From 4e76b23bd65de4912c66683b6ca5035d297ee533 Mon Sep 17 00:00:00 2001 From: bushuhui Date: Fri, 24 Dec 2021 11:56:33 +0800 Subject: [PATCH] Add k-means figure save --- 2_knn/knn_classification.ipynb | 10 ++- 3_kmeans/1-k-means.ipynb | 90 +++++++++++++-------------- 3_kmeans/2-kmeans-color-vq.ipynb | 6 +- 3_kmeans/k-means_data.pdf | Bin 0 -> 17036 bytes 3_kmeans/k-means_groundtruth.pdf | Bin 0 -> 92556 bytes 3_kmeans/k-means_predict.pdf | Bin 0 -> 94959 bytes 3_kmeans/k-means_silhouette_coef.pdf | Bin 0 -> 12076 bytes 7 files changed, 56 insertions(+), 50 deletions(-) create mode 100644 3_kmeans/k-means_data.pdf create mode 100644 3_kmeans/k-means_groundtruth.pdf create mode 100644 3_kmeans/k-means_predict.pdf create mode 100644 3_kmeans/k-means_silhouette_coef.pdf diff --git a/2_knn/knn_classification.ipynb b/2_knn/knn_classification.ipynb index ae6ea5d..f646626 100644 --- a/2_knn/knn_classification.ipynb +++ b/2_knn/knn_classification.ipynb @@ -322,7 +322,9 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "import numpy as np\n", @@ -479,7 +481,9 @@ { "cell_type": "code", "execution_count": 9, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# split train / test data\n", @@ -570,7 +574,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.5.4" } }, "nbformat": 4, diff --git a/3_kmeans/1-k-means.ipynb b/3_kmeans/1-k-means.ipynb index 3046e03..af069f2 100644 --- a/3_kmeans/1-k-means.ipynb +++ b/3_kmeans/1-k-means.ipynb @@ -249,19 +249,17 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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gPeAPskYpVgL3W2vT/naelpQVkWLl22+/Zfny5dSuXZshQ4YQEhIS6JCKpMt6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\nUI6kpBASEgJkLa3bu3t3Evb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Iz6dOJbp0aZ4cNeq0IwszZ87kfzNnUrFyZR58+GEqVap0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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -289,13 +287,16 @@ "plt.figure(figsize=(15, 9))\n", "plt.scatter(X[:, 0], X[:, 1], c=y)\n", "plt.colorbar()\n", + "plt.savefig(\"k-means_data.pdf\")\n", "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, + "execution_count": 3, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# k-means\n", @@ -384,21 +385,26 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "最初的中心= [[ 4.55381657 3.11045927]\n", - " [ 2.5733598 0.05921843]\n", - " [-0.1580079 -0.42688107]]\n", - "the SSE of 1th iteration is 63997.694980\n", - "the SSE of 2th iteration is 20276.698293\n", - "the SSE of 3th iteration is 4446.593824\n", - "the SSE of 4th iteration is 3500.485900\n", - "the SSE of 5th iteration is 3502.239035\n" + "最初的中心= [[-0.66262376 0.57059867]\n", + " [ 4.95053629 5.67481949]\n", + " [-0.3357847 1.66902153]]\n", + "the SSE of 1th iteration is 263177.945774\n", + "the SSE of 2th iteration is 40707.497266\n", + "the SSE of 3th iteration is 40405.518386\n", + "the SSE of 4th iteration is 40348.918515\n", + "the SSE of 5th iteration is 40256.192636\n", + "the SSE of 6th iteration is 40226.957376\n", + "the SSE of 7th iteration is 40226.925909\n", + "the SSE of 8th iteration is 40224.485426\n", + "the SSE of 9th iteration is 40225.152890\n", + "the SSE of 10th iteration is 40226.135748\n" ] } ], @@ -410,36 +416,32 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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CkSNH2PvSS2SG0HbeF1+weuHCDunDmz179rB69Wq2b99OSkoKSUlJJCcns2HD\nhhDOoOntzJs3CZstcNKfN28SkyevYuPGX3HoUBFwFwkJ+UyZUsymTfO5+upxxMfP8zlu5Mg7yMtr\nIDe3iPz8lWzaNJ/x489j06b55OevJCXlGsCOmTDJzvadSB2OKiordwDLMAzcVe62+/ZVe6XUAO/U\n3MHSbrvoSKOzNmiHQbhLi1hstKE+enzlSvmwT5+gah/v7bGhQ+X9f/7Tp69o9NEerK5R0/vw6L9d\nsQJLxWa7TLZs2RZUDbJlyzavGIPFYsQtTJBhw3KDqnEMVVWgbSEx8Vqf9uZJ+2522xTGjTMvBuRS\nXbXlZhotvb+ZQVnbFHqRTeHYsWOy+KyzQp7MBeQoyMKcHHc/0eijvWihoHERbOIPtDUY0ciDB890\nRiO70lqbG4/NJkLP+bzLhi6TSZPm+kyu5iU7DfuEayK2NnKHpr9vb0bUYJN/b8y22iuFwvNPPCFb\n+/cPa0IXkGeTk+WN//s/EZGo9NFetFDQuAhmZPadeP0n/wLna/DJOTNzuk/6jClTFktCwgwx6iEs\nEFgqiYmTAmo4xMUViG96bWNLSZnp7st/Qg4mjDqC3mpQtiISodDts6R+9u9/8/7YsbwWZmprESFp\n82ZyfvSjqPSh0USLYFlRS0tnU15e5NTdPwDY8GRB/RKPUdkqrfVAKitHMXnyKtasmcacOc/7pNY2\ngt2uo7lZ0dy8BG/7QGvr74C7AO9Sn40YgXKeNOELFhTz1ls1NDTsw2YbwnnnreGBBwLThZvhcFRR\nWLjWtFpbKAQzKLe3715DuFIkFhtBVgo9hZ50LZr2EUpyPCPFxTTxpLlYJkbltR+LVX4izwrCs2Kw\nbmeVO+lqv5XAbDnuuOkR6+699f9TpiyW9PTrQj7WDKuVwpQpi7VNIdT5NtwDYrFpoaDpbbSl/zaE\nglk5zHxJSPiBKOWfOdU7+Z2hAho8eKbFxO/KpWQmMBY7hc7VApeJpxKbMcka4wpNfWOublooviqq\n8FQ/VkIpnHH1JCIRCt1efaTRdAfCVV20VZjn7bergCfxr9QWFzeVXbueAqCwcCU7d37BRx/t5Nix\nERhupIsw4hAaGTy4kQMHrArlzMZQJZXiUS0V4arM1rfvhRw9+rzXsV9ityeyZ89OjEI9s/GOd7Db\nv6GgoMTn+gsL15q4sJY6jy9y7wsnlsCq0t2cOWvQcQqh0a2FQkZGRo8pk5mRoXWbPRWHoyqgLObG\njfMZPTqZb3YtAAAgAElEQVSZk04aEqFu24bZJDdkyHB3X6Wls5k8eRXHjv0d34n9OLKzH2PNmkVc\nffVt7N17D742hVswCuw0YBTc2QechKdUZyNxcd7nr8JIxlfC0aOBAgQ+ZseOOsrL73Sfp7y8iOOP\n72N6DZ5AO4gklsBMoAaz02j8CHdpEYsNrVrRdGPactUcOfLmAPVQW8nbpkxZbNqnyz002HkHDpzg\nTmCXlnaxeOwSl4qR7M43FbfNdpmJKspbdRX8+nyP93xvbdNYFnW9v45T6CU2BY2mO2DlYuox5hqG\nUBehTGBtBZJVVFQGOe9Sd5tBg7ztCoHxDa4MqMYE7p0bqdJLMJifZ/Dgme48SGbfn3nmzwKuc+TI\nmyUvb0GHxBLoOAUtFDSaLoH5E/suMdJTG0/lQ4dOb6N9oFG0oqLSZLL2tA0lmCzwab3S+aQ+TcDI\nXCpiJdgqJSVlmqSkTAs6XqtxxMdfJBs2PNPrJurOpNsKBQzL1nvAixbfR/lWaTSdh1nNAP86x336\nzHBPiOFUIwvW1jqYrNLdxpMaw7/G87aQJnbXRN6WC21gXQbDG8pmu0wLgg4kEqHQVawstwC7Yj0I\njaYjcHnE5OevZOjQGRjVzx7B2+vm2LHV7oRx4SRvC9bWdd7MzGswPI9W4m0sTk2NY/z483jttetI\nS5uBUj8GCjAqs53JyJF3UFo6GzCM1p6sqsY5srOL3EZy1/V5J93Lyspwe13BQTxeRa5xjKKh4Qz3\ndQerNKfpRMKVItHegBHAJiAHvVLQ9HAqKiqlX78rg64EwjGKhmp/CKWNETjmCYZLT78uoE04qh7f\n81qrsqxWNf6rjd5WNS0a0B3VR8BfgDOBC7RQ0PQGrDyHvG0G4UzAobRtq00kOYPamqgD8zSZq5CC\n2T9CUU9prIlEKMQ0TkEpdQlQKyLblVI5gGXQQXFxsft9Tk4OOTk5HT08jaZDeOCBm9i5s8gnbsFQ\nxcx3t2kreM2bUNr6t3GpalzBZHZ7E+EEd5nFXpSXF7nVRuCfhygDmAtcDZwB9AXmkp39WJvBZWZB\nbkZ9hpUh36PekveorKyMsrKy9nUSrhSJ5gasAPYAFcAXGNEyT5i0i7oE1WhiSSzdI82evK1iCaxW\nCqGsLKy8rjIzpwdcd3jpwsVH3RbJ9faWlQbdUX3kHohWH2m6Md1J5201WXs8hAy31Li4K2To0Esl\nL29BwPWEMlFHyzbS3nTYvTmddiRCoVunudBougKhqFK6EubppQfQv/9/6dfvGg4cSKC1dTWtrQP5\n6qtGNm4s5L337mTLlqXu6wklbYRVHiKzexKsrW+6cHN1W/jXq/MeWRKuFInFhl4paLowHfkk2hEr\nkMDxekcnW3kJLQswhHemSqY96ja9UtArBY2mU+moJ1GrFciaNdNYvXozNTWtDBpUh0g8dXUDQjag\nzps3iY0br6ahwWXwPYgnG6pVgZ44n+sJZxUQDcIxvPvT3pVGb0MLBY2mnXRUBk5zr5u5XHLJb2ho\nWIVRae1BjEymoamtHI4q5sx5noaGDe5j4uKupbXVdQ7za4FWUlN9p4u2Juqu4vHT2QKs2xPu0iIW\nG1p9pOnCdJQqxdyY660KCV8tYq5K8a7UFpgUDxYGBLJFck9cye66gzG+p4BWH2k0nU9HPYmar0CO\nen0OX21lrur6Kf3738jhw4/gHU+gVF+OO+4IP/zhSdx/v8fIHMoKwGyVs2fPCvbsuQsooasb43sz\nWihoNFGgPTpvK8x04TbbhzQ0uARF+Gorc0EzjGHDaqmpucvZZxywCpFhXHzxyoCgt1A8razsLLjT\nrYUfgKbpHLRQ0Gi6KGYrkHnzbmfOHJegmI1/ycy2DKjz5k3iz3++kZaWR9zHxMffyLBhqdTUlHq1\nrAJW8uKLn5KVdTkpKemcdNIQ6usbQooutrKz4JODU7uFdkW0UNBoujBmK5BNm0a4BUVysiBSTH39\ngJDUVqtXb6al5XaMTKWtQBwtLbdz8OAyPJO4p7xmff1A6usbqaws4p13riQh4VeEorIyW+V4Sn26\n0OUwuyJaKGg03Yz2qKoMtc4ojBTWHk44IZs+fVyT+FoMvb9nNWB8XsmhQycSisrKf5WTlNTE++83\nUF09zH2MdgvtmmihoNH0IqzUOtnZA3nqqdkUFq7k5ZftHDhgZg9oBX5KYuJ8mptX0ZbKyiwJn3YL\n7foow2upa6OUku4wTo0m1rTlGWRmKM7O9jUUFxSUsH79YgLtASuBxeTlLcNmG+w1uffMjKM9AaUU\nImKZfdr0mO4w2WqhoNG0TSgTvqtdYeFay0ndrB9D3WSkutZupN0HLRQ0ml6M1RN+fn5obp/eq4zk\n5CaUaqG2ti/79tk54YR0srOH6FVBNyMSoWBpU1BKpQO/AdKAvwG/EZGjzu9eEJGp7RmsRqOJLu3J\nwWS9yrgxqkKgq6S+0FgTzB9sDVCGUWH7W8AWpdRQ53f6r6jRdDE8RmRvQnP7tK5utjZq43MJnvXr\nF1NWZqxqJk9ehcNRFbVzaNpPsF/L8SLyOxHZLiLzgd8CW5VS2YDW5Wg0EeAqg5mbW0RBQUlUJ8TS\n0tlkZxfhEQwuz6DZbR7bkTUHfvvQQ0DnCB5N+wnmktpXKZUgIocARGSdUmof8AqBvx6NRtMGHV2M\npz05mDoq0+uOjz7ihQ1/5oIJE3Sxm+6CVaY8YCFwgcn+McCmcDPvtWdDZ0nV9AC6crGXjsr0unzx\nbfLlxk2yfPFtEV1/dypz2hUhmllSReR+i/3vA5OjLZw0mp5OV35S7ohMr01NTaiGJoYOGgz1jSxd\nOiesYjfdrcxpT0FHNGs0nURHqWhctNezJ9qZXv/y1AauGPtDAK4Y+0Pe/cdbYQkeaxuEzqzakWih\noNF0Eh1ZFjLWT9W/f/R3/HPrm6SlpLj3tR46wqyrZwNw2okn8fSGtVR8tIOThsFJw6CmtpbNf/8b\n1/38etM+u/LKqiejhYJG00l0ZFnIWD9Vz5o7h5rKKs4cMpyp555v2uZ/nQIC4Pm330QlJDBr7hzL\nPjt6ZaUxp82IZqVUCrACSBWRHymlvgOcKyKPdcYAnWOQtsap0fRmcnOLKCsrMd3/+uuB+zuK5//y\nFz54bQt3/Diffn37Bnx/+MgRVjyznjGTcpl6xY+D9tVW2g4dCNc2UY1o9mIt8Diw1Pn5U+DPQKcJ\nBY1GE5yu8lQ97YorOPPssym88y7uvmZewPfL/7SW65cuIevEE9vsK9jKKtbqsp5MKL+YYSLyNEbe\nXESkBTjWoaPSaDRh0Z7AtWgzMiOD/n37mX7Xv28/MjIzQ+7LZfx+/fUS1q0rck/4OhCu4whFKDQ6\n01sIgFJqHHCwQ0el6fY4Kh0U3FxA7uxcCm4uwFHpiPWQejSup+r8/JXk5haRn78yZk/Nn376Kaec\nkAqA44saFvzhYRxf1ABwckoqn376abvPoY3QHUco6qNFwItAtlLqLeB4ILgyUNOrcVQ6mHzTZOzf\ntcNQ4AiU31TOpoc3kZWZFevh9Vii7VIaKf8uf4dzTjyZ599+kw8P/JdfPfowK0vv5MzK4Zyd/W3+\nXf4Op556arvO0VXUZT2RoIZmpVQcMA74J3AKoIBPxJkttbPQhubuRcHNBaxPWg/eGoQjkF+fz7qH\n1sVsXJrO4Y4Fi4hvPsxZfsbkF/7yDO9tfoOWAf1Zcf997TpHqLUjzI7rTcbpqBuaRaRVKfWIiIwB\ndrZrdJpeQ01djbFC8KYf7K3bG5PxaDqXkSeeyEWX/o+PMdnhqOKZjTux2/swoG8lDkdVuybjSNx7\ntXE6NEJxSV0JvA08F+3HdaXUCOAJIAXDkP17EXnIpJ1eKXQxHJUOCu8rpKauhrTkNEoXlbpVQ3ql\noPEm0qf6aNPeIkTdkUhWCqEo4H4G/AU4rJSqU0rVK6XqIhphIC3AIhEZDZwL3KiUap+yUdPhuGwG\n65PWU5ZVxvqk9Uy+abLbmFy6qJTsD7LhiPOAI5D9QTali0pjN2hNzOgqnkLaOB0abQoFEUkSkTgR\n6Sciyc7PydE4uYjsE5HtzvcNwMcYld40XZjC+woNI7JrJdAP7N+1U3hfIQBZmVlsengT+fX55Dpy\nya/P10bmXkxXmYzbU4SoN9Gm95FSarzZfhHZGs2BKKUygTOBd6LZryb6+NgMDgDbAYHNjZtxVDrI\nyswiKzPLUlUUTPWk6Xl0FU+hYLmnepsBOhih2BRe8vqYAHwf+LeITIjaIJSyYZT+LBWRjSbfS1GR\nR+eXk5NDTk5OtE7fZalyOFhbWEhrTQ1xaWnMLi0lIyv2k6fbZrAPeA/4H4xVg1NNFGxV4OOuGuIx\nmu5NMJsC0KmTsWvy9xinZwN0CZtHNCgrK6OsrMz9uaSkJGybQptCIeAApdKBB0Tk8rAOtO4vHvgr\n8DcRedCiTa8zNFc5HKyaPJkSu935M4Wi7Gzmb9oUc8HgqHRwwZwLqK6pNiJWwjAoayN076QrT8Y9\n2QDdUYZmfz4HRkVwnBVrgF1WAqG3sraw0C0QwPi5ltjtrC0sjOWwAMNmMCZrjOEz5p/NoA3X05q6\nmrCPaQ86srprYJauQhuguyah2BRW4UxxgSFEzsRQGrQbpdR5QD7wkVLqfed57hCRv0ej/+5Ma02N\nyc8UWvdGb/JsS7cf7Pu6Y3XQB8PDyO+pPzU51fKcaclpYR8TKTqyumvTVSbjrmLz6CqEkubiX17v\nW4ANIvJWNE7u7KdPNPrqacSlpZn8TCEuNTqTZ1sTZlvfpyWnwWjgDSAXt33A9pqN0j9Zu56WLiql\n/KbyAJtC6cPRd1cN5iWlVVWxp6tMxh1Z/Kg7Eoqh+RZ/1Y7Zvo5E2xSib1NoS7ff1vduoZFpN2Ld\nj4HtgI2Xf/sy439o6rDmxrUC2Vu3l9Tk1A7zPsqdnUtZVlngfkcur699Pern04RHV0pVYWbz6G5G\nZjMisSmEIhTeE5Gz/Pa970x90Sn0RKEQimeRu83evcSlpkbV+8hnwvRyK01pTOHtv7zNnOI5bU6o\n/pP7vCvnsfrp1V3G1VQbtWNPWxN4uJNxOILE6ty9yf00EqGAiJhuwNXAS8A3GFlSXdsbwGtWx3XE\nZgyzZ1BZUSGLp0yRGQkJsgykEqQB5NbsbKmsqOi0ceTPzxfuQFiAcC7G+2LjNfuSbJl0+SThfIQL\nEHKc7e5A8ufni4hIhaNC8ufnS86sHMmfny9b3twi2ZdkB/RT4ei8a/KnwlHR5cbUm6ioqJTs7FsF\nGgREoEGys2+ViorKiPvMzy/26k/c/U6Zsjikc2/Zsi3qY+rKOOfO8OZbyy8gA8jByHt0gdd2FhAf\n7onas/UUoVBZUSG3ZmdLg/PX3AByq5dgKM7P77SxuCfM870Egmu7ERnwvQE+kynjkPTcdKlwVJhO\ntrbTbYH9eAmRWOESXrmzciV/fr4WCJ2I1QSen18ccZ85Ocv9+jO2hIQZPhO71bkzM6dHfUxdmUiE\ngqVFR0SqRKRMRM4VkS1e23tiVF/ThImpmylGvdMvgQ82b6YoN5eSggKqHB3rOulKRTH82PBAF9Gd\n0DS5ycdAywQYkzWGrMwsUwNuw+AG334OAP+AF99+0e0K2hnuof7nAFj30DpeX/s66x5ap72OOpGO\n8C6ySlVx6NCJPq6sVuc+cGCg6f7Nm+3k5hZRUFCCw1EV8fh6AqG4pI4DVmHEJvTD8BZqlCjlP+pN\nWLmZNgIPAk/W1jKwttYwKpeXd3igWlZmFpPPnsz6I35692OYxhLUH6sHLFJje7unHsBIVpIL9f3q\nWX9kPW/+7E3kqFB9bnWHuYdqF9SuRUd4F5WWzubZZ+dz6NAqPP89RcB87PZHKCgooaamlcrKHabn\nHjy4kQMHAvfX1mZQW1uCTqcdWvDawxj2hc+AROCnwCMdOaieisvN1JtGjBt7HbAS4+e9EpjbSYFq\nZhlN42vjPZ/x7HfFErhjDbwZDfyf0Y7teNxUMV73nLOH6pZqyyR60aCtRH2azqUj6kZnZWVw0UWD\ngLvw/LfMB4axY8d/WL9+MWVlJVRW/or4+BsDzv3HPy4KGBMUYkxroGs9hxangIjsVkr1EZFjwOPO\nQLNfduzQeh6zS0spKi/3cTOdDxwCHsNQJXk/+7TY7R0+JpcaqfC+Quz77ezYtYOGsQ0B8QfesQRm\nsQa2f9loOL0B/gF8jelKI+ARJMqRzLq4T9cikkI4oXD//QvYscPXA8lmm09Dw914VgCjaGm5nczM\na8jKOs3n3Js2jXCPaefOj9i//34ME6qL3hvNDKEJhSalVD9gu1LqHuALIkuP0evJyMpi/qZNXDNh\nAqMqK+mLMfkvwiMQwGNrmFFd3SnjcmU0Lbi5gPLscmMCH4oxwR+DzJZMNj3lUcF4CxK3O+rKecy5\naw72H9iN40yilvH/P4tyJHNyn+ROi5bWhEZH1I02Eza7dyfzzjv+2XdGkZV1Gq+/XuLe4++Ompyc\nwcaNw/yO673RzBBanEIGUIvxr7YQGAT8VkR2d/zw3GOQtsbZnfAPTFuMsQj25yf9+3PPxx93WgI8\nq2CvlFdTGPXtUW3GHrjiFux77ez4fAcNExvcK4mR/xrpsSl0QHZUd5K+5mqYgM95y/5fWYfZFHQa\n8OjRnriCUJLamcU4jBx5ByLNVFffTzgBdN2FDglec3acCIwUkU8iHVx76GlCAXwD03Y4HDxRWRmQ\n0uIuID4/n6J1nRNoZRXsxZvARMKayM2iloEOi2R2j70JdyAerZB3Yh4vrH0hKufwR6cBjx4ORxUX\nXHAn1dUpGIqIVtLTa1m3bhZz5jzfZrBaKEFtVoJjypRikpJspgF0nRHo1pHn6KiI5sswHmT7iUiW\nUupM4H9FZErkQw2PnigUvKlyOCj5zndYdeiQnz8FrMnNpeT1jk3J4JrAd+/dzc7Pd/o84fM6MA4Y\n7GzcRSOCY5HSQkdMR4+pUxeycaMCSvFY1gpJS/uYmppn8J/Ihw+fyeTJ32XevEmsXr2ZmppWkpOb\nUKqFurpkkpKM9wcPJrsn2jlz1lBWVhJw7tzcIh8Vk4vOqC3d0eeIRCiEYlMoxiisUwYgItuVUvox\nKIpkZGUx6KKLuGvjRuIwnpMMf4roJcCzwudp93TgBEh8NpEBAwZQd6SOo4OO+h4QA8NtKCqazsy+\n6kIbtqP3lPv221XAk/ha1krZv38aZnEF+/efzvr1V/LnP99NS8sjeE+oa9Zc6Fxd/Mq9v7y8iNGj\nFeG4yC5c+AB2uw24B+O/crbTMyl6dRas04fHrpZDKELhqIgcVMpH2PTcx/YYseD++1m1Y0dgArzS\nji12H+DG2ReahzTTPKHZs1p4AxiLsVroZMNtsNgD1/hr6moYxCBGfjKSPefs6fDsqy5iIYi6EmZP\nuZH7+Nswm/zj4myYTeTGJP20l0Aw2tvtJcyadQ2VlU/47Z/L4cO3kZAwj0OHTsRwQR1mmQ3V4aji\nlVcOAh7B4lq/R9MzqaukD/cmFKGwUyk1A+ijlPo2cDOGf4kmirg8k1Z6JcCb3wnlNwOedrfjMdTi\nfM3F+Iv/oOMnWn+sYg8WFi9kx5c7fIRF+p50puybQv2xesNm8XDHGn07Mw24GbFO7Naep1zX2Hfv\n/oba2moOHYrHEy/guoZGzjlnCPv2+aa19lKuYjahfvUVGBrvVgzhMQl4ns8//5O7j8TE+Vx44SDu\nv3+BqTG7vr7BK0AOPD6Bd5GaGpInf0h0lfTh3oRydfOBpcBh4CngFQzxqYkyGVlZHWJUDpaRNeBp\nVwiMMWiCvjV9GVI2hKyRWSwsXshBDlqqcqLpkWOloinfWU7thbU+wqL63GrG149n40MBZb47BDPX\n3I4WRC6i+5QeGW095QbzJjLGPhcjQsf1VO8KJLsFQ3layMcf7+X885MZPbqYd96ppbY2A2NKysCY\n8P0n1M00NNQBR4G+wJUYTt/edomBNDevwmZb6Tcez71MSJhnem2wi9rab+FwVJne53AFdZes5WCV\nFAl40vl6S7gJlaK90UMS4sUC0yR8XhlZ39y6RUYfnyg/GIBcOBA56TiEG7yS2i1AGIMnY+r5zs8L\nzLOOhpqZtLW1Ve6+/XZpbW0NOn53Nle/RHvDfzDcd59zy52VG/2b2AXpiGRz0RxDsAypnuPMj4dp\nzu8qBZYL7BKb7TIZM+ZmsdkuE9jlbLtL4uNnefWxS5Sa4XNOuFkgzzSJXm7u8iDXscxibEbbkSNv\nDsisGmlWWNc9yc1d7r530YJoJsQDzlZKpQJzlFJDlFLHeW8dLq00hldSQUHQJHlttQlW67nK4eCJ\n/AIu/G8zrzbBK42w/Wu4fE0f2O884C2gP3A+hhrpfOfnckzTSISaamLrK6/wxaOPsvGJJ4LeA7M0\nHNkfZDPu1HFBU3H0dLqCLto3jUUVUEhCwjzq6xucRlrz+st2e5Nzv/k1GB4PRRirhTrgMRoaNvD+\n+w/S0LABm+03jBu3gPz8p3nttevIy1tGSsp0+ve/BZHV+Kp8VgAuA7M3HhVN4L2sAhpQ6nqv41xq\nq9nAQPbsWRGQCiPSmtNm9atjSTD10e+A14ATgX9j3FkX4tyv6SBMK6/5JckLpY1/Er4qjKys9pdf\nZtFbb/Gd6mqW4Ptv9MdDx6jbnEnLuVn8o+4fHL78cEDGVJ7zfPb2tgnVI+ele+7h3ro6Fj/4IJfm\n5xMfb/5TtFLRAOy8aWfM9Pmxpivool2RxQsXLuPVVw/S3LyKQ4cG8uKLjSQkzMfI/es9voHY7Y3s\n2PEfPMZiKyOyaxKOx3CA9PxCGxpWMXx4MevWFbF161u89pqdhoYzgD2YC5lvO/vyqGj69Lme3buH\nMnXqQj7++CNgGpAEJGM8bdyPyJcY0UIfYwgql9rK6NdfAEcqqGNtGwqgraUE8Gi4y49ob/RQ9VFl\nRYUU5+fL8pwcKc7Pd6t0KisqZHpmplvl49r8ay4U5+cHbePqZylIMcg2Z/0G1zFLQZabratBluca\nahgrNQ1nmNdMsFL3eLfZ/u67sva440RA3ouPl8d/85uQ7pdZYZ/eWiuhIwrYRIqVGslQwfjuM+oZ\nbBKY5VQD+V5DfPwM6dPnYuexLvVR4E80IWGGbNmyTWy2a72Ot1L5uPoqdva3TGC+c99PBRb6qZxc\n3wVXJfmr6iJR6XX035EI1EcxnexDHmQPFApWuv5tW7bIrdnZsrSNyVpE5LZx40QwivQUOyf4YpBb\nxo0z7f9akF1efRWDLPMSEv6CpcJRIWnfSzOd5PlB5DaF2y+5RA57ne+20aOlubk56P3SVdQC6Uhd\ndDhYFb6Ji5sqHv2/MdmNHXuLc3Le5Xy9RWC6wE0Ck5z7K70mamuBE1gwx/s4V7trBK7127fQS0gE\nsx149zvbp49o2RQ62jakhUI3wuop37VCKA4yWYsYQuUym012+T397wK5KD5epgwdan681+dKkOtA\nFnod3wBy88iR8uZWZ3nNGwPLdXIGcubFZ1o+nQerdlZht8tDJ5zgM67PlJKHliwJer9CWYFoYkOw\nlYJSV8mAAXmSmTldtmzZ5my71ESI+PdRKbBMhg6dLnFx/sbjWwUqZfDgmSb9VApMlf79p4lnheAS\nAEsFJotnFbBcrFYivvsbJC3tYklJmSYpKTNlypTFlhN9MEHt+i4nx/OdlUB1GcHbSyRCIXoOt5qw\nsCq4M/DAAQZimLOK8Eun7RXMtrawkLsbGrgd2OBsU4Xh4PdsSwv3fPWVaf/1zj5dHtxXAvempTGz\npQUbkHz66fQdOJCf/+wK7NP2G/r6sbgzpvIlMAFGx422TOXgyrpqxuN33MFt+/b57DtJhP3PPsvB\nJUsYNGiQ6XE6erjrUlo6m61bF/rkLTJyaC5FZBhNTVdTWflr5sx5jDVrprFx4900NPjbEo76fc4A\nSjnjjCKSk+vYuLEQ48fX4PyuyaJgzjDi4w9w6qkn8sEH3valIufrdAwDNs6xtmBu12h1vx858g7K\nyn4Xkp7fPyusw1FFQUEJdnsTO3Z87EzvPYpIo6w7g96bHzbGWBXcaRw8mEaMn/18jBCcZcA1mZkB\nBuRRGD8v189pLR4hYl60ED5SisXOdouBdfHxLHvqKZ7bt4/St98mweHgVxs3Mqxxv8e4PBijWvdE\nYDhwfOBkHEqpzf379zOgvBybyf244bPP+O1tt1neL9PCPr3I26irY+TMXILxy1qCUY8LjF/jGcDT\n2O0lrF69mZdfvh2bbT6+nj0fYuUhdNVVP0SpncBIIBvj6aSItLTBpKcv9OvnDlpaTuejj+ox4hOq\nfPoz/rOKnO9nA/swYiO8+5gLvAtcAxQi0hzRPXHFP6xfv5jy8rtpaNiA8dhWhcszSamWqBciajfh\nLi1isdED1Udt2RSs4gpcuNRPxV6qH2+jcaWfWqkB5FqnuslKJeWt0so/DnNbQk6g2sZM359wToLk\nzcrzUR2tmDdP9puv1UVA7hw5Ur744gvT+6VtCl0Xc/XRLjFsBUudr7f4qEVcqpSUlJlONc828Tc6\nZ2ffKlu2bJMBA2aJuU3A0O2npV3sPM9igess2u4SuEzgNoEFAgslJWWm5OUtkIkT50lKyjQZOnSG\nxMVNEG87iDGmXRHp+K3Vah57RW7u8i4Xp6DVRzEiWFqLESGku3BVcZtrt7vVTHUYzzxxGBmkDwAF\ngOrfn+yLLkJVVfH0Bx+4VUezMZ6bWvcaT/3eKq3Sr6H8WbBfjicH0t+N9wl/S6B+TD2OSgdZmVmm\nsQmHLjzExjc3suOmHWx6eBPDhg7j0BtvcHyQe3LDnj1cMX4sLT84MSASOpbRw5rgmPv5+0cqzwc+\nJjU1DoejioULH+Dtt6s4diyRAQP+RVPTDGebu0hIqODCC1N54IH5LFjwME1NvvmNjEyqRvHaPXtW\nMHz4TIwkCyX4u69CKcnJ06ivPx6RDe7xxMffyNNP/4zx489zjzov7xe8+KJ/nEMJsDKi+A8rF1Vv\n1TGBjxUAACAASURBVFRqalyHFCJqD1ooxJCMrCxml5a6U1CsLSx0p6BoK92FS6isLSykxW7nx9XV\nDP/vf/nVkSM+CQMKgWGHD7Pw/fc59tVXuLLJu7zA5+LJxOpSaQ0EsoBNn8AvfwdvZQ5FSOBL9SWH\nJxzmUL9DvHjkRXbetJNND2/Cvt9uqu/nmCdwbezAdGZ/9lnQaxoMnLV3D/ck7YEkT+I7b8GgU1JH\nh1B940MpfFNZuQNfvfhaAmsJrsJmu5p582531k2w4cmK2siAATdwxhlDyM4eQmnpCvdYystrCT6x\nDkQpV9I880m4oWEg/kFtLS2PsHr1StLTR7iv4+23P8AstgKOkpraN6T76o1VLAl8BBSSnl5LaenS\nsPvtcMJdWsRioweqj0TaTkERDlbeTFOcKiZvDyPv7y+z2XziI6zGE8z7J/PcTHNV0yjj/QUFF8ii\nk0+2VBt5b00g3/m2tXeRf6xCNNRHHdFnVyZU10mrdlu2bPPb759uwsy7SCQ5eYbTjdTbbVTE42lk\nfD927C1uNcrw4dPaUME0yIgRl8rIkTeLtXvpVNPxjBt3S8D1edRNnuP79LkoIpWO2f3zV311tBsx\nEaiPusKEfzHwH+BT4HaLNtG+V12CtoLPwmF5To7pJLvc2ecMi0n4F+PG+fTjDqjLzfUJqMuZlWOZ\na2js5WMD3VbPRRhrvJ903hh5LwSB4NruSkTifxqYy2jLm1vEdrrNyL+Ug3Bj++0KAbaKGxHb6TYZ\n95NxPVZAhOob72nnG/g1YsSlJsfvkszM6ZKbu9wkfsB7Im8QmOEnEPwnzmsFNkl29q0yadJcCYw9\n8EysLp1/evp1MnHiPFGqwK/trWLYEALHYz3OZV7vZ8ukSXMjvteBthNfgdPRuaoiEQoxVR8ppeKA\nhzH8WvYC7yqlNorIf2I5rs6itaaGL/FN8jsbj44/HLxVPy4+BnZglAhpwnwhOzA726cfb9WVd3bV\nvnsrjYOHezU+Akl9kkhNTeWdE94x3FYFIyHKWcCHcOL2E8n+bwNjwriWW5vhT5tge77RPxjeTZcs\nvoSGyxp86jzYzzLUU/5qpVAztfrYQw4A70HDZQ2U9yun/Eh5gAqrJxBqOgaj3ZfAKrydo2tqrjU5\nfhRZWafx+uslTq8bq3TXAzEy5Lh+jWsxUzXB1djtdzN69BrS0w9SXX0Xxn9IPXFx5bS2DsDIgmqk\nnqiuvp/x41cyZcoBNm50tXWVq2rCZptPQ8Mq93iys4s4/viTqKw0U01VOsfbSnp6X1avXuqjLnNV\nePOu6mblruqyF+TmFlFb61/dLbZ1E6yItU3h+8BnIlIFoJT6E5CHsXKIKcHSTUer/39+9hl7MKSi\ntx1AkpPD7m92aSnzn33WXdLzY+BuPKa+j4HrMRJahVLEp8rh4L6cHFbs2eNuP6u6D89ee8wQDM5S\nna/UvcI5J51DQnUCh2yH4GxgAPR/pT/DZBhJzXB5G7YEf+KBm7+AG54FNc5IuVV4X6GnTCj41HnY\nmxHoHmtVmMd/cveJf9ju7NMkmV9PsmVY6bodjh0+KaGNdn/Af9IWOcX0eJdvvSsnUmHhSl5+2c6B\nA9n45g36KXATxi/fyhhruLHW1w9gy5abKCxc66yhPAi7/XzKy/2z9xsT7GOPLWDHjsDylmvWzGX1\n6pVedZjnU1i4lvLywOvIzGwiKwtSU+PdOn//1NrGf+ocYFhIKcu7Qq6qkAl3aRHNDbgcWO31uQB4\nyKRddNdUbdBeXb9VTiP//q1STCyeMiWicS/Iy5NlIDNBppr0vQsjYtpfNWTG4ilTTMd20vEYKbRz\nEOYgjPNVGyWekygTr5wo6bnpwh1I6lhkfDJyQUbgljtQyW1jvy9FF1wgeSmD5II05IJBxjZ+EHLC\nGI/6yEp9xfmBdodwop992l5g0n9xz0vHba7rNtQw3raFiopKSUjwVvV4VD6Jib6pI6zSOeTlLXCq\nTZaLJx22J0I4IWFyEFXTUlP1Slspu6dMWSzDh8+UlJRpkpe3wB1J7R1JbHUfzK6jbdfSttVAscpV\nRXdTH4VDcXGx+31OTg45OTkddi6rdNMrCwvb9AoKJXOpq/97MH9GGlBf3+Y51hYW0mS3s3vfPtJT\nUhhy0kn8eNEint+xg1/a7e4iggDNwCcY0czDhg1jycsvk5iYaNk/QG15uenYsppg93eB4zCqdvtV\naWu+sBn7G3aqc6uNiOMfwd5E4AcYOqztGCqmVkhJHo6cOoC05DQkexBbTngxoLTlxHrDM8qq9KXt\ngI3SRb6rnXCin32qpyl6RXlN15P8hAnXUFk5Cm81jHfltKysDC68MJUXXwyMGr7wwkHYbL5P3v5P\nyg5HFe+/3wruPLyNwE306/cNZ599Gg88cBMAZ5zhq9px+cXZbLdTWroqYPxWhWnmzZsW8ET/97/f\nwKuvPkRzczHwNHCUjRvn8/LLtzN+/HnuFU2w62jbtbRtNZD36inYudpLWVkZZWVl7eskXCkSzQ0Y\nB/zd6/MSTIzNdPJKwdJom9v2E2MoxmNX/8UWK4VghmbTVYxzFeAKfluQlycX9OsnH4KUnIgUXoE8\n9wTy6t+RDU/FS2HhyVJSMlN27/7M8jzThg83HdsykLwhCLOQhO+YP1n3Pb2v774FCGcFrir4Pu5i\nPem56TLywpGWwWlmwWu2sTbZ8uaWgLGHmyfJ5X007vJxYhtr6zUBcqHk3WnPE27wJ2xPP0a208vE\n8FoqFsObaYZs2PCMZd9mAV/W51soZtlYt2zZFtJ9isZKIVbQDVcK7wInKaUygC+Aq4CrYzskc6Nt\nIx5//mBY5TTyNh67+p9N8PxGZpiuYjCM1SV2O8X33kufnTu5aPARnr0Gbl0OSUnePbQAn1Jf/ym/\n//2rDBp0M5MmXO22n9QNGkS8CKqlxa319TcVNn0DfZ+CPknwZ5Mn66NHj/o+cQ/GU4fB2yYwCcM4\nnWOU0syryeP8+vNNg9P8g9eSSUZGC0V/KCLtaV9Dcri1k73jH1wG6t4QIBeKnrs9T7jBn7CNNA8L\nFhSzceNvePnl27nkkruddRGepqVlGcuWPUZq6gmsXr3ZMp7CeGZs63xfAo96fTeQlpbVXHLJ1Xz4\n4ao2r8VsZeIpG9pIevpC6usHkZtb1DXqIbSXcKVItDcMl9RPgM+AJRZtoi1Ag9Iem0IoKwXv/iud\nT98zEhJk8ZQpbZ4jmOupgEzr319+Oxx58cnQ/gTPP2+T6acOcY/FFc9QCTIfZAKelNyVznMUO9tU\ngGSf4vf0P85pa/BzUU0Yk2BuE/DS44equw8l5UWwTK0ag47Wc4eS5iEu7scyceI8GT7czGVzl1+9\nBKuynA2SkHCthausVZxCpcBUGT58ZkipJbxXJlOmLJa8vAWSm7tc8vIWOGMkYl/XwgwiWCnEXCiE\nNMhOFgoi1v76oRxnldPI2/js/hxm/5ZCx/k6GeTexeHd4pWLkd1efVTiyZvk2ud9Pu9aDxUYeZJy\nRyKpaX0NdZBLZZRjTPop56TIpKsmWddlaEO9449Oox09opF3xywltGu/uUG70uvzQvGNC/D+3luo\nmMUz+Pc13y+IzlWjeZKfsKgU/9iHSCfyrlArOxiRCAVlHNe1UUpJdxinC7c7qzN30aR583h+zhxf\n43N2to/xOZy+S844g1UNDQHpKn4PfHYiPLXdX2UUnLo6eGAMfF0BQwA7hvPgT53f+3qpG/o9VxYZ\nF43A5MT+vH3tYU8swwHg3zD82HD6HenH58c+hx/hiTN43dlugqHeWbNkDaufXt1mbEHu7FzKssoC\n9ztyeX3t6wH7NdHDP+3FvHmTmDPn+QCjr8tF0+GoYsKERVRW9sP4lXhSRzsdsDFKYLp8+Btx5TUy\n8gO7XE9deX39f3WutjhfryItbQlffpnA4cNHMH7JjRgpt//gPL4QfIrQGn3l568MOwdRbm4RZWX+\n8QfG/tdfD9zf2SilEBHVdksPsbYp9Ej8cxeVFBRE7M1k1vfcl1/m6ksu4eSGBhxAKoau/xFg7dnh\nCQSA5GRoOssQCncSaENwpfD+KD6ewyecwPBhw7jhk0/4bXOzj4Z1dPNhBj8Wx9/mthoTfzkwAfb3\n228IgdcwBEF/DE+fcTD4H4O5pP4S5i2ZR8HyAqpbqt0p+bfO2cqWNVsCBIOVJ1JP8xLqSriS2L3y\nykEOHfJ4Cm3ceLUzJbR/sXqPB1Nm5mlUVoLh178WT6jmLRiPMt6++gMxHksKGTDg3zQ1uWwebSeX\nM/oZxfDhmfTpA3v2rHCP8/jjf05j449pajobq1rOkQSSdav4gxDpviPvolQ5HJQUFFCUm0tJQQFV\nDkdIxudwOG/8eFZ9+CFJ+fmclpvL3sxMzgC+Br5/WWTj/u6lcAOB+SHXYjxrLQZGtbRwYlwcyRkZ\n7G9poQC4DUNg3AI8AJx9uJXJmzNJ2ZYSaFieCCRgBIjlAANgcJ/B1NTVkL8wn+oD1XC+8/vzobq5\nmoXFCwPGOu/Kedhes3nqK7gMyYusDfSayPn/7Z19eFT1lcc/JwJFSECrJa4pITGurUAtWtvG1rZQ\nQ/UpJVHrsoqggNVtq7y1cbWIJi59wRZr+2htl6p9cW23re1u9HHdivUBSh9p1dUq4rZKGEh9AV9A\nCJEF5Owf9yV3Zu6dzExmcmeS83meeZjc3Jdzh8nv3N/vnPM9Xl+Ajo7KgEMAR2zuFPoaYJ2B8zBO\ncxsvtaLN/flpnJQLj304PROuZezYv6O2dhm9A35YhxBve5t7nn389a+bAg7BsefVV79PU9NkLr54\nONXV3aHnymcgX7FiXsBG5zy1tcvi7YfQT2ymUECiahRk0qS8s5miCM5G2qZNY0EiwTXAZeMyHxfF\n0eOcvKQgvc9sXh8tOHb7dlZu386DJP8perkWFcAZNfUcrFV2jNiRfEJXORVwBvQHIHFmgsS7ElAD\nPIxTyzACP1tp40Mbk06xNbGVBSsX0H16t98NrnJ3JXfdftegzRIaaFKXiLq7d7Nly1chtLJmOGFP\nylVVPcyZc6MvC3HUUU+ze/f5wAfdY2bhSGCPpLcTWrIcxssv30pT02LeeOMiursnuNt7Zykil6O6\nB1jp/u5Y4EpUq0LsHM3evaPo6GgLleFwGtsszPnzGTOmhwMHXnVtcJxfvk15SgVzCgUkquht+eTJ\ntDU0pMcUVqwoiJxGRU0Nx+Kkcb26Mz/bd70xjKNS3IL3zNYKLAvcU0XgvZcO20avePH+qipqxlSF\nLvHU7K/h9Y7X2f/Wfmfm4DVY8FJU1wKfCmwLHk+KVtFUZ1v3gW5W/3I1Hz/z4/ndvOHjzQqCA+bI\nkQtx0jrDlkpmpekK1dYu48kn36Krq53eAfzzON8iL56wEFhATc3NfOAD7axfvyNEDmM0zzzzRmB5\nahvOt+0gdXXPcfBgDy+++G2corS7XPuuoafnUpxHmb1AF3AiMIIxY7qB/qXZhn0+zrU+59vd1bXP\nXz4rR8wpFJCoZaIxe/awIKRxDtBn9XM2zFuxgqXr1zOyq4sx9wNzc7f9z0/XsrFeed/WraESZl/H\n+XNsJX0F+DC9fxp7gUqRyFqByRMn01HTAX+AtI47I3DigR4H4MPv/XDSLtarubhcf/2PAwMewGh3\nyWglzsDnLf94T9h3pukKdXdX0NFxS9I5VH9A7+ODJ3q3ipNO+hAdHTcyZ86N3HPPLJJjDrNQrQyc\nZwJeULm+vo1du3by4ou/JFlOEhzHM5vURj+PPfbPvrZTvo1twj6fYNMfb1spCt1lizmFApKp6C2s\ncU6hAtAT6usZe+qptHd1cfMTsHdv7tlHo0afyRd+186q669nywMP0LB7d8ozm9Na3SvZAee57Q6c\nVeGZONqX1wN37dkT2SltQfsCZ/CPkJQIxglqH6/lO//6nSRbLchcXKIKwEaO7GT//h6c/7jPU1Hx\nCtOmncAPf7iM+voJSR3Mpk1rCz1Hb1DY+7m3ec0VVzTxi1/cxKFDXpc1pztaQ8Pb7Nzp9RP0Bv5j\nGTNmD3/841uQ1jbqAHA7bjknwcH7pZe+6RfL5csLL+wiXdd4Qsq9lXegOfYahGxexFCnEEa2QnfZ\nFr31R04j6lwv5FGncPPN1UmSF1G1EE0jRug5o0bp5pRCN/9eceQ2Msl0+DUGS9IL3GhEa06ryVhw\nlm+v5s6tndq8oFnHfWScjjt9XFr/aMMhKu++qenKlEKy6Nz+bIrWoFsrK2f6x0f1ea6omJ1Sd7BU\nx4+/XJubWyOu0eS+D5fwqK6em/dn09mZSPsMPCHBYK2FFa8NEaeQ7YCfS9FbIZvsBM91R04VzVV6\nxx1f6/Nel7qOoBt0fmWlThs+PNT2s4cNC71nX1/oHxudRjlXuo7hYyjvcxzC+Gnjsxqoc61W7tza\nmaarlMv1hhJRVc6O2ml2RVph5xCZq8EK5MrK+UnaQ+E6TOHOpbm5NVK3yale7o48trr6vMhiu74+\nF6cpj6fP1Fs0N2rUZ/wK53wLAIuFOYUiUsgB3KOQ7ThTz3X7OPSGayr0zTfDP9Y330TbWtHz33t0\nWrV1orNTE52demVTkzbjyHAkUu67OfwvUhedemqabVFidlM+M0XrzqjTxs8Wt8tZVAV0mOy2EV7l\nnI14Xtg5GhuvdiUp1qgnh11ZOTNNjC58phDe1tOTmgifKcwIPL2nt8JsaroszWHV1i7SlpYlkU6i\nr8rsxsari/Z/0V/ycQoWU8iSQtcagBMLWBgSgM6nmU/YuV56/GW+deojvHYaTP8MVI2DvTvhqQdg\n+BPweid8lV18a8aMpArphR0djJk0iec2beJUnDBa6n1HtSR/58SJabZ9qW0pktjCmc/CK1XwwjTo\nPqubSXsn8W/3F795TVRwmgoLUIcRFoTNtjFP6jnmzLmRjRu97KEmALq797F69aqkOES46NzTodes\nqurhySffBL4CfCOw//VUVHRz+PBlOBlJh4BLgHpgC+PHv4tRo45my5Z2grGG7du/zvbtK3FiEPvS\nmuaEB5e9vLtWGhpSR4YyJ1cvEseLMpwp9BV/GAi8OMN1oI+C/h70KdAeenWNWgmX717izhDOjZgp\nLKFXH8nbNhv0irPOSptxXFg1Mmm/lqNRFg1c85pSnil4S2FTL51a0sJ92TbmSSWXGUZ6P+MNaU/7\nyUtZCYVWhbkK52pNzTm6bt2GNDuPPHK+trQsyTjjSY5BJC+LRR9zXUnFD8LAlo+KRy5LPYVcFuoP\nniNLgC5KGcAXgW4AvSjlm55wB/w5KfsHYwoXgh9sbsdRUV0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q2AohnUW4Rtc5js9RKDognKZk+xEqAEIaQFpA1FRmYt+b91mL0EWPffuVb3fy7Ss0UfDalFSScL3+nuux474dqfcDqgkIM+toNVQAhDSAsMJmnLH1Y8vlJU6eObk8ESyaNmo6d0AGVqSY7rpm14rUU9ukMt/SzKZF7++au8tphF1FQJhZR6uhAiCkZtoH2zjx/IlV+4cGhrDl0i3LI2sgKLkcBl8nN05ix307EitzDg0MYd+b92Fp59KKHP2oS8dWDTQueNsH20YX0tj6MaMQNVkTcaqo+smso9VQARBSM9MHphOrbZ43dB7uf/L+RLfF1nu2YsNtG4yzgk8vnsbWe7ZaffE2wffs6WeXffk77tuBGz9xY2IKaiikbddyGWEXWfXTFItgaenVsBQEITVjWlA+XCsgbwG3sMz0rmt2rdifVIoBCOr/v7D0Qup1W9LCR9/8UUxunET7YBvX33N9YlurrASaVl6iXxeY55rAhDSULKWhfREI9l+3f8Vi69MHpjF/fH7FymA+q4QBgO48Kz923LcDd83dtUIJVF3bh2sIJ8NaQIQ0FJtrwrSily9RX3w0YwfACoHvI/zjXDV21YqA9OjwqJfwLyJH3xbo5RyA1bAWECE1EwpIm2vi5gduti7D6EIoHIucVTxx+8SyDz3uejn1winruVF3zIXDF+LE8yeWYyFJawm7YFpD+MLhC1e0L+v1ew26gAjpAjbctsGoAEaHR51W+wrdIKaYQ1ZGBkcwvGY4sX0m14sp/uB6vglTDMC3fb0GXUCEVEQZrgbb6P/oLUehOxX7r9u/HDeIE812KTrt8eSZk8b2mVwyrlaIb46+KZvINFmun+cAAFQAhBSKaUas3Cql+50nN04aC6xtu3zbsqtjy6VbMl3fNnHMxIXDFyYqQ1fBm0VZRec6hHMgOAcgGSoAQgrENCMWCPzON37ixkQlkGY12Or9RI833f/+J+9f/jv6fxNhCmqURV1M3G9isDWIZ04/k1h7x0XwFpmjzzkAyVABEFIgaSPb04uncfMDN6/Y51Kk7I7X34GhgaHEa0aPN91//vi88+h7aGAI2zdtTxzxK9RZCZx/zvk4vXh6xb6TZ05i273bsOXSLasE8tDAEEaHR3NPBEuiyIlmvQSDwIQUiCkPPU40f941dz2au59E2ryBMCffdg0gsDaO3nLUGiweXz+OheMLaEkrcYZw+LnpfIHgtZe8Fk89/VTfTcqqAwaBCamALHn7rkXKQt+2aQS+cHzBev+w8uXM5hnrKD4MmJrcNKFiWtq5hH1v3md0rdjcPArF57/1ecxsnllVr4hUR+0KQEQGROQREfmTuttCSF7ii5yYiLp3fAOUtv3h/U0sHF/A5MZJbN+03XhMeH0Xv7nNtZKmDOOT0zhJq3pqVwAAbgbwRN2NIKQowpH67HWzxmOiFTJ9A5Rpx09unDQqoFC477pmFzZfsjnxmDBLyNVvnpR1Ey1hbSOcocuFWuqhVgUgIhcDuAbA3XW2g5AysLk0ou4d3wCly/EuSuWpp59KvH40SyhJuKcRLzVhY2z9mNNCLbQQyqFuC+B2ALcAyF6AhJAGkzYSD/EVtGnHuyiJrAukpAlj10leoUJKa0dRFkK7DUxMAK1W8G+bOqQ+BSAibwDwj6r6UMpxUyIyJyJzR44cqah1hBRDnfnncSUBYIXgtq1CZsJFGNsUSJJCSot1FLGUY7sNTE0B8/OAavDv1BSVQG1poCLy2wCuB/ACgLUAzgdwj6puNZ3DNFDSjTShBn1SjZzB1iBEZEWuflr5ZpeUVd+SzGk1/G3rJSztdHMeTEwEQn9Vm8aBQ6ub1HM0Lg1UVd+jqher6gSAtwL4vE34E9IUfP3RWfzoRZM0ij6zdAbnDZ237KZqSWvFamNJz+XiNvK1etLcVUWUcVgwGCWm/f0Cy0ET4kF8tNotZYVNgjtaxC26FsCxU8dwwx/fAGDlc5nKLUeFsUt56ziTGyeNn89snkm0EHzcaGNjyRbAWH+XAqo9CAwAUNU/V9U31N0OQtIowh9to6xsF9NoWSDGSp5nls6sei7X0X2RVk8RZRxmZoCR2JSEkZFgfz9DC4AQD7Jmzrhgsi4eXHgQ9z95//LCKUAwW9cnnrDl0i2rlmtMWz8ASJ6NDPiN7ovAZiE4nd85dXo6cPuMjQXCf7K5RlslGIPAIjIA4G0ALgbwaVV9MPLZe1X1t6pp4lkYBCZ1U+aas6Zr2wS1y5q7SUFWF+EPZHuuJgS9yUqyBIE/DOBfATgG4IMi8oHIZ9cV3D5CuoIy0zpNVoRNULu4n0wlotPq+w+2Br2fKylN9MZP3IgNt23gJK4GYlMAr1TVX1DV2wH8OIB1InKPiJwDeBQFJ6SHKLOscNbFSdLcT6bPk6p4howOj2Lvm/aueC6X+ESSsjm9eBrHTh1jmYcGYnMBfU1VXxbb95sAfgbA96vqpRW0bwV0AZFeJqurJs1NY3ItDciAsZRz/HppufohrusN98tavE0hiwtoTkReF92hqu8HsBfARLHNI4QkWRfbN223VtR0cT9tuXTLqvLPI4MjRgsgyWJwzX5ytWL6fS3epsAFYQhpONGgqm8WkMmq2L5pO+5/8n5jwbZwCcrwPqbj4rNxk+6XBC2AajFZAEwDJaTh5EmBtK0RnDTBKiQ6N2D++LzRFZVU1C68b6iwTjx/AmeWziwfw7V4m0MjJoIRQsrBNm/BdfEaIHktYJMgj04CO3rLUex9016uxdtQ6AIipItJy7l3nbfgE7xlfn/3kdkFJCICYBLAS1X1/SIyBuBFqvpXJbSTEOKIS10i1zo6Nj9/CP32vYeLC2gXgFcD+PnO388A+FBpLSKEOOGSmeM6byFt/V767XsTlyDwj6vqK0TkEQBQ1e+KyFDJ7SKEpOBal8gWRI5nGA2vGcbTp57OXHOIdBcuCuBMpy6QAoCIXAQu4UhI7biUZrYRdyEdO3UMI4Mj2H/d/lKEPWsENQ8XF9AHAdwL4PtFZAbA/wXwX0ptFSEklbx1icoubR2lqHV9SbFYFYCItAB8C8HC7b8N4DsA3qSqf1RB2wjpasqq7R+Sty5RmaWt41SpbIg7VheQqi6JyIdU9eUAvlZRmwjpeqpaOSzPJLG8LiQfqlQ2xB0XF9ABEfm5TjooIcSBbhjxllnaOk6WdX3b7WAx91Yr+LdNb1HhuCiAtwP4IwDPi8gJEXlGRE6U3C5CuppuGPGWWdo6jq+yabeBqalgHV/V4N+pKSqBouFMYEJKoMyVw7oVnyygiYnkRdzHx4FDh0ptZk9imgmcqgBE5KeS9qvq/ymobc5QAZBuwbV+fhH36cXUylYrGPnHEQGWmITuTZ5qoP8x8v+1AF4J4CEAry2obYT0HFUsnl5VoLkOxsaSLYCx4uPTfY23C0hEXgLgdlX9uXKaZIYWACFn6WU3UxgDOBmJo4+MAHv2AJOTZ4+ZngYWFgLFMDNz9jOykiwrgpk4DOBH8jeJEJKHbgg0Z2VyMhD24+OB22d8fLXwZ5A4Py4xgN8HluvEtgBcAeCQqm4tt2mroQVAyFl62QJIg0FiP/JYAHMIfP4PAfgCgF+vQ/gTQlZSZR5/01gwGDmm/SQZFwVwgaru62xtVX1QRG4uvWWkuXCGTiOoMo+/aZiCwQwS++HiAnpYVV8R2/dIpzxEpdAF1ABconOElAy7oR/eLiAR+XkR+RSAS0Tkk5HtzwA8XWZjSYOZnl751gHB39PNKXFAep+0ILENGrBnsc0D+H8Iqn9uAPB7kf3PAHiszEaRBkPnK/GkrHTNyUn/68QthzB7KLxev2G0AFR1XlX/XFVfrap/EdkeVtUXqmwkqZC04RGdr8SDpqVr0oBdSWoQWEReJSJfFpFnReS0iCwWUQxORF4iIn8mIo+LyFcZWG4ALm/rzEzgbI0yMhLsJyRG0wQuDdiVuGQB3YlgQfgnAQwDeBuKWRT+BQC/qqqXAXgVgF8SkcsKuC7Jisvbmsf5SvqOpglcGrArcZoJrKpPARhQ1UVV3QvgdXlvrKrfUdWHO/9/BsATAF6c97okB65v6+RkMNtmaSn4Nyr8GWEjEZomcG0GbD92XRcFcFJEhgA8KiK3ici7HM9zRkQmALwcwJcSPpsSkTkRmTty5EiRtyVxTG+lqtsb0TSHL6mdpglckwEL9GnXVVXrBmAcQRXQ8wHsBPABAD+Udp7rBmAdglnG16Ude+WVV2pXMzurOj6uKhL8Oztbd4tWMjurOjioGrwDq7eREXubx8eTzxsfr+oJSANJ6vazs0F38uleZdLrXRfAnCbJ36Sdqw4KfP8/7HKszwZgEMBnAPwHl+O7WgE0rcebGB01K4C0N0Ik+RyRctvcdMVKVtE0gVtX160KkwJwyQJ6I4BHAXy68/cVIvLJvJZHZ43hPwDwhKp+IO/1Gk/T0iFMPJ0yx88WvavD4Uu3U1fC4HAzcPHlvw/BIjDfAwBVfRTAJQXc+yoA1wN4rYg82tm2FHDdZlJVj3dxrNqOSevxts/rSBHtFsVKVtA0gdu32c1JZkF0A/DFzr+PRPY9lnZeGVtXu4CqsHld3ExpxyR97uOyqtod0+u2e4/SRI9oL3sSkTUGgMBN8wsIyj9cCuD3AdyVdl4ZW1crgCp6vIuScTkmfBMA1YGBs5838Y1omjOZLJMmULMK3F4W1GWRRwGMAJgB8OXO9lsA1qadV8bWOAUQ7Ymjo8Fm65Vl91zTaBg4e6+sI+amvnVNHEqS0n4Wn+vaumxTu3NZeCsAAPs7/95sOqbqrVEKwOYqqUsImUbD0faYsnzCEbMpZ29oaOXxQ0PNeWv67W3uAsoyzEzXHR1deZxNUfTjmMGkAIzrAYjI4wCuBvAAgNcAkFjsoPKS0I1aD8C0Jl2UqtenSyqSHmV0FHjmGeD06ZX7BweBvXuD/ycVWW+1gGefTb7e0aPFtJ30FK1WIFrjiAQTyIu+LgDMzp6dlG5bMhLov+UksywJeReAAwBehrNLQoZbQ6Rwjbhk78zP1zPN0cSxY6uFPwCcf35wrimjJkn4h9eLPlsVUzv7cb5+F1JWlo/t/Gjily3pzvRZ1a9rI0gyC6IbgN1px1S1NcoFZHO31O0S8m1b6P+3xRDSnu2mm8q3q/vRdu9SyowB2LpxNH/B5IJyeT16rVshz0zgpmyNUgBpMYAyHKB52jY0pNpq2dtlejNcFEOYLVTmMzPjp6soKzRjCmONjrqF5Vxf3V7qVlQAZWAbjpi2KtsWzVAy1fhJmwMQju5tNYJsW5H5+Mz5J2ruprYqJrYsoCq6bt1QAZSFj7ul1WpWGwcG3JOz02xrWgCkQpK6adbxQT90KyqAsvB1BdXhWEwb5vjOwjFZCWX752+6afWzVOmsZbppaaSNO1y+cp85jk2uTFoGVABlEu9VabZo1RQd9SribfUl6S0VCZRCFfSDlKiJpCrkg4P+Y4osVU6icYFenjRGBVAlaakKdbSn26Neddvpdd+/hzGNl0yG68BAtvISWX7CqvV+WcqGCqBq0mbclk28J910U3qt/7qiXi69vu4AcN3372HSxiW2bXAwuQJLUTGCKvV+mcqGCqBq6nQZJN17cHB1OYcmjGZdv6e6R+B1379hFDlSzaMA4pstHJVlTFblWKnMLkYFUAd1OQ99J4JVqZxc2xp+X9FU1rgCqzoAzBiAqub/KqIJZabkMUB17Vr/qTa2a557rl8Ogc1qKEPvl2lkUgH0E74zeuuMbNnammTFpFVcLZOao4FNCUamjVTTAqquQj0MBIfXsimLLFs8h8Anl2N0tPjvnxYAFYA7WaJdpuGSaznrtPtmwTZHoaqhVxfQJAPENlJNa2cW49SWrpl3iyot32vbCuJmeU0YA6ACcOs5LvluSTN3fYZQST2vjB5quqZt2NaHNCkEYWtLWjuzlpsCgvFJ1CJI8gr6bmF3yqKYwjbFyfOaMAvIsnW9Akj7dYsKiM7OJgv7NWvOjvJd3sS4dClLCiV9L02SeA2gSUlIptGyzWUStjMtES1tS1rhNM81i1BMcfJ0XSoAy9bVCsBFuLv2HFtvdZ2I5tKz49KlSinUJJ9HA2iaPjQJXlvQ1GSY+m7RCiZJk8Ndt/C8vEopTp5F9+gCsmyNVgBpkS8Xn7ZLz7Fdy0eouxxblQVg+g6j9n63TsEsiCbqQ1N3MGXa2Nws69YFWTqu3ThM98wzci9iS3IBZX1NGARO2RqrANLmmLv6tG0B0aKiYKEgNZWGtkmXMqVQEyVcw2hKFlBImiEab2fRwrrorCDfbXAwW4jO9/tkGqg2XAFkiYolqfebbrIfmya007ahoeRZMvHNluNWlhRqmo+DpOISOI12Ed9Aa92j+6TXwrXrpzkEkj6jBZCyNVYB2FR3Wp571vRNl94adW6uW+fu7KxD6DYpykmccDVIo8awj1AP00pNI/0qLQBbyqfP95X0ClaxWD0VQJlksQCSavEXNeSJ26a+rqO40K3C90ALoCtxzcIJf0Yfv33Y1datS/587dpigspZXqks35PtFXSZRJcHKoAy8Y0BmNR6FgtgaGj1UCg+XPG9blTo2nL+ilQEjAF0Ja5ji3geQ1qXNNX0Ser+ecdNo6NuAeg8Y5G05y3b0KUCKJssTr+ka7i8TdF6uC4Vrnzt7uj8eFvPLWINAd9jSKNwHVvExxTheUldMxxbFOkRNQn4+HIStjBcHiGd9gqWbehSAVRFXiHm2vPDa9uOCbFdL+nNiAp2n55renaO7huBzzjEdSzjOqYIjWHb3IH4vYoMArtWArXFFcqyAKp4FagAqqBoQediJ5sygwYG3NqV5nt3XUMgzz1I6bh2TV9vpquQHh21++uTuoKrghkdzZ4dHSqnUKnZji0rBlBGYbk4VABVULSgyzsEimIa1qVl36QpgPDZbM/uk+FTlhuoz91Lrl0zSz5DUSP16FgmrPuTdu3QY+kajM6qPFqt/L+BzfVVthVABVAFtl6ahTxOUJvSiQrDtBnKLmmsNleUzVcQb6PPou8+Aj1p+FV3aemKcdXBWYW5zaefdRscVN28Of2a0S5iUgJJgt62SEx8K3Lp6ToM4kYqAACvA/B1AE8BeHfa8Y1WALYk56y/bJqPP9x8FkpxCTRHA8F5ZyeHJR3S3iqf78/X1eaiSHs8JpHXArAJd1OAt4gt1M2u45U0F1Z8zJCmXAYGznbT+PlZK5XUMeWlcQoAwACAvwHwUgBDAL4C4DLbOZkUQBWmv222SuhkzIrLEMVniqLP2xkmYMd77NDQ2dGzLWrmEwNIkzwuz2BStD6J5z2KazZvmj53NdDyFlgz/fSu5bLyvg4uYw5Td0+DFoAqALwawGcif78HwHts53grgCKCsmm9yaVn5MFlmOIzdMjzJoYSw3X2jWucwXZM0pvhO4TySVfpYdJmokaPs31NLtm8aXX64xPVXX/6NOFpS0TLk6CWJd3V9jtUnRTXRAXwFgB3R/6+HsCdCcdNAZgDMDc2Nub31HlVrcsvldYzXHtEeJ1wRB3tpWnRMJ+hQ57587ZIYJIw9ZmrYIswur6Npu/BdX5FD1sAIUUEg7PeI/4apU30Spp965ulBASZzvFuH722i8XgakS6jiGqzknoWgUQ3bwtgLzONpe3wKfWTxI24RQ936QEfIcOWYV/nm1wMD1OYcoxTIq+ZRlCRd+4uheYrxHXVyLPKNW31EPSa3buuf7zFHxjDz7e2SItgDpoogIo3wWU1wJweVvSgqRZ2xh/S/KWYygiOpcnxcMlThEX0rYsnbxDqD5NC/V5JbJ+Rb4eN9/AraltWbqnz1KNaUZkkxPLmqgA1gD4JoBLIkHgf2k7p/IYgMvbkvceLv79LIosbcRb9ebjX6/DSdonVPHVunrc1q2zK4uk1M3wdUl6bfJUS3cR2LYsoKYblY1TAEGbsAXANzrZQNNpx1eeBWR6W+L5X3lWrkobLrkstOrS7jK3LNG8LN9JU+3rLqMo48d2naLTQavYypi035Qu20gF4LvVMg8gSe0XOYTKarvaelfVb97oqFs6qKvkqSNRmljJ+hrUoQTyWgJZaHqXpQIoijJUfZbFTfPMbjEJ8aKSt6NbGAvxmeXb9OFUn2GKz7v8RFnHNqE/PWu3i7tjBgbM6woUIbCb3mWpAIqiLFUfF+SuE8DiOfk+89vjQjotATw8tkgFkfSG+CgLUhpZ3Diuc/ZcBLjLegC+XS3tmbIK7KS5D0WsIlYUVABZSBpdV6Xq82bc+L45Q0NuE7zC/P6i3kqX/ENTOigpDBcXj6+QFXEbdduulcU4dulqRQfDZ2dXvz55VxErEioAX2wBYFvPKSrClsd5GiY4l+GADdM5TffN8pa7PHdTbOkexMfFYzvGdRUv1/vYEuDCNZHydLW8+SEuBntTui0VgC82QZR3XrkLtqWJfHp60UognHtgUo4+7qekmThNj6b1IFm6SFIynO+Yw8WotnUHn/YWaUT6JNk1pdtSAfiSRRAVOXrNKrjjQrXolNDo7J080zFNbyQtgMrJMpL2TeBK2kJsxWJN3SGccOXT7qJ88r5KrglQAfiSRRAVOXrN4/iM4zo0c8mfS+vRLu22SZA8VlSfzu7Ni49ASxOirtcaHU0/xxQDyJLnkHTfrLjeq0l5C1QAcdKERRZBVIUFkJaumTY72GYNDA2ZV88OFVlaj06b2ulCFkHO4HFmTF3d1BXydLEkJZIWB0j6SYscH/l8T7bu3Wo1d/xBBRDFVbj7CqIiYwBpBVLOOSe5F9qqaEWfydSLbWmeNmGadt2yUyJsgekmvYkNxWc6SZpBOztrX5kr72Sx8fF8oS3T86Y9k4sntalQAUQp089cpBsi6VouPdEUoQvJGmA2tTHNHq9i1WvbkLApjtguI89r4nOub5gqtAKydGFTDkN0jaOk19ZF4TS5m1EBROnmTBOfIGvS37bUCtuWtCp22ptb5Rth+1664XdtILb00LSxje8r5pNBZJvmMjhoNmJDI9TlPnHDPe2VaZK/PwkqgCi+Q5smBReLnISVZfPJ+KlS8Np8Fg0amjWpK7kQFZg+k7OzWg9pXcoWAI5OaA+vk7S+kusr5JpN3Q2/IxVAFB9ffdFTBvNSxuQu3y18/rQ3qWrB2/ASEk3rSj5kGTNleVYXqyOvAe9jROd9nqZABRDHdSjWtLz0IufG59ls0x/rfDsaPMRuWlfyIYvQzfpTpJ1n6natVvaEMZffpcFdKxUqgKw0KV7g0nOzFmvbvNl/wpipdhDTLxNpUlfypUnKy5apnGXKiKmmYjcJ+DRMCqAFYmdszG9/mUxPAydP2o9ZWgIGBvyuOz4OfO5zwLZtgIjbOQMDwJkzyZ+pAvv2Ae22Xzt6nCZ1JV9mZoCRkZX7RkaC/UDwU09MBN1nzZrg34mJ4rtAuw0895z585Mng9ckjclJ4NCh4HU5ehTYuxcYHT37+fBw7qZ2B0laoalbbQvC1O3880mR8I0RRGfluJ7rail0g2+jQprQlfLgUwKriOdLup/Pa+Bz36LDR01zF4EuoByUndufdrxP5SmftwRYOTs3LZfe903sBt9GxTRNMOTBtRtkGQeYlKXP2MbHHVRkAlkTFT0VQBMosryEaTPdx0VIFz17hxZAz5K1i7li6oq+Ia48k9aKbnudrwMVQF1Eh3ym3msSsFnmyCfd15axEz/HR0FlTRL3/d66fajcg2Tpmj4/oc0Y9Z01nOdeLkI73lWLVCZFQQVQB67DJJdVsdK2NIHrKtzLyt3zoYk2NFlBlkxk13kALpOufGIBaZiu5VJGyudVLaISaVaoAOogay91OW/dOrvANdUR6oZRdRNtaLICWxe1uWlsQjBNmMYViMus4azzAlwzmX0soTqXiKQCqAOXYVJSL3Vdj89Et4+guzlhvk9I62K2Luw75zI68o+S5rrx6e5Zx0Z5l6WsCiqAOrBFsmw9LW9qRbePoLu9/X2CTWimCfMkfPV+3m5ShEHsGwupawxDBVAHRQZVfUbzZY+gy3YldbsFQ3R21l8IVlVvKO+58ev4WAG0APpJAai6C0tbFaxwFTBXgVvmCLoq4dwt8QpixCXxLEqWrpW1mxT5iiRNIhsaalZ5CSqAplNkjyxTSPvOFaAQ71uqFOi+1yraSG56zgUVQNOx9cgsPams3uf65tCNQ7Q+IZjW/fotzEQF0HRMPTJp+aMmrkfgmsraq28YaRRp3a+bxidFKFGTAmA10KZgKrcIrK4A6lrysAzSykKGLCwkn2/aT0gBhFVJ5+eTPw+73+QksGdPUAhXJPh3z55gf5Not4GpqeB5VIN/p6YKrLKapBWauvW0BaCarOqbmBPvMiShBUAqxmWtpKZ3vywVXFxAk1xAAH4HwNcAPAbgXgAXuJzX8wogiW4VpN1kY5OuxacsRNO7X5kF9kwKoC4X0J8C+FFV/TEA3wDwnpraUS+hvdpqmVfPcHW5NI1usbFJ1xJ1j6TRDd3PZb2nkMIWEUrSClVuAN4MoO1ybE9ZAD4j5CblkxHSEIosCNcEXCeUZbFkYLAAJPisPkTkUwD+l6rOGj6fAjAFAGNjY1fOu6j7bsAUqRofD9aqI4RYabUCkWhDBNi/v9kj/xCTSBgdBdatCwLYY2OB8e/7PCLykKpuiu8vzQUkIp8Tkb9O2K6NHDMN4AUAxpi2qu5R1U2quumiiy4qq7nV02tZMi7uLEIKJM0NIgJs394dwh8we3vvuOPs+sWHDhX8PElmQRUbgF8E8AUAI67n9JQLqFuDu0kw4EtqwFY9pVs9pWV5e9GwLKDXAXgcwEU+5/WUAihbaFYZN+glZUa6CobH3DApgFpiACLyFIBzABzr7Pqiqm5PO2/Tpk06NzdXatsqpd0OQv95nHum605NrUwpGBkpLw3C5IwVCexWQkitmGIAtQeBfeg5BVAWVQeYGdAmpNFUHgQmNVJ1gLlb5yoQ0udQAfQipvSIwmaPxOCkL0K6EiqAXqSOEfnkZIm5aoSQMqAC6EU4IieEOLCm7gaQkpicpMAnhFihBUAIIX0KFQAhhPQpVACEENKnUAEQQkifQgVACCF9SleVghCRIwDqXhBgA4CjNbehKHrlWXrlOQA+SxPphecYV9VV9fS7SgE0ARGZS6qp0Y30yrP0ynMAfJYm0ivPkQRdQIQQ0qdQARBCSJ9CBeDPnrobUCC98iy98hwAn6WJ9MpzrIIxAEII6VNoARBCSJ9CBUAIIX0KFUAGROR3RORrIvKYiNwrIhfU3SYfROR1IvJ1EXlKRN5dd3uyIiIvEZE/E5HHReSrInJz3W3Kg4gMiMgjIvIndbclDyJygYh8vPOOPCEir667TVkRkXd1+tZfi8j/FJG1dbepSKgAsvGnAH5UVX8MwDcAvKfm9jgjIgMAPgTg9QAuA/DzInJZva3KzAsAflVVLwPwKgC/1MXPAgA3A3ii7kYUwB0APq2qLwNwObr0mUTkxQB+BcAmVf1RAAMA3lpvq4qFCiADqvpZVX2h8+cXAVxcZ3s8eSWAp1T1m6p6GsAfAri25jZlQlW/o6oPd/7/DAJB8+J6W5UNEbkYwDUA7q67LXkQkfUAfgrAHwCAqp5W1e/V2qh8rAEwLCJrAIwA+Lua21MoVAD5uRHAA3U3woMXA/h25O/D6FKhGUVEJgC8HMCXam5KVm4HcAuApZrbkZdLABwBsLfjzrpbRM6tu1FZUNW/BfC7ABYAfAfAcVX9bL2tKhYqAAMi8rmO3y++XRs5ZhqBG6JdX0uJiKwD8L8BvFNVT9TdHl9E5A0A/lFVH6q7LQWwBsArAOxW1ZcDeA5AV8aZROT7EFjHlwD4QQDnisjWeltVLFwS0oCqXm37XER+EcAbAGzW7ppM8bcAXhL5++LOvq5ERAYRCP+2qt5Td3sychWAnxWRLQDWAjhfRGZVtRuFzWEAh1U1tMQ+ji5VAACuBvAtVT0CACJyD4CfADBba6sKhBZABkTkdQjM9Z9V1ZN1t8eTLwO4VEQuEZEhBEGtT9bcpkyIiCDwNT+hqh+ouz1ZUdX3qOrFqjqB4Pf4fJcKf6jq3wP4toj8cGfXZgCP19ikPCwAeJWIjHT62mZ0aUDbBC2AbNwJ4BwAfxr0C3xRVbfX2yQ3VPUFEXkHgM8gyGr4iKp+teZmZeUqANcDOCgij3b2/Yaq3l9fkwiAXwbQ7gwwvgnghprbkwlV/ZKIfBzAwwhcvY+gx8pCsBQEIYT0KXQBEUJIn0IFQAghfQoVACGE9ClUAIQQ0qdQARBCSJ9CBUD6DhH5lU6VSu8Z3CIyISK/UEa7Otd/R6dKq4rIhrLuQwhABUD6kx0A/rWqTmY4dwKAtwLoVGF14UEEM1Dnfe9BiC9UAKSvEJG7ALwUwAOdWu/nishHROSvOsXLru0cNyEifykiD3e2n+hc4r8C+EkRebRz/i+KyJ2R6/+JiLym8/9nReT3ROQrAF4tIls793lURD6cpBRU9RFVPVTut0BIABUA6Ss6M7b/DsBPq+p/AzCNoPTCKwH8NIDf6VSv/EcEVsIrAPxbAB/sXOLdAP5SVa/onG/jXABfUtXLARzrXOcqVb0CwCKALBYIIYXBUhCk3/k3CAqx/Vrn77UAxhAoiTtF5AoEwvpfZLj2IoJCdUBQR+ZKAF/ulA8ZRqBkCKkNKgDS7wiAn1PVr6/YKfI+AP+AYEWrFoB/Mpz/AlZa0tElA/9JVRcj99mnql2zehzpfegCIv3OZwD8cqfaI0Tk5Z396wF8R1WXEBScC/31zwA4L3L+IQBXiEhLRF6CYMW1JA4AeIuIfH/nPheKyHihT0KIJ1QApN/5zwAGATwmIl/t/A0AuwBs6wRwX4ZgYRMAeAzAooh8RUTehSBr51sISh5/EEHlyFWo6uMA3gvgsyLyGIJ1pf9Z/LhOiuphBOs0PCYiXb1EJGk2rAZKCCF9Ci0AQgjpU6gACCGkT6ECIISQPoUKgBBC+hQqAEII6VOoAAghpE+hAiCEkD7l/wM1ko/w7fKnXQAAAABJRU5ErkJggg==\n", 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/H6dxGjpf03+qP26lsfT6pWz+zGYGpg4Yh+8xgtVQvRr05IXez0j7RWJVjY1G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\nGB7eSV2fd524E/WVuE+y7hN4UBGtTmhCNn6d5H0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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "def datashow(dataSet, k, centroids, clusterAssment): # 二维空间显示聚类结果\n", + "def datashow(dataSet, k, centroids, clusterAssment, fnFig=None): # 二维空间显示聚类结果\n", " from matplotlib import pyplot as plt\n", " num, dim = np.shape(dataSet) # 样本数num ,维数dim\n", "\n", @@ -467,11 +469,12 @@ " plt.ylabel('feature 2')\n", "\n", " plt.title('k-means cluster result') # 标题\n", + " if fnFig != None: plt.savefig(fnFig)\n", " plt.show()\n", " \n", " \n", "# 画出实际图像\n", - "def trgartshow(dataSet, k, labels):\n", + "def trgartshow(dataSet, k, labels, fnFig=None):\n", " from matplotlib import pyplot as plt\n", "\n", " num, dim = np.shape(dataSet)\n", @@ -488,12 +491,13 @@ " plt.title('true result') # 标题\n", "\n", " # 显示图形\n", + " if fnFig != None: plt.savefig(fnFig)\n", " plt.show()\n", " # label=labels.iat[i,0]\n", " \n", "# 绘图显示\n", - "datashow(X, k, mycentroids, clusterAssment)\n", - "trgartshow(X, 3, y)" + "datashow(X, k, mycentroids, clusterAssment, \"k-means_predict.pdf\")\n", + "trgartshow(X, 3, y, \"k-means_groundtruth.pdf\")" ] }, { @@ -730,31 +734,27 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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QES9GxM4Kh1WqA4CpkiYCBwI9FY6naBHxY2BbQee3A9en768H3jGmQZWHc1gV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\nMF9K6aP7+dIH6lyLJNWdPUzSXGvHM6DPmd7e3ma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\n", 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1kqEawZ13wpZbwkorFZ1Ealybbw6XXALDhsELLxSdRpLKp8NDAhHRGbg0pXRQ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\n53pqNtCSUvpiSmn7SmaVJGl+unaFK66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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -802,7 +802,7 @@ "plt.plot(clusters,sc_scores,'*-') #绘制类簇数量与对应轮廓系数关系\n", "plt.xlabel('Number of Clusters')\n", "plt.ylabel('Silhouette Coefficient Score')\n", - "\n", + "plt.savefig('k-means_silhouette_coef.pdf')\n", "plt.show() " ] }, @@ -920,7 +920,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.5.4" } }, "nbformat": 4, diff --git a/3_kmeans/2-kmeans-color-vq.ipynb b/3_kmeans/2-kmeans-color-vq.ipynb index 15e8a28..055cecd 100644 --- a/3_kmeans/2-kmeans-color-vq.ipynb +++ b/3_kmeans/2-kmeans-color-vq.ipynb @@ -16,7 +16,9 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "%matplotlib inline\n", @@ -206,7 +208,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" 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