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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true,
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'"
]
},
{
"cell_type": "code",
"execution_count": 2,
"outputs": [
{
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 387,
"height": 263
}
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from sklearn import datasets\n",
"from sklearn.calibration import calibration_curve\n",
"from sklearn.isotonic import IsotonicRegression\n",
"from sklearn.metrics import roc_auc_score, log_loss\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.naive_bayes import GaussianNB\n",
"\n",
"### fix the seed\n",
"np.random.seed(0)\n",
"\n",
"### simulate the data\n",
"X, y = datasets.make_classification(n_samples=100000, n_features=20, n_informative=2, n_redundant=10, random_state=42)\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
"X_train, X_cv, y_train, y_cv = train_test_split(X_train, y_train, test_size=0.3, random_state=42)\n",
"bins = 15\n",
"\n",
"### fit naive bayes classifier\n",
"clf = GaussianNB()\n",
"clf.fit(X_train, y_train)\n",
"clf_proba = clf.predict_proba(X_cv)[:, 1]\n",
"\n",
"### fit isotonic regression\n",
"isotonic_regression = IsotonicRegression(y_min=0, y_max=1, increasing=True)\n",
"isotonic_regression.fit(clf_proba, y_cv)\n",
"\n",
"### predict probabilities\n",
"uncalibrated_prob = clf.predict_proba(X_test)[:, 1]\n",
"calibrated_prob = isotonic_regression.predict(uncalibrated_prob)\n",
"\n",
"### compute score\n",
"logloss = log_loss(y_test, uncalibrated_prob)\n",
"roc = roc_auc_score(y_test, uncalibrated_prob)\n",
"calibrated_loss = log_loss(y_test, calibrated_prob)\n",
"calibrated_roc = roc_auc_score(y_test, calibrated_prob)\n",
"\n",
"### plot calibration curve\n",
"plt.plot([0, 1], [0, 1], 'k:', label='Perfectly calibrated')\n",
"fraction_of_positives, mean_predicted_value = calibration_curve(y_test, uncalibrated_prob, n_bins=bins)\n",
"plt.plot(mean_predicted_value, fraction_of_positives, label=f'Naive Bayes: logloss({logloss:1.3f}) auc({roc:1.3f})')\n",
"fraction_of_positives, mean_predicted_value = calibration_curve(y_test, calibrated_prob, n_bins=bins)\n",
"plt.plot(mean_predicted_value, fraction_of_positives,\n",
" label=f'Calibrated Naive Bayes: logloss({calibrated_loss:1.3f}) auc({calibrated_roc:1.3f})')\n",
"plt.ylabel('Empirical probability')\n",
"plt.xlabel('Predicted Probability')\n",
"plt.legend(loc='lower right')\n",
"plt.show()\n"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n",
"is_executing": false
}
}
},
{
"cell_type": "code",
"execution_count": 3,
"outputs": [
{
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 373,
"height": 263
}
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"plt.plot(clf_proba[:500], y_cv[:500], 'r.', markersize=6)\n",
"plt.plot(clf_proba[:500], isotonic_regression.predict(clf_proba)[:500], 'b.', markersize=6)\n",
"plt.legend(('Data', 'Isotonic Fit', 'Linear Fit'), loc='lower right')\n",
"plt.title('Isotonic regression')\n",
"plt.show()"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n",
"is_executing": false
}
}
},
{
"cell_type": "code",
"execution_count": 4,
"outputs": [],
"source": [
"### add callback in isotonic_regression\n",
"def isotonic_regression(y, weight=None, y_min=None, y_max=None, callback=None):\n",
" \"\"\"Solve the isotonic regression model::\n",
"\n",
" min sum w[i] (y[i] - y_[i]) ** 2\n",
"\n",
" subject to y_min = y_[1] <= y_[2] ... <= y_[n] = y_max\n",
"\n",
" where:\n",
" - y[i] are inputs (real numbers)\n",
" - y_[i] are fitted\n",
" - w[i] are optional strictly positive weights (default to 1.0)\n",
"\n",
" Parameters\n",
" ----------\n",
" y : iterable of floating-point values\n",
" The data.\n",
"\n",
" weight : iterable of floating-point values, optional, default: None\n",
" Weights on each point of the regression.\n",
" If None, weight is set to 1 (equal weights).\n",
"\n",
" y_min : optional, default: None\n",
" If not None, set the lowest value of the fit to y_min.\n",
"\n",
" y_max : optional, default: None\n",
" If not None, set the highest value of the fit to y_max.\n",
"\n",
" Returns\n",
" -------\n",
" `y_` : list of floating-point values\n",
" Isotonic fit of y.\n",
"\n",
" References\n",
" ----------\n",
" \"Active set algorithms for isotonic regression; A unifying framework\"\n",
" by Michael J. Best and Nilotpal Chakravarti, section 3.\n",
" \"\"\"\n",
" if weight is None:\n",
" weight = np.ones(len(y), dtype=y.dtype)\n",
" if y_min is not None or y_max is not None:\n",
" y = np.copy(y)\n",
" weight = np.copy(weight)\n",
" C = np.dot(weight, y * y) * 10 # upper bound on the cost function\n",
" if y_min is not None:\n",
" y[0] = y_min\n",
" weight[0] = C\n",
" if y_max is not None:\n",
" y[-1] = y_max\n",
" weight[-1] = C\n",
"\n",
" active_set = [(weight[i] * y[i], weight[i], [i, ])\n",
" for i in range(len(y))]\n",
" current = 0\n",
" counter = 0\n",
" while current < len(active_set) - 1:\n",
" value0, value1, value2 = 0, 0, np.inf\n",
" weight0, weight1, weight2 = 1, 1, 1\n",
" while value0 * weight1 <= value1 * weight0 and \\\n",
" current < len(active_set) - 1:\n",
" value0, weight0, idx0 = active_set[current]\n",
" value1, weight1, idx1 = active_set[current + 1]\n",
" if value0 * weight1 <= value1 * weight0:\n",
" current += 1\n",
"\n",
" if callback is not None:\n",
" callback(y, active_set, counter, idx1)\n",
" counter += 1\n",
"\n",
" if current == len(active_set) - 1:\n",
" break\n",
"\n",
" # merge two groups\n",
" value0, weight0, idx0 = active_set.pop(current)\n",
" value1, weight1, idx1 = active_set.pop(current)\n",
" active_set.insert(current,\n",
" (value0 + value1,\n",
" weight0 + weight1, idx0 + idx1))\n",
" while value2 * weight0 > value0 * weight2 and current > 0:\n",
" value0, weight0, idx0 = active_set[current]\n",
" value2, weight2, idx2 = active_set[current - 1]\n",
" if weight0 * value2 >= weight2 * value0:\n",
" active_set.pop(current)\n",
" active_set[current - 1] = (value0 + value2, weight0 + weight2,\n",
" idx0 + idx2)\n",
" current -= 1\n",
"\n",
" solution = np.empty(len(y))\n",
" if callback is not None:\n",
" callback(y, active_set, counter+1, idx1)\n",
" callback(y, active_set, counter+2, idx1)\n",
" for value, weight, idx in active_set:\n",
" solution[idx] = value / weight\n",
" return solution"
],
"metadata": {
"collapsed": false,
"pycharm": {
"name": "#%%\n",
"is_executing": false
}
}
},
{
"cell_type": "code",
"execution_count": 10,
"outputs": [
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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28fspSY4/sfOv9biT9k/p9A/BZozlOXH08WP7nbspY/l5PuKFe2aHWe0HWWOpae68XbPLbtvGEsjbami0fibRnE3sn71BOwDG2QknH5Dtd+jsRdnCxfMyaVL7/4Qxce17wE6Zd/juHR177In7Zced2n/XfPc9Z+XIozt7UXbUMc/LbnvMarmi3rT9DtPyklMO7OjY/Q7cKXMP3bXlipLp06fkpYvmdnTsHnvNyhEv3KvlinrTpEklC8/qbLWH7XeYlhNObj8MKaVkUYc1TZs+OSeddlDLFQ1YtPjQ4RttxOTJk7LgZQe3XM2ARYs7e5xKSU47Y9tZ5WPhWZ1975J0/FwcTqc/d0myaAxfz+acesYhHQdkY3mMN2fB6XMzZWpnkchYHuOJZlsNjdZfH29T3+lDBm+7c20/AIY1ffqUvOyXRn9NgVmzp3f8Yo6t23959RGjPmbSpJLFrzi8C9UMePmvHDHq2UalJGe96vndKahHnfHLh2fKlNH/2/pLr35BV97FT5LTX35opk0f/bvxL//VI7apUHvBooMza/boZwic8cuHZ9r07qyk8ZIFB2bnXWaO+rhFZx06phlmm3Psiftlj71GHwQvOH1uV07jS5IXzn9e9tl/2NU6Gl780gPGNMNsojnw4F1yxAv3HPVxh71gjxx0SPuhdpLs9bw5mf/i0c+QPfDgXXL4kaP/WkZil922z4mnjv4NgL33mZOjj9unCxUNnPJ2yssOGb7hBnbbY4ccf9IB7RfUo7bV0GjJ4O0ZpZRfeAxKKbOSnJRkVZLrxrswAH7ulb92ZI4bxbTv6dOn5Lz3LOzKFGYmvhcdu09e8/oXjeqYs899cdf+qU+Sw4/cM79xznGjOuY3zjmua//U96p99tsxb/6Dk0YVsP3Sq1+QE04+oGs17b7nrJz7zgWZPHnk/06f/vJDc8rp3ZkV0qt2mDU9573ntEwfRQB03In75RWveUHXatpuxtSc98cLM2Pm1BEfc9Qxe+c1rz+6azVNnTo5f/iehaMK2A47Yo/8P6P8/TEakyZPynnvPi077jzyUOqgQ3bJ2b837AWotzq/944F2Wuf2cM3HLTn3rNz7jsXdC3UTpLfeduJ2e/AkZ+Kuctu2+dt7zq1q6H2b/7uCTn40JGfijlnx+1y3ntOG9Xv2dH69bPn5/lHjfxv6g6zpucP37OwK6fw9aqtOjQqpUwtpRxWSvmFt5xrrT9OckmSA5Kcu8Fh70+yfZIv1VpXjkuhAGzUpMmT8pZ3vDSLXj78tORddts+f/ThMzJ3Xvde4DPx/fJrjswb33z8sNPRt5sxJee+c0EWLOr+C/yX/dJh+e23njjsrJVp0yfnd952Ykcz8LYGJ5x8QP7gj04bdqbH5MmT8to3HTPqgLATLzp2n7zjvQuzwzAv9CdNKnnV647K63/nuK6+SOxVc+ftlj/68BnDrv9RykCw9pZ3vDSTuvgiMUn2O2CnvOfPFo9ods+CRXPz9ned2tFst9HY83mz88cfXZy9993UCho/d8JLD8g73tv9F6677r5D3vvRs0a0TuAxx++T//mBl2X6diMP47YWO8yennd/+Mwc9oI9hm077/m7590fObPriyjPmDkt7/rgGTlqBGtTHXTILvnjjy7uaAbeaEyfPiX/4/2LcuyLh39DcN8Ddsoff/Ss7L5nd0/Fnjp1cs57z8IRnQa91z6z88d/NrKf0a1JmWiXmSulvCrJqwbv7pnkzCR3JblycNujtdb/Ptj2gCR3J7mn1nrABv3MTXJNkt2TfDXJrUlOSHJaBk5LO7HW+tgY6lx6zDHHHLN06dJOuwBgiIcffDpLLl6WK751Z1Y+8/Orbxx2xB5Z9PJDc8wJ+3b9H3q2Hk8/9Vyu+NaPs+TiZXnk4Wd+tv15+83JwsWH5qRTD8yMmd05DWVTVj6zOldddlcuu2hZHnrgqZ9t33Pv2Vm4eF5OXnhQV65oM9Gsfm5trr1ieS698Pbce/cTP9u+864zc9qZ83LKyw7u2uk6m7Jm9bpcf9U9ufSi23P3HT//93HHnWbk1DMOySlnHNL1F2MTwbp1/bnp+vty6Tduz223PPyz7dvvMC0LTj84p505r6NTtMair68/373x/lx64bL86PsP/uyy4DNmTs1LF87NaYvnZe99xvcFYn9ff35w84O59KLb8/2bHkjtHyhqu+2m5MRTD8qis+Zln/07X8y7o5r6a370/Qdz6YXL8t0b70//YE3Tpk/OSxYcmIWL5+WAubuMa029qNaaO29/JJdeuCw3Xn1P1q3rT5JMmTIpx75kvyw669Accvhu4x4e33XHo7n0wmW5/qrlWbumL0kyeXLJMSfsm0VnHZrDXrDHuNd0z12P57KLluXaK+7O6ufWJUnKpJIXHfu8LDrr0Bzxwr3G/VTe++99MpddtCxXL7nrZ1fEKyU58ui9s+isQ3PUMXt3PdBu0/z583PTTTfdtKkrvo/URAyN3pfkTzbT5GcB0eZCo8H9+yb5QJLFSXZJ8mCS/0jy/lrr42OsU2gE0AX9/TWrnl2btWv7MnP7advU9GDaV2vNc8+ty+pVazNj5tSeeIe81prVz63Lc6vWZrsZUzN9uynb5OyUkVi9el1WrVyT6dsNXPa6Fx6nNavX5dmVazJt+pTMmNkbNfWiNWv68uzKNZk6dXJmzJzaE+s8rV3bl5XPrMnUqZMyY+a0nqhp3dq+rFy5JpMnT8rMmVN74gXrunX9efaZ1Zk0aVJmbt8bNfWivr7+PLtyTWodCEa7eYrVSPX39WflYE0zt5/WE2+29ff159mVa9Pf3z9Q09Qt/39df19/nn12bfr6+rN9j9TUiW02NJoohEYAAADAltBWaLTlo0UAAAAAeo7QCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQMOEDI1KKfuUUj5fSnmglLK6lLK8lHJ+KWWnUfZzcinlq4PHP1dKubeU8o1SyuJu1Q4AAAAwEUy40KiUMjfJ0iRnJ7khyceT3JXk7UmuLaXsMsJ+3pLkyiSLBm8/nuTbSU5JcmEp5d3tVw8AAAAwMUzZ0gV04DNJdk/ytlrrp9ZvLKV8LMl5ST6U5Hc310EpZWqSjyR5Lsn8WuvtQ/Z9OMnNSd5dSvmLWuvq9r8EAAAAgN42oWYalVIOSnJGkuVJPr3B7j9JsjLJG0op2w/T1c5J5iRZNjQwSpJa661JliWZkWSHFsoGAAAAmHAmVGiUZOHg7SW11v6hO2qtTye5OsnMJC8epp+fJnkkybxSyiFDd5RS5iU5JMl3a62PtVI1AAAAwAQz0U5PO3Twdtkm9t+RgZlI85JcuqlOaq21lHJukr9PsrSU8u9JHkjyvCS/kuSWJK8bSUGllKWb2HXYSI4HAAAA6EUTLTSaM3i7YhP712/fcbiOaq3/Ukp5IMk/JXnjkF0PJ/lCBhbXBgAAANgmTbTT04ZTBm/rsA1LeX2Sb2XgymmHZ+C0tsMzMEPpL5N8eSQD1lrnb+wjyW2dfAEAAAAAvWCihUbrZxLN2cT+2Ru026jBdYs+n4HT0N5Qa72t1rqq1npbkjckWZrk10opp469ZAAAAICJZ6KFRuuvdDZvE/vXL2q9qTWP1jsjydQk397Igtr9Sa4YvDu/kyIBAAAAJrqJFhotGbw9o5TyC7WXUmYlOSnJqiTXDdPP9MHb3Taxf/32NZ0UCQAAADDRTajQqNb64ySXJDkgybkb7H5/ku2TfKnWunL9xlLKYaWUDa9kduXg7WtKKUcN3VFKeVGS12RgXaTL2qseAAAAYOKYaFdPS5LfS3JNkk+WUhYluTXJCUlOy8Bpae/eoP2tg7frF8lOrfWGUsoXkpyd5MZSyr8nuScDYdSrkkxLcn6t9ZYufh0AAAAAPWvChUa11h+XUo5N8oEki5O8PMmDST6Z5P211sdH2NU5GVi76E1JzkwyK8lTSa5K8je11hFdPQ0AAABgazThQqMkqbXel4FZQiNpWzaxvSa5YPADAAAAgCEm1JpGAAAAAIwPoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0tBIalVKmttEPAAAAAL2hrZlGPymlfLSUcnBL/QEAAACwBbUVGk1K8s4kt5dSvllKeXUpZUpLfQMAAAAwztoKjfZO8vokVyZZlOT/JrmvlPKhUsqBLY0BAAAAwDhpJTSqta6ptf5jrfXUJIclOT/JlCTvSnJHKeUbpZRXllIsvA0AAAAwAbQe4tRal9Va35Hkefn57KPFSb6S5N5SyvtKKXu3PS4AAAAA7enazJ9a65okX0/y70keSFIycBrbe5PcXUo5v5QyvVvjAwAAANC5roRGpZQXl1K+kIGw6ONJtk/yySQvSvJbSW5P8tYMnMYGAAAAQI9p7QpnpZRZSd6Q5L8leUEGZhbdlOSvkvxjrXXAkGR6AAAgAElEQVTVYNPvl1L+LslFSV6T5C1t1QAAAABAO1oJjUopn0vy2iQzk6xO8ndJPlNrvWFj7WutfaWUy5MsbGN8AAAAANrV1kyj30ry4ySfTfKFWuvjIzjm8iQfaGl8AAAAAFrUVmh0Vq314tEcUGu9OsnVLY0PAAAAQIvaWgh7j1LKUZtrUEp5QSnljS2NBwAAAEAXtRUaXZDkVcO0eWWSL7Q0HgAAAABd1FZoNBKTk9RxHA8AAACADo1naDQvyRPjOB4AAAAAHep4IexSyuc32PSqUsoBG2k6Ocl+SV6a5OudjgcAAADA+BnL1dPeNOTzmuRFgx8bU5Ncn+S8MYwHAAAAwDgZS2h04OBtSXJXkvOTfGIj7fqSPFFrXTmGsQAAAAAYRx2HRrXWe9Z/Xkp5f5IlQ7cBAAAAMHGNZabRz9Ra399GPwAAAAD0ho5Co1LKfoOf/qTW2jfk/rBqrfd2MiYAAAAA46fTmUbLM7C49eFJlg25P5w6hjEBAAAAGCedBjhfykAAtGKD+wAAAABsBToKjWqtb9rcfQAAAAAmtklbugAAAAAAeo/QCAAAAICGTq+e9vkOx6u11nM6PBYAAACAcdLpQthv6vC4mkRoBAAAANDjOg2NDmy1CgAAAAB6SqdXT7un7UIAAAAA6B0WwgYAAACgodOFsPcb/PQntda+IfeHVWu9t5MxAQAAABg/na5ptDwDi1ofnmTZkPvDqWMYEwAAAIBx0mmA86UMBEArNrgPAAAAwFag04Ww37S5+wAAAABMbBbCBgAAAKCh9dColLJvKeUVpZQ3DN7u24Ux9imlfL6U8kApZXUpZXkp5fxSyk4d9HVkKeVLpZT7Bvv6aSnl26WUN7ZdNwAAAMBE0dqi1KWUQ5J8JsnCjey7LMm5tdZlLYwzN8k1SXZP8tUktyU5PsnbkywupZxUa31shH29Kcnnkjyb5D8zsKD3jklekOTlGVirCQAAAGCb00poVEo5OANBzi5JfpzkqiQPJdkzyclJFiW5qpRyYq31zjEO95kMBEZvq7V+akgNH0tyXpIPJfndEdT84gwERj9MsrjW+tAG+6eOsU4AAACACaut09M+koHA6O1JDq21nl1rfVet9ewkh2YgzNk1yYfHMkgp5aAkZ2RgRtCnN9j9J0lWJnlDKWX7EXT3v5NMTvL6DQOjJKm1rh1LrQAAAAATWVunpy1K8o2hM3/Wq7X2J/lEKeWMJKePcZz1p75dMtjv0HGeLqVcnYFQ6cVJLt1UJ6WUfZK8NMl3ktxSSjktyfwkNcl3kyzZsH8AAACAbUlbodG0DIQtm/PdJAvGOM6hg7ebWhvpjgyERvOymdAoyXFD2l+W5NQN9v+glPKrIzmVrpSydBO7DhvuWAAAAIBe1dbpad9LcvAwbQ5O8v0xjjNn8HbFJvav377jMP3sPnj7X5McnuRXB/s+OMnfJTkyyddLKdM6LxUAAABg4mprptGHk/x7KeWsWuuFG+4spfyXJL+S5FUtjbcpZfC2DtNu8pDb3661/ufg/adKKb+ZgSDp2CSvTvJPm+uo1jp/o4UMzEA6ZiRFAwAAAPSajkKjUsobN7L5wiT/WUq5NMkVSR5OskeSUzKwFtHXMrAY9lisn0k0ZxP7Z2/QblOeGLxdneQbQ3fUWmsp5asZCI2OzzChEQAAAMDWqNOZRhekOZtn/Syf07PxBa9fkeSXk3ypwzGT5PbB23mb2H/I4O2m1jzasJ+nN7Hg9fpQacYoagMAAADYanQaGp3dahUjt2Tw9oxSyqShgU8pZVaSk5KsSnLdMP18P8mjSXYtpexRa314g/0vGLxdPvaSAQAAACaejkKjWusX2y5khOP+uJRySQaukHZukk8N2f3+JNsn+eta68r1G0sphw0ee9uQftaVUv46ybuT/O9SytnrA6hSypFJ3pRkXZJ/7e5XBAAAANCb2loIezz9XpJrknyylLIoya1JTkhyWgZOS3v3Bu1vHbwtG2z/cJJFSd6Y5MhSyuVJdsvA4tfbJXlHrfXObnwBAAAAAL1u0pYuYLRqrT/OwCLVF2QgLHpHkrlJPpnkJbXWx0bYz7MZCI3en2RmBmYuvSIDgdTLa60fa714AAAAgAmitZlGpZTtMzAL6Mwkz0syfSPNaq117ljHqrXelxGuq1Rr3XCG0dB9zyZ53+AHAAAAAINaCY1KKTsmuSrJ85M8lWR2Bi57Py0/vwLZA0nWtjEeAAAAAN3V1ulp78lAYHROkp0Gt308yQ5JTkxyU5IfJzm8pfEAAAAA6KK2QqNXJLmi1vqFWmtdv7EOuC7Jy5McluYi1QAAAAD0oLZCo30zMJtovf4MWdOo1vrTJBcmeV1L4wEAAADQRW2FRs8m6Rtyf0WSPTdo83AGFsgGAAAAoMe1FRrdl4HZRuv9KMmCUsrkIdtOTvJQS+MBAAAA0EVthUbfTnJKKWX95e3/OcncJF8vpZxbSvmXJC9O8o2WxgMAAACgi6a01M8Xk0xLsk8GZh19NsnCJK9KcsZgm6szcJU1AAAAAHpcK6FRrfWmJG8Zcn9dkl8tpcxPcnCS5UlurLX2tzEeAAAAAN3V1kyjjaq1Lk2ytJtjAAAAANC+1kOjUsrUJIcnmZOBq6jdWmtd2/Y4AAAAAHRPWwthp5SySynlb5I8meTmJJcP3j5ZSvmbUsqubY0FAAAAQHe1MtOolLJHBha6PigDs4tuSPJQkj2TvCjJOUlOK6WcVGt9uI0xAQAAAOietmYafTgDgdH5SfavtZ5Wa/31WutpSfZP8onB/R9qaTwAAAAAuqitNY1+KcmVtdY/3HBHrfWpJOeVUo5N8sstjQcAAABAF7U102hWkquGaXNlkh1aGg8AAACALmorNLotyV7DtNkrye0tjQcAAABAF7UVGn0iyWtLKUdtbGcp5UVJ/msG1jwCAAAAoMd1tKZRKWXBBpvuTvLNJDeUUr6U5IokDyfZI8kpSd6Q5MIkyzuuFAAAAIBx0+lC2JcnqRvZXpL8dpJzNtiWJK9M8ookkzscEwAAAIBx0mlo9IFsPDQCAAAAYCvQUWhUa31fy3UAAAAA0EPaWggbAAAAgK1Ip6enbVIp5eQkRyfZMcmKJDfVWq9qexwAAAAAuqe10KiUckySv09y6PpNGVz3qJRye5I31lq/09Z4AAAAAHRPK6FRKeXgJJclmZ3kqsHPH0yyV5LTkrw0yTdLKcfXWu9oY0wAAAAAuqetmUZ/nGSHJK+ttf7LBvveV0p5TZIvJ3lPkt9saUwAAAAAuqSthbBPT/IfGwmMkiS11n9N8tXBdgAAAAD0uLZCo12T3DZMm9sG2wEAAADQ49oKjR5J8vxh2hyW5NGWxgMAAACgi9oKjS5L8opSyus2trOU8uokr0zyrZbGAwAAAKCL2loI+wMZCIX+oZRybpIlGbh62p5JTk1ycpKnk3ywpfEAAAAA6KJWQqNa652llNOTfCnJSYMfNUkZbHJ7kt+std7RxngAAAAAdFdbM41Sa70xyeGllBOTHJNkTpIVSW6utV7d1jgAAAAAdF8roVEpZUGSp2qt3621XpPkmjb6BQAAAGDLaGsh7CVJ3txSXwAAAABsYW2FRo8mWdVSXwAAAABsYW2FRpcnObGlvgAAAADYwtoKjd6T5NBSyp+WUqa21CcAAAAAW0hbV097V5IfJvmjJOeUUr6X5KEkdYN2tdZ6TktjAgAAANAlbYVGbxry+Z6DHxtTkwiNAAAAAHpcW6HRgS31AwAAAEAPaCU0qrXe00Y/AAAAAPSGthbCBgAAAGAr0tbpaUmSUsrJSc5OcnSSOUlWJLkpyQW11qvaHAsAAACA7mktNCqlfCrJ7yUpG+x6UZKzSymfrrW+ra3xAAAAAOieVk5PK6W8Ncm5Se7OwEyjA5PMGLz9rcHt55ZSzm1jPAAAAAC6q601jX43yQNJjq21frHWek+tdfXg7QVJjk/yUAZmIgEAAADQ49oKjQ5K8m+11ic3trPW+niSfxtsBwAAAECPays0eizJmmHarEnyaEvjAQAAANBFbYVG/5HkFaWUqRvbWUqZluQVg+0AAAAA6HFthUZ/lGRFkm+VUk4spZQkKQNOSvKtJE8MtgMAAACgx01pqZ/vJpmWZK8kVyZZV0p5NMmuQ8Z4MMn3BvOk9WqtdW5LNQAAAADQkrZCo0lJ1ia5d4PtD2xwvwxzHwAAAIAe0EpoVGs9oI1+AAAAAOgNba1pBAAAAMBWRGgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgYUonB5VS+pPUDg6ttdaOxgQAAABg/HQa4FyRZmi0U5KjkvQnuS/JQ0n2TLJvBmY0fT/JEx2OBwAAAMA46ig0qrWeOvR+KWWvJNck+UqSd9Za7x6y78Akf5Hk6CSLO64UAAAAgHHT1ppGH03yRK31NUMDoyQZvP+aJCsG2wEAAADQ49oKjc5McvGmdtZa6+B+M40AAAAAJoC2QqNZSeYM02bOYDsAAAAAelxbodGtSV5bStl3YztLKfsneW2SH7U0HgAAAABd1OnV0zb050n+McnNpZRPZuDqag8n2SPJKUnemoGZRn/e0ngAAAAAdFEroVGt9cuDV1D7SJI/2WB3SbI2yX+vtf5zG+MBAAAA0F1tzTRKrfXjpZSvJHl9kqMzMLNoRZKbkvxDrfWetsYCAAAAoLtaC42SZDAY+lCbfQIAAAAw/tpaCBsAAACArUhroVEpZVIp5a2llOtKKStKKeuG7Du6lPKZUsq8tsYDAAAAoHtaCY1KKdOSfDPJ+UnmJnk6Awtgr3d3kt9K8httjAcAAABAd7U10+idSU5L8v4keyT53NCdtdYnk1yR5MyWxgMAAACgi9oKjX4jydW11g/UWvuT1I20uTvJfi2NBwAAAEAXtRUaHZjkumHaPJ5k55bGAwAAAKCL2gqNViXZcZg2+yV5sqXxAAAAAOiitkKj7yY5Y3BB7IZSypwMrGd0Q0vjAQAAANBFbYVGf5Nk3yT/UEqZPXRHKWXHJBck2SnJZ1saDwAAAIAumtJGJ7XWfyqlnJ7k7CSvSPJEkpRSvpPkiCTTk3y61vqNNsYDAAAAoLvammmUWus5SX4ryY+S7JakJDkmyZ1Jzqm1vrWtsQAAAADorlZmGq1Xa70gyQWllBkZOB1tRa11ZZtjAAAAANB9rcw0KqUsKKXst/5+rXVVrfWBoYFRKWXfUsqCNsYDAAAAoLvaOj1tSZI3DdPmjYPtAAAAAOhxbYVGZYRtakvjAQAAANBFrS2EPQL7JXl6HMcDAAAAoEMdL4RdSnnvBptOLWWjE44mZyAwel2SqzodDwAAAIDxM5arp71vyOc1yamDH5vykyT/awzjAQAAADBOxhIanTZ4W5JcluSCJF/cSLu+JI8lub3W2j+G8QAAAAAYJx2HRrXWb6//vJTyxST/MXQbAAAAABPXWGYa/Uyt9ew2+gEAAACgN4zn1dMAAAAAmCBaC41KKXuVUj5dSrmzlLKqlNK3kY91bY0HAAAAQPe0cnpaKeV5SW5IskeSW5JMT3JPktVJDhoc57tJVrQxHgAAAADd1dZMo/cm2TPJ4lrrCwe3faHWelgGQqOLk8xI8qstjQcAAABAF7UVGp2Z5KJa67c23FFrvT/Jr2UgNHp/S+MBAAAA0EVthUZ7ZuC0tPX6MhASJUlqrc8k+WaSV7Y0HgAAAABd1FZo9FSSaUPuP5HkeRu0WZFkt5bGAwAAAKCL2gqN7kmy75D730uysJQyM0lKKZOSnJHk/pbGAwAAAKCL2gqNLk1yWill6uD9LybZO8k1pZQ/T3J1kiOS/HNL4wEAAADQRVNa6udvM3BK2q5JHqy1/n0pZX6StyY5arDNl5N8qKXxAAAAAOiiVkKjWusdST66wbbzSikfTnJQkuW11ofbGAsAAACA7mslNCqlvDHJw7XWi4dur7U+kuSRNsYAAAAAYPy0tabR55MsbqkvAAAAALawtkKjh1rsCwAAAIAtrK2g56IMXD3t/2fvvuPsqOv9j78+m95DEnqA0ELoVVpoIUgRKVJEQaQoWC+oiOIPFfDqxXtBRFEQC8QCUi9FukCoAdEAUm4IEEiBQCCFJIS0zX5/f5xZPezsJmdP2ZbX8/E4j8nOfL8znz1nzmTP+3xnxuBIkiRJkiSpC6hWyHMuMAD4XUQMq9I6JUmSJEmS1E6qciFs4M/AfOCzwKciYiqFU9ZSk3YppTS2StuUJEmSJElSjVQrNNqv6N+9gC2yR1NNQyRJkiRJkiR1QFU5PS2lVFfio1s1thcRwyPiqoiYGRFLI2JqRFwaEWtUsM59ImJFRKSI+GE16pQkSZIkSeqsqjXSqM1ExKbABGAt4DbgJWBX4Ezg4IgYnVKa08p1DgB+D3wA9K9uxZIkSZIkSZ1PZ7zb2eUUAqMzUkpHppTOSSntD/yUwilxPypjnT8DBgEXVq9MSZIkSZKkzquqoVFEnBARD0TE3Iioz6b3R8QJVVr/JsCBwFTgl00WnwcsAk6MiH6tWOcRwCnAGcDMatQpSZIkSZLU2VUlNIqIHhFxG/AHYAyFU7zezab7A3+IiNsiokeFm9o/m96XUmooXpBSWgg8DvQFdi+x7rWA3wC3ppT+VGFtkiRJkiRJXUa1Rhp9BzgM+BuF0Kh3SmldoDeFoOcp4OPAtyvcTuMd2V5uYfkr2XRkiev7NYXn4IvlFhQRE5t7AKPKXackSZIkSVJ7q1Zo9FngVWC/lNLDjaOAUkoNKaWHgP2A14CTK9zOoGw6v4XljfMHr2pFEXEqcATw5ZTSrArrkiRJkiRJ6lKqdfe04cBlKaVlzS1MKS3NTl/7SpW215Jo3ORKG0WMAC4Fbkwp3VDJBlNKO7ewjYnATpWsW5IkSZIkqb1Ua6TRTGBV1yvqQeUXmm4cSTSoheUDm7RryVXAYuDLFdYjSZIkSZLUJVUrNLoWOCYiBja3MCIGA8cA11S4ncnZtKVrFm2eTVu65lGjnYC1gHcjIjU+gKuz5edm826trFxJkiRJkqTOqVqnp/0A2AZ4KiJ+ADwCzALWBvYFvkfhYtj/WeF2xmfTAyOirvgOahExABhNYQTRk6tYzx8o3GWtqc2BfYBngYnAMxXWK0mSJEmS1CmVFRpFRAPNXzcogD+2MH9zCoFO2UFVSmlKRNwHHEjh+kiXFS2+AOgHXJlSWlRU66is70tF6zmjufVHxMkUQqM7U0rfLbdOSZIkSZKkzq7cAOcRVnGx6Rr6MjAB+HlEjAUmAbsBYyiclnZuk/aTsmkgSZIkSZKkkpQVGqWU9qtyHa3Z9pSI2IXCKXEHAx8D3gJ+DlyQUprbXrVJkiRJkiR1FdW6plGbSinNAE4psW3JI4xSSuOAceVVJUmSJEmS1HVU6+5pkiRJkiRJ6kLKvRD29ylc0+iXKaW52c+lSCmlSu+gJkmSJEmSpBor9/S08ymERtcDc7OfS5EAQyNJkiRJkqQOrtzQaEw2nd7kZ0mSJEmSJHUB5d497eGV/SxJkiRJkqTOzQthS5IkSZIkKcfQSJIkSZIkSTnl3j2tgcJFrVsrpZTKvY6SJEmSJEmS2ki5Ac4jlBcaSZIkSZIkqRMo90LY+1W5DkmSJEmSJHUgXtNIkiRJkiRJOYZGkiRJkiRJyqnqRakjYl1gLLA+0KuZJiml9J/V3KYkSZIkSZKqr2qhUURcAJzTZJ3Bvy+Y3fhvQyNJkiRJkqQOriqnp0XECcD3gEeBYygERL8Hjgd+AzQA1wH7V2N7kiRJkiRJqq1qjTT6EvAGcHBKqT4iAKamlK4DrouIW4A7gT9XaXuSJEmSJEmqoWpdCHtb4K6UUn3RvG6N/0gp3QvcC5xdpe1JkiRJkiSphqoVGvUA5hT9vBgY1KTNC8D2VdqeJEmSJEmSaqhaodFbwLpFP08HtmvSZn2gHkmSJEmSJHV41QqNnqFwilqjB4G9I+LEiOgXEYcCR2ftJEmSJEmS1MFVKzS6A9g6IjbOfv4xMB8YBywAbqdwR7XvVml7kiRJkiRJqqGq3D0tpTSOQkDU+POMiPgIcBawKTAVuDyl9Hw1tidJkiRJkqTaqkpo1JyU0uvAV2u1fkmSJEmSJNVOtU5PkyRJkiRJUhdSdmgUEb0i4qmIeCAieqykXc+szZMraydJkiRJkqSOo5KRRicAOwM/SSktb6lRSmkZcBGwa9ZHkiRJkiRJHVwlodFRwGsppbtW1TCldA/wCnBsBduTJEmSJElSG6kkNNoReKgV7R8Bdqhge5IkSZIkSWojlYRGw4BZrWg/CxhawfYkSZIkSZLURioJjRYD/VvRvj+wpILtSZIkSZIkqY1UEhrNAD7Siva7ANMr2J4kSZIkSZLaSCWh0UPA7hGxy6oaRsTOwJ7A+Aq2J0mSJEmSpDZSSWj0CyABN0bEli01iohRwI3ACuDyCrYnSZIkSZKkNtK93I4ppckR8QPgfOCZiLgJeBB4g0KYNBwYCxwN9AK+n1KaXHHFkiRJkiRJqrmyQyOAlNIPIqIeOA84Hvh0kyYBLAfOTSldWMm2JEmSJEmS1HYqCo0AUkr/FRHXAKcCo4F1KYRFM4HHgKtTStMq3Y4kSZIkSZLaTsWhEUAWCp1XjXVJkiRJkiSp/VVyIWxJkiRJkiR1UYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknI6ZWgUEcMj4qqImBkRSyNiakRcGhFrlNi/X0ScEBHXRsRLEbEoIhZGxD8i4qyI6Fnr30GSJEmSJKkj697eBbRWRGwKTADWAm4DXgJ2Bc4EDo6I0SmlOatYzd7An4C5wHjgVmAIcBhwMXBURIxNKS2pzW8hSZIkSZLUsXW60Ai4nEJgdEZK6bLGmRFxCfB14EfAF1exjreBzwA3ppSWFa1jAPAQsCfwFeAnVa1ckiRJkiSpk+hUp6dFxCbAgcBU4JdNFp8HLAJOjIh+K1tPSunZlNI1xYFRNn8h/w6K9qtGzZIkSZIkSZ1RpwqNgP2z6X0ppYbiBVng8zjQF9i9gm0sz6b1FaxDkiRJkiSpU+tsp6dtkU1fbmH5KxRGIo0EHihzG6dm03tKaRwRE1tYNKrM7UuSJEmSJLW7zjbSaFA2nd/C8sb5g8tZeUR8FTgYeBa4qpx1SJIkSZIkdQWdbaTRqkQ2Ta3uGHEUcCmFi2QfnVJavoouhQ2ltHML65sI7NTaOiRJkiRJkjqCzjbSqHEk0aAWlg9s0q4kEXEkcB3wDrBfSum18sqTJEmSJEnqGjpbaDQ5m45sYfnm2bSlax7lRMSxwI3ALGDflNLkVXSRJEmSJEnq8jpbaDQ+mx4YER+qPSIGAKOBxcCTpawsIo4H/gzMpBAYvVLFWiVJkiRJkjqtThUapZSmAPcBI4CvNFl8AdAP+ENKaVHjzIgYFRG5O5lFxEnAH4HpwD6ekiZJkiRJkvRvnfFC2F8GJgA/j4ixwCRgN2AMhdPSzm3SflI2bbxINhExhsLd0eoojF46JSKadOO9lNKlVa9ekiRJkiSpE+h0oVFKaUpE7AL8ADgY+BjwFvBz4IKU0twSVrMR/x5ldWoLbaZRuJuaJEmSJEnSaqfThUYAKaUZwCklts0NIUopjQPGVbcqSZIkSZKkrqNTXdNIkiRJkiRJbcPQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSdrjN2QAACAASURBVJKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKad7excgtcb5LfxbkiRJkiRVl6GROpULiv59fnsVIUmSJEnSasDT0yRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpxwthK2f20y8z4y9PsnTOAuq619F/xDps/Kkx9FlrjXarae7zrzH91sfheyf+a94HM2fTd71h7VbTey9NZ9rNj7L4nXlEXR191x/Gxp/cl/4brt1uNS2YMpOpNz7MB2/NISLos+4QNj52XwZssl671fT+tFm8fv14Ppg5h5QSfdZegxHH7MOgkRu0W02L3niX168fz6I3ZpNWNNB7rcFs9Im9WGPrEe1W0+JZc3ntz+NZNH0WDfUN9B42kA0O35OhO2zWbjUtmT2f164bz/uvv0XDsnp6DR3I8EN3Y82PjGq3mjqiZQsW8fr1D7Hg5TeoX7yUXmsMYL0DdmLtfbYjItqlpuWLFjP1hod57/+mUb94KT0H92edfbdjvbE7EXXt831R/eKlTL3pEeY9/xr1Hyyl56B+rDV6G9Y/aBfqunVrl5pUmob6Fcy480nefXISyxd+QPd+vRm642Zs9Im96NarZ3uXp5VIKfH2w//krQeeYem8hXTv04uBI4ez8XH70XNgv/YuT6qK+S/PYOpNj7B41jwigr7rDWXj48bQf6P2+5tc6koipdTeNXRJETFxp5122mnixIntXUrJXr/xYV685Ebe/duk3LK6Ht0Zcey+bPed49v0g/X02yfwwk9uYNajzwNwasMD/1p2dc8D2ejI0Wz3neMZuuPmbVbTm/f+necvup63Hnwmtyzq6tjgsN3Z7pzjWXO3Ldusprceepbn//s63rz37/mFEQw/ZFe2/fanWGfv7dqsplkTXuT5//4zM+54Epo5zqx3wE5s+61Psd4BO7dZTbMnvsxzF17L9NseJ61oyC1fZ9/t2eabn2SDQ3dvs5rmPv8az114LdNufpSG5fW55WvusRXbnPVJRhy1d5vV9N5L03nuwmt5/YaHaFi6PLd82C5bsNXXjmaTT+/fbqFIR/D+jHd47r+uZcqf/kr9oiW55YO32ogtv/oJtjj90DYLaj54ey7PXXgtr/7+XpYv+CC3fODm67PlV45k1JePoK572wQ1S2bP57kf/5lXrr6HZfMW5pb333hdRn3xMLY68yi69ezRJjWpNPWLl/LiJTfx0pV/4YM33s0t773mYEZ+7hC2+dan6DW4fztUqJakhgYm//pO/u+y/2X+pOm55d3792HTEw5gu/93PP03WKsdKpQqN/P+iTz/P9cx8/6nc8uiro7hh+7Gdud8mrX22LodqpPa384778zTTz/9dEqpog9chkY10plCo5QSfz/rCl689OZVtu3erzdjbjyP4QfvWvOanjlvHP/84Z8+NL84NLqqbiwAdb16sN+132WjT+xV05oAnv+f6/jHOb9ZZbu6Ht3Z66qz2fSEA2pe06Rf3sqTZ/yi2WCmWNTVscflZ7LF6R+veU2vjLuHx0/7SbPBTFO7/uRLbP31Y2pe0+s3PMQjn72QhmX5YKapHS84mR2KRrXVyow7nmD8cf/JisVLV9l2m7OPY5cfn1bzkGbmA0/z4FHfZ/nCxatsO+pLh7P7Zf/RbiNX2tPsp1/mr4f+P5bMmrfKtiOO3Zd9/nBOzUdkzHtxKvcdck6zH+6bGn7oboy5/vt079u7pjUtePVN7jv42yx87a1Vtl1nzA6MveUHjn7oIJbMmc/9h53Lu0/mv0hqatCWG3LgPf9t+NBBrFi6jEdOvJCpNz2yyra9116Dj975XwzbaWQbVCZVzwuX3Mjfv/mrVbaL7t0Y/Zuz2Pykg9qgKqljqVZo1Cn/0o+I4RFxVUTMjIilETE1Ii6NiFadPxURQ7J+U7P1zMzWO7xWtXdEz5w3rqTACKB+0RIePOo83nnixZrW9MLFN+QCo5Y0LF3O+ON+wMxmRv5U00tX3F5SYATQsLyeR0/6MdP/MqGmNb36x7/y5H9ctsrACArfOk744k957boHa1rTtFse47HPXVxSYATw1FlX8PJv76xpTW/e9w8ePuFHJQVG0Lr3RLnefvQ5Hjzm/JICI4AXLrq+5PdEuWZPfJn7j/huSYERtO490ZUsmDKT+w4+p6TACGDqjQ/z2OcvppZf0ix6413uO+hbJQVGAG/c+bfCe2LFiprVtPidedx7UGmBEcDb459l/DHnNzviTm2rfskyHjjieyUFRgDzJ03nvoO/zdJmRpKpbaWUeOxzF5cUGAEsmTWP+w4+hwVTZta4Mql6Xv7tnSUFRgCpfgWPnXoR0255rMZVSV1XpwuNImJTYCJwCvAU8FPgNeBM4ImIGFrieoYCT2T9pmTreSpb78SI2KT61Xc8702a1uoPoiuWLOPx0y+p2Qeg96fPYuJ3ftuqPql+BY9//uKafQBa/M48/vb1X7aupobEhNMvYcWy/Ok91bBswSKe+MrPWt1vwpcuZfmi0kKB1qpfsozHT/9JSSFWsSfP/CVL5y6oSU0N9SsKH9hLDLEa/f1bV7LozdI+gLdWamhgwumXlBxiNXrm/N+z4NU3a1NTSkz4wiWs+KC0EKvRCxffwJxnX61JTR3VU1//JUtnz29Vn9eueYA373mqRhXBP779az6YOadVfabfNoFpNz9ao4rg6e9dzfuvlxYYNZp5/9O8+of7alSRSjX5itt5Z0LrvhyaP2k6z/3XtTWqSKV64+6neO3aB1bdsMjS2fN56huX16giqbqWzJlfGGHfGinx+BcuoX7JstoUJXVxnS40Ai4H1gLOSCkdmVI6J6W0P4XQZwvgRyWu57+AkcBPU0pjs/UcSSFEWivbTpf30hV/Kavfey9O/dd1hqpt8pV3kBpa9wEf4P2pb/PmPc1c06cKXrnqnlZ/wAdYPGse0/63Nh/Kpvzxr9S/3/rwZ/n8Rbx2bW1GG0294SGWzml9+LNi8VJeGXdvDSqCGX95ouTRF8VS/Qpe/u3dNagI3nrwGeZPntH6jinx0q/Ke8+uyuynXmLO06+U1felK26vcjUd18KpbzPjzr+V1bdWz9PiWXNLHlXQVK1qWjb/fV675v6y+k66/LaajsrSyqWGBl76VXn7xStX3019iaMnVRsvXXFbWf1m3PEk70+bVeVqpOp7ddy9rCgj/Fk6ez5Tb3y4BhVJXV+nCo2y0T8HAlOBpsM+zgMWASdGxEoviJAtPzFrf16Txb/I1n9QVx9tVL94Ka/+ofwP6pOvrP6H14b6Fbz8u7vK7l+LmlJKTP71HWX3n3xl+X1Xut4Kair3A8GqVFbTX2ryQbGi1+7Xd9Rk9FolNb1y9T2sWFr9b8oq2U9fu+Z+li1YVMVqOq6Xf3tXq0fSNZpx599q8qHslXH3ln1K19sP/5P3/m9qdQsCplzzAPWtHLXWaO4zrzL775OrXJFK9db4Z1nwSnkjGpfOXVh2gKnKvT9tFm/cVeaIxpSY/JvaniouVSqlxEsV/L1Si88J0uqge3sX0Er7Z9P7UkofGoqSUloYEY9TCJV2B1Y2NncPoE+2ng+dgJ9SaoiI+4DTgTEUTn1rUUS0dKXrDn9P6oVTZjZ7d51SlTsqodH5wAVNZ3bvBm+Xdi2Z4otil+K8bJuttWzeQt6f+nYZPQsqfZ6a07C8nnnPv152/7nPTiE1NFT9AsZzJr5cdt+Fr75J/aIl9Ojfp4oVFa7TU67Fb81hyTvv0Xfdks56LdnsieXvE4X9cRaDttigihUVLuxcrvoPlrLg5TcYtssWVayoY5pTwfNESsz955Sq3wK40mPMnGdeZfBWI6pTTOM6K3jfQeF3WnPXDv/faJdUjddusxM/WqVq1Bpznn217FAbYM4z1f97Raqm+vcXs7CC0/Rr8Te5tDroVCONKJx+BtDSXzSNR4JV3QKiWuvp1JaXcWrTh/ovLD9w6kyq8TxVewRNpTWRUtmjAFrSUL+CFc3cnr01arFPlXMKX7EOWVOlr38zOmJNHVFHfJ4qP0bVoKZFSyrrv5r8/9IR+bdB51Xp8ane104dXKXHpxVLltFQX7sbQEhdVWcbaTQom7Z0BdLG+YPbaD20dPu6bATSTqvq3556DOjbrv07i2o8T9W+TXqlo3Giro7ufXtVqZqCuu7d6Na7Z1nnmTeqxT7VY0DfDlhTH5a8+15F/avN40Fpulf8PHXE164GNVV4jFpd9qeOyGNB51Xpc1/p8U2qtUr38W69e1LXvVuVqpFWH51tpNGqNH4yr3RYR7XW06EN2HQ9eq4xoOz+wyo8deB8Ck9w8WPFihX8ef1PclXd2GYfxZpbfv9R38+ts/Fxfpl19hzcnwGbrV9m78qfp+bU9ejOkB02K7v/0J03r/qpaQDDPlL+6UmDRm1Y9VPToLKa+m2wFn3WXqOK1RRUUlOvYYPoP2KdKlZTUMmpZd3796n66XId1ZoVPE9RV8fQHTevYjUFlZ4WWMn+WKt1Dtu165/q2FFV+tp5WmH7GbpTZf+3r/kRXzt1bN379WbQqA3L7l+Lv8ml1UFnC40aRwANamH5wCbtar2eTq17755sfvJBZfcf9cXDqlhNQV23bmxx2qFl9x/1xcOrWE1BRDDqCx8vu38tnqdK11uL56nS9XbE52mL0z9ek3Ctkudp5KmH0K1njypWU7DFl8p/njY78aM1Cfw6opGnHUp0K2+f2ODwPeg3fM0qVwSbn3wQdb3K2yfWHbsTg0ZWP/Db9PixZX8jPGzXUQzbqUufHd6hrbPv9gzasrwPZb3XHMxGR+1V5YpUqn7D12SDw3Yvq290q2Pk5z9W5Yqk6ooItuiAf5NLXV1nC40ab6fS0l+TjV/hruoqjtVaT6e3xRcPgzJOnRqyw2asuftWNagIRp72MaKMoaMDN1+f9Q6ozRmBm518EN36tP50rr7rDWXDw/esQUWwyfFj6TFopTcKbFavIQPY+FNjalARbHTUXvQuY2RO93692eykA2tQEax/yK5ljcyp69mdkZ8/pAYVwdr7bMfgrUe0ul/U1RXeszUwbKeRrLn7lmX1HfXlI6pcTcfVb/iabHjE6LL6blmj56n3sEFsUuZ7ulY19RjQl80+W957ulY1qTQRUfZrMPJzh9CtV88qV6TW2PIrR5bVb8MjRtck1JaqbbOTDqJ7v96t7tdn7TXY6Ki9a1CR1PV1ttBofDY9MCI+VHtEDABGA4uBJ1exniezdqOzfsXrqaNwB7bi7XVZgzYfzs4/PLVVfbr3683o355V9ev0NOq3/prsesmXW9WnrlcP9rrqWzUZFQLQe+gg9rj8zFb1ie7d2Ovqb1HXozaXDuvRvw97/eas1oV+EYz+3dl0LyMAK0W3Xj3Z+6qzWz0SY88rv0HPQf1rUlNdt27sffW3qOvZutdh95//B33WHlKTmiKCva46u9VB5C7/fRoDanBqWqM9r/wGPQa2bnTIDt//LGuUEYB1Zrte8iX6rNu6fWPk5z7GumNrd5m7nS88rdV3Zdv4U2PY8IjahNoAO15wUqtPW9zgsD3Y5ISxq26omhp52qGsu/+OreozZPtN2e47x9eoIpVq3bE7sfmprfvCo8+6Q9j1ki/VqCKpunoN7s+ev/p6q/pEt7rC3101GKktrQ46VWiUUpoC3AeMAL7SZPEFQD/gDymlRY0zI2JURHzoBNaU0vvAH7P25zdZz1ez9d+bUnqtiuV3WNue82m2/+5nSmrbY1A/DvjLj2p+6sBWXz2SnS/8fEltu/frzdj/vYC1R29T05o2P+kgdr/sP0oKabr17sl+132P9T+6S01rGnHMvuz1u2+WNDKrrkd39vn9t9mozFESpRp+yG7se825JYU0UVfHHld8jU2Pr+2HxHX23Z79bzqfbiVe/PsjF3+RLU4vf/hzKdb8yCgOuP2HJV+EeMfzT2Lrbxxb05qGbLsJH73zQnoNKe1aZ9ucfRw7nPfZmtbUEfXfcG0Ouu8i+pb4rfxmJx3IHpefWbOgHaDvOkM46K8XMWCTdUtqP+LYfdn76toF7QC9hgzkwHv/u+RTnYZ/bDf2vfZc6rp5kdL21q1nD/a/+XzWGbNDSe2H7LgZH737x14EuwOICPa84mts+tmPltS+3wZrctB9F9F/w9aFzlJ72vSEA9jjiq+V9H9YXc/u7HvNuQw/ZLc2qEzqmqLatwKvtYjYFJgArAXcBkwCdgPGUDidbM+U0pyi9gkgpRRN1jM0W89I4EHgKWBL4AjgnWw9Uyqoc+JOO+2008SJE8tdRZubcdffePGnN/HWA0/nlnXv24tNTjiAbc8+joEVXBS6tWY+8DQvXHIjb97zd0iJUxse+Ney3/c9hI0/NYZtzz6OwVtu1GY1vf3oc7zwkxt5444nSQ0NH1pW17M7I47dl22/eRxDtt+0zWp692+TeP7i65l+6+OkFR+uKbp3Y6Oj9mbbb36y4gvmtsacZ17hhYtvYOpNj9CwvP7DNdXVscHhe7DNWZ+sedhXbN6LU3n+out4/fqHaFi6/MMLIxj+sV3Z5hvHsu6Y1n3DXon5L8/ghYtuYMq1D7Bi8dLc8vUO3IWtv3Y0ww/etc1qWvj6W7xw0Q28+qe/NnsL53X2256tzjy65gFkR7d41lxeuPhGXrn6bpbOXZhbPuwjW7DlVz/Bpp85oKaBUbElc+bz4k9u5OXf3d3sHfqG7LAZW37lCDY/5eCaBkbFls1/nxcvuYnJv72LxW/NyS0fvPUItvzyEYw87VDvatPBrFi2nJeuuJ2XLr+NBa+8mVveb4O12OL0j7PVmUetNtc16yxSSkz50/1M+sUtzP775NzyXkMGsPkph7DNN4+t2ahaqdZmPf4CL/zkBmbc/kT+b/Ie3RlxzD5s881P1uQmFFJnsPPOO/P0008/3dId30vV6UIjgIjYAPgBcDAwFHgLuBW4IKU0t0nbZkOjbNkQ4DzgSGBdYA5wN/D9lNIbFdbY6UKjRvMnz2DGHU+wZPYC6np0o/9GazPimH1qdvpQKRZMmcmM2yewzdeP+de8JXMX0GvIwJX0qq33p81i2q2PseSd9yCCfusPY6Oj96bPWtW/21apFr35LtP+9zEWvz0XIuizzhBGHL03fdcd2m41LZ41l6k3P8oHM+dASvRZew02/MRe9N9grXaracns+Uy9+RE+eGM2acUKeq85mA2PHM2AjUsbpVELS+ctZNrNj/D+9HdoWL6C3sMGssHhezJo8+HtVtOyBYuYdvOjvD/1bVYsXU6voQPZ4NDdGLzViHarqSOqX7yUabc8xoJX3qT+gyX0WmMA6x2wU5uGtE2tWLqM6bdN4L1J0ws1De7POvttz5q7b9VmAVZTDcvrmXHHk8x7/jWWL1pCz0H9WHuvbVl7723brSaVJjU08Nb4Z3n3yUksW7CIHv37MGSHTRl+yG4GfZ3A7H9MZub9T7N03kK69+3NwM3XZ6NP7FWzU9Wltvb+jHeYfstjLJ41DyLou95QRhy9t4GoVnurdWjUGXTm0KgjK/5Y4Z4rSZIkSVJetUKjTnVNI0mSJEmSJLUNQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOd3buwCpNc5r7wIkSZIkSVpNGBqpUzm/vQuQJEmSJGk14elpkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOZFSau8auqSImNOnT58hW265ZXuXIkmSJEmSViOTJk1i8eLFc1NKQytZj6FRjUTE68BAYGo7l1KJUdn0pXatQqod93F1de7jWh24n6urcx9XV+c+XhsjgAUppY0rWYmhkVoUERMBUko7t3ctUi24j6urcx/X6sD9XF2d+7i6Ovfxjs1rGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScrx7miRJkiRJknIcaSRJkiRJkqQcQyNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaKSciBgeEVdFxMyIWBoRUyPi0ohYo71rkyqV7c+phcfb7V2fVKqIOCYiLouIRyNiQbYP/2kVffaMiLsiYm5EfBARz0XE1yKiW1vVLZWqNft4RIxYybE9RcR1bV2/tCoRMTQiPh8Rt0TEqxGxOCLmR8RjEfG5iGj2s5rHcnUWrd3HPZZ3TN3buwB1LBGxKTABWAu4DXgJ2BU4Ezg4IkanlOa0Y4lSNcwHLm1m/vttXYhUge8C21PYb98ARq2scUQcAdwMLAGuB+YChwE/BUYDx9ayWKkMrdrHM/8Ebm1m/gtVrEuqlmOBK4C3gPHAdGBt4Cjgt8AhEXFsSik1dvBYrk6m1ft4xmN5BxL510ers4i4FzgQOCOldFnR/EuArwNXppS+2F71SZWKiKkAKaUR7VuJVJmIGEPhg/SrwL4U/hi7JqX0mWbaDszaDQJGp5T+kc3vDTwI7AF8OqXkN3jqMFq5j48AXgd+n1I6ue2qlMoXEfsD/YA7U0oNRfPXAZ4CNgCOSSndnM33WK5OpYx9fAQeyzscT0/Tv0TEJhQCo6nAL5ssPg9YBJwYEf3auDRJUhMppfEppVea+XauOccAawLXNX7IyNaxhMJoDoAv1aBMqWyt3MelTiel9GBK6S/FH6az+W8Dv8p+3K9okcdydSpl7OPqgDw9TcX2z6b3NfPGXhgRj1MIlXYHHmjr4qQq6hURnwE2pBCGPgc8klJa0b5lSTXTeHy/p5lljwAfAHtGRK+U0tK2K0uquvUi4gvAUGAO8ERK6bl2rkkqx/JsWl80z2O5upLm9vFGHss7EEMjFdsim77cwvJXKIRGIzE0Uue2DvDHJvNej4hTUkoPt0dBUo21eHxPKdVHxOvA1sAmwKS2LEyqso9mj3+JiIeAk1JK09ulIqmVIqI78Nnsx+KAyGO5uoSV7OONPJZ3IJ6epmKDsun8FpY3zh/cBrVItXI1MJZCcNQP2Ba4EhgB3B0R27dfaVLNeHxXV/cB8J/AzsAa2aPxOkj7AQ94er06kR8D2wB3pZTuLZrvsVxdRUv7uMfyDsjQSK0R2dRrC6jTSildkJ1fPSul9EFK6YXs4u6XAH2A89u3QqldeHxXp5ZSeiel9P2U0tMppfeyxyMURkj/DdgM+Hz7VimtWkScAZxF4Q7GJ7a2ezb1WK4Oa2X7uMfyjsnQSMUav50Y1MLygU3aSV1J48X49mnXKqTa8Piu1VJKqZ7CbZ3B47s6uIj4CvAz4P+AMSmluU2aeCxXp1bCPt4sj+Xty9BIxSZn05EtLN88m7Z0zSOpM3snmzrkVV1Ri8f37LoCG1O4EOVrbVmU1EbezaYe39VhRcTXgF8AL1D4MP12M808lqvTKnEfXxmP5e3E0EjFxmfTAyPiQ/tGRAwARgOLgSfbujCpDeyRTf1DS13Rg9n04GaW7QP0BSZ4tx11UbtnU4/v6pAi4tvAT4FnKXyYfqeFph7L1Sm1Yh9fGY/l7cTQSP+SUpoC3EfhgsBfabL4Agqp7h9SSovauDSpKiJi64gY0sz8jSh88wHwp7atSmoTNwGzgU9FxC6NMyOiN/DD7Mcr2qMwqRoiYreI6NnM/P2Br2c/enxXhxMR36NwUeCJwNiU0uyVNPdYrk6nNfu4x/KOKVLyOmn6t4jYFJgArAXcRuF2nbsBYyiclrZnSmlO+1UolS8izgfOoTCq7nVgIbApcCjQG7gL+ERKaVl71SiVKiKOBI7MflwHOIjCt2+PZvNmp5S+2aT9TcAS4DpgLnA4hVs43wR8MvlHgTqQ1uzj2a2YtwYeAt7Ilm8H7J/9+3sppcYP1VKHEBEnAeOAFcBlNH8toqkppXFFfTyWq9No7T7uKuvXnAAAFNVJREFUsbxjMjRSTkRsAPyAwtDXocBbwK3ABaVerEzqiCJiX+CLwI4UPoD0A96jMFT2j8Af/UNLnUUWgp63kibTUkojmvQZDZxL4XTM3sCrwFXAz1NKK2pTqVSe1uzjEfE54BMUbuE8DOgBzAKeAH6RUnq0pZVI7aWEfRzg4ZTSfk36eSxXp9DafdxjecdkaCRJkiRJkqQcr2kkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJKkNhAR4yIiRcSI9q6ls4uIqRExtRXtU0Q8VLuKqqOj1hkRJ2e1ndzMsgMjYkJEzMva3JrNfygiUpsX28G0xfNQzrGlufdQS69za99vWZ/zs3Xt15p+kqSOx9BIktTuIqJbRJwWEQ9HxNyIWB4R70TEcxHx24g4vL1rVMtWFiqo68pCituAjYGrgQuA69qxJLUR3/OStPro3t4FSJJWbxHRDbgDOBh4D7gTeAMYAmwKHA+MAm5vrxql1dwtwJPAW03mHwD0Bs5KKV3bZNlngb5tUJvKM7ZGbRv9gkKAOL2MvpKkDsTQSJLU3j5NITD6J7BvSml+8cKI6Avs1h6FSYLsPTm/mUXrZdOZzfQxLOjAUkpTatG2qM9sYHZr+0mSOh5PT5Mktbc9s+m4poERQErpg5TS+OJ5ETEoIs6OiAcj4o2IWBYR70bE7RGxe3MbabxeTESsHRFXRcSsiFiUXY9l76xNv4i4KCKmRcTSiHgxIo5tZl3/OjUjIg7N1rEou67LTRGxeWuegIjYLev3dva7zIiIKyNivVX3/tc6ekbEGRHxdFbHB9m1SG6LiAOaaT82Iu7JTgdcEhEvR8SPI2JQM20fyn7fnhHx/YiYnD0/47Jr8FydNb06a9f4GFG0ju4R8eWIeDIiFmT1PRMRX42I3N8jUfDV7DVYEhFvRsQvmquvFc/RehHxx+zUx8URMTEijm/S5uCs9qtaWEeviJidPXqVuN1R2T43NXve3omIRyPiSyXW/P2IeLxo/5gZEddGxJYt9Dk8Ih6IiLey7c2MwqmfX27SbpOI+HVEvJo9H3Mj4vmI+FVEDC1q96FTkSJivyhcp+eCrMn4otd8v6xNi9fyiYiDIuKu7DlcGhFTsvfd4GbaTs0eAyPikuzfyyPi/FU8byOyesZlz/+t2e+3KCIei4gDm+lT/L4+OPsd5jf9PVrz3inq0ysifhgRrxf9zudFRM9m2h4ZEX/K1rsoIt7P9tUzmnuvFKmLiG9ExEtZXW9ExE8jYmBLz+vKnsOW2kYJ7/lYyTWNstdjXBSOc0ujcCy+NiK2aKbt2hFxcRSOOYsi4r3s3+MiYpNS6pckVcaRRpKk9jYnm45sRZ8tgR8Bj1A4nW0esCFwOHBIRByWUrqnmX6DgceBhcCfKZwC9yng3ojYA7gym3cH0IPCKKjrI2JGSunJZtZ3FHAIhdN3HgJ2AI4GxkTEnimlyav6RSLiFOA3wFIKp+DNADYHPg8cFhG7lzhqY1xW7wvAH4DFFEaC7EVhJNf9Rdv8AnAFsAi4EXgH2A/4drbN0Sml95rZxs3AR4C7gVuzfg9ROK3wCArXt3m2qP172fZ6AH8BDgImA9cCS4AxwGUURpKd2GRblwJnUDgl6tfA8mwbuwE9gWUlPCfF1gAmZDVdTWFf+CRwTUSsn1K6KGt3LzAFOC4ivt5MkHk0MBT4SUpp6ao2GhGHUniOewH3UNjvBgPbA9+i8DqszD7AOcB4Cs//+xT2j2OAw7PX6p9F2zudwn78NoXnfDawFrAdcApwedZuXeDvwEDgrmzdvSlcn+hECqcXNb43m5pKITDaD9gX+H02j6JpsyLi+1nfuRTeZ+9ktX0T+FhE7JFSWtCkW0/gQQrvzfuABcDrK9tOkY2BJyi8L64E1gWOA+6OiONTStc30+cYCu+Zu4FfASOK6i/3vXMDhffOTfx7Xz4f2CUiDk8pFQdTPwYagL8BbwKDgP2Bn2XraPpeafRTCvvLDRTeiwcBXwP2joi9UkpLWujXWuNYxXu+JRFxMPC/FI6vfwFeBYZTOJYeGhFjUkpPZ237Ujhebwr8NWsfwEbZtm8CXqvS7yRJaklKyYcPHz58+Gi3B7AjhQCgAfgjhQ8PG62izyBgWDPzh1M4VWZSM8tS9vgVUFc0/8Rs/lwKH0p6Fy3bO1t2S5N1nVy0vo83WXZmNv+BJvPHZfNHFM0bmf3urwLrN2m/P7Ci6bZX8nw0AP8AujWzfGjRvzeiEFAtAEY1aXd5VuOvm8x/KJv/XAvPe+PzcXIL9Z2fLb+suD6gG/C7bNkRRfP3zOa9Cgwpmt+bQgCQgKmt2McaX6sbmrz2G2ev+zJgk6L538zaf7WZdTU+FyNL2O4wCqd1LaNw6mVuf22mzoeazFsLGNBM3+0pBEh3N5k/MXt912qunqJ//0e2vTObadcP6LOq17fodd2vpeepybwxWfsJwOAW9qGfNpk/NZt/P9CvFa/5iKLX/aImy3ahENzMAwY2U0MDcHAz66zkvfMysEYL+/KJTfps2sy26yiEcwnYrcmycdn82RQdO7M+N2fLvtfM8zq1ybyWXueS265s36AQ3M7L6tyqSfutKezPTxfNO6y5fSJb1pNm3hc+fPjw4aP6D09PkyS1q5TSM8BngFnZ9GZgakTMiYhbIuKwZvrMT4VrZjSd/waFb59HRcSGzWzuA+DslFJD0bxrgXoKH2jOTEXfxqeUHqXwgWmHFsp/MKV0R5N5v6AwUmX/iNiohX6NvkThG/czU0pvNvldHqQw8uiwiBiwivUkCt/AL6XwgffDC1MqHjHyGQofuH6RUnqpSdNzKYzCOjGaP/Xqe8097yuTnU7zVQojX76eUlpRVNcK4Kys/hOKup2STX+UUppb1H4J8J3WbL/ICuDbxa99Sul14OcUXoPi0RtXUxgJ9YUmv8sWFEbWjE8pvVzCNk+iMJLnipTSw00XZvvrSqWU3kkpLWxm/j8pjL4Zk43kKlZPIRRp2qe5125xM+0WpZRy86vgjGx6WmoyGielNI7CiJUTmnbKnJVSWlTGNucDP2iyrX8A11AY8fWJZvrclpofqVjJe+c/U0rzimoo3pdPbVJf7hpC2X77s+zHg5pZP8DPUkrTmvQ5m8Ix4dQW+rSlz1J4zs9LKf1f8YKU0osURlzuGBFbNenX3D66rLn3hSSp+jw9TZLU7tL/b+/eg60qyziOfx8vpSMqCgqKFnhh8kIEeTuKeXQwzayoqZyYyci8lHRxLC9TmjQ6NXZRw0s5ToGoTTISmZM2lkIGpCZgKWJhhTKYIqPpJIIiT3887+Is1mXfzjng5feZWbN1r7X2ftfa77sP69nv8yz3mWY2m5iJMI6YfTQOmABMMLMZxC/aG1M4zOwoYlZPFzEbo1gbZBjlO/f8o3ih4e6vm9mzxCyGqlSHldQX4q4KBLxuZvOIlIoxwJOlvXp0pcdjzOzQivW7E7NxRhIzSCq5+0tmdgfxy/zDZjYL+BPwgLuvKWw+Nj3eW/E6L5jZYiLF5T1EcfK8BxscS52RRDrXMuAiM6va5hUi5bDYxtL5JY5rfQfteCoFiYrmApcQnxUQQTYzmwmcmtIMF6RVZ6bHn7b4nll9rbs6aO9GKcXti8QMmcGU//02mJ47m90C/AhYYma3Eudwvrs/V9jnN8B3gWvN7AQiLW8+8Fh+nPWxLiKY9SmrqBVGjOHdzGxQIdC5lpjl1olFNcGFuURQbwwxgyevrp/3Zuw06stj8k9a1JM6DzgJ2IeY+ZU3rKZ9Vd9H/zKzFcBwMxtYDNZtZtn33WirrkmVpSgfADxGHM9K4EIzG0ukUc4HHs4Hn0VEpH8paCQiIm8I7v4aUa/kbgAz25qoH/Nz4hfq2UQdHczs48SMorVErYt/EjVGNtBTZ6Xq1/6qO0BBXLg1Wlf39/LZmuefSY/NijZnxYbPa7LdgCbrIeq0XABMpKdA8Vozuw34hrtnbc3aVLx9OoXnS0WJ6TmudmTHuD8RnKmTP8asjaXzm4JydbV2Gmn3s7qO6HdnAQvS7JHPETVsft3ie2bncGXDrRows68SM0xeIPr6U8SMOSeCqqPJ9XV3v8LMVgNnEzN7zgHczP5IzLJ7KG33pJkdRqQRnUikhQKsMLMfuvvUTtvcwCBiLDXqBxB9If8Zr+pFIKuTMVrXz3szdhr15d2z5yyKgf+FSJ18kKhP9jzxPTSQCJTXFWBvdKzvTu3fkkGj7LvgjCbbDYCNwfAjiO+zj9Izw2q1mV0HXJb+boiISD9S0EhERN6Q0i/JM81sFHARUeMnu1i/lKgTc4i7L83vZ2bXE0GjzWFIzfND02NdIIrC+p29XPy3LSmdaAowxcz2JmY8TCJSaoYT9Zny7zkUWFLxUnsUtsu/RycX7tnrzHb3TzTcsrzPEAqFblMwcRDtB2La+qzc/QEzWwR82szOIQqeDwIud/dWi3BnF+jDgEfabC9mtg1xwfwMMNbd/1NY31W1n7vPAGakAMSRRArWaUTB9wPcfVXabilR8HsbIvg0nqh19GMze9ndf9Zum5t4kagptWub+/Vm5lMnY7Tu/ToeO6kdm8x8zPXl/Ng/nQgYfcfdpxS27yKCRnWGEIXmi1r9Pupv2fuPdveWZo6lFM4vWExRPJD4OzAZ+DZRs+ni/mioiIj0UE0jERF5o8tSS/J5TfsRaTTFgNFWRFrb5lIKTqULwawNi5vsn92R7eiGW7XJ3Ve4+y3EL/PLgHHWcwv1rE3dxf1SkOF9xAyupcX1DWSpIltXrHucCJ4cUVF7p86i9FgV/Duazn70eld2O/CC7vRY9Vn9hChYfCqRmuZE3ZVWZZ/vh9rYJ28wMbtkQUXAaAA96VKV3P2/7n6nu59BFEvelYq+5u7r3X2hu19O3IEPYhZTX7sf2MXMDuqH164ztqYmWHd6bDZG83ozdhr15Xwb9kuPs1p8jYbr023p9yYKWfflLKNGY75Ox993Hpa4+9XA8enp/uijIiJSoKCRiIhsUWb2GTM7PgV8iuuG0pPKcF9u1XJgfzPbM7etEWkvxSKq/ek4Mzu58NyXiXpGc/JFaWtcQ9R4udLMRhZXmtk7zKzpBZaZ7WZmVXWXdgB2JFJbstkxN6f3/IqZ7VfY/lKicPPN3sLt5HOyVKJS8XF3X0/cNW0PYKqZbV/R/j0KxW+np8dvmdmuue22A77XRrvytgYuz/czMxtBpHCtJ85L0S+I2RHnExfkv68qUtzAjcQski+Z2QeKK81sryb7ryJS0d6fgkTZftsSKWuDK17zxDRzqChLgVqTtjvMzKpm4QzJb9fHrkyPN+THbsbMdkjpSH1pZ2JWSv59DiEKbr9IpL22qjdj52Iz2yXXhnxfnpbbbnl67C60eQzNi8B/LV98P/X1HxD/3p9Wu1dnasd8A9OIAPIlKTVyE2a2lZl15/7/4JpAb3/2URERKVB6moiIbGmHEykXz6QC0lmx4hHAh4HtgduJGkaZK4lixItT0efXgKOIgFFWEHpzuAOYnYp4P0Gk+JxE1CA5u9nO7v64mZ1G1G1aYma/I27NvS1xMXY08BxRWLeRYcD9ZraUmKWzgriAPZlITZmaFQN29+Up3epaYFEq+PwcERTpImYGXdDyGQh/Ji7gzklBnqy2ytXu/iJxQT2aKOb8ETO7l0gv252odXQUcfepx1Ib55vZ1USq1KOpLtNrwMeI2j51NWUa+RvR1xaa2d1EMOEUYibP+TV3rFpjZjfSc9ev69t5Q3dfbWYTib47x8zuSu3YCXgvMQNkRIP9N5jZVOBC4BEzu50oFn0sMWtoTvrvvF8StazmEQEII/rRoUQx9T+k7SYCk1OtoyeI87ovMXbWAVe1c6ytcPd7zOxCIliyzMzuJMb7AKLmzjHAPKLGUl+5Dzg9BVXnE8HLU4hAylntpIX2cuwsJcZ4vi/vC/wWuCm33QyixtlVZnYsMVNwf2Is/yq1vc58ohD+rURA7ARi3C0Evt/qcbao2ZgvSQXmP0kE6u43s3uINL8NxPddF5Gut13aZTxwhZktIM7tKmAv4txtIAJiIiLS39xdixYtWrRo2WILceE8mbiQ+DsxM+NVIjBwJ1GTZ6uK/SYRt+h+GVid9h9F1PVxoLuwvQNza9qwnEjfqFo3l1TOp/Denh5PJi6gXiZ+RZ8FjKx4nelpn+EV60al9U8SF+zPA48SQYrjWjiHA4nZFFkwZl06f3OJdCOr2OeDRNHxF9L2TxAXlgNbOQcV25yYzsP/0nFucqxE8OKzwD3p+F5NbZ0HfBPYu/B6RszaWpra9zRxsb5zo8+rpm2ejmFPYrbIKiKNaBEwscm+o9P+TwPbdNjHDyKCASvTcT9L3BnqzGZ9lPiB71wioPYKUd/oJiLIUupTRGBuNlELak0614uJ2VI75rY7nEi/+2va5pXUB6YBB9f198LzU6gYa836DJG+OTOd01eJwMvDwBVEnbKWxmaTcz48tW06cTeu21NfX0MEV06o2KfyOPti7BDFqy8jgmTr0udzCfDOin0OJO5ut4r4XllI1DraeEw13y37AF8nAixrU3+7Ctip4j1K57XB51z5GdBgzDfpG8OJWZbLUjtfSm2+CZiQ2+6A1CceSn1kXWrLbcCRnYxFLVq0aNHS/mLu/XVXVRERkbcmM5tEXFx/3t2nb9nWSH/KfdaXubuK7r5JpLSmfwM3uvukLdoYERGRNzHVNBIRERGpkGoDnUvUPGorNU1ERETkrUA1jURERERyzGwcUaemm0gdvMbj1t8iIiIibysKGomIiIhsajxRb+Z54AaiHpCIiIjI245qGomIiIiIiIiISIlqGomIiIiIiIiISImCRiIiIiIiIiIiUqKgkYiIiIiIiIiIlChoJCIiIiIiIiIiJQoaiYiIiIiIiIhIiYJGIiIiIiIiIiJSoqCRiIiIiIiIiIiUKGgkIiIiIiIiIiIlChqJiIiIiIiIiEiJgkYiIiIiIiIiIlKioJGIiIiIiIiIiJQoaCQiIiIiIiIiIiX/BwtFR9vVzle5AAAAAElFTkSuQmCC\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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+/fCu1bTv/rvlwj86I2PHDv6f02e/4ui87OzuzAoZqXbdbWLe+d6zMnE7AqCTTj00r37dcV2radLk8Xnn++Zk8pTBP7Hq+FkH5nVvOKFrNY0fPzZ/8N452xWwHfP8/fKbbz2pazWNGTsm73zPWdl9z8GHUkcetVcu+N1TulbTSPW77zojBxw8deCGffY/cGou/KMzuhZqJ8l/e/upOfSIPQbdfq99dsnb331mV0Pt3/qdF2fG0fsMuv203Sflne89a7v+nt1ev3HB7Dzv+MEHZbvuNjF/8N45XVnCN1I9p0OjUsr4UsoxpZRfmD9ca707yWVJDk9y4Wa3XZRklyRfqbWuHJZCAQDYpheffnh+/0/PGnCmx9ixY/L6N8/K697woq7X9KITD8673j8nuw7wRn/MmJLX/PrxecN/O6mrbxJHqukz98mffuycAff/KKU3WHvbu16aMV18k5gkhx6+R977Z+cNanbPGXOn5x3vPrOj2W7bY/+DpuZ9nzgvBx6ytR00fu7FLz0873p/99+47r3vrnn/J87PYUfuOWDbWScfnP/5oZdn4qT2Hh8/Wuw6dWLe87Fzc8xx+w3Ydubz9s17Pn5u1zdRnjxlQt79kXNy/KyB90878qi98r5PnNfRDLztMXHiuPzxRXNz4ikD73l1yOF75H2fOD/77r/9M/C2x/jxY/PO984Z1DLoAw6emvf92eB+R59Lymh7zFwp5TVJXtP3cv8k5ya5J8k1fecer7X+YV/bw5Pcm+S+Wuvhm/UzPcn3kuyb5JtJ7kjy4iRnpXdZ2qm11s52xertf+GsWbNmLVy4sNMuAADYzNo163P91ctyxbzFuf/en29mvOfeU3LWuTPzspfP6Npyna1Zt3ZDbrz2vlxxyeLcu/SJX9gI++v/fEteds5RXX8zNhps2NCTRTc+kCu+szh33vboz87vsuuEnHH2jJx17syOlmgNxcaNPfnh9x/MFfOW5PYfPfyzx4JPnjI+L50zPWedNzMHHjy8bxB7Nvbk1psfzhWXLM6PFj2U2tNb1KRJ43LqmUdm7vkzc/Bhg59B0kpNPTW3/+jhXDFvSX74/QfT01fThIlj85Izjsic82bm8Ol7DWtNI1GtNXctfixXzFuS7193XzZs6EmSjBs3Jie+5NDMPf/oHHXsPsMeHt+z9PFcMW9Jbrx2Wdb3PVRg7NiSWS8+JHPPPzrHHLffsNd03z3LM/+SJbn+6nuzds2GJEkZU/KiEw/K3POPzvNfeMCwL+V98P6nMv+SJbluwT0/eyJeKckLTjgwc88/OsfPOrDrgXabZs+enUWLFi3a2hPfB2s0hkYfTPKBbTT5WUC0rdCo7/ohST6U5LwkeyV5OMk3klxUa10+xDqFRgAAXbR27YasXrkuEyf1PvZ6JMziWbd2wy8sxRpd/9IePuvWbcyqlesyfvzYTJ4yfkTs87R+/casfHZdxo8fk8lTJoyImjas35iVK9dl7NgxmTJl/Ih4w7phQ09WPbs2Y8aMyZRdRkZNI9HGjT1ZtXJdau0NRru5xGqwejb2ZGVfTVN2mdD12XODrWnVyvXp6enprWn8jl/21bOxJ6tWrc/GjT3ZZYTU1ImdNjQaLYRGAAA7p/5Rg39pA7AjtBUa7fhoEQAAAIARR2gEAAAAQIPQCAAAAIAGoREAAAAADeMGbgIAAAzWth7zCwCjidAIAABa9MEdXQAAtMTyNAAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgQGgEAAADQIDQCAAAAoEFoBAAAAECD0AgAAACABqERAAAAAA1CIwAAAAAahEYAAAAANAiNAAAAAGgYlaFRKeXgUsoXSykPlVLWllKWlVI+XUrZYzv7Ob2U8s2++9eUUu4vpXynlHJet2oHAAAAGA1GXWhUSpmeZGGSC5LclORTSe5J8o4k15dS9hpkP29Lck2SuX3HTyW5KsnLkswrpbyn/eoBAAAARodxO7qADnw+yb5J3l5r/eymk6WUTyZ5Z5KPJvmdbXVQShmf5ONJ1iSZXWtd3O/ax5LcnOQ9pZS/qLWubf9TAAAAABjZRtVMo1LKkUnOSbIsyec2u/yBJCuTvLGUsssAXe2ZZFqSJf0DoySptd6RZEmSyUl2baFsAAAAgFFnVIVGSeb0HS+rtfb0v1BrfSbJdUmmJDllgH5+muSxJDNLKUf1v1BKmZnkqCQ/rLU+0UrVAAAAAKPMaFuednTfcclWri9N70ykmUmu2FontdZaSrkwyT8kWVhK+fckDyU5KMkvJ7ktya8PpqBSysKtXDpmMPcDAAAAjESjLTSa1ndcsZXrm87vPlBHtdavlVIeSvLPSd7U79KjSb6U3s21AQAAAHZKo2152kBK37EO2LCUNyT5bnqfnHZsepe1HZveGUp/leSrgxmw1jp7S3+S3NnJJwAAAAAwEoy20GjTTKJpW7k+dbN2W9S3b9EX07sM7Y211jtrratrrXcmeWOShUl+tZRy5tBLBgAAABh9RltotOlJZzO3cn3TptZb2/Nok3OSjE9y1RY21O5JcnXfy9mdFAkAAAAw2o220GhB3/GcUsov1F5K2S3JaUlWJ7lhgH4m9h332cr1TefXdVIkAAAAwGg3qkKjWuvdSS5LcniSCze7fFGSXZJ8pda6ctPJUsoxpZTNn2R2Td/xdaWU4/tfKKW8KMnr0rsv0vz2qgcAAAAYPUbb09OS5HeTfC/JX5ZS5ia5I8mLk5yV3mVp79ms/R19x02bZKfWelMp5UtJLkjy/VLKvye5L71h1GuSTEjy6VrrbV38PAAAAABGrFEXGtVa7y6lnJjkQ0nOS/KKJA8n+cskF9Valw+yq7emd++iNyc5N8luSZ5Ocm2Sv621DurpaQAAAADPRaMuNEqSWusD6Z0lNJi2ZSvna5KL+/4AAAAA0M+o2tMIAAAAgOEhNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBAaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAICGcTu6AACA4VZrzdI7HsuCS5fkvnuXZ+2aDZk0eXymz9w7c88/OocduecOqemepU9k/iVLsuyuJ7JmzfpMmjQ+h8/YK3POm5kjj9orpZRhr+uJm5fmzr/+Vh678fasf2Z1xu0yKXudMCNH//Yrs+9px+2QmgCA4SE0AgB2Knfd+Vgu/sKNeWDZk41rD973VK66/K7MOHqfvOV/nJKDDtl9WGpadvcT+dLnb8iyu5c3a7r/qVw7/+4cMWOvXPC7pwxboPXkbcty3W//7zx2/e2Na0/dtix3/8N3s8fxR+bUv/797PuS5w9LTQDA8LI8DQDYadzyg5/k4++7bIuBUX93LX4sH/6fl+TuJY91vaY7bn0kH/vTy7YYGPV3711P5KPvvjR33PpI12t67MY78u3T377FwKi/J390T+bNeVcenHdj12sCAIaf0AgA2Cncv+zJ/NWfX5UN63sG1X71qvX55EcW5InHVnatpkceejqf+fiVWbt2w6Dar127IZ/5+JV55KGnu1bTsw/8NJe/6j1Zv2Jwn3fP2vWZ/6sXZfmt93StJgBgxxAaAQA7hf/4l1uzbu3G7brn2afX5pL/2PZsm6H49r/9OKtXrd+ue1avWp9vf/22LlWU3Pa/v5a1j6/Yrns2rlqbWz76j12qCADYUYRGAMBz3pPLV2Xhjfd3dO81V9ydtWu2L9gZjJXPrs31Vy/r6N4brr43K59d225BSdavXJ2lX760o3vv+/o1WfXwEy1XBADsSEIjAOA57/qr7k3PxtrRvatXrc+iGx9suaLkxmvvy/r12zfzaZN16zbmpuvua7mi5P5vXDfoZWmbqxs25u5/vKLligCAHUloBAA85z3+02d36P3d6POxLtT07LJHh3h/9zfpBgCGTyuhUSllfBv9AAB0w4YNg9v8ulv3d6PPjYPc0Ht79Kwb2jK8nnWD29AbABgd2ppp9JNSyidKKTNa6g8AoDW77jZxh97fjT67UdPEvabu0PsBgJGlrdBoTJI/SrK4lHJ5KeW1pZRxLfUNADAkLzrx4CHdf/zsg1qq5OdeOMQ+X3hi+zUd/IoXD+n+Q155SkuVAAAjQVuh0YFJ3pDkmiRzk/xLkgdKKR8tpRzR0hgAAB056th9cvBhu3d07wtmHZj9Dtit5YqSw47cMzOO2aeje486dp8cesSeLVeUTJ1xUA4696SO7t3j+COz76nPb7kiAGBHaiU0qrWuq7X+U631zCTHJPl0knFJ3p1kaSnlO6WUXyql2HgbABh2pZSc++pjO7r33Fd1dt9gnDcCa3r+O1/X2X2//9qUUlquBgDYkVoPcWqtS2qt70pyUH4+++i8JF9Pcn8p5YOllAPbHhcAYFteOmd6Xvby7dt+8Zd+7QV5wQnd+2fLSacelnNedcx23XPOq47JSace1qWKkoPOOTEvfO8btuuemW99RWb81rldqggA2FG6NvOn1rouybeT/HuSh5KU9C5je3+Se0spny6ltL+DIwDAFpRS8ubfeXHOeeXAIU0pyeve8KL88m+8sOt1/eZbTsyrfvW4QbV91a8el998y4ldrig54aI3Z9ZH3tL7hRjA897x2rzkC79vlhEAPAeVWmv7nZZySpL/nuTXkkxK8nSSLyf5YpJZSf4gyfOT/J+EQXq7AAAgAElEQVRa69taL2AEKKUsnDVr1qyFCxfu6FIAgM3cd8/yXDFvca6/6t6sW7fxZ+cnTxmfl86Znjnnz8wBB00b1poevO/JzL9kSa5dcE/Wrvn5o+snThqX0886MnPOm5mDD9tjWGtasfiB3PnX/5GlX74061es/Nn5cVMm5sjfPDvHvO1V2euEo4a1JgBgYLNnz86iRYsW1VpnD6Wf1kKjUspuSd6Y3rDouPTOLFqU5K+T/FOtdXW/tmOTXJLkRbXWznaAHOGERgAw8q1etS6PPPRM1q7ZkMlTxmf/g6Zm4sQd+wDYNavX55GHns6a1RsyafK47H/g1EyaPH6H1rRh1ZqsWPxA1j+9KuN2nZypRx2UCVN32aE1AQBb11Zo1Mq/ikopf5fk9UmmJFmb5O+TfL7WetOW2tdaN5ZSrkwyp43xAQA6MXnKhBwxY68dXcYvmDR5fA6fPrJqGjdlkhlFALATauu/0t6S5O4kX0jypVrr8kHcc2WSD7U0PgAAAAAtais0Or/Weun23FBrvS7JdS2NDwAAAECL2np62n6llOO31aCUclwp5U0tjQcAAABAF7UVGl2c5DUDtPmlJF9qaTwAAAAAuqit0GgwxiZp51FtAAAAAHTVcIZGM5M8OYzjAQAAANChjjfCLqV8cbNTrymlHL6FpmOTHJrkpUm+3el4AAAAAAyfoTw97c39Pq5JXtT3Z0tqkhuTvHMI4wEAAAAwTIYSGh3RdyxJ7kny6SSf2UK7jUmerLWuHMJYAAAAAAyjjkOjWut9mz4upVyUZEH/cwAAAACMXkOZafQztdaL2ugHAAAAgJGho9ColHJo34c/qbVu7Pd6QLXW+zsZEwAAAIDh0+lMo2Xp3dz62CRL+r0eSB3CmAAAAAAMk04DnK+kNwBasdlrAAAAAJ4DOgqNaq1v3tZrAAAAAEa3MTu6AAAAAABGHqERAAAAAA2dPj3tix2OV2utb+3wXgAAAACGSacbYb+5w/tqEqERAAAAwAjXaWh0RKtVAAAAADCidPr0tPvaLgQAAACAkcNG2AAAAAA0dLoR9qF9H/6k1rqx3+sB1Vrv72RMAAAAAIZPp3saLUvvptbHJlnS7/VA6hDGBAAAAGCYdBrgfCW9AdCKzV4DAAAA8BzQ6UbYb97WawAAAABGNxthAwAAANDQemhUSjmklPLqUsob+46HdGGMg0spXyylPFRKWVtKWVZK+XQpZY8O+npBKeUrpZQH+vr6aSnlqlLKm9quGwAAAGC0aG1T6lLKUUk+n2TOFq7NT3JhrXVJC+NMT/K9JPsm+WaSO5OcnOQdSc4rpZxWa31ikH29OcnfJVmV5D/Tu6H37kmOS/KK9O7VBAAAALDTaSU0KqXMSG+Qs1eSu5Ncm+SRJPsnOT3J3CTXllJOrbXeNcThPp/ewOjttdbP9qvhk0nemeSjSX5nEDWfkt7A6MdJzqu1PrLZ9fFDrBMAAABg1GpredrH0xsYvSPJ0bXWC2qt7661XpDk6PSGOXsn+dhQBimlHJnknPTOCPrcZpc/kGRlkjeWUnYZRHf/K8nYJG/YPDBKklrr+qHUCgAAADCatbU8bW6S7/Sf+bNJrbUnyWdKKeckOXuI42xa+nZZX7/9x3mmlHJdekOlU5JcsbVOSikHJ3lpkh8kua2UclaS2Ulqkh8mWbB5/wAAAAA7k7ZCownpDVu25YdJzhjiOEf3Hbe2N9LS9IZGM7ON0CjJSf3az09y5mbXby2l/MpgltKVUhZu5dIxA90LAAAAMFK1tTztliQzBmgzI8mPhjjOtL7jiq1c33R+9wH62bfv+GtJjk3yK319z0jy90lekOTbpZQJnZcKAAAAMHq1NdPoY0n+vZRyfq113uYXSyn/X5JfTvKalsbbmtJ3rAO0G9vv+F9rrf/Z9/rpUspvpTdIOjHJa5P887Y6qrXO3mIhvTOQZg2maAAAAICRpqPQqJTypi2cnpfkP0spVyS5OsmjSfZL8rL07kX0rfRuhj0Um2YSTdvK9ambtduaJ/uOa5N8p/+FWmstpXwzvaHRyRkgNAIAAAB4Lup0ptHFac7m2TTL5+xsecPrVyd5VZKvdDhmkizuO87cyvWj+o5b2/No836e2cqG15tCpcnbURsAAADAc0anodEFrVYxeAv6jueUUsb0D3xKKbslOS3J6iQ3DNDPj5I8nmTvUsp+tdZHN7t+XN9x2dBLBgAAABh9OgqNaq1fbruQQY57dynlsvQ+Ie3CJJ/td/miJLsk+Zta68pNJ0spx/Tde2e/fjaUUv4myXuS/K9SygWbAqhSyguSvDnJhiT/2t3PCAAAAGBkamsj7OH0u0m+l+QvSylzk9yR5MVJzkrvsrT3bNb+jr5j2ez8x5LMTfKmJC8opVyZZJ/0bn49Kcm7aq13deMTAAAAABjpxuzoArZXrfXu9G5SfXF6w6J3JZme5C+TvKTW+sQg+1mV3tDooiRT0jtz6dXpDaReUWv9ZOvFAwAAAIwSrc00KqXskt5ZQOcmOSjJxC00q7XW6UMdq9b6QAa5r1KtdfMZRv2vrUrywb4/AAAAAPRpJTQqpeye5Nokz0vydJKp6X3s/YT8/AlkDyVZ38Z4AAAAAHRXW8vT3pvewOitSfboO/epJLsmOTXJoiR3Jzm2pfEAAAAA6KK2QqNXJ7m61vqlWmvddLL2uiHJK5Ick+Ym1QAAAACMQG2FRoekdzbRJj3pt6dRrfWnSeYl+fWWxgMAAACgi9oKjVYl2djv9Yok+2/W5tH0bpANAAAAwAjXVmj0QHpnG21ye5IzSilj+507PckjLY0HAAAAQBe1FRpdleRlpZRNj7f/v0mmJ/l2KeXCUsrXkpyS5DstjQcAAABAF41rqZ8vJ5mQ5OD0zjr6QpI5SV6T5Jy+Ntel9ylrAAAAAIxwrYRGtdZFSd7W7/WGJL9SSpmdZEaSZUm+X2vtaWM8AAAAALqrrZlGW1RrXZhkYTfHAAAAAKB9rYdGpZTxSY5NMi29T1G7o9a6vu1xAAAAAOietjbCTillr1LK3yZ5KsnNSa7sOz5VSvnbUsrebY0FAAAAQHe1MtOolLJfeje6PjK9s4tuSvJIkv2TvCjJW5OcVUo5rdb6aBtjAgAAANA9bc00+lh6A6NPJzms1npWrfU3aq1nJTksyWf6rn+0pfEAAAAA6KK29jR6ZZJraq1/sPmFWuvTSd5ZSjkxyataGg8AAACALmprptFuSa4doM01SXZtaTwAAAAAuqit0OjOJAcM0OaAJItbGg8AAACALmorNPpMkteXUo7f0sVSyouS/Fp69zwCAAAAYITraE+jUsoZm526N8nlSW4qpXwlydVJHk2yX5KXJXljknlJlnVcKQAAAADDptONsK9MUrdwviT5r0neutm5JPmlJK9OMrbDMQEAAAAYJp2GRh/KlkMjAAAAAJ4DOgqNaq0fbLkOAAAAAEaQtjbCBgAAAOA5pNPlaVtVSjk9yQlJdk+yIsmiWuu1bY8DAAAAQPe0FhqVUmYl+YckR286lb59j0opi5O8qdb6g7bGAwAAAKB7WgmNSikzksxPMjXJtX0fP5zkgCRnJXlpkstLKSfXWpe2MSYAAAAA3dPWTKP3Jdk1yetrrV/b7NoHSymvS/LVJO9N8lstjQkAAABAl7S1EfbZSb6xhcAoSVJr/dck3+xrBwAAAMAI11ZotHeSOwdoc2dfOwAAAABGuLZCo8eSPG+ANsckebyl8QAAAADoorZCo/lJXl1K+fUtXSylvDbJLyX5bkvjAQAAANBFbW2E/aH0hkL/WEq5MMmC9D49bf8kZyY5PckzST7S0ngAAAAAdFEroVGt9a5SytlJvpLktL4/NUnpa7I4yW/VWpe2MR4AAAAA3dXWTKPUWr+f5NhSyqlJZiWZlmRFkptrrde1NQ4AAAAA3ddKaFRKOSPJ07XWH9Zav5fke230CwAAAMCO0dZG2AuS/HZLfQEAAACwg7UVGj2eZHVLfQEAAACwg7UVGl2Z5NSW+gIAAABgB2srNHpvkqNLKR8upYxvqU8AAAAAdpC2np727iQ/TvKnSd5aSrklySNJ6mbtaq31rS2NCQAAAECXtBUavbnfx/v3/dmSmkRoBAAAADDCtRUaHdFSPwAAAACMAK2ERrXW+9roBwAAAICRoa2NsAEAAAB4DmlreVqSpJRyepILkpyQZFqSFUkWJbm41nptm2MBAAAA0D2thUallM8m+d0kZbNLL0pyQSnlc7XWt7c1HgAAAADd08rytFLK7yW5MMm96Z1pdESSyX3Ht/Sdv7CUcmEb4wEAAADQXW3tafQ7SR5KcmKt9cu11vtqrWv7jhcnOTnJI+mdiQQAAADACNdWaHRkkn+rtT61pYu11uVJ/q2vHQAAAAAjXFuh0RNJ1g3QZl2Sx1saDwAAAIAuais0+kaSV5dSxm/pYillQpJX97UDAAAAYIRrKzT60yQrkny3lHJqKaUkSel1WpLvJnmyrx0AAAAAI9y4lvr5YZIJSQ5Ick2SDaWUx5Ps3W+Mh5Pc0pcnbVJrrdNbqgEAAACAlrQVGo1Jsj7J/Zudf2iz12WA1wAAAACMAK2ERrXWw9voBwAAAICRoa09jQAAAAB4DhEaAQAAANAgNAIAAACgQWgEAAAAQIPQCAAAAIAGoREAAAAADUIjAAAAABqERgAAAAA0CI0AAAAAaBjXyU2llJ4ktYNba621ozEBAAAAGD6dBjhXpxka7ZHk+CQ9SR5I8kiS/ZMckt4ZTT9K8mSH4wEAAAAwjDoKjWqtZ/Z/XUo5IMn3knw9yR/VWu/td+2IJH+R5IQk53VcKQAAAADDpq09jT6R5Mla6+v6B0ZJ0vf6dUlW9LUDAAAAYIRrKzQ6N8mlW7tYa6191800AgAAABgF2gqNdksybYA20/raAQAAADDCtRUa3ZHk9aWUQ7Z0sZRyWJLXJ7m9pfEAAAAA6KJOn562uT9P8k9Jbi6l/GV6n672aJL9krwsye+ld6bRn7c0HgAAAABd1EpoVGv9at8T1D6e5AObXS5J1if5w1rr/21jPAAAAAC6q62ZRqm1fqqU8vUkb0hyQnpnFq1IsijJP9Za72trLAAAAAC6q7XQKEn6gqGPttknAAAAAMOvrY2wAQAAAHgOaS00KqWMKaX8XinlhlLKilLKhn7XTiilfL6UMrOt8QAAAADonlZCo1LKhCSXJ/l0kulJnknvBtib3JvkLUn+SxvjAQAAANBdbc00+qMkZyW5KMl+Sf6u/8Va61NJrk5ybkvjAQAAANBFbYVG/yXJdbXWD9Vae5LULbS5N8mhLY0HAAAAQBe1FRodkeSGAdosT7JnS+MBAAAA0EVthUark+w+QJtDkzzV0ngAAAAAdFFbodEPk5zTtyF2QyllWnr3M7qppfEAAAAA6KK2QqO/TXJIkn8spUztf6GUsnuSi5PskeQLLY0HAAAAQBeNa6OTWus/l1LOTnJBklcneTJJSik/SPL8JBOTfK7W+p02xgMAAACgu9qaaZRa61uTvCXJ7Un2SVKSzEpyV5K31lp/r62xAAAAAOiuVmYabVJrvTjJxaWUyeldjrai1rqyzTEAAAAA6L5WZhqVUs4opRy66XWtdXWt9aH+gVEp5ZBSyhltjAcAAABAd7W1PG1BkjcP0OZNfe0AAAAAGOHaCo3KINvUlsYDAAAAoIta2wh7EA5N8swwjgcAAABAhzreCLuU8v7NTp1ZyhYnHI1Nb2D060mu7XQ8AAAAAIbPUJ6e9sF+H9ckZ/b92ZqfJPmTIYwHAAAAwDAZSmh0Vt+xJJmf5OIkX95Cu41JnkiyuNbaM4TxAAAAABgmHYdGtdarNn1cSvlykm/0PwcAAADA6DWUmUY/U2u9oI1+AAAAABgZhvPpaQAAAACMEq2FRqWUA0opnyul3FVKWV1K2biFPxvaGg8AAACA7mlleVop5aAkNyXZL8ltSSYmuS/J2iRH9o3zwyQr2hgPAAAAgO5qa6bR+5Psn+S8WusL+859qdZ6THpDo0uTTE7yKy2NBwAAAEAXtRUanZvkklrrdze/UGt9MMmvpjc0uqil8QAAAADoorZCo/3Tuyxtk43pDYmSJLXWZ5NcnuSXWhoPAAAAgC5qKzR6OsmEfq+fTHLQZm1WJNmnpfEAAAAA6KK2QqP7khzS7/UtSeaUUqYkSSllTJJzkvw/9u47zq6q3v//6zOZ9JBAGi2BUFKQaoK0UBJAiiAggiheBL2KYMGC7f5U2lXRL1VREAtGRaQqCCKgEGpANAEpFxIIhAQCgSSQQPrMrN8fZ48Os2cyc9o0Xs/H4zx2Zu+11v7MmX125rxn73VerND+JEmSJEmSVEWVCo3uBKZGRO/s618DmwEzIuI84AFge+CaCu1PkiRJkiRJVVRboXF+SeGWtOHAyymlKyNiEvB5YKeszdXAdyu0P0mSJEmSJFVRRUKjlNIzwA+arftSRHwP2BqYl1JaVIl9SZIkSZIkqfoqEhpFxMeARSml25uuTym9BrxWiX1IkiRJkiSp41RqTqMrgEMqNJYkSZIkSZI6WaVCo1cqOJYkSZIkSZI6WaWCntsofHqawZEkSZIkSVIPUKmQ55vABsAvI2J4hcaUJEmSJElSJ6nIRNjA74FlwMeAD0fEPAq3rKVm7VJK6YAK7VOSJEmSJElVUqnQaEqTf/cFxmeP5pqHSJIkSZIkSeqCKnJ7Wkqppp2PXpXYX0SMiogrImJhRKyJiHkRcXFEbFTGmPtGRH1EpIj4TiXqlCRJkiRJ6q4qdaVRh4mIbYAZwEjgJuBpYDfgC8AhETE5pbSkyDE3AH4NrAQGVbZiSZIkSZKk7qc7ftrZpRQCo9NSSkellL6RUtofuIjCLXHfLWHMHwJDgHMrV6YkSZIkSVL3VdHQKCI+GhF3RsTSiKjLln+LiI9WaPytgYOAecBPmm0+E1gBnBARA4sY80jg48BpwMJK1ClJkiRJktTdVSQ0iojeEXET8BtgKoVbvF7LlvsDv4mImyKid5m72j9b3pFSami6IaX0JvAAMADYo511jwR+DtyYUrqyzNokSZIkSZJ6jEpdafQ/wPuBv1MIjfqllDYF+lEIeh4GDge+XuZ+Gj+RbU4r25/JluPaOd7PKDwHp5RaUETMbOkBTCh1TEmSJEmSpM5WqdDoY8CzwJSU0j2NVwGllBpSSncDU4DngJPK3M+QbLmsle2N6zdsa6CI+ARwJPCZlNKiMuuSJEmSJEnqUSr16WmjgEtSSmtb2phSWpPdvvbZCu2vNdG4y/U2ihgDXAxcl1K6tpwdppQmtbKPmcDEcsaWJEmSJEnqLJW60mgh0NZ8Rb0pf6LpxiuJhrSyfXCzdq25AlgFfKbMeiRJkiRJknqkSoVGVwHHRMTgljZGxIbAMcDvytzP7GzZ2pxFY7Nla3MeNZoIjARei4jU+AB+lW3/ZrbuxvLKlSRJkiRJ6p4qdXvaOcAOwMMRcQ5wL7AI2BjYD/g2hcmw/7fM/UzPlgdFRE3TT1CLiA2AyRSuIHqojXF+Q+FT1pobC+wLPArMBB4ps15JkiRJkqRuqaTQKCIaaHneoAB+28r6sRQCnZKDqpTS3Ii4AziIwvxIlzTZfDYwELg8pbSiSa0Tsr5PNxnntJbGj4iTKIRGf04pfavUOiVJkiRJkrq7UgOce2ljsukq+gwwA/hRRBwAPAXsDkylcFvaN5u1fypbBpIkSZIkSWqXkkKjlNKUCtdRzL7nRsSuFG6JOwR4H/Ay8CPg7JTS0s6qTZIkSZIkqaeo1JxGHSqltAD4eDvbtvsKo5TSNGBaaVVJkiRJkiT1HJX69DRJkiRJkiT1IKVOhH0GhTmNfpJSWpp93R4ppVTuJ6hJkiRJkiSpykq9Pe0sCqHRNcDS7Ov2SIChkSRJkiRJUhdXamg0NVvOb/a1JEmSJEmSeoBSPz3tnvV9LUmSJEmSpO7NibAlSZIkSZKUY2gkSZIkSZKknFI/Pa2BwqTWxUoppVLnUZIkSZIkSVIHKTXAuZfSQiNJkiRJkiR1A6VOhD2lwnVIkiRJkiSpC3FOI0mSJEmSJOUYGkmSJEmSJCmnopNSR8SmwAHA5kDfFpqklNL/VnKfkiRJkiRJqryKhUYRcTbwjWZjBv+ZMLvx34ZGkiRJkiRJXVxFbk+LiI8C3wbuA46hEBD9Gjge+DnQAFwN7F+J/UmSJEmSJKm6KnWl0anAi8AhKaW6iACYl1K6Grg6Iv4I/Bn4fYX2J0mSJEmSpCqq1ETYOwK3ppTqmqzr1fiPlNLtwO3AVyu0P0mSJEmSJFVRpUKj3sCSJl+vAoY0a/MEsHOF9idJkiRJkqQqqlRo9DKwaZOv5wM7NWuzOVCHJEmSJEmSurxKhUaPULhFrdFdwD4RcUJEDIyIw4APZu0kSZIkSZLUxVUqNLoF2D4itsq+/j6wDJgGLAf+ROET1b5Vof1JkiRJkiSpiiry6WkppWkUAqLGrxdExHuA04FtgHnApSmlxyuxP0mSJEmSJFVXRUKjlqSUngc+V63xJUmSJEmSVD2Vuj1NkiRJkiRJPUjJoVFE9I2IhyPizojovZ52fbI2D62vnSRJkiRJkrqOcq40+igwCbggpbSutUYppbXAecBuWR9JkiRJkiR1ceWERkcDz6WUbm2rYUrpNuAZ4Ngy9idJkiRJkqQOUk5o9G7g7iLa3wvsUsb+JEmSJEmS1EHKCY2GA4uKaL8IGFbG/iRJkiRJktRBygmNVgGDimg/CFhdxv4kSZIkSZLUQcoJjRYA7ymi/a7A/DL2J0mSJEmSpA5STmh0N7BHROzaVsOImATsBUwvY3+SJEmSJEnqIOWERj8GEnBdRGzXWqOImABcB9QDl5axP0mSJEmSJHWQ2lI7ppRmR8Q5wFnAIxFxPXAX8CKFMGkUcADwQaAvcEZKaXbZFUuSJEmSJKnqSg6NAFJK50REHXAmcDzwkWZNAlgHfDOldG45+5IkSZIkSVLHKSs0AkgpfS8ifgd8ApgMbEohLFoI3A/8KqX0Qrn7kSRJkiRJUscpOzQCyEKhMysxliRJkiRJkjpfORNhS5IkSZIkqYcyNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScqp7ewCJEkqxqpV63h9yUrq1tUzcFBfhg4fQER0ak3rVqxi5YuLqVu1hr4bbcDA0SOIms79u0zdytWsWPAadavW0GfDQQzaYmTn17R6LSvmL6Ju5Rr6DBnIwC1GUtOrV6fWJEmSpNYZGkmSuryUEnPnLObOv8zh4fvnUVfX8O9tm40awv6HjmPylK0ZMLBPh9a1eOYcnr70Jp67ejr1q9b8e/3gsZsz4ZQj2Pakg+m70QYdWtPSx+by9KV/Yu7v/kbditX/Xj9ozCaM//ThjPvEofQbsWGH1vTGUy/w9GU38+xvbmfd8pX/Xj9g1AjGn3w44z75PgZsMrRDa5IkSVLbIqXU2TX0SBExc+LEiRNnzpzZ2aVIUre2dk0dP/vhA/xjxvz1thswsA+f+9q+bL/zplWvqX7tOh44+QLm/uav621XO6g/U676JqMP37PqNTXU1fPQ5y9h9uU3r7ddr/592Wfa19nq2P2qXlNqaOAfX/sZT1543Xrb1fSpZa+ffomxJx1S9ZokSZLeCSZNmsSsWbNmpZQmlTOOcxpJkrqsunX1XPSd6W0GRgArV6zlgnPu4olHF1a1poa6eqYfe3abgRFA3VuruPOoM3jhj/dXtabU0MC9Hzu3zcAIoH7VGu4+7hzmXtl2/WXVlBIzPn1Rm4ERQMPaOu7/xHk8/dO265ckSVLHMTSSJHVZ1135KP/3+Cvtbl9f38AlP7iHN15fVbWa/vXd37Hg5gfb3T41NHDPR7/Lm/Pa/30U68mLb+D5q6cX1ef+/z6fN/5vXnUKAub84lbm/PLWovo89Lkfsfifs6tUkSRJkoplaCRJ6pJWrVzL9NvnFN1v9ao67rnjmSpUVJjI+akf/7HofvWr1/L0pTdVoaLClU9PXnxD8f3W1fF/l9xYhYoKVxk9ccG1xfdraODJHxb/vUiSJKk6DI0kSV3SjLufZ83qupL6Tr/jGerrG9puWKR5193DmiXLS+r7zBV/oa7JZNmVsuCWB1n54msl9Z175V9Zu3xFhSuCl+96hOVzXiyp77zr7mHVq69XuCJJkiSVwtBIktQlzfz7gpL7vr5kJfPmLqlgNQXzb3qg5L5rlr7Jqw88UcFqCsqpqW7Fal6+85EKVlMw/8bSa2pYW8dLt/2jgtVIkiSpVIZGkqQu6a03y7sq583llb+qZ/XiZZ3avxpjrn7tjQpV0mTMJV2vJkmSJBXP0EiS1CXV9Iqy+vfqVfn/4mpqe5XXv3dthSppMqY1SZIkqUoMjSRJXdKw4QPL6j90+IAKVfIfA7cYWV7/USMqVEmTMUdvXGb/atRU5vNUZn9JkiRVhqGRJKlLmjx165L7brXtMDYfvWEFqynY9oT3ltx3yPjRDFl9hNsAACAASURBVN9tQgWrKdj2Y6XXNHD0SDaZsksFqynYpoznqe/wIWx+6G4VrEaSJEmlMjSSJHVJu0zavOSrhfY/dFyFqynYZMouDJmwRUl9J5x6BBHl3XLXkuG7jmf4ruNL6jv+5MPLvpWsJRtO2IJNppYWRo37xKHU9utT4YokSZJUCkMjSVKXVNOrhqM/UnzwsNnoIeyx95jKFwREBBPPOanofoO22pRtTzq48gVl3n32iVBkIDVg8+GM//ThVaoI3n3miUSR80r1GzGE7T5/VJUqkiRJUrEMjSRJXdY+B2zDkR/asd3th40YyOnf3p8+fas3kfKYY/Zj1+9/qt3t+28ylINuPZc+g8ubo2l9Rh26O3tc8vl2t+87bDDvveV79Bs+pGo1bbLvTkz+xVeImvb9qtF78AAO/NN3Gbh55edYkiRJUmkMjSRJXdrRx+/CiafszsBB679lafudN+WMHxzC8JGDql7Tjl/7MPtM+zr9Rqx/3qRN9tuZwx/8MUPGj656Tdt95kimXHMG/Tcdtt52I/bYjsNmXMLQnbepek1jTzyYA248p82JrYdNHMth9/+IEbtvV/WaJEmS1H6RUursGnqkiJg5ceLEiTNnzuzsUiSpR1i7po6HZ7zAvX97lldfeYt1a+sZuEEfdtxlM/Y/dFxVJr5uS/2atbzwh/uZ/Ys/s/yZl6hfuZo+G23AZgdMZMJnjmDoTtUPZpprWFfH/JseYPbP/8wbT80v1LThIDbZb2cmnHpEyfMflVVTXT0v3vp3Zv/sFl5//HnqVqyi95BBbLz3Dkw49QhG7L5dVeZ7kiRJeqeaNGkSs2bNmpVSmlTOOIZGVWJoJEmSJEmSOkOlQiNvT5MkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVJOtwyNImJURFwREQsjYk1EzIuIiyNio3b2HxgRH42IqyLi6YhYERFvRsQ/I+L0iOhT7e9BkiRJkiSpK6vt7AKKFRHbADOAkcBNwNPAbsAXgEMiYnJKaUkbw+wDXAksBaYDNwJDgfcD5wNHR8QBKaXV1fkuJEmSJEmSurZuFxoBl1IIjE5LKV3SuDIiLgS+BHwXOKWNMV4B/gu4LqW0tskYGwB3A3sBnwUuqGjlkiRJkiRJ3US3uj0tIrYGDgLmAT9ptvlMYAVwQkQMXN84KaVHU0q/axoYZevf5D9B0ZRK1CxJkiRJktQddavQCNg/W96RUmpouiELfB4ABgB7lLGPddmyrowxJEmSJEmSurXudnva+Gw5p5Xtz1C4EmkccGeJ+/hEtrytPY0jYmYrmyaUuH9JkiRJkqRO192uNBqSLZe1sr1x/YalDB4RnwMOAR4FrihlDEmSJEmSpJ6gu11p1JbIlqnojhFHAxdTmCT7gymldW10KewopUmtjDcTmFhsHZIkSZIkSV1Bd7vSqPFKoiGtbB/crF27RMRRwNXAq8CUlNJzpZUnSZIkSZLUM3S30Gh2thzXyvax2bK1OY9yIuJY4DpgEbBfSml2G10kSZIkSZJ6vO4WGk3PlgdFxNtqj4gNgMnAKuCh9gwWEccDvwcWUgiMnqlgrZIkSZIkSd1WtwqNUkpzgTuAMcBnm20+GxgI/CaltKJxZURMiIjcJ5lFxInAb4H5wL7ekiZJkiRJkvQf3XEi7M8AM4AfRcQBwFPA7sBUCrelfbNZ+6eyZeMk2UTEVAqfjlZD4eqlj0dEs268kVK6uOLVS5IkSZIkdQPdLjRKKc2NiF2Bc4BDgPcBLwM/As5OKS1txzBb8p+rrD7RSpsXKHyamiRJkiRJ0jtOtwuNAFJKC4CPt7Nt7hKilNI0YFplq5IkSZIkSeo5utWcRpIkSZIkSeoYhkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOUYGkmSJEmSJCnH0EiSJEmSJEk5hkaSJEmSJEnKMTSSJEmSJElSjqGRJEmSJEmScgyNJEmSJEmSlGNoJEmSJEmSpBxDI0mSJEmSJOXUdnYB6noWz5rDgpsfYs2S5dTU1jBozCZs9eGp9B+5UafVtPTx55h/4wOsfm0Z0auGgaNHsPWHpzJgs+GdVtMbT8/nhRvuY9WrrxM1NQzYfDhbfWg/Bm2xcafVtHzuQuZddw8rX15CRNB/06Fsdex+bLD1Zp1W01svLOL5a6azcuESUkr033gjxhyzL0PGje60mla8+BrPXzOdFS8uJtU30G/khmz5gb3ZaPsxnVbTqkVLee7301kxfxENdQ30Gz6Y0UfsxbBdtu20mlYvXsZzV0/nredfpmFtHX2HDWbUYbsz4j0TOq0mSVL7pZR45Z5/8fKdj7Dm9Tep7d+XweNGsdVxU+gzeGBnlydVxLI5C5h3/b2sWvQ6EcGAzYax1XFTGbRl5/1OLvUkkVLq7Bp6pIiYOXHixIkzZ87s7FLa7fnr7uHJC6/jtb8/ldtW07uWMcfux07/c3yHvrGe/6cZPHHBtSy67/HctqjtxZZHTWan/zmeYe8e22E1vXT7P3j8vGt4+a5H8jXV1DD6/Xuw0zeOZ8Tu23VYTS/f/SiP/+BqXrr9H/mNEYw6dDd2/PqH2WSfnTqspkUznuTxH/yeBbc8BC2cZzY7cCI7fu3DbHbgpA6rafHMOTx27lXMv+kBUn1Dbvsm++3MDl/5EKMP26PDalr6+HM8du5VvHDDfTSsq8ttH7Hnu9jh9A8x5uh9OqymN56ez2PnXsXz195Nw5p1ue3Ddx3Pu774Qbb+yP5ERIfVJUlqn9TQwOyf/Zn/u+QPLHtqfm577aD+bPPRA9np/zueQaNHdkKFUvkW/m0mj/+/q1n4t1m5bVFTw6jDdmenb3yEkXtu3wnVSZ1v0qRJzJo1a1ZKqaw3XIZGVdKdQqOUEv84/TKevPiGNtvWDuzH1OvOZNQhu1W9pkfOnMa/vnNlm21r+vZmylXfYssP7F3VmgAe/39X889v/LztmnrXsvcVX2Wbjx5Y9Zqe+smNPHTaj1sMZpqKmhr2vPQLjD/58KrX9My023jgUxe0GMw0t9sFp7L9l46pek3PX3s3937sXBrW5oOZ5t599kns8u0Tql7TglseZPpx/0v9qjVttt3hq8ex6/c/VfWQZuGds7jr6DNY9+aqNttOOPUI9rjk80SNdzpLUldRv2Yt955wLvOuv7fNtv023oj3/vl7DJ84rgMqkyrniQuv4x9f+Wmb7aK2F5N/fjpjTzy4A6qSupZKhUbd8jf9iBgVEVdExMKIWBMR8yLi4ogo6v6piBia9ZuXjbMwG3dUtWrvih45c1q7AiOAuhWruevoM3n1wSerWtMT51/brsAIoGHNOqYfdw4LW7jyp5KevuxP7QqMABrW1XHfid9n/s0zqlrTs7/9Kw99/pI2AyMo/NVxxikX8dzVd1W1phf+eD/3//f57QqMAB4+/TLm/OLPVa3ppTv+yT0f/W67AiMo7jVRqlfue4y7jjmrXYERwBPnXdPu10SpFs+cw9+O/Fa7AiMo7jUhSaq+lBL3//f57QqMAFYvep07DvkGy+curHJlUuXM+cWf2xUYAaS6eu7/xHm88Mf7q1yV1HN1u9AoIrYBZgIfBx4GLgKeA74APBgRw9o5zjDgwazf3Gych7NxZ0bE1pWvvut546kXin4jWr96LQ+cfCHVukrtrfmLmPk/vyiqT6qr54FPnk9DfX1Valr16uv8/Us/Ka6mhsSMky+kfm3+9p5KWLt8BQ9+9odF95tx6sWsW9G+UKBYdavX8sDJF7QrxGrqoS/8hDVLl1elpoa6eu7/ZPtDrEb/+NrlrHjptarUlBoamHHyhe0OsRo9ctavWf7sS9WpKSVmfPpC6le2L8Rq9MT517Lk0WerUpMkqTgv/uVhnrvqzqL6rFm8jIe/fGmVKpIqa/WSZYUr7IuREg98+kLqVq+tTlFSD9ftQiPgUmAkcFpK6aiU0jdSSvtTCH3GA99t5zjfA8YBF6WUDsjGOYpCiDQy20+P9/RlN5fU740n57U4z1AlzL78FlJDcW/wAd6a9wov3dbCnD4V8MwVtxX9Bh9g1aLXeeEP91WhIpj7279S91bx4c+6ZSt47qrqXG0079q7WbOk+PCnftUanpl2exUqggU3P8jKF4sPf1JdPXN+8ZcqVAQv3/UIy2YvKL5jSjz909Jes21Z/PDTLJn1TEl9n77sTxWuRpJUiqcvu6mkfgtueYi3XlhU4Wqkynt22u3UlxD+rFm8jHnX3VOFiqSer1uFRtnVPwcB84Dml32cCawAToiI9X4cRLb9hKz9mc02/zgb/+CefrVR3ao1PPub0t+oz7688m9eG+rqmfPLW0vuX42aUkrM/tktJfeffXnpfdc7bhk1Pf3T6rzJL6+mm6ty9VpZP7uf3VKVq9fKqemZX91G/ZrK/6WsnOP0ud/9jbXLV1SwGklSsd56YREv3vpwaZ1TYvbPq3uruFSulBJPl/H7SjXeJ0jvBN0qNAL2z5Z3pJTedilKSulN4AFgANDWRx/tCfQHHsj6NR2nAbgj+3JqWwVFxMyWHkCX/0zqN+cuZN3ylSX3L/WqhPVZ+dJiVr/6Rsn9q1HT2tff5K15r5Tcvxo1Nayr4/XHny+5/9JH55Z0NVdblsycU3LfN599iboVqytYTcHiMmpa9fKSso7H1iyeWfoxUTgeK//X4MWzSn+e6lauYfmcFytYjSSpWEsefbbo28Pf1v+Ryv++IlVS3VureLOM2/Sr8Tu59E7Q3UKj8dmytXc3jWeCtj4ColLjdGvrSri16W393yw9cGp1zLJrqvxcPZV4nip9BU25NZESdUXOXdOWhrp66lv4ePZiVOOYKuUWvqa6ZE3l/vxb0BVrkiS1X7nn8boq/H8nVVK5v2vUr15LQ1115j+VerLazi6gSEOy5bJWtjeu37CDxqG1j6/Lrjaa2Fb/ztR7gwGd2r/lMft3av+Wxyz/ear0x6T3HlTe9xk1NdQO6FuhagpqanvRq1+fku4zb1SdY2pAF6ypP6tfK/0Kpq56nEuSOk+55+Faz+Pq4so9xnv160NNba8KVSO9c3S3K43a0vjOvNzLOio1Tpe2wTab0WejDUruP3y3yt+BN2Dz4fTftF0fgNeiatTUZ8NBbLDt5iX3r0ZNNb1rGbrLtiX3HzZpLFFT+Zf/8PeMb7tRK4ZM2KLsMKwl5dQ0cPRI+m+8UQWrKSinpr7DhzBozCYVrKZg+K6l11Q7qD9Dxo+uYDWSpGINm1je/+0j3tPlZ1bQO1ztwH4MmbBFyf2r8Tu59E7Q3UKjxiuAhrSyfXCzdtUep1ur7deHsScdXHL/Cae8v4LVFNT06sX4Tx1Wcv8JpxxRwWoKIoIJnz685P7VeJ7KHbcaz1O543bF52n8yYdXJVwr53ka94lD6dWndwWrKRh/aunP07YnvLcqgZ8kqf0GjhrB6Pe3Na1ny6JXDeM++b4KVyRVVkQwvgv+Ti71dN0tNJqdLVuba2hstmxrRtdKjdPtjT/l/VDCrVNDd9mWEXu8qwoVwbhPvY8o4dLRwWM3Z7MDq3NH4LYnHUyv/sXfzjVgs2FsccReVagItj7+AHoPWe8HBbao79AN2OrDbc7xXpItj96bfiVcmVM7sB/bnnhQFSqCzQ/draQrc2r61DLuk4dWoSLYeN+d2HD7MUX3i5qawmu2CoZPHMeIPbYrqe+EzxxZ4WokSaXY7rNHldRviyMnM3DUiApXI1XeticeTO3AfkX367/xRmx59D5VqEjq+bpbaDQ9Wx4UEW+rPSI2ACYDq4CH2hjnoazd5Kxf03FqgMZ3r9Obd+xphowdxaTvfKKoPrUD+zH5F6dXfJ6eRgM3H8FuF36mqD41fXuz9xVfq8pVIQD9hg1hz0u/UFSfqO3F3r/6GjW9qzN1WO9B/dn756cXF/pFMPmXX6W2hACsPXr17cM+V3yV6FXcz2Gvy79MnyGDqlJTTa9e7POrr1HTp7ifwx4/+jz9Nx5alZoigr2v+GrRQeSuP/gUG1Th1rRGe13+ZXoPLm6+gF3O+BgblRCASZIqb9MDJjL2E8X9waP/pkPZ7cJTq1SRVFl9NxzEXj/9UlF9oldN4feuKlypLb0TdKvQKKU0F7gDGAN8ttnms4GBwG9SSisaV0bEhIh42w2sKaW3gN9m7c9qNs7nsvFvTyk9V8Hyu6wdv/ERdv7Wf7Wrbe8hAznw5u8yfGJ1P1juXZ87iknnfrJdbWsH9uOAP5zNxpN3qGpNY088mD0u+Xy7Qppe/fow5epvs/l7d61qTWOO2Y+9f/mVdl2ZVdO7ln1//XW2PHJyVWsadeju7Pe7b7YrpImaGva87Itsc/wBVa1pk/12Zv/rz6JXOyf/fs/5pzD+5NIvf26PEe+ZwIF/+k67J7V+91knsv2Xj61qTUN33Jr3/vlc+g5t31xnO3z1OHY582NVrUmS1H4RwV6XfZFtPvbedrUfOHoEB99xHoO22LjKlUmVs81HD2TPy77Yrj8W1/SpZb/ffZNRh+7eAZVJPVNU+qPAqy0itgFmACOBm4CngN2BqRRuJ9srpbSkSfsEkFKKZuMMy8YZB9wFPAxsBxwJvJqNM7eMOmdOnDhx4syZM0sdosMtuPXvPHnR9bx856zcttoBfdn6owey41ePY3AZk0IXa+Gds3jiwut46bZ/QLNjtVe/Pmz14ans+NXj2HC7LTusplfue4wnLriOF295iNTQ8LZtNX1qGXPsfuz4leMYuvM2HVbTa39/isfPv4b5Nz5Aqn97TVHbiy2P3ocdv/KhsiY7LtaSR57hifOvZd7199Kwru7tNdXUMPqIPdnh9A9VPexr6vUn5/H4eVfz/DV307Bm3ds3RjDqfbuxw5ePZdOp7+6wmpbNWcAT513L3KvupH7Vmtz2zQ7ale2/+EFGHbJbh9X05vMv88R51/LslX9t8SOcN5myM+/6wgerHkBKkkqTUmLulX/jqR//kcX/mJ3b3nfoBoz9+KHs8JVjq3ZVrVRtix54gicuuJYFf3ow/zt571rGHLMvO3zlQwx799hWRpB6tkmTJjFr1qxZrX3ie3t1u9AIICJGA+cAhwDDgJeBG4GzU0pLm7VtMTTKtg0FzgSOAjYFlgB/Ac5IKb1YZo3dLjRqtGz2Ahbc8iCrFy+npncvBm25MWOO2bdqtw+1x/K5C1nwpxmsfu0NolcvBo4ewZhj9qXv0MFtd66St15YxAs33s/qV9+ACAZuPpwtP7gP/UdW/tO22mvFS6/xwh/uZ9UrSyGC/psMZcwH92FAGZ9IV65Vi5Yy74b7WLlwCaRE/403YosP7M2g0SM7rabVi5cx74Z7WfniYlJ9Pf1GbMgWR01mg6027bSa1rz+Ji/ccC9vzX+VhnX19Bs+mNFH7MWQsaM6raa1y1fwwg338da8V6hfs46+wwYz+rDd2fBdYzqtJklScRb/czYL/zaLNa+/Se2AfgweuzlbfmDvqt2qLnW0txa8yvw/3s+qRa9DBAM2G8aYD+5jIKp3vHd0aNQddOfQSJIkSZIkdV+VCo261ZxGkiRJkiRJ6hiGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKknEgpdXYNPVJELOnfv//Q7bbbrrNLkSRJkiRJ7yBPPfUUq1atWppSGlbOOIZGVRIRzwODgXmdXEo5JmTLpzu1Cql6PMbV03mM653A41w9nce4ejqP8eoYAyxPKW1VziCGRmpVRMwESClN6uxapGrwGFdP5zGudwKPc/V0HuPq6TzGuzbnNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5fjpaZIkSZIkScrxSiNJkiRJkiTlGBpJkiRJkiQpx9BIkiRJkiRJOYZGkiRJkiRJyjE0kiRJkiRJUo6hkSRJkiRJknIMjSRJkiRJkpRjaCRJkiRJkqQcQyPlRMSoiLgiIhZGxJqImBcRF0fERp1dm1Su7HhOrTxe6ez6pPaKiGMi4pKIuC8ilmfH8JVt9NkrIm6NiKURsTIiHouIL0ZEr46qW2qvYo7xiBiznnN7ioirO7p+qS0RMSwiPhkRf4yIZyNiVUQsi4j7I+K/I6LF92qey9VdFHuMey7vmmo7uwB1LRGxDTADGAncBDwN7AZ8ATgkIianlJZ0YolSJSwDLm5h/VsdXYhUhm8BO1M4bl8EJqyvcUQcCdwArAauAZYC7wcuAiYDx1azWKkERR3jmX8BN7aw/okK1iVVyrHAZcDLwHRgPrAxcDTwC+DQiDg2pZQaO3guVzdT9DGe8VzehUT+56N3soi4HTgIOC2ldEmT9RcCXwIuTymd0ln1SeWKiHkAKaUxnVuJVJ6ImErhjfSzwH4Ufhn7XUrpv1poOzhrNwSYnFL6Z7a+H3AXsCfwkZSSf8FTl1HkMT4GeB74dUrppI6rUipdROwPDAT+nFJqaLJ+E+BhYDRwTErphmy953J1KyUc42PwXN7leHua/i0itqYQGM0DftJs85nACuCEiBjYwaVJkppJKU1PKT3Twl/nWnIMMAK4uvFNRjbGagpXcwCcWoUypZIVeYxL3U5K6a6U0s1N30xn618Bfpp9OaXJJs/l6lZKOMbVBXl7mpraP1ve0cIL+82IeIBCqLQHcGdHFydVUN+I+C9gCwph6GPAvSml+s4tS6qaxvP7bS1suxdYCewVEX1TSms6riyp4jaLiE8Dw4AlwIMppcc6uSapFOuyZV2TdZ7L1ZO0dIw38lzehRgaqanx2XJOK9ufoRAajcPQSN3bJsBvm617PiI+nlK6pzMKkqqs1fN7SqkuIp4Htge2Bp7qyMKkCntv9vi3iLgbODGlNL9TKpKKFBG1wMeyL5sGRJ7L1SOs5xhv5Lm8C/H2NDU1JFsua2V74/oNO6AWqVp+BRxAITgaCOwIXA6MAf4SETt3XmlS1Xh+V0+3EvhfYBKwUfZonAdpCnCnt9erG/k+sANwa0rp9ibrPZerp2jtGPdc3gUZGqkYkS2dW0DdVkrp7Oz+6kUppZUppSeyyd0vBPoDZ3VuhVKn8Pyubi2l9GpK6YyU0qyU0hvZ414KV0j/HdgW+GTnVim1LSJOA06n8AnGJxTbPVt6LleXtb5j3HN512RopKYa/zoxpJXtg5u1k3qSxsn49u3UKqTq8Pyud6SUUh2Fj3UGz+/q4iLis8APgf8DpqaUljZr4rlc3Vo7jvEWeS7vXIZGamp2thzXyvax2bK1OY+k7uzVbOklr+qJWj2/Z/MKbEVhIsrnOrIoqYO8li09v6vLiogvAj8GnqDwZvqVFpp5Lle31c5jfH08l3cSE/n0ZwAAFiBJREFUQyM1NT1bHhQRbzs2ImIDYDKwCnioowuTOsCe2dJftNQT3ZUtD2lh277AAGCGn7ajHmqPbOn5XV1SRHwduAh4lMKb6Vdbaeq5XN1SEcf4+ngu7ySGRvq3lNJc4A4KEwJ/ttnmsymkur9JKa3o4NKkioiI7SNiaAvrt6Twlw+AKzu2KqlDXA8sBj4cEbs2royIfsB3si8v64zCpEqIiN0jok8L6/cHvpR96fldXU5EfJvCpMAzgQNSSovX09xzubqdYo5xz+VdU6TkPGn6j4jYBpgBjARuovBxnbsDUynclrZXSmlJ51UolS4izgK+QeGquueBN4FtgMOAfsCtwAdSSms7q0apvSLiKOCo7MtNgIMp/PXtvmzd4pTSV5q1vx5YDVwNLAWOoPARztcDH0r+UqAupJhjPPso5u2Bu4EXs+07Aftn//52SqnxTbXUJUTEicA0oB64hJbnIpqXUprWpI/ncnUbxR7jnsu7JkMj5UTEaOAcCpe+DgNeBm4Ezm7vZGVSVxQR+wGnAO+m8AZkIPAGhUtlfwv81l+01F1kIeiZ62nyQkppTLM+k4FvUrgdsx/wLHAF8KOUUn11KpVKU8wxHhH/DXyAwkc4Dwd6A4uAB4Efp5Tua20QqbO04xgHuCelNKVZP8/l6haKPcY9l3dNhkaSJEmSJEnKcU4jSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkSZIkScoxNJIkSZIkSVKOoZEkSZIkSZJyDI0kSZIkSZKUY2gkSZIkSZKkHEMjSZIkSZIk5RgaSZIkSZIkKcfQSJIkSZIkSTmGRpIkdYCImBYRKSLGdHYt3V1EzIuIeUW0TxFxd/UqqoyuWmdEnJTVdlIL2w6KiBkR8XrW5sZs/d0RkTq82C6mI56HUs4tLb2GWvs5F/t6y/qclY01pZh+kqSux9BIktTpIqJXRHwqIu6JiKURsS4iXo2IxyLiFxFxRGfXqNatL1RQz5WFFDcBWwG/As4Gru7EktRBfM1L0jtHbWcXIEl6Z4uIXsAtwCHAG8CfgReBocA2wPHABOBPnVWj9A73R+Ah4OVm6w8E+gGnp5SuarbtY8CADqhNpTmgSm0b/ZhCgDi/hL6SpC7E0EiS1Nk+QiEw+hewX0ppWdONETEA2L0zCpME2WtyWQubNsuWC1voY1jQhaWU5lajbZM+i4HFxfaTJHU93p4mSepse2XLac0DI4CU0sqU0vSm6yJiSER8NSLuiogXI2JtRLwWEX+KiD1a2knjfDERsXFEXBERiyJiRTYfyz5Zm4ERcV5EvBARayLiyYg4toWx/n1rRkQclo2xIpvX5fqIGFvMExARu2f9Xsm+lwURcXlEbNZ273+P0SciTouIWVkdK7O5SG6KiANbaH9ARNyW3Q64OiLmRMT3I2JIC23vzr7fPhFxRkTMzp6fadkcPL/Kmv4qa9f4GNNkjNqI+ExEPBQRy7P6HomIz0VE7veRKPhc9jNYHREvRcSPW6qviOdos4j4bXbr46qImBkRxzdrc0hW+xWtjNE3IhZnj77t3O+E7Jiblz1vr0bEfRFxajtrPiMiHmhyfCyMiKsiYrtW+hwREXdGxMvZ/hZG4dbPzzRrt3VE/Cwins2ej6UR8XhE/DQihjVp97ZbkSJiShTm6Tk7azK9yc98Stam1bl8IuLgiLg1ew7XRMTc7HW3YQtt52WPwRFxYfbvdRFxVhvP25isnmnZ839j9v2tiIj7I+KgFvo0fV0fkn0Py5p/H8W8dpr06RsR34mI55t8z2dGRJ8W2h4VEVdm466IiLeyY/W0ll4rTdRExJcj4umsrhcj4qKIGNza87q+57C1ttGO13ysZ06j7OcxLQrnuTVROBdfFRHjW2i7cUScH4VzzoqIeCP797SI2Lo99UuSyuOVRpKkzrYkW44ros92wHeBeynczvY6sAVwBHBoRLw/pXRbC/02BB4A3gR+T+EWuA8Dt0fEnsDl2bpbgN4UroK6JiIWpJQeamG8o4FDKdy+czewC/BBYGpE7JVSmt3WNxIRHwd+DqyhcAveAmAs8Eng/RGxRzuv2piW1fsE8BtgFYUrQfamcCXX35rs89PAZcAK4DrgVWAK8PVsn5NTSm+0sI8bgPcAfwFuzPrdTeG2wiMpzG/zaJP2b2T76w3cDBwMzAauAlYDU4FLKFxJdkKzfV0MnEbhlqifAeuyfewO9AHWtuM5aWojYEZW068oHAsfAn4XEZunlM7L2t0OzAWOi4gvtRBkfhAYBlyQUlrT1k4j4jAKz3Ff4DYKx92GwM7A1yj8HNZnX+AbwHQKz/9bFI6PY4Ajsp/Vv5rs72QKx/ErFJ7zxcBIYCfg48ClWbtNgX8Ag4Fbs7H7UZif6AQKtxc1vjabm0chMJoC7Af8OltHk2WLIuKMrO9SCq+zV7PavgK8LyL2TCktb9atD3AXhdfmHcBy4Pn17aeJrYAHKbwuLgc2BY4D/hIRx6eUrmmhzzEUXjN/AX4KjGlSf6mvnWspvHau5z/H8lnArhFxREqpaTD1faAB+DvwEjAE2B/4YTZG89dKo4soHC/XUngtHgx8EdgnIvZOKa1upV+xptHGa741EXEI8AcK59ebgWeBURTOpYdFxNSU0qys7QAK5+ttgL9m7QPYMtv39cBzFfqeJEmtSSn58OHDhw8fnfYA3k0hAGgAfkvhzcOWbfQZAgxvYf0oCrfKPNXCtpQ9fgrUNFl/QrZ+KYU3Jf2abNsn2/bHZmOd1GS8w5tt+0K2/s5m66dl68c0WTcu+96fBTZv1n5/oL75vtfzfDQA/wR6tbB9WJN/b0khoFoOTGjW7tKsxp81W393tv6xVp73xufjpFbqOyvbfknT+oBewC+zbUc2Wb9Xtu5ZYGiT9f0oBAAJmFfEMdb4s7q22c9+q+znvhbYusn6r2TtP9fCWI3Pxbh27Hc4hdu61lK49TJ3vLZQ593N1o0ENmih784UAqS/NFs/M/v5jmypnib//ny2vy+00G4g0L+tn2+Tn+uU1p6nZuumZu1nABu2cgxd1Gz9vGz934CBRfzMxzT5uZ/XbNuuFIKb14HBLdTQABzSwpjlvHbmABu1ciyf0KzPNi3su4ZCOPf/t3fnwV/UdRzHn2+vdMQTFG/xIs8Q8sKj0NEwk9KmcvJE8sgjNQ211KS0Gjs88MpxCsRj0pGILG0sEQ9MTUBTxMQSNUyQICxOgXd/vD/rb9nv7vf4HeDxeszsLOzu57uf3f3sF/b9/Xze68C+hXUj0/LZ5L47U5nRad1lJed1emFZ1XVuett6bYMI3M5N9dy1sP1uRHuelFs2qKxNpHVrUXJfaNKkSZOmzp80PE1ERFYpd58MHA/MTPPRwHQz+7eZjTGzQSVl5nnkzCgu/yfx6/POZrZNye4WAEPdfXlu2V3AUuKB5lzP/Rrv7o8RD0x7VlR/nLv/rrDsBqKnyiFmtm1FucwZxC/u57r7jMKxjCN6Hg0ys/UafI4Tv8AvJh54V1zpnu8xcjzxwHWDu79U2PQSohfWCVY+9OqysvNeTxpOczbR8+Wb7r4sV69lwAWp/sflip2c5j9w9zm57RcB325l/znLgIvy197dXwWGE9cg33tjBNET6vTCsXyc6FnzsLu/3MQ+TyJ68tzs7o8UV6b2Wpe7z3L3/5Ysf47ofXNw6smVt5QIihTLlF27hSXbzXf3muWd4Jw0P9ULvXHcfSTRY+W4YqHkAnef3459zgO+X9jXM8CdRI+vo0vKjPXynooduXeucPe5uTrk2/KQQv1qcgildntd+uvAks8HuM7dXyuUGUp8JwypKLMynUic88vd/cX8CnefQvS47GtmuxbKlbXRJWX3hYiIdD4NTxMRkVXO3e8xszFET4QDid5HBwJHAUeZ2SjiF+33hnCY2QFEr57+RG+MYm6QLal9c8/LxQcNd19mZjOJXgxlQx1mUJ2IuywQsMzMHieGVPQFXqsp1aZ/mn/azPYuWb8p0RunN9GDpJS7v2Nm9xG/zD9rZqOBx4Cn3H1BYfN+aT6u5HPmmtlkYojLzkRy8ryn6xxLld7EcK5pwKVmVrbNQmLIYbGONeeXOK6l7ajH6ylIVDQeuJy4VkAE2czsHuDENMzwibTqtDT/eZP7zPJrPdCO+r4nDXH7OtFDpge1/3/rQdubze4EfgZMMbO7iXM4wd3fLpT5LfBD4EYzG0gMy5sAvJi/zzpZfyKY9WUryRVG3MObmFn3QqBzEdHLrT0mVQQXxhNBvb5ED568qnbekXunXlvum19okU9qKHAEsD3R8ytvy4r6lX0f/cPM3gB6mdmGxWDdSpZ93/Wx8pxU2RDlXYAXieOZAVxsZv2IYZQTgGfzwWcREelaChqJiMj7gru/S+QreRDAzFYn8sf8kviFegyRRwczO5roUbSIyHXxdyLHyHLa8qyU/dpf9gYoiAe3euuq/r2cWbH8rTRvlLQ5SzY8tMF23Rqsh8jTchFwLG0JiheZ2b3At9w9q2tWp+Lr0yksr0lKTNtxtSI7xp2I4EyV/DFmdaw5vykoV5Vrp55Wr9VNRLs7HXgi9R45ichh85sm95mdwxl1t6rDzM4hepjMJdr660SPOSeCqn3ItXV3v9rMZgNnEj17zgPczB4hetk9k7Z7zcz2IYYRHU4MCwV4w8x+6u7D21vnOroT91K9dgDRFvLXeFYHAlntuUer2nlH7p16bXnTbJlFMvC/EEMnnybyk80hvoc2JALlVQnY6x3rtqn+qzJolH0XnNpgu27wXjB8P+L77PO09bCabWY3AVemfzdERKQLKWgkIiLvS+mX5HvMbA/gUiLHT/awfgWRJ2Yvd5+aL2dmtxBBo5WhZ8XyzdK8KhBFYf0GXpv8tyVpONEwYJiZbU30eBhMDKnpReRnyu9zM2BKyUdtXtguv4/2PLhnnzPG3b9Yd8vaMj0pJLpNwcTutB6IaelauftTZjYJ+IqZnUckPO8OXOXuzSbhzh7QtwSeb7G+mNkaxAPzW0A/d/9XYX3/snLuPgoYlQIQ+xNDsIYQCd93cfdZabupRMLvNYjg06FErqPrzGy+u/+i1To3MI/IKbVxi+U60vOpPfdo1f7afe+keqzQ8zHXlvP3/ilEwOh77j6ssH1/ImhUpSeRaL6o2e+jrpbtv4+7N9VzLA3h/JpFF8VdiX8HzgK+S+RsuqwrKioiIm2U00hERN7vsqEl+XFNOxLDaIoBo9WIYW0rS01wKj0IZnWY3KB89ka2g+pu1SJ3f8Pd7yR+mZ8GHGhtr1DP6jSgWC4FGfYkenBNLa6vIxsqsnrJupeI4Ml+Jbl3qkxK87Lg30G070evbbLXgRcMSPOya3UzkbD4RGJomhN5V5qVXd/PtlAmrwfRu+SJkoBRN9qGS5Vy9/+4+/3ufiqRLHljStqauy9194nufhXxBj6IXkyd7UlgIzPbrQs+u0q/ipxgA9K80T2a15F7p15bztdhxzQf3eRn1F2fXku/NZHIujN7GdW756u0+/vOwxR3vx44LC3uijYqIiIFChqJiMgqZWZfNbPDUsCnuG4z2oYyPJpbNR3Yycy2yG1rxLCXYhLVrnSImR1ZWHY2kc/o4XxS2go3EDlerjGz3sWVZraWmTV8wDKzTcysLO/SusB6xNCWrHfMHWmf3zCzHQvbX0Ekbr7Dm3idfE42lKgm+bi7LyXemrY5MNzM1imp/+aF5Lcj0/wSM9s4t93awI9aqFfe6sBV+XZmZtsRQ7iWEuel6C6id8SFxAP5H8uSFNdxG9GL5Awz+1RxpZlt1aD8LGIo2idTkCgrtyYxZK1HyWcennoOFWVDoBak7fYxs7JeOD3z23Wya9L81vy9mzGzddNwpM60AdErJb+fvYiE2/OIYa/N6si9c5mZbZSrQ74tj8htNz3NBxTq3JfGSeDPzSffT239J8T/90dUlmqfynu+jhFEAPnyNDRyBWa2mpkNyP1994pAb1e2URERKdDwNBERWdX2JYZcvJUSSGfJircDPgesA4wlchhlriGSEU9OSZ/fBQ4gAkZZQuiV4T5gTEri/QoxxOcIIgfJmY0Ku/tLZjaEyNs0xcz+QLyae03iYewg4G0isW49WwJPmtlUopfOG8QD7JHE0JThWTJgd5+ehlvdCExKCZ/fJoIi/YmeQRc1fQbCn4kHuPNSkCfLrXK9u88jHqj7EMmcB5nZOGJ42aZErqMDiLdPvZjqOMHMrieGSr2Q8jK9C3yByO1TlVOmnr8SbW2imT1IBBOOIXryXFjxxqoFZnYbbW/9uqWVHbr7bDM7lmi7D5vZA6ke6wOfIHqAbFen/HIzGw5cDDxvZmOJZNEHE72GHk5/zvsVkcvqcSIAYUQ72ptIpv6ntN2xwFkp19ErxHndgbh3FgPXtnKszXD3h8zsYiJYMs3M7ifu925Ezp1PA48TOZY6y6PAKSmoOoEIXh5DBFJOb2VYaAfvnanEPZ5vyzsAvwduz203ishxdq2ZHUz0FNyJuJd/nepeZQKRCP9uIiA2kLjvJgI/bvY4m9Tonq+REsx/iQjUPWlmDxHD/JYT33f9ieF6a6cihwJXm9kTxLmdBWxFnLvlREBMRES6mrtr0qRJkyZNq2wiHpzPIh4k/kb0zFhCBAbuJ3LyrFZSbjDxiu75wOxUfg8ir48DAwrbOzC+og7TieEbZevGk9L5FPbtaX4k8QA1n/gVfTTQu+RzRqYyvUrW7ZHWv0Y8sM8BXiCCFIc0cQ43JHpTZMGYxen8jSeGG1lJmc8QScfnpu1fIR4sN2zmHJRsc3g6D/9Lx7nCsRLBixOAh9LxLUl1fRz4DrB14fOM6LU1NdXvTeJhfYN616uibp6OYQuit8gsYhjRJODYBmX7pPJvAmu0s43vRgQDZqTjnkm8Geq0Rm2U+IHvfCKgtpDIb3Q7EWSpaVNEYG4MkQtqQTrXk4neUuvlttuXGH73XNpmYWoDI4Ddq9p7YfkwSu61Rm2GGL55TzqnS4jAy7PA1USesqbuzQbnvFeq20jibVxjU1tfQARXBpaUKT3Ozrh3iOTVVxJBssXp+lwOfKykzK7E2+1mEd8rE4lcR+8dU8V3y/bABUSAZVFqb9cC65fso+a81rnOpdeAOvd8g7bRi+hlOS3V851U59uBo3Lb7ZLaxDOpjSxOdbkX2L8996ImTZo0aWp9MveuequqiIjIh5OZDSYerk9295GrtjbSlXLX+kp3V9LdD4g0rOlV4DZ3H7xKKyMiIvIBppxGIiIiIiVSbqDziZxHLQ1NExEREfkwUE4jERERkRwzO5DIUzOAGDp4g8erv0VEREQ+UhQ0EhEREVnRoUS+mTnArUQ+IBEREZGPHOU0EhERERERERGRGsppJCIiIiIiIiIiNRQ0EhERERERERGRGgoaiYiIiIiIiIhIDQWNRERERERERESkhoJGIiIiIiIiIiJSQ0EjERERERERERGpoaCRiIiIiIiIiIjUUNBIRERERERERERqKGgkIiIiIiIiIiI1FDQSEREREREREZEaChqJiIiIiIiIiEgNBY1ERERERERERKTG/wHivNtP1lrcAAAAAABJRU5ErkJggg==\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"image/png": {
"width": 582,
"height": 399
}
},
"output_type": "display_data"
},
{
"data": {
"text/plain": "<Figure size 684x468 with 1 Axes>",
"image/png": 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