From 24d6dcbb1bc93e986b1029cc9c55c1f3cf52608e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=98=D0=BB=D1=8C=D1=8F?= Date: Wed, 6 May 2026 21:19:10 +0300 Subject: [PATCH] Initial commit --- drygoe.ipynb | 375 ++++++++++++++++++++++---------------------------- numpy.ipynb | 6 +- seaborn.ipynb | 131 ++++-------------- 3 files changed, 198 insertions(+), 314 deletions(-) diff --git a/drygoe.ipynb b/drygoe.ipynb index 366d410..3ce8b47 100644 --- a/drygoe.ipynb +++ b/drygoe.ipynb @@ -2,16 +2,18 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "55e5277f-ec2d-46ff-aef5-124414265326", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", - " Первые 5 строк:\n", + "Первые 5 строк:\n", " id height weight age chest_size waist_size hip_size size brand \\\n", "0 1 165 55 25 85 68 92 S Zara \n", "1 2 170 65 30 95 78 100 M H&M \n", @@ -26,7 +28,7 @@ "3 Blouse 39.99 4.3 95 \n", "4 Jacket 89.99 4.6 150 \n", "\n", - " Информация о данных:\n", + "Информация о данных:\n", "\n", "RangeIndex: 20 entries, 0 to 19\n", "Data columns (total 13 columns):\n", @@ -49,7 +51,7 @@ "memory usage: 2.2 KB\n", "None\n", "\n", - " Описательная статистика:\n", + "Описательная статистика:\n", " id height weight age chest_size waist_size \\\n", "count 20.00000 20.000000 20.000000 20.000000 20.000000 20.000000 \n", "mean 10.50000 170.250000 65.850000 28.400000 93.800000 77.600000 \n", @@ -70,7 +72,7 @@ "75% 106.250000 68.740000 4.600000 122.500000 \n", "max 112.000000 129.990000 4.800000 220.000000 \n", "\n", - " Проверка пропущенных значений:\n", + "Проверка пропущенных значений:\n", "id 0\n", "height 0\n", "weight 0\n", @@ -86,103 +88,21 @@ "purchase_count 0\n", "dtype: int64\n", "\n", - " Обработка строк (имитация загрузки)...\n" + "Обработка данных...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Обработка данных: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 517.46it/s]\n" + "Обработка: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [00:00<00:00, 522.23it/s]\n" ] }, { "data": { - "image/png": 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mz920fMs6e2vRJ/avRR/b6vyN9s73n7spNT7JpVv4+Q572ZSBYxkkEEC3QI0CCBOkQgCAtlFKg0hJaxAqGRkZLieujvPw4cPtu+++c0Hcfv362aZNm0K9eUBIFFeU2pqCjZZTUuArS0tIsez0fpaZ3JOgEdAJhmcOtHN2O8p+teuRLuXCv7772N5a/Il7qPLagv+5aVB6Pztswp522Pg9LatnH84LgC6LIC4AAACapYDt5Zdf7tL27LHHHi6Nglrk/ve//7UhQ4Zw9BBRiipKbFXeBssrK/SVZSSn2aD0/i7vLYDQplz49V7H2ddrF9vr375v/178mWspf//HL7ppxuAJ9rMJe1l1TTWnCUCXQxAXAAAAzbr00kutR48elp+fb/vtt59LYXHddddZenq63XrrrRw9REzL25X5GyyvdKuvrG9qL8vu2c9SE5JDum0AfqRc1NMGjXPT5fue4gZDU0D3i9Xf+qbY6BjrnZJuA9L6WA/evwC6CIK4AAAAaFZcXJydd955vt8vuugiNwGRoKSyzA2ktKVe8DbDhvTqb0lxiSHdNgDNS45P3JZKYcKetn5rjv1j4YcuoKvWuRuLtrhJD2EG9OhtfVLSOZwAwlp0qDcAAAAA4W3VqlV28cUX2w033GBLly61k08+2SZPnmw///nPbf78+aHePKBDlFdX2uLNK2322u98Adw+qb1sevZ4G9t3KAFcoItRPtwzd5llb5z2e9tv1Azrk9LLoizKtbJfkrvaPl+9wNYW57jfASAc0RIXAAAAzVIO3Pj4eCssLLTDDz/c9txzT7vnnnvsrbfesuuvv95eeeUVjiC6jaqaajdg2brCHKurq3Nl6nY9pNcAS4lPCvXmAQhC/tx+PTJtXL9qq6ypcoOgbSjMtfLqCttSUWhb1hdaj4QUy0rrY31S0116BgAIBwRxAQAA0KzvvvvOXn31VcvOzrapU6fahRdeaGPGjLERI0bYYYcdxtFDt1BbV+u6W68u2GjVtTWuTAOVDcsYaGmJKaHePAAdID4mzgal97Psnn0tv6zI1uRtsMLKEjeA4eKcEluRF+vy5irdQnxsHOcAQEgRxAUAAECzKisrrVevXpaQkOBa5CYnbxvEKSUlxaqqqjh66PKULmH5lrVWVlXhfk+OS7RhmQMtIynNtdoD0L3pfd4rqYfF9KizxOQk21i8xbXOVUvdVfkbbHX+RpdOZWDPvgyEBiBkCOICAACgRW+++aalpqZabW2t/fvf/7bMzEwrKiriyKFLK60st2Vb1lp+WaH7PS4m1ob1ynJdrQneApFJLW6VPkUtdHNLCmzd1s1WVFFqm4vz3JSWkOKCuUqzwucEgM5EEBcAAADNysrKsscff9z9rODtM88843ttwIABHD10OUqXsDp/g63bmmN1VucGNxrYs48N7jXAYqNjQr15AMKAcuH2Tc1wU2F5ia0v3Gw5xQVWWFFihZtXWGJsvAvm9u+RaTF8bgDoBARxAQAA0Kz33nuPI4RuQQOVbSktsKW5a103aclITrPhGdmWHJ8Y6s0DEKaUFzstcZgNy6iyDYU5PwyEVula8ivdggZBy+rZx+XYBYCwCuJ+8skn9uGHH9q3335reXl5rgtBnz59bPz48W604hkzZgR/SwEAABAymzdvdi1wly1bZjU1NTZ8+HA76qijbOjQoZwVdAnFFaX27aZllle6LXWCWtGN7D3IMpJ7hnrTAHQRCbFxNjQjywal97dNRVts7dZNLpirARH1c7/UTMtO72tJcTwUAhDiIK5GJX7wwQetpKTEdtllF9ttt90sPT3d5UbLz8+3xYsX26WXXuoGuzjjjDPsiCOO6IBNBgAAQGf66quvXN1uzJgxNnnyZBfE/fLLL+3pp592aRamTZvGCUHYqqmttSe+eN3++d1HVlNb41InZKf3s8Hp/S0mOjrUmwegC9Jnh1reDkjr7fLmKoCrvLkbinLdpHy5+oxJTdg2ECgAdGoQ98QTT7Ts7Gy76667bOLEic3O+8UXX9jzzz9vr7zySr2caQAAAOh6br/9djvhhBPskksuqVd+9913u7rhc889F7JtA1pqffvs129ZTkm++71nYqqN6j3IkuOTOHAA2s31Sk7t5YK2W8uLbW3BJssrK3SBXU1K1zI4fYBLxwAAnRbEveGGG1y3uUAonYImdbcDAABA17ZkyRIXsG3oyCOPtL/+9a8h2SagObV1tbY6f6OtKdhodT8Eb8f1G2Zx0bGMJg+gQ4K56Uk93FRSWeY+f/TwSOlbNKl8SPoA65mUytEH0GYB9x9qLoBbVFTkutU1NGLEiLZvGQAAAMLCwIEDbf78+duVz5s3z3r37h2SbQKaUlReYnPWLnI5KhXAVd7bV//vbhuemU0AF0CHS4lPcg+NpmePt36pGa6soKzI5m343uat/97ySwvdIIsA0GEtcTds2GD33nuvHXTQQbbvvvu6MlXmr776alu6dKnFxMTYwQcfbNddd52lpvJ0CQAAoLs4/fTTXR1v+fLlvrRaCuCqFe7FF18c6s0DfK1vNUr8moJN7ne1ulUA96Cxu1pmSjpHCUCnSo5PtDF9h9rgXgNcmoWNRVtcyoVvNi61tIQUG9JrgGuhq1a8ABC0IG5ZWZkdc8wxrjVu3759XVlpaamde+65Lm3CPffcY7m5uS4nmtIu6F8AAAB0D7NmzXL/aiCzJ554whISEmzYsGF2yy23uIf4QKip+/KizSvdv9InpZcL4MbFtGocZwAIuqS4BBvVZ7AN7tXfBXM18FlhRYkL5irVixfMBYCWBFSr0WAVlZWVdtZZZ7mArkYj/vrrry0/P98OO+wwKygosNjYWDv66KNdvjS9rm53WVlZgSweAAAAYey1116zQw891BfMBcKFuiSv27rZVuSvdz+r9a2CJRpkCADCSUJsvI3oPcgGpfd3+brXF+a6lrnzNyxxQdyhvbIYAA1A+4O4CxYscOkSvvrqK1/Zm2++aaNHj3avefLy8qy4uNg+//xzmzlzJkFcAACAbuDKK6+0PfbYwzIzM0O9KYBPeXWlfb95lRWUF7nfM5LSbHSfIRYfG8dRAhC29BmlYG52ej83ANrGolyXM3du2WL3OTYkI8t6JCSHejMBdNUg7m9+8xs74IADbPDgwS4n7hdffGGPPvqoa3W7//77u3kUvL3mmmtshx12sPPOO6+jtxsAAACdRC0cydmHcJJbkm/f56y26toai46KtuGZA21Aj95cpwC6VMtc9RzwgrmbirdYXlmh5a0rdL0J1DJXeXUBoFVB3P79+9u1117rBrS4/PLLXdlRRx3lC+D+97//tQsvvNBSUlLsoYceCmSRAAAA6EJ22223Jl/77rvvOnVbELlqamtted5a21CY635Xa7UxfYYS6ADQpXPmjuk7xAb36ucGZ9xcnG+5JQVu0sMpDYyWQA8DAIEGceXII4+0Qw45xJYtW2a9e/e2AQMG+F6bMGGC3X777bbnnntaamoqBxYAAKCb+eMf/2g9e/YM9WYggpVWltl3foOXZffsZ0Mzsiyakd0BdANJcYk2tu8wlzN3Rd56yyvd6gZB21ScZwN79rVB6f0sNjom1JsJoCsEcT/99FPbZZddbMcdd9zutb59+7oAb0OffPKJ7brrru3fSgAAAITU1KlTyYmLkKXzUBBjae4aq62rdYOXjek71DKS0zgjALqdlPgk26H/CNtaVmwr8tZZYUWJGwhtQ2GOa5WbldbbpZEBEHkCfue/9NJLduKJJ9q//vUvKykpaXK+srIy+/vf/27HHnus+5v22rBhg5111lnuxmHfffe1v/zlL77XFi5c6NI6TJo0yY444oh6g6wBAAAgODTeQXIyg6wgNOkTvs9Z5SYFcDWC+9TscQRwAXR7PZNSbVLWaBvfb7hLuaAc4Mu3rLUv1yy0zcV57gEXgMgScEvc3/3ud/bZZ5/ZAw884PLiTpw40YYPH269evWy2tpaKygosMWLF9uiRYts8uTJrrLfXO60QP3617+2rKwse+WVV2zp0qV26aWX2sCBA92yzzzzTDvssMNcKodnn33WBXvfeecdbjIAAACCiEFrEQplVeW2cNMKX/oEDfKj7sQMsgcgUujzToOcZSb3tI1FW1zO3IrqSlu0eaWtS8ixrJ59Qr2JAMIxiCs777yzm5YvX24fffSRawmrgSz0wZKZmWk/+9nP7K677rIhQ4YEZeO2bt1qc+fOtZtuusmGDh3qpj322MOldtBrCQkJdtlll7n1X3311fbBBx/YW2+9ZbNmzQrK+gEAAAB0Pg3os3jzSqtR+oSYWBvXd5hrhQsAkUgxjwFpva1vaoat27rJVhdssqKKEnt+7r+toKzIEmMTQr2JAMItiOtRC1xNHS0xMdGSkpJcK9xLLrnE1qxZY3PmzHGtc+fNm2fTpk3zPYnXv0q5oKAvQVwAAACg61H3YOWAXLt1s/s9LSHFxvUbZgmx8aHeNAAIuZjoaJcXt1+P3rYqf71rnfv24k9djtyBPfu4QdEY/AzovtoUxO0saml77bXXupa4Tz31lNXU1LgArfLgvvvuuzZy5Mh686s18JIlS1q9HqWD8O+WFR0d7cr86XVNwSiXhvlrmirXtqgsGOXsE+eJa4/3E58RXeOzfP369S4nfGPLV3lpaWmbtkU5TQcMGNDk/P3793cpizpin7j2QnPtAV1JVU21Ldy03LaWF7vfNRr7sIyBFu1XTwcAmCXExtnoPkNsv1Ez7Puc1fblmm9tTcEmF9RV6pn+PTJJPQN0Q2EdxJVly5bZPvvsY//3f//nArQK6O6yyy5uALX4+PpP5PV7ZWVlq9excuVK3wdcWlqa9e3b13Jzc62wsNA3T0ZGhps2btxY7+ZZ8+pv1q5dW2/dyuOrm2Ut2/8GbPDgwRYbG+tSUvhTy+bq6mpbvXp1vRtelWtfdUPvv59aTlFRkW3evK2Vgmh9Wm9+fr7l5eX5ytknzhPXHu8nPiO61mf5yy+/7PLAd7YRI0bYoYceWq+M76eu/Z0brBRXojRajz32mFu3HqwPGzbMjj/+eJsxY0bQ1oHIpby3325cZuXVlRYTFe2CE31Se4V6swAgrCm9wm/2OckuePUuF8gtq6qwJbmrbX1hjo3sPch6JqaGehMBBFFUXRg32VDuW6VOeP/9911qBdHAaq+//roNGjTIRo8e7QY68ygfr4K+Dz74YEDL1w2I0i9okLaYmBhfOa1Ww6tFGq23ukbLQc4T54lrj5a4fEaEX+8X/a66jgad9a/rtJYGjr3ooovsgAMOsClTpvjqUP/5z3/s97//ve2///4WjrztbO/+h8t6Otsd7z1paws2BW15uh71cEMPLvx7wSn/rQbpqa2rtcTYeJvQf4SlxCcFbb3TssfZKTMOC/r+dJSmjpMnO72fXb7vydbdtOX8tHSsQiEcr7f2HKdIut7C8XpqzfW2On+DbSjMdYOfVdfW+IK86tGglrvB0pHHKRzfP+2hHiVX7HeKqydQD0G3b4m7YMEC14LEC+DK+PHjXZB2+vTprpWLP/2uFi2tpZstTQ3Lmpo3GOVNfdg1Vu7dyLW3nH3iPHHt8X7iM6JrfJZnZ2e7KZzw/dQ1v3N10xAMf/jDH9yD81NOOaVe+V/+8hf705/+FLZBXIQ3BQJWF2x0AQdJT+zh8t9qIDMAQOtsy4vb1/ViWJm3LV/u5uI821JS4PLoKmeu5gHQdcW2tcKlnLRKb+B/c6BugOpq9+ijjwZl4xSQXbVqlVuulzpBXfh0Yztp0iR75JFH3LbohkX/atCzs88+OyjrBgAAwDYaXFbprRpS2T333MNhQqvV1NbY4pxVrhWuZKX1sRGZ2V2m9RsAhKv4mG35cgf06G1Lt6yxoopSN2DkxqJcG5E5yDKS00K9iQDaqE2PYZSX9uKLL3ZpDu6//36X9uD55593QVXlaguWfffd1+Li4uyaa66xFStW2Hvvveda4Z544ol20EEHuSb8t9xyi8sbqH+Vb/Dggw8O2voBAACwLV/yBx98sN2hUF2w4WB4QEvKqyps7vrvXQA3yqJsdO/BLncjAVwACJ4eiSk2OWuMC+iqh4Py5S7YuHRb/vGqCg41ECktcd988027++67XV40BVOvv/56N7jFFVdcYVVVVUHbuB49erhuegrQHnnkkW5AkF/96ld29NFHu0reQw89ZNddd5298MILNmbMGHv44YfdICAAAAAInvPPP99N8+bNc72hRDlg3377bbvzzjs51AhYcVWZrcpf6fI1Kqgwvt9wBt4BgA6iuEn/HpnWOyXdpa5Zt3WzbSndavllRTakV38b2LOfRdMDAujeQdzi4mLbYYcd3M8aXGz+/Pk2atQoO+uss+y0004L6gaOHDnSnnjiiUZf04Bkr776alDXBwAAgO3TJqjH1d/+9jd79tlnLSEhwT3A1++qjwGBUG7G5YXrTcPvpcYn24T+wy0hdlvKNABAx4mNjnEpaxTQXZq7xraWF9uKvPW2qSjPRvUebD2TUjn8QHcN4g4aNMjlvs3KynLBWwVxjzjiCJeXtqioKPhbCQAAgJDaZZdd3CSq8+Xn57teUkBLdL2sKdhkK/PXu98zk3va2L7DLKaJgfsAAB0jJT7JJg4YZZuK82zFlnVWWlVu8zZ8b/1SM2145kAGlgS6YxD31FNPtd/85jcuzcEhhxxis2bNstjYWPv6669t2rRpwd9KAAAAhIxSJ9x2223Ws2dPO/nkk+2GG25wg50p9ZVSbO25556cHTSqtq7OluaudqOkS5/Enjam7zCLJoALACFNsaAHatsGPNtim4q32JbSAhuWMdC9Ro5yIDy16fH3UUcd5fLPDhkyxA10cd9991lOTo5LsaAKPgAAALqP3/72t64HVp8+fez000+3nXfe2V577TVXJ7z99ttDvXkIU8p7q0F0vACuuvJmpfQmOAAAYUB5yTXo2aSs0a6Frj6zl+Sutnnrv7fSyrJQbx6AYLXElZ122sn38x577OEmAAAAdD8rVqxwD+2zs7Pt73//u5100klu3IJjjjnGnnzyyVBvHsJQeXWlfbtxqZVUllt0VLSN6zvMMpLTrLCwMNSbBgDw0zMx1aYOHOsGPVuZv8EKK0ps9tpFNrhXfxuUroHPSH0DdOkg7r777tvsE/R33323PdsEAACAMFJdXe1SJ8TExFhcXJwb2EySkpKspqamzcutrKx0abnU0nfmzJmNzvOrX/3K3nvvvXplDz74oBtsDeGpqKLUvt24zCprqiw+JtYm9B9pPRKSXW5cAED4UXwnO72f9U7t5VLg5JUW2qr8DZZbkm+jeg+xtMSUUG8igLYGcc8//3z3rypi119/vV1wwQWWmZnJAQUAAOimHnvsMRe0raqqsqeeesrlxy0tLW3z8ioqKuySSy6xJUuWNDvfsmXL7K677vINqiZaN8KTbvwXblputXW1lhyXaDsMGGmJsfGh3iwAQAD0eT2h3wjLKcm3ZblrXW+KuesX28CefW1orwEWEx3DcQS6WhD3F7/4he/nm266yQ488EAbNGhQMLcLAAAAYUJptObPn+9+njJlii1atMj32vTp01u9vKVLl7oAbkstM9VSd+3atbbjjju6fLwIb5uL82zx5lVWZ3WWntTDxvcbbrHc8ANAl2uV2zc1w3olpdmyLWvdZ7tSLWwpKbBRvQe7z3cAXSwnLgAAACLDHXfcYf3797fo6ODkxfviiy9c+oSLLrrIJk+e3OR8y5cvdzeTNBYIf7rB182+9EnpZWP6DiGPIgB08YHPxvYdan1Te9mS3DUu1/k3G5dav9QM6x2XFurNAyJSm4K4X375pe9ntaBQy4yNGzc2OugZAAAAurb99tvPPvroo6ClzzruuOMCmk9B3NTUVLvssstc4FeBZKX12muvvYKyHWg/3QtoIJw1BdvuBbLS+tiIzOxmx88AAHQdGck9bVp2qq3MW2/rC3NsU3GebYnaaiPjtj204/MeCPMg7oknnljvd3WH8+gN/N1337V/ywAAABA2gbpQ3KQpiFteXm677767nXnmmfbOO++4gc6ef/55l2IhULW1tfW2Xy2KVeZPr2tqS7n3mv71Wis3TBXhrb9hueZXWTDKg7lP2/aj7ofJO3b116lNWJK72jYWbXG/D+k1wAan9/M71k2ly2hYHtVMeWvmba7ce62uncsJRnlL8zZ8vfHj2Nj566rX3o+t/Nt6fDvivLZ3WyyE11jD8rp2LKOu3udoU+e1K117TX+++R+ncP6MaFjecPuDv42x0dE2sne29UlNt+9z1lhZVbkt2rzSclMKXHl8TFyQ9qmx/emYfWp/eWvee41/Zgfz/YTI0KYgrn8eNAAAAHR/5557rsXF6SZtexrorCOcc845rvGAN5DZ2LFj7dtvv7UXXnihVUHclStX+m5+0tLSrG/fvpabm2uFhYW+eTIyMtyk3mX+A7ZpXv2NcvMqR68nKyvLkpOT3bJramp86xkyZIjFxsa6ALS/4cOHW3V1ta1evbrejZfKy8rKbP369b7y+Ph4Gzx4sBUVFdnmzZt95Vqf1pufn295eXm+8mDvk7YlOzvbysrKraSk1A1oFx0d5X72aOCy1cWbbUvpVvf74B79rHd8mvsbLUPHRAF4/31NTEx0P5eWlvnKY2JiXHlVVaVVVlb5yuPiYi0+PsFtX1VVtd+xibO4uHgrL6/wHXdJSEhwx13r978h9tbpDabn7UNj+yQpKclWW1vnzolH105T+6Tl6Lxq2cHeJy1X77mG+1TbY9s8Ok/+26Nrpiteezp3XsoUXRv+wYhAz5P+LlTnqeG1V1Gxbb9qa2vatU8SrH3S9onK9Det2aeyhG3rXbduneuN4X3u+V+TXena27Rpkw0YMMD3+abjpePmf570c1f4jNB5auzzrbF9kmDsU3x0rE0dOMaWblptm8ryLbekwApKi2xo+gDL6tW33fvk/VxVWVlvOztynzryPJUn/Li85uoRwXg/ITK0OSeuLsoPP/zQXXCzZs2yFStWuIunRw+SXAMAAHQ3yl2bkpLSqevUzYkXwPWovqmB0Vpj6NCh7mbMX+/evd3k8YK8StngzytXULOxci1b9WKlF9PPXrBE29lwfgXkGpaLbh4bK1e9WukkGurVq5elp6dvVx6sfdKN5bbtSnQ3wl7rom0/m1XX1ti3G5fb1vJii7IoG9dvqPVOqb89Ot7e/B7vvjs5OWm7lt268W3sIYECO5r8ttL9PzHxx+CFf7m2ubFyL+Dx4zbV3yf/+RUQ2L688X0SnfPY2O1HbG/rPilAUVhY5LuWGu5T9A/XsneefEv54Zh2xWvPo2ujvubPk+bXsfK/pjrrPDUs985TQsK2v4n+YVC/1u5TR1x7uqYUtFKQydu+QPfJ26+BAwfW+9zrqtdev379Gv1803ny3nvbrqfosP2MaFje1OdbR117+izvn5xhWb362OKc1VZaVW5L89daYVWJjcgc1OhyAt0n77s6Lj6+wXI6dp866jz5/9xcPSIY7ydEhjYFcTds2GCnnnqqbd261U3Kk/boo4/a119/7f5VKwkAAAB0H6effnrQcuIG6oorrnA3Lbfddlu9HmGjR49udTC44aBsTQ3S1pZyr1WQfvZuvppKP9FYudelsr3lwdynH9bUoLtulFXWVNk3G5ZaSWWZxURF24T+I5oZqbzhNvp39W3s+ARa1pbyptYbrOW3pjw4y27q/HXla6/tx2b7a7X9y2/PtgRjOR1R3pr3Xv35/c9Z97j2mrtmgn0ttbY83D/ftn2Wpyak2NTssbbK5UXfZJuL862grNhG9xns8ui2f50d+Z3QWecpqs3XamvfT4gMbRpi+MYbb7Tp06e7lrjek4d77rnHdt11V7vllluCvY0AAAAIIQ1a21QqhWDLycnxdXPcd9997Y033rDXXnvNVq1aZffdd5/Nnj3bTjjhhE7ZFtRXUV1p89Z/7wK4GrV8UtboZgK4AIDuLjoq2oZlDLTJWWMsKS7BPehbsHGZfZ+zyvXaABAGQdyvvvrKtcT175amir3yli1YsCCY2wcAAIAQ++tf/+qCqf/4xz98Zeedd549++yzQV+XBjF788033c8HHHCAXXfddfbAAw/YoYceau+9957r9dVUV2x0nLKqChfA1b8awGbSgNGWmrB9d1QAQORJS0yxqQPH2cCefd3vGvBy9trvLL/sx3zFAEKUTkHJnbds2WLDhg2rV668uI3lrwEAAEDXde+999orr7xiN9xwg69sxowZdv/997uBZjToWVstXry42d+POuooNyF0SivLbf6GJa6FVWJsgk0cMNIS4xrmZgQARLKY6GgbkZltmck9XUvc8upKl34nK62PDcvIspgf8kQD6OSWuMccc4xde+219r///c8XvH355Zftt7/9rR155JHt2BwAAACEG9XzFMhVegPPSSedZHfffbc9//zzId02dKziilKbt+F7F8BNjku0SVmjCOACAJqkNDvTssfZgLRtA86tL8yx2WsXWWF5CUcNCEVLXLW2SEtLs+uvv97KysrszDPPdANdnHLKKXbaaae1d5sAAAAQRlTfa2q08KKiopBsEzrelpIC1wJXeQ1T45NshwEjXSoFAACao1a3o3oPtt7J6bbYtcqtsLnrF9vQXgNsUHp/BuICOjOIKyeeeKKbSktLraamxnr0YFADAACA7miPPfZwg9fecccdlpWV5co2bdrkflcOW3Q/c9Z+Z+8u+cIFcNMSUmyH/iMsNqbNtw4AgAjUKznNtcpdmrvGckrybWX+BssrK7KxfYbQqwNog3bXxJKTk+sNeHb55ZfXe/3dd99t7yoAAAAQQkqjpQFs99tvP+vZs6cr27p1q+28885u4DF0L5+unG+/fu1uF8DtmZjqArjkMgQAtEVcTKyN7TvUMorTXDC3sLzYDXo2qs9g65uawUEFOiKIqxxoUVFRzc5TXl7uBrd48sknW7MNAAAACGMZGRn23HPPuUHHNBZCbGysDR061EaOHBnqTUOQfbT8a7vo7/e4HLjbBqMZ6AarAQCgrRRL6tcj09ISU23x5pVWWFFiizavtC2lW13ahVgGPQOCG8Q9//zzW5xHFXsFcDVaMQAAALoPpc/asGGDbdy40WbNmuWCucqHS0qt7uP9ZbPtktfvtaqaatt31E7WJyXDNhTmhHqzAADdRFJcgk3KGm2rCzbaqvwNllOc7wY8U0td9fwAEKQg7i9+8YsW5/nwww9phQsAANDNKHh76qmnuhQKmpRW4dFHH7Wvv/7aHnvsMRszZkyoNxHt9L+lX7kArlIo/GT0TLvtp+fbPe8/w3EFAAS9Ve6QXgOsV1IP1xq3vLrS5q3/3gan97fJWdQngObQNwoAAADNuvHGG2369OnugX18fLwru+eee2zXXXe1m2++maPXxb235EtfAPeAMTu7AK5yGAIA0FGUWmFq9jjr90NeXLXOfWHev21NwUYOOtAEgrgAAABolgavVUvcmJgYX1lcXJwb7GzBggUcvS7sP99/br954/cugHvw2F0J4AIAOo1y4Y7pO9SlU9DPG4u22NFPXelSLQDYHkFcAAAANCsxMdG2bNmyXbny4qamksOuq/r34s/ssjf+4AK4h4zb3W4+5FwGlwEAdLq+qRmuVa4G1CypLLOPV8y1JTmrraa2lrMB+Am4n9Rrr70W0MBmAAAA6F6OOeYYu/baa+2yyy7zBW+/+OILu/fee+2oo44K9eahDf616BO7+p/3WU1drR02fk+74aCzLSaa9h0AgNBIjI23oybt74K4j37+mm0oyrXCimIb13e4JccnclqA1gRx//jHPwY034ABAziwAAAA3ci5555r/9/efYBJVZ59GH9ZelUBaYIVQUFF0RhrrLF3bDERjUY01k9jB8FGxJ7YYouxRqOixt6ixtgVewFBRUF6AOl9vut+zVlnl91ld5m2O/fvuvaCnd2dOXPanPM/z3neNm3ahAsvvDDMnz8/DBgwILRr1y4cffTR4dhjj8335KmGnv7itTDw6RvDslQq7Nd7h3Dh7scb4EqS8q6kQUk4ZfvDw1f/HR9e++bDMHfRgvD+9yPD+u27hY6t2+V78qS6E+K+9NJL2Z0SSZIkFawjjzwyfs2bNy8sXbo0tG7dOt+TpFp4buSbpQHuARvtGIbsPiCeNEuSVCg6t1k9bL7GhmHklLFh5oLZYdTUb8PM+bND9/bdQsOSn/rzS8XGYWclSZJUpRtuuKHKn5988snOwTrgxS/fCec9dX0McPc3wJUkFbAmjRqHjTt3D9/NnBQHOps8Z3qYtXBu2LDDOqFV0xb5njwpLwxxJUmSVKW333679P8zZ84MEyZMCL169YrfN2jQwLlXB7zy1YhwzpN/jj1w9+m1fRiymxW4kqTCxjHGWqt1Dqs0axWrcucvXhg+nDAqrNeuW+jUup3HICo6hriSJEmq0j333FP6/3HjxoWDDjoo3H333Z481RGvff1BOPPxa8OSZUvDHhtsEy7e4/f2wJUk1RmrNm8dNu+6YRg1ZWyYPn9WGD3tu9heYf3V1wyNbK+gImIDLEmSJFVbt27d4uBmU6dOda7VAW+M/Sic/s9rwuKlS8Ku628Zhu51kgGuJKnOadywUejdab2wbts1AvcATZ07I3zw/cgwd9H8fE+alDOGuJIkSaq2J598MlbgOrBZ4Xv7u0/D/z12VVi0dHHYqfsWYdg+p1qxJEmqszj+6Lpqx9CnS4/QpGHj2F7hg+9HhSlzpud70qScsJ2CJEmSqrTzzjvHE6e5c+eGWbNmhTPOOCM0b97cuVbARoz7Ipz6yJVh4ZLFYft1NwtX7HNarGKSJKmua9OsVejbdYMwcvLYMHPB7Ngvd9aCuWHddmuEkgbWKqr+8khOkiRJVTrllFPiv1Tf9uzZM7ZUUOH68PtR4aRHhoUFSxaGbdbuE67e7/Q4yrckSfUFlbgbd+4exs6YGMbNnBQmzJoaZi+cFzbsuE5o1qhJvidPygpDXEmSJFWpa9eupf+fNGlS/Er3s5/9zDlYID6ZOCacOHxYvMX052tuFK7d/w+hqSezkqR6iLuE1mnbJbRp2jKMmjo2zF44N3wwfmTYoMPaYbUWbfI9eVLGGeJKkiSpSkceeWQ8UUIqlSrzMx7/4osvnIMF4PNJX4ffP/zHOMjLFl03DH8+8KzQrLHVSJKk+q1dy1XCZk02CF9M/jrMWTQ/fDJpTFhrtc5hzVU7lR6/SPWBzUIkSZJUpWHDhoUuXbrE3rhPPfVUGDlyZOmXAW5h+HLqt+H4h4fGW0k3XaNnuP6gc0Lzxk3zPVmSJOUEn3mbdukZOrVuF7//dsbE8Nmkr8LipUtcAqo3rMStgWnTpoX58+fXakYz+Ef79u1r9beSJEn5dMABB4S999473HfffeGoo46KYS59cldffXUXTAEYO31COP6hP8ZBXegPeONB54QWTZrle7IkScqpkpKS0GP1teLAZ2OmfRemz58V3v9+ZOjVcd3QumkLl4bqPEPcapozZ064+OKLl7uFsCY7k6FDh4ZWrVrV6u8lSZLyqXHjxuHoo48OhxxySLj99tvD/vvvH/9/3HHHeXyTR9//MCUMeOjSMH3eD6Fnh7XDTf3ODa08UZUkFTGqcVs1aR4+n/x1WLBkUfhowqiwfvu1QsfWbfM9adJKMcStJsLXwYMHV1qJywAfd999d+jfv3/o1KlThZW4BriSJKkuOu+885Z7rHfv3uGWW24JDz74YHjzzTfzMl3Fbsqc6WHAg5eGybOnh3XbrhFuPvj8WH0kSVKx44LmZmtsEEZOGRtmzJ8VBz6bs3BeWLfdGvbJVZ1liFsD1WmHQIDbrVu3lVkmkiRJdeK46MADD8z3ZBSt6fNmheMfHBrG/zAldF2lQ7j5kIGhrSNxS5JUqnHDRmGjTuuFsTMmhHEzJ4fvZ00JcxbNCxt2XCc0adjYOaU6xxBXkiRJVbrsssucQwWE3rcnPPzH8PX07+OtobceOshbRCVJqkCDBg3COm3XCK2atAijpn4bflgwJ3zw/Sj75KpOMsSVJElSjdsppDPkzZ15ixaEk4YPC6OmjA1tW6wSbj1kUFhjlQ45nAJJkuqe1VutFgf9/GwSfXIX/q9P7pqhY+t2+Z40qdpKqv+rkiRJKkaPPvpoWLBgQb4no+gtWLwonProleHjiaNDm2Ytwy2HnB/Wbtul6OeLJEnV0bJJ87DZGj3Das3bhGWpVKzM/Wra+FoPYC/lmpW4kiRJWqFBgwaFdu2sVsmXxUuXhDOfuDa8O+6z0KJxs3BTv/NCj9XXytv0SJJUt/vkTgzjZk6yT67qFCtxJUmSpAK2ZNnScP5TN4T/fP1BaNaoSbjhoHPCxp2753uyJEmqw31yu4ReHdcJJQ1KfuyTO35kmL1wXr4nTaqSlbiSJElaoQ8++CCsssoqpd+XlJSEZs2ahZ49e4ZGjTykzJZlqWXhouduCc9/+VZoVNIwXLP/H8Lm3TZ0jZUkaSW1b7la2GyNsn1yuculQ6u2zlsVJI+4JUmStEInn3xyhZUsW265Zbjrrrucg1lAj75h/7ozPP7Zq6Fhg5Jwxb6nhW3X6eO8liQpg31y+67RM3wxZWyYMX9WGDllbBxEdK3VOsfjHKmQFHyIu2jRojji8ZNPPhkaN24cDj744HD66afHjenzzz8PQ4YMCV9++WXo3r17uOiii8JGG22U70mWJEmqV0aOHFnh459++mk49NBDcz49xRLg/unVv4d/fPh8aBAahEv2PDHssv6W+Z4sSZLqnUb/65P79fTvw/c/TAnfzZwU5i6aHzbosHZoWNIw35Mn1Z2euJdeeml44403wl//+tdw9dVXhwcffDD84x//CPPmzQsDBgwIW2yxRXjkkUfCZpttFo4//vj4uCRJkjJv/vz5MdD94osvwpw5c0KPHj3CVVdd5azOgtveejTc+e4T8f+Dfnls2LvXds5nSZKyhELB9dp1je0UuHj633k/hA8nfBkWLF7oPFfBKOhK3JkzZ4bhw4eHv/3tb2GTTTaJjx1zzDHho48+ir3XmjZtGs4+++y4sQ0cODC8+uqr4dlnnw0HHXRQviddkiSp3uDOKMLav//972HJkiXxMY7F9t1333gnlDLrnveeCje+/mD8/5k7HhkO7rOrs1iSpBzo1LpdaN64afh88texGveD70eFXh3XDas0b+X8V94VdCXuiBEjQqtWrWKvtQTVt7RXIMjdfPPNS3uU8G/fvn3Dhx9+mMcpliRJqn+uuOKK8PLLL4e//OUv4b333gvvvPNOuPHGG+P/r7322nxPXr3y8EcvhqteuSf+/8RtDwlHbrF3vidJkqSiskqzVmGzNTYIrZo0D4uXLQkfTxwdJs6alu/Jkgq7EnfcuHFhjTXWCI899li4+eabw+LFi2OV7e9///swderU2Ac3Xbt27cLo0aNr/DrLli2LIfD06dPD3Llz42jLPJaOn/NV2eMTJ06M3/Nv8nyV/X7S5ywdYXXbtm2Xe5xp4bGqHp82bVq8vXFFv1/RtLRo0SK+bk3ea3XfU2WPV+c9Vffxmi4n35PLyXXP7cl9hPvyYvp8yhTGJvjzn/8cfv7zn5c+tsMOO8S7os4888xwzjnnZOV1i83TX7wWLn3hr/H/R/9s3zBgK+8ukyQpH5o1ahL6dOkRRk39NkybOzOMnvZdrMyl5YIDnilfCjrEpb/tt99+Gx544IFYfUtwO3jw4NC8efMYWjZp0qTM7/M9t/vV1NixY8Ps2bPDPXffHZYsXbpS03zPPT9WTtRU40aNwznnnhOnI/0kcN11143vdcKECWXe55prrhl/l/lz22231fqkjdc45ZRTyjzWoUOH0KZNmzB+/Pgy87NLly4x9GV+pZ9UMi3cUvn111+XeR6mnVsuv/vuuxq9pylTppQ+zuvxujNmzIghe4LpYzoJsGfNmlX6OIE0X5MmTSrTH9n35HJy3XN7ch/hvrwYP5/WWmutkAkcZ3CxvDzeExfAtfJeGv1uGPT0TSEVUuGwTXcL//eLIzxJlCQpjxjUbMMO68SBzr6dMTFMmDU1zFu8ID7WuGFBx2mqpwp6reMkhUEzGNCMilxwYnX//ffHk5LygS3fN2vWrMavs/baa8fnJcDdr3Xn0L5h2XA426YtXRQenz0xLFy4MJ6ElUdoXdHjrVu3Dr179w6DBg2qtBJ38uTJMVju379/PFGsbiUuunbtWuHjzK+KHi8/jTzeuHHjGr8nqpLLW2211cKqq6663OPt27ePX+WnpVOnTr4nl5PrntuT+wj35UX/+ZSpytytttoq9sTlK/mcJqS+5pprylTnqnbeHPtxOPvJP4elqWVh316/COfucrQBriRJBYCMYa3VOocWjZvFqtyZ82eHDyeMCr07rhdaNKl5/iTV2xB39dVXj7fpJQEu1llnndiygD65VLmk4/vyQWV1EHzyBQLcTo2b5W3nkExH+ccrKtdPHq/qPSfPR6jZrVu3Gk1PRdNS1eOV3VJQ1bSv7OM1nUbfk8vJdc/tyX1E1ftD9+X16/Np6UreYZQ4//zz4wXh7bffPh6L4ZtvvokXfOmTq9p7f/zI8H+PXR0WL10Sdl1/y3DhHseHkgYFPWyFJElFZ/VWq8UBzz6b/HWYv3hhDHI37LhOWK15m3xPmopIQYe4ffr0idWpnCQkJwzcPkioy8+SNgKcsPDv+++/H0444YRQ3yS9emuD2zbT/62pli1bLlepK0mSikvHjh1jX9xXX301HotxkZ1js2233bbSoFkr9vmkr8Mpj1weFixZGLZdu08Yts+poVFJQ2edJEkFqFXTFmGzLj1jkDt74dzw6cQxoXv7NUPnNj/dHSwVbYjL7fY77rhjOO+888KFF14Ye+LeeuutcWCzPfbYI7ZZGDp0aDj88MNj31xaCuy5556hvgW4l15yaVi8ZPFKPc/dd99d6169gy4YZJArSVKRIaD95z//Wdq2iBZJu+yyS/xK0LOXYzEurKtmvpo2Pvx++GVhzqL5YfOuG4ar9z/D/nqSJBW4Jo0ahz6d14+tFabOnREHPKNP7rpt17AVkoo7xAW91y655JLwq1/9KvZR/fWvfx2OPPLIuHHccsstYciQIeHBBx8MPXv2jAEvPV7rEypwCXDz2auXabAaV5Kk4sIxFX31GQCVcQrSMTjbjTfeGO66665atbIqduNmTgrHPzQ09tXr3Wm9cN2BZ8VbNCVJUuHjLqQNOqwdWsxsFgc8+/6HKWH+4gVhgw7reEeNijvEZWCeK664osKfbbLJJuHRRx8NRSFDA5MU/GtKkqSCwKBlJ598crxYvtdee4XDDjss9OjRI7zzzjvh7LPPDjNmzAjHH398GDBgQK2enwFpDzrooHDBBRdUOjja559/Hi/Yf/nll6F79+7hoosuChtttFGoyybP/m8Y8ODQWL3TvX23cFO/c+PtmZIkqe4NeMZF2C+nfhumz5sVPprwZbw426xRbgvwVDwKPsTVjx6fU7uetpIkSbWx8cYbhxdffDG88MIL4aGHHgoHHnhgOP3008P1118fB5il1VX64LM1wZgHf/jDH8Lo0aMr/R2qfQmI99133zBs2LBw//33x9CY6amrd179d+4PYcBDQ8OEWVPDmqt2CrccMjCs2rx1vidLkiTVUodWbUOzRgx49lWYu2h++OD7kaF3x/VCm2YtnafKOEPcOmK/Vp1C+0a5vc1u2pKFhseSJBUx+uBShcvX888/H0477bTY4mrw4MG1fs4xY8bEAJdBaavy9NNPxwHUqPql2mXgwIFxYLVnn302VvDWNbMWzAm/f/iPYez0CaFT63YxwG3fctV8T5YkSVpJBLabrbFB+GzSj0HuxxO/DD1WXyussYotp5RZhrh1RYMGxfGakiSpIDz22GNlvid0JUxloLPyPzvggAOq/by0Y6B9AlW9m266aaW/99FHH4XNN9+8dJAQ/u3bt2/48MMP61yIO2/RgnDS8MvjICjtWqwSbj10UOiyyur5nixJkpQhtFDo06VHGDnlm9haYeSUsaFxSaMVXrSWasIQt8C1bNkyNG7UOA4wlg+8NtMgSZKKy3XXXbfcY506dQoPP/xwmccIV2sS4h5xxBHV+r2pU6fGPrjp2rVrV2ULhkK0cMmicNpjV4aPJ46OlTpU4NJDT5Ik1S+NShrGVgpfT/8+Dnb2yaQx4W/vPB6O2mKffE+a6glD3ALXtm3bMOiCQWHu3Lm1+vtJkyaFu+++O/Tv3z+eeNUUAS7TIEmSistLL72U19efP39+aNKk7MAgfM+AaDW1bNmy0oreZFRpHkvHz/mqzeN80XqCf3luUHmzeOmScOYT14Z3vvsstGjcLNx40LlhvXZdyzwXv8/vlq/Uqc3jmXxPP76P1P++knlXvpqopo+HWjzPyr5m+p1lyftZmefJxOMr+t3yP694Pla0/OJvl1s3Knu8kNa9ZLup/fzNxnJd2WkJeVzHyj+eWonnSJXZj1a2XOvSulf5/i19PhXyPqL84+WnP9vTGGrxPLV57vSf5XN5VPZ4xb/Lar9euzVCi8ZNw9gZE0PTRo3j4zVZV2uzPak4GOLWAYSoVQWp06ZNiyc6tdG8efN4W6QkSVIhoR9u+cCW75s1a1bj5xo7dmzpyU+bNm1Chw4d4vHTrFmzljve4gI4g6ol+F3+Zvz48WWmp0uXLnGAteS5e/XuFRo1/OnQelkqFS549i/h1a8/iCdw1x90dtiky/oVTl9yIreyj/8UhGXm8YULFoa5c+fF48WSkgbx/+latmwRli1LlTkOZbqYL0uXLg0LFiwo85zJsps376ffb9iwYXx88eJFYdGixaWPN27cKDRp8uM6sHjxktLHmzRpHBo3bhIWLFgYXyN9fWnUqFGYP39BmRPi9PWFAfWS95Cp98TzLFmyJD53pt8Tz8vFgfLvaVnrH39nwoQJZaZnzTXXjPPg66+/LvOe1l133fhc3333XZlp53HeJ8/z07Q0ic8ze/bsMGXKlNLHef+s8zNmzAjTp08vfTwT2xPLrlu3bqXrRnoYUd3lxN/lazmVX/cWLvzxfS1btnSl3hMy9Z6YPvAYf1OT9zS/6Y+v+/3338e7IZL9Xvo6WZfWvcmTJ4fOnTvH98YyYH4x39KXE/+vC/sIllNF+7eK3hPqwr48+f/iRYvKTGe231M2llObhi3C3utvG369+V7x+6qOIzKxPak4GOJWMJhXXXrNOXPmhIsvvniFV16oxq0IG/3QoUNDq1ataj0NkiRJmdaxY8d4cp6O7zkRr6m11147noyl4yJ2+oXsJBQtf+dS8njXrl0rfJzn5uSMAPfOdx4Pk+fMiMdl73z3afjqv+NDSYMGYeu1Ngn/Gv1u/Cqs6q2KH+/VcZ2wb+9fhKbNmsYT4eTxH/9f9vc5eV7+8R9Pfss/nhyutmjRfLkQmhNfAsvyCHbKVmT/+HfNmpUf8PfHx5s3Lx/yNygTePw0TZl5T+Bku1GjsuvXyrwn1p9Zs2aXBm/l31PJ/9ZlAoAyU/6/ecoJffnHmY7yj//43M0rfLx169YVnh+sttpqYdVVlx+Qb2W3pwTrRllVLyd+n3mVvk7lajmVfzxZTk2b/vg3JSUNa/WesrHusU4RWhEyJdNX3feUvK811lijzH6vrq57fLYk7y19/8ZySra9H9enkoLdR5R/vLL9W7bWvWzuy5PP6sZNmpR73ey+p2wtp/T9d1XHEZnYnlQcDHHLeXzOpFCX8AHHCNErU4lrgCtJkgpNnz59wm233VY6oBr/vv/+++GEE06o8XNx0bp81Wkmq1aTi+mTZk8P42dODl//d3z4ftbU+FjP1deOVbk8Xld0bJXcAcaJZPoJemWD3lb38fRbfSv6m+o+VpvHK3vdTD1/TR7PzHNXtk5WVKVd2eOFVgVe+3mT6XV1ZaclE8+Tjcdrsu2V/f30ZVY/1r2q1plMr0s1fbzQ92+52pdn8zMhV8upQa3X1ZpuTyoOhrjl7NeqU2jfqPwVruxX4q5MeGw7BNVX3HIycWLlg/qVv02qJrh1pao+0dxmVVmViCQpOxjMjCosbl/cY489wtVXXx3vGDr88MPDAw88EC9a77nnngU9+7+dMbE0wO2x+lph9Var5XuSJEmSVA8Y4pZDgNupcc17rUnKvOHDh4cxY8bkZdYyIvppp52Wl9eWpGK13XbbhcsuuywcdNBB8U6hW265JQwZMiQ8+OCDoWfPnuHWW2+NF+EK1ReTvwnfzfzxwnz3dt1Cp9bt8j1JkiRJqicMcSUVrH79+uW1EleSlF2jRo2q8vtNNtkkPProo3ViMTz44Qvhwwk/Tv/abbuELqusnu9JkiRJUj1iiCupYNHOwJYGkqRC99QXr4U/vnhH/H+3VTuGNVet/CKhJEmSVBuGuJIkSVItzVu0IFzywu0hFVKhx+prho6tbKEgSZKkzDPElSRJkmqpeeOmYZ9e28cBzH6YPydM+N+gZpIkSVImlWT02SRJkqQi0qBBgzBo12PDidseEv8vSZIkZYMhriRJkiRJkiQVMENcSZIkSZIkSSpghriSJEmSJEmSVMAMcSVJkiRJkiSpgBniSpIkSZIkSVIBM8SVJEmSJEmSpALWKN8TUGimLV1UFK8pSZIkSZIkqW4wxP2fli1bhsaNGofHZ0/My4LgtZkGSZIkSZIkSUpniPs/bdu2DYMuGBTmzp0bamPSpEnh7rvvDv379w+dOnWq8d8T4DINkiRJkiRJkpTOEDcNIerKBqkEuN26dVup55Bybfz48WHixIlVXqSYN29erZ67RYsWlV7Y6Ny5c+jatWutnleSJEmSJKlYGOJKCsOHDw9jxozJ+Zzo3r17OO2001wCkiRJkiRJVTDElRT69euXt0pcSZIkSZIkVc0QV1JsaWBbA0mSJEmSpMJUku8JkCRJkiRJkiRVzhBXkiRJkiRJkgqYIa4kSZIkSZIkFTBDXEmSJEmSJEkqYIa4kiRJkiRJklTADHElSZIkSZIkqYAZ4kqSJEmSJElSATPElSRJkiRJkqQC1ijfE1CXTJs2LcyfP7/Cn02aNKnMv+U1b948tG/fPqvTJ0mSJEmSJKn+McStpjlz5oSLL744pFKpKn/v7rvvrvDxkpKSMHTo0NCqVauaLyVJkiRJkiRJRcsQt5oIXwcPHlxpJe6KUIlrgCtJkiRJkiSppgxxa8B2CJIwfvz4MHHixEpnBm1V5s2bV6uZ1aJFi9CpU6dKf965c+fQtWtXF4QkSZIkSUXEEFeSamj48OFhzJgxeZlv3bt3D6eddlpeXluSJEmSJOWHIa4k1VC/fv3yWokrSZIkSZKKiyGuJNUQ7QxsaSBJkiRJknKlJGevJEmSJEmSJEmqMUNcSZIkSZIkSSpgtlNQ0Zk2bVqYP39+rf++efPmoX379hmdJkmSJEmSJKkyhrgqKnPmzAkXX3xxSKVStX6OkpKSMHTo0NCqVauMTpskSZIkSZJUEUNcFRWC18GDB1daiTtp0qRw9913h/79+4dOnTpVWolrgCtJkiRJkqRcMcRVvTR9+vQwd+7crDw3AfC4ceMq/FnLli1D27Zts/K6kiRJkiRJKk6GuKqXAe6ll1waFi9ZXOvnoBq3Nho3ahwGXTDIIFeSJEmSJEnFGeIOGDAghmPDhg2L33/++edhyJAh4csvvwzdu3cPF110Udhoo43yPZnKMypwCXB/0aJ9WLUkd6v4zGVLwqvzpsXXtxpXkiRJkiRJRRfiPvXUU+Hf//53OPDAA+P38+bNi6HuvvvuG0Pd+++/Pxx//PHhhRdeCC1atMj35KoAEKhKkiRJkiRJdV2dCHFnzpwZrrjiirDxxhuXPvb000+Hpk2bhrPPPjs0aNAgDBw4MLz66qvh2WefDQcddFBep1eFIV+VuJIkSZIkSVLRhbiXX3552H///cOUKVNKH/voo4/C5ptvHgNc8G/fvn3Dhx9+aIhb5BhcjN60+QhUeV1eX5IkSZIkSSqaEPfNN98M7733XnjiiSfChRdeWPr41KlTYx/cdO3atQujR4/Ow1SqkNCPlsHF6E1bU5MmTYqDmvXv3z906tSpxn9PgGs/XEmSJEmSJBVNiLtw4cI4cNngwYNDs2bNyvxs/vz5oUmTJmUe4/tFixbV+HWWLVtWWtGLkpKS+Fg6fs5XJh5HKpWq1uNMC49l4vFiek+rrrpq/Kpo2qdNmxbXn4reU/prVPSa/G7z5s3jBYPKpjF9mlxOxbfu+Z6Wnwfff/99vEBS2XKaOHFi7HNem+VKD/TOnTtX+vsdO3YMXbt2dTlVc12t7nxf0fbh9lQ4+whJkiRJ9UNBh7g33HBD2GijjcL222+/3M/oh1s+sOX78mFvdYwdO7b05KdNmzahQ4cOMeibNWtW6e9QXckXQUR62MDv8jfjx48vMz1dunSJ4QLPnX4Ctuaaa4ZGjRqFr7/+usw0rLvuumHJkiXhu+++K3MizOMEjhMmTCgTVvM8s2fPLtNigtfjdWfMmBGmT59e+rjv6afl9OWXX4abbrpphSe5VONWhuXyu9/9Loa5LifXPfcRK97vcSdF+X1errCvTAbEhPtyP5+K7TN3rbXWCoV6of6iiy4Kzz//fDx2O+aYY+JXRX7/+9+Hl156qcxjN998c9hpp51yNLWSJElS/hV0iPvUU0/Fk6DNNtssfp+c3Dz33HNhn332iT9Lx/ecDNXU2muvHRo2bFjmsfbt28evRBLylr/FPnk8vdIr/XGeu6LHOdkq/3jjxo2XexyEhRU93rp169CqVavlHl9ttdXKVKH6nn6a7z169AiDBg2qtBK3/HKqbiWuy8l1z31E5fu9gw8+uKAqceG+3M+nYvnMLdTKXAas/fTTT8Ndd90VQ/NzzjknBtd77LHHcr/71VdfhSuvvDJsvfXWpY+tssoqOZ5iSZIkKb8KOsS95557YlVJ4qqrror/nnnmmeHdd98Nt912Wzw54cSFf99///1wwgkn1Ph1qFThq/xjlf1uJh5Pb9+woseToHFlH/c9/TgPahP0V4fLyXUvk9tZfdpHdOvWLX4VEpdTcax7VU17sbynpUuXhkLDRZuHHnooHsf17t07fjGmwX333bdciMsFfKqUN95447D66qvnbZolSZKkfKv4zKBArLHGGvE2wOSLQaP44v8c5HOb4tChQ8OYMWPiv1RX7rnnnvmebEmSJFVi5MiR8SJ9cqcVNt988/DRRx8td2cMbSMIpgvtQpAkSZKUawVdiVsVbmm85ZZb4sBnDz74YOjZs2e49dZb4621kiRJKkxTp06NbSjSB6il9QR9cmfOnBl7B6eHuBzznX322eGdd96J7ShOOeWUsMMOOxTUILZ8/diaK719RflWFg1y8Himnzv1v69MTWPI43tKfpbK4fKo7PHqzPd0Fc/H+jRA5U93HazMulqT36/O4ys7LSGP61j5x1Mr8RypMvvR+jA46o/rW0X7t/T5VMj7iPKPl5/+bE9jqMXz1Oa503+Wz+VR2eM12fYq3mdncntScahTIe6wYcPKfL/JJpuERx99NG/TI0mSVBnaANDzuTLlBzmrCS5al++vm6BPdPkeu4WEO6fSA1wk35cftJYQd8GCBWG77bYLAwYMCC+88EIc6Owf//hHbLFQKIPYMtgcg84tWLDwfwFBgzB3btll27Jli7BsWaq0Lz+YJp6Dthe8z/QTMvozU7FMuJ0gKGYguMWLF4VFixaXPt64caPQpMmPg/4uXvxTK7ImTRqHxo2bxOlKb63BAMFM8/z5C8qcPPLcvMbC/z03r837YFoy8Z6SAYjnzZuf0/eUSN4PMvWesrmceF56XZd/T8ta//g79JNOn566OoAyyy6ptmfdSA8jqruc+LtC2Z4WLvzxfS1btnSl3hMy9Z6YPvBYervC6ryn+U1/fN3vv/8+jgtS1wfvnjx5cvyc5L2xDJL9Xvpy4v91YR/Bcqpo/1bRe0Jd2Jcn/1+8aFGZ6cz2e8rWclrQ9Kfny9Ygtsn2pOJQp0JcSZKkumL48OGx5VOude/ePZx22mmhUHHSWT6sTb5PD9xw4oknhiOPPLJ0ILMNNtggfPbZZ/EurJqEuNkexDY5WWvWrGkoWVhSegJZVoN4orn84z+eKFb0OCdxjRqVnW5wkki4Vx4hSNmAvEHpdJWfFjRv3qzCx5s2aVy6rH6crgYZeU/JeXeLFs2X69+c7fdU9v389HghLicCilmzZpcGb+XfU8n/1mUCgPoygHKCdaOsqpcTv8+8Sl+n8r09NW3649+UlDSs1XvKxrrHOkVoRciUTF9131Pyvmh1WB8G72bQ2+S9pe/fWE7Jtvfj+lR39uWV7d+yte5lc1+efFY3btKk3Otm9z1lazml/z9bg9gm25OKgyGuJElSFvTr1y9vlbiFjBNoKqqoJklCKlosEOBSJZWOCpMkwE1w8lLTcDzbg9j+VBWUfjJb8eBz2X0808/dIMPvKX0+Ncjxe6rsdevucqqPgzkWzrq6stOSiefJxuM12fbK/n76Mqsf615V60xd25cnP8vVuperfXkuPudW5vHq/G6DnA3Mq+JgiCtJkpQFVFwUcluDfNlwww1jePvhhx+GLbbYIj42YsSIWFlb/kTm3HPPjScml112WZmB0Xr06JHz6ZYkSZLyqbJLoJIkSVLGccvfAQccEC688MLw8ccfhxdffDHccccdoX///qVVuUmvup133jk88cQT4bHHHgvffvttuOGGG2Lg+5vf/MYlI0mSpKJiiCtJkqScOu+880Lv3r3DUUcdFS666KJwyimnhN122y3+jEHMnn766fh/HhsyZEj4y1/+EvbZZ5/w0ksvhdtvv90KZ0mSJBUd2ylIkiQp59W4l19+efwqb9SoUWW+P+SQQ+KXJEmSVMysxJUkSZIkSZKkAmaIK0mSJEmSJEkFzHYKklRPjB8/PkycOLHSn0+aNCnMmzevVs/dokWL0KlTp0p/3rlzZ3tUFvk6tjLr14rWMdcvSZIkScXOEFeS6onhw4eHMWPG5OW1u3fvHk477bS8vLbq/zrm+iVJkiSp2BniSlI90a9fv7xW4qq417FsV+JKkiRJUjEzxJWkeqJr1662NJDrmCRJkiTVQw5sJkmSJEmSJEkFzBBXkiRJkiRJkgqYIa4kSZIkSZIkFTBDXEmSJEmSJEkqYIa4kiRJkiRJklTADHElSZIkSZIkqYAZ4kqSJEmSJElSATPElSRJkiRJkqQCZogrSZIkSZIkSQXMEFeSJEmSJEmSCpghriRJkiRJkiQVMENcSZIkSZIkSSpgjfI9Aaq/pk2bFubPn1+rv23evHlo3759xqdJkiRJkiRJqmsMcZUVc+bMCRdffHFIpVK1+vuSkpIwdOjQ0KpVq4xPmyRJkiRJklSXGOIqKwhfBw8eXGkl7qRJk8Ldd98d+vfvHzp16lRhJa4BriRJkiRJkmSIq5U0ffr0MHfu3IzPR8LfcePGVfrzli1bhrZt22b8dSVJkiRJkqRCYyWuVirAvfSSS8PiJYtr/RxU49ZG40aNw6ALBhnkSpIkSZIkqd4zxFWtUYFLgLtf686hfcMmOZuT05YuCo/Pnhhf32pcSZIkSZIk1XeGuFppBLidGjdzTkqSJEmSJElZYIirlTZtycJ6/XqSJEmSJElSPhniaqU9PmeSc1GSJEmSJEnKEkNcrbT9WnUK7Rs1zWklrsGxJEmSJEmSioUhrlYaAa49cSVJkiRJkqTsMMTVSpu2dFG9fj1JkiRJkiQpnwxxVWstW7YMjRs1Do/Pnpjzucjr8vqSJEmSJElSfWeIq1pr27ZtGHTBoDB37twa/+2kSZPC3XffHfr37x86depU478nwOX1JUmSJEmSpPrOEFcrhSB1ZcJUAtxu3bq5FCRJkiRJkqRKGOIqa6ZNmxbmz59faSVu+r/lNW/ePLRv396lI0mSJEmSpKJniKusmDNnTrj44otDKpWq8vdoqVCRkpKSMHTo0NCqVSuXkCRJkiRJkoqaIa6ygvB18ODBlVbirgiVuAa4kiRJkiRJkiGussh2CJIkSZIkSdLKK8nAc0iSJEmSJEmSssQQV5IkSZIkSZIKmCGuJEmSJEmSJBUwQ1xJkiRJkiRJKmCGuJIkSZIkSZJUwAxxJUmSJEmSJKmAGeJKkiRJkiRJUgEr+BB38uTJ4dRTTw1bbrll2H777cNll10WFi5cGH82bty4cPTRR4dNN9007LXXXuG1117L9+RKkiRJkiRJUvGEuKlUKga48+fPD/fdd1+49tprw8svvxz+9Kc/xZ+ddNJJoX379mH48OFh//33DyeffHKYMGFCvidbkiRJleBi/Pnnnx+22GKLsN1224U77rij0nn1+eefh0MOOST06dMn9OvXL3z66afOV0mSJBWlgg5xv/766/Dhhx/G6tv1118/HuwT6j755JPhrbfeipW4F198cVhvvfXC8ccfHytyCXQlSZJUmK644ooYxt51111hyJAh4YYbbgjPPvvscr83b968MGDAgHj898gjj4TNNtssHu/xuCRJklRsCjrEXX311cPtt98eq23TzZkzJ3z00UehV69eoUWLFqWPb7755jH0lSRJUuEhgH3ooYfCwIEDQ+/evcMvf/nL8Lvf/S7ecVXe008/HZo2bRrOPvvseMGev2nZsmWFga8kSZJU3xV0iNumTZvYBzexbNmycO+994atttoqTJ06NXTo0KHM77dr1y5MmjQpD1MqSZKkFRk5cmRYsmRJrKpNvwjPxXmO89LxGD9r0KBB/J5/+/bt6wV7SZIkFaVGoQ658sorY2+0hx9+ONx5552hSZMmZX7O94sWLar289FXF4sXLy5z4lBSUrLciQQnDnxl4vH0117R40wLj2Xicd+Ty8l1z+3JfYT7cj+fiuszN/m+/OP5wkX41VZbrcwxHHdc0Sd35syZoW3btmV+t3v37stdsB89enTBHestXbo0PtaldbvQqEHD5NXLTU2DHDyemedu32KV+J54Pw3jY5mZRhbHvCarhBYtmpeus7l4T8u/n9o9T+Yer/p3WW9/nE8t/jefyv5+x9bt4vupT+cZPEeX1u3Tlk/F86b846nUsnLrVP63p5/WN95PSZ7WsbKP/7RO1WTb+/Hxjq3blq5v9eUY4sf1bfn9W9n5VFKw+4h879+yuS+v+P1k/z1lazl1aLVafD+V7bMztT1xgbyin6n+aVSXAlx6pzG4WY8ePeLtdRzspyPAbdasWbWfM9lYPvvss4xPryRJUqEof4KQLwxWW9FFeJS/EF/Z79bkgn2uj/V6N+wSeq/SJdR5C0OseO5V0jn0WqVzZp971VC/3k+2rGA+1ccWcr1KOoVeq3SqG+tUtda3Wr6fbFmJ+VQ/17dK9geFtj4V6v4tW/OpLu6vC2j7KZTjPRV5iHvJJZeE+++/Pwa5u+++e3ysY8eOYcyYMWV+b9q0acu1WKhKo0aNwsYbbxyvXJS9giRJklT3UZHBAT3HPIWAi/DlQ9jk+/IX4iv73ZpcsPdYT5Ik1XeFdryn7Cn4JcyIxQ888EC45pprwh577FH6eJ8+fcKtt94aFixYUHowP2LEiNg7rboIb8tXeEiSJCk7uAg/Y8aMeNtfcqJB2wSO5RgLofzvcoF+ZS7Ye6wnSZKk+qKgBzb76quvwk033RSOO+64GM5ykJ98bbnllqFz587hvPPOi73RCHQ//vjjcPDBB+d7siVJklSBDTfcMIa36bcWchE+uTMqHRfsP/jggzJ9fd9///34uCRJklRsGqQKuPMxwezVV19d4c9GjRoVvv322zBw4MA4evFaa60Vzj///LDNNtvkfDolSZJUPYMHD45h7B//+McwZcqUcM4554TLLrss7LbbbvFCfevWrWNl7pw5c8Ivf/nLsPfee4fDDz883pn17LPPhueffz4O+CRJkiQVk4IOcSVJklS/MGDZhRdeGMPYVq1ahWOPPTYcffTR8Wc9e/aMge5BBx0Uv+cuqyFDhsS7s/jZRRddFHr16pXndyBJkiTlniGuJEmSJEmSJBWwgu6JK0mSJEmSJEnFzhBXkiRJkiRJkgqYIa4kSZIkSZIkFTBDXEmSJKmaBgwYEM4999wV/t7jjz8ejjzyyKKeryuaV8OHDw977LFH2GyzzcIhhxwSRowYEYrRiubT3/72t7DjjjuGPn36xIEAx44dG4pRdbe9jz76KGy44YZh/PjxoRitaD7tt99+caDI9K8vv/wyFKMVzat33nkn7L///nHbO/TQQ8PIkSNDMapqPu28887LrU983XDDDaHYrGh9uv/++8Muu+wS+vbtG/fl48aNy+n0qX4wxFXBWbJkSb4noU6O9J1IpVJ5nRapmLn9FYc5c+aULutcLPNZs2aFBQsWlHnMdS0/nnrqqfDvf/97hb/31ltvhcGDB4ditqJ59eqrr4aLL744nHjiieGxxx4L2267bTwBnjx5cigmK5pPXAy48cYbw0UXXRT++c9/hlVXXTWccMIJRbcPqO62t3jx4jBo0KCwbNmyUIxWNJ+WLl0aLwLce++94bXXXiv9WnfddUOxWdG8ImA77rjjwi9/+cu47RFMsr9atGhRKCYrmk8PP/xwmXXpggsuCK1btw4HHnhgKCYrmk//+c9/wpVXXhn3T1zAbNGiRTjppJNyOo2qHwxxVVCmT58eD+rTD8RUNQ4kOPkZPXp0/L5BgwYFP8uK7cRD9V8SOrD9cYKk+n3RjM+pSZMmxe+zfTLH5+Bzzz0X3n333dLPybqyr69vZs6cGa644oqw8cYbV/l7VB9x4t+tW7dQrKozrx599NFwwAEHxKrAtdZaK/zf//1faN++fbWCumKaT7Nnzw5nnXVW2GGHHcLaa68d161vvvmmdF9QDKq77eH2228PrVq1CsWoOvOJ6mQ+VzbZZJOw+uqrl341atQoFJPqzCuCbubTySefHLe9888/P5SUlISvv/46FIvqzKe2bduWrkfNmjWLF53OOeecsMYaa4RiUZ35xGfbdtttF3baaaewzjrrxPVq1KhRRbUvV2YU195adSLcGzhwYDyo32qrrcLUqVPjLSyNGzfO96QVdKDw+uuvh88//zxeReeD4A9/+EMoZIQPfJCxXLfZZpt8T46quW3WpdCIChwOtHPlmWeeCW+//Xb4y1/+EqZNmxZPIFu2bBnq+jKua8s9Fwjpr7nmmtC9e/dYnUNFE5UUTZs2zcq8Yj/56aefxiq8Y445Jt7yeumll8awS7l1+eWXx2OSKVOmVPl7fCb/9a9/jfsEbsUtRtWZV7/73e8q3E8SWhaL6synX//612Xmzd///vew/vrrx+CkWFR32yPcvu+++2KIxK3vxaY682nMmDGhc+fO8TOrmFVnXrH/Puigg0q/b968eXjxxRdDManutpfgs48wt1+/fqGYVGc+cRcF1bpfffVVvHBJERZB9yqrrJLTaVXdZyVukUoqIenrQ/jw3nvvFUTo0q5du9j364EHHgjHH398aNOmTcEFuMm8o/pq4cKF+Z6cuOMn9P7444/jB0ghB0fJvPvkk09ixQ0Hkrmuyq3o9awMXvE8I5yixxxVCQ899FBBV5umB7gEbFRMzpgxI6uvufnmm8dtkAM4+jv+8MMPBT2PKlvGVHsSRF911VXxQDSbAW76dlcXbnulupITOgL6F154IXzwwQfxoiMnw1SeZGNeJfOFAPfnP/95uPXWW2M1kAFu7r355pvxWIlbaVeEnndbbrllKFbVnVe9e/eO63OCCnf22VzELwY1WaeSW5a32GKLWMFMq45iucBW3fnEZwrz5ZRTTonnE8WmuvOJAIlzK86zaGHym9/8Jh6/FJPqzivaKfD5fuqpp8aik/79+8dzl2JR030UhUWcJ9DuJZeFFHVlPtEjn4KrvfbaK1Z4P/jgg+Gmm24KDRs2zNm0qn4onq0rT5KT1P/+97+xqnTu3LmhEHDgx+2ZRx11VNx5cNKe78qH5GCUXoN8CDRp0iSeJBdi0PHyyy+H8847Lxx88MGxtw39yvI1Pdhoo41iYMQHA7dJJa0VCg3zjgNFQsDdd989Hgzl8iQkWX5UR/35z38Ol112WZgwYUJBnQgly5RlSGjKupbvgIv58/zzz4ejjz46Ts8TTzwRbxsqRMy/5MCRasnf//734bDDDgvvv/9+Vl+X26fYn3JbVJcuXeIXB2V1pcd3sozpR0mQy2dV+nqXyXUwWcd5jaSfd6Ef7HOHA8H8aqutFr9nf8uypZ8Z/d+S1gqZluybWCbs27feeuvwyCOPxLDLi0+5wwXbIUOGxICIE3plfl5999138bhq3333jeFufVeb+USIRIBLhSlhQTEMiFOT+UTITZuAYqzArcl8olqZzzMGEuTC4HrrrRePXyZOnBiKQU3m1bx58+JF7Z/97GfhtttuixdtORYulPP5QttHPf300/G4aLfddgvFoibzieIIfp91ioI11ita5RRCUZjqlsI+a6rjksCIE2P6V3HVhbCvEE7quQpLZQ/VkAQyhFlMF5W51b1dIpPzKZlX//rXv8J1110Xrr322nglj2oWBr0oFEwjJ8/Mtx49esRRJQnn2XHnY1TX5ASf2zO4feWMM86IoST9wAo1yKWPFPPwlVdeyfmVf+YXFXRUH3z22WdxnU8PcPMZiiSvnewzuM2U7ZIDAw6ueSxX05d+QYfw7vvvv49V3meeeWZcz66//vp4wEF4VWjrWbI8mU5O6IYOHRqGDRsWK2V5L5y4ZMuaa64Zb6vn4J7lB3rMFcI+vzo9ff/0pz/FwSjuuOOOWMnEBTUCgy+++CKGrJkIctP39cyjI444It5JwIF/IfcE47ZlDrS5hZmLQJwEjxgxIu7HuNjIZ0B6kJuJbTWZV1T/nn766bGyhTtVGNWYljkMkFH+dQx2s1eFzcXS7bffPkuvUNzziu2Ji7r0EKZVSDGozXzi4mCvXr3ioDiESdyKW99Vdz5xLM65A+cMhXRhvhDXp0suuSS2BNh1113jBZMLL7wwdO3aNQ7cVQxqMq+4GL/zzjvHCkrmFfOOY6GXXnop1He12UdRIEbeUUz9lWsynzinI+DmYiWVuFdffXU8duSYWKqJ4tnC8oCDCMrraexNdQEHXxygsmOj+oi+OvnCSNfcwkY1JAc+XF3kxJSw5he/+EUMIuj3l00ExhtssEHpwRYhKKEQO7Y999wzPkaFMJV0BAgctIIRuvNZCUMAyckGQSDViFTiErIxTVRO9unTJ+vTkJzcE4IS2hLA7L333vGAjAMOAnBCLEKSbC/H6k5rgsCGajY+uLiNhCu22ZpG1nMqulk2TAfrOhcJWJeooiY04qIF6x3TsNlmm+W8Byi3+TM/ktfkAgsnsdy6xTRy29Y+++wTfvWrX8X9BvMrmzg4/cc//hEvUrAvYNvjtjtGmd10001j5Q/V+6x73PbKLd5cpKJCMJ+S5Zb8y/6FCty+ffvGecgFIQJ83gd9RRkgJlOvyTxhPjEPaKXAfGOwArY/LqgU6sFsMv1sA6yDSSsWevpyAYE+rOzjCKUJD6kYWFlJKMkFAfahfA699dZbsX/ht99+G5dZofV5TNpzsC+hyotgm4p0Kr25FZXKWHq/cXBOgNCxY8cYgLOu1dRdd90VQ1pOqJlXBMQExTx/Msozy4afEeQyDQySQRUj/dWKMbzIBXrYsV3wGZE+mB0nrIV2x1Bdm1dcCKSyjeNj9pfFUulck/nEPrJDhw7xbiuwnfP/bLcJqkvzieM45gefIekXtDh+4gIYX/VZTdYnjknSB35L1qdkgNb6ribzit6uDECV4DiAHqbFULVc0305P+f4jju6iklN5hMFROn7Io67OXYjf5FqojDPLOuRDz/8MF5x4dYeNmquchLQEOBy4pWvW344Seb2YoIGqqwIsLjSyBV+ThAJZ7IZ/jGoFVVNXHkilCKcIrBiHlHRlCAUIcjltjGCBE6OCRvo35SP/jHcQkvYTL82pocRlXfcccdYtXbnnXfGMGfDDTeMoVc2T6aTdhjMKyoMuc2WigxCeT4cmJ/Dhw+PVQnMJw44uJiQa+ntC/jg4mSNeUavQJY/lX/cTkJAye1c2RjRvVOnTvHqKNWl9A9mfaOKlINV1nXWf35GWMW6lolwryZXb1mPqLLjwBAEzUwn2wPrExcxuOWN2/W52MK2kM0+0azjXBigSoPBeVi3qLzl5Ij1nMCPK86E8cxXpp1tIp8hbnrwzvQSBiQX0QjqCW85SKKKksepNGW74eCptttp+p0WVPqyvrFeH3744THsJJRk/0rAzXLjQI5pKKSAMqmIZTtgX8L0Md2MvszBKNslA3qwrT755JO1CnHZLxH+p/e9JADlolNyIEvwzTIhaOf3uIiX64HpqpJMBxcGCFeZH2yvzDNCW4Jc9rfMq7PPPjv+Dp/x/D/ZrquzPrEO8Tzp+yBODrgox/JgXU7Wnz/+8Y/xXy728DO2W/YntQmOtWL33HNPmYp6boUEFyNU+3nF5wkX1dj3sJ8s5J7++ZxPzBuO45I709je2R9RUFDfVXc+McgkF20THONRPUm7AC5K13c1WZ+YL1yA5xgFfN7SCip9AL36rCbziuMX5k2C81SOzfmcr+9q+rnHfOL3qTAtJjWZT1yMo1iHYo9kfeK8pRjWJ2WWIW6WUTVKo2sOwLi1l5FAabbPFVCqeQhyqdDNpvTKNCqdOFimApbRbelNyoEPg/EkJ4dUAlHBmE2cpHJyygknoRVXOqnK/O1vfxurjqhEIrAF4RDzj9t9qEa45ZZbchbgpodDHDTzuoSQ3PrLfCJsoPqK32FZE9Tw/2xXQ3HrBQEo7ROoOuBglXlK2EcFGLeyEDwQllMxSZCUD8wHwkBCDyqsCSypwGV5J32YqRhmvlJplskD7fQR3Wl7QVhLkE21AYERt0RxwM8FASrcCK4I5HIZ4hIkMkARQU9Snc9gfswfqrpPO+20+EHPiRvbJNWQXGhhm80W5hsH8mxvrOOsU6xLVBuyz2D/wYWppFqK0C3p5ZTrKmakh33sa2+++eZYaU0VLFXyXKyiyovl2rNnz7ifIdxf2YGo+Fu2Lw7S2A65WMD+lNdHEuRyVwP/p/KF1jWFhM8EqibYP7Ce8R6o6GRfx2dTEqgw7bUJnzmoJSBmnWG7J1wHYWQy6BvBJescQQ4XeZh/7FcLJcBND5tozcEFFlqL0FKH95Ae5LKNsO7xPnisugFusu3w+1zoZd1iveWgnufjNVm3uBhB+J1UUBHksj/jhIB13AA3ewjQ0iXbBus26wHrNMupJsu8vqrJvGJbYh/OtkXvSb7Axdb6HujWZD7RdobjAT5LuKWbYwGOObmYWt9Vdz6xX0yvLk3OEzjHouVYfVeT9YmiHY5PKDqhyvTuu++Ox+PJ3R71XU3mFXdackzM8To9qblbgHN5Cnjqu5p+7nHsw3FLsX0O1mQ+cU7FcS7nTvycTIPfZ5uUasIQN4PSb63lQJSKUW4XJVggsOVqHkEV1VpU6NJ7MBcnqkkfUCrmuAJEld25554bT/oIsQj9Pv/883gC+Mwzz8QTwkzcNrsiBFVU/FKFxYE8QTKBHger3CLKNCaDyDAaL7d4EwqwI8zl8qQakcoxglMqqzjoobcxgQcHPEkQRCUnB0O56EnIwRbhB8Eot/RwgMG6RTsFBuwiEGG+cpDBB0iuToZYPum3jrNucbLBukfFCNWcTBMhIKEIYTMH2ixvPtyo9Mzkhz8BLr32+JBkfafal8pW5g3TygFZeluTZH3LNipDWH+4IAAuThAgcxGDD3W2UcJ5qjoJU8EJGz1XszkqfXKhgi+2Myr86GHM+r/TTjvF5UNP2WeffTaGemwb7N/YLpDrADd9EDMqurkARPUtlbFMExd/kgpH1j2ueHNRgYBgZS8EMa/YX1JNyrpFkH3FFVfEbY2LBMwL9ltcvGN+EfJlc9nVBPOE9Yl9LZ9V7GvBRRS+2G6p0OUCG/ON9ZOguqavwb6AdYd9E8uD/TzrML0cqTjldTjpTvYbVG+wvebjYsCKsOzY33PxkeCWfQvtDAin+Z6LQuxPODGuzT43vRUI/9KCiXnC/pPtLrngxckjF3GS5+diRRKEKz/4DObCM0EI1W2q3rziWJj9MfsiPpPTUSHIel+syq9T/J9jAart+RnnE3zO1Pege0Xc9mo3n5JjFu4M5TZw2sDxWZMegher8vOKeUPRDNWVXJTmTjSC3Gy3NquL2x7rUq7O0evqfKKoCGx75AacZ3EnL8d2Uo2klBHLli2L/z777LOpXXfdNbXlllumrrzyyvjYwoULU/Pnz4//8rV06dLU9ddfn9p3331T//3vf7O+BL799tvUUUcdlXrwwQdTU6dOTd17772pnj17pv72t7/F6fr8889TO+ywQ2rvvfdO7bnnnvH7bM+ndJdddllqk002ST311FPx+08//TR+f84556RmzJiRyqcXXnghtfHGG6fOOOOM1OWXX54aO3ZsfPydd95JHX300amDDz44dfzxx6dOOeWUVN++fVNffPFFxqdhyZIlpfNtzJgx8V/Wm+OOOy71z3/+My67wYMHl/7+Nttsk7rttttSucY0/etf/yoz3bNnz07ttNNOcb5MmzYtTuv555+f+uGHH1KXXnpp6uWXX46/y7L/7rvvMjo9CxYsiNvab37zm9Shhx6a2nzzzVP//ve/S38+a9as1KOPPpq68cYb47Jl+Y0ePTqVCwMHDkz16tUr9fzzz8fvX3311dTPfvaz1CWXXJKaO3dunBcsR9a7Tz75JG7D1113XZx/EydOzMo0JevYm2++mdpqq61S77//furjjz9OnXfeeanDDjss9corr8SfT5o0KX6/zz77xPU/G+t8TTFvtt5669Sdd96ZuuKKK1JHHHFE3Cbfeuut+PMhQ4ak9ttvv7iPO/DAA1OLFi2qdH9UXezL99prr9RNN90U17MLL7wwNXTo0PiazJtjjjkm9eSTT6YKGfuT7bffPtW/f//UhAkTSh9nPzds2LDU/vvvnzr22GNrvYwXL14c/2Wd5nOR9Yb1h31Dv3794rKYOXNm6XK46KKLUgMGDIjzdmWWTSbNmTOn9P8sZ/a5zC+2TfZv7PcuuOCCuP/gc6GmeE4k75ftjs9pXnf33XdPHXLIIanJkyfHn7HP3G233eI08NqSJEmSioshbgaNGDEiBkWcYH311VepcePGxSApOQH761//GoNbTmQJaAgrs23kyJExwOA10wPjv//976VBLjix5iR++vTpWZmOJDRJTliZJ1OmTIkn87jqqqtiqJUe5DIvTz755HiSnw/Mr1//+tep+++/P37PSTMn2LfeemvqvffeS33wwQcxBCQsuuaaazIeAHJBgOWS+Oyzz2IQwnQRcpx00klxGRImJHicAOvpp59O5RohLeEf4Q+B30MPPRSX91lnnRXnD2ER62KyDhDinHvuuRmfjiQMSQ9fcOaZZ5YJcglDWe8IIn/3u9/lPIwkOOZiBcsZr7/+emrHHXeM84jtkPWJiyq//OUv43Lni3Ugm9juuCiRXIACQS7B++GHHx7D5iSU4wJQIQRJ8+bNi4HpI488UvoY2+egQYPi/uObb75JjR8/PvX444/HUDXZ5yQBY3VVFCpykeell16KwTf7gf/85z/xcf7P+n7AAQfEZVkIgWQyDaz37Fe4MAAuGHAB4dRTTy3zGcGyZR6xrDO1PbIus73x2chy4XNp2223jRekWO+ydSGstrig+fOf/7zMhc0kyGU/e/bZZ8f1j9CVCzDJRb7qYh/5zDPPxP02WFeYBy+++GL8nnnPPEsPcrnoyUViPisLYb2SJEmSlDu2U8ggeglyixO3SHObCv0kuVWM/9NvkFvDuPWX3ky0MeC20mzjdlhaFjCoFD32uN0eDFjDbZuU89OnlJEks3U7Jrc58765dZ5bdehHye3O3AbGLarcWs5tqaB3KvhdbhWjnyS32uW6hQKYPl6bESNZtvQf5NZyepdy+z/fc3stbSAyfesvLS14/9yyzm26zCduOWZdSkZJ59ZkWhTQloDBg+jJ85///CdOI7f75Bq9npMeqtyWdd1118VppT0AjzMwFz1pk9vf6VOWPuJrJpffSy+9FG93YlvjFm1ueac/Kq+f3ALNNsl6xvcs51yNiJ3c+szt6Sxnli/TTIsJ/k+bFXD7ObecJ+1ZWL60IMkW9gPsrxjhOb3BPssNtDOhXQC3i7M+snwLYRRxtgsGU+BW9gS9y+izSJ9jei0yr2k9kuB29/S2H9Vdr+h5/cknn8R9AC1nWIfYFpkv9LyijyySHobsZwvl1rKkPzX7Lm7boo92Mmo3/VYZlIv1jx6sSd921GQ+lZ9f7ItomcD84jYyegLzOvQRZjr4bOA2MvZhtLdgnU9GXy8E9I6n/yRtkfic4nv2X3zG0/KEvt5sm9xiybpW3fZISR9nequzHFgerL/sr/hK+g9zuyb7dj5juL2cbY/WF+w/2McXWssJSZIkSdlVWCOH1HGcuNLUe+DAgbFBNX0QCWoZeIA+evT6ow8R32crwE36sdLHkBNFQgWmh36MjPxND8sE/TY5aSZgI8DJFvr/cgLMIEAEyZzw0sOV1+d1OUGlVyVhGr1c6QXIiSvhG30ZkwHOcoGTYgb64XWTxvX0MyZg42SdAYAISgloCKMJkLJxIk3vVprpswzpg8aJPv1aCVaSPkyEzISlPM4y5OSeaaNvYjKAUC4xL5gmgmYCmREjRsTHCeIZqIheqtdee20cWIqLB2+88UbsE5QpSXBEj1YGAGEQK8IOlh/hFAi+2TYZ0Z3+swTxrIO57EXENLE/SB8cjHCZ/QXbK9PKtkLIxUUYepRycSibAS5YdgTw9C9lADOC8PQgl3We0Jt5RfCXj4Gn2B7Ko5c3Ae27774bQ/EEISvbAaO+sn2wb05Upx9usi9N1isCUHpZ0V+cPq/MD/Zr7Gt5nSSUYx1nHWQAqkIJcMEAh+wjGMiPQJ6BuejRxf6ZCy1cMGCbZP9LIL0yy4j5xf6REbC5KMF840Ihr8X2SH9XtkH2a3wm8jnE/j/fAW6yzNnuCKB5H+xP2f74bGIguPQLBfRHJ/AmqK7J9pAM3sSFOvrt0cecz2Zej2WRPv+TIJeBDfncpOcc8yoXF4ElSZIkFZYGlOPmeyLqouTEnpNRQqtkwBoq/KjUInih4ojKHU4ICf8IrrJZIZlehUi4QMUfgQzTwQnpTTfdFCvQqN7ceuutS/+Ok8M2bdpkbXpANRwnqYwQT2jGyN2c7BOwcELKfGRUbgIi5tOTTz4ZQxOCpVxWG1GRSfN6Bi67/vrrY/UYy5OTdE7ak0G3CN2YVgLWTIdZSZUWCPaokiO8JUSgSo5lx4UA5g0n/GD6CEn5vVwHR+UHIaKqjio1QmgCepY1WCeZl2PGjIlVuFRds31kEiELVZmsV4THzBMCNyrmCEiTKldGBv32229jgETYm0uEMAxGRGB68MEHx/WIKmHCrSFDhoTdd989hmlMP6ENgXQ2quST5cY8Y14QbNJgn2CZAJkLGazf5Ufg5YJLPkaeTV/PqOBkmgmyGBCHSnkuDhE2MyBc9+7d4zbBvoULItyJQPUk+8PaIGykGpMAlGUG9lHsq9ifsm4xiBrrHpWr7EN69eoVCkGyP2E/wkBsBIdsHwSrXNxjHSNcZd4w/QT0zN+aXDxLBsRLsE4R2nL3CQPisR1Suc1nDQMLElwmo2CzX6DyO9+DmSWvzwCDrP+E86wzXATl/TE4I+E81bDsd7nQwYVZBjiryWAwXHhj+2YZsK/mc5ntjHWYalsu4rD+st5yoYfnZj9JNTPLjAtR+bhIJ0mSJCn/DHFrIb0yiwovTsa45ZKqHIIXEOz+97//jYEIJ8SMUE4lbLarSpkmKqwI/DgJ/eijj+KJICEyVWqcMDLtBBEEqunvJxvST+45Ob3vvvtiuEF1ExWkvDZhDIEeJ6lUgxFqUYmU3FKaTRW9d9pPsKw4mSdUI8QiZCbYTaqzCNw4ic9GAFh+ml555ZW4DhGEcDs384+QlN9hdGcqEVm+SaCbS8m0Ur386quvxlHnt9pqqxhAENqfeOKJMawhpEgCwCRYyuSt+P/r7x3bhTBvWL+TNgUER2wXt9xyS7z9nVAmn2Ek+wWmj6pIAtsEwRGVkQSAvI+33nordOrUKay99tpZmxbW8cGDB8cqXy76EMBzIYqKSLZVqk5Zdsm+Ih/Yh7AckwsbtC4gkGR9Zz/Lv7RnofKbgIz5y2OMCMt7YrtlmbM/ZP+3IqzHBGrsg5j3BHk8F4E/ARoBZLJ9UiHJc7M/4HdZ15jOXOy7VjTPmA6mkzCbIJAqYbYDglXeC8uUCywEkwTUVOcSHibtPqqLv2O/xLLgohd3WLz55ptxObEOJXcOJC1p2PYJbpkuAnDC3fT2HfnEvOACC+032FewT+FCQbIOsi088sgjcftgP8PnRE0uRDFPuFjJcQKfi1RH89lHCwWWC617+Dyk8pdlwMUHLnqybtH6gs91SZIkScXLnri1wMnc22+/Hfv6UZ1DZSRVWVRucvJFdRMnzAS83GLOrZP8LNsB7syZM2OVFbfDUl3FyR8VYkwL00zQR6hGEEGwQQDYvHnzrAW4nABzosrJPcEsVZBU/BJ4UC1MuEwAyQkqwRWVW0w3gTcBby4k750T56QPJNPDdBA2UGVFGMIJPb/LSTVVUNkOcAlBCEYJ1QhYuDWbwIjlRchG+EhwQlD66aeflt4GnGtMK9XCVCYT3DKvqOBMWngQmhFYENAT8LJcucU6G7fi85xshzw/bTsI3AlbWOd++ctfxp9TrUl4TIVmPgJcUKlJyMjFH4JkvmfaCI4IiJiXbA9UMGYTFysIlXg9QmOWJUE3F4H+9Kc/xapA1iu+J2jbfvvtQz6kV3gSclEtT1jLXQ2EklzgIBAnIGSbZJvg4hUXO6gqTbBdr+iCFfOdNgDsqwkzCbEJJgkc2RZ5bf4+2adREc88o7KSuy+SOzLyhQt1bIfJPGNesK9nn8/+je/Z91J1m1Sl8z54v1T217QHLtsT2xwV93wmfvnll/Fzh0p7PvcItQlxCUEJQ2mhwJ0hhKVbbLFFvGhXSH1d2b/T+oVwmWXO9sj8YrlTOc8dJVzUY92g6rsmFbHcEcD6yl0ASZ9pqsYTbGP01aW6lwsFzCuCYuZpcheLJEmSpOJmiFtLBGdUaHHLOJVfBGxU8HCiSuUk1YfcKknoRnhAgJVtBEKEkeuvv34MzahEPPTQQ+PJO4PHcGLP91QTMV18ZUsSltCjlRCZKlLCZW4N58SeSiymh/CI4JRQi4GokhP6XJ3YE9QSflMRSXUa1VCEGSxHbp0mfCDsINRKBiriBD5bAWDSDoNAL6kAJJAkxCUMISChYpPqSSqzmG7+pjaDD2UCt19zSznTQzBEYMT/CTvoc0mQy7JmnSOUJvDKVICbrGNsiwQfbG+E7ffcc08M1wiSCSlZllwsoBcu6xwBSa4k00j4yHpGxR37ApYb6xTrfTI4FqEXfVxZlrnoDcq6xDrFRSi2QaaTcJsLT4Si3HpP5R/7iXzcvs02QDUiASTzkf0qt+IzwBv7MbD/4GdUg7J/od0I6yHbC/tCQlhaeBDMUjVZ1X7l3nvvLW2jwl0VLBOWGRcBCDl5TtZpqqWT6mj2uaxb+a68RdJGhwCS3sWgtzLvAYTRXHRkW+TOEUJp1keCReZLUhlf3X0voTkX5NjeqEZlXrDt85osO9oIEdImVadgXSJoz3fYXb7VBNsny5htj/fEgIusU3wWEM7zO7Rk4cIKF4RqY9KkSXFfxOcz+GzhMUJwqr9ZjwiQubjD5ybte2hvQmhMgFtIYbckSZKk/DDErWEYw+A4nODR15LbbfkiNCCIoTKXyh1OAgljCI1yiSpHwuMkCCSM4XtOsDkh5dZWKo0IAbPRYzMd00BFJqEBVa3p1XSEovQAveGGG+LJMSfGnMDmIyhKbn1mnhDQENxQEZwEywyYxPIk4CV0Y1qzWcFJhR8Df1F9S2AFqsBYXoSPVIMRuhC2UZGb7cGuVoQgiMo/tgGCegIJglvmEeEboQ4V37wnQotM9etNwheqgAnvCEapvKV6lK9kRHeWKesa6xZhHMF3LsOQpMcm8yJpIcG0UnXHxR+CZm4/J0AidOT2avYhuehrTMhG5SbTyFfSXoILUwy8xrQQIHFhI9v7i4rwugS2YPrY9pi2pIVNchs7oRo/p4Kf/Q37FfY3VC9SpcuyJ2hMwrOK9u0sGwZGo+doeshPyJkMpsY2yT6V5cWFCypYqShlWgjb8o3qV+YXt+vzngidWefTlx3TTqjL+sgFFUJKgkQuoNXk7gf2PQS0bNds/+yjWLfpT0yQThU0rRpoFcD8I1TmYiLbJb/L/h75CCapGGY+0cKBfQjrOesa6w+fVVS+8r622WabOL8IvKnK5cIB+7uaBvbJsQP7dv7PxRrWHS4GcNGA/sG0seBx7qQhhOdODPYN3AliBa4kSZKkhCFuNXttcrJHKECFESEBwQGjkPMvJ6hUvYKT5uSW3+T21GxITgwJfgjP+D8nzoQYhGUEypyUE3RQcUdlX9++fWPYlotAhhNSqn8JRAnVmAZOVjlppRqJk3sCIyo2qX6iAilXJ/TJvCPEIrgisGUZEpwR4vBzAlSqFAl+CLK4/TUX1ZFMD8EaQWiCdY+BlQi/ucWWAISwlOWcD+m3pNMrmGkjGCL4oIcrt99z6zAhBIEE1bDpA+llor8y84QAjZ7FvA6Vt1Rasj4lQTxhFus7t9QTWBHa5Do04qIJy43tkl7BbK8EiwTMTB9hEhc7uOjSoUOHGO5mMsBNwu5k3tEXlu95DdZr2r9wCzdtBJIQj+2RnxM0IR8BLrhYllTI0r6Ein4Ce/Yt7D+4LZ3q0qQil30u85uwkOVMJT2V86yvSV/WiiQDVFLxzq3+5dfxpHKcil6qI6nMpJqVecS6RgBaCANNsa9nv0U1LheeCKAJWF977bUYVG6yySbx99geWPbjxo2LwSIBdBKWVwdBJoO4/fa3v437ciRVvHxGsn/ieblgwvwhiGS/z/+5C4NtkWWUayxTLvQQxnNXBW1XuKDC5zRfSbDM9LIuJa2AuPOC98s2xDZaU8l6RBhLlTf7RC7gsM9kvrMeU/nNc7OvfOKJJ+JnJ21Oks8cq3AlKfMotuGcLcHxD5/nXMCjeGNFOD6hmIfzHI59OebIxPGuJElVMcRdgaRKjSotvjgBpsqWAJBQiFCEE3twkkefUk4MkwAk06gE4yCDaeIWYYJk/s8JOyfIBAq8PsELJ9b01OOEnqCNQKs2J6ErQjDFvEivtk1u8SdEImzjVlSmgQpmfpe/obUCJ8v0tsx1gMtt1lTf8j0n01S40jOYKj+q/Thx50CMUduZVk7sCeizNT0JggSCNdY1Kumo+iL8oFKTgYG4VZnbk6kSq8mI6JmcVlp1sG4RbhF+E+Sw7JlmLmowzYRHvA+qGjOxzlU0eNKYMWNiuM4gYRxEU/FK+P3nP/85huEcVFMtSGiSL5wcMI2sX8wjbsNn3hACEuyyXRB2sV0jky1OqCxkHaGClf0R84f9Ba9BOERwy0UBLkqxLVI5yT6MKtzkwk8hoHcq+zWqJLmbgAtm7FeScJ5KbzAf+QI/Zx9Y3ap5Alm+aMtR2a3rbP9cxGPfwbbJ87MNsO/Nt6QnNhWdtMBg4EguarAdsA/j5JJ9CNW6XPAg1K5tWwC2Z05cCf95Tp6PeUB4zDpHhSn7MdZp+p4TUFLtS/hOKwUu9OQDy5Rtjws97PtZdgT9bJfMPy6GJmE0P6NqmCp+LuTRP5ogd2XaZiQtGlgufL5w0ZX5w3Mm2z/7TC4WgGppSVJ28VmWtCBiX8ygshQH8LnG51tVOOagtzkX4zg3TI5HJEnKJkPcCnCLNifzBEPcUs9tlNxKz+jnhEecGHMbO4OEUTnHSStBCL/LCRhVNJkO2AijGKQsGRztiy++iLeqc7s4LRMISgmruFWUgw6q/pgOqvwISgk7shHgMg3cfsptoOnVbgRFVKwxDUnQQs9gKm4ZDIcADlQbZVtSjZiEkAx6REUfARYBPN8TXBHUUtnJoEkc1NGDkzCL6c9mgMvrMz84YCRA4pZkXpOKTda3JDggTEgCo3wFuMwTbk1Pbg0miKQCkJCGA1/WR7DeEeRwm/LKTmtFgydxezPrNfOGEJ7wnYCUqleWH2ElF1gIcgmWcik9mCfEZZ+QVMLyMy5iUPHJLen0PKbqI5PVrsn6TuUqF07YLqk0JKTlZIOf0bKBamWCN7ZV9m/MX6aNZZuLgRirmnawHAnP2C4JJamgZHtguyCIYx6zD2ba2Temq0nfZZYJ+3TeO7exc7ErqcpMRyUrvVzpA03lb6FI1jcqZFnObI9c6GFQQfpFExYyv6j2Zvuh3QEnqmxT7E9qcwGNYJ2euGzvPAcXuggnWW+4aMFy5CIe08b6XQiVysm6RQAPql7ZLrkgxj6EixzsY7ljhfCfCy8E+2y3hM+sHyuLkJ1+0+W396SnOZXMVCmzPvI7VuBKUnbxeZ/emoxzKj4f+UxYUYjL5x/HWpwv5ru9mSSpiKRUxuWXX57abrvtUieeeGLqwAMPTO2www6pgw46KPXGG2+kjjjiiNSuu+6a+uijj1JLliyJvz916tTUJ598kvrTn/6UevDBB1PffPNNxufopEmTUocddljqgAMOSE2ZMiU+9uqrr6Z+85vfxP9/9913qR133DF1ySWXxP9fd911qWXLlqU+++yz1Ntvv536/vvvs7KUL7300tSWW24Z50e6hQsXlv5/zJgxcf6kGzx4cOr000+Pv8d0ZtNDDz2UeuaZZ8pM05133hmXb7oXX3wx1a9fv9Q111wTv2c+fvXVV3H5ZtrixYtL3zfTttlmm6V23nnn1L777pu6+OKL4+P33HNP6vDDD0+dcMIJqdtuuy110UUXpbbYYos4Tfny+uuvp/r06ZO66aabUh988EHquOOOS22++eapkSNHpubNm5c69dRTU7/4xS9SAwYMSPXt2zc+vrKGDh0a3/cXX3wRv2c5nnPOOaljjjkmrnevvPJKauzYsamjjjoq9dRTT5XOO7YH5ufEiRNTuZIs06VLl5Y+xv6A/cgtt9ySmj17dunjbJu77bZbVvYX6a9z/vnnx/3XlVdemfrjH/9Yuv59+umncR4de+yxpb/77rvvxu012cfkWvp8+9e//hX3Zz179oz7M4wePTq1yy67xH1h4pRTTkkdffTRGXl91qfevXunrr766gqni/WMdWrEiBGpQpGscy+88EL8fGCduuGGG1LTp0+P+/0//OEPcd/CdpJgnZs2bVpGXv+dd95J/fznP09tsskmqWeffTZVyMp/1jBP+HwfMmRIXM/Yp2y88cZxGf/2t79NXX/99alRo0ZldX/KNHAswXbHesd+M5uvKUn6yU477ZQaPnz4crOE41iOaTku4hiOz4Z99tmnzOccx6J8JR599NFUjx49Um+99VZ8nP+X/0p+VtnfIf3/YPqYzuT/6c/HtEmSio+VuBWMts2tu8ngNsmt9FRmcistt1Tyf6roqDSlMosvWgJkCxVxVDxRNcctxNy2w+3RVF7R1oHb/7mNnAorKjq5DZRWAFRLZQtVXlRkUnFJXz9uD6VyiMomqpiooKNKkwo6pp8KLW7DZ3qpCKPHZTYHCEtQYUv/QeZXMuAW/S9p65AMxoNddtklLmvmLb0es1E5Vr6amtucqWRmuVEFybzi9anKolqLylLmL5Xh3AbN/M7HLe4sUyrCGFBtv/32i303WY4sY6rVmF4qcal6pcUHVW2sr9y6vDIqGzxp9913jxW3zBOqI2kxQcUpbQOS6lf6knH7fTb7UqdXQSb/UklHVQZVf1S+Uz1K+wcqPKl+pFqeasBnnnkmVsDWZDCp6qB69Y033oiDbVFFyHZKBS77NKYjmYfc4s5dBLRRYH3n77K5v6iOpHqWKmpuO6cahsp09nvc6s52wvbB+kdPU/YhvIdk4LGVxbrE9kirCyohmS9sq8l0PfTQQ3E5c8dFoUgGkKRdAp8NTB/7C+YX3zMAIq0DqJJlm6X1CPuVTOH2Ue4aoPKX/SzV75lepzMh2T6pRP7Pf/5TunyTz3butGDbZNnTG5l5SC/hpGo3G/tU5hV3olB5y90KrGe0qeC4QpKUe5zLMKYDx3KcE3IMx7nM9ttvH4/ZOTZnn13+eInPFI5HErRj4POX40HuVEzuCOO4jPPMyv6uOmhJlDxfcheHJKm4uPevJDBKbn/mhJ0PYG69p9cmJ8T0yUt6SVY24nmmTz65xZODiRtvvDG+Nv0smU4OLLj9l9HSQVjJyWA2ByMaNmxYbJNAeE1gzAk8r5cEuYRo9GVkmjmhZ/qZrs8//zzetsTt0NmebwnCKeYXITLzkgF9mG9MP7e5E0IkuA2ZYLAmt2JXFyEjIRAn6YRS3HbFbdncysut9bQHePXVV+MgQ8wnlictHwh9aelA+JyvAaa4vT5plUGITADONBOaEkLwfgg8aCvCck2/Jb62qho8iZCS0CX5ngNq+gUTyDCtTAu9U7Md4IJ1O+lTTZjMukYgzzzgAgLhLYEzgS2tKJhXrGdcMCC0z+QgZtwezmBpbI/suxjMiuVAuwGCKnoWE2Cxz2DeceGJ7YKLQASj9OfNJ7ZPwmcCNPaxTGfSU5vp473wPphOLh4QuBJQ83gm1jkQcrKvoq0K84+wm2XEIGDMO/Yn+RiUqzLsNwiz2Q4ZqIsTQvYxrGtJuwnWSVqSsH7SqiXTrVi44EnwzjSwLey7774FF+QyL7h4yEk1FwZYV+htnAS37DvYVtn/sv3yRQ/fqgbEWxlsnwTE7Nu48MpJOZ9L2Wh5JEmqHJ/3yeDUyYVujosYCJNjdHqng/NBWtnRvqt8iMvnMG13kkHSONdJvtjfV9ZqofzfVUdVzydJKg6GuJUERskgXUk4wJVSPsgJF6iI5ISZ3+fDfGUrDquS3hOPE0wCGoJceo0mI6lTWUrQR/UVIQ5/w+Bm2QpwqZIjKGDQNOYLwRlVyoSMDK5GdR8BDCfHyfTTfxOZCluqQjibVAX37t07TiPzjcCK5UpfXgJTKkcJ5pOghpAmCcGzWU1NIEX1GqE34RDzhECPAJTqOQJILhyMHj06TnMmg76aov8sgTwjprNtUNHJtFENS0UCCEtZ/5IQPxPzrzqDJxFGERoRRnJxhQswHDCzfWa7mo2eslRT8FoEuGyDTBPLlmUIpo0TAU4OuGhAYES4xvtgWVPBnilUjlApTaUqPUlB/9sEPVGTyni2SbZP1nX6pfIeshVWrUj6/iC52MNj6T1p6afN8uUiFtsC2zL96tJPYjK1zfI8BHisU1x0YV/CY5xkcbJVKIO9JZhXhIBcyGM/TBjJ5wLrVzIwFlXLrIOsj9nqpc3FMC4isL1yEsy6l8/9VvmLA4Td7E/Y5x977LFxXiQV3Azwxnyhcop5SO92ts1cbBNsq8n2KknKPS50MsgkOAbh2IJzBR7n2IpzrwTHuQxSmY7PF84hOR/kYmF1VfV3DLScnIfyeWVoK0lKZ4hbLjCiIoZbxpNKovQqL0IQwkoqKAk+CGhy0RIgvSKXgwmqqwhjCFMZdI0KKyo2GXiFMImQNxsVPTTu5xZ6bs2lmpDb5mmRwEEImDdUSFLtxMBqSYCbHtRkO8ClQpkKq+RgizAhqWAm+KbiGlS6UsXHMqWimGCN5crBVKaDjoqqqQmiCKYYWI0wnLCICjYCSwJIBsChepN5nI8wJFlmVB4Q9BFoEW5QzUklLPMyuY2LQQCZf5m6rb02gycRKlMZzHzOdsUyr8t6zgE4oRDTQ+hIS4kkmE0CbUJvKu4I7VnXVjRIRm3x2oTsSYU7FzB4jLCTCxasQ8wj5h/TxMkBFSacsHARIx9Ybsn+gKpX1jW2PaadFgGbbrpp6c8JUamAZV5TIXnWWWfFx5Mq6EzjwlxykSKZ1kIcZIr1kAuKDPDHRShCSJYz847PKKrB2T65kJVUrmcL2yshMlW/6RcQ8o3lxr6U9gUJ1hm2Yx4jAKftCMub9YttWpJUHDi2qKhNUnJnSXJhPlH+mINjKu7y47i9Jqr6O85RkrZ+DLDGsZskSQlD3AoCI0760m8JTU7eCRIIbuiLxP8J/HIlve8mYSAnoATPBDQEk4xCTkUkFbjZGlWeoIAwgOCa1ydYo6oVBLmEL4Qr9OPl58l8y3Zwm2D5USGZhFQjR46MoS4HSPS8TU7QCU+ZNgIHrr5zKz7TS7ViUomdi2pqrvLzL60WuGWcKkqwLAnJucWL8CEf6G/JlX9Cvl133TVWedKjlL6kTD/bB+EuCHapHuZ3s7FdUlFIaMwFA6r9uGCB9ApO5OqCCq/LLdm8HtsDF1W4xZ8TAao2mDcEuJwAEJwlFzyyIdknEN7xfwJOlgNVwY8//njcBlj/eZxWAAR+3DbOBQzW/1/84hchH9Iv7NCDlAsEfDEvaSNCCwr2L1RNghCanrX0teZ9UCnLvieb/eAKLbhNpuerr76K+wzmH9sg842LBlSS8jsEuHzPZwH7N1pPZDvATbDv5+JivvZblS079h0E3lzYSH7O/GO9Yj699dZb4eijj44XNrJVrSxJqjuouP3ggw/KBLzciUbboiTYpb0Yd1hxF2RNrOjvOI9LXreQWjhJkgpDbtK1OoLAiJCIW5+5fTyp3OFkkICSKtekSjI5Ecyl9JNSppWqPvooUaFIuMHJe7YC3EQSlCUBDCfGhCnc+sOgVgSkyc+ZZ7mS9AMlTGQ+UKnJdDGfWG6EXKCPMcuPthgE4Az2lAyClY0AN12yviRBLhcJaD0BpoPb7Qmw6M1MeJWvIIQWCtxuT0BJj1L6hBKCcLGAwIOgnDCQakUqP2ljQFCZLcngSVS7JoMn5RPLkZCWZUa4TIX6mWeeGdcjqqrpDwoCxqQyOKmmzvQ+I9knECpzcYl1iCCK7YH1ngsDVO3T+oHH2a9xYYMWBeVvCcylZP/BtLDNgvWNL1qgsH2wrVK9TE9fKtgJLrlLgoG5Jk6cmNP9bSGEuUwD/YLZ13JhgwtAVN0m7WPYPmgB8Nlnn8XthbCX1grcaZBLhRLgcjGMQJkqb+YNLX248Mnne/oFxvSAO19tRSRJhYVWRHyOcEzHXYgcP3GOw9gZCe6A4UJpTc+9avt3kiTBStxKglwqcrHPPvvEClQqOwmr6P3ZrVu3vJ3YcwWY3rdUSRLEIFtVftWVBLlJRS4nxoyWnvRzyjaCM66Os8yokE4GpaOiiuVFiEWlJIEj4ShhJK0f6NnLF9WIuai6S6+mJsilfypVwxwUcsv9iBEj4vQSNORi4Lf095zMM1DFR1DG+k5gSrUfYRuBGiPt7rXXXjFIyqV8D55EUEarBPYFzDPmERWvhKcEaxzcEyxS8U0rAJYtVYn0K+VgnaprZGsdI5AlsOKWO6aNZUYVJtPL/AIXN3gfSPql5hMXXWjTQRjJ+sQgIlQHM1+5HZ9qW3og0w6AVjH8jLCS9TSZj4VWLZtNrEv0tmU75MIK4STtdDjJJPimQp0QnH0v6wDztdhOEJP1gQuKtEeigonqWy620MOenu7sQ7jwSbjNhQ62CSq/c3nXiCSpsHHMx4Vwjn85j+DzlLY7XExOcMdQMuZHTdT27yRJQoNUrstJ6whubycU5BbLww8/PIaTBAoEJdmsOlyRt99+OwZ/VAES+BG0EYSkXxnOFwY14+SZEJz5RjVdrlBVSy9eQg6q0ziRZ3nR65CBuQi9qcAi2GUZUiXJ8uXkPgnl84HbqQheuBWa/rhUDGejLUFFWH/Y/JPbh6l0TEIfbscn6CN8ZFvgQgEVzBx4Mp8JO/jKdYjGtBDOEGLlavAkwllCduZFMsBaggN7qh5Z39k2CUypGmW7pGqYCxyEbrnaZyS9eCtCew4uALF98jv5Dj8ZVJCRnpM2IqC/N9XpBG5JlTqtFwhy2S6o2qUSnPlbUQ+7+oywkZYxBPUMiMhAm7Q6IQDnM4FqcAbppHUGFziKLcBNcPsrJ8dsd1RSUcnNPGO75LOA7fSBBx6It7Oy72M9y+dnuiRJkiRVl5W4K6jIJVyjqTzVTgQI+T7ZoyKNW9qpYuNEnXC5EAJcEFhR/UdASt/eXKKalgpbgjYqrOizScBGH1xaA4BKNUYiZ3lSTcryzYfy1dS0KqDXci77utJXlAHKqFIjjKW6gMCbFglUJ3NbPq0UqFijfyrzlvlG8Eu1KdsHch0E5mPwJLY3gkb2BUiCXC4SsI4RwjOQH9Wv/B7bJq0AkmWdq2WKJMBl2RLoss5zGyDTxCBnhFm5nJ5Eetif/J8e3qz7fHELPtXgVDbT45UqUkJbQjdCycGDB8dthr/jYkyxBbjJRTIutIwePTpWerPPo4KUQJeLQbTL2HnnnUOxKX8hibYiXOQkwOVOAu5wYH1JehkS5vJzLFiwIGf9giVJkiRpZRniriAwSm5fpXIn3wFucnsPoVr5KspCQWUkIVc+qvwINajuo0KNAIggjQCX+URARHi14YYb5vQ2/MoqxdKrqQlnkvYJuZhvSf9gKqW5NZ0euLwu1aa0cqCPJgNMcfs9Fy+mTp0abyejryqV1tyin0/5GDyJsJ3gmOptAlzC7b///e8x3CbABSEa85Htk2plflZZVWw2sa4TXnHbOLeTs48gqGfZ0tM7n4OYJdPHhR7mKdsoA7ARyCftPNg+2ddSQUkvU/pV83sEbvQszUX1daEEk/Rb5l/mCX3P11133dhKhDY/fDaBMJz1LB/hfD6xDXIBM9nGCGvZJ/A96wqV8NxRQKuR5EIUF6qorGeQRvZvBriSJEmS6hJD3BUgaHjppZdydot7dXHiXqjyeZs2lXx33XVXOOqoo2JYxO3tBEZ8cQs2PRAJQoq1mvrll18OL774YqwYZfC38hctCHCHDh0aXnjhhVilm/TK3WSTTWLwQQVzIWwL+Rg8iflDiwlacFA9yv+pdE1CN0I0AmYCo2SQvHxsCywvAnmmgT6qnTp1ihXWHTp0yPm0MF+SAJdKSKpIaaHAgB60AqDClvYYhG5c1KAFAPtbglvmHcEb1aVsL8WE9842yPsnuGb5MRgjdxpQTcqFFSpw+f9TTz0V27AkA24WA9abUaNGxUp4QlsuRNFWgnnEdkpVPOsU6xr7NLA9cAGAux7YJiRJkiSprjHErYZCCK1UfYRB9Cml1yEn9bRQoK0CYSm3k+e7V2Q+q6kJZgkzkspfQloq0wiC6CtMSwx6CrPOExIx6Bp9aAmeqZYs9m3hZz/7WVy3qGKmSpKKV4J4QjcqTglyqZgsBIT05YP6XEtCbAalo3qabZKLKFQFMwAcwS5on8DFFwI5vhg4hACaftWFdrdBNtsBJBed6H87aNCgeFcBP6MPMIMyElpS5c0dB1Tksl0SVrJ/K5ZgkotM3BHA/px1g4EDqeZmkDdavSRef/31GOIm2wAD57FeEfam97WWJEmSpLrCEFf1EhW5BB1nnXVWGD58eBzMhtvfGcW9GKupk6CIij3+T59RAlluNyYAGTlyZKzko8L0L3/5S+xLyuBAhL30Uk16SCqEPn36xFCSdgWEboRpBLmObF8xgm4uBFBVSsD9zjvvxG2TMJJqSiolueOBCkmCcSopCcOfeeaZeJGhvo+9ybaY7A8IcD/77LMY4lL5TtU369hOO+0U/08ASXhJ+P3uu+/G9Y7qUvprFwPaIdxzzz3xAgAXw1g/uDD1xBNPxLsFuDCW7Fep1mf+cIGAx1977bV4IcEAV5IkSVJd1SBV38+QVdQY7Z6BbKhk4xbbYvfNN9+Egw8+ON6eTs/ImTNnxjCEAZLoF8wt91TfEngwz/IxOFddQTBJKwDmJ1XKxdCrtTamTJkSg24qbWkDQEuAM888M/bOZkC9PffcM7bpwJtvvhmrLKkCpx8zg5ixXtZX6QMMUsnNRRVaBRBSUvXN4HmEkfyMcJdKZgbp4u+KzbBhw+L6wMCVv/rVr2I1fILWNKxLrFdULCf4/c8//zxeIGC9K4S+9pIkSZJUW4a4qveoLs1HD9VCxW3qtJVYvHhxDLZ32223OFhZciv3888/H3/OrdtWl1aN0JEBz6gONMStHK0B2A4JJwcOHBh74oLwmwGmzjvvvPj9xx9/HCtwqaYk2M13/+pcDjBISHvGGWfESlGCXNoBcCcBdxWw/+J6K4Ek/b4JeKmYL6YAlypaqpAnTJgQrrvuuhj+U82d4OcXXnhhvLBy5JFHlj7OfGPflo9BBiVJkiQpk2ynoHrPALcs2iZQtVY+1CDABeERgWQSfORzoLpCx0BmhEfFvo4Rvm600UaVhv5U09K3lcHMkqpbQl3WrWQQOHBLPF/1XVUDDOKiiy4Kp59+eqy4ZbvcfvvtY/sTLrpwwYDBzooFLTbGjh0bLyxRScvdA6w7BLpIglwuCIAgl/WQwfHAOmaAK0mSJKk+MMSVilASanArNxW52223XQxKqAykBy6BiS0UqqfYA1yqQxlU6oYbbgg777xzmSA36cVMoEb4RnBJtSmDcDHQFL1Kk/AtfYCv+q6iAQZ5jG2PAQa5iMIAg2yHt99+e6zU3WabbWKQW5/bS1SEuwSovGV/RFsJKpWpwkVFQS7rH+1hCL+TdUuSJEmS6gNDXKlIERwx6BQDdLVr1y6O9E4Acu+994YePXrke/JUR1AdSu9W+rXSImCXXXYpDXIJZQne+J62Aeutt1744osvYoBLBSqBLmEb6yJBZX1X3QEGeZwqXNoC0LLj4osvjtW5v/jFL0IxSi4oJetVmzZtKg1yadXBOlUMFd2SJEmSios9caUi98knn8Q+uVRHErIxuJlUm0EECXKvvPLKMkFueoVtMkheEuwi6cVcTKozwCCBOFXODM7FhZaTTz45dOvWLd+TXlBmzZoVeygT5O69996xBYUkSZIk1VeGuJKkrAa5YOCuq6++OlZM9u7du+jneHUGGKT/LV+qOsh97rnnYujNoG+E3ZIkSZJUHxniSpIyHuQSqhFMYtSoUeG8884L06ZNCy+99FLRVd5WhgC3skG3hgwZEn744Yc4Hx1gsGrMJ9arvn37hrXWWisry0qSJEmS8s0QV5KUtYpcWgAQ4FJh+sgjj8RAslh64FZXRQMM3nfffbFS1/7U1VNMA+NJkiRJKk6GuJKkjHv11Vfjre0tW7aMPV4ffvjhGOAWYw/cqhBoP/vss8sNMEgFLv1xJUmSJEmCIa4kKWsVucOGDQuPP/64Ae4KOMCgJEmSJKkqhriSpKzf5m4FriRJkiRJtWeIK0nKKvuVSpIkSZK0ckpW8u8lSaqSA05JkiRJkrRyDHElSZIkSZIkqYAZ4kqSJEmSJElSATPElSRJkiRJkqQCZogrSZIkSZIkSQXMEFeSJEmSJEmSCpghriRJkiRJkiQVMENcSQVh5513Do888kjp95988knYddddw9Zbb53X6ZIkSZIkSco3Q1xJBWfRokXhpJNOCnvssUf45z//me/JkSRJkiRJyqtG+X15SVreiy++GBYuXBhOPfXU0KRJE2eRJEmSJEkqalbiSio4Dz74YNhrr73KBLgjRowIv/rVr0KfPn3CpptuGo477rgwZcqU8Pbbb4eePXsu93XuuefGv3vvvffCQQcdFDbZZJOw7777hueee670Ofmd9L+5/PLLY3h85ZVXhh122CG+zgknnBAmTpwYf3/8+PHx95544omw/fbbhy222CJceumlYcmSJfHn119/fTjyyCNLn5/X5veTNhHvvPNOnIZevXqVvmb675fH3+25555x2nkP7777bunPvv322+XeMy0pEkwz08784vEbbrghLF26NP7dxhtvHG6++ebS10j+jvlJ9fMZZ5wRv3/jjTeWe41kepN5wb8VTXf6tEiSJEmSpJVjiCupYKRSqfD888/HYPawww4rfXz27Nnh+OOPD9tuu2148sknw1//+tfw3XffhVtvvTVsttlm4bXXXotfSZDK/wcOHBimTp0a/44AlOD1d7/7XQxuCVcThKTJ39PCYciQIeGFF16Ige4DDzwQA9oTTzwxLFu2rPRvCESvvfba+C/Ty2tW5Kqrrirz3ghHt9xyyxgk83rHHHNMpfOCIPSSSy6J0//YY4+FbbbZJgwYMCBMnjw5/nzBggUxRE6m/fzzzy/zWieffHJo165dePTRR8Nll10W3z/BbdeuXcNDDz0U7rjjjtJwOsHPmT7mQfIa++yzT+lrVDW9kiRJkiQpe2ynIKlgDBo0KIalf/jDH8IGG2xQ+jhhIkHqb3/729CgQYPQrVu3sNtuu4WPP/44Vuuuvvrqpb+7yiqrlH5P2Ev4+Zvf/CZ+v9Zaa4Uvvvgi3HXXXTEARbNmzUp//4cffog9eG+77baw1VZblQaxO+64Y3j99dfDOuusEx8766yzSv/+tNNOi7/zf//3f8u1hGC6u3TpEr+fPn16DJWPOOKIOP1o0aJFpfPinnvuiVWvBxxwQPz+zDPPjJW49957b5w/c+bMCa1bty6ddv6feOutt8KECRNiWFtSUhLWXXfdcM4554TzzjsvBtXM27333juG0H379o1/M3bs2PjeH3/88TgPwWusuuqqpa9R1fRKkiRJkqTsMcSVVDAIGKdNmxbDRVoIJEEqISJh5p133hlD2DFjxoRRo0aVBpCV+frrr8PLL78cq3UTixcvLg1jyyPIJESmBUGCEJPf/+qrr0r/Lv11N9pooxjQzpgxo/Qx2hZcc801MTRNqlpXW221+D4ISqmSXVGvX16P+ZGO9g48Dqpoec7K/nbmzJlh8803L32M90WozHTyd4TPzFMqfqncpY0C4fAaa6xR+jdVvUaCSl2C4g4dOoTdd989nHLKKVX+viRJkiRJqjlDXEkFg6pVgkv6rJ599tnh6aefDq1atYotBPr16xd69+4dK2sPPfTQ8Morr4SPPvqoyuejFQI9aOkNm65Ro4p3fU2bNq3wcULZ9HYKjRs3Lv1/8jgVwgmCUUJN+uYmCDqp2B08eHBsA9G8efMYKKcHzCualvTpIKhND1zLv2+qb2+66ablfpZU7P7lL38Jbdu2DQceeGAYPnx4rHS++uqrY3sJWi4kr8H8rgrvhXCa9hYXXnhhfF+8d0mSJEmSlDn2xJVUUAhDCQOpJL3xxhvjY/So5Rb/W265JRx11FGxlcG4ceNiBWlVqJxlIC/aKCRf//rXv2J/2IrQ5oCA98MPPyx9jMpVniO9epdq4MSnn34aQ8ukYpWB0Zhu2h+URyVtp06dwq677hr+8Y9/hMMPP7zKaS8fUvN9Mh30DU6vGC7/t7RTIKRN3jfB+HXXXRfn7+jRo2NbhqFDh5a+Z6Zl6623Lu3jy7xlIDYqolcUvPN6DARHNW/6vJMkSZIkSZlhiCup4FAJyiBk9IWlJQItDQgl33zzzRjeUv3JgGKLFi2q8nnoP0vIyiBktEogvKXNQdKntryWLVuGQw45JA4oRkg6cuTI2P+W4JVB1RKEn5988kl44403wp///Ofw61//ukzQSrsF2iyUxwBjhKnDhg0LPXr0KO09W5Gjjz46Bq0MavbNN9/EcJXpOfjgg8OIESNiELveeuvFPrt8Mfgblbr8u91228UqXaadthMM5HbBBRfEKtmGDRvGgdh22WWXsOGGG5Z5TVohMF95nWeeeSZWA1O5m7zGvHnzYvXw3LlzS/+GVhJUStOv96WXXgo9e/ascplIkiRJkqSas52CpII0YMCA8Oijj8bAlNCWkPDUU0+NlaQbb7xxHKiLMJIgt7L+sgSZN998cwxAGeSsY8eO4dxzzw377bdfpa/L815++eXxtXhu2gnQizf9Nfbaa69w/PHHx9YGv/rVr+K0prdaOP3005d7XgYbo/r2jjvuiC0iVoTXoD8w1bMEqASu/C3BbRKU7rTTTsv9HfOLkJh2CYTRtJ5gQDKqZHlvhLoMusa8LW/99dePfW3pSUz1MwiEy2M6aMMAQm9QicwAcMyL5557boXvT5IkSZIkVV+D1IruR5YkRVTRUsFKS4akb2w+EOISxpZHL15aIBDiruz77N+/f6ysLY/gHA5gJkmSJElS7liJK0l1TPv27St8vFmzZtWq8l0RWi4kPX7Lo6pXkiRJkiTllpW4klTHKnElSZIkSVJxMcSVJEmSJEmSpAJWku8JkCRJkiRJkiRVzhBXkiRJkiRJkgqYIa4kSZIkSZIkFTBDXEmSJEmSJEkqYIa4kiRJkiRJklTADHElSZIkSZIkqYAZ4kqSJEmSJElSATPElSRJkiRJkqQCZogrSZIkSZIkSaFw/T+Y/uVf4C1suwAAAABJRU5ErkJggg==", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\Professional\\AppData\\Local\\Temp\\ipykernel_17072\\2150162022.py:51: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.boxplot(x=df[\"category\"], y=df[\"price\"], palette=\"Set2\")\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\Professional\\AppData\\Local\\Temp\\ipykernel_17072\\2150162022.py:81: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=brand_counts.index, y=brand_counts.values, palette=\"Set3\")\n" - ] - }, - { - "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -193,53 +113,65 @@ "output_type": "stream", "text": [ "\n", - "=== СТАТИСТИКА ПО РАЗМЕРАМ ===\n", - "size\n", - "S 5\n", - "L 5\n", - "M 4\n", - "XS 3\n", - "XL 1\n", - "XXL 1\n", - "XXS 1\n", - "Name: count, dtype: int64\n", + "==================================================\n", + "СТАТИСТИКА ПО РАЗМЕРАМ\n", + "==================================================\n", + " S: 5 товаров\n", + " L: 5 товаров\n", + " M: 4 товаров\n", + " XS: 3 товаров\n", + " XL: 1 товаров\n", + " XXL: 1 товаров\n", + " XXS: 1 товаров\n", "\n", - "=== СРЕДНИЕ ПАРАМЕТРЫ ПО РАЗМЕРАМ ===\n", - " height weight chest_size waist_size\n", - "size \n", - "L 176.200000 76.200000 102.800000 87.000000\n", - "M 171.500000 67.250000 95.750000 79.250000\n", - "S 166.600000 57.800000 86.800000 70.200000\n", - "XL 180.000000 85.000000 110.000000 92.000000\n", - "XS 161.666667 51.666667 81.666667 66.333333\n", - "XXL 182.000000 90.000000 112.000000 95.000000\n", - "XXS 158.000000 48.000000 78.000000 63.000000\n", + "==================================================\n", + "СРЕДНИЕ ПАРАМЕТРЫ ПО РАЗМЕРАМ\n", + "==================================================\n", + " height weight chest_size waist_size\n", + "size \n", + "L 176.2 76.2 102.8 87.0\n", + "M 171.5 67.2 95.8 79.2\n", + "S 166.6 57.8 86.8 70.2\n", + "XL 180.0 85.0 110.0 92.0\n", + "XS 161.7 51.7 81.7 66.3\n", + "XXL 182.0 90.0 112.0 95.0\n", + "XXS 158.0 48.0 78.0 63.0\n", "\n", - "=== ТОП-3 БРЕНДА ПО РЕЙТИНГУ ===\n", - "brand\n", - "Adidas 4.600000\n", - "Mango 4.533333\n", - "Nike 4.533333\n", - "Name: rating, dtype: float64\n", + "==================================================\n", + "ТОП-3 БРЕНДА ПО РЕЙТИНГУ\n", + "==================================================\n", + " Adidas: 4.60\n", + " Mango: 4.53\n", + " Nike: 4.53\n", "\n", - "=== СРЕДНЯЯ ЦЕНА ПО КАТЕГОРИЯМ ===\n", - "category\n", - "Coat 129.99\n", - "Jacket 94.99\n", - "Tracksuit 89.99\n", - "Sneakers 79.99\n", - "Jeans 57.99\n", - "Dress 55.49\n", - "Pants 54.99\n", - "Sweater 49.99\n", - "Hoodie 44.99\n", - "Blouse 41.49\n", - "Leggings 39.99\n", - "Skirt 37.99\n", - "Polo 34.99\n", - "Shorts 34.99\n", - "T-shirt 27.49\n", - "Name: price, dtype: float64\n" + "==================================================\n", + "СРЕДНЯЯ ЦЕНА ПО КАТЕГОРИЯМ\n", + "==================================================\n", + " Coat: $129.99\n", + " Jacket: $94.99\n", + " Tracksuit: $89.99\n", + " Sneakers: $79.99\n", + " Jeans: $57.99\n", + " Dress: $55.49\n", + " Pants: $54.99\n", + " Sweater: $49.99\n", + " Hoodie: $44.99\n", + " Blouse: $41.49\n", + " Leggings: $39.99\n", + " Skirt: $37.99\n", + " Polo: $34.99\n", + " Shorts: $34.99\n", + " T-shirt: $27.49\n", + "\n", + "==================================================\n", + "КЛЮЧЕВЫЕ ВЫВОДЫ\n", + "==================================================\n", + " Самый популярный размер: S\n", + " Товар с наивысшим рейтингом: Mango (рейтинг: 4.8)\n", + " Самая дорогая категория: Coat ($129.99)\n", + " Самая дешевая категория: T-shirt ($27.49)\n", + "\n", + "Анализ завершен\n" ] } ], @@ -251,109 +183,132 @@ "import time\n", "import numpy as np\n", "\n", + "# Загрузка данных из файла\n", "file_path = \"clothing_sizes.csv\"\n", "df = pd.read_csv(file_path)\n", "\n", - "print(\"\\n Первые 5 строк:\")\n", + "# Вывод информации о данных\n", + "print(\"\\nПервые 5 строк:\")\n", "print(df.head())\n", "\n", - "print(\"\\n Информация о данных:\")\n", + "print(\"\\nИнформация о данных:\")\n", "print(df.info())\n", "\n", - "print(\"\\n Описательная статистика:\")\n", + "print(\"\\nОписательная статистика:\")\n", "print(df.describe())\n", "\n", - "print(\"\\n Проверка пропущенных значений:\")\n", + "print(\"\\nПроверка пропущенных значений:\")\n", "print(df.isnull().sum())\n", "\n", - "print(\"\\n Обработка строк (имитация загрузки)...\")\n", - "for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка данных\"):\n", + "# Имитация загрузки и обработки данных\n", + "print(\"\\nОбработка данных...\")\n", + "for index, row in tqdm(df.iterrows(), total=df.shape[0], desc=\"Обработка\"):\n", " time.sleep(0.001) \n", "\n", + "# Настройка стиля графиков\n", "sns.set_style(\"whitegrid\")\n", "\n", - "plt.figure(figsize=(9, 5))\n", + "# Создание сетки из 4 графиков (2 строки, 2 столбца)\n", + "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", + "fig.suptitle('Анализ данных об одежде', fontsize=16, fontweight='bold')\n", + "\n", + "# ГРАФИК 1: Распределение размеров одежды\n", + "# Преобразуем текстовые размеры в числа для правильного порядка на графике\n", "size_mapping = {'XXS': 0, 'XS': 1, 'S': 2, 'M': 3, 'L': 4, 'XL': 5, 'XXL': 6}\n", "df['size_numeric'] = df['size'].map(size_mapping)\n", - "sns.histplot(df['size_numeric'], bins=7, kde=True, color=\"royalblue\", alpha=0.7)\n", - "plt.title(\"Распределение размеров одежды\", fontsize=14)\n", - "plt.xlabel(\"Размер (XXS=0, XS=1, S=2, M=3, L=4, XL=5, XXL=6)\", fontsize=12)\n", - "plt.ylabel(\"Частота\", fontsize=12)\n", - "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", - "plt.show()\n", "\n", - "plt.figure(figsize=(15, 8))\n", - "scatter = sns.scatterplot(x=df[\"height\"], y=df[\"weight\"], hue=df[\"size\"], \n", - " palette=\"coolwarm\", s=100, legend='full')\n", - "plt.title(\"Рост vs Вес (по размерам одежды)\", fontsize=14)\n", - "plt.xlabel(\"Рост (см)\", fontsize=12)\n", - "plt.ylabel(\"Вес (кг)\", fontsize=12)\n", - "plt.legend(title='Размер', bbox_to_anchor=(1.05, 1), loc='upper left')\n", - "plt.grid(alpha=0.5)\n", + "# Строим гистограмму распределения размеров\n", + "sns.histplot(data=df, x='size_numeric', bins=7, kde=True, \n", + " color='steelblue', alpha=0.7, ax=axes[0, 0])\n", + "axes[0, 0].set_title('Распределение размеров одежды', fontsize=12, fontweight='bold')\n", + "axes[0, 0].set_xlabel('Размер (XXS=0, XS=1, S=2, M=3, L=4, XL=5, XXL=6)', fontsize=10)\n", + "axes[0, 0].set_ylabel('Количество товаров', fontsize=10)\n", + "axes[0, 0].grid(axis='y', linestyle='--', alpha=0.7)\n", + "\n", + "# Добавляем числовые подписи над столбцами\n", + "counts = df['size_numeric'].value_counts().sort_index()\n", + "for i, count in enumerate(counts):\n", + " axes[0, 0].text(i, count + 1, str(count), ha='center', fontsize=9)\n", + "\n", + "# ГРАФИК 2: Зависимость роста от веса с группировкой по размерам\n", + "# Этот график показывает, как соотносятся рост и вес для разных размеров одежды\n", + "sns.scatterplot(data=df, x='height', y='weight', hue='size',\n", + " palette='coolwarm', s=80, alpha=0.7, ax=axes[0, 1])\n", + "axes[0, 1].set_title('Рост и вес покупателей по размерам', fontsize=12, fontweight='bold')\n", + "axes[0, 1].set_xlabel('Рост (см)', fontsize=10)\n", + "axes[0, 1].set_ylabel('Вес (кг)', fontsize=10)\n", + "axes[0, 1].legend(title='Размер', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "axes[0, 1].grid(alpha=0.3)\n", + "\n", + "# ГРАФИК 3: Распределение цен по категориям одежды\n", + "# Используем boxplot для отображения медианы, квартилей и выбросов\n", + "# Исправлено: убран palette, используется стандартная цветовая схема\n", + "sns.boxplot(data=df, x='category', y='price', ax=axes[1, 0])\n", + "axes[1, 0].set_title('Цены на одежду по категориям', fontsize=12, fontweight='bold')\n", + "axes[1, 0].set_xlabel('Категория одежды', fontsize=10)\n", + "axes[1, 0].set_ylabel('Цена ($)', fontsize=10)\n", + "axes[1, 0].tick_params(axis='x', rotation=45)\n", + "axes[1, 0].grid(axis='y', linestyle='--', alpha=0.7)\n", + "\n", + "# ГРАФИК 4: Распределение рейтингов товаров\n", + "# Гистограмма с ядерной оценкой плотности показывает популярность товаров\n", + "sns.histplot(data=df, x='rating', bins=10, kde=True, \n", + " color='seagreen', alpha=0.7, ax=axes[1, 1])\n", + "axes[1, 1].set_title('Распределение рейтингов товаров', fontsize=12, fontweight='bold')\n", + "axes[1, 1].set_xlabel('Рейтинг', fontsize=10)\n", + "axes[1, 1].set_ylabel('Количество товаров', fontsize=10)\n", + "axes[1, 1].grid(axis='y', linestyle='--', alpha=0.7)\n", + "\n", + "# Автоматическая настройка отступов, чтобы графики не наезжали друг на друга\n", "plt.tight_layout()\n", "plt.show()\n", "\n", - "plt.figure(figsize=(10, 5))\n", - "sns.boxplot(x=df[\"category\"], y=df[\"price\"], palette=\"Set2\")\n", - "plt.title(\"Цены на одежду по категориям\", fontsize=14)\n", - "plt.xlabel(\"Категория одежды\", fontsize=12)\n", - "plt.ylabel(\"Цена ($)\", fontsize=12)\n", - "plt.xticks(rotation=45)\n", - "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", - "plt.tight_layout()\n", - "plt.show()\n", + "# ВЫВОД СТАТИСТИКИ\n", "\n", - "plt.figure(figsize=(9, 5))\n", - "sns.histplot(df[\"rating\"], bins=10, kde=True, color=\"green\", alpha=0.7)\n", - "plt.title(\"Распределение рейтингов товаров\", fontsize=14)\n", - "plt.xlabel(\"Рейтинг\", fontsize=12)\n", - "plt.ylabel(\"Частота\", fontsize=12)\n", - "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", - "plt.show()\n", + "print(\"\\n\" + \"=\"*50)\n", + "print(\"СТАТИСТИКА ПО РАЗМЕРАМ\")\n", + "print(\"=\"*50)\n", + "size_stats = df['size'].value_counts()\n", + "for size, count in size_stats.items():\n", + " print(f\" {size}: {count} товаров\")\n", "\n", - "plt.figure(figsize=(10, 6))\n", - "sns.scatterplot(x=df[\"waist_size\"], y=df[\"chest_size\"], \n", - " hue=df[\"size\"], palette=\"viridis\", s=100)\n", - "plt.title(\"Зависимость: Объем талии vs Объем груди\", fontsize=14)\n", - "plt.xlabel(\"Объем талии (см)\", fontsize=12)\n", - "plt.ylabel(\"Объем груди (см)\", fontsize=12)\n", - "plt.legend(title='Размер', bbox_to_anchor=(1.05, 1), loc='upper left')\n", - "plt.grid(alpha=0.5)\n", - "plt.tight_layout()\n", - "plt.show()\n", + "print(\"\\n\" + \"=\"*50)\n", + "print(\"СРЕДНИЕ ПАРАМЕТРЫ ПО РАЗМЕРАМ\")\n", + "print(\"=\"*50)\n", + "print(df.groupby('size')[['height', 'weight', 'chest_size', 'waist_size']].mean().round(1))\n", "\n", - "plt.figure(figsize=(12, 6))\n", - "brand_counts = df['brand'].value_counts()\n", - "sns.barplot(x=brand_counts.index, y=brand_counts.values, palette=\"Set3\")\n", - "plt.title(\"Количество товаров по брендам\", fontsize=14)\n", - "plt.xlabel(\"Бренд\", fontsize=12)\n", - "plt.ylabel(\"Количество\", fontsize=12)\n", - "plt.xticks(rotation=45)\n", - "plt.grid(axis=\"y\", linestyle=\"--\", alpha=0.7)\n", - "plt.tight_layout()\n", - "plt.show()\n", + "print(\"\\n\" + \"=\"*50)\n", + "print(\"ТОП-3 БРЕНДА ПО РЕЙТИНГУ\")\n", + "print(\"=\"*50)\n", + "top_brands = df.groupby('brand')['rating'].mean().sort_values(ascending=False).head(3)\n", + "for brand, rating in top_brands.items():\n", + " print(f\" {brand}: {rating:.2f}\")\n", "\n", - "plt.figure(figsize=(10, 8))\n", - "numeric_cols = ['height', 'weight', 'age', 'chest_size', 'waist_size', \n", - " 'hip_size', 'price', 'rating', 'purchase_count']\n", - "corr_matrix = df[numeric_cols].corr()\n", - "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', center=0, \n", - " fmt='.2f', linewidths=.5)\n", - "plt.title(\"Корреляционная матрица параметров\", fontsize=14)\n", - "plt.tight_layout()\n", - "plt.show()\n", + "print(\"\\n\" + \"=\"*50)\n", + "print(\"СРЕДНЯЯ ЦЕНА ПО КАТЕГОРИЯМ\")\n", + "print(\"=\"*50)\n", + "avg_prices = df.groupby('category')['price'].mean().sort_values(ascending=False)\n", + "for category, price in avg_prices.items():\n", + " print(f\" {category}: ${price:.2f}\")\n", "\n", - "print(\"\\n=== СТАТИСТИКА ПО РАЗМЕРАМ ===\")\n", - "print(df['size'].value_counts())\n", + "print(\"\\n\" + \"=\"*50)\n", + "print(\"КЛЮЧЕВЫЕ ВЫВОДЫ\")\n", + "print(\"=\"*50)\n", "\n", - "print(\"\\n=== СРЕДНИЕ ПАРАМЕТРЫ ПО РАЗМЕРАМ ===\")\n", - "print(df.groupby('size')[['height', 'weight', 'chest_size', 'waist_size']].mean())\n", + "# Автоматический анализ данных\n", + "most_common_size = size_stats.index[0]\n", + "print(f\" Самый популярный размер: {most_common_size}\")\n", "\n", - "print(\"\\n=== ТОП-3 БРЕНДА ПО РЕЙТИНГУ ===\")\n", - "print(df.groupby('brand')['rating'].mean().sort_values(ascending=False).head(3))\n", + "best_rating_row = df.loc[df['rating'].idxmax()]\n", + "print(f\" Товар с наивысшим рейтингом: {best_rating_row.get('brand', 'Неизвестно')} (рейтинг: {best_rating_row['rating']:.1f})\")\n", "\n", - "print(\"\\n=== СРЕДНЯЯ ЦЕНА ПО КАТЕГОРИЯМ ===\")\n", - "print(df.groupby('category')['price'].mean().sort_values(ascending=False))" + "most_expensive_cat = avg_prices.index[0]\n", + "print(f\" Самая дорогая категория: {most_expensive_cat} (${avg_prices.iloc[0]:.2f})\")\n", + "\n", + "cheapest_cat = avg_prices.index[-1]\n", + "print(f\" Самая дешевая категория: {cheapest_cat} (${avg_prices.iloc[-1]:.2f})\")\n", + "\n", + "print(\"\\nАнализ завершен\")" ] }, { diff --git a/numpy.ipynb b/numpy.ipynb index 1b3c435..5462b02 100644 --- a/numpy.ipynb +++ b/numpy.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "3af2cc9d-8792-4968-972a-cdfed0d85dce", "metadata": {}, "outputs": [ @@ -19,7 +19,7 @@ "[ 0. 2.5 5. 7.5 10. ]\n", "\n", "Случайные числа из randn:\n", - "[ 0.04269067 0.9476501 -0.05281896]\n", + "[ 0.16121834 0.8534192 -1.17185391]\n", "\n", "Умножаю матрицу на саму себя через dot:\n", "Результат:\n", @@ -39,7 +39,7 @@ " [ 9, 10]])" ] }, - "execution_count": 3, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } diff --git a/seaborn.ipynb b/seaborn.ipynb index 09b1d12..5bb05a1 100644 --- a/seaborn.ipynb +++ b/seaborn.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "id": "504cf881-df57-4f21-a605-fea397db50be", "metadata": {}, "outputs": [ @@ -17,16 +17,14 @@ "2 Виктор 23 95 A\n", "3 Галина 24 82 B\n", "4 Дмитрий 26 70 A\n", - "5 Артём 20 68 B\n", - "\n", - "Строю гистограмму...\n" + "5 Артём 20 68 B\n" ] }, { "data": { - "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -36,75 +34,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Строю scatterplot...\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Создаю heatmap...\n" - ] - }, - { - "data": { - "image/png": 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xDD3+lcndPHasXK+PEV+XrpoBFa0ULlw42XYVkZw4ccIT7QIAAL4cDKi5j3/++edk29W2IkWKeKJdAAAYeW8Cb0hXzYCaKvGdd96R69evy+OPP663qWrHnj17yrvvvuvpNgIAYETNgF8FAz169JAzZ85Ip06d9PSJirq7kioc9NRECgAA4N5IVwGh3aVLl/RdktRtE8uUKZOqSRVSQgEhkBwFhICXCggndPbYsXK9NV58XbrvTaDkyZNHatas6bnWAADgC2ykCVJly5YtMn/+fD3m0Z4qsFNzIwMA4LdsZgUD6RpNMHfuXD3HgEoRLF68WBcS/vbbb/LDDz9IcHCw51sJAAB8KxhQd0gaM2aMLFu2TM+lPG7cOH17xVatWknx4sU930oAAO4ly/LcklmDgYMHD0rTpk31YxUMqHmT1XSI3bp1k8mTJ3u6jQAA3Fs2s+YZSFcwUKBAAbl48aJ+rG6YsHv3bv34/Pnz+g5K8D9bduySt3rGSMNn20ilek/JmnXrvd0kwOP6x7wnR//aJhcvHJBV386V0qUfuONr3uwYLQf2/yKX4g/K+v8uk5o1IpyeX7N6ga5sT7pMGD/c8XyVKhVk1hcT5PDBzfq8u379Ubp0fpXvLvw/GHj00Udl9erV+nHLli2la9eueiKiyMhIadSokafbiHvg6tVrUq50Kfng3U6838iUerzXSTq/9Yp06txbHqnfTC5fuSIrvpl92yHRLVs+Kx+NipFBgz+WmrWflJ2//i4rls+WQoXuc9pvytRZUrRYhGPp3Wew47mHq1WWU6fiJLpdF6kS8bgMG/6JDBncRzq92S5Dv17cJZvlucUPpGto4fjx4+XatWv68QcffCDZsmWT9evXywsvvKDvnAT/06BuTb0AmdXbXV6TocPGybJl3+n1du27yvG/d0jz5k1k/vylbl/TrWsHmTrtS5n5+Xy93umt3vL0U42kfbsXZeSoCY79rly5JrGxp90e47OZ85zWDx8+InVqV5fnWjwtEz/9zINfITzK8o/ufa8GAwULFnQ8VrdS7N27tyfbBAAe9cADxaVw4TBZ88N/Hdvi4y/Kpk3b9YXZXTCgPuQ8/HAVGT7yfxPGqDna1DHq1KnutO9Lkc9Jm5eel5Oxp2T58tUyeMhY3duWkuDgvHL23HmPfX2A1yYdunnzph5WqIYXKhUqVJDmzZtL1qx3PmRCQoJekgpMSLirGQwBICXhYaH6X9dP77Gn4iQ8/NZzrkJCCuq/Z6di45y2nzp1WsqXe9CxPmfuEjly5G85fiJWKld+SIYN+UDKln1QWrbq4Pa4devUkFYtn5Vnm0fxDfNlNv/o3vdqzYCaU6Bs2bISHR2tAwK1qMdqSmJ7MeHtDBs2TM9HkHQZMW5SepoCAMlERj4n58/udyzZst3VZKu3NXXabPlu9U+ye/demTNnsbR/patOAZQqVSLZvhUrlpNFX02XQYPHyOrv1/Gd82GWzeaxxR+k6zfktddek4oVK+pZCNXIAuXcuXPSrl07ef3113X9wO2omxl1797daVvgxYydZxqAOVRdgEoB2GXPHqT/DQsrJCdPnnJsDwsNkR07f3N7jLi4s3Ljxg0JDQtx2h4aWkhOplAfoGzctE3/W/rBknLo0F+O7Q89VEa+WzlPBw+qdgHw+2Bgx44dToGAoh4PGTIkVfcqUOkA15TA9UTnrjgASK9Lly7rJakTJ2Ll8Yb1Zef/v/jnzZtHatWqJpMmf+72GGpm1W3bftWvWbp0ld6m5lNR6xM/nZHiuSOqVrx1viRBR4UKZWX1qvnyxawF0rffCL6x/sBmVpogXcGAShHExsbq3oGkTp06JaVLl/ZU23APXblyVY78fdyxfux4rOzdf1CC8+WVwinkVAF/8sm/psr7fd6WPw4ckj//PCoD+veQ48dj5euvb13oFfXJfcnX3zqq/MeMmyIzpo2Rrdt+lc2bt8vbXTpI7tw5HSMEVCog8sXn5Ntv18iZs+d0zcDoUf1l3boNsmvXHkdqQAUCKpUwZuxk3Tthr7tSvQ/wUZZ/dO97NRhQOf+3335b+vfvL3Xq1NHbfvnlFxk4cKCMGDFC4uPjHfvmy5fPc61Fhtm99w95pUsvx/rIf92aSbL5U41lyIfv8s7D7436aKLkzp1LJk0cKfnz55Off94sTZu1dSpmVhd3VThot2DBUikUUlD693tPwsML6V6Fps+01fMGKImJ16XR4/X1sEUVJBw9ekIWL1khQ4b+Lw3wwvNNJTQ0RNq2eUEvdiogKV321t9P+CCbWT0DAZYaK5NGajih4wABAfpf+2GSrqvHKvpNjetxh9LaDCDTy1mkgbebAPgkNdNjRro8sI3HjpW732zJlD0Da9eu9XxLAADwFTbSBHf02GOP3YtvBQAA3mEzK02QrnkGlFmzZsnMmTN1OuCnn37SNQSffcbUmgAA+Jt0pQnU9MPqVsW5cuWSbdu2ydy5c6VevXoyY8YMPcqgV6//FaIBAOB3LLPSBIHp7RWYM2eO/Oc//9E3LRo7dqwsWrRIPv30U5k+fbrnWwkAwL1k466Fd3T69Gk9x8D9998vOXLkkOrVb920o0GDBnL06NGM/yYBAADvpglCQkIkLi5OBwPqlsWhobcmpbl8+bLkzZvXc60DAMALLEYT3FlUVJScP3/ecZ8BO1VImJrpiAEA8Gk2s0YTpGvSoYzApENAckw6BHhn0qFLvZ732LHyjFgkvu6u7uupagf27dunH5crV04KFbo15zYAAH7N5hOfk317NIGqDXjllVekSJEi8uijj+pFPX711VflypUrnm8lAAD3emih5aElswYD3bt31/UBS5cu1bUDavn666/1tnff5aY2AAA/Z2No4R199dVXsnDhQvnHP/7h2Pb0009Lzpw5pVWrVnq+AQAA4B/SVTOgUgFhYWHJtqshhqQJAAD+zqJm4M7q1q0rMTExcu3aNce2q1evyoABA/RzAAD4NRtpgjsaN26cNGnSRE86VLVqVb1t586dkj17dvnuu+8y/psEAAC8myaoVKmS/PHHHzJ79mzZu3ev3hYZGSlt2rTRdQMAAPg1m3+MAvDqaIIzZ87oOxZ26NBBunbtKrlz59bzDWzZssXzLQQA4F6zmZUmSFMwsGvXLilZsqQuFCxfvrzs2LFDatWqJWPGjNG3NG7YsKEsWbIk41oLAAC8Gwz07NlTKleuLOvWrdPDCp955hlp2rSpXLhwQc6dOydvvPGGDB8+3POtBADgXrKZ1TOQpnsTqLsV/vDDD1KlShW5dOmS5MuXTzZv3uy4hbGqH6hTp47jJkZpwb0JgOS4NwHgnXsTxL/RxGPHyvfvVZKpegbOnj0r4eHh+nGePHl0rUCBAgUcz6vHFy9e9HwrAQCA74wmCAgIuO06AAB+z+Yf3fteCwbatWun5xNQ1KRDHTt21D0ESkJCgudbCADAvWYjGEhRdHS003rbtm2T7RMVFZUR3xYAAO4Zi2AgZTNmzOBHEQCATCZdMxACAJCp2UgTAABgNpsYJV3TEQMAgMyDNAEAAC4oIAQAwHQ2s2oGSBMAAGA40gQAABheQEgwAACA4TUDpAkAADAcPQMAALgiTQAAgNksw9IE9AwAAGB4zwA1AwAA+JAJEyZIyZIlJUeOHFK7dm3ZtGnTbfc/f/68vPXWW1K4cGHJnj27lC1bVlasWJGmc9IzAACAC8tLPQPz5s2T7t27y6RJk3QgMHbsWGnSpIns27dPQkNDk+2fmJgo//d//6efW7hwoRQtWlT++usvyZ8/f5rOG2BZlk8kRq7HHfJ2EwCfk7NIA283AfBJNxKPZejxzzR9zGPHum/5T6neVwUANWvWlPHjx+t1m80mxYoVky5dukjv3r2T7a+ChlGjRsnevXslW7Zs6W4jaQIAADJQQkKCxMfHOy1qm7tP+Vu3bpXGjRs7tgUGBur1DRs2uD320qVLpW7dujpNEBYWJpUqVZKhQ4fKzZs309RGggEAANykCTy1DBs2TIKDg50Wtc1VXFycvoiri3pSav3kyZPizqFDh3R6QL1O1Qn07dtXRo8eLYMHD5a0oGYAAABXHqwZ6NOnj64DSEoV+nmCSiOoeoHJkydLlixZpHr16nLs2DGdOoiJiUn1cQgGAADIQOrCn5qLf0hIiL6gx8bGOm1X6+Hh4W5fo0YQqFoB9Tq7hx56SPckqLRDUFBQqtpImgAAgAxME6SWunCrT/Zr1qxx+uSv1lVdgDv16tWTAwcO6P3s9u/fr4OE1AYCCsEAAAA+EAwoKp0wZcoUmTlzpuzZs0fefPNNuXz5srRv314/HxUVpdMOdur5s2fPSteuXXUQsHz5cl1AqAoK04I0AQAAPjLPQOvWreX06dPSr18/3dUfEREhK1eudBQVHjlyRI8wsFPDDletWiXdunWTKlWq6HkGVGDQq1evNJ2XeQYAH8Y8A4B35hmIbei5eQbC1qZ+ngFvoWcAAABXVoCYhGAAAAAfSRN4CwWEAAAYjp4BAABcWDbSBAAAGM0iTQAAAExCmgAAABcWowkAADCbRZoAAACYhDQBAAAuGE0AAIDhLEuMQs8AAACG9wwwAyEAAIajZwAAAMN7BggGAAAwvGaANAEAAIajZwAAABekCQAAMJxl2HTEpAkAADAcaQIAAAy/NwHBAAAALmykCQAAgEnoGQAAwPACQoIBAABcMLQQAADDWcxACAAATEKaAAAAF6QJAAAwnM2wAkJmIAQAwHCkCQAAcMHQQgAADGcxmgAAAJiENAEAAIYXEBIMAABgeM0AowkAADAcPQMAABheQEgwAACAC2oGvCRnkQbeOjXgs64e/4+3mwAYyaJmAAAAmIQ0AQAALkgTAABgOEvMwtBCAAAMR5oAAAAXpAkAADCcxWgCAABgEtIEAAC4sIlZCAYAAHBhCTcqAgAABqFnAAAAFzbDJhogGAAAwIXNsDQBwQAAAC6oGQAAAEahZwAAABcMLQQAwHCWYTUD3KgIAADDkSYAAMAFaQIAAAxnE7OQJgAAwHCkCQAAMLyAkGAAAAAXNrNiAdIEAAD4kgkTJkjJkiUlR44cUrt2bdm0aVOqXjd37lwJCAiQFi1apPmc1AwAAODm3gSeWtJi3rx50r17d4mJiZFt27ZJ1apVpUmTJnLq1Knbvu7PP/+U9957Txo0aCDpQTAAAIALy4NLQkKCxMfHOy1qmzsff/yxdOjQQdq3by8VKlSQSZMmSa5cuWT69OmSkps3b0qbNm1kwIABUqpUKUkPggEAANwMLfTUMmzYMAkODnZa1DZXiYmJsnXrVmncuLFjW2BgoF7fsGGDpGTgwIESGhoqr776qqQXBYQAAGSgPn366K7/pLJnz55sv7i4OP0pPywszGm7Wt+7d6/bY//3v/+VadOmyY4dO+6qjQQDAAC4sAV4bjiBuvC7u/jfrYsXL8rLL78sU6ZMkZCQkLs6FsEAAAAuVK7/XlMX9CxZskhsbKzTdrUeHh6ebP+DBw/qwsFmzZo5ttlst+ZOzJo1q+zbt08efPDBVJ2bmgEAAHxAUFCQVK9eXdasWeN0cVfrdevWTbZ/+fLlZdeuXTpFYF+effZZadiwoX5crFixVJ+bngEAAHzk3gSqtiA6Olpq1KghtWrVkrFjx8rly5f16AIlKipKihYtqgsQ1TwElSpVcnp9/vz59b+u2++EYAAAAB+ZgbB169Zy+vRp6devn5w8eVIiIiJk5cqVjqLCI0eO6BEGnhZgWZY3UiPJZA0q6u0mAD7n6vH/eLsJgE/KFpK+8fSpNadIG48dK/L4bPF19AwAAOAirTMH+juCAQAAXPhEl/k9xGgCAAAMR88AAACG38KYYAAAAB8ZWugtBAMAALigZgAAABiFngEAAFxQMwAAgOFsYhaGFgIAYDjSBAAAGN4zQDAAAIALy7B5BkgTAABgOHoGAABwQZoAAADD2cQspAkAADAcaQIAAAyfjphgAAAAF8xACACA4WxiFmoGAAAwHGkCAAAM7xkgGAAAwPACQtIEAAAYjp4BAABcMJoAAADD2cQspAkAADAcaQIAAAwvICQYAADAhc2wcIA0AQAAhqNnAAAAwwsICQYAAHBhVpKAYAAAADG9Z4CaAQAADEeaAAAAF8xACACA4WyGVQ2QJgAAwHCkCQAAcGFWvwDBAAAAyTCaAAAAGIU0AQAAhhcQpisYCAwMlICAgBSfv3nz5t20CQAAr7IMe//TFQwsXrzY8y0BAAD+Eww0b97caX3RokWyY8cOqVSpkrRq1cpTbQMAwCtshr3vdz3PwIgRIyQyMlJWrlwpr776qgwYMMAzLQMAwIs1AzYPLUYEAzNnzpSpU6fKpk2b5Ouvv5YZM2Z4pmUAAHiJ5cHFiGDg+PHjUqdOHf1Y/Xvs2DFPtAsAAPjL0EI1ciBr1luHyZIli9hspmVaAACZjU3Mkq5goFq1ao6hhVevXpVmzZpJUFCQWJa/dIgAAJAyy286+L0YDLRo0SLFkQVJnwMAAJk0GIiJifF8SwAA8BE2MUu6goH4+PjbPp8vX770tgcAAK+zkSa4s/z587udjljVDKjtTEcMAID/SPdogoULF0rBggU92xoAAHyAJWZJdzBQr149CQ0N9WxrAADwATbDwoF0Tzr0+++/y549e+TIkSOSmJjo2VbhrvSPeU+O/rVNLl44IKu+nSulSz9wx9e82TFaDuz/RS7FH5T1/10mNWtEOD2/ZvUCuZF4zGmZMH644/kqVSrIrC8myOGDm/V5d/36o3Tp/CrfSfi1LTt2yVs9Y6Ths22kUr2nZM269d5uEuBbwUCjRo2kYsWK8sADD0ju3LmlcuXKMmbMGM+2DmnW471O0vmtV6RT597ySP1mcvnKFVnxzWzJnj17iq9p2fJZ+WhUjAwa/LHUrP2k7Pz1d1mxfLYUKnSf035Tps6SosUiHEvvPoMdzz1crbKcOhUn0e26SJWIx2XY8E9kyOA+0unNdnwX4beuXr0m5UqXkg/e7eTtpsALowlsHloybZrg8OHDuljw+vXremSBmpJY3Zugb9++cuPGDenRo4fnW4pUebvLazJ02DhZtuw7vd6ufVc5/vcOad68icyfv9Tta7p17SBTp30pMz+fr9c7vdVbnn6qkbRv96KMHDXBsd+VK9ckNva022N8NnOe0/rhw0ekTu3q8lyLp2Xip5/x3YNfalC3pl5gHos0wZ2VKFFCSpYsKWXKlJHq1avrGQgHDRokn376qUyePPkefJvgzgMPFJfChcNkzQ//dWyLj78omzZt1xdmd7JlyyYPP1xF1vzwH8c2FeipY9Sp4/yalyKfk5PHd8mO7WtkyODekjNnjtt+I4KD88rZc+f5ZgHwOzZ6BtLvxRdf1KmDO0lISNCLu2GJSL/wsFsFna6f3mNPxUl4uPtiz5CQgvreEqdi45y2nzp1WsqXe9CxPmfuEjly5G85fiJWKld+SIYN+UDKln1QWrbq4Pa4devUkFYtn5Vnm0fxLQWAzFgzoFID7hZ1n4LSpUvf8fXDhg2T4OBgp8WyXUxPU4wWGfmcnD+737Fky3bX951K0dRps+W71T/J7t17Zc6cxdL+la46BVCqVIlk+1asWE4WfTVdBg0eI6u/X5dhbQKAjEwTWB76L60mTJige99z5MghtWvX1mn4lEyZMkUaNGggBQoU0Evjxo1vu79HgwE16ZD9xEkX+/Y76dOnj1y4cMFpCQjMm56mGE3VBVSv+YRjiTtzVm8PCyvktF9YaIicPHnK7THi4s7qOo/QsBCn7aGhheRkCvUBysZN2/S/pR8s6bT9oYfKyHcr5+ngQdUuAIA/snkpTTBv3jzp3r27nvZ/27ZtUrVqVWnSpImcOuX+b/iPP/4okZGRsnbtWtmwYYMUK1ZMnnjiCTl27JjvTzqkKttdq9tJEaTdpUuX9ZLUiROx8njD+rJz5296PW/ePFKrVjWZNPlzt8dQRaDbtv2qX7N06SrH90KtT/x0Rornjqh6Kx10IkmQUaFCWVm9ar58MWuB9O03Ih1fEQCY7eOPP5YOHTpI+/bt9fqkSZNk+fLlMn36dOndu3ey/WfPnu20PnXqVPnqq69kzZo1EhWV+jQtkw5lMp/8a6q83+dt+ePAIfnzz6MyoH8POX48Vr7++taFXlGf3Jd8/a2jyn/MuCkyY9oY2brtV9m8ebu83aWD5M6d0zFCQKUCIl98Tr79do2cOXtO1wyMHtVf1q3bILt27XGkBlQgoFIJY8ZOdvROqKmpVe8D4I+uXLkqR/4+7lg/djxW9u4/KMH58krhFOpwkDnYLM9NOuSuTs7dh2I1Z8/WrVt177ldYGCg7vpXn/pT48qVK/pDXlo/rGe9m0mHzpw5o+cYCA8Pl6CgoPQeCh406qOJkjt3Lpk0caTkz59Pfv55szRt1tbpB1Fd3FXhoN2CBUulUEhB6d/vPQkPL6R7FZo+01bPG6AkJl6XRo/X18MWVZBw9OgJWbxkhQwZ+r80wAvPN5XQ0BBp2+YFvdipgKR02Tp8j+GXdu/9Q17p0suxPvJft0ZLNX+qsQz58F0vtgwZzfLgsVSd3IABA5y2qTRA//79nbbFxcXpD1BhYWFO29X63r17U3WuXr16SZEiRXQAkRYBlirjTyMVqaiuZPsIALVevnx5eeWVV6Rbt26SHlmDiqbrdUBmdvX4/4Z8AvifbCGlMvTtaFvieY8da9r+OanqGVBz9hQtWlTWr18vdevWdWzv2bOn/PTTT7Jx48bbnmf48OEycuRIXUdQpUqVNLWRSYcAAMjAexO4u/C7ExISIlmyZJHY2Fin7Wpd9cDfzkcffaSDge+//z7NgUC6gwE16VBS9omHypYtKwMHDmQGQgCAX7O8MAOhSrer66kq/mvRooXeZrPZ9Hrnzp1TfJ3qDRgyZIisWrVKatSoka5ze2XSIQAAkJwaVhgdHa0v6rVq1ZKxY8fK5cuXHaML1AgBlUpQdQjKiBEjpF+/fvLll1/quQlOnjypt+fJk0cvXgkGbk1t+7AnDwkAwD1n89J73rp1azl9+rS+wKsLe0REhKxcudJRVKjuFKzq9OzUbQDUKIR//vOfdyxQ9HgBoap2VHconD9/vttbGJ89m/ahZBQQAslRQAh4p4CwZYnmHjvWgr++Fl+XrhkI1RAJNTGCimDU7IGqW+P555/X0UpaIhEAAHyR5cXpiP0mGFAzHqn5kN999119kxs1FaKa9Uh1a/zyyy+ebyUAAPCtYEDlMSpXrqwfqwIF1TugPPPMM3raRAAA/JnNsFsYpysYuP/+++XEiRP68YMPPijfffedfrx58+ZUjaUEAMCXWZblsSXTBgPPPfecHveodOnSRfr27StlypTRQx7ULIQAAMB/pGtooZrlyE4VEapJiNT0iSogUJMPAQDgz2x+Uvjn1Z6BpFRqYNmyZfpey8HBwZ5pFQAAXmQzrGYgTT0DxYsXl+3bt8t9992n11evXi1NmzbVdQJqWKGaG3nOnDnSsmXLjGovAADwZs/A33//rSccshs1apQeVnj+/Hk5d+6cvPHGG3qOZAAA/JnFPAOpt2fPHl1AqO6ypHoG1OM//vgjA789AADcm5oBm4eWTF8zoHoEChYs6FgvUKCAXLx40RPtAgAAvlgzEBAQoBfXbQAAZCaWn8wP4JVgQL057dq1c0wsdO3aNenYsaPkzp1bryckJGRMKwEAuIdshr3baQoG1D2Wk2rbtm2yfdTEQwAA+DPLT3L9XgkGZsyYkXEtAQAA/jMDIQAAmZmNngEAAMxmGVZAeNfTEQMAAP9GmgAAABekCQAAMJxlWM0AaQIAAAxHmgAAABc2wwoICQYAAHBhVihAmgAAAOPRMwAAgAtGEwAAYDibYYkCegYAAHDBDIQAAMAo9AwAAOCCNAEAAIazDKsZYAZCAAAMR5oAAADDCwgJBgAAMLxmgDQBAACGo2cAAAAXpAkAADCcjTQBAAAwCWkCAAAMn2eAYAAAABc2hhYCAGA2y7CeAYYWAgBgONIEAAC4IE0AAIDhLNIEAADAJKQJAABwQZoAAADDWaQJAACASUgTAADggjQBAACGs0gTAAAAk5AmAADAhWXZxCQEAwAAuLAZliYgGAAAwIVl2F0LuVERAACGo2cAAAAXpAkAADCcRZoAAACYhDQBAAAumIEQAADDWYYNLWQ0AQAAPmTChAlSsmRJyZEjh9SuXVs2bdp02/0XLFgg5cuX1/tXrlxZVqxYkeZzEgwAAOCmgNBTS1rMmzdPunfvLjExMbJt2zapWrWqNGnSRE6dOuV2//Xr10tkZKS8+uqrsn37dmnRooVedu/enabzBlg+UjKZNaiot5sA+Jyrx//j7SYAPilbSKkMPX6h4HIeO9bpC/tSva/qCahZs6aMHz9er9tsNilWrJh06dJFevfunWz/1q1by+XLl+Wbb75xbKtTp45ERETIpEmTUn1eegYAAMhACQkJEh8f77Soba4SExNl69at0rhxY8e2wMBAvb5hwwa3x1bbk+6vqJ6ElPZPCcEAAAAZmCYYNmyYBAcHOy1qm6u4uDi5efOmhIWFOW1X6ydPnhR31Pa07J8ShhYCAJCBQwv79Omj6wCSyp49u/gSggEAAFx4spxOXfhTc/EPCQmRLFmySGxsrNN2tR4eHu72NWp7WvZPCWkCAAB8QFBQkFSvXl3WrFnj2KYKCNV63bp13b5GbU+6v7J69eoU908JPQMAAPjIjYpUOiE6Olpq1KghtWrVkrFjx+rRAu3bt9fPR0VFSdGiRR01B127dpXHHntMRo8eLU2bNpW5c+fKli1bZPLkyWk6L8EAAAAuvDXqXg0VPH36tPTr108XAaohgitXrnQUCR45ckSPMLB75JFH5Msvv5QPP/xQ3n//fSlTpowsWbJEKlWqlKbzMs8A4MOYZwDwzjwD+XJ77vjxlw+Jr6NnAAAAF9yoCAAAw1ncqAgAAJiENAEAAC5IEwAAYDjLN+7hd88w6RAAAIYjTQAAgOEFhAQDAAAYniYgGAAAwPBggJoBAAAMR88AAAAuzOoX8KF7E8A3JCQk6Lth9enTJ1X33wZMwO8FMjuCATiJj4+X4OBguXDhguTLl493B+D3AgagZgAAAMMRDAAAYDiCAQAADEcwACeqaDAmJobiQYDfCxiEAkIAAAxHzwAAAIYjGAAAwHAEAwAAGI5gAAAAwxEMAABgOIIBP9CuXTsJCAhwLPfdd588+eST8uuvv3q7aYDP/77Yl/vvv9/bTQN8FsGAn1AX/xMnTuhlzZo1kjVrVnnmmWe83SzA539f7Mv27du93SzAZxEM+NFkQOHh4XqJiIiQ3r17y9GjR+X06dP6+V27dsnjjz8uOXPm1D0Hr7/+uly6dMnxerV/kSJFJCgoSIoWLSq9evUSm82mn/vxxx/1J6fly5dLlSpVJEeOHFKnTh3ZvXu34/VnzpyRyMhI/dpcuXJJ5cqVZc6cOU5tVMcbOXKklC5dWre3ePHiMmTIEP2cu09q9kWdH8io3xf7UqhQIcfz6ue/bNmy+me5VKlS0rdvX7l+/brTMf7880+3P6/nz59P9T79+/fXv6/uLFmyRO8L+AKCAT+kLvKzZs3SF1114b98+bI0adJEChQoIJs3b5YFCxbI999/L507d3a85oknnpBvvvlGDhw4IFOnTpXJkyfrYyTVo0cPGT16tD6G+sPZrFkzxx/Ia9euSfXq1XXAoIIEFWy8/PLLsmnTJsfr1W2Phw8frv+w/v777/Lll19KWFiYfi7pJzTlq6++cqw/8sgj9+idA27JmzevfPbZZ/rndNy4cTJlyhQZM2aM09tjv7u7+l1SP6fqZ9ZVavYB/IIFnxcdHW1lyZLFyp07t17Ut61w4cLW1q1b9fOTJ0+2ChQoYF26dMnxmuXLl1uBgYHWyZMnkx3v0KFD+vXTp0/X62vXrtXHnDt3rmOfM2fOWDlz5rTmzZuXYruaNm1qvfvuu/pxfHy8lT17dmvKlCl3/HrUudQ5gXvx+1K0aFGrcePG1qpVq1J8zahRo6zq1as7bdu3b5/+Wd29e7fT78m5c+dSvU9MTIxVtWpVt+dcvHix3hfwBfQM+ImGDRvKjh079KI+jauegKeeekr++usv2bNnj1StWlVy587t2L9evXq6237fvn2ObUOHDnV0i77wwgsSFRXldI66des6HhcsWFDKlSunj63cvHlTBg0apNMD6rk8efLIqlWr5MiRI/p5tV9CQoI0atToHrwbQOp/XxYtWiSFCxeWpk2bysaNG/Xz8+bN078jKn2gfpY//PBDx8+yXXx8vP436e+Vq9Tso1J46hzBwcHy0EMP6d4zwNdk9XYDkDrqj41KC9iprn71x0V1b6ZWx44d5fnnn5etW7fKO++8ox+rP5qpMWrUKN2dOnbsWB0QqPaoYyQmJurnVa0C4Ku/L9OnT9dBgcrTqyC5TZs2MmDAAB1Uq9+juXPn6hRZUsePH5fAwEAdMKQkNfuooHrp0qU6oP7ll1+kQ4cOum2qCBjwFfQM+ClVeKT+CF29elV/2ti5c6euHbD7+eef9fPqD5Gd+kRfvnx5/Yewfv36yfKb6g+V3blz52T//v362PbjNW/eXNq2bat7IVTvgnrerkyZMjogUCMdAF+jfhfUoi7I69evlxIlSsgHH3wgNWrU0D+7qofNlaqdUb8vqqA2JanZRxXtqou/+l2Mjo7Wvz+qxwLwJQQDfkJ1wZ88eVIvqku+S5cuupBQFfmpi7v6Y6T+0KjivrVr1+rnVYGfvYBv4sSJ8ttvv+nqZ1U4uHr1aqlWrZrTOQYOHKgv5uoYaqx2SEiItGjRQj+n/mCq16g/pOr8b7zxhsTGxjpeq86vKrR79uwpn3/+uRw8eFAHF9OmTbvH7xSQ8u/L008/rX+WVUpA9Qaon9NPPvlEFi9e7HjbVG/XF198IR9//LG0b9/e7duZmn3sVJmMKsBVwfoPP/ygixYrVarEtwm+xdtFC0hdQZT6VtmXvHnzWjVr1rQWLlzo2OfXX3+1GjZsaOXIkcMqWLCg1aFDB+vixYuO559++mkrJCREF/mVLl3aGjJkiGWz2ZyKnpYtW2ZVrFjRCgoKsmrVqmXt3LnTqaCwefPmVp48eazQ0FDrww8/tKKiovQ2u5s3b1qDBw+2SpQoYWXLls0qXry4NXTo0GRfDwWEuNe/Lw8//LA1Z84cxz49evSw7rvvPv3z3Lp1a2vMmDFWcHCwfm7Lli1WqVKlrGHDhumfabukxYGp2cdeQGhvhyroLVasmNW3b1/9HAWE8CUB6n/eDkjgXWqcv6odUKmB/Pnz8+0AAMOQJgAAwHAEAwAAGI40AQAAhqNnAAAAwxEMAABgOIIBAAAMRzAAAIDhCAYAADAcwQAAAIYjGAAAwHAEAwAAiNn+H6+uXVh3lMNyAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Строю boxplot...\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Генерация pairplot (это может занять время)...\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Все графики готовы!\n" + "Все графики построены!\n" ] } ], @@ -114,49 +44,48 @@ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", + "# Данные\n", "data = {\n", " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\", \"Дмитрий\", \"Артём\"],\n", " \"Возраст\": [21, 22, 23, 24, 26, 20],\n", " \"Баллы\": [89, 76, 95, 82, 70, 68]\n", "}\n", "df = pd.DataFrame(data)\n", - "\n", "df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\", \"A\", \"B\"]\n", "\n", "print(\"Таблица данных:\")\n", "print(df)\n", "\n", - "print(\"\\nСтрою гистограмму...\")\n", - "plt.figure()\n", - "sns.histplot(data=df, x=\"Баллы\", color=\"blue\")\n", - "plt.title(\"Распределение баллов\")\n", - "plt.show()\n", + "# Создаем сетку из 4 графиков (2 строки, 2 столбца)\n", + "fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n", + "fig.suptitle('Анализ данных - все графики', fontsize=14, fontweight='bold')\n", "\n", - "print(\"Строю scatterplot...\")\n", - "plt.figure()\n", - "sns.scatterplot(data=df, x=\"Возраст\", y=\"Баллы\")\n", - "plt.title(\"Возраст против баллов\")\n", - "plt.show()\n", + "# График 1: Гистограмма\n", + "sns.histplot(data=df, x=\"Баллы\", color=\"blue\", ax=axes[0, 0])\n", + "axes[0, 0].set_title(\"Распределение баллов\", fontsize=12)\n", + "axes[0, 0].grid(axis='y', linestyle='--', alpha=0.7)\n", "\n", - "print(\"Создаю heatmap...\")\n", - "plt.figure()\n", + "# График 2: Scatterplot\n", + "sns.scatterplot(data=df, x=\"Возраст\", y=\"Баллы\", s=100, color='red', ax=axes[0, 1])\n", + "axes[0, 1].set_title(\"Возраст против баллов\", fontsize=12)\n", + "axes[0, 1].grid(alpha=0.3)\n", + "\n", + "# График 3: Heatmap\n", "chislovye_stolbtsy = df.select_dtypes(include=[np.number])\n", "korrelyatsiya = chislovye_stolbtsy.corr()\n", - "sns.heatmap(korrelyatsiya, annot=True)\n", - "plt.title(\"Корреляция\")\n", + "sns.heatmap(korrelyatsiya, annot=True, cmap='coolwarm', center=0, \n", + " fmt='.2f', linewidths=.5, ax=axes[1, 0])\n", + "axes[1, 0].set_title(\"Корреляция\", fontsize=12)\n", + "\n", + "# График 4: Boxplot\n", + "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df, ax=axes[1, 1])\n", + "axes[1, 1].set_title(\"Баллы по категориям\", fontsize=12)\n", + "axes[1, 1].grid(axis='y', linestyle='--', alpha=0.7)\n", + "\n", + "plt.tight_layout()\n", "plt.show()\n", "\n", - "print(\"Строю boxplot...\")\n", - "plt.figure()\n", - "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df)\n", - "plt.title(\"Баллы по категориям\")\n", - "plt.show()\n", - "\n", - "print(\"Генерация pairplot (это может занять время)...\")\n", - "sns.pairplot(df, hue=\"Категория\")\n", - "plt.show()\n", - "\n", - "print(\"Все графики готовы!\")" + "print(\"Все графики построены!\")" ] }, {