From b15a063d4f965990091e5a330eb4713994a8189b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Gerardo=20Marx=20Cha=CC=81vez-Campos?= Date: Fri, 24 Mar 2023 10:53:19 -0600 Subject: [PATCH] softmax regressor --- logistic-regressor.ipynb | 384 ++++++++++----------------------------- 1 file changed, 91 insertions(+), 293 deletions(-) diff --git a/logistic-regressor.ipynb b/logistic-regressor.ipynb index 476f0e1..07fa566 100644 --- a/logistic-regressor.ipynb +++ b/logistic-regressor.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "03f8827e-7e96-494f-8f87-4eb8a2a03ff9", "metadata": {}, "outputs": [ @@ -19,7 +19,7 @@ " 'data_module']" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "df29211b-b8ae-4d64-a903-de8ba22daa5f", "metadata": {}, "outputs": [ @@ -207,7 +207,7 @@ " 'data_module': 'sklearn.datasets.data'}" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -298,7 +298,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "1a602ea1-efee-4b93-aa9d-1bff49564e2f", "metadata": {}, "outputs": [], @@ -309,23 +309,23 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "id": "29679ab5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 12, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -342,23 +342,23 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "id": "2874984a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 13, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -373,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 7, "id": "68274907", "metadata": {}, "outputs": [ @@ -389,7 +389,7 @@ " 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])" ] }, - "execution_count": 17, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -409,23 +409,23 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 8, "id": "a75ea97f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 29, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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998bk4n0A4ovDauqUDsCJEyc0dOhQ/f73v2/1l9jDDz+s9957T//zP//T5jE7duzQ97//ff3kJz9RZmamjhw5ooULF2ru3Ll6/PHH232d9lpG0tLSVFFRoZSUlIC/ubq6On355ZcaOXIkg2WBMOvS71tNjdSvn71fXc1cI0AIeL325bvp6ea7YCorK+V2uy/4+R1Uy8iAAQPkcrlUVlbW6nhZWZkGDRrU7mMef/xx3XPPPc1/RV5zzTWqqanRvHnz9Nhjj8npbDtsJTExUYmJicGUBgBA3CssbJnQzOm0r5qJhmWnghrAmpCQoLFjx6qoqKj5mN/vV1FRUYd91rW1tW0Ch8vlktRypQAAAOieSJxZNVBBX9qbl5en2bNna9y4ccrIyNCKFStUU1OjnJwcSdKsWbM0dOhQFRQUSJKmT5+u559/Xt/61reau2kef/xxTZ8+vTmUAIhTfftK/FEChEQkzqwaqKDDyMyZM3Xq1CktXbpUpaWlGjNmjLZt29Y8qLWkpKRVS8iSJUvkcDi0ZMkSHT9+XJdddpmmT5+un/70p6H7LgAAiHOROLNqoIIawGpKoANgzscAVqDn8PsGmFdY2HZmVZNjRsIygBUAQqquTmqac+jnP2c6eKCbIm1m1UDFRRiJgsYfIOp16ffM55M2bbL3X3stpPUA8crjiZ4Q0iTo6eCjSdPYFZZWB8LP99e1Zdq7XB8AOhPT/2v06tVLTqdTdXV1pksBYl5tba1cLpd69+5tuhQAUSamw4jT6VRycrKqq6tNlwLENMuyVFlZqf79+8vhcJguB0CUiekwIkkpKSmqra3V119/bboUICZZlqUTJ06osbFRbrfbdDkAolDMD2B1u906c+aMSktLVVNTI7fbrV69evHXG9ANlmXJ5/OptrZWlZWVamxslMfjUXJysunSgJgVSWvOhFrMhxHJXlU4ISFBp0+fljca5sUFooTL5VL//v3ldrsJIkAYReuaM4GK6UnPzmdZls6ePds86h9A1zmdTvXu3bt7rYyWJdXW2vvJyRItlkAbXq80fHjbmVWLiyO/hYRJz9rhcDjUu3dvRvsDkcLhsNenAdChaF5zJlAxP4AVAIBo1rTmzLmiZc2ZQBFGAJhTXy/NmWNv9fWmqwEiksdjjxFpWui+ac2ZWGkVkeJszAiACFNTI/XrZ+9XV9NlA3TC642+NWcYMwIAQAyJxjVnAkU3DQAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwiqtpAJiTnCydPNmyDyAuEUYAmONwSJddZroKwKhYXo03UHTTAABgSGGhvQjelCn2bWGh6YrMIIwAMKe+XlqwwN6YDh5xxuuV5s1rWQTP75fmz7ePxxvCCABzzp6VXnzR3s6eNV0N0KM6W4033hBGAAAwIB5W4w0UYQQAAAPiYTXeQHE1DQAAhuTmStnZ0bcab6gRRgAAMCiWV+MNFN00AADAKMIIAAAwim4aAOb06SN9+WXLPoC4RBgBYI7TKY0YYboKAIbRTQMAAIwijAAwp6FB+vGP7a2hwXQ1AAxxWJZlmS7iQiorK+V2u1VRUaGUlBTT5QAIlZoaqV8/e7+6Wurb12w9QAixGm/gn9+0jAAAEGKsxhscwggAACHEarzBI4wAABBCrMYbPMIIAAAhxGq8wSOMAAAQQqzGGzwmPQMAIMRYjTc4hBEA5vTpI338ccs+EENYjTdwhBEA5jid0je/aboKAIYxZgQAABhFywgAcxoapKeesvcffVRKSDBbDwAjmA4egDlMBw/ENKaDBwAAUYEwAgAAjCKMAAAAowgjAAAEweuVtm9n4btQIowAABCgwkJp+HBpyhT7trDQdEWxgTACAEAAvF5p3ryWFXn9fmn+fFpIQoF5RgCYk5Qk7d7dsg9EsMOHW4JIE5/PXn+Gad+7hzACwByXSxo/3nQVQEDS0+0VDM4NJC6XvRAeuoduGgAAAuDxSGvX2gFEsm/XrKFVJBRoGQFgTkOD9LOf2fsLFzIdPCJebq6UnW13zYwaRRAJlS61jKxatUojRoxQUlKSMjMztbupz7cDp0+f1oIFCzR48GAlJibqb/7mb7R169YuFQwghjQ2Sg8/bG+NjaarAQLi8UiTJhFEQinolpGNGzcqLy9Pq1evVmZmplasWKHs7Gx9/vnnGjhwYJvzGxoa9O1vf1sDBw7Upk2bNHToUB09elQXXXRRKOoHAABRLuiF8jIzMzV+/HitXLlSkuT3+5WWlqaHHnpIixcvbnP+6tWr9cwzz+izzz5T7969u1QkC+UBMYqF8oCYFpaF8hoaGrRv3z5lZWW1PIHTqaysLO3atavdx/znf/6nJkyYoAULFig1NVVXX321nnrqKfl8vg5fp76+XpWVla02AAAQm4IKI+Xl5fL5fEpNTW11PDU1VaWlpe0+5k9/+pM2bdokn8+nrVu36vHHH9dzzz2nn/zkJx2+TkFBgdxud/OWlpYWTJkAACCKhP3SXr/fr4EDB2rt2rUaO3asZs6cqccee0yrV6/u8DH5+fmqqKho3o4dOxbuMgEAgCFBDWAdMGCAXC6XysrKWh0vKyvToEGD2n3M4MGD1bt3b7maLsyWdOWVV6q0tFQNDQ1KaOdSvsTERCUmJgZTGgAAiFJBtYwkJCRo7NixKioqaj7m9/tVVFSkCRMmtPuYG264QUeOHJH/nCnrvvjiCw0ePLjdIAIgjiQl2cufbt/OdPBAHAu6myYvL08vv/yy1q9fr08//VQPPPCAampqlJOTI0maNWuW8vPzm89/4IEH9Je//EULFy7UF198oS1btuipp57SggULQvddAIhOLpc9YcOkSS3TWgKIO0HPMzJz5kydOnVKS5cuVWlpqcaMGaNt27Y1D2otKSmR09mScdLS0vTrX/9aP/jBD3Tttddq6NChWrhwoR555JHQfRcAAISA12sviJeezqRmPSnoeUZMYJ4RIEY1NtqLfUj22uxdnIsICIXCQvvH0O+3F8Rbu9ae/h1dF+jnN2EEgDlMeoYI4fVKw4e3XZG3uJgWku4Iy6RnAADEosOHWwcRSfL57AXxEH6EEQBA3EtPt7tmzuVy2SvzIvwIIwCAuOfx2GNEmi7qcrmkNWvooukpQV9NAwBALMrNlbKz7a6ZUaMIIj2JMAIAwF95PIQQE+imAQAARtEyAsCcxETpv/6rZR9AXCKMADCnVy9p2jTTVQAwjG4aAABgFC0jAMxpbJTeeMPev/tupoMH4hRhBIA5DQ3SX1f81ve+RxgB4hTdNAAAwCjCCAAAMIowAgAAjCKMAABintcrbd9u3yLyEEYAADGtsFAaPlyaMsW+LSw0XRHORxgBAMQsr1eaN0/y++37fr80fz4tJJGGS3sBmJOYKP3iFy37QIgdPtwSRJr4fPbKvCyIFzkIIwDM6dXLnl8ECJP0dMnpbB1IXC5p1ChzNaEtumkAADHL45HWrrUDiGTfrllDq0ikoWUEgDlnz0pvvWXv33qr3VIChFhurpSdbXfNjBpFEIlE/OYDMKe+XrrjDnu/upowgrDxeAghkYxuGgAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAYxXV0AMxJSJBefbVlH0BcIowAMKd3b2nOHNNVADCMbhoAAGAUYQSAOWfPSlu22NvZs6arQRTyeqXt2+1bRC/CCABz6uul//f/7K2+3nQ1iDKFhdLw4dKUKfZtYaHpitBVhBEAQNTxeqV58yS/377v90vz59NCEq0IIwCAqHP4cEsQaeLz2SvzIvoQRgAAUSc9XXKe9wnmckmjRpmpB91DGAEARB2PR1q71g4gkn27Zo19HNGHeUYAAFEpN1fKzra7ZkaNIohEM8IIACBqeTyEkFhAGAFgTkKCtHJlyz6AuEQYAWBO797SggWmqwBgGANYAQCAUbSMADDH55N+9zt7/6abWi6NABBXCCMAzKmrkyZPtverq6W+fc3WA8AIumkAAIBRhBEAAGAUYQQAABhFGAEARByvV9q+nVV44wVhBAAQUQoLpeHDpSlT7NvCQtMVIdwIIwCAiOH1SvPmSX6/fd/vl+bPp4Uk1nFpLwBzeveWli9v2UfcO3y4JYg08fnsxfBYgyZ2EUYAmJOQIP34x6arQARJT5ecztaBxOWyV+VF7KKbBgAQMTweae3alsl4XS5pzRpaRWIdLSMAzPH5pP377f3rrmM6eEiScnOl7Gy7a2bUKIJIPCCMADCnrk7KyLD3mQ4e5/B4CCHxhG4aAABgVJfCyKpVqzRixAglJSUpMzNTu3fvDuhxGzZskMPh0IwZM7rysgAAIAYFHUY2btyovLw8LVu2TPv379fo0aOVnZ2tkydPdvq44uJi/ehHP9JNN93U5WIBAEDsCTqMPP/885o7d65ycnJ01VVXafXq1UpOTtYrr7zS4WN8Pp/uvvtuPfnkk/rGN75xwdeor69XZWVlqw0AAMSmoMJIQ0OD9u3bp6ysrJYncDqVlZWlXbt2dfi4f/iHf9DAgQOVm5sb0OsUFBTI7XY3b2lpacGUCQAAokhQYaS8vFw+n0+pqamtjqempqq0tLTdx+zcuVOFhYV6+eWXA36d/Px8VVRUNG/Hjh0LpkwAABBFwnppb1VVle655x69/PLLGjBgQMCPS0xMVGJiYhgrAxAReveWli1r2QcQl4IKIwMGDJDL5VJZWVmr42VlZRo0aFCb8//4xz+quLhY06dPbz7m/+scv7169dLnn3+uyy+/vCt1A4gFCQnSE0+YrgKAYUF10yQkJGjs2LEqKipqPub3+1VUVKQJEya0Of+KK67QwYMHdeDAgebtlltu0eTJk3XgwAHGggAAgOC7afLy8jR79myNGzdOGRkZWrFihWpqapSTkyNJmjVrloYOHaqCggIlJSXp6quvbvX4iy66SJLaHAcQh/x+6dNP7f0rr7RXSENM83rtlXnT05lhFS2CDiMzZ87UqVOntHTpUpWWlmrMmDHatm1b86DWkpISOfkPBUAgzpyRmv4wYTr4mFdYKM2bZ2dQp9NeEC/AiywR4xyWZVmmi7iQyspKud1uVVRUKCUlxXQ5AEKlpkbq18/eJ4zENK9XGj7cDiJNXC6puJgWklgW6Oc3TRgAgLA7fLh1EJHsRZuPHDFTDyILYQQAEHbp6W2HBLlc0qhRZupBZCGMAADCzuOxx4i4XPZ9l0tas4YuGtjCOukZAABNcnOl7Gy7a2bUKIIIWhBGAAA9xuMhhKAtwggAc3r3ln70o5Z9AHGJMALAnIQE6ZlnTFcBwDAGsAIAAKNoGQFgjt8vlZTY+8OGMR08EKcIIwDMOXNGGjnS3mcGViBu8WcIAAAwijACAACMIowAALrN65W2b7dvgWARRgAA3VJYaK/IO2WKfVtYaLoiRBvCCACgy7xead68lhV5/X5p/nxaSBAcwggAoMsOH24JIk18Pnv9GSBQXNoLwJxevaS///uWfUSd9HR7ephzA4nLZS+EBwSK334A5iQmSqtWma4C3eDxSGvX2l0zPp8dRNasYTE8BIcwAgDoltxcKTvb7poZNYogguARRgCYY1lSebm9P2CA5HCYrQdd5vEQQtB1hBEA5tTWSgMH2vtMBw/ELa6mAQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAB1iNV70BC7tBWBOr17S7Nkt+4gohYUti+A5nfZMq7m5pqtCLHJYlmWZLuJCKisr5Xa7VVFRoZSUFNPlAEDM83ql4cPbrjlTXMzkZghcoJ/fdNMAANpgNV70JMIIAHMsS6qpsbfIb6SNK02r8Z6L1XgRLoQRAObU1kr9+tlbba3panCOptV4XS77PqvxIpwYMQYAaBer8aKnEEYAAB1iNV70BLppAACAUYQRAABgFGEEAAAYRRgBAABGMYAVgDkul3T77S37AOISYQSAOUlJ0i9/aboKAIbRTQMAcYjVeBFJCCMAEGcKC+1F8KZMsW8LC01XhHhHGAFgTk2N5HDYW02N6WrigtcrzZvXsgie3y/Nn08LCcwijABAHGE1XkQiwggAxBFW40UkIowAQBxhNV5EIi7tBYA4w2q8iDSEEQCIQ6zGi0hCNw0AADCKlhEA5rhc0s03t+wDiEuEEQDmJCVJW7aYrgKAYXTTAAAAowgjABBDWHMG0YgwAsCcmhqpb197Yzr4bmPNGUQrwggAs2pr7Q3dwpoziGaEEQCIAaw5g2jWpTCyatUqjRgxQklJScrMzNTu3bs7PPfll1/WTTfdpIsvvlgXX3yxsrKyOj0fABA81pxBNAs6jGzcuFF5eXlatmyZ9u/fr9GjRys7O1snT55s9/wdO3bozjvv1Pbt27Vr1y6lpaVp6tSpOn78eLeLBwDYWHMG0cxhWZYVzAMyMzM1fvx4rVy5UpLk9/uVlpamhx56SIsXL77g430+ny6++GKtXLlSs2bNavec+vp61dfXN9+vrKxUWlqaKioqlJKSEky5ACJZTY3Ur5+9X11tD2RFt3i9rDmDyFFZWSm3233Bz++gWkYaGhq0b98+ZWVltTyB06msrCzt2rUroOeora1VY2OjLrnkkg7PKSgokNvtbt7S0tKCKRMA4pbHI02aRBBBdAkqjJSXl8vn8yk1NbXV8dTUVJWWlgb0HI888oiGDBnSKtCcLz8/XxUVFc3bsWPHgikTQLRwOqWJE+3t/AEPAOJGj04H//TTT2vDhg3asWOHkpKSOjwvMTFRiYmJPVgZACP69JF27DBdBQDDgvpTZMCAAXK5XCorK2t1vKysTIMGDer0sc8++6yefvpp/eY3v9G1114bfKUAEMeYWRWxLKgwkpCQoLFjx6qoqKj5mN/vV1FRkSZMmNDh45YvX65//Md/1LZt2zRu3LiuVwsAcYiZVRHrgu6kzcvL08svv6z169fr008/1QMPPKCamhrl5ORIkmbNmqX8/Pzm8//pn/5Jjz/+uF555RWNGDFCpaWlKi0tVXV1dei+CwDRqaZGuuwye2M6+HYxsyriQdBjRmbOnKlTp05p6dKlKi0t1ZgxY7Rt27bmQa0lJSVynjMQ7aWXXlJDQ4Nuv/32Vs+zbNkyPfHEE92rHkD0Ky83XUFE62xmVa6YQawIep4REwK9ThlAlGGekQvyeu2umXMDicslFRcTRhD5wjLPCACgZzGzKuJBj17aCwAIXm6ulJ3NzKqIXYQRAIgCHg8hBLGLbhoAAGAULSMAzHE6paa5h5gOHohbhBEA5vTpI+3ZY7oKo7xe+/Ld9HS6YRC/+FMEAAxhZlXARhgBAAOYWRVoQRgBYE5trTRihL3V1pqupkd1NrMqEG8YMwLAHMuSjh5t2Y8j6en2mN3zZ1YdNcpcTYAptIwAgAHMrAq0oGUEAAxhZlXARhgBAIOYWRWgmwYAwsLrlbZv5+oYIBCEEQAIMeYPAYJDGAFgjsMhXXWVvTkcpqsJCeYPAYLHmBEA5iQnS4cOma4ipDqbP4SxIUD7aBkBgBBqmj/kXMwfAnSOMAIAIcT8IUDw6KYBYE5trTR+vL2/Z4/dbRMDmD8ECA5hBIA5liV98knLfhTweu1xIenpnYcM5g8BAkc3DQAEiEt2gfAgjABAALhkFwgfwggABKCzS3YBdA9hBAACwCW7QPgQRgAgAFyyC4QPV9MAMMfhsEeCNu0bFMhVMlyyC4QHYQSAOcnJUnGx6SpUWNgyONXptFtAcnPbP5dLdoHQo5sGQFzjKhnAPMIIgLjGVTKAeYQRAOacOWNPBz9+vL1vAFfJAOYRRgCY4/dLe/fa2/nNEyHk9Urbt7ff9cJVMoB5hBEAMS2QKdxzc+1xtNu327cdDV4FEB4Oy4r81akqKyvldrtVUVGhlJQU0+UACJWaGqlfP3u/ulrq2zekT+/12gHk3EYXl8sOHLR8AOEX6Oc3LSMAYhaDU4HoQBgBELMYnApEB8IIgKjV2cBUicGpQLQgjAAwa8AAewtSIANTJQanAtGAAawAog4DU4HowABWAFHrQt0vDEwFYgthBEBECaT7hYGpQGwhjAAw58wZadIkeztzJuBF6xiYCsSWXqYLABA/vF67iyU9/a/Bwe+X3nvP/qLf32n3y/lBIzdXys62vzZqFEEEiGa0jADoEeHofvF47EYVgggQ3QgjAMKuo+6X48dbn0f3CxCf6KYB0G1tul/O01H3yx//KA0971y6X4D4Q8sIgG7pTvfL5Ze3/5x0vwDxhTACoEMXmu+ju1e/DD2/WQRAXCKMAGhXIC0ewUw+1uG07MnJ9gYgbjEdPBCHLjTGI9Dp1pmWHUBnmA4eiEMX6laRQtviwdUvAEKBlhEgClyoJUOyQ0XT+A2n0w4J569QG64WD6+Xq18AtEXLCBAFQtWSEehA0nC1eHT56pe6OmnaNHurqwvywQBiBWEECINIDRnBzHDa4YDTUPL5pK1b7c3nC8MLAIgGhBFAgYWHQM+L5JDRYy0eABAEwggiTiiDQajCQ6DnRUPI6JEWDwAIQpfCyKpVqzRixAglJSUpMzNTu3fv7vT8X/7yl7riiiuUlJSka665Rlu3bu1SseESyg8/zuveeaEMBqEMD7EWMmjxABBRrCBt2LDBSkhIsF555RXr0KFD1ty5c62LLrrIKisra/f8Dz74wHK5XNby5cutTz75xFqyZInVu3dv6+DBgwG/ZkVFhSXJqqiosCzLso4ds6x337VvOxPIeevWWZbTaVmSfbtuHeeZOu/YsZZzmjaXq+37F8h5gT7Xu++2Pqdp2769a+cF+rpN/yYuV8s5Hf3bNT3v9u0X/pmPOtXVLf9Q1dWmqwEQYud/fnck6DCSkZFhLViwoPm+z+ezhgwZYhUUFLR7/h133GFNmzat1bHMzExr/vz5Ab/mud9MpH74cV73zwtlMAh1eCBkhAlhBIhpgYaRoLppGhoatG/fPmVlZTUfczqdysrK0q5du9p9zK5du1qdL0nZ2dkdni9J9fX1qqysbLVJ9nLjJprUOa9nzgu06yKQ80LdDUJ3CQCET1BhpLy8XD6fT6mpqa2Op6amqrS0tN3HlJaWBnW+JBUUFMjtdjdvaWlpkuzlxiP1w4/zun9eKINBOMIDISMM+vZtaWzq29d0NQAMicirafLz81VRUdG8HTt2TJK93HikfvhxXs+2KgRyXjjCAyEDAEIvqOngGxoalJycrE2bNmnGjBnNx2fPnq3Tp0/r7bffbvOYYcOGKS8vT4sWLWo+tmzZMm3evFkfffRRQK977nSyv/xliubPt1s6mj7U2vuQKSxUQOdJgU9lzXk9cx4AIDYEOh180GvTZGZmKiMjQy+88IIkye/3a9iwYXrwwQe1ePHiNufPnDlTtbW1+tWvftV87Prrr9e1116r1atXd+mb4cMPAIDIF2gY6RXsE+fl5Wn27NkaN26cMjIytGLFCtXU1CgnJ0eSNGvWLA0dOlQFBQWSpIULF2rixIl67rnnNG3aNG3YsEF79+7V2rVru/it2cEikHAR6HkAAMCcoMPIzJkzderUKS1dulSlpaUaM2aMtm3b1jxItaSkRM5zBmxcf/31evPNN7VkyRI9+uijSk9P1+bNm3X11VeH7rsAAABRK+huGhMCbeYBAACRI9DP74i8mgYAAMQPwggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMCoXqYLCIRlWZKkyspKw5UAAIBANX1uN32OdyQqwkhVVZUkKS0tzXAlAAAgWFVVVXK73R1+3WFdKK5EAL/frxMnTqh///5yOBymy+mSyspKpaWl6dixY0pJSTFdTtzj/YgcvBeRg/cicsTKe2FZlqqqqjRkyBA5nR2PDImKlhGn0ymPx2O6jJBISUmJ6h+sWMP7ETl4LyIH70XkiIX3orMWkSYMYAUAAEYRRgAAgFGEkR6SmJioZcuWKTEx0XQpEO9HJOG9iBy8F5Ej3t6LqBjACgAAYhctIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMKIYfX19RozZowcDocOHDhgupy4U1xcrNzcXI0cOVJ9+vTR5ZdfrmXLlqmhocF0aXFh1apVGjFihJKSkpSZmandu3ebLikuFRQUaPz48erfv78GDhyoGTNm6PPPPzddVtx7+umn5XA4tGjRItOlhB1hxLCHH35YQ4YMMV1G3Prss8/k9/u1Zs0aHTp0SP/8z/+s1atX69FHHzVdWszbuHGj8vLytGzZMu3fv1+jR49Wdna2Tp48abq0uPPee+9pwYIF+vDDD/XOO++osbFRU6dOVU1NjenS4taePXu0Zs0aXXvttaZL6RkWjNm6dat1xRVXWIcOHbIkWf/7v/9ruiRYlrV8+XJr5MiRpsuIeRkZGdaCBQua7/t8PmvIkCFWQUGBwapgWZZ18uRJS5L13nvvmS4lLlVVVVnp6enWO++8Y02cONFauHCh6ZLCjpYRQ8rKyjR37lz9/Oc/V3JysulycI6KigpdcsklpsuIaQ0NDdq3b5+ysrKajzmdTmVlZWnXrl0GK4Nk/w5I4vfAkAULFmjatGmtfj9iXVSs2htrLMvSnDlzdP/992vcuHEqLi42XRL+6siRI3rhhRf07LPPmi4lppWXl8vn8yk1NbXV8dTUVH322WeGqoIk+f1+LVq0SDfccIOuvvpq0+XEnQ0bNmj//v3as2eP6VJ6FC0jIbR48WI5HI5Ot88++0wvvPCCqqqqlJ+fb7rkmBXoe3Gu48eP6zvf+Y6+973vae7cuYYqB8xasGCBPv74Y23YsMF0KXHn2LFjWrhwod544w0lJSWZLqdHsTZNCJ06dUp//vOfOz3nG9/4hu644w796le/ksPhaD7u8/nkcrl09913a/369eEuNeYF+l4kJCRIkk6cOKFJkybpb//2b/Xaa6/J6SSnh1NDQ4OSk5O1adMmzZgxo/n47Nmzdfr0ab399tvmiotjDz74oN5++229//77GjlypOly4s7mzZt16623yuVyNR/z+XxyOBxyOp2qr69v9bVYQhgxoKSkRJWVlc33T5w4oezsbG3atEmZmZnyeDwGq4s/x48f1+TJkzV27Fi9/vrrMfvLHmkyMzOVkZGhF154QZLdPTBs2DA9+OCDWrx4seHq4otlWXrooYf01ltvaceOHUpPTzddUlyqqqrS0aNHWx3LycnRFVdcoUceeSSmu80YM2LAsGHDWt3v16+fJOnyyy8niPSw48ePa9KkSRo+fLieffZZnTp1qvlrgwYNMlhZ7MvLy9Ps2bM1btw4ZWRkaMWKFaqpqVFOTo7p0uLOggUL9Oabb+rtt99W//79VVpaKklyu93q06eP4eriR//+/dsEjr59++rSSy+N6SAiEUYQ59555x0dOXJER44caRMEaTQMr5kzZ+rUqVNaunSpSktLNWbMGG3btq3NoFaE30svvSRJmjRpUqvjr776qubMmdPzBSHu0E0DAACMYpQeAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAo/4/acyFkY53QVYAAAAASUVORK5CYII=\n", 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" ] @@ -455,7 +455,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 9, "id": "f59aa9ba", "metadata": {}, "outputs": [], @@ -466,7 +466,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 10, "id": "25839b5d", "metadata": {}, "outputs": [ @@ -479,7 +479,7 @@ "LogisticRegression(random_state=42)" ] }, - "execution_count": 37, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -492,23 +492,23 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 11, "id": "4539a843", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 41, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -536,23 +536,23 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 12, "id": "0196eda3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 45, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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XXwY9A9qJ0lLP1TVnHsLZs4c9JIhsLpdLJ0+etLqMdqlDhw4B94gE+/3NnhGgnQg0NglhBJHM4XCc1SECWI9Le4F2ItDYJABgJcII0E4EGtFVYtRWANYhjADtiL8RXRm1FYCVOIEVaOc4sRVAS+GuvQCC0thN9wCgpRFGgHaOE1sBWI0wArRzjZ3YCgAtjXFGAAQctRUAWhphBICkhjfdA4DWwmEaAI1iDBIALYkwAiAgxiAB0NIIIwD8Ki2tu8uv5JlOnMgeEgDNizACwC/GIAHQGggjAPxiDBIArYEwAsAvxiAB0Bq4tBdAQIxBAqClEUYANIoxSAC0JA7TAAAASxFGADQZg6EBaA6EEQBNwmBoAJoLYQRAyBgMDUBzIowACBmDoQFoToQRACFjMDQAzYkwAiBkDIYGoDkxzgiAJmEwNADNhTACoMkYDA1Ac+AwDQAAsBRhBAAAWIowAgAALEUYAQAAliKMAGgR3LcGQLAIIwCaHfetARAKwgiAZsV9awCEijACoFlx3xoAoSKMAGhW3LcGQKgIIwCaFfetARAqhoMH0Oy4bw2AUBBGALQI7lsDIFgcpgEAAJYijAAAAEsRRgAAgKUIIwAAwFKEEQAAYCnCCAAAsBRhBAAAWKpJYWTBggVKTU1VbGyssrKytHHjxoDLz5s3T/369VPHjh2VnJysBx54QFVVVU0qGEBkKy2Vioq4cR6AOiGHkVWrVmnatGmaNWuWtm7dqksvvVQ5OTk6ePCgz+VffvllTZ8+XbNmzdKXX36pgoICrVq1Sg899NBZFw8gshQUSCkp0vDhnmlBgdUVAQgHNmOMCaVDVlaWMjMzNX/+fEmS2+1WcnKypkyZounTpzdY/t5779WXX36pwsJC77xf/epX2rBhg9atWxfUNisrKxUXF6eKigp169YtlHIBhInSUk8AOf2Ovg6HtGcPI7UCbVWw398h7RmpqanRli1bNHLkyLoV2O0aOXKk1q9f77PP0KFDtWXLFu+hnG+++UZvv/22brjhBr/bqa6uVmVlZb0HgMhWXFw/iEiSy+W5fw2A9i2ke9McPnxYLpdLiYmJ9eYnJibqH//4h88+t912mw4fPqwrr7xSxhidOnVK99xzT8DDNPn5+Zo9e3YopQEIc+npkt3ecM9IWpp1NQEIDy1+Nc3atWv15JNPauHChdq6dav+8pe/6G9/+5vmzJnjt8+MGTNUUVHhfZSUlLR0mQBamNMpLVniCSCSZ7p4MYdoAIS4ZyQ+Pl4Oh0Pl5eX15peXlyspKclnn0cffVS333677r77bknSJZdcomPHjikvL08PP/yw7PaGeSgmJkYxMTGhlAYgAuTmSjk5nkMzaWkEEQAeIe0ZiY6OVkZGRr2TUd1utwoLC5Wdne2zz/HjxxsEDse//2sU4rmzANoAp1MaNowgAqBOSHtGJGnatGmaMGGCBg8erCFDhmjevHk6duyY7rzzTknS+PHj1adPH+Xn50uSRo0apWeeeUaXXXaZsrKytGvXLj366KMaNWqUN5QAAID2K+QwMnbsWB06dEgzZ85UWVmZBg0apDVr1nhPat23b1+9PSGPPPKIbDabHnnkEX377bc655xzNGrUKD3xxBPN9ywAAEDECnmcESswzggAAJGnRcYZAQAAaG6EEQAAYCnCCAAAsBRhBAAAWIowAgAALEUYAQAAliKMAAgbpaVSUZFnCqD9IIwACAsFBVJKijR8uGdaUGB1RQBaC2EEgOVKS6W8PMnt9vzsdksTJ7KHBGgvCCMALFdcXBdEarlcnrv7Amj7CCMALJeeLp1xc285HFJamjX1AGhdhBEAlnM6pSVLPAFE8kwXL/bMB9D2hXzXXgBoCbm5Uk6O59BMWhpBBGhPCCMAwobTSQgB2iMO0wAAAEsRRgAAgKUIIwAAwFKEEQAAYCnCCAAAsBRhBAAAWIowAgAALEUYAQAAliKMAAAASxFGAACApQgjAADAUoQRAABgKcIIgIhQWioVFXmmANoWwgiAsFdQIKWkSMOHe6YFBVZXBKA5EUYAhLXSUikvT3K7PT+73dLEiewhAdoSwgiAsFZcXBdEarlc0q5d1tQDoPkRRgCEtfR0yX7GJ5XDIaWlWVMPgOZHGAEQ1pxOackSTwCRPNPFiz3zAbQNUVYXAACNyc2VcnI8h2bS0ggiQFtDGAEQEZxOQgjQVnGYBgAAWIowAgAALEUYAQAAliKMAAAASxFGAACApQgjAADAUoQRAABgKcIIAACwFGEEAABYijACAAAsRRgBAACWIowAAABLEUYAAIClCCMAAMBShBEAAGApwgiAiFZaKhUVeaYAIhNhBEDEKiiQUlKk4cM904ICqysC0BSEEQARqbRUysuT3G7Pz263NHEie0iASEQYARCRiovrgkgtl0vatcuaegA0HWEEQERKT5fsZ3yCORxSWpo19QBoOsIIgIjkdEpLlngCiOSZLl7smQ8gskRZXQAANFVurpST4zk0k5ZGEAEiVZP2jCxYsECpqamKjY1VVlaWNm7cGHD5I0eOaPLkyerVq5diYmJ0wQUX6O23325SwQBwOqdTGjaMIAJEspD3jKxatUrTpk3TokWLlJWVpXnz5iknJ0c7d+5UQkJCg+Vramr0ox/9SAkJCXrttdfUp08f7d27V927d2+O+gEAQISzGWNMKB2ysrKUmZmp+fPnS5LcbreSk5M1ZcoUTZ8+vcHyixYt0u9+9zv94x//UIcOHZpUZGVlpeLi4lRRUaFu3bo1aR0AAKB1Bfv9HdJhmpqaGm3ZskUjR46sW4HdrpEjR2r9+vU++7zxxhvKzs7W5MmTlZiYqIsvvlhPPvmkXC6X3+1UV1ersrKy3gMAALRNIYWRw4cPy+VyKTExsd78xMRElZWV+ezzzTff6LXXXpPL5dLbb7+tRx99VE8//bR+85vf+N1Ofn6+4uLivI/k5ORQygQAABGkxS/tdbvdSkhI0JIlS5SRkaGxY8fq4Ycf1qJFi/z2mTFjhioqKryPkpKSli4TAABYJKQTWOPj4+VwOFReXl5vfnl5uZKSknz26dWrlzp06CBH7WAAki688EKVlZWppqZG0dHRDfrExMQoJiYmlNIAAECECmnPSHR0tDIyMlRYWOid53a7VVhYqOzsbJ99rrjiCu3atUvu08Zt/uqrr9SrVy+fQQQAALQvIR+mmTZtmpYuXaoXX3xRX375pSZNmqRjx47pzjvvlCSNHz9eM2bM8C4/adIk/etf/9L999+vr776Sn/729/05JNPavLkyc33LAAAQMQKeZyRsWPH6tChQ5o5c6bKyso0aNAgrVmzxntS6759+2Q/7YYRycnJevfdd/XAAw9o4MCB6tOnj+6//349+OCDzfcsAABAxAp5nBErMM4IAACRp0XGGQEAAGhuhBEAAGApwggAALAUYQQAAFiKMAIAACxFGAEAAJYijABos0pLpaIizxRA+CKMAGiTCgqklBRp+HDPtKDA6ooA+EMYAdDmlJZKeXlS7S2x3G5p4kT2kADhijACoM0pLq4LIrVcLmnXLmvqARAYYQRAm5OeLtnP+HRzOKS0NGvqARAYYQRAm+N0SkuWeAKI5JkuXuyZDyD8hHzXXgCIBLm5Uk6O59BMWhpBBAhnhBEAbZbTSQgBIgGHaQAAgKUIIwAAwFKEEQAAYCnCCAAAsBRhBAAAWIowAgAALEUYAQAAliKMAAAASxFGAACApQgjAADAUoQRAABgKcIIAACwFGEEAABYijACAAAsRRgBAACWIowAAABLEUYAAIClCCMAAMBShBEA7U5pqVRU5JkCsB5hBEC7UlAgpaRIw4d7pgUFVlcEgDACoN0oLZXy8iS32/Oz2y1NnMgeEsBqhBEA7UZxcV0QqeVySbt2WVMPAA/CCIB2Iz1dsp/xqedwSGlp1tQDwIMwAqDdcDqlJUs8AUTyTBcv9swHYJ0oqwsAgNaUmyvl5HgOzaSlEUSAcEAYAdDuOJ2EECCccJgGAABYijACAAAsRRgBAACWIowAAABLEUYAAIClCCMAAMBShBEAAGApwggAALAUYQQAAFiKMAIAACxFGAEAAJYijAAAAEsRRgAAgKUIIwAAwFKEEQAAYCnCCAAAsFSTwsiCBQuUmpqq2NhYZWVlaePGjUH1W7lypWw2m0aPHt2UzQJAiystlYqKPFMArSPkMLJq1SpNmzZNs2bN0tatW3XppZcqJydHBw8eDNhvz549+vWvf62rrrqqycUCQEsqKJBSUqThwz3TggKrKwLaB5sxxoTSISsrS5mZmZo/f74kye12Kzk5WVOmTNH06dN99nG5XLr66qt111136eOPP9aRI0e0evXqoLdZWVmpuLg4VVRUqFu3bqGUCwBBKS31BBC3u26ewyHt2SM5nZaVBUS0YL+/Q9ozUlNToy1btmjkyJF1K7DbNXLkSK1fv95vv8cff1wJCQnKzc0NajvV1dWqrKys9wCAllRcXD+ISJLLJe3aZU09QHsSUhg5fPiwXC6XEhMT681PTExUWVmZzz7r1q1TQUGBli5dGvR28vPzFRcX530kJyeHUiYAhCw9XbKf8YnocEhpadbUA7QnLXo1zdGjR3X77bdr6dKlio+PD7rfjBkzVFFR4X2UlJS0YJUA4DkUs2SJJ4BInunixRyiAVpDVCgLx8fHy+FwqLy8vN788vJyJSUlNVj+66+/1p49ezRq1CjvPPe/94NGRUVp586dOv/88xv0i4mJUUxMTCilAcBZy82VcnI8h2bS0ggiQGsJac9IdHS0MjIyVFhY6J3ndrtVWFio7OzsBsv3799fn376qbZv3+59/PSnP9W1116r7du3c/gFQNhxOqVhwwgiQGsKac+IJE2bNk0TJkzQ4MGDNWTIEM2bN0/Hjh3TnXfeKUkaP368+vTpo/z8fMXGxuriiy+u17979+6S1GA+AABon0IOI2PHjtWhQ4c0c+ZMlZWVadCgQVqzZo33pNZ9+/bJfuZZYAAAAH6EPM6IFRhnBACAyNMi44wAAAA0N8IIAACwFGEEAABYijACAAAsRRgBAACWIowAAABLEUYAAIClCCMAAMBShBEAAGApwggAALAUYQQAAFiKMAIAACxFGAEAAJYijABAEEpLpaIizxRA8yKMAEAjCgqklBRp+HDPtKDA6oqAtoUwAgABlJZKeXmS2+352e2WJk5kDwnQnAgjABBAcXFdEKnlckm7dllTD9AWEUYAIID0dMl+xielwyGlpVlTD9AWEUYAIACnU1qyxBNAJM908WLPfADNI8rqAgAg3OXmSjk5nkMzaWkEEaC5EUYAIAhOJyEEaCkcpgEAAJYijAAAAEsRRgAAgKUIIwAAwFKEEQAAYCnCCAAAsBRhBAAAWIowAgAALEUYAQAAliKMAAAASxFGAACApQgjAADAUoQRAABgKcIIAJyl0lKpqMgzBRA6wggAnIWCAiklRRo+3DMtKLC6IiDyEEYAoIlKS6W8PMnt9vzsdksTJ7KHBAgVYQQAmqi4uC6I1HK5pF27rKkHiFSEEQBoovR0yX7Gp6jDIaWlWVMPEKkIIwDQRE6ntGSJJ4BInunixZ75AIIXZXUBABDJcnOlnBzPoZm0NIII0BSEEQA4S04nIQQ4GxymAQAAliKMAAAASxFGAACApQgjAADAUoQRAABgKcIIAACwFGEEAABYijACAAAsRRgBAACWIowAAABLEUYAoIWUlkpFRZ4pAP8IIwDQAgoKpJQUafhwz7SgwOqKgPBFGAGAZlZaKuXlSW6352e3W5o4kT0kgD+EEQBoZsXFdUGklssl7dplTT1AuGtSGFmwYIFSU1MVGxurrKwsbdy40e+yS5cu1VVXXaUePXqoR48eGjlyZMDlASDSpadL9jM+XR0OKS3NmnqAcBdyGFm1apWmTZumWbNmaevWrbr00kuVk5OjgwcP+lx+7dq1uvXWW1VUVKT169crOTlZP/7xj/Xtt9+edfEAEI6cTmnJEk8AkTzTxYs98wE0ZDPGmFA6ZGVlKTMzU/Pnz5ckud1uJScna8qUKZo+fXqj/V0ul3r06KH58+dr/PjxQW2zsrJScXFxqqioULdu3UIpFwAsU1rqOTSTlkYQQfsU7Pd3VCgrramp0ZYtWzRjxgzvPLvdrpEjR2r9+vVBreP48eM6efKkevbs6XeZ6upqVVdXe3+urKwMpUwACAtOJyEECEZIh2kOHz4sl8ulxMTEevMTExNVVlYW1DoefPBB9e7dWyNHjvS7TH5+vuLi4ryP5OTkUMoEAAARpFWvpnnqqae0cuVKvf7664qNjfW73IwZM1RRUeF9lJSUtGKVAACgNYV0mCY+Pl4Oh0Pl5eX15peXlyspKSlg39///vd66qmn9MEHH2jgwIEBl42JiVFMTEwopQEAgAgV0p6R6OhoZWRkqLCw0DvP7XarsLBQ2dnZfvvNnTtXc+bM0Zo1azR48OCmVwsAANqckPaMSNK0adM0YcIEDR48WEOGDNG8efN07Ngx3XnnnZKk8ePHq0+fPsrPz5ck/fa3v9XMmTP18ssvKzU11XtuSZcuXdSlS5dmfCoAACAShRxGxo4dq0OHDmnmzJkqKyvToEGDtGbNGu9Jrfv27ZP9tNF+nnvuOdXU1Ojmm2+ut55Zs2bpscceO7vqAQBAxAt5nBErMM4IAACRJ9jvb+5NAwAALEUYAQALlJZKRUXcyReQCCMA0OoKCqSUFGn4cM+0oMDqigBrEUYAoBWVlkp5eZLb7fnZ7ZYmTmQPCdo3wggAtKLi4rogUsvl8txQD2ivCCMA0IrS0yX7GZ+8Dofnzr5Ae0UYAYBW5HRKS5Z4AojkmS5ezN190b6FPOgZAODs5OZKOTmeQzNpaQQRgDACABZwOgkhQC0O0wAAAEsRRgAAgKUIIwAAwFKEEQAAYCnCCAAAsBRhBADCCDfQQ3tEGAGAMMEN9NBeEUYAIAxwAz20Z4QRAAgD3EAP7RlhBADCADfQQ3tGGAGAMMAN9NCecW8aAAgT3EAP7RVhBADCCDfQQ3vEYRoAAGApwggAALAUYQQAIgSjs6KtIowAQARgdFa0ZYQRAAhzjM6Kto4wAgBhjtFZ0dYRRgAgzDE6K9o6wggAhDlGZ0Vbx6BnABABGJ0VbRlhBAAiBKOzoq3iMA0ARDjGH0GkI4wAQARj/BG0BYQRAIhQjD+CtoIwAgARivFH0FYQRgAgQjH+CNoKwggARCjGH0FbwaW9ABDBGht/pLTUczgnPZ2QgvDFnhEAiHBOpzRsWMOwwZU2iBSEEQBog7jSBpGEMAIAbRBX2iCSEEYAoA3iShtEEsIIALRBjV1pwxDyCCeEEQBoo3JzpT17PKFjzx7PzxIntiL82IwxxuoiGlNZWam4uDhVVFSoW7duVpcDABGrtNQTQE4/n8Th8IQVLv1Fcwv2+5s9IwDQjnBiK8IRYQQA2pFgTmzlfBK0NsIIALQjjZ3YyvkksALnjABAO1Ra2nAI+WDOJ2F4eYSCc0YAAH75GkK+sfNJ2GuClkIYAQBICnw+SWPDy3OeCc4GYQQAICnw+SSB9pqwxwRni3NGAAD1hHI+yfr10uWXc54JfOOcEQBAk/g6n8TfXpPvv2/6eSYc2kEt9owAAIJ25l6TQFfgSP7b3n237hwUu90TdGqHq6/dDntTIl+L7hlZsGCBUlNTFRsbq6ysLG3cuDHg8q+++qr69++v2NhYXXLJJXr77bebslkAEWj5juXq8dseWr5jecjtm/dv1vAXh2vz/s0++zbWHkigvmNWjpFttk1jVo7x2XfYsmGyzbZp2LJhIbU11j577WxFPR6l2WtnN/t2897Mk222TXlv5jVoS52XKttsm1Lnpfrsm7E4Q7bZNmUszmiw12TKujFyz7RJYz2vVYPzTC5eLj3YQxroeX9dLs+hnbw8yT2xvzTLJvfE/vVOhvXuTXlstpKXROmmZ+pej9P3ppz5nE5vO/399bUHJtD739j7EKhvS/1OSoHfw7Ndt9VCDiOrVq3StGnTNGvWLG3dulWXXnqpcnJydPDgQZ/L/+///q9uvfVW5ebmatu2bRo9erRGjx6tzz777KyLBxD+nl7/tI5UHdEz658JuX35juUq2lOkl3a85LNvY+2BBOr75ldv1pue6aO9H9WbBtvWWPsfN/5RLuPS/I3zm327tc/T1/PdW7G33vRMW8u21puervY1clz0ZoMb8qWnSxr6tNTxiJTteX8dDsmYf+8tSdgp2TzT2kM79a7ayfqj5HDpjbL5Ki1teMhn2da653Rm24OveN7f6a+85PMwUe37/9wnLzUIKrXvwx8+me/zENLCT+r6nq60VHryb75/rwIdkqptq11vbd8z+5z+Hvpbn7/5tc83/28vBd2nNYV8mCYrK0uZmZmaP9/zx+J2u5WcnKwpU6Zo+vTpDZYfO3asjh07prfeess77/LLL9egQYO0aNGioLbJYRogsnyy7xPt/m63bHabbv/L7TIyssmml372kozb6Pua79UluovP9kPfH1LXmK66rNdluv5P1+vgsYNK6Jygd8a9I2OMqk5VKTYqVjabzWd7fKd4pXRP8VnX3iN7dfj4YZ99n9/yvHYf2a0u0V302pevefvcfOHNMsbowPcHPNuVTYV7Cr3tI1JH6Kt/fiVjM+rXs1+DNiOjI1VH1D22u8++5cfK1TWmq25Iv0GPFj3qbZtz7RwZY7Tp2006dvKYz747D++U7PK7XZtsSv9Bumw2m57b/Jy3fdLgSXrrq7d0vPq4unXspt1Hdnvb+nbvKyOjU65TSuqSJJts2nRgk7c9s1emvq38Vh0cHZTZJ9Pna9WzU09dfe7V9d5fuW2yrX5JKf/xR52KKVfp152kxC88YcRIKr9Iaf2NYk710Od/vU6STRr+qLd97DlztOpVI3UukeTwtGc+52mXpI2TpOhKqSJZ+sct0i+ulzoflL5PkP70jmcljirZTazeesumOz7wvP/e9r4f6Ec/K9fVmT3q3gcj6X/m6KbRRtdddY4y+2Tqr3+1ac4310tdPH0fPe8dDRm+X++9L83P7y1zm6etqz1Ba+/2/E4WvhmvGb9M8XlIau7ivZo+57CM2yaN8/RN6JygiZ3f0W+eMDKpa6TupRp2jU1rj9e9h9o4yVNg+aV6ftI9ys31BK3TD33lL9yrEaM8v+/Dnr9eR92emm0vv6OHHzG6+9Z4ffDnlICHy85WsN/fIYWRmpoaderUSa+99ppGjx7tnT9hwgQdOXJEf/3rXxv0OffcczVt2jRNnTrVO2/WrFlavXq1duzY4XM71dXVqq6urvdkkpOTCSNAhLDNtjW+UDDrkc37pWrU8KPKX7uZ5ftj7fS6Gls3WoFRXRjx9SsTbLvPddskm6mbnsH7vvtqb3S7Adbtr+2xun+ffk5NcoGtYV/vxv09t/p1OeYYn1c16TEf6z6jLvvjpkXv4Nwi54wcPnxYLpdLiYmJ9eYnJiaqrKzMZ5+ysrKQlpek/Px8xcXFeR/JycmhlAnAYpMGTwrYPuCcAQHbbf/+pK0NCbXTKHuUJg2epCh7lN/2FWNW+F3vijEr/PYNVw6bo8l9bX6/qVtWpw6dglvQdsa0sXYjqbpT3ff0mf2MpNov1tov3NqpK8qzN8FV//33trvVcL2nbTe10wA5bFE+122TXXLbfbY5bFHSn+v/TtYekioulqfNdcZ6dVrNFX0a5pLTX4/yAXK5pHXrGl7VpD+v8FuzXFEa13FF2NzBOSwv7Z0xY4YqKiq8j5KSEqtLAhCChTcu1Iqf+Q4FK362Qp/98rOA7ZvzfJ9kt+HuDVp440JtuHuD3/ZxA8f5rWvcwHF++27J26KbL7zZZ9vNF94sM8toROoIn+0jUkcEbGus75xr5/hsm3PtHJ2aearJ23XPcvsNhpMGT1Lf7n19tvXt3ldmllFmr0yf7Zm9MgO+VsceOhbw/b0o/iKfbRfFXyQzy/h9PUZ3myPH3GPSJj9hd9MkaekW323Pb5Dj3YV6tJfv919Lt0hFvrerojn6+NbP9OZPffd98YpNsj2/yWfbmz/dIPvn9X8na0e1TU+Xp+15PzU9v0H6Q2ng5/vcZ3I4pCuv9DF67hfj/NZs/38bdP+14xq9g3NrCSmMxMfHy+FwqLy8vN788vJyJSUl+eyTlJQU0vKSFBMTo27dutV7AGh/7P/+iLL7+ahqrP1s1o3wkzHYcwjhpzf5bh8/3nMlj9Tw/V282NO39gwD7/v+7z0adrs0+sz1/nsnwuibPIctvDv53fX7DhggPfJI/Tbbv9efmOh/VNvasVu8gcBdv+Yzg4IvtevLzPS9ndqabWc834cf9t/HikupQ/orjI6OVkZGhgoL606UcrvdKiwsVHZ2ts8+2dnZ9ZaXpPfff9/v8gDahgt6XiC7za5OHTrptotvU6cOnWS32XVBzwsabU/onKCkLknK6J2hRTcuUkbvDCV1SVJC5wRJarQ9kEB9s5PrPpd6xvb0/rt2/tBzh3rndYqqOxQx9NyhAdsa6zsoaZAkz2GVzN6Z3sMrtfPPZrtD+gzxzkuJqzuxd0ifIRrSu67t9EM6tfNPX3cHe4d6627stQr0/l7uvNy7vN1W9zVUOz/Q6+F0SmOG+H5O1/Ybohuu8f3+3nBNgpzOhu//pQkZ6tkhSf9XmKDcn9Rt99L4TNlsnu3Wzq/te2lChh5I9/St/d3JG5egczomqV9chvKvWKTBp/1e5eZ6gtCZVxtJnn//X2GCenbwrPf0mv+vMEFFRdLTv/L9fB/8xZB66/O1ndqaB/f21NUvLkPndExS3rgEv30sYUK0cuVKExMTY5YtW2a++OILk5eXZ7p3727KysqMMcbcfvvtZvr06d7lP/nkExMVFWV+//vfmy+//NLMmjXLdOjQwXz66adBb7OiosJIMhUVFaGWC8BCFScqjMvlMsYY43K5TMWJiqDbq05WGbfbbYwxxu12m6qTVfX6NtYeSKC+uw7tMjU1NcYYY2pqasyuQ7vq9f287HNTXV1tjDGmurrafF72eVBtjbUfPHrQnDp1yhhjzKlTp8zBowebbbsl35WYkydPGmOMOXnypCn5rsTb9vHuj83x48eNMcYcP37cfLz743p9t327zVRVeV6fqqoqs+3bbUG/VoHe3w37NpgTJ04YY4w5ceKE2bBvQ72+jb0egZ7T2fzuNLbdQH1b6neysed7tutuScF+fzdpBNb58+frd7/7ncrKyjRo0CA9++yzysrKkiQNGzZMqampWrZsmXf5V199VY888oj27Nmj9PR0zZ07VzfccEPQ2+PSXgAAIk+LXNprFcIIAACRhxvlAQCAiEAYAQAAliKMAAAASxFGAACApQgjAADAUoQRAABgKcIIAACwFGEEAABYijACAAAsFWV1AcGoHSS2srLS4koAAECwar+3GxvsPSLCyNGjRyVJycnJFlcCAABCdfToUcXFxfltj4h707jdbu3fv19du3b13tK5OVRWVio5OVklJSXc86YRvFah4fUKHq9V8HitgsdrFbyWfK2MMTp69Kh69+4tu93/mSERsWfEbrfL6XS22Pq7devGL2uQeK1Cw+sVPF6r4PFaBY/XKngt9VoF2iNSixNYAQCApQgjAADAUu06jMTExGjWrFmKiYmxupSwx2sVGl6v4PFaBY/XKni8VsELh9cqIk5gBQAAbVe73jMCAACsRxgBAACWIowAAABLEUYAAICl2mUYyc/PV2Zmprp27aqEhASNHj1aO3futLqssPTcc89p4MCB3sFwsrOz9c4771hdVkR46qmnZLPZNHXqVKtLCTuPPfaYbDZbvUf//v2tLitsffvtt/rFL36hH/zgB+rYsaMuueQSbd682eqywlJqamqD3y2bzabJkydbXVrYcblcevTRR9W3b1917NhR559/vubMmdPofWRaQkSMwNrcPvzwQ02ePFmZmZk6deqUHnroIf34xz/WF198oc6dO1tdXlhxOp166qmnlJ6eLmOMXnzxRd10003atm2bBgwYYHV5YWvTpk1avHixBg4caHUpYWvAgAH64IMPvD9HRbXLj6NGfffdd7riiit07bXX6p133tE555yj4uJi9ejRw+rSwtKmTZvkcrm8P3/22Wf60Y9+pFtuucXCqsLTb3/7Wz333HN68cUXNWDAAG3evFl33nmn4uLidN9997VqLVzaK+nQoUNKSEjQhx9+qKuvvtrqcsJez5499bvf/U65ublWlxKWvv/+e/3whz/UwoUL9Zvf/EaDBg3SvHnzrC4rrDz22GNavXq1tm/fbnUpYW/69On65JNP9PHHH1tdSkSaOnWq3nrrLRUXFzfrvc3agp/85CdKTExUQUGBd97Pf/5zdezYUStWrGjVWtrlYZozVVRUSPJ8ycI/l8ullStX6tixY8rOzra6nLA1efJk3XjjjRo5cqTVpYS14uJi9e7dW+edd57GjRunffv2WV1SWHrjjTc0ePBg3XLLLUpISNBll12mpUuXWl1WRKipqdGKFSt01113EUR8GDp0qAoLC/XVV19Jknbs2KF169bp+uuvb/Va2v1+UbfbralTp+qKK67QxRdfbHU5YenTTz9Vdna2qqqq1KVLF73++uu66KKLrC4rLK1cuVJbt27Vpk2brC4lrGVlZWnZsmXq16+fDhw4oNmzZ+uqq67SZ599pq5du1pdXlj55ptv9Nxzz2natGl66KGHtGnTJt13332Kjo7WhAkTrC4vrK1evVpHjhzRHXfcYXUpYWn69OmqrKxU//795XA45HK59MQTT2jcuHGtX4xp5+655x6TkpJiSkpKrC4lbFVXV5vi4mKzefNmM336dBMfH28+//xzq8sKO/v27TMJCQlmx44d3nnXXHONuf/++60rKkJ89913plu3bub555+3upSw06FDB5OdnV1v3pQpU8zll19uUUWR48c//rH5yU9+YnUZYeuVV14xTqfTvPLKK+bvf/+7Wb58uenZs6dZtmxZq9fSrsPI5MmTjdPpNN98843VpUSUESNGmLy8PKvLCDuvv/66kWQcDof3IcnYbDbjcDjMqVOnrC4xrA0ePNhMnz7d6jLCzrnnnmtyc3PrzVu4cKHp3bu3RRVFhj179hi73W5Wr15tdSlhy+l0mvnz59ebN2fOHNOvX79Wr6VdHqYxxmjKlCl6/fXXtXbtWvXt29fqkiKK2+1WdXW11WWEnREjRujTTz+tN+/OO+9U//799eCDD8rhcFhUWfj7/vvv9fXXX+v222+3upSwc8UVVzQYeuCrr75SSkqKRRVFhhdeeEEJCQm68cYbrS4lbB0/flx2e/1TRx0Oh9xud6vX0i7DyOTJk/Xyyy/rr3/9q7p27aqysjJJUlxcnDp27GhxdeFlxowZuv7663Xuuefq6NGjevnll7V27Vq9++67VpcWdrp27drgvKPOnTvrBz/4AecjneHXv/61Ro0apZSUFO3fv1+zZs2Sw+HQrbfeanVpYeeBBx7Q0KFD9eSTT+o//uM/tHHjRi1ZskRLliyxurSw5Xa79cILL2jChAlcMh7AqFGj9MQTT+jcc8/VgAEDtG3bNj3zzDO66667Wr+YVt8XEwYk+Xy88MILVpcWdu666y6TkpJioqOjzTnnnGNGjBhh3nvvPavLihicM+Lb2LFjTa9evUx0dLTp06ePGTt2rNm1a5fVZYWtN99801x88cUmJibG9O/f3yxZssTqksLau+++aySZnTt3Wl1KWKusrDT333+/Offcc01sbKw577zzzMMPP2yqq6tbvRbGGQEAAJZinBEAAGApwggAALAUYQQAAFiKMAIAACxFGAEAAJYijAAAAEsRRgAAgKUIIwAAwFKEEQAAYCnCCAAAsBRhBAAAWIowAgAALPX/AVoI9JkD85qGAAAAAElFTkSuQmCC\n", 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" ] @@ -585,28 +585,19 @@ "metadata": {}, "source": [ "# Session 2: Softmax regression\n", - "## multiple features class" + "\n", + "## Multiple features binary classifier (Virginica)" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "00ba053b", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] @@ -619,25 +610,30 @@ "import matplotlib.pyplot as plt\n", "pl=iris.data[:,2:3]\n", "pw=iris.data[:,3:]\n", - "plt.plot(pl,pw,'sb')" + "tg = iris.target\n", + "plt.plot(pl[tg==0,0],pw[tg==0,0],'.r',label='Set')\n", + "plt.plot(pl[tg==1,0],pw[tg==1,0],'.b',label='Ver')\n", + "plt.plot(pl[tg==2,0],pw[tg==2,0],'.g',label='Vir')\n", + "plt.legend()\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 53, "id": "b3849a04", "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
LogisticRegression(C=10, random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + "
LogisticRegression(C=10, random_state=42, solver='newton-cg', tol=1e-05)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ - "LogisticRegression(C=10, random_state=42)" + "LogisticRegression(C=10, random_state=42, solver='newton-cg', tol=1e-05)" ] }, - "execution_count": 39, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -647,15 +643,13 @@ "X=iris.data[:,2:]\n", "y=(iris.target==2).astype(int)\n", "\n", - "lrmi=LogisticRegression(solver='lbfgs',\n", - " C=10,\n", - " random_state=42)\n", - "lrmi.fit(X,y)" + "lrvir=LogisticRegression(random_state=42, tol=1e-5, C=10, max_iter=100, solver='newton-cg')\n", + "lrvir.fit(X,y)" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 54, "id": "3fa13847", "metadata": {}, "outputs": [], @@ -665,28 +659,18 @@ " np.linspace(1,6.9,500).reshape(-1,1),\n", " np.linspace(0.1,2.5,200).reshape(-1,1))\n", "Xnew=np.c_[x0.ravel(), x1.ravel()]\n", - "yProb=lrmi.predict_proba(Xnew)" + "yProb=lrvir.predict_proba(Xnew)" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 55, "id": "f34d82b2", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -704,7 +688,8 @@ "plt.clabel(contour, inline=1,fontsize=15)\n", "plt.xlabel(\"Petal Length\")\n", "plt.ylabel(\"Petal Width\")\n", - "plt.legend()" + "plt.legend()\n", + "plt.show()" ] }, { @@ -712,12 +697,12 @@ "id": "b566781b", "metadata": {}, "source": [ - "# Multiclass" + "## Multiple features and multiclass classifier (Virginica)" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 81, "id": "090c8abc", "metadata": {}, "outputs": [], @@ -728,23 +713,23 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 82, "id": "aa59ee97", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 52, + "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -754,223 +739,41 @@ } ], "source": [ - "lrmi2=LogisticRegression(multi_class='multinomial',\n", + "lrmfmc=LogisticRegression(multi_class='multinomial',\n", " solver='lbfgs',\n", - " C=10,\n", + " C=100,\n", " random_state=42)\n", - "lrmi2.fit(X,y)\n", + "lrmfmc.fit(X,y)\n", "x0,x1=np.meshgrid(\n", - " np.linspace(0,8,500).reshape(-1,1),\n", + " np.linspace(0,8,500).reshape(-1,1),\n", " np.linspace(0,3.5,200).reshape(-1,1))\n", - "Xnew=np.c_[x0.ravel(), x1.ravel()]\n", "\n", - "yProba=lrmi2.predict_proba(Xnew)\n", - "yPred=lrmi2.predict(Xnew)\n", + "Xnew=np.c_[x0.ravel(), x1.ravel()]\n", + "yProba=lrmfmc.predict_proba(Xnew)\n", + "#yPred=lrmfmc.predict(Xnew)\n", "\n", "from matplotlib.colors import ListedColormap\n", - "customc=ListedColormap(['#fafab0', '#9898ff', '#a0faa0'])\n", - "zz1=yProba[:,1].reshape(x0.shape)\n", - "zz=yPred.reshape(x0.shape)\n", + "#customc=ListedColormap(['#fafab0', '#9898ff', '#a0faa0'])\n", + "zz=yProba[:,1].reshape(x0.shape)\n", + "#zz=yPred.reshape(x0.shape)\n", "plt.figure(figsize=(10,4))\n", "plt.plot(X[y==2,0], X[y==2,1],'g^',label='Virg')\n", "plt.plot(X[y==1,0], X[y==1,1],'bs',label='Versic')\n", "plt.plot(X[y==0,0], X[y==0,1],'yo',label='Setos')\n", - "contour=plt.contour(x0,x1,zz1,cmap=plt.cm.brg)\n", + "contour=plt.contour(x0,x1,zz,cmap=plt.cm.brg)\n", "plt.clabel(contour,inline=1,fontsize=12)\n", - "plt.contourf(x0,x1,zz,cmap=customc)" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "id": "01ed7f9b", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.linear_model import LogisticRegression\n", - "X=iris.data[:,2:]\n", - "y=(iris.target==2).astype(int)" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "id": "9f90fa65", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
LogisticRegression(C=100000000000000000000, random_state=80)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "LogisticRegression(C=100000000000000000000, random_state=80)" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mlr2=LogisticRegression(solver='lbfgs', C=100**10, \n", - " random_state=80)\n", - "mlr2.fit(X,y)" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "c84364aa", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "x0,x1=np.meshgrid(\n", - " np.linspace(1,7,500).reshape(-1,1),\n", - " np.linspace(0,3,200).reshape(-1,1))" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "id": "c97642ee", - "metadata": {}, - "outputs": [], - "source": [ - "Xnew=np.c_[x0.ravel(), x1.ravel()]\n", - "yPred=mlr2.predict_proba(Xnew)" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "id": "080dd993", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(3.0, 7.0, 0.7, 3.0)" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(X[y==0, 0], X[y==0,1],'bs')\n", - "plt.plot(X[y==1, 0], X[y==1,1],'g^')\n", - "zz=yPred[:,1].reshape(x0.shape)\n", - "contour=plt.contour(x0,x1,zz)\n", - "plt.clabel(contour, inline=1, fontsize=12)\n", - "plt.axis([3,7,0.7,3])" - ] - }, - { - "cell_type": "markdown", - "id": "29f23df4", - "metadata": {}, - "source": [ - "## Multiclass classifer" + "#plt.contourf(x0,x1,zz,cmap=customc)" ] }, { "cell_type": "code", - "execution_count": 65, - "id": "0dc5a275", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
LogisticRegression(C=10, multi_class='multinomial', random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" - ], - "text/plain": [ - "LogisticRegression(C=10, multi_class='multinomial', random_state=42)" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "X=iris.data[:,2:]\n", - "y=iris.target\n", - "mlr3=LogisticRegression(\n", - " multi_class='multinomial',\n", - " solver='lbfgs',\n", - " C=10,\n", - " random_state=42)\n", - "mlr3.fit(X,y)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a0bd6104", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 66, - "id": "ae96a421", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "x0,x1=np.meshgrid(\n", - " np.linspace(1,7,500).reshape(-1,1),\n", - " np.linspace(0,3,200).reshape(-1,1))" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "id": "7efb4dbf", - "metadata": {}, - "outputs": [], - "source": [ - "Xnew=np.c_[x0.ravel(), x1.ravel()]\n", - "yPred=mlr3.predict_proba(Xnew)\n", - "yProba=mlr3.predict(Xnew)\n", - "zz=yProba.reshape(x0.shape)\n", - "zz1=yPred[:,1].reshape(x0.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "id": "2d63e529", + "execution_count": 83, + "id": "ef386db5", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 75, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" ] @@ -980,18 +783,13 @@ } ], "source": [ - "from matplotlib.colors import ListedColormap\n", - "plt.plot(X[y==2,0], X[y==2,1],'y*', label='Virg')\n", - "plt.plot(X[y==1,0], X[y==1,1],'g^', label='Vers')\n", - "plt.plot(X[y==0,0], X[y==0,1],'bs', label='Set')\n", - "contour=plt.contour(x0,x1,zz1, cmap=plt.cm.brg)\n", - "ccmap=ListedColormap(['#fafab0', '#9898ff', '#a0faa0'])\n", - "plt.contourf(x0,x1,zz,cmap=ccmap)\n", - "plt.clabel(contour, inline=1,fontsize=12)\n", - "plt.xlabel('Petal Width', fontsize=12)\n", - "plt.ylabel('Petal Length', fontsize=12)\n", - "#plt.axis([0,7,0,3.5])\n", - "plt.legend()" + "yPred=lrmfmc.predict(Xnew)\n", + "zPred=yPred.reshape(x0.shape)\n", + "plt.contourf(x0,x1,zPred,alpha=0.4)\n", + "plt.plot(X[y==2,0], X[y==2,1],'g^',label='Virg')\n", + "plt.plot(X[y==1,0], X[y==1,1],'bs',label='Versic')\n", + "plt.plot(X[y==0,0], X[y==0,1],'yo',label='Setos')\n", + "plt.show()" ] }, { @@ -999,25 +797,25 @@ "id": "a9531c07", "metadata": {}, "source": [ - "## Sepal" + "## Homework: Sepal multi-features and multi-class" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 67, "id": "d99ec4da", "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
LogisticRegression(C=10, multi_class='multinomial', random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + "
LogisticRegression(C=10, multi_class='multinomial', random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" ], "text/plain": [ "LogisticRegression(C=10, multi_class='multinomial', random_state=42)" ] }, - "execution_count": 76, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -1035,7 +833,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 68, "id": "7c28a9a5", "metadata": {}, "outputs": [], @@ -1048,7 +846,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 69, "id": "258b2dd7", "metadata": {}, "outputs": [], @@ -1062,23 +860,23 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 75, "id": "2d1cc5a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 85, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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MHz6c4cOHn+tpCCGEEHUqK8vnnN3by9sLL28vli5YSq8+vTCbzWWuufeWe7F4WJi9eDY+fj58//X33Dj4RqL3RzPq1lHs37Of1ctXM2fFHAB8/RpGXmqDSvYVQgghLkTpON15MeeIwWDg02mf8vP3P9MqsBXXXXEdb77wJnv+3QNA9F/RbNu8jW9/+ZZuvbrRsnVLXnv/NXz9ffl9zu94eHjg5e2F3qCnUVgjGoU1wsPD45y9n5Ia3IqMEEIIcSFpKGXW1994PYOHDSZ6fTRbN25l1bJVfPb+Z3z49Yfk5+eTl5tHm5A2pV5jLbBy7OixczPhKpJARgghhLhIWCwWBgwewIDBA3jqxad4/P7Hee+197hnwj00Cm/E/NXzy7zGz9/v7E+0GiSQEUIIIerB+dC5t22HtixdsJQu3buQnJiMwWAgqln5mcZGkxHVVT+l4bUhOTJCCCFEPWhIQUx6WjqjB43m1x9/Zc+/e4iNiWXBrwv49P1PuXbEtVw56Ep6XdaLO2+4kzUr1nD82HE2bdjEWy++xY4tOwCIahpFbEwsu3bsIi01rVRn/XNJVmSEEEKIOlZeXkxQsIbZomGzKhW+zmzRCAqu+5ODvLy96HFpD778+EuOHTmG0+GkcWRj7rjvDh6f9DiKojB70WzeevEtHr33UdJS0ggNC+WyKy4jpJG73Hr4jcNZNG8Ro68eTVZmVoMpv25QZy3VVnZ2Nn5+fnLWkhBCiDpXnbOWKkrwjT+uIy214kCmPjv7nmv1ddaSrMgIIYQQdeRMeTERUWqdN7u72EmOjBBCCFEHzofk3guRBDJCCCFEHZAg5tyQQEYIIYSopbQ0/3M9hYuWBDJCCCFEFSincnRPr5FJxymrMVVQ9H2rONe5RiSQEUIIIarAYHABKvn5xRU3shJTdfZ8OyoqTkPdHtkgVUtCCCFEFej1Gr6+OaSkuD86PT1NOL0SwHqOJ9bAaZqGPd9OWkoaab5pqPq6LS+XQEYIIYSootDQHABSUpzk5nqjeOee4xmdH1RU0nzTSAlNqfOxJZARQgghqkhRoFGjHNYEn8DgNMAF01K2HingNDjrfCWmkAQyQgghRDXMJBP0YNfbz3itqH+S7CuEEEKI85YEMkIIIUQVTJs20r0aIxoUCWSEEEKIKrCMn3GupyDKIYGMEEIIcQayEtNwSSAjhBBCiPOWBDJCCCFEBSQvpuGTQEYIIYQox7RpIyUv5jwggYwQQghRDglizg8SyAghhBCnmTZt5LmegqgiCWSEEEKIEmaSKasx5xEJZIQQQohTZCXm/COBjBBCCHGKrMScf+TQSCGEEBe9wpUYCWTOPxLICCGEuOhJAHP+kq0lIYQQFzVpeHd+k0BGCCGEEOctCWSEEEJclOT4gQuDBDJCCCEuSpIXc2GQQEYIIcRFR1ZiLhwSyAghhBDivCXl10IIIS4ashJz4ZEVGSGEEBcFOX7gwiSBjBBCiAueHAR54ZJARgghxAVNVmIubBLICCGEuKDJSsyFrUEFMq+++iqKopT6ateu3bmelhBCiPPQtGkjZTXmItDgqpY6duzIypUri/5uMDS4KQohhDgPyErMxaHBRQkGg4GwsLBzPQ0hhBDnsWnTRkogc5FoUFtLAIcOHaJx48a0aNGCsWPHcvz48QqvtdlsZGdnl/oSQgghJIi5eDSoQKZ379589913LFu2jClTphATE8MVV1xBTk5OuddPnjwZPz+/oq/IyMizPGMhhBANiRwEefFRNE3TzvUkKpKZmUnTpk354IMPuPfee8s8b7PZsNlsRX/Pzs4mMjKS1NSZ+Pp6ns2pCiGEaAAkiDk/FWQXMCF4AllZWfj6+lbrtQ0uR6Ykf39/2rRpw+HDh8t93mw2Yzabz/KshBBCNEQSxFycGtTW0ulyc3M5cuQI4eHh53oqQgghhGiAGtSKzH/+8x+uv/56mjZtysmTJ3nllVfQ6/Xcfvvt53pqQgghGihZibm4NahAJj4+nttvv520tDRCQkK4/PLLiY6OJiQk5FxPTQghhBANUIMKZGbPnn2upyCEEOI8IqsxokHnyAghhBAVkeMHBEggI4QQ4jw0k0xpeicACWSEEEKcZ2QlRpQkgYwQQojziqzEiJIaVLKvEEIIUZHClRgJZERJEsgIIYQ4L0gAI8ojW0tCCCEaPMmLERWRQEYIIUSDJ6sxoiISyAghhGiwpk0bKU3vRKUkkBFCCNFgyUqMOBMJZIQQQjRIshIjqkICGSGEEEKct6T8WgghRIMiKzGiOmRFRgghhBDnLQlkhBBCNBiyGiOqSwIZIYQQDYI0vRM1IYGMEEKIc24mmVJqLWpEAhkhhBDnlKzEiNqQQEYIIcQ5JSsxojak/FoIIRq448c9SEszVfh8UJCdqKiCszijulG4EiOBjKiNWgcyubm5ZGRkoGlameeioqJqO7wQQlzUjh/3oFOnq7Fa9RVeY7G42L171XkXzEgAI+pCjQIZq9XKa6+9xrfffktaWlqF17lcrhpPTAghBKSlmSoNYgCsVj1paabzKpCZNm2kBDKiTtQokHn44YeZMWMGo0aN4oorriAgIKCu5yWEEOICJkGMqCs1CmTmzp3Lfffdx1dffVXX8xFCCHEBk4Z3oq7VqGpJURR69OhR13MRQgghhKiWGgUyI0eOZOXKlXU9FyGEEBcwWY0R9aFKW0vp6eml/v7SSy9xyy238MADD/Dggw8SFRWFXl82GS0wMLBuZimEEEIIUY4qBTLBwcEoilLqMU3T2L59O99++22Fr5OqJSGEELISI+pTlQKZl19+uUwgI4QQov4FBdmxWFxn7CMTFGQ/i7OqHWcepGwwkb7FSG6MHmeugsFbw6+9k/Brbfi1l1+CRdUpWnmd7M5T2dnZ+Pn5kZo6E19fz3M9HSGEqBPnc2ffwtUYTYWE5SaOTvcgYZkZl7XiX44bDbLR65McfFpJQHOxKMguYELwBLKysvD19a3Wa2tUfj1+/HgefPBBevfuXe7zmzZt4ssvv2TatGk1GV4IIS541QlOoqIKGmygUpHC4weMY2cQ84MH+z/wJPdw8UeOZ5SLkL52fNq6MPmp2DN1pG0ykviHiaSVZpb3NtJvdhbhg8+flSZxbtQokPnuu+8YNGhQhYFMTEwMM2bMkEBGCCHKcSEfO1DIfPcMjv1oYVfHYPKPu9+n0V+l+Z0FNB9nxb+rk/IyFnKO6Nl4ny+pf5tYP8qfK5dk0OhKx1mevTif1Mvp1ydPnsTDw6M+hhZCiPNedY4dOB+9/3x/VlwWyMb7/Mg/rsejsYvu/8tmZEwKPf6bS0C38oMYAJ+WLgYuyyBilBXVobDhdn8KEuvlo0pcIKq8IrNgwQIWLFhQ9Pevv/663F4ymZmZrFy5kksuuaRuZiiEEOK8kJ0K058zsP77jYARo59Kh2fzaD0xH0M1frfVm6HPjCxWXq4nc5eRzRN86T8vs76mLc5zVQ5k9u7dy6+//gq4O/tu3LiRrVu3lrpGURS8vLzo378/H3zwQd3OVAghRIOkabD+Fx2fTPDEnuveBmoxPp8ub+RiCalZPYnBAy77PotllwRxcrGZhD9Mki8jylXlQGbSpElMmjQJAJ1Ox7fffsuYMWPqbWJCCNGQnc+VRHUpIwmm/J+B6AV6wIFfRweXTMkhuE/t81r8Orpo/XA+Bz/xYuckb8IGpVe4JSUuXjVK9lVVta7nIYQQ542LIVm3KqIX6vjsIQPZqQqKXqHjCzm0fyYPfR2m9nR8Po+j0zzI/NfIySUmmgyTVRlRmmRQCSFENV3oybpnYs2Dzx4y8PZNRrJTFZp1VhkSnUqnF+s2iAEwB2q0etAdDO77r1fdDi4uCDUKZHQ6HXq9vtIvLy8v2rZty0MPPcSRI0fqet5CCCHOgZidCk/0NrJimh5F0Wj3ZB6XbEghoKuz3u7Z9pF8FING6t8mMnbUaCNBXMBqFMi8/PLLdOnSBb1ez/Dhw3n88cd5/PHHGTZsGHq9nm7duvHwww/ToUMHpk+fTo8ePdi5c2ddz10IIc5LhccOVKahHTugabB4io6n+hk5cVBHYGONN5Y76PZOLnpz/d7bo7FK5GgbAIenSmsPUVqNQtvGjRuTmprK/v37adGiRannDh8+zIABA+jQoQPvv/8+hw4d4rLLLuP5559n8eLFdTJpIYQ4n0VFFbB796rzJlk4P9u9lfTXHPd22qXDXDw61cmi4MyzNoeW9+dz/FcLsbMtdH8vB4PsMolTahTIvP/++0ycOLFMEAPQqlUrJk6cyOTJk7nnnnto3bo1Dz30EJ9//nm17vHOO+8wadIkHnvsMT766KOaTFMIIRqsujh24GxUTsXsVHjndgMJh3XoDRp3T3Yx4lEX06ePxDJ+Rq3Gro7Q/g68WzrJPWIgfr6FZmOtZ+3eomGrUSATHx+PwVDxSw0GA3FxcUV/b9asGTabrcrjb968ma+++oouXbrUZHpCCHHBOxuVU2t+1PH5RAP2AoWQKI2nf3LQrrfGTDLPahADoOig2Vgru1/3JuZHCWREsRrlyHTs2JEpU6aQlJRU5rnExESmTJlCx44dix47evQoYWFhVRo7NzeXsWPHMnXqVAICAmoyPSGEuODVZ+WUww5f/J+BD8cbsRco9LhG5cONdtr1rllzu7rSbIw7eElabaIgQYpuhVuNVmT++9//MnToUFq1asWoUaNo1aoV4M6PmT9/Pg6Ho+jASKvVynfffcfQoUOrNPbEiRMZNmwYgwYN4s0336zJ9IQQol4VJuueaTWkISXrVlXaCXh3jJH9/+hQFI3bXnRxy/Mu9Kfe6kwyz9ncvFu4COpjJy3axPFfLLR9LP+czUU0HDUKZAYMGMCGDRt45ZVXmDt3LgUF7mVLi8XCoEGDePXVV+nRo0fRYydPnqzSuLNnz2bbtm1s3ry5StfbbLZSW1bZ2dnVfCdCCFF951uyblXtj1Z4+2YjmUkKXn4aT33vpNdQdwPUadNGApz1LaXTNb3N6g5kfjVLICOAGgYyAN27d2fhwoWoqkpycjIAoaGh6HQ1W+6Li4vjscce448//sBisVTpNZMnT+a1116r0f2EEKI2qpOsGx0dQEyMZ4XPN2+eT58+GXU1tRpZ9o2Orx834LQrNO2oMulXB41bFT9/rgOYQpE32Nj+pEbaJhO5MTq8m0un+YtdrTsL6XS6Kue/VGbr1q0kJycXreQAuFwu1q1bx2effYbNZkOvL72MO2nSJJ588smiv2dnZxMZGVnruQghRF2Jjg6gf/8rgMoOCdJYt279OQlmnA6Y+qSBpV+5f772He3isW+deHgXXzNt2tmtUKqMR5hKSH8HyWtNxM210P4pWZW52NU4kMnIyGDWrFkcPXqUjIwMNK10EpiiKHz77bdVHu/qq69m165dpR675557aNeuHc8++2yZIAbAbDZjNtdzJyYhhKgF90rMmU46VIiJ8TzrgUxWCrx7u5Hd69z5MONed3HTM64yBzM2lCCmUOSNVncg85sEMqKGgczy5cu56aabyMvLw9fXt9zqIqWaR5T6+PjQqVOnUo95eXkRFBRU5nEhhBC1c3yPwuujjSQfU/Dw0XjyOye9ry+9TdOQVmJKihxlY+ujGulbjOTF6vBqKttLF7MaBTJPPfUUYWFhzJ07l86dO9f1nIQQQpxBbSqnohfq+PBuAwW5CmEtNV78zUFUh7Kl1Q0xiAGwNFIJucJByjoT8fOleuliV6NA5vDhw7z//vv1HsSsXbu2XscXQogzWbAgjL17fSp8vkOHHEaOTKzXOVTUwXf27E1kZRnx93cQFla26ejplVOaBvM/1PPdJD2aptB5gMqzsxz4BpW9Z0NdjSkUOdpKyjoTcfOkeuliV6NApnXr1uTk5NT1XIQQokFZsCCMm2++lDMl6v7666Z6C2bqqoOvwwafTTCw5kf3ONc95OK+/zkxGCsYs5wgRk1woO4rQEtxggJKhAl9Vw8Ur8ob89WHiFE2tj0Bqf8YKUjQ4RHe8LeXTDkx+Mf+TGbTW7H7NK+zay92NaqVfvPNN/niiy84duxYHU9HCCEaDvdKzJkTdStbsamtuujgm5UCLw01suZHPTq9xgMfOnjw4/KDmJlkFjW90zQN19Y8rE/GkdNuF7lN/yX/2kMU3BFDwbgY8gccICd8JwV3x6DGVP0Ymrrg2UQlqLcdNIX4hedH0YdXyt94ZO3HK2VDnV57savRisyqVasICQmhffv2DB48mMjIyDJVRYqi8PHHH9fJJIUQQtTM8b0Kb4w2khSj4Omr8exsB90HVX7UgObQcPySjv3TZNRtJbZtdKBraUZpbAQN1MM2tJMOHDPTcczPxOOrphhvDaznd1QsYpSNtI0m4uebaf1gw2w+qLemonfmAuCVuvHUn9HkhfYDwGXwxmUJrva1oliNApnPPvus6L8XLVpU7jUSyAghhLvZHWicaXvKfV3d2rFK4d3bjORlKYS10HhxbvlJvYV+cmXgmJWO7Y2TaDGnkoTNCoZR/hhvCcQwwAfFp/iXVk3TULfkY30uHtf6XAruiEHLcWG6L6TO30t5Ikba2DnJh+Q/TdjSFcyB5/YsqPJEbP1P0X8Xzk7nyCF856tFj8f2+67a14piNQpkVLXh70UKIcTZVl5Srtms8u67uzl61AtPTyf+/s4yr+vQIafOe8gsm6rjy0cNqC6F9n1VXpjjwLeSX+a/ebY96qpvUf91r2wooQZME0Mx3h+CLrj8jwpFUdBf4oXnijbYno3H/kky1keOo+vggaGvd7mvqUs+rVz4dXKQtdvIycVmmt/R8E7ETm39AEGHv0HR1KJQtvBPTdGR1uq+Gl0ritW6s68QQlyosrIqyIQt57qqJOVWpCrJulXlcsH3L+iZ94H7x/vAsS4mTnFiquDkl7yTNmb9Zw/OOavcD/jpMT8ThmliKIpn1dIoFb2C+f0I1GQnztnpFIw7ivfOjqVWb+pLxEgbWbuNxM9vmIFMXmhfHJ6NS62qFErs8jJ272Y1ulYUq9U56NHR0UyePJknnniCQ4cOAZCfn8+2bdvIzc2tkwkKIcS5kpdXtQ/ivDx9lZJyK3KmZN2qsuXDu7caioKY219y8vi08oMYTdXY83U8P3f5B+ecDNCBcUII3vs6YX46rMpBTCFFUfD4IgqlhQkt3oHt7YRav5+qiBjpTjJO/MOMM++s3LLGtFPrK9oZE8ird+3FrkaBjN1u54YbbqBfv3688MILfPLJJ8TFxbkH1OkYMmSI5McIIcRZlJOq8cJgI9EL9RjNGk997+D2l8oeNwCQHVPA79dsY/3/HcCe7ULXyxOvf9rj8XFUhdtIVaF467H8z33enf2TZNRj9V/J5N/ViVczFy6rQsKKhlm95DL64jT6YfduRlrLu7B7N8Np9MNl9K3VtcKtRv9iX3rpJRYtWsSUKVMYOHAgbdu2LXrOYrFw8803s2DBAl544YU6m6gQQpxtzZtXbWW5qtfVRFU6+Aaasvj2fhsZJ3X4BGo8P8dBx8vLJr5qmsa+aSfZ8J9DOPNcYDJhfjvUvY2kr5vf/I3D/LFf5YNrdQ62/ybi8VnTOhm3IooCESOtHPjYixMLzUSOPrtl4FXhMgdyotd/QTGAopDbaABoTtCV3bqszrXCrUaBzKxZs5gwYQIPPPAAaWlpZZ5v3749v/76a60nJ4QQ59LAgel1el1NREUVsHv3qgq3no5scvHr8w4yTkLjViovL3TQuFXZ6wpS7Kx9YB+xi1MB0F/hjcfUZuha1P0qhvn5cPJX5+D4Lg3zi43RhdXvh3CTkTZ3ILPYjOpooJ/5JSelKKBUMsnqXCtqFsgkJydXejyBXq8nP19aRgsh6kdFLfsLnd6av6qvT0gwl2r5v39//VfeVEVUVEG572fV9zp+esKAy6nQ7jKVF38rvzIpbmUaa8bvJT/Rjs6k0PuNlux+zBdFVz/5F4b+Puh7e+HamIfjmxTMLzaul/sUCr7MgTlExZaiI3mdibCry54vJS5cNQpkIiMj2b9/f4XP//3337RqVc6vBEIIUUu1bdlfm+qihkLT4KdX9fwy2f0jvP+tLh77xonxtMUV1amy+ZWjbH8/FoCA9l4M+qEjC7aMw6Kr33OUTBNDKdgYg31qKqbnwlEM9Ze0qtNDk+E2jk73IH6BucqBjBwDcGGoUbLvmDFj+Oqrr/jnn3+KHlNOZZRNnTqVX375hTvvvLNuZiiEECXUtmV/baqLGgKHHT6611AUxNz4tJMnZ5QNYnLjrSwcvK0oiOlwfxNujL6EBVvGnZV5Gm7wRwkxoCU4cC7Lqvf7RYx0l16fWGhGq2KrMzkG4MJQoxWZF154gejoaPr370/79u1RFIUnnniC9PR04uPjue6663jiiSfqeq5CCNHgWCwugoLsRf9d0z4yhWNUJjcTJt9sZNefOnR6jYe/cDLknrKf2nF/pLHqrj1YUx2YfPVc+WV7Wt7UiGnTRlZ7bjWlmHQY7wjC/kESjumpGIf71+v9Gl1lx+CtUnBST/oWA0GXlm08CHIMwIWoRoGMyWRi2bJl/PTTT8yZMweXy4XNZqNLly68+eab3HHHHUUrNEIIcSGZMWML7doVVymVzMepKCn39Nyb050ppwcg5Ti8PtJI7B4dHj4az/zkpOe1pYMYTdXY+lYMW96MAQ2Cu/kweGYnflt3O39Oq8m7rZ3CQMa5NAs1xYEupP6SVvUWCL/WTtwcC/ELLARdWn4lmRwDcOGpccMARVEYN24c48aVXabcu3cvO3bsYMyYMbWanBBCNDTHjnkC7i2qnBwDjRtb6dIlu8x1JYOT7t3LjlMy4TgtzVQmACr5+iPbFV4faSQjUSEwXOOVhQ6ady1dXm1Nd7Dq7j3ELXNXkra/rzH9PmjD9zNvKPd9WKfdhWV8/ebJ6Dt6oOvhibotH+ecDEwTQuv1fhEjbMTNsXBioZmub5UfyMgxABeeejmiYN68ebz88ssSyAghLjivvNKhStfVNuG48PVpB6y8c6uRglyFpp1UXp7vICSq9LWpO3NYcesuso8WoLfo6P9ZO9reGX5Wt5IqYrw9ENu2fByz0us9kAkfakNn1Mg+YCB7vx7fdq4y18gxABeeWh1RIIQQony1TTi2WvWsmK7jtRHuIKbzAJV31pQNYg7NTmR+/y1kHy3Ap7mF0et7NZggBsB4cwAo4IrOQ42t32Z1Jj+N0IHuXKP4hWfujyPHAFwY5NBIIYRocDRacoSFbzkBhYFjXfzfl6Urk1SXxsYXDrPzg+MARA4J5OrvO2EJNFYcxKgufOL24nd0O56JRzGv3Ylq1mNtFUjm4BbkdQ+j3DMNakHX2IS+vzeuP3NxzMnA/FRYnY5/uoiRNhJXmIlfYKHDM+X3Mys8BsBlDiS3UX+8k9aht6XLMQDnKQlkhBDnlaq07K+sCqgqrz+XFFQ6socITgDu8uo73yx9ZpItw8Ef43YT/4e7o3C3/zTl0jdaotMr5QYxPsf+JXzDXEK3L8eUU7YbO0DTl9aSc0ljYv43mNw+EXX6now3B561QKbJcBtbJkL6ZiP5J3R4Nilb1SXHAFxYJJARQpxXoqIKWLHib2JiPCu8pnnz/KLclOjogDLXvv32HnJy3D/+CpN1ly0LrXL+S3WdPofChOHT6XHSjR2EkIqKwsjn9Nz1euntmIx9eSy7cSdZhwsweOoYMLUDrW4up7Ra0wjcs45mS6bgf3Rb0cNOizeZrXuR26QtDu9AzJ024LUjkYClh/HZfJLOA77n6MfXkPRgzzp7/4ZR/vDocdSt+ahHbfVyLEIhj3CVoN520jaaOPG7mdYPVVANJscAXDCqHMh88MEHVR7077//rtFkhBDiTI4f92DIkH5VSpQ9edJC//5XQKU5EBrr1q3H4aj7PInERDPR0QFVmAOYsNGTrfiRjQsdO+jGG6P3lromdmkqK8ftxpHjwjvKwrVzuhDczafMWAH7/6HFgg/wi9kJgGowktxjKIl9RpHRtjd7nX/yc/aj3Or7Ce3NU7H8MgNjUi7Nnl5JyOw9tHxkGZpZT/Ld3crtflvdjri6UCP6/j641ubgmJ+B+cn6315K22gifmElgYy4YFQ5kPnPf/5z5otKkD4yQoj6UJ3Ovu5VkDP9LFKIifEkJaXuVwkyM41kZhrPOAcvcunJVjwpwIaJrfQkGz/AHchomsbOD48TPekwaBB+hT9DZnfGI8RUaiXGkhpH618nE7JzJQAuo4UTV47h+ODx2P1Ci8aan/M8ia59zM95nnamqwFwNPLm0IyR2Bv70OSDaFpOWEJe51BMAe7ut46UDUVBS2FH3JKPnYnxxgBca3Nwzs2s90CmyQgbO5/3IXmtCXumgsm/7Eng4sJR5UAmJiamPuchhBAXJX8y6ME2TDjIw5Ot9CQfr6LnXTaVdRP3c+D7BADajW/MFZ+0RW8qLjpVHHaarphK02VfonfYUHV6TvS/nWPXPYzjtFMk99pXEOvcDECsczN77Sso2kRSFGInX4XlaDJB84/S5u65pEw5AAp4pfyDzbswkHEfT1OdjriGkf7w6HFcm/JQ4+zoIis+9LO2fNu48G3vJHufgZNLzTS73Vpv9xLnXpUDmaZNm9bnPIQQ4pwKDa370mA/PwdZWRXnXjQikS78ix6VTPzYSk8cuD/gLRYX3uTw+7XbSPw7C0UHff/bhk4TI1CU4qRen5idtP/hebxPHgIgvW0fDt36EnmNW5e5n6ZpLMx5CQU9Gi4U9CzMeYkO327E497v3RcpCva7/8D1Z1M8DmTh+4uevFtB78wl5NDXpcarTkdcXZgRfV9vXH/nureXHmlUlW9hjUWMsLJ3nzcnFkggc6GTZF8hhABatcqr8zHDw20VBjKRHKcDe1GAZEIY/oKZj0cUH15oSk9j020byYmxYvIzMPinTkQOCQJg2rSR6Bw2mi/8iKiV01E0FbtPIAdveZHkXsMqLKEuuRoDoOEquyoDJPe6D/P9PxP4Xii+PwWSPywbzbts9U91O+IaRvvj+jsX54LM+g9kRtnY+643CctNOAvA4FGvtxPnkDTEE0IIqLB5Xd3TaMMBOp4KYo4TyTZ60LKNle7ds+jePYug5KNsvPUvcmKs+Lb0YPT6XqWCGO/4ffSafCNN//gWRVNJ7D2C6FeWknzJ8AqDmJKrMSUVrspoWnEeSV5oX44+/RiOpjZ0OXq8FviVes3WDLh7s/tPcHfEzQvte8Z3bhzpD4Drr1zUZEeZ572S/iYi+mG8kmpfMBLQw4lHhAtnno6k1Wfr/604FySQEUIIKCrHrk8KKp3ZRQvcOYeHaMVeOlAyGXjPV/EsHbUTe7aL8Cv8Gb2+FwHt3Dkz0765nqgV39Br8k14nzyI3SeInQ9/yd57/ovTO6DSexeuxmiUbttfuCqzO2Z36RfodeSMcUcq3r/5o9ndHxeaBlNjIDbf/adWjTxaXVMzuh6eoIJzUVaZ531OLkPvysfn5LKqD1oBRYGI693bhScWWmo9nmi4JJARQoizQI+TnmylCSdRUdhFJ47QisIgRnOp/PXEAdY/cgDNpdH2znCGL+2OR7B7NeGHj/rR9bP7aTX3PXQuByldB7Hx5cWkdbnqjPcuXo0p/0e+go45c9aVWpVxGX3JuUaHM1RDn2HA9E8kLr0nG7PMHMhxX3MgBzZmW9DZs9BbU6v0fShclXEucAdJpqyDeCZvwDN5A6b8ePdj+fHFj2UdrNK45Wky4lQgs8iMWvbYJXGBkBwZIcR5pTqdfZs3zwc0ztRHpnnzfOz2uv29ruQczFjpwTb8yMaJnh10I5WQomvNFMA3q9i9wV2Z1PvNlnR7umlRG4t5Twdz6fQRmLNTcRktHLrlBU5efkuVjxNwYiddPY5G2TwXAA2VDDUOp8uJ0eDO6XGZAznR578oE6KJem0dfr+6sPfP57uj7t+AVdx/fnfEyhTfD1GUypN9CxlG+mN75STOVTlo2S7Cd79dYh7F/1Uysbgq45YntL8do7+KLUVH6j9GQi8vu50lzn8SyAghzitRUQXuU6EryWkJCrITFVVAVFQB69atP2MX4D59MjCby/+Qr4oZM7bQrl1uuXPQ5VsZFfYnWYkaZh+Fa57y4Y7msUAsAGp6Ho7PV5K9IQu9RcdV0zvQ8kZ3IqzmUll703G6LXkGRdPIbdKW3fd+SH7jVtWan1ExMyloM7lqSoXX+OhCcX0fgXH8jOIHdUaSxncj4q2/MO/xYP8uEwdyio9+UHGvymzOVGhx6f1VmouuvQVdGzPqQRvOpVnk9ById9IaFIrDzaIkYiC30cDqvNXS9zJC4+tsxM704MRCswQyF6gqBTKvv/56tQdWFIWXXnqp2q8TQlycjh/3qFJwUpF///Xl5El3LoSPj7PMWUuFAUt9aNcul+7dy+Z87I9WePMGI9mpGo1bqbzyu4PwlsWlwKnbc1h6w06sJ2x4NDJx7W9daHSpO7HWlZzLzquX0/xANAAnLr+FQ7e8iGqqWb5HoD6SQH1ktV/nCPch89qWBC46RMbv4egujy21rqMDvkoM56WQy6p0hrSiKBhGBmB/PxHHgkzSb70Lq2/rMqXdAKmtHyC/CknElYkY6Q5k4heY6fZubl2fiSkagCoFMq+++mq1B5ZARghRVcePe9Cp09VVOnYAOOO15XMfRVBRMJOQULedfTf+ruP9sQbsVoVWPVVeWejAr3g3idglqfwxdjfOPBcB7b0YuqArvs3cNcLW6GMcGzGHwMwknGZPDox5naTeI6o9h322lSWOIhhU4/eSfFdXAhcdov9GHfSlVHalChxNPsnumN2YCpL5cdXPjLv6Vtp2dHcMLu84A+Nof+zvJ+JcloVmLQ6LCjcBT98MrM4xCXti9vDjih8ZN2QcHZt3JHyIDb1FIy/GQNZuA/6dnZWOK84/VdoUVlW12l8ul2RWCSGqpjrHDlTl2vIplW4xVda4rrqWfaNj8i3uIOaS61y8vbJ0ELN7ShzLbtiJM89FxKBARq3rhW8zDzRNI/vLDZwc8BWWzCTyGjVny7NzahTEnH4UgVad8qLTpF/bkmwvjUY5BvqU8z1UUJj751x+WTePuFw7v65fUHS/wuMMvFKKe+ToenqiNDFCropzdQ5OjzA0FDSdidzgPmg6ExoKTo+wCsco7zFN05izdg4JaQnMWTsHTdMweEGjq92rc/ELSger5Y0hzj9StSSEEIC/f83yJwqTesFdijzzdT1fPGxEdSlcfZeL5+c4sZw6cUBTNTY8c4i/HjuIpkLbu8IZuqArZj8DaoGD1Pt+Jv3ReehUJ0k9hrJl0m9VyodRXA709lzQilc3yjuKoCqs0+4q85hDr/FHZ/e23vBd3mWe19BITk/gSIY7T+hwejaHtv+CZ/KGUscZmHKPYco9hsGWhmGEPwDOhZnYfVpwvPfnxPX+krS2DxHX+0tOdHsDFB2m3GN4pW50j5HyT1E1U3nj7j2wgZgEd2l7TEJMUUl5xEj3dt6JhWb01tSi64vGLTFGVauvRMMhyb5CCAGEhVXtiILTE3sLc3dcTpjyfwZWTHOvFt32gpPbX3YV5WQ48l2suWcPR+e5E24vfb0l3Z91VyY5j2ew96oF+B7fg6boODz6aeIGj6+wKsmcE0/IoXkEHF+JT9JWLLknAFD1JnJDupLc6gY+ifwFRXfaUQSmITU60NdoMBI+6TYYuZARR4Nxjn0Q1ex+n+E7XkXT4L2DVo7ZiquZfvt7KYO6F7+F048zODLiExxTUnD+non2eRSKocRKj05HxI4Xi/5auJZU2TEJmgYLt7vTGjRNQ1Hcq0SdmneiyXAbik4jY4cRn8Xv4ReWXGrc6hy1IBqeGgcy//77L59++inbtm0jKysLVS2d8a8oCkeOHKn1BIUQoq4cO+bJ9u1+/PuvDydPuvNRChODjx2reNuppPISe20F8P4YA5sW69HpNB74yMl1DxX/TCxItbNs9E6SNmajMykMnNqB1re7t02s646QfPsP+KbkYfcOYM99H5HR7rKyN1ZdhB76jSY7vyQgbk25c9O57PgmbsY3cTPfmeD1XrCoeemjCDqar6nS+yzjmk7Yw1djSsil626VjGEtAfDq8QBHN03laF7x1lVRNVMGXBrofuz04wz0AT4QoEdLceL6JxfD5T6lbpfa+gGCDn+DoqmVJhEXPrc5U+FAjkZheKJpWtGqTOcWnQm+3EHKOhPbDzzFleGTSo1b3aMWRMNSo0Bm7dq1XHvttQQEBNCrVy+2b9/OVVddhdVq5Z9//qFjx4707NnzzAMJIUQ11SYp95VXOvDKKx3qcDaQlQJv3mDkwEYdJovGf3500mdEcRCTeTCfJSN3kH2kAHOAgWt/60L45e4uvNlfbSD1sd/RqU5yItuz66EvsAY1KX0D1UWj/bNoHv06nhmHisdtcjmpLYaT1eRy8gPa4DJ6YcpLJOD4KiybH6N5ZgEfbIBQK0xrT7VWZazT7sJSsgwbQKeQemN7Gn+2maBf95IxzH0oZW7IZXyVuAgdJ8tUM007BpcElF5YSuzyMnbvZiiA8To/HD+l41yQieFyH5at+ZE50Su5qc8grh04Dodn41IrJSVtzYBPD8MjraCHv7tySlESSuUClVyViRhhI2WdiaOr29H20ZfLHbdwbuL8UqMcmZdffpkWLVpw4MABpk+fDsDzzz/PX3/9xYYNG4iPj+eWW26p04kKIQTUbVJubaUch+cGuoMY7wCN15Y4SgUxidFZzL9yC9lHCvBpZmHU2l6EXx6AZneSOvE30h85lQ/Taxhbn55dJogJOvI7vWd0puPSO/DMOITDEkhMn5fYcP8xtt22nuOXPktWk344PENQjZ5Y/Vuwsm0U1w0t4OtT8dpz22DU0dKrMjWVdmN7AAIXHUKxuat/dsfs5mjyyTKt9kquygBo5ayrFObJOBZm4nK5mLdpNU4N5m1aXWqVv/C1RX+edkzCpnR35dTpCc0lV2WajHDnyaT+ZcSabih3XHF+qlEgs23bNu699158fX3R6937pIVVSr179+bBBx+U0mshxAXtyHaF/1xu4sRBHcGRGu+uddDx8uIP0iO/JfH74G1Y0xyE9PLlhr8uIaC9F67UPBKHTiV3ajSaonBk1FPsufcDVFPx8cyWzKN0mXc9XeePwCt9Hw5LAEcun8yG+48R0+91rL5Ny51T4VEEqk7Hf7tTFMy8tgmaZruPIjj9gMiKlJf0m3NZBLbG3hiybfivjEHTNOau+aXCMEABvj1uJLXFndi9m+E0+uEy+hY9bxjiCxYFLcbO+ulzsLncwYvNpbL0zx/R2bNwGXywezcjreVdODzCUHUWojONpY5J+PRIxb2bCyuqvJq68O/qQFMVjv8RjtPoVzRueXMT548abS0ZDAZ8fNz7mf7+/hiNRpKTk4ueb9GiBXv37q2bGQohLnjVOXagptVFdaFwDrvXuRvd5WcrNO2o8vJCByGnes1pmsauT+PY8PQh0KDZ8GCu/qETRi899t2JJN8wDeexDJwWL/bc+wFpnYs71youB003vUPTjW+hd9lQdUbiej7Bsd7P4zL7VTCrYqcfRfC/btApHfomwuub4K6rTx1FgB0jNdii0ymkj2pH+BdbCJq3n+RrmpGZHkdFYZEGpOY7yAy5grywgaA53e12C9+vlx7fnkfI/rsFqb+mwZXFr124cTUPGVaj00F8l09AUQg6MgNNgxkxpY9JSCygkjlopGen43Q5iRhhI3OnkbglgZy457+gGEBRyG00oMzcxPmjRoFMq1atOHTIvVerKArt2rVj3rx5jB07FoDFixcTFhZWd7MUQlwwKurg+9lnOzhxwgNvbyfBwfYyzzdvnk9UVEGl3X9Leu019y9TNc2JefDBo/Ttm15mDrHRNj4cb8RpV+h4hcqLcx14nYoxVJfGhqcPsvsz9+GHHR9qQr8P26LTK+Qv2UfKuJ/Qcm3kh0Tx74QvS5VWeydto/3y8fik7AQgvelgDg78hPygdlWec3lHEZy8Jh7nT7dwWZKNKdkfkNnqZoxKzfOM0m5wBzIBvx/ENOU63r5xDMqhWSjlrPJoigJtbi86vwmlbKCg3BgJf0OHvS1YdOWmosdtKvwUD0OvfqAoySan0UD27VtTtBoDFG1pPdIKWjTvRVbk8DL38PX0xWgw0mSEjd1veJP4hxlngRGDV+EklHLnJs4PNQpkrrvuOqZNm8bkyZMxGAw8+eST3HPPPbRu7U7+OnLkCJMnT672uFOmTGHKlCkcO3YMgI4dO/Lyyy8zdOjQmkxTCNHAVKWDb0VKdvatimuvTebff33OfGEFvvqqBV991aLUYy0Mx2jr2o+mQd8bXDwx3Yn51I6Qs8DF6ruLy6v7TG5F1yejAMj68E8ynlsMmkZ8q9Y8dPNRhgYdoz2tUFwOmkW/QdONb6PTXDgsgRy86lOS2t3O8rz3WZjYlRHeb3CN9zPAmbv1ljyK4LD6OVMMz9Cy+5V037yC3tHT2dTmMczmLYSEPENKynvYbL2Krv05+xlu9X2PVrqJFX5fsvtF4gjxxJiSj++fsWiDhmAKbVNu8mxC11fwSNuB39/jyYoYQVbTUUXPFXXg7XM7TRQbEUkhBKX7khaYXXTNj3FGLg/ug+VUB96MqFv4evVudKSUSSxekhnCi70mElBOIrMpJwb/3V9jbH4rXs38yTumJ2GFmZaD9tdLZ9+KOgZLJ+H6UaMcmZdeeomdO3cW5cfcddddfP/993Tq1ImuXbsybdo0nn322WqPGxERwTvvvMPWrVvZsmULV111FSNHjmTPnj01maYQooGpeVfe4s6+1VFYYl17Gm04QBunO4gZ+qCLZ2YWBzHWNAe/X7Odo/NS0JkUBv3QkW5PNQWHi7QJc8h4dhFoGicuv4X7xyVz0Lyf+TnPY0k/QI/Zl9M8+g10moukNjcTffdektqPQdU0Fue+hgs7i3NfQ1XVanXrdV/7OnHWfCa324bT5It36i6Cji7Bz+97vLzW4Of3Q5lr5+e8XjRueXky6HWkjWgDQNCCA6d9l8omz3onrkRBxTtxZam5FXbgnbphGkeangSg84HSgaPd6WDxP4uLOvAe3PU7R1JTyk0sPpKaUtQA73SFr/dO3VCqOV59dfataFzpJFw/arQiYzQaCQoKKvXYuHHjGDduXK0mc/3115f6+1tvvcWUKVOIjo6mY8eOtRpbCCFqQkGlI3uIwN107uoJBh76yFZUUpx9tIAlI3aQeTAfk7+7vLrxFQG40vNJue17rGuPoCk6Dt30HMv7hXEk8y3Q4JL9m7lka1eMThsOsx8HBn1Fcrtbi+67LH8ydvIBsJPPsvzJNDX2KtOt9/S+MAZDLHp9KrsK/uFwgTt3cYeayp4u/ei65W+abX+ezCFJAPj4/ERBwaX8m/dv0bWHC5I55PM5nS2X4XIFl/s9SR/VjrBvdxC44ABHP74Wl9HXnSxrDiS3UX984pegd2TjkRyN3uluHqh35uJ7fCGgsTnVWdSBNzM3k53tjtD6WARd9rVg7WU7St1r0d8LeLC/GU2D2dt3Fp3FVPb/E0Wl1oqioLemFt27ZAffFgMu58DHl3JysQHL/VuKHs8L7QeAy+CNy1L++65MRfez+ndEceajGjxLPV7b+4liters63K52Lp1a9FWUPPmzenRo0fRSk1tx/7111/Jy8vjssvKaQ4F2Gw2bLbibpzZ2dnlXieEuHBUJzHYx8dZ4TVVocdJN3YQQioasJtOvHb34aIgJmVbNktG7KAg2YF3pJnrfu9GYAdvHIdSSBo1HeehFJxmL/bc9wGpnQawMK03vnYdr25SGR4LYCM96mr2XfsdNp+Iovuqqsqy3LdLzWVp7ls0NnREofJuvS1bNkPT4J3tpRNiP2r3N9O2gV/sLgqSwNUEDIY0wsPH8fpp1y4ueITh7dypI7F8V+b7kjWwGU5fM6bEPHw2niDnsghO9CpOng064u5B45+wrFTQERA3F02DuSU68ALsahfDTcuupEVcON55FnK9ik8ItzudWG1OzDpItqqVJhYXJvUaDUYitv6n1HPg7uDbyec11vrNpCDTj5Nbm9KsR2addPat6H6h+z4q93HpJFx3ahzIfPfdd0yaNInk5OSif4yKohASEsLbb7/N+PHjazTurl27uOyyy7BarXh7ezNv3jw6dCg/WW/y5Mm89tprNX0LQojzUFRUAbt3r6p0m6nw2IDCM5BqwoSNHmzDnyyc6NlBN1IJAQ4DELs0lT/GuE+vDu7mw9D5XfFqbMb611GSb5qBmp6PNbAxOx/+kryIduy1LccreTPT1kNkLjgV+KgrmPs9RUdLRKl7l1yNKeSggFjnlqK/V9St9+TJH4k338mBnOINGBX4W4OEdtB4L3ivh6zb3M9tzqBM8uyBHNicriPC9j1QNhjUTHoyhrUmZNZuAufvJ+eyiFIVPwW+7bFk70OBMt1zi+9XHJJk+OcQF5ZMZGIonQ40J7rHPgBujYABIeBz6pPqyx6Q6XAnEWdFjqYgsEupeRUm9UL5nYEVQNGrtOobza6l13Dor74067GzTjr7VnS/wnda3vdCOgnXjRrlyHz11VeMHz+e8PBwvvjiC1atWsWqVav4/PPPCQ8P5/777+fLL7+s0YTatm3Ljh072LhxIxMmTOCuu+6qsJR70qRJZGVlFX3FxcXV6J5CiPNLVFQB3btnVfgVFVVQq/E9yKc3G/EnCztGttDrVBDjtv+7kyy74V+ceS6aXB3IiFU98GpsJvfHrSRe8zVqej5Zzbqw5dlfyYtoh6aqaJsf5Jfl7iAmzhtuGwJTO+pZmPtKqVyX8lZjKlK4KlPy9dnZY/jyYLsyP9x1wBdNGgHguRFwuBvLTTtW9oNAB3x5sB3Z2WPKz5MB0ka2BU7lyZyWq5Pc+VkyI28o8xpNg6kn/cvtLLyr3VEAOu9vUTSHLdYQ2pbI1w61QBsf8O33Co06jKBZWLNSX4G+gUXX5oX2JbHLy+XOvdEt7n4xh/7uU2rqiV1eJi+0b7mvOZPK7pfa+oFyH6/N/USxGgUy7777LldccQUbN27kwQcfZODAgQwcOJCHHnqITZs20bdvX957770aTchkMtGqVSt69uzJ5MmT6dq1Kx9//HG515rNZnx9fUt9CSEuXLU5nqCqfMimNxvxIp8CLGykN5kEnHpWI37qXtY+sA/NpdHmjnCuW9gVo7eejNeWkzp+NjhcJHe/hu1P/oDdLwSdI4+IRVfz6MZYTCqsjIDR18K/weV32y1vNaYi5b1+r30FMfa95SbEzglOosAXdHnw7VyYedy9OlLetTH2vey1r2CfbSWTvprEnpjiogtTTgzGyHmoFj2Wo5l4/uvOr9kTs6fMtVqJPzdnwOG0zHKTlHe2dwcy7Y5EYbIZixJ4N2fUvgPv6a9vfHkyRksBOcmhJB1sVWpcU04MobvfwZQTU6N7lXe/Mz0uaqdGgUxiYiK33HILRmPZunuj0chtt91GUlJSrScH7t9OSubBCCEuXvV9PEEgafRmIxZs5OBNNH3IwxsAHS5uYzYnvtkPQPdnmzHwm/boVJXUu2eR9Za7Kif2mvvZff/HqCYPPNP20eunS2l7aC0OBSb3gIf7Q3aJeKxkt93qrMaU9/rCzr5KBR+Umk5hUXP3c5cdgB+OV3SluyPuguwXmZ8ziYS0BOasnVMUgHil/I3FfoC8vu7tvcCFB0pVIs1ZOwebZ+SpIEbB6tW8aPWnovslhKaRGpCF0WWg/ZGoU6+Eb4/psXk1rVEH3sIk5NM7+BIYSrM+/wKwc+9DpcatTWVRRfdzeoRJJ+F6VKMcme7du3Pw4MEKnz948CDdunWr9riTJk1i6NChREVFkZOTw8yZM1m7di3Lly+vyTSFEA1MVRJ1K1Pdrr7Nm+dTnKFQuTAS6MK/6NBII5Bt9MB16kekCRt38x2d2AM66P9pWzrcH4ErLY/km2dg+ysGVWfgwNjXSOh3MwDBhxfQYekdGOw5pHjoeOxylS2hZe+rUdxt14ENB9ayF1Wi5OuBU519y0+J1dCYHenDzTtzuPIkWAo0bBUscmlopKpHyNfchyXFJMSwf+8qujZtVVR9Y++TCKv9CJ63m+U364sqkWISYtiSbaDzJR+D3hv0ehw2KwlbnkYjp/wbKvBvu6Nc9U93uuxrwc4OR9CAJNWL+I7PYzSaqt2B12UOLJWEXPL1QXcaObQWYla2peMbD6N3ZKF3ZNeqsqiy+1X0uKi9GgUyn376KcOGDaNFixY88MADeHi4mykUFBTw5Zdf8ssvv7BkyZJqj5ucnMydd95JQkICfn5+dOnSheXLlzN48OCaTFMI0cBUlKi7f783d93V64yvDwur3upsnz4ZrFu3npgYz1KPp6aayM11//hr0qSA/P0ZLP2fE02DyF4m7nvGSWTTvwBwZNg48NQG8vZkoDPrGPxjJ5qPDMFxJJWkEdPclUkWb3Y98CkZHfqB6qLFhldotvEtADIi+hM99EOGeMCQCubpowvFqJgxKmaeDtxAivMwC3NfIk09RuHmjC/hKDod2WoCGioKOsL07bjb73t89Y2KuvWe3tm3JE3T+N5wL/v9d9IuE4bEKaxv2w40SFQPUFi3FKZvx92+M/gh5z4KnNlouNAB81f/yDXdKYoLbZemoul88dydwcbZ01HM7kqkolOn7365KB/GaLbwyvhXyc7LZurvUzmZerJoXsH+wdxwxQ0EtfSEf1z0jG1Pyzv6glFxJ/AaT/17qUkH3pLBQonXNx7mRDFoZO014LnwQwIj3POpdWVRBfer8HFRazUKZO6++270ej1PPvkkzzzzDI0bNwbg5MmTOJ1OGjduzF13lU4QUxSFnTt3Vjrut99+W5PpCCHOI1FRBbVOxq2OPn0y6NMno9znNA2+f0HPkv+6fxQOe9jF/R/koNO5Vw2yDuezeMwO8o4UYAkyMnR+Vxr19sMafYzkG75DTc1zVyZN/Jq8Jm3Q27LouGQswUcXAxDX/VEOX/lfvPRGvMqdQVktTL0p0DJJU0vnaGSTUCqZRUMlwbWXXC2VpvqeRY+X7Ox7uj225Zxw7mRxU2iXCcNiNX5tte+0q1QSXXvZ63BfW/xo8WnWl57KqdX8VOxdCzBv96TFVm/WXZZ56vtafOp05xadi8YI8g3iZOrJUkEMQGpmKj5ePrS5qRO5T/2LLtlJxMEgDFfX39aLKUAj9Eo7SavM7Nj/BAMjny2/4kgqixq8GuXIBAYG0rp1a/r370/fvn1p1qwZzZo1o2/fvvTv359WrVoRFBRU6iswMPDMAwshxFnidMAnDxj47VQQM/ZVJw986ER36qdiyrZs5g/YQvaRAnyaWxi5pieNevuRN/dfkoZ8hZqaR3ZUJ7Y8+wt5TdrgmbaPS366hOCji3EZLOwZ+gOHrvoYTV+137w11Yqm5pfIcznz9lvJqiWzeQsREVdhNm8p99qS4y45dXh27yQILHcnS8ey3LfLzEGnKEw7VrpIKb+fuwnc4P3eped2alVm99HdRQnAmqYx98+5ZaqWCq9FB4bh/gA4FmQWPV9eEnFdiBjhXuGLWd2mwoqjwsqiukgCrosxRFk1WpFZu3ZtHU9DCCHOHmsevHu7ga3L9Oh0GhO/dDL47uLljtilqfxx+y6c+SrB3Xy47veueISaSp2ZlNLlKvbc+wGq2ZOgo4vpuHgMBns2Vp9Ido2YS05YxVtlmqaiFWxEzVmMlr8OzboL1EwAXDpPrtPns8UMW02gVpLeU7JqaWCjxXh5rcFu/4Hk5LL33mtfUdQVOM4HdgVC53QYHAc/tz79arXcyilV00qtymjAxk55XAv0jLUQmKsn3dt16j26V2V+WPEDSelJzFk7h9H9Rxfl0ZT+fhSv4LQbEYVjWirO3zPRPnavLJVMIu7QrEO55ds10eR6G1sfg9RoIwVJ7oBTQ0FBK/qzUGESsCNlQ43PSaqLMURZNVqREUKI81V2Krw81MjWZXpMHhrPzykdxBz4PsHdIyZfJWJwICNW9sAj2Ej6EwuKzkyKv3Isux76HNXkQdON79Bl3vUY7NlkNrmCzeO2VBjEaK4sXKnv4zjUEmdMX9TUt9Dy1xcFMQB6NZ/2DrgjFyZlQvgZmhMrKCzKexJv79kA+PjMxmzehtm8FYMh1n3fotWY4h/5S92FQQw9Xr3vnwJFqzIaCp/ludgdbkWHwtUHym6gJaW7K1hjEmL46Y+fKqyoUnCvyugHeoO3Du2EA3VrPrtjdpdKIq7oPKWa8IxQCezlAE0hdkV42coigw86exam3GOlkoBNuccw5R5Db0094z301tSi62s6hqhcjTv7Zmdn88UXX7BmzRqSk5P56quvuPTSS0lPT+e7775jxIgRtGrV6swDCSEuetU5dqA2ko7Bq8OMnDikw8tf45WFDtr1cf/WrWka2yYfY/Or7n4mrceEMWBqexS7k+Sbf6Bgkbsx56EbnyVu0Hh0Lhtt/3iA8L3ugxfjuz7EoYEfo+nLdhzWnGm40j5ATf8M1FNHqeh80Hlfh+I9BMXjEhRjFA7NwRepIUTlw5VWaKTCE1nwpS8crWCHSkMjS9uLeipG0etTaNasOGfmwAENJ/ZT1UzFAdvyKHhmB1yaBAFWyLBU7XuoASlWcGju71mKFf5ol0unBAuD9nvza8+Kj4pJyUyptKIqPTsdl1HFcI0fzt8ycCzIYG6LuUXHGRQlEZ86T6kuNBlhJX2LkbilgZx4sHRlUdMN99Bo34dF7xuqnwRc0dEFckRB3alRIBMfH8+VV15JXFwcrVu3Zv/+/eTmuvdJAwMD+eqrr4iNja2wkZ0QQpRUnWMHairmX4XXRxpJO6EQEuUOYqI6uD9aVJfG308cYM+X7oMhuz/dlEvfaImamkfi6GnYN8fhMpjYe8/7pPQciikvkc7zR+KXuAlV0XNo4Mec6D6xzD011Y6a/jGulDdAdScQK+YO6IL+g87vNhRd6dO5TcDDzT7GFPAkOF04doIlAx7Lgz8iYVE5lcsjw2FsUzCfigEVpTAwM5CQ8B0ARsVctpopCJKDbyY09ShXx8Oc037v7B8M14VDQDkBVIAJTKcCpy97gN0vD9YEc2WMB9+0U3B5auzJhk8Ol36dqqqMGzKOVhHl/5JbdMTACH+cv2WQOyeJmDuKt6IqSiKujYiRNna97EPSahOOXBNG31PhhqJUfuxAFZOA62IMUbkaBTJPP/00OTk57Nixg9DQUEJDSzdHGDVqFIsWLaqTCQohLg71Wc20e73Cm6ON5GcrRLZXeX2Jg6Am7uecVher7thDzIIUUKDfB23oPDESx8EUkkZ8g/NoOg4vf/6dMIWsVj3xTtpOlwUjseTE4bAEsnv4L2wI0/g5pQO3+n5Ce/MgANScxTgTnwD7IQAUSzf0IS+j+IxEUSre1TdZH8WcfjnNmvVka2dI3ggRNugQD0t9wXXaQsTSRAuPtrIy6zhMPwb3NIPboyA2diM2W4+i60pWM+2zreTn7Edp1/IKQlOPMiSubCATnWbhlfbWouTnioRaIOOaYTgjtmGIN9FxnxcFV+bywSF3crBaIjNYURT+3vU3V/e8utIVFcNQXzCA6QiEpgWQHJRRaoy6XJXxbefCp7WTnEMGEpabiLq5uMQ/L7QvDs/GpVZPCiV2eRm7d7Mzjl8XY4jK1ShHZsWKFTz66KN06FB+0lWLFi3k3CMhRIOwYZ6OV4e5g5gOl6u8u7Y4iLGmO1g0dDsxC1LQm3UMmdWZzhMjsUYfI+HKz3AeTacgOJKtT88mq1VPgg8voOfsy7HkxJEX0IYtY6JJj7qK+TnPk+jax/yc51EdCTjibsJ5fLg7iDE0Qt94OoYWW9H5jq40iClJ02BqLHzpCfkKRDjhqnIqjOyalR+Pw4xY93bPjFhQTz9zoNS4WtF8P2i0FIC+ieB92q6dXbPyUxxomu7U64rnrZ32J4pCwanqJY/13kUHQ6qnHUVQckWlMoq/gYLe7s+WLvtKJ8VWdYyqUhRocqp6KX5BxftrdXG8gBxRUD9qFMgUFBQQEhJS4fM5ORV0bhRCiLNo2VQd795mwG5VuHS4i9eXOPA+dWxSbpyVBQO2kPh3FiY/A8MWd6PFDaHkzd/lLq9Oyye7aWe2PPML+Y2aE7XpPTovGI3emU9608FsHbORgoDWxdVAGoTlbsZ2uA1a9m+AAV3QfzC2Oog+4O4qBzAALlco0akBHMiFbB3MOZVDOzgffMoJUr6PBdupx20q/BBrxmJZj8Xyd5lrS1Yv7fBJ5rAvmFQYcKLsuD8dh/z87iQmfonN1gmn0x+XK4Dijw4dLr0niiOPgsvzALBs9OT7wxX3Ui5M6i3vvKVCmqaxoan7CIHCQySrO0Z1RIx0BzIJy0y4TgvoKjp2oDrHC9TFGKJiNdpa6tChA+vWrePBBx8s9/n58+fTvXv3Wk1MCCFqStNg1ht6Zr/p/hF37QMuHvzYif5UHknarlyWjNhB3gkbXhFmhv3ejcCO3mR//hfpTy4ETSO180B23/chmsFIuxX30Xj3NADiu044ldRrLKoG8lV13Jar0skBkAuW7hgaT0Pn0a1G83c4mvDVoRYo7EDDxVYTXKmHpi64ugDmn1Yc5Drt9bPibdzR73F0Oneyb/H3pbiXjHbqVX9EQqs9cE0cLDqtItiu6jh4fBWeOj/Cwh4qHqfov1T0rnz8E5fj6ACuACf6DAOR+zzZ06z8gy8Lk3qdLqc7H6YcTpeTLS32cTWdaR4fjm+OJ9k++dUaozqCLnVgCXdhTdCTvMZE+DXF0Uxlxw5UVV2MISpWo0Dm8ccf56677qJLly7cfLP7XBFVVTl8+DCvvfYa//zzD7/99ludTlQIIarC5YKvHjOw7Gt31HLr807GvOKicBf85PoMlt3wL/YsJwHtPLluUXe8I0ykP7eI7A/+BODEFbdx8LaX0duz6PzbMALi1qIpOg4O/JgT3f+v6F577Svwy9vMg3ngrYEDWOIJHcLfpKOlW43fw177CmIdW4v+rinucSfkwJU2MyGNPsKl98HHZzrbratYd1oFr011r6YM95tQdtxTqzGFVkTChD0wMMHMA55f4DQWH74Uqm+Dp87P/X07+SPh4XejKM6ySauAogNrvzy8FvnxUrIXo2/IR1MUsiJHUxDYpdQ9i5J6K2A0GHny8WdwLo7HsN3JpKBHsY0rve1zpjGqQ9FBk+E2jkz1JH6huVQgA9TN8QJyREG9UbQars299dZbvPrqq0Untup0OjRNQ6fT8eabb/Lss8/W9VzPKDs7Gz8/P1JTZ+Lr63nmFwghLii2fPjfnQaiF+pRFI0Jnzu59r7ivZgjvyWx6q49qHaN8Mv9ufa3Lpg8FVLv/Zm8X3a4rxn1JLHXPIhH1lG6zL0Or4yDOI3e7Bn+M2ktrisaS3XlsTW2OV0L3JVA8Xr4wRsSDXqiDD14LmhjlZNRC5Nvb/X9hHamq3knrTfHnduKVk0AFE3HC9kWQp35rPEKISp8Jm2NV/F4igd2rWxZukkx8VFIATpdYY6LVuG4fy4wEJZn58T4ThwLm47NVn4fHLN5W6nS7kIprR8g5NDXmDd6EvxcE1yBThJ/jSGh+6u1Sma1vZeI7cUT6If44rWoTNe+OpWw3MSf1wdgCXMx8lgq1dgJrDJTTgz+sT+T2fRWaYh3moLsAiYETyArKwtf3+ptudX4f9ULL7zAkSNHeP/995kwYQL3338/7777LgcOHDgnQYwQ4uKWlwWvXm8keqEeo1njmZmlg5jdU+L4Y8xuVLtGsxEhDFvcDYPiJHHYVPJ+2YGqN7LnnveJvfYh/E78Ra+fLsUr4yBWnyi2jvmndBBj3Un+kfZFQcwfFvifHyQYSnfbrYqSybfzc55nr205sc7NpYINAE1RWWF2b690KUhhQfYkluZNLjeIAbBrdpblTy76e+FqTHnjLotwj+G/bzd+fj9UYc6ngqPTMmGs3QtQPV3o0w0Y91dwrHY1GEb4A+Bak4OWdfoGWt0KHWjH6KtiTdSTtrl+VksKO/t6pWyol/EvVjVuiAcQFRXFE088UVdzEUKIGkmNh1eHGzm+V4enr8ZL8x10vLy40d2ml46w/T13l9sODzbh8o/aop7MIvH6b3DsTULxMbPz3q/IaNeXRvtm0X753ehcdrIb9eLfUQuxe4cXjaVmTseVMBGTZiVLgR+94cBp7W8UdCzMeYkOpiFnXJUpud0T69zMzzmPoaAr1byu0HYzjM6HIBU8C7aw1LWr0rGX5b7NtZ6TUBSlqLNveeOujIS7D4DHTvAZM4ss812AhssVjNPZtOg6lysUpzMMhyOSrKx7CWj1LnpbOk6PMHfyqncg2VeH4v97GuYNQbjurF0yq76dBV1bC+oBK86lWRhvq78z+/QmCL/WzvFfLMTPNxPc21E341pT0TvdFV0lO/vmhfYDwGXwxmUJrpN7XaxqFcgU2r9/P7/++isJCQm0a9eOu+++u9pLQ0IIURMnDiq8MsxIcqxCYLjGywsctOjmDmJcDpV1D+/nwIwEAC55pQU9nm+GY3ciSSO+xXUiC5tfKDsfmUpuk3Y0++cNWmxwHx6Y3Go0e6/7EdXo3qbW1DxcJx9AzZoJwAGTieledvLLWdfWUMlQ43Bix0jFKxNlk291pLqOlhtsADgU2GSGgVboY4O9Jlu51xVdjxUruRgxl+nsW9KWEMgwQ0A+eB5JoVmH0p2BCzmdERw9egxNMwEKti7moqTVwmRWx6378P99HqZNEbjMtQ88DCP9sb+XiGNBZr0GMgARI6wc/8XCiQVmur6dS100D5bOvvWvyoHMZ599xieffMKGDRsIDi6OHn///Xduvvlm7Pbi5c1PPvmE6OjoUtcJIURd279R4Y2RRnLSFRq3Unl9qYPQUwsIjjwXK27fRdyyNBQd9J/Snvb3NKZg7WGSb5qBlm0lL6wlOx79FrtfMO2W30vjPdMBON7zKQ73fxd07oRhzXYAZ9yNaLY9gB596Bs0CRjD41pahXPz0YViVCrfXimbfKuionKrz6e0NPUtde0R+wZ+znmE6FOBTCc7eKrQzuNmttl+LTP2EM9n6GG5CU+d+5fKMp19AU/PJQQHv4qiuFBjgGj3qoy9Q+nOwCVpWon3VDJp9VQya+a1LVGNOjwOZeCxP5WCdrX7HDCeCmScy7PQbCqKuf6OCAy/1o7OpJFz2ED2fj1+7Wu/nSWdfetflf9FLFy4kJYtW5YKTpxOJ/fddx96vZ7p06eza9cu3nnnHWJjY3nrrbfqZcJCCAGwdbnCy9e6g5g2l6i8s7Y4iClItfP7NduIW5aGwUPHNXO60P6exuT+vIOkYd+gZVvJaH0JW5+ejdPLi65zh9J4z3Q0Rcf+QVM4POC/RUGMmvUrjqM93UGMIQxDszXoQyYRaGhKlLFHhV8B+ohK519yNaYkBT3RBd8TaeheNFakoTvRBd+joCfBAHF692+hPewKu22Lyx3jgH0NTY3FSbuB+sgycwx2vIg5fRNtfIBTl1p2AJq7M3BOzthq/39x+ZrJuqqZ+54LDlT79afT9fRECTdCropzdf32KDP6ajS6yv1LefyC2uf4gLuzb2KXl8t9LrHLy+SF9i33OVF1VQ5k9u7dS58+fUo9tmbNGlJSUnjiiSe466676NixI8888wy33HILS5YsqfPJCiEEwKrvdbwxyog1T6HbIJU3VzjwP3VSSnZMAfP7byF5UzbmAAPXr+hB02HBZH2wltQ7fgKHi+Qe17Lz0WkYXJn0mt2DwOOrcZk82Tl6ESe7uvulaJoTZ9JzOONvATUPxWsgxyI+4vX8B9lnW1nr91Bh8m2JZOF9tpW8mtKB5XnvlLp2y6nP2J42DTv5lY5RVQXtFFQzGDLAGFv5tYfVz3kr04vd3+SW+3z6yLYABC48WOX7g7uqJ3T3O5hyis9XUnRKUdKvc2FmtcaricIuvycWVvEUzWqQzr71o8qBTFpaGpGRkaUeW7VqFYqiMHr06FKP9+vXj+PHq3k2vBBCnIGmwbwP9Hx8nxHVpTBwnIuX5juwnGoQl7ozh/kDtpB1uADvphZG/dmL0Et8yHj6dzKeWwxA3MA72X3fR3il76bnT73xSj2Kyx9iJowkvflQ932caThjr0FNfRcAXdB/0Ect57eC/xVVF9Wmq2zxakz5P4LdycIvMi97EomufSzJfbPUtdtMoAItnRBQwe5HYcLxmeZZmMBrdfUiq5X7bCbzVi9crtByr3dXWb1OnDWf+Tmvlzt++vA2aAr4bD6JKb7i07BPV1FVj7EwkPk9E81VN918K9JkuA0UjfQtRvLj62YbSzr71q8q58g0atSIxMTEUo+tX78eT09PunbtWupxk8mEyVTxKbZCCFFdqgrTntGz8BP3j62RjzsZ/25xo7sTa9NZduO/OHJcBHb0Ytji7ngE6kgZN5P8OTsBOHTDs8QNHk9o7HTaL5yI3mHF3sRA+iNOjL6rMMdvw5W/n4KYZ9Hs8aDzdnfo9buZPafKooGi1Y6O5mtq9F6c2CtNvtVQSXEdIV9zH5Zop3SX3Cw9HDFAayd0t8Nqj/LHqErCcckEXlvTWQTsGYthcyTOTqW3xgyGWPT6VHYV/MPhgmQADhcks3/vKro2bVWq+sYR5k1Onwh8/4kncNFBEh8qvy8NVK2qR7syEPz0aMlOXJvyMFzmXeF4teURphJ8mYPUDSZO/G6m9YTaH2QqnX3rV5UDmV69ejFjxgweeeQRfHx82LNnD5s2bWLkyJEYDKWH2b9/PxERle8PCyFEVTls8Mn9Bv6c7c4Fufd9JyMfK16KOPxrEqvvcTe6a3ylP9f82gUDTpKGT8O27igY9ey54z2SLr2eJjum0Gb1wygaWNtD2oNO8AS9loK/oSfxB0FTAWMLDFHz0Vk6l6kuUtBXuby6PEbFzKSgzeS4kpmedSeJrv2411h0hOnbcbfvDH7Ivo8CV/ap+0GUJ0xy79igKOCMA9d+GKaDIZ0h++TWMvepSsIxFCfwpjW/DlVnxCt9P57pB8gPbFt0TcuWzdA0eGe7eynfPVuYv/pHrununlPJ6pv0EW3cgcyCygOZqlb1GIb64ZydjnNBZr0GMgARI2ykbjARv7BuAhlAOvvWoyqvm73yyivExsbSunVrrr76avr164eiKEyaNKnMtfPmzaNvX0lgEkLUXkEuvDHayJ+z9egNGo9/6ygVxOz6PI6VY92N7pqPCmHYou7oc/NIHPgFtnVHUXzMbJ/4LUmXDKPluudou8odxOT1U0h7BPB0b1kl7dWI2+QOYox+XTC22IzO0hkom89SkxyU0wXqI8nVUkl07YWilRmVRNde9jqWc8K1s8T9IDYfspzQ1hfa+ECbU2cpGnOhceYHNUo4Pp3T4k9G5EAAgg/PL/XcyZM/sjld5z7Vumi27lOuN2cqpLZ+oNT16SPcQZDvn7HoM8s5tvuU1NYPoJ1qo1teVU/huMYSeTJ1dVhkRQrzZJL/NGHPkHyWhq7KgUznzp1ZvXo1PXv25OTJk/Tp04clS5bQs2fpdtVr167F09Oz6AwmIYSoqYwkeGGQkR0rdVi83D1irrrD/TGqaRobXzzM30+4E0o7Tohg8KzOuA4nk9D/Mxx7EtGH+7LxsV/IbNWTjovH0nSzO+flaN/X2dF/MxhgawosWAoppwpsjKHjoMk2FENg0X0qqi6qSg5KRSobd1nu25z+41lBx7Rj7qALwGABrxD3f+ck1E3zNoCU1u6cx5DD80o9np09hi8PtivzoaEDvkoMJzfkslKPW1sHkt8+GJ1TJWDJ4QrvV9WqHsM1vmBWUA/bUPdUHBjVBZ9WLvw6ONGcCieX1E31kqg/1cpk6tu3L4sXL2bfvn0sW7aMQYMGlblmwIAB7Nq1iyFDhtTZJIUQF5+kY/DcQCOHt+nwDdZ4Y7mD7oPdn+KqU2XtA/uKuvVe8koLLv+oDfZ/Ykgc+AWu+CyMbUNZ/38LsAY1ottvQ2h0YDaqzsDeod9z7LKXQFGw5kBONLS0glOBiF5giXgCRSkOLqpSXVQTlY3rzolRT3tcda9+pJ+qfNF0+DVxP6dm190hvaktRwLgl7ARU+7JUvONse8tk9WjAkeTT7I7ZneZsdKKqpeqVoZdWVWP4qPHcLU7OfasVC+NdAdL8QslkGno6q+zkBBC1NCR7QpPX2Ei4bCO0GYa7/3poO2l7iDGkedi2Y3/cmBGAopeYcDX7en5QnPy5+8mcehU1MwCMlv0YNX9v6MZXfScfTkB8etwmnzZecNSEjvcAYA9K4aDaxSCHJClwMc+sN8joFS1TtWqi6q/KnOmcSuiAN/EeJCQMAWrtSdeoSGAglawCc1eN5Widu9wssLdrTZCDi84bb7lb7MoKMz9c26Z70P6yDbkdQ4lr2d4pfesalWPYaQ/AI4FmTV4Z9UTeYON5ncV0PLeOsqREfWmTo4oEEKIurJ7ncIbo40U5Cg066zyykIHQadWHqxpDpaO2kHSxmwMHjoG/diJZteHkP3lBtIfmw+aRkqXq9lz34d4Zuyj67zrMOclYvVuws4blpIX4s55cWV8g+vkwyhoHNfD176Qo9Pz1aEWPBfYpKgSqirVRVWpDDrdmcatiAYkFfiSlnUP2dkPoih2FM/BaPnrUXPmow96tFrjVSSl1Sj8EqIJPrKAE90mlJhv+QGbhkZ6djpOlxOjoTiJNa9nY3Zuvf+M96tqVY9hmB8ooG7PR42zo4usv+rYgK5Oek+teum4OHckkBFCNBh//arjg3sMOO0Knfqr3PWxnuPJnhxPBtvJPPY/vhFrbC56XyNtPuiL0sWbjJfmkfXuagBOXHEbB297mYC41XRaeCMGRy65wZ3ZOXoxNt9INM2FK+k51LT/Au5+LD95u88wAhexjq2lyqoLq4tOb+1fUlUrg0oqHHdZ7jusK/iizPM9zDfT1+MefPWNKr2fppnR+d6AK389avZvdRbIpLYaRav1zxFwfDUGayZY/Kv2fTCsqvlNq1DVows1ou/rjevvXJwLMzFNLL/Xjbi4SCAjhGgQlnyl46tHDWiaQt/RLm56w0CPXoOwWvWEc5IJTMGfXNIJ4Mvsh0i9L5i39C8x2uUOYo5e/yjHrptI+J7vaLvifnSai/Soq9g1Yi4usx+aKwdn/Bi03EUAbPBqzM/mRDSleFWkZFn1fvsqfs5+lFt9P6G9uWw+YG35K02ILviu3Od22xZzn99sdLozbz3pfEbjSnwCLX89mjMJxVA2+Kmu/MC25AW2xyt9H0ExS0hqP4ZAfSSBendT1H22lfX6vamMYYQ/rr9zcUggI06RHBkhxDmlafDjy3q+fMSIpikMfdDF0zOd5OSZsVr1tOIQj/MR/mSRQBgf8gRZ+DGFCYx2zUXTKewb9ybHrptIs41v0X75eHSai8T249h5w1J3EOOIx3nsCncQo1hIaPQssy0nSwUxUJzAu8e2nPk5z9dJF9+KLMufXKbRXSE7+SzLn1ylcRRTUxRLL0BDzV5YZ/NLaTUKKFuG7e7sW8ffG9dpW2yVjFlYhu1al4Oa5qz9vWtJPa2zcj1XhotySCAjhDhnXE74YqKBX95xLw7f/pKThz5xoj9VNNSFnUxgCh5YOUxLPuYxdKh8z51cyToKsLDqxikk9r2Btn88SIu/XwLg2KXPsXfo92h6E2rBZhxHe6FZd4I+FH3TNcxkdaUJvL9kP1ami29dUlX1VIl1xZblvo2qVi2HRufrLplWc+bWem6FCsuwg2KWonMWlzuXPLG7xt8bTcN4Mofgn3bR6t7faTtmHq3vmE/4RxtRrE6opMmgrqUZXScPcIFzcVb1711LmgYFJ3Uc+8lC9L2+bBjjx4Y7fNn/kScua6VTF/VEtpaEEOeErQD+O87Axt/1KIrGhM+cXHt/8Qd30m9HGc9OdGj8S2e+427CSORb7qU5x8jAnwf4mpHNW3PtgtEEH12Epug4eNWnnOj2MABq9jyc8eNAy0cxd8YQtRCnMZz0vMoTeFPVo3XWxbc8VnJxUHkvFAdWrOTiyZnP49H53oAr+QW0vFVoriwUvV+t55jTqCdW7yZYck8QcHwVaS2GnbHDsXXaXVjGz6hwTENqPkHz9xP+6WbMcdm4PI2ongZUDyOqh4HgOXvxXxPDkU+HYo+q+D0YRvpj312A8/dMTHcG1fq9VoUtVSFuvoWDn3qSH6dD76lh8AS9h4beQyNujoWkNSZ6fZqNV1T1krhF7UggI4Q463Iz4K2bjOxZr8Nk0XjqeyeXjSpudLfljRiOvReDDviLfszhJtpygKncTygpxNOE+/iGDL0v16wdSHDGZlwGC3uum0Vq61Fomoaa9j6upGcBULyvxRDxC4reByNUmrh61L6B2TmPFP29ZL+Ymp6tdDpPnS9PB25gu3Uuf+S/V+b5wZ7P0NNyE566qh0qqJjbgakd2Pej5ixG7z+m9pNUdKS2GkXEjs8JOTyftBbDSq3GQPW+N36rY2j2zErMMZnkdW1E2g3tyO4XSV6PcJyBHqBqhPy4i4jJfxH+xRZi37m6wrGMI/yxv5WAc0UWWr6K4lm/mwuJq03seMab3Bg9AV2dRN5gJaSfg4AeDsyBGpoKx360sGeyF4e+8KTbO+WfCi7qh2wtCSHOqrQT7kZ3e9br8PTVeHWxoyiIUV0a6x7ez9Y3YwBYyrX8wi1cyiZ+YiyhpLCfttzGbJxGjZ8j+hKSsRm7JYjtN68+FcQ4cCU8XBTE6AIfwRD1O4rep2gOgfrIclv6Rxq680/B9yjo8PeGlk2gZ1vo3xX2t7yOxREBrA7vxr8Bj5JpKnu2UXU0N17KQfuacjv7HrSvoamx4vOJylO4vaTlzK/VvEoqypM5shDN5axSh2PrtLvKjBOw8ABtb54DGhyeNoJ9i28n7pUryRrUwh3EOFXQKaTe0oGsQc3xX36k0nnpunmgNDVBgYZzZf2WSMcvNPPXzX6gQZ9p2Vy5OIPOr+QRNsiOOVBDdYKig6hbrIQNspOwXA5MPtskkBFCnDVx+xSeHWDi+F4dgY01Jq920OmKU43u8l2suHUX+749iaKDZs92YynXMYzFfMN9eJNHNL0Zw0wamY/zc0RfmpkOk+PVnG23/01248vclUmxw1EzvgQU9I0+wBD+CYpStcXnXc55KMGbubyrSp+O0DoCQvzB0wJ6vYpDn0m2aSdHfT9lbXgvtgWNx6nU7Lfvuu4YXJQnk7sETa182+qw+jlvZXpxWP280usyI67EavbGlJ/MgaMTazRfxeEiZOZuHKFe7F18O+kj26J6GEHV3Em+mgYG90eRZjFgjs3CEe6NLr/iYxcURSk+e6kem+OpDoidacESqnLl4kwiRtoweLjP41Jd7qnrTv3T0lsgL1aPJVzFWX4Ot6gnEsgIIc6Kg5sVnhtoJDlWIbyVyrtr7TTv4g5ibJkOFg/bzrGFKejNOgbP7EyjG1pwJzP4kCcx4WAJQ7mXb+npuZ4fIgYQZEhht7UHS67aQH5gWzT7cZwx/dDyVoDiiSFqAfrgJ6o0N6sukV3+T3Go+c20awpeFnC6ICEN9sRA9B5Yv0PhyJ5OXJI8h4i820FTOO49nb8aDcSmq7i/Snnqo2OwYukFhghQ89DyVlZ67/k5rxNnzWd+zuuV3kPVGfiribtnjeehaTWaryHDiveORFJv64gjzNu9+qJpoFNAryvKjtVnFBA2ZQv+y4+QObgFqmflp0MbCgOZJZlozvopFbJnKKTvMND0NiseYSqq0z11RQc6fXFirz1D4dAUDxKWmwgfbMfgWS/TERWQQEYIUe+2LtPx4hAjOekKbS5VeX+dg0bN3M/lxluZP2AriX9nYfIzMGxJN5qPCibg2194kbcAmMGdPMGHjPD9kSmNR+Cpy2d93hDuTlyLPjgMtWAHjpg+aLZdYAjD0HwtOp/rzzgvl1LAAd+3+KNJK474fYBer5KTD7uPwpptsPMwxCVDZi7k2TSS8lMJzR9Or9SZXJ60FpMrmEzzFjaGjMSFrcrfj+p0DK4qRVHQ+Y4C3EnOpzMYYjGbt3JI+5zDBckAHC5I5pD2OWbzVgyG2DKv2WtfwfwmaQBcFedE06o/X0eoF7g09Dl29yqLQVemtMdzRyJRr6+j6bOrSB/RlsT7e5zx/er7eaME6dHSXLj+rp+cFEuohuZScOQoOPPdqy+n53tn7DCw63VvdjzrQ8QIGy3vlyMNzjZJ9hVC1Ks1P+n4+D4Dqkuh+2CV53524OHtfi5jfx6Lh20nN86GZ7iJYb93I7C9J6n3/gw/bQNg64An0fo8wOz9b9J9zysAHG56F0d7TeU5XyP+xsU4j90Gai6KuROGqMUopqhK56ShccLzF/YEPEOBwX1GUYDtUpqkP4wxr5P7TKGAsq8r2VU32NafKxLXsy7sMtIt/7A34Hk6Z/yvSt+T+uoYrPMZjZr+GWrOQjTNWWpLrWXLZmgavLPd/RusivvPxQWPMLyd+wP6wIHilY3CVaOUxjqsepWoXOib04Irm/1SbvVWyfmeXr2UMqYTYV9vQzUbyBjeGk2voCtw4rPpBAGLD+G9JQGXj4nEh3tx4qk+qN5nzjNRDAqGYf44vk/DuTATw5U+Z3xNTTQbU8Dhrz3Rm6HJcBuKXsNZoJC+yciJxWbStxgx+Gi0fjifdk/lYfSWRjJnmwQyQoh6oWkw9396Zjzv/jEzcJyLR75yUngUT+I/mSwdvRNbuhP/Np4MW9wNryAdSaOnYV1xEPQ69o57m+zeIxi8agJN9nwNwLFLJ3H88reIVBRc6V/jPD4BUFG8rsIQ+RuK3r/SeeXrY9kZNIEkj6UAeDgj6ZA5mYi8291bJ5XvaJTi42xHj7Tv2Rg6giM+HxKRdxsB9kuq9NqSnXLriuLVH/SB4EpFy/8bxevKoudOnvyRePOdHMgpXlVR4dSJ2joibN+XGquoQskAf4fB1Sege+xRcpum0tFUveqthEcvBUUh4t2/afzJRjRFQWd34fIxkd8plPhJ/cgY2oq8HpUfLnk6wwh3IONYkIn5vxF1Vh5fUttH81EU2PuuFwc+8URRQLWDwUfDr5OTDpPyaDzURmCPc9+c72IlgYwQos6pKsx4Xs+8D9w/YkY+5uSed10UdtyPXZrKH7ftwlmgEnqJL0Pnd8WEncQhU7FvicNl8mD3/R+T0e5SOi28kZAjC9FQOHj1Z5zo9jCapuJKfA41zV26rPO/B33jr1DKOZ+nkIbKEZ9P2Of/Ai5dPjrNRJusF2id/TR6zaPG7zW84Hoic+8gzvsHdgU8wRVJ6ys8Jbq+KYoBnfdw1KzvUXMWoCsRyGRnj+HLjLfRsbfUhpYO+PJgO54JGFO0bXJ6v5iVke5A5up4eKIGPXWcQZ7EvdyflHGd8VsVg2bSY2/sgzPAgj3MG0eYN5pJf+aBTmMY7AueOrTjdtQdBei7131yijlIo9PLeTQbZyVxlQmdScOzsYopQMUS5v7SS6HSOSWBjBCiTjns8Ml9Bv6c7f5guuddJ6OfKK502T/jJH8+tB/NpRF5bRBDZnWGpEwShn+D83AquiBPttw3g/ywCLr/Ogi/hH9wGSzsve4nUlrfgKbacJ24GzV7NgD6kFfRhbxc6Qdrvj6WbcF3k2pZC0CQ9XK6pX2Nj7N9nbznDpmTOek5h3TL3yRZlhJmva5Oxq0Jne9odyCTPQ+t0f+Kvi977SuIse8tc70KxNj3luoFc3q/mNVNwKVAp3RwZG5mr8+Z+8aUaY6nU7C2CsTaKrD2b/IUxUOHYbAvzgWZOBZk1ksgA+7kXp9WLnxaSf5LQyTJvkKIOmPNg7dvcgcxeoPGY984ioIYTdPY/v4x1t6/D82l0WZcGNf+1gX1YCIJV36G83AqBUERbHhkLvZAP3rO6otfwj84LAHsuGmlO4hxpuGMHXQqiDGgb/ID+tBXKgxiNDRivaaxunEnUi1r0auedE2bwuVJf9ZZEAPg4WpC85yJABz0q/zogfqmeA8BxQMcx9zHMlByhaX875OCUlR1VF5FVYYFtoa4/3twvFLtiqqSzMcyS5dW1/JwoqLqpYWZtRqnKnKP6UqVVsu5Sg2DBDJCiDqRlQLPDzKydZkek4fGi/McXH3nqW69qsbfTx1k4wvuRmfdnmrKwG87YP/rKImDpqAm5WLsHM7Wp2eh0+XQc1ZfvDIOYvWJZOttf5HVpB+a/RiOmMvR8v8CnR+GpkvR+4+rcD52JZOtwWPZHnwvTl0uQdbLGZiwg+a5D1VYRlwbLXOeQNGMpFv+JsO0qc7HrypF54ni7V4tUXPc1UvFVVLlf/JqaEVVRxVVVK2McP95VbxW5Yqq05vjtb5jPt26fY3PP/ElJly7bTjjMD/Qg7q7APVI1SvHqmvDHb4s7RZM6j/F+0hyrlLDIFtLQohaS46FV4cbiT+gwydI46V5Dtr1cX9ouuwqa+7dy+GfkwC47P3WdH0sirxfdpAyfjbYXWS06c2/47/AN3kTnReOxmDPITe4MztuXIbduzFqwWacscPBlQyGCAxNl6GzdKxwPmnmv9kSfBsFhngUTU/7zDdonf1svQQwhTxcjYnIu4047x846vMZPdO+P/OL6onOdxSunPlo2fMg9LVqV0mVd6135xOwbQS9k/W84rmi2hVVADqrE12BA8V5Whm3S3X3lKkBJdCAvr8PrjU5OBZmYn6iUY3GORPVquAqAK0KOb2aCgUJOvQWDXOQLNvUtwYVyEyePJm5c+eyf/9+PDw86Nu3L++++y5t27Y911MTQlQg5l+FV4cbyUhUCI7QeH2pg4i27h/e9mwny2/5lxOrM9AZFAZO60Dr28LI/uwv0p9aCJqG5w1dWDPwW0KOzKXDsrvQuexkRA5g14h5OC3+qDlLcMbfAmoeiqWb+7gBY0S5c9FQOez7P/b6P4+mOPFytKJn6o8E2ntX+33ts63k5+xHudX3E9qbB1XpNc1zJhLn/QMnvH6hc8bHmNRyarjPAp339bjQo9l2odmPophaVKtKqtxrg3uQE9IVn5SdtIzdRmLHztWe16EZI8s0utPlO8o2v9M093JH4Z9nYBzhj2tNDs56DGT6zMiqcqM71QF73vJCtSt0fi0XzyZyiGR9alBbS3/++ScTJ04kOjqaP/74A4fDwZAhQ8jLyzvXUxNClGP3eoUXBruDmKadVN79014UxOQn2fh9yDZOrM7A6K1n6IKutLq1ERkvLCH9yQWgacQNGMeiQT8T8e/ndFp8OzqXneQ2N7HjhmU4Lf6nyquvdwcxXoMxNFtXYRBj16XzT+gw9gQ8g6Y4aZJ3KwMTttcoiHF3v32eRNc+5uc8X+V8kAD7pfjaO6MqNuK8fqz2feuKYgh0l2IDavb8Ohs39dTZSyGHyjbcqwrV0+gOTpwqhrR8Gn8QTav7F9Fi4hIC5+/HciANXZ69OHgpDGbOoDBPxrUhFzW54qMNasPg6Z6KWsnwmuY+ukBvBkuoyrGfLMT9ZqmX+YhiDSqQWbZsGXfffTcdO3aka9eufPfddxw/fpytW2t3OJsQou5FL9Dx8lAjuRkK7fqoTF7lIOTUL/FZR/KZf+VWUrblYAk2cv0fPYgY4E/qfT+T9f4aAI6MfIJDt7xAy/XP0XrtkwDEdX+U3cNmo+pNOJNfxpXwIKCi8x+PIWpRqYMfS8owbWZteE+SPZahVz3olvY1vVJnYdC8a/TeSlbtVOfcIwWFprn3ud+L17nbWgLQ+YwCQK2HQyQDY5ejc1TtF8wyh0gqChh0KDYXfmuPETRnL8akPFo8tpyufb6lw7BZtBv9CyE//Ivv+uMY0s5cKaSLNKHr4QkaOBdnVfdtVZmigK6cxaNSz5+qIo+80YZvWxcHPpXzCupbg9paOl1WlvsfZGBg+eV6NpsNm604uSs7u35PQRVCuC3/VseU/3N36+0zwsVT3zsxn/p5nbo9hyUjd5CfaMe3hQfX/d4N38YGkm/6joKl+0GvY9+YN0nsM4IOy+4ibN9PABy5fDKxlz6LhhPXyXtRM92lu7rgF9GHvl5hZdIx76/ZGfh/aIoDT0cLLk35DX9Htxq/t9N7qBSe7lzV3ikRebezO+ApMs1byDHsq9PqqOrQ+YzClfgYWv5faM5kFENorcfMDelKgW8zPLKPEXhsBamtR9d4LGegB/kdQvA4kMbBWTdgOpmLPqOA4N/2YTqZS8Tbf6GZDdia+KBzuDjy6VCsbYMqHM84wh/btnycCzIx3RNc43lVOuc8OLHIjG87FwFd3ckyhf8kVBfYknXkHNaTscNA6gYTOYf1qA7I3K3Hv5OrkpFFbTSoFZmSVFXl8ccfp1+/fnTq1KncayZPnoyfn1/RV2Rk3XbJFEKUpmnw89t6Pp9gRHUpXH2Xi2dnFwcxJ9aks+DqreQn2gnq7M2otT3xCdBIvOYrCpbuR/EwsvPBKSRfcg1d5w0nbN9PqDoDe6+dQWzv59DUU6dXZ84A9Ogbf4Oh0RvlBhBOJZ9tQfeyI+hBNMVB47wbGZCwtVZBDJQ9lbq6p1Gb1RAaFQwFIM5rZq3mUhuKKQrF0hPQUHMW1dGgStGqTMiRBbUaSrMYyBrYDPOxTHw2xGNr6kd+tzCOvzGQw99ez/Z9DxP3/OV4b03A989YQmfsrHS8ojLsVdloOfUTNLgKFP65048Ti9yJzqrTXZKd8IeJfe97svE+X/662Z/t//EhfZuB1hPyuXJRJj6tJYipTw12RWbixIns3r2bv/76q8JrJk2axJNPPln09+zsbAlmhKgnLhdMfcLAki/da+e3Pu9kzCuuot9ID/+SxOrxe1DtGk0GBjDkly7oM3NIGDQV58EUdIGebLp3GgVhTej+8wB8k7fhNHqx+/o5pDe/Fs2RgPP4dWjWHe7TqyN/RuczvNy5FOjj2RgyikzzVtB0dMh8k9bZz9W6o+7pqzGFarIqk+j5Oye8ZtE+6/Vz1ulX5zsKl3UravY89AHj62TM1FajiNr2EcFHfkdRnWi6GnyMqO7TrwtaBWJtGYDfmmNkX9kUAP/lRwiZuRv/lUcxpOZja+pHbs9wnCGVb9HoOlrQtTKjHrbhXJ6N8aa6T7Q2B2v4d3GStMqEV5SL3KN6klabyNhpxFUAfh2dtHognyYjbAR0dZbZhhL1o0EGMv/3f//HokWLWLduHRER5Sf2AZjNZszm6pcACiGqx2GDD+428PdvehRF497/uhjxSPEH/e4pcfz1+EHQoMXoEK7+vhOug0kkXP8NrpPZ6CP9+fuemWgeGr1m9cUj6yh2jxB23rCEnLBeaNa9OI5fB45Y0IdiaLoEnUfPcueSYl7LlpBbsemTMbmCuCT1F0KsV9XJ+zy9o22hkqsyZ+poCxBWMAK96kme8QiZpi1VPn+prik+oyD5JbS8P9BcORXmGFVHZpPLsXsEYypIxS9+PZlRA8/4mvK6/ALYWgaQfUUUjabvwGtnEn6rY9BZnTiDPcm5pDE5fSPJ7RFGfocQHI0rn7uiKBhG+GP/IAnn75n1EsgANL3Nys7nvUnfZkRzQEBPB51eyv3/9u47PKoqfeD495Yp6b0SSoDQe1M6KILSsYGrK3Zdsa3d1RVcV131p6tr7w17oUsX6b1J76GE9F4mM3PvPb8/JgQixcgkhHI+z5PnMXdmzn3vlcy8c8p7SBzsJqyl7HmpC2dVIiOE4N5772XSpEn8+uuvJCcn13VIknTBKy2E56+2sWmhim4TPPS5Qc+rKgrdCcGqp/ey/sVUAFr/LYmerzbDs3QvmVd9iigsx9Yqjl//+j129yHafz0YuysbV1gyG66ajSsiBatsqW9lkpkP9hRsDWei2JucMJZ9we/wW+S9CMUk1NOei7InEWTUzPvEsRVtf18MDkBBrXavjC6CiHcNJS3oO9ICv6u7RMbRGuxNwbMbUTILJewa/xtVNXKaDCdx88fE7J5UrUTmOJYg/p01RE3eQejiAwhVIWh9OnnDm1N8cT1KOyVQ1iIKM+J3e2D9wXJsfYQvkfH+XIjTY6HYa372RIOrfYlMvaFu2r9QTFB9ubS6rp1Vc2TGjRvHxIkT+eqrrwgJCSEjI4OMjAxcLrm/hSTVhfxMePIyXxITECL45xRvZRJjGRYL/7a9Monp8nQyvV5rhmvaZjKGfIgoLKegaWfm3zqdoMKNdPyuH3ZXNsWxHVlz3XJfElP0I0bqADDzUQIuxpa87IRJjImb9ZG3sTHqboRiklRyPX0yltVYEgOctKLtEQKr2hVtARLLrgUgLej7k1bUrW2Kohyzesm/OS3Hqpwns3vK6dXpVxUS3l6Dc18+uVe1ROgqBZc1ZtdnI8gY15Xi7kmVSYziNVE8FT0df7AcW+sWhBKnQ6GJuajkz8dVDUENLYIamQgL9CBfLOIkuYywfJOApdp1VvXIvPPOOwD069evyvFPPvmEm2666cwHJEkXsMO7FJ4eYiMrVSEsVvDMdC+NO/jeuL1lJvOu38z+GTkoKvR5uwUtb6lH0fvLybtvEliCwOGt+XXAJ8Ts+ZGWs25CtQzyGgxg0/AfMR2hmHlvY6bfAwiUkGHoSd+gqMfPg3CrWayKuZpc5+KK+TDPk1L0aI3PO/mz1W//SJzrCjQrCJe+v06Hl9TQkVi5/4dVPB1heVBU/7dqzm8wAFMPxFl8gJCsdRTHnXgY8Fi/H17a8fWVCJuGNzaQpLggLKdeOeSEJVBMC2HTELaju2IHbM3G3TAMK+jE16BoCvrQcLwf5eCdUoA+INS/Cz2JekM87P/WSdl+DUekgfK7LgFh+TaaVFQq/5UW79YIqGein/5G69JJnFWJzOluQiZJUs3as15hwjAbhVkK8U0EE6Z6SUzx/X26873MvHIjGUsL0ZwqAz5vTaMRMRQ8O4eCZ+cCkNbrWnYOmkD9df+l6aJHAchocR3bLv8US7VhZjyGlfsSAGrEnWgJb6Eo2nFxFNjXsTJmBC79ELoVSrfs74ktH1hr1/1nqt/+EV0EEu8aQlrQdxwO/LHuhpcCLgYtFswsRNmvvk0l/WTZAshNvpzYXT8RvXtytRKZ3ytrd7QC76EneqKY4ujQkaogKgqyhCw76Jv8O3sPjgOF7H/hUg4/ePFJ29WH+xIZY1oB4vX6KGrNT7Rudl8pER28hLQ48X4FRxKb/PU6aTMcZC6wk73ERufXikn5mxxhqGln1dCSJEl1b/08hScu8SUxye0tXlroqUxiSg6VM7nfWjKWFmIP0xk6syONhkWTe89PlUnMviHj2PGXZ2iy+LHKJOZA5wfZOngilgJm2tjKJEaLfRYt4Z0TJjGHAyazOK4PLv0Qwd5m9MlYXqtJTG1ILLsKgMOBP9bh8JKGGjoCAKuoJoeXfDVkYnZPrvZrjiuOV8GICsQbH1xl/kvYvL10afg6bfp/TuTUHZQ3jsDVLIrIydtPeQ79khAIVhGHvVhry0753NMV3Mgi+cZy9IATj3RlLbYx++JI5vWNZNfbgXjyFZxxvkq/Us2TiYwkSZUWf6fy7Agb5aUK7S+1eH6el/CKOmr520qZ3G8t+dtKCarnYMT8TsR1CiJ7zBeUfLACoSjsuG4CqYP/RquZf6XB2lcB2NXnZXb3ewVhlWAcGIJV+AW+GjGfoMU8ddzEWYFgR+hzrIodhamWEuMaQN/0VYR6W53hu+G/ONdgVMtJqW03Rbbf6iyOY6v8ipNN6PiTchsPwVI0gnM2E5C/+7TaUNwGkZO2E/X9Vt8B06rMDFwtoikY0BhvTBDbf7qWXZ+P4NATvQhZmYZWdPJdrhWHin55GADeyQWnFVd1mB7IWWEjc75vmEscDZ3gZJPQFgaqQ9Dt/UJ6/1hAhxdLyF1tw1skt8yuaTKRkSQJgKlvaLx8gw3Dq9DzKpOnp3gJ8n0ekLGikMn91lByoJywlEBGLuxCeAOdzCEfUDZlM9g1Nt/xPzK6D/MVutv+ta/Q3RWfc7DrwwhvBkZqf0TpPFCD0BtMRYu46bgYTNysi7qZbRFPAdC46F66Z/2MTYSdwTtRc3QRTFz55YCvV6auKEGXghoCxmGE6/jl5afDcEZQUL8fANGnWRxPL3QT/95aoo8kMppa2SvjSQol85YO2HLKsBw63rhgXC2jMSIDiPpp2ynbtR0pjje14LTiqg6jRGHbS4Fs+z/fvC7laOgEJlk0ucWFUaoQ0tQkONkirIWBPUJw8CdZMqSmyURGki5wQsAX/9T48CHflLlh9xg8PNHAVjGfcv/MHKZfvg53vkFst1BGLuxMgOYm45K3cS/ZhzcghHX3fEZBsw50/LYfkfvnYtiC+G3UdDJa/RXh3ol338WI8nWgxaA3+hU1ZPBxcbjVbJbG9edg8GcoQqNd7lu0y/8fKud2VbGEsisBSA88vY0Wa4KiOlCDffe8NvZeOt1NJL2xQdgyS/HGBKKUHzPfpKJrw1MvBE+9EKK/21L5e0nXROI+WH/KdvUrwsCmYO0ox9xeflqx/RFHpKD0oEZgfQvjBNNeghqZBNY32fupb3ZvQD2T6Iu97PlYzvataTKRkaQLmGnA/+7Q+f5FXxJz/QSD214x0SqmrOz4PJ1ZV/6GUWZRf2Akw2Z3QsspIL3vm3g3Z6DFh7DuoS9xx0TS+ZuehGatwxMQw/prF5DXaBBW2Qq8+3r6Ct3ZU7AlL0MN6HJcHEW2LSyMv5g853JsZgTds2bSuOTuM3krak28ayiK0Cmyb6ZE31lncSihI4Ea3g27iW/uTdjhZdhKM6v1mt/Pk3G1iCZgZx623Ir5LNbRWjFCVdDzy1G8vuEwb1QAuVe2wAo49ToVJUxD6+8roFebvTKhzXzVfT15vo/SY0ftNAeYZUrlUJI9SlBvmBujSD2tFevSyclERpIuUO4yeOEanfmfaaia4N73vYz+h1lRqkOw/uVUFty2FWEKmt0Qz+WT2mNtSSOj/1uYBwoojUtm8T1TUG2ldP6mJ4EFe3CFJbP2uqUUx3fFKp6GkdofzBwUZ2dsyUtQHE2PiyPLOYdF8d0ps+0l0NuYPhnLiC2/rA7uSO2wWxGVlYcPB/5UZ3GowVeAYgPPdoT71BNmq8sdWp+iuC4oCGL2TD2tNnLGtCZoYybhc/dWBOr74NezS0l8fSVqqYeCyxr7HtNU8oY3Z9+rA8E49Vwf24hwALxT8k8rrupocE05+et1shb6ui+PrFYy3bDvcyflWSpxl/jqDqkaJA5x0+m1IixvrYV0QTqrll9LknRmlOTDv0bY2L5Cxe4UPDzR4OLhFdV6LcGyR3ex6X8HAWj/9wZc/EJTXHN2kD3mc0SZF3uX+iwe8zXBOWtpO/VKdG8JxbEd2Xjlz3iC4jHzPsBM/xtgogQPRk/6FkULPi4OX6Xe+xCKQVR5X7pl/4DDqp2di+tSQtkosgLmkB44mWZFj9dJDIoWhhJ0KaJkFlbRZLSYmokjO2UUoZlriN49mcPtbv/Tr88bmkJZ21gaPTQXPb8cV/MoFI9JxIxdxH7+GznXtKK4+9GtaozIAIzIPx6e0YeGw7gDWKvLsA57UBP9r5/ze4nD3IQ2N9nweDCWgW9HbAGHpjjY8nwQ0d29xPU7WkAxIN4iIF5WAq5pskdGki4w2QfhsX6+JCYoXPCvWd7KJMb0WMwfu6Uyien+cgrdX0yh9Mu1ZF35CaLMS26r3sy9YSqRB2fTftIQdG8JeQ0uYd21v+IOjMPMehYz/Q7ARA27Eb3B5OOSGIHFpoiHKir1GiSVXE+PzNnnZRIDkOAaAUIh37ESl5ZWZ3GoIRXLsGthnkzkgXlonuI/34CmsuetKyjuVZ+Gj8+nxajvaH7dT4TP30fawz3Y+/ZgrEDbn64grCbY0C4KAsCYVvjn46rOOTTo9GoxwU1MVt0eypzukczpEcnONwJpdEM5PSYW4ogWJ638K9UM2SMjSReQQ9sVnh5sI+eQQmSiYMI0L43aVlTrLTGYPXoTh+bmoeoK/d5vScr18RS+8iv5T8wAIKPbcLaNfYGkDW+S8qtv5/nM5mPYevmnWJqGmX4XVv77AKgx/0SLeea45dWGUsLa6L+SHjgZgFb5z9fIztVnM6eZQKS7O3nOZaQHTKZxybg6iUMNGYGZ/jeEayXCm4Ziq+d3m2WRLSmLSCEwfxeR+2aR3fyP93P6fZVfV6sYdkwcReiSg9iyy/DGBuJuFI6rWdTRar/V2HX89/Th4ZgrS/FOLcB+Z8yffn11RHf30uubQtJ+tuPJVdGDBSEpJhEdvTgifX9bv6/8K9UsmchI0gVi23KFf4+yUZynkNTc4pkZXmIa+B5zZXn4efgGstcVowdpDPq2LUkDIsh/dBpFry8G4MCAW9g96hGaLP0HDVf7Ctod7Hgfu/r/FyHcGAdHI4qnAApa/P/Qou45LoZyNZMVscMocKxGFXY65n5M/dLrz9QtqFMJrpG+RCZwUp0lMootASWgO8K1HKt4ClpkDUyoVhSym4yk4ZqXidk9qVqJzIlYIQ4Krjh+DpU/9OHhuJ9Mw/y1GFFgoITXzkeeM86iyc2+1VF/sK+lVAtknihJF4C1s1T+ebkviWnW1eKFX44mMUWpLib3W0P2umKc0TaGze5IUr8wcm7+pjKJ2XXlY+wZ9SAt59xcmcTs7v0iu/q/hjDzMVIH+JIYxYFe/6cTJjFFts0sTLiIAsdq7GYUvTJ+vWCSGPDNkwHIcf6KR629Cah/RK1cvVSDVX5TfNcWvXcGilm9TTVPVuUXq+aW9GjNnagtnOAVGDOLaqzdkzk2iZErk84cmchI0nlu3mcqz47S8bgUulxh8u85XsIqetlzNhQzuc8aCne7CG7oZOSvXYhp6SBz1CeUfr0edJUtN7/M4X6jaTd5BAlbv8BSNLYO+oQD3R5FGIcwUvsgXMtADUdvOLvyg/JY2Y4FLI7rjUvfT5A3hd4ZS4n0dD+zN6KOBRtNCfW0QSgmGQHT6iyOI1V+RekvCLOgRtosSrgId1A8uqeIiIML/GushvdG0s/A6qUjju2Jkb0yZ45MZCTpPCUETHpV43+327BMhf7XmzzxvYHTN/+Rw4vymTpgLWUZHiLbBDPy186ERFhkDHqf8rk7Me0BbPjb++S17UHH7y8hKnUWph7AppFTyWhzE1b5b3j3XoxwbwW9HrbkpahBfY+LY3/QJyyLG4hXKyCyvCd9M1YQYjQ/w3fj7HC0ON7kOotBcTQDR0vAwCqZWUONquQ0GQ5A9J/Ye+lMOLIM25hbhPDKbpLzkUxkJOk8ZFnw4cManzzumxMw6kGDBz4+Wq13709ZTB+8Hk+RSUKvcEb80gmHp4z0vm/hWXMQNSqQdX//nLKkBnT6phehGavxOKNYf80v5DYejFW6GGNfXzAOozhaY0tehuKsuheSQLA97F+sj74FoRjUKx1Dz8x52K3IM307zhoJLt+qoSznLAyldjY0rA499j/oDeeghlxVY20e3URyCtVdpnPS4aUapHYKxPlBQ4I3t0GxyW6S85FMZCTpPOP1wGu36Ex7w5fE3PyiwU0vmJVd3VveP8Sc6zZheQTJI2MYMqMDyv5sMvq9hbE7B1dkPZbd+xMiCDp/3Z2g/J2UhzRg3XVLKUq8GKvoR4z9l4FVgBLQAz15MYq9QZUYLDysixrL9vDxAKQUPk6XnK/QuLB3/w3zdCTAaIipushyzqmzONTQ4ajBl6GoNVdbJb9+fwx7CI7SdELTV9VMozUw0URRFexjo1ETzuxWF5bxx8+RaoZMZCTpPOIqgWdH2vj1K1+13r9/4mXU349W6139zF4W37MDBLS8LZHLvm6Ld1Uq6Ze+g5lehK1NPGsf/Qa79wAdv+uLozSDkui2rLluGWWRzTHz3sE4eC0IN0rIKPRG81C0iCoxeJVClscO5WDwFyhCp33uu7QueOG8Xl5dXQoKCWUjAcgIrLnJtmcDoTvITR4CQIy/w0uWIPnvs+nc5A3sh2p/km5NskxYPjaUSQkxlB6UH7FngrzLknSeKMyGf15uY8M8FWeQ4J+TDPpf7+vit0zB4nt3sPa5fQB0fiqZPm+1wDVlE5lDP0QUlZOf0pX5t0wnLGsJHX4chM1dSEG93qwbvQh3cCJG5lOY6XcDFmrEHej1v0dRq1ZYLdMOsii+B9kBc9GsIC7OmkZyyZ1n+lac1Y4kMukBU7E4v762HymOF717kn+9KapC0PoMHIeKiZy6o2aCO0NUDUr3a3gLVdKmyZ2uzwSZyEjSeSBrPzza18bOVSrBEYJ/z/HS+XJfEmOUm8wds4mt76eBAr3faE7XpxtT/P5ysq+bCG6DwBFt2Hjfx8Tt/JI2065BNT1kNR3Fhqtm43UEYR6+HSvnOQC0mGfQEt5FUbQqMRTY1rM4vgfF9q04jXr0zlxEXPnlZ/xenO2i3L2wm9F4tTxyHYvrOpyTEsL83e9/nJjkJl+BpdkJyt9JYN62ap3nZPNk8ob7JoRHTttVrXb8Jcyq11ed6z2ZpOFuwLdVgVT7ZCIjSee4fRsVHutnJ323SmwjwUsLvTTr6nsTdhd4mTF0A/umZKM5VAZ+3ZZWd9Qj/5nZ5N3r+9ac1nsM0wd+R8NVz9N8/t0oCNLa3cnmYd9jagLjwJVYBR8BKlrCe2ixTx9XrTfLOYfF8b1x6YcI8bSkT8Yywj2d6uBunP1UdOJdwwBID5xUx9EcJYRAeA9jFkzESLsJ49BojEN/wcx5FWGVH/f//ERMRyh5DS4F/B9eyh3hS2TCfk1Fy3f51daJCCGwDnvwfJmL69ZUXH/ZS9lf9+J+LRNRblXrek+m3ghfIpO9yI47Tw6p1jaZyEjSOWzrUoUnLrWRm6ZQv6XFiws8JLXwJTGl6W6mXLKO9EUF2EI0Bk9rT/KIaHLH/Ujhc/MACHvqMnaO+SfN599N8op/AbC3+wR2DHgHYVUUuiuZDooTvf4ktMg7jothf9DHLI8diqmWEuO6lN6ZSwk0Gxz3POmoyuGlwCkI6nZJsDByMPPex9jTBu/u5pgZD2GVLgT3NoR7J2bmoxgHr0J4DlSrvZzK4SX/5gC5m0RQ2joGxRRE/Lzbr7aOZeUYeD7MprTDVkrabMH92CGMxcVY28uxdrlxP3EI1+g9WAeqV9jvREKamIS18SJMhcM/y16Z2iYTGUk6Ry2bpPL0FTbKihRa97Z48VcvURVb5xTsLGNy3zXkbS4hMMHOiF86k3BRCNljvqDkw5WgKGz/yzNMifs/2ky/lnqbPkAoKtsHvENqj/EI70G8+3ojXMsrCt3NRQ0dXuX8vuXVz7I++laE4qVe6Ri6Z/2M3Yo4QbTSsWLLL0OzAnHpByi0r6+zOKyS+Rj7B2BmPgxaFGrUg+hJE7E1Xout6Rb0xqvQ6n2E8OzAzHuzWm3mNBmOQCEsYxX2Yv82yMwb3gyAqCk1M0/G+KWIsst3Uv7YIZQoHfv9cQR8mkzwipYEb2xN0LIWON9rhLnTjeftLL/OdWR4KU0OL9U6mchI0jlozscqL47R8ZQrdB1sMmGal+CK/CFrbRGT+62hOLWc0KYBjFzQhYiGOplDPqBsymZw6MR8fQNZ3S6nw4+DiNk9GVNzsGnYDxxuf5ev0N2+HuDZDnpSRaG7XlXOb+FlfdRtbA9/GoBmBU/RJecrVGpuOe/5TBMBxLp884cOB9TN8JJVNAXj4CgQAr3e5+gNZ6PHPuNblq1HIoSBoqiooaNRgwYiqlk8zxMUT1HCxQDE7JlardecdJ7MSN/wUvicvagub7XaOhnv1ALKrtkDAgI+TiZwRgrO8YnoA0JRInWEIVBUBdu1EegDQjFm+7dj9pHhpfS5DoyaHxmTjiETGUk6hwgB3/xb4827bAihMPBWk3/8YOAI9D1+cE4uUwesozzHS0znEEYt7EKg00PGJW/jXrIPJdTJunGfMungLXT6tg/haYvxOsLYeNVsclJGVRS66wNGGoqjFbbGxxe6M5RSVsaM5EDwxyBU2uW+SavCZ+Xy6j8pwTUSqJt5MkJ4MQsngh5bua2EogYghIUQJkIIFMVXh0hRnQhvKugJCKt6RfyO7L0Us+snv+Is7RCPu34oWpmXsHn7Trsd4RV4v8pFibUROCMF24hwlAAVYQmEKXzXq/v+/SpOFbHfjZJgQ5RVr7DfiUR0MAhsYGKWKWTOk70ytUkmMpJ0jjBN+OBBja/+5fuAufpRg3FvG2gVG/ru+iaDmSM3YpSa1Ls0kmFzOqHnFZDe9y28mzPQ4kNYed+3eKJC6PJ1D4JzNuMOSmDd6MUU1O97TKG7QpTAXujJS1Bs9avEUK6lsziuD5mBP6NZAVycPbXOdnI+18W7hqIIjWL7Fkr0mpsDUi1mPsK1DjXsehRbPEIYFcmLiqJolRNdhZmPmfsWomQWavAgFDWwWs0fqfIbfuhX9PLq7XF0wl4ZRakcXoqctrNa7ZyIyDcwN5RhGxOJGm9DGBXJi6qgaMrR68038LyThTG7CP2yMJTA0/+IVBS5eulMkYmMJJ0DPOXw8l90pr+loyiCu/7n5cZ/H63Wu/G1A8y/cQuWIWg6Oo7BU9ojth8mvd9bmPvz0ZtGs/ieyahqIZ2/6YWz+AClEc1Ye90ySmPaYua9h3HwmopCdyPQG845rtBdib6LRXG9KHSsw25G0zNzPvGuIXVwN84PdiuC6PJ+wJnvlVH0WMAEswhhlaEo+nGrdCzXBsys8ZiZD6OEjESNqH49IFdEU0qiWqNaBlF7Z/gV65HVS5HTd4Fxej0kaqwNTKDYRJRZKLpy3PWaG8pw/+sw5Y8dQh8ejv32aL/iBqg3vByAtBkOWem3Ful1HYAkSadWWgj/GW1j4y8qul1w/4cGfcf43tCFEKx6ag/rX94PQJt7kuj5f80on7eTrGs/Q5R5KWrYho13fkho9graTLsGzSijML4bv42agScgCjPzn1g5/wZAjbgDLeHt42rE5DqWsiJmOF4tj0BvY3pmzSHIaHJmb8R5KKFsFNkB80kPmEJK0SNn9Nxq2F+x8t8B1YkaMgzQQLgQZSuxSqYhXKtBDUGNvAct+lEULfhPtZ/TdCTBuVuI2T2ZzFY3nHacxT3r441wYsspI3TZQYr6NDytdmx/icT7fjY4VPShYaAp4LIwV5VizCjAXFOGEqJivzsW+0NxKMHaHzf6B2J6ebFHWnhyVbKX2ojr6988H+nEZCIjSWexvHSYMNRG6iaVgGDBkz95adfPt1zX9FosvHMbOydmAHDRc03o8HBDSr9aR87t34Fh4bysGQuHfEHMnh9oMftWVGGSk3yFr0aM7sBMvwsr/30A1Jin0WImHPdNNT1gKmuix2CqLsLdXbk4axpOK+7M3ojzVLxrOL9xD3mOZZSrmWf0vmpRD4CiYGU/j5X7X0AB4QE1BMXZFi36KZSQwagBnU+r/eymI2m08jkiU2ehel1YtoA/fE35x2Nx3vJZlWPCppE/JIXYiZuInLrztBMZ+31xoCh4XkzH879MUACPgBANrU0AjicS0K8IResUdFrtn4iqQ+IQN6lfBJA2zSETmVoiExlJOksd3g0ThtnJ2KMQHid4eoqXpp18SYy31GTe9ZvZ/3MOiqbQ950WtLgpkcLXFpL/6HQAMroOY9vw56m//nWaLn4MgPRWf2X7wI+wFAPj4JWI4mmAgpbwDlrk8UMHe4Pf5rfIe0GxiHNdQdfsH9BF9eZJSH8s0KxPuLsLBY41ZAROoVHJ8XV6aouiR6HFTEALuxGrdC4odhS9HmgRKHoC6PF+bSpZHNeZ8uAknCWHiDgwj9wmw067rbwRzSsSmR2kvjwATqNYnRql43g6AfsNkRjzi8GuoCbaIEJHjbehxOso9pqfbZE0wpfIHJripOPLJacTuvQHZCIjSWehPesVxg+xUZSjENtI8OxMDwkVIznluV5+HrGBrFVFaE5ftd4GV0SS9/h0il5dCEDo/b35pdmLNF38KA3W/heA/V0eZk+fFxFmAcaBEYiyJb5Cd0lfooZeWeX8AsG2sKfZGe4bcmpYfDvt895C5czuIHwhSCgbRYFjDekBZzaRAVAUFRxN0RxNa6NxspuOpP6GN4nZPcWvRKbgssaYATrO1EICf8uirP3p9VwpqoLS1Im96ZnbhT1+gBstQFC2X6Ngo05EBzlZpqbJyb6SdJbZMF/hHwN8SUzTThYvLzqaxBQfKGfKJWvJWlWEI1Jn2OyONBgYQc5t31UmMbtHPcKUlLdpNevGyiRmV9//Y0/flxHGYbypvXxJjBqG3nDOcUmMhZd1UWMrk5gWBRPokPeeTGJqyZFl2NkB8/AqxXUSg/CkVllafap9hn6/B9OpVFb53TPVty30abICbRQMaAzUTHE8K9VdZWn1qa/Xv8rLeiDEXyZXL9UmmchI0llk8Xcq/xpuw1Ws0Lavxb/neomI9z2Wt7WEyX3XkL+tlMBEByN+6Uxsu0CyrvqU0olrQVPZOvY/pPUfQ7vJw4nf/jWWqrPlii842OUhrPItePf1BPc20OuhJy9GDepd5fxepZgVscM5GPwFitDokPshLQrHyxoxtSjE25IgbwqW4iEroHpF52qScegveHe3RpQtqzx2qn2Gfj8R/FQKkvrgdUZgd2UTdnjZH7+AUxTHG1GxDNvP3bDL/rqXkg5bMZeXVB479fX6/2+/ssrvVJnI1AaZyEjSWWLamxr/91cdw6vQ+xqTCdO9BIb4HktfVsCUS9ZSmuYmomUQVy7uQlisQsag93DN2o5pc7LxrnfIbd+Ljt9dQtT+ORi2IH4bNZ3MVjdglS3D2NcLvAfA3gxb8jJUZ9sq5y9XM1kS15esgFloVgAXZU+hUcmtdXAnLiwKCollvrorh+uiOJ5VDsIFonpDHqJ8K96D11TvuZqNnMa+IaWY3f5dW/7gFISqEPRbFo59BaffULkAlwVG9XpazDWlmOurVwjwZBKHulE0QcEmGyV7/V8NJVUlExlJqmNCwOdPaXzwoI4QCoPvMnnoCwNbxZe3/TNymH75etx5BrHdQhnxS2eclov0fm/hWXUANTKQ9X//jNL6Den8TS9CM9fgCYhm/TW/kNdoEFbRVIzUAWAVoAT0wJa8DMVedVPHEn0ni+N7UuhYj92MoVfmr7JGzBl0ZBPJzICfsTj9zQpPh540EXtrCzXk8mo9X1iFiKJJWMXVqw+TXTG8FLN7su8fezWcqFfGiA6kqLfv360/vTIBnyUT6u6MPiisWs/3Ti2g/Kk0zI2nn8w4IgUxvX0rltKmyV6ZmiYTGUmqQ6YBb9yp88NLvnn3N/zL4M7XDdSKv8xtnxxm1tW/YZZbNBgcxbA5nVAP55De902MndmURySw7N4fsIJVOn/Tk8D8XbhCG7J2zFKKE7ph5n9csZ+OCyX4CvRGc1H0qCox5NtXsSi+B6W2PQR6k+mTsZQIT7czfSsuaBGei3AY8RhqEdnOX87ouRU1ECEEopo9Moq9MUpgD6yCz6v1/LxGAzF1JwGF+wjO/s2fUI9W+fVjnkx1q/UK05d06f1DEFlePJ/knPY5AZIqiuPJeTI1TyYyklRH3C544VqdeZ9qqKrg7re9XPu4r1qvEIL1L6Wy8M5tCFPQ7IZ4Bn3fDnP9ATIufQfzcBG2lnGsffRb7MYhOn3bB0dpBsUx7Vh73TLKIlIws/+NefhWwEINvwW9wdTjSsynB0xjSdwleLRcwt1d6ZuxgmAjpW5uyAVMQSXBNQKA9MApZ/78igJolRNbfYnNSXpP1AjU4IFYJbOq1bZlCyKv4UAAovf4d215w31VfkOXHULPLvWrLWNuEd6ffRtDHnutotTE+KUIRfPNjdEuDkYfHIbxXfW2WjiZesN882Ryltkoz5JzzmqSTGQkqQ4U58E/L7exarqG3Sl44nuDy2+rqNZrCZY9vIuVT+0BoOMjDen/USvcM7eSecX7WAUuCpp0Yv5t0wnNXkqHHwehe4rIT+rD+msX4g6Kx8y4HzPrnwCo0Y+jJX5YuQngEfuDPmVlzEhMtZQY12X0zJyPw4o9szdCqnRkeCkjYAqC09+s8HQpytGy/cf+93HPU+0ogb3AKsEqq94E3iOrl2J2+TdPxt0wjJIOcSiWIHLGrtNux9rjpvz+Axg/ViQnx+RsxqISyobvxsr2DQUpASpatyAQwq/hpaCGFhEdvQhLIW2G7JWpSTKRkaQzLDcNnrjExvblKkHhggnTvVw0zPfBZXos5o/dwqY3DgLQ/aUULnquKSWfrCLr2s8R5QbZ7S5hw/2fELfrS9pMuwbV9JCVciUbr5qN1+7EPDQGK+8NALT4/6HHvVDlQ0kg2B72DOujbwbFokHJzXTPmoFNhJz5myFVii7vj26FUK6nk29fdcbPb5X+ilU0BatsBcKzB6tsGcK9A2EWItzbEd503+7YZgFokSjOtlgFE6vVdk7jYQhFJSR7A87C1Gq95uSrlyr2Xppy+ptIKjEVO3s39BX8U9Sjfx9aigMlWMWYUnBMMAJ0BSvdv8q89Y6sXppy5urYXAhkQTxJOoMObFWYMMxGzkGFyETBM9O9NGzj+zroKTaYfe0m0ubnoeoK/T9uRdPRcRQ8P4+CCbMBONzzanZc9wyNVj1H8vJnADjU/i52XvImQpRiHLgSUTofFDtavU/Rwq6rcn6ByW+R97Ev5G0AUgofo1XBC3J59VlAw0GcawhpQd+QHjiJSM/FZ/T8Zvr9CPcmUGwgvKDYQXH6/lt1ghoKoty3hYEWjnBvRZhF1WrbGxhNQb3eRBxaSPTuyRzq/MBpx5k3vDkNnllE+Ly9qCUerOA/X31YCdVQInWs3W5EgYESriO8AsWmgF1FibHh+V8WSowNvXcw3om5YIJ+sX/bFySNKGfzM8FkzLfjLVGwBftXo0bykYmMJJ0hO1Yp/Gu4jeI8hXrNLMZP8xKf7HvMleXh5xEbyF5bjB6kMejbtiRdGkHe36dQ/PZSAFIvv5N9w+6j2fxx1Nv0AQB7u08gtfvTCCMD48AViPKNoAaj15+CGnxJlfMbShmro0eTGTgdhEL7vLdILvnbGb0H0qkllI2sSGQm07rgxTN6bi3xPV8tGT0ajAyEkYOihSHMXDAyQA0GqwThPQRqMErQJQjPboSRVbGb9qllNx1JxKGFxPiZyJS1iaG8cTjOvQWEz9lL3pUtTqsdfUgYno9yMLeUo/cM9iUx4FuWrYASqeG6do9v3MKu4PxPEkq4fx+ZYa1NgpsYlOzRyZhtp/5Vbr/ak3xkIiNJZ8Dqn1VevE7H41Jo1tXi6aleQisWDxXtdTF9yHqK9rhwRtsYPK0DMW0Cyb7hS8p+/A0UhZ3XPMnh3tfQevpoYndPQigqOy59i8Pt70K4d+PdPwi8e0GPQ28w47iN/jxqHitjRpLrXIxqOemc+wX1yq6ugzshnUqc6wpUYafEtpMi21ZCva3O2LnVwIsh8PheICHMyiJ4wnKhqL7NH4WZj6JFVLv9nKYjafbr3wlPW4ytLAdvYPQfvuZEm0iiKOQNb07iayuJnLrjtBMZ2w1ReD7Owf3kIdSJjRFlFtbGMtzPHEa/KgLb9VGYvxRhHfCgtg7ANqr613oyiuIbXtrxX51DUx0ykakhco6MJNWyBV+qPH+1L4npfLnJv2YdTWJyNhYzud8aiva4CEl2MvLXLkSn2Mkc/hFlP/6GpdnYfMsrZPQYTocfBxK7exKWZmfzsO853P4uLNcavPt6+JIYW2NsyUuPS2LKtAMsiu9BrnMxuhVKz6y5Mok5S9lEKDHllwKQHjD5jJ//2NVKQlgIYaEoWsVx62gSY3n+VBIDUB7WiOKYDijCInrvNL/izD0yT+bn3Sje09v6QK1vx/lsPcxNLkqabKKs/w5cd+wHu4ptdCRaMye2O2JwPp+E/fqoai/b/iNHqvwenunAkpth1wiZyEhSLfrx/zT+e7MN01Do9xeTJ380Kqv1pi3MZ8olaynL8BDZJpiRv3YhONQgY8C7lC/YjRLsYOM971PQoiOdvu1DeNoSvI4wNlw1h+yUK7FK5mKk9gczG8XZCVvjZSj2JlXOX2jbxOL4XpTYdhBg1Kd3xhKi3L3q4E5I1XVk9VJ64OQzfu6qK5dU36aSlcfVylozx+6KLcq3IqzqLYXOTvFVMI7eXf1l2Cea9Ft8cT08sUHoBeWELjpQ7bZ+zzYmksCZzbA/Ho/WORDHg3EE/tAErZUvYTt2EnBNibrYizPOxFugkrXo9HcXl446qxKZRYsWMWzYMBITE1EUhcmTJ9d1SJJ0WiwLPnlc47N/+EZvRz1o8MDHBnrFvot7fszk56Eb8BabJPQJZ8QvnbCXFZPR7y08G9LwhESx6t6vccdF0+XrHgTnbMIdFM+60YsoqN8Xs/BrjP2DwSpBCboEvdGvKHrVHYFzHItYHN8Ll36QYG9z+mQsI8zb9vehSmeZ+LLhIBQKHKtxaYfqOpwqjizht8qWYhz+G56djfDuaYOV9061Xn+kym/k/tmoXj/qwGgq+UN99Y78KY4HoHcLwjEhkcCpKTj+mYja2IGwBFaaB2NpCd5v8nD/L5Pyxw/h+SIX64B/lZdVzbdlAcjieDXlrEpkSktLad++PW+99VZdhyJJp83wwn9v0pn0qu9N/6YXDG7+j1lZrXfzu4eY+5fNmG6L5BExDJneAfZlkt73LYy9eejJkax95Buwl9Hpm144iw9QGtGMtdctozSmHWbua5iH/gIYqKFj0Bv8jKJVXTqdFvgjy2IHYahFRJX3oU/GMgLMpDN7I6TT4rTiiXR3ByA94MwXxztCiONr2Vglc/HsSMTY1xureLKvB9DeHKvop2q1WRrdFldYMppRTmTqHL/iq6zyO21ntbc+OJljyxOYO8vxvJ2N67ZUyq7cjWvsPtzPpuP9Mpfy21MpvWwH3h/9K46XVFEcL22agxPcZulPOqsSmSuuuIJ///vfjBo1qq5DkaTT4iqB56/WWfiNhqYL/v6xlysf8o3hCyFY/a+9LLlvBwhodUc9LvumLd5le8kY8C5WVgnF9Vvy613TCCjbTqfv+mN35VAU14V1Y5bgCm2EkfkEZsbfAVAj70FL+hJFrfqtbl/wO6yOvgZLLSe+bDg9MmdjtyLP+L2QTl+CayRQN1V+heXGKvoJq+g73+/Cqpw3ozhaogYPBC0GvcFU9KSv0GKeQrhWVG8ptqIcs/eSf8XxCi5Jxgy240grJnhtul9tge/v0/NpDq6Ru3E/dBCR7sX+t1gCFzQneHVLAuc2J2h5S9RmTsrvO4AoPr25OQBxl3jQgy1caRp5a+WaG3+dVYnMn+V2uykqKqryI0l1pSgXnhpoY81MDXuA4B8/GPS/wfd1yzIFi+/Zwdp/7wOg85PJ9H6jOa6ffiNz2EeIYjfOfk1Y9+CXRKTNpt2koWhGGbkNB7L+2gV4AsIxD9+ClfMfALTYF9Di/1c5hwF8he62hj/Fxqi7QREkF/+Ni7J/QkMW3zrXJFTshp3jXIBH9e/b/59mFWLmvY1V+C1wZK5MxbwZWxJq+G1g5oDiRNHjUBytQIvEKvqhWs1nN62YJ7NnGopZvdmuJ5onI5w6+YN8c8L8HV4C8H6YQ/ld+1GbOQmcmULwhtY4JySi9whGbeRAa+FE6xiI8+lE3/OnFpz2uTQnJAzyDVEdksXx/HZOJzIvvPACYWFhlT/169ev65CkC1TGPni8n41da1RCogTPzfXSdbAviTHKTeaO2cTWD9JQVOj9ZnO6jm9M8TvLyL7hS/CaZHW6nJlXTSFxy/u0nvlXVMsgo8Vf+G3UNAxdxTgwEqvgU0BFS/wQLebxKt3hFgYbIm9nZ9hzADQveJp2eW+hoNXB3ZD8FWw0JcTTGqEYZAZUb5fpmqLosWBkougxCKu88nhlr4wtCWz1sAq/qfi9HkpAN6z896rVfmFiDzwBMdjcBYQfWuRXrEc3kTz9Kr8A1l435U+loQ8Jw/lGA7T+vqHaKnsweSrGgAJUCFYRmTVV5VfOk/HXOZ3IPPHEExQWFlb+HDx4sK5Dki5AB7YoPN7PzqEdKtFJghfme2nezfcG6C40mDFkA/umZKPaFQZ82YZWt9cj/+lZ5D0wGYQg5K7ubL71FRove5KUhQ/52uz8IFsHf4ElijBSL0WU/AxKAHqDKWgRt1Y5v6GUsjJmFPtDPgKh0iH3Q1oWPiOr9Z7jKoeX6mCejOJoiXDvADMXoGIZ9pF/TyqY+b6KvwBaFGro1aAEVK9xVSOnyTDA/00k8wc3xbKpBG7Pwbkj97TbMZaWoOgKjscTUOvbj16rOLoLtmL3fVx6v8xFZBvo/UP9ij1xsBvVJijaoVO0Q37h8Mc5ncg4HA5CQ0Or/EjSmbR5kcJj/W3kpSs0bG3x8mIPDVr53vhKD7uZesla0hcXYA/VGPpzRxqPiCb3bz9Q+J/5AOwd/gBT23xAyzm30XDN/wGwu/eL7O73CsJ7CO++3gjXCtAi0BvNQw0ZWuX8HjWXZbGXkRk4HdVy0i37RxqVVE10pHPTkWXYmQEzMRXXGT23GvYXRPkGrBLf1hhHhjCFkY2Z+ypYpb65MoCiaKghI9ES/le5PPuPHBleitk1ya+JumaYk8J+jQCImnr6w0tKpIYotyqTFmFUJC+qUrkLtrGqlLIb9uJ5NRPbDVGo7auZuJ2EPUwQ2883vJQ2VfbK+OOcTmQkqS6tmq4yfoiN0gKFFhdbPDfPS1Q932MFu8qY3G8NuZtKCIy3M3xuZ+K7BpM1+gtKPl4FqsL26//FgcvG0nbqSBK2fo6laGy9/FMOdHsUq3yTr9CdZzvoSb5Cd4E9qpy/VEtlUXwv8pzLsZnh9MyaT2LFt3jp3Bfu6UyAkYSplpLlnHdGz62EDENxtsPMeAAz5xWs4hlYRZMwMx/DyvsfauholGP+PSp6JKqz3XE7rJ9MfoNLMWxBOEsOEZK5tlqvOekmkkeGl6ae/vCSPigMJVDF899MjJUloPmGkoylJbhfTKd0yC5cw3dhLinB8WISAf9rUCM1ZpJGVCzDlomMX86q6dIlJSXs3r278vd9+/axYcMGIiMjadCgQR1GJklVzfpQ5d17dCxLodtQk0e+NHBUfEHLXF3IzBEbKc/xEtY0gCEzOhIULsgc/AHupfvAofPbza9T2KwjHb+/lLD0lZh6AJuHfU9u4yG+Gh37h4JVAI6W2BrORrFVnf9VZNvMstjLKdfTCDCS6J41i1Bv6zN/I6Rao6AQXzaSfaFvkh44mQTXsDN3bkVDT3gPI/MRzMxHKo6qoCegRj+GFv0EihqIEKLKXK3qsmwB5DW6nNhdPxKzexLF8V1OO9a8Yc1ocu8sQlamYUsvxpvw53dxV3QFx7P1cD+fTtnQ3SghKqKkYk6MAkqkjj48HNvVEWh9js6fOZ1rP1a9oW7W3AO5K+240lUCEuRa7NNxViUya9asoX///pW/P/jggwCMHTuWTz/9tI6ikqSjhIAfX9b4/Cnfn86lY03GvX200N3BebnMvmYTRqlJTKcQrpjSHrtRTsYlH+LdkoES5mTtbR9RHhdLp296EZS/A68zko2jZlCUeDFW0WSMQ9eBKEcJ6IHecPpxpeCzHb+yMnYkhlpIiKcVPbLmEGDWO9O3QjoDEl2+RCYjYBoC84xO3lacrdCTvkGULUaY2ShaLIo9GezNqlT8PV3ZKaOI3fUj0bsns7fXc6fdjjcxhOJuiYSsOkzktJ1k3tH5j190AvabotF6BmN8l48oMHy7YYfraG0D0HoFo8bZqjzf3yQGICDRIqqbh9xVdtKmOWh6x5kdQjxfnFWJTL9+/arMEpeks4lpwvsP6Mx8z/dhcs1jBjf8y+TI+9murzNYcOtWLENQ79JILv++LeJQHulDP8A8UICWEMqy274Eh5dOX/fEWZJGeUh9Nlw1m7Kolpj5H2Mevh2wUEKGoSd9g6IGVonhcMAk1sRch6W4iSrvxUXZU2SNmPNYVHkfbGYEHi2bXMcyot29z+j5FS0EJWRwrbSdmzwES9UJzt1KQP4uXBEpf/iaE24iCeQNb+5LZKaefiIDoKU40Z5MAHyTfI/Mj4FjVm3VQAJzrHrD3eSusnNoqkxkTpecIyNJ1eB1+6r1znxPQ1EEt71i8NdnjyYxv71xgPljt2AZgqbXxjF4cnusrYfJ6P8W5oEC9JQYFo+bjC6yfdV6S9IoiWrlq9Yb2QIz61nMw7cCFmr4Lej1fzouidkb/DarYq7CUtzEl42gR+ZcmcSc51RsxLt8E7zTA/0rIOePE1X59ZfhDKcgqR9QMenXD0c2kQxbkIpWWP4Hzz61IxtnKppSZRPNY/ehqklH5slkLbDjKZQrDU+HTGQk6Q+UFcOEYTYWfeur1vvwFwbD7z1arXfFE7tZ9tAuANrck8Sln7fGvWAnGQPfxcotw96lPgvunEZwwTo6/HgZNnchBYk9WTd6MeXBCZgZ92NmPw2AGv0EWuKHVSZNCgTbwsbzW9Q4UASNiu+kW/YPstDdBaJyE8mAyQjqpsf62MKLNenIJpJR+36u9mtONOm3vHkUZc2jUL0W4bP2+BVT1Y0zayd5OVZoc5PQ5gaWVyF9ppz0ezpkIiNJp5CfAU9dZmPTryoBIYLx07z0vtb37dT0Wvx6xzY2vLIfgG7PNqHnK80o/WodWVd+gijzktuqN3NvmEr03p9oO3UUmlFOduNhbLh6Dl5HEMahMVh5bwCgxb+OHvf8cYXu1kfdxo7wfwHQvGA87fPeQT27RoWlWhRbPgjVcqKg4VGz6zqcGpWVchWbhv3Ab6Om+91W3nBfr0xUDVT5PdPqjZCbSPpDJjKSdBLpe+DRvnZ2rztarbfDpb5vxN4yk9lX/8aOz9JRVOj7Xks6PdaIov8uJOeWb8CwCLquI7/d/Q5JG16j5dzbUYTF4Ta3snnET5iqF+PAEETRD6DY0ZK+QYu6r8r5DaWM1THXcCD4YxAq7XPfpWXhBFno7gKjiyAGHN7JgMM7cVixdR1OjfIGxZHd7CpMe7DfbeWN8C3DDp+9B8VdvXo2Z4ukEb7hsPTZdkx3HQdzDpKJjCSdwO51Co/3t5O5TyG+seDlxR6advIlMeW5XqZfsZ4DM3PRA1Qu/7E9LcbGk/fYNPIf95WTPzDgZqb1nEjThQ/RZOlTAKR2e4LtAz/AMnMwUvsiSueDGoze4Ge0sNFVzu9R81kWO4D0wMmowk637B9ILrnzzN4E6awRaNY/axJY4dmHVbaqrsM4TkmXRDwJwejFHsIWpNZIm0IIzE0urNzaTYwiOxsEJJoYJSqZv9hr9VznI5nISNLv/ParwpMDbORnKDRqa/GfBR4Sm/oeKzlUzpT+a8hcXog9XGfIzI40GBhBzq3fUvRf374xES8MYc/IB2k98wbqb3gTgcLO/v9jb+/nEZ7dePf1RJRvBD0OvdEi1OBLq5y/TDvAkrg+FYXuIuiZOZ9El9wRXqp7ZuG3eHc1xsy4t07jOGFxPFWpkeJ4x3L9ZR+lnbdifJ9XI+2djKIe3XtJDi/9eTKRkaRjLPleZcJQG64ShXb9Lf6zwEukbzUmeVtKmNRnDfnbywhKcjByQWfi2geSddWnlH65DjSVrTe9yOTAZ2g/aTBxO7/DUm1sGfI1hzrdi+Va56vW690LtmRsjZagBnSscv4i21YWxfegyL4Zp5FAr8yFRLl71cGdkKTjqYF9AQXhWoXwHjpzJ7bMqr+fpExHbsU8mchpO8Hyf2K01sW3ctA7pcDvtv5I0pFNJKc7jrtc6dRkIiNJFX5+T+XlG3QMj0L3kSZPT/ESWLF9V+bKQqZcspbSQ27CmwUyckFnwuIUMga+i2vWdpQAG7E/3URe2+50+q4fkQd+wbAFs/HKmWS1GI1VMgcjtS+YOSjOTtgaL0dxNK1y/hzHIhbH9aZcTyPE04o+GSsJ87atgzshnYsE5u9+r/kVTootHiWgOwBW8dQab7+SENhLDhO3dSItZ91Em+mjaTXjL9Rf8yqqUQ4nWUlU1LchRpgDe2YpISvT/A5DHx4OgLmwGFFQu8NLsX092MIt3Fkaeatsf/wCqZJc+iBd8ISAiU9rfP+i789h8N9M7vivgVqR5qdOz2be9ZsxXBZxF4VyxZQO6MUlpPf7AGNnNt6gcDaOex/vthA6/diLwII9eAJi2HjVTIrjOmMWfoeZdgMIL0pQf/T6k1G0qhucZgRMZ1XM1ViKmwj3RXTPmoHdijrTt0I6hwgE5Vo6Oc5fyHLOw1RKULET7u5CcvHdtbY8Xw0dielahlU0GS3y7hpt21aWQ8zun0ha9zrOogNYtkBMPRDTFoilBxC74zsiDsxnx4B3Tvh6YdfIv6IpMd9sIXLKDoq7J/kVj5biRG3pxNpWjvFzIba/1N7fpGqDxCvc7P86gENTHER399bauc43skdGuqCZBrw9Tq9MYq77p8Gdrx1NYnZ8ke7bcsBlUf/yKIbO6oR6OJf0vm9i7MymPCKBtQ9/hRVk0fnrHgQW7MEVlsza65b5kpjc1zAPjQHhRQ0djd5g1nFJzL7g91gZM7Ki0N1wemUukEmMdFJuNYfU4Pf5JaEN8xObszniIXKdCym2baNE38mWiEdZFXMVZdqBWjm/GjISAFG6AGHm11i7Efvn0+GHATRd+DCGM4qDnR9kyxUTWX3DWlbdtIU1169i+6CPCMzfQdL6N0++iWRFcbzIqTv82ln7CH1EOHBmh5cOTXHUROgXDNkjI12w3C54+XqdVdM1VFXwt7cMBt3qqxEjhGDDy/tZ+ZSvuFazvybQ990WeFemkjnqE0RhOSWJKWy89yMCi7fSdspIdE8xxTEd2HjVTNyBcZiZT2Hl+PaQUSPHocW/jqIc3StHINgZ+gLbIp4EoEHJTXTIfR8V2a0snVi2cz6bIh6iTN9LmKcDiUVXE+XuRbinM3YrEoHFwaAv2BH2LHtD3qRNwUs1HoPiSEFxtEa4t2AVz0ALv8HvNqN3T6HVzL/iCktm6+Wfk9doEJYt4Og5LQOh6mQ1H01o+kqiUmeyp++Jry1/YGMsh0bA7nwCt2RT1sa/Jeu2EeF4/pOBMacIUW6hOGvv+3/8IA+qQ1CyR6dws05423NrGXldkT0y0gWpJB8mDLWxarqGzSF49OtjkhhLsPzRXZVJTPsHG9D/g5a4Z20jc/AHiMJyCpp0Yt1DXxKWtYj2P16O7ikmv35/1o1eiDswGvPwLZVJjBb7HFr8G79LYkw2Rv6tMolpVvAUHXM/lkmMdFLpAVNYGTMKEHTK+ZweWbNpWfgMseWXYbcisTBQUKlXOprY8oFkBcystViUil4Zq3iy/22ZXuK3TcQTGMvGq2aTkzLSl8QIyzfJVwiE6vvObelOnEWpeIISUL1lJ+yVsUIcFFyaDNTM6iW1UyBKkg1KLYz5RX63dyq2YEH8pR4ADk2Vq5eqSyYy0gUnNw0e729jy2KVwFDBMz976TGqolqvx2L+jVv47fWDAHR/OYXu/0mh5NNVZF3zGaLcILvdJWy4/1Pidn5J6+ljUC0vWc2uZuOVP2PYdIyDV2MVfApoaAnvo8X8o0q1XpNy1kT/hdSQ90CotM17nVaFz541dUKks4+Fl4NBE3GYsfTInE2iaySaCEBgITARiMpqzxpOyvRUHGYChlJWK/GooSMBECWzEJZ/Gx3q7nxCMteR2eJ6PEHxKJbhGxJSVFC1yom9enk+9da/RdS+WeQ2GoRlCzxpm0eXYftf5VdRlMpJv8YZGF6qV1EcL00mMtUmExnpgnJoh8Jj/e0c2KoSmSh4Yb6XNr19g9GeYoNZV25k93eZqDaFSz5pRbv76lPwwnxy7/oBLMHhHlez+Y43aLTq3zT/5R4UBIfa383mId9gUoaROgBRPAUUB3r9n9Aib69yfq9SyLK4gaQFfYcidLrmfEOT4vtOFKokVfKq+RTY15FUej1OKx4LA4FAQUVBq0yCPWo+e4PfItM5i1jXIHRx8g97fyjOzqAngVWKKJ3nV1vewFgQJpqnCNVb5ut9+d2qpOCsDSQvG0/TRQ+T3XQkh9udujhk/pAUhALB6zKwH/S/F8V2JJGZUYgwa3fySr0hblAE+ettlB6QH9HVIefISBeMHasU/jXcRnGeQkJTi3/97CWuke8xV7aHn4dtIHtdMXqgyqDv2pF0aQR5D0ym+J1lAKRefhf7ht1Ls/njqLfpAwD29vgXqRc/hTAOYewfjHBvBi0Cvf5U1KCq9V/KtXSWxwyh0LEe3QrjouwfiSmvWgxPkk7EYcUiFBNDLcJQyk6YoBTYNnAg+GNSgz8gwTWyVitBK4qCGjoSK+9NrKLJqCHD/Govo9VfqbfhHSzdSU7jYaBqqIaL0PSVRO+ZRmjmagxbCIc63MOBro9W2dKg/OOxOG/5rEp73rhgirsnEbrsEJHTdpBxd1e/4tN6h0CEhsg2MJeXoPcK8au9U3HGCqJ7eMlZaidtmoNm4/zr8boQyERGuiCsna3w4hgb5aUKzbpa/HOyl7AY32NF+1zMGLqBwl1lOKNtDJ7agZi2gWT/9SvKftgIisLOa5/kcK9raDPtamL2TEUoKjsGvMvhdrcj3Nvwpg4E4xDoCegN56A621Q5f4m+i6Vxl+HS92M3Y+iROYdwb4czfyOkc1b9kr+SGvIOqnAS7xqGIjRMxUW+YyUZAdMocKxGt0JoXHwPKUWPogv/9y86FTWkIpEpnooQZpU5YH/WwU4PAAoNVz5P/bX/BUVBNT0Y9hBKo9uSetFT5DYeTHFc52q3mTeiuS+RmbLT70RGsSnYBofh/TIPY0pBrSYyAEkj3OQstXNoilMmMtUgExnpvLdgosrrt+tYpkKHARZPfOcloOI9Pve3YmYM3UBZhofgBk6GzuhAaIJG5vCPKF+wG2wam298mby2Penw4yDC0xZjag62DPnGNymxbDnGgaFg5oGjJbYGM1HsDaucP9++mhWxQ3FrWQR5U+iRNYsgo3Ed3AnpXNa0+AEUFHaGPc+e0P+CULAUD7oIIczTlmaFTxHvGky4p/of9v5QgvqAFgFmDqJsOUrQ6VegNgKi2NdjAhmtbiRy/1wszY47uB6GMwJ3UAKeoHiE9uf2IMod0ZxGj80nbNF+9DwXRmTAH7/oFPTh4Xi/zMM7rQDHS0lV5r3VtKQR5Wx4NITsxTbceQqOSLkW+1RkIiOd1ya/pvHxo75/5n2vM7nvAwNbxfth2sJ8Zl/9G55Cg6i2wQye1gGn5iHjsg/wrE/DcASx6a43KU1qRKdvehOcuwXDHspvo6ZRkNQHq/hnjINXgShHCeiG3uBnFL1q/Zcs51xWxozEVMsIc3ekR9as824HY+nMsFtRtCicQP3SG8l2zkXBToBRD5sVgdNMwGnGo3LmNhxUFBtq8FCswi+wiicdN5T65xtUcUU0JS2i6R8/txrcjSMobRNL0OYsImbsIvuv7fxqTx8YCk4FsdeDtcmF1q525h8BBCdbhLf1UrDJxuEZDpL/Wl5r5zofyJlE0nlJCPjk8aNJzLB7Df7+ydEkZt/kLGYMWY+n0CChVzjD53fC7iomve+beNanocYEsf7BL3DHRtHl6x4E527BHZzI2jFLKEjqg5n/KcaB4b4kJngweqNfjktiDgZNZHnsEEy1jFjXQHplLpRJjOQXBZVgoynJJX+jUcmtxJVfTqTnIgLNBmc0iTniyOolq2gSooYquDkLU1G9x6y2qka7Jy2OV4ObSCpBGvqlvmKWxrRCv9v7I0c2kZSrl/6YTGSk847XA6/dqjPpVV8Sc9MLBrf9n1lZrXfL+4eYM2YTlkeQPCKGIT93gH2ZpPd9C2NvHq7oJJbeOxnFXkrnb3riLD5AaUQz1o5ZSkl0G8yclzEP3wyYqGE3oDeYjKIGVYlhd8hrrI3+K0LxUq/0Wi7KmopN1O64unThKNVSqyytro19lapDCR4EihO8+xDu3/xur9WMv3DRp60JO7zsmJMcM4QjxPEbSJ5C3ghfIhM+Zw9qmf8l//WR4QB4J9dcReOTOVLlN32OA6N2VtGfN2QiI51X3GXw/NU6CyZqqJrgvg+8XPmQiaL4qvWueXYvi+/ZgbCg5a2JXPZ1G7zL95Ex4F2srBJs7RJY+8g3BJZsoeN3l2Arz6MwvhvrxizFFdoAM/MhzMxHAVCjHkGr9xmKcrSIncBic/ijbI78OwBNiv5Ol5yv0ZDfqqSasSb6L/yS2Jo8x9EP+7qqQaSoQSjBAwEQRVP8bk81ylENl6+WzBHCOtoroyi+2jLHOkWPTWmHeNwNQtFcBmHz9/kdnz4kHFSwNrqwUt1+t3cq4R0MAhuamC6FjHny/eNUZCIjnTcKs+HJgTbWztKwBwie+slgwFhfoTvLFCy+dwdrnvW9mXV+Mpk+b7fANXkTmcM+RBS7yW9+MfNunkFE2hzaThmBZpSR22gQG66Zj8cZipl2I1bufwHQ4l5Gj38JRTn6J2ThZV3ULewOexmAVvnP0yb/FRT5ZybVIFMpx1RcCE5evt5QynCr2ZRpByjX0ms1HrWyyu8kv9vaOngiCx6yyEu+/OhBRQVFQS8vIPzQIpKXTSDll/uJ3/IZoWnLUMQpemgUhdzhvr2Xoqb4XxxPjdbRevlWCninFvjd3qkoCiQN982NOTRFJjKnIif7SueFnEPw9BU2Du1QCY4QPDXJS6sevm9qptti/o2b2TspGxTo9Voz2vytPkXvLCXvgSkgBFkdB7H1lv+j3oY3SFn0CAAZLW9g26CPsSjHODAMUToH0NHqfYoWfn2V8xtKCatiriErYBYIlU65n9Cg9MYzfRukC0DnnImnLHSX7VjAntD/kudYhkfNI9TbjiZFD1Cv7Bp0EXTS150uNWQYJiqifAPCk4pib3TabVm2QBACxfQgdN+Hd+jhFSRs+ZToPVOxl2Zg6QF4A6JI2vAmXmckOY2Hsa/HMyesJwO+eTKJb64mYsYuMCzQ/ftioQ8Px1xUgjG1AMd9cX619UfqDXez840gDv/swDJAlZ/YJyS/KkrnvNRNCo/0tnNoh0p0fcFLC48mMe5CgxlD17N3UjaqXeGyr9rQ+q4k8sfPIu/+ySAEh/r8hc23vUrysqcqk5gDnR9k6xWfYYkCjP2X+pIYJRC9wdTjkhiPmsvSuMvICpiFZgVwcfYUmcRIteZUSUxq8AcsjbuUYts2GpbcSvPCf6JbQWyJeJS9IW/USjyKHo0S2BsAq9j/4SUUBaE7sJXl0Gze3+j8dQ8Sf3sfe2kGpi0IV3hjtl/2Hgv+7mVvr+eIPDCflAX3n7S5ol4N8EYFYMt1Ebr0oN/hHanyay4pwcqp3U0dY3p6cURbeHJVspfIfdhORiYy0jlt+wqFfwywkZumUL+lxX9+8ZDUwpfElKa7mTpgLYcXFmAL0RgyrQONR0STe/ePFL4wH4C9w+5j17X/oNXsW2i45v8A2N3nJXb3ewXh3Y93X0+EazVoUejJv6KGXFHl/KVaKovie5LvWIHNjKBn5gLiXUPP7E2QLkhl2gFc2qHK311aGntCXifM256uOd/SvPCftCx8ht6Zi0goG8Ge0NdqLZZjVy/VSHteF00XPUK9je9REtOe3f1eYfUNa9k+8AMszUGjlS+gGuUcbncHe3s+S+T+OYSmrzzx6iVdJX9IClAzey+pjRyo7QPAAmNGgd/tnfJcOiQOPrJ6yVmr5zqXyURGOmetmKry1EAbJfkKLS62ePFXL7EVtegKdpUxue8acjeWEBBnZ8T8ziRcHEL2mC8o+WglqArb//IvDgy8mbZTRxK/bSKWqrP18s840PURrPJNePf1BM8usDXElrwENaBqddAi22YWx/eixLaDAKM+vTOXEOm5qA7uhHShcavZ7A59hbTA7yuPGUoxxbatpBQ+TrinU2VlXwWNeNdwDKWYQtvGWonnyDwZUbYYYeT43V5w9kbit/j+FlffuJ6Dnf9OSVxHslqMYdvlnxGYu5WEzZ8AUJjYg7KI5sTs/OGk7eUeuwy7BpaJ287kJpIVq5cOTXXUROjnJZnISOek+Z+r/Ge0jqdcoetgk3/N9BIc4Xsse10RU/qvoTi1nNCmAYz8tTMRjXQyh3xA2dQt4NDZdPv/yO4ygI7fXUL0vpmYegCbRkwho/WNWKULMfb1AiMdxdEGW/IyFEeLKufPcSxiUXwvyvU0Qjwt6ZOxnFBvqzq4E9KFSBUO0gOn4NGyK4/pIhhNBKBUTH208GJVTAgusW1HEwEYanGtxKPYG6E4OwAWVvE0v9uL3jMFT3ACmc3HAL7VTIrpAfBV+g1OIDxtCQCmPRhPcAKO0pNPai4c0BgzQMe5v5CgDZl+x6ePCAfAmFeEKK3+cvDTEX+ZGy1QUHZAI3+DnCRzIjKRkc4pQsB3L2i8fpsNy1S45K8m//jBwFkxh/HgvFymXLoOV5aX6A4hjPq1C0EBXjL6v417yT6UUCfrxn1KcZMWdPqmF2EZq/A6I1l/zS/kNh6MVTQJY/8gsIpQAnujJy9CsSVWiSE9YCrLYgdhqIVElfeid+YSAsx6dXA3pAuVTYTiMKMp1zLxqHm+Y1Y4ke7upAa/Q4m+ExUbKjqFto0cDPqcQKMRUW4/q++ewtHVS/7Pk/E6oxCoCM03L8TSnZVbFATlbiUgfxclMW0B8ATFk9vocjJa3QjCOuHwkhVoo+Ay37YgNTK81DYApbEdygXGXP931z4VPQASLqsYXpKrl05IJjLSOcM04aNHNCaO930rueoRg/s+MNAqvqTs/i6TmSM2YpSa1LskguHzOqHnF5De9y28WzLQEkJZcd93eCMD6fx1D4Lyd1AeUp+1Y5ZQlHgxZt67FVsOuFFCRqA3nIOiRVSJITX4fVbGjMRSy4kvG0aPrDnYrcgzfSskiXplo8lyziLLORfw9ch0yv0UoVisiB3Oxoh7WBTXgwUJHTGUMtrmv16r8SihowAQJbMRVqlfbWU3uwpbeS5J6/6HYhnYSjN9w0m/fUib6dfiDkkiq/noyudntB5LXqOBvqXaJ5E3wrcMO3JKDVT5VZQ6G16Sjif7qaRzgtcDr92ss/h7XzGsW14yGPnA0S7d3944wLKHdgHQ5OpYLvm0NcbGQ2QM/wgrtwy9aTSLbvoOR/k+2n0zHJu7gJKo1my8ahblwfWwsv6FmT0eADXiDrSEt1CUo38eAsGOsH+zPfxpABoW30b7vHdQ5Z+QVEcalNxEnmMZ66JvJK94KVHu3pRr6QQayeQ5lrIv5G0AIt09aF74JFHunrUaj+JoC7ZkX5XfkjmVic3pKA9LJvXip2i04jnidnxLWUQKuruQgII9uEPqs6f3fygPPbo5q2mr2AVWiKqVgI+RP7gpQlMI2pyFY28+7sYRJ3xedenDwvG8loX350KcXoFiq72ihIlD3CiaoHCzjeI9GiFNanc461wje2Sks15ZEfx7lI3F32voNsHDX3grkxghBCuf2l2ZxLQZl8SlX7TBvWAnGQPfw8otw96lPgvunE5wwTo6/DgQm7uAgsQerBu9iPLgBMz0u48mMdFPoSW8+7skxmRj5N2VSUyzwn/QIe99mcRIdcphxdAh9z2Si+8hLfB7VkePZlPEAxwI+gSbGUmjktvplbmAPplLiCu/4o8b9JOiKDW6eml/t8f5beQUMlr+BaFoFNbrydbBX7Ls9n1kN7sacaSoimUeTV5OsSO1ERVIUe8GQM3svaT1CEaJ1iHfxFxcO3OPjnBECmL6+OYIyb2XjiffiaWzWmE2TBhqY896FUeg4PFvvXQe5Ju6bxkWi+7ezvZPfZP8uk5oTKcnGlH61Tpybv8ODAvnZc2YPeRbYnd+TYt5d6IIi+zGw9gy9BtMTcU4NAZR9AOgoCW8iRZ5d5Xzm4qLtVFjORz0PQiFdnlv0Lhk3Jm+DZJ0HIHAYcXSJv8lUgofpdS2B5d2gFBvG0K8ratsW2DiPiPbZKghI7Fy/4tVPA0hvFW27/jTFJX8hgPIb3BJ1SEjyyQoZ5NvrkzhPuxlGejl+bjCm5CdchWl0a1PWhwvd3hzwn7dT9SUHaQ/4N8KQ0VT0IeG4f00F+/UAvRLQv1q748kDXeTtcDBoakOWvxdbr50LJnISGet9D3wzDAbh3erhMUIxk/z0rSTL4nxlpnMv2EzqdNzUDSFPm+3oOXNiRS+tpD8R6cDEDSmI9N7fk6Dtf9Hk6VPAXC4zS3suOw9LFGKsX8EomwhKDa0ehPRwq6tcn6vUsSK2OHkOheiCBudc74gqWw0knQ2OJKoKGg4rTic7jigBwAWBsW2HRTZNlOm76Ncy8Cr5hNkNCGx7CpCva1rJ6bAnqDFgJmNKF2EEnxpDTTqS2IUyyAsbSnRe6YQmTqbwPydKJaJOzgRwxFGzO5J1Nv4Lvt6PMPhdrefsKm84c1o/OAcQpYfwpZVijfWv0rH+vBwvJ/mYkwtQPy3PsopeoT8VW+4m3V/h5xlNsqzFJyxci32ETKRkc5K+35TGD/ERkGmQmxDwYRp3spCd+4CLzNHbiRjWSGaU2XAF21oNDyavMenU/TqQgBC7+vN5GbvkrLwQepveBOA1Iv+wd6e/0YY6RgHBiPKN4Iagt5gCmpQ/yrnd2lprIgdSqF9A7oVykVZU4hx9zuj90CSqksgUFAQmOQ4FpEROI0s52xKbDsQWDjNRGxWGOmBk0gNfpcWhc/QqOTEH/b+UBQNNWQYVsHHWMVTUGsikQEU00uDNf9H/bX/xebKoTCxB7v6v05O42G4gxOxleejl+eRvPwZmix+jMwWY07YK+NpEEZJp3iC12UQMWMXWTd38CsufUAoBKmIQ16s9WVonWp+C4gjgupbRHTykr/ORtp0J01ucdXauc41co6MdNbZuEDhiUt8SUxyO4uXFx+t1ltysJzJ/daSsawQe7jO0FkdaTQ4kpxbv61MYnaPeoQpKW/ReuYN1N/wJgKFnf1fZ2+v5xCePb5qveUbQYtFb/TrcUlMqb6HxfG9KLRvwG7G0CtzgUxipLOagoKFl12hL7EmZgx7Ql7DZkXQNu9/DEzbz6C0/fTKXEi/9DVEu/uzJfwxvErtzOtQKyb5WkWTEDVUwS152dM0XvIkWc2uYsWtu1h33RLSOtyNO7Q+qBrewGhckc042Ol+BCrRe6aftK284UdWL/m/DFtxqugDfUNK3skFfrf3R5KGH6nyK+fJHEsmMtJZZflklWeG2SgrUmjVy+K5uV4i4n2PFewoZXK/NeRvLSUw0cGIeZ2Iax9I1lWfUjpxLWgqW2/8D2n9RtN+8hDidn6HpdrYMuQrDnW6D6tsFd59PcCbCvam2BqvQA3oVOX8efaVLIzvTpmeSpC3KX0zVhLu6XR8oJJ0ltkW/jRbw58koexKLju8iz6ZS2hccjeBZn0UNBxWNMFGM5oU3Y+CSmbAyT/s/aEEDQA1CIxDiPJ1frcXnLmepPVvkNb+Lvb0fhFXeBMQFoplVFbpVayKPY8UFUt3onlPnqTlVVT5DZ+/D7XY7Xd8+pFl2LW8GzZA0gjfbtgZ8+14i2tvGOtcIxMZ6awx4x1ftV7Do9B9pMmzx1TrzVhewKS+ayg56Ca8WSCjFnUhPFElY9B7uGZtRwmwsfGud8ht35NO3/Uj8sAvGLZgNo6aQVaLMVgl8zD2XwJmNoqzE7bkJSj25Crnz3bOZ2ncpXi0bMLcHemdsZggI/kEkUrS2aXAtp69IW+QXHIXrfNfJMhogsDCwkBQMTmeIxscqqjCWXtVflUnSvDlvnMWTfa7vbDDyzAcEaR1uBvTEVqxxFpFKCoICwCh6uiuXBqseQXV9JBf/5KTtlfWOgZX0whUt0nEnL1+x2cbEgY6WFvLMXeV+93eqYS2MglpamC5FdJn22v1XOcSmchIdU4I+PpZjffutyGEwuW3mzz6lYGtovf0wOxcpl+xHneeQWzXUEYs6EwALjL6v41n1QG8gWGsvucLyuo3oPM3PQnJWo8nIIb1o38lv9FlmAVfYuy/AqxSlKAB6I0WouhxVWI4GDSRZbGXY6qlxLgG0DtzEU4rvg7uhiT9eXmOZditCJKL78YmQivmzKgoqIDvw15Fx6Pmsjv0FSzFQ3T5yT/s/aWGVBTHK/Z/GbY7JAndU4ReXlD1AUUF1VdXKjJ1Dm2mjyF2x7cc6PIQroimACfeRFJRanZ4KVxH6xsC1H6vjKIcUxxPVvmtJBMZqU6ZJrw9TufrZ33zzsc8ZfC3N49W693xeTozR27EKLOoPyiKYXM6oWXm+ar17siiPCKetQ9/jRWs0OnrngQW7MEV1pi11y2lOK4zZu4bmGk3AAZq6Bj0BtNRtOAqMewJ+R9ro/+KUAzqlY7h4qzplRvuSdK5IMCsj1ctxKsWVDnuS2Z8H/ZZzrmsjh5DWuC3NC16iGCjaa3Fo4YMBnSEewvCvcuvtnIaD8Wwh5K8fAKR+2biKD6IXp5P1N4ZNJt3Nxd/lEL7Hy/HXprO5mHfcaDbY3/Y5pHhpYiZu1G8/heXs53R4SVfIpM+y0HF9lMXPLlqSaozbhf89yadZZM0VFVwx+sGg++s6CoWgt9eO8Dyx3YDkPKXePq93xLvmv1kjfwEq8BFSUJTNt77EYEl22j740h0TzHFMe3ZeNUs3IFxmBmPYeW+BIAaeS9a/Gsox9SjEAi2hD/C7rBXAGhcdD9t81+t+BYrSeeOeNcQbFYY28Mm0LToIUK8rdFFCHmOZWQGzCDLOZdSfQ8h3lZ0zfmOemVX12o8ihaBEtQfUToXq3gymuOR029M1dh1yeskLxtP26lXIVQbqrcURVh4guIoi2hORuux5CQPoSS2ve81p6jwC1B8UT08sUHYs0oJXbifwgGNTz8+fFV+uf8g5opSrAwvarwf9XP+QGQ3L844k/JMjayFdhIuk9mMTGSkOlFSAP++0sbWJSq6XfDw5wY9rqxIYizB8sd28dvrBwFo90ADur/YFNf0rWRfPxFRblDYuCMbx71HxKG5tJ55Q8W4eD9+GzEZwx6Iefg2rIKPAdBin0eNfrxKjQcLLxui7uJAsO85rfKfJ6Xo8SpFxCTpXKGg0TbvdbaHj2dVzFUo2DCVUgQWDjOOYKM5DUrHElc2hDCv78P+yJLt2qKGjsQsnYtVNBkt2o9EBshOuZLCxB5E7Z2B7i4AwHCE4wpvSklMOwzn77YbOOZv/YTF8TSV/KEpxH28gcipO/1OZNQkO2qXQKw1ZRjTC7DfFuNXe6c8lwaJQ93s/SiQtKkOmcggExmpDuQehn8Nt7HvN5WgMME/fvDStq9vQqLpsfj1jm3s+ioDgO4vNqXdAw0o+XwNuXf9AKZFTtv+bL79NRK2fEyzX+5FQZCVchVbB0/EVC2MAyMRJT8DKlri+2gRt1Y5v6GUsSrmKrICZoFQ6Zj7AQ1LbznTt0GSalSi60oi3T3ICJyBVykAwCbCCfY2JdTbDrtV9cO+tpN2NWQEZvo4hGs5wpuBYvNvzpknKJ70thV/yyfqcfmDXpjfyx3RvCKR2cG+1waB6t/9sI0Ix72mDO+U2k1kwDe8tPejQA5NddD59eJT7ZV5QTgrL/+tt96iUaNGOJ1OLrroIlatWlXXIUk1JG2nwmN97ez7TSUsVvD8vKNJjLfUZOaojez6KgNFU+j/USvaPdCAwpcWkHv7d2BapHe/kk13vknD1c/T/Jd7UBAcan83m4d+i0kpxv6BviRGCUCvP+m4JMat5rAsdiBZAbPQrEAuzp4ikxjpvOG04mlUcispxQ/RtPhBGpXcSrS7b2USc2QF05mg2OqhBHQFBFbxtJprWFhHE5Zj69ScIok50aTfwksaYQbbcRwuIXjtYb/DOrIM21xQjCiq3U0d4/p70EMsytM18tbI/oizLpH59ttvefDBBxk/fjzr1q2jffv2DBo0iKysrLoOTfLTztUKj/e3kbVfIbGpxcuLPCS3970RubI9TBu4jkNz89ADVa6Y3J5m18eR99BUCv45E4DUQXew/YZnaf7L3SSv+DcAe3s8w85L30SY6XhTeyPKloIajt5wDmro8Crnd2mHWBzfizznUnQrjB5Zs4l3DT2zN0GSzgCBVdnjcmzycqaHTtWQkQBYNbB6qdKx3Q9+bAkgHDr5lzcBIHKy/5tIqi2cqCkO8AiMWYV+t3cqmgMSL/cNKR2a7KzVc50LzrpE5tVXX+X222/n5ptvplWrVrz77rsEBgby8ccf13Vokh/Wz1N48jIbhdkKTTpa/OdXL/EVw9LFB3zVerNWF+GI1Bk2uxP1+4eR/devKH5zCQA7r/kHqUPH0WbaNSRu+hChqGy/7D1Suz+N8Gz3FbpzbwM9CT15CWpQryrnL7JtYVF8d0psOwgw6tMnYxlR7l6/D1OSzgvHTlivy3lfR6r8itL5CLOozuI4mcpl2FNrYBm2olT2ynjPwOqlesMqqvxOk8uwz6o+KY/Hw9q1a3niiScqj6mqyoABA1i+fPlxz3e73bjdRyszFhb6suDiYrkz6Nmm3KPgMW206i944GMvqhOKKt7XSsvdlHnL0ZIULv2uFQHNbBSVllNc7sGlw7br/k1Wp8tRPC7KvC4KsbN94EfkNBkOriKEx43XVQZaU2zxkzBFfXBVfdP0eD2Uu0pxWE3pmjUJm5mEi7PvjVWSzi/18CodUewNMUoOotjr11kkouj4vYkO90okKjGQwq7xlGcXIxz+fSQalzko/1FgbwTKCc5Xk8J7laMnqoR2dVOS5UI7xztmXMW++3Va21qIs0haWpoAxLJly6ocf+SRR0S3bt2Oe/748eMFIH/kj/yRP/JH/sif8+Bnz549fzp3OKt6ZP6sJ554ggcffLDy94KCAho2bMiBAwcICwurw8hqXlFREfXr1+fgwYOEhobWdTg1Sl7buet8vj55becmeW3npsLCQho0aEBkZOSffu1ZlchER0ejaRqZmZlVjmdmZhIff/zSPYfDgcNx/PhgWFjYefc/+YjQ0FB5beeg8/na4Py+Pnlt5yZ5becmVf3zU3fPqsm+drudzp07M3/+/MpjlmUxf/58unfvXoeRSZIkSZJ0NjqremQAHnzwQcaOHUuXLl3o1q0br732GqWlpdx88811HZokSZIkSWeZsy6RGT16NNnZ2Tz99NNkZGTQoUMHZs2aRVxc3B++1uFwMH78+BMON53r5LWdm87na4Pz+/rktZ2b5LWdm/y5NkWI01nrJEmSJEmSVPfOqjkykiRJkiRJf4ZMZCRJkiRJOmfJREaSJEmSpHOWTGQkSZIkSTpnnVeJzFtvvUWjRo1wOp1cdNFFrFq1qq5D8tuiRYsYNmwYiYmJKIrC5MmT6zqkGvPCCy/QtWtXQkJCiI2NZeTIkezY4f/mbWeDd955h3bt2lUWrurevTszZ86s67BqxX/+8x8UReGBBx6o61D8NmHCBBRFqfLTokWLug6rxqSlpXHDDTcQFRVFQEAAbdu2Zc2aNXUdVo1o1KjRcf/vFEVh3LhxdR2a30zT5J///CfJyckEBATQpEkTnn322dPbl+gsVFxczAMPPEDDhg0JCAigR48erF69utqvP28SmW+//ZYHH3yQ8ePHs27dOtq3b8+gQYPIysqq69D8UlpaSvv27XnrrbfqOpQat3DhQsaNG8eKFSuYO3cuXq+XgQMHUlpaWteh+S0pKYn//Oc/rF27ljVr1nDJJZcwYsQItmzZUteh1ajVq1fz3nvv0a5du7oOpca0bt2a9PT0yp8lS5bUdUg1Ij8/n549e2Kz2Zg5cyZbt27llVdeISIioq5DqxGrV6+u8v9t7ty5AFxzzTV1HJn/XnzxRd555x3efPNNtm3bxosvvshLL73EG2+8Udeh1YjbbruNuXPn8sUXX7Bp0yYGDhzIgAEDSEtLq14Dp7e949mnW7duYty4cZW/m6YpEhMTxQsvvFCHUdUsQEyaNKmuw6g1WVlZAhALFy6s61BqRUREhPjwww/rOowaU1xcLFJSUsTcuXNF3759xf3331/XIflt/Pjxon379nUdRq147LHHRK9eveo6jDPm/vvvF02aNBGWZdV1KH4bMmSIuOWWW6ocu/LKK8X1119fRxHVnLKyMqFpmpg+fXqV4506dRJPPvlktdo4L3pkPB4Pa9euZcCAAZXHVFVlwIABLF++vA4jk/6MwsJCgNPaNOxsZpom33zzDaWlpefVVhvjxo1jyJAhVf7uzge7du0iMTGRxo0bc/3113PgwIG6DqlGTJ06lS5dunDNNdcQGxtLx44d+eCDD+o6rFrh8XiYOHEit9xyC4qi1HU4fuvRowfz589n586dAGzcuJElS5ZwxRVX1HFk/jMMA9M0cTqdVY4HBARUuzf0rKvsezpycnIwTfO46r9xcXFs3769jqKS/gzLsnjggQfo2bMnbdq0qetwasSmTZvo3r075eXlBAcHM2nSJFq1alXXYdWIb775hnXr1v2pcexzwUUXXcSnn35K8+bNSU9P55lnnqF3795s3ryZkJCQug7PL3v37uWdd97hwQcf5B//+AerV6/mvvvuw263M3bs2LoOr0ZNnjyZgoICbrrpproOpUY8/vjjFBUV0aJFCzRNwzRNnnvuOa6//vq6Ds1vISEhdO/enWeffZaWLVsSFxfH119/zfLly2natGm12jgvEhnp3Ddu3Dg2b9583sxHAGjevDkbNmygsLCQH374gbFjx7Jw4cJzPpk5ePAg999/P3Pnzj3uW9S57thvuO3ateOiiy6iYcOGfPfdd9x66611GJn/LMuiS5cuPP/88wB07NiRzZs38+677553icxHH33EFVdcQWJiYl2HUiO+++47vvzyS7766itat27Nhg0beOCBB0hMTDwv/t998cUX3HLLLdSrVw9N0+jUqRPXXXcda9eurdbrz4tEJjo6Gk3TyMzMrHI8MzOT+Pj4OopKqq577rmH6dOns2jRIpKSkuo6nBpjt9srv1F07tyZ1atX8/rrr/Pee+/VcWT+Wbt2LVlZWXTq1KnymGmaLFq0iDfffBO3242maXUYYc0JDw+nWbNm7N69u65D8VtCQsJxSXTLli358ccf6yii2rF//37mzZvHTz/9VNeh1JhHHnmExx9/nDFjxgDQtm1b9u/fzwsvvHBeJDJNmjRh4cKFlJaWUlRUREJCAqNHj6Zx48bVev15MUfGbrfTuXNn5s+fX3nMsizmz59/Xs1JON8IIbjnnnuYNGkSv/zyC8nJyXUdUq2yLAu3213XYfjt0ksvZdOmTWzYsKHyp0uXLlx//fVs2LDhvEliAEpKStizZw8JCQl1HYrfevbseVx5g507d9KwYcM6iqh2fPLJJ8TGxjJkyJC6DqXGlJWVoapVP641TcOyrDqKqHYEBQWRkJBAfn4+s2fPZsSIEdV63XnRIwPw4IMPMnbsWLp06UK3bt147bXXKC0t5eabb67r0PxSUlJS5dvgvn372LBhA5GRkTRo0KAOI/PfuHHj+Oqrr5gyZQohISFkZGQAEBYWRkBAQB1H558nnniCK664ggYNGlBcXMxXX33Fr7/+yuzZs+s6NL+FhIQcN48pKCiIqKioc35+08MPP8ywYcNo2LAhhw8fZvz48WiaxnXXXVfXofnt73//Oz169OD555/n2muvZdWqVbz//vu8//77dR1ajbEsi08++YSxY8ei6+fNxxvDhg3jueeeo0GDBrRu3Zr169fz6quvcsstt9R1aDVi9uzZCCFo3rw5u3fv5pFHHqFFixbV//yu+cVUdeeNN94QDRo0EHa7XXTr1k2sWLGirkPy24IFCwRw3M/YsWPrOjS/nei6APHJJ5/UdWh+u+WWW0TDhg2F3W4XMTEx4tJLLxVz5syp67Bqzfmy/Hr06NEiISFB2O12Ua9ePTF69Gixe/fuug6rxkybNk20adNGOBwO0aJFC/H+++/XdUg1avbs2QIQO3bsqOtQalRRUZG4//77RYMGDYTT6RSNGzcWTz75pHC73XUdWo349ttvRePGjYXdbhfx8fFi3LhxoqCgoNqvV4Q4T0oDSpIkSZJ0wTkv5shIkiRJknRhkomMJEmSJEnnLJnISJIkSZJ0zpKJjCRJkiRJ5yyZyEiSJEmSdM6SiYwkSZIkSecsmchIkiRJknTOkomMJElnFUVRmDBhwllzngkTJqAoSrXaPPLcnJwcP6OTJKm6ZCIjSReQTZs2cfXVV9OwYUOcTif16tXjsssu44033qjr0KotKysLRVG4//77j3vs/vvvR1EUxo8ff9xjN954IzabjbKyMr9jeP7555k8ebLf7UiS5L/zZzMKSZJOadmyZfTv358GDRpw++23Ex8fz8GDB1mxYgWvv/469957b12HWC2xsbGkpKSwZMmS4x5bunQpuq6zdOnSEz7WsWNHAgMDAXC5XKe9H8/zzz/P1VdfzciRI0/r9ZIk1RyZyEjSBeK5554jLCyM1atXEx4eXuWxrKysugnqNPXq1YvPP/+ckpISgoODASgtLWXjxo1ce+21TJ06FdM0K3fiTk9PZ+/evVV203U6nXUSuyRJNUsOLUnSBWLPnj20bt36uCQGfL0cvzdx4kQ6d+5MQEAAkZGRjBkzhoMHD1Z5Tr9+/WjTpg1r166lR48eBAQEkJyczLvvvlvleR6Ph6effprOnTsTFhZGUFAQvXv3ZsGCBad1Lb169cI0TVasWFF5bOXKlRiGwcMPP0xJSQkbNmyofOxID02vXr0qj51ojsySJUvo2rUrTqeTJk2a8N577x13bkVRKC0t5bPPPkNRFBRF4aabbqrynIKCAm666SbCw8MJCwvj5ptvrpEhLUmSjicTGUm6QDRs2JC1a9eyefPmP3zuc889x4033khKSgqvvvoqDzzwAPPnz6dPnz4UFBRUeW5+fj6DBw+mc+fOvPTSSyQlJfG3v/2Njz/+uPI5RUVFfPjhh/Tr148XX3yRCRMmkJ2dzaBBg6okHNV1JCE5dnhp6dKlNGvWjI4dO5KUlFRleOlEiczvbdq0iYEDB5KVlcWECRO4+eabGT9+PJMmTaryvC+++AKHw0Hv3r354osv+OKLL7jzzjurPOfaa6+luLiYF154gWuvvZZPP/2UZ5555k9fpyRJ1VBr+3JLknRWmTNnjtA0TWiaJrp37y4effRRMXv2bOHxeKo8LzU1VWiaJp577rkqxzdt2iR0Xa9yvG/fvgIQr7zySuUxt9stOnToIGJjYyvbNgxDuN3uKu3l5+eLuLg4ccstt1Q5Dojx48f/4fXExsaKSy+9tPL3QYMGiZtvvlkIIcS1114rrrnmmsrHunTpIlJSUk55npEjRwqn0yn2799feWzr1q1C0zTx+7fKoKAgMXbs2ONiGj9+vACOu6ZRo0aJqKioP7wmSZL+PNkjI0kXiMsuu4zly5czfPhwNm7cyEsvvcSgQYOoV68eU6dOrXzeTz/9hGVZXHvtteTk5FT+xMfHk5KSctxwkK7rVXok7HY7d955J1lZWaxduxYATdOw2+0AWJZFXl4ehmHQpUsX1q1bd1rX07NnT1auXIlpmliWxYoVK+jRo0flY0d6YcrKytiwYcMpe2NM02T27NmMHDmSBg0aVB5v2bIlgwYN+tOx3XXXXVV+7927N7m5uRQVFf3ptiRJOjWZyEjSBaRr16789NNP5Ofns2rVKp544gmKi4u5+uqr2bp1KwC7du1CCEFKSgoxMTFVfrZt23bcxODExESCgoKqHGvWrBkAqamplcc+++wz2rVrh9PpJCoqipiYGGbMmEFhYeFpXUuvXr0q58Js3ryZwsJCevbsCUCPHj04fPgwqamplXNnTpXIZGdn43K5SElJOe6x5s2b/+nYjk2GACIiIgDfMJwkSTVLrlqSpAuQ3W6na9eudO3alWbNmnHzzTfz/fffM378eCzLQlEUZs6cWbnq51hHVgn9GRMnTuSmm25i5MiRPPLII8TGxqJpGi+88AJ79uw5rWs4dp6M3W4nMjKSFi1aANChQwcCAwNZsmQJ+/btq/L8M+FE9w1ACHHGYpCkC4VMZCTpAtelSxfAt0QZoEmTJgghSE5OruxZOZXDhw9TWlpapVdm586dADRq1AiAH374gcaNG/PTTz9VqZJ7osJ11dWpU6fKZMXhcNC9e/fKtnVdp2vXrixdupR9+/YRGxt7ymuJiYkhICCAXbt2HffYjh07jjtW3Uq/kiTVPjm0JEkXiAULFpywR+Dnn38Gjg6hXHnllWiaxjPPPHPc84UQ5ObmVjlmGEaVZcoej4f33nuPmJgYOnfuDBztoTi2vZUrV7J8+fLTvh5d17noootYunQpS5curZwfc0SPHj1YtGgRK1asqBxyOhlN0xg0aBCTJ0/mwIEDlce3bdvG7Nmzj3t+UFDQcau3JEmqG7JHRpIuEPfeey9lZWWMGjWKFi1a4PF4WLZsGd9++y2NGjXi5ptvBnw9Mv/+97954oknSE1NZeTIkYSEhLBv3z4mTZrEHXfcwcMPP1zZbmJiIi+++CKpqak0a9aMb7/9lg0bNvD+++9js9kAGDp0KD/99BOjRo1iyJAh7Nu3j3fffZdWrVpRUlJy2tfUq1evysnHv09WevTowQsvvFD5vD/yzDPPMGvWLHr37s3dd9+NYRi88cYbtG7dmt9++63Kczt37sy8efN49dVXSUxMJDk5mYsuuui0r0OSJD/U4YopSZLOoJkzZ4pbbrlFtGjRQgQHBwu73S6aNm0q7r33XpGZmXnc83/88UfRq1cvERQUJIKCgkSLFi3EuHHjxI4dOyqf07dvX9G6dWuxZs0a0b17d+F0OkXDhg3Fm2++WaUty7LE888/Lxo2bCgcDofo2LGjmD59uhg7dqxo2LBhledSzeXXQggxe/ZsAQhd10VpaWmVx3Jzc4WiKAIQK1euPO61JzrPwoULRefOnYXdbheNGzcW7777buWS6mNt375d9OnTRwQEBAigcin2kedmZ2dXef4nn3wiALFv375qXZckSdWnCCFnn0mSdHr69etHTk5OtYrsSZIk1QY5R0aSJEmSpHOWTGQkSZIkSTpnyURGkiRJkqRzlpwjI0mSJEnSOUv2yEiSJEmSdM6SiYwkSZIkSecsmchIkiRJknTOkomMJEmSJEnnLJnISJIkSZJ0zpKJjCRJkiRJ5yyZyEiSJEmSdM6SiYwkSZIkSecsmchIkiRJknTO+n/pNeHwMXOHlAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -1098,7 +896,7 @@ "plt.clabel(contour, inline=1,fontsize=12)\n", "plt.xlabel('Sepal Width', fontsize=12)\n", "plt.ylabel('Sepal Length', fontsize=12)\n", - "#plt.axis([0,7,0,3.5])\n", + "plt.axis([4,8.5,1,5])\n", "plt.legend()" ] },