{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", " \n", "## [mlcourse.ai](https://mlcourse.ai) – Open Machine Learning Course \n", "\n", "Author: [Yury Kashnitskiy](https://yorko.github.io). This material is subject to the terms and conditions of the [Creative Commons CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/) license. Free use is permitted for any non-commercial purpose." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#
Topic 7. Unsupervised learning\n", "##
Part 2. Clustering. k-Means\n", " \n", "**This is mostly to demonstrate some applications of k-Means, for theory, study [topic 7](https://mlcourse.ai/notebooks/blob/master/jupyter_english/topic07_unsupervised/topic7_pca_clustering.ipynb?flush_cache=true) in our course**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clustering NBA players" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some info on players' features." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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playerposagebref_team_idggsmpfgfgafg....drbtrbaststlblktovpfptsseasonseason_end
0Quincy AcySF23TOT630847661410.468...144216282326301221712013-20142013
1Steven AdamsC20OKC81201197931850.503...190332434057712032652013-20142013
2Jeff AdrienPF27TOT53129611432750.520...204306382436391083622013-20142013
3Arron AfflaloSG28ORL7373255246410110.459...23026224835314613613302013-20142013
4Alexis AjincaC25NOP56309511362490.546...183277402346631873282013-20142013
\n", "

5 rows × 31 columns

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" ], "text/plain": [ " player pos age bref_team_id g gs mp fg fga fg. \\\n", "0 Quincy Acy SF 23 TOT 63 0 847 66 141 0.468 \n", "1 Steven Adams C 20 OKC 81 20 1197 93 185 0.503 \n", "2 Jeff Adrien PF 27 TOT 53 12 961 143 275 0.520 \n", "3 Arron Afflalo SG 28 ORL 73 73 2552 464 1011 0.459 \n", "4 Alexis Ajinca C 25 NOP 56 30 951 136 249 0.546 \n", "\n", " ... drb trb ast stl blk tov pf pts season season_end \n", "0 ... 144 216 28 23 26 30 122 171 2013-2014 2013 \n", "1 ... 190 332 43 40 57 71 203 265 2013-2014 2013 \n", "2 ... 204 306 38 24 36 39 108 362 2013-2014 2013 \n", "3 ... 230 262 248 35 3 146 136 1330 2013-2014 2013 \n", "4 ... 183 277 40 23 46 63 187 328 2013-2014 2013 \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "nba = pd.read_csv(\"../../data/nba_2013.csv\")\n", "nba.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import KMeans\n", "from sklearn.decomposition import PCA\n", "\n", "kmeans = KMeans(n_clusters=5, random_state=1)\n", "numeric_cols = nba._get_numeric_data().dropna(axis=1)\n", "kmeans.fit(numeric_cols)\n", "\n", "\n", "# Visualizing using PCA\n", "pca = PCA(n_components=2)\n", "res = pca.fit_transform(numeric_cols)\n", "plt.figure(figsize=(12,8))\n", "plt.scatter(res[:,0], res[:,1], c=kmeans.labels_, s=50, cmap='viridis')\n", "plt.title('PCA')\n", "\n", "# Visualizing using 2 features: Total points vs. Total assists\n", "plt.figure(figsize=(12,8))\n", "plt.scatter(nba['pts'], nba['ast'], \n", " c=kmeans.labels_, s=50, cmap='viridis')\n", "plt.xlabel('Total points')\n", "plt.ylabel('Total assitances')\n", "plt.title('Some interpretation');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compressing images with k-Means \n", "*not a popular technique*" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.image as mpimg\n", "\n", "img = mpimg.imread('../../img/woman.jpg')[..., 1]\n", "plt.figure(figsize = (20, 12))\n", "plt.axis('off')\n", "plt.imshow(img, cmap='gray');" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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YMlbaZfV0JiSUidYvqgncab/8LeFVb+2FR+B56qX0XF2jE4EuNBHi3D3gdtjI3gHIiUuZOE8KdIxJHmTEJsqfPQE8emX+XRFmRfN/Ct5ShdcGticZWNL4x8fHv/9Q0qKDgk6aHYTXJGpjR/t45In2uWWfRdN/f3//++9KzPJWy+VtFX2fu8b/W0mg0fNBx/jzEwuaF3Z2ZFR119S2dwbqcZ64SuKIlhPVYCxI/c5V+Pk3RaTOV0tuu52PFIh0mjGFVOCtbaCWvVNL9/n5+a9XXdvOJ9lLOa7uyFPi+iKLxJX1leJBrROYkC8kWBEf0tiQtB061rS01vs8BVUqOhrPu1pOfxOp0Wg0NuPxEmjE3klVcCt4WlvJJInlji8bSugDRtaBSs+W5Kk5pjy1VJKsrD59mgRaiSve/e0PE1klTv7MioPnhIF8AoGeYs4YQ7Yxaqj4dPY0/SBtkO2rp3qqd2IXmb59GBNCntaWTf57xXZ3gjRwVzgTQgZ3tg/dZisdf4iQJLddSs94moyV5xhYG0kkfPe4u3vs3+U8mnisBOrBOtKOTyDrKLvZQfQZ6bxQnuedg+ruQU3roWGlft7WR4nUI4sLHw+aWUdy/GiSL38mSqCrfYo6qU4i5onV9848//YqfBRaiBO9N+9zLzxPp+1WmvdQ7FK7qwi0cjJlwsCqQT3xExbx8p1nY+jmHouo7yajiYr+3EWwfMxK0RIru8qizzaBOkC+qWRNnBXn0e5V/hQpgmNnvSxSzJzh+fX1Jarr1iSn6mSlBFWRz2r5FWRWVZ8ryu4wpkaj0diNn5+fE/5diu/vb/dveo1fn9fG/yTnnzHGv9f4dX5Pul/976pyVupydf3QvrHGgNTn2vv8/Pz8dS/zzleOm+x4qq7b1eVJ/35A7nqsF34FVDWXHEhUhbfsdp56Fd1dUoW7PPIStHe2tjBeXY8J2maec1GDpGJm3y/ShzytdO4tT6up5fwd7tomqs2fSLTHbpX/VxLoGPYhzEiYy7StSYcpo3arK2yhp9lBKSq29dF80NjPSBiTNpm9xbGKeBHvPEX0dChazo/gD0H6KGr/R9PzxU17dl6XFuXd4/9XOJEiB0NYu5QmstLmlRLX3cb+O6AtXHOMS1KlRKb889aZhUjz0K9Io5q0TGFJnlpeO7CjjCvH9M+7B9IjsEKXNFjfUdK+d8MPXpbS8Hu7B/EdanykvB3vruVJdwghgfSI9Hi1dG+RJ+1rNEQsEiaUIa4dBJ4d0zv76m0JtOo4Ms0GSonT+iYS7fA7VOo7ykSC1zWJ/YqFZeb/8/MD2Tmr6rM7bM0rg6ajc0Mi550xu1bsLfqsJpRIaa243VV0GFOj0Wgk8bYSaAX4KsxXOE3ypKv4ytcan4YK7/MuKU3K1/pS68/Pz9LmiCvNM4hq60mWU6Oa95AvzWqqfdZWiWgf1GEkPWM9v6NPfoUTyQKq6ns7UiTcvXvjXR1JlgNlQnIURVT1yGS2fvN8K+ERGIVkp+cqvaWu7w7Jk+qMmiMqbbcT7URyEHEwWZ/6QHAXke5wJFnE4sUXVgHpMymNdQ4CsiDS+9I7Xekk5OXRcimyEucqYaJ9r40Z5BkpD0nSjtQ3il8pgVZ8sdMDYii/glCvCllZgSRBaRPKMotknYbZw7DRGM0rw9Y0II4Uy/QkmQ2QOqFSpFRfy9E44R3+k217VAL9lQQagRUzaIXDaASwQ/V5asyfpbZxCYnf9/KMkqllorHKOtE8Ym0okFR1T31GwpzQdoiYHSRogox0dCVNG607SqDthW80Go0kWgI1YJ1wr6WZQFa/DDKxbDslJTQej6vlWvtEnQn0OckGlgXqhb5KAs1oMisSvuTlr3pXLS/ehxqQfp6bJ7Tt1h5ahV+AdVaol44DtR1lvL4odgQQV8CzuUXz0YB8mUDCCVsiaVkcGXu6RJzWZ7qryRNB1O6tOQLRba3Ks02gFYh8vM5DxjtdMXhPJdAxrnOkSYicj2BJTFfA60O631+rq/ZxRW7n54eHa39rdYm8U9R2OqHFgaKSuuaonAsGSqC/NowJBfIJEOn7OfxAignaWaj6ezo0p8UpdffqIX1sjt+XwoF2mWkyoJ5oCZoUPkZsLz3avwg5WmFYGWchf0f0MBgp/AxdXFsCTYCrPmPEbEcWce6YiFeTmkSod0twHnhojAXpu0invAdFNLRJ6i8v1GimqQwBM9RqUXr++vr66yg+apLQ+kqqw8/Pz/j4+PgdgfSSk6fqEBGvPF6GNNB+/vmmDh+gV4U4SbiCtGj+3iQ5BbzOPKaQYkqkHx8fjyFOb7Gnv1FHDn2mYpG2QpxQOzZ/x6gNl85XBB3G1Gg0Gkk8VoXXPOU0fIGnX5VM0f3V3qeOr5Y8d5YXMVE8Qe2lQEKisruYqiGZjiREwse057VnvHFOy0e+5oDUg6r2Uv00s4RnXnp7Fd47xHiMnKfcK9PL3yJPHrZz1aRDVLIIJNUv6jC4m3AQzHZDP/9y5ztRcvDiP6V6RmyeY/xnnkLqpOUr1cV6hs6tSKgTz7cSj5NA+WcZkBVn3quUQMf4s9MkLy2XYJDTbqRVvKLzq6VQyeblOSCeQJoaUCfTlQvjhBRqNJ0h1jMaNCFAG4tSKJElIVohV5KmwueZFQVD6xzx6Atc8V4SKG0k5FtFXqOhwfJSekl9p39LxCnVySIh7Xp2ckpG/+qJrkkTpzmMMqDv4oU83eEMpKTEpWb+3ITWP1pYnrejxyNlKX8EVGjiAtSO83YjYUxHEah1cMdExaTUYuCs9F6DWrs7OFB1Brl3FxB7l5X+qUDGiyf9VYHWo5pI+DyrUo/pPJLayMqLkyitl+Rtp321aw4d4YWfjaJBIy+UnLRnaagDrQevDxpM75Hn9/f3v9/hkeAR60mSnGZr+y3wxuxq23jty8cuHc9ofpa9lN+LkI+VVtLUvPrM5yRBpkLil94XxREE2mg0Gk/EESq8JGHx1YZ7O3fa7xCVnteJqhTUU0jVCMsYrl2r9qDvghawfGXdK4K5ESAawapkhDzLpVD+t2RPtyROrdzoe9BxH7En0uc90Hk0y7HqXv2OE0d44T8+Pn6kRkO81xyWp1Dbnz7v83I5LLUetUFJBzpYpEqBeBMj6ZC0q3lcab9FQ3B2lWkdrVZZTqR/JXiRHmj0hOeV587UMcbcJvnv32j9PUGisn8f54X3wl8qkbG1evcj5GlFE2hHio1x/l7yOyFNVIrpmd7RVqh3vqKcyLzwFuMx9A0PUrqI1MbrWuHg4qQslXfHXDiCQCUjrrbXPNNI1JPoSadReHty+T0rnEOqgxTGRNvpbhK1Bi+vJ31mBXwSoQuft0NsBbMdJBKt8soj9dW85lYQOu8/hHyROsw6Z8eodvweDalaEbY0k9Mjw5ikVUsa+JnO2G1HRA86QPOQ6oscBlFNpKjNyJoku9o+u+Dx5640L+wsi0vh2gYPTZKzJMZsvbXnouTsHcVHERG0JMk7+q7thW80Go0kjpFAx4jtx0XtNx5WpSNJEkKlI+1Z/k6WZ7si+F5bfa28vTTz3hMiCKpQ8b4ZSYiboCQ7uxQ3quXDJUQtFjlaR4qopKdtfuFeds9BVo1HSKAVRmgr9KnC8O8FVkfyGePPU9CnbU2boJY6JkEiyijZ8mueWlgNacNDBtV1/Pr6Cm8TloDWSyPP2aeRvp11tzZ68HGZwYo9lOaRWfD57+l7ibQTxVES6ASykq9KntWoIuEx/iPMMf7ejkbL4rs6LOmiGtwGeidWvd/VUormhEDKyUqemWP1uGNSIpEpkfLTl6S98V5cLIVXT007kxYnHnfKoRHtimN64lgJFPU48lURXYVOg0YCXoiO9V4RU8gquJqnhZtUEJWUR5UGUIWr6jLfO9O29BlLaKFzS2vnK0IPkdPM+G8vvRc94uEICTRSYSsezEK1xOrtlc/mae1Qsk4AupI8PO9lNTlrdZDyj0ijq9Edd2IKDlVB+pNM+fyi7ck99buFEm7LpePKU9+ld0FCtR4dxjQhHdZKVRUeL4oEDFfYP6tPhZLqwUmUk6cUE8fj+3aq8lxVOpF0dga0r6D6qLuqRdMzx3jtWfFO1pjiiyVfwGe7Ruai5CjL4FgVvtFoNE7HEXvhX6/Xzxi6VIduocwY0BFJRVvp56p3t7STbYcKIzpaxo5yEKcFIo1mHDAIpLm1onJH+6vCLGF5+SOgbYGebYGEPmmhV1x1l/LS2uefPKGOOkIC5QZwpHGz6ovkeMqUM0+BOQHIe8z33kloFnaZE7R8qbPDGyu7FkDLsaU52jR4abX86PXMeI0KJfTfz89Peo5wM51WD8tJRJ+ztklTRAXKY2ygGUTtHmja6MlKp8EysltxpFUkd4VkS4GMA2sh1GzIFfWaZUysxBxGI0ys2NxI+dLWZEm645LqipBjnRnBy59lW04hCs/z/kgnkjUBpKPfvIaTsDLRToc34CaujhG9ClbfovXhzomq96hwall14fcQQo2833zOMmVZZY0RPx8icuiL1r4Sb0xo0TzR6IIjCJR3Jl8NtM6rlhis3T6nSpsTfBB5bfqO0EJWvGcmdrURXeyrPfFaeZrkKV2rlrgRZBcoa1xTaOGAE1pI09fXV0iNP4JA58BCVjhuz6ErhtUh3KZCwXf0WPdPRTYWNBNT+664Y2HZGX9a2beW08V6xoKWn/WcZcukcwA9CxW9ruEIJ1Kj0Wg8EUdIoGPYnxqmUuH8JEBE2tKM3ChOV98nrPeL2NAqcYdUp6lqUeyQDivO2rTqxe9R56F3oLQV1rMK7lDLSMeWHXaMP0PEKEdYu/vGWNtVeIQEyk+Q4eQ500x1fTaUForkOaT43mEkpKnq9J8rgQ7QaEiNV8ZKfqv4+vpK7w2/AhV10kiOOkakNHPe8LbxTGDRtuTzV4vrzubppZMEpkmY3Fcg1SEyx4+RQC1EJEcp5o2fys3vW15S6VQk75kTMAdMRoqKemiRa1eB93+2LjyO8HTwca0FoXuhUNFQKXrfK2OMvfMms2ivLvRHSKAc3EM2xt+fC7Ywn6GSJd/9wFdVq2P5gKg4wOEKrAzUGQQtaQOnY/b7yvuvnnkp4STtJbuxQpIopQW3WgtByJlC0hY5H2ihTxEcI4FKDaPFcPEX184O9NJE6iWdh/gEIOqSdi+jap2GnV7uSB12500JxvIwW2p6VGqX7Kq0ThqyC4lm20VjyHfgSAm00Wg0noBjJFBrFbFWEOl4Ny8faYeCFUPGpU9p9wJS/umwvLDUwbdrx84OZOyY1HEZhdceu9uLSoURjzqXPhHVXtraOdNb83n1/aPPW0djavk/biunBET8zgSQ8zylQFx6nf/NJ9gTgtGRCcFtwhO8vU4mTS0qI1Lf6kUwox5HQfu34sSnCa0tpPHO5wuNCtj1/pm5Z4U0jREzuRxBoFUExGPNEEwJxVp15oCUwiNm3U+WPCOLDBLSgjoIriZaa1vfGNjOmIlqh09FO0QXQfqMFCIYhbeFMhJqxPPLIiL5aljp6yMIVEOUlFZiGTVp08Kqp/dKcLVFG8TeIOSLyN0Hl6DwVHm6CPKvAkSQDROK5E1jPr1y0fLpfWkh0RYhJKxQO68TqZdV1xNwpBMpO8i85/gZkbxT0QnztIB6CRFpbKbnKj4aVnYVZhA97Rukn/hmDfpchXZUHQo2tSWNfDQNQbJvSnWdfU3/WXWZkMLHrL3rtKwIkHpF88viCALlasYY9XYoa1LNwUjVHGnQSyTyVFgqmCSVPgWzj+iOs4+Pj0f3Fcf39zdss9PIRiN1ra+l9rPaVCJSzemEQEt/99g8gkAbjUbjiTjGBuoZqDOw7C6WhHv3qrYb3I4p7fLItsEpHvpIHbzg84q6VJs5EOclGjjPf1uOGUla/fz83+eV+ZZrT4uM9hGtg6YlcfOAVF/pWpZ/jiHQKnj73legqTpPcSRxaLGCE6iBv4J4d4GSjBUfeVUoWqZ9tK2Skq1RU6uj7xapJz/FXYuzrgRidrDue3bdR8aBSgHq0Ya3bEPZCYI4p559n8qGAAAgAElEQVRKopKzyIK2qj8F0gk9qJS2glXvO29z7dR0K3qA3tPmhnTdawd+X9pGXXGMn1aehozdNKpBHUOgEnlmgIji0ulOSJgLfZ6K/qd4oSOQ2uDJziMKrz9OW+y8SSuRmrVoT5VaetaCRbATWijV1RpZRuq0kI2UOIJAJwlVq9xSflmb0UraalRtHfVUeA7Nc8/tTnfDWwgQCfqqo+yo5Bctz1KPpXjd7M6+qLTHy4mOMynPK8fVY1V4CV6nW3t+I+TiSbxU0rTUET4A6W/r75mv964VsKT06EB94olNlPDnOQc01IeHCVW9m2VT9mxyvJ8QIoyk52mlsabZurW6VZ4lcNXiHC2jw5gajUYjiWMkUC2sIip9TuM635Fi2YvG+N9+d2+Hhray0uck25N2cKtkh4ys2ln1XWtXq2ytbbLq2R3gaq12fxeikuedyEiRiPMIQWSHkiXVU+1CK4P/HcUxBDrG32pBRnWXwpc8oqFhGFLDWtviOKS0mkrPT81BJ/AVRnppAUDMHPxZev0uWGMJdZpU1GHV80zz2o2oCUNbkDM29mx8KM/Li7CowFEEOuENEE6S2gpD01MgZ4byfKQjr5BOiEh1kkRq5VlFpNwLPwlndV/4CfZRzW79BPAxliHOXXGYFDxvLarjRKwuRkcRqBbKpHn0NMkQIWDEcZPZrUQjCjRPqJX/1ROdr9KcPCm8ezOfk8KEvMU18txucMLkC1oE3kE5kfwsIUVb9O8mz6vKP4ZAkZjNMfwJsbPhLFXW2o2DDl4p3xWPpgeJPJGynhr7ynHl5L+SUKzxSftYGlvIAjl/e+2XUcnvwEr92gvfaDQaSRwhgVrSjGSf49IefZ564SXwnRN0S5zkGa9URy3J07rnrZDROlIpg28J9KTP1+tlfiNqVwzlChCH5Bj3qe3efcnGmK2rZiKgefN0M40ldUrPrLTnVY7I1XyPIFBvJ1JkmxuFZtzm1ySHyZWge7KlQbpjl5Zl95VMDtIGgAm6iJ2q3mu25yvI03I4auF6/HqENKOqs9Rn3Cw202hOqer2O2HhRXAEgY5hO2UimISokadmqKfEwHekZKRQ6khCwqikCcPryDHrHK1jJr3096zbiYRJIdn/+L07YW0dlIhTIkjUD6CRq+Xt9+IyT2jDu3AMgVJwiVSCFl4kwQrl2NH5CKFowfhRgsqQO/qMdCTZE8OBJu6a6N44RonJIk40LhlpAyl/Xg4yR38DjiFQbWeAtWJKYUISqKQmlWs9i0AaRNrA0ryViIdfCvOKEqgl7Uwg3lkvlKyBIyrBe6QoERsnxYh6T8uk87H7+SACpfA6xgqSl+CFHfE80Tw0aCFN07QQCROyBrsXDpV1Wnlb8jSpuCWSe6BtyKAktxpSpBEpv//b0GFMjUajkcQxEqgVIJ9d3ZBtlNymg+ajmRy0cng+vLzMQR4arHehu4m80J6qwyEaa7BMVZKzVPPYV9gtq6NBno4jJFBNHRzD9hZOlVjyutP782+vbMmuM69Zgy5iT5IGYMSOaZWl2XlRaKFcNNSLTkLNVNHIQxrL/Bof87PfeWyutYhayGx1XSXUpxLyMRIohUWoE8hedp5WClWyYIV2IOB7x5HV//Pz8w9ysoLWKfgZAWibWPd5+JIXEdAkikNbQLXoDA1WzC5/HtHoIuOcz4+qrZtPsqUfQ6BcEkQbUQvoRR0fu6FNCB6876nHV5CXptrP6zsC+hs4rLMSeJqV8a6Z055CalfiCBXeCwOSVmttMNGwJEn9ltRxS92pAFfBvr6+/joLdKbTYA3gKrsklzilqIHdbfVbMMehp66j9yTzTYTwPOnRy0uTRiOg/oin4AgJ1LLVzIEmxWt6xIGYAtBOq5BgK1SbHflqi9EJEvw7QloMvdAzmmaCaluSSSsSDtjI4QgJtNFoNJ6IIyRQDsnwPaHtiJlpo5LSdNJU23iQECVqT8zuuacOqgkrHyq1RLBL+v3tkCIetHSSk1DqT8Sks0P6RHZEefV42ng6ikARBwX/+Jt08IGV9x2I2I8i0E5wmveQQ0y4+kfvVde3oSM6Rrxty1We9hX8hnFyFIFORKRIdOXdPWiqiFtaRGhUAr8+oR3Vp4FHAETq1rgGUhiclIbHRkvQxtDdsPbaPwEf/EDdO/B6vf6ohCWJSt75XYcg85Xcqk+15KsRJb0XmQzWTq/s8411WCosJxMrGgXd866p1ejOut04JVzq5+fn7zAZAUdIoJwIpEFl3d8FbmeSBrI2YHfaf6TdUrw8pPxd5N9Yh0WeY/wdZhaZExaJ3o2njbn2wjcajUYSR0ig3DZjSUYzLd3iiMTQ0XQUkS2PiGEeXUGRGFWkzGzgc9UzjeuRPdQFMf30GIjhCAKd0FRTShT0o3FRW2d24CGByauE5W0m8J63bF7SMzTf3z5pTrG7USD10eaAN06bPOtwrBNJWy35B86EvMqcSFLeEioG3o597ohDYSX/p4NqPk9oA2kx5IfNoAspz+cOnNzuj3YiUUjXK86ltM5UlNJq8ZK8jpkB4alW2YGGbk99NyKN9McJjhMPdEvz/M2BEqf3+Zur8fRA+iMk0I+Pjx8p7lECSnZeGinfla9VrhAnCpQMonVZXQBOAt9UwHfwjPGnGSN6xGF1Ha2gdxqmp6WT+pxK1lHCvFMavbsOFKgEegSBvl6vHz6QuWqCEhtKgsixX5EyI51+dfyltjhJk+vuwbui1lFClL4oyqEdlrK7DaSdY7w+FNo70XteHKgmiUplX2UnReOqkd1V1UAJtMOYGo1GI4kjbKBj/LkCeqtldVmaN1yTZrlUox3qLMHaTXIHTrGFTVRLGZa9HA1Rq4SlfWhSIf8/KyHS57L9jqraqCbhbeY4HUcQqNaIWeK01HhOftJA4h2v2UfnwSbSQbdW6JE2iCNbM7Og9jGkLZ4ITpre51+ufm90XCNfKYjuXpPGGO9/dAxaIXKROvG/Z52k8xruNjFxHGED/fj4+BlD3tseRSaMCTnJ29uzLEkPntd0tweSOyE0zLpLp+Q/Cdr48caE5ETaGWKTmXPVNkDPDhs9Hk+DNpc0G60lTF3p7HtUGNNE5SEgkbwogWTj5ejAW1GPVgaHVndeH+mDcb8ZFWFxHk4LFaP1oHNFmjeI1B5tQy08UWqfr6+/P31yCo5xIt1tA/GOwkN3IaGrZOX70ljO3wopfGllkagmulUS2EkgXttoYX/0n3RfAzUnaM/z9t+5QWYFx0ig2op4BSrOEeXqn7ZVkm5FleIRpXMBVk7P4c9T26dU9ydjZZJp0k81Zvtn6pmRYtFnVu3DmZBD/pzl3I3U5UocI4E2Go3G03CMBEpxpbg+y9phoJZWfy1cS3vnKiffb1PxrSgM7d5uO+WqBKV5oi2njAXusJHaJhsx4Dm9pHtTC5j1QTcFaPldgV8vgfIBkiGaqbJrhnHpnmdD8uqJwAuLOtGmNEae7LX34U4Sbh+l92Z/7QINGdqlkvJYTWurKH/XijqhEQPSbiOv7SO25CuEhiMl0DGuNxrPDqe2MN4BUtiRtEpqcYjabxSapxORSN4ZyETxPM1Snqc5kiRwaY2Xl0F27iHxxNJGEg/8zAK0LK3syn49lkApoV0FiyC1gxm4lGfFslrvwoP1NYM+9zRLZB8ZICcQreUk210/a5fSrrJXw6a4o1FCpO5VGylQMxjfyEHrYGH2SYbgd0mjRxCopt7eDWu1pPaoyggCvm3Pkpy8srSTek7Dav2iO7i0BRANHs8Q+3ymQrPyno/WbdZptV6RrZtSHSzMOs52lExvfBxkt4lG0v96G2ij0WhkcQSBRh0qV+LKOnFpE1GtPI/y/Hv+q9qiVw3q0JDiZ71nNfB3nGYPHoOrmUaqEH0nND8JUYkrM77vGDv8SD/rqEIEFRtQjlDhOaRtYruh7Q2WQO2Uu3dMIPlxmxo1uu9ou522ych+9Ojg54dl8La5cq91FJG+jHrAK5Bx5mjtL0GLnuB5IGp75fg9ikD5AL7LXpcNZaoEbYudYU4Z7Dr0RPtdDWniXkmaGektEm6HLjxSO0SFiJVFBy1Ps3fSe7x8j0Mkx28GR6jwY9jngc6V5yq1IaK2U7VzR5jKSiD9iZIUB28/CrT+fDJb4S5Uknm9XuPj4yPVTiuTbiW8yFNbowSYeZYjs7U0AvrOEan1ChxBoFYDPQ13d+iTIE0m71gzC1oIGJWSqA10RQK/e3HSxhk3U0xkCd8bz9F2kExefMHzeIDei4ZrVfPLESp8hTpwJ6pVzmhYTraME2DFRCK7Uij4tlwp3SnvHQV6fJy37TGq0WiEsyIoaGFrnoMzeuCJFIDPsRqTe4QE2mg0Gk/EERLoGH8b8qmh+9SzACmqdnM8VULKQHMAREHV/aecql+xVfLr6++v11oOpAqthm9CyCC6nZNLpvS8As+cwm3f/O9VHCGBauQ5cQV5akZ1q6El721VXd/BHuxBcwyeEh2QBd3+W2WK0XakWeYK/rxkG84SyS7y5I6yVbKT8uB/W7v9PBxBoFSCOHGroQa6Ejbi4IumJD2dQoor8AL9UYLg5BKJZ7ROn4qUP5Ed9/xoR/6Pl6fZtVEgW6ItQvVwBIFy4jx1V5KGp9TzRGTOsXwCJrlZe781qSgKTXtDVeW7xq8nLVMOyPLB19fX+Pj4+MO045FkpC+O+Crn6/X6qerE1e1dWp5XDTL6qeSKvKT+PdFOSG3esw2i8YUzeuEuqZWWjdZDWzDQLbeW7X3HmLU2u6Dvqx3gQvP3rnu2WGnbstZWkoT7+fn5nK9yVnZ0pYH4auwg/6dghfSsMzGvRGW4FDKGV2x3WpmoZLaiwiPhRRwaGVrCAE23ixeOUOEbjUbjiThCAn0yJCP3yRLkE6RzT7rRnE0nqPFPRcW4iKrz3jyxVO1ofb1omizejkCvJojKidqT3oZGrNVHxa1CO8j6lPpJQOMxuaDg7SLLHKDM68JjOL3ntXKqYrUp3o5Ar7aBWp/wWMlvF06exGPYe+Cv2OJaCY9ErkbEGarZ473fHNK7a04fDkp40t9R7OCFtyPQDBDnjdVxJ6vsT4VElicc4hEB+omLExcFyQuOXIuCCyBURdciEaQNLFn0XvgLYA2Sp0zolV0nO2FtnnjyjiQ+Zk4gSoTstDFSfaiI1e9Xhg2uzokm0Eaj0UiiVfgCPOGwkxOB2AhPkCarcPq7IJ7qqA00WjaV1LXIlpM0qSbQBVR25I5B8f39/S+5nzh5T6xTFU6a5CgkL7W1I2iFPLlJY9oiPTPHLP8UB93bqfCZgXt3JzTeC09zdnFoJ5NdIQVqoUa7bPirEnRLoP/gXVXwHd9paug4Jd5z1ax0VcSJtR2VnysQCdRHPwmzSspNoIu427Nq4VTVvbEf2lmb1j0pYB2FFXbkPcehHWkYHcuZPfdRvJ0Kn1khV0mwJbzGRGbBij6THW+W3ZIeuhEBj89EVG0phKnC7CHladWlQrh4OwJtNBqNq9Aq/JvjZBND4zogR9VVSKEUu78XL5XHvfPZc0tRvB2B7vYONhpXgdsktW2OVWWtPJedd1K5T7Lbvx2BZvDu5PjEmMR3hxfH6B2WvINEK/e7e5sjtGB5LRYUJdUo+a5usW0b6AKe9N2mxrMxiYyOOWlhjO5l97Cyf94CsnB4aTksIpxOKvR0KBRNoG+OJvhn4+r+Q0m5QqvhxMXzvGpDQkugBE8mjKqPyXE8yab07qCfb872S+Qw4sr8pd1Bq2VyyXD1qLqrP43+dgTaaDQaV+EtnUjop1JPwsl1a6xj9fAL6zMXFeCnvqNSqFSflc8503u0zZAtshVnrkbz+BUSaJNT425U2PMmsU2y2jWuab603mh5GTW6wiG78qnlLH4FgTYaT0RUCqwoT5I+LWKSvpL5NIFF2gKKogn0Yrxer/Hx8dGxmY0lTCmUjqfVMSVJgZNcPj4+xPRj/B1iheyFp89TWKFGnoRZ8QmYqPT8ljZQCSesivQw2D5mrhGB5gEfo3a7rvUt9uhzHqFJZggrQsHLb+UoQX50Hjo3WwJtNBqNJH6NBNpoPA3adk7v20UZzcZ7hkcR/Pz8/FEPqmJnIwRWTRAV8c7RPFoCLQDa8dzWshunfsq4EcdVThqLQLSdQiv14WP0aZs+WgJ9AzRJno3qz3zs7m/E/sgPUqYCgbebSHMIcQHjCWTaBHoB+JcEd+S9+9MFjWvBVXHpaDvtuz/SOIjEcFLiipBYNC0n3Wxed+IIAo1O/Kd5r2d9Pz4+/rAlVbyHlDe9t+tzyU8Z4O+MyIKMmgDQ72hlSfbdDvg+ygZKDxbgoQxP/1TsGH8OnncbSI01IGObxmmu7NxB4zSvAH2PJ86Jowi00Wg0noQjCNSTLjOS5wn2QLo1LlsfbqzX8qerN90hUi21P1FKOAGZveEado/tO7z8TzPLTRxhA7WQJc87D6K1yqbvg04Si0Rnnvws0V32z3ZWnYWKE4jG+PvEstXTozRIC/2TcYQEOoHsQ0W2h10NbyBU2Hk0ezD9n0u7n5+f4+fnJ1VeYx27Dvdd/ZDbfFbSjOiJTzsJ7h3Ic4wHSKAR7CRPLzQkMqiRSWXlhzy/Swpv6fMaIJ8hziKiReyKuLhDS9yBowg0exDrzuO9VrC6Q2OMvyVPaUB3WNGZ0OI0K/OOwPrSJz9Ziav0V4wvNITqJDxOhUewurKhTh+UYDNOJE2Figyw6oWFEvXV3555OjJjUlOvx6h1Snnlfn5+lvU1//7R03EUgTYajcaTcBSB0tUJXfGqV7FoftJq/c5oqTMOdExI2gWP7tAOPK4CD9SvPpCGai7vMFeOIlCKO2whp6gUWnynB2n3VqMRhURslWr8O+EoJ5IFq/PQsxI1nEKcE9FYS+5c2mX43+kUacSgOVwqQpykPLnXvBfn/+EIAkWCdrXJG1UDtIGlBSSvkjNSRhQ0DynPOdi/v7+PWxx+E05aaLhXHUXV+D+pLSpxBIFyWISKxMbx1XJuafTCfaw01P6UHUjeIOIhJFY9ed34obS7pMV3nQinQOo3LWbyjl09LYX+iWNtoI1Go3E6jiFQ9Og6VPqjn3ql2x29+EVe7qzLx8fHv//4cXtXqsm87i0RvidWpTvNEbSS38rz0pzOzJvTxvsRKjxXW6TBg5xerZ23KdkMkbJQtZ/nkw3ToCEk/LO1UjkT0mHK1Tht4D4NGbLwbOYRZ2O1ih/dNbTiu9hlhqowQRxBoBPaC3ECpNf56UYSmdCBOJ+hh2wg5UbAJd4IkIMcJMO+t+hUocoR9hvAt07utBlKTqLddtGfn5/x8fGxLX/tiMZsHpImutonHyec1vPx8fFXJXjjIQ1nTe7VY9iuPFcTHfjWd3FoHhWDXOuPdiTooHMrczYr6iTSxvVVjiVkfPFPHmt1o+00229eQwjb0v7omOXp+Hj++fmBJs1REiiHNuBQSdVS+y3siKXjsMieDjDpnNE7DnrguLPspyAyfnacv3nViUcRSU6LlJmgkrrWflHJUVrstbnE03k4gkB5g3B1W0pPQQPIM4ctUCnu6+u/j73tPjxYO1VJi9/U1HvrhKo+0u5+eGYPSWqqItIrthoji6k01lFYhErnjLYVViubhg1mx/QxXvhGo9F4Go6QQMfQVyTkU710RUFgSQSa9HfFmZuWR3+Cq/TzXTRpuUpaXJEgfjsiB2hH70Vw5+Ed3jm+tG5zrqHzTXMye2VHytBwDIFSTDLY5fHVbKWe7XOHnSoDbydS43ngNsHIuL+7/1EH7xj5ED/PrGfdo3xC01Zwy5EEKtltpvfNanhv+6JEyB4p0mfuIE7EriTFxVLbUBV25PlbgGwhHmOvA1OT+CLP8hA6av9E47g9aNoOshGG5sE10x3j9hgCtdRWek0LokfAO4LfswhWyytahx2QyrcC7yvKmyEmd7/7yeALuucUXfGaR00sKJlKp+LTMvkOwgpI7cQJmodFWfDSrAgFR8aBRl8GGTyap84Kus+W/xtwijnjCcjY6CgQUpVCdaR8EQlXivPV5hSKyE4kzXwXiciR7lngeb9FHCgF0vHU+IwO2gqV9CRptHEepsR+gp1aqgOX0GiwOp1TO3YeIZIw30k4r9F7XL1HTSYTWYGgw5gajUYjiSMlUEltQA4Q4fuNeYDvirSpSbGZPK8IiWqchRUbHGIb1e4jmpuUP92cMp24lacnWRtFJFhthOxYnKF+87oVfB/BkQQqQbPFcG8bbRTU+4aSoCTma84oCysHS5xCvifU4UlYWbxX4jcRlR2xLWbGnfW+3p54Wi9aNqqa8/rSv6cpQso/2kePUOFRw3u2EaR8uIfRsq9+fX39scWS3vcCiDk6RKixG9RB5BHTzgN4OHlW2Iilucvv8aMiV3A0gWqEmAk4toJvNXK0nuP3+H5ayyhN3ysi+Xr1aZyPqBqaAZe80Lwp+dB/U1rzBINq8PnhvUeGC6RQrEhfHE2gE9JKxePCKuIeJW8ezXNez+4Y4WVJf/OyuPex8Vx4Y1OTniq99zR/OsaseGc+VtExqYVRefZaD1qdV8KqsngEgTYajcaJeAyBoiuO5G2b1y3x3PKo82vTWcXL5F5/ulJ76g+XBrgapdW58SxE1OkK0PGEpKXPSM4VyTfAy5p/S2Vq0rQUD2qN/aiqLcGTvhEc74XnjSTZRSWCk+AFz2vBtRM0JETaAyyVQ5+T3oeD30eJn9e3baUNCtR+GbHRcq83z8MKYeJeeCvcSuMAD5zELb9Edu4csZXz9Xr9eJWe9Zw7IabUx1cu6wNrEgFGTpKhdaBlSN8oos9qoVdIaJZUF2TFbAJ9D8y+jn7mRdKopN+0DCsNr4+U1spXg+TfoIcHVUIiUIMr3msrJ43p1I7j56o1T2d9KoOuikgd6CDJHgKhScSehCANAOtLno3fi2jEB32GwtLYMoKAdBK85pz1SH2mj2p3Xh0RHG0D1TodPYKfp5shGfPv2aBIXp5qQ8tCVrisWjLzlCICLPtUBSpsRo0cUE88JyHEw64RkiZdamN1+gG88RE9PJqPc1o/Sy1HsfLsERKot+J5aoP24TXJmeOpF1SSsyRS3nGSsd16Jwka+fF3lqRoxHbUeB6iEpL05clInp4fQHvm6wsPUNekTu1jiVPLW5UWrbnJr6Ea5dESaKPRaJyMIyRQbvCeaoIkMXorkCWJIeqn9BU/r+5SWVeB2m65lMpDuFYRcQ407kHEFi+Zkby+RR2Y9JvuGri2N+FpU9J49sZ4ZMxG0h5BoGP8rbJnJrzkSBnj761bvFzrvlfOHHQrthjpfa3QJITIOKFWocnzbGiEpYUcoZikaJm06BiOnhJvnQvK52d2DEZicNGF6IgwJn4i/YTmpdaueWktu+SK1GmVhdQFCQ3x6silT27HrZKMK4z2jTi0sDkJ/EDkMWzHJhqq5OWhecoRW+x8JykMURJYvPz5O1Hyp/e0Q6LRE+mPtIF6BCV1lqT2ax5Dq6OtcA3pmSgkKYBLlkgeVp2klb29578P3kLM55I3RiRio/nx/BHMOswoFsu5K9UBdYZpcaVcUo7OkWNU+DEworLSSN526dlVaXOGVSCeQYnsPclZ8v4jddbU/ibO3wVECKBSrKQyW+knkPN2LUkVHZfTzo/sVopEDUSfk3CMCs/VXkutGEMmFE1Mj8IjWpQQI/ln1Hb6rNReWSKOltXYj4gKnwn50chJC8+LCg0T2nsg4Veao8mqk8Qp1vwmQsxzVfhGo9F4Ao5S4SXMlQNR5xHp01LvUVukFf7hrfxSumgUAM+L139CO+EmizYFPANSH3umJH6wB1fPpVA5C9FvMUmOIu+dJiSOmBoYfZ47rKR8o5L7MQRqVdxS6bXrkgph2Ugt756lxkikmyGpiANJes7y9n9/f4v7+LNoNf560Pnhnb2g9Y8VjaI5Ia10mi9gjrfI9+ytQ8qtseYdzhzdNhrFMTZQ+tuaoFK4jpfWC9PQypbsJtIzWtlWvTQJFKk7Dfnw3gkpK4KqfBpxoHZQzQaK2OW105Hobwpru7N2+pl1oA9/lpdbQXogIBvokQQ6hk0IY/hGby0/lPxmGdkYSo+kvbogBMrr5pEo/zuKJs97EXEkNZbxHAJ9vV7hSlQPIO3zr8hzkbMa0Xwrn+XInrVIt+c1iV6PJtBL0V74RqPR2IkjJNAxxhGV+C1YlUBX8misg3uYG1vQEmhDxmo4UuVndhuNJ6MJtNFoNJJoAm3AqNgm26hBawFnoAn0F6LtZ41GDZpAGzBa8mw0/kQTaKPRaCTRBPpL0QeDNBrraAJt/IUm17PRppRz0ATa+APeaeEdQN9o/Icm0MZfQM9fbTR+O5pAG3+g1cNGA8cxByo3rgEagM33W398fDS5NhoMLYE2Go1GEk2gvwz087ARHHJqV6NxFJpAfzG8T9O+Xq8/VP4m0UbjTzSB/mJonnbkq6KNRqOdSL8W3meOtUN7Kz6P3Gi8C1oC/cWQCHISo/c5WE9SbTR+A5pAG41GI4lW4RspUAm11fnGb0VLoA0RaMD9VOcb16E/KncOmkAby2gSvQf9WY/70QTaUB1CPA7UQktE16Hb+hy0DfQXw/tIXE/Us8AXue6f+9ESaENFRAIdo4Psr0K0Xxr70ATaaDQaSTSBNv5AVIqk0lCrlPswPe/0MJiWQu9H20AbjYMxFzS+OPVidQZaAm00DkeELFsqvRZNoL8Y1g4idHcR/35SO5LuR5PodWgCbaiY5BiZkK1a1iGz46jto9eiCbTxF6RJ2xPyOehF7Do0gTYajUYSTaCNv8ClzWnjlKTQtnmeiZZCr0ET6C+GRH6a88hzKlFy7cOWa9AkeD6aQBt/wSJRLoXSSd520sZvQxNoYxlasHdjDdqCdPVC9Rv23s93jL5r70RqhCB9M+nz8/PtJ9gJ4KdnWQuW1h8rYU7eM9EF1Kvjlci2S0ugjUajkcTHz8/P3fjbbDIAACAASURBVHUYY4wjKvEb8fHxkXoOUduzeTf+DqJ/vV5/7fhqk8lWQIO3VfhGCnQyU/WnJ3XjN6El0F8OLtlEQSXRljj9uFi0rfm85G37myXQixZqaDA3gb4Jsgb5VQKd+Pn5+dUESokTafMJ3vaaaYS2baSsdwRtv+nA3NAOrcK/Oyo833zgZcn09XqN7+/vX/eNeO1jfNaEpveQ9pr9TMv6+vr6S0qN4sqDsN/10O32wj8EmVg8dLDSU85XdhC92+TwYLWVFFM4/0b6sSosjNaB/62VlS1bi6OseBdr/CMS/64wuybQRqPRSKJV+A3IrHbeKirdRyU+a/slv55Vxb++vn6VBJqR1Gf7RNtJ6gutfERVtsbnDkmtelxEN27sHJdNoAWI7tC4etdOZACtkOjKe3FCONmWmvnw3hj+xJc861L6r6+vv+pAdyl5Tia+68baVabZc+l1qY7Vjp1Td7u1F74AUsc+URrjg97yFlchso9eO2bvDqxIoGP8vS1TC0vSoiSkQHutrBVwj7dWnoUnzoXRYUyNSvAJX4GqQ0h21A0BSqJcepJiZjUClULDPEm1krA0YrYIlL7vQ8lzjCbQOK7u9CcOsiqy4uRTKTFdRaQrEQtS/KcV+8nLy5iFNDWYS5aeyo5cfwNABNpe+Eaj0UiiCfQfZI/3OtGwvRMzZvTn5+fffxlwCayqLT8/P48+DV+T1r6+vsbHx8e/7WDt6so6JVfOF7UiN67AqfPsbQk0ejgqV2Oyg8p7jtuq3kH9qSSsShI9kUg9E8P8lHQkv2pUBvEjaZA5gziw7iDZI8OYuG1QMpB79kNq70HtNBky80hUMqg/1W4k1Xtey9gdpXCcKkS3S14BJIxpQtsjP6GFRmnjSnIGIWFMq5jjwypfS4fEslbPo+jcPNKJpBGQdY3ek/Lh9+7AE51GKLLOG4lAd7RPtXMpG8bkhSVJTjorZCmymSLTriuLfWaOSukQPpDqymNVLeFLyPM5h4l4nkFN6rGel567G6fVpwI7pOkdec787pRGPRKX7lPylGJHUWTb05Jokd1zFbueLMl0mgA8cxhS12i9xjhUAvUQ3fnTqIXW/llyukoKHaPulPys6SHSRt7urOyZoNULlGVyq8AkUMtctmG8dBhTo9Fo7MQRKnwUGbXiqY6bk+DZqyrV41399ZQzS7nqjuxxt3BKGJDlSKWOJH5Pk25nesvfsdP38EgC1bBiA/lt0LyjFFdFDWje+J220FnulcgezrJKnvwZaje0yqXPrarQEqFZJMrrEcVVAtMjbaCNWmghMRTWoJ73VuyLmk1x5yTYUV8LCIHe0Q5WmCBSD41EvXyzjhuvHuh9h2R/9174Vtn/Q7QtojF59LnqPfJo2Rms1jdComg5M88KqZPDCv+xriF10KRJDZl406vm8z/v8rsJtGHblDL5IOkq1OJdB41IuEoKrYqRnUDinTPq8ErMpyf1ofCkVbTsRTSBno67dihlyvFsXZSsd0ihVtkrWKkvSqAr5ImOjYijBDHTRKRJDVEV3Qp0t3AngXYYU6PRaCTxVl74JyOyiq5uUV314lr3d3q5n27XpvZNBFHpk6fVnrPUeuohrwJie11BhTaVnVNNoA6umrToBKFb1u4kFGvArW6b3HnICMdK/OqOeiKqe8S5Z5mJtGejDh5J9dZCpRBb5oodFimnEq3CO9jpAUauSXXhgcNSIPGV0FbyHSR4SkD4GLH3y36Ijv6W+llrj6h0yfPOEJn0DCVVxCaqjWXUhorUW3NSZeZ6S6BFiDqENNUKMaBHVvVdsKSXpyG7OwmVQK1j6hBkpMH5N7JzZ5IHuqlCK08qR8sX8bRr5JsFSsKR9m4CTQJZ+TmJegHH2kDRVu7TyWpVlb8KK2p8FSTVHYGUPhO/y0kUlXSle9REwPPTFv8qzYKbETRUzZ1W4RuNRiOJR0qgiNjP76FB5YgXk+bvrZyRmDorbWTF5O/qxf3tRFYKvdKRdDIyJiFPbfawKg1yR1U0v0rvfMbRGkn/eAk0G35gGeQRp4znyZz3+MDWVPRIp2kGeVpvycZVZUuiiKh6vx3eIhK1mWfzkqCNedTLb12vGHunjqsjdyIhq0YkNo5LY9pzES+4laYivAi1Y11hE41IwZoE/3q95yc/KrZzcvtnBJ4AwW2CmqMS0VI0hxT/26qP9R6SxsjfwXreQ7Auz/mkBwfyotlJFFnlUemq0ituhXBYBH6KQ+mUekSx25G04n3PqsFSX0RDhLg6Lj3D72ccqRyIScJ6htdD+q09F8GRBFqBFVLTpNedkDyhGlC7WBUqFiv6990e7ypk98LTsCktj4gHGSGXCHFGxmCl2QH1U6DIePijZR+pwp+CqwgKqccE6jTT0lBEVKQKzHKiBHqlGj9G/Og5DZbKLhFohBg1dRd5zrqvOe8yzkhJDbfqRdN50i6ildF6e6YN4V36MJFGo9HYiaNU+KskIbSsVVtm1XsgkqX3HtlohUq8oxofxZTuKlR3Kb1nN0XVWVSi5WVK9yQPvGefRLz7Xt0s2yxSdwRHEaiGE1TpqLf7NNvkroXiLuwYEzO/CnKP5qG9S3ascY87igyxR9JMeKaoirClbBtEcBSB3jGRUY92NITCW8F3vuvuBWc1/yhReQ6Xu7Aj2D8i+dH0lZJltA7aMysLPGJXle4h1zxExvcRBOoZhD0VNBMzuRPcS17lNT9BEh+jhvwrwoZ2mXzQw0Wi5Gml12I0LQcKvbYC6miJzpGosLGKjKNUc0zRe1luOMIL/3q9zEpoHWupLvya9axHzhF14wSCewper3jw+lUeeeRbSRohegHzCBCvt2TvjHq9JyxPfmVo0S4hQKq/N4/58xSfTw6k9zA7VGuUaNwXzVe7ptWDpzlFSnwCqmyOd7W5psJLEuxu84OkAlvzwJo7XGu6on0959e8R+vIn5PS0jSWxhI1hUx0GFOj0WgkcbQKH7GJRp6n9+j9lhzvQfTTwld8tRMxL0R2IiFprWBvDVHpkNr+UNt8pQS6qjWumMwsW6jw+1mfNbbEcuneKqIDwrMRNWx43tOIGn/VZ481Yp8qepVartkYn76wa/M2Y1PVnGzSPaQcYAF5LoGOsc9j/tTB+HR4C05ECrWIq7J/ryJQil2e9jthOWnRNBYfeBrp2xMoV+Ez4RQS3mkwPlUa0SQrbYKshg9dQaBeHTKIRJqcBETC056j8JxCNE+EkL28ADyHQIdxmEjG/hINYWhcAyTG8TRJ1JJCK4DW0yKcnWMbLdeLZuH3pDy0shH7rGcisvJR6tmHiTQajcZOHC+B/jZEYuCk33ehQlOY1yqOk6v0GlcExmuwJMmsGQtVqVdsk57TyxvHEtAxhPpLVhzPbx1Ij+Iptk9UVdGunUCiGc+qFdCMkKi1R/6pNmMLqJMV9TxreSPXvXKQ5yN5ZnDFvHg0gZ5AHBK0FZKv3rsiDe7CXX2x8wuen5/XfTOejxurPT3pSltAEEeVRoDWIi7lGakbTetpWby+GSdWFd7CBvp6vf7qgNmA899K3tVYJU/+vnQyvQMpf35+HnXy0hV1yY5T/hxCwFZZfPxYYwpVtyVp13tWihul17V60blP/5bqXkGwj5RAPfXMss1kypF+e9IBklaTUrWAYO2+VG/U/nOiBN+wIZGC9jsSHxlZfJFxg5h1PFMEL4uPf0TSjr5XJP3jCLTCtpUhQolMK1UHTXKwVC5rdeW/LXVKGnx3EussP6I6a2p8xbvQ5085Sd8aw5YU6hFqdMH1nJte2yPCjjcHMrDqFxkvb6HCNxqNxh04MozJC4pF7CfRlVdKm5FcJPV5JX9UWo5KxFYdIlJbVsJDPLhjxCS+nWFNs15Vx9R5YyRSr1PNMNUe9TH8duKmLklS5SYxpc7P3Ym0a1BojhfLxlhhKtDUDUt11tJmF5BKoCEwXh4IsVed1ETzXAGtz4pzSZvY7w5tTqDCRFSIQBZqyfQwQAI90gZaMZAQQztSVtbG4tlwrGesgbKrbSKIGtq1PHidOF6vF/x5jYmdIU1j4J/7iGJV4/LyoXlV+BFQWPbLzLPZOqBlRtvkCBvojvCbaENMg3JlPapCJSrqZLVxpv3nu1UY8zXyzEIjuOoxlgWysI/xZ8iOdG+13XbMu2hdpDHkeebpPyR/q9zV+XmMBHqK+mKp8FqHrYSDeOnRSaKpLpp3VCtrRRJCgdijaf2nRFkh+VVI31d74hFPNm1TTyKNEFbWPKPlwYmPRwysErokXe/kliNtoKcj6mSh8AzYPI32bBTSQoA6txCHk2V/kkgcqd+8rjlwEOywib5eL3MbqYVImZEFDVnc0WfocxHfwFUS/kVmiD6NqdFoNHbiGBU+i6hKVrFyVXjmeV0sFUxTtSIOg2po9aWw6qeFmayaQ67EndtNNTsqb1ParlxyQ6ND5m8+FjXNw6uvJMlGHa0rpoVIvT08WoWPqoL0+h02VyukwvPAZ4nfU9Mi9lQrP+l+ts0tU8YJavwVKjzv78yY1cxHGTNCRP3nZUbKqsqrAM8NY0IRkVboAKiyQ9Eyo6twNA3yrGWc52kQ8pQmsVX2ik0R9UxnwoiqQ5vucCRZ0CRIry+9xZw/m9EGIuMia6+9E48mUA6rwXetXjvyzajqKDy1WqvDTqCmhh0miSzxTyKPSqJZQrGcSdY1rn4jc4QLG3eQl2WisH5fjaMJFFUvtXvSdWQAI3miQMqjg1sbrBGPbLSNVuyOkr0NrbNVp+pJuzvAHkXlREciNaJahJV3FppNXxt3CNl7vyVo0vfKfG8vfKPRaCRxpBMp4/ig93k+d4n3sw6rHkPpd7R8zfOJSH9SHaT6RKQdnn9Egojuj6fQpNBMu1I7KCLdZhwqUbOKJeFpeexS05F8kffL1s96ziv384nfREKI0VN1rXwihvMqZPNFnSoWvPfK5Ok54lbfFzHbnADuSNptIkAJJGN+oX+jhFe1OGqRAlYaKb3lFJXuVy0YRxEoBV9J0ZfXJC0rjWRzsfKT0ljPnkQAiERbRY6o5BAhh8/Pz6UDPXYevFxJosjC57WbFd2gzSfP/ogQHq+DBU2DsRZSVAO1rlXhKAJFXhQlO+kZCZ4XU6tbROVchWV0z0y0qX5akz0qra8QUETtrJAcNM/5iQveBEoM3jjX5s+8PtNVtHN28YyUrdWXviMyNrN9fqQN1EPEI62lmYg08unwVBiaRiPXU9rAW8S4DTKD1QB7qQ6rgfWenTmLq8e3pbmhpjrtviQxV+ORNlAEkjSSUS1pHqeQBorMeyN2pUkG0iC+uo0QiWGVQFdV7pU6oAs3KgyghC+Vm5kDEaKPaIaI04f+3kGeEXQYU6PRaCRxlASK2sGy6o2lyj5JCq32gFNYhxGf1kaV54RyoO9L62CFSO2WlFBTjGZPtp5H24LOKeudub0VQbb9PIeUlH9knB9DoJ4nTzN6I3meNvE17Kxv1PETcew8pX0lZNX46ILCF27PeeI5cypVe+t57beV967FgvZVpAzLVMAFqEnsaLsdo8LPVStqf4s4Qeg9WtYpyNRHW8mR9pMWJdouVhvRtFfboe62e02g9ch6o7301QtudEHI9MOKc8xz+kVsydKClnmfYyRQDrRxs6RzGnmisIz/XIWSnlktU0KVl5jnZV2rJNEVZxLy7nzh1tJEpM3ZJ1xi0saEVz9OyKh2F0WkDBRW+1pkLbUffQbBI8OYVvFkApXgvc9qqFK1pEMnvwROBsiA3hHShLQpratnB/WQ1bp4PTSgJIH2zZ3QfBlZ1V5YgH7fJz3u7tSrMFdNS+3QJqO0Qnt57VhsPJv31X0pEfCuOljOG54ObQsk3cr7nGjyosiMX2TueHgrAm00Go0rcawNNKs2Iur5Tokq4h1FnuH2LS/fCKLqThWsEBKOKyVRaYtnhbkHseGu2OGQshHbsaW6n6bdnVKfYyVQS2XI2Gd2q4VRFYercYj6UR2SQj3pmfrvcgJk3nP3SUj0fS0bpPa8lz8vy0PFuOD5nUJKu6CN85X2O1YC9aBJb5o38jT7jRabdoX0PMteyWt3e0r9aEnsV3nlrXIiJK5FSSDvGqmT5UCU7r0LidJ38RY87i/4FTbQaNzXKZCkrVMM9NWTZyU/iUCsdqpuP9SrH5XEUQko+z7oc1c6DK/AXXPoV4Yx3Y1dYVQS6UTVzUyZnk0TtQtn60bDnaq3daJSJSq5oBKmNUaQe1HpEumjJ0qomff+511/XxhTo9FoXImjbKDVAdunIuqs0exlyDO7gua540OzPUeBPr9LiueoOmXeUtvRSAstL62/LTsgl8w8+7JmZsh69fm77HbwUkiRMFkcQ6Cop/LdyZUj4jGscjCtpMtGImTKl0hhx8lMFUBsjuhktgjXCtKnz0TDlTJEuUKuO8wFq6YiCccQ6Bj7yaFxloRXJX08bWygpOnd8+ZLRPrjfyN9suK9lvJArlvgdfC0Ii1tBEfYQK9Sx1BEPasnG9ajkkHF/UzaUyIRJKxKtWhoWtbcMv+e80iLXNDGNU9Pn0P6RSsbrfsqJPKLtKX0/iiOkEBPmzgRGyO9ln32asyVOivxWx5g79loWQjou6x8sXO1DgiiJhKkTbMhSRqZSkQkXa80S1TBCgmTzGGrUSpHEOgJiEx+tCO0PK8gUcvw76GybugkXpG+rGsnwHpHj2yq+stS0S0ytBySmiMqUi+rvlodI+O6Qk23cIQK32g0Gk/ErwqktwzMOzx0NP/fgEwoTKXUMvHxAcVAh7AjlIkiq4ZL+XjlWP2gSWmaSeEqqd9zCHFE6yXk+bzPGq/aI1bLku5FyEACOmksFUSzt3r5e89EB6MWOoQ+b9W7wg5akY8G6aQmFB7ZSHbG+bdlBqLPc1VaU4H5//Oe5cG23sWbHxHCRTz52f6N2GUj8/tICXT3ZNAmshbCgdgwM3W2BmykzGi5GWgkik4ojur68km7y5FURaDSIsb72CMvfl2CtfjR5605gZaFIGLXvAv/9AMkgR5BoK/X6+cup4qWdox7O/WOOmTNDYhDIkKs2kKm5UPzm/d3qPEUk0g1csySoYaM1xuR6LS0qAS5Mj6vNG9FtK1/0j2HQMc/EqhEGlWNfAIpno7qtqaIEqgFRN3cGcpEpVBLuqQ4KUIgYorxFgKaX4VWdhWAheF5BHoHqlfBd3UaaROpQqWzTBMS7iRQLnlSRM0YE6ikWCnRevl7QPtfIqoT5gcwxvo0pkaj0diJX0+g1avhHVED8z712lZDk360vzP5RtKfIMVEMD3dFdBMXdm+RzzUPH/0fXi6O/ptp/nk1xPok2ANbukaDR/i/1YQdcYhkzJTN2kS75qg39/fafWdQruPOji4Chx5X8vOSf+nZWl9stumW50/4oDL4Kg40FWs2uXuts9Y9Z92Msn2FfG2WuXSPLV0lgRokUMkXMfK1+ujeb/SBio5jVbgtZOUrmpsImOF95VUn+q6ZccvEqZllbVK1Mc7kTKdczcRZmENBitUZV6TnDHSpNSIGmk3LY1X96gTRfPsenWbqCBQKebTI280DZKflYcnTUrwCNqql9Xv2TGD1Jens8azlY8lgSqRBc/biVQFREI5ERq5ZVZWqt6i78ulDkvK1AZ0Vt1Dw4GQPMbYG8aUQUTq065pY8MaN7RdNclSes6zd0bHpOaNR6IHViRGNEogi7aBNhqNRhJHSKBVUqFlZ+PpJlYcAjuAqK5RJ44lxVhtYd2TfkcdQLMMz7aK4CTNQqvLqrq+IpFreUvpVm3qHjznIk83Qc8j4PZYyVyVRaSdjyDQMXTDtXQvq05QVBDULnhkhTwzr2lto6namlrFVXZkocoY9hEzwg5UnLakITJmo+8tkatUXjX5IvlV96HVRxkbq4bIYnwMgVIg9j/aOZEOupscLewijcggkiQeiUgtu9Tq5LX63CLrk+AJARToOyGORT4fLClzBR7JoH2FOjh52qit3MtbyhfBkQRKsdLxKw6JCJDBZNVBqucuMvWkwuxgzKpOFdoEfz7TZlWfL7YQWRg0B5KXn0XU1bCcXNZY5+o3BaIZSs4x71lpQavAEQQaUQdmekTFuEoNXM2/yl6m5Y1KPFYeY9i2K80OhU4kq1wUqG1tFxCTBapqRlR4rcxTxv2V/XHV4jFxBIFOIE4L7nSwsOKQ8J7X6iC9Q9VAvttR4g1Oqz08SQMh3QjhnhbGNIbtzJPSeNevtBN7kqOF6kXDgmYSkOqkLfgR8v2/fFUbjUbjd+OonUjoinq3JGZBU2/pfU2a4B5uL++o6YM/h9RVu8afyThJMvDaaV7PHKgc3Xmk1U9DhTklUo8750jU/4COH0/7scpFHVT/pHneTqSI3ecKrAxCTRVAPZMRu6g1MKR6VNiHJCO+dK96MfTMIqcurNp48BYCD9GxchUiDlN6TzMTVI7ZShxFoLtRtSp7ns6o7ROVOnmZ1qTU6nGHQV8rG3EG8ufuJoYVIFKSBEsie3J7oNErHJpQgI4n/szKnHgMgUbixWb6EwaXRLYe8VHQtJ4kqQ0qLW+tvrNcKR+pLEvivKsfpjp+ojNJgkeSV0cWrDiotPAmDkSVjpYr5c2JkgoWq464o2ygEq6yGc2yMuqUVMeqAe/ZF3fAkpQQO1JGfavGLCtCoFfYQHmaK+zGOxBRxbXnNETapHo+kPn2/E96aI0TkaboPyRPJG8vv5VOpavjqur99fUVlsAQe1rW/jjfKWLayCKqzlVBaz9rAVyVgixINuonAFXJeRrpd7TcCI4m0Eaj0TgZR9hAJZuJpwJEQhKkZ6ucSbMOmn0zKkWi9iME39/fJTZAWiduUuCosoHS986ot6dKXZ4jKRLBEClPQkTytRyT3jNoev6cZuOXuEKadzy95fDl+aE4gkDHsCep5VzZYQNB0lgDijt+NJVCs51KnUjbJELQ3K6n5aO9J8036iRCTTDWO1h5VC00u3GKQ5PCay+NXFds4BQRm76Vn6eua22fNUNxHO1EijpvxtCDlS1P4KqtDSWiMew6Vzmfot5Fb+XmadB8kXIzTjuexnrXSEC9tNhk4Y3BFanck2K9PJB2057hdckgMx/5HEEJWBrDyMKLOpGOkUAlWGK4ZZiPrG5XSi7Iqh8lUasN0HwQJ9EOCSpifqH3JeeCVr8qM8YKUPPHKsFakMjDqgfqiKnUAizzAKqZSM/xucA5ZKXeRxMoBaoOegRbKeVZ9bLqmCkrIzncoTZaJOBJFvS39FyV2qWBnni+C6i5QzPj8N+7BACkzT2txJIUtcWElqsRnWXvvBrthW80Go0kjpdAkVUNtTFWojI/Sb2Y8GzAktpzl9NCk6KibaX158mOIg70vblJokKjkbQAzxaYQcQ/EbXbVs8vrT9WyzmGQCMe3sjARHGHap99VkoXVXsj0BYlq27zOc9ZEHECaHXaQQ4zr5V8pEXNW1R430ZsfbxM/rxlY0TLiNhNLbMbYgKwnqXtlF10Kub7ESo8HSwSEVgvijg8ECmGD7RKCW7mZ+WrGe2z0ik6GBF4dffKRN6f1gmpl7ewovlIqHY6cXLRSCDrKEGfqchPq2sG0pjw+hV1HlLsdCIeI4FanjJL2pBWvqo6oPdQ0ImDDnQutWgkiiwk6H1L0qgmZumaJ7lKf/PxQu+tTKBqcwiygGig7zEdXdpYQhx4Vh0jprAK6S7iINP6RHMueV/zXJnXRxCop1p4kpanpmQ9eJ7KFSVcmp9HXqgKh5g5MkQZIQ5rEYuo/1I6RGOw7n9+ft4WyoSYE/g7WpEASHQAX4DofPAWbakP+WKGaHeISSWzMGnzgr4zqpHS91v5oOARBCq9uGf7ijS+98yKVGBBGsweYXnvXVVHOhBXJCzveY1MtYkoqXRS/1nSUIW2UAFvYZPSoBNZI0p6j5enCQSUTOjfEpB2jUikUntYWqeWR2ZuzzK+v7/d99ZwhA200Wg0nohjCBSRsLiUpkmtEbVRUkEiyEhvVUZ4C57qJtmSPRUPtdt6+SFSAf1bk8wtid0aJwioyn+FNBupI2LaQKVf3kbZfstAk1S1fufXrf6VxiD9XdWnR6jwiH0mA/Q5nk5Ti1bLttSSFbsgMuA9O/FMY9mx5t+8DhWDUVr8qMqJPGvhhC2dGrl5DpFpo7PS0bSW/X3eryZDqV5j1IwNa1Hg5WhkKl2nts+MaXCMQwjUA7KaeunpM1Z+UfuLlA8doMjCYBnmtWekukrXV+2bCDz7k2bfjdi+veekNDS/z8/P2wl01iOS1luI+YL2/f39x/35znxMZuzE3pzjbR6Zo4jdVOt36324s2iM2q26xxBoZOXQ0mtpNMnKA+2YKIlHkc1LkxTpPa9tvbJ5Om+ByUrXvH6rz1aiYkGypGwLXEpCwBeLK8wQ0fI0KVkDXQykPDyNkROnRKTI4kxxjA10NxC1xSLJVbVZusfrhJCRVj/0PrUlW89rUmMlELu0dY/auRCtYechIVkgtkyvH6Z0xUmTvq80zqS8s/3tmXR4WYiJy3pvSSjyJF7EdhrFMRIoR2TFlBqyYlB45cy/PTJF1e7KulJEVtVVqR0pGx34kjmF2/y8sqzrV4LWwZKgJCJC6k6/QkqJk5MoX0ClemZhjffoWJLqoS2AGnl7ZoIKqfzXSKCNRqNRjaNPpKdYtYlFbZ+zLG1F09Rgz0El/bbqINUjA0nqsepvmR8soA4ey9Qxy4v0udXGtLyVE+pp3VYQaVutb5AxYUmZlnQmjXNelrd7h/dfxXiWnrM0Oq18L79/8PwT6VeRJd2oY0TrIM2OmJmAlAi8QcRJQ8vLqk9kkKMLhKVCWXVFy/fKqEA1ec5rkXwRU4BVtjW+JRUfyVvLI7sQa/WvECak+nBfB1rPxxIoYlurQjY/RBKLpEUGL5pfRDrh9yQbs2SXRJ1BFiI2rWqs7JGOQmt31CZdNeaj7xwlNDSt1tfoYoOUUzF+jiJQlAA98sig9wAAIABJREFUb5v0dxZoZ+10UniDx7o+Bq4O83KkyVsNaQJqZXl18Cb/bsJFoamXmrSmtY8nJUoL3Uqdo9Dea+an9QeiIWl1q5R4ERxFoKiEtaLurQDt1CjRWeVI8CYWr5+XX6Y8z76EwlOdIlKnR54VgfQri6VEKChpSqRLf2uLHUoo8720z2BLeWnXJNAg9mj70Tb3TCAZc51lsvDQXvhGo9FI4ngvfNSuaak3uyVUqR603IgEK8FS07W0kfaoNqF4abXnNVtr1onAn4lIopWeeKne1OyASkGes27ei7aVNk5XTR/8HTP5eY4xLZ1nPjDmAOSFP5pAPZU0M9GliRnJE4FGAPTeqfDqhziZ+DUObqOz1FXrukSuUj3o70gY04REohk1lD6721YXHeP8nmY/5/WO7i/X+lDLF8lb63d6DRU0yPXnhDFpUpLlYEAGnNSYFgGgdsss2a68y1VYrYvWvp59G5FK+JjgNsB537Oj3gXUmefBstlRWyC/rtkzrUXPIyBKbgiZfnx8/GsHtRaVyOlZWt0Qn8DqQnYEgU5Yk0hbBSMSHeqkiuSDSGzac1YemYmGTgoLGdOC9Tyy+tO/vTKQyXIiNI0km5cGrx2y5pmquTMGbkKxiLj6ZKVsvxxFoHwSeYR6lWTBV2FPLdekAJreKiuLyCC3VGuvTlEp01K9tTwse+ApEuWd0Gy6CKFkNKHI4vl6/fedIY/oKu2rWn28ukbGJ8cRBOpVWFM9JiLSWtSGhyCrnlZJl5Fn0bpZabMEZtmqkOfms16ap6FCrZcODaF5WotQ1YI+007SlMgtQ3aWDZbnhwg5yHxF+6LDmBqNRiOJIyRQD54HMwJUSkWe1YzRlhOjyong1UcyKfB0mjSv1d8ySSBaBPIOHu6QNKu2dO6qe9YDbuEKmzI1PVS3DY/KoP9baaM4JoxJemEJVhpPDVg1oHtqEVoXD5ZTSSsj2h5S3qgNVJqI0rMe0d9BhpkwpjH+Jqmr646anrR5ZC3iVn/wfrZsmvP56WmXoNlrpbpI9UfnqAfA7vmcMKYx/paYTvCqznpYTpOVVQ0lkqznOUrwyCLmedm5rQmV0qtxJ0lXALX1e9KV5dizyub2wpk/ctYA3xhA6zYdS96WTk+C1ISHrICVxRES6Ov1+hlDfvnsyoJ61lCpMiLdIit6xPO3YzHRyN8jVguIAX8Fq/lM73AGlcH0fKwgkp9UrjTOs3XT6ufVxQIyJxBNxkuXqZ+lVf7zNySBHuFEsmyGY+Q8gfyZKUlKZWveYaszI2aGmX7mb00Yqd5S3rTu/MuL9J/1HrwuUZXfy49etySqzATw2qka0jeHKkC1HH6d9yMFbzstnfSMVRdaH04uVn2sfLy6e9Dy8OYhxey/2YfS+2VwlAQqwVphLZXGyo+VvWyj88jUq79WNxSeFI2qO1epuxHTRVbKm+DvvkqC2ofaoshoOlYeEQ3LMj15Y0LToKy0FhCbKjKntTRSf0tnDwh4jgTaaDQaT8QxTiQJWbugp3pXSVqSSo5Ko6gDyMrbc9LQsjTHDi9Dq8MO+6b3bMTujDxTjR0ScsQ0hOSrmcc8s4p3zYI1dvm1XQdg8/eju6KmE8uyP6P9egyBSh1qvQhyXbLhIJ0SVaOsfDWCs8rkz0QN65FJYJkwkPQZwqL1zJoPIuaVK0m1CpLKbamp0qEe2lzgC780hhH12ZtPfOHW7vH68XK9RZ/WX/IRRBF55hgCteyESGMheVtEtEoE1jXveamuVhoElo0rasRfqccsx3MuIfY8KV8k/Sy/wglUEVTvaQ5WWgnadkne7vT9KyR4ZPyg9nh+TyJ0y/6KYMdCegyBUiATgv4feU5baWl+UTUVHYiIlMonKK1ThVGd1o23Y1RSR5FV09F8LSKtfpcqeJIW/TtL2pw8tX3jHFFi1EgfNW1JeUhzDh3XV+JIAkUlC49QMur/jsnmETaFdWoNV4esybcKRD3j6asQ1QjunFjRNkfNLNx+5+UZMdto5jLrGQuWKWmlbyy1PlI3zURVoZG2F77RaDSSOEICRWLBLHhOlhU7ordCZuuXse+s2K00yTdqroiUiUCTUqJ1jEoZFuY43BE4H3H8VQDty9fr5Z7dmYHVr/y6ZgOV5oY2p5DrWt70PoojAuk/Pj7ESqyeHajdRz2CtLyMKhCBRqCSA02rJ4f0KVlP9c461KqgORPRZ62+in5MzkqfPVwk4viysEq80jiie9Q985A2R7yy6LOI/4Ej036IgCWkf9ZhIhKkk1syTiAPnjRTBctJhSBqVJecUdEyOHbaPnm+FpkjUmgWlRKYBOkYt6scXVYbUe89hSalcZttZHHX4M3hCj+F5wCL4GgCpYiqUyvqLooMUb9efwfz80kUUU+kAYUQNEKUd0iiUWcMih3qeBZ8YbvDqXlV31a8G7JoIw4rq27Z9ngMgU5IYT4aYVgNn/WeSogMSM8eWgFan+rJsmtSa2WNkZN6EZtyJTKRA/M51FttLYSr7+vZyGc9rTppar8mMHjvpP2m0MpH32sVR9tAEaDq1tfX16DvWmG/XCUnrcOjBIjay7T0ElFFVOcT4BFI1P6JPJNxekq2RKuvPVL1yrEQtdvyZyM2T+99I+RWvSAq9e3DRBqNRmMnHi+BcnhSgaQuISt5lXdQeoY+Z0kokTy453TFu72CVUnf6idUEonaP6V95V46iqslKKtsWhYSpmRJlivbWFFJUxvvGRunVx8tGuBtvPAZSJ57zatIf2sNKjl+tHRSnhqQgYTmxUFtTDyvef0qO6YG9J24Le1qeOFMGax6qxHHIb/ulcPfUSJb7dPJXh0t7301LKL2nLRj/O+9I3Pt7SRQFNzORScKeOCqSaqe5BUhUIooUaNprsZKnfiz1oTM2D4pPj8/zQ/RZTd/eP2rOWR42qiGJOXHf2sfftPqZ72HV5+o9mdJolEnsUOykAT6awkUhfXlQA2a+k073yJNSw27igh3k241gdJ21cjAA/IlSfSZjIPH8hhrYwCVRL16UCcr4riKmpoyiJKgBlSoYWgCrQRyoMMYsjfYsk3y6+9CkJHyNUk+awZ5vfRdR7wfEbsgQsKRnUkRz3pEUp3XLbs4zbdKW6oCWo/IgmLBaZsm0J3wJgzi/EiujBA0UkYnXLScbP2kOnF4E5+njRAoimhI06ojSVt0tbQauXhpeX1WxiAyjjSJ2ZKkrTGbHXtSXqyMDmNqNBqNnXg7L/xVsCSSz89PcWXLeh8R1UWqA/1fUo2l+qB2J55/FJ5nVpIkUefMjm2bXnA9skOOwpO+5/O8neh9qSxL5X+9Xn89twrLnr+qUaHSqnbN0worTBNNoEXgE4sOfo0ckAEsDfiMms3Lt36velgz0Mih6mCP3QeE7IJHiFlIz88QnoiNdtXBw/NBHGzWb2tBkn7z/6Njuwl0A76+vsJBxwiJrRCX9KyW353OJVq+NCm8ulVJn1xSp+WiUmg1+CSnZKcRR0UUAi/LSsOhCQ9ciJDGPzI+pTZB8Pn5X3haRHPgaALdDD6A5+dUx8BU8ApoTpinQ3qPDIFGVUMUVj+jTh8K/lle7/nPT/xDeppJRTMhUFjvyevnEb72nFV+FDMf5PM5HppANwIdvDu88E+FFN4UaRdp55AnWc2y+DVeLwSoFIp4nzmsmFMtHymOGSkLbXPLxIS0mWbj1hazyIKz0z470V74RqPRSKIl0IuxSyqVJKiIGrYTmXfJ1jOjwkfVyR374yPlUynXk/p2SmBe7KZkP+b3PanTK1PKk6azypcQdc41gd4IvgsmO7CjdjqrnB3mBKssrxxLtUbe21OnPY+zRFDz70pnkjRxMzZA6pzZ7SS0yM9y6nh1i4Qv8fKzduyI2YGidyIdCM1u5Xnmqz33V4FPqKitiyJi/9Rg2UWl0B8J6M4kTxJCFxjLM70CTcLl9UOkUek3ukBqjq0VJ5+FT3AnUkugB0KalEgYUkZCs1A1EaPErr1XRjKR8s60y66JagGVOLVr2gLgRQVE6uCRvBRniS4OtM6Sc3EVFWFn7UQ6HDOmlB6phnqmtYmCkkHUAx4pQ5IuuEdX2pxA/z8ZmfChamiS2mxr+o9Cuz7zpP2g9YkmWdJ8NXUbHT+rC3z2QGyKlkAfBI1QorCcTLtgqXRaHaQDsS1VlTt6rDpUAf1+kgVNPbVgpa8M06FlcUQWcVRboG1h2YR52Zo0aUmZlr0VRUugjUajkURLoA8EYiPVVuvICmvZLiUVXFLnsrZDy1YpSSaoPY3+vSJ9ILZUGmXh1TFqm+WSmheq4zl9pGesdPRe1G4qpaF2Tt4WkbGQGd9WWJiHJtAHgxKpRKraN6EopIGMOKys+5LDgF9HVVA+eSwPfVSNzqjOtB4Uu2JD6fuiddTaTjPdSP3i5U2fo/Xk96JqsvQc8rw21qXyJ2HSfJCDtSV0GFPjX1jhU5xsMsSDeuOzUivyLZ8IEIlNKlsCn7CZOmj3NUTbNiMFa3XM2k2tUCVp3CHSt1d35X6HMTVisCRafk9aqRE1FQE6kStMBR6oWknLQYlVyitTrgZNOrUILCIR8r7m782lUATSwrSqAXAgY6hizDSBNlKQJC4tSgAhDknKiMTpWdLnDuwgbNTON8afxImQDxr5wKFpJbP82UecFDUC43ZbqU48jAkZOxIhowvsykLcKnxjO6Z9UPquOGoPo785vN1HWdVZeh6tgwT0c9mr0NRg2uYS4Vn5SXZDnu+Et/BpJiCrHhYp03z5M1KZNO2qCt9hTI1Go5FEE2hjOyzpjKtrHFyqiH4dMwNNOuISDP23C7NcSx3m0KIoNCkuIn1K9ZEiErx3on/T/Lz3jLT1bkl/jLaBNi6E5piip/RPaIPfmpy7bJ9IKJAXxhStG0qYWSeMpypL6bJ2X817bqWT0kRs6TM/SvqWAyyLI2ygr9fr58rzFd8Fkm2R42ntatkJpXg+6VnteRTcoYXmRc8r4FipmyU5Wh54LRSI5imVJdXRIpvsoRy0/35+fsxFVCNgK7wuG5L1z++2gb47tC+B8sEfGdx3f72SfhmSSgreZNhVb0tSi0zQyEHalmqOeNJ52JUm7aFleGVnnXb8Y24aLClbk1iRvrHaAMUxEij9TUMkxrj+BPAngntIvQF0cntK3noKPj74MxyR2Es0vSb5rQbUo3ZNTVpD4iO1crNSuyXxSuWj5BYhwag6bkni/1xrCbTRaDR24hgnkrR6Uc+fdmwYlTxOlqp2I/Lu1LhOn+VtyaW6q9pX2xFl9bVlh1uRrjTs8vBKEpVk69QcLlo7aPGbvKwIrHaNOIu0vKPQ8tUcfxXlHkOgHKgXNmosfmdEgrklSAHR9Jm7TSn0u+ja/btsuNVjEBnXmtBhPS+RXmYOIeFGO1VwXubMxwrMryTOiWMINOtNpGhp1Mc84V7C9CJ7JHSKpFqNFalyx0JuTX5N+vO87Fp+K2FQEglqbYHWi0vIVvtqziXknTjxPlICpftpOZDVMtr5T53gV8GK15TABx83t2jhVjv6IXvQyZMgxUd69yQJTct7tZ2qnEnae0nmi8q+fQsv/D/XIdtNNq6O/m6Pfx6eRDrB+21Xm1d45CcikxPxwo+BH22Hls3JBcnL0vgoqohJqyNis5zXtBjPTX36fC98RARfzffn52fMxeT7+3t8f3//e23+nv8af8IyC9DrPCZRas/q9kVtYN7z0bjPKiDlZuYJJzFKKhbBSfXR6shJznMsSfWhz9G/V1AprR5NoI1Go3EyjrCBRtSUVa+dlq9nDqBqw7s4TaqheclRG+pEhTNwl71Tcm7sQiTvFUcKTa9dl5wtqFcbdSitvm8GGq+g+R9BoBNRu0aVOE+9fJKDSorDo/W1QquaXP+DRqSaTTqrzs/toBSVjhErzc7vImXSWnNKI4+I7VWLkLkrvHDFL5LBUQQ6kSVPreOtQeUhI2VwO1+T6J+IOFoq2m6XlHilVz8SebKDuLxQotX80DAtD9GFZlWjPcYLX9GAHoHSRqLSENqI2mprPYcOOk06s762+a7EXKHCV57+HtGMrBOZJrInMyGebG0sa1pUFohX33qW1mn+XVWXFZC8nvVROSk8SbqHXOeg9htJ7dZWdzT0wgod0dJFOx05uu5d8ISFISIRVkMqSzJZVJOoZguNPFeZFs1vjH0S+7FeeIuUNAM12vA0PMJ6ZjVsQgu/0MI4pLJmONXn5+cthwk/FTO0Cp0cc1x56a37d9j8xvClUQ9aWBIasiRpj2iokzXHkPComYfW9lJ4lJRHFscSaKPRaJyOY1T4MextX/RvbkPxxHTrvmU60K5lnUrclGBJC1YZmr303W2jO2GNDclWd5WXeVWlRUxfnkkAGafSHEXmc+SeB62teF95prUIjnAijTF+dtiULA+fBIuAq43UqMMqE0HQBPonkK2TVkgOMjZn6BVaHy+/CCIOnYywkRUiKhxEWr5aH0x4Nk9tfhFATqRjCLQ6w+wqs+oZtCRay4gfcWRFV0ltYkshVogU+7TQLM8jr7Wnd7Ymfy5CoFIUyJNQ7ezZCT6fuRDzeAKVwpiK8//370jYEbrKWqu/VDafgJaU462qO9VI6TBjiXCfQqYSWUUkR5rPGH8S7OfnJxTCpOWVNQtNoBJllRd+B7L5a1odonVwkGeeQ6BDkEDBVeKvZyikyRJR5SwTQETd10gwQ9QIYUrtFiVaXhaXxqx8n0KolcguJJGYUGQ8WqaId4BnlkOugzzx/NOYGo1G42QcT6BIjJmWlj9H/8+UrdWDx8zR31o8nOQV9EwL838tdo56jCucABTS/nVt1Y8c//cuRwTulLppO3se8xWPchW0aJZIfTSveYUH3+uryNw4KoyJwguzsNToiD3EctLQAXv1YLRsp8gz1rV5farlkUmX3Q2leZ7ne1mOLqkOvwnWopgxU3l5VDzD65G1bUp/S/WIECtiikLreyyBaojYQjVyRFdxyzhNy/DsKwgpVYeFeDahzLUx/nZ6IAvLz8+Pm076DMgELytynOCTnFxXOGlWgdQvQ8j0Wa+ekfwrJFYLxzqRxviTwFZXsDH+XMkjBONBc7hE8rbeU3Js0bpHBxxPj37WGKm71ea8/Kizw1LlePtP0E9j83snYCUm1JsXHjmtSK9o3TKOUulvNI9sXTlQJ9LRBOrBIxyUDDUCqDi8AxlE0QGCetg1Uq40R3ASlCapV4fIREPsudM8McYYfHzTeydgZ1C9RpYrhESf9RZG1HZplYHUt4Jghbr+TgLVBlAGPM7PIipavgZrAHgmhqi04dVZqxeS3gppqrCnWWYR1L6tkbj2fjtI1dqUgJ7OvwpE0/LGFWp7pflZGkk1NhFshzE1Go3GThzrREKksowNMCKV8jNDkXwydqZVb6VWjuVEkzycaNmWWQO1U35+2kcFetKsJhUhUrCmGr7jp621tkBVemusIuVqY01Kn7XBapoFKj17z1k4kkBXVW/+vGab08rijT5V1lXHUySdVD/N+aINfK++loqFLgIzXbTPPIeBlGdkcln2M218VEJaZBBiztrzVsgh4i+w8rLGmXQ9Wk/kngRP0Frp/yMJdAzbrpbtbJ43+gz35M48spPTIkLPyYHaR6V6SPnQ96D58OvaeyIOIGvgcqwQXUT69OrB97tXSaRVeXlzwNPavOueVI9IlVZ5Un21a1IdPGFI0nDQd4+Q6ZEEiqi9SB58YqNqYYZstbKl/K2yx6g7ocdaebUB6K382rXV+lqOIqpaI2PBM7eg0u7r9fq3L+gzXtyp9A4oKkw4lRoc/1uSOFECQ+smzVsPVnt7zyNCgIYjCFQbvJa05TWKdTJOlNwikAaVRsgRe6F0XQOXKNHJPNNZJOUtMtL1CJlI5UrqsCcta/W1FjeLLCKoNgd4ZayOZ4kYPUKJChuexOg9r5kKssKOVodovx9BoBoQNSFLLhY8CRglJm8lRVV7VHKmvzVpAakTshojUpxVRw9e22byGyMmnWntkFHDqRnIOmM0Uje+WFt5eSo5Uh9pbEQlbY0IpXLQBU0TqrQ6ZsaChv9bzqHRaDR+KY4JpEdUL/qbp5v3LNUio+pYkq9VRtaeGjVdILY+no+FjCS0kkfE9oT0fYVUwSHlax1+4o3VnSakCU2bmdekuRKZC9q8i9THA9JOiJbCx4ZVd/L72YH0q506VWxrMCOdqaWj9eP36ed0IySm2fGsMrmqswL+GWAp73lNuqe9KzrIq8nde56rwF5f07TakX1R1X6HvRQxd3l9Felf/nxkTEbHLy/Ds7vyvvOIP7oIH2MDlVZKyb4WtTta+WvPIzZQC1qgOWp7oh2PdqiUhq68mj2Ibsuc/0ukmQWXAlBkpBqpzTz7oGZHtBCdZN6ZClkStdoocj2iLSF2cZqXNJaQfkUWM14uOq8R/kBxDIFyaIM0ci0yCCzVWSrDUiWsCSYtCla9LGjlSKcrcel1/pYOs0AkRp4vAk2F1NJ5ZUjSXoYQpTy8vtHaKXKClYXoghMFQpZofSxS9vKSFr/se0tmNWu+adciOIJAubRgNeDX19cfJ+zwlSU6GDIDtVqVRNIjHU3z1VRJurpbqp5EIFRtikjFUdK1pH1JYtbKpXlZ0qknraILSnQDhAdvbFYTbIbUPaKU0nENa/7P1XLpeU87RPqsEsfaQBuNRuN0HEWg3Ig9xt8rzuoBtByojcyrr5evdF0yatPrEVuR1E6Wivzx8fGvxCQ9L+WL2iSjjgELVj3QNrJ+0/x4vfl4RCRRLpEiZ8oi4zIC5Fl0jPH0GqR2u1KzkxxGUa0tg6MIlCNqW/Eaw1ID6P8eZmehn+KwDOJRW5RWH6k8bdJTVXN63iXVSXteU61Qm6ZXP63sz8/PFBnRelplZAiZArV/vstJTxSewIC2NTqGkHuIEDPnsfeMhiMIFLFrSA0eNQrPTrQcBFIaWr5XB0mipPl9fHy4UpAEifwl+5H1jp40L9mlrEHI64TU3ctP0zxoOuvdEKKU7lvQpHB0stEJai0YK5C0t51A7cLzN+/frLZizR3NzirdG0N3tkZI9EgnEnJPe1H05bXVUFP5pHyt7x5V1o1fk1QVTWXh1/lgW5WGIosBSmKaI4HnL1232gDtK6nefAIi/bsyMaOQiH1nmVqbUlj3q9R7VOuUsBJuOHHMTiR+AV2VLFsHog54BKTlxScfQl5I3ppEG5GSkPS0fuiEo+3EV2+0HXl9NRODZ8O18qRpUCLWCFa6RuuHLP5SPSIEYmk5Vlm8vEjZSFppYZGgjQn+yZyPj49/I2ykRVTTPqT6enNZ4gCWBtqJdIQEaiEi4WmwOiDS0Mg9r3NQQqT1i66y2uCj96X/rfRcBdPUf8SkIaWjkOJXZ14eUXB4E8UDT++Fh3n18crSCJsC1cZoWq+PeT7I/JJUdSSt1jb00HKvXG0sRTUW/ne0346wgTYajcYTcYwEitodLDGe56ddo6oDDeXRyuP5Sas0/1uTlKxrFiLSkyQZUKmD/tbCbDSJylKrMhIe+g7ePU0a4vW2NIcJSerkwfuWecGS4tA2ovloZVpzBplPGW2uEpKmIZlHeJox7HHI4bXTCo6wgb5er58xbDueNsDRAYTaEFF1m9sPNSB1leodtel4ZfO00XtaGsmOitQr0p/Ria71i2ajtcYdBzpGrbqhaVEgZhPaT9LY8uzBO5AlL60PNXONN64lIeJRNlBt8iE2S6sTJKnLm0Ce3XPmy21+1jtkYEl/FJakjeSvkZ8GpP1RcsxK1PNZJD9LIrRsaUgd6HU6HqJ9XkFYUkiOBU178uZTRAiwnvMI0Kp31o6tjXPaZtH8jyBQa+BrL43s8JDyy9ZLMzgjBmqkLllDuFe2tmjQtOiAsdpcqz/NX1OnvTpo+Vlp+D2k/7Tn6IJp1QMlY3p/ZZG11Hxr/niaAToeohpYRTr0+eyYjvLEEU4kxKbFMT+rMAeJR1j0f+QZKQ8+kRCphD/H/7ee1+qA1tXLi9cDaXMJc8tiBLOOlEwRSYgTA02rjSNJc+Dps1INL4cT8vzN2ygz/qzf0j069iJElxEKPGiLkAa+W47mo9UNnY/0WkQIk3CEBMphNSxdIdGwB/ocqk5Erkvw0niLhnbfIlHkelRlR+ANQippanXTyCwiSXiaQVQ9WyESnoariRPeQkfTaPlb9ZSk91VzAVIuBT1BDW1/2l7Wl069OeEJEKs4QgJtNBqNJ+IoL/yEtUJH7TT8Wa8MTUJF1T2ehyU9RKWPiC1Tq68mlUj1R65nodlTESlJ6w/pWSQvWjZ/hr8zUq+IyrwqFUbejwKZY1nw5+kOI61u0rjSdrtp9aewxgA4J5/jhR/DN/xbz0UHiWcj5GkjZaO2zdfL32HCr1sDITLokffSIE22aJk8f4v8edmSrctSZ1fV1ajZIdIe9O+ICor2tUYUEftypFxtLlBTW4SkJceY9Q7WfKww3Ug4gkAj9sD5t/cMhTTgJQKwyBCxnWrIPsef1chBGiQrko1Uv8hCoUFrf6kPpIlWZbvzJBapHjztrLfVP4jU6tXB6kPa72gZGqHwd5Lu0+dWhZsMvPw8zUTLb2VcHUGgY9QSFH/eaiBL8kXUZSUI96+8eP6v10vcYaIN7BVJxMOK5IqEk63WUVJ3EXOFVLYlfXFoi2x2UYqMQ6+OFjlIY/Pz83+HdYzhO/20NswSokVq6Ht7wgNSNgX37GcX6aNsoNpEWCFI6zktf43EMuCqq0TQnBgsdZfXz0urPUOvr0jIFJ4qqtWb1slSj61yedrIxIyozxFkyALN11tYx/ibQJF+jQgUyLzR7knlWuNDKk+qo3TPg9ROn6AN9P+QRI1Go9H4G0eo8JadSYOnikmSnwTkOH9PUrGg2RMRyRIFao9Cyv/81L/Y6W0XfL1e5uEkUtqZn9VXnrpmSa2e2qxpBJF8PEjaRYVJZsUk4JleMpK81U9aG0t2XFQAcBimAAAMNElEQVT7mmm0NrU0i4+Pjz8OiLG+D2bhCBV+CAcqj+GrcxH1K6O+aEBVP29CWgONlyflm62/hgqDvzUxaf0peXqkadmRtTKk9BKs/JHfUt9I/YQQqFY/7b2Q+9YztG6R+1o6Kz0yb9E+8n579bMQVeGPkEA1zJfhDcT/jjaU1xlWeu03WgdN2tbKtsqXpDopjUcQ9JlV+yeyNY6Hb2lSOv971tlqQysfCdlFJ0KCUr2jxOfZjxHtJStNU2mNlsEXxJkGFXJoXeY8R97H+y1dR+rgpZNwBIFyiQJZpTODwTNMR1ZFLT8tn3mdv6f3rCUdeHWX1CNe70j7aREHdPBroOVIn8OIDFxUQormpbV1RFXOELklmUp9vGLq8cwgXjqtjfgnWLT86GKikSZSR+m9ogvaXBjos9GxeASBapCkEAmIuo4QJULYkXvaZLBUmCqJSZNOUWlUgnXwcnTlps9pKnGkz6W8vbRonZG+0lR6BNZCTMnB0pw8rcSS3r26oe1Hy+KEKI07zdzjmYG0cq2xLD1H9+dnpfNjCBQlywltwGhSXYR4EFVrhej4SssniSVNIlIrz1NTh60VX5NSkfeuSKPBGifSAoWouyjhSuVo96Q6RzQW3jcaCfEyIwuLlc67brWBtCDyNogcR4nUG3kvWidNI0Pzmvg/OGWj0Wg0/sAxEigKTbKi9yYsaYWH5EhpEY/yTK9JxBlY0mEkf81kgJgQPFVQk6rQ+iEqpWVumFLMGPbOmog2E4En9UvXI0BMTl6eiHYWzVPLO/qcts+d3kPrKeVhaQLed9AiOIpA+eRAJ4Zl9+BpJ6zDgek96aBga4IgAx+BNigiA1Wzn2l1R8uwJiZKLKjKRJ/j+VhnTErtRw/gnvcQuxlqwkDbLdoO3phBzVheGZ7pKGPGktJIcxuJMZ7/Rxddfl0Smqz0Fo5S4emAnpMjetK5BDoBrQH0+fkpHuQq1ZP+L93z6iHVhxqz+TMZeHXxBqJlk5XKsGxnMx/6jlbfanlJkqtVT/oedOKgElTE5kz/5wuXRNyaVK9Be86rr1R3mpfVbvw5DR650hP5+Sc0Xq//hb/RL+XSfzz/7LzT3m1ljh0RSP9i54Hyvan/pBGfRaUyrZE8M4D2PFdhLTVCK0MyA2iTQ1OZNcN4RjrQzBJIflI+yKD2+nVVXUMnBzoBrb7OtJFXB6ssb3xJeSFSMDK+pGtc2h9j/EGK9Hc1sn1itOFzAumtF/UGdoRYpcETySOivnmDNTuxLeKITGCu4nNYZE4lx8iEyBJyNTzJL0qGHrjK6hGRVFfpmqfOSqCagCSZSWVJJIpI8Ig2J5UfbXt0wdbakmsHERyhwvNKRxobzdMiQknCQAYmV88k9VJ6hqtPWse+Xn8fuiypvbTOnonCqqNWF/78VLd48LQFT41C03IVViIjre/RyRFZtBBIxxbSvC1VXOpv7yNrvH0s0tOECqSOWvkSkPE580MPGufPobDME9H+PYJAG41G44k4QoUfI/6d9zFyon7EGB5R36lkp9mGvPKRlZAb4DNYta/yZz1TByKRS/lqaRH7oSZR8XpKeUljkbeRp6VkzSv0uVkP3kba7p15bz6HtitSf+0azROVBmkbSuYIre1X4M3lbBlHOpE8IAZw1I6F2HfGiBE8z1Ob3B5xTVjvJE0yKX8kPz6wUbUtMnGi+VkkpZFsJL0E1OHhLSr0t2cH1fKZabVxLv1G4Y0TXpfM/PLKt8a9dIL+fEY6zUsyxc2/E3V7jhMpA8sgLE1IdHJr6Sq8h5wYrDJRKc6ql2VvsiaNR1xS+hVEpDWpbpHF0rLxzntem1qLjCTp0FAcbo/16o68G7KQIO3jSffau0UD36VrM0ZXm8O8XK6JWeO4asGRcKQE6klwE9bpQPP+GPqZkxwSoWUkWQSaFC3dQyRu9Pkd8PqJ10si78iAjqjwFZIJOgE90tLGZgYI8Wp1sSQ2tG8qSUjKl0d6zPrwTyRbWpZGyJ4G+M81SAI9hkAtqYivVIiEIIGquzTvzLdjLHh5SOocKnFWS3taGRnStQarlFa6H1mstDx52lXzTFSCWSXoClhSn9UmyOKUgUSI6Byh9fz6+ho/Pz8wqXtCkdZXKIG2F77RaDSSOEICHf980gOxXc6VbK5CiHE+Yq+hZUScRtKKloksoHlMZG27nq2T5s3/1tJ6eVFkPnmM2GZRKUPKLyNNSeqs57iQ3skrg5/8rtU5Mo61GFRLokbHXwZaZIEFTwPwbNsTEbvzGONZTiSUHOgHoObvCb5vFlElpTIjRnFtYFoDJaOyo/ZFnlYqS5voXhtZZUjwzBS8TmPg5EDzA9Qx8TnUzifdk8rW2gFRGcfQD6zW4LVpRcibhqhwEDHV8DaqqLs05rX2i5iwjiBQq8KIDUtbMfm1VaDSRXZweR0nST1avaz8OKFoqHAeeP2mtV+0rrQMnq9G9pWSFZqX1Q7TvjfTaXlFFiauEUl5SPNLy9PSzqy+zti2Ua3B0jyQ9KgwI+EIAo02vBYk7D3Hy6NpEeJCQR1VUbVbghUYLSEyADRE2k9Lv6I203wRyZdKsFI9NGLwVD9t0ZIIEyUJ7R20iJIsyfM684M9KGY51tjRTs/ikjoVIDxzGDJGNDWcP2cttpYmtrKIHkGgY8RWmeizVem1lQpVGTNljPHnwOdEGpUg+T1rcPIy5iSJqP/Rfouq714d6DXNXp6VmKQ8JG3CI1mtTelHz7xyNUSlKyn9DGgf4++xSNNp/YkeW4iM6x1q+MqzRxCoJQVYqkTUQWM9s6rGoVKtpmbO+k1I9fQOmNYIxFIHNaA2S5o+mr+UlyYpWL+1fDgiWwT5WOF5S5JppA00cpUkUmtrqVZ3r2xvPPB34Xla0iwPCbRitTWgajmXmqPmpRWiHaPDmBqNRiONIyRQ6TMalurirTKa3QVV33g9pJUKlYqkumsOLnoQBK0DDRzWAoxRYzgqzXjv65Uj5ZFNQ8uZzhDvO+S8DCRfiqgpgf/tlUv7Uwol5GPF6l9uLpAiU6TzEpAxrGlJVDXn/WGZoyLSnuZMtPLR2n5lfFg4Ig709c9OJPL7rzQSKVpqhUTIGjwVwSImlDgpIhNNAo2FlfLN1JFCcnRwAl9RezzSpAsCUk60fyS7paYyorZdq74RAvecI1LeK33Ny+dl0ut88ZYO+9CelcqKfP9d6yNaDrqQI/Pv82mHiaAdT4mU22Fmh0RDiKyVPuoEkeoafd4z0K/G90Xtm3TAW+lR0uODWZMuMiQdkf4yeXGbJyLp0Hax7P0r8PLViFB6VqsLXzgtfwK1TU6tQcqPC0acYKV7iCaIjsEV6XOMgwh0DDvkISNdIl/UpOqG1eio2M8JPvNRvMixZ9KAo895E9fLe+Yx62U5qiSgaryVZ8VgR0jMe37Ckg618YhK0ogEG1FBM+9qSX7oos+h3dPGOjdFIO9BidoyJ3jzPNJmxxBo1KuOpI+q8doAttQHr47adV4XbeeSZbOi98ewPaN0QKGqfuadJURsYZ7qZoFLh7RsrmXwe/x5KT2vkzRetEXGUpFRjSeSZoxcpAra3jxvLk1mJEGrXFqe1ZcTUt9YOxWlOiE4hkCtjrakzugAsSSl+b9nDNfsZRO0bprqIqnlmi0KJTwNlokiA95Gnp0wUyYiLVp1yJC/NumlPtHqhtrmkPbwbIlWPp+fn+oCLo21TB8h9nC0japgSa2IRIsS/0SHMTUajUYSR0igkdUPObdzVcpatZFxoKc7aZKtpVp6K6n2W1JDq9R5apP1gv+Ra8jziK1Vyl+S5NC8InVBpC7PuUPTaeBOHkQi9vpdGmfIPNTqJ9XDy2c18mPVSafhCAL1nAXaKTXaBJU6wjtCy9q/y8OGaNnaYJDqwe04FN4E0+xk1uDWwCeg9Q7zvmfWiAzQ6GCOOJFmXVH1VyNLa2HhZfB8kbpKaaPmKCkvXrZl30XiLLkZxhrbfH5I74TYe7Nkpy0Wmn0VMZl5OCIOtNFoNJ6ItoE2Go1GEk2gjUajkUQTaKPRaCTRBNpoNBpJNIE2Go1GEk2gjUajkUQTaKPRaCTRBNpoNBpJNIE2Go1GEk2gjUbj/7dTxwIAAAAAg/yt57C7IGISKMAkUIBJoACTQAEmgQJMAgWYBAowCRRgEijAJFCASaAAk0ABJoECTAF77ZtLUqAWtAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy.stats import randint\n", "from sklearn.cluster import MiniBatchKMeans\n", "\n", "X = img.reshape((-1, 1))\n", "k_means = MiniBatchKMeans(n_clusters=3)\n", "k_means.fit(X) \n", "values = k_means.cluster_centers_\n", "labels = k_means.labels_\n", "img_compressed = values[labels].reshape(img.shape)\n", "plt.figure(figsize = (20, 12))\n", "plt.axis('off')\n", "plt.imshow(img_compressed, cmap = 'gray');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Finding latent topics in texts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**We'll apply k-Means to cluster texts from 4 categories.**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Downloading 20news dataset. This may take a few minutes.\n", "Downloading dataset from https://ndownloader.figshare.com/files/5975967 (14 MB)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loading 20 newsgroups dataset for categories:\n", "['alt.atheism', 'talk.religion.misc', 'comp.graphics', 'sci.space']\n", "3387 documents\n", "4 categories\n" ] } ], "source": [ "from time import time\n", "\n", "from sklearn import metrics\n", "from sklearn.datasets import fetch_20newsgroups\n", "from sklearn.feature_extraction.text import TfidfTransformer, TfidfVectorizer\n", "from sklearn.preprocessing import Normalizer\n", "\n", "categories = [\n", " 'alt.atheism',\n", " 'talk.religion.misc',\n", " 'comp.graphics',\n", " 'sci.space']\n", "\n", "print(\"Loading 20 newsgroups dataset for categories:\")\n", "print(categories)\n", "\n", "dataset = fetch_20newsgroups(subset='all', categories=categories,\n", " shuffle=True, random_state=42)\n", "\n", "print(\"%d documents\" % len(dataset.data))\n", "print(\"%d categories\" % len(dataset.target_names))\n", "\n", "labels = dataset.target\n", "true_k = np.unique(labels).shape[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Build Tf-Idf features for texts**" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extracting features from the training dataset using a sparse vectorizer\n", "n_samples: 3387, n_features: 1000\n" ] } ], "source": [ "print(\"Extracting features from the training dataset using a sparse vectorizer\")\n", "vectorizer = TfidfVectorizer(max_df=0.5, max_features=1000,\n", " min_df=2, stop_words='english')\n", "\n", "X = vectorizer.fit_transform(dataset.data)\n", "print(\"n_samples: %d, n_features: %d\" % X.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Apply k-Means to the vectors that we've got. Also, calculate clustering metrics.**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering sparse data with KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=100,\n", " n_clusters=4, n_init=1, n_jobs=None, precompute_distances='auto',\n", " random_state=None, tol=0.0001, verbose=0)\n", "Homogeneity: 0.528\n", "Completeness: 0.573\n", "V-measure: 0.550\n", "Adjusted Rand-Index: 0.524\n", "Silhouette Coefficient: 0.016\n" ] } ], "source": [ "km = KMeans(n_clusters=true_k, init='k-means++', \n", " max_iter=100, n_init=1)\n", "\n", "print(\"Clustering sparse data with %s\" % km)\n", "t0 = time()\n", "km.fit(X)\n", "\n", "print(\"Homogeneity: %0.3f\" % metrics.homogeneity_score(labels, km.labels_))\n", "print(\"Completeness: %0.3f\" % metrics.completeness_score(labels, km.labels_))\n", "print(\"V-measure: %0.3f\" % metrics.v_measure_score(labels, km.labels_))\n", "print(\"Adjusted Rand-Index: %.3f\"\n", " % metrics.adjusted_rand_score(labels, km.labels_))\n", "print(\"Silhouette Coefficient: %0.3f\"\n", " % metrics.silhouette_score(X, km.labels_, sample_size=1000))\n", "\n", "order_centroids = km.cluster_centers_.argsort()[:, ::-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Output words that are close to cluster centers**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cluster 1: sandvik sgi keith com livesey kent apple newton caltech jon\n", "Cluster 2: graphics university com thanks image posting host nntp ac computer\n", "Cluster 3: space nasa access henry digex gov pat toronto alaska shuttle\n", "Cluster 4: god com people don article say jesus think just christian\n" ] } ], "source": [ "terms = vectorizer.get_feature_names()\n", "for i in range(true_k):\n", " print(\"Cluster %d:\" % (i + 1), end='')\n", " for ind in order_centroids[i, :10]:\n", " print(' %s' % terms[ind], end='')\n", " print()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clustering handwritten digits" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import load_digits\n", "\n", "digits = load_digits()\n", "\n", "X, y = digits.data, digits.target" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", " n_clusters=10, n_init=10, n_jobs=None, precompute_distances='auto',\n", " random_state=None, tol=0.0001, verbose=0)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans = KMeans(n_clusters=10)\n", "kmeans.fit(X)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.665031845251332" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import adjusted_rand_score\n", "\n", "adjusted_rand_score(y, kmeans.predict(X))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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STaSLKQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axes = plt.subplots(2, 5)\n", "for ax, center in zip(axes.ravel(), kmeans.cluster_centers_):\n", " ax.matshow(center.reshape(8, 8), cmap=plt.cm.gray)\n", " ax.set_xticks(())\n", " ax.set_yticks(())" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" }, "name": "lesson8_part1_kmeans.ipynb" }, "nbformat": 4, "nbformat_minor": 1 }