diff --git a/2_knn/knn_classification.ipynb b/2_knn/knn_classification.ipynb index be225ab..90c4c9c 100644 --- a/2_knn/knn_classification.ipynb +++ b/2_knn/knn_classification.ipynb @@ -41,7 +41,7 @@ "输出:预测的最优类别$y_{pred}$\n", "\n", "\n", - "1. 准备数据,对数据进行预处理;\n", + "1. 准备数据;\n", "2. 计算测试数据与各个训练数据之间的**距离**;\n", "3. 按照距离的递增关系进行排序;\n", "4. 选取距离最小的`k`个点;\n", @@ -112,12 +112,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -145,6 +145,7 @@ "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", "\n", "# 生成模拟数据\n", "np.random.seed(314)\n", @@ -178,23 +179,24 @@ "# 绘制结果\n", "for i in range(split_index):\n", " if y_train[i] == 0:\n", - " plt.scatter(x_train[i,0],x_train[i,1],c = 0, marker='.')\n", + " plt.scatter(x_train[i,0],x_train[i,1], s=38, c = 'r', marker='.')\n", " else:\n", - " plt.scatter(x_train[i,0],x_train[i,1],c = 1, marker='^') \n", - "plt.rcParams['figure.figsize']=(12.0, 8.0)\n", + " plt.scatter(x_train[i,0],x_train[i,1], s=38, c = 'b', marker='^') \n", + "#plt.rcParams['figure.figsize']=(12.0, 8.0)\n", "mpl.rcParams['font.family'] = 'SimHei'\n", "plt.title(\"训练数据\")\n", - "plt.savefig(\"fig-res-train.pdf\")\n", + "plt.savefig(\"fig-res-knn-traindata.pdf\")\n", "plt.show()\n", "\n", "for i in range(data_size_all - split_index):\n", " if y_test[i] == 0:\n", - " plt.scatter(x_test[i,0],x_test[i,1],c = 0, marker='.')\n", + " plt.scatter(x_test[i,0],x_test[i,1], s=38, c = 'r', marker='.')\n", " else:\n", - " plt.scatter(x_test[i,0],x_test[i,1],c = 1, marker='^')\n", - "plt.rcParams['figure.figsize']=(12.0, 8.0)\n", + " plt.scatter(x_test[i,0],x_test[i,1], s=38, c = 'b', marker='^')\n", + "#plt.rcParams['figure.figsize']=(12.0, 8.0)\n", + "mpl.rcParams['font.family'] = 'SimHei'\n", "plt.title(\"测试数据\")\n", - "plt.savefig(\"fig-res-test.pdf\")\n", + "plt.savefig(\"fig-res-knn-testdata.pdf\")\n", "plt.show()" ] }, @@ -207,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -229,11 +231,11 @@ "def knn_vote(ys):\n", " \"\"\"根据ys的类别,挑选类别最多一类作为输出\"\"\"\n", " vote_dict = {}\n", - " for y in ys:\n", - " if y not in vote_dict.keys():\n", - " vote_dict[y] = 1\n", - " else:\n", - " vote_dict[y] += 1\n", + " for y in ys:\n", + " if y not in vote_dict.keys():\n", + " vote_dict[y] = 1\n", + " else:\n", + " vote_dict[y] += 1\n", " \n", " method = 1\n", " \n", @@ -271,13 +273,13 @@ " \n", "\n", "# 对每个样本进行分类\n", - "y_train_est = [knn_predict(x_train[i], x_train, y_train) for i in range(len(x_train))]\n", + "y_train_est = [knn_predict(x_train[i], x_train, y_train, k=5) for i in range(len(x_train))]\n", "print(y_train_est)" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -300,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -333,10 +335,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, + "execution_count": 9, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -397,7 +397,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -434,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -463,14 +463,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -494,10 +494,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, + "execution_count": 13, + "metadata": {}, "outputs": [], "source": [ "# split train / test data\n", @@ -588,7 +586,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/3_kmeans/1-k-means.ipynb b/3_kmeans/1-k-means.ipynb index 993f8a5..92e581b 100644 --- a/3_kmeans/1-k-means.ipynb +++ b/3_kmeans/1-k-means.ipynb @@ -249,17 +249,19 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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DAdM0E27BndihzUaury9SKlSwiYiIFEA+OwjxTk1zRzOD0UGiv0t+Hmsqtx2y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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -291,16 +293,14 @@ " markindex = y[i]\n", " plt.plot(X[i, 0], X[i, 1], marksamples[markindex], markersize=10)\n", " \n", - "plt.savefig(\"fig-res/k-means_data.pdf\")\n", + "plt.savefig(\"fig-res-k-means_data.pdf\")\n", "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, + "execution_count": 9, + "metadata": {}, "outputs": [], "source": [ "# k-means\n", @@ -389,18 +389,20 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "最初的中心= [[-0.47103831 0.23204994]\n", - " [ 7.49671415 -0.1382643 ]\n", - " [ 4.96044485 5.6815007 ]]\n", - "the SSE of 1th iteration is 4705.401208\n", - "the SSE of 2th iteration is 3502.239035\n" + "最初的中心= [[5.44933657 0.06856297]\n", + " [1.68714164 0.88163976]\n", + " [1.8820245 1.34542005]]\n", + "the SSE of 1th iteration is 120663.858114\n", + "the SSE of 2th iteration is 7006.354257\n", + "the SSE of 3th iteration is 3567.793025\n", + "the SSE of 4th iteration is 3502.239035\n" ] } ], @@ -412,27 +414,31 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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9IHlP2nIlFWBUZ7vIOCqKKwCX3EEFMOPCGex4bEdE1Uzzbc3hdRm2QO/MXm5p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\n3QHzDWB3RNzYdJB+RcSaiDg9IhZS/e03taggUE5b7FPPKrM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\n", 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/H6dxGjpf03+qP26lsfT6pWz+zGYGpg4Yh+8xgtVQvRr05IXez0j7RWJVjY1G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\nGB7eSV2fd524E/WVuE+y7hN4UBGtTmhCNn6d5H0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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -492,8 +498,8 @@ " # label=labels.iat[i,0]\n", " \n", "# 绘图显示\n", - "datashow(X, k, mycentroids, clusterAssment, \"fig-res/k-means_predict.pdf\")\n", - "trgartshow(X, 3, y, \"fig-res/k-means_groundtruth.pdf\")" + "datashow(X, k, mycentroids, clusterAssment, \"fig-res-k-means_predict.pdf\")\n", + "trgartshow(X, 3, y, \"fig-res-k-means_groundtruth.pdf\")" ] }, { @@ -505,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -558,7 +564,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -612,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 19, "metadata": { "scrolled": true }, @@ -730,27 +736,31 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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mZhm4mDIzMzPLwMWUmZmZWQYupszMzMwycDFlZmZmlkGWBx2bDWos7oDuu6ybWTmNxR3Q\nfZf1+uRiysru5ptvYdmy85k8uYkXXuiivf0aliw5s+baMLPxZf2W9QM+6JjO2mrDxp4P81lZ9fb2\nsmzZ+ezadTc7dtzPrl13s2zZ+fT29tZUG2ZmZsVyMWVl1dXVxeTJTcD8tMt8Jk2aTVdXV021YWZm\nViwXU1ZWTU3JYTd4KO3yELt3b6Spqamm2jAzMyuWiykrq5kzZ9Lefg1Tpixi2rTjmDJlEe3t15T1\nBPGxaMPMzKxYPgHdym7JkjM59dSTR/VKu7Fow8zGl3mz5g14Ivi8WfNqqg0be4qI0W1AitFuw8yq\niyQiQpWOIyvnL7Pxp5T85cN8ZmZmZhm4mDIzMzPLwMWUmZmZWQYupszMzMwycDFlZmZmloGLKTMz\nM7MMXEyZmZmZZZCpmJJ0iKRvSnpM0iOS/qRcgZmZjTbnMDMrh6x3QL8K+E5EvEvSRODAMsRkdaC3\nt3fU704+Fm1Y3XMOsz2WX7Kc9VvW79d93qx5rLpyVc20YWOv5GJK0jTgxIhYChARLwI7yxSX1bCb\nb76FZcvOZ/Lk5IHE7e3XsGTJmTXXhtU35zArtH7LetbOWbt/jwEe/1LNbdjYy3KYbw7wtKTrJP1S\n0ipJU8oVmNWm3t5eli07n1277mbHjvvZtetuli07n97e3ppqw8YF5zAzK4ssh/kmAscBH46IdZK+\nBHwSaC0ccMWKFXveNzc309zcnKFZq2ZdXV1MntzErl3z0y7zmTRpNl1dXWU7FDcWbdjIdHR00NHR\nUekwRqqoHOb8ZVbfypG/Sn7QsaRZwM8i4rXp5z8FLomItxYM5weFjiO9vb3Mnn0ku3bdDcwHHmLK\nlEVs3Ph42QqdsWjDsqmFBx0Xk8Ocv8aX5qXNAx6CW9i5kI7VHTXThmUzpg86jogtwGZJ89JOpwCP\nljo+qw8zZ86kvf0apkxZxLRpxzFlyiLa268pa5EzFm1Y/XMOM7NyyXo134XATZImAU8A780ektW6\nJUvO5NRTTx7VK+3Gog0bF5zDbI95s+YNeCL4vFnz9u9YxW3Y2Cv5MF/RDXg3udm4UwuH+Yrh/GU2\n/ozpYT4zMzMzczFlZmZmlomLKTMzM7MMXEyZmZmZZeBiyszMzCwDF1NmZmZmGbiYMjMzM8vAxZSZ\nmZlZBi6mzMzMzDJwMWVmZmaWgYspMzMzswxcTJmZmZll4GLKzMzMLAMXU2ZmZmYZuJgyMzMzy8DF\nlJmZmVkGLqbMzMzMMnAxZWZmZpaBiykzMzOzDFxMmZmZmWXgYsrMzMwsAxdTZmZmZhm4mDIzMzPL\nwMWUmZmZWQaZiylJEyT9UtId5QjIzGysOH+ZWTmUY8/URcCjZRiPmdlYc/4ys8wyFVOSDgPOAL5W\nnnDMzMaG85eZlUvWPVNfBC4GogyxmJmNJecvMyuLiaV+UdJbgC0R8StJzYAGG3bFihV73jc3N9Pc\n3Fxqs2ZWhTo6Oujo6Kh0GEVz/jKznHLkL0WUtlEm6QrgHOBFYApwMHBbRJxbMFyU2oaZ1SZJRMSg\nBUqlOX+Z2WBKyV8lF1MFDS8EPh4Rbxugn5OR2ThT7cVUPucvM8tXSv7yfabMzMzMMijLnqkhG/CW\nndm4U0t7pobi/GU2/njPlJmZmdkYczFlZmZmloGLKTMzM7MMXEyZmZmZZeBiyszMzCwDF1NmZmZm\nGbiYMjMzM8vAxZSZmZlZBi6mzMzMzDKYWOkAakVvby9dXV00NTUxc+bMSodjNmJehsef5ZcsZ/2W\n9ft1nzdrHquuXFWBiMxK09m5kZaW1XR399PYOIG2tqXMmTO70mHt4WKqCDfffAvLlp3P5MlNvPBC\nF+3t17BkyZmVDsusaF6Gx6f1W9azds7a/Xt0jn0sZqXq7NzI4sVXs2HDSmAq0Me997ayZs0FVVNQ\n+TDfMHp7e1m27Hx27bqbHTvuZ9euu1m27Hx6e3srHZpZUbwMm1kta2lZnVdIAUxlw4aVtLSsrmBU\n+3IxNYyuri4mT24C5qdd5jNp0my6uroqF5TZCHgZNrNa1t3dz95CKmcqPT39lQhnQC6mhtHUlBwW\ngYfSLg+xe/dGmpqaKheU2Qh4GTazWtbYOAHoK+jaR0ND9ZQw1RNJlZo5cybt7dcwZcoipk07jilT\nFtHefo1P4LWa4WXYzGpZW9tS5s5tZW9B1cfcua20tS2tWEyFFBGj24AUo93GWPCVUFbrxnIZlkRE\naFQbGQO1nr98NZ/Vi9zVfD09/TQ0jO7VfKXkLxdTZlZ2LqbMrFaVkr98mM/MzMwsAxdTZmZmZhm4\nmDIzMzPLwMWUmZmZWQYupszMzMwycDFlZmZmlkHJxZSkwyTdJekRSQ9LurCcgZmZjSbnMDMrl5Lv\nMyXp1cCrI+JXkg4C7gfeHhGPFwzn+7SYjTO1cJ+pYnKY85fZ+FNK/ppYamMR8STwZPr+OUmPAY3A\n40N+sczq6c7k9TQtNjL+34+9Suewerk7eb1Mh5Umd2fy7u5+GhtH987k1azkYiqfpCbgWODn5Rhf\nsW6++RaWLTufyZOTB7m2t1/DkiVnjmUIZVNP02Ij4/995VUih63fsp61c9bu36NzrCIoj3qZDhu5\nzs6NLF58NRs2rASmAn3ce28ra9ZcMO4KqswnoKe7x28FLoqI57KHVJze3l6WLTufXbvuZseO+9m1\n626WLTuf3t7esQqhbOppWmxk/L+vvErlMLNa19KyOq+QApjKhg0raWlZXcGoKiPTnilJE0mS0I0R\ncftgw61YsWLP++bmZpqbm7M0C0BXVxeTJzexa9f8tMt8Jk2aTVdXV80dJqmnabGRqZf/fUdHBx0d\nHZUOY8SKyWGjkb/M6kF3dz97C6mcqfT09FcinJKVI39lPcx3LfBoRFw11ED5yahcmpqSQyLwEDAf\neIjduzfS1NRU9rZGWz1Ni41MvfzvC4uMlStXVi6YkRk2h41G/jKrB42NE4A+9i2o+mhoqK27LpUj\nf2W5NcKbgbOBkyU9IOmXkk4vdXwjNXPmTNrbr2HKlEVMm3YcU6Ysor39mprams+pp2mxkfH/vnIq\nncPMal1b21Lmzm0lKagA+pg7t5W2tqUVi6lSSr41QtENjPKlxfV0FVQ9TYuNTL3972vh1gjFGM38\nVS9XwdXLdFhpclfz9fT009BQH1fzlZK/ar6YMrPq42LKzGpVKfmrtg5smpmZmVUZF1NmZmZmGbiY\nMjMzM8vAxZSZmZlZBi6mzMzMzDJwMWVmZmaWgYspMzMzswxcTJmZmZll4GLKzMzMLIOsDzquuHp7\nDIdVl8cee4z77ruP448/nqOOOqrS4WTi30p18WNYbLTdc89POO+8f2LbtqnMmNHH9dd/jJNOenOl\nwypJ7rE13d39NDZW32NrarqYuvnmW1i27HwmT27ihRe6aG+/hiVLzqx0WFYnLrjgb/jKV1YBhwOb\n+chH3s/VV19V6bBK4t9K9Vm/ZT1r56zdv0fn2Mdi9eeee37CKaf8My++eAMwlR07+jjllA/zH/9B\nzRVUnZ0bWbz4ajZsWAlMBfq4995W1qy5oGoKqpp9Nl9vby+zZx/Jrl13A/OBh5gyZREbNz7urW7L\n7LHHHuMNb/gfwL3kli84gUcfvb/m9lBV4rfiZ/MNr3lp84DF1MLOhXSs7hiVNm38mDPnnXR1JYXU\nXn00NZ1LZ+e/VSqskpxzzkpuuulvKZyWs8/+Av/yL61lb29cPZuvq6uLyZObSFYOAPOZNGk2XV1d\nlQvK6sZ9991Hskdq7/IFh6Xda4t/K2bjz7ZtU9m3+ACYyvbthd2qX3d3PwNNS09PfyXCGVDNFlNN\nTcnhimSPAcBD7N69kaampsoFZXXj+OOPBzaTv3zBb9PutcW/FbPxZ8aMPqCvoGsf06cXdqt+jY0T\nGGhaGhqqp4SpnkhGaObMmbS3X8OUKYuYNu04pkxZRHv7NT7EZ2Vx1FFH8ZGPvB84AZgHnMBHPvL+\nmjvEB/6tmI1H11//MSZO/DB7i5A+Jk78MNdf/7FKhlWStralzJ3bSv60zJ3bSlvb0orFVKhmz5nK\n8RVKNpp8NV9pfM7U8Hw1n4223NV827dPZfr0+riar6enn4aG0b2ar5T8VfPFlJlVHxdTZlarxtUJ\n6GZmZmbVwMWUmZmZWQYupszMzMwycDFlZmZmloGLKTMzM7MMXEyZmZmZZZCpmJJ0uqTHJa2XdEm5\ngjIzGwvOYWZWDiUXU5ImAF8BTgOOBpZIOrJcgVWjjo6OSodQFvUyHeBpsdKNtxxWT8tXvUxLvUwH\n1Ne0lCLLnqnjgf+MiI0RsRv4V+Dt5QmrOtXLwlIv0wGeFstkXOWwelq+6mVa6mU6oL6mpRRZiqlG\nkifB5vw27WZmVgucw8ysLHwCupmZmVkGJT+bT9IJwIqIOD39/EkgIuLKguH8YCuzcajan81XTA5z\n/jIbn8bsQceSDgB+A5wC/A64D1gSEY+VNEIzszHkHGZm5TKx1C9GxEuSPgL8gORwYbuTkJnVCucw\nMyuXkvdMmZmZmdkonoBeLzfDk3SYpLskPSLpYUkXVjqmrCRNkPRLSXdUOpYsJB0i6ZuSHkv/P39S\n6ZhKIemjkn4t6SFJN0maXOmYiiWpXdIWSQ/ldZsh6QeSfiPp+5IOqWSMpXIOq07OX9XHOWyUiqk6\nuxnei8DHIuJo4I3Ah2t4WnIuAh6tdBBlcBXwnYg4CjgGqLlDNJIagAuA4yJiPsmh9/dUNqoRuY7k\nd57vk8API+L1wF3Ap8Y8qoycw6qa81cVcQ5LjNaeqbq5GV5EPBkRv0rfP0eywNfsvWgkHQacAXyt\n0rFkIWkacGJEXAcQES9GxM4Kh1WqA4CpkiYCBwI9FY6naBHxY2BbQee3A9en768H3jGmQZWHc1gV\ncv6qWuM+h41WMVWXN8OT1AQcC/y8spFk8kXgYqDWT5abAzwt6bp0l/8qSVMqHdRIRUQP8I/AJqAb\n2B4RP6xsVJkdGhFbIFmRA4dWOJ5SOIdVJ+evKuMclvBNO4sk6SDgVuCidOuu5kh6C7Al3UpV+qpV\nE4HjgK9GxHHA8yS7ZmuKpOkkW0GzgQbgIElnVTaqsqv1FV9dqPUc5vxVnZzDEqNVTHUDR+R9Pizt\nVpPSXZe3AjdGxO2VjieDNwNvk/QEcDOwSNINFY6pVL8FNkfEuvTzrSTJqdacCjwREVsj4iXgNuBN\nFY4pqy2SZgFIejXwVIXjKYVzWPVx/qpOzmGMXjH1C+B1kmanZ/W/B6jlKy+uBR6NiKsqHUgWEXFp\nRBwREa8l+Z/cFRHnVjquUqS7YDdLmpd2OoXaPCl1E3CCpJdLEsl01NqJqIV7Ce4AlqbvzwNqceXt\nHFZlnL+qlnMYGW7aOZR6uhmepDcDZwMPS3qAZHffpRHxvcpGZsCFwE2SJgFPAO+tcDwjFhH3SboV\neADYnf5dVdmoiifp60Az8EpJm4BW4HPANyW9D9gIvLtyEZbGOczGQM3nL3AO2zMe37TTzMzMrHQ+\nAd3MzMwsAxdTZmZmZhm4mDIzMzPLwMWUmZmZWQYupszMzMwyqLtiSlKnpJOrII7DJe1M77uBpLvT\nyyyRdJ6kH1U2wuqV3q/kTknbJd2SdvuMpF5JPem8fTY3b4cYz59KqsnL2W38cg6rfc5h40/dFVPl\nIOlGSb9LfwiPS1o20nFExOaImBaD33tizO9JIam18I7B+QmyivwlMBOYERFnSjoc+BhwZEQ0pPP2\n4CHmLZA8wDJ9IntmWVZwko6VtE5Sn6RfSDpmiGF/na7Acq/dkm5P+/1/kr4l6SlJT0v6bt5N/5B0\nbtrODkmbJF0pyb/xcSxdZnaVcqdw57BMxm0OS4c/VdL9kp5Lc9FfDjDMuZL6B/vfSfqPtH9N5LCa\nCLICPgvMiYjpwNuAz0j6owrHNJ7MBtbnJZrZwNMR8UwFYypJekO+bwE3ANPTv7crebzHfiLiD9IV\n2LSImEbysN1vpL2nk9yJdx4wi+Qu3fl35p0CXAS8EvgTkjsR/23ZJ8pqyVeA+yodxDg0bnOYpDcA\nNwGfAqYBxwD3FwwzPe3/60HGcRbJTcVr50aYEVFXL6ATODl9fxTJnWXPzDC+1wM9wF8O0v+PSVZq\nO4DfAV9Z/J0FAAAgAElEQVRIu88G+oEJ6ee7gfel788DfgR8HtgKbABOzxvna0hWks8A64G/zut3\nHfDpvM8LSZ7xlP/dW0meJbQBuCDtfhrw+/S1k+QutZ8BXiR5yOZO4MvpsEeS3Pn5GZLHArxriPkz\ng+RRFd3p8Lfl9Xs/8J/A0yQ/xtfk9RuwDWBFGuMLaUzL0/heTD9fO8C8HTCGYudN2q8VuAW4Pm3n\nYeC4tN8NwEtAX9rvb0ew/CzOjyHtthH4syK+uzBdrqYMMe/7SbZ+B+r/UeD2Sv8m/RrZizLlMJJH\nrvwr8PfADUMM5xzmHDbUcjSiHEZSSK0cZpz/G/hg/jKV128a8DhwfBrzhEr/JouaT5UOoOwTlCYi\nkodGbgT+PK/fncC29Mdf+PeOgvF8NV3w+oF1wIGDtPdT4Oz0/YHA8en72fkLAvsnoheA95E8D+iD\nQHfeOO8BrgYmkVT1TwHNab+BEtGm9L3SWC8DDgCagP8CFqf9WylIqoULczoNm4Bz0/Hl2j9ykOn/\nNslDR6elbZ6Ydj8Z6E2/Pwn4MrC2mDYK48yfxkHm7WAxjHTePE+SsAVcAfysYLlaVDDt+ctQ4fL0\niXSYvwG+XfC9O4CPFrEstwPXDtH/HfnLzQD9/3/gikr/Jv0a2Ysy5LD0t/AboGGg331Be85hzmFl\ny2EkRd6ngYdIisMbyNvgIymS7hvof5d2+wrJo3b2mUfV/hqVZ/NVgZOAZcBZEbHnJMmIeGuxI4iI\nD6fP5nojyXN7fj/IoC+QPBD1lZHswi12l3pXRFwLIOl64BpJhwKT0zZPj4jdwIOSvkbyo+0YZpzH\nA6+KiMtzbaTffQ+wpsi4/gLojIjceQkPSroNeBfQlj+gkqdpnwa8IiJ2pp1z8/sskueZPZgO+ylg\nq6QjgBOKbWM4kl4zRAz5ipk3P46I76fjvZHkkNk+zeV/iIgZRYR4EMkWf76dwMFDfUnSFJLzLv5i\nkP6HkSSdjw7S/33A/yD5HVjtyZrDPg38c0T0DHOOMziHOYcNbaQ57DDgHJI9Wr8jKaauBs5Jz3/6\nKnD+QF+UtAB4E3ABcEQRsVWNei2mPkCyBZHpapNIyuSfSvor4EMkK69Cy0h+PI9LeoJki+vbRYz+\nybx2dqUJ7yDgVcDWiHg+b9iNJCvG4RwBNEramn4WyXlx9xTx3ZzZJE8Azx/HAcCNAwx7eBrrzgH6\nNZB3nDwi+tJxNg7RxohPkiX54Q4WQ75i5s2Tee+fB14uaUJE9JcQV85zJFub+Q4Bnh3me+8Enhlo\nGZY0E/g+8JWI+MYA/d8BXA6cEhFbC/tbTSg5h0k6FjgVOLbIrziHOYcNZaQ5bBfJHvUNAJKuYG+x\n92HgwYj4ReGX0isbvwpcFBGhIrYCqkm9FlMfBC6R9E8R8bFcR0nfAU5k4JPafhQRbxlkfBOBuQP1\nSBeYs9LxvxO4VdIrMsTeA7xC0tSI6Eu7HUGyuxSSQ48H5g3/mrz3m4EnIuL1g4x7oOku7LYZ6IiI\n04qIdXMa67QBEkEPScIBQNJUkhOju0fYRpYYCocbat4MZ795J+nZAbor7XZFRHwOeITkKp5880m2\n1IZyLgMk5vTEze8D30rHX9j/dOD/AmdExKPDtGHVK0sOW0jy29uUrpAOAg6Q9IaIWFD4Jecw57DC\nzmTLYQ8NEcPJwEmScuvaVwDHphsALcAC4JZ0uT0gjeW3kt4VET8ZYrwVV69X8z0LnE7yT/tsrmNE\nnBHJ5ajTBni9BZKtfklnSpoqaYKk00h2o/4wN570cs2T0vdnS3pV2msHyUKY2woYcWUdEb8lOYfh\ns5JeJmk+yZZjbqvqV8AZkmaku6jzd+PeBzwr6RNK7nNygKSj012nAFuApoKKfwvw2rzP/w7Mk3SO\npImSJklaIOnIAWJ9Evguye796enwJ6a9bwbeK2m+pJeRHL+/NyI2DdHGSJKEiogh33DzZtA2Uk+y\n73xikGUp1y1X6HQAL0m6QNJkSReSLB93DdpocghvEcmJpPndDyY54fXHEXHZAN87GfgX4J0RcX9h\nf6spJecwkmJ6LsmeqWOA/0Pym9uz4ncO2xOrc1j5c9h1JPNtjqQDgUtIzvWD5Fy7o0iWy2NIzgFb\nCVwWETtICuvccntG+p3jgJ8PMY1VoR6LqQBIK/zFwOmSVo7w+x8i2QrYCvwDyW7Hb0NyIzv2XikB\nScJ7RNJO4IskV938Pm9cDPB+0LhTS4A5JFtG/wa0RMTdab8bSSr/LuB7JFfrJCNIduX+BcnC2Ely\nQuQ/s3cX7TdJflzPSFqXdrsKeJekZyR9KSKeA/6MpIDsSV+fIzkPYiB/RXKVyuMkSe2iNJb/INnS\nuI1kS25OOk6GaONlw8yjfPnza8AY9hl4+HkzXBufA1okbZVUuJU2+AiSc0beQZJEtpHscXp7RLwI\nySXAkh4u+No5wE8iorOg+/8kOVTyXiU3/HtWyb2oDkv7/106Pd/J61fM4RqrLplyWET8d0Q8lXuR\nHKb57/R8KOew/TmHDTWCEeawiLiOZK/6z9M4d7F3nu4sWDZ/D+yMiGfT/vn9etP4n8q1Vc0UMfTv\nQ1I7yT9wS0TMT7vNILkEczbJD+LdaVVZ9ySdDbxhoD0DZlZ9nMP25RxmVn7FFFN/SrJlc0NeIrqS\n5OTYf5B0Ccllj58c9WjNzEbIOczMRtuwxRSApNnAnXmJ6HFgYURsSY95d0TEfsejzcyqgXOYmY2m\nUs+ZOjQitsCek+cOLV9IZmajzjnMzMqmXCegD797y8ysejmHmVnJSr3P1BZJs/J2kT812ICSnKTM\nxqGIqOab7hWVw5y/zMankeavYvdMiX3vV3EHsDR9fx77Prl+oKDq4tXa2lrxGDwdnpZaeFWhknNY\npeell6/6nZZ6mY56m5ZSDFtMSfo6yQ3Y5knaJOm9JPerWCzpN8Ap6Wczs6rjHGZmo23Yw3wRcdYg\nvU4tcyxmZmXnHGZmo60e74A+apqbmysdQlnUy3SAp8WsWPW0fNXLtNTLdEB9TUspirrPVKYGpBjt\nNsysukgiqvsE9KI4f5mNP6XkL++ZMjMzM8vAxZSZmZlZBi6mzMzMzDJwMWVmZmaWgYspMzMzswxc\nTJmZmZll4GLKzMzMLAMXU2ZmZmYZuJgyMzMzy8DFlJmZmVkGLqbMzMzMMnAxZWZmZpaBiykzMzOz\nDFxMmZmZmWXgYsrMzMwsAxdTZmZmZhm4mDIzMzPLwMWUmZmZWQYupszMzMwycDFlZmZmloGLKTMz\nM7MMXEyZmZmZZZCpmJL0UUm/lvSQpJskTS5XYGZmo805zMzKoeRiSlIDcAFwXETMByYC7ylXYGZm\no8k5zMzKZWLG7x8ATJXUDxwI9GQPyWpdZ+dGWlpW093dT2PjBNraljJnzuxKh2U2EOcw22P5JctZ\nv2X9ft3nzZrHqitXVSAiqxUlF1MR0SPpH4FNwPPADyLih2WLzGpSZ+dGFi++mg0bVgJTgT7uvbeV\nNWsucEFlVcU5zAqt37KetXPW7t+jc+xjsdqS5TDfdODtwGygAThI0lnlCsxqU0vL6rxCCmAqGzas\npKVldQWjMtufc5iZlUuWw3ynAk9ExFYASbcBbwK+XjjgihUr9rxvbm6mubk5Q7NWzbq7+9lbSOVM\npaenvxLh2Bjp6Oigo6Oj0mGMVFE5zPnLrL6VI39lKaY2ASdIejnwe+AU4BcDDZifjKy+NTZOAPrY\nt6Dqo6HBd+GoZ4VFxsqVKysXTPGKymHOX2b1rRz5q+Q1XETcB9wKPAA8CAjwGXrjXFvbUubObSUp\nqAD6mDu3lba2pRWLyWwgzmFmVi6KiNFtQIrRbsOqS+5qvp6efhoafDXfeCSJiFCl48jK+Wt88dV8\nBqXlLxdTZlZ2LqbMrFaVkr98IouZmZlZBi6mzMzMzDJwMWVmZmaWgYspMzMzswxcTJmZmZll4GLK\nzMzMLAMXU2ZmZmYZuJgyMzMzyyDLs/nMBpS7A3p3dz+NjaNzB/SxaMPMxpexuAO677Jen1xMWVl1\ndm5k8eKr2bBhJcnDjvu4995W1qy5oGzFzli0YWbjz/ot61k7Z+3+PTprqw0bez7MZ2XV0rI6r8gB\nmMqGDStpaVldU22YmZkVy8WUlVV3dz97i5ycqfT09NdUG2ZmZsVyMWVl1dg4Aegr6NpHQ0P5FrWx\naMPMzKxYXvtYWbW1LWXu3Fb2Fjt9zJ3bSlvb0ppqw8zMrFg+Ad3Kas6c2axZcwEtLV+gp6efhoYJ\ntLWV98TwsWjDzMafebPmDXgi+LxZ82qqDRt7iojRbUCK0W7DzKqLJCJClY4jK+cvs/GnlPzlw3xm\nZmZmGbiYMjMzM8vAxZSZmZlZBi6mzMzMzDJwMWVmZmaWgYspMzMzswxcTJmZmZllkKmYknSIpG9K\nekzSI5L+pFyBmZmNNucwMyuHrHdAvwr4TkS8S9JE4MAyxGQ1rrNzIy0tq+nu7qexcQJtbUvLfnfy\nsWjDxgXnMNtj+SXLWb9l/X7d582ax6orV9VMGzb2Si6mJE0DToyIpQAR8SKws0xxWY3q7NzI4sVX\ns2HDSmAq0Me997ayZk35HvcyFm1Y/XMOs0Lrt6xn7Zy1+/cY4PEv1dyGjb0sh/nmAE9Luk7SLyWt\nkjSlXIFZbWppWZ1X5ABMZcOGlbS0rK6pNmxccA4zs7LIcphvInAc8OGIWCfpS8AngdbCAVesWLHn\nfXNzM83NzRmatWrW3d3P3iInZyo9Pf011YaNTEdHBx0dHZUOY6SKymHOX2b1rRz5K0sx9Vtgc0Ss\nSz/fClwy0ID5ycjqW2PjBKCPfYudPhoaynfh6Fi0YSNTWGSsXLmycsEUr6gc5vxlVt/Kkb9KXvtE\nxBZgs6R5aadTgEdLHZ/Vh7a2pcyd20pS7AD0MXduK21tS2uqDat/zmFmVi5Zr+a7ELhJ0iTgCeC9\n2UOyWjZnzmzWrLmAlpYv0NPTT0PDBNraynti+Fi0YeOGc5jtMW/WvAFPBJ83a97+Hau4DRt7iojR\nbUCK0W7DzKqLJCJClY4jK+cvs/GnlPzlk0zMzMzMMnAxZWZmZpaBiykzMzOzDFxMmZmZmWXgYsrM\nzMwsAxdTZmZmZhm4mDIzMzPLwMWUmZmZWQYupszMzMwycDFlZmZmloGLKTMzM7MMXEyZmZmZZeBi\nyszMzCwDF1NmZmZmGbiYMjMzM8vAxZSZmZlZBi6mzMzMzDJwMWVmZmaWgYspMzMzswxcTJmZmZll\n4GLKzMzMLAMXU2ZmZmYZuJgyMzMzy8DFlJmZmVkGmYspSRMk/VLSHeUIyMxsrDh/mVk5lGPP1EXA\no2UYj5nZWHP+MrPMMhVTkg4DzgC+Vp5wzMzGhvOXmZVL1j1TXwQuBqIMsZiZjSXnLzMri4mlflHS\nW4AtEfErSc2ABht2xYoVe943NzfT3NxcarNmVoU6Ojro6OiodBhFc/4ys5xy5C9FlLZRJukK4Bzg\nRWAKcDBwW0ScWzBclNqGmdUmSUTEoAVKpTl/mdlgSslfJRdTBQ0vBD4eEW8boJ+Tkdk4U+3FVD7n\nLzPLV0r+8n2mzMzMzDIoy56pIRvwlp3ZuFNLe6aG4vxlNv54z5SZmZnZGHMxZWZmZpaBiykzMzOz\nDFxMmZmZmWXgYsrMzMwsAxdTZmZmZhm4mDIzMzPLwMWUmZmZWQYupoq0fft2Pv7ud7N9+/ZKh2Jm\nZjbuVPN6eGKlA6gF27dv59LFi7l43Tou7ezkijVrmD59eqXDMivK8kuWs37L+v26z5s1j1VXrqpA\nRDaWOjs30tKymu7ufhobJ9DWtpQ5c2ZXOiyzEan29bAfJzOM3D/w8nXrmAFsAy5bsKDq/pFmg2le\n2szaOWv3676wcyEdqztGpU0/TqY6dHZuZPHiq9mwYSUwFehj7txW1qy5wAWV1YyxXg/7cTJlVvgP\nBJgBXL5uHZcuXlyVuxrNzHJaWlbnFVIAU9mwYSUtLasrGJVZ8WplPexiaghty5dzcd4/MGcGcPG6\ndbQtX16JsMzMitLd3c/eQipnKj09/ZUIx2zEamU97GJqCC2rVvH5BQvYVtB9G/D5BQtoWeXzTcys\nejU2TgD6Crr20dDg1G+1oVbWw/5FDWH69OlcsWYNl+X9I33OlJnVira2pcyd28regio5Z6qtbWnF\nYjIbiVpZD/sE9CLkX0Xw+Sr7B5oNpxJX8/kE9OqRu5qvp6efhgZfzWe1aSzXw6XkLxdTRdq+fTtt\ny5fTsmqVCymzYbiYMrNyG6v1sIspM6sKLqbMrFb51ghmZmZmY8zFlJmZmVkGLqbMzMzMMnAxZWZm\nZpaBiykzMzOzDEoupiQdJukuSY9IeljSheUMzMxsNDmHmVm5ZNkz9SLwsYg4Gngj8GFJR5YnrOJt\n376dj7/73VXzsMMs6mlazGpAVeQws1rndRdMLPWLEfEk8GT6/jlJjwGNwONlim1Y+XdEvbSzs6bv\nTF5P02LFq8TdyS1RDTksd3fy7u5+Ghtr9+7k9TIdNnJed6UiIvMLaAK6gIMG6BejYdu2bfGhBQti\nK0RAbIX40IIFsW3btlFpbzTV07TYyCw8b2Gwgv1eC89bWOnQMkl/92XJL2PxGiyHjVb+ioh44omu\nmDv34wHPRfLTfy7mzv14PPFE16i1ORrqZTps5Op13VVK/sp8Arqkg4BbgYsi4rms4ytGrhK+fN06\nZqTdZgCXr1vHpYsX19SuxnqaFrNaVIkcBtDSspoNG1YCU9MuU9mwYSUtLavHKoSyqJfpsJHxumtf\nJR/mA5A0kSQJ3RgRtw823IoVK/a8b25uprm5OUuztC1fzsV5/8CcGcDF69bRtnw5//iNb2RqY6zU\n07TY+NXR0UFHR0elwxixYnJYufNXTnd3P3sLkJyp9PT0l2X8Y6VepsNGpp7WXWXJXyPdlRX77gK/\nAfinYYYp+y64wl2LUcO7GOtpWmzkfJiv4of3hsxho5G/cs4+e0XeobHYc4js7LNXjFqbo6FepsNG\npp7XXaXkryy3RngzcDZwsqQHJP1S0unZSrviTJ8+nSvWrOGyBQvYlnbbBly2YEHNnfxWT9NiVksq\nmcMA2tqWMnduK9CXdulj7txW2tqWjlUIZVEv02Ej43XXvpQUYaPYwCg+dT3/KoLP1/g/sJ6mxYpX\nr1fzlfLU9Wo0mvkL9l4F19PTT0ND7V4FVy/TYSNXj+uuUvJXTRdTkPwj25Yvp2XVqpr/B9bTtNj4\n5mLKbPyot3XXuCymzKz6uJgys1pVSv7ys/nMzMzMMnAxZWZmZpaBiykzMzOzDFxMmZmZmWXgYsrM\nzMwsAxdTZmZmZhnUfDG1fft2Pv7ud4+7hyqamZmNJ9W8vs/0oONKy7/z6qWdnXVx51WrDkc2H8mT\n//3kft1f/fJX83jH4xWIqHT1epf1epC7c3h3dz+Njb5zuJXPH731rTzR30/+zZICeO2ECTxw552V\nCqtk1b6+r9liKjdjL0+fWn35unVcunhx1c1gq01P/veT7PjzHfv3+O7Yx5LV+i3rWTtn7f49Osc+\nFturs3MjixdfzYYNK4GpQB/33tvKmjUXuKCyzE5esIBfTZ4Mb3zj3o4/+xmn7t5duaBKVAvr+5o8\nzFc4Y4F9ZnA17gI0M8vX0rI6r5ACmMqGDStpaVldwaisXny+pYWp3/8+5O7gH8HU73+fK//u7yob\n2AjVyvq+JouptuXLuThvxubMAC5et4625csrEZaZWdG6u/vZW0jlTKWnp78S4VidmTBhAh9YtAju\nvTfpcO+9fOjkk5kwobZW+7Wyvq+tuZpqWbWKzy9YwLaC7tuAzy9YQMsqnwdiZtWtsXEC0FfQtY+G\nhppMy1aF8vdO1eJeKaid9X1N/mqnT5/OFWvWcFneDN4GXLZgQVUdQzUzG0xb21Lmzm1lb0HVx9y5\nrbS1La1YTFZf9uyd+tKXanKvFNTO+l6j/UT00Xzqev7Z/Z+vshlrtc1X82VTylPXq9Fo5i/YezVf\nT08/DQ2+ms/Kr7+/nze99a389M47a7KYyhnL9X0p+aumiylIZnDb8uW0rFrlQsqsSriYMrNyG6v1\n/bgspsys+riYMrNaVUr+qt19fmZmZmZVwMWUmZmZWQYupszMzMwycDFlZmZmloGLKTMzM7MMXEyZ\nmZmZZZCpmJJ0uqTHJa2XdEm5gjIzGwvOYWZWDiUXU5ImAF8BTgOOBpZIOrJcgVWjjo6OSodQFvUy\nHeBpsdKNtxxWT8tXvUxLvUwH1Ne0lCLLnqnjgf+MiI0RsRv4V+Dt5QmrOtXLwlIv0wGeFstkXOWw\nelq+6mVa6mU6oL6mpRRZiqlGYHPe59+m3czMaoFzmJmVhU9ANzMzM8ug5GfzSToBWBERp6efPwlE\nRFxZMJwfbGU2DlX7s/mKyWHOX2bj05g96FjSAcBvgFOA3wH3AUsi4rGSRmhmNoacw8ysXCaW+sWI\neEnSR4AfkBwubHcSMrNa4RxmZuVS8p4pMzMzMxvFE9Dr5WZ4kg6TdJekRyQ9LOnCSseUlaQJkn4p\n6Y5Kx5KFpEMkfVPSY+n/508qHVMpJH1U0q8lPSTpJkmTKx1TsSS1S9oi6aG8bjMk/UDSbyR9X9Ih\nlYyxVM5h1cn5q/o4h41SMVVnN8N7EfhYRBwNvBH4cA1PS85FwKOVDqIMrgK+ExFHAccANXeIRlID\ncAFwXETMJzn0/p7KRjUi15H8zvN9EvhhRLweuAv41JhHlZFzWFVz/qoizmGJ0dozVTc3w4uIJyPi\nV+n750gW+Jq9F42kw4AzgK9VOpYsJE0DToyI6wAi4sWI2FnhsEp1ADBV0kTgQKCnwvEULSJ+DGwr\n6Px24Pr0/fXAO8Y0qPJwDqtCzl9Va9znsNEqpuryZniSmoBjgZ9XNpJMvghcDNT6yXJzgKclXZfu\n8l8laUqlgxqpiOgB/hHYBHQD2yPih5WNKrNDI2ILJCty4NAKx1MK57Dq5PxVZZzDEr5pZ5EkHQTc\nClyUbt3VHElvAbakW6lKX7VqInAc8NWIOA54nmTXbE2RNJ1kK2g20AAcJOmsykZVdrW+4qsLtZ7D\nnL+qk3NYYrSKqW7giLzPh6XdalK66/JW4MaIuL3S8WTwZuBtkp4AbgYWSbqhwjGV6rfA5ohYl36+\nlSQ51ZpTgSciYmtEvATcBrypwjFltUXSLABJrwaeqnA8pXAOqz7OX9XJOYzRK6Z+AbxO0uz0rP73\nALV85cW1wKMRcVWlA8kiIi6NiCMi4rUk/5O7IuLcSsdVinQX7GZJ89JOp1CbJ6VuAk6Q9HJJIpmO\nWjsRtXAvwR3A0vT9eUAtrrydw6qM81fVcg4jw007h1JPN8OT9GbgbOBhSQ+Q7O67NCK+V9nIDLgQ\nuEnSJOAJ4L0VjmfEIuI+SbcCDwC707+rKhtV8SR9HWgGXilpE9AKfA74pqT3ARuBd1cuwtI4h9kY\nqPn8Bc5he8bjm3aamZmZlc4noJuZmZll4GLKzMzMLAMXU2ZmZmYZuJgyMzMzy8DFlJmZmVkGdVdM\nSeqUdHIVxHG4pJ3pfTeQdHd6mSWSzpP0o8pGWL3S+5XcKWm7pFvSbp+R1CupJ523z+bm7RDj+VNJ\nNXk5u41fzmG1zzls/Km7YqocJHVI2pUmkmdLWZgjYnNETIvB7z0x5vekkNRaeMfg/ARZRf4SmAnM\niIgzJR0OfAw4MiIa0nl78BDzFkgeYJk+kT2zLCs4ScdKWiepT9IvJB0zxLDXSfp93rK3Mz/hSupP\nu+f6rcrrd56kFwu+e1IpMVttS282+m1JW9OV99WSRpTvncMyGc857EpJmyTtSNsc8DE5ks5N89n7\n8rqdKenx9LtPpvnwoFJiHmsupgYWwPlpIjm4XAuzFW02sD4v0cwGno6IZyoYU0nSG/J9C7gBmJ7+\nvV3J4z0Gc2Xesle4Mgtgfl6/5QXf/WnBd+8p6wRZrbiG5BEYs0gebLwQOL+iEY0v4zmHtQNviIhD\nSB4rc46kdxSMczrwKeDXBd/9CXBS+t3XApOAz5RrWkZTXRdTko6S9ISkM0v5epFt/HFaqe+Q9DtJ\nX0i7z06r7sHmsSR9Pt1y3CDp9Lwer5F0u6RnJK2X9Nd5/a6T9Om8zwslbS747q2SnkrHe0Ha/TTg\nUuDMdI/FA5I+A5wIfCXt9uV02CMl/SBt/zFJ7xpi+mdIulZSdzr8bXn93i/pPyU9Lelbkl6T12/A\nNiStAP4eeE8a03KSu1A3pJ+vLZy3g8VQ7LxJ+7VKukXS9Wk7D0s6Lu13A8lz2u5M+/3tYPNjAM3A\nARHx5YjYHRFXkyxbpR7GEXX+u7W9MuSwJuCWdJl7CvgecPQgbTiHOYcNpZkR5LCIWJ/3IO0JQD/w\nuoLBPgtcBTxT8N3fpstr7rsvDfDd6hQRdfUCOkn+yceR3Ab+z/P63QlsA7YO8PeOvOHuBraQbNn9\nCFg4RHs/Bc5O3x8IHJ++n02yIEzIG+f70vfnAS8A7yNZKD8IdOeN8x7gapKq/Jg0jua033XAp/OG\nXQhsSt8LWAdcBhxAklD/C1ic9m8FbiiIf09cedOwCTg3HV+u/SMHmf5vkzx0dFra5olp95OB3vT7\nk4AvA2uLaaMwzvxpHGTeDhbDSOfN88Bp6bBXAD8rWK4WFUx7/jJUuDx9Ih3mb4BvF3zvDuCjg8zP\n64Cn09cvgP9V0L+f5CGpPSQPR52d1+884Nl0Xj4O/F1uHvlVOy/Kk8PeD6wGpgCNwMPA2wZpzznM\nOaxsOSztfwlJLupPY2zI63c8cN9A/7u025uB7el3nwVOqfRvspjXqDybrwqcBCwDzoqIPSdJRsRb\ni/z+J0geOvkCsISkmj8mIjoHGPYFkgeivjKSXbj3FdlGV0RcCyDpeuAaSYcCk4E3AqdHxG7gQUlf\nI/nRdgwzzuOBV0XE5bk20u++B1hTZFx/AXRGRO68hAfTraR3AW35Ayp5mvZpwCsiYmfaOTe/zyJ5\nniJfT4sAABzGSURBVNmD6bCfArZKOgI4odg2hpNuKQ4WQ75i5s2PI+L76XhvBC4qbC7/Q0TMKCLE\ng4AdBd12AgcPMvxVJOdW7CCZrlsk/S4ifpb2Pwm4lySZXw78e7ps9gNrgT+IiI2Sjga+QfKsrCuL\niNOqS9Yc9iPgAyTL2gTg+ogY7EHNzmHOYUMZaQ4jIq4ErlRybtU7ct9P98R9lSEOOUfET4Dp6Xx5\nP0nRWvXq9XDBB4Cf5CehkYiIX0REXyS7NG8gOY57xiCDLwNeDzwu6eeS3lJkM0/mtbcrfXsQ0ABs\njYjn84bdSLJ1OZwjgMZ0t/tWSdtIjksfWmRMkGwxnVAwjrOAVw8w7OFprDsH6NeQxg1ARPSRbO00\nDtHGrBHEmXPYEDHkK2bePJn3/nng5UMc4ijWcyRbm/kOIdni2k9E/CoitkVEf0R8F7gJ+F95/X8c\nES+m03sRydbpUWm/rojYmL5/BPj0/2vv/oPkrus8jz/fIeLJ+GPiboEmFGzMFQopkYVBFt1dB3SE\nIgvukbqcSljjcTXulYLLjxwSmJ1MNQTc4CLl6RVzcska0D0hbCnCiePhWLsroCOg4YeAYS5AZgnr\nbnrBWFjifO6Pb0/SGfJjpr893f3tfj6qptLznZ7+vL+Tnve8+vP99PdLthBWxVNzD4uIIDusdztZ\n6P5d4M0Rsb9QbQ+zhx3IrHpYtUoQfZmsFwF8EvhJSulHM/jefwLuAf52VtU2SbvOTP05cHlE/HVK\n6ZKpjRFxN9nx9X29g+LvU0r7ayKJ/ayhSiltJfslIiKWA7dHxJtz1D5B1vi6Kr+8kP0Sba/c3kXW\nIKe8ter2s8DTKaW37+ex97Xf07c9C4ymlM6YQa3PVmp94z4awQRZwwEgIrqA3yHbj9mMkaeG6fc7\n0M/mYF71s4uIl/axPSrb1qWUrgMeJZtpqnY82SGQmY67v/V7Me3fA91HxZKnh72ZLCR8sTIztDMi\nNpDNmFw+/ZvsYfaw6Zupbw+bT7aYHLJDp39cFdjfDJwQESeklC7ax/e+pup7W1q7zky9BJxJ9p92\n7dTGlNJZac+7nKZ/LAOIiDdFxAcj4rURcUhEnEfWvL499TiVhYN/XLl9XkT8buVL/0b2JJycuuts\nC08pPUe2huHaSg3Hk71y3FS5y8PAWZUFi29h72ncHwIvRcR/i+w8J4dExNKI6Kl8fQfwe5VXrlRt\nq36yfgs4JiJWRsT8iHhNRPRExDv2UevzwP8hm97vrtz/jypf/hrw8Yg4PiJeS3b8/v6U0jMHGGM2\nTSJmUEO1g/1s9jtGxfNM+6Xez3Npatt1lbuNAr+NiAsj4tCIuIjs+XHvPgeMWB4RXZH5IHAe8I3K\n146LiHdFxLzI3i7812Trpx6vfP3MymEWKv9fV5G9C0fFU3MPqxyqGwf+vPI87yZb4/TTqcexh+2u\n1R5Wxx5W6Vv9leccEfFustmo71bu8jGymfR3VT7GgCGydWBExEcjO40EEXE02Tv5vksBtGOYSgCV\nhN8HnBkRQ7P4/qm3Yr5Atvjwk8CHUko/h+xEdmTHi7dU7n8m8GhEvAjcAPynlNKvq2vZx+391l3x\nEWAx2SujzcBASul7la9tImuK/48s4O2eAq2sm/kTsrdCj1f24X+yZ4r2NrJfrn+JiLHKthuB/xjZ\nO0g+n7J3YXyQ7Dj8ROXjOrJ1EPtyPvAK2YLnHVQaY0rp/wIDwB1kr+QWVx6TA4zx2oP8jKpV/7z2\nWcNedz74z+ZgY1wHDEQ2vT79Vdr+HyCbGfhTsiayk2zdyIdSSq/A7uaxpepbPk0WkHaSrXX6L1WH\neo4A/jfZH7yfk80+/ElK6beVr78f+Glkrza/RXaY51pUNHl7GGSHhs8i62FPkq2LuhjsYftgDzvQ\nA8y+h/0H4OeV59NXgBtTSl+sPNaLKaUXpj6AXwMvppSmDhkeB/yg0sP+nuyF4vTTv7SkSOnAvx8R\ncTPZf+COlNLxlW0LyJr60WS/ECtSStMXqLWlyGaqjkspXdnsWiQdnD1sb/Ywqf5mEqb+kGwB2leq\nGtFngX9JKf1VRFxOdpbXfZ7lVJKayR4maa4dNEzB7mOXd1Y1op+RnXtpR+WY92hK6VXHoyWpFdjD\nJM2lWtdMHZ5S2gG7F8/N5m2rktRs9jBJdVOvBegHn96SpNZlD5NUs1rPM7UjIo6omiJ/YX93jAib\nlNSBUkqtfI6rGfUw+5fUmWbbv2Y6MxXsfb6KbwKrKrc/RuU8OAcoqi0+BgcHm16D++G+FOGjBdXc\nw5r9s/T51b770i770W77UouDhqmI+CrZCdiOiYhnIuLjZOer6IuIJ8jObXPdgR5DkprFHiZprh30\nMF9K6aP7+dIH6lyLJNWdPUzSXGvHM6DPmd7e3maXUBftsh/gvkgz1U7Pr3bZl3bZD2ivfanFjM4z\nlWuAiDTXY0hqLRFBau0F6DNi/5I6Ty39y5kpSZKkHAxTkiRJORimJEmScjBMSZIk5WCYkiRJysEw\nJUmSlINhSpIkKQfDlCRJUg6GKUmSpBwMU5IkSTkYpiRJknIwTEmSJOVgmJIkScrBMCVJkpSDYUqS\nJCkHw5QkSVIOhilJkqQcDFOSJEk5GKYkSZJyMExJkiTlYJiSJEnKwTAlSZKUQ64wFREXR8QjEfHT\niLg1Ig6tV2GSNNfsYZLqoeYwFRELgQuBE1NKxwPzgQ/XqzBJmkv2MO1PuVzm0hUrKJfLzS5FBZH3\nMN8hQFdEzAcOAybyl6SiGx/fxsqVQ5x22iArVw4xPr6t2SVJ+2MP017K5TJr+vr41G23saavz0Cl\nGYmUUu3fHHERcA3wK+A7KaXz93GflGcMFcv4+Db6+r7A1q1DQBewiyVLBhkZuZDFi49udnlqkIgg\npRTNruNgDtbD7F+dZSpIXTM2xgJgJ3BlTw/rRkbo7u5udnlqkFr6V57DfN3Ah4CjgYXA6yPio7U+\nntrDwMDGqiAF0MXWrUMMDGxsYlXSq9nDVG16kAJYAFwzNuYMlQ5qfo7v/QDwdErpXwEi4g7gPcBX\np99x7dq1u2/39vbS29ubY1i1su3bJ9kTpKZ0MTEx2Yxy1CCjo6OMjo42u4zZmlEPs391hlJ/P6ur\ngtSUBcDqsTFK/f187utfb0ZpmmP16F81H+aLiHcDNwMnA78GNgA/Sil9cdr9nCbvICtXDnHrrZex\nd6DaxXnnXc8ttww2qyw1WBEO882kh9m/Ose+ZqbAQ32dqKGH+VJKPwRuBx4CfgIEMFzr46k9lEqr\nWLJkENhV2ZKtmSqVVjWtJmlf7GGq1t3dzbqREa7s6WFnZZtBSjOVawH6jAbwlV3HGR/fxsDARiYm\nJlm4cB6l0ioXn3eYIsxMzYT9q/NMzVCtHhtjvUGqI9XSvwxTkurOMKUiK5fLlPr7GRgeNkh1IMOU\npJZgmJJUVA1dMyVJkiTDlCRJUi6GKUmSpBwMU5IkSTkYpiRJknIwTEmSJOVgmJIkqUq5XObSFSvm\n9OLGjRhDjWOYUt2Nj29j5cohTjttkJUrhxgf31bIMSR1nqkzoH/qtttY09c3J2GnEWOosTxpp+pq\nfHwbfX1fYOvWIbKLHWfX5hsZubBul5RpxBjKx5N2qoimX+x4Lq7N14gxlI8n7VTTDQxsrAo5AF1s\n3TrEwMDGQo0hqbNMDzkAC4BrxsbqNnvUiDHUHIYp1dX27ZPsCTlTupiYmCzUGJI6S6m/n9VVIWfK\nAmD12Bil/v5CjKHmMEyprhYtmgfsmrZ1FwsX1u+p1ogxJHWWgeFh1vf0sHPa9p3A+p4eBoaHCzGG\nmsO/PqqrUmkVS5YMsifsZOuZSqVVhRpDUmfp7u5m3cgIV1aFnXqvZ2rEGGoOF6Cr7sbHtzEwsJGJ\niUkWLpxHqbSq7gvDGzGGaucCdBXV1Lqm1WNjrJ+jkNOIMVS7WvqXYUpS3RmmVGTlcplSfz8Dw8Nz\nFnIaMYZqY5iS1BIMU5KKylMjSJIkNZhhSpIkKQfDlCRJUg6GKUmSpBwMU5IkSTkYpiRJknLIFaYi\n4k0RcVtEPB4Rj0bEKfUqTJLmmj1MUj3knZm6Ebg7pXQs8C7g8fwlqejGx7excuUQp502yMqVQ4yP\nbyvkGOoI9jC9ypYtD9Pfv4xHHvlJocdQ49R80s6IeCPwUEppyUHu50nvOsj4+Db6+r7A1q1DQBdT\n180bGbmwbpd7acQYyqcIJ+2cSQ+zf3WWV155hfXrP8M///PXOPPMCb797YUcfvhHueyya5k/f35h\nxlA+jT5p52LgFxGxISIejIjhiHhdjsdTGxgY2FgVcgC62Lp1iIGBjYUaQx3BHqa9XHLJh1m48EbO\nOWeCQw+Fc86Z4K1v/TyXXPLhQo2hxssTg+cDJwKfTCmNRcTngc8Ag9PvuHbt2t23e3t76e3tzTGs\nWtn27ZPsCTlTupiYmCzUGJqd0dFRRkdHm13GbM2oh9m/OsdRRx3DYYe9ste2ww57haOOenuhxtDs\n1KN/5TnMdwRwX0rpbZXP/xC4PKV09rT7OU3eQVauHOLWWy9j77Czi/POu55bbnlVzm7ZMZRPQQ7z\nHbSH2b86y3PPPceNN57MsmXP7972rW+9hYsvHmPRokWFGUP51NK/ap6ZSintiIhnI+KYlNKTwPuB\nx2p9PLWHUmkV998/+Kr1TKXShYUaQ+3PHqbpjjzySCJO5+/+bvvuba997aK6hpxGjKHGq3lmCiAi\n3gV8GXgN8DTw8ZTSv027j6/sOsz4+DYGBjYyMTHJwoXzKJVW1X1heCPGUO2KMDMFB+9h9i+p89TS\nv3KFqRkNYDOSOk5RwtTB2L+kztPod/NJkiR1PMOUJElSDoYpSZKkHAxTkiRJORimJEmScjBMSZIk\n5WCYkiRJysEwJUmSlINhSpIkKQfDlCRJUg6GKUmSpBwMU5IkSTkYpiRJknIwTEmSJOVgmJIkScrB\nMCVJkpSDYUqSJCkHw5QkSVIOhilJkqQcDFOSJEk5GKYkSZJyMExJkiTlYJiSJEnKwTAlSZKUQ+4w\nFRHzIuLBiPhmPQqSpEaxf0mqh3rMTH0aeKwOjyNJjWb/kpRbrjAVEUcCZwFfrk85ktQY9i9J9ZJ3\nZuoGYDWQ6lCLJDWS/UtSXcyv9RsjYhmwI6X0cET0ArG/+65du3b37d7eXnp7e2sdVlILGh0dZXR0\ntNllzJj9S9KUevSvSKm2F2URsQ5YCbwCvA54A3BHSunPpt0v1TqGpGKKCFJK+w0ozWb/krQ/tfSv\nmsPUtIHfB1yaUjpnH1+zGUkdptXDVDX7l6RqtfQvzzMlSZKUQ11mpg44gK/spI5TpJmpA7F/SZ3H\nmSlJkqQGM0xJkiTlYJiSJEnKwTAlSZKUg2FKkiQpB8OUJElSDoYpSZKkHAxTkiRJORimpA5RLpe5\ndMUKyuVys0uRpLYyv9kFtLr+y/t5cseTr9p+zBHHMPzZ4SZUJM1euVxmTV8fq8fGWDM+zrqREbq7\nu5tdlhpgfHwbAwMb2b59kkWL5lEqrWLx4qObXZY0ayklrrjiCq699loiWusCC4apg3hyx5N8f/H3\nX/2F8cbXItViKkhdMzbGAuCasTHW9PUZqDrA+Pg2+vq+wNatQ0AXsIv77x9kZORCA5UKZ/PmzXzp\nS1/i5JNPZvny5c0uZy8e5pPa2PQgBewVqDzk194GBjZWBSmALrZuHWJgYGMTq5Jm56abbmLp0qWs\nWbOGl156iSuuuIKlS5dy0003Nbu03QxTUhsr9fezuipITVkArB4bo9Tf34yy1CDbt0+yJ0hN6WJi\nYrIZ5Ug16e/vZ+3atbz88ssAvPzyywwNDdHfQv3LMCW1sYHhYdb39LBz2vadwPqeHgaGXffXzhYt\nmgfsmrZ1FwsX2vpVHBFBRFAulznuuOMol8u7t7UKf6OkNtbd3c26kRGurApUO4Ere3pcM9UBSqVV\nLFkyyJ5AtYslSwYplVY1rSapFk899RQbNmzgkUceYcOGDTz11FPNLmkvkVKa2wEi0lyPMZd8N5/a\nQfW7+dY3IEhFBCml1nnZWKOi9y/Y826+iYlJFi703XzSwdTSvwxTUocol8uU+vsZGB6e8xkpw5Sk\nojJMSWoJhilJRVVL/3LNlCRJUg6GKUmSpBwMU5IkSTkYpiRJknIwTEmSJOVQc5iKiCMj4t6IeDQi\ntkTERfUsTJLmkj1MUr3kmZl6BbgkpbQUOBX4ZES8oz5lSZ2lXC5z6YoVXni4sexhkupifq3fmFJ6\nHni+cvuXEfE4sAj4WZ1qm2kdrLtiHWuuXdNS1+mZDc+y3tmqz06+Znzcy7w0SLN72MVXX82DL7yw\nV99KKXHi4Ydzw1VXNaKEupk6y/r27ZMsWuRZ1juFf7v2qDlMVYuI3wNOAB6ox+PNxl2b72LLl7Zw\n98l3s2z5skYPXxdP7niS7y/+/qu/MN74WtRYU0HqmrExFgDXjI2xpq/PQNVgzehh7z3hBIafeIJf\nnXTS7m2HjY1x0bHHNqqEuhgf30Zf3xfYunUI6AJ2cf/9g4yMXGiganP+7doj9wL0iHg9cDvw6ZTS\nL/OXNHMpJe64/g4+8dIn2Lx+M56pWEUyPUgBewUqD/k1RrN62PJly3jno4/CVN9KiXc+9hjnnnVW\no0qoi4GBjVVBCqCLrVuHGBjY2MSqpMbKNTMVEfPJmtCmlNI39ne/tWvX7r7d29tLb29vnmF3u2vz\nXSzdspQgOG7Lcdx9R3Fnp9R5Sv39rK4KUlMWAKvHxij19/O5r3+9GaXN2ujoKKOjo80uY9Zm0sPm\nqn9FBJedey4fe/BBfnXSSRz24x+zevnywi1X2L59kj1BakoXExOTzShHmrV69K9c1+aLiK8Av0gp\nXXKA+8zJta1SSlxw6gWc/8D5BEEisemUTdx8382Fa0a9q3r3OVX6vvH3MbpxtPEFqSH2NTMFsBO4\nsqen0If6inJtvoP1sLm+Nl9KiVMvuIAHzj+fUzZt4r6bi9e/Vq4c4tZbL2PvQLWL8867nltuGWxW\nWWqAdv3b1dBr80XEe4HzgNMj4qGIeDAizqz18WarelYK2Gt2SiqC7u5u1o2McGVPDzsr29ohSBVF\ns3tYpQYuO/dc3nDTTYWclQIolVaxZMkgsKuyZRdLlgxSKq1qWk1So+V5N98/AofUsZZZefgfH+aF\nnhd4Jp6promX/+Hlwh3qO+aIY/a5YO+YI45pfDFqqKlANfVuvvUGqYZpdg+bsnzZMsZ+8pPCrZWa\nsnjx0YyMXMjAwPVMTEyycOE8SiUXn3cC/3btkesw34wGmONpcqkdlMtlSv39DAwPt0WQKsphvoOx\nf0mdp5b+ZZiSVHeGKUlF1dA1U5IkSTJMSZIk5WKYkiRJysEwJUmSlINhSpIkKQfDlCRJUg6GKalD\nlMtlLl2xwgsoS1Kd5brQcStIKbHuinWsuXZNIS/FoNb0+2efzdOTk1Q/oxLwtnnzeOjOO5tVVs2m\nrgO4emyMNePjnmW9BVx89dU8+MILe/WtlBInHn44N1x1VRMrUzuZnJzk7PeczZ0/uJN584o/fzI6\nCnW61nhdFT5M3bX5LrZ8aQt3n3x34S4jo9Z1ek8PDx96KJx66p6N993HB37zm+YVVaPpF1S+ZmyM\nNX19Bqome+8JJzD8xBP86qSTdm87bGyMi449tolVqd2UVpeY/8B8rr78av5y/V82u5zcWjVMFTqm\nppS44/o7+MRLn2Dz+s14pmLVy/qBAbruuQemnlMp0XXPPXy2YDMG04MUsFeg8pBf8yxftox3Pvro\nXs+xdz72WGGv0afWMzk5yfdu+h5/wV9w7/+4l8nJyWaX1LYKHabu2nwXS7csJQiO23Icd99xd7NL\nUpuYN28enzjtNLj//mzD/ffzX08/vXDT5KX+flZXBakpC4DVY2OU+vubUZbILllx2bnnctiDDwJw\n2I9/zOrly12uoLoprS5xxq4zCIIzdp3B1Zdf3eySajI6CmvXZh9DQ3tuj442s6q9FfbafCklLjj1\nAs5/4HyCIJHYdMombr7vZpuR6mJycpI3nn46uwYH6Roa4sV77y1cmNrXzBTATuDKnp45O9Tntflm\nJqXEqRdcwAPnn88pmzZx3832L9XH5OQkp7/xdAZ3De7+GznUNcS9Lxavj1WbClJzqaOuzVc9KwU4\nO6W62z079fnPF3JWCqC7u5t1IyNc2dPDzsq2uQ5Smrmp2ak33HSTs1Kqq+pZKaDws1OtrrAzU1df\nfDUvPPjqd8IcfuLhXHVDsda1qHVNTk7ynrPP5gd3FvudMNXv5lvfgCDlzNTMpZS4Yt06rl3jO5JV\nP2f//tlMPj3J9Lckz3vbPO58qHjvSJ7SiAXotfSvwoYpSbNTLpcp9fczMDw85zNShilJRWWYktQS\nDFOSiqqj1kxJkiS1AsOUJElSDoYpSZKkHAxTkiRJORimJEmScjBMSZIk5ZArTEXEmRHxs4h4MiIu\nr1dRktQI9jBJ9VBzmIqIecB/B84AlgIfiYh31KuwVjTaSldVzKFd9gPcF9Wu03pYOz2/2mVf2mU/\noL32pRZ5ZqbeDTyVUtqWUvoN8LfAh+pTVmtqlydLu+wHuC/KpaN6WDs9v9plX9plP6C99qUWecLU\nIuDZqs+fq2yTpCKwh0mqCxegS5Ik5VDztfki4g+AtSmlMyuffwZIKaXPTrufF7aSOlCrX5tvJj3M\n/iV1poZd6DgiDgGeAN4P/BPwQ+AjKaXHa3pASWoge5ikeplf6zemlH4bEZ8CvkN2uPBmm5CkorCH\nSaqXmmemJEmSNIcL0NvlZHgRcWRE3BsRj0bEloi4qNk15RUR8yLiwYj4ZrNrySMi3hQRt0XE45X/\nn1OaXVMtIuLiiHgkIn4aEbdGxKHNrmmmIuLmiNgRET+t2rYgIr4TEU9ExD0R8aZm1lgre1hrsn+1\nHnvYHIWpNjsZ3ivAJSmlpcCpwCcLvC9TPg081uwi6uBG4O6U0rHAu4DCHaKJiIXAhcCJKaXjyQ69\nf7i5Vc3KBrLf82qfAb6bUno7cC9wRcOryske1tLsXy3EHpaZq5mptjkZXkrp+ZTSw5XbvyR7whf2\nXDQRcSRwFvDlZteSR0S8EfijlNIGgJTSKymlF5tcVq0OAboiYj5wGDDR5HpmLKX0D8DOaZs/BPxN\n5fbfAH/a0KLqwx7WguxfLavje9hcham2PBleRPwecALwQHMryeUGYDVQ9MVyi4FfRMSGypT/cES8\nrtlFzVZKaQL4HPAMsB0op5S+29yqcjs8pbQDsj/kwOFNrqcW9rDWZP9qMfawjCftnKGIeD1wO/Dp\nyqu7womIZcCOyqvUqHwU1XzgROCLKaUTgV+RTc0WSkR0k70KOhpYCLw+Ij7a3Krqruh/+NpC0XuY\n/as12cMycxWmtgNHVX1+ZGVbIVWmLm8HNqWUvtHsenJ4L3BORDwNfA04LSK+0uSaavUc8GxKaazy\n+e1kzaloPgA8nVL615TSb4E7gPc0uaa8dkTEEQAR8RbghSbXUwt7WOuxf7UmexhzF6Z+BPz7iDi6\nsqr/w0CR33nxv4DHUko3NruQPFJKa1JKR6WU3kb2f3JvSunPml1XLSpTsM9GxDGVTe+nmItSnwH+\nICL+XUQE2X4UbSHq9FmCbwKrKrc/BhTxj7c9rMXYv1qWPYwcJ+08kHY6GV5EvBc4D9gSEQ+RTfet\nSSl9u7mVCbgIuDUiXgM8DXy8yfXMWkrphxFxO/AQ8JvKv8PNrWrmIuKrQC/wOxHxDDAIXAfcFhH/\nGdgGrGhehbWxh6kBCt+/wB62+3E8aackSVLtXIAuSZKUg2FKkiQpB8OUJElSDoYpSZKkHAxTkiRJ\nORimJEmScjBMSZIk5WCYkiRJyuH/AyMr8KzgYp8cAAAAAElFTkSuQmCC\n", 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\n", 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1kqEawZ13wpZbwkorFZ1Ealybbw6XXALDhsELLxSdRpLKp8NDAhHRGbg0pXRQ\n9SItvFo8JPCNb8A668B3v1t0EqnxnXNOLtTuvhuW84y5pBpXyiGBUk5x3g3s2v4+tFpTawVaSrD2\n2jB2bD7FKamyUoIRI/KJ6euvh86di04kSfNXrgLtUmATYCTwceehlNLZ5QhZDrVWoD3+OOy3H/z9\n7zaolapl+nQYNAi23x5+9rOi00jS/JVSoJUy6ukfbR+dADcPSjDn9KbFmVQ9XbvCtdfmmZ2bbAKH\nHlp0IkladAtcQfv4hRHLAqSUplU00SKotRW0HXaAn/wE+tdMK1+peUycCH36wHXXwS67FJ1Gkj6r\nXFucmwN/BFZsu/Qm8NWU0t/KkrIMaqlAe+21PBj99dfzT/SSqm/cOPja1+Cee2C99YpOI0mfVq5J\nAhcCx6eU1k4prQ2cAPyuHAEb0ZzpARZnUnF22w1OPTXfajBlStFpJGnhlVKgLZNSunPOg5RSK7BM\nxRLVOacHSLXhmGOgpQUOPBBmzSo6jSQtnFK2OG8AHiFvcwIcDGyTUtq3wtlKVitbnB9+CD17wj/+\nASuvXHQaSTNmwO6754a255xTdBpJysq1xXk4sApwPXAdsHLbNc2ltRW22MLiTKoVSywBV18Nt9wC\nF15YdBpJKt0C22yklN4B/qsKWeqe25tS7VlhBRg9Gnr3hl69oF+/ohNJ0oItcAUtIm6LiOXbPV4h\nIsZWNlb9SSn/R8ACTao9vXrBlVfC8OHw3HNFp5GkBStli3PllNK7cx60raitWrlI9enJJ/N4GUc7\nSbWpXz/4f/8v/xD1zjtFp5GkjpVSoM2OiLXmPIiItYHi78ivMU4PkGrfiBEwZAgccEA+QCBJtaqU\nAu37wN0R8ceIuAwYD5xS2Vj1x+1NqT78z//kwwPf/nbRSSRp/koa9RQRKwM7klfOHkgpvVnpYAuj\n6DYbr78OG27o9ACpXkyeDF/6EnzjG7lfmiRV02K12YiItSOiB0BbQfYesBvw1YiwDGnn5pth4ECL\nM6le9OiRb0v48Y/zWChJqjUdbXFeTdvEgIj4AnAN8G9gK+D8ykerH25vSvVnvfVyj7RDDskD1iWp\nlsx3izMinkgpbdn2+c+B2Sml70ZEJ+CxOc/VgiK3OD/6CFZdFf7+d1hllUIiSFoMl1wCZ54J998P\nK61UdBpJzWBxJwm0f+OuwJ8BUkqzy5CtYbS25jEyFmdSfTr0UNh3X9h/f5g+veg0kpR1VKDdERFX\nR8S5wAo9I/7oAAAgAElEQVTAHQARsTrgP2NtnB4g1b+f/hS6d4djj81NpyWpaB1tcQbwZWB14OqU\n0stt178IrJpSqplpAkVtcaYE666b70HbfPOqf3tJZTR1ah4HddhhcNxxRaeR1MgWa4szZVemlM6Z\nU5y1XX+0loqzIv31r7kx7WabFZ1E0uJabjkYORLOOisPV08pcfLJZ1FkCx9JzauURrWaD6cHSI1l\n7bXhuuvyfWnnnDOW88+fxPXX24dDUvVZoC2G0aNh6NCiU0gqpyeeuIyuXYdy0kkTmDr1bE45ZTyb\nbTaUCy64rOhokprIAgu0iPhWKdeazeuvw1NPQd++RSeRVE4jRhzEOeccw7LLzgaCadNmc8YZxzJi\nxEFFR5PUREpZQfvaPK4dWuo3iIjBETExIp6NiJPm8XzfiHg3Ih5p+zi13XPPR8TjEfFoRPyl1O9Z\nDbfcAgMGwJJLFp1EUjlFBBHBrFkfsvrqx/Pqqx/w73/na5JULV3m90REDAe+AqwbESPbPbUc8HYp\nX7ytqe3/Av2BV4AHI+KmlNLcfbvHp5T2mseXmA20pJTeKeX7VZPbm1Ljeu65F7n44sHst99uHH/8\nOE477UV694btty86maRm0VGbjbWBdYGfAie3e2oq8ERKaeYCv3jEjsBpKaUhbY9PJh8Q/Vm71/QF\nvpNS+kw3sYj4F7BtSumtBXyfqrbZ+Ogj6NkTnn02TxGQ1Nhuvjm337jqKujXr+g0kurd4rbZeCGl\n1JpS2imldFe7j0dKKc7arAG82O7xS23X5rZTRDwWETdHxKbtYwC3RcSDEXFkid+z4u66Czbd1OJM\nahZ77JHndn75y/n0tiRVWimHBPaLiOciYnJETImIqRExpYwZHgbWSil9gbwdemO753ZOKW0N7A4c\nExG9y/h9F5nD0aXm09KS/79/5JFwxRVFp5HU6OZ7D1o7ZwF7ppSeXoSv/zKwVrvHa7Zd+1hKaVq7\nz2+NiPMjYsWU0tsppUlt19+IiBuA7YG75/WNTj/99I8/b2lpoaWlZRHiLlhK+SfokSMX/FpJjWX7\n7eH222Hw4Dx5YMSIohNJqgetra20trYu1Hvmew/axy+IuCeltPOiBIqIzsAz5EMCk4C/AMPbF3sR\n0TOl9Frb59uTx0qtExFLA51SStMiYhlgHHBGSukzXSOreQ/aX/+aDwf86182qJWa1d//DgMHwje+\nASeeWHQaSfWmlHvQSllBeygiriJvPX4052JK6foFvTGlNCsijiUXV52Ai1JKT0fEUfnpdCGwf0Qc\nDcwAPiDP/wToCdwQEakt5+XzKs6qbc72psWZ1Lw22AAmTMhF2uTJ8KMf+W+CpPIqZQXt4nlcTiml\nwysTaeFVcwVt553hhz+EQYOq8u0k1bA33sj/FvTuDb/8JXRyNoukEpSygrbAAq0eVKtAe+MN6NUL\nXnvNBrWSsnffzbc99OoFv/sddCllX0JSU1usNhvtvsiGEfHniPhr2+Mt23f7bya33gr9+1ucSfrE\n8svD2LHwyitw4IG5T6IkLa5SFuR/B5xCvkeMlNITwIGVDFWrRo1yeoCkz1pmmXyyOyXYay94772i\nE0mqd6UUaEunlOaeg1lqo9qGMX063HZbblgpSXNbcsk8aWD11fN9aZMnF51IUj0rpUB7MyLWJ3f1\nJyL2J7fMaCp33QWbbOL0AEnz16UL/P73sPXWeSTUG28UnUhSvSqlQDsGuADYOCJeBo4Djq5oqhrk\ncHRJpejUCc49N6+29+kDL71UdCJJ9ajkU5xtzWI7pZSmVjbSwqv0Kc6UYP314cYbYcstK/ZtJDWY\n//kfOP/8fHvEBhsUnUZSrVisRrURcXBK6bKIOH7uLwqQUjq7LCnrwFNPwaxZsMUWRSeRVE9OPBG6\nd4e+ffNJz803LzqRpHrRUceeZdp+Xa4aQWrZnO1NO4VLWlhHHZWLtAED8knw7bYrOpGkemCj2hL0\n7g2nnpoHJEvSohg1Co44Aq6+Glpaik4jqUjlalT7h4hYvt3jFSLi9+UIWA/efBOefNJ/UCUtnj33\nzG04DjgAbr656DSSal0ppzi3TCm9O+dBSukd4IuVi1Rbbr0Vdt0Vllqq6CSS6l2/fp+spF11VdFp\nJNWyUqbGdYqIFdoKMyJixRLf1xBGjco/+UpSOeywQz7VOXgwTJkCRx5ZdCJJtaiUQusXwH0RcQ0Q\nwP7AmRVNVSOmT4dx4+C884pOIqmRbLFFbn49cGAu0k44oehEkmrNAgu0lNKlEfEQsGvbpf1SSk9V\nNlZtmDABNtoIevYsOomkRrPBBjB+fD7dOXkynHGGJ8UlfaKjPmjdU0pT2rY0XwX+1O65FVNKb1cj\nYJHc3pRUSZ//fP5BcNCgvJJ29tl5EoEkzbfNRkSMTikNjYh/0TaHc85TQEoprVeNgKWoRJuNlPJP\nuNdfD1ttVdYvLUmf8u67eTTURhvB734HnTsXnUhSJZXSZqOjAq13SunuiFgqpfRhRRKWSSUKtKef\nzj/VvvCC2w6SKu+992DffaFHD7j8cujatehEkiplcfugndv2673li1Q/Ro1yeoCk6llmmfzvzqxZ\nsPfe8P77RSeSVKSOVtDuB54A9gGunPv5lNJ/VTZa6SqxgrbLLvC978GQIWX9spLUoZkz4fDD4fnn\nc8HWo0fRiSSV2+KuoA0F7gA+AB6ex0fDeusteOKJ3FRSkqqpSxe45BLYcsvcJPvNN4tOJKkIHbXZ\nODGldFJErJVS+kPVEtWAW2/NxZnTAyQVoVOn3H/x1FOhT5/c2HaNNYpOJamaOlpB2z0iAjiwWmFq\nhe01JBUtAs48Ew49NN9y8c9/Fp1IUjV1tII2BngHWDYiptDWXoNP2mx0r0K+qpszPeDccxf8Wkmq\ntO9+F5ZbLq+kjR0Lm21WdCJJ1TDfFbSU0okppeWBm1NK3VNKy7X/tYoZq+ruu6FXL1httaKTSFJ2\n9NHws59B//7w0ENFp5FUDQvsWZ1S2jsi1o6IAQAR0S0ilqt8tGK4vSmpFh10EFx4Iey+ex4RJamx\nLbBAi4gjgWuBC9ourQncWMlQRUnJAk1S7dprL7jiCth/f7jllqLTSKqkUqa+HQPsDEwBSCk9B6xa\nyVBFeeYZ+OgjRztJql39+8PIkXDYYXD11UWnkVQpHR0SmOOjlNL0aGupHxFd+PRszobh9ABJ9WDH\nHXPrjSFDYOpUOOKIohNJKrdSVtDuiojvAd0iYiBwDTCqsrGK4fampHqx5ZbQ2go/+hGcc07RaSSV\n23xHPX38gohOwBHAbuQWG2OB/yv7bKXFUI5RT2+/DeusA6+9Bt26lSeXJFXav/8NAwfC8OFw2mnu\nAEj1oJRRTwvc4kwpzY6IPwD3tV16ppaKs3KZMz3A4kxSPVlrrXyqc9AgmDwZzj7bIk1qBKWc4mwB\nngN+DZwPPBsRfSqcq+rc3pRUr3r2hDvvhPvvhyOPhFmzik4kaXGVssX5MPCVlNIzbY83BK5IKW1T\nhXwlWdwtzhkzYNVV4amnYPXVyxhMkqpo2jTYZx9YaSX44x+ha9eiE0mal1K2OEs5JLDEnOIMIKX0\nLLDE4oarJXffDRtsYHEmqb4tuyyMHp3bBe2zD7z/ftGJJC2qUgq0hyLi/yKipe3j/4CGGjbi9qak\nRrHUUnDNNXkVbcgQmDKl6ESSFkUpW5xLkpvV9m67NB74TUrpowpnK9nibnFuuCFceSVsvXUZQ0lS\ngWbPhmOPhQcfzIegVl656ESS5ihli3O+BVpErAKsklJ6aq7rmwGvp5TeKFvSxbQ4Bdozz+TO3C++\n6MknSY0lJfje9/Lkgdtug899ruhEkmDx70E7D5jXz1wrAucuTrBa4vQASY0qAn76UzjkENhlF/jn\nP4tOJKlUHRVoG6SUxs99MaU0AdiycpGqy/vPJDW6k0+GE06Avn3zaXVJta+jRrXLdfBcQ5zifPtt\nePRR2HXXopNIUmV94xvQvXu+pWP0aNimZholSZqXjlbQ/h4Ru899MSKGAA2xUD5mDLS0OD1AUnM4\n+GD4zW/y6c4JE4pOI6kjHa2gHQfcHBEHAA+3XdsW2AkYWulg1eD2pqRms88+uV/asGFw6aUweHDR\niSTNS4dtNtpabHwF2Lzt0t+AP6WUPqxCtpItyinOGTPyeJS//tWTTZKaz3335WLt17+G/fcvOo3U\nXBZ7WHpbr7OLy5qqRtxzD6y3nsWZpOa0004wblze7pw6FQ47rOhEktrrsEBrZG5vSmp2W20Fra0w\ncGCeOPCtbxWdSNIcTVugjR4Nf/pT0SkkqVgbbpgPDAwYAJMnww9+YF9IqRaUMouTiOgWERtVOky1\nPPssTJvmaCdJAlhrrVykXXstfOc7eQKBpGItsECLiD2Bx4AxbY+/EBEjKx2skpweIEmf1rNn3u68\n5x4YMQJmzSo6kdTcSllBOx3YHngXIKX0GLBuBTNV3OjRuUCTJH1ixRXzzM5//hMOOiifdpdUjFIK\ntBkppclzXavbBfB33oGHH87dtCVJn7bccnDzzfD++7DvvvDBB0UnkppTKQXa3yLiK0DniOgVEecB\n91Y4V8WMGZPn0S29dNFJJKk2LbUUXHcd9OiR23BMmVJ0Iqn5lFKgfRPYDPgI+BMwGajbw9hub0rS\ngi2xBPzxj7DJJvmE51tvFZ1Iai6lFGh7pJS+n1Laru3jVGCvUr9BRAyOiIkR8WxEnDSP5/tGxLsR\n8Ujbx6mlvndhzZyZV9As0CRpwTp1gvPPh3798s7DpElFJ5KaRykF2iklXvuMiOgE/C8wiLwKNzwi\nNp7HS8enlLZu+/jxQr63ZPfcA+usA2ussThfRZKaRwT87Gf50MAuu8C//lV0Iqk5zLdRbUQMAXYH\n1oiIX7V7qjsws8Svvz3wXErphbaveSWwNzBx7m+3GO8tmdubkrRoTjkFuneHPn3yiKhNNik6kdTY\nOlpBewV4CPgQeLjdx0jyqlYp1gBebPf4pbZrc9spIh6LiJsjYtOFfG/JHO8kSYvumGPgzDNh113h\nkUeKTiM1tvmuoKWUHgcej4ieKaU/tH8uIr4FnFumDA8Da6WU3m9btbsR2LBMX/tjzz2XTyI5PUCS\nFt1Xv5pbcQweDNdfD717F51IakylzOI8EDhrrmuHUlqB9jKwVrvHa7Zd+1hKaVq7z2+NiPMjYsVS\n3tve6aef/vHnLS0ttLS0fOr5UaNgjz3yTa+SpEW3776w7LKw3375pOegUvdUpCbV2tpKa2vrQr0n\n0nyGrkXEcOArQG9gQrunlgNmp5QW2Oo1IjoDzwD9gUnAX4DhKaWn272mZ0rptbbPtweuTimtU8p7\n232NNL/fxxy77grHHQd7lXz+VJLUkXvuyUXa+efDsGFFp5HqR0SQUupw4GRHK2j3kgujlYFftLs+\nFXiilAAppVkRcSwwjny/20Uppacj4qj8dLoQ2D8ijgZmAB8AX+7ovaV837m9+y489FDu5SNJKo+d\nd86ti/bYA6ZNg699rehEUuOY7wrap14UsTbQK6V0e0R0A7qklKZWPF2JFrSCduWVeRn+5purGEqS\nmsTEibDbbnDiifDNbxadRqp9paygLfCOrIg4ErgWuKDt0prkG/nrxujRnt6UpErZeGOYMAF+9Sv4\n8Y+hhJ/7JS3AAlfQIuIxck+yB1JKX2y79mRKaYsq5CtJRytoM2dCz57w+OOw5ppVDiZJTeTVV2Hg\nwHzC86yzcpNbSZ9VlhU04KOU0vR2X7QLUDc/H917L6y9tsWZJFXaaqvBXXfB+PHw9a/DrFlFJ5Lq\nVykF2l0R8T2gW0QMBK4BRlU2Vvk4PUCSqmfFFeH22+HZZ+GQQ2DGjKITSfWplC3OTsARwG7kkUxj\ngf9bYF+LKupoi3OTTeDSS2G77aocSpKa2AcfwAEH5M+vvhq6dSs2j1RLStniLOkUZ62bX4H297/n\n4b4vv2yDWkmqthkz8uSB116Dm27KEwgkle8U578i4p9zf5QvZuWMHu30AEkqyhJLwGWXQa9euQ/l\n228XnUiqH6WULtsC27V97AL8CriskqHKxeHoklSszp3ht7+Fvn3zx6RJRSeS6sMibXFGxMMppW0q\nkGeRzGuLc/Jk+Pzn8z8GyyxTUDBJEpB7o/3kJ3DJJXDbbbDOOkUnkoqzuKOe5nyRrds97EReUStl\nyHqhxo6F3r0tziSpFkTA978P3btDnz4wblxucCtp3koptNrP4ZwJPA8cUJE0ZeT2piTVnm9+Mxdp\n/frBLbfAF79YdCKpNjXkKc6ZM3PDxEcfzduckqTact118I1vwA03wJe+VHQaqbrKdYqzR0ScHREP\ntX38IiJ6lC9m+d1/f54cYHEmSbVp2LDco3KfffI9aZI+rZRTnL8HppK3NQ8ApgAXVzLU4nJ7U5Jq\n36BBcP31cNBBeSVN0idKuQdt/ZTSsHaPz2gboF6zRo3KJ4UkSbWtd28YMyb3rJw6NTe2lVRagfZB\nRPROKd0NEBE7Ax9UNtai+8c/cjPEbbctOokkqRRbbw133JFX1KZOhWOOKTqRVLxSCrSvA5e23XcW\nwNvAoZUMtTicHiBJ9WeTTWD8+DxxYPJkOOWU3JpDalYLLNBSSo8DW0VE97bHUyqeajGMGgXHHlt0\nCknSwlpnHZgwAQYOzEXaf/+3RZqa1wLbbETEksAwYB3aFXQppf9X0WQLYU6bjcmT8+nNSZNg2WWL\nTiVJWhRvvQVDhuStz1//Oo+LkhpJWdpsADcBe5Ob1L7X7qPmjBuXbzi1OJOk+rXSSnD77TBxYj40\nMGNG0Ymk6itlBe2vKaXNq5RnkcxZQfvqV2HHHXPzQ0lSffvgA/iP/8graFddBUstVXQiqTzKtYJ2\nb0RsUaZMFTNrVh4bssceRSeRJJVDt265T1q3bvnf9mnTik4kVc98C7SIeDIingB6A49ExDMR8US7\n6zXl/vthjTVg7bWLTiJJKpeuXeHyy2G99fIJz7ffLjqRVB3z3eKMiA5LnZTSCxVJtAgiIp10UqJL\nF/jxj4tOI0kqt5TgxBPzvcbjxuV5y1K9KmWLs6M2G1PLnKeiRo2C3/++6BSSpEqIgP/5H+jRA/r0\nyfM73TFRI+uoQHsYSOTmtHNLwHoVSbSI3nwTttuu6BSSpEqJgB/8ALp3z0XauHGw0UZFp5IqY74F\nWkpp3WoGWVxOD5Ck5vCtb+UirV+/fDjsC18oOpFUfvMt0CJi45TSxIjYel7Pp5QeqVyshbfnnkUn\nkCRVy2GH5Z6XgwbBjTfCTjsVnUgqr44OCfwupXRkRNw5j6dTSmnXykYrXUSkqVOTDWolqcmMGZOb\n2f7pT/mUp1QPSjkksMBGtfUgItLs2bMJh7ZJUtOZMAGGDYPf/Q723rvoNNKCLVaj2ojYLiJWa/f4\nqxFxU0T8KiJWLGfQcrj++nFFR5AkFWCXXeDWW+HrX4fLLis6jVQeHd1WfwEwHSAi+gD/DVwKTAYu\nrHy0hXPKKePZbLOhXHCB/++UpGazzTbw5z/DKafA+ecXnUZafB212eicUprTs/nLwIUppeuA6yLi\nscpHWzgffjibn/zkWIYNG1R0FElSATbdFMaPz/eiTZkCJ59cdCJp0XW0gtY5IuYUcP2BO9o911Fh\nV4h33/2AiPA+NElqYuuum+9J++Mfc4HWALdZq0l1VKBdAdwVETcBHwATACJiA/I2Z025+OIhPPfc\ni0XHkCQV7HOfg7vuyluexxwDs2cXnUhaeB2e4oyIHYHVgXEppffarm0ILFtLfdAiIjXCaVRJUvlM\nmZJ7ZK61Flx8MXSpub0fNaumarPRCL8PSVJ5vf8+7L8/dO0KV14JSy1VdCJpMdtsSJJU75ZeOk8a\n6NoVhg6FadOKTiSVxgJNktTQunaFK66AddaB3XaDd94pOpG0YBZokqSG17lznjSw4455yPprrxWd\nSOqYBZokqSlEwC9+AfvuC336wL//XXQiaf480yJJahoRcNpp0KNHLtLGjYMNNyw6lfRZFmiSpKZz\n3HHQvTu0tMCYMbDllkUnkj7NAk2S1JQOPxyWXRYGDoSbbsr3p0m1wnvQJElN64ADchPbvfaCO+5Y\n8OularFAkyQ1td13h2uugQMPhJEji04jZW5xSpKaXt++cMstnzSz/cpXik6kZmeBJkkSsO22ecD6\noEF5jufXv150IjUzCzRJktpsthmMHw8DBsDkyXDSSUUnUrOyQJMkqZ311oMJE/LpzsmT4cwzc/80\nqZoipVR0hsUWEakRfh+SpNrx5psweHBuv/GrX0Enj9WpTCKClFKHZb9/3SRJmoeVV873pD3+OBx6\nKMycWXQiNRMLNEmS5qNHDxg7Ft54I/dM++ijohOpWVS8QIuIwRExMSKejYj53m4ZEdtFxIyI2K/d\ntecj4vGIeDQi/lLprJIkzW3ppfOkgc6dYc894b33ik6kZlDRAi0iOgH/CwwCNgOGR8TG83ndfwNj\n53pqNtCSUvpiSmn7SmaVJGl+unaFK66ANdeE3XaDd98tOpEaXaVX0LYHnkspvZBSmgFcCew9j9d9\nE7gWeH2u64HbsJKkGtClC/zf/8F220G/fvD63P/Fksqo0sXPGsCL7R6/1HbtYxHxOWCflNJvyAVZ\newm4LSIejIgjK5pUkqQF6NQJzjknz+7s0wdefHHB75EWRS30Qfsl0P7etPZF2s4ppUkRsQq5UHs6\npXR3deNJkvSJCDjjjHyAYJdd4LbboFevolOp0VS6QHsZWKvd4zXbrrW3LXBlRASwMjAkImaklEam\nlCYBpJTeiIgbyFum8yzQTj/99I8/b2lpoaWlpVy/B0mSPuP446F7d2hpgTFjYIstik6kWtXa2kpr\na+tCvaeijWojojPwDNAfmAT8BRieUnp6Pq+/GBiVUro+IpYGOqWUpkXEMsA44IyU0rh5vM9GtZKk\nQlx1FfzXf8HIkbDDDkWnUT0opVFtRVfQUkqzIuJYcnHVCbgopfR0RByVn04Xzv2Wdp/3BG6IiNSW\n8/J5FWeSJBXpy1+GZZfNLTiuuiofIJAWl6OeJEkqg9bW3Mz2ootysSbNj6OeJEmqkpYWGD0ajjwy\n90yTFkctnOKUJKkhbL893H57HrI+dSqMGFF0ItUrCzRJkspo883hrrtg4ECYPBlOPLHoRKpHFmiS\nJJXZ+uvD+PGfFGk/+lHunyaVykMCkiRVyBtvwKBB0Ls3/PKXeRKB5CEBSZIKtMoqcOed8OijcPjh\nMHNm0YlULyzQJEmqoB49YOxYmDQp90z76KOiE6keWKBJklRhSy+dJw1AHrT+3nvF5lHts0CTJKkK\nllwyTxpYffV8X9rkyUUnUi2zQJMkqUq6dIHf/x623jqPhHrjjaITqVZZoEmSVEWdOsG558Iee0Cf\nPvDSS0UnUi2yD5okSVUWkXuj9egBu+wCt90GG2xQdCrVEgs0SZIK8p3vQPfueY7nmDF5CoEEFmiS\nJBVqxAhYbjkYMCCf9Nx++6ITqRZYoEmSVLDhw3ORNnQoXH11XlFTc/OQgCRJNWDo0NyG44AD4Oab\ni06jolmgSZJUI/r1g1Gj4IgjcrGm5uUWpyRJNWSHHfKpzsGDYcoUOPLIohOpCBZokiTVmC22gLvu\ngoEDc5F2wglFJ1K1WaBJklSDNtgAxo/PRdrkyXDGGbl/mppDpJSKzrDYIiI1wu9DkqS5vf56nt3Z\npw+cc06eRKD6FhGklDost/2fWZKkGrbqqnDnnfDQQ/nwwMyZRSdSNVigSZJU45ZfHsaNg5dfzj3T\npk8vOpEqzQJNkqQ6sMwyuQXHrFmw997w/vtFJ1IlWaBJklQnllwyTxpYZZXchmPy5KITqVIs0CRJ\nqiNdusAll8CWW8Kuu8KbbxadSJVggSZJUp3p1AnOOy+vovXpk+9NU2OxD5okSXUoAs48E3r0gF12\ngdtvh/XWKzqVysUCTZKkOvbd70L37nklbexY2GyzohOpHCzQJEmqc1//ei7S+vfPJz23267oRFpc\nFmiSJDWAr3wFllsO9tgDrr02r6ipfnlIQJKkBrHnnnDllbD//nDLLUWn0eKwQJMkqYHsuiuMHAmH\nHZZ7pqk+ucUpSVKD2XFHuO02GDIEpk7NMzxVXyzQJElqQFtuCa2tMHAgTJkC3/520Ym0MCzQJElq\nUL16wfjxuUibPBlOOy33T1Pti5RS0RkWW0SkRvh9SJJUCa+9BoMGQb9+cPbZFmlFiwhSSh3+r+Ah\nAUmSGlzPnnDnnfDAA/Cf/wmzZhWdSAtigSZJUhNYYQUYNw7+/W8YPhymTy86kTpigSZJUpNYdtk8\naWD6dNhnH3j//aITaX4s0CRJaiJLLQXXXAMrrZTbcEyZUnQizYsFmiRJTWaJJeAPf8iD1fv3hzff\nLDqR5maBJklSE+rUCX79axgwAPr2hVdeKTqR2rMPmiRJTSoCfvpT6NEDdtklTx9Yb72iUwks0CRJ\nanonn5yLtL59YexY2HTTohPJAk2SJHH00bDccnnY+s03wzbbFJ2ouVmgSZIkAA4+OBdpQ4bAddfl\nbU8Vw0MCkiTpY3vvDX/6EwwbBmPGFJ2meVmgSZKkTxkwAG66Cb72Nbj22qLTNCe3OCVJ0mfstFMe\nDTVkCEydCocdVnSi5mKBJkmS5mmrraC1FQYOzBMHvvWtohM1Dws0SZI0XxtuCBMm5G3PyZPhBz/I\n/dNUWZFSKjrDYouI1Ai/D0mSatVrr8Fuu+VC7ec/t0hbHBFBSqnDP8GKHxKIiMERMTEino2Ikzp4\n3XYRMSMi9lvY90qSpMrq2TNvd957L4wYAbNmFZ2osVV0BS0iOgHPAv2BV4AHgQNTShPn8brbgA+A\n36eUri/1vW3vdwVNkqQqmDYtt+JYZRW49FLo2rXoRPWnFlbQtgeeSym9kFKaAVwJ7D2P130TuBZ4\nfRHeK0mSqmTZZfOkgQ8+gP32y7+q/CpdoK0BvNju8Utt1z4WEZ8D9kkp/QaIhXmvJEmqvqWWyv3R\nencbLLkAABL7SURBVPTIbTimTCk6UeOphUa1vwS8v0ySpDqyxP9v796D7qrre4+/PwnXQBIHcYoV\nuUhBwGolgnK4hIeDQCgWQaU2QEO9oQeMKGeOxVqPOIcOAuOc41SdDpSih4LQckcoJIgx2E4FFQWR\nIMVjuQjeuAQUJJDv+WOtwCaTy5OQ/az1PM/7NZPJ3nv91trfvUmefPj91u/32xguuAB2262ZOPDr\nX3dd0cQy7GU2HgS2G3i+bfvaoD2Bi5ME2Bo4LMmzozz3eaeddtrzj0dGRhgZGXkpdUuSpLWYMgW+\n9CU49VQ44ABYuBBe+cquq+qfRYsWsWjRonU6Z9iTBKYCd9Pc6P8QcAswt6ruWk3784Fr2kkCoz7X\nSQKSJHXrjDPgvPOakLbjjl1X02+jmSQw1B60qnouyYeBBTTDqedV1V1JPtgcrnNWPmVt5w6zXkmS\ntH4+8QmYMQNmz262iNptt64rGt9cqFaSJG0wF1wAH/94M9Nz1qyuq+mnznvQJEnS5PLnf94sxTFn\nDlx+Oey3X9cVjU99mMUpSZImkKOOggsvbNZJu+GGrqsZnwxokiRpgzv4YLjySpg3Dy67rOtqxh+H\nOCVJ0lDssw9cfz0cfnizRdTxx3dd0fhhQJMkSUOzxx5w001wyCHNjgPz53dd0fhgQJMkSUO1665w\n883NjgOPPw6f/CRkjXMY5TIbkiRpTDz8cHNv2pw5cNZZkzekjWaZDScJSJKkMbHNNvDNb8LixfCh\nD8Fzz3VdUX8Z0CRJ0pjZaiu48Ua45x447jhYtqzrivrJgCZJksbU9Olw3XXwm980a6U99VTXFfWP\nAU2SJI25zTZr1kebPr1ZhuOJJ7quqF8MaJIkqRMbb9zs3bnzzs0Mz0ce6bqi/jCgSZKkzkydCn/3\nd3DAAc2vhx7quqJ+cB00SZLUqQTOPBNmzoTZs2HhQthhh66r6pYBTZIkdS5pFrCdMaMJaQsWNAvc\nTlYGNEmS1Bvz5zch7cADm5mee+zRdUXdMKBJkqReOf74ZnbnnDlw+eWw775dVzT2nCQgSZJ65x3v\naGZ4HnVUc0/aZGNAkyRJvXTIIU0P2rHHwhVXdF3N2HKIU5Ik9dZ++8H117+wmO28eV1XNDYMaJIk\nqddmzYKbboJDD21C2kkndV3R8BnQJElS7+22Gyxe3Ow48Pjj8IlPNEtzTFQGNEmSNC7ssAPcfDMc\nfHAT0j772Ykb0lJVXdfwkiWpifA5JEnS2v3613DYYc3Q5xe/2GwXNZ4koarWGC2dxSlJksaVl78c\nvv51WLKkmTSwbFnXFW14BjRJkjTuTJ8O//IvzVDnO98JTz/ddUUblgFNkiSNS5tv3qyPNm1aswzH\nk092XdGGY0CTJEnj1sYbw4UXwmte08zwfOSRrivaMAxokiRpXJs6Fc45p1nUdmQEHn6464peOpfZ\nkCRJ414CZ58NM2fC7NnN/p3bb991VevPgCZJkiaEBD71KZgxowlpCxbAa1/bdVXrx4AmSZImlJNP\nbkLagQfCddfBG9/YdUXrzoAmSZImnPe8p1mK49BDm5me++zTdUXrxkkCkiRpQnrXu+ArX4Ejj4Qb\nb+y6mnVjQJMkSRPWnDlw2WVw7LFw1VVdVzN6DnFKkqQJbf/9m10HDj8cnngCjjuu64rWzoAmSZIm\nvFmzmv07Dz0Uli6FE0/suqI1M6BJkqRJYffdYfHiZseBpUvh1FO7rmj1DGiSJGnS2HFHuPlmOPhg\neOwxOOOMZv20vklVdV3DS5akJsLnkCRJY+NXv4LDDoO99oIvfAGmjOG0ySRU1RpjobM4JUnSpLP1\n1s09aXfeCfPmwbJlXVf0YgY0SZI0Kc2YAddfD48+CkcfDU8/3XVFLzCgSZKkSWvzzZudBjbdFN72\nNnjyya4rahjQJEnSpLbJJnDRRbDDDnDIIU2PWtcMaJIkadKbOhXOPRf23rvZZP3nP++2HgOaJEkS\nzXIbn/scHHUUzJ4N993XXS2ugyZJktRK4NOfhpkzm5C2YAHsssvY12FAkyRJWslHP9rM8hwZaWZ6\nvuENY/v+BjRJkqRVeO97Yfr0ZteBq65q7k8bK96DJkmStBpHHw1f/jIccUSzsO1YMaBJkiStwWGH\nwaWXwty5cPXVY/OeDnFKkiStxezZcN11Lyxme8wxw30/A5okSdIo7LlnM8x56KGwdCl86EPDe6+h\nD3EmmZNkSZIfJ/nLVRw/IskPktyW5JYk+w4c++ngsWHXKkmStCavex0sXgxnnQVnnjm890lVDe/i\nyRTgx8BBwM+AW4E/q6olA22mVdVv28evB/6pqnZrn/8EeFNVrXHThSQ1zM8hSZI06MEHm9mdRx4J\nf/M3zfppo5WEqlrjGcPuQXszcE9V/WdVLQMuBt4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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -798,7 +808,7 @@ "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", - "plt.savefig('fig-res/k-means_silhouette_coef.pdf')\n", + "plt.savefig('fig-res-k-means_silhouette_coef.pdf')\n", "plt.show() " ] }, @@ -814,12 +824,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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2slbiAiYAg2+gA17qzlw6FzAByNHAB3y3cAETgNwMdA8eANAcAQ8Amcq+RcMVqgCGVdYBzy32AAyzrFs0XKEKYJhlHfBcoQpgmGUd8FyhCmCYZR3w3GIPwDDL+iQrV6gCGGZZB7zEFaoAhlfWLRoAGGYEPABkioAHgEwR8ACQKQIeADLliCi6hlNsz0v6RdF1NHChpKeKLqLLcvtMuX0eKb/PlNvnkfrjM70mIsYbPdFXAd+vbM9ERLnoOropt8+U2+eR8vtMuX0eqf8/Ey0aAMgUAQ8AmSLg12Zf0QUkkNtnyu3zSPl9ptw+j9Tnn4kePABkihU8AGSKgAeATBHwLdj+ku0Tth8pupZusH2x7fttP2r7qO1ri66pU7bPtf1j24drn+mGomvqBtsjtuds31N0Ld1g+3HbR2w/bHum6Ho6ZXvM9jdt/9T2Y7b/sOiaGqEH34LtqyQ9K+nfIuKyouvplO2LJF0UEQ/ZvkDSrKQdEfFowaW1zbYlbYyIZ22PSvqepGsj4kcFl9YR25+WVJb0ioh4b9H1dMr245LKEVH0RUFdYfurkv47Im6y/TJJ50XEQsFlnYEVfAsR8V1Jvy66jm6JiCcj4qHaz89IekzSQG+WH8uerf06Wvsz0KsW25slvUfSTUXXgjPZfqWkqyTdLEkR8UI/hrtEwA8t21skTUl6oOBSOlZrZzws6YSkb0fEoH+mL0j6rKSTBdfRTSHpW7Znbe8supgOXSppXtKXa220m2xvLLqoRgj4IWT7fEl3SvpURPym6Ho6FRFLEfEGSZslXWl7YNtptt8r6UREzBZdS5e9JSKukPQuSZ+otT8H1QZJV0j6YkRMSfqtpF3FltQYAT9kan3qOyXdGhH7i66nm2pfk++X9M6CS+nEVknvq/Wsvy5pm+1bii2pcxFRqf19QtJdkq4stqKOPCHpiRXfFL+p5cDvOwT8EKmdkLxZ0mMR8fmi6+kG2+O2x2o/lyS9XdJPCy2qAxGxOyI2R8QWSR+SdCgiPlJwWR2xvbF2Ul+1VsY7JA3sZFpE/ErSL21P1h56m6S+HFTI/qbbnbB9u6S3SrrQ9hOSrouIm4utqiNbJX1U0pFaz1qSPhcR/1FcSR27SNJXbY9oecHyjYjIYrQwI6+WdNfy+kIbJN0WEfcVW1LHPinp1toEzc8kfazgehpiTBIAMkWLBgAyRcADQKYIeADIFAEPAJki4AEgUwQ8sAa277O9kMvujhgOBDywNnu1fA0BMDAIeGAF22+y/ZPaPvMba3vMXxYR/yXpmaLrA9aDK1mBFSLiQdt3S/o7SSVJt0TEwF5Wj+FGwANn+ltJD0r6P0l/XXAtQNto0QBn+l1J50u6QNK5BdcCtI2AB870r5L+RtKtkv6h4FqAttGiAVaw/eeSFiPittoOlT+wvU3SDZJeK+n82s6iH4+Ig0XWCpwNu0kCQKZo0QBApgh4AMgUAQ8AmSLgASBTBDwAZIqAB4BMEfAAkKn/B+IN1B6qP6I7AAAAAElFTkSuQmCC\n", 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" ] @@ -850,12 +860,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -916,7 +926,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.4" + "version": "3.7.9" } }, "nbformat": 4,