigkEoZAslUomz+bGjRsmGkzy+oep9FHBtSMRWfKEdbBkBrzMq9npe3AoGj610Xw+j9XVVXzrW99CMBjEmTNnMDo6ataaDYVCGBsbMzV1FhcXsbq6ikwmg3K5bMwf0jM+nw+RSAQ+nw/Ly8t46aWXjKC4fv06SqXSYTzuvoGzPKOUCoUC3G43SqUSPB6PCTfNZDIoFoubBvZ2og0OGvV6HcvLy4jFYgiFQkilUvB6vSgUCshms8YyOyr3O8TRQL1ex71794yvjkolazRRTtAKljTOYY8lJzpTOm2lps9oRns93u3iyGSw9Lrxnc6+h915h4WT8NxH2Qwf4uhgq5DIkww1bIghhhhiiJOBI6Ph7yWUUreVUu/Zxn4fU0p9/CDu6SRh2P67Q792U0r9LaXUnxz0PQ0ylFKfUEr90x7bvqSU+qldnPNIj+kDF/hKqe9VSj2rlMoqpdaUUn+ulDp30PdxUjFs/51DKVUQH62UKor/33sQ96C1/qTW+oN97vF9SqkbW51HKfWYUuqbuz3+qEIp9apS6juHfR/7hd1OQDYO1GmrlIoD+CMAPwPgDwGEADwD4PgFwh9DDNt/d9BaR/hdKdUA8IjW+vbh3VE3lFI7eY9/CMBn9+teDgNKqacBnAHgVko9rrV+6bDv6ajioDX8SwCqWus/0Fq3tNYFrfV/0VrfVUq9XSn1TaVUTil1Ryn1P/Ggjpn0SaXUp5RS+c5+F8T2H1FK3VBKpZVS/1xeUCn1o0qplzvHvaGU+okDfN6jhmH7HwEopX5RKbXQaZNXlVIPi81v6/yWUUr9luqEUimlPqqU+kLn+1mlVEMp9XeVUvMAfg/AZwCcF5aHe/OVAbQF/mes+3E7Ha+USiqlfk8ptaqUuqmU+jvimE8opX5TKfXlzpj5E6VUau9aaUf4KQB/0nmGLi24Y5H9HaXUmx2L9pecTqCUGldKfUcp9Qs9tv+cUur1zhj/9BbPGlZK/WGnf7+ilDorzvNepdQLnf79slLqqtj2iFLqLzrbnldKvbvz+y8BeC+Aj3f6xvEZtgVZrGq/PwDiANIAPo72wIuJbW/pfFwAvgdAHsBTnW0fA1AE8H1oWyX/AcAnO9vGOvv+KAAfgF8D0ADwns727wNwuXPeH+2cZ1Kc9+MH2QaH+Rm2/560YQPA2Qc4/gqAOQCTAFTnf7bHbQBfBjAKYBrAAoBnOts+CuALne9nAWgAvw0g0Pm8D8CNLa4dBrAIwO2wbdPxAD6J9mQSAvA4gBUA7+ts+wSADIC3AwgC+F0Av3MI/eHuPNOHAfx1APcAuMR2DeBTACIAHgZQBnBZPMM/7bT1dwH8XXHclwD8VOf7RzrbL3TG+L8F8Ls97udjAGrW+/CVzrYRAOud83kB/CMAb3TeKR+ANwH8vc62v472u5q07+dBPgeq4WutswC+F4Af7cZeUUr9R6VUVGv97c6npbX+Btpm57vF4X+mtf6y1roB4D8BeKLz+48AeF5r/V+11jW0G9zEcnaOeb1z3v8K4FUAb93nRz2SGLb/kUAD7fa/irbgvaa1XhTbf0Nrvaq1vg/gi9hoZyd8TGtd0Vpvd/We70db+GxJ4XW0/p8A8Ita65Ju0yQfB/A3xG5/qLV+TmtdBvDPAPwELZIDxDNoT3ifQVvLjwP4K9Y+/6tuW7OvAngBwGNi22m02/nXtdb/e49r/ByAX9Fa3xRj/MeVUr3k59es9+EdSqlptN+Vl3Tbwq4D+NdoT6ZvQ3vidGmtf0NrXddafwrA62grZnuGA3faaq1f0Vr/tNZ6EsC7Op9/0jFn/rtSakUplQXwY2jPiMSy+F5Ce8YGgCm0NSaevwRgjf8rpd6jlPrLjimWAfCkdd4ThWH77y9UO5qGtMhn7O1a6xsA/iGAf4n2hPvvlVIxsUuvdrbR0lov7PD2NtE5fTCKtqZ5V/x2B21tmJizvvsBHDSt89NoTzzVztj7485vEv3a9MMAKmhbKL1wGsBvd6iWDNpauQYw3mN/p/dhCu22uyu2tTr7Tnc+c92n2dTeD4xDDcvUWj8P4A8APArg/wXg6wBOa63jaHfcdrSFBQBmgVylVBDdAuV3APz/0DabEwBe3OZ5Bx7D9t976HY0TaTz+eEe+/yO1vqdAC6i7Wz8B7u51Bb/O+EDAD63zfOtAqijLeyI0wDui/9nre9VtGmIA4FSKgLgQwA+opRaVEotAvhg5//gNk/zmwBeAvCfVW/n9z0AH9VaJ8QnYFlmEk7vwwLabXdabFOdfe93PvZC37K99yRh6kAFvlLqilLq73fMGyilLqHdQd8AEEWbE6yodqjbdk2Z/wbg6Y7j0Afgn6P7uaJoz7B1pdSPo61hnkgM2//woZS6rNohkD60tc0q9iZKahnAmFIq3Ou6APIdqmjL4zu0z6cB/LJSKqSUehTt6K7/JI75kFLqbR2h9jEAn9YdwvmA8BEAWbR9RE92PlfQbtcPb/McGsD/gHYf/E4PmubjAH5RKXURAJRSY0qpH+tzzndZ78M3Ou3+GQBPKKU+1Jlc/j7aPoVvAXgOgFZK/bxSyqPawQ1XsRFRtYy27+aBcNAafh5tCuF5pVQRwBcA/CmAXwXwjwH8jwByAH4BwH/dzgm11isA/ibaM/US2g14T+zyP3W2rQP4QQBf3YPnOK4Ytv/hww/gX6E9Cd5FW2D9mwc9qdb6NbRDbu92qAc7SueH0Sccs8fxP4+2Q3EObYvvY1rrL4rDPgng19Hu9yTa4+Yg8VMA/oPWekFrvdj53EdbQG87Zr3jl/pJtDXxf2f7IbTWvw/gtwD8kVIqj7Zw/p4+p/w/0Ob90wDegw7FpLVeRXsi+hdo9/9fA/DhDmdfQ9ta+Rudbf8zgB/TWnPNwt8E8FGl1LpS6p9s99lsDEsrDDHECYBS6rMAflVr/aU9Ot8n0I7q+eW9ON8QB4OBLK0wxBBDbMKfA/jLw76JIQ4Xw7XihhjiBEBr/WuHfQ9DHD6GlM4QQwwxxAnBkNIZYoghhjgh6EvpKKWG6v8uobV+4FjzYfvvHket/T0ej1mE/R3veAfe+973IhaL4dSpU5icnEShUMALL7yAO3fuYHFxEc8++yzm5+cf+LpKKczOzuKRRx5BPB7Hww8/jCeffBJKKdy6dQt37txBOp3G17/+dbz++uvYK4t/L9ofOLrvgMvlQiqVQiKRQDgcxkMPPYSZmRmzxnatVjPLKLZaLayuruLu3buoVCooFArI5/P7vrSiUx8MOfwhhtgnRKNRzMzMIBQKIRQKIR6Pw+fz4dKlSzh16hSCwSBCoRBarRY8Hg9OnTqFcDiMyclJBAIBrK6umiXttNZmaVAuXN1stsP3PR4PXC4XPB4PQqEQfD4fgLawV0phbGwMZ8+eRSgUwuTkJILBIFwuF8bGxsz2er2OiYkJFAoFzM/PI5/Pm+UzD3PN16MKl8uFyclJXL16FeFwGOfOncPU1JTpJ/YN+4rLuVarVaysrGBhYQHNZtOs3exyueByuaCUQr1eR6lUQrVaRaFQwMLCQtdavA+Cvhz+UZ1djwOOmoZ50nAU2v/ChQt45plnMD09jZGREZw6dQp+v99MAHy56/U63G43wuEwAoEAKpUK1tfXUalUUKlUkM/nUa/XUSgUkMlk0Gg0UKvVUK/XoZRCIBCAz+dDMBjE5OQkEomEESAulwuBQADRaBRut9usg8z3ngJqdXUV2WwW8/Pz+PznP4+bN2+iUqkgm82iXq/v+NkHXcMPBAL40R/9UfzVv/pXEYvFMDs7ayZQhvErpeB2u6GUMhN3o9HAG2+8gVdffRWNRgOpVArJZBJut9tM3KVSCffu3UMul8PNmzfx5S9/GcvLy119J6+jNwq3dWGo4e8CslGHOBhQ0wFwZBaa3gl474FAACMjI5iYmMD4+DhmZ2fh9/vN82mtUSwWUa/X4XK5EIlEEIvF0Gg0EIlEzELW2WwWtVoNuVwOgUAA9XodtVoN1WoVSimEQiH4/X4Eg0GcOXMGyWQSLpfLCBvSSRQmhUIBWmt4vV54vV40m0243W5Eo1E0m03EYjEEAgG0Wq2uhe5PIthPNthfExMTiEajGBsbw+joaJemzj5wuTZcpc1mE9Vq1UzcPM7tdsPr9cLtdqNQKAAAMpkMMpkM/H4/vF6vOf5BcOwE/kEKYL/fj2g0Co/Hg3K5bHi3QCAAv98PAKhUKqhWq/t+LycFsVgMFy9exMjICLLZrDFnK5UKisWiEUJbaTeHBa/Xi3g8jkAggPHxcSQSCUSjUSilkMlk4PF4jDZH7bper6PVaiGXy6HRaHSXs3W5jOZPwVGv181YpOCJRqPw+/3weDxotVqGjpGavNbabAPaY5fbqMVHIhE8/PDDSCaTmJubM3z0ScRWk53X60UgEEAwGDR9KbV6eQ632w23u538HIvFcO7cOTSbza7xwckiGAzC7XajXC7D6/VidXUV9+/fx8LCAm7dumUmep5PWmxb4VgJfPmiE/v5sgcCAUxMTCAYDGJ1dRXlchn1eh3BYBDxeBwAsL6+3vViDfFgSCaTePe7340rV67gzp07eO6557C6uopMJoNKpWKEnNvtNjz2UWp7n8+HiYkJJJNJzM7OYmRkBIlEAo1GA+l02mjWVBiADYHbbDaRz+fh8XgQDAbh8Xjg8Xjg9/uhlILf74fP5zNUTqVSgdvtRiKRwMjIiNES6Sxke9VqNTNZBgIBBAIBAEC1WjVCyufzwePxIBaL4emnn0a1WsWLL76IGzduYH19vdfjngg4aflss3A4jGCwXaetUqkYQexyudBqtQyHzz5XSiGZTCIWaxdI9fl8RnvnvgAwOTkJABgZGUGz2cTi4iK+/e1vY2FhAdVqtesd2Amvf2wE/n6blpxd+Z3caDAYRDgcRqVSQSQSQaPRQDQaRTweR7PZRLFYPLG0Ty9zdyfHU7OhwInH4xgZGcHo6Cjy+TxisRgqlQrK5fKmMXAU6QaXy2V4er/fb7Q9rbWJ2JDaGccchTTbky+/5GvpmNVam8mAmqOkDihoqM03Gg00m03zP++h0Wig0Wh0CSmOe6/XaxzAuxEsg4J+Y5z94fF4oJQyyoi00KRlJfuSfD1pNe4jxwcnea/Xa94Pp/vbCY6NwHfCXglYj8eDZDKJcDgMn8+HaDRqTHNGNcgBHwwGEQwGUSqV8PWvfx3ZbNa8SCdJ6O/kWSmMpBALh8MIhUKIRqN4/PHHcfbsWYyNjeGtb30rpqamEIvF0Gw2sbKygldffRXLy8td9MJRbGtq+LOzs0ilUqjVashms11UinyxpZAgNUiNj0KBkwMFNDX1VCplJks69BqNhrlGpVIx1wwGg2bSkDQYBVq1WjXXlz4IRvAUi0VkMpkH5pCPE2zqUP5GKywWiyEcDpttwIbCSOqO29g37Ce+AzyOMoTHkwb87ne/i9u3b+PWrVtm/O+WyjzWAn+v4PF4kEqlMDY2hlAohImJCUQiEYTDYYyOjsLv9yORSGB0dBQ+n890xvr6Ou7du4dXX33VXuZsCAEKGmBDcyU3nUwmMTU1hWeeeQbvfOc7u9qf0SaMWPnWt74F4Ojx9hI+n6/LQVuv15HL5YwWzoiNZrNprEoqEqR1qOlTcwSw6S8jc4C2gCG1xQ+dg81m01gcLpfLTBp2+1UqFTQaDbjdbmOZ0A8BAMvLyyZU8ySDgpztE41GEQqFTAQOZYO0yNjnDHGtVqtd9A/7USqN3JbJZPDaa6/h2rVrJlqLkP6Z7eLYCHw2Qj/QRJKOq1arZWZa8m4U2mxccvVjY2MIBAJIJpMIBoPGtHW73UZjooOt1WoZXnk3DT8IcOqPXm0gBzHNWAr7iYkJxOPxLuckhVaxWEQ+nzd89HaudZig9kcHKgCjzcvoI6B/WzlRKHLilMdKy9L+a2uokl5wGrfyXAzpDAaD5p05KZCCW7YPJ0QpG2zfojzW6fd+1wM26D2GcsqJQEZfDbyGLx/Q6WEDgQBOnz6NVCqFUqlkNMNoNGo09dnZWZw7dw4ej8fEOQcCARMrLR2B9Xod5XIZjUYDc3NzWFlZQa1WQz6fRz6fR6lUwptvvmkmgaMogPYCToNUDlAphGwnqhzESikkEgkkk0lEo1G8853vxNvf/nZEIhGcPXsWgUAASink83kUi0XcuHEDX/ziFzE3N2eyFOV1+P0owe12G5oK2LhXW9BTw+ckyJdZChlaAlQwpJ/JBidUJvFw4uG1eR6GdErOWE4OclIKBoOYmppCMBhErVbD3NzciYpIcxLasVgMExMTxlFOBdJp3NvCnn3HMFn2l6R93G63CcGtVqvI5XIANiKCwuGwsRaYkCeV4a3eh2Ml8IH+D+Tz+TA1NYVTp04hm80CAEqlEkZHR3HmzBlEIhE89thjeNvb3gafz4dCoYBisQiv12sSVqrVKtbW1lAqlZDL5XD//n3UajUsLS3h5ZdfRj6fx8rKikmEOGoCZz/Qy1kqTVcKKVuAEPwtGAxibGwMyWQSb3nLW/DMM8+YyBI6NjnJzs/P4zvf+Q5u3ryJYrH4wPzlQUA6bRuNBqrVqqNGzbaiNQN0Cxhq96QAZHQS9yV4Lul45b3wf06QTPSy78WmjLTW8Pl8SKVS8Pv9WF5e7jnZDCJ6aeahUAjj4+NGaaEztZeGb//GPqSQl30mtfZisYhCoYBSqQRgY5IIBoPGj1OtVrfFfEgcO4FPMEJBPmwoFEIkEkEkEoFSCuVyGaVSCalUCvF43DiucrkcPB4PMpkMcrkcXC4XisWiacxSqYRarWZiv2u1muE+qTFRk2LjnyRwkNmUQK92oOBxu90YGRnBuXPnTIahHOxA2zG5urqKQqGA5eVlFItFVKtVR975qEJmuRKSopFCXsIWutxPtlEvoSv3sc/D71prI2zkJCQnDHkMJ69mswmv13uiKB2nCZoaOEtieDwew9tTNkirTSpD0vchuX2niZt5FtlsFtVq1fgK2G/MtJbYLsVzLAW+Uu3swlgs1tWoIyMjOH36NM6dO4darYaZmRnU63WEQiEkEglj4r7yyitoNBpYWFjA0tISGo0GCoUCKpWKic7x+/3w+/2IRCJwuVzI5/NG6DBCotFoGGpnkOEkyOVAldvldw5Aj8eDcDgMv9+Pp59+Gh/5yEeME1we43K5kMvl8Nxzz+H27du4ffs2FhYWkMvljoU1JX0ULJHAF1GGZAIbCosT/SU1c6lxy0mEdIyEPI7/87zyN4Z28p54Hkk9ad2OHU8kEggGg4hGoydKw+/lQ4lEIpienkYqlUIgEECxWDSJmdVq1YSzMtdBno/nlJnPMgafjt9cLmfGfiaTMdm8mUwGy8vLxsFuO9G3I/SPrcBn0oOcTWOxGJLJJFKpFJrNpomV9/l8pnbJysoKlpaWUC6XMTc3h3v37qFSqeD+/ftYX19HKBTCqVOnEI1GkUgkMDMzg2AwaLTMZrNpQrJIP5xEbOVPkaCji2375JNPIpFIdPGQFDSVSgVzc3O4du0aVlZWDJd51CG1amrR0tSngJV0TS9hLzV1WkaSsiFs6kwKe9txKH+XgowCw558aA0wAeykOW0B53HN7PtYLAaPx2MibyispYYvz2NbTmxP7sfJoNlsolKpIJ1OY3l52eT9MLmrXC4bdmI3OBYCn43o8/kQCASMY4yNyEFbLpexsrJiMhKZ/ELqRWuN9fV13L17F+VyGWtra8ZxK2OkmcHIeiJAu6OTyaRx0DLsrVQqIZ/PH3ntcy8gIwQkn0xBxKgOGT+uVDuRJxKJIBAIIBaLdTkPKcwZ6sYKgblcDqVS6ViEAZLiYzaljNyQAltWuWTBNEn/yPR7Wyu3BbeTtr1dx53cR9JxTpYcqcuTRun0AkO0E4mECTKQfaq1NlQMrSnKH26X44N0Mf+nssB9WNiuUqkgk8kgnU6bRES7nweC0pGNlkqlMDExYWZWmqT8nslk8Prrr2NhYQETExN4/PHHEYvFUKvVTE2Q27dv49lnn0WpVDIvnOyser2OTCaDYrEIl8tlfpezLPdnbeuVlZVDbqUHw3YFhdfrNXU+fD6fmUz5nYk6TFwLBoMmdM3j8cDr9eLUqVNoNBooFosol8smg5Yp5oVCAUtLS5ifn0epVNpVpcaDBnMKwuEwYrGY0d5s+oRKB8sZyMxuYHOavTw/4OwsJyh4pDNYapmyj+WHvznxwl6v1yQVsaTySQZZhNOnT5vAAwBGBlEIZ7NZaK3h9/vNeJATqozMyWazpsZSKpUyNZEom4rFIt58801kMhnk83mk02njeJeW4nYVziMv8KWW5PV6EYlETGMUCoVNJnOhUECj0TAD1ePxmAZiSOXKygpKpZIpU8vwN2Cj86iFslFJ40gHjayPcVw1/O1obRQwNO1lLLLH4zH1WYLBIEZHR5FIJODz+RCJRIxmyD5k/XdOmhR+/HAiZT3w49Cusm3IzfJ36WOSoZBMcpIhl9xXOsXt/unlkCVsgW4fbwt76bx10vCpbNk5BIOMfu8zZRAjdGTNHCbNkd6p1+tmArfpMunbYZE0208DtKOqstks1tfXzcIpD2L1HgmB36+B+TLR3CWX6fP5kEgkAMDwjJFIBKdOnUIqlQIA5PN5FAoFZLNZLC0tGX6YKc4sMCXjuqmxMtyqXq+jWq0a7YuWRiQSQalUwvz8PBYWFoygOg4aqQ0ZNcJBRy0jmUwaPwbjgCX94Ha7EYvFEAqFzMvAyYCCv1qtolgsQmtt8h9kHRcKEqkF2REM28VhCCVaKMFg0CgAksKxNTAqIFLIc/zJ0FOeWwoAJ6FsR5MAMILIFtSyZg8XVKHCQ6etzADmhMwwTb/fbxSeQYTtKLfBAARSlNTUZUlpygHSygw7ZpuVSiXTB6SPAWBtbQ3ZbBZzc3N49dVX8cYbb2BtbQ3r6+smWvBBFaBDF/hSu3MyTWT2LLVraop8wWZmZoyJ9dRTT2F2dhbXr1/HH//xH+P27dtYWlrCrVu3jNbIhqPTEOiOFKG26vV6zQyslDIUxuTkJC5cuIByuYz79+9jfn4elUoFq6urx07gOw1wVk30+/24fPky3v/+92N8fNwINfZDo9GAx+PB6OiocZBXKhXUajWEw2GTuZxOp3H37l3UajV4vV4Ui8UuHpMCUoa49ksy2s6zHCQ4NiKRyCYr0GlMM7VeWgIul8vwvhKkwjgp21m10tlnh29SO7c1egr3UqlkIszk/jLVXya7BQIBhEIh4/c6DtbXTrGVwKciw2x8avlkHprNpqGPZUCJzMmgf4rnCwQCqNVqmJ+fRy6Xw5tvvomvfOUr+O53v2uotl5jaac4dIG/HdgvMjVFNhb5U3rPGVbJxSPo7LAjapwakJ1E2ki+VPzw2uTpqPUcZ47TpggocMlDUlunBsvJkis1ccEOtpHk7RmmCGxEg0jtkxYWhT6x08F9WJSDFLDy+eT4ki8/ADNe7FWM7MgbKjhAtwVkx9DLGiwydNO2MGStHqmp9xq78ppyVaZBhxOVZo9p6SPh75Iednqn2BcMViBFygxblhKh3NprHBmB3+vl5sCU+7hcLrNeKGPkM5kM3nzzTVy/fh1+vx8LCwt48cUXsbS0ZHj97YAaDikMliet1WpYW1sz0Tu0EDKZjKGduOrQcdJ8JHcrhQITnm7fvo2vfvWrpv6/3IdaJWuC05xtNBpdHP7MzAwuX76MVCplIq0AmNjlWq2GdDqNYrGI27dvY21tDYVCoUsQbvdZDgMygszr9ZrqktzGtWZDoRAAGHqRlAktHh4veX9go6iWpAWAbg1fvhtcwYqTttxHRkax2qOc4GXavgwDlRSq1toxSmQQ0EurZ+LmyMiIqfnE0iuMRKNlxDErrVaOEQp7UkFc67hSqRhWgbz/fuDQBb4dHua0nYNczpyJRAKzs7NoNBp47bXXcOfOHcOps1wxqwXKc2wF+fIyvJNlGNbX142gKxaLaDabyGQyZuanpn+c4GTlMKlDqfYiG2trayYyioJKHiOFk3QWUpD8yI/8CJ544gnMzMwY53uz2TQlLCqVCu7du4eFhQXcv3/fZNraDkp5TSfn5WHVM+KYIV8rhTh9IfF4HFNTU3C73Wg0GqYuE811mWJvt6dtDfB3/rU1eOkTkc5iCvxSqQSXy4V4PG7WYeW52N8cx7wvUhlKKce1CQYFTvKIawVzKUPy96zXxX2orZPb54TOAA8WBmQsvVLKJIVS4NNXKK2HvcShC3ygv2bGwSpnTEZ3kC8uFoum9gQ92ruFbZ4TvDY5fS4xx9WH6Mh0WqTgOIJChNoqY+R3qtkppVAsFo2mY5fEsJ2bsjIgHcg7udZhgf0vaSqlNopjyRwSBgTYGa58Xpu+5Ni3hdFW/SCpUDpheRzPK7V4WgPsI+lHkeG3+yWMjgrsdmWEHgW97CP2Cy0iAMbylVZZL61dhs/SumJJa1koba/Ktxx56UShSm2ajr98Po+bN2+i1WphdXUV2WzWODjoFd+NxkeHMOkIRvLwQ+2MsbbkWJn5u5/m2GGAjjsZSeLkU+nXzsViEfPz83C5XBgbGzPLt7EAVLPZRDKZNP0m09K3YwECG879wxBGkgZksh/HA6tNMnPb5XJhdHQUU1NTJpkml8tBa23S8ikkbK1d8vu2f8D+2Ak8FOYUHlJ58vl8pjx1uVw2Ic9SQ7Wd8HI8DDpisRguXbqE8fFxzMzMGOpGvgd01iqlTDa+DPGWkyspM04KlCPz8/N47bXXUCgUcPnyZUxPT2NxcRGvvvqqqZr5oDjyAl9y+IyjB2AEiDRpZQhnr6ifrcCXl5m81OrZSYz1p2Yvw7O4JNwggYMW2Jz4Iwd7L5DvXVxcNObu1NSUeSEYuRCLxRCJRFAoFDat99rrvDa4FNxBw4kGZIjq+Pi4iXhibkgikcDY2BhKpRKKxaIZS2wfTrJ2wTg7gsSmzqTDlpMfP1REcrlcl2XRaDRMgtXIyIiJvgkGgybooVarIRgMIpFImElpUCkdJ4TDYZw5cwYzMzMYHx/vKkFNOcO+okyys6ttgU+ajv1br9exvLyMmzdvIhAI4Ny5cwiHw7h27Rru3LlzcgS+Danx9TJz5IshNaPtQE4aQLcpbF+fkHVIBjmCQUaS9Atds1Gr1QzdRkrIKfyQltJWCzzwxWGEkE2VHDRarZYpsdFqtbC+vm4ilbjeQqVSMT4glvRg6B4nKtkmUqD3gpMfQ/aRbQUAMMmCvOfFxUWzZCf9NNVq1VB5q6urKJVKWFlZQSaTMY72QXTY9gJj75kFS0FOWSGpMmlpSoEvFVFJAUtqqFQqIZPJIBgMIh6PGyf+yMgIgHaQg5ywd/UsD94cBwt7cMvfbCHitO9WoIMqEol0ednljM5zs8PpfbfDCgcZTpMggC6th7+n02m8+uqrWFpaQiwWw6OPPtpVHpZJc9QiKXzI6dvn5wIjoVAITz31FK5cuQIARnM6aNRqNdy5cwerq6sIBAK4desWwuGwWdRlYmICt27dwksvvYRyuYxkMonR0VEzpkZHR02xNYZK2olQ9gQof5fj0o7YoWDi/iyzWy6X8fLLL+O1115DKBTCk08+iXPnznVl1d6+fRtf+9rXTGY6l9gbtLVtt5IToVAIs7OzuHDhAmKxmAk/ZnvKKCfpy5HjV3L1TLzj2FdKoVqt4s6dO3jxxRcRj8fRarUwOjqKQCCAD3zgA1BK4ZVXXsFf/uVfGpZjNzhWAt82aW0Nx+aWd6rd8xhqQTIRyEnTko5aanR75Vw5atju5Gn3EdDOLLx37x4KhQIeffTRLiqCLwsnWfpB2JZOgoUVC5PJJB599FG8+93vNgkth1G9lH6dlZUV+Hw+pNNpE6Z69epVeL1evPHGG/jiF7+IbDaLq1ev4oknnjB1zpm0w8Qde5UrCankyMQtbqPAl/H9ckUlJiu63W4sLy/jm9/8ptEkG42Gybvw+/24f/8+XnzxRdy7d6/rfIOIfuM7EAhgdHQU4+PjJsqKfcNEO1kfh0JcUj3y3Ay9lJMA14G4e/euqfjrcrkwPT2Nxx9/HNFo1KzrfGIEvm3i2hqPpHl2G6InZ2sZp8xlzLjsmKyaKVejH1SB/yAvOpds01obzpqcsjRrKdxp0jI7UWuNWCxmlpSLx+OIx+OIRqOYmJhAOBw2lMny8vKDP+wDgEEGLld78fVbt26hUChgfn7e5DawVhAAQxNILX4nvidb6ZG8MAW0UxIYI3+oaa6srJiw0nA4DJ/Ph/v373eF4Q6qsJdwCgJgfXvm30hKx8mvIovQyX6l8JcyivD5fDh79iyeeuopY+1xDY5IJGLKuTwoZXysBD7Qu5aIDF97EIeSpGlSqRTOnj2LUCiEhYUFvPnmmygUCrh7965ZlEOWPaVT9yTDyceRy+Vw8+ZNBINBzM/Pd8XY22n8SilTuoJO+maziaeeegrvf//7zUI21JKmpqbw/2/vTWPszM70sOfcfd9rL1axyCpu3WR3i6OtpWnNQNJ4MJixPZ4YjgczsA07ngS2EfuH4WQcw2MgDoL8SuIEQYyBMYEXwJ7EsSVnJpasjGSpJXW3WtNiNynuRRZZ+62779uXH7eeU+89/O6tIllFFsnvAS5YvN93v+Us73nf511OJpPB2toarl27hg8++ACWZeG3f/u3n/3L774Ht6ZrNpvI5XLw+/0ol8vY2dmBZVnY2dnB5uYmotGo3i4PgE7Jt7MqTWXHjMqR53M+UMDQcjDPZ+JQtVrFH//xH+PGjRsDtES1Wh2IyX/ZIccsufNgMIjx8XG9Qxsd7ab1Ja0y1tKhJer1enVIM6P++HveM5FI4Fd+5VfwxhtvYHV1Fd/61rewvLyMiYkJzM7O4uTJk/jJT37y1D6qF07gj4IpbJ5kNZQOlVAohLGxMc2pFYtF+Hw+rUWavL1MjHGwByYYkQeWXDurBFJAMfIpmUzqOi6dTgezs7O4fPmydmABe/4Wv98Pj8eDbDaLO3fuPJd3JLjwA/2aOWZOCB253CkJgNYc5f635jXtlJhhio20mMw8B/kbjl3mtLzKMNucEVMs28LMeyp3Usvn7zmGm82mzmbmdqtSIWS/yL4IBAJYXFzE9PQ0rl27hu985zsoFotot9uIRqNIp9Oa+nsavFQC34TJ84+ihAg5CZhgBfQnD00q0jtMJIpEIvo3Lyul8zgYZfpTw6GQo9Ajp0lefnx8HO12W2+CcuHChQFnLu/B2iO5XE5vU3lcYDfWKNiZyVyv1x8p4Cd/P8xpy2sdxJqlJcprycQqB/bt6PV6kUwmkUwmEYvFBqJu5CIqLSdC7nhGi4nhzeaGP2QlAOjgj0QigYWFBVSrVZw4cULXr0qn03j99deRTqexubmJzc3Nx5Y3L73ANx2EdudI0CSrVqu6rHKlUoHb7cbY2Bja7TZu3rypOXzub8udmsxNJF4FHKRdCfL5pBm4WQjriHCDCWCvsiOwV5xK+mra7TZyuRwKhQJWVlaws7PzVA6tw4Bd4AAnNYVEtVrV9XQY+QIM+p0kJy8Fvln3yLw3fyNLMFDzBKCzZbmRzUHeQV7nZYWdo3ZmZgbT09O6JAbHo/zQXyOzb+m0ZT4Ggzrow2Ef8Dxq+7QiZmZm8JnPfEZTm4wEOnnyJH7pl34J2WwW7777LnK53GNv//lSC/wnBXl58m7sjFAoNOBZB/acO3aOmFcBjyPsAWiTl3XAqXFKXp5OQ3k9uRWlbGMutJxMx4lvtuPXgb0Uesa7y1R84NH2k6GupqZvLhDDIAW2DCEc9tyvOpjjEYvFdCSOpMZke0oHLiEXAem0ZcCCbH/2KzV+FmlrtVraZwVAZ277/X7E4/F981Xs8EoI/GENIicAU+LD4bDmXsvlMrLZrN4IZGJiAkr1SwNPTk6i1+shGo3qBYB1fV5ljBp83W4Xt2/fxte//nUkk0mcP38eZ86cAQCd3cwt3Uql0sAkiMfjyGQyA5Ol2+2iXC5jdXUVW1tbx2JD+f3GGrBHsciwXwoQ6bCVwsIu12HY//mdFOhy05/9yo5IiuNl1urt3pFtGYlEcPLkSZw7dw7j4+N6Y/Fer6cpFnOjegCPUD3y+0ajgWazqbV7RgHxPFmwbmpqSu+sxUAAlibhHiBzc3OoVCooFAqoVCoHeudXQuADoweu2+1GIpFAPB6HUkpvDMFQv3a7jenpaSwuLiIQCKDT6WBubg5K9ZOAKPBrtZoOP3xV8Djv2u12ceXKFdy+fRvxeBy//uu/joWFBb1DVjQaRS6Xw/e//31cv35dR0t5vV5cuHABb7/99sDuZ81mEzs7O7h79y52dnaOzWIr+Xo7oUI+1/T5kDKgMJGlQwipFQL22jivKYu5UdBLp+F+i9PLPI7NRZLvyjaLxWK4cOECPv3pT+vquNVqFZFIBIlEYqBsBbAXAsu2NWviS8aAdbpkVjkA3TcejwenTp2CUkr7sWgRT09PI5VK4fTp01haWkKxWMTdu3f1jnL74ZUR+HZgh7EOCmvZk5/n7vB04MqyALKjZEcfJ0rhOIKUDotysQ25DSLDF7e2tnQCHGOSZeIPf8foHzp3jxvsAgWkEN/PESudeub3+9E5djHiJgftYA+kZ7nBERMBOV7NRExpRfF7s9qphFlbx86KY7imLBPC75VSOqotGAwiHA6j0+noxDmz6J4dXmqBP8os9Xg8mJ2dxfT0NHw+H5LJpC7e9eDBA5TLZV2rmpSPx+NBt9tFsVjUzkGGbFWrVdTr9SdO+HqRMYx6MOHxeHD58mX87M/+LJLJJC5evIh4PI5arYZvfOMbuHv3LnK5HD755BNsbW0NmM1jY2NoNBo6Uoo8+ObmJm7evIlyufzcHbZ2MOvjmJE3wB4HTIEA7FEykvIxBYR5H9N/ZColjBAiBTAsosmMbHsZYecHYWjkxMQEzp49i8nJScRiMT23gb3NgVwul84Kl4JYRkON8oXIuWLnIJcWAylMGYSSSCQwPz+vi6qx0unGxsbIQmuvhMAH7Gtcz87O4q233oLf79ccPlPks9ksUqkU5ufnEQqFtEnWarWQz+exuroKy7J0xmez2Ty2WuZRQwqiUQue2+3GW2+9hd/6rd9CKpXSmkuxWMQ3vvENfO1rX9P8thRebrcbS0tLOk6dlkG73cbm5iZu3bqFRqNxYB7zWWEYbTBM4Mv6OaZwl/WcZFld01FoV51RRpfQUj2sTbFfZNhF5iwtLeHChQs4ceIEJiYmEI1GYVkWyuWyFuiM2mOEmexLpdS+kTOmlWf3TKyvz7HBqDbeIx6PY35+HrVaTUe3FYtFVKvVV1fgE9L04g5WTN9nRAipA/7NLctkjRNgkEPlRKQD7lWePKPADb5pMbFdi8UiisUitra2tNY5bBJIU1WWtCAXThruRYCswSQ1cLuIHlP4HwQHidiRPD/b1nRevmrjmZZ8IpFAJBIZqEEk+Xq2DcegSfHKRUDSLMP6UbY1zzML4/FajO6q1+s6o5uVVw8yB15qgc/VkQLe6/Vifn4eS0tLCIfDmJiYwPj4OIC9rMRQKIS5uTm9nZtSSlM17Ajye5ZlaZrnuFI5dkJEws60fVzs97vFxUW88847GBsbw+LiIra2trCxsYH33nsPP/7xj1EoFHD16tWh4YhyU3lGSbVaLRSLRT3o6RN4EeDz+XTRNMZo813NyA3SWhJyrFFA0AKQBdXMhVLSPkop7ShnmOyrkEMyiub1+/04efIk3njjDcRiMXi9Xu23IwMgi8gx6oYhnPQBsg8ty9LO1Hq9rq0CaXXJvjStWiYZ8vxKpYL19XVUq1W89957+OEPf6gFP/tvv7r5L7XAB6CFMuumnz59Gm+//TbC4fCAyVutVnUG6OTkJFKpFKrVqk5ukMLH6/XqaojS5D5uAl9qEwfR+p4WdmaqUgozMzP4yle+gtnZWU2JlUolfO9738PXvva1kRnKMmZcOmoZNVGv1/VmIS8CKNRlDXoprOXCBgw6Ae00cbvrm7z9sPO4K5fL5dLJXzzGf4/bmD4s2L0bazMtLS3psEnSXtyFjdRur9fTY48LNPl8CmuWrOCWrMw5kf4au/aVSo5c/Ov1uraGr1+/jvfff/+RLUf366+XQuAP40kZ2haLxTA5OalpHKkFuVwudDodFAoFHYJJfrNer6NQKKDdbmvnIcHVXtbHOM6Tw+R7zWNPe20T3PTa7/cjlUoB6AvqXC6nt4jM5XK67YZBmrQyxJBc9ItIpXHXKAYCABjQvKWwBx6NEyfM92apj1EOdCo4klbiPJF4mYU9MCgnSPNy9zpZvZTn8G8qfJLKZZuy+B9/a9bMkT4ZOmPtorQkmFFOi3Z1dVVnl5u+roPg0AT+QSM1Dus+8v8y9ZyNzDK6fr8fi4uL+OxnP6u3aOPqzC0Jm80mrly5gk8++UTzZHTQkBdjiVJOjng8jm63i2w2i0qlojv/OMGMBBjlJDqMe0lMTEzgS1/6EmZmZnTpCdZX/+EPf6gTpmSbmeY2+5bCiSFz9Xodm5ubyGazxyb23g4yqoJQSiEajWJmZgbRaBThcHiA0pEaPoUGryOzvKWCIduL15A1X4C9xYPXYDgft12UDu/H8Re8aDDHqdvt1tTuiRMndGQO57+0vhi2yS04/X4//H6/pmyKxeLAmPV4PANJVpLX517OLMYmfYJS82+32yiVSqhWq7h27Rr+4A/+QAeVSKvsoDh0Df8oNQM7p4dsYNMZxTrWk5OTOH/+PFKpFAqFAnK53MBONO12Gw8fPsS1a9eGrpipVGpAEwgGgwN77T7Javss8ay1tWg0qjNpaQZXKhUsLy/jgw8+eCSiZpiAkf1LYcU9CVh587jDXHhp/bAWvimwZZABsMfZm6n6ZikGOyef3YIj97nlRj/S6uW/L7qGf5B3cLlcel+F8fFxRKNRBIPBgUqjki2QfcMx2W63dQACAH0urQVZqI79YtZPGqYos2w4t6O8evXqU+35cOgC/ygHCQevOYiloKWJGo1GMTk5iXg8rmNpXa7+BsJerxfdbhfb29u4f/8+8vk8CoXCYz27aZ4dRw5fQjqMwuGw3sKxVCqhUqkcKGlDws6iYz5DOBzGzMwMIpEIfD4fisUi7t27h3K5jM3NTVsKZxjlZDcROAleVEqHG95zL17pVDUjPUz/kCnUgeFzTkaXmZo+qYxQKKSpIHmtF61N7XCQd3C73chkMlhYWMDExAR8Pp/m3blZDzV1aX2RxiGFFolE9D0pDyQl5/V6NStAjZ+yyq6chkkD7RfXf1AcmsA/aiqHMBNTOCG63a7W6n0+H6ampnD58mVMTk7CsixsbW1he3sb8XgcyWQSzWYTH3zwgXZ85HK5JxL4XK2P+25XklNfWFjA4uIier0ePv74Y9y6dUtvhmFnJtrxxtS25QCPRCJ46623cPLkSYyPj2NqagrhcBhXr17Fv//3/x6bm5solUpD45SHUU6mQGw0GtjZ2UE+n3/saoHPGna0C/fujUQij2j4dNINK4wlaYFRfL6kh8g3m5pkKBRCJpOBz+fDxsbG0Gd/meHz+XD27Fl8+ctfRiQSQSQS0eMqn8+j0WjojUxY1oMaPP0wQJ/eyWQyWtuv1+sD/pRwOKyTOIFBS8qMpJLWHa0LaWE8DV5op62cTDR5GUsfiUSQyWQwOTmJUqmE7e1tdDodBINB3aj5fB537tw5MBdmJ9ClBnZcJojdoPB4PLr8ajqdxuzsLHq9Hh48eKDrcA+rnjjsHnLRA/rOyEwmo3l7luCt1Wp48OAB1tbWDuW9mGVrF51z3LhnuzHB1H1qjdK6MbU8831M2meYkiEVInOeANDp+4FAQIcWymc+bu14VHC5XEgkEpiZmdElChimysg9lvHu9XraauIGKVyYaSExRp6JUwT3zWB/8yP3MAbsw6iHjYUnwQsr8O1CkQKBAObn5zE2NoZMJgO3263Dlugcy+fzWFtbQ61Ww+rq6oG1cnk/TthWq6UF3lFo92anm8/DZ/J6vZiYmEAikdACPRQKaacQ0G+bWCwGn8+HhYUFnD59WltGmUwGhUIBV65cwcrKytDnkW0gByi5YNJo8/PzaLVauHXrlv6XmrhJRYxaJOkkY6IW71utVpHNZrUGdlwW2v1AIUyKgFUXTc5eni8hw1NZXmLYfaRQkRYEsKekMB+g2+3qPYaJF6VNnxSsncWtC5kQyPZlCWJGUtHpyg182P4yMocLLGlTKajb7bbe/Yz745p0jaQn+S8ZBLIIT9svL6zABx4dlJFIBJcuXcL58+f1oC6Xy9rcsiwL77//Pr797W/rOO7HTdaxLEsLfJmFexQCX2oIppCUTrlAIIALFy7gtddeQzKZxKVLlzA5OTnAQ9K8d7vdSKVSeqvAs2fPolgs4sGDB3q/Xrt3NiEdiaFQCMFgEJlMBqdPn8Zrr72Gmzdv6n05GckEQAs8AAMhmcNoIwpGCqRer4dCoYAHDx6gUCgM1M85Llqp3btIocD493A4PDB2KDCGLfQyTl8mAppF5UyBL68jKzmGQiE9Dhh5Ip/5ZRH6Zn8o1Y+UomI4NTWFyclJeDwezd/TvwHsWZSMrmEhP2CPYuNeDn6/H+l0WvP1jPKrVqvI5/NawZqYmBig76QDXjIG5t4JT4tnKvCHOeWeFnJVjkajSKVSegNshj3x3rVabUAAPen9ZIbkUU8MOwEg7+l2u/V7M7yMSU5yRyX+PhaLIR6PD/y23W7rZLSDOqClhUGNiRvFKKVQKBSwsbHxSI0hO7N12HvLLFvek/4GOm2HtdXzxLBxIQW/XRy2PG/Y93aOvWEY1Y905JNaOujvXnRQQIdCIZ0hy9h75tVIPwq1a0Jm29rVQQL2lDV5HqP5uAiYXD3wKE0tfZSHQRsfqcAnt0XNhMWGuBpalqWjRJ4UPp8Ps7OzGB8fRzKZ1BuOu91uHU+7vb2Na9euoVqt4ubNm7ahfMMmjZ0zjAJO1tA4igkirYZRERkulwuRSARjY2NIpVKIRqO6Tn+n0xkw1ykoWClRloqYnJzEyZMntRP7IPvD+v1+XLhwAefOnUMikQAArKysYG1tDblcDuVyWWcm8vkppPezisiTsiwGNaZSqYTNzU0Ui0XUarUXQjhJegroc72ytr+c2MDeYicFxihuXToD7RYFWgVy8ZTlwOX2kbzPi9CuxEGUSWk5Tk9P49Of/rTWts1oKGrXXKCDwSCAPV+YDFZgG3JcV6vVgdwK9iUtOsuyUCgU9Pim417emzTxC6XhU8jzxciH0btNp+FBi/fbwefz4cyZM7h48SICgQCSyaTmJ3m/5eVlfOc738HW1pauw2LCzilimsQy+YIOSbPOyWHioDSR2+1GPB7HxMSE3nQ5HA5rK4QDke/HTFVgj8uMRqOYnZ3F4uIiCoWCThvfD8FgEG+++Sb+xJ/4Ezpj+e7du1hZWcH29jby+fxAOz6Ov8PtdmuLgQK/1WqhUChgdXV1wLQ+TpCaN9+bc4EOcqbks0ifZVmaNqDFKpUJ0+oyqR4Kc9P5Kx23FPa8PuvDUOBLvGjC3py/dj4+wuVyYX5+Hu+88w5SqRSmp6f1mDSpFWAvM5pZ+wS1+k6no8uFWFa/smalUtEyiLV1WH+r1WphZ2cHLpcLyWRSK79So+eHOSykml4IDZ9OD7MiZafTeWINWZpOwWBQOyRl4SKWM65Wq6hUKodSPleu2HKCHQVktT6TgzUnPwWKLL5lF8ZFzYRmKwUmNZBkMqljhUeBwisajSIejyORSOhaHyxq9rQVLKWTUwo+uUXgcYU5pkeNGbvxb7do8P8HjaaSVqHdPWSZhVHXPM7a/uPMPypozDBmaXOPx6O1Z6ng2fWJbCvZF9JSMxdj+tu4oFNjN0seD6NsJIV0rAW+1+vVkSMUymZxKC4G8qUOAi4a8Xgc4+PjmJmZ0VSLx+PB+vo6fvjDH2J7exurq6uPlYK/n9OKES/cn/KoMDs7CwC6XLNSCrlcDltbWwN7kyqlNC1j1mehhiDTuOn1Jz9JjvLcuXNIpVK4c+eO1tDtwC0HX3vtNaRSKVy6dAljY2PY2NjAnTt38MknnyCbzT71hiR0cJJjpqA/jlr9fvB6vTpDOxwOa0c0KyICe1E4snCW9F1QwPAYLTi7RZULDLBXCZbXobVgjiEzW53XGUUnPg9IQWsXjUSY/89kMjh58qTevnB2dhahUAitVgsPHz7UCZsslGaWOBi1uYksRMfdqpjNrJTCzs4OPv74Y1SrVW21cg9ts+yyfEfW6OHOe8de4LMMLHeAZxU5PrzcCJja535Qai9LkM7KqakpfS23242VlRW8//77+OlPfzrAjQ6D1IKGCXxOBMb5c7E6KlDgs+ib2+3G8vKyzgo2o1nogJIhjGxrmoVSO1ZKaSeSUgqLi4s4c+YMIpEIvvnNbw59Lo/HgzNnzuAXf/EXEY/HsbCwgHQ6jVwuh3v37uGDDz44lA3dOXkYLsdnH6bpHBeHrR1YsZURTbTGpGZNa8aslCi1fUnLmNaxycHL4/KYHVfM+5uBCMetTU0t+3GUxGQyiddffx3pdBpnzpzRMuPhw4fY3NyE3+/Xc9tsM1oAplbP9uEYpaVMRZDXqFQq+Pjjj7Gzs4Px8XFMT08jFAphenp6QOADg7ubkQJ6IQQ++eNWq6VXO7fbrau/0Ws9bIUeBqUUwuEwMpkM0uk0YrGYdnywkFmxWNS810Fx0PtTEEm+9SjAxYQOWRZ6q1araDabWnCPj4/r+t3mPphSAEhTlINVCh5qJuFwGKlUCqlUSu9B2+v14Pf7tYbK0LNoNAqXy6UXlGazqZ/taUNV+ZxyQ+9REUSjnJrPGiYlwPdgG0uhJc+T42kUzcPzhvmeJIcvzx12XWkRmP12nCidg8gK2T4yhDqTyWB8fFwnBVIJlMKdcfZmG8trD7unee9Wq4VKpYJWq4Xt7W2dHc5dtMxSGnwWeU0qwYcV+n2kAr/RaGBjY2OAxyefxY/cau2gg8rj8eDcuXP43Oc+h3g8jtdeew1jY2PY2dnBlStXcPv2bWxsbOhEh4Ngv3vL40xJr9fr2nt/FGCM9OLiIj7/+c8jHo8jl8thc3NTUzGdTgehUAgXL17UDiAAegccDhYKGwp5Jv1Iio1/z83N4fOf/zzS6TSy2Szu3r2Ler2OU6dO4fXXX0c8Hsebb76JxcVFuN1uVKtVLC8v48GDB8jn8zpy5mkHKB38kUgEXq9XL97HmbsfBsZn0+dBLV9aWNL/Ip2IUnBL7Z50kB1dQ2Fn0jqSC5Y+NuY7cKGWIYbA8RP6fD47RzbHjc/nQzqdxtLSEuLxOM6fP48vfOEL2lpmOZVOp6MTpQqFAkqlEnw+HxKJhM7M36/stB21tLm5ie9+97tYX1/HrVu38N5776Fer8Pr9eLMmTOafjatL6m4MPafWeXHWsNvt9soFAqHfl23242ZmRlcvnwZsVhMV7nL5XJYXl7Ghx9+iEql8tiUwrAoCBN0VtJRelRgQabp6Wm8+eabmJiYQLVa1dEpFOoMQWX8O4CB+j69Xk/7NxgtwM3ApYDgJ5PJ4OzZswiFQrh37x6KxSJKpRIWFhbwuc99DqlUCnNzc5iamtKROVtbWzq/4bAqWLrdbu2/YIgpgBeWw49GozpklpYVfRJSIyVk38gMWwp8Cis5VmWNHZkvIq0JLhBcDKT1wd/ZJcQdF4zysVFxYRmR8fFxXLhwAePj4zh//jzefPNNRCIRrK+vY21tbWBudLtdvXsUY/QZn882t9O0hy0ChUIBH330EW7cuIHV1VWdeX7mzBnNeOzngOfiRuXuWAt8iVgspksMy8arVquo1Wo6VHCUsCBnT4ojmUzqMsWFQkHviyprYBw2ZLSF3JP0KJDNZgFAvxfT4O20cpk4IwWjeY6dIw8YpAE8Hg/S6bQWJtz0emFhAclkUlfBpMDJ5/OaBz1IKOdBwWeXluF+0QrHRQs1Id/FjNShEJaCfFQYpoQdXcOP7HMzycv0DdACN4uyHUdQCfB4PLoarqTIfD6fpnknJiYwOzuLVCqFeDyutWnG01OIcj7we5/Ph263i2azCcuyHsllMRcdOa82NjbQbrdx7949bG1tIZfLoVKpPJJ8aEfHmZC0+LAkw8cZ889E4NMh+JWvfEUL6WAwiFarhatXr+L27duoVCq4e/fu0FrPSinMzs5q6uLy5cs4e/YsAODOnTtYXV3Fw4cPsbKygs3NTW0qH+Y7mHH4jH0+Knz44YfaX/EzP/Mz6PV6urSx1M6BwQHH/V0pREjh0Dy1LEvH4cvFggMoGAzi4sWLOHv2LBqNBn7u535uYMMMat7UiK5evYrvfe97KBQKA5E9TxvdwWdnkluz2YTL5RqqFBxXYQ/sJewwq1PuoEbKjXwza7TI8hXAXukF6VDluGSGNCkZJnkx4oQ1h8ywQlJJwWBQF/eq1WrPoYUOBqUU0uk05ubmEI1G8ZnPfAaXL18e2GCE45Oh4PF4fIDGZAXMsbExrbAUi0Wdde73+9Hr9bSiEw6HbZMXuTCTJvV4PNja2sJ3v/td3Lp1C6urq/jRj36Ezc1NHSIuQ6ZH+f/Yx51OB5VKBeVyWY8J+Qzm+fvhmQn8ZDKJCxcuYHJyEuFwGNFodKDudKFQGFlNUal+/Yu5uTlkMhnMzs7qcqR0imSzWR0DfpTvQu3eTls7TKyvrwOAjm3njl1SUyekVijDLk3OVyk1UFTNLt6exdhMc5MbMcga661WC1tbW7h796621kw8Kf9r8tqPG7p7nEB6Rfaf6bQ1E/n20/ClliiFkNzcRzqIZfan6djlAkF66TiDPrRUKoWLFy/iS1/60kDhM76PfA/OC4You939UupkBzimGaXDqpdMkLPzR8nFl5RYt9vFysoKrly5gu3tbaytrQ34EuW83U9usC8ZZXfklA73IuXN+aFgIT9smqBm6BfB8+lUcbv724stLCzozUg2NjY0VWBZlo5vZY37+fl5TQ0VCgXUajXcv38f169ff+oaORLD+EEek+9+1AJIbvjRbrcHKDGaebK9pbYDYOB8aomjBpvJDfMdmUjF43I3HmogT+pQ5USVY4nPLR3RbA9Ty30W/XBQmJEXwF6FVW5cbufUlpo6tXXJpcvr2UXpyHEJ7C0gdN4Oiypj2/M8u+PPu235fB6PB5lMBktLSzqSTC508nnN95Djl+e5XC5d8oC0IUsjyExo0okyXFbKgHK5jE6ng42NDf0plUq2LAPHqqm82Dl+eZ5douGT9MtIgX/q1CkAGHgxhukB0CF4FAZ8AQprGf/Ov7vdLvx+P5LJJCzLwoULF5DJZLC2toZ79+7h4cOH6HQ6mtcPh8PafLt48aKOzGm1Wnjw4AFyuRy+//3v44/+6I/QbDaPxEkMDGpT8l0OI1RqP3AD40KhgEQioaMqqtWqpmZkzLbchFl6+zlgRoX0ARiwACRvLhf3RqOBRqOBYrGIbDarI4fkoOSk229QSj+DyUGTrwWgo38kpSN57+O6CQ1Nfm6+EwgEBiLVpMCllsjwQGBPK5T9xvZiFIe8HvuL40TWU+L85HNJWodlFo6jhs9wYb/fj3PnzuGrX/0qUqkUMpkMgL1sVAru/fhxjhuXy6VrcLVaLWSzWRQKBZ0ox1Bn8vmM1ZcLJxO31tfXce/ePVy7dg3Xrl0bkJUSUtibAt/03fC+tVrNtrTC4wr9kQKfUSJyMLVaLd0ABAetjL02EzjkdTjAlOpXbqSmyLoTALRGwogYJlgx7n5rawuVSgXFYhE7OzvY2Nh4plmYwzIcj+peNOuk09bUBij0h6XwcyGWUR/Ao/HrUlOkAJHOPGlqciOSYU7yxxmMdpol3wcYnNSmhn/cYI59mURml4LP38hUfEmvmJq56agHBvdH5TnmZxQ1ZCZ68Zj893lB0k6xWAyTk5NIp9Oal5cK5kHoL/k9BTjbmvtcSGrIzGmRfaWUQq1WQz6f19ullkol2/ewY0pGnSMVmcOwsg4k8GWkhITUJmhyUDjJuF8AOHHihI7KoWPWsixdYGtnZwderxdTU1O6od3ufu32kydPIhKJIJVK6QqJN2/exK1bt5DL5bC2tjbAW7JhDlMgU0Mm57e2tqadOkeNYrGImzdvIp/PIxQK4dy5c9opxZrdHIDAXuVEaZmZWapS8JtOPFOYysHN8EjGFmezWWxvbz/1YDTvze9IM1iWNZBsZv7uRYC5kEpBK5OezHNkf7E9ZFgn2wd4NBN12HNIwSWtQDscB0onFAphampK72THCqqWZWlLSNIgcqGS41v+bTfWotEoAGilisoorSgmTcmaYM1mEzdu3MAPfvADnWBFSD+NlEtUToct0LJPnlnxNJa7ZWo/TURGe8jMTingyTXLlwkEAlpY1mo1bG1todfrYWtrCzs7O9pcWlhYQCQSwfT0NCKRCOLxOKampnSkxvb2NlqtFj744AO8++67qFarWF1d1UKAk+ew+XUuaqx0t7y8rCmNo54M2WwWP/rRjxCPxzE2NoZ33nkHLpdLR3zIycsFl8KFBZskpWPGd5sx3uaE4d8c5JZl4d69e/jWt76lQzKlwJFt9rSQ/UmajzQicVy00FEw/V2dTmcg9t60YqTAl9w75xzL6nKTbSk0zHpVdly/PN9sN7Ntj8OiGo1GcfLkSV3dMhKJIBAIDFR1lZFPwN54kGNcKhZSANPfkUqlEIvF0Ol0dFJopVJBNptFq9VCOp3W/cCCjbVaDT/60Y/w+7//+zoTnveXDnM5/2SlAZ4rqTo+O+ntSqUyUGb8SXGgKB35MHK7L5qofAlqkqR3gMEIBLkokO+tVCqan+K+j5FIRJf55f/9fr/eZ7Jer2uroFar6ZCzoxyUcnBImuNZaD7tdhuVSgWWtbd/gAwTk5mA/L9Jr9hRbCakgDA1QDlRKHxzuRwKhcIj2wwelkYoo4ukQ/dFhp1jjhNcmvl2zjvgUavLjPSR55h43PnxvIW8BBdGWv7EftSq3RiWMMepnEfyfEknymg4BlMUCgVks9lH5p1dG5p9ap5r/ivvPeq6B8FIgf/JJ58A6IcqSa2eAl9yxWwokzPk99IykLxsp9PR8cJSe0mn0wgEArAsC+vr6+j1eshms3o/2uvXryOXyw3Ut7ebMIcFaviWZWFiYgJvvPEG6vU6Pv744yOfGM1mE/l8HtVqFe+++y6azSYikQhisZhO/z558iQmJibg9Xp1VBNNT8kZAo8m6wyL+OC//C0tmnK5jPX1dTx48ADlcvlQaC27/vL5fBgbG8PU1JSe2I1G40j3IDhKSM3dpNWAvSgk+mrMfgMGtVUeY7ihXBSoUZIG4/eAfVtLWtbse/79PFEul3Hnzh1sbm5iYmIC6+vruhgjFQLGwgODQtPOn2Vq+GY0DTPSu92uvm6n09GlMSzLwu3bt3H37l1sb29jeXnZto1oncljVIylL2oY3cdzzQgjYHBLzIP2z8iZc/XqVd1odmazFBikF+jdZiYcw9BCoZAuj8zfsVEpoDKZjC5ZwN/l83msr6+jUqlgeXlZ71zFzFqzEY5KA5S82/j4ON58803UajV861vfeiYCnwMyl8vhvffeg9frxfz8PObm5pBMJvHOO+8AwMCWbZZlPVb55v20EZq23IDkwYMHqNVqh9rmsi8DgQDGxsYwPT2NRqOhQ27NDOejWOAPG5zQJl0jP3ILPDPSTQpzKktS4LPgF4UfaQNG/ZjPYieA6IM7ju1YLBbRbDbh8/lw4sQJrK2todFo6A3I6dewUwZMHt1cxGR0l6Q3We6YLEOvt1dAsNFo4ObNm/ja176GfD6PO3fu2C6iUgmV39tRzvJ7qQjIulmEHDePM/9GCvyDZqpypel2u9rk6vV62qlCLVNGFkhHIADNmXFAs0YMwxEZkUMKiNz0sxqcfD9OQAr/ZxmpA+yFwno8HhQKBV3KdXt7G1tbWzq/oVarDbSxydXLRXcUB85B2e12USqVkM1mkc/n9QYnTxuZI+9hNyEZncRN59n3x0XzPCikc1ZawPK4/MgaODI70/w9P5xXsg67DCnkIsB7DYPdeD4ObSx9U1Q8JMVCpZL7RpiMAzCo9cuoM1OhNduaMoxKX6lU0jTOzs4OyuXyyNLFoxbYYVSclDP0HR5G0uGh2MYyMsftdusUYlI6/Fdmv/Hl5C5NrGEhtRjGoLOhd3Z2dAM8y4HYarV0IsXdu3fx4x//GM1mE1tbW89lQnS7Xezs7KDVaiEQCKBQKGjNnxaT3+/Xdfu5ww+P05JiYglNYjPUj9pju93GlStX8N5776FQKODWrVtDk0qeBHaLdz6fx0cffYTV1VVUKhXk83k0Gg0sLy8P+Ij2q69zHMAUf+45LKusUqPjRi9UlqTAd7lciEajeutKhiiyqmOj0dCWNgu1Mau9VCrp9vL5fDqgQi4YFGbHtR1lP1+7dg2tVksHk7D66NzcHCYmJhAMBjExMaE3M0kkElqumJSlhJ3Ql8IfAG7duoUrV67o+ba8vIx6vX7gzX4sqx9VlMvl4Ha7Ua/XdV/IrQ657Wsul0M2m9UbCnFBNqm+g+LQyFAZLsf0+oNQHXYUkQk7TvFZg2ZVu93G6uoqfvrTn6Ldbus9W581LMvSVSwBYHl5GcDgoGUKut/v19EN9I+wvj4pNVk0Sr5Po9FAqVRCo9HA+++/jz/8wz+0pdKeFnZO5VKphBs3bmB9fV3nW3DhlQl9bI/jDEZ1UDgxflzWPCIlalmWTs6SAp8aLKOlSGHQn0OKlLkr6XQa4XAYlmXp8gFcLLjIAIPc/nGtRCp577t37+LevXt6EYxEIohGo7h06RJOnz6NRCKhFzC2uV300kFBhdWyLKyuruLb3/42tra2sLy8jIcPHz625t1sNlGpVOD3+7XfhlYJAF1uhsou4/tllM6T+leO1Pt1kAc57hPVhGX106i3trZ0XsHzfh7AvmQwM/RIteXzec3t0wzmLkwul0s7zuW1OThbrZZ2kh+VUDDHAkPSAOgKqCaXKX93nMaS+SwyeU7yszTbXS7XQIilTJIjpcP3Z3GwQCCgN3Vn8a92u621eJ/PpyPaWPqCMd2kKeiMlHk0Jv1wWFFXhwVJrzLxz+Vy6TLdjUYDwWAQlUoFkUgE5XJZ+wTJMtjRy6YwpSCnU7zdbuvs/mKxiHq9/tiKj2X1CxeyFv/a2hpWVlbgcrkGfDikiTY2NlCv1wfi9p8GL2a4w3NEp9PBvXv3UC6XNXd+XEMFuR+B2+1GqVTC9va2dm6x/IKsn2IXzSCd1Ts7O7qUw7NArVbDgwcPtFCihjMskuS4wG4BqtVq2NjY0BnlpHQajcYj9KQZXUOwPDj5apb3XVtbQzabHaCFQqGQzkRttVp64WexQaUUEokEotEoqtWqrsholuE9bm0rQXqEisGVK1dw9+5dHThCi0kGkDCfiPXuSWWSQjOFbrvdRq1WQ6lU0kUaHz58qJWpJ/FXra6uol6vIxQKYXNzE1euXIHL5dL+Kfoz2+02NjY29Pl2UT38+6BwBP5jwrIszakddzAJ7kWFDLl9kUHnc6lUglJqoAZVrVbTgoMLK/NTTE6du3+RxgmFQuh2u1hfX9fZnXRWkrtmHSJeg8KMWi4zRan9M/yPv6F2f1wFv6SS9yucyD056E9hdE8gENAUGoVus9lELpfT/cPEq6cF6TXW66nX69jc3NT35gLG5NVms6kLs9ld63HhCHwHDp4Rnsah/TS/d9CHbD876souRNL83WE/z6jInqOAehkHkVLqHoDfsCzre/uc9zsAZi3L+ivP4rleFTjt/3xx0PZ/1aGU+j0Aty3L+m9tjn0bwO9alvXPHvOav4NjPKafeR1UpdQ7SqkfKqWKSqkdpdT/p5RaeNbP8arCaf9nD6fNjx5KqWtKqZ887+c4Kiilvq2U+o2nvc4zpXSUUnEA/xbAXwbwbwCEAHwVwPGMBXvJ4LT/s8eL2uZKKY9lWU+2m80zhlLqMoB5AG6l1CXLsq4872c6rnjWGv4ZAE3Lsv61ZVk9y7IqlmX935ZlrSilPquU+kApVVJK3VdK/Q3+SCn1O0qpf66U+pdKqfLueafF8V9SSt1WSuWUUn9f3lAp9ctKqY93f3dLKfVnn+H7Hjc47f/sMarNf08p9T8ppb652z7/QSmV4Q+VUl9USr2vlCrsWghviGO/vdtPJaXUD5RSl+xurpT6nFJqRSn1s7v//6tKqRu7ffV/KqVSu9//3G4f/gOl1BaAf3i0zXKo+A0AXwfwh7t/ayilLKXUbyml7u5aV3/P7gJKqXGl1E+UUn9zyHHbdhuCsFLq3+z26X9USp0U1/lZpdQf7/bpd5RS58Wx15RS39099qFS6gu73/89AD8L4HeVUpVh73Ag0HHwLD4A4gByAH4XwC8CiIljn9r9uAB8BkAZwFu7x34HQBXAl9C3Sv4JgH++e2xs99xfBuAD8D8A6AD44u7xLwE4u3vdX969zqS47u8+yzZ4nh+n/Y9dm/8egHUAlwD4AXwDwD/cPTYLYBvAz++23a8DWAbg2z3+Z3bb3gvgvwPwkbjuPQBfBPAOgBUAnxW/uQrg9G5f/a8A/sXusZ/b7be/v3vNwPNuuwO2rxvABoA/DeDPAXgIwCWOWwD+JYAIgAsA6gDOivb/bwBM77bLfy5+9230/SAj283meX4HQMuYD/9x91gaQH73el4AfxvArd055QNwF8B/uXvsz+2Om6T5PE/VXs+hg14H8E93O6kJ4J8BiNqc9/sA/rpoxK+JY78A4JPdv/8CgG+LY6HdBv/ikPt/AOCXxXVfaoHjtP/z/wxr812B8z+L8/4qgH+3+/d/BeAfG9e5ateuAMLoC7bI7v/vAfgH6Av7t8R5/y+AXxf/H9t9Hhf6Ar8KwPO82+sx2/YXARTQXzBD6CsfXxbHLQCfEv//PoD/ZPfv3wPwjwHcAPCXjOtqATuq3Wye53eGzIdpAL8J4DvimAvAKoDPo6/B3zOu9QMAf958nqf5PHOnrWVZn1iW9ZuWZU0CeHv383d3zZlvKqW2lVJFAH8S/RWR2BJ/19BfsQFgCsADcf0aAL3lzK5Z/O6uKVYA8KZx3VcKTvs/ewxr893Dw9p1DsBv7pr3hd22W0BfcEAp9Z8ppa7u9tXq7m9ku/4XAP7Asqw/Ft/NAfjfxfVuoS8Qx3ePb1gvCG8v8JsA/o1lWc3dsfe13e8khrUx0LcMGgD+xYh77NduJuzmwxT6fbcijvV2z53e/TwYvAzu735/aHiuuxVblvUhgH+Nvgb0v6C/os1ZlhVHv+MOUvRiHcAJ/kcpFcTgwP+nAP4P9GmEBICPDnjdlx5O+z97GG0+Cg/Rt34S4hOyLOtf7XLC/yP61lUCwMzub2S7/hUAbyul/o5xzb9oXDNgWdYGH++pXu4ZQykVAfCnAPwZpdSGUmoDwK/s/j84+tca/wjAFQC/r5QaFsSyX7uZsJsP6wDW0F88eEztnru2+zkxeBnM7X4PHFLfPFOBr5Q6p5T6W0opailn0O+g99E3cQsAGrsOpl884GX/AMDlXcehD30OUr5XFP0Vtq2U+jX0NcxXEk77P3vs0+aj8C8A/NquM9WllAqrvgM8jL6G2kOf4/ei3+YmcuhTb39ZKfXXdr/7XQC/rZRa2n2WMaXUn3zad3yO+DMAiuj7iN7c/ZxDX4v/0we8hgXgL6EfNfVPlVJ2MvFx2+1tYz68b1nWGvpO5TeUUn9qd3H5W+j7FH4E4D0AllLqryulPKof3HAefToJ6FspJw/4TkPxrDX8Mvrm7IdKqSqA/wDg/wHw3wP4OwD+GoASgL8J4N8d5IKWZW2j79D6RwA20W/Ah+KUv7F7LI/+BHiVk1Gc9n/2GNXmQ2FZ1j0Afxb9aJkdAHfQ1+hhWdYn6HPPV9B35N6FTZjnrgb6FQB/Wyn1FyzL+lcA/jcA/1YpVUZfyHzm6V/xueE3APwTy7LWLcva2P2soS+gDxyzvktj/afoa+L/eFfzlscft93+L/T9MTn0nee/uXudLPoL0T9Av09/FcCftiyrbVlWC31r5c/vHvuvAfxJy7Lyu9f8RwD+olIqr5T6u3hCvJSZtg4cOHDg4FE8Vw7fgQMHDhw8OzgC34EDBw5eETgC34EDBw5eETgC34EDBw5eETgC34EDBw5eEYyslqmUckJ4nhCWZT11cpHT/k8Op/2fLw6j/QGnD54Gdn3gaPgOHDhw8IrAEfgOHDhw8IrAEfgOHDhw8IrAEfgOHDhw8IrAEfgOHDhw8IrAEfgOHDhw8IrAEfgOHDhw8IrAEfgOHDhw8IrAEfgOHDhw8IrAEfgOHDhw8IrAEfgOHDhw8IpgZC0dBw4cOHBgj0AgAL/fD7fbjVAohEAggF6vh06no/9ttVrodrtotVpoNpvo9XrP9Zkdge/AgQMHjwm3242JiQnMzMwgHA5jcXERJ06cQKfTQT6fR6PRQLlcxvr6OqrVKrLZLB48eIBms/lcn9sR+A4cOHDwmFBKIRKJYGJiAvF4HBcuXMC5c+fQarWwtbWFcrmMfD4PpRSKxSLa7TbW1tae92O/HALf6/XC7XbD5XLB4/HA5XKh0+mgXq+j2+0+78dz4MDBSwalFPx+P2KxGGKxGILBIDyevjgNh8NwuVzw+Xzw+XxoNBpIp9MAgHK5jEKhgJ2dnQPLJpfLBaUUotEoEokEPB4PPB4P3G43Op0Otre3USgUYFkWLGt0NekXXuC7XC6EQiGEQiF4PB6Ew2EEAgFtTtVqtef9iA4cOHjJoJRCPB7H7OwsYrEYEokE/H4//H4/vF4vut0uAoEAkskkfD4fbt++jYWFBeRyOXz00Ud47733UK/X972Py+XSCu38/Dw+9alPIRKJIBAIIBAIoFKp4N1338VHH32EbreLXq83Uui/FALf6/XC7/fD5/Ppxuh0OnC73c/78Rw4cPASQikFn8+HcDiMUCgEn88Ht9sNpRRcLhcsy0I8HseJEycQDofR7XaxsbGBcDiM+/fvw+U6WICkUgputxsejwfRaBSTk5NIJBJayS2VSvj444/hcrkO5BB+IQW+UmrAlDp16hSmpqYAQHvIw+EwKpUKXC4X2u02Go3GoXjIubLH43EopdBsNtFut9HpdFCr1dBqtZ76Hg4cODgeUErZasxKKYRCIWQyGUQiEXi9XrRaLbhcLk3BtFot5HI5VKtVWJaF+fl5pNNprKysIJPJwOfzoV6vo9FoPHJtLh4TExM4f/484vE4Tp48iTNnziAcDsPv9yMQCKBUKmFychJjY2NoNpsolUqPXE/ihRT4LpcLY2NjOH36NBKJBL7whS/g4sWLaDQauH//PnK5HNbX11Eul+HxeFCpVNButw9F4LtcLoyPj2NpaQlKKRQKBVQqFdTrdWxsbDgC34GDlwRKKSjV3yXQFPoulwuJRAInTpxAMBiEZVla4FPbbzQaWFtb0wrqxYsXAQDr6+v48MMPkc1mkc1m0Ww2B65P68Hj8eD06dP4tV/7NZw8eRLhcBiJRAJer1d/CoUCTp06heXlZS3nXgqBT1PJ7XbD6/UiEolo7iydTmN8fBy1Wg2FQgGtVguRSASRSAS1Wg3tdlt33EHvY57P/3s8HgSDQUQiEbhcLrRaLa3hH9RMe1Eh20Y6iMzBajdJ7M59UlCLMq/7vGOcHbxc4Di20/KVUvB6vQgGgwgEAmg2m+h2u/o8pRS63a5WNKPRKILBINxuN6LRKKLRKNrtNmq1GiqVygD3Thnj8/kQj8cxMTGBqakprdWT4vF4PGg2mwgEAvD5fPB6vfvKoGMv8N1ut05umJmZwcLCAsLhMKanpzE9PY1QKIRwOIxSqYR2u41gMIh0Oq0boFqt4vr163ohGHUfOoAnJycRiUT04iIXG5fLhXQ6jVQqhV6vh1qthlqtBp/P99IL/Ewmg6mpKXg8HtRqNVSrVfR6Pb3geTwexGIx7UMhvdZoNFCtVvUEeJpYZJfLhampKUxNTcHtdqNaraLRaKDdbiObzaJarR7iGzt4lWFZ1iPCnsI2EAggHA4jFovB7/cDALrdrlZGyKlTEWk2m5pxmJ+fx6/+6q+iUqng/v37WFlZQbfbRbPZRKvVQjQaxalTp5BIJDA1NYXJyUl4vV5YloVGo6EXG6/Xi0ajgUajoamh/ZSeYyXwpVYtV7tQKAS/349z587hy1/+subQY7EYlFLodDoolUoAoJ0ZpHwsy4LP58OPf/xjFIvFofflihmPx3H27FlMTk7C5/MhFArB7XZr4Q8AvV4PvV4PrVYLpVIJpVIJHo/nwFbEiwilFMbGxnDp0iUEAgFsb29je3sbnU4H1WpVaxqzs7NIJBJot9uoVqvodDooFArY3t5Gs9nUfo4n1fTdbjdmZ2fxqU99Ch6PB9lsFoVCAeVyWS8sDhwcFdxuNwKBgLby4/E4fD6fVmSoGLrd7kcEfrFYhNfrxcLCAi5cuIB2u42bN2/izp07aLVaKBaLqNVqGB8fx+c//3mcOHFCWwGdTgftdhv1eh2WZelAlXq9jlqtpgX+fqGex0rgA4+aT9JLHQgEEIvFEI/HtWccANrtNlqtFtxut+bP+BsmSASDQfj9fvR6Pd0oPM/tdmsTitePx+PweDzw+/1ac+ezydVYUjqHQVc8DwzjKXmMbWRSXdQmPB4PLMvSEyEYDMLr9eq27na7aDQa2hwFoEPIeA3+bVIzbHtOJC7CtMDq9TparZYTlYVBZx8A3Z4Hic92YA+z3SgTAoGAtv6BQSpTgt9TbnAch0IhdLtdxGIxJJNJtNttTeWkUinE43FEo9EBp67Zl5I+IguxH46dwAcGhb5cUaPRKFKpFBKJhBYipFUajYYWBuFwWC8Q1AjPnz+PZDKJQqGAfD4PoE9RpFIpBINBTE9PI5VKIRQKYXp6GpFIRHu92+02crmcdsqWy2WUSiV0Oh2Uy2XtJ3gRY/5HOaaAfhJJJpPRtNqdO3cAAMViEcViES6XC6lUCplMBuFwGOPj40ilUuh0Omg0GprqoTAul8soFovodDooFosol8vaCqjX62i326hUKmi1WpojJVWUyWQQCAQwPz+PZDKpBzg5zEAg8Ixa7XjC5/PpqBGOR2qetVrN8XE8Jux4+1QqhZMnTyKZTGpBTWFuMhR0vnq9Xng8Hq1okrMH+vPr1KlTWjnq9XqaSchms2i1WqjX6+h0OgCgjzHenzIvFovpEPVROJYCX0LG2YfDYa190/xhOGSj0YBlWXr1pGPX4/FgYmICp06dQiQSwerqqm68mZkZnDx5ErFYDOfOncPs7OyAlZDP53XYZalUwt27d1GpVJDL5ZDNZgc0KOBwHJLPGlLg2zmnAoEAJiYmEAqFkM/nsbKyooVJrVaD3+/XC2c4HEYqldL+DVI3iUQCExMT8Hq9KJVKyOfzaLVa2NjYwNbWFhqNBlZXV7XQbzQaaLVaOpHO7/djcnISCwsL2scSjUY1VxoMBgFAW3yvKrxeLzKZDDKZDOr1OnK5HBqNho4YcQT+0yMWi+HUqVNIJpOIx+NotVoDlipj8Hu9nhb4/J7ygoqNy+VCJBJBJpPR57rdbjSbTWxvbyOXy8GyLM0eUDaRw/d4PFopCofD6PV6+1q5x1LgS6HDqnPNZlM7AflifHm+pKRbuFJ2u114PB5kMhl9Hjsnk8kgGo1qJ2OlUhkQfvl8XjsCC4WCdhDSI/8yTCBqIgA0BeZyubRGn0gkNIVmWRba7Tba7TZ8Pp9OdqOPhdqFzPij5kKHuV0fAv2JBPQXGGYpksLzeDzw+Xx6HLTbbR0RwTA4ZiO+zJAx3owOUUrp9oxEItraopPc5/Oh1+sdakABM0rpP2NfHFbo83EF251KTSgUGqB7Of6kDJG/Na1pOT9cLpe2ADh/2K6jFEmO/1AopGntUThygW/niB0GO0252Wwim83C5/Mhn8+jWq1qvj0UCmn+nBpMLpdDuVzWx2kdvPPOO+h2uygUCshms5pbZpTJ6uoqbty4oR2xNIMZJ1upVDQVIZ2OZpjicdbyh4VL9no9nclH6mxubg6xWAyRSATj4+M6SaRSqWg6rdFowOVy6WxDt9uNbreLYrGoF19qKNQ06/W6ju7pdruIx+OwLEvXGqHziudzEalUKlhfX9dCPhwOw+fzae2m0Wjsa86+6KCV6/f7cebMGSwtLcHlcmlFJBKJYGFhAZlMBoVCAcvLyyiVSjo35TByRBgtNz8/D7fbrR3mnKeVSuUQ3vR4QimF6elpvP322xgbG9Oh2QB0HR07Goj/Sj8Yv2eEmVwQGAghE7kIydtTw0+lUpidnUUwGMS9e/dGvsMz1fCHZa1JmMepebvdblQqlYHQJcayFgoFrekwSsPr9aLZbMLr9SKdTmNxcRF+vx+VSgXlcllXtctmsyiVSrh9+zaWl5dRq9WwsbGhI0/K5TLa7fbQ95GfF6VQm9kP1PIp7DOZDE6fPo2xsTEEAgHtwKaDmgKf/CVNTv7NBZFaPgU+sw8ZlkkHr9vtHiiJwcEuHbr37t3D8vIyWq0W0uk0arUaLMvSiw2v8zKDEWuhUAgnT57E5cuXtdCtVCoIh8NYWFhAOp1GNpvVpXpLpdKhtQ157NOnT8PlcmFjYwM7OzuoVqs6Uu5lhVIKyWQSS0tLmJiY0GOZSgiDF2hxmRo+HeryewacyPlIi5iBCDJYwi6gJRKJIJ1Oo9PpHC8O/2m0X8uyUCqVsLq6imazqcP/GIVD3pjnkudiYzExKp/PY21tDY1GQ3PI1WoVm5ubKBQKWnOlcNvPRD3OGr2EnaWllNIOz2AwiJmZGaTTae38rNVq2tzkYLazYqR2I2t6mFYQsEfREZJukOfQB1CtVrUPhf0hKxGSy6S286Lz+KTUOHbZN5zYiUQCwWBQO+lIv5HCrNfryOfzWtNm8EI0GtVtetCwWFJuLpdLV2oMBAJYWlrC/Pz8wDnFYhFbW1tH2jbPCxz/smYXQzFlwtSoKB0z0s/uPAk517h4cG7Ja7BqZzQaRaVS0XNxGA5V4I/KsHxaWJaFBw8e4Fvf+haSySS+8pWvYGlpSXfC5OSkpme63a4uj0znSL1eR71ex09/+lO8++67KJVKePjwIdbX17VgYRwrryGdMcOeSXLgx0X4m5oFAFtB7Xa7MTY2hvHxcSQSCbz11ls4efIkyuUy7t27h9XV1QGBEwqFEI1GtTUF7HGIHGicAJwkPJdWAGkg/p7CX7YjrYSdnR3tKGesMYUhE7wYcstIhXg8frSNe4Tgwuj3+5FKpRAIBJBKpTA/P681+1gsBq/Xi2QyqbU/1pVqt9vY2trS0WLdbhfBYBCJREIrSDs7O9ja2jqQNRoIBJDJZBAMBnH+/Hl8/vOf18lA3Ozjzp07ePjwITY2NrC+vn4sar4fNrxer/b1Mf8nHA4P+BUZbillBmkXM1wWwMA5MvRYUj0yKITHqIBJ3wxLPCjVr+8zCocm8J9F0lGpVMK9e/dQLBa1mcrVViY40LknG5XOpe3tbdy9e1dHnKytrT21o+m4CHrA3mE0DMwsTqVSSKfTmJubw+nTp7G5uYl79+5pjUE6gwKBADwez0CbSa4dgI4ooJZKAU7enpqR9KNI8Fi9Xkc2m9U+ASbRccAzFlpq98x6fN54HN+V/A0XSi5m5Gej0agOOeY7UwjQ0mHkVC6X0zHdMn/F7XajVqsdeK7KMiKzs7O4dOkS0um0jgSiA59987KExdpl1zL2nhYxxyEFPPtC8u1Su7dz2PIc/mteo9vtDiRwyWtL2UaLj0XcRuHQBL7U0Aip5TENmaF24XAYnU4HDx48wMbGxoG4/WazqQv9b25uYnV1VV8rEAgMmECyQaUDMRwOY3JyEoFAALlcbuTgl1ER0nkiO4cx5vIezwvDaBsAOhUbGExUm5iYwNmzZ+H3+5HP5/HJJ5/oXAVq461WC0opvVWbDDGjwDFNSQp80i2BQEC3GZPiZFYiF5JWq6UzZhmayevwmhRkMjqL73hchM5BxwHfze/3Y2JiQhfHSiaTWlAzn4QKjXS+yrFJAZFIJAbmXiwWw8TEhHZsM+KJ2ql8XlJEtBwmJye1QCmXy5oGjMfj6PV6mk5g7suLCLtcFCn06QxPJBLIZDID/cAFT5ZT4O/l9YfdT/oA+VuZGGouBNJSoHXMDVcYrDIKh9pDdpQBNyaZnZ3F2bNnEYlEMD09jRMnTqBer+PrX/+6TtHfD3Talkol3Lp1Cx9//DHi8Tjm5uYwOTk5kKVpdhwphWQyiXPnzqFYLGJzcxO3b99+5D7sAIYDytIKbHQKLG5ezAXpIO9xFBilUZImiMfjcLvdOmnM6/ViaWkJX/rSl1CpVPCDH/wAN2/e1NQYhTq18Gq1imKx+AgdYGbgWpalhTxDYllVMB6PI5lMajM5HA4PhBYCQLVaRS6XQ71e1/kU1K4obLjI0MylhnkUlI4dv3oYYA5BKBTSVV/PnDkzwOHLMGPSlJZlaS5e0pihUAizs7MYHx/XQonWFmuysxQIrWCew/YnnUSHeiqV0nOAOyv5/X6k02k9/icmJnT03IsIzm851iUymQw+/elPY2ZmBqdPn9a5P8zypuJjcut22j2PSRqHsfsyY18u5FJRIo3H80np0IkcDodHvutIgf+k3LQpMLkxSSaTQSwW0wlP1WoViUTiEe5rGEgBAHtbhVmWhbGxMR1JM8yxKCkBCgUuRvI3spMo5Pkv4/7lFmPkkBlXfhzKI3PgSe1BCmBq7rS2UqkUgL6TdnNzU2t5Ho9ngB4rlUo6+mM/yPsxuoFCmc9GzRbAQCSUpH3YP36/X8f7y80mgMG6S88iNPMg0WbDfifBPuBGGplMBtPT0wPH6/W6FupUXLgIMB+Ewp9j1+/3D8RyM6eCY5T5KUxYBPYc5eTt6TOIx+M64o2Zu61Wa0ALlRTHiwhT45bfA30ak76uSCQCYC+fhO1gJ3P2o86GOWqllWB+JNMgk7sYrbZfTa9Dt8HC4bBOfWflSjqfpqam9LZffr8flmVhcXERb7/9tnYUZrPZfe/R7XaxsrKC73//+4jFYtjZ2cHc3JxeWChE2AGyrg63IqvVaiiVSnrPyVKphFqtpvk6TsZgMKj/plbPa1Jz5gTab/OBo4QUooxR53O7XC5MTk7i1KlT8Pl82N7exvr6OjweD7a2tvDNb34TjUYDW1tbWmM4f/48UqkUNjc3cf36dW3OS4xSCKTmWSgUsLKyAp/Ph83NTTx8+BAejwfpdFr3RyqVQjQa1d+TdmB5BjqMvV4vpqamdNy/1MqOik57HMe8dNBJTZ2CXdJYHo8HiUQC0WhU052MSjLjs3ltoD/2WEKBlmW73dYUV6FQGLDSGMTA52cSHdtYvhNDP6ncULjTWaiUQrlcxurq6oCiRifji0jrSFaAf/t8Pi2nFhYWsLi4iBMnTiASiQwswFQwJCXD9jSDV6RCS6VBfuQ4NqlkKfAB6D7lHKBfK5PJYHZ2dui7Hqh3HsekjcViuHz5MpaWlhCLxTA9Pa1NPU4cuS3YxYsXkUwmdYr9QQR+p9PBzZs38eDBA4RCIaysrODkyZOIRCKYm5vT4WOxWEyb/my4TCaDeDyObreLRCKBpaUlVKtV3Lt3D1tbW/D5fIhGo1rDpfCX/JlJHdHE5u42zwukUtLptBaedGwuLi7i8uXLCIfDWF1dxf3799FoNLC8vIwPPvgAwJ5DdmJiAu+88w6Wlpbw0UcfYX19/ZGEGjn47IQtQwCBvvaez+cHBjCpnnQ6jVgshrfeeksnynEHH96H0QcslSGzes3M26Ns21HgHKGQpyZNrYs8uCy+5fF4dIo+FwQqHpubm6jX64hEIhgbG9NKDMfh7OwsFhYW4HK5dPZ3o9HAw4cPsb29PfDMkqtnO8oFzIwikdoqFRhJY8rEOGb8ctwzgOJFgmQOCFZ+TSaTOH/+PC5duoS5uTnUarWB3BwqrqZAJ2Q8vp1/gN9T4Hc6Ha24Sevc9DMwEIIBFPSDTU1N4fTp00PfdaTANx1/xCiTlrwkNyhhjRUWcaJQ4nXC4TDS6TRarZZ27NmZR+ZzMVa+1Wohn88jkUhoTUM6pGRjStOfz8noBWkSMZPXTuADe+av/Jvv9bySf8jtMXqF70KHHzNSGemRSCR0EadSqTQQXklBRWc431P2yUEiPaTAMWkgtjmdXzLMk3HlcpGlhs/35DiRC/BRavmEncYtTW5Zi4lRQ+wH9gX/pgOaYa+Sx2U5XDO9nu3Cccr2Yb10XsMUKBRoJl3Av+W4lfeUVCd/S61f9gX790WldQgpG6LRKJLJpN5K1e/366RBUzbKPjIFvDlvTIuR41e2Nc8d5gOwG/Myb2Po+x2kER5nErE2/fb2thYcyWRS79DOVYxZeYydDgaDGBsbQzQa1ab8qFhhvjArVtIyYDEvqV01Gg1t5jJBxLIsrK2taU1qe3tb18tnNU1Zr8fUaDn4OUBY8ZFF3A4DB6URfD4fpqendTVJbuAi+fd2u42NjQ0twKenp1Gv17G2toa1tTWt2TPOeGdnB8vLy3jw4AGy2Szy+fxAxUU5MJ8EHo8HMzMzuHDhgnbks54OISkRcvgyFI7vRWHTarWONLWfESqkk+hPII/KsUDtXS640uHGiClaARSmLFvhcrmQTCaRSqW0EkGLif4XOg0pqCn4G40GyuXyI8/NT6VSGfDh2PmwzA+ARxYdOoNZvZb7Rz8vx+2osXjQ+RgMBjE/P49MJoOJiQl85jOfwdTUFCYmJtDtdrGzs/NIuLe8r9Tmh/kFgEcTEfmdPFcuBKP6QspBoC9Px8fHh77joRNuLHuby+V0gaFkMqlD7ljuk+USpqenda2W8fFxxGIxHe2yn8CnaVMqlXQClowgoClUqVR0TRyapt1uV5dWIB1TqVS0B54ecDsnCHlRamt0kjGK6LCxn+D3+XyYm5vD0tISfD4f0uk0gsGgfm8unhsbG/D5fDpxptls4u7du9oxNz4+rhNtGCXz8OFDLfDNCIanWdg8Hg+mp6fxxhtv6OSgUCg0QI1IC4vaslJqwGEpnViseXQU4IQLBoN6PMfjcV2Xn1Yhx4TMlJW5CORbOekp8Km4NBoNHW1jKj+tVgu1Wk07c2u1mg4mIMVlJ/BptXFB4LziggVAL5wyUEF+WEaADnVJJwD9yCq2z7OCnYN1GA4yVv1+PxYXF3H27FnMzMzg53/+5zE3N6cTM3O53ICwphIotXMuhIQZwSZ/R7A/5HkU5LRkzXeQQl9a0NFoVNOhdjiwwDcfZhhIq5CLlJmvHDTlclknhzBCxDRHZIPYxaFKpxjNLVJF5OTIszHLlgKfncRSvLL8qFxR+d6yU+X7mxoRF6DnAcmPy2xhUlt0BDKhSYaUUdMD9hazdrsNr9c7UN3yaRPUgL0QOKb7099CYS41Yfm3qU3Z0X7SOXkYkGWXqalLXwL5a0mHUSM3nW3Dnpnamel4ZnvLSrEUykoprTRR4Hs8Hj3f7O5htpvpZDRpBznn+J0cY1ScZECE2UdHDZMaeZx7S58EF75kMomxsTFkMhmdB8FINRmRwzaRVAxhZx0Ne3b576jfSytA0ul284GK0jCMFPhcqaSg5WoyTOjXajXcunUL6+vr6Ha7uHTpErxeL7LZLFZXV1Gr1XDz5k1cv34dfr8fv/ALv4BoNIpms4l0Oo3Tp0/rqpiMw2aiDTk1mspMOGCVx1gshk6ng83NTZ2kRTOfsccUIr1eD/l8XhdeI2cnI0NkxA5r7MjJ43L161mHQiG9r+RhCEXioBq0XGSVUtjZ2QGAAe1QCs9CoYCNjQ30ej0UCgXtxKOFwvj4QCCghY7Z58P+HgWllE5eSSaTeO211/CpT30KLpdL139h3D2df/K+XMCltinDD+v1+iPa7dPg0qVLAIDZ2Vm89tprCIfDyOfzA3kjdhPXDJNUSg0UyZJhjGYYL7n4QqGgM2eLxeLAAu5yubC8vIx8Pq/nJq9FS0wuOFLLJJ0keXtSUrwWKStgT7jxmYG9RZv19xOJBCzLei5ZzvuNPbvjSvULwHGfh3PnzuHUqVOIRqNYWlrSe8i63W7kcrkBarTX29ugxCx8Jv040t9H8G87BzkVTRkSLn8nzyHMGH4+2xNz+OxsaRICe04dOzSbTayurgLoZ6htbW0hHo8jm81ibW0NpVIJn3zyCb7//e8jEAjg9OnTuHjxIlqtlo7R93q9usynNJczmQxmZmbg9/t1nXYOUg7kbrerKwQ+fPhQh7lR85ECn0ko3NqQjl9qVMzcdLvdA0lHsmNZV6NarWoh+qxhWZaOkyYlxf01paXEZ6PA5wALhUIDVJYM6Rul3T8upaOU0nx9Op3GqVOncPbsWS3MqtWqDitlfW8WcAP2xp0MAOB3XPQOc9exU6dOweVy4fXXX8dXv/pVpNNp3LhxAz/5yU80h85FntFCUmOXbSTLS8g66jyX/DcXOlJTlUpFc8fSEmNVV5MzpuC245Kl1SQhI4tkWKZ0CnKhonJEJYxhpVTOniceR/GgrEkmk/jiF7+Iz372s3ov7Gg0qiOlSqWSHl8EZYBkEeQCKxO5zLnDMSv9geazScEvlRpzPkuBz3OopA7DSIHPH9Jh5na7B7jIYZwS/2ZoILlKapKJRELHuHKA0wFEKoGOEr/frzU+FjCSvKOM6uEkY0KJ9AHIYmhyELMBKVzYCbRm6vX6APfJhud7cpXnZD4sh+3jgBNdJoAFg8FHtDu5UJkp2Ey66XQ6iMfjWuiSahl1bzkQTdNfmqcul0tbDl6vF+VyGQ8fPkSn08H6+jo2Nzfh9XpRqVQQCAT0ps1Sm7YsS1tTtADoj+F3hwWOh2KxqHc4I1ctHbK9Xk/HtFPgm1Fc0rHGCChpMVPgm0KTwpcWJ+eTSRfJKC1JKckwWACPlKQgFSJpNFIZckHluyiltK+MtJbf79f01vPMtpUWDZPNpOOffj6Px4P5+Xmt1bOcBX0tdqG+pgPWjp4zYTdv7L4bFs5pLsx2Wr687n6+PmAfgU9+PZlMYnZ2Vpv4dgkEXInkJFxcXNRCP5lMIhwOa8HIQTY1NQXLshAMBvEzP/Mz8Hq9ePjwIQKBAFZWVgbC3NhhQN85RepCphtTO/d4PJprZXSD5OfZeLxePp9HLpfTmbiBQAD1el3TQrQg5KDiO3OBodb5rOF2u5FMJjEzMzNg4rN/AGinp8k/0o/BiUwNm9sIrq2t2WpuUohz0ktNUVJxMmktmUzqxKrr169jY2MDnU4HW1tbukgawcnHccUFXKagU6BVq1Wsr68fqoV148YNANCLPUN4KRTj8bgeP2aoLrDnU5DjjjQgyxtLmkYKa+lroiJhUjTS8SuFml1osNTypXXBdjRj0aWQl//ntXh/FnWzLAvT09PY2tp6LlYulR6Ou6mppCGp+QAAExlJREFUKf1sVC7T6TRmZmYQDAYxMTGB6elpLVOozOZyOeRyOR0VxQVR8uJmCOUo/wE1ff7OhPQ7mRq8pHvMfjCVKSkDR/mxRgp8ltpMJpOYnp7WdRpMHsnkeTlJufk1NTsWXGK1S6UUotEoLKufscaQqEQigYcPHz4SEkmuttfrb1xerVYHaJpWq6X3RY3FYloTYWPb8aWkgcrlMur1uq5t4vf7B67H4m+cjASpIm5Y8DxAWoaaCgWtBHMjpJDpdru6Lzwej443ZmY0fzNMgLBfpFOT2iFr99ChSKqBxe4AYHNzE3fv3kW73UaxWES1WtVWFZ9P7hkq6Rua1Sw+1un0N8o5zAWXCUx8R+7+NTU1pRWKWCw2dLLLOjgyYof0IfuCC4JMEJScOulUaa2Z2izPlwJfCiYZSkjBIPd8kIXAOH+B4c5xPjNLi1SrVR3S+zxAocdw7LGxMZ2AODU1hXA4jJmZGZw9e1bn/mQyGQBALpdDoVBAt7u3sY+5sEqKxc7Jvd+z2Y1LOa7tzjOjf8z7sh/ls+5neYwU+BwkNK2BwRAgrqgcPGbCRqPRwPb29kAJVZrfDF9ktE4oFNJOxLW1Nb0TFbDn5JCTvtvtDsQQ8x6kIJgBJzcxkU4quSoCe/SVdFQC0KUaaLrLlZ3X5HUooA4LrPlDSo2CzVz5WVxMLoh2nnypYbAtSJnJSBM6GdlOTKCT15JtyAJyUlBJbRXY49+5bRuAgfBbl8ul34HhfuwHU2hJgc+sW1kT5rDAa9VqNezs7OgY9lqtpgW+DCW1+73ctIUCPRwOa3qT7yn5dTk2+TvZ3rL9qdmalgHba5TAlwmKMlLIzgdhvpekdwKBAPL5vHYkHwWoyLjdbk3DsG1IU1FRowYfiUR0jaJAIIBEIqHbkkUYLcvSu9vJdpKCU443QrY/YVLLo2C2r3kdmSh3EPqI46Zer+t8IjuMFPgUynQccYvAQqEAAAMruoxsoYaZy+Vw9epV+P1+1Ov1RyJllFK4desWbt++rU2uaDSKYrGIW7duDUQhSAeGdBzRwcVUb6avc1DLTVCAPccVG0lGIUhBzhjnqakpuFwuXazNNM85yKjNHWYc+Pz8PJRSGBsbw8LCAoLBIJrNpnYU0nfAfS25SDF0zxQAMm2b1g0pHACaFgD2QlmVUpibm9OORkkJsb0YwWFOAKl10LnVbrd1G0kagQlNfD6pyQKPlnKQjs5AIIByuYyrV68eicAvFAraIqW1wufZr3aMSX/Ka5jHTX6dC4EU9jLCw26hoWCQyteoNjFpKP590HaU0XsMFjgKhMNhTE9PIxQK4fz583jzzTe1L4T+RVkmnQsZC4uxbfm8pVIJ+Xxej00ppM12lVo4/Sj82/TVsP3lHOQ1eV3Tj2j6BaRia1oS8no8Jnd6y+VyWFlZGdqOB9LwGd7X6/UGBD5NKAA6RV5uztBsNpHP5+F2u3XsfafT0dm1LpcLlUoF7XYbHo8H9XodoVAItVoNhUJhwEFmCnyarrKBAWjnpeRP+R5SAEqBCEDfQ2rJSik9mCiwZJSOyaftx589LqLRKIC+L2VmZgaRSGRgI3EmIFGjlg5C6dyRPgu58LG9ZAEotgEtNprtcsADjxaaoqVnCg6paQJ7FBivQW5aJvzQl0AhZ2dW812kE5i1eA4LcvzLDMunhblwAhgQ6KazVB43EwFNc1/SXgfVDg/rneRYOmww6CMWi2FqagpnzpzRRefoq+NY4JaYjUZjIHlPlqtot9uaEgYGawrJ+cxjwKNljTkGzfNMGSEVRJ5nBnjYCX36duQ8NvvefK5GozGS2hwp8LlKKaV0/Q9p8jCaQzphZcEu6dgEoM3vXq+n6Rpenxws+UMZKcAPTVA2JM14anoyGYTPz3twIpkaPhvQjKzg5JECitSOFEByAh524g9Ns3A4jFwu94jZSYc2hTStHDqtKUAoTCXdQupLDibpKKTgCIfDOH36tHZcyrh4qbHKhYBtSEjBI+O5zcVYtqn8vzlhpKOZtAr9B3ICPi3Yl4yYkHQL31/CnPjmOXYT1E7gS6VDQgoj875S+ZB9YNcW5u9NesLumYddwxRCw+itJwVLgUxMTODixYtIp9NYWFjQFWHpczD9h7TspXLA+cx2kTvlmbkLdu9jaulm29j1i2nhAXvlvwneU5b9lpo/ryXZDh6TyjB9jqP2Ft5X4BNyZynSOHIRYGISuTZmadbr9QFN0bIsXVcdgJ6wNAl7vX7kDDPdzI0e6Dnvdru6fgd5RKkdygaWk9TkRCkseW3ZsYzuodYiQ86k4JeLhuzIpwU7jtEQ5OpJr5AaYPvTzyKfkcKT0QjkyikcpRAzIzyU6ieonDhxAi6XS5eUJs9u8s37Qal+SC5LX5AGpEVhV2BNCnygP9Hy+byuvhmJRHS7MBHvsECFghQY21HSV6ZmJrU3eY48PmwRkAKf7SKFuXnPJ4Ep2CVdZLa1fD7zGoQUUMzePkwwfHVhYQFf+cpXdJ6ODMbgto1kBCgfpG+E85xjTO6OJusxyXeTY+lx2lwu/HaUGUPbeQ8+oxlSa9I70oEvlTm+A3MH7t+//2Qavql9mXwlnXzUgCgw5ErJB6bgkS8tTVCpwfP3FLQypZkNQcvB5ON5TztNk7CbOLwmhbg0i2WDc6W1M6uH3e9JQT6UjkLeV7Yz20cuhlLbk8Xd2F52x/nOpgZBJxiFnMzokwunncZq197S4caIiF6v90i8PZ/PbGtOcI4NWfflMIW9fA7TLJdtxHYzBbqdwLcbG6bWb1Ju8nfDhP1BNGw7jdwU+OYzyOcbdj2OH2rIh63hU7Bzo55MJvMIbWW2K+cy/2ZfSC5e+qvMdx72rvL6cqEfdZ7ds8lnNn9DC9vO2hoGvi+px1H5KCMFPtPDKUjYYDK7TN5QxuHz90xioOZNDTORSADAQCIVeWC3262Fgcw0kw0tJx3NGcuyHuHlgMEUaGrpFHySZ5b8qRT2Jpi5q5QaKJvK0LbDQrPZhFIKhUIB9+/f11QM6RgOVFooUkOWiyY1fRkrL3fvotYghQHb1+/3IxwOa6qImonkm2WSimwvOaF4Pem/kWOGGr4UPnLQy3FQLpd1aWcKmWKxiPv37x/JfgRsX2kNDtPwzb9NDd8OHNeSO5bavd0iKrGfUDCPm8LEtFQfR+BLJesoQpNff/11AP0ABtK2JrVohg1TKZMWl9T2+fyy3e2c7/LdZd9yjEvazRwPbBP5Wx6nv4n0qgwC4Fin8kvZZsohaY2Vy2UEg0FsbGxon+gw7CvwgUF+W2baElLguFwurbVxtWGUDHePopCUjSC1TUZy8MGlEJIvyu8pDDqdzsDm16QtuCl2r9fTsepyVSRoTlOAsUoeBwZ/R4Hjdvezg2OxmE68site9aSghs8aKXaDipDfsR1pJrJt5ULB68jNRKTmwQkgz5Xx9FLQVSoVTd1xIsr7SFOU2ZjyuqYJLrN7zUWbtBn7iPdmLL9Jax0GKMyo/OwnYPfj8Ifhcc59GhxEa2S/PM51Ri1qT4rLly8DgObtpVVLJc0U1vI5ZEkLYE+zl+8nqRF5DZNSk98Bj84XSRtTcJuLjVLqkWJ8DEmv1WqPUNgMiR9mxXNO+f1+rK6uolQqjZRBB6J07MwQ+eELmk42O1AASMjfcwWX95fp5KM6V9ItUsMlpWQ632QnyE4C9hYRSefwuUllSSrBTtN7WvA6ZhakHWRf0LzmAsZ2o6kotbNOp/NIhA/b3AQHqqnZlstl1Gq1AUuPz8Jrsb3o67Hj5tk/5DKlScxqn5L6Y8Ic6+3IiX0UMC3Hx/nNYZ/7NHhW9zkMkGenoLajX0YtYHKcyd8/LvVkZ73tR1/KOSDljpw7pGHMcc1/zQ8VKkm3czGQ8moYRgp8TlyuktSck8nkQANalqWFBjU0j8ejtW0KXr68bAjZUBRSdL5SqyQVIcPSpLCWzyu5fWqjsnga488BDKy+jCyiJs+Fx273ILkKy0Q0uevQs4bUOkiNyKgmu8WYiy/7ws7ZKGEXB872YDuZ1wDsC0uZ95DKhKkQABgYzHJxktmiB0l4cfBiQY4L0o/dbldH+wGPUmL8DtijE6kMmkKXMOkf3tucy6Z2LWWaSd3InA1p5TKvqdPpIJ/Po1gswu126yq1HNcc82a2ObDHdlBWUsvfLy/kwHH4NCei0ajmYPkQslH4AHwgUiKkGSR3JjtGNqCkDnw+n84ylcKCnnopfEy6wlwQAAwICGnSMUWclTO5zR4bW/oR+Ol0+qWYWXuDYaTPC3LQ2uFxtZqDXuNx3/lJn2MUB+7g5YQp8H0+34DAN/17VBZMdsCkQU3aRwpU6dcjpL9yGBUkFR0pjKUPDYDOZapWq7hx4wbu3r0Ln8+HxcVFTE5OPvL+dooY24OKLQW+nbIkcaANUBgyaWqGEpISkRqjjI2XjWFnFpkcmXxpdgqtDkkdmCaVCWlNmDwY6RpyZRxQFPhSezSdMO12W/P5rANznHEYgvG4XMPBqwH6rorFIiqVykBVUmBwRynpE6JCCtg7X0f9TZjKqTzXjsbh88hgCmaVS2VsY2MDa2trqNVq2N7eRi6X0yHovJ4ZZTRqzpjWzSgcSOCXSiXcvn1b0yHkWLkxNikRctvUyF2uvWJZ8oElDye15l6vp2OfAejIENa8kBSLXIHlQiHrkkvnskl5SJByoskYjUYHBL48j9cA+jQDd/ZqNpvI5XIHaU4HDhwcEN/+9rcB9AvZhUIhvQ0qN0KSzlJTKTNZCJP7lvNZKprDrAFzgTB9hTLaDeiXObh9+zaKxSI2Nzdx584dvY8CFUTuyZFOp7G0tKQpHbkTn3wOafFIOsmkW4fhQAKfdVV4cd4gmUzqgkSkRFjgiyGEFJ4yuseuZghfkpw/P9JLzU0+KNjNWH5m67Kx+Du7zpKQlgffxdwAQjqM5eBhOKa5ODhw4ODp8cknn2j6YnFxEfV6HbOzs7qwIKPxqODJKCqTsqGsAAZr4tjRoKbgNKNzpLBVSml5x+tZVr8SwMrKCtbX13Hjxg388Ic/1GVpCF6TZVJYGsJus3T5nGQdzFyCQxH4dg9IAVev17XwplOXm5j4fD6dqSrLJ0vuS/JlMhabD05BT+2eDSFjwiWnzoXArKMzyiSS78T3kkKdz0wKSR6jN/15OWsdOHjZYVkWarUaVldX0Ww2dSIiM/Jl5UyZ/c25KjdzkQqcDBiQWryp6XP+A4OClZo9n48hkazjs7GxgQcPHiCbzeptKofJCC4actczs2KAaaFw0WINI+knHYbHFvjyxtSmeXMZicGGodNENqbJu5sC1zwmFwU780zSNjJsyc4fMOqd+Hvpr7Az8+T9zFXXgQMHh4+1tTX80R/9kY5ICYfD8Pv9OHfuHM6cOYNIJIKFhQVMTEwMlHeR0XoMPqHwt5MVdv4BSd2w+qaki+r1Oq5evarLQ//kJz/Bw4cP0Wg0UCwWNTMh6WoTbrcbiUQCU1NT6Ha7ertR4NHMc2Av+dPlcumaZqwvNMpx+0QCnw/Bm75MkFaBAwcOjgcqlYp2gFLw0c/GPa7HxsYwPj4OAAOar9yeVVbLJMVsxrbLPBIqsNSeQ6GQ3giJyaadTgflchmrq6vY2NjAhx9+iNu3bz/W+ynVT6BiZVoyJcCe0kstHtij2dkOzNg1S9iYeGKB78CBAwfPA7Ssu90udnZ2sLy8jEgkgk6ng9XVVR04Qk0/mUxqzddMtJTaO68t76PUYA2earWKzc1N9Ho97OzsYGdnB+VyGdeuXdMaPvdCfhy0222sra3h+vXr2jcoFyLpJKZ/gH5VPv/a2pp+tmFwBL4DBw5eCJhJlpZlYXl5GRsbGzpqUCY6KdWvzjo3N6dr6WcyGZ1rIwNOZG0bkzuXiX6bm5tYWVlBpVLBxx9/jCtXrugSLCwAOGwTJLvcI6Jer+PKlSsD1WNlboCkobggMDhlZ2cHpVIJzWYT29vbIxMQHYHvwIGDFxK9Xg/VanVkwbxkMolms4loNIpUKqUjYRjwwcKNMrfILg+IwrZQKGB9fV2Hql+9evWxaW3pBySYdbu2tgbLsmwTPklDUeDzs7GxgZ2dnQP5Kx2B78CBgxcKjxMN12q1kM1mUalUUCqVUCgU4PV6EQ6HEY1GtWXAQovmnhC8H7XtnZ0dbGxsoF6vY2tr64n8fXbP3263sbGxMbBNKTDoU5RlXKQ/gjWmDgK1TwaXE2f4hLAs66nrGDjt/+Rw2v/54jDaH3j6PpCRgmaxRBleaVd+QYJyUu6axbj/wwDLxcjcALv7mxGCfCa7hceuDxyBf0RwBM7zhdP+zxfHReC/yrDrg8PdIsiBAwcOHBxbOALfgQMHDl4ROALfgQMHDl4ROALfgQMHDl4ROALfgQMHDl4ROALfgQMHDl4ROALfgQMHDl4ROALfgQMHDl4ROALfgQMHDl4RjMy0deDAgQMHLw8cDd+BAwcOXhE4At+BAwcOXhE4At+BAwcOXhE4At+BAwcOXhE4At+BAwcOXhE4At+BAwcOXhH8/59EYBPLsBjOAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mpl.rcParams['figure.dpi'] = 70\n", "show_images(xb[:16], imsize=1.7, titles=titles)" ] }, { "cell_type": "markdown", "id": "b91fd5db", "metadata": {}, "source": [ "## Warmup - classify" ] }, { "cell_type": "code", "execution_count": null, "id": "4480c1e2", "metadata": {}, "outputs": [], "source": [ "from torch import optim\n", "\n", "bs = 256\n", "lr = 0.4" ] }, { "cell_type": "code", "execution_count": null, "id": "d4d2f2ea", "metadata": {}, "outputs": [], "source": [ "cnn = nn.Sequential(\n", " conv(1 ,4), #14x14\n", " conv(4 ,8), #7x7\n", " conv(8 ,16), #4x4\n", " conv(16,16), #2x2\n", " conv(16,10, act=False),\n", " nn.Flatten()).to(def_device)" ] }, { "cell_type": "code", "execution_count": null, "id": "72702ec6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 0.37266189764738084 0.8627\n", "1 0.36386815688610075 0.866\n", "2 0.3640298747062683 0.8672\n", "3 0.36340640761852266 0.8692\n", "4 0.36365662859678266 0.8698\n" ] } ], "source": [ "opt = optim.SGD(cnn.parameters(), lr=lr)\n", "loss,acc = fit(5, cnn, F.cross_entropy, opt, dt, dv)" ] }, { "cell_type": "code", "execution_count": null, "id": "31fd5a56", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'image': ,\n", " 'label': 9}" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dsd['train'][0]" ] }, { "cell_type": "markdown", "id": "76a73d62", "metadata": {}, "source": [ "## Autoencoder" ] }, { "cell_type": "code", "execution_count": null, "id": "2f38b1d4", "metadata": {}, "outputs": [], "source": [ "def deconv(ni, nf, ks=3, act=True):\n", " layers = [nn.UpsamplingNearest2d(scale_factor=2),\n", " nn.Conv2d(ni, nf, stride=1, kernel_size=ks, padding=ks//2)]\n", " if act: layers.append(nn.ReLU())\n", " return nn.Sequential(*layers)" ] }, { "cell_type": "code", "execution_count": null, "id": "f4dc2d49", "metadata": {}, "outputs": [], "source": [ "def eval(model, loss_func, valid_dl, epoch=0):\n", " model.eval()\n", " with torch.no_grad():\n", " tot_loss,count = 0.,0\n", " for xb,_ in valid_dl:\n", " pred = model(xb)\n", " n = len(xb)\n", " count += n\n", " tot_loss += loss_func(pred,xb).item()*n\n", " print(epoch, f'{tot_loss/count:.3f}')" ] }, { "cell_type": "code", "execution_count": null, "id": "38b24025", "metadata": {}, "outputs": [], "source": [ "def fit(epochs, model, loss_func, opt, train_dl, valid_dl):\n", " for epoch in range(epochs):\n", " model.train()\n", " for xb,_ in train_dl:\n", " loss = loss_func(model(xb), xb)\n", " loss.backward()\n", " opt.step()\n", " opt.zero_grad()\n", " eval(model, loss_func, valid_dl, epoch)" ] }, { "cell_type": "code", "execution_count": null, "id": "5485e31e", "metadata": {}, "outputs": [], "source": [ "ae = nn.Sequential( #28x28\n", " nn.ZeroPad2d(2), #32x32\n", " conv(1,2), #16x16\n", " conv(2,4), #8x8\n", "# conv(4,8), #4x4\n", "# deconv(8,4), #8x8\n", " deconv(4,2), #16x16\n", " deconv(2,1, act=False), #32x32\n", " nn.ZeroPad2d(-2), #28x28\n", " nn.Sigmoid()\n", ").to(def_device)" ] }, { "cell_type": "code", "execution_count": null, "id": "4e5e3505", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 0.158\n" ] } ], "source": [ "eval(ae, F.mse_loss, dv)" ] }, { "cell_type": "code", "execution_count": null, "id": "4a4b5cb3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 0.136\n", "1 0.127\n", "2 0.125\n", "3 0.124\n", "4 0.124\n" ] } ], "source": [ "opt = optim.SGD(ae.parameters(), lr=0.01)\n", "fit(5, ae, F.mse_loss, opt, dt, dv)" ] }, { "cell_type": "code", "execution_count": null, "id": "04b90e65", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 0.108\n", "1 0.047\n", "2 0.039\n", "3 0.036\n", "4 0.034\n" ] } ], "source": [ "opt = optim.SGD(ae.parameters(), lr=0.1)\n", "fit(5, ae, F.mse_loss, opt, dt, dv)" ] }, { "cell_type": "code", "execution_count": null, "id": "a0e03e49", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = ae(xb)\n", "show_images(p[:16].data.cpu(), imsize=1.5)" ] }, { "cell_type": "code", "execution_count": null, "id": "b7eb249f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "p = ae(xb)\n", "show_images(p[:16].data.cpu(), imsize=1.5)" ] }, { "cell_type": "code", "execution_count": null, "id": "28e92ca1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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