{ "cells": [ { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from pyts.image import GramianAngularField as GAF\n", "import torch\n", "from fastai.vision import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First I create a time series" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ts = np.random.randn(224).cumsum().reshape(1, -1)\n", "plt.plot(ts[0])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now scale that time series. There are 2 classes we'd like to differentiate. Class 0 is around 1x the original time series, and class 1 around 1.5x. We'd like to differentiate both using a Gramian Angular Field (GAF) transformation." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-9.959770432823102 12.982920108851284\n", "-10.08828359969824 13.150441658642913\n" ] } ], "source": [ "# Train\n", "x1a = ts * .95\n", "x1b = ts * 1.05\n", "x2a = ts * 1.45\n", "x2b = ts * 1.55\n", "y1a = y1b = 0\n", "y2a = y2b = 1\n", "X_train = np.array([x1a, x1b, x2a, x2b])\n", "y_train = np.array([y1a, y1b, y2a, y2b])\n", "print(X_train.min(), X_train.max())\n", "\n", "# Valid\n", "x3a = ts * .9\n", "x3b = ts * 1.08\n", "x4a = ts * 1.52\n", "x4b = ts * 1.57\n", "X_valid = np.array([x3a, x3b, x4a ,x4b])\n", "print(X_valid.min(), X_valid.max())" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "def GADF_encoder(ts, size=None, sample_range=None, overlapping=False):\n", " # ts: 2d (1, nsteps) time series\n", " # size: expected output size. The output size will be the min between defined size and ts n steps.\n", " # sample range: leave it to None to avoid a per sample normalization\n", " # overlapping: If True, reduce the size of each time series using PAA with possible overlapping windows\n", " assert ts.ndim == 2, 'ts ndim must be 2!'\n", " if size is None: size = ts.shape[-1]\n", " else: size = min(size, ts.shape[-1])\n", " encoder = GAF(\n", " image_size=size,\n", " sample_range=sample_range,\n", " method='d',\n", " overlapping=overlapping)\n", " return encoder.fit_transform(ts)\n", "\n", "gadf = partial(GADF_encoder)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "GAF takes values between (-1, 1). So we need to normalize the inputs. \n", "There is an argument in GAF that allows you to do that (sample_range). You can set it to (-1, 1) to normalize every sample." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "class: 0\n" ] }, { "data": { "image/jpeg": 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\n", 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\n", "text/plain": [ "Image (1, 224, 224)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print('class:', y1a)\n", "Image(torch.Tensor(gadf(x1a, sample_range=(-1, 1))))" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "class: 1\n" ] }, { "data": { "image/jpeg": 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\n", 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\n", "text/plain": [ "Image (1, 224, 224)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print('class:', y2a)\n", "Image(torch.Tensor(gadf(x2a, sample_range=(-1, 1))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But when we use it both samples look exactly the same!\n", "\n", "When you set the sample_range argument to (-1, 1) for example, a per sample normalization occurs, and the differences between samples dissapear." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 0. , -0.006533, -0.130455, -0.158543, ..., 0.950207, 0.966566, 0.823747, 0.990448],\n", " [ 0.006533, 0. , -0.123974, -0.152089, ..., 0.952222, 0.968221, 0.827434, 0.991328],\n", " [ 0.130455, 0.123974, 0. , -0.028384, ..., 0.982739, 0.991757, 0.89067 , 0.999972],\n", " [ 0.158543, 0.152089, 0.028384, 0. , ..., 0.987594, 0.994994, 0.903216, 0.999782],\n", " ...,\n", " [-0.950207, -0.952222, -0.982739, -0.987594, ..., 0. , 0.057553, -0.282031, 0.177625],\n", " [-0.966566, -0.968221, -0.991757, -0.994994, ..., -0.057553, 0. , -0.33678 , 0.120693],\n", " [-0.823747, -0.827434, -0.89067 , -0.903216, ..., 0.282031, 0.33678 , 0. , 0.447961],\n", " [-0.990448, -0.991328, -0.999972, -0.999782, ..., -0.177625, -0.120693, -0.447961, 0. ]]])" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gadf(x1a, sample_range=(-1, 1))" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 0. , -0.006533, -0.130455, -0.158543, ..., 0.950207, 0.966566, 0.823747, 0.990448],\n", " [ 0.006533, 0. , -0.123974, -0.152089, ..., 0.952222, 0.968221, 0.827434, 0.991328],\n", " [ 0.130455, 0.123974, 0. , -0.028384, ..., 0.982739, 0.991757, 0.89067 , 0.999972],\n", " [ 0.158543, 0.152089, 0.028384, 0. , ..., 0.987594, 0.994994, 0.903216, 0.999782],\n", " ...,\n", " [-0.950207, -0.952222, -0.982739, -0.987594, ..., 0. , 0.057553, -0.282031, 0.177625],\n", " [-0.966566, -0.968221, -0.991757, -0.994994, ..., -0.057553, 0. , -0.33678 , 0.120693],\n", " [-0.823747, -0.827434, -0.89067 , -0.903216, ..., 0.282031, 0.33678 , 0. , 0.447961],\n", " [-0.990448, -0.991328, -0.999972, -0.999782, ..., -0.177625, -0.120693, -0.447961, 0. ]]])" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gadf(x2a, sample_range=(-1, 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To avoid this you need to set this sample_range argument to None to disable the per sample normalization.\n", "\n", "The key to ensure the difference between both classes is clear is in correctly scaling of the dataset!!!\n", "\n", "You need to carefully normalize the train and test sets to a range (-1, 1) based on the train set." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-1.0 1.0\n", "-1.0112029726105314 1.0146034790023721\n" ] } ], "source": [ "# scale between (-1, 1)\n", "X_train_scaled = (2 * (X_train - X_train.min()) / (X_train.max() - X_train.min())) - 1\n", "print(X_train_scaled.min(), X_train_scaled.max())\n", "\n", "X_valid_scaled = (2 * (X_valid - X_train.min()) / (X_train.max() - X_train.min())) - 1\n", "print(X_valid_scaled.min(), X_valid_scaled.max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's important to cap the validation set to ensure no value is outside the (-1, 1) range." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-1.0 1.0\n" ] } ], "source": [ "X_valid_scaled = np.clip(X_valid_scaled, -1, 1)\n", "print(X_valid_scaled.min(), X_valid_scaled.max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'd like to be able to differentiate samples from class 0 from those from class 1.\n", "\n", "But now the difference between classes will be maintained." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "x1a_scaled = X_valid_scaled[0] # class 0\n", "x2a_scaled = X_valid_scaled[2] # class 1" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "class: 0\n" ] }, { "data": { "image/jpeg": 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\n", 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bh1Q2aWAuOQjGhEtRZOjuqE7gh9PCT6crt5eBlIzn043SEqVkfjt9YC78NMUqreK8DDf+/vCdhoY+2DJ/f/hOTl2kWcWnVWwL57BDDe5gABKrklRhqXmz+HykkaWEaOISSNrUoWg37oS+pgWkaDdKEMBeEqVP9rUOLDX0gloT1sVLUUdqb8tBFsFVsJKgdntSUWihZ2rt7j7r0m+L92AEp+wiqC6BQOv44/B4D9HHcBt0ETT77j62e7QEgaXFt6ifVDxM1ot1444h5sioIYKWOEIE9d6GI3X9rXiKdrRGhIxU6QTf3z0IJorn0LFYQj/URTDtcDEJPX4nal7qwLkduNQRc90iYcyFSxlCr6l3XVOKUpbuN11iHgJvPETQFouPDhKwzgQuJN8spVKDuFxCZHcNFQSP9pGYVy0hbWkV3MK104rSasKKUmETj2sJka9aGIBaDV1N1ZGiWE5UhWUI40YpidaEOQfuLkvm2v3MH3XiUkeudQhRtSbMggApGqpM54ArvOeaA68GYS5DGL9KLGLuwiXFe69lIImFzt3hfakj720ih8EhdI0tFG0LCBB01s0oYYRRQmdhmfMmgubU5fOuX4lJ4OGiG1dYRVCb47/Ogo4h1i5LeEM+ljFY+SC0Odrz1bE9C2nuAEixGJgQ4W3WJzF55yCbvz2MKQ1sCuTQ+c65dAkRFIeUhTR76IC597EToBiYR//TEtJCWnaEu9CR8VEHlAY6Wze6VMQhzYpUC844d39agzS3TjyG1HALeIoxp5nt8HQXQXXsHCIpLXV923sQgBKDq6HDmFnoyi58lCmMAMuBmgtZG9VS6EnLEIvpfA9m0CWMXF7CSKKz3A1PfTFyFXSI8YsJPkhYSlcCnKUvoKE3okGkQYCyLRxauo49x4LnEoTacoigDToBQV0S89iJpYXuCEG0MofO3sSZUxjqbAmxfhVBa8nM2VBhMz5dSxizak2bCCpzEKBYMBO3CBi4LgO+KM2EJSWsxSLxsYx4978GAcaCcS6HTQS9lJFzOZDTLSYz3XxnhJEOSGg3Id0imiMsoUq6CaUToKhzVaddM3pbCRDMlXQV0lXWeSQtYLcYSJpD9AvdMtq6zCN1jpWWOaE3xXMo4qlPuqxO7d4XnQVr3TqZ4h7diaDSRVC/RkROmntfbpBv3TFuIXqmW1grLbFxaZcOi85V07UT2G0lwB7HacEBNwK8OZqddGuIBQHiTkqCNCdfjXxruMZ/nVtw6NKQajHOLORBSDcl35x6WwkrPp5k8xmZQLp2h3TXE6110fWYaDl0mtaEt2ni9+XEewnjhIqHxc+F6zxQ5tCt10+6CeUaxi29xfynPhfpthJg9FcaPZih63Ddp7lamMUDnxCwHI5PLWz3SGGbC09dRRiFljoHdaGkHAvULTHnEWth6WYOgnaFPAtouDKqhmXebwlXDUFBnHZNzDLgDt/nI+9l5GMeWW5D6LsWuJFvgWNBHyFim2TmwZBbSCBVh+hDUS7zGATb/X/XecRMeTscqKZkNc7zyPdyINfjnds96IAj2BhBtqsRwibHDkZFGY5li7h4Ps6UJVNLnzQHRqMZaNNNLPMk1COIxYl2cuzYGI4FxHk53iglkXPj2gSTBDm4RFs0JsojJKsdDJ8MTxr6aRZIgAhW433iobtJg9b1k0oEarejUOsajA31CPUUiFFPdyNMO8R4LAcsaokxbFyoBNzaGKFndB0wFQ0r6FPogDhIM9oxI+aUU8DKJQgQgTalQMLqtEnxrJSTUk8hetYTtN276zEC5u1oyKli3fpbm2KHCCeUKuipklKEgeVkfJlu/Da98205csrL3d9nifNx5KrOdbmHdrXehlXFulFElzDUQcCvHaM/6wLUTtZF0BW9FMthhFlRpJ0issSXgLsr6NBxrhMyvS05NjwrMkbwOcDscDguIX42oQqbjtZuih0bMhnjsTAMjY+iW5iciHMFjqeZ0xjhbUlt83u2GmFnbkKbA8dCQgwClFPleJo5HwdksAixbEoblJfjDXfhZZpRQo9+Ghd+mT6olsjauNaBX6cP8tO/hREmX70TRieUKQCcr0p+DyDbJGEouMKFE2vkxvV0JH1PHL93ArQg1nwJq6F415Fmp7zGqj1cnOVFKS9KeU+4wJ8+RvQtU7KTz7HS2uCgMH4TxrdQUOtJaFMKhF3YMhFWzvSgA46xKpfnMAaF9VI4/NkZ360bYYTlSTj+buRLoz4lWncX1EMPTshBeOObUU7C0C0eWpzh3bBJ0JUDCozfFzwpw+8XMEMuNzAnnQ5gxlN5IV1K57CGXBd8HJBSoTWGccBVGV4nPB2ZvjWGS6KcdlbQJ6FNQjso9SkxvMW14R3aQWhDZF7MlwOWnevkeHYul4nzMvFfX1/IQ9uMLWbC/PsRWYTpm25i/PAu3G4Hcg0uNZxh+ua0MeCpNWJby/OdA5anFNxa+oLUOaWNQrrGueWcN1EfulpQYlzDOYIREFheM/UpjGs2Zm5P4W7IF+XyPAZnrjB0zu8K01ehHpR2cMppYBmc/Baxv5fTCAp6Ud5PE+ep8TGPzLeBch2Qc+42kVhcx+/3xVW6ClSfEuf3zPRfOTjgaQhrdhH+VH4Ghz/3uN32kfnL1Ph6OeKwZfec54kcehIPiQIh7/bV3IOAxLvYt97bVzqBiDhx2Vb/Vfdan8VBcPbv2n9jYT1lbXfXH1l9eX/w7P353fUuOndGt51nf6+sY/JdP4Mzf25/HSufz9tdz3x8jyPI9jsWpB1gt2O9935e1m9zfH12367d5+gPx9WvbarE2meIqBSLdpzwB3o/6NfX32sMnbCDD5/es8FiB7PdNehzt64W+zlcccd217i3h8t93nl8jhW3/vD87n776zjyGZfoi88Kowf8Xcfxwzx3At3h5+qmWNt87L9sUTTWv5uFPrhDjt5pvRPditCfjz0gWe9bAe4/3reG1j+0sf52cGSzMm0D6Qo9nXgf2vv0/P4d+3se+u2PffyBqA2wIISHSV2J8wHAe+L0vlp2lw474ra+otid+MTuxAZshPFwmCNivS/+uBj0zx+NbZ3wB1j57noXq1aCMxNUI4fTN/h/QsINlvKwMD3M5wYT3/DB10VQPs3Trq/7Mf2AZxLunj3ib7jD2q91TuQRNjvC2xb1DUck5sPu93gnkJWRbGP6jPO7c/zR9V2f3O4L2gpzszBArVFaOV+ti6B2t4LmbjGs0CbIF2hjyOViQr6EeLmKGBUlX+/OaSwMAPkCwyWQdzXTe6Y7nj3M1VmwIViJjYl0DXafP7qhpoJrf+fV7xO6OvTn0FVXl0K+OlLvxGg9FnP1c+ZLLGvDxckfLUKoBsVFyZdGujVQ6TBwxHoo2hCIMHwEex0uMdtanPxRsRpO9Bgr6GXBU0JuC9SG32Zwi8Du1tDLAbku9AzmuK8ZdBFUzEAVzcpwmcgflTZGP1cEW6NoxMO8nyNLh3zp3LKucxgwbTXgXYfM+TjRLhkbdmF7JqSPMGjlCxuHzxcnH6OtNMf/4WJoFfI13Cagm9i/Gl8eRdBw4dgQYuuaDRLBCd5huYbkOfniYaSR0O9d4v1W74aodAkdXmrgw2oYQ/o8e+DxGvmU+/1BE9KTqhVrwnwdsFtGLol8lbv7zAKPbeBBBHURLEUCt+UIJNAWunq5pqCjzqn1ongTrodxy+bxa+LjOpHn1xjNMN6NMJbDqGAjzD/1vLTVKHOIa8uX3hsFPzYWMptM2nVAS+GvE7ub/pfXsKjaEL/LM5RXAwF/LRSGcNZKGCQ8d19ZRzIxD92n92W1pq4E2MY1mLqPZaDrgGyE5NL9gZrxJLQBypOgNZOvSj3pXQc8KmK+6YAuSnkKol2RJowLqw7YnfQQRoPWgpBzAnf8dIDaqK8H0pCCAJujQ8bHjCwVmuHjAEmoLxPzlwQO85cwyKyf8tzh0A0ga5qKq9AOfewVli+h+/noeDaG15m/efng32tiGBqqtsU5XtsRWxTZmVtdhfLa3SU36VZoDXxY4XQSylPnfAnKie4u6gQ4hbWzjXGgMSd4EMeKH2mJQAhX2Rzx5TUCEKR0HHzq+JKV+tJ6YL1gU+c8GoyiHgMP68nCUEcKHHlq8fyg0dbUeH25MU+ZZRgpKSPduEbP47ThzuU8Qz059bWxlIQP3QDVug/5S8FMyIcacbDDgE6NLy+XLbb5O/DL6wd5+Sk6bSM7AhRsCkCVL4FQNsZg2uSkMV5Cj3Q4HAtXOQQRdtHAJsey3pNUJUKNlldHW0Q/lBenvDj+WhCB5y9XPtRJ2akKdusWTnUg9WiSiERpI9jBaXNY1sIN4aTrmp2wEly4IcqLxSR135mW8BN5CiSqT6BVo1+nuE+rhBGmT0A9BmLUE51rBwe0HM+lcjfCwNi5/RFpRsqRGNieJrQay08jeUydmztpStiUkMXQ0rAp41koz5n5iwApCPDpLmbVp4hYagfHTg1PEf/pKSzFNvSyGl8qZEfHRs6NX7988E/P3yimHHLdrKDNlD+ZUJZM8XFbxDwp9aca2SyTdl+kbMQUkTBhpd0I8MlZcyz3BLiGOAYBBrDuRphu7X32TwRotKew6Prg6HNYQWvOpJcS1tkm2JQ2DiiWAgaHsBCnbFQZw1d8CsKoYyYfK9Oh8Pevb7wvE9+HxiVNEeTRCXDxHLDs/z0HvPNLoZQJz96t0IotyvOXK2bC0yEszG/DgcNY+PuXSMhdE5X/8fn7lpb0qNfs9MEfDB6fdI274t6P/e8/eObhe6+XrG39oLz+UdtyNwo8HPKp3Tuy3vt812PW9mRn8Phs5Hi877HNP7rnAYbAZnCBLsJ474/f74FNJ3k89+ldfwW2m2Hi81x87m8fv7tsmRGrmLT+9p2x7cc53BtpftQ7/1Cv/qGPj3D8a3j1CHP54fwPY96f//z/07ltSvr3invxew+DP4DF1u5nWMt23Xd92hu7PsMcIK+SxpqxHSxc7lnZQnes9tWsn2cX56drprbu4KH3Y+vr+ixdTNNoVzQgrWqw+79lma9tCds5l7Uf+6Obrj1mVuj6Qs84F/yuA+j+kIf/bOfWDPbdOPb3/UE7gTXr8wJbfwRSv8d8u+4Sl4Ibh0NZeuKudxF+7cs2Tu7v3o99y9JPssFH1rnaHZ+zwpPY1m5KRtOEpXWhkN24Hdng8vkdfIKtP+iA6/MujzBDunGLe/v7uY5nfWsD6Zny3HFQ+hz57nzAL55bM/CbBIy0P9eULVs/qT1WcVgrD+zwLNDKN3iL2iP8O96p2kMkjKptVSTM5aF6RE5bKNouEqY7ysXv6TDYilwRHlXmFGFGCkvKEbnSw7wIe84W7iVOD0ULP1DEZO7C0ebQHed5wOeI14swNok0EP3UVpKNiFfnvBZ6JIw8RLBsoWhRDC30ylXfmANpxB3rYWZp6cq/eQ9F64EIJmgKg8EatgZ3wwF49x0FjMIgI+jcdcAlImE0R00YXSyiX1I43nUJOUyXitQIj3JzdNEIkVs8onTyfeVNOTDEuz6kPa43zYE4QqQKsSjenObgQ6QnRdhVDpzpa0wzZVkybU7oPhJmiVw9KbKFBK6RMLpEvKolIfUQvtW3eicItnkRj5A9hE1nW/utS/gEtad7reK8FsF6nKh5DzmTiPttS4oIlCb36J3kPWRQMQzL9xxUTx5hbeKRe9h/vy8TH0uEodmcCK9+4GpaYv5Xbh1RP5HPGpFYEuJ/i+TkeY7omjUTfk0T+yjjJoKuc5DL02pRu7sSoixhyPf1KajHxtAp7Oi4KumpxOKmxtNx4a0p7SELwagkttjAzknLUyd0iQj69tTQpxo64OnG96bk3Jh7Yic5VrFawhErHn1qY8j3nkNPtCIbx9Y1FtTYlOf2ZLGIdIZUV4NB12/rCeoVkMg+sCGQtx3v7dRD1wtPbAaPCK9ilw3RdcOaIhLmNkToGYAZ7TR2Q9IatxjZEEnAptQNN4ZNCUtCPaUwEJUw/tQTGwEGHMBOhh8btUfCiPVslh64hE0LAAAgAElEQVSGJ6eGZCMPjWFo/Hy68jeHd74vR465kMWorlRTLqeBmxqlG0ZwqC3BU42E2hwGGq2hF7uC9eig+hSGGsvQTn6PhOkSQTxzr39TT10HzJ1zjD3u9BRccUtHOhl+ahEgPhrDaYlkbODwtGxVFtrKtTTSo9rJYIwSiXlo3Joi6ozr8+pb6cLfju9M+RBlMiyShN0ETKi7SBhcIDt+qhxPC9envJVhtBYJAs+niIR5PUSGtopzGAu/Hj7uBFgGfju8k+tzdNrWdCSCUNZ0pPbcgnjWdKRjo6XMz8/Xre7IT8crzYX3thKgRDqSQiFtpnmbhPraetKmUl8jHen5OdJD/ubpA3dhzI1vQBkzmoLVF5tY9bd2ijA0PVRsTMhgEZWenDroLh1Jos9NttSXmoNzlzkH90iBMPU5LFg29JCvIQi5TX3Vyx5hdB4Lx8qJ1kDkNvbk284B8DWbIfXMetkITxrMLxGqRg9Fy7lHGS0WoWgHvacjvYSJu7yw1QWFNR0pDACHY2G1whdJ+BTI51U5vdzIyZiGuktH+s7HaeIpzyRxmkco2twyH8PIV7tzwAocn2dqSdQxUWWIdKshDHZau1XwybaEXH9qyC4bouWE9XQky5GO5M8RstSWcBjasqYjGfRsEFfwl56OVBN5qLw+xUjP6vz0fNnSkT56OlJKzq1E+FweG8+nG2NufHV6OtJMUuMtH3g93ngeFv7h+MbbMDNoRK/MNW1+u0sVZLDuJxUkG4dj4efnC8s8oKnxfJqpFiVcVjz+MkX90SE1nvLCPxy/Yx4VCKop/3T41nXAVcdh5YZ80q3uh0hPm+nEl7oOkWTV3bgHoq7/V31ppw+sK6N0OXwt8nsv3rNejwpXqy7g1vUh8V0bvumSW99XK43c9UyBTbb/rMesfdt0y93vjajk/gy740E33o1z0wv3nEDkrtOsvjLf3S87HWjfl1UfX3Vs1jnpc9F1l/v5HVyEXtnrXhVskMbQ9UDtcLI+B1vhpVV3UHbV8Rzb6edrnzcY+L1f6xwFzoBvc3bXzdzYdNcHfUruML8X0+rV3uQ+5odCYL0d6arRap8IVXytFBdwkM6Z7lXN2lbhIXA6qg1In48Nth23teuM63uTOq0HD+x1vRiWbzA3ZCviNGgj/2hxun//0XG3VEaFKNlZeNx7+BL8aE2Tv9beHZ/sAbvWe+QhFA3Y3vnYJ364b3//w3XhMZpj99zn339kxfv8js/w2kax/rd9X3x3r29cnRUv96Fdn9vdt71rf7Wy+a6dfX8jsGZvjVOMSE1qHgjRdtbQdf5kN4/3IB3hHpa4i4zZwcL3sMLxLvfHvPmu73d9dj+e/Xid+7i898dcIots19fHsLp7m5+f3Z6Xe0jeerRPlsoNpg94zx3/d5bTe7Thro0+W8buHShK6+9Tso2BBG3yLdTIsoe/ZnRkangJ0UGmRh4rpQmnsWyU/DTMHMcD1zGCZN2UcSohEy+66UUGIRaZYFVCnh8rh97W8zDzNhyYcuUyVMxkcxSXaYgEzq5fRl8aFUhDo0nUIGlNIlqkR3fQS9MPYx90L1vfxhT5dBrjtDFKw0cAd/gPfS1Nb10vniLz3ibH2srphFa7c7nrv0j8XwMDIlojHPptWr9DrHQRvIGY9szwMNLEc6Gftskj6HoK3Xejv9GQychjZRoqyxTKfpsTMjXSEGUxDmNhzI3TUJhS5XW48SVdec0zx7RsRZmKJ56GKJY7TuGbdYdWNOaoF7AqY8LGsAtEcePoV2SlOKiTpnYvTShOte6bHVuIcuLksQXCrnQYRgWkw9m7/p+mxjhWVJ1pqDyNkYy5jFGod1CjmG6LSBJnngby0JjGynEoHHPhMo6oGqch9N7SYrzPw8xrvmGuLGPmUkaSGs0i1+82jaTcwiBIWDUPY+FpWBjHSs6N41CpyTY8Nhde8oyKsbR0fwdRmv7LcOMl3cjDW8hN+5ownmWLfFnSQP7oqSSTUg4JuSq/v5w29ju3xNfzifI2bUjYlgQfmeG8yrZhCSvkiKi4CpXM7PA18Jgkzu/vJ3JufLwfsFui9AnlnBl6TZhWE3ZQll5Fy3KODOjk6HXVAWNBsTEy8Ev3wOtaE+ZNGN7p6UgRSTGeeyhbk148KequiIOlcNQPb2Hp+qEmzPiYET+9Rajd+NbQFuFqWI+WaE49KMOHbaFU+dpok4Z1tHrUhFGAxHhWxjfvNWLuPLA0wSajFOXcUuzDAaRzCsNID0J4S07KjY+xMvQM8Kc0878vP23pSNUj/eZP7y9clyHqp6yfc+b7cAod7pbQ98TwFjVn8qVnxNde76dnQzTbi9ogt8ik91HJlwhbW6uLS09HSnOMr7YcNWG6SFoZ+egGjnkM/Qngeh07kURG/HKLagqaHN4GlhJV+GpTxtx4Ox9RdWovufhxHSk18TGNnPLC23Lk99uJ3z9O1Ko9PlaxtwHLmXWlaMl56+UIr28HdGiRwtSz8v90eO2VB0In/Xo78jwuDGL3mjAfP3FMhexr4vMaNtSRzbtfJ+L67r9Xf9/qSwlZ1qK6cVpXZ+k+uTXhlU0X25umXR3S3S+zVrbe9EkFSYYo2Kpj9b4++MVSVMOmt7/pgtL9Od71sMbmz4vxdA64+jk/+QM3X5Xd7737Ibu4o3dYhSErkM5Wn5920Ue7SJd60MEK364jbj6/JFsVgDUhdX9Y2nHA5JEDufpkN12qWyBTr0q+g+uQbKvUHBXIu+7jRrXEkBqz5K1N9zCqqNoP/sgVhmGa7/BHHvBkk0/1PucbHqy+s57l7wm80ce04qR3n1vgwqoDrkdS26R5URD8rgMqUaBJu76ojqbQg0WclJycbKuQnbVterLpKj7ahmObhKNrtW7f8DMl69y843G3dipdz+ztryUpYiFs5Hb0zv73CbndvD06HFuUZ8sOUyNPIfathW2SOD8drtxqfihLOAyN2SOZczMyZMGPIYJUFD9GIuPzMYoy/Xr44FYzU2o0F25q5Gy98ppS6xDcqCda5qlScyJlo+VItjSBtitLyBAiaOxb0MUdiaTbsNiFuNlOTr0ISI8hHIO7taMHAQ7QDhHo3VZLpIQPSywkBu37RESIWoit+ZYi4dYjQLeeElq95/V1H2e32tZJew1Qpx0ESxEWV4/xnnZ01vmCcD8wGvlQOZ1m3tcV2gSmRupFmZ6OC8NOBP11uvDb8M5fpiee0/xQlvDbciSJb/s1uAu3Fm0sNbHoQG1CXe7JtVrCCtp2VlA91XtpeXGKepS0GCyqRgqkp8pWlhB6crV0lwo9cMFJT5H8WkpiHCtfOu6ZC1+OUQypmq6eIVSN8xz7kExT5fV449DLBma17fnVgv8yRILylGqHn25lCc2U70sUB1t1QlXneFz46XjlfJzI2Xg93lhqZh4Svx4i8fbX6aMTsfCcZ/5mfA/a0MZ7Hfnb4Uwezl1u7iJo6ICCjuE0X3LuIijYItSi6CXx7f0ugi4t8e18pJ4HVvN/mxrykck7EXStQYqFCFdIFCa+y9169K2LoJf3CbtlSq+KJufMcJa7CFqUUjQK/GZ7EEG1yt0P2EXQ1o0CqYs/w2cR1OJ/vobuuGbEa19AVlFxPAu19aRS7iJoWoOxO8Mdz3cRVKqRLzUMCy3E0PF0F0G1Oulq6OS9iJOjZY25TAzvwnj2XvLhLoKKheuiFuHdBOsiaD6nSMjtZQnPw4GUjOs4MKRYfV/zlX+/fgkRlLsI+l8fz1yXIcpCru85Z87jMfyAs5LOieEci06+9M1nmrAmsLpCNTYO2HYiqI1K6mpA7YukdDeEzlFQqzZheJeedRA+8Y9eibuMeSv8fL2MEUDQugh6jfFLCnwpNZzlrSlDbnycD0iK8htCiLBLTVwOA6dceCsHfr+e+Ppx3GrCmAucB2q2zbBk6rxbGHLm88SSbcvKX0VQh60i97fbkY9xZEqV5sIgxr9fvvCcF/LwHkCIjPj4bRl0WmuDKsO5/16UVqLOy+08hZ6lTq1KeR9J57QRoC1CvuhGNLCmmmhPR4pzhcQiEfj7uzq384QODTsPURNmUFAYztGWeExQK05bojpX+KKC6NJtjYRhM6isSCstUlBcImt8PEf9l3DWB5KHDnjPooiSE77picM59Kp8uadYDR8hMeyDscdzpDoN54I0Qy9LJ75wxI+nRL5EVL6Yky4VXRK6tLh/yaxZFeObbH3dEyAewcutpkjufAtOMryH476N4csseaRlo4yxkv9nMp6Hmf/8eOaQ6738oCnf3w/UJSPnvKkkw1lZxgGpUc9leFeGc+BIvrBVbNuKFiXA0l2EXOelxKKwpbIRWR5RE0a2YGxpMYZ7uFpER2kJO8RlDai4ZD4gyh02QW4xflNnPCu1ClaEmwlzttjnUp2PJogS6Vh924LTUDjPE+frxPV9Cm7dHfHDWbf53yREF84C8p4hOzeT2JeyCl+PR8yU2yF2Cztfplj8tG0han9+f+IpL+Txe1DHSoDSCXCNdPcUnMGGyCvTJbhXfc7dHwdzUfStG0k64rdJyR9h2LgTYLDCLS+vm3ZLz6K46oScM54Tw64khWtwrChJQeS5TRIR9nNwMO3FfNZCsXTdzYZYofEd4QuMb48lKbRFMd10NbTt0pGWno7UU57Gc4SoRV5hhJ+N763X9LSN2w9vBc9KOt+iyNJ1BjOSGTRjOGTSR+mhaFGSQqaMlAa1oePQo05g/JIY3xquacscWBeUNgViSgmugcfiokVIPR3JNUVmyujU7HxT49/yF35/OzGOjyUpytuELLrNZbQnUeC49uLE7wG/tSRF6puKrjmavi4Uq19T7iUp0thzDZUtwXkdU+olKcRiriMfkMCZpj2dKW0qRv5Q6pr32GQrRrVKOFqEtkTtH8tOfotFIWrbxOairQrXKfEfuTHPA8tlQN7zVutHTBi+R7rZmpjsOQxx1WNx9CzUOmylNi+HA3hUkgOol0yZMv/ZY0RVjfP7kT8NtWO+731eK2H86If68egztPMHObvrf+23f34nfbIfU/w/37t/Rnbtyqf21za2+3h8zvnUxv/xPT+WqeBTOz/AhR0s14yGfXkK961t99219Tq7Z3bvf4Dlbt423+Nn2PjjffcsE9n5+wD22Sh/fc4+w/7zu8QfYe++0fD/Ed5/NH8rDB/wafUzP4xLNnzdYC+f3yUPvso/Ou4+vz3uC5/h8Bk/9+O9z0PnlNs8PWZESH+XuZCn75ERn662lT6wHha1BtQO7yGCtQnqQRguTt0qO4coOLwp43c20a9NwvDhjOe7WBYB35FhPlzuGfZYrLYLmfG7YoMznCPDec27G7/1tjw4UZui8FCa+34LJSyJ6epbQq5YcHHZdBS66AjT98Zwbt0PqGhVpm8FvTW0RKa4VCMdEuLxjjpruBXKPSNeqjO812hjsSAgFdL3GyRBzx+RYHu9hhuiNmiNNI3o5RbW0WZwm5FphFLxWpFxRFL4BMfvI+P3BWQkrZXnCLdIm0CPURZ+PMf54Rz1TSM52UFkq0hmGQoTf05G+XagjGuad4iP+XsOTv9dNuoZz6sLJDjZcHYO3402CvlqaHFSUZaqGwdcczLXiJ7c52WfEa/bzlyBqsEBIyRw1aEjaEJ6ceLAq7WQb/4QiunGfdeMeFcYv0eOaLv1Cm4dpyKuWHufAm5tUj7SEZ/DvpHfZccBYfx+jylefcJaBPHE+D0KEbdeoFgqtCmKTbVeKDl9KDYpb3JkLTTt30e+pVNkxItDHuSRAMdQspcvYY2LqmiB+DYIy6vdTfq9+pN0Qloz4tdSAmuOmy6yVUWzIfY/Ly9QXiLD2V4rC7kXZFXSeK+KFpQdCBFV0aIvoQPeJzz3IOotIbcTYHmmBwpHO/OSNrfDWhUtlUwadVcVTXtCbtxTD+ASlcnWdrT0hOXPVdHcoypaNTBDkoL1jHgz2usEWdmqog35oSqa96po7XVieU2IjyyvieXpHjlTnjscDj1GVPrKK0I7rvGskQTtOYINfHDy68Kvrx/8V9Mfq6JVRRZB7F4VDe2J1DVEyKjTEjpmGxKphFX3ISP+iXs6kYRB756QG9e2jPju24yqaJHcu7phEFh6RryWCEaoT7H4eVbqs/WMeI9Mm06AWsN63A5h4Q6nflid2ylw1waNQPap8fR6Y5kzJQ8UzX0zHdkCsLeqaEZkxD859cVi56TsEUDeS4DYaxjc0loVLWVkajy/3LrXxXlz+PJyJW8pIn3/OojYtTWOUWrI+PSYuHBIc7c0akSf6Lrf3io69BVLq28IE3vd9ZWk9nYK9+DpXsreWN9BzJ7unvX4vfqgpLKVvV//x757q09udRTHe1cDja4l4Lv/U6tsz0Zp+P67Z2Ag9z391m96nRItBhol56XFs1I7MGuDrvfRgvtJ69Wva/iQpFpwxqRxvTZcw62ipVfWLoZWJZWdFbQSBZXyHZ4BZ49toyUWHW1hCpdOEK3vy7hGBcVeil086sYOqbKFvcU8ss2x7mC8jnmFiViIVtscyX3ut0rjNaSEqGezGmHu7a47Trl3WPY0n3W8uo5t2ztxd4+Hr3R7XxFst3tV6ICyvc+qQIo9CVsLI8q2J6N3nCndlb3aSAApxL0lYLumT0llS2Wy0mXTJrHvYYvix6aOVWWpiVyeA8ktP9aEiXSkqNmCBAeMOiwhjtTXO7XpU6WuoiR3zhNbtD5aQctzJ1Bd68FEbQ0E0utCJcoGFFKPticcsW1lt5GtYL0vaQ7Lmi2CJSenew0asaj3IhbZDlg4y2F1iexLUghp0djX/aEmjGxiRz3GM/UU2RwxqQKSQ9wra6oVd3fOcoiaLz2uy08T3pz6MpLSarRydEj3mjDVsEMGVcrLyPKsSMvML59rwgQc6tHvvkk6B5zCj6s1ynGQwEeDbDy/3Pibp3fmmpjynQM2E75VpQ0p/HkrByTKh2iJlCEIQr2H2Qn1FJxrtYLWJ38QQcNw0blfDzAoL94RXO6EXu7pXtYXx/Ic44u6oI49Be5VTdhzhZ4PuO6d6ApL6X7TycNfOhjFcwSHHCPx23PCj410aPz0fOWyDFx1ogKyq4wtPY1q85Onnm71Uim3Iayi3Qcqi5BeCrgwHSJk7qYRdvfz03XjgK0pvz1/kNtBOtHcOeC+KFM7+Jb71aaoxNwMmFo4PtUZp8ptSti097+FvqdLJ0AJwLRDXylaFw8mhylE0GkqXKaE5nAgQ48H1N6PvjlLiML9WWETU12huW8cNXTAXoOmx7q2PsY2CbUX811z/doUolU9dJG7hpUxTM+9INUS965hSSl5uEVGIXWx1zX2gIjwvdxD0IYumud7TGhLPR8wdEcbEyog2aImTNIounuAfItCS20XIdamEPXXiuWrQ7uVgJcNhDg/2VYTRpPzNC28jjdO44lDrlvcYzXlY6oUoB27rumBjD7Ztqe9LdL9jLHIRehcwGULRZtWETTmqDmbG2LNsm9TX4x7dM+qEkTAw12HtAnaMXy96w5dQCRJHxreBG96Nywlp10lYDDF/TpY6GTq6DHyT5sJ6VgZx8rLNG+by7aiePXuhuhV5Yb4v/bXDkY6VNoh3BBMvR+qnKaCu3CagvW2pkxj5XW60UxJarxPI1/GK3kV6zbRcLUK9VCejZULqMqmYNMVWTS2BKPvfrNaoFyDTYehpYsYXZTZRMKVhZcQhUpJ2yaOUmQTR5H7vXhXiBNo6uIHEiJB6srxriqabiJoAPMu7viWyX3vW1/lu3itFbyLVQ3ZYKElxPJVDNK+y1GIuet5j1DILm5KNXBHWtqc8VKjTKE0Q4p1o0vcq2p9i2rf9a2PrX9iA9HQgWV3ba0OgHRDV1Xcva8Zjbnk2FK570qVeiBzs77D0LoT1fqeIncRr79nEwfX/vVjtQpuIiiyzd/6zKY21D5HO5Ey4Ht3K7l2HCrhhjANh/zapleNbbubhOgHG1f1DK6KFw+cWrciKJGYS5PYcUl12367lL7Dct/oJhaYLsLvrao1nl2vUXXLiF+d+HNOCOGnrcm2XZOS27Y1e94XFN0XTxXrFN9Xgf31lTV35WgzX2/m5B/aultH98VQH/6vskp3fu7fuxpUHvsqwVnW92z94tHVsHvPD33Zj/uhz75FdezLdOz7tJnQP8FMLBau2O9Behiahw7oQXiY9Zqj95oz4h7E1zzYxe7/2v7a3+3j9/Fi94Rq+TQuep9iZ59Iu6muWyAzu8h/38FqXcS2NuzHtrdUqx08vBviELbwsPv992iZ7VmL+x7es+vz/tkH3OvjYU2UtRUsd5+dBNijJIXJpu86d3h4X4DMdNfe/X37OcYfYRlw9w1ua31V6+3dDVwB6737p5mSly+dZibZAGx5tXbC8sVClNptzmKDMvx02xIln44z3+VEoZeyM2BwbEgPCadpDl1idZCXF6e9NPJrbJbxy5cPfhcnZ+OWJuotQTbQcFG4hsV225TkYLFxxmgRzpRCtNN2J8C1LGF9iY1Bbez7A9aw7m6bszyBNCVfo8aljbEir5uzrCLoWpawTXe9xbL24sCyWfRdci/JOCHVyUNwvvoUJSqWnzI29pW8gU1pc+ZL7SUpslBeEsuXEMeXL7uSFIRe28b75iyl74nuWWlT1AGlCvLTQkoem7Pkxt+/nPmXp9+ppo+bs3iKCI5l2LLr8YARXwpWouyeayhnq50gdhKO/qwiaH2ybiXvKsR43yE3TcEV64sFom81Ye7Z9Z53oWhfDD9FSQwZjcNT6FbzMHB6nrcdcsu4hqIZi43Y0WBqjKfYnOWiByRFNruqcxtHDseF07Twj8/feRsPfBsq35JtXAyHxUd86AtwF0HlVHl+vfFeFLIznJaorbokfvkSpSdepoiz/T1XnsbCP798pbpuibr//PyVvLxGpniE2nSY59CdbHTstVI0hwI/GunQaDnzy8t1i0b/MkUNjLeVug3y2FjyQJHMWhPGRsLg4h1JXqK24uvLBRX426cIVh1T46s48ziQc0PVudohUpms13cZuww+J9IY8r0kp+UcRXK01xXpO5vqukNujtiD0t0QrP06rSUp1rqfdMTqaU1D1N900ag3uStJgf7BDrmu3V+UYgfckLIpzxGMPb/qrqJyuE/WjVYiGDtKVizPyvIahFBeP5WkeG4Bh2PjcFy4dG5TZcAPDR0bVpXnlxtDipy1KVf+4ek7//3wO9c28JTnBwKca+a9jPzZZFu9Fx15eb1SSmaZc0h6niIdaQhVoR6d9mzdCOPIU+075AZ3W0tSMBg+pJif5zDXW/dtWo/t9adKkbzlA/JSOJ4WalXGsfHlFHGMb/nAz6crxZTaEh99I05V56Mq6ViZpsLLceaQK38GVI2fejD2W668HmZepxv//fiVt+HIIUVo3lJjMYpSK0oaLLJUTEjZOZ5mfnv+YJ4zORvPx5nawrq84vEvPRh70MbzMPOPx29bSQpz4Z8OX8mbkbIbSdYVfF82Yp/Xtcp7WykA6IQY54Wwwu3LStzLQLCJrVuemERUukiURtCt7X5Lv4bc+xjLnG/XV1N67CXQo0uEewmE3X3e5eTVPL4FUqwpRts42ZWeeBz/GoLnvQP+cC8P/127qKISKVPCVsLBt+tsJSce3/1jf9Z+Aw992pJfAdvn4fUmVLin8eCo2D2lBwNR1O9zus1fD+/Yzu3K9e37tKZpiT/2eYX75tPYX+slRv5/yt60SY4kSQ5VMz8iIjOrABSARs/0zO5yl3xL/v8f9Cjy+Hamu9EAqjIzDj/5wcw9otA9S2GJlNSRmREeftqhpvrqtVdzbZ8jdBjjNudaORx/9/xtvhznT/s2373faMmQXKcc+kXmD7VQMKlL0eb5cZ5+d01LIututD2/6+f2NxVYq9umXbCboC0C6IEyGsnke60QLwAtBtdlEEda67Gu84B8V+6/QgiZUGcDO3P3yUwAqjW9ILdYg2gcblbqs765CddlgDUF6+KRV4OsDjMtBmZWMDYYpUBSH0GiVogkWMmV9yBMIWUGAzJLQSUviqKYFZNooHqC8rddpKNLz1k280jmYusvs+wnoJ0PMtLqAznVNnB38ePMnMSvZhL0zCxompZLM0sGJ1YkSOl+WzGil2FnqYrvk1WSsDJOFVgAlLsW5N6VKToSUAjL4BFsQUgG3gpB0OfhAb9tJyzZgUlqAQsI39YJc3C9sgAAaDaYx0GuuVrwwrCz9JHRaghdUZK+sBWZdqwwqIJWIwKbWYuiucqYVAnsgMQU5SAquGahPSpqLVaSEzJn7gttmQc8U+0S1dvqZL8wFTQbpCqRUgDYbMKy+E4VSFRxXwYAQMwGn4cLnsOIL+sZL8vYJaprIdTZItuKnRWtYAHwzWTExUkQEhLtTMngy3p+RcD7dZ0Qs8Gv9kFZ0TI+r2f84h9UohoQ9dnmbGb0aE9ehS+TqvBeFJJJHjbXd0TLRWoBA8uuoU4ubywclbqL8EbgVe5hNmUg86I/DqoqUe2Qbd4lqtWcNAeJamMAqCosb4xaqujGG7kHZZ0PRdpNBSKHXNC5S0XyuXbq/PKdRDUKOqSt+YAiGS25RLOhL0DhyGy8oOiwO84Qny5XkaCuVSWqK0ywcn+u+rr4BSZKRNQoYZPVPuwS1bwfgcXJ74UNsqmvfCkQUKqwA6Qg5lRz/K9xwLc44RpHpGrAqCiQaogluM7P2r7MRsK/qSai2ajLlpuwJ9ibG1MzoVjuBdqVdVyiBHmkKkb8cVTsvKAt+mllrIsR/7EE0XtHFJNwM9JXaTNYnUPOEuQoWg3RpMqzkYh6UInqvFoUU7BalagOBquVjeYaB5HuDh7bZlGy6SZnm2M9YJgNkqlYByequ5YQ2IkMtkpUy14rJ+K8SWnXNQ2drGmOHtc0wtomUb1V3cnaApSJyZugzPuihEyEsJmeB1y4oqxGhDu0sLcUGSizkkZEZNAaqryJqpSVkZ0YF1oAACAASURBVFUjYR4c0mZE6XVjlaiWQWAlg5WVrdeE3KNo2VBlJYw95AFRJA8oQANdxFQPE7p2iJpdAbsJOqYorg9E4teo9oxZlYS29VussJuUpxwlqu0qwatOzLsJnIIVoWNXB6MS1ZyLSljv5UgAhFh2LQeJ6u8WoKVu0WdjYFbFHmpVAIqcTnE1yFYidSUX3IPHc5xwCx6piEnUInTrH0hU80bIq/CytvlgVwnsiiCqwvGOEtWtWh7SZrNq6L6owAtB8LZV/WjdOFr6gTcISzZJACebKnnACkT147EZBGd7HpCaRrxuxLVJVButIdwYlQnBiOlYVovNiJ/7HKQ/luCQNqsS1TL2ZhXenmMeMBuDbXPST5mQTNVUCGPeJN3QhmoNDqUSXoZxzwNuHs9hhM1DW3QagtYoaBkES1i8mD7FaVBmkKiiGbJYF0pQEwYr4hikPo2ryKmChz0yCEgkFUUWSfZAGQpYk/qjj9gGB2MKgjdSGNB2QS/Jbqo76WwZxE6rbqfNQBFOkA4IcEAtdb9v0U3MA8Zjx7l6TQwX6nhXMgrmbn2iJVnFywKVWbOr/nRWAZJyrGIgyfVcUKMFapVEfC6SiNeJK8zOVfuPOjFvZQEK54GQBrl33utkBRShojnwck05SdCJpmoi0FA6Ma8QCEU82A0nJSvaJaoZ3kuVevT7CVg8SaKZGQWMHNqcEHRdNdTb0RZgGWpPsIOFpYBZyJ2z9lEZxFzo9B4k/ZE9hDDLND5ZCbpVBuCEhAoAYmI4r6Iope5MCKaieO6fMz7DuozshbjLeUnElyzMDaOPeHCyo4ZkELxFNrWnGcpQNRGvE9lIf3ufsAxFTlxNxBeWeVwrYXLStyEZnIbQyZosF7z4ERe3wbbkdodRqenZgNac1NyA/i/KyZCDkKsSETZrUaLppg9J4LGbFM0s4whQhOioadKVIkv0i4CQrETEKgkuNOzqSP1aumNWIrARpE2BnoClJa1pzzNBNgzSZDKHvS2dSl6xfPJd1SRSavpGWKyLsL9P6dU5NOzoa3UkDhVkAY5FE+1iglIq4FT65yRZXsGp9NpAjlmCO5ZgQoEJLDV3gcC7a6anvuI+A6PT9AfqGFcxQVlpQIBagTVZLNlhTVb3kF0dKUaDnEyvOGhg6RwFJ0lh76tjP7LVNEyRDbiBMFpgqQEYWuEtWE3PelBHijI+3OTmWpQ4iNw2JUKFgAVkBUrSu2hBbkvEQ/GsNYimfU6qQRTFlEyNbiMKNX0wFnPyWKLrGNmjOpJRQAi1PJ8FahQVKYpaWhQZNTMQJBJaCsEqS1pMBhvLPXZmbPnbth0+Z+omaNvt5bt2CrqiGnMlEdjvJ+DgEjafUf3xBCwoTvNpZccVChZQcX1O3seugAjwNmFxBdZmZGdQCjo1fXG1i2Q2ysTixd6rTpAOVVEWTZyjnYBklDLPyK5XgU6936XX2vOm9veeOmnXefXdTyJCCe3v/QQsnvQEZAU4W6AIlX5hKfAsajZzrqDEKJbBunkVzyiGxPzypNaI3FuOC+0TC8n3+aKahUopaVWejAHy5RU1/clFnK2E5r+npvde6CCjK/sJaAnkCyrJBC5ex04xwzI+6AGvYqH9vUc0i7DcSpsOdJA9BE9170991kbqVXyV9AWxnGhWLKbgGc5lZKoohvcTsFU6KPbV6LNnL/Qm1h1OQJ/gbcLJBuQqiJjNWZ3HegI6nT/tgLK1U2om5+UergjIGjKPayWcnNjWmxPayJMNfQFO+rdl9e04A00eixS+1evo2u8sphJlncgEEGTgmkAGWhCmIUnyPik7oqFdT9ENVa+VsghtFFJYT254wLq3ox7bpT4HHyox9PpyP5KIWLPf8+E1rRKotQqdQWtX0XsxwLmitNf42Gbs98u1/836+VaJQYqE6ZUPTW66IVxyPVzj998MuR7nQ7/t60LGK0PY3vKhDw71j22sQITCop8Qs0EotuM/CzViWokm1qL+j56AlGkf31fz4bux1PpO0jkCkJ6Ah/FjGTdB+pBeH8CrOYf++eP928+inC7ItAdgWvuwt1ncKimzyg2wDaCoRkRVLplUGKFYIXfKojNR9bPNj+5V/s2dyiTVE0V+L0X8UGSSeQwganFC0jxlKixghyrUiqkY2DTumw9pmLUqJUXxVUCwWYpkyyDA3lwJw5iEDp2Ay7ghBIsw6QmYxWcQkQuNHpH6CuMOH8tjRR0zhklIYB/GDTEZOQEzo5AFuSIh602KZlEUaKxtKdz0Blh9DhaTjLU0RnflOgofR66ChMmjUBXIDqtIjkkGME2NlElqylo1RJ4qkv6voXvE7GpEurr5MGCC+IBpMuDMCher/W9R3j2kQSB+o2ECZe5CmGlkpEkCRnn6Dow9in9UxwJzSv0EyMkgT6IKS5lgpwQ24rN4m/B2XPDk7vhtOMsufDgBn8cRzBU3DbLVCuQkoOViBQWTk5E+8tIJ1R7aVqpWCxQcc6gZYrbJqSd1eWUqGmFWH1CRSfkktCCtGqJMBXxK4ub4jGmS0P1SCdMYkbLMl9DOUK7IJ0YdRT9knAKsKcjJgLlinAIMVdwrcBoFCfM03GFJKOVjNohmJ2XKm6BduuY7V5gp4zQGhNGDbMEwRlnM1uBh3FABvBnEryx6Gr7zS+cFvccBT36GrVaiQKTSUlQhnJZWTQkrHVr1d+i3tbknFAcjzn2we8KSbUExSiSkZki1WhhZqF+brEDPiCoGK1ApZwT9UqyYTsQV2eq1eG8XrFAOSudU4cG0tQO4a6la3CvvgS4kkJhuRSObpfGf2tYufX6g+1Ltf9IXyuNJAFkJ5FQLkbAqcr9iVaLbiP9QrczCalUyy+xmLkNyhk2vnlG0LdTbWay0s9hmqh3601awEdEcQEzT3j9gsCm9X73N8JwwmYjRREwmglHhQIhk4E1GMgy2pVuGxVbhfa2EnOs+L7Rd0PcUW/umgsYNehj7Uqm3uTIEZlhop49XLGrVse5IGFPFkqnCP9s0RDZ9HsgBKsxlEJ826vOzcn96m2FMAZsi84sAawuczfAmY+CM0UYMVsiLa4WctOWg0nUIwrDJcFZUp9hK/xLJIh1sEkQXZzAVDEYY0SYTESvDUcFgEwaOsKi0J/q/N2+q7vT6Ta2zKlQbAn2F10p60olj3Xj6+zX0mtD3Ub+OTlxCB7AWEkLZVv8nbdzR6KSf20OrbUYCDZTcUT0t8ln3Z6rYn/mPOD/+6PdX3+X163Tg0RHgSN3N1sbp0p+5Hvq79pTKfq+6X6eZ3N+3E/vvjV+kFj6MU7uWniw6Xn+k1JoVuRKL6VoHuTCazsf32hA7IJsAZVAA9s1b+qEe7q9mto7fK76fBnrusKR9nhGgc+hwrbK3n3V+ZM05H+dDRZurx+f9rg/02Y7vSWqS5/7/w3XbGCtAos9xfb0UNV31WnIPAtSyEN5VFl2OBh4Aw1ZlJ26qPC2v1NV+9GeDGkGZjVkVZsxRTadDzcQMkLByBTVfgCG7YqV+beKdGduqkmhTvSnKiNzgX5V0fevO2u7R79vbJ5Oqt7+2Tts/+4r5Gt8/5+E1ndevoGmHzzXmgP5/tHvvrAJQVdWq2KydZVv7oSrqwwBItLexvY9e36PPssOYEDeTb2+36GOgqwKxnhxNAcmqwo+lArAswjamDccJVRdmlvE4slu3fqBDfxLaeOBwAu7vP86rfS7oKu7M5LX7jo1BuzF/kzJXtzlmuIof394DgLigK2I12Jd+ltrvByhaU0eyqmJrdO71rza3qrSxKQ7v/aTM4VV83F0dSU7ndl1HRRSoKOvfGdZowWwvqW8nE0Fq6TTsDBAKSXKTgyipNijaarPW8rUZQOLDK8XEHprXEHSRnxQIJUgNFlHFHEWhtDqhdKuBkat0NGmYnSrAVq5fmSU5Cy3WLBKqp0MaogCScwwH1AWhK+62hcSBuhqwUUQdaU0bFbE+2Go4PRDMgeaAlbKjccKA9hSHcGZqvV8Rwl0h3pVURSPm5SBRPqGeKDLQZafqM0FTMYoakTZDIpNckZ3pYXhJQ0jInhIhRYuiictaCbc44JYH3OKOzGg+oNTFWSnu1QQuBb1GlDA7q1ptpbqr2mqKhCpQs+YOm89E+/gVbR8YmnKSedLa3epDhZJCgyaxFckyMhlsUeZeigZbMrsug16HWFE3RoNOSYIiOYr09hqt6GFEgyUIKuaehkMqQusCmyXQ0hjtBCyM5OSzJRhUWxCjpC9yYszRdQZsQNI+RBX37Dsx75Ic7nkQbQgpsdC1o793LYiuEyG/i46B+ARtAVouMKYitsRrAcgUoRrX3bBCrtHIWjtSQq8FoGtMWBbbPTfbn6t+lnpbu/ZB+9m0Icy+a8spom0ychr052zPyPv1iiHwEcVRDyeQ/q8c3tuetfmR1K5N7b16qoH1BCNlu9brWrE8Xp22hsRMaf7joT39udshqM8O7aNdI752zYhqZIyMUR08U+A5Y+AEz6n7KVyrapZnGDYgoydqrYAxssMbaJkQv27TcUyKBKOOOn+CPdQgRutb1rYX2iFrBuLTd60MtTpY5gGq/DRG9f0UBtn6NDVd+zYPTAXr+y0X1YnYfUg2BdZkOC5wLL6xM+IriiskSl659bNurk3PxBoRIW1talSDrp2AB0vD6/VTMaIVqH9be9P+WWTHFqebYLyiPiwLMauHUBEoM/ZyG7oZmDNjvXlwY1MuQI0Me5fPtoYbPXGEoVr+F2GxkAC7fzMFy23A5gryVWA+1QkCQtiY90lfggC1BVPKPSktzNi05wE1Chqxg8BBQl7rrjJRRJaM4G4VTgmKezlSoj2fmIT6L2UBbssJqMzYqi/foqP+KlA09yIgbHMPQClAGUC5CDP2XWgROVfwmhVr2RL1RjlORGHK3WqH0+0rkFBCRU4SZjdXSVC7GyOnnc07Wo+ozNirBmMu7i1+mR8ErXHAgn67nQSbe3O9GsBeGdF7ISFaGfZGwoztZRy5MR9U1k2O9oWoRpFZhbWgOGUnbzitCuXVaVaJ0IK4626qgw1ylVMte8ZdYwb5bnGFpsSyKDe1E9cpM3aOjHsm0Q+5OmRTcVX4XVwcSmaE0eJv7hG3MOBlHUSZ68CMbV+MwObUt65WCgGuNAE3i2Ir5kJaSU/4bTpJGZcqKF2XAbNzPThjqeDX+0WQMEcfqeoR2CODB3/n6AdWLcvo4hu8n1IAxOdTP6GrAh38BKD2nb9HuNRWJyM/c9vRmw+on6e6t6mpIVVTURsGsfso2P2hupuanUpRT5yuBPW9v2sEWfPa1/vum9DzkLu/dzhh9TqyuxMILH4O+NXrvXyKCaQKSVCqDDktjvc4rL/uZzZr4Lv/qzXQfJau5kqqzqrqxqwLTVSvSi/rkumw+2FoY8aH5/tubvSx11Ow+3IkuVUc3vv92PzueuYwVmo1NWUuGUv166pB7ey4r+cHuHaZ8+aDMtWu9ktc+ynV/L/2/2Zr1GZpNVww733a1JqJK2AKqgrA5Eq7Ei+rChNlFHBXYbJUYI85LYlw0YEVrSKfCqh8lwcEelUxUcXjtCJGg039hpoFf5grOr1bC+XnaYe85amiThnjFEFU8WZakTLDqgmQWfTfiasU3GbZhdJUUYeKOmRkw4CryJZ0sbKWFwHHcqSjKhMgub5Gn561IDdpqVE6aR5QuUAbFjRPQsAkRbFa02dl0yqe9jA8AyKuImpIkmh3QJU8IBUgTqyTT8qRKgFlYLAhocYfhEY9TYx0ktMhnSRf2b6yMgP0PGDSZ8uMMlYpRs4Ed4o9DzjYjLfjgg/+hq/D6buKeMZ1GjCbgtvBB8yaS8yOUY0Rfb2ujiS+X2sbFZmsovO+n4CZIMgfLzto5YpyEqxaVf6ZGjSneJLcc3MXylTAZ6mIN75gOkkpygzgPAXELD5g6EEYCFPCmMGjFCs7k3HNYkpPU4DhgjuA87Th5CM+jjd4xcSlwoi2lSMxUmBNdelJYirMKeE8bQiTA9uCcQqaB6x4GAXz+XaUwuEK4OQi3g9zL0e6xQEfhtt/LlH9R2H678PbwB527eFCfY0qoRtM7XMaoj6G+L+/Tu3Xls/UY3uAV2mIJntMlVCPIWscwv3fPwft/69orx9Nuz/4+f3z69z6vr9epUqOrx+u11ITErD5rj/6/Wq/z/Ha/Vp43Z+v20/9813OG8BRSrlJKDfF1qOMcnt/6/vjs/xRqoa+f8ZXc6HuP/pYt/fsZuj3P1+993DdTqGv1zhyrOz/r6+utUt04zC/Xl9L5Kn5lZQ39L3fz/u9LdR/HmXCWzqnte2Y9pF+bukKht0+KMeiFs62IEcZBGtp3wbE0YGcoMqHMWJdHf767ls3Gz+MN/z/LuJn9wChdiMMLuE2DYiD77AmCgx6DCiZsS0G/BDxcFnx8XIHU8U/nb/if7m3GGzCL/6COYicluGKr/aM4AWASVOCHRKGISEEC+cyQjAwpiKsEo1q5DvsM0omnC4bSmFsJ4l6rRiQR/EzioXQKRCLcu9JxViyVF4IOki4V4o3yOeCNGvkLgmqRigpDlhQp0l9EqynO6lS71mioMsHRjxpIj4DdpGqBxMEotYkqsMDYX0v/l94JxZJn5PnBDNkjGPEw7TimxfCmHXwsEMWrGJi/PD2hsEmnF3AaCL++fQF/336GywXPJgVjIpYpSDXc8ZLHPEfZucLvQ4TPj29YEsWS3CYxwGbcyL2MoscXD4V1LNwdJKtGE6hB9eYqxRYJ2HijosDccV02VArSRQcAvDPkWHOEWFwvRJmelxxmQQlNfqI95M44F+nCR+nO0IxiMXgeRWYkOGCz/yA6SSn29txwWgSfh4ucFzwdlxgKePr6YR3w4w3fsV/P/8dz2nCz8Mj/uYfseUdqverucA5QXbVSjCm4M1pwafTFf8vAGcz3o0LQjFYk8W/v/0FBYQnJ5QUv44XPNoN/zr9igyhpJhMwL+f/g5bH4RzMFnF5gGCQHBSJvRwWXAjKeEYXMJlCLiaAZ9OL1Lej4oPww2pGER1OnMlXFyA4YpnAFXZoVIwnURnMw7ny4r35xmfpiuYKv40PiNWxqQx/hc7YtRymZQZL7rDTKeAyUecfcDsHUabsHgHazJudkBSur1SCN4n5Mx4d15EUsqMIKq4rRYRQhpVvZIabV4W46lqORWhjgrpt8K9knQD6KiTSGL2OuUtPSZqDTrRUGUxn+NZTN/wgO7XNQCzLEBNmwxANULdnx4zqBghljrtvITTOWBwCQ/jhqdx7v//BmAapI9Csvjx/ALPGQ9uxWQifhq+4if3FXMZcOINhgpyZcRqcBsHnK2YdW0BAsAPpyvW7HBzUr92TwwzCPqmJAJNGeM5oBSZoI+ndfeBqOJmMkKyGFzEXZVu313EJFs1FbBFEXk9nzZcga5q++a84P00Y0kOZxfwaRQRDEsFfz49Y8sWW7EYzI5A2aLF47jh4jd8HG+YTNQNJuH9cIejAm8yPvg73roZf3JfceLQUwdLdj01E7LBaJOekhLlfBpn/Hl6wTWOGEzC03BHKEL3+KfxGaUSPribtJML3pgFf3ZfkcFwlLAVh5/cV9gGYKUsEZ/urxmJLLVCzZwZ2QhKoAFJC1WlM2DdhfbizlBMVxhtR3ktcp0GXM2ZBQBbue/CqRgkEmH7VBixGMlTFRaYkrYlKYg2ZUZkodQjkmt3ZE3ZEQq5CkhWKAroFXgZCrzlA9BYwLfozFjIJMBsfa8wR+8gYxhZfN/TB/IBrE0V/foNYC19375rf62oeUp6rwZsr3mPwuTMyPY1zWDTeOja6YUQiuS9QrEwJP0cqkHU74yG1LAyBpWRKnczLiuIOOoYNxByA0AfQc9F25cbSzpJMKPRRiQ2/SSJ2Sg+l9TX5I7OEepARqm1n0TtZ9KoTaoyP6K2tx0AobVZv49ziGF07uprlbEV25/9eL0Gns5FRGCEPVzmeKry2ZiFUSAVs6+DarriMPTZI0ufF41BtDGwSC0ZqgNdJekMEtByTAYlGLTi8IULYjSYk+8ENjcjScxN66waH+KmyduqCwKBkaLSI0SpPduS1WvtydACwpoctiQuqqGKGDU5XCE1XFxgjSSNAWCLFqkINYbwhojtH4BOtZcrdRltIfolSRoDUk+XVOzFaTwnkVCqF5JyFK3Jq1ZJiEGdQLhShQn7CWgCev0gZdXXqBJyF60H2jUo9PXKu56GYckBSg2lAhfiHrAABHQdqGJh2c3XKH2RokHQSGEujCW57o8AwJwHzGXArDVVTAVFT8Ale9yTxxxdD86EaLEkhyU66WclUK6ETtZbAyN5ATDXSlij7fk20vFLCrjI0YBYxqwCHdSRdK4Fa3uCu82j2XoEPZXvSdq9JId78ghFqjuWpJw4XBCixWYl0jvr8y/JITPjbj0sFdzigNEkOCq9P25Z5uCancLSGFt0ffFVCKP2aBPuacCaLEolzNqOJTk9PQ0GDerc8gCmirkMegJmzNljLgOsuckJZVbIblsV+BulXm31Hrhb5CASSzkT4uLweTl3MHaphC/LCbdZzJNaRHhinT3qXWgJW+VANE6QMLNBZI+rJjSZKkYT8Xk5Y7AJX+cJ6+bgXAZzwXb3oNkAhZAqISchwEnBIDgjg2oq8my1LAoaBTVAJty1nY04yt5EQLQyUCKQILJUQtFBPe/X5NSKJeQspEwJRlReSRasvcsiMRE952nvjZSpgnOFvRct/oX+LTJvzUe0q6oPqQ/ImXvI394l71i8UAf2BQiJnLYTZdb+L3eLLROSE3qPL26CtxmLc7iZAZOJeLJ3/H17g8kEOMr9NPx5fcA1DHiZx76JbbPDl3ESDfTNIt2dED9FgplVVroyCoQUKXPFoqcfaYQmrQ61IVoW4QCaaZATWxEsNQiyKQCgu+RBKwF3o6doMlKrp1/Pyyj5vCwn83WV5zdUsc3C0RKSnEaTjfg2T2AunZvz6ypyYWu2eOtmfIsnfA5nfF4u2LLpFsQyewSryBiIaQyICfwyj7A2dyzpFi3+Pj3KCVgMmAp+XS9YnMPFbD3o9fP2iDd2gc3vlb9+MTvxqBYcss949/aO6zDupftDwPMy4l/ffIbTE/Cjv2I0CV4XUiqMswv4Ok745ia0atwULC4PK0ohrCePB/UBfzo/g6ngv5x+w9kGeJaAwTUMGEyC5YL/4IIXL9caJ/FvLsOGe/AYbcKarISaT0cfkOFdQi6MtyfxAW+TDNKtnoX2QYt16ZywwSMthHySABRF/p0PGLwDnRLC1E4b4fLMvnZiXhC0ugEAWIIwKnMmPiCwvicpf2JZ6HapexAmqbaCFV8xvE+o1iC+/b0POPqIx3HD22HBz/4iE9NPmIaA0SXEbPBPj18xmoSz3TCZiH8bf8V/G/4OADjxBkcJsdq+O3+LJwxG7lMr4bM/4b+8/YI5edzCgC8+425HGF+QJtnwaEqYzhKKbz5gQ4IwVbysQ/cB53UA0e4DbnG3YmI0uJw2XP0ENnICvn+84924YMsWZxvwcbzJxB4u+HG6dh/w2zj1hfH/ccHjuOHBb/g4iA842QjLGT+MNzAqPo/n7gP+P+PfcPUTfvGPeLAb7mqJpcL4X0YsjOYDDibjabzjL6dvKCAMJuHjeMOWxZr7Hw9/R66MJytBmPfujovZ8K/DL90HPJkN/z78DdZNwi0QAYEBVQI5WXzeC3FpygaDSzj7gAcvOY6P/tY7952748VPuI2D2MOVhf8C1M0MArBxxWXcuq/yMG54N8x48hIFfWfvuLkBAyfxW1B7nuo2ygDWKvWHZx/w4DapLrYRS3Iw6lQFxd7lQphcQiqMt+OCVHb/aTkNUj/HFeQL/BixTRYAo0wZ0JIenpL4h65gHCPmyPBjRFD/qFpGKoTqBXrX84BqgtqFelEvSss/aj607lFQYA+8NEbuarTGbsrIG4OmDD/FvjDOY8DZBzwOK94Pd6xZN4VscBk2TDYiFoN3fsFkAi5mw8kEPNkb3vKMJ3vDmTdIgZSYW1/dGY4yrmno6Ymg1xh1MwzZIGwWzidsEKymGxPOY+h53DeDkAG3BQEAaxI+GkCgrm+GVYIwyug9m4LNSPAkakKblfj5abhjzQ5nG/Dk7zAQKsUnd8dmxH9rpvTACc/jiHfDjIvb8OTvOJmAe/bwnPDk7n2uvPc3vLN3vLc3+JxRKmP1DpMJ3e99HiZMNvaqBm8y3vkF790d74YZo4naDofBJLyzd5TKeLI3MAoyCG/MgidzQ9EFeDUT3poZNs5efMDF9HKh6gTCsybGNzdhngcEZxGTRDpf1gE/b49gUuR4JXwOZ3xZJAyeK2HLFl/mCcsiPBgtzPyiSfZtcXjmCqf+C6PixAE/b4+YTMSv6wUv24i79TBU8LyMWLSttYppEQeDe3CYnMMSLZwpuK0DkqYhSiEEjYI2BaDGZ5rvFuauiBQ1e8xd0xAwciomCSygAtlULIVQZ4MAj7qIKUiRhCPzCDxnMVWLaZyh8rMzA6gpa++6WDNgFiW7CqptlxVLykCYLexMCIPcWxYgcCUh/Gkby7dVToDrPCBlxupFcORsLxhtxN0MONsNJw54a+74NT3gzgMMSg/E/C28wTWO+G09983q2zzhV3/Bmi2uYcB1GRBnJ9wpiwUSIWh7SuZ+cvVKGQDXVdq0RYt59R1LmdVsA4DQ/EsI5ydrtYHTdMaSHGYXoNBo/LpdYDkjFCvzbZP5503Gt3lCLow1y+Juc8pzQqkMxxmftzMKxFR8a2Z8yyd8jg/4ZXsQP06Djd+WCYt1vUzJqgk6mITf1jMcy8INRWIjvwyPyGBkzYL/Eh6xWYczb8iV4Cnj5/hGFiBURpfiTj5UqwJRSXy5hrBogY8YLebkOoRnyV6R5BZMKvtEFSFph7bIqgZeamHUIL+vLQiDirn4Vw5zc3Atlx7QkZRJQeCK1ZQehBEiHAkQ5cy9nizqQGDBVQAAIABJREFUpFijRcqCcpfn1UCKBmHaAmrEQAUSMOm4RifyXxRFbYeC4OJ6hQe1CgjqZEVUFN+YAaPVEbkFYYIGYRoxbwRAVdIQeae1yLFVpBA48KuC3KQV3luSAESbyCkZBF0EMRus2XbfAwDm4nEvA2alxDOoyCANwjjcs1QFtK+QJLiwZYtVUwWI3CteKAoKKCWlFFGz0jTQswbz2uLKySBT7XR9UUmWUpS5FpOR4J0iYbZosTiZD0xSVdAW5D0NEoTJkgKQA0BjEEnaMB+CNolZT/IsJrWJsJR7f9zygPsxCFMYm7Yva3TZ24wlOdySx5osMjPm5HogaC5y6Nx4BKPirkGYe5Hqk0gZc/FYq4OFVhFXq+H15gMarVY3UvFrbNbK4gRrLUaTOp33wFJd7bVKPhfulcVsS/cBcyZYW4RCzjGsRqlGI7m+gRNGrRweTMJmrFTJk1Qcsy2SCLVS1dyqt70Vugmrld8Aeh7Q2oJMkIpoLU0hksqNvdq/ArYIlKxXeyvRk1Uohalgl1GtkUrzRorbkvQGgJVFdvQBq1VMr4HiPCEcLE77nCHoCCuV5lQAIk3iH5gIilVqvMMCNPq83iYMJsHpsxtTehV4OxFG7dPJRBkvihj1ZwukOZIqiclIZXj7skYquAtI+tEWRGUraEKl0Kr5ohX40t9tAVZsyh5tTUE0QqrkdNzaExUtrrWt0lyxns5mDEaIjtoztBNoMrFH44dDFNSq3zYYmVMDy++eMyYjvmBjBJiM9EM0G055wKjXTyRpE2ESSBqUqb2/JxPhuPR7tH4cWPKRJ2W9njjgxAEjBRQSP7v1vaVNTiizSG6HIKZPKZIDW1aHvFhUT72DttXhW5i6D+io4Ot2wn3z8nkN2c6rR17tXsYRGME7Qa8vFpsruNuMZzcJFtRN+BYmrMbieRsxbxJ6Nlywrk7MnQoErh3yE6KV/EuwMKZgW32XIIbmAWsm3OwgGuirEz7/jYVw1UDo3Y0QC9tFAyM9T9iioFo5sxAyG+kvtRzMSkB5nYawi3zGrOhRTqpVEvJZfEOz1t0kXSTn10xQKjtKh1cxjfNIyNyQy0JQ23hKCMB9lZ0+ruIr5yLSyy/jiM1IP23G4tGe8c2e8CWdsbKD44RY5JT8Fie8hAkv69gT8cvq8LKNYq0Eh7BZ0CqnXZMCyMSIRtpDhnE3fkfCUMW6Ojn5HCOtDuCK2XnUis6MnqOkIVaqKItF0TKr2ctibua212T5yzZiNBGhWIRs8BL2KOiyioVWIYnw1Vi8bKPSUQjw+lnncKmML+6M53TCb/GMb+GELdmeW53XATHv7OJbEt2Hkz3hunlsVuZoLAZLdPgWJ5TKnQb/SzwjVoMne0YGwaDiazzhN3eBbQImHcle8aoKgVtVAqEj6aELz9IuZmHUH9S5Ifa/IsVFfUUxgSRVFHI/rVXjdo29WttQfe1HkLarEpriTtthDbWKb610bpUQOviFSTqDIUh3SDv2KvPWNrxG9mv6ZK8GwF5loe+n9rt+joADgl+vVbTqu7QK+Nev97rDf/C996GuNLR7a2V26zfN/TWWAUGS0KuTiEkqIYyOmeMEgwroIpRr7adXrdT7tSFbiPCqOp4am0Ifn8NY6Bi0MeuV7STtK4VfC77wXtt4FEIxasruIir73GjiKm3+tb5o97e64Nrz28Pn2hx2lPVbqhYCSYIdGggyJL/XSl3gxVKBOfR/c5ekHUXEWPT+jmTho0oQpom1WFJB+aYgS1VMItISmJz2pGtig2gLSjbYskWEdMKSxT8QxVUxJTaSimM0rW2SSvUjiWrJhKD+C1PFkp0kjY3UUjVkg9GawwYaKElOgmiNBlyMJvglP1gToyP5SejnooptlIO6qvh4svGIgiupci+EDeAg0FIgUWKOhJq0v6CoFlWqbSTHpD5gqZJgl/e0n9Qr4oXDFLsKcf+9SmFwbe1pbZE2tq+SGJlFXGQ7+LclinYBkfC9rsmimD14MGePtTisxYFRX0HRluwkqZz2fGNKBiEb9aNFEIYio1LpbaJIncy2VvHvjSE0VaOsn8skGhOVJTkvrGtaRaPKtH3OaZF1u39Iag1lmS+rqsyGLNHKTeMBiUXfL2aDkEtP0IcsOcE1y3O3tIHlrOAE35+/YUGzYlUB9BOwWsKmvvUWLWol4RPNtpMe50qYjfqe2cFxVt+Q4UgAD2t1sEZBxWbZgzBshfefMiMNFrTKosmZsFZCni2e1/HVLvSyDthWYfltkLO4WtDSCucqeGNka7vJm43FaipuTjTZvroTrtuAzVjc1gHb6hBVHzAvosqDChSyiApbKsGgZNP1AetieiKeCok5WgibdXISaRLYLQI+qCzlNNUwzCqFySIcgn1BVejEV7OVWQt7JZhiF+mvoz6gXcSns2tVE1O4QBsFhV0YbqkdC+rmcjBBq5SAmYpiGXaRe5SBIMe7Lgw2MibwIKoIqwZOVkauoplQEuM2DrAmI2aDyVl8cWd88Wd83i6/0wf8tk24hQHz2qKthLxYXNcBUQMwdbGaXpG2seJhk5FIbjUVkeurCvW8SOAmpSLmK1UEK5O3aiAQGtDJqnLVagqDt7izlwCbaisQgNs6YDAZW5YSqWaCt/myQg4DwwVbljll+HVukkhSLb/5M17ShN+2M65hwBrtDmFc3S7WUkk3t4qv9oRldYjNBM2Cmvm6nYSQSb++bCekynhrz8hgGBR8CSd89g+w6U0WE8hxB2M3BuzqC8bHDSt7GF9gXcJpDLjbAT9ermg6cx/HW2c0Iw3CTD7iagcsNKoGXEX2BvZRALvZWLiHgIfLgo9nySm2xGZzgu/OiTNPFZ8LYdMyEHOO8D5hGgLWIO8JGhFcrZe8G0OEQq2YOeez5JwWK35qDKx8KlI1X04SQa2WkM5KsZeo1y9WJxymERZlKlqtjq7HXloivjSzkhSKpoq9eijHk/iW4ZGUIhEKxt6rITgBaRAfMDwS4qPUZIbHInV2+sWXCOdlTN5MXdMWMw1wQ+pA9A+XOwaTcHEbRhPxl+kr/uq+YJ4GnMy2R0E1nP/sRsFn6gL8RhUfL3fxATePK1Wk4gFfEJ3IjpVTAZ9FBJVNxXQKrwi7ZuuRkoFzGZtzYK44X9ZeDQEAKQriyp8iAgGk1IjnhxVvpxVrsji5iA+TgJydyfh0usrpWCy+2amboCkxztOGs494GmeMNvbPvBtmWCoY7QlPw4y3fsFfxy94TicMnMAkp2xW3GnOEuhraQhnMt5MK/50esE9eHiT8TTNYiUk1+fxWztrcDHj0S74afiqJ2BCBuOfh8+w5v4PoGhJTo9tcKDZIseCMkggJi4OX5ZT30kA4Mtywn3RXVNB0uvsUWfTfSnaVKG2QdGMw90UfNXo6cle8GU5YbAJz8v4CooWZq+5StGPW5OCe4NBdPk1FC2x+GyFhJ48Exb2r6Fod9G4qwyUJJqD9v4HUDQFVhcr2ogCReOuE8hRYGI5fQdFm+W0c7NC0eYGRTOgUmFngak1anq7qpyZQtHkJJFFaGaCWQA77AXFgFgCIe1QtEX7v9wdQhH3oWTCNz/C24wtS8XAxQa8s2/wa3jAZIZ+AsZq8Ot2+R0ULSwO35ZRoGirQ747mFlMyg5Fww5Fq1yxNh+VXkPRihcoWqWKhf8YihYJoFkpOQiY7dBN4RbFBgSKZrn8IRQtLK4DvgFgslGga52xbIeihWLw5B46FO3Len4FRVsXj2hzh6Jtasp7zrgtQ4+8NyjaL6eL9KcK3Py2nbAVg0e79nTQ5+2Cn+0b2F5fRkfOC620dgXDFLEpEsT5hGmIuANaUyUO7Pth7mBsQBLxJ1WIWZKgXoRSwMCcBFlSANhJqorfjSJ3/UHRDqOJiBr9HJw4rNvkENRfNaekbQlYjRNtCitR0BWK0icJfliXUQpjmoSXX6lokE8GVOQErE5OwLxIpEDqAavW+tXeJ3XKSIlQptIXAgegK+i0E5BkYe5RUIkIUWknICGdNOWjEddKjYNH/MR2AsYTIU8FOchp/OoEPCVYn/sJ2BLyc6Z+AqZk8HZaMRjRIhhNwkd/xUd7xVd/xsWsr07A52GC54Qluh6EyZnxOG4IOWHmgmth5EjCRAAI43U7ATOrDnvo1JVMFTOJzJi1WU43EpnnotXngIDsS2T4KSJkkRUAV0xT0PsbYZge5r7xvxtmhGwRlFKxnYDL5oT1+nACblnygu/He//8+/GOB7fig7vCaXlMyJJQr1WqTJqVdUzEP44b3o93fJ2m1yegdfgw3JEr4b3WAwLAo13wwV37CXjLAz7Yq8yiToz6j77+wetHOxfYK4B///k/uEaDctW9Wrhd43id+g8+94/uW//oM8drHfJOAPAPn/x4jfqf/O8/+dLN/4/fW//g93/03v+Lr17N/d3XsY/ygVim6O/l1f928/P7a/zDMf6D9//+Dfr6Yez/T+859kf9bp58//nWfd+3sc3TP2r77+awVqzvv7++3+/ueZhP9f/QP+0rH6wYC1tRUVGSmEZ9t7cVcBXOZUSfYawo6wwuid6ZYjQtFYE32dBPq1xYimRtxuYKGhKmVEmylkIoXqqjJx/7tSYOuktHxTEyBiMhceeyKPZU0rZIgXDzNwHAmozkBGUhwSC5R85V30sdpra6qlTzctrBFRRnQElNcF+BKKdj6xPyGdWxKPV4HRhA1JEsgFr7CVic5vGcxE2Kk9MxOwIzhHMnavieRASmONkMK0NVpPBapcoJYKB9GVv6mIw2wmvyPDhhCRisgKEmG+FZTsDJRDyYFWcWSJqcgAJFi9XgbAKilQLU9uVc7jqCuTBWm5Gt6HbUJBytUAWiUhjMAthoBLitYoFI5lNWM7KpCO2Teb9f9EJN2d7XMKSTjTipPzfbiLNqW9gikXkAcLzP1cnF/tyTjXAKSnAkSrnnhpHlgGgMzmbT+ViQquYdbe5zrVTAmYLRahLf7ddsSKOzEbz0yWgi3sj9BYrGMFRwMRvOvMGai1ZDcN2LT20FDyJq+O4kxDLSCQmPg1Q6/zi+9FzGD/4qenMaHk5FwNikvkXV3NBmLR7PK3Ih3A+Vzj9OEtD5cXhGrEaqlyvDmdwX56aaa7USLpOAsS9+l9hanJMcDEv1fKuGaB33NM3IlSWdRhXhYpEqJN/pCtw5IG6Myox8LoArQm0xik4AWzHHl8xwp4CoQn01smBHfUU5mqBZ0C1GJbMriQmazpKGSGf0PCAlWax5kMVMSSojqgXSGaiXhJQs6iXDKRgbAC7nFScf8Tis+DDe+slWK+EyBEw2IhTTK8LPCsb+5J7x0bzgxY04c3hdET+MmEzAmm33DUslfJpkjBsi5WsWabCNHWpiuCnifBKso+WCd6elV5e33NuWLCYX8azR8w+nGQXUYW+Lk/rOx2kV8JHyf344zXg/3rE6i5ON+DS89HzgD8MVW7FIxcBz7lXvtzDg7bjg0a34YbzKAitSo/dhuEkOjrMAqt0dP9pvGCnAQJ55KR6xSHHykhwmG2UBQgh3P4w3/Gl8xtcwYTRyza1Y3NOAP/lnZBCejJigjIo3dsZH+4JcGZ4y1uLwo32GLcHIzhP3KGitAsNKAO7BYdts36ksi4zvNY09ATqwFCfOUYIAzRe5By9M1xoFTUGwhDmLLvwSHO7e4yWOYCq45RHXJLrltzjgHkVCuQkahmCBSlhVCIOoYtFiyTkKf8wabS9HaiZBLozZCSvx2oqGNyMCoFxRwUjBgjfBg5Yg+R5h2GZF1Ii0MQJLIEnlkJtscwFEB73qAtzEtxPmaMV4FuGaoSyv8wZF3SinqLJriza9sMtlj85GnYOo77Sv5nNbLlIUrRO5UTyUKvnUe5LJ1MpprnbCvQy4lkmgY1oNEarFc5rwkkbc4tDvcw8O1zhgzQ5z9DKGTQ46SH42GanVkwh3wRwdDNkeqFviXjwdogVzwT16VKCzU2/RIQSDxTiEzXUdwFv0GGzSwmLGWYMytzjgbgdsxWIrBi9ROGE8GwXnS6H3FCOSkTkVjMFgEhhV6CRYrLarm3AtE655xEuaXlFStDmWNAjj2OBmBry4Efc4ICgdRssrPudJTjrNEtzyAENFsaCMlQquZcRLGWHZy/acNer2/Qk4qfjm4KKICrqALYup0hAEF7Op4ONuppxswOocFu86RQQqYXQJiaWYdvJiFjw6IQa6mBVnEzAZMUVTZYwmqqDhhNnJaeRtwqgkQ7XSqxBzzAZRF2czT2NmnFxQkK4swJsvEiHVE9C6jOQrSgaqL0JDxxBhykJgFbfMXt4bvZ42RChe6PYKsJugSlNYPGmlu6zM4uUELF6iry0PSG2xQVAzQsokpipcQfHc29m+vFUT3gWcbOyCkLMTa+XsAizbXmP5aFecTMCDWXDmTc3QPQ0x1ihFo5VwcUL9VyphcgMe3Natm9ElLIP0R/EC0jBOAmbtBDw5Ef7sJmgR62OwCcFJgG1y8Q/9/clHrF6kypkqTmpGMioubsPFbHpiOpztBlsyXLEIRTckKv35L3brdZAXt8FxxtlscJSxFYuL2bpJnisJV5HdemlTqoxJpbxbWqKldC5GSr5GG/FgV3iWDediVpTK3byfzYATh26Cesp4YLmnbXg58Qvb9l2Vdv4gmEK7yESHK6EotEnK+hvEp+3KLQ/U/JxGgmoOsDFLpecTHWWh7dafDUJkFXrEDQrEtRObmtYmJZk1XJCZIMTL8nepAkWrtXaIFXXy3h321IiEOzytyE+C+HGtPKZ9A5LIP0KyXkHM+PXPtjgbwW37btHQ2jALdPjs8ffDfQF0iJRloVZvPsiRfr31UyueZmFagUGFowxPWf+WkiynwiFHtgPLpcO2Os0EcOhHAU0zC0qqjesx6W1aW3SsBF5WwKAOITMKn+vQQv2MISWx5R3HCUi6wVEWcDtRrztspMNt3jSYGVM5wMIEkue4QdCSQszk9UQGEYDVucxURVgF+xqQ++R+n/Y/RxkFFZ6StrPI9TUUzrpuDCps34EK0OSimmZbKQeppYpOctMjTZrtLkpQ84c8iIfIUQNQi1SURo2wyzg1MhupTZPdplTJfR2jUO27vb5LbR2IibCboD3SCjFHiao+JwRjWQ7co5qK6ZFbfa2hIGr7+7vIZWMTaIl40vdQOURCG6pGeUz7/5XM6dV7i4JeXrWLdpFI7FG3JqnVInrfP3eqDIe9D4rWqmXtM5BERkvlV/ygr8YS1F97xa1ZJLKM7/6fKoNq7ZtfcwXaT6Ob6etIIzpJU6P27OPZv2UOMlWBidVGgsS9nVxLJ2/a51Pj/ZSAE6qwV8dikI3Onf6enb+zmaGOqbe39Xf+3fwjlXlr/StWUq78qj6wYF8r9t3jjFKB2Q0a5BD0yOASRh/x58sznJEo2MVteOMWnOwZ/zL+JgW5qPhoX/qkMFQRi8GjXV6VaADAMjj8eL4iFINnl/DpdMWfpxf8dfwCpoJ/9p9hUDFwhEHBozth4tCBru1aT9OMi93w1i94iSPOdsM9DWJe2BPWLIRASU3hUCz+NL2IOWElWrVFi7uezM4nPJ5W/JoMsrMw5ygqvclgnAS5423Gw7jhN6p4mDZclZ4vRoNoPHjIQhqlifgAi2oqOLXIqgRo0kkWa3gU7YhmghZHyKMo4VJu1fFAfFA0UhV+zMfTrrr64XTHxW1452d89Lf9JKGCt8OCswnYisW/TL9h5IiLWTFSxF/db/jRzIjui5YjlT5pQjV4NudXpqHlgn+avmDOHi9u1PEAJpdwdQNiMrhMWw90tSDF0IMwBV/dCWt2EpG0EYYL/jS9oIA6ydKcPJbk8H68i2CKFmr/5fwNH4YbluzwaFd8cjLfTibgT+4b1uokgmsf5AQkKdJ98jPe2hk/+JdeduUo95zfxWz44K54a+74yX7DI684s3DkzMULY5wuzMlEYVPTIM+Pwwt+8l9xOwuDwyf3grVILeBf/G8olfFkBLEzcsQDL/jJPGt/yDh9MjfYBrrNSVdlJSQAxoiudcgCcmWq8JwQjNjaa3GqK1CwVgH2Nhs8FgPHWSjasgprAIiZsWbbfbE1O2yHa8UqvwMQxzoLLUVGlmSrgmm3ZOFZnN5QjNr/8lojac26czWkxFaEjq4JZnRQsQFSkgLOpoNekogolkxSZFpFeS1koyBffsU7g0RSF6e4U1DtoGlKO2C7n3IHjXvUKgDtcniPvr9WScrnpIEObWf72rKFbxXh2l+t/0M2sCT9sum4OJKUTqwWoTLW6mQT1VMiVoO1eqzVYiuHgtxssBYZq1CslOpkg2SK0EMmpYcspp9yoVgtySkwxH38LBmEYsBV6AAlUGT782zJImSLTcfacNEgy/69VguDKoDy6rAVWYDtOQspq56x2FifhWVOFaJ+Ym76nCu5ThO4VodV52GzyNbs+sHSNqY5e2xFGNAASP9U2ykOcyWstc1rI32ulp1Dlk0DDPvXt98AAN/GqWf6vck4uYCL2/Bvl8/icNqAB7viyd7xi3vAv49/00FNeGtmjBRlgPWGb8yCv9k3QvKq7FC3OOAvp29I1eAXf8FfTt/w0yC4RKaCf7JftFBU8lPPecJICY4SHOUemPlhuOHRLnhjF1zziBMH3LLsRL/FM7bGf1kMznZDKBZ/Gb4K1Mo/gEnMn1/dGdYUjDbhw3TD/wQwTx7nacPkEkI2eBg2zWtGvB0WjDbhabzjy3AWhu1k8ewnQeNEiQIyVyx2BNmCDV4wpWM7ASVXmJ8iymjE984QaNdYJZKaIcgaA5SHhJ/eXfGbLfj4eHtFwPtpesGjXfHB3fDBXntw4sGteOsWPJgVa3H4r+PPGCnipIGXP5sr/mwJwFeMVGAIyOryGlS8lBEj7XnAs93wP6b/wL0MeE4nnE1QhaUNX4cTluTwNM74NL0gFNtPCEe5V1t89hcs2eNsN3wZzmAq+Ov4FbkyblqZf88Dbsnj03CVvLKRYuy/jF/xyT1jLgMuZsWPVubsGzPjR/dNNxSDD/bSNxqmig/uigde8dFee97TU8JH+wKDiid7wXtzwwMv+ItdMNdVT8ENa3F9U2ISupSiZuXIER/sFT+5rxK8ooiP9opYDV7KhH9zvyCD8JZ1PHjFI234ZCIyAE8ER5/xZ5NhRyORKGcyWHevVm3uWSp3B9UyGzn2qmlxWsUEbYtvZK1OruJ0Ng26lq4IRj7LtXaNupHkuq3jHCU4ZHhddM0cHViqkG0lDBzlb46I1WA8/GxcjC3g0P52nIACDKymiOqLG96r660RfUKvEl4SchYnW/oj9fc28yizsIA5hSo1QDpZ0aNrilFdl9BWpW8vHetIIK3OF3AAQF1vj0ztmnVy731hSB+k3m+tH4fDWGXiV9XvEngpcPDwFOBIpQRJFqCjBK/XayZ/u9ZIERtLRb3XsXVGc2/Krwlt00BprzXUNrVrNcBzW6BtjGI1GNj0sfYsgZGRpf0ZjJECvELG2jO1rwYlaxt2rzznIP2jn3XIPTAyUsRICQaA08DUSBGZWINTpd8/VqkRPFa073WE8gwjBX0uEeIEAA+pM3REUIEnOBQ4YtgfxlsPHQvrE2tYVcK3PzhJHp444I2d8dbMkgA1V53oBW85YLUvWGvj5CA8mrV3avPfJjPiB/8ihZ8o+ORe8NG+4MlIYvSJA6K5ahRpnziOEuYy9Gt9cDe8MdKWFw3vnnjrG8CmdW4FQgsQq8En+4xYrSxEAJ/Hi6AcNNn/w3DFt2mC4YJ349J9x7d+RioCDnjyd6Ri8GG47fwqSUDeZxc6cQ9BgMPWZty0cjxBVJHyuYAyYThFbJBSnZpFCQq+IDtRta1DAYxoLHycbgjZ4ON0ww+D9HupjB/9Cx7Miid7w3tl3GoJ9Xf23nfyj1ZOozMFjJTxhgkn9nhTI0ZSF0Sf584rRkpY3W6CZjA+mhes7PpEXIrH2WxSfZ4dPvh7B1IMlPDJPfdJ2aKVs/G4qBaFo4xP7hm5MuYiJ+CJR8xmwyf30jdURhXggH3BQ/E484aPbe6h4D3PCHpS9fuh4uonOd3Mgvd8x0gJ0Vo4SnjPc49CPpkZZ0p4wx6uRgABGTeceOt+8UuZcOat+4QjR3w0L3gyM360zxg54D3fEWBwLgOeOKAAeGgaiFhxoooHHpBrhSFCrBsudIJtp1PTCS/1dZWwQTlUTsuO0EK6BvXwXTQtUQBYwcbr7lCIDidcliLUQ8jXQ7lMCPq/Fqoth5C53B/KqdE+/6pN+rOQ+B6xWDkFQH3XbMnRXiWN2ifEnmIpuiFplTXv6ZHmyFtu+t/5dcqlnb6HFEyD4rW0R32V0oAUnrbUB+3pkVbZbmnXct/vkbsPLs+fep+1cfvf7L1pkyRJkh32VO1wjyszq/oYzC5kBCS/AMJ/yn/AP0YRgthdLnZmerrrysw4/LBD+UHVzCOrq/fCAkIRMkRKKjMjwt3cTtWnT5+2E3AbH33WRltu/zMYQEWBhQtEQxXt5VARqSDB3fX1Nm9aiKCdQKqOoG12vU0ZgVyfA462MWMKel3OcOL7M/T7WNvd3Xxo92Frb7V52E7Adt8WblGLyPrAFl8LDXB/TrI2i801AMJ9joHQT8Vm/bX/my/NUJMeNvRtzrnWz6TUB2drwv+yqN38ZdlriEFU+OYWQlfz/bCecOEBNz8gicfHfMSHeLLGVxRc8aE84C/5EQ5ae2B2AT+nR/y8PmixQhK8prGftB/W45vj21HFWDI+lBNGSvhQHvBc9nbMZ73W8tBh60evKNVL3mPvFtzKgMAZH9NJfUDjN17KYLujqj9/TIqUfZiP+DTtEbhi8rrbf5r2uMwDBMDVx163IldV0srV4aPJ9bX/5xxUxTsqs8fWGuZb1MKjNwfKBHczHxD6+3QYIDdNDkYl8KRJz7Rotn0Z1TacWfBhPuJ5GrHzx1+RfR997OThn/MjAOCn9RGzD7jTOkhAAAAgAElEQVTVAXMNOLkJIyXMvJjJdcNAK55rNR+QUEQzGz6XHa4S8SE/9Hv8nB7x3l9wqwOeyx4/rY/4ZTniUCK+LPs30ve5Ogx3LkVbBJ/zAZcy4OhGfEqHPvYFhEtRVtVrHjGZXP7Py8NmqprVcqsDTmZZOar4kB/gIB08eS57e0/wc3pEAWM2ymCbU5qLp7osz3WPggsSLThwwiyCzyXgUzkYsupRQPg5PWLvthOx+ceBCn7JDxhpNVU5j2sd8GO5oIBQoVzQ5xqxUsZIi25yIDxXYE8rfBO4aYHcis0HHMwH9Ob3NXMw3NnRupNUG9gmumo7nvkJ2UCYYNdLcKpSZf5L7KdXRcC2KNv/0QZrcMq0aP7fvS2e2L3xJx2q+RTq+23+gbY7utyh7mDqWcFOvlYzvIpCzkwO0Zlf4qy+t4nOFmF4Z4FfVzrvtdUjL87I3Bbgbz4hO9H3aPMRxQngLcZovzu3VbNt7Wyv7mtZX402ud74gKynf+ybXYEW4CUEAoLtxDD/pI1tM+cA9bUiFSTzjwarLR9Z5f2C06qvg1lJnmsfnzYW4W4ONfpX85UGu9fAuZuw4c7qGG0OVJt/0Rb2ve8FoFs54e5Ztzmb+3fbPA2UEWFWDQirzeVoLpC2nbc5Bm++Xe6WW/zqmiOxWXAEhlp1Dk3TRhUdmEhPaDD8//n5R40Dzm/jgGNMmtWeB3yYjj0O+D7e8HE5YM/rmzjg36/f42+n79/EAX9eHvDT7aH7gNc14stB0/O/zDt82u/xYXfCl1FRsef4EX9cv8PACX9a3uE17zCwUtH+/vYef748/qNxwIEzPi0HhbmNNqXIqcOH8YQsjE/LAQzB3315j+tVEzR9KPi4P+DjlxPKzeN8UCn+nBw+7g49DviX8QGfLnv8sjt2gd91dUjXX8cB+dUjO8H4WeOA/mb5gAf1BWcMiFZfgkwlrQzcdURLtDjgjfF38TvMLwPmNeDjfhPM/Xl3wjEs+H644n244qfZTsDpAQ9xxskvqnFyGHoc8MALzuETkrzgH/LDr+KAf7P+iHPd4W+nH/p9/jQ/9RjXc9rhp+kRP50fMPisUhXZ4ZfdER/3xx6C+mV36q6MI8HndY9bjjj6BZ8XTeb+uDv2OCCT4JIGTDngL+MDfrmdOtD1+XDA74ZX3GrE0XxEpopf0gM+hFOPAzbrJlDBf7n+gO/jFQ9+wo/xFXte8V+X77rvyST4mE49DpjCB5zriE/liD+nd2/igH9z+74nCGThjvJ+ikf8H7e/6nHAJA7nonxURUEVsf5cjtjzgjl8RlNL+3P+Dqt8gX/aabZDyyIAjGMYEg5BwYkqhIOFId4Fvej3/rXb+O/dBVc/4BxHDUNUh0ev123xuUb9+WG89PJSP4wX/BDP2iFQYGf2m6N/v5Nf44B5DKgg/DBccAoz3vkbdqypHke3dMpQE8G5D0P8bnjtKBaT4PNu39s1hIynccJlN2AmwX6/YPAFa3A4WrnhwRU8DRPW4vB+d+tZ2Yv3uAghDrkX8CASpEyAE+SZTd7QTNCDkq17Uq8tQLAuOmdqBKWFIfYVp/2MnBwe9nMvewwA348XPPgF38ULvveXXg5rqR7vo9YjWKrH78ILRtYwxEgJ3/ENj0y4uhtGKp0LWoRw9meMNeESx36fJA7fhzNuNSJQQbYqQAfLVFmLw9M44f1w6xP0+3jpvpczuuHkVhy8QvOeC343vKKAcXUKwuxcwjVH/DhcOkDW6k9+Hy5mTs/4wb8a1oAO/88S7nzAgtdhxHfhalkIGoZYakCgjB/8uUvT/+hfceIJT7x21DKJw9UqGSVxeI2jLUCNl2oY4oIf/Ss+hpP9/ookHnte8Z272ALcxuqBZzxxRhE9FWd3wRNX+Ja5UOpGXSp1q8nWcqI0NcNtrHqj84DYqE2NluN6wxtq2UzQRlFKVkutMQtWaT4bGU2H0cplBVGzolGhWk23XLf6doOo6YKKTj9qqSTZ2pvacxhLXTVsjMfZaFu11bljlFo3ilFlZJKN2mSKydpv3K8l5kMLYDQ2vKGZ3VPKgI22psq9bz9DjSon29gUK5fVXtlq2aXqUKxvAKAJLKX+z4NFMEpCJbZ+Nv1WjYNoHxldqtXKay5J7lSvVkeQ31K9rF2NFsdwPX5WGv0Q9j2rxNvGr12vWU59fMWB6yb315S7Wz3DhvY29k6RjeoFcW+evwj1eohtgRXc0Rftu+0+5c183n7u7YXrVLMkDgG5r4F27fv2VDBWuB5rhcCuC/iW3xWcKkhX0cTWLRaYzR9Uf+4+9nSPcEWL+7XF0mJ1kRtiKVhr6XHB0XwqtfHXDlVvdnvp8Rem2uNOnsj8R31vYd99h0B6fUBzsNiY61zdG9+TqfbYWvPdgivwviA7Zeo3Velgp+rgt7hX+0fQxTtb/LA4zZwgFhQWzahoJTecdrzOASWAi1MSt84ZVROTSqiiSKh4/VxwSnT25gM2wGNwb8ej9X+LofXfOfX4lIJaFcHiVJE2YjMECGh+XuonY7S478CEgYPFhbe4aBHNkRuMehju/Pt2+ml7XB9HR9Jjg22xDpyRHfe5Fs0PbPHiytxVvQEFVqKh6l/7+S1uPd75aPe4AVt8r2MM5v/1mCqR+nzWrha/roZBNHDwPkba+jqYVRENSW7xxkBdt9mwD4J/GrZjsu1oLd3iFBZ8Hy5Yq8fBLXj0Ex7dhArCd+5ikGvFE0+4ugvOfqfwvziceEYNjKnEThL2VPFduPZ65O/DFd/7M77zypl74hk3d8FICVc/gKn26j0vfo9rVG399/GKRzfh0d8QqKjs953Tv1hF2CQOR7f0uFjbzRyqaYk4BNbs5qc44YuVtzqNC3YhYXG+V1UaXcJ3ww1zCXiK08ZvdQG5MMaYMHPtiG9OqtJW9g64E3cqo+mD7rKdwJYIDUYdKmTROGAdq3JJ9xmPw4zbLuBxmPEUt/F6H654MHbSd+6CJWw0vnfhhqObsdSA79wFgTIeWLmgJ8rY84CTLAhAR0EHqnhyNziqeO/2PVF3CQHvvZqADoJbjDiPAw5uRRXG4DzeDze8t7G951s2iF4nZ95QTFS899cOGrWFM5SM78JVS04bWPPeX/HeXzDUAQ884ckSXTXpVduVeKPoRSr4Eg545694cje8dxeMnHCrAwIVPLHGsisYT+6GB1pwYoKTgoIZyTlcaehx1S9eMY9iBO1Apcde3/krRlrx5G5YxWGkhCdWBb6TAYIFE/aUcSDuKOiJE/bk4C9JJ/UlxW5OJee6OfoSd3hNm0wdQzRps449DhKo4Fx3eCk7tFLT8LDkzsFMUHWyX8MOSRgv64iTH/Hi9ngq6lee+YbXOmIldWYvZewD+ppHnPPQNwjdtSte8g7JOdxKROCC17yzBajlq5o5dnJ6rZZIfE4qfe9d7WGG2xKxLAE3rhBowZdWVal45ZVe1kHVsFZVE5uz70VG1jsqWp2dljeblfPpFt3+2BkYszjQSkpBae+DwQtpuTIikzt0uCRNbL6sQ0dfAfQaCY0x9FJ0A3nNOzP/lG/57PcdHV7J4cQrZsm4VtYwBKSbR+c6amJq3XzAl7zDuexwqwNeyg7nPOJ1HVGDAihTCohOay4sVa2MnUtvTsAWYqhCOCfVlG0qYZdsCbZlwDUP2PGKl7Szk7fixSsY1/ipY9VneS4HIxsoYHKuu94fL3nXrTRFMJUmFmljcb2WESMpMfwmCdfKuNWAc9WEZXVdNEm5OO4Hx0AZAx/wwLPOUXYYa+phiHOrPGwpM1fR32dZUaCo6K0GzJzh915jFc3+bnHAQ1h60uFDmLHjtScvLuJxsERORsWBVpx46gpb7QS8uQFHv/ZTAVBeYa7cY4xHN2tSKFUcSHUzRlLdkmJsmECaTPrslI93sHYc3awsHbdoMJ0zkne41ag+pePOhDm6WZ11i/kd/IpLjAhcO8I7Rq0Bp0muCY4Eh7D2BXryC16NI9skG4gEUwhdl6bFAdfBg5ygDl5rJxjRug5K1KZYNwVvp8pjLakXSXVG4TQheB8SznFLMG2vBz/h6LUvHnjCi9v1Pm5jFWiLA7a+3VNBQMRIK0YLSRRoHPBAK8DKX2wvvdakJ6L1/zEsOPkFqxHmW+LrYHFAvfcWB0zi4GvFnlcsXgkSOsbbxq6bql7r5JceB3x0E048IVBR1hPpfJk54ECrAm5QMnW/xt3cas99sGKkDzyrpea8vk8JIxHAFQkJ+7qAjbRekHpfNv9upIwHnrDnxTJMVjzw3JlgB0raTxYiSbRiTxnj3Qm454yRnHJBAfUbHNkC9FtFmb1bEK1izmg8wMFs2mZetNhJqwYTJHf/bWcLoNnSe16RyFmVnsbFszaYLf3mH2+29s4lpZe5Vm1GuYl7XrtpcM8FTeKwdyvmGnp7G71J43oWA/TmS7mCpXE9uaA6FQnO5DD6dFdpR/8HgMIq2hNdQfEq2sOkcT52FcVvPh6aX0eqMVO8ZeRndC4orJaN+n8qvDS43NvZTj0AvT+bP9wCxM0kbwHxt32aLf7nehzQQROYHYCRMla4fmICG+eyGq9079ZebSk6rZo0OG3LAt/b1Vg6bHxOHbulb5ADK7Rfbd4kpwCLPlPuIaj2fKjoc+K+XW3n22LA0t/r/1PjbubOgBkpbTxN6CYUzDdERTfB925RDrG0AqD31137HAW0SM1Ayo+1Alrd1w7kOxMpIGsc8HXVXfOyDj3ZtoUOKghf0gHnNHZEkKmqGVJ33QeMKHitYzeBmq/1UnZ4TirTzRCc84AveY9cHV7SDke3qAnqzASVG851h0Qez2WPl7JHEpVCeMk7qzpD8FQ6GvhSdp1N0UzVqcaO4FUhLNXjxe2NObODg2ZmXNcIZ8ycyBnXNWIys7RUtvQZrSm+Vv35nAZEl3E2zZQ5KwOmCrCk0E3QvDiwt+pBRfP8IAR2+nteHGhxmk1eCG5mFLG6gVaVSZygzGp6TkvEeR06yASoCVqgtLtIuff/c26FUjXl5lx3mCmggpEo4cQJiyTcRBOXta80I+JVBpzriOey72yil7zDc9njVvW9L2mP13WHXB1e19HSojJ2bt+Fj/ZWe143Q3UVbjWiCOM57RCo9prp5zLCoXYtloEzXvOAgb2dgMqIulX1y8aqC/a1jNjT0lkrz0VjpJFyN0HbBrSSw7mOb4gfz2WPQBksFbMsuAlwloBzHbt+y2psq+RcryA1iEekjBNPeCkHzKJg0CpO+0hUu4ah1sq5RoCBm5TOBb2JwyIZfq0GzRq0XlvuHjus7Hqela96uiwtL0wcAIeIghUKdTcSdPPbWg5Zi7etRdWrFisn1fK4NIZTe04W289z1Xy1gGK5aJtP195P1WEhzUcEQ9tXPDxrvMpT6TmHWm5Zd6FUneYECuDZcgWz1lrIhZGYkYouvGIZ2C2/cS2+Ky6nogViHGth0FoJtWrGg5DK0rfcP2q5gBVav6KoDCHlu/faP8snlEI6NoX13pbzBijYMlT1jVYLHQCaV5fc1ketb2YJ1reMZBnhzfQEgNShfr1Wwgbb6990jLNoTl+0EEhr11I8km2Mcw3KQ6Xac//W6rGQ5i9WqljE97zNDA0/qMIZ9+d0pJtIy9MLVRcbAMtdDFt77fnbpjvXgIFDz8trbVrZwRF1CtsoCQnAamEF9Sl9D8RrepuehhXqy6/WH7N4sFS9lvV1C5UkY9PotTJWsc1TBEkYBRn+w1W5oNc5agUiqHbnLQRcYsToMn6eTtj5hHOYcY0DPi4H/HH4rtv3sw/44/oef16ebDErE+bDesTP06lLCDTVrsaEaa970uwf1++w5wV/XN/jOe2xs530T/MTfrmderLnQ5hxDQNes/qZlxwRqOLLuvuVPGIbzFydMmGo4uPlgPNVwYApKJR+vY4ok8O5sv4tc68LF1zBkj0+XfYqgz4pSJGSw3qNyIMphZkTyGcP8YJwtnqAxoRBNX3Qne/S+GQlq3mgzoThlhEPhy+XPdZLxBe/e1PnPlfGOQ4qoScOf5zeAVAmzGT11JfqsOcVe9O+PPCi7gK94ufy8EaUKYnDX/ITnsse/zC/7+lIP82POJrp2JgwH65HXMKAl2nUpFyLGxfrqyz8KybMnDUj/vOy77ouVahXvG1MmCyMv1wfMDgt2tM2zMaEacK2v6QH24h0cX5JegIG1vmy1NC5wHte8cf1/ZZWZEyYWSKubsBIuXNgGxOmxfn+OD/haHmtDQRMosT0Py3vOs6wGFvoB39GAWHm0DmrVxcR6LkfRn8pD9jzZ9Af/vf/TTWZbrzpjnhBHSoQBLt3E+ZrBIfaC6JcpwH/8Xe/oAnkfD9c8V+v7/DTWalAtTL2w4qX2w6384BWHUkWh3BSifhy8wjHFU+nqRd6+cPhM/54e0J0BT/fTrgsAwavUPTH8wHT6wiIStrHIWE/JExrwBASlhS0VJpVsmlVmnwoqIVxOk4olbV+Agnypx382YqzBEE9FITPHu5m0vRRjBRtSkomTc+vHnVftE4FtDhLuDDKsBVnAQHhFRAPDJ+05kO4VqOiMagIbr9jqw3RqGiqC+pMxrBL058Ilz9UxGfG+q6i7jYU1B2zFWdZ8LSb8fGiE/B6HRGHhCFkpOLw148vPYF25xL+w+4T/tPuT/jP8++xNwmGBjD85+u/w0sa8afLI4zUjy+XPf763QuW7HFdA17Pe+TXCIQKmpRcXncF7phRixZn2R/mXuORSHCbB5SsQsmtSOrpOHX0uG1mNTGGfcJ8MTI7C47HGe/2ExaTpm/S8p/mA34YL1qiumoBTkDrRv70/IDDuOIQV3y/u2B0GT/dHjQUZt//vOw7m+g/Hf6Ml7zHL+mEP0+PPc2sVMafXx8QfUY1C9G7gqfdjL8+POP/ev4Bgyt4P157ier/9eknVGF8FzW89mE94eRn/C/jL30B/t/z9/iPuz/Dh8dFGSrRq1kEAL7CRa0F8ePDBZ/9DoMvOMQVD8OMz2GP/3D81B3sH+NrR7HuT57RZ3w0JgORYFkC3p1uKJVxCQOejjf8bn/Bv98/g6mazoxmH0fOeI07jD51tatPJG+EeR/jjHMaVJg3B3iqeB0GrZREyiBRWUKH7/dXlMp4iVr59ZesxWFAAsSqFXkKoUTW+guhqmTFrmi2QqgYxhUTj4i7hBQt9zGxlqEeKnjhHmkVYlXTztSrH+kCVHN0fTT1bDbu56AShKojCpSRUB2Qj0B9zFjhUR8T4v5OmHc/42DCvD+Ml95PH13BaVgx+oRUHf5w/IKBsyqY84r/afgFf/CfkQbf46yqC6p+zkvc9bGsQghc8YfDF0wl4DWNcCz4AiDEjGUIqEmFeU+HGbk4eFfw3oR5GwnjOe6wFlXcfo1aFuyHw9Xqh5gwbwpYrJbFZ7dXRTSu+PF4wffjFXPx2PsVvx9VE2bnEn5vOYhL1bJr7QQslfE0TDiGBb8bXnsp64ELfohnDYOEGT/EMx7dhP8QP+DZHbA3ycKpxM64aiBTixIEp5TKP+w+45ZjF+Zdq9YG/J93H1QTxuLbe17x6G74Q/iEAkIwo/8P4TN8eraKMjcVoCXR8mR1EMzB42cAyzXiFiouccDrMOA6Dfjb3ffwxvV7zSP+4foOf7ETsNgJ+HobMZ1HVQcjQBbGp6IPUW4en7LqzmQjqFZh/PH2hNEn/OX6gPMSMYYMAvDpfMD8OgACjYlZW+Y1dDkI5yrmSU1pImXKXUwuPWWlJE03HXz5EhEu2wm4rozw7LT60UqowWrVza73yW3nwK8e68LgfgISwoWstBh1MnZ8VSGm4VkD79FOQC1XJqgDw9sJyFaiOg/UT8AyANWpJkw6eYQXxoqAddkCzs/J4RozLmPENUV8uir4cr2MuA0DYsjIRft2K86iaGSkgv8y/w4nN3fyRBXG39x+wDkP+IfzU1+AzxddDIuVqH697FBeInLwoMlpGxeHZ9PVISdY8ybKqydgRMkOPhSsswcIyEXZm+tqLkLyqEnLjS+XAeQ0ZzJXxi1pufJdSLgZefvTfMBkBTq/PgF/fjnhPEYcYsIth+0E5IrzOCjJe9njdRzxEDRk8lJ2+GX96gQUxk8vD71GvEBFqq5JxY7/eFaL7ZIGrI0ja+Gy97YhfFiPeNCyW50I8nfLD4iUrTwZWoHOr8qTRcIyBshNa3vX/OvyZE1388u8w+U22MSnrTzZpOXJhLRAZ26SDJOeQGendQQIwN6v+DgdVL58GjEtAUsKYK5YbgF0Ux+rCGEp1pbVa+HGVp5s8iqORFBF66gFO682mcpNB9/ftByZWP2FTE7Lk00AoCK5nDfpQHGEIq08mdMCnbYA/aSgSS9PxoC/CqonhJuWG/PXuqlmF4G/6nvCpAU7rZBnK9DJhVGd+oFu0hJotZUnM0nE+/JkAHC76WZarx5LIeRg5cmGHbwrGq/0CUe/4nv/gA/rCTcfO9qZK+PDcsQ1xe7jAsByC3gerTzZ4lFuHu7KqNHKkxVjUZGWnhMnmEiTjrXEtNWtT4wSWfMgWXBjzb2sq+suCjJhRdTyZE5FfyenOqQpq/p2O52/3JRw8K3yZMstQEQXeduAnm87+Fa3HoIXW7Brdfg5POA1j/hlOeHTfMCcfS9PNt1iJ9oL7LmgobvX29jLk6XKPWOlSRcCmnva4t4anij4uBzxIZywefT/L3m1jO//L72+yrH9p19ffZ7+pd//R17Nlfj/X/9jXvz1YALoA/xPTYx7CYZfXYLwq4nyb/b61iL95nP8yyeT0FfP/a99hq+/92/dF61//6ln/O81Br91/X/N/doz/Cu++60Ng/4NN3H+Rpv+sQ2PfmNNuN9ok/dXnXF+2tJhqtca6ZSBFD38xWkZ50RYC4Mmh5dpNHlxTV16ue6QrtFMP9MZvQa4i+vIIK/KdqBCcBMhs8NCEc+ugkjrBny57RBcweU6Ii8OyVfVTbl6hKuaX1lUu3PJDCwONTggaVVcmpXMDDLqV9RAd6KgPu6k5o6/EsJV/axqlIVwBdykqtU1kGp65s0sJ2H4CykS2yrkZsBfALaa8lQFQoRw0Rrx4aK14cPFhD4RQLkiHNhMUK2g66aq/uFa1QRNohkSzPBXRUxroG5+QlTeQhJjLQyphHJRMIOvanrmoOb+a1AzaQkeVx8xuoQnr7ISYx4QSGODVRgfpgNuS8R0jX2SyNXjPIyoxalPfPXwV0ZNWumXso55ho6teOWWasY/TKNDq99KqnA39b2zwayUWF2UVoRGCO7CmjnCguwCrgBqYuS4+cDXKYJIkK2a7TyHPvnl6rFU03UFMPiC620AsXS20mUaUCpjKR6PYcZLGvFpPuDzda8x4mpx3UvQOWbq58WLJq67ivkWwb72QqY5OXywCrlN7/TzrKLEO5c0c4Qqfp5PeAo3+FbRh1dLDIUtRP0JZdEsbT0aGJUBWgjL4rf6Ea4irR5YuS/ACoBWBRUaMOEWvZ4yQ9THLJGxLlod57pGLItXlejV6eKyjAFeeKs+5NSZFbuHiAImcKSfKxaOM/+NCqEO3EnRQgZ2rAA1GXlP4EUZK+ItJy+jp7pAAFn0e+I1XgfoonOLBv/c2uoDivpyBXBrBWUBpwJUgVsYlPV9t1QIa7EWt1ha0FpBqWp3O4JfCM7a1e7dFmANLdVJqxPRav78SpanWUGZkFeH2sCvyjivWgHodR2RjWTecj+nNSi5fHFocQheGCU51OSAleGsTSQETtoH4ggStK+kEMQrk6ctwF55SnSRCQES2RYggUDKAkp6ALjVZDpYq1UVr5tsBjB7nS959VhiQM6MWrhXbKo2XyoDBcDiAmrVcubkxKpHadhj9lqs55wHXJJWmFqTR07OpPdtjsGqh4mKaGVvGkCLkjdWp1W/amJcVwVwWqyzlV97NUaZ54JrinjNO3hLXIef5M0JSAWoReFwN5FC4xUAGH4ipDl05a4rCfLkwRNvJ09VB93dtpJdbgV8AKhqTfoaCOKd7tQkuAwD8hxQsoPMDjwzJGu1IDdbHXsBhBRtrKKLsmaNwYmzktAdhGnMEp0QsPsKQWuuT4pClqLhAD8pGCKsi09ZXxrbMwI+3AT7bFuABqBUbAvQriVe4G4ZVAU8JZO61gUXbh5+KtsCnDOoOHAqoFz7piCe4CeGnwV5suIvdgqKoz4mFR5u2gA13XjUGsijV2S7ErJnvA4DPq97nNfBRJOlQ+y3OSItHjRvJ42bCemmYSqeGW6ysajaH5zQNwwqlvPIugDFFqCbySwEnU8g20xsEbcNmpL2n5tMG5VNtp8dKGnC9Mq6sGVymF1ELaSq5rMz/R3Az7YJCZBYlOw+eQgLFjPdy81rSfNK+DLvcUkRl3nAMmnNQxhxwk+MmmWLkztBhcfsI2hiSCAk0o0HiVXY687ivM4RuTCeh11Xa3+dB3wZd/D+JrYAWya2mk4lN2kEQripXEKjU7kbYb2pqrMAmEVNO2/IIKqabn66M23NBG01EsJVdzdxgAQHIcEcFTUVx3BXXVzidQH6qyKB3V0oOvn0JIUtQOmbhVg1opraqanxNz/pZAk3MRPQFhoRwiTwk8KYNSg62TLUxeuOH24aU2n95pJeh7P+3ExQfysQT3BTAhUBTStQVeqHisBNEW7KECJQqeA5gaIHrRmUK5p2gTDB3zzCraLErxxrtjERIIP7pqCsmw3JrTdNjaqJUIPDORZ8HvZ4ue0wh9RjpiKE9RYhi5q97QT0N0LZ6QJwi84VfxPUrP3QNqq2+baTS1p1J0Ifl5p00YKNoN4WYLMmVlj/ap9LW6iwPMksirYC4JtDYSiqXghs80/YXATbhAp5lFTBNzbrCequTA65LcBxh2kNmG6qVkeZTKVA53E1M5uqFU4lrRPpbxrvLTYnaSXMU+zFhwBVyMuR8WXYodgCvE4DPo0H+PRgx6q3G9z5gCUC6SRWA0+LS5ZdRXUMPt1qIugAACAASURBVCXtcBbsdiuuAqSiLBOqpMmlTmtzUd1OwHRSuF2YkB4E+VSBYwIRcDjMuFTNAEiIWnvOTsdUdLBIVFelRKCOVevwBZjPpL4a506+6QUx9b6iC9p22zZYJRLyQU236hlpT7YAgbyzEzAAedSJlvc2eQCUpM9Sopl+RkUjcaiOwOsAyir9RyIohwgqFenkNOvd6UJ3nlEHB149qFTUwUGYsD54pBOBqsN60na2VzponcGyq5BdVe6mbVBlNP83C+opg3yFt/qC7w83/H7/ijmHXtOxxbzW7LDGgFypL0CQQz1lILHWKST0eobV6wLKex0XqoTqBGVvGf922lTPugADrCiNIB8FEAGnFtIByqpMJGA7AdNJlH2UGRIr3CGBAGQnCMcVtajPW1rxUgZSIpR9hQwV7pDBriAJAU4QdgnEguQD4i5hHBJ+PFyUWscVZxLUpH61VELKXvuyElDVspF9QTytWFcGnIAPGZLVBH04zBBoYjcAvLqK0YoRZVF+cq6M3+9ffzsM8U0E9J+Cv/+16BPdIVf/LSjaV9f857z+xSGAf+1373pa/i3jBl+//nujnv/M+/y39Gu/9lfXEBvn/1GP2F//3Bv+o1EBe89EwdrLp6M6aLUBD6IUqDoAJQrySXN4azR+6FBRHHA4Lp3p8LibUSvhVhTRkELgoaBQ0FPLTNCagHyseow7/RnHjP1R68l/f7xCoJVuX0UDyRyMDVEIEGWl5L2odPtQUIJJuttOJN4AGQNPJFpmwjHrbuYUBU2zFmtQH0N3b7cY/eugp6oWVUE/ActOEdJ80AC6kJq4QtZf64aCUmVUR3CLBzUprCLIR0VB1yMrcEEamFerg8FJwKmijIzqCeuRsZ7sFD9qO9srH2xMxqp162El0+BQR6XTITPicYX3BUPIGELGj/sz/np8xjVHVTaz1K1UHaYUcAsZL2U7ATOAeFxRskOJDgleMYJoJ3jStmjhGbNEDsWUvnXssxdFO6NaRsLQU7USqmV+KAoK5KM6ki13sh4L3CGhGpf0sNf5cuEBj8dZs1gq92RrJlOlGwv8ULDfL4i+4EUI7CoOuwVMwNXVTmv8/e4V5zAgmOLAml1HQddMQBBIE9RygrBf8Xic8HHxYF+x3y+99Pr7w03Fo+NsergV+7Dir3avSKK6oWv1+P34Au9mg9VndBOUTLAZlVBm1lrmlYCqguU8ExYDYdiqmi5LAOYGwmgeHi2saFkzQRejeFV1ymtglOAwxwACcI4D5ikih4K8GApadDHxzOpYm5OtxSQBWliRqqQL0E0mA9jQ2KLAQA6Ggs4EkCGLM1QOsOpEcrPAz+rDUGm+ITZVM/uesP4PqNnkZ4XdeW2fU2CmOsDNBVwEPGUDVhiUK/zi4aZqfhzg52LXqOoDAmBHqJ7gZ22rWzbTFzC3QRiVgMwBNBsIM6vPJJWATEiLIXSWsXCOI57THi/LDutd6lYWxnWJioLOviFe4JmRFmWyYGEFxCbqeY6cNn+++4COVVyYdBHxbChoVd8erL5/Q0F1Aepidk6RVjFfvi6M4jyQCLkSJgtb5cXjFgJyVpS3zFaejAU8Wb8AmDggB0ZePMhVTFadeV0Cbqz84pekMhvnZcC06DWbCUqzg9RqJiggXpCdxy1GyOxQPGO26sA1Mc7LADHSNQCcl4hcGZ+j5sZ6qnhdRjwPe3hOusux7d4KOph/RNopbu3OAMRpR+Zk9fEYWHxFXR14VeqQLjiDle8yBBpkTWX7ua7UqUjzHfyLlXuIAdYODYcAHHQxCOv1exiC7fqZui8KmAjSyv2+MH/UrVaHAc2PVF/SWdiFs4AddXRY2MjSHndhCOkooFsVxBLSmvBUAZcUUKFUQbWCA4OqwC0Ct1YFh7KA1gomAq+KgjZNGGengkuiPupWM8XaoGMiTmyc0GH+CjvFV93JExSIVQh86CRoIt8lI5ek1D4k3ag0DEHIq9Yo5JX72AGWvZF0M6g21uIE7G1BEvV51MAat6oPSKuFwJJKOSoIo+EMXtFVBMpKtnHptXLQzUFWh7Tq5iJF5wwARc1XA/DgVHlACLKq1ZGcLsCyMlan81hDEBHTGjonVWzBuTYPG0ZSFb1fV6enehWU4FAzA4kxJ+1P70wky8IQtxx7mtYtBVxLhLccRgUvLBuiekOgTEKhWmeKF8CLggtetc7IJNO13JbBwxVqDrZyW3VTgK5Ox5WN5yhe9Fqkpif7CnZV03+KqBlz144WB6zenOGi/8N2XnJqZ+tGIFtZMGcLw+tWUr09J1PnXOo/6s9fQR2cagBP/5zlxYrB0uKBaiiZ3s9MeWclsb2e1OLUTK+BDIxQCXOVJbRCn1Dkr9oJWD3sZ4P4YRuC0/5EG5fWptY3JoNPXsulOVfhvY7XzqUur9iy/qmKSjNm1iA6tuuRF4jYdb32i1gfQrQdWnrtbv7cxQHFAwJLdbubW9J3CpNk9O1aNmZNxsNr7j68gF0BEVDaXAFU79Q3U0t6H8BXsBMF9ryGzZzfvt/6Y3QJyTtEXzC5omGESjp3/d0cs9Q02HeT05/JqT5SK++n2kpqzs5WCi9aeT3PW7k7P3y+D0NIR0FLhMHerIyRQCiRUCZlP0z7oZsXL4sHXgLCi04eRUGV7BzO/fCEW6SHMvxNIXLODqnoAn2ugLxGFCdwZwe32AAzEJ/1WiQW0I9awER/th3PKcTdTFCqiuRy0SwEqgZvEzB8FgxnQXW6GNIKjF80DOFWRvV6cuZpQ0H9RAhnUSje6mRqGKKiBNIwhMXB4nOGOEL4MoNKAd0W7d+lgGrFEBj+muwErOApoY5e3y8FEj3EMzgPGI+M8bmAxCFtWklq0kUgz4yyJ4SzJVRfgDJYeCYDCwLECdYoWH1FrToJ/vJyQvRFs0PElLG/7IHFITy7LjDlz4SFA1xSKySeCfFZlIw9CVwC0l7bw7bJ5qWFIXQz9C2WHCwUxAAnZxkiejK2k9UthHDB5iNn1xXGa2CkRji4MpbVsniyxuvaCRi/MMpMKINDXjUJwL06iAOW2fUwxLTzmMeIvycN0M9TRD0HJQfYCRifGTXIlqzgBGUOmDIjfHEQ55QEUPS0fA4HjamOyiZabxGXWLrSoOOKTy8HaHWpopOaLdCoZqudckXAhbovJA6QbJolmTrfUzLbYiJbgHYatWC2jSTb71Ttfpn6PxBQs5oZhOaDqSkp0n43E9lKS3NWGhSz0aH659B9QDYf643sA6wdRcC9bWRt0mwEITNBs4YPQIRapP+NsxgcbyEQawNV68es8UQqFlgvFRABlQIU8/NyNUmKCtRqnytALoBzIFRwquCiIRTNkth8QM7az5w1TtXqlHC2E9r+1uQtUACBlpResrcy2+gLsKozaWOilgrENjDLa+x9nnWi937MZD8b9pKhFELSeaJjcDce1cbJxqS1u12jjyehl/nWNtFd+W/qMcCWd2nHobKhsp24ZrpSJjRmlJb/NhJGS4vLDtKf3+ZLbfN/c0VYLC5YqPc57P7USooLoVg5cclqzaxZ3avChGoZHN6t207ebgAD7QCTSFjVGW9EZV51l2qB1hJ489HQfHfqPlUDYbjRv6pdY1XkkFdbgMYFlIpOFYPofTp1rMUsbfHfB3Hb96iDJ7q6uGi8rt1XfUD1w5opqe1Xv6xG832KcjVJ9FrVKd2seks9QvMBxehnFY1oyGuBVAElW1DJuKDeaeB9Lfpe0QlMi10wZVAuOvO8A6WitLa1cUXvFmCwDZD1594XK9AU7Clrn9SicvTwQEkOc27+NlTH1KT1yXzvNiYNH9CxpD5umw+oG0P1TU7D+imamUntc9sG4Vbp82M7Adt9BC5oP7c4oN63+ZCC2nzdtPn2lKn3jbD0PhAG2JugmM0RMT1WTkpzE8JGP1sZbiU9AeWufYItNa1of5PhI7UqLtAxhtUWoLkTSAoILeYbMqv/Oa8BnrOYI7wtQBLY1qNBUgUupCNdfZeq6jxTor579ZPnHnRpCzDLtkvm7YTsgfOswVqRbUdj4A01jAQKWjgCu+2erXM5yZtAfIP5OZF1pqFy7aRrgevcTrcKNhOHk4CdmFWgi07bq5/dFqByNzlVNBIqFaWTIWU9/XKGiICy1xMw2WlXSRdoKXb66IIlZv18Cv1+jW3TXiVDJ5LHNk62mYrTBdROQIao3iiAmpzWs0/6nNXUuRtqyqlNdluAtvgotXETbUe3EvSe1fIh2YLr1eikaOPXvpNskSTq1+/zI23zptoJ2E/GDAWq+uanbeonalMoZOOUBtw9i95PzJ0gEn2eoP51Tnr6IVOfz/0EtOt2MM61/jZrQLY1oX9TipgkiwpkFehqyCqxAElJD354LiAB/JSN2auxtDIwamAIE+JFfZwSlWHhJ0E66MWFgJwY8VWzvxsKWiIhXAXxUjsK6pYKqmr3h1sFFwYX6sAFwIgv6ojHM+Bm6bINw7NgOCvL2q2MPGwaKrWjZto2LuggTIlkymTaLj/pBB5eCvw5AazhEE4O8XkBTwmUIiQYaXpxevoFhtsx4muGW51SzQy1dNcENzj13xoKer6pvXW+QkqBTLOegDkDVcBDAE2LzrBSIOsKCgGSki7GEEGO4UpFfB4Qnmc7uTeOJmeHPFgoYCXEsz5bvAjcvPm/YANzgvryK7yWEXgOKgZMGt9s/o5bgPiMfgLGiwIvjXgez4L4UlAjwV81zOIWB87aV8KENW2AUePOuqQMJj8pytvdn7vT1CVBSjrnqmvcV7Owso1n0vnibzDFOX1ON233G54VzS6DnXReMQRxZnExwU2KsJZRsPqooa4bIZzvF6BeqxrRnO4WIFXW9zxtpnkCysgmvKUnsrupP76S6SOxwL143PwOfvg066kyJVBVREk8w0ePGh1IIsIla0Z8ZOQdw98q8kjbApwI8UUwvtSvFmBFuGQNRDPASwGnaFzIDF4D3OrAycIXRa+jC1DgF0NgGRieC8Jr0kD8zqGMzkAYXaS8qjmpaT3SJ0+NGndzq1eU76ZtjJ8m8HkGHEOCg5sj3OcraFlB8wAJHlQK3BD6puTHAHeewfMAd1N7m1IB3Wb9fDMziSCXK+Ac5OUVUioktc9nQCrYMeo06yJtC9B7/WwpoOBBzoFSQvg4gs9XhFrhpi1NyM0BZbAxmXTSAkB4LSijbqJq2ThFF20BUmYsiBg+MWpsm6ZaCMMXXWTD89aH8VwAeCWeL4JwKYhfFtTowLek/bSPcHMw5JngFrcVJSVddJx1rPxNSehudXYCmjWxVrhU4SaPcE5KoCfAJY80qXVUoiDNOrH9TTefJuUYbHMVBsbPBXli5IGQJ+pzSpiQ9npKhpsg7a0asTi4RUG6cJY3C3D8UnoqGImZ2LNuCrtPguoFqcVFk5FBKvoa8Tc9LKgaBM9AeCEsCPDre03L95PXeJUo0lSjygfM75wKFQVCHghlAPxIWN5Ty1BC2bVQxV06UgTy6FAjdXaIWyrWB2coqMN6YqwnwvqoHbo+SQ8D1GCLyxNgtnwNOknSnlGsLdxOQGPR+x0bQEL9BKTisB6NBD62xT4iBJ0kEhjp4DEA4Cmi7KN2Yqkoo++dng8OMTDy3sGPzhZU3TYri/WBCMwM8c4Ape0EpN0IlAJ6OIFC2BbgsgIxgHLuJyCYQIc90nc7eEdI73bI++0ETAfthzwS0oFQLK+xBEIeufNgl3d0twCB9alC3q9YEI1rqwtNwwFOSfANQBFBiR7zez1J3CIoQcMnNRDczqmK296p4puRGtJeTdDmq9+joGGnltV61EndzGrdjAXpQKiDAhcgYHlg5L3GS2skmPog/KjsoGbhlDsyNgBdXIPyZ1vepzgg79q8JeSdFsxZvyvgmVFGslN2W4BCTvvyzgRNB0I6mRvmtU2c9WRc3mvIouz0ufSaQH5q+X4CYY/yPsE3v4XWqmhfFS0qYTuXS9xPFMe6c7iWA0YtnrNByA3+151LwKuYWdZsfDF7vSqsbY59D7Y3YoAFuMlKdanDrRuESxYfYrLBo/43lxqKie2+BXBJF2R/llT19GJj92QFTCgVcCr2twpxVcGcwOBV/T3OmjirwJJ+h4j0f1uAKGaO2oKSnPsJKMVCDbkAXHXBlaIZqu19YnWkU9aFnQp4LeCWDwiAB6V0sdvMN6D5gA2A2nytxmnkVXME3WrAjG2aVKF+UR9L6QtEfR7z0bLY87P1YwV7gotNAa75/tuCaN8DYKixmXEim09n80PnhIDc3XeTGLgm3QTlBLjmA5btJG0ZLt3XXAlohP1K4GCWoPmAshJo5e7XNcCoLcA2x3q2kPmF/R6iYbDWBjZSfgMLORnxwFBYmI+KxPCKFKIvPhKzouxntJ/NIdW/WTgAtmu2wbv7fOOAUvusKJRO7ef2Wenj3BHY/veqwAph+1y/97c+2xa/AGQMGHK/vm7f7es2ycigfssjsXaLPYvctVn7CSJv2kR33wFgCIJ9tm5/k/v3pQImtCt2L2nXUDbDmzb09turj4vQ9oxoY2D9fAestTGiu75u+Yv6HPRmHNv1dOxlu0a/tgB319+u2XzKxovd7t/uCbT+svliFkv7d9++N/PpG/MMd+0Ctnlw//ntNLP5yl+9fz8n7q/3Zp7KXV9ucUHcfe5X80y29aGfM3PD3vPCtlpZ429SdYQa2bj/bPldGnrYbHvRjKMNcibbUtvpSASCDoR0p3ozX1toA/f/+NvXFgIItP1uYZA3P3ObVPqgfXLR9tnGVMH9sxgThTQwZvErfe5GrdPvqgMPoru26+dB2/fbZ8D6Ib0W7H873dopV/TvYPsc2Xuwa99d6z7L4O240LY67/peWvLqfX8DaETpN/0G+VUeX6Pg6XyQPgektYuxtet+vnw9h766l75H/Z7b87RnefvZ7ee7MbTPt02kmZ5vPns3V9p8wld/69e8n2+t++v9Pdtcvmvr3XWa5Qe2/fN+Prd7i2y/E+C3jrPOsiTQ1sGas/bVAH7V6PuF0syc/hkHhdpbB/fv2CT+rQ5hnTz3fwNr+7+eOG+/c982ewbZOJ86IW2A2TIS+G6S3y2g3lZsk22b9PZMTq+h2Q5QulRbaI7temxryRZkkX4PYpMV4ny3YG1hslO73xattI2jve7GpE3ItxNZ++vNRnY/CfuY6W7e37vr320B3n/+/n9d+K0f26bXFzJ+/f03m7nYmMDmgLv7jGsL3SZ4mzdfzT29Du7udz936Jv3/Xo+426uod3jq35ujbyfs/jWs9mQb+PS/qll0DZFsMDP3wWQAGVy/ehvtLMaCPM7RgktQVfTc8oNWN5vcgN5vw1A87nKYHQoT/3od6tgfVBb2Y+E9URIJ8L6oA1KjxXi2TiUZNkT20ArF1SRqxoJeUQnKDdJiqbR2VHQAHDReyn4w3pAl4AQFQwQS/uhOsLdPPIxmCyHKKQsCgblUduQ9oww6mTnVRAiowxOMxkM8fXMEM9wVZQkGoOa+PtRE26fjqAY9LSrFTRHyBBALRAfA8Qx6mHE8j4iMmF5H5D23A+69WiUvJ0mxNYOwiiYoMJahOUdNGs72v9PGcd3N1xkD7J0LzHe44JgJAvqsdQa9BrNP9LwVLCQgoJeecdYD42MrSAF7iZh3qkPWQPBjzrZ00mP4xb0V8KBfrdxYEHA+qBJ0EpFgybyAgrIHBvzSMGOtuABVoBl0FQp5ZY2EEbHqIyEshOUsYLfryizQx2dhaWARkUD8a9AmLwH1gfbuJwlIxd9lvW9hstkVJu4Dg51qAhPS5emTzRgfDfDl0E7QWFofYDqbLHZguMEE1BqcKryL9FMkqGiRIcStcOqKApKRZkufSshRaWafV0Gy6q270msKtwaBMX4gY0UXizuB6GOgJbB7ue3XYaq0tRaPmANgJTWbqiwDsGUrE2iILRrMqg43TgsI17bSygBplytyCMXPZEcCzgrUqzoqqiTPXrNHBmCUc8KIKLhCq4K4ecAGBdURHTRAXoqxgA4Rh088khwA/cxaa/7fmi1KXRToC51T15RPnHQkEMQ8FCwiwm3ocAH5YLWqnZiGrTzyrDdh1egDtJPXx5I47BxM9EUIacehqim7N1OkObm1P4dsvG8O13MZG65lW0BllGfgROhDGJzz+bXaCEDp2W2IUqOb31TB+lqDq3gTR3v4tWjZs2HaPX9ij6HsFEQaztIsDFhnN63DjqONYhJtugpJ0NVfuqgvMdaScsfDLkzj/LiMcYEv1gIoAy8rXCvC7BGYH2UjZE/mGR6JJSnRksBwj5pMigp9UHjgC2IfifKtADppAujREI6qtxAecgAAfFx0YwSr9VL66Qk2LajtWvpznY3UC0M4Szw2pgwddsI0tFCLDaBKXMP9Naouy5nnXhpzygBJklh1/F60oD1s1bQpwd5VZLCbL7mHzoClZ1yJb0CKnWvcdD13QAfnS1AAc8eNXrwqgm7ddAFnB4ClkcG4LE8qVxGe+WDLb5RUA5NAkTvW0bZpCWfCuAEiBXsKx4fb/j3p2eUSl36XwCUyvgohDJ7rGipFXq99FRVqn8kW4g6P6rpzqS9wv3NlE1H2cw4Atxg7JSooSEQkB50gndJilWvlffYMnDsc/lQta+jQA6mRB0ccMwohYBCKJMhbiygqidgHSpkX0ChIrGS0mmvDIA0eNBeC9z88HDBdQ24hgGLG5Ql1AEV93YBMlAOFXhIWJNlqeyLckMTIT4uEAF2o8K7Nz8gDgm/ezj36lF/AfD7B5Ok+BpR3Ixf25g6unbnf8j2exOfwdffvUfl7lE12a7Z0DeIzt3773x9/2+17bfuQ/fXMZP7DbLXUMuv2/2NZ6ev7/n13+4ksDpSim+//6uXsY9Qf33f7Xq//exfP+f2j+6elbAhRjBWPnd2PoBegBX3Y9nb/9W4f/36Rvt+1Wffet0/4933vkZhext+Y4x+9Vn7/Da36M0zvBmOXw0Vvfn9DcL8W/P7Wy+hX71939ftPmyf7YjNhmS+uVZrzV3L0E/AN3oud/3Ur/PVdd+M85vrfOM7d5/5Vtt+6z5y97feprv3pKGNb/5O33x2+brdb8cTTRznHhV9275vNdpebO/z2z+/ffZvj8v9596gyHd9qp+RbWbbeDFV+19Hq8mL3COp23W/Gvc396dvtu9t/3z7u/hGX/4KFe+flX/yOm9/l7u59XbHpG+1rb93f0q0vsPbf7/x3Td/I9l+vOvj1uftbz6dYGYnda5b9fhKFc1YFFFQdwqUhKOmJjALDrsFL0LIVZWxqRIkVtVfAToIUwOpOlljS5wE5VTgTqpy9Xic8Gw1/SZA9V6sjnoqXn1UUdCnDoI6VpWkCLVLUoj7SpLC2CD5oWgaCisIkxbrTdbnzPsm+cAKAnxtggb1RUiUPdH9ISMfNFZO47VSbapoQbmSpH2bD2piqiqa3p8K4D0ZkOPMBHXaR0enqmhFWUNWfRqAghHFxoR2BbmldkDrFcogSi4+ZrCvCKEghIzvDjf81e4VVyvtdi9JsSSPOQTMxRospGprp4TaVNFMAbtGnSslaZ/ko3QQJu/rG0mK6rmbkC3HMx+NBPKVJEXZC2AluoWBfFIzsiQCDRXDfgWRCu7ujkuXpMheJzWxIK1By8wNBWGXEELBJKoJM+ySlsvzgnG3YhcT/t3hFa9hRHAVz8AbSYpkWjb3khS0Vy2j6+wArxoxTZLi8ThBhPAwavLmsyvYhYzf7c5dkiIVh9/vXuHHTwLIlpAL6OQqg/ppVBnhYgsyEMqONCF3HLVzGVh3AXgNiM+GMFagREa4amLlpowtPa/M39T2z6tDSgNAwKdCkNeI5Ksl5BKqU/3R8EKIrzon0myq2iOpMG+gLSF3xl060kZITqtWaXKTvjd+FCUZs20MB2D3SRNy/azIL2dBHqlvSnlHiK+CvH8rzBuvCh65VScUCIgvGdUR4qcZVKsm5JYKmkZQ1U3M3ZQMrrqhd4TuUiBDUMGjdUA6MIaXAqoOedoWYLJnz3tC2fFvJ+TWiOoFcxDMoSJbntqfnx8QfQFzRbVqPi0h1z9vlLdwJiyIylxagHBR4n2Jmy5o3mt72gJ0k8MbYd6mC3qfkLuoyBavukG7pD/n6S4hl4E1OWTjgtYomlALgG+M2+J6TqCbFCEWJ4ifGWUiFZE6OCSvSd7CwLTXClk0M647j2lUAEZ1QSPqRRNyWzXj+IWNBtnmgiBPjOvqED55VA8kK4nAifDJHyGVcB61WthyCzhHrcJcKsNxxedX5dP5RjJV5V/72aQGaoDKDgRFtKT97gHxRlFhAYeqevnB5p8AEqSTf9sCVM1INQHq/bWCHce+Ivmq8gp2cok3pDWYUpnoANdgO2nV+1YRSwKmbmKQ2D3sflRFO7ad6AZNF2tnCbpBtOcHUYefG4+yPVPthO87yFzuFOCCgTyBNdDuncbyrMZA9QQOTsEiUl1QfU9PBwnOeLGtPRtHtr3ejpGgWj/WQNonxvOUYJIKoYJCRfAFO58QTSlNE3IrSmVcQ1Wl6bDZxBIssRXosHs1WYqmUdOyLVpGfA13ciBQyleF9V9uFpFsfhpptAZ3/bwpYyt6W2H9bHNPAqk8RHMrvKib5mxOtLllz169UzDKtGYlEyioZMXgtZbi6guq8+qyVNGxCja3G1PM5DcoVFsLotaXTXXvtORACBtY5EPB4AqqFR31vmBwGb5BwffUm+rJZAkVYSOTPlAUVAEDGqqiTSSIMWMaPMpgAedqn83UE3DbTlhGo/BURTLLKMCgGh3DmJBXB/aCkrRYiARNii0zgQfdgcpowryDHjfK6Ff4GVWRtMZMUHFaha9bRryQQfiWwqRhiBZyUBZ7DYC0MIRtSu0zZUQPZwgLctbwgOPtWV1slXNVaJdyBURQRw/OFWXcitYoRU9QBwciRWNrdBBPmvXR7mvQel+AFn5Qc7Oi3IchRrFFoO4AvIBj6H/GagAAIABJREFUgfMF+2HFQ5ixH1aMPndNmGI15xOAOlsynwAl6fXV7GbwCJTFkGBDPVUIGKZ7YyEi3k7AIgAb4lxM6a5GNXG3QDxBVgstrNSVsZskJjnSMMr/w9qbdjmSJEliona4OxARWX3M7HK4+/aRS/7/n0VyuruqMjMCDribmSo/iJq5IzK7p3fJeC8ykAD8slMPEdGFA1urIC4V1lispyP++jgbbspCraE2cwLGmamXqoI4NcxLwetEmbuqpzoYCurUzF2Swp83sT3S1JjGSAZZGqwFmATMS4EZqzMHoSz+MvEavWbExzzjbXoglVdf5X7qAxrqK8VwLPOBbGmwGHF5eww5gy+uC7p1v8FzIDVQRcj7Ebp3P8GGD2ivFcvrDhHDn19W6pVExQ30ASUp8yZNAAuehmDDYlboHLhjuioa1bN8d1Lx6kgGfSX5tTM2SGnx1dx1QcPOFbZeZYTw+4CnX+O6oFeyIwAH2oqnZjpjXwDR4CxxV+QOzJFRF9SwvwV0CffOKNf50AWtC03v/S0QvKBA+UKftP/UF2WfXBritY6CkIDnurICTZDfdsSkmHLFlBr+8/UD/7Z8G5Vjuw+oEDy8Cu7HSfqiIiO9FrLqc0IZPiCfKzTeV31R+tnR0F4Vhy6owbLXdpgM6sJU7Y2roXZw9cYwfnuhGdBzu+2tIbxUaAmIk+L6Qt9qDTPLYmtAawGb64JKNNQ6wy6NOc/rjilVfDdBCIrLZUcMiluc8XLZ8Drv+Lfrd3xLyyioUmt0lQChKruLMnF1NcSXgi9vK37bIkJSLNed1ZFqxJ9fVlQN+MNCfyEGxWum9mgvzrK3iP/18g1p/wP9ljYfmhrDpJkN8ocdNWUgK8LcMM8V25Txn758jMjZn5cbBMDf4OalCua5YM0zapiGX9S2APtSMCrXvlVc3x748+uKIIb/+voVIqxm+tfYcJ8npNQQxfAdQBWey64NcW6Y5oJ9T67kFRGCotwzUAM7X2liaBPMbxu0BdZ2F8NeJq87wRW2XrlT6ux5qOw752LD7tcLl/F6MSTPA0rh4vVZmh5C8za06KY0PysvrN60/cI6DeZBmDyLJ/o9sT/TXCddiyfdfzGXbfd+eqnsk6Xi9bLhW+D2W+KEcKnIuaG1gD/9csMUaXZeUsF/e/kN/8fyFxSLeI0boiiaBRSL1A3dF/zfxzzHLRr++MsNpUbc54wtztiRYJOhTc7TuxjFeBUUrn2h/LuIQQTY5wQtEWFqaJkVcvMrnb9WaTm1PQIlILwUlJhpLgqQv2x4vW7Ya8KcC/7lSkWs33PFv1xv2FpCaREf0+RygIrfVLAsBctU8MfrHXOkqZ2j4g/LHUEM36aCPy53fMkP/G+XX/E9L7gmqsXdSx650V+NgcE+IWOioO9/fn3HXhNybPjl8kBpEVtN+K+vX6Em+NPE+7ymV7ylDf/75W+jQi4A/PfLX5E6dSJuh+iM9pyUsFF6eSYFK83YHnAveYRU5zjjXhJqcb1GFaIr9jicWQh3mOYqVv31vmXc5zy0Ge8ls2ZbySh7IvUjmOuOikdsA5oYiiToHlkvsDgmcw9AE+L5FK7nKNR67NqR4rQa1w0Rk0Gh6bqfMDKcu9gsERZcpUPESRf00MIJpx2QDH2WIRtUGTVSdpzG0nVJ++dRDo0VC17GzXVHomvnhB7oBANdKkCJhkdKqF5rHYXBqwrAasB9z2iJg1whuNUZ77rgVmfK6EkbNeI/yoxbmUbddgDQPVKztUb28e5VqYAhV0GkDQMVpjZKgYnvgOqTSwFqaQZD6yXAXBoDhXo0mlxj1v275hIapTD4citc/R4lYS0TigYOftdcqarQLaL4ArCexlRtlASMQXHfM6bYEMTw0WZ8rxesNbNEWU1oyqBJ26kQZ01G7vSR0mgnTYJ7yigtYK8JH2VmtDNw8+g17T/ajIaALA23OuOjLUjt6pE7hCeojc60u/OloDSBTA0xK+al4AHgl/kBEUMKij/NN9wr67l3WNOcK8Vga5+AdM7DtcJaQANfX64bviwP7qR+njlVFA0Irjkag6HsCdU7Sq4VaapYloItZuTcsMeIGA07QHU1of0epgZrgnnZoRqwgWZzW+NQFdME6FXR7kQY14uNgEJbbNj9elG0ItCrslY7gJDdUZ+Ine7QrOjmbLkHqpoZJ1Q9yRWUPlkbACHUzCJN1uaE1Hrl/YSNuEW9ds4NIJeGMDUsS8GXy2NENx9NkOaGPFXUGvC2bJhTxUvescSCf5k/8K/pHX+b3vAWH4c0vUX8Nl+RguJeOAHNqO71Zdmw1YQQDGsTiuVOni5IQLsqcGlcfKNhuhREV7AWMTxAjGrKDQVMFcwX+krFicstBViMNKcbTT0EYLkUvF02bInwrW7aGYA/zHfsGlEG7o0m3+My4XLdcJ0KfpkfuKYdW4vIQfGnZUVw7tIf5xW/TA/8S/4YO9OjZWyJNeKrBjwuHGPqFaRiVHy5PPDHecXX5YKcGn6ZH9g14lEb/jzfoBD8Kd+4UJrgS9rwL/kDzXfA79OCf0nvSOa5E8u+c7m5ZZmRnZgUNStCMqTcMKWKEiPmVBFgSIEir3OsmJLj6SRgzhVbTqgu6MoJAcRosKBoJSBGxewRuSCGS6SJNMWKOTbssQ2oVEwNNXOxCCdB1ZYCpkSMXYxKc0ZwXC81aAiYUkMzHYreNR16M5oNlpS5quTR3lPUTeyIImoOsKSMwPkA7Sa7mAwaSo+yqqt4axJIYMAnNDuisI6s1wq0zJ02iAfCuhhw6kK+h9gu0NuBfTJF5vgAYM8JKTdk1/y85IIcKD67xIIlFCxScA07rmFHEEWxiGzsy2psr1416Z4b5t63KnikjJaNYrmJO6ElRsOtcQLm3IaLImIoiYM7JkXLxEjm1BwVgtGWanymlikjL4FiwVPkd2cX0Q1iuCev7tQUQQyL32MMrAKVI4+7ph2Lj6kcG48BXZ1rKrhEtkWJEZe445r2MY5zZDRzShVNyVzpwrrXVDDnOsz76KbjJRYoBBeXzrvEwvOGDQ0BEYqL90OKKzFv8SHD1AqJkSqdBNuSYWukJkyjdmS5Z3x9XJ4y+r8/LvhY57HzNA2sk3Zn/s2EVUtrct9sjSgx4yMppsRJdk07fntcMaeKb/cF942mgIhhv2eWl1aw6mm/l72bRpHBmnsis7yDsSeapLcwwTSgrswBpZUCPB0LWiUirb2Ap0Ayo6lCu41+njGfBUT/S/Mr3RkV7TIGPD8DNXnljpZWfSINp1GfkHnAfDc3Oc31WMNQ7I5eZ1FnQe08QQAaEvZ2wJruKyNG6uWZW2Vw4ut8wZQqtpZwSQVf0oa/pi/46/6GNU2IUDRwtf91e8F7mfHuJcjNBNs94+uyoLSIxyOjrQlxDRTmXekDVgTW7fOo5j0cyBoRoDxYW6JNAbbSB1zDzOCcWza2R6AIdsmQNbLKLoB7JKqk1IjamEcDgK/3BUmUO2CLeH/MYwJu90wNrBbdTar4/pgRPeIaRfH1wYjWrhH/nr/ge13wl+0Nvz5esHvZ6z6OS2JiXn0HZKziBe/3GcnVuYsSyPC364uXe2O//Lq9YNeEX9KdC500/G17xV/zm9eIBzu5s4M1CsIMtMIa8fEWuSNUwV5ZI/739TJWODPB93VBWVkfEE1+XiO+eI14FcTVa8SHCd/6A6VXfL0vyJH1vMsjoXS6zC0hfXgU1OSpRvw+RWAP0GhPNeKhoH/RWMGUNeI9WX0TpJvnmTx8/9Ma8a7kzXxgQP6glZBuMpLH6Xb4j6NG/I3FWfIHJS3yrTIW32vEXzPynXqiTzXiPQoali5I5TXiP1wf54QKq4jskxY42G5eHWhlBK/kANQwasTPuWLNmTXi84q/bK94adNTdaS/3V+w7pk14j18bbeEj3lhdaSt14hn9DKuh4wIa8R7GgJAO1VH+mmN+OA2+EDCsMZHA5A+Dh+wxowVQKth1A4RMXysM4LgqI70qUb8roc47pQaPm4LQlSokcXycacP3GvEv9cZvz5e8HW9PFVHah+JqCzfoFo0vPs57reZNeKBUR3pXCM+iOK3xwvWOuEl7qM60l+3V/wh/+K1ITxydyY2dkIjRQ9t6PxLJOo+BfUIlyEGpgokeIITDAX3+hAjKtiE8CR0jVEeEwLrTCRRRDFEP5f0z8VYCdXJBvQN+Hk/h/l7BzHYQPa8J3t95RuE0078HARQ91GdM2ZEXD0RUJ9+3eXQ+Pz+YEJ08mcCUJ0Vgn5ecZSHt4Ph4Du2PvHOvxhctufaEHxeiWz//oyDTBvYVjF6XYjI9k1BkYU1IZIogijUgvMYle1/MnUhpNBYUGhwyN+ZsHxqAwBHX5yCMObHcSxxfB0McRnHSXs+Z38GCQoJhJL1HSdGjr1Rl9OjwCEeIBHpie/YfKxxfPUxG4NiCg05NB9/ihAUMYr7r7SmJBgMApiN9s7jnGxXC8b7E4WKYIonkzgoUmgIpkOSfg4Vach8nxLxlBKnr3JIf7OBrLHMV1UWHREApcWjQo149NEpIn0HYcIZRIX4e+K1vVtj0GRXhsGlGdTPZyJQj2iO+6sk0fZrWOBfLkN+HTmu0a8D9e8J4VPBo+bSI5FdpbrJeK9rV4qbjuO9Lqfent/rMvbSzGXU/ZzV2Hnt/MsB2HVQQuX7oXJBCQADOCrHfXXBXLAdEAFrAdo8+gsHGyj4/9G+hhrCqAe/acKuEUkjsgiKBVSlXHrtfdl/1F0S5fu9TcUnzPOvT6b+VzDGBJqQftX4gXmfSaOLQjHm/usz3zgG+7Wbm6EA76k0yso3Zfm1gez2MdhLssVGvCgAPp+xXWqLI4jT/1Yfz30HHGPMkWImbO/SIq8RwshFagsD1LA3BrJKi9hDxK4JzWTUB9w0IfW667HXcjeu2q0AWoilSzdHwpSI1mj3r7d5RLgMrIMtt3gkwCvrvOebN/4IzQfHggpzaiHhHmeIGL7GC9bbzIDLLUM2FklBMKSPiPThk8xAPl89sKA9FB7vMrCgMPpo0oASouMFuUikFUg3x4J67fV0M/pzZm6Cei2GYYKKF2WRUZwlFNDcHCYoV/e8chLlW6XA77qjU46kGaZbpEZpICE33ZuDsRvVuWuERibr80cvkOOD8rQzaRU0BYrS9ISbx62xqGqowD4RX1s8OPO39Ipf8gO/Pl6wpukoUa0B39YL9i1Bb0cdtHiLKMsEFIFsXnTnRhB2usPV6/pC7gxxxGGJEAsaIJUpjY4FrRJHH/W2ZKqJ46YTci1GWu9VUCfFB+ifljXjQzAWf71zwDcfL8394BXAFpX+f7RBit2Hnxjw79Mb3vcZ3+4L1nVmMK/n/W70dzs21JKhGPA9LrA1oUXD3YQ1KErAb9cr1LhJAcD3x4xHTXjNG6pGpNDw6/2Kf5++sDhLXzVHdaS+e/QV3/8iHruXeW4P4VidQi9D5qvdWMncxD2fjysfd6xevqwZH1g1YChUaR9pz8dJk2M3jX3lPdTbus5Jc3ja2HVPu7Ho+dn7LmgD9T6e23y37Lukno5V+nCq/fxsw1DN29F3OFdc42v1Z2BukBCnkyKYGtA8iT3ujfcV2mn+NT9/Y7uNvhw7preLQ6jUV/2iAcW4gqegIxFffcUf7Y+jfdD6APTrnK2B3lZ67FzSugl7wAKlubXhO0lX4fuhH+w4P3dPG9fuuTgz7kzajlruXXsIOI0dt35MZFgIpoHY4cbnrb5L9qCL+rl6fUCcn9mOc6q6dSUgftaPa35/PQjTWkCLgl0TOYHKBP+uEUnOpv7n1+6+dYKnwMYOxJc0Ecw/f/o+8PTd8zkPsiRfU4bUG3WcS8b3zOzpvOf7/OE6dEP93vAjwdOej5PTMWLn9+2JFGv2fIx8uhc5HTMQYT6QTnH2H9tG+nEnmb5xTnt6ps/3/8Nzne/lU3ubnW8MxNn2W7GDmGu9P07fPcbAz9vqh/dHH5o/H3441/P99XPJD89r8vla0kUHxlvH9U591M8HOyasf8eernUk19VknM9Oz9H7/8f2lp/+v1/vTO7tr9UEKsdnaXRar45r/bU8XfDH127j+QU/DwDT5+/3B5NxjdNnJgzMeCN17cwx8PtAxnHtoXl5us5TB+L5fbHnZ+orrRnGZzjdF07f++kk+MkA/HEh6A8AdNZ7n6THhDt2g/551xw1PX/v03V/uLYcE+yn9+PBHk8R9QFXlQG1boLaP3g+OQ3av7u4ndvKrQ3zlJBoXwjO5z4mzs/O1QHQn+/JrL8vY9H4PJHP42c0W28LOcaujTGIHybrz9oRXXvm6TvPE5rysT7pNDhC52h39c9TW/rDy9hiO/KfJFSaMl0TRheaK2kpJHIHw2XesV8SYWbiDT8pmspTfUAEMgm6SdEWQBdFWojTe1027HtESopHDV5OS0mavQRXUn5Gupsj5FmT3AAEVs31DtXM+28XEiqbUTypXsBgTuzPSb4fQJRKp820xTswYQhU9fcAICSaJzqBGjCe6yM/UZCuidWc3AxtS4I0qoj1dummY5tZG70TcjUJ6iWgXliTvl382v7TLmdCboXWk8kzG5EqFQiXihANeapIjtr407Tit/mKa9qHD1iNuTQR4LEdyJJWBXJpsMJoZiuCtjEuACPnsC28n5GGuOgBGgj8pwMWOOBAbK0dYk8WCAPsQktdE0avCiyN8YNJMTl/b1MinHrwo3Q/NBLVRMB+Q16Ii133CImKeSGh92GCeSm4zjt+me9ESGlAKRHNa/mZAu1BMgJNZ4+8XyqWy46PJQPJkJbCoE0KeF3IenibN0bwVfAyFfxpXkeJ6tsy4Y/THWnwuXqxROvoCxw8rOSD3LlVmg1zbiMIs+SKW2poyZcdFZY0dg6W9DmoNmgd6mgTZB3KXERzNKSo2LOiNYEkzwPmOPhjOu5FifVM5LORR2d0BYSrvWYwPZLMS1Nxe+z8tT4ByacTaD0QLAE4yj7H03eyDRYE7wdevMMGFK2LCmliOFtTgATzYjGsrxBctKoXK7Uk0CYI4pWpzry7E0ez/wzEUjo4mef3ydkUpKSIjprpyKNLJDrkzIaoppgzWRVbzmM3sUxEVENv06MdOpudyB5zPVS/r5H6sQMx4/lkiN/faQekkSDOJZUjBZQUISuxp1kH4qdklpSuwdCCDVC3ROdGZvXvEwETMlMMKTI1wZLUFUuqeEk7YWcpDx6fqgBBUHIfP26xRLZ3jo3XcLWB1gzVZKB2LolImCVXzKkSIWPEiM6x4hJ3pCcgcTcL3XQABNVlAgxHfivsRKBAmFd5JAdiF0YYxYMqYXd9Rb/vXsRT7AAxa+GKIwAeNRGAnZS7aXEH2/X9O9sgREADuCLuAWas6WeR3ztLUjAgACbkFYcGZQdDR4ffeVHIXu4M4Moe4nlR8iKU6VyjjiXSAHtCwsTiNQR2VrgNe2PAxiUn4p5Y+DQ4AqYo4JOR9QbFa24818zr/QUAwdXFWpQD+A4HR/uuI5W1784+3q1OuLUZ99oT18wDdkmKfU9EpfTr7IJWAtuwF8vc2baxgODynffDFIgQ3BDd1BPSjEI5ANwQGcpjQ07R6/2ZFwjtkhRSgoO5maTfM1dF3SO2KY0dUP2eJRoJBIlg9T1FWAbaTpJ0yRFVmNTfc8I9GN7LjLVOBGLvPGcP7vQx1oNHprz2XglMVxWUlLgDloBHJSj8Vhhhvu8ZAuBWJ4K0VfGoGbc6Ix30lsM/6oRKnQj+bUphUpu5pTcA18uO6In4L8uGrWTc9mcQtCqIROidH42gXX+QdqXpdLmQD/jL8sBWEnGbTYgoy0z41z2gluM4m5wEKQZMCvXEfxM3LYWTwSYDGmAXJv16ELFemJYgFpRcv7pyr64XDE0YmsyAZaA6OblefUURmkzUSfWJqAACWHItAu0SoY3+Bk3PiNCCm7vhZIImSipGQXAirrkMRl2AcHFR5BMdqV0ImMdC3ZN9mKBC8ysrrAoWB0bPuWDJFX+cV/zr9I7flite4mGCFgv4viykde2JfWmM8M2XgpojWoxoVVBLGGmRruNyNkHtojjzARVcwDqAG+J9YjiYGjuxuO2qbhG4DLw/X8sBMTe8XLaxmLxeNkLUNODRR3JQlGuEXCrS1PBy2ZFTQykE7L8s+4CzvS4bXqYdf55vmALruFdnNTAiLNgukW3ZfdFoyJeC12XD/TohRMPlsjOyGSN+WR5QE/wy3UfbvuQd/zJ/oFpEkoaPecafphtSF+M9B0ZG2NiDHGSwmwdWhKBj42ok7ryP0G3fedwhHSFn+bTD9snuDylyOKlNBeYBAVMQKXFy+FmZ9xR9dWf8nLroiXPrzn935keKAgdT346gzOfXoyij+ljST9/t3+nXNQe1e6HKEUw4pSHQA15urh6FYGSkMUSNqZwRfLLjGfvPCGx8CsOPdmC7kNLFAdsDMMVBDyUEZOhIxDfzNEQPYPj5dLSxjH49F395uqbYCMD0xf0cwOjP3RfijhUeqYyRphC6Dz1C6eNCR0EbgsO7zJ/hGJ+DzW5MByTzY4WxCYDnOQJStAB6En0EZvoz919fP/q5aaF5dLO392hnsvQ7q6Ia2zeA11ETpPzBBhyiTMaVqosyaYrIH65gvUe0wmKQt/fFCZe8wONjhnzQNBDlahZvTJ4PLOgOQGgKppWNUJFwDxRl+i0o1o8ZIRrquyfi3WdL3yPSe0e3+L0sgrBRqaubLOkuXD0DBzQlKYCKdFxXKPqT310x2gV38ruNCrttclGmcmBBQ+VxIyEv5PHlD3AHLHAsKDB9MEA0vRegGeKNBVB7rm96icgfjSZwNcRHpVr23iBVEfZEEi8Spu+BxSWjD84+rA2s8FrJ2g4fNMHyOwMlXY5jTxNKMmxTQ0oNKSje8oa/rG+4pDJA19UCfv+4kuP2ntGd9/QeUaaJJbS3gPzOdugCS13GvUuNWASqxcOHk7MoU0S6s38KiBOWUyI+7gIor2Guy2PCXV2aoGbFe7cAbhnvJiMRb+dE/Dt36rYH3FTwiIr6QZKvtsBd8p7RmmCrES/5Cz72Gb+vF9xuC/mlngeMH/TJ++KrCShN8FUM+Mho0bAqKEmxB/zt8uIYUwLBv60X3CeqD1AVreEvt1e85g1pgGUFOCoZDavxCCOP7xET1ycf3Aw98gsY5lnHcB1FM/yj07n779Co9Nf4dM1xj6dOPT779PnJ9OmYyH7dcS9ynMc+PePna/zs/8d5ZFyHn8txnt6mfg/9Jj5fW56OE4ziIL3t/DzjmfH8DE9tAGAU/+ifeZuQvUKwcsBBFQpuIgbYgBc+6ZSer+t9+vO2s/F852c8H3M+rrfleTw8j7XTMwYbVK9jY+Vzc5cE3ZHz/YY+tuA45WOsnevwCPDUFs9j6idj2T8PwWBP3+Xfs9YqT9HPza0/iGNRYUjNlca6tj0ghxLa5H7gfkQKbTJoNcTURhpiyZVyd12FKzICpRNX4aGKZjLUznTq0Uxy+0QMc66IiZHQmhOxgpm+hLrU/Yg6ep0DNTh3D0AE4WmCIw3RI3OTEsEwNFy4y3U6kiVy9cSl8zQDIh5q11N7nJTi+k/L8JoNNszalpmG6FHPkCnT9xQF7cVhgqcoJo/iFZJXLRJm16bn63OWPfeJZB3qcuYRSp0cwJwbQrTBEbw4B25JBde0IwUdJhKJ1AG1q94ZoDnQpxfALBxcxgyoB7y6jhC0q9g9A/HVK0JRo8cnYebEOaxqXpD3jgPkPXE8AQEyHfUsWg2YpoZaDSoBOvFMEoxyH87h7GOqTI1cxanScmsB01Qx54prj4JOCY89U03A0xCa44gl0EI0yMTI5+bR+JQbmhd7nXOFmuCaGanbasKSyD3sUdAeeQ1j0Tj/7bb/59f+94xswKePn9+UHz54OvZpqz29fX6v+w7/0cV+cq1/eMzPnu0fHPezZz7/DJn7f/idH893Rtz8U9c7n+PTMT9e78f2/dlX9fSdH9r+/P7P2usn/ftjj/7k3n52U/9xE47n6fdj/8R4ev78+f9PCJXuS/50fH16/TRHfn7MIUX/+f3DvEjq4kLthNE8dkCvALMT2GuTMeLYBMvUDk2Y5AJA2VdNFciksMLqMcMhN0roieMqdVZgUl+RyNyeJuZs9omaHCMPOEWXsfPdb+KxhsB8IMCdsgnwVJzFWQeZeRyd+g4oY5XVTAU4nQTaMHac4BHS0SZeWKS5bwXwucZuKqAfLb6LJucVBoEWaqS0meW86GPKIOSK0s8AgBBYqcmCjCI5rf/O7M2RD/U+iZnKBQCvbZOrokUKCqXEHF9ODS95w0va8Jo3LLEih4aiEWoVy8RVepuOLd4m8xWeFofOwatlef4y+FjJxmc9KSoM87wJ4xiTQqornrnCQY+KMmvEe1e3TizwOeKkUAHi1DB5HrBNVF6oMQz2Qgdat94uk2KaqNawTRkSdGih1how54JrLnhL2+AGrlNGDTaioGXiLjeioMmQJqo13CbmGqfJ84AALplSGy+ZOaNLzrjmHS9pg1pADg2/pSte0obUJo+6VXmegF7SqSfezc1FyQorlIEgF9Dwkne85/noNJUhZdGdV0YbZQwKLUy4holmURBzsVhK591Tg2WeR4JhTzqCJTaZJ5+Z6pDJJ2BkBFJ7RdVTGkIm6pWoA3I1y+jkJ9HdKsPE6pMLnsDvifD+25dx9fqJANCl6Zufg6phxnYwJqRbkOdEfPDrTozgqXDiUjT4EOQ1N/v6wqvT0Sd5qqgTgzA6uVz/xDREBzfMuQ5T6C1SJ+USC7IoSmAU9JoLmgas7haYMfCRpwqUCJvYb83Hh07mkvNsI4nugkw6+KEQwKo7ZS66jEAzzlRg3Qi14Ml6HQAEEwwzEsKFYM6VNfYqTebYIqoYqstehGCUUckNKXPyLblizc3TMX58i7jkiiUVvKQNxQLWNGHJFRuOyGbxNoY6DtXN+TlVaq16iqeYjos2AAAgAElEQVQEtv/FTc0ubXHPGde04zVuQ5Sp/z+lG/2q+HjeAaV2MV5KNWgh3UJVENYw5CdCYCet6wy7JfQEeK2UnUirjB0wbgKLZE2nu8BiQAsJayAd6bd8xcc6U2RpnWCPCHUfMKwR6daLUwa0yskku8Aq1bQQgbBS9s/Ed4mdbIEaEulIK6FoaT0x4iduZekGpLsBcB+wYqQXOPkpqS/mEvdg5C6t3AnifoTY88ooaL41SDWktQxbRKohvwbkm44dMN35vbgrpCikxiHNntZIytP0HIUxkJKlJngYIGsCDEi3wFxgZUT4MTNXVWrEPVET5S/TG/5yf/vBB/x9vdAHcukOGGlOj8tEsdqtM/QZKe9RUM4URrgtCOmZp8BHuPfaEKSEmQhaSJyfn2pDVPiY80WwpoQdAGqvTcHAxmOdONmqQ9EeHoUPhnCjKsDuHMCtZGxrJonbY0KPR4aZYG8Rf5nf8H1f8Pvjgvd1Gcx7U1AeI4cj7ZMoMvUtKtotoyXFB+hTagn47X719Aev/fV+wVbTkw/46+OFdKT6xkHRK9kO3OPsK9xrRZHEnWtShKVBQ8KfXh+DDf/H5Y6mgm8qhxhSbihhQjEZSBidQDFWBTler4r4RoFTAPhPLx9oGjCnyobJGTE1om1qQPEFtV15L3FpaBu1JtVxfi1SfpB5Jd9xVRBeC0wFNTlJcqNuer+vLsxriXUiuAg5vtHhV9QIDUdFYOmpFS8GuR+LjTRiH0OJCM1GbrW+sBLx/toDMKQ4saafQLfgqmhM5G9vAeUVkMZ6imdd0PaqsEkRLhWX6w6nKKJKhs3Nd8CAl9cNObIo55Iq/u36Hf9l/or36+KJeCJhigVsNeFjmlC7spwBBcDr64ZSIsqUUAGIxqG8HRyc0F4d6RABvNShCwoBNCZC0LLCkvNG3wpdCkewaBHKVlwbCuIRxHktWK4FrQbkqeLLlSp634LhD9c785ktYE2z74CKtQTEa8U0UTN1OQl3fVmI0XyPM365PPA6bfhflu94ifsQ5t1KGjnCjxooOOUmaIiGy3XHn19WbI+MmBRv1wdKjdhrxH96+YCa4A+TC/OK4sv0wH+5fB0VcndN+K/L784HNAzQtEM5CYYNAJrnbwJ3Gmsc0NVZ1uZ2c2mRn4sNaTo4H1B6YvyJx8edxZqgNELRtpr8vM5IbgKRQAxeo8/EpLbQp+iM+Eo2uIFsffT6ECZg8RNhjqbJ0IsZXMXgO92J1R0a22Aw6hXOkJfn76J/h+3Vn9XkOEdozEOSZ2iQRpM8OPfQrHP3nPHeDla8QsZ5B/P+nIh3np41Qa0B1phAlyrASTGgM+JHO7eEh2ZsLT1JUlQL2FpyFEjoG+A4h7ZAa6O3gxycT2lguysIknC2PnqapisThCNPa9UB6YPJ71WJez/RMIE27uitBaKIGidsa2FMPrLYe4AmcLesATWQ4V8C/cTOSujtsbWIucXBUN8bJ1HVEyO+Usf0ADvo4FWqBqDZQOO0FijoZOT7AUDRSKlD5wMGMewtkhE/YsA9umndFD0oPB2VANhITqoJAoDmrwePzJM3/Xv9XNxaOek6LUgca2duLyo+RaLsZxFRP8eJomL9PTmewyDHtQ2HA90jiP3e5PTc5kGUgdA4zHKSdO35HvokPbebT9ZxfJepGM+OAXjor/s5BiWsQ9c6T/DUlucJ2Ok9ow0HagYnBAcGoqOpeJI8sK3ReYBhIEY6VQYmR+DPfaEuIfhE0TohgwaaqvPdvG+GkJsd/SF69PG40KmPOsKo6xT143gf/vUTCoaoFEfI9Ebqz2EHWqsDR2LQgXapFsaz97bqk0/1NH5Or1WdvqWASTjuQ2l6joKnOCKsnXGS0NziiEjTd34prccAOCNhLLgkRTboFNEWImE+3hYOwMCVZP2+QL4zqRiU+a94i8jv3QSlurPYCQljAdUybr7SCYCP94VImA8iYZorY6Wvx7lqDTRnd0HcAgMBjoSJj3OJ6iPvVH0wpjtNx+k7kE/lyUQF0zciYaTxvVANdZcBxg67IL8DoZ0lKRwJMxML2lXR5u9EueT3SvD1rfhkIiN+vgSkW+MO7UiYOEeEjUiYuDkSxhKm94D5u7qcx7EgSQPaFKkwXgPCuyNhPgRti55zFDzSDEmKR1bcUoMAeEk7/q+PX6hnGYj3rRbw68cV25bRvh9R0PQ9YkvzExJm+k4/Od27BdF3QvZDbSckTDAkly/UTAlMiKEYfdYDjO2A7CrIHwxCQYAdCaUKpAaUrPjmE63dMr6qT5YmlDsEgGhI3yJaEZQp4nsLiKmhfJ9RorMmxFDuGbVGrHPGJZVnJEw94H3xe4TmeLhoEdhrwO8A7PuEGg0f3craA/6yvMJAcgEAfFsv+JgKxZpAJMz/c3vDkgpSunkj34+VWJObTe40pxWDqiM+ecrNM/gC3E1ga0Re6XGLAq3Qke6aMwBcCp6rSL7BfaBAv0xYS1tvGZoUYY2IDw9pB14zr8eqxntxifQKn4D8XjcDRd2vaBg+WLqxU9NqyK4J0yYuEHk1D8J4GqIepF9z0HW+MUiTVn4vFgZcQhXE0hPxhnRrsBSQbgWoirBugBkil27kj4x4r6CAkyLcC6QmhL0BVSGNEy4HQbpF5JWRxzNTHV30yY7ABRdT5yhWmqO6UGOzZkVLEd+nir8+XvHtvuCR00kTRvBYJ+gjIX44DcRYD7JdojNYZEg66oRRH1Ds6PvuH3cEEoSBF9aIh2vCsL+geNaEKfD2xShvpklQEcd47GuQrBEl5CGXEVbfan28iHmwDkymh5V+ZTF+R+4Ru9G0/XW+Yt0m3O8T2i25OS1js+hl6voErIjYU0a6UbdIwfprYQ8MSAIDs3pf6VP/lq+jOtL3dcGv8wv5gOKBFxsTEAMNQtXojo7poXgbRFmIIcSGltIgUIriqT7gMPUcUcIdBkOBGs4jTJnq15JY8mnw34KjI1wXc/D3vGJN5+r1lIJU73yfOBD/q0f6QBPrApK7B+fcccL3ZzfxSJxbBaNunX+/z4XY8312+IA6kCwMZiBFwMhrROX7pFDRLJLsQrRK+BLrAzov8Kk+4DH/9NQnSGwfAUZ9Pk2gn+716yQdPLYlsj7gFNuIgrYgCJGpDcvmkWRD524quMN9rpUIOZS+OxbUcp98PiYyFy7NrGTVZSAlAp5EcpA/yIJwZfCOsun1CS0T9QMAloVpMQlkvHSyb+AmMvKR2TimHJ0jrjWrhSihlIhMaRqwF2rRAmGoOpyfTQxeK5M8QD3VXkSjS9ALueTIXPmeIrKnLdRYIbcjklLczc2AfgH3OYQNFjfnfhlXps7NQ3H2uxhaihDn/vUJCOGx8VQfMOzHdfrrsAt0Z/Cm7ORXmTrnzIHQFgjSHcVPOkjX31c7TNCw40hDKN22fj3RvsLCuX8enTQOqrgbeXw7V34WSXETVI1UIS/ewuinA4i9WGdvS6Zc1PmDNClRKmAG2SPQjDzB0jwwpJCd1Sak8PsiJDWHPfKaxfispwkYnQ5k0WBewKXvysTjseBo3Z20DKAZQ/IfZcajpCFS29yUayXAtkBQdL/ORtB7LyrTC8sAnnpx3mTsi2sCwiYjimnCfqKkovNLAwZXtHM0+Zwg33Ln5Ozfs52cQgWgKfj3A3RnwGVwPX2HiruMxbclTqawiWuyRkbJ9wBNETUA95Lx6AVg9gDxc0LFCxdxsRcDkADbAlN0G1MVLXlwqghKoYr2Fqnq3krELsBaMpW1xbDtLO6S8o2TK991OL8a2XFhB3RylecsaG7rpzuwu4nSqRjpFigb6IEQLfQr88d5UGLINiSXZe9mKPM9hvhBFe50E8SHcCUNVJ/Otx68cNOrctBpcr8vusl7IuSqY1xNjjwehOciY4G4TYB5uXgnRy26Dxg8sthXwOlG4EI3VWOhuUnysUKa+X0UWAwItw1oClkf6HglaYq0Tgjr7makAts+JqrUhlAzEAOSAHlNyO8Vmk+zj2fyXKUM14B5QD6zVI8qzh2XKrAccM8TfpuvuK8z9pRGNNtUYLeE4NKDvS/TSl5iKJTuzx/8DRMl9UPPl7oe6iExcUQy4wOHCep9zzzHeVHkQgMcyuLEFnMRDIVjsNKQpyskySPFvDde1/tZXQIFlIpIK83eZhEWDHENaEbJjW/TBWVPaLeEcItD/gQ+Zrr11Xd4Maq8p9UnuoXR3vtHBgx4OHPF1oS9RHzLl4HU2dcJvy8XHNJYwI840P73Z68//3x+//Rd+Xzcz67z+ZpP3z0FHv7R9f/OPf9HOM7zOX723R7h+6Gt/s49jf//DCDYhZp8Rf3p5z+5/nEs/n7bfnr+H9odz9/7rBk1Is4/OZ/8nbZ5uud/0Cb/6OczFvbv3ne/xt/r2zMW9O+1jx3flfNxf+9+TsfJT84jfXz+EK2Xnz7DoZjG16m8dGszjCioehRUJxar7CZaL1kNEbSXnggD5FrRCnNR552HTvnhA7L67LFa1isT4O1FaVK8HGWpmsYhxU4z5MgD1iujjm1xXyHbCMJY8Jxmvw93nuu1m9YYSBhRYhJbFpSrIL0w+V2u4YiCLgcfsF6oy1muMvpNCwCLLFG9M3VjIgglscbGNo3y1DCDXWegGdoLdzOLAcFNTlsSJAWgKmxKrIP4klGuAaFGlGtAeTk6ul69Ty5eYLTn0/RQNJAqaFf6KZYVyEwi/3G5Y71OmFIdJmjTgPc9QgOoPtAHZGOineYhx0PcnQEi8EQ8UF/gUVDem55Emah9g+FbQzCUBfTkp4csKFcAevRnvfL5eLyXaBNjbYwrE67U5/Q0hEfD65UsmvaiQDIKLUXwGAGqMOkf5oa36wP3lHEHSb5SBR35UjfXv/G0lkXej10b6guL6LSXRv+4CMJLBQyYXGzsASBNFW+XB8yEejQl4g/XO9LkJmK+O1sbgEbWfyMoWZA/On3GTdCVJM0eYm6aqN78IYfvNdEUmt5trARxB3rhzLxyoLIHuRHXmJHeSSNJH4GViryEF80eQ88h9ZA1NVzEVbd7WNx9N3UKUxeLPZmg04dhem8D8CwWMH00xLs6Xcr1WGoAzAMclURb0YB05/YViyF9NMQpIOw6fNb0UVju7GMDWoPcN8AJuVBF+qAJStNYIfcNVjKkVCLjS4akiAQg3zLye+M9DCKi+0/TscjlD36U321EDPuzmAeKNBvuccbfpivWj5n6KmKuQCDAR0J8MA3Qf5hm4QIYNyC/sy/CBDdBCSYfbPfYB+ppwbt/NkFxmKDdn97dn1aOuR4FRfBnLHyW4dKsjI5S0p4pJk5A3rM0gc4ykEzpg7pBVTl2452RX60B36YL6h5ZUOg9UgDZc5ydfNyjoB01VkJCcuKwaBwxhu3qJmhHE60RZQr4lhRmLJO93yb8Ol+RtIsSuY/TLzCibhGjTFavZ2cOuB3kyejM8kPHh9/x4zsUTZr/X45z9u8QkGoj+mmRvgSvaaM4SXeyz78aAen3moCATl49HPG+mnaVM+2KY8H9I/9/6BFfH0S8fzndq/i9s7NVwehlFFgKgEtRqL+H2EPjZJ5aJMJEU4BEX3wqGCVNEaYsVIMU+Vk/d5Rx7aONZSxQXTUNACebP0PA8ewWQbxsYqnmkBTBi2haYOSuRY9694i2HVFiMxvpg6H6NiYbrwv3AUeU2CegRZBb58dCTmPjrDznkevRv+J9Ew3BxCOkpzE2isgwgt13XE19zHo0tP/6eTHGlAFeg7A1Z9akcJjjbrn1cQsc7d3vpZ8fjQEZRG4UIXm0NsRRJKdPQImMRieLbh0FvxrOk6z/yg+D/mhgG1WQ+qBk47I+nkVHPEifVKcJEU+NeJrIOA8Cn+hjon2agGNx0OO+1a/XO7kPwp6y6I59Bzvr+TmDnO7bO8zOE++4LsDduMsQ9iR8X7URGWASgBPRjJMM/NxidCZOoAJcFIhbAwh94gUfgEcf9J/z/ZxZ+k/32Qf2GICs5pNCrwLESj9EiQQU70vtEUzDaKexCH8eG2ZjoQ6Qp4pRnyfgMbE+9UmfUCrP5w6n8dj7wyedBRnVtvqC1CfgD+PVx5YFMCIsfczamBwhKBeg2Nn3tNbG4iWnDSBgHH/0iyPFfAKOClPRyKBwAeQYlMTgqEj1cjiLRyK+c88YRep5O3UfUEyouiUGBCBeGtoeRjiZPiB9ruoRMhM22BC1NUG9UGlML/QB01I9ZK5olVAo80R8j8LBgLq4EOxsiNH9ir6aQZ7TEM7arpcONODuWC9AqL6r5K4+JoBRsaxlmlxdFU0zWFa6uICvHaujtOCRxoN6FXbm9eIlw1QRGv1AmzOQI+olInVYvjJBr1NECO4DLsnbK6IugnQJqIsM8WDAhXrdB2wX+kgAkTpPPuBFR65KsmK57PjDcsf7MpPO40iYpoL9kqCS0E7XCX4OrYIYyHQJXZgXNHfbRdAubGuLbO8xaN0aCZ0174t0u/hO0dMQkT5mXTBEky0cimvmOjfmY68ZqKzWUSsIY4LEu5canw22NCAbmktX2kIfUE2AS0OcG96WjQulCUoJVEfwRHzbwg+J+HYxYGloS+QuuyjHSQpIS4UBWBbq7dxNkKeKNxfsTUHx2DOFe/H3fuTT39P79vm9n33v7/z89Nj/0XP9k9f6j37+vzzHPzzm/6f7+5++/tNn/wPhyH90zM+e8e+03z/Tx//UOPifOe4ffP50rNjQkOlvH/IQ/8Q1nsLgz/+Xf7LNAwxpAIAHqNbl8T4h8MdvR76bX9nlCkfVJOnfORTMPKf/fJ7TZ12WbsgetB6BAjoI/FydZhzbrxvtCW3z+bWcnm+E1NUZC+hygP18jCaGAHRg9jj20/1DnOXw1E50ePl9Bly6JCHtZGc++HctANLUAzQeyDCD9fqCenz3CYx97rMfKjad7ndUNcIQmu0184YEpEW/VVcCayf1tdHecvTpqZ1+aJvmACnvtxEpb5/u1Z7783zf5/aFHcf0ikmmHHtPdR/9szEJzuc2jlNpgMG/b3ymM7C6t8l4/gbvy0+J+HYcO67bVeEaBjNflQ9vSoZHB3zDgd67RqTtj7yZdukNIkNgp03A/kelLELGqMcQl4D8h23wvV4uG75Fwx4nf3iBTcrtOR8TM26C8oUP0mZBeTO0t4b0hcK8f/iy4mu8ICXFPc/QLQ7I2xYYlmca4qgNUbcAmxSyB9ryaxiiPyO41ID6hWHiOAefnDQz4VhQpkcEaYkoL4IuQ1gvGKZsWwBLfK8tHKChCOpMEaGwH8gdi4nBBl0YfZ0iMZsvGdIM258S2hzoAzYg3ZPXB9Sn2hDlLWL7E0Hx2x8Z7u8/9fVcG6IditE5MEUzGVAF+OM+5NNzrvi3t3f8n29/A4BP0vQ0iB57xiMs6NEznSLsTzu0BJpjKTI4MgPVMZ71wvvpUdD6oo4F5SQ8CLnGGo0BqK/KifCZkPtiDsEjHK5+UdiVpqZMivnK2g7bknF93VAri2/W5SDkbsh0beaG6VqQUsM9LZCoWC6FHNP7hOWy4zIV/Lcvv+P7vuDrfMHXdEGtcSxYm+SjNoTSLZJrxcvbhlsTIBnydYe2CC0Bf/7DB8wEXxYiA77OCy654r+9/e5gbPrg//3tV6TkzO60HiKrmroOIwdauhPw3BQQDYh3wf5IJ1lCoK1psM2lUVsl3WWgMzhYj3BuusMxlQE1E4x9myZqNSYFHhHhHmA+SdLdkQ4GQFiUEkrIlNbgcuz8zuD8KbVeQmOEUpToGj4v0SzmfEALRPj09whk9tXTMOqgJ0+fdEZ8LESDtPbMiE93yiqkewPUEB4FUCAKd7O0JqQ70yChKcK9OkStQRrTFSEyEBPvgddY+Oz9h2x6oFlAEyA5GDneec9aPW+5RMKxGmXqf88Vf1te8PVxwZIOH7BqwPqYULYEuYexA8W7oKyJSI+N4yE9OB7SStD6kFPsgRYJJwk/MiBCEbTGHCyDX86N7L6rT0D2NwNPzA8G1GAk6zbBHjyHek94RKMmaAuQe/R2MU9JBKiyYkLLEXaPsBCwCcaYfYA71e/bFR/7hPf7zMKdJaCL8aaVxVmgzuyJhiYJj6y8ZjIUcVB4Cbg9pica3e0+o7aIr/NlUKG+P2b8vlyQwuYDaTuZAo22h5jjOTeMwAl8J8PWo3mGPRqwk5nQBz7A/4+aE8Jr6MT/x42J3DgBurGz9y0DW2SBkodPLh/QYTsm4IjYiuP7FD4BmYA9sx+6+dXrFsRHvxdD2pwNoQybx434UHXmAweWX7NxwMeNC1TczCegvzbiI3vKJT4U4lhQVIVsxIIGT7THTRE2pyM1Rdgqx2rh9xm5DYhTQNwcp7rJcxS0Y0EDv3vuS4CgAKkC2VgxSl0h4L5nfN8XrHseA6IHYcqWYFtE3MLYAeOj1wjhBAwbeC3js/dKRk9g7B4tlaOfunRF3Nk/6uc4syHizoBa3ADpWM4dCA/fQS1AY2T3bwHq4HaoQDbxHdAX2sBxqJELZNiCR3g9+rwHtBixi+Fjn7BuE/Ytw7b4xIaIGzmI3fVimiegPRLSJh54igMLum+Uuuj6o2Xnzvyxz2iOBX3sGe9lQcorB89IxHseMFRBK4Y2k3oTCiNrotwp4i0cMiDGMsYdPyjK3SOtJ/wmMHCbAwsauWqyQQ01J5YDztw546OzEnzHWruEHx9amuNVOxbUd7HO5j+zL5iYP2FBV6NuSxCE3N9TT7DHJzqSqGuGKktPAx1I4DvgTR07620ogrhWgrfXHagN8iAmlDNHEdeZZatF6P/dn7Gg1jIsRsQYMN0y0q0h58OaADi4OxaUuzMHYL75s3uCWmdPZUwGy4L7RBzius4orrHZyaS2JpahXsUXH7ZpWwOkcCfr/aqFFkO3DoBjBxwLg/uAAwvq44KfHROvj4+OBU2rjR1Q42HutwYAcaCZajgS8d266VhQccxwBcEdcaWV1IzjdmBBm+D7vGDfqIUTVha66X5kWgF19wLAWARrPLRrKgJC5fXKmgClTg8A6C1hrwFfp4V5QKGezW/zBYkP3AfbMVmsw4cGR+tIwoZCu116A0+cAL18cjfDQnHzogcs/FyiR8Uf8eMMQsJnJdOexExPqofTsd0c9PwdK+04Yj7yelLtqA0hckhGdHNH+DcUG4MklF6JSBFKGG0SPL8H9IluDos72i0UhQUHYysAMYSqUASyIFSB2jjR/G8oDVIa84StcdKFwM9bY1uoIZTk1yDiJHSpBvT7F9eekWHKid8jhO0rBawUJoCCwkF7jZRsACBBBxKGVYx6ux7mtzjyKLTer3aMD78vqZT1V6UbIKcJOMaC+LHCdAmtl+N5xpjoMv+BvvgYD0GglZStPg6DS2H0nbTDEbWCiyCtf1pJkemM7npIYc631kiibg1+ziPw0+97pCHsuDbbVtArY4XCcQwDqz8BQ4axlDTA2Fa8RPj+Rcau16OgHQvaJkF540Tsqsz1ws/rLx0LagjXimqOrfQb7QUrIecgDLB/4YqtCShvQHkz1DeFiSG+FVSDJ0oxTC7WeWBWV+wZC6rbGQvKewvtBInz/E3xAIEmdlLcBCZxMOLLiyCWCJ0E5Ro8D+hYUA9M9YpG9SoHJaZgwNniHtDzg91UCeXCnY3VUQYWtHyZkRKFmaQqlbOnNOhIOiUgBZS3CdtbACxhf/uEBX3pASTmyYZ/KL3/ODHKF2ObZgWy4uVtw7++3LDX9IQFVQ34VsmmL3pcByKobwapbG8TtkmbZCjo1YugvmLsgPUKnOlIaaiOs70teJ+c8oCtB2GuvGbPA+5fDO1qpCPNNrCcliL0tUKdOqT5yAOGGj5hQRUFiQvuleF3SxF2bYhLwx/fVqxzxppmNMnjnFCOJ81HFFQTc5P6VlE2BmjaVYcJGr/sMGXxTxHDI03IU8Of3m6DjvQ3Ffzr681FmXzXOirz4Eg3nF5LOL1u7iAHUAyof98jjCNs3kPIHnzoodpzWBoNBCN7uLsHcgatyOTvpkPGffXQtJ7u4+lZfJXsEVJPs3QU0LjfLoIUzIWTOJlEMP7fvwv0NISnInqou6cwGkjA055m8PRCL9LSPA/lr63Z+L6oksPW1Hfu3p4nG/Tclr1PcPw/nFJBJmAEyMWNmlFAqEqEmQ4FMGth+M1j/o1x8JyeevqrR1pC+zGjE07t7WMI5jtg960EP/RrX8iCB/VG3zqonmNHTvfWFw17ahOOqY4JBlMXwc/j4l6lhVHkBZ6CGFo8Y4z5/YqNa4unzaSnbxrPb3qIYVkL0GbuZwdYUOqNtug+IM6SFDZ8wFABnSnV0ArDzpQowIh4QgwNQF4ZHe2TWascfls3QR0wPcDYHfrlu0nNGWklxT/dGX0jI55RscOflKFD0lH50c8d793EcTB2LxoZMXxAgoMNaVVfLQkZyzeCsSEY1ZFgNAUJhGZ00yQgrxyhoYJ8wBoQik8kAWLnA64Owu5g7CCQ2pBuM8HYkTugPHYEVchWOGGbQmIAAq+V1oY8u9M9ZgZ9dHjm+DmiTX+JNQ4d8VMJ8dumTK3Ke0ZNkcrjLnAk94jwoOxET+WkO/2tXlQ1rey/VvmX5jiDNqKn6GXwnUwwfPOQgXg/3BnugL6YdTC2iMcIfIFP4gwTmpVd5Yk+HXVmpQrS2Qe8c6y25hFZjytYpL8GcTC2UT/0tswoW4KujEOEwYbgmOrC1eTL8jqaGPcgNtUjujuw3Ril7SWzbY2oVfA+z1ANrL+4Tvi2LEhnrtdQ7/rJb1dIG7wwhYN45VgZ+k53Ps7t5j4xcbqOjHMfY+pIzh6T2fz9nx5zvoaeroFjNx/f0eO+R9JcTslkv7ennbpbBafnGYlkHJ9zJffn8vcR3GE4J+G7pNd4X06vT98//f/cnk8cs1Nb9NX68/ujXdxK6GppzXNcXU3NOqdNPx2P52uPdjy3u+FoM/UdolO/+vJgn45zAMT5mc7j73zv517F+CkAACAASURBVHYf9yindlc5rmFAx3D28UMQQj/2SBWdn0t7W4zfn/R5v5eAMbbYpud7lTGObTyXDKW1wbs0EJbWsYXWTUdzG3ciHaleuNOM+gQLT9qu3CkQALs0tCJo2+F7tbljQQ8fkDwqng/G1x3HaALI0tCuwqSn4w418RrVSxyLH9dxqRacNd8BseI7mi8EPQraE+pskc7t6/UX6HfUO1fWwQfMHR+K4QPG0pPhvgonmiOddd4B2WHP9AEvE+CaoFCFLRPQFO3i7HYRWI0IIrApEbRdG2xhcYp2ySgXqr/VC0EA/ade2S/1AseCerSwsaruqPJ7cdT+pEAyTJeCXy4PrI8JObchyqQqWC8RLQbUkySFNGJiWffdI467eEUoXqNcBfUqhw94Ofqjj2nmgdkBxPdisCFMMEqAtwvxpkMZ+8LYQ+gVoq6MGcAiX1eaf32yk0MoHFsTx6plI7442DF2EQhiWFhF9xENm4EKa+XYAasrM5x9wHoB9KIeDwDahT6gJUAuFaaCvFAxq5ggzg2vlw1NBTFQfuXL5fHZBOVrix7VrC4/vtpQ2OpmXFw9UUtzGXH15HTfXaontlcbE5BpCO4UecVB7/E0QJkik57JRuK9U6B64ryvns3zNGGnWRJ3RkXTMEHdFJ4EQyZBjzTEMEGDF0kRQVqViXMBazoU3/UVQ3Qp3TnB8spODMVl5VugrLzTkeK9MPl/3xnZvFOSQjztEO/LkKSA0gRFbeQDus+IGBFTQF4nN0GfobsEDMgwy+PJBIVycoZKtAqDJRR4KlPGt/uC3WX5+gQ07Sboj5IU7YIfTNBQ2R6x9KXe2zz6wnJiQ4w0RD7ADhZ573Hv48OG0nhabUxM0pcOE7QTb9MqQAjD94yehoGPF6DHEVjoNa1d6MnLE9wF1ZP1t2VC3RPsnlgCoR47XLpjKALCgNDTLC5zoScTNO5CWX87TFC5s1joxzR7tWJDXRO+XxakkVB+qG+5PliNEaW4AWljlKyL6seNSWHI0ZDxISPJPW506wl+2mVxB5rXoIibIT4YHVNnVrc5MDrZTse6454ehvTwRHf0kSFMCouHxiWeEsN9IbCu83lcFwDSpogPCieJClISxIciPBqiIzpCUZ7UzQ0TID3UE8U8TyiK+Gh83r0dZu2jQlKA7IU7WimcgDH6hKvAXtBlCbFTNxROyBU1IDZITiNpH7cIjcckTEnQOkcvAMk1UeIGmNjIg8VHJ42CzJBHxH1j7Y2mQiu4J50fPfF/THT21QFkSA8b4IO0KUIxaAz0kxsH6Jl2BOExoTAVGje+1xX5RirMfUBLHHPqlZfiBk+1sNuj74xxwyBcB48HdKBG3LhbN26UXKw3QLoconi7RE6e6gCE8CCgoac22CZ4wrD2TUFnOcZolDEOw8PTEP7s4UEAwb6lw4TdIrZHRlp+ZRImruWYgIkIgzYHiCbkD/VyVIK6BOQ7cZ7mVYjqRTB9B+avOoIfbaawzvTejh1wU4SSIEoho1gS4h5OcvEB+TtNkfxuSKcdcP6mmL437kKPgDYF1IUNrfnIAyZnaPdom068n7hzhcor73H+2470wSCI5Yj4yJh+u0PuO8JjRsoB0hR6z4CyTeo1In8viPdETU8AoTSE24boKQQ0pZn2vgIxwL59B9Sgd84O2QvQGkKMsMeDq7E22GODTBOs+gRMCYgRoTbM14z47c7nuJ8Ecx+RmNpLQL26+gCA6V1RF/FAkvsgUQamV1rEQxbk3xJ6CfDuS02/c1DNXw9nc3pXAFS9SxvFrKavleLLa0WoinjPSI94WABbOO2AgvRQxMIipMmth562icVOO6AhPQKyC2aZCGIJKA/ugG0CiiNe8o3ppy7f34WyLADL74p6CWgzUB7cpabvDOzUhwyrKj4EbRZsmJA2Bp/yh092jxMsX20AMXoQpl45SZdfiZwqD8+R7ubEbNLXIEC60ZLc28zjgyF/C9hlRmoLGafS0mGCJkGbCaSmFAF9InIE2VFtOVa3thjaJqizTyTlBYPX6O46Kdzl3HSshjrTV2mzn2c2xJlmQpjFI7KgnzZTbRsG1DnQR51pCjQKiJGw6z5Il6RomXmcOveQPE1nnSO0JvchA9oSyMfTBF0I/JaqaHMcUVCdKEXXlgDpjFzP4+lEP65bCbJlWAxAngBtkJbZzsn9vP+3sm/tkRxXsjsRJKXMrK7uGeDasGHAWP//P2V/WNjYvTO3u6orHxLJ8IcTQUnZNdfrAgqVlZmiKDJIxuucmAqkNcYHm6cTTYWmiQgwFSAloGT0OUNPhffeqaGxyNrMca1BS7hwvNrEHb7NG6eoZaDPBpk72mxu12E4qPpM4ebY8qd5e5EBoqsizaxUJC0BifUMY26733OfCSPmHu9Cm9IUnBM/sWjO0Ears3jQ3LGbs99fbTfvlK+obkxkDVXaeOYYlza7X2OO8cAIRUXNxT5zk+EpJkOWpAvqHBrUr+1XT9DvM0a6YpupHUQ/pXLMbSYdPis+KzB15HrxCZVdxkcil0ablAREhm0BnuLUi4Fzwhx3kuwD8VzYMkCwltge7bg0DHcGXuHEO6QWINJ8C0Mw04MLcL1sgzuIdBdXncMJ43GbVhh/quO+rhJ92XbrNinqRZFfCtWWc0afmNlSz74Ai6CeKXDbmFEYYaTtD7QGBJB1hmWFLusuBc0glzPQGuw8u8OAKqjEolMlLcU08QS9nFBfMqROWC8Z9WVbgOtF3QnDik4RB9NG7aBPzE6pZwppmwxWgPZCRMHjnkYJ8Eg8rnchx+eyObKkwXd8V7U6kNbkdI60LeuLYr14yCaR5Aq7BRjZTN1ZyE2B+nK0AburmZwrHSdgfXFyMF9wW4UoQX2xkYrm0RgG+e+UrTZ7UkA21Fj4l42TJpA1cmkko9otwhGGCFXXTStLwPoSZFFU7+lcjP7zpGznELiEPnfoCyt0iRraqsiXirx8UV90ex3XF9skWL76yeWVWusJDpPpY2D7uWMdAU9fgDOFC8AIT7RJsLzKCMiur15y6wtVkP6lYe0YnB+jKKXGQuYA1LEAgb6IT5wguEo+ywVdv2DYj1SHFUD2RS5YXgTpQSaz+iV5JoweWdFOAhg3joh1qatPXLC+qIWqiyX15OrGBWbGhdc62usM9Uwha8aY31R4CtYGmwqQE9rrjOVVIb1gfU2DkQ0A1i+bp7pd9rT11FDahJEJYyMX1KBfVvz25Ya/rxm5VPcD0QmzVibC664GBUDoGFnJuKK0KUm7siKt3BTXF/d4Jy/xtnPC5LKpkD1xU11eOSdtZMJwMUa2T89cgMsrxibfJ0N9odpsiZAmLkAZNiXTJR02NjOLphcetczSMfdfKNpLh80d5y8PVmVOBSvSpoKaJwI4QzpVUI53fe1Y78wzDVY6rUD3Enxy9lr2CmBuePnyQO+ClDp+dsHrlxtyK9ui2yebtqBnz9tC2NOy03Pp6otXwiVNOUi+41TpR2p6d4crBt130MxDop00aNbVqddt9/0ICQw6eXewxM4kUbk2+lFo9IYTJpK7g3hqT03fJoFUHZ8BEYCPZ9ndN0wxk8E4to+F9uyESlm5+JwZG4GlywopiZqHdKBkWElU1wFYyUDi96LcdSu7+wJHtXJHyrSn0O8hyE7TbrkjOyV9yixdrdpHNaDVv9eD5t128w+Ob88YFYC3cYrNLjZCHE7AjTAqZMdlaR8H7GA4pFD+9mRSVoDu9wkKepI/uewoYEFjIrsxiPIKJci+wJQ8gVd9NuL5nJSpF5IydbhzxTb1PWJ+gxvHxymeSdR8t6HTIzkpU3ca+5IcfqYdmg1zqchQ7EiZMHTy8Sufv4ZXPzU1vo73xSCRCR874O7vYNVTHzS17Tpvy0Z7W7I07+06+Ghv8wBu/do+l7iP+fv4tS/768dEjvfclW7yy3fDpt33AdFHgRMy+Qkn4CIEaPMBDgz0z5Pwc5Yc3o2njuuj3Ri/GMPn3/G+bOOBGEdvV5WFVVVJ0JTEAKUNFOM/7mPRltGDeJhX+WUOxvzsv/ckQ9j3z576/TyPu+tkJzN7GWKCtA10xSB9Uhv3i7mNsR3Xu9zFeBxkGRhmymE8drI+NplYfBoLERAv9gk1iAJJDd1Y1l3EkMSQt0EQf7GbbDkKd0yiSej3Nm5osXBkE/jxIPbZApSDgECinafFtRtAUz4zdv0ZE6JymLS9PcBNZdsYtr48Lyx5eu396X8h7NGOO30s2Uh72xaoQow730BniPjYCp04ti1EVIFoLESMdL1xjydBOG6C8osgyxiTOCkMqraxookLA8BFGAIqGEklxw2Y9/llkcX97HmMfBGM8ThuEEFXsu/32GieF+FuEwnBjlCYuPBz1ZiP7f6a3cYidrgHlItC1Yu2qDnYXI73hQxZOizU6KN5X9QG6gHAYI5I2omx1Q7RDhXbUVKcMLw8z5QUVpTUB5Ohnwx9VuhvrJSiYjifF/xUwyoTB7MDNtHl3LMOtUwfgvWbZ45MtCvq1wb9ylDIt69XvCmQcsOSJ/RHgjklhUkegdv6svWlPpg5U90GzDdxhLurNB7/qq/MVEjhqa1hX7IvYUTnU8J6gTNj08ERqms7cUHQtnAZWGU4qNKSRprTVlnpBG0daaK+1S4TpHU8fi/IsyJqQ6RTRn+ipLAkWL5mPH4XQBLun1JS0Aa3c0PPebPhTzZY0fpvKzR35NJQSsN//voT//LlT3QTnPMKFRt8KP9qgscjY8WOkiIr+u8r+sr6gJaVzzcB6bQhGOrLnpJityEL0E5RH9DQnJIi0BCDkmL1QPaFKn9QUqxfDXZpaFWAqaNciEtbpwnzlwdaZT5nnfNYmIsVZsnMDflSkXLDI82QxEwgVcPjVHA6rzjPC/7b6w+8n2Z8n054T2e0qoOSYkFxRDzXiGX25/T6wL2dSYXysqJXFrf5/dsVZoLXExHSP6bToL2oXbn5ieFfvv6BHMFNXTdKCp73FCStjnmKHSyBtdNX9Z2G5Xn7mjYMWqedp+uGkzKhF01WGrXMtIFXuGFW7lLzwFAFLgtgeWB1iojAA5oIxI3t7gvBmrfvcUVEzqHDRKR5ZR7BwLyFujL6szqWDryn+gIGNi+detwxnDB0xBBPGIj4eM2CLZ3OGDNCj2of10GYwK21g9keXk1JmT+YFuITNxzitgDpdWaCNT2usr3vwWapgr462ZCfNPeacWtlFJDc6gMq1jWh1eSxWXHZEM53fcYLbuM4imt63mUk3ocNqDWucXpJxcg02tqirAUe0JxzVVfPfFoFJuoFNgGsxPH16iiGUdbaHXErk+xbda7VleXfWknoQkxezQlLyrhVjsdSM1pV9DVhwJEW2RAeEepYSe8hqzBtd2X5bqyKpRL3F+O71oSkHdc6Mf/TOu5rxrVOn6ughyN/2EX2i10hQt1WNew3jFzUYb8NtWCnTuyyNyz5tUIVINqNxR276HBn46h6HlSNtFOPxIYKQX2Af4eN9svzPau1OxU07ilP3/tElYXbIqEy8nkpCNLd+HcP6nht8GvEoTKudkqoxDJUr6MNuBvjUIuAobof5sp/VWl7qFD9zNIhYlD4ovDv9Z05MWycg1p3VL/2fYt5O9iAMVZ7eVLQ6TRU51/vsVdzt2fBsL/U5WT000/ATV325xZDi//FaJ8p/6p2JFfH1WVa1GA+AHs5DpAwTa8+1PUww+CqbNSAAOA2N8e6QqHw/7Ujx64YNp9gt9DG+7sBEHYsFh/kuGBiB6KA2ab7y66tXdthl4RRGvry+Gy0s6mVhz75fWXXvoRd0H3h9d19dwIxFtDhXsdF+cv7/+x/BQKrtt1H2DdFdM5jols/5NCODCE8OLD8ujFfOI5BOFo4rpsdhzGWtmveNmHzv3TBuHDu5wbbuI1FMnwAx8U1Nr1Dv49ycBh/5Wk5eKae5gaKp3l2YR9QFNcg9vfBdm3cT0YftuvD57URmdv43eBBMWCGw4Z+uO/2XfGFn4QQPR1jHuPckQFkZQI8eUEDcNo2FVSEKgMUG7izhpOBcbzWvJqr+uuqQ/VjxokwPuNqIyTawQZbcRxXr16gsyVYVTRQkPeg3/F94zXifeF9+B6fAyM5lzCciM8YAsAafZHGsbV4zrq9L9XjXpEDGM+1/w7i9XaPsAFJp0GVU7qNCknSyBNKKg4a6+JoCan+eXUsYAbbbObA3w1UCjvOiTmdB+DP7/eQQArIRk60dsWjZaxdkXo6qKCtsd76cy16BD7Og96kh9iPF0b/1KJe4ybEY/6S/+1MEoBtc6LRdgBysckgOuXJFOguFwTTksRrAGkNBzmwJkxYFyV418DS0WawKqQzbKSHWIMbtKoDk7f7xvzHMWtV0RvH3IT/W+NYry3BDFgbU4daU6w1YemZNqAp1qbkBc2j4CSwkTIBrQK9Mp2pXOmQCTREugqWaxo71t0Eck0bkU+gIa7i7foAPzxQ3oKYx1W3zLZuZYJdndL9Q73KquftfQiimCgHWDyx1zk8vTxZuuNYnmxU2fWk6xv7XD5IsEQbg9tmuRrynWdBlCcb2Q8ZEBMnZZJDgc5ABpAVzdESHxW9KNJt5YLyGvEKLrjywRrxJsLyZLcVcsqQpXKxNhuhjHzNKNfu8J/dESg+JwZU012NeAwI2VYjniWZe0l4Kw1/TC/4cT3j9lSebLkySTt/bLpu/iBFvnh1pHx10qQquxrx20IzR0NEgU0Iwa9agb4S4BoeXpiM6khp2eYiasRTPnikaRW06vXYxaDXxCC3bxh6Y3uWWOAVBkhVNGS0bCQSS0TvQAC5kROnd8E/TmfcloLbdSYx1a482bFGvGe+QFFzRnEAeXOZlFVwv02MQXci4u/XCXVS/DFdhmr683rCH6cX5PmNghRwpIDetIeXJ0ssFZUKU7905eDU1zTUg9YE+V1R3n0H7lyw5cpSWXs4EsCUt3KN3cR3JwFWLchvFJbyroMC0BSY3phMy53fc/EW2egN/x9wJDEO6ChP9r6VJ2PCtmJ6a8i3Bq1pwJHCsdAznQXTe2fS+EDEG8p7I5Ij4EgiyO8LHSPv9yMcyVmw87kc4Ui3B2zx8mS1QRempWUzzG8F04+KgE7FD2tAOOayCso735/eyWXTPRnbotpVIb/lTU/491JxfZ9xL+UAR8JbRnooyptvpubluaYNET+9GeY3emADjhTogcE+0CIOymlm2TgMOBLb5jWDlGlxUqbGZPxRTAUyqs+mSbC22GgENU7ljsHIAOVYEE4XWTKUqZ68TqA6HKkK+qIk4304HOktHeBI5f05FY39WZFR3ji2ow+L4H728mQrT0C5JqxTwj/UvDqSYXmf8PfpBfn6n3Tg3PaAw+5Jr4/fDe3s2QkTyWHzDVj/tiLst3JesZYZlvMm+LOhfchI5YLsSJmaoN6clOlLR/tKfW7+dsejzJDS8TgV6H1LReuFyb4wYtPaydBmJ2PKm0ez3uRAzNu9pmG4vGuc0mB73Yu71BcBJCPf1AG5FCaGZ+C5oIRM1YugOiVHWoB6YnJ4WrfNpk/MqJkdbpQ+ZsAM/UKA7uNvZ+SPMigp0n1mQrfXlO+nzNzZ14Lb3xS9TLj/xrzI+FkvHOd6Bvqlo3uiNovq2EZI9XsDkkGmDi0dv339wP/47U/8LzXMuW4qqAn+rq9oS8JjVw67nQTL3xoJh+4+bh56yTd6f+vF81EPYQiMBUg8IFPJgph3/UIbSQceMEIa5jQavH75SmIlWQU2G+zC9LnHNUG+VHofm6De/dRWoCdFi+Isl0aZmgv9BZcKUcNyzdBLxTxX/Nff3/DzMePnbcZ9noAg5jWQCTy7ZgeMgpz6uuKOeYQlUFmk9vS3G3oXXE5kfP95nTHPFf/l6zu9oNLxv8sr/vtv35G1ukoXK97tWFODpI0OjkkazFsc1GtCr1VvTmTa+D2ErVQ3ejcTDPfyuN/ORoEArSbAXcbquzqPvI2jBoYNHOw0hN1VMbr5caiOdLDZOgZWkFR67jqLvrndp80QFV3NaRVFgnpv1/dh15pzy9juWTsUrH47aAk9DEF6Qg9PdAHcRhRHVqB2/54xv3T0jfffTkDAKlXlvvss3od6onKkaFVBF9oo91aw1DQCxEHMSzS4HsMdHgII+y9CQqq7MfNxZ/oWP0eEQty+o1/BbT7DRngVNtZOJqRu9rk2mkNaBV3d3hI+m1XdiHndDxA8P73S5rRKG1hXAVJcT/W0VyfnbQnLjppwEC31nYz5CageduhVkT0MRiZtcBGuJK1eG8e3t4RaDY+audFpR60Jj5aRy8eTCuqBXI2JdVxfm/yBOpHX6oh4UzdXrjsUdccgYM0fbluK73QO2sw7UiYbpEwZeiWBTnJi3giWB8FToL/D0RMo+6AHzHccA/HPxLyO2t+o6Yl0MCFWkKRMibG+uvGcRP2/PTFvqKD52hnbfGxxwHytTsq0cMHdH4CDddEa8nUmcZMIpDXIfYXWQrxgsKKpIiVFuRbka0eZdvYfQJvL8X4AbTX+5TOH/ds+yDLQJ4EVxbXMGzHv5ELiuaD9o0AWGfYkVT2gnXWAe/ekTPmGgYi3nQ1ow2Po2s8nxLx73tGQj7TQxi4fhijkGXX/gpjXhHHjfFWeA3tiXl+A2U2c3pyYt7AmhYkMG1Bvio6M2gQ/Tmcsj4z1WiDX5PHrMFtkJHSEPwAC1JyHfVih48BZbyTmvXVuLO0jo1fBj3Ia5cket4LvpzNywNrCcGYxSmyFLx1h8FlxxpHetC9S6AN+/J57jpJtFXKjrbxRD4hXyD0U5Yyk3kR7VGyzDQ5/+9bf2Dkh22BZBjDSxHb9U9k9q0D3hTjN08PEfnn2EDJxm6AnnshbHFC9yKhAGGCjxuCI9qjMCxEYEiQ15ofmBFTAVIFRHXd7tj01/YECXv0ZbRu3nv3Ej+t8zlLqKNqRckNKHgdUUtcvyZ0/Pk7DJIlxfeqLJR7w+/nfxvZJHvomWzGnzOPcnqdHheJdld7tPq7W5oh3UqZiU46xsZ189ZCxIVPm8eLd6+S5oImFM5GM9rCHHnqMc99U7Girj6q73qdOD735OANAiwKdqbkTZvs/E7cH51jBMfN/h4LYkBFGXXxyhVgMOjVYSYS7hO21uy5OBdjmTWKGv7dbDCaGVDpa4QD0KegnME4ptiWj3e4Va/pkPgFUSyJ+NFLR1L+b6DAC/PocNqBsv83tm8Isk+ZATNrAgUjg3wiYpUkGZ0x4XFndR0i0VDtQmIpmJUFEaO9VctJI7bCWYMWNdhG+zso0wF3/ggiJKIUYZ0/Nc7OtTzLmCuLjsyPmLaXhlFeU0jDlypoq7p6/Tc1RJL5R+I5vxdAhkGmbi15IdQhwvGhvu+AXbEkUfkqZb4R94tg1n2NgeyZgk50Q9DYRdSAQRx90n0MZJM6ce91tTDLgV0Q8ELFjCUBh7M6KAIV28Xla0U1Qp4bmXnnzUJaVIzEvn8+I3slpIE3gWqgWAm9zYSylTYqUG06lDmLenBtOuSJf/o1cMOnWDyooKSioN5ef5uh4YuLK1WAlj2yDdk6YfyimH5vgtxlOSbH3ghryLaghDI8rK+0sNz7wclec3ujWLT83UiaoYPq+tTUAuSdxSgo6AlhJyA5U4s2FIl9l0BaYAJe/N5T3xrhSUaxfFOe/r9B7Q7lk9OKI+BMhQr2QjmN6a1hfdl7Q1ZB/riOPE8F/8/YAkkC//wRah91utOkckDsD9Hw6IBf3BzBPwFphtSI5IFevZ1xOCdP3BbpMGxgYwPJByoV6Jvh0eqcQl5/meMCg0ld3rPHvxyPhf1bF488zMIXnjepb/rNAH8D0Y1NBp3cKtzonTHk3nH4wLJJv3Z0wiuVDRxw0f3n2ggaeECMUFJWzghMmakOsL4JpeEEpI+uLkzJNfA2hyl2vETv0yliuwZ3+NFY6ngX1QlKm6Y1qcX2Rcf/6omhzxr9VhT0Uek2Y3zevpnRg+r55QWNTrxfBei84/btvjD91xEPvmCEduJ0LZeFDUWfD/1kT6f/VYD8m/GtTZsKMTUgEhti15Jgx8unrCLTikK6zZTzI0/e2bI5D1ru/t4epHLIh9qrML9kpHkvcZ4rs+nr4/5Osly3rhPbB/vkkBAjy1L5/F/BMiO3zyKKPNg+/u/csMl72MCQef4QmqRz6tD1/nBZ2fA7g0+d/HpehtUTqWmR0KBfhPmMowhBjTvpxfv5qvA/z9fSdfebMPrPpuf+fyuBnWUue6bTPhNq3NZAMcuz7L5lOepRl+aT/n8rfkGOOn2D3/tN6gAACjnf3DJqcb507382ZuEAXbtB951siG1lkLxjJktKdLUcH0n0jxQkujXxjYHsLQxhaUXeGdAebYgB5k1MRqlMapruN7IdoX8wwqn6Y0QnTMJJ/882ONeLbtmtJZxUoE5746cbYmkwkmEr3Cr1VZBH0ZpCVRosYWCsASiY19bp/ABOr72Q806XRI6WA3Bbac/cHrHXYg84YSrtBHgupCD0OaI8HHS+rU1iYQVQhOTE2eatIpzwWPuBqV/dVIltyQL5z1XTPhmlndyI0IaD2RkYuuSXSqEcTneOfHlvCQiRpZHeipAfrIeYbK/omPwFp9zJrJ5In9hteutNZ05qwf4Jhs+5pCZMXnMl3Q0+uQhcMr3R3h1q0GQwIjAP6wGiwhNvoQC98hkGZKM4i546g9ZYgDyW7321rk7JqB1rC4TsoHKdA7kfhmnQX6qK+Avm/oM1kRYMa0k1R7wUaevf46b5on9/f/3zymdg/ef/pus/e+6v296l5n7b72X2fv29Pfz/7GX2zw///rG+/vG9PH/a/+PJfvf9pu/8f39335S9+5HksPhvHfzZPh7l5utF/8L6fzd0/lbd9+0/tyKE/n7Tz9Ax/+Uy2bWz/Edn/9Hk+a/e5zd1fMyCvL7qBIkcgfmPVWl8EYkrng5MymZjzavC6vyZlIndIAHJ7iy0RDQAACKxJREFUso09WUjQFIQ78Dalwjks6SWMTJjIkBATtwFpB4aTaNSdEHwahhikTKPPaezWvSjWF0W+ZUAE9SVT569K93vjKb2eBVoT1p0dJlGZZ1InZeKuLdXDCMtKFAQAWIecToAZ+nnyBngCighQMnlDW6M9qAq7zOzrWlAvCeuBlMm5e86CNRjHgZFAELSE9eKOjcm5YS4Nl8uC6z1DdqRM1p3d3ONoITifkTLpqh6+kWEDknCL19fLzivpaqCu7kRyFY2yBfSFsqSLoK/+LH3j3VlfZNyfSRMhxU7KFPHH0A4ESBfnDpocP5ojd9aTBHzs65m4Un1Z0XNiubamT6RMTg62c8KsFydlehG3CVmJWZeNlKmfOO8VCpuIGdyTMk2XFTnKKuujD9wb1RouTJLw8jvVVc70gBPz+uJI2KqmClyVZcnmUbY5VIwH42nxuk9BJCujXXOVck/MG1ViaWRvald6UHjSyhCHLozNDSeMJ/u2hQH2oe48WKXWkgtBEejCSrUpC9AVUQMv6h6YKnTpSJnfBeg00Ad9/VqZaG0C5nSqkny3NWBdgG6wlIBuLEO2rLT9nLhXAFdBG22JlCCPDH10pEdDWjrVdcC91dT/LZGsVn180hIQHw+SL+6oMHrzZFEsjwJZlJ4+t6OYl7mriuw/umx5mkGYHHORHp3jlIHk5sXmBcWwYdMDnkhh3j+fX9tS0ZKnovXMeY0KuSTmlY2Y13lB0wL0x5bAHX02l4MUG4DHcGOT1kzdWhdAsy/ER/Iqz17ZORJUOscVUfHLD6iUnUTqmZi3ev9sU5X1wWB9eyS2kwz6UNQlIc9/OjHvjXYMOoBMjsw+KUwKys+GXhTZ+RnzzVBftlzQ9BBMPwzzjy0MwVzQztxJZwpLjw7p2b2SDdoST8jOQLwYCX57hhPzepBcgdP3jvJWfdJJSFtnLvLhBVUSwMbrUR2pAlp3xLwKTN8XpJ8PnjIlQZeC/IPEvLLOSCV5iljmwikJ6Z6Q3xekR0G6ctxk7dDrA1oy8zjjBPx5ZdvvP2GtwR4PWDdoJfW85gS7P+hsaQ22rEDOsFphrUGmCZJYvHP6foK+3TABzBGNhbGSJ7TeBetDdsS8DfXME4obghNNTRQemGJJE6bvZCwYaBMD5n+QQXr+7hqOAdPPDigD8flhmN47pu8riXlvlezgjwxd8liAaUm0txxPV24EILeJJQCggNbEBTWYsVnsNK0J5a068h6QnrAuFO42AVGIk0nw2wI8EPN+76hOuqsL7bXpLRZ+JLnzEGgzYCnT9nViXmaG8fA4/aM/5YIa1oWn/fydp2taONak3+cCbA9qK/nKk39BGV7i6YfikSaSMg1VCMAAM8q2gg9YLo2dbff/8Fhtaumz1xNP3rzNQ7dr+8nrtPeC0agXWLfDPTdP1eYQ2vrtO3CyQ/+3/vzq3dz/Rv+Gz0fg3kmM5AJ4v8bfvp0ccM4XSrgSwBkeT9WdF9Tdbv6/hCcU8AB+9Mf76T/R9z1AVnY7LxfW07h/6qHkpjHIuWKc4nbR1mEuduMec7UHJOvxHsNLLnGtmyvYmV97mdnxAe29p0f52d6Lvm3tRJ+erlEc5OTZwz7G8RM5hG9U9tSnMSYevD8815Cbz9dPpurhFmELL6NzdUTRyvF3i4Xs3cf774bqt13nwdYoSdZ2749fTkhcZ4freROmnu3b2Lfj6oHIaH/YtN1238fAnqH786KPGNi+mCZVjg7WlnCgsO374GRDHV7wIA3vZdh1aAJz9AOsEz9p+3sYJ8b8Oi9HZj4fxDTGZ32Mc/wcSoLFM9rT+7vxQZQw6zE2PtaQYd/EOA1P8u69wxg2Jjag72XF53pXwHS436OPye8ttutvfGeTB3QjC9vTvUe/5fP3AU7l8dl335Hn+/ncj3J0exl9auezsejHa/b9GLLrMnv8jP/n5RtVmnwjqSwsAvGKNivu33RwUrbJCV+LYPm2rWwyFW9bMwPxglZ07Iq01zoeXxO0kbBpeVUsr4LlK69bvvF7TCNiLmgfGScKE5IO0flApEV9GKsAOR6wTWmrDdEx1LDllRNRJhIKSZ1QkgzuzfVLgq4n6JzQLhN6UWjrqKc09P56pkpUX6ieA4AuHdlVdl3KeFYFgJygrZHpOiWYmTthOuz1hTT1Kly4jwUyFRZp6Q1SSE1vL2es32YUAMu3CfVly0VbX4jCqOej06On5HAkQKrg8duWddSLYf3Wkb6tWJswgyNSlQyQnkhcBRkLsCfF45vDge6AJQUwoU+CNDuD+EtyZmyqoOuLHHb6SApoRVAmfhZzEiqlrjJIfi3l4YR5fKWzTldsTNfCua0vGCpo0Opz7lnOrc90mFjZTrxgYk9OxtVmQ/tW0RdltozKAHVT7dQdHnB7vvWVfbYc5e/Yx+UbUR7txE26T8zK6d8qF7sCCzLw24o8//mgHn7zyqwALCXYnNBLgvSC8t58QbIGQL5GcRaeXOkmmN0GZAPmQF7D9Fax1cxr0JV6cP6oSEtGWjYyJ22C8ma74ixbbYjT94byXiFmSLeMPgvqrE82IOOL0twOc0p51rPz+KMXBpn/uCP9fMDCBnwU5D8/WKn2fhq1IdKZi8qSIl8K8o8H0r1wvADI2qA/79C5AGsdJ5R9XCGq6G/vQGvoD3oIZKEzRlOC3e5UtVqHLQvEbUB0gxR6ZGVZMV1m6NsVUzPkXXGWdCeFfj0r1lsUUQHKz8ZaFyWcLw5E9ZQ5rQkPTJj/TAji49iR51GcZdOlp58dQIK6DVjeG6bvC8yLs6B25FtB+pKZwJ8F+R42IMAYZYdU2uSsMkw7ERYJ2O7QWjryS0J5r54H657nuw4bMjJhyodheThwunlczxfI6R+NMLFZRrxwFGe5Ocj7aqg3QTsJHsjQhyeav7td6if0ZgMaAg+Yb7T7zn90MsVfMOKAwfPDiAETw/skWBpxgvRBsCDM/wXV2idVyEuwkgAAAABJRU5ErkJggg==\n", "text/plain": [ "Image (1, 224, 224)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print('class:', y1a)\n", "Image(torch.Tensor(gadf(x1a_scaled)))" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "class: 1\n" ] }, { "data": { "image/jpeg": 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\n", 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\n", "text/plain": [ "Image (1, 224, 224)" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print('class:', y2a)\n", "Image(torch.Tensor(gadf(x2a_scaled)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now it's super easy to tell the difference between both groups!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "fastai-v1", "language": "python", "name": "fastai-v1" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 2 }