diff --git a/3_kmeans/1-k-means.ipynb b/3_kmeans/1-k-means.ipynb index 7355cc1..7be8148 100644 --- a/3_kmeans/1-k-means.ipynb +++ b/3_kmeans/1-k-means.ipynb @@ -233,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -278,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -360,20 +360,20 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "最初的中心= [[ 7.35701549 -0.6929096 ]\n", - " [ 0.95042384 -0.57690366]\n", - " [ 0.05572491 1.09419152]]\n", - "the SSE of 1th iteration is 239885.100070\n", - "the SSE of 2th iteration is 37348.235353\n", - "the SSE of 3th iteration is 8260.155429\n", - "the SSE of 4th iteration is 3635.163186\n", + "最初的中心= [[-0.4593609 -0.84984437]\n", + " [ 7.00511346 -0.23458713]\n", + " [ 5.89366503 -1.19620662]]\n", + "the SSE of 1th iteration is 223791.983809\n", + "the SSE of 2th iteration is 20013.489467\n", + "the SSE of 3th iteration is 3854.564761\n", + "the SSE of 4th iteration is 3500.555275\n", "the SSE of 5th iteration is 3502.239035\n" ] } @@ -386,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -483,12 +483,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 利用sklearn进行分类\n" + "## 5. 利用sklearn进行分类\n" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -502,7 +502,7 @@ }, { "data": { - "image/png": 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+ "image/png": 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" ] @@ -541,12 +541,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -575,19 +575,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Exerciese - How to caluate the accuracy?\n", + "## 6. 深入思考\n", "\n", - "1. How to match cluster label to groundtruth label\n", - "2. How to solve the uncertainty of some digital" + "1. 如何计算聚类的精度?\n", + "2. 如何匹配聚类的类别和真实类别?\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## 评估聚类性能\n", + "## 7. 评估聚类性能\n", + "\n", + "### 7.1 方法1 - ARI\n", "\n", - "方法1: 如果被用来评估的数据本身带有正确的类别信息,则利用Adjusted Rand Index(ARI),ARI与分类问题中计算准确性的方法类似,兼顾了类簇无法和分类标记一一对应的问题。\n", + "如果被用来评估的数据本身带有正确的类别信息,则利用Adjusted Rand Index(ARI),ARI与分类问题中计算准确性的方法类似,兼顾了类簇无法和分类标记一一对应的问题。\n", "\n" ] }, @@ -616,6 +618,9 @@ "metadata": {}, "source": [ "Given the contingency table:\n", + "FIXME: X, Y 的定义\n", + "\n", + "\n", "![ARI_ct](images/ARI_ct.png)\n", "\n", "the adjusted index is:\n", @@ -629,8 +634,8 @@ "metadata": {}, "source": [ "\n", - "\n", - "方法2: 如果被用来评估的数据没有所属类别,则使用轮廓系数(Silhouette Coefficient)来度量聚类结果的质量,评估聚类的效果。**轮廓系数同时兼顾了聚类的凝聚度和分离度,取值范围是[-1,1],轮廓系数越大,表示聚类效果越好。** \n", + "### 7.2 方法2 - 轮廓系数\n", + "如果被用来评估的数据没有所属类别,则使用轮廓系数(Silhouette Coefficient)来度量聚类结果的质量,评估聚类的效果。**轮廓系数同时兼顾了聚类的凝聚度和分离度,取值范围是[-1,1],轮廓系数越大,表示聚类效果越好。** \n", "\n", "轮廓系数的具体计算步骤: \n", "1. 对于已聚类数据中第i个样本$x_i$,计算$x_i$与其同一类簇内的所有其他样本距离的平均值,记作$a_i$,用于量化簇内的凝聚度 \n", @@ -641,12 +646,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -721,7 +726,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## 如何确定K\n", + "## 8. 如何确定K\n", "\n", "利用“肘部观察法”可以粗略地估计相对合理的聚类个数。K-means模型最终期望*所有数据点到其所属的类簇距离的平方和趋于稳定,所以可以通过观察这个值随着K的走势来找出最佳的类簇数量。理想条件下,这个折线在不断下降并且趋于平缓的过程中会有斜率的拐点,这表示从这个拐点对应的K值开始,类簇中心的增加不会过于破坏数据聚类的结构*。\n", "\n" @@ -805,7 +810,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## References\n", + "## 参考资料\n", "* [机器学习聚类算法之K-Means](https://www.biaodianfu.com/k-means.html)" ] } diff --git a/3_kmeans/2-kmeans-color-vq.ipynb b/3_kmeans/2-kmeans-color-vq.ipynb index ac64ad2..27510bd 100644 --- a/3_kmeans/2-kmeans-color-vq.ipynb +++ b/3_kmeans/2-kmeans-color-vq.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -39,12 +39,12 @@ "output_type": "stream", "text": [ "Fitting model on a small sub-sample of the data\n", - " done in 0.250s.\n", + " done in 0.239s.\n", "Predicting color indices on the full image (k-means)\n", - " done in 0.023s.\n", + " done in 0.012s.\n", "Predicting color indices on the full image (random)\n", "(273280,)\n", - " done in 0.261s.\n" + " done in 0.203s.\n" ] } ], @@ -106,22 +106,22 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -206,7 +206,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/3_kmeans/3-ClusteringAlgorithms.ipynb b/3_kmeans/3-ClusteringAlgorithms.ipynb index d71c2f4..91801b5 100644 --- a/3_kmeans/3-ClusteringAlgorithms.ipynb +++ b/3_kmeans/3-ClusteringAlgorithms.ipynb @@ -237,7 +237,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.7.9" }, "main_language": "python" }, diff --git a/4_logistic_regression/1-Least_squares.ipynb b/4_logistic_regression/1-Least_squares.ipynb index ac72797..1d0d6e9 100644 --- a/4_logistic_regression/1-Least_squares.ipynb +++ b/4_logistic_regression/1-Least_squares.ipynb @@ -33,7 +33,7 @@ "outputs": [ { "data": { - "image/png": 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6/PMAHvH/rQNYHnr6Of6xOU+eW/c0185jXK4mKZtQVtPOJa57WYCpz7BuZxOnjLIuA61TqLds0Sf1VcEsJHb8bMn7fuamFIiIANwL4EfM/KnQ8WW+vwEAfg/AD/y/twL4MhF9Ck1H8/kAns5rfFUjz617mmtnXYbA1SQVJ3hNq17Xukeq1zLtbGzKW2cZA697rRlmowmuTLOQZBFnSxH3M0/z0WUAfh/AFZHw078got1E9AyAywGsBwBm3gNgC4AfAvgGgA+aIo+E8kgTqupqzjDtAuLCI21LNJhey7Sz0YV/xl0zKaZs7Kpm5koWcbYUcT/zjD76Dpp5SVG+bnjOxwF8PK8xCdmQpmOWqzlDV17ZJlTSZZWuU0ymnU00oira7jJr231cQb8qZuZmGcEmZqhisrIlo1lwJu0H08WckcYmbmoLyZH/r7tYPSadUgo6tgVj+vS6NYnHactAjLmqipm5WUWwiRmqSRFZ2aIUBGeKLhcQp0SiHb+YgWNTDZzR68GrUVtPYlXzegaw7dnD2tcGOnsdhxvKBALqzndemDrZ0ISpG1tVI4qyaqQj/ZybFNGYSJSC4MzI2lUdpa1dm79nRXQFGW5EMzHVgNdDWNznYWKyYXQM1yemcNmmJ5Sr+6hSUvV9thFQac0fqgTAuJ7SNuRplskq+qnoYnZVNVUVEU0mSkFIRtRbpPeB5kqcM7kxy+hbuKDVnUxXugOwN0kkEVBZmT+yjiQqwiyTxZiL3J1W3VSVdzSZ9FMQnLnrsb1tJhkgea8DXWJY3GMBruU64iKGbCI5dILIJKDiokZs5poH3RIdVGQSXrfck7yQnYLgTFZbedOKDLArh2GTKxAW1lETTJJ5JLHrmu5ZmSvTbukxUGQSXrfck7wQpSA4k9VWPm5FZmO3NzlfAbWwDrbfOlNS3DySCCjTPSvTidpNPQaKSsLrpnuSB2I+EpzJaitvWpHZrtaGBwfa6v0v7vPQ3+u11f4HoDTNmOYRZ85x7clgeq0yV6ZSG6mT+X5PZKcgOJPVVj5uRZZFdU8b00x0HoB7Jdc4TPdMZ8oqYmVahdpIVWO+35PcmuwUwVxpsjNfMTV2AbLppZykUZApQinrktij43Xc/vCetlBaoNwGN8Lcp5QmO8LcJ4tY7kVeT0vw9/d62HjN6rZrpO0tncSZbHrMtGtwvR+6gn2q+5CE8D3IKqdBmPuIUhASkUUXtKhAPDE923ZOUseiTXVUk2kmLqJJ5QROcj90ORann7YgE4UQHk9QN6lqMfdC9RBHs5CItHH3uuffvHln6jj9uIS2OKehTfXT6G4iSWx7Fg5mlwZAtuMS5jeyUxASkTbuPqmJJs3YADufgE0uQ3SnkUTAJwl9jNZ5evmV6Va5EZcGQPMl5l5wR3YKBVBWtmocacZlyuq1WTXHRdakWc3qrh04l227zj254Qp8et0aq/DEJFnOrqGP0T4WRycbbfWngPYGQCbmS8y94I4ohZxJ05CmyuO6/AJ1f+zLL1hqtWpOYqKxRXVtwqmidy73PpoHoWvskyS23fbaAbZNg+IaAM2nmHvBHTEf5UxVS/6mHZeu1PS2Zw9bmUWSmGh0qKJ+7nznhcrmN0lMUzYO76Sx7S7OdFslqWoAJNFHgi2iFHKmqnVU4nwCccLN9Py7162xqg0UCERdvoLNalbnvwh6G6hyDtIoZdO9ybsMg02dp/B9K7M3s9C9iPkoZ5LYmrNG5TvQvf4ZvZ6VWck0r7BZBGj2Fg4Escp042pGCRPnv8i6HWSZpkCVScirUUdZD1EEQhpkp5AzRXRKMqFbSV938UBb97BgXETJC9FFV6mAfbmIpKvaOKGfZXGzsk2B8738glAMslPImTSr4CzQCbJtzx5WjmsiUm4hIK4QnWpeRdSlj9uJZVncrAqmQNdCfILgiuwUCqBM265JkKnG5VKcLW5etiUm0pTLsN2xpFldB+PTVQlL4xAXoS5UjdyUAhEtB/BFAGehGfxxDzN/hoiWANgMYCWAFwBcz8xHiYgAfAbAlQAmAfwBM38/r/HNBWyEjM580kOE0fG6MrQyKmS9GuH4iWmct+FRa2E2Ol5vi/qJjil8nq2JyTRf3fG0gjiuZEZah7hqnt2IKLy5Q547hWkAtzDz94no1QB2ENHjAP4AwLeYeRMRbQCwAcCHAbwDwPn+zyUAPuv/FhTYChldE5oZZuX5USHbt7CG4ydnMDHVML5OFNPKOpzjYGunj5uvaixZCOK43IBFntoCGxWSkyenKxmanAVzXeHNN3LzKTDzoWClz8y/AvAjAAMArgXwBf+0LwAY9v++FsAXucl2AP1EtCyv8XU7tvb6wPZfI+q4hs6+H9it7163BpMnOwWijV/AZGf/0vYDrSgonYkpejyJf8L0HNts7jh/wdHJRkcEkipKKVoa2/b63cB872k81yjEp0BEKwEMAngKwFnMfMh/6KdompeApsI4GHrai/6xQ6FjIKKbANwEACtWrMhv0BXHxek5PDiA9Zt3Ol0HMK/244RZXEx9sJokAlQtPWq+eStYbScZh+6x4LV1vaHDK/z+Pk8r0AOiK37bzGNgbpSbqIIDXsiO3KOPiOhVAB4EcDMz/zL8GDc7/Dh1+WHme5h5iJmHli5Vl1qYD7jmPyTJl4gr5mZiZO0qdO5N2plqzCgVAnDKvFU3KIS4cegeC/ImomPZuHVPxwr/5Vem4dXiZtJ+r2yF4VwpN1GFXBwhO3JVCkTkoakQ7mPmh/zDPwvMQv7vl/zjdQDLQ08/xz8mKHANtUwSmqn7UpN/PRPDgwO48dIVsYpBh0pwR0lSArvXq7V6C0SZmGp0vGZjlnH6wgWt0FuVGQ5ov1c2wtAUmlzVAoo65ntP47lGbkrBjya6F8CPmPlToYe2Anif//f7AHwtdPy91ORSAMdCZiYhgmv+Q/T8/l4Pi7werDf0L9AVlrvx0hVWDsQ7hi/EjZeu0ApS+ONwEdwBNSJcd7G5N3NgxgleP7hHA44r2GNTjVZuwCevvyhWAMYV+yNAm2NQdtZ0EsrOxRGyJU+fwmUAfh/AbiLa6R/7TwA2AdhCRO8HsB/A9f5jX0czHHUfmiGpf5jj2LoSVdifrs+wCl2tIV20SNoY/9HxOh7cUdcK+F6vho3XrFa+hqlQHtA0Lz24o46hc5coQ1ejXccCwa3KtA7GssjrUfoPdIX8dPck+PuWLbuUczftJMrOmk6K1FmaO+SmFJj5O4DWevBWxfkM4IN5jafbyTLsz0XwpPmymxyu0WqdqteIa6mpG3Pc/HSCXfWapkJ+JkzKx2RWEaetUDaS0dwluAjyuESiJM3sk6C7XmA+UREe+xm+iWtisuEUfWQjWE2CPaskrCQ7LV20U3+fB0CSxIT80SoFIvo6gA8w8wvFDUfQYbuCjNtR2GYaZ4FrMbro2CemGuj1arh73Rqn8htpiuC57ozihLTr9XSuFGZJEhOKweRo/hsA3ySij/hRRELOmKJObMP+4hKJdLkHNhFFruiiUi6/YKl1s/lg7C7d1JJGw7hG/eThFD42pc6JODbVkCQxoRC0OwVm/ioR/T2APwMwRkT/C8Bs6PFP6Z4ruKNbBY7tP4Jtzx7u6CAGqAVd3I5C9zgj+9Xm8OAAxvYfwf1PHcQMM2pEeOOKM9pKdts0mw+K9wGnCvaZuqklMdskWYXrhPTGrXsSm3hMu5wi/A1inhLiQlJPAjgO4DQAr478CBmiEzD3bT/QEhKMU557Xdhf3I7C1NQeyDZGPhp9NMOMJ587ol3txo09KL8x0N/bsduJrphdS0wnWYXrhPHEVCPx7sG0y8k7Sawbw2GF7DH5FN4O4FNo5g+8kZknCxvVPMS0go/+P9Df23LURld2l1+wFJu/dxCNmVPP9GrU2lGYSk1nbbN2Kffg0sYz7Yo5uGfh3sWmcemwaY8JuIWUmnY5Y/uP4L7tB2J3i0np1nBYIVtM0UcfAfBuZt5T1GDmM7YCBjglqFRCfPPTBzuFXOhfk9C5bNMTmQoFF7NGtNl8knLgNitmVQ5D3Lh06CrQqnC5FyrndLDrCo+WAGMCnysSDisAZp/CbxY5kPmOSsDERQmpVnaN2c5nNGa5TbDrImKyFgq2ii7s5LaJ1tEJ48mT08oeEWFcdi9xq3CVEps8Oa1NgBsdr+P2h/e0Hu/v9bDxmtVWQl01bgaw7dnDVnOxIcvWpUL3InkKFUElYC6/YKmyj3IgqFyEddy5o+N19GhMKUmFwsjaVVi/eWdsxUNXJ3dw7sate1p9HoBTZazD5wSETUZxENC2SzE5X6NKTNWUJ4i4GnlgV5tZb2KqgZGv7jKON3jNInJLyu4nLlQDUQoVQrVKHjp3iVYguZicTII9EGQqhWAbyqkao84OHsW1FhHQvFd3Pba3TSkAdg16TIT9NarnxvlZdCawux7b26YQAqK7ON1rFpFbkrasiTA3EKVQIEnC/UzmFGXrzB4CCG0CKE6w60wqQdG5ux7bi/WbdyrHHCc07xi+sKXYbMNqbbE1d9majKJjGR2vK+sXxflZVO+Zrp+F7XiDyLO8nMwBUsNIEKVQEHlko5pq+NgonziTSlB0zjRml4gVQrNcA3MzGSvtStTWBm4ysQTRR9FaTKbdk+qacQrftKuzHW8QeSareCFPRCkURF7hfrqVXdw1bUwqumY04THHtdOMvs7RyVOlK9IKNFsbuE4gR01FYeJ2F2FBHpd4GNRxqvUQZiKBAF4PZTJeQcgKUQoFUbVwvzih1+vVtI+Hx6yL8w96GNiU3Ui68rW1gSdxoJrel+hzTYmHwZ2ZmGrA6yEsWljDcb/vdTj6KFoI0KuRkwlQELJClEJBVC3czyT0BvrNPQ3O6D1VCktnXgmOJ+mT7KoYbMtYuygg3ftVI+rIJLdNPGzMMn6tbyH2fKx9ta8qBAgAPQTMcmeZcUHIk9x7NAtN4oq0Fd2C0VTuIigLMbJ2VdNxHeG4nw8QnK+7jul1ABRa3M217IXu/frk9RdZlxZRoVIgul3bLJ/6jIhCEIpClEJBDA/qWxaWUXNGJfS8GuH4iemWYgKAVy3q3Ew2ZrglvE3KbnS8juMnpp3GVZXsWdP7FUVXwVWFSoGY5ixVUIWiEfNRxrgkOgWUUXMmalLp7/Pw8ivTLdNF1LwTJRBkLl3MbKhS9qxteGaSxMMwcfkmVVGUwvxAlEKGJA07jYvgyYuw0Lts0xMd5RmCpvcqvwH7zwknqoVR1VGKo5udqa6Jh2HiaihVSVEKcx9RChmSdMUfF8FTBKZcBV0kkknpua5u55IzNbpbjAu/1ZXtALpbUQrdifgUMsQUaWNyIsdF8ORN0KJTRWBL1zmUdTZvl9VtEKs/VxRCEv/Q8OAAdt72Nnx63RorP4Yg5IXsFDJEZxsO2kYC6tX1gCFZKSkuJTV0LTqBZuXRoMSFjnAp77hYe4Ax1Zhte76q/o8LVeoWltY/ZOvHqNKchblFbjsFIvprInqJiH4QOraRiOpEtNP/uTL02K1EtI+I9hLR2rzGlSe6KJS4LmFJewrrcF2tmkw9RycbrWvo6O/zsOb2b+LmzTtbrzkx1QAYWNznta16X4koBJsxmBgdr2PkgV1tcx15YFeukVum8OGiWmZKhzQhL/I0H/0tgLcrjt/NzGv8n68DABG9HsB7AKz2n/NXRFRTPLfSqMIYdSvwsJBwCX+0wbW1ZFpH5tHJRoctHGjuAPoWLmjLDci6peTtD+/pqD7amGHc/nA+vaHiBHLeLTOBZK1DBcGW3MxHzPx/iGil5enXAvgKM58A8DwR7QPwZgDfzWt8eRHd/l+26QmrTOYsq1PG+TaiJgeXDmJpx5J1zX5VQxvT8bTEmYdG1q7CyFd3tTU7UtU3SkPVSqYIc4syfAp/QkTvBTAG4BZmPgpgAMD20Dkv+sc6IKKbANwEACtWrMh5qOkpo3FJUt9G2EZ9/MS0cvWfZCxhuqlmv8pubyWQo177jIPIqlYyRZhbEOcY4eLvFB5h5jf4/58F4Odomtn/M4BlzPxHRPSXALYz85f88+4F8PfM/IDp+kNDQzw2Npbb+LMiiVMwjSNRVQFV16RFV3nTpTGNjl6vlmn0jOqeqMI4A2pEuOGS5bhj+MJEr6VS5qct6FG+XnAfdTtD031O8tlQjU0ilQRbiGgHMw+pHit0p8DMPwv+JqLPA3jE/7cOYHno1HP8Y11B3Bfb1TSUtveCajXu2s4xfI0kSXSL+zzcdrVd/2FAfQ/DcwgyrgOzTHBPrrt4AJufPqjsTT3DjC9tP4CHdryI//LO33B6D3RmokVeT0fehk2LVJXpDoDyfQ6X3NZ9nsL3Jk6ZSKSS4ELRO4VlzHzI/3s9gEuY+T1EtBrAl9H0I5wN4FsAzmdm4zK1CjuFPFZtrqvNNNcMrmsSFKbnBgQ7kSRJaKp7qOogZxp7nPJyfU/O2/CocmdFAO5et0YrZHX3StU1bZHXo/R9qM5N+nkqalchiqe7KGWnQET3A3gLgDOJ6EUAtwF4CxGtQfMz/wKAfwsAzLyHiLYA+CGAaQAfjFMIVSGPukW2jkSXL6LJmRy3EzE5MKNN7pOguoeqlb+K+sRUaye2csOj2vOmGjO4ZcsubVvRKCa7vWuLVF1Yss40pwthTnJ/i6irlUdXQaE88ow+ukFx+F7D+R8H8PG8xpMVUUHsapaxwcaRmKahvOraJkGRdyewNDWeCM17MTw4oC0XEhA8ZiO0kgYIRO9z3JhsSfp5KiJSqYyCjkJ+SJkLB1Qx6i4lkm25/IKlHde17faVJlZdJyiyTq6LkqbGEwOtOd9wyXLzySHi7lWa3JEgNLXXqxkVQn+vZ11y+4xeL1G/jSLyJiREdm4hZS4cUAli1Vc+bTbygzvqbdclANdd3G6ycP0i2kQT6QRFXmGkwa4r7Uo6mHMQZXTfUwdgc8k4oZUmd8Sm3enGa1a3zjWV3PZ6CMdPdpY1D8ZoooiQaAmRnVuIUnDAJET6ez0cm2rkYl9nANuePdx2zPWLaCOkTILCRkC6+DhslNTiPg99CxfE5k6E53zH8IW4Y/jCtrH0aEw4eQotm3an4T4bYaIltydPTivLmt+yZZfy+WGKyAspIxdHyA9RCg6YfAinn7YAO297W+rXsN0BuH4RXYRUHLrwURsfR/DcOD9Cr1frCGnVKZJJvz2oLgxYF4FTRgKhjR8mqoDP0zjQZ5itdgxRxRCYzbJSDN2UkCjEIz4FB0xCJCv7aZwNOCjGtn7zTizyetDf61nZvBd56rc63JPZBl3tn9sf3hPr4wg/14RqLoEymWrMdNjdj042jAXhhgcHcN3FAy3fRY2owxyXNbriiEG+gkvxurg+13F+JCmgJ7ggSsGB4cEBLO7zlI9lZYqI63kc/nIfnWzgxPQs7l63xijYb/z8dzvKVQPNN991taxzcOtqDYWVZZwJC1ArqagyUbkLAnOKStAFfprAhDTDjAd31HMVimFHNdAeluoqlFWfiTBxC5K8C+iJ0plbiFJw5LarV+caiWOKekny5R4dr+PJ544oH5tFU2C4fHldd0RhZRn3XEIz8iqKjTIBTplTovMpq6ro8OAAntxwhbJarsvrB58JXZRW3IIk7+ggqdo6txCfgiNF2E91Tt0kX+6NW80lpF0TjXS28v5eDyemZzuStsJCPq5BPQN4cEcdQ+cusYq0UqGKjy87ZDKL1w/mk8Q3knd0UNn3V8gW2SkkIFgBhvsEFIFrzPnoeN2q0qnLqk5n3tp4zWpcd/FAm70/EPLByj3ODKIbyxm9apOdjqgwsr1vuuY5pqY6NmSVK5A0dyLvPJMiciGE4hCl0EW4frldtu+2WcUmwbTt2cNGM0n0uTrCQn10vI7jJ6c7zukB0KO5SFQY2dy3j47uxvpQ57hgB/XR0d2p7eVZCmWbBUlUiQHItIlTlLyVjlAsYj7qIlxNVy7b93C5CJtxJDVvhZ9r04Dorsf2KovineFXYbUxp8Tdt9HxOu7bfkCp0O5/6mBHjoNrCYciQzZ15U/ufOeFmZQkUSEhqXMLUQpdhkuWbZwNPwyj2drSVL467svuaru2ybXQKZqJyYZRGKlyKXRC8a7H9mrbpuqyrV3t5Wmyo10oqw5RUfMT8keUgiNZlAguqsywTujqInmOTjZaoaX1iSmMPLALYHT0MADUTmnXhLrhwQGM7T/SWo0H+QMAWr0H4rKRVcLItVigScDrCtpV1V4uTl8hLeJTcCCLeOysY7pNTlCd/X/AUqA1ZrijhLXJKe3qCFXlD2x++iBGHtjVuj8qgRxnr3YNkdQJeEKzyF432cvF6SukJdcmO3lTdJOdLJrfZNlAx6WBSnh3ckavh+Mnp2Mb2OggAM9vuirRc8PYNO8JqBFhltlqZ6VrkAM077PK1KTqgXDjpSs66ihV3V4urToFGyrTjrPbyWJrnsU1TPWDVPbjqKCYmGrA6yEs7vMwMdkwFptTcXZ/byaC0mXOM8x4IUYRBWPSKYSgzASgNinp5tNN9nJx+gppEaXgQBZJQLYNdEyRMnHVRaPCVtfZrG/hAoz/+du01/Vq1OZTAJqCdeVrejPptOXiCI9m80bvkarkdBhd97NAgXaT4AfU8zf1dRYEW8Sn4EAW8dhx14jzOdiUfIgqKdtQ0WjRuHVvWo51b17ekZD25HNHMilrYJPMFjDD3PKfrNzwaEdOwX3bD2jvi6rMREA3OmBVn5EvbT8gtYeETBCl4ECably214hzksYJMZWSsnE+6orGPfrMIa1AjZIkTDN8L0wd2Bb3ecaieCaTUVB/SEU3OmBtFgZSe0hIyrw1HyW1iWdhZjBdI25VbzK56PoimEJF4/wTNoXoTl2zB6+79eut8NIbLlne6oamI3wvdH0DAIAZTmMJCIT+XGoEY6t8u3EXJJTPvFQKrnHsRRLnc1AJN6+H8KpFC1oNVMb2H+mwL9/5zguxceueljN5kdeDsf1HjHZ4VyZD5blnmPGl7QcAIFYxhOeoK7Z3zMIJHvUbhIV+WQ7YPCKXbH0x3bgLEspnXoakmsJCR9auSpXVmxabkELX8NJer4brLh7oUAAq52sUVfVTF2pEeO7OK63ONc09rltbMMcqOVvzCg+1CTaQMFTBhCkkNTelQER/DeB3AbzEzG/wjy0BsBnASgAvALiemY8SEQH4DIArAUwC+ANm/n7cayRVCqY49mjGr9dDAKFN6Gb1xTZFGNkqIdtYf11mrgkCcPe6NQBOKcX+Pg8vvzLdkdRmIhxKGjc33eO6XAKGezvRotC9Ny45Fzok+khIQ1l5Cn8L4C8BfDF0bAOAbzHzJiLa4P//YQDvAHC+/3MJgM/6v3NBt/2uESlDN6OkrSUTZ75y8VvY2o1dFQJwahdh2jnpylAEhJ3HNmY73dy7Mf5e994E9yuN2bLbQmiF7iFX8xERrQTwSGinsBfAW5j5EBEtA/BtZl5FRP/D//v+6Hmm6yfdKei29S4mEpes3rAz17Rit81qDq8S44RyQA8BqsW9yYSkMh0FuyQAsSYdALjsdUvw7qEVxnOTZHPbUmY2su0uLs/5C4KKKmU0nxUS9D8FcJb/9wCAg6HzXvSPdSgFIroJwE0AsGLFCucBhBvABwI67EuwTaaydeJFFZBJgNus+l2u1wY3k9HCZjCvh7BwQQ+On+xUhr1eDUSdET9TjRls3LrH2s/w3R8f0bYDDbC9566UHVCgCgpQkUWUUDeV4hCqTWl5CtzcojhvU5j5HmYeYuahpUs7+/maiDaAn2FuRagMDw4ok6m8Hmpm9oZwCWW07S8M2CmauOvViOAp3tVZNP0igTmnv9cDCG0KIZhlkDsxMamO+JmYaljPycb1EPRyyJqyewfb5mGkjRLKusiiML8pWin8zDcbwf/9kn+8DmB56Lxz/GOZEickVIlld737Itz1rosSJ6zZrgJtFU3c9WaYEYoMVT4e7AKiEUtR+V1USCMDuHnzzkStLk1UoYx0uFPaJ6+/KFVGvK4ibtnKT5hbFG0+2grgfQA2+b+/Fjr+J0T0FTQdzMfi/AlJiBMSpi140q24TUy5S/SMS70gHXFJacFKUxXGmidZmndGx+uxvRiywtZ0k8ZZbjKFVUH5CXOH3JQCEd0P4C0AziSiFwHchqYy2EJE7wewH8D1/ulfRzMcdR+aIal/mMeYTIlhedmfTXblsJN3bP8RK2Fha6dOy1RjBvc9dQA3XrJC2aoyz9fduHVPJnH8SXoxJH0t289N0qgh024gi0KNghCQm/mImW9g5mXM7DHzOcx8LzP/gpnfysznM/NvM/MR/1xm5g8y8+uY+UJmzqVJgqkYXV5b8LBJCjhlVw4rBNuCZlEnuQldU/uA/l4vthgdM3D/0weNCiGuZpGKWszgJqYaqcxIOr9LjSjzhK6iTDem3UAWhRoFIWBeFcQzFaPTfenqE1Opbd2BXfmFTVfhuTuvNFbtDIgKFp2TXMcsQ1sEjgBsvGY1rrt4AHHifMbgKR7o78Xzm67CrENY8+I+D59890Wx3d+ic9d1l1Ohey9nmTOPyDF9brL0j5iKGmZRqFEQAuZd7SPd9t1kq8/KlGQqPqd7XVOv4nBYbZTAT6HrKDY8OIDbH96Tyiw0eXIao+N1az9Hr1fDbVevbr0Ho+N13Lx5p/LcsJ/H1axXhDklrqEPgEzDXy+/YGmrllT0ePAaogSELJhXOwUTcbX905oEoit9G4JOYbpexYB6xxAOs42uIO9et6bVYvKoJuTUlqOTDdz60G5cfsHSWFMUAXjjijOwceserNzwKFZueBS3P7wHfar4WZwS4EnMM3mbU2zfyyzNSNuePex0XBCSMu92CjrCkSG6L3uaaA6XfIUAm1W8rohfXNmIrITVVGMG2549jOsuHsD9Tx3UKq+gOU+Yo5MN1HoIXg+1lRMJC/AkkTV5l8RweS+zigCSCCOhKEQphAgEqK48QRLzg43JKFpqwqZ6KdC+I9AJPF24pI0wWdznWe0m6hNTbQ16XJiZZfyTPg99CxcoBXhSU1Ce5hQXQZyVycr2Pkhms5AWUQoKkjRkUX0ZAWDkq7uMFUV1K32dIolW2ATQ8jvE9XMO2+NNfoBPr1vTuoZN/Z4eRTkMFyYmG61e0VGq2BxHd+9M/RzSYnMfyi7rIcwN5mU/BRtcVly6AnsAY8qQXmwqwW1TKhqA8nWDvgJxHdrWb96p3JGEC7TF1e6P1lPSYdr9xBWEq9rqV/d+593PIe4+mPqESME9IUyVCuJ1DS7mB50z1ERcFnPUxxHNa7j1od1Y5PUoXzcu2ewnE1MYHhyIjfwJOG3Bqdc5fWENXq0Hx6YaOLu/F8dPTLe6uUUJ72ouv2ApNj99sGPX5NUodjUd9RGEy5KUQVllvOM+k+J3ELJAlEIMNqvUJF+68Eo8zkmsWgGaSlXErdsDO/RAjJ1atSKe5WaOg01f5U9ef1HbvRo6d0lbS9DFfV4rRNVEFc0iVQwBlcxmIQtEKRiwFUau9YgW93mt6488sKtlfqlPTGHkgV0d189ypRe2Q8fZqXU7oJs378TY/iO4Y/hCY1/lqNDMo8RDFQRzVcxbVfS/CN2H5CkYsI2Rj8txCOPVCLddvRoAcPvDezrs8Y0Z7qgYmtVKjwhtPoxoHkN/r4dFXg/W+69vUnRf2n4AHx3drc0J2HjNautxxWUsZ2EWcc2KdrluHmWrk4xXMpuFLBBHswFdL2dV17XwatF0R8ORPSsNphegvctZVkXwXtB0i7NpBh+lRoTn7rwy1UrZprl9nIKK88/YvEZS8nDu5jleQQDE0ZwYFxtt2DRiEhTB4zar3GBXEgiXsOCdPDmdKCN5dLzeFrIaXBNw73gU5CWksa/bmIbiKsPG+RjyND/l4dyturlMmNuIUjCQ1Eare97lFyx1Xo0HwiUqeE11g0wEwjP4O83uw7U6qgoboRrM+5Ytu7QJciahmWdUTh7OXYkiEspEfAoGkthoVeWtg+dte/awsxDuIVLak4cHB1oOaxcC4Zmk7EaUS1+7ONXzAb3wZKDNlj48OBBbjVUnNE0VRtOSR52lPMcrCHHITiEGF9NI1BYc7QG9PsHKfoYZ60PRPmFuu3p1otV+VivOF35hd51wqY+gqmvgBxhZu0qb9R01C8VFeemEZp5ROXnkLEgUkVAmohQyRGcL/tCWnYlMPQEM4L7tBzB07pI2YRMVSLY+gUB4xoXRLu7z8Mupaa3Jxka5qBRl8NojD+zCujcth6mpQ9gstPI1eqVgEpp5J5tlnbNQVnKcIAASfZQJrn0SwtgWvwPiI1ps6hTZRjQF543tP6Ks428zHpsx9VAzIc4EAbh73RptWY4aUUeinCAIeiT6KAfCisBFsIcZ8Ms/2PZAjluZq8wOXo1w+sIFrbIU0RVnsBpd5PXgxPQsZrkpZK+7+NTqVzU+m/IUNmOOUwhAc2djamiTR0e1uURVkuuE7kCUQgKiJpEkCoGAtlW2jWKwKRcNuJsdGMArjdnW688w48EddQydu0QrjE9fuMBKsLhme0cJzEImf4w4YPVUsUSIUG3EfJQAGzNNHKoS2IEw71tYw/GT7WadLJOXPjq620oJDfT3an0VcQl84XnFOcOjTXai1WBNPS4C01JWAi6rVXVVVudSOVVQYTIflaIUiOgFAL8CMANgmpmHiGgJgM0AVgJ4AcD1zHzUdJ2ySmfrMp2TohL4eQmVj47u1voIohDMK/2w0DZl4QJoK4QXRWfiCt+D/j4PL78y3aE8brx0RUdUVlKyyiSuUkayS1a+MH+oqk/hcmb+eej/DQC+xcybiGiD//+HyxhY3JbbxiTi4mdQJV7lUYVzdLxurRAAtAS0bqUfLuBnysJ9csMVLSGvSkBrzDBOP20Bdt52qtHO6Hi9LVT16GQDPdSsz6Tzj6Qlq0ziKmUkS+VUwZUqJa9dC+AL/t9fADBc1kDiCuHZFMBTKQTTc5LmDtgWTgsUnS3h/IoggU9FY4bxoS07rfpamxLQovPfuHVPR+7CLAPHNLuNLMgqk7hKGcl5JNcJc5uylAID+CYR7SCim/xjZzHzIf/vnwI4q5yhxX+phwcHcN3FA6bw+g6CrGadcE3a/9m2QqdLBnONqKOaqsn+PMv6VIPovGyzdXWmJvZ/sqpGmmRsRV0nC6RyquBKWUrhXzHzGwG8A8AHiei3wg9y09GhXFIS0U1ENEZEY4cPH85lcDZf6m3PHnbOLxgeHMDI2lXwetpFqNdjF94Zxba0N2C/Su31aoli/hmdikG1Io1buQY7Hxt0c01KVqvqqq3OA6X+/KarWp9DQdBRik+Bmev+75eI6O8AvBnAz4hoGTMfIqJlAF7SPPceAPcATUdzHuOzKTPgYgroODcqPRXL7DQd334yMdXx/P4+T1tV9fRQtNNUYwa3bNmlLKvR3+tpV/DAqYgh05hNYbNJyndnaZLJKpNYMpKFbqbw6CMiOh1ADzP/yv/7cQAfA/BWAL8IOZqXMPN/NF2rrOgjwC0sNRz+ZxMiaBu9orvW4j4PrzRm25PYegggtDX1icta/jeRyJ6o89c0hyQkCfWV0EpBcKdq0UdnAfg7alYQXQDgy8z8DSL6HoAtRPR+APsBXF/C2FrERf+odhO1HsJMRGDa7jDCx29/eI9V9IpuR8OMjucHgjxakG54cAC3bNmlHNP9Tx1sUwrBa6vCS23NIyZla1r1L1aEpIrDVBCyp3ClwMw/BnCR4vgv0NwtdAU6E4HqmE0/58BfMTpe15p5okJTNwZT9m+0cmtwTHeuat7RHAJb80jSUN9gN1CVhDBBmMtImYsU6HYTJkGlqnUUXvGaHKdxHd8C4orzRXcdwe4hiqmJTpI8irj4/ThfTh65G4IgtFOlPIU5z+h4HQ/uqLcpBALais+ZTCi2phKbPIrw69xwyXLlObrjSbEJ9ZXwSUEoF9kpFIhqpcxohrcG6Ewo/b2etXAMm5V0O4bwriPwG9z/1EHMMKNGhBsuWZ5Z+Yjwa8Zl18puQBDKRZRCgdg4mXUmlI3XrHZ6rbDt36aL1x3DF2auBKKouqwlzdEQBCEfRCkUiO1KGcguxr1yMfMWORqCIJSHlM4ukCpVzywDKeMsCNWgankK85bKrdoLpkqF4gRBUCNKoWDmoyM1yC/Q7UmljLMgVAdRCkKuxNUzkqxkQagWohSEXDGV7B6YZ+YzQegGRCkIuaLzFxAgzmVBqCCS0SzkSpUazgiCEI8oBSFXqtZwRhAEM2I+EnJlvofhCkK3IUpByJ35GIYrCN2KmI8EQRCEFqIUBEEQhBaiFARBEIQWohQEQRCEFqIUBEEQhBZdXTqbiA4D2B86dCaAn5c0nCKZL/ME5s9cZZ5zjyrP9VxmXqp6oKuVQhQiGtPVCJ9LzJd5AvNnrjLPuUe3zlXMR4IgCEILUQqCIAhCi7mmFO4pewAFMV/mCcyfuco85x5dOdc55VMQBEEQ0jHXdgqCIAhCCkQpCIIgCC26TikQ0RIiepyI/tH/vVhz3jeIaIKIHokcP4+IniKifUS0mYgWFjNyNxzm+T7/nH8koveFjn+biPYS0U7/59eKG308RPR2f3z7iGiD4vHT/Pdnn/9+rQw9dqt/fC8RrS104AlIOlciWklEU6H38HOFD94Bi3n+FhF9n4imiehdkceUn+MqknKeM6H3c2txo3aAmbvqB8BfANjg/70BwH/VnPdWAFcDeCRyfAuA9/h/fw7Avy97TknnCWAJgB/7vxf7fy/2H/s2gKGy56GZWw3AcwBeC2AhgF0AXh855wMAPuf//R4Am/2/X++ffxqA8/zr1MqeU05zXQngB2XPIcN5rgTwGwC+COBdoePaz3HVftLM03/s5bLnEPfTdTsFANcC+IL/9xcADKtOYuZvAfhV+BgREYArADwQ9/wKYDPPtQAeZ+YjzHwUwOMA3l7M8FLxZgD7mPnHzHwSwFfQnG+Y8PwfAPBW//27FsBXmPkEMz8PYJ9/vaqSZq7dROw8mfkFZn4GwGzkud30OU4zz66gG5XCWcx8yP/7pwDOcnjuawBMMPO0//+LAKra/cVmngMADob+j87nb/xt6p9VTMjEjbvtHP/9Oobm+2fz3CqRZq4AcB4RjRPR/yai38x7sClI875003uadqyLiGiMiLYT0XCmI8uISnZeI6J/APBPFQ99JPwPMzMRdW1Mbc7zvJGZ60T0agAPAvh9NLezQvdwCMAKZv4FEV0MYJSIVjPzL8semJCYc/3v5WsBPEFEu5n5ubIHFaaSSoGZf1v3GBH9jIiWMfMhIloG4CWHS/8CQD8RLfBXZOcAqKccbmIymGcdwFtC/5+Dpi8BzFz3f/+KiL6M5ra3KkqhDmB56H/V+xCc8yIRLQBwBprvn81zq0TiuXLTCH0CAJh5BxE9B+DXAYzlPmp30rwv2s9xBUn1+Qt9L39MRN8GMIimj6IydKP5aCuAIDrhfQC+ZvtE/0u2DUAQEeD0/IKxmedjAN5GRIv96KS3AXiMiBYQ0ZkAQEQegN8F8IMCxmzL9wCc70eCLUTTuRqNxAjP/10AnvDfv60A3uNH7JwH4HwATxc07iQknisRLSWiGgD4K8vz0XTCVhGbeepQfo5zGmdaEs/Tn99p/t9nArgMwA9zG2lSyvZ0u/6gaWv9FoB/BPAPAJb4x4cA/M/Qef8XwGEAU2ja/db6x1+LphDZB+CrAE4re04p5/lH/lz2AfhD/9jpAHYAeAbAHgCfQcUidABcCeD/oblK+oh/7GMArvH/XuS/P/v89+u1oed+xH/eXgDvKHsuec0VwHX++7cTwPcBXF32XFLO803+d/E4mru+PabPcVV/ks4TwL8EsBvNiKXdAN5f9lxUP1LmQhAEQWjRjeYjQRAEISdEKQiCIAgtRCkIgiAILUQpCIIgCC1EKQiCIAgtRCkIQkYQ0XIiep6Ilvj/L/b/X1ny0ATBGlEKgpARzHwQwGcBbPIPbQJwDzO/UNqgBMERyVMQhAzxM8h3APhrAH8MYA0zN8odlSDYU8naR4LQrTBzg4hGAHwDwNtEIQjdhpiPBCF73oFmhdM3lD0QQXBFlIIgZAgRrQHwOwAuBbDer3ArCF2DKAVByAi/kdFnAdzMzAcA3AXgE+WOShDcEKUgCNnxxwAOMPPj/v9/BeCfE9G/LnFMguCERB8JgiAILWSnIAiCILQQpSAIgiC0EKUgCIIgtBClIAiCILQQpSAIgiC0EKUgCIIgtBClIAiCILT4/6Mxet+YPjmWAAAAAElFTkSuQmCC\n", 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6/PMAHvH/rQNYHnr6Of6xOU+eW/c0185jXK4mKZtQVtPOJa57WYCpz7BuZxOnjLIuA61TqLds0Sf1VcEsJHb8bMn7fuamFIiIANwL4EfM/KnQ8WW+vwEAfg/AD/y/twL4MhF9Ck1H8/kAns5rfFUjz617mmtnXYbA1SQVJ3hNq17Xukeq1zLtbGzKW2cZA697rRlmowmuTLOQZBFnSxH3M0/z0WUAfh/AFZHw078got1E9AyAywGsBwBm3gNgC4AfAvgGgA+aIo+E8kgTqupqzjDtAuLCI21LNJhey7Sz0YV/xl0zKaZs7Kpm5koWcbYUcT/zjD76Dpp5SVG+bnjOxwF8PK8xCdmQpmOWqzlDV17ZJlTSZZWuU0ymnU00oira7jJr231cQb8qZuZmGcEmZqhisrIlo1lwJu0H08WckcYmbmoLyZH/r7tYPSadUgo6tgVj+vS6NYnHactAjLmqipm5WUWwiRmqSRFZ2aIUBGeKLhcQp0SiHb+YgWNTDZzR68GrUVtPYlXzegaw7dnD2tcGOnsdhxvKBALqzndemDrZ0ISpG1tVI4qyaqQj/ZybFNGYSJSC4MzI2lUdpa1dm79nRXQFGW5EMzHVgNdDWNznYWKyYXQM1yemcNmmJ5Sr+6hSUvV9thFQac0fqgTAuJ7SNuRplskq+qnoYnZVNVUVEU0mSkFIRtRbpPeB5kqcM7kxy+hbuKDVnUxXugOwN0kkEVBZmT+yjiQqwiyTxZiL3J1W3VSVdzSZ9FMQnLnrsb1tJhkgea8DXWJY3GMBruU64iKGbCI5dILIJKDiokZs5poH3RIdVGQSXrfck7yQnYLgTFZbedOKDLArh2GTKxAW1lETTJJ5JLHrmu5ZmSvTbukxUGQSXrfck7wQpSA4k9VWPm5FZmO3NzlfAbWwDrbfOlNS3DySCCjTPSvTidpNPQaKSsLrpnuSB2I+EpzJaitvWpHZrtaGBwfa6v0v7vPQ3+u11f4HoDTNmOYRZ85x7clgeq0yV6ZSG6mT+X5PZKcgOJPVVj5uRZZFdU8b00x0HoB7Jdc4TPdMZ8oqYmVahdpIVWO+35PcmuwUwVxpsjNfMTV2AbLppZykUZApQinrktij43Xc/vCetlBaoNwGN8Lcp5QmO8LcJ4tY7kVeT0vw9/d62HjN6rZrpO0tncSZbHrMtGtwvR+6gn2q+5CE8D3IKqdBmPuIUhASkUUXtKhAPDE923ZOUseiTXVUk2kmLqJJ5QROcj90ORann7YgE4UQHk9QN6lqMfdC9RBHs5CItHH3uuffvHln6jj9uIS2OKehTfXT6G4iSWx7Fg5mlwZAtuMS5jeyUxASkTbuPqmJJs3YADufgE0uQ3SnkUTAJwl9jNZ5evmV6Va5EZcGQPMl5l5wR3YKBVBWtmocacZlyuq1WTXHRdakWc3qrh04l227zj254Qp8et0aq/DEJFnOrqGP0T4WRycbbfWngPYGQCbmS8y94I4ohZxJ05CmyuO6/AJ1f+zLL1hqtWpOYqKxRXVtwqmidy73PpoHoWvskyS23fbaAbZNg+IaAM2nmHvBHTEf5UxVS/6mHZeu1PS2Zw9bmUWSmGh0qKJ+7nznhcrmN0lMUzYO76Sx7S7OdFslqWoAJNFHgi2iFHKmqnVU4nwCccLN9Py7162xqg0UCERdvoLNalbnvwh6G6hyDtIoZdO9ybsMg02dp/B9K7M3s9C9iPkoZ5LYmrNG5TvQvf4ZvZ6VWck0r7BZBGj2Fg4Escp042pGCRPnv8i6HWSZpkCVScirUUdZD1EEQhpkp5AzRXRKMqFbSV938UBb97BgXETJC9FFV6mAfbmIpKvaOKGfZXGzsk2B8738glAMslPImTSr4CzQCbJtzx5WjmsiUm4hIK4QnWpeRdSlj9uJZVncrAqmQNdCfILgiuwUCqBM265JkKnG5VKcLW5etiUm0pTLsN2xpFldB+PTVQlL4xAXoS5UjdyUAhEtB/BFAGehGfxxDzN/hoiWANgMYCWAFwBcz8xHiYgAfAbAlQAmAfwBM38/r/HNBWyEjM580kOE0fG6MrQyKmS9GuH4iWmct+FRa2E2Ol5vi/qJjil8nq2JyTRf3fG0gjiuZEZah7hqnt2IKLy5Q547hWkAtzDz94no1QB2ENHjAP4AwLeYeRMRbQCwAcCHAbwDwPn+zyUAPuv/FhTYChldE5oZZuX5USHbt7CG4ydnMDHVML5OFNPKOpzjYGunj5uvaixZCOK43IBFntoCGxWSkyenKxmanAVzXeHNN3LzKTDzoWClz8y/AvAjAAMArgXwBf+0LwAY9v++FsAXucl2AP1EtCyv8XU7tvb6wPZfI+q4hs6+H9it7163BpMnOwWijV/AZGf/0vYDrSgonYkpejyJf8L0HNts7jh/wdHJRkcEkipKKVoa2/b63cB872k81yjEp0BEKwEMAngKwFnMfMh/6KdompeApsI4GHrai/6xQ6FjIKKbANwEACtWrMhv0BXHxek5PDiA9Zt3Ol0HMK/244RZXEx9sJokAlQtPWq+eStYbScZh+6x4LV1vaHDK/z+Pk8r0AOiK37bzGNgbpSbqIIDXsiO3KOPiOhVAB4EcDMz/zL8GDc7/Dh1+WHme5h5iJmHli5Vl1qYD7jmPyTJl4gr5mZiZO0qdO5N2plqzCgVAnDKvFU3KIS4cegeC/ImomPZuHVPxwr/5Vem4dXiZtJ+r2yF4VwpN1GFXBwhO3JVCkTkoakQ7mPmh/zDPwvMQv7vl/zjdQDLQ08/xz8mKHANtUwSmqn7UpN/PRPDgwO48dIVsYpBh0pwR0lSArvXq7V6C0SZmGp0vGZjlnH6wgWt0FuVGQ5ov1c2wtAUmlzVAoo65ntP47lGbkrBjya6F8CPmPlToYe2Anif//f7AHwtdPy91ORSAMdCZiYhgmv+Q/T8/l4Pi7werDf0L9AVlrvx0hVWDsQ7hi/EjZeu0ApS+ONwEdwBNSJcd7G5N3NgxgleP7hHA44r2GNTjVZuwCevvyhWAMYV+yNAm2NQdtZ0EsrOxRGyJU+fwmUAfh/AbiLa6R/7TwA2AdhCRO8HsB/A9f5jX0czHHUfmiGpf5jj2LoSVdifrs+wCl2tIV20SNoY/9HxOh7cUdcK+F6vho3XrFa+hqlQHtA0Lz24o46hc5coQ1ejXccCwa3KtA7GssjrUfoPdIX8dPck+PuWLbuUczftJMrOmk6K1FmaO+SmFJj5O4DWevBWxfkM4IN5jafbyTLsz0XwpPmymxyu0WqdqteIa6mpG3Pc/HSCXfWapkJ+JkzKx2RWEaetUDaS0dwluAjyuESiJM3sk6C7XmA+UREe+xm+iWtisuEUfWQjWE2CPaskrCQ7LV20U3+fB0CSxIT80SoFIvo6gA8w8wvFDUfQYbuCjNtR2GYaZ4FrMbro2CemGuj1arh73Rqn8htpiuC57ozihLTr9XSuFGZJEhOKweRo/hsA3ySij/hRRELOmKJObMP+4hKJdLkHNhFFruiiUi6/YKl1s/lg7C7d1JJGw7hG/eThFD42pc6JODbVkCQxoRC0OwVm/ioR/T2APwMwRkT/C8Bs6PFP6Z4ruKNbBY7tP4Jtzx7u6CAGqAVd3I5C9zgj+9Xm8OAAxvYfwf1PHcQMM2pEeOOKM9pKdts0mw+K9wGnCvaZuqklMdskWYXrhPTGrXsSm3hMu5wi/A1inhLiQlJPAjgO4DQAr478CBmiEzD3bT/QEhKMU557Xdhf3I7C1NQeyDZGPhp9NMOMJ587ol3txo09KL8x0N/bsduJrphdS0wnWYXrhPHEVCPx7sG0y8k7Sawbw2GF7DH5FN4O4FNo5g+8kZknCxvVPMS0go/+P9Df23LURld2l1+wFJu/dxCNmVPP9GrU2lGYSk1nbbN2Kffg0sYz7Yo5uGfh3sWmcemwaY8JuIWUmnY5Y/uP4L7tB2J3i0np1nBYIVtM0UcfAfBuZt5T1GDmM7YCBjglqFRCfPPTBzuFXOhfk9C5bNMTmQoFF7NGtNl8knLgNitmVQ5D3Lh06CrQqnC5FyrndLDrCo+WAGMCnysSDisAZp/CbxY5kPmOSsDERQmpVnaN2c5nNGa5TbDrImKyFgq2ii7s5LaJ1tEJ48mT08oeEWFcdi9xq3CVEps8Oa1NgBsdr+P2h/e0Hu/v9bDxmtVWQl01bgaw7dnDVnOxIcvWpUL3InkKFUElYC6/YKmyj3IgqFyEddy5o+N19GhMKUmFwsjaVVi/eWdsxUNXJ3dw7sate1p9HoBTZazD5wSETUZxENC2SzE5X6NKTNWUJ4i4GnlgV5tZb2KqgZGv7jKON3jNInJLyu4nLlQDUQoVQrVKHjp3iVYguZicTII9EGQqhWAbyqkao84OHsW1FhHQvFd3Pba3TSkAdg16TIT9NarnxvlZdCawux7b26YQAqK7ON1rFpFbkrasiTA3EKVQIEnC/UzmFGXrzB4CCG0CKE6w60wqQdG5ux7bi/WbdyrHHCc07xi+sKXYbMNqbbE1d9majKJjGR2vK+sXxflZVO+Zrp+F7XiDyLO8nMwBUsNIEKVQEHlko5pq+NgonziTSlB0zjRml4gVQrNcA3MzGSvtStTWBm4ysQTRR9FaTKbdk+qacQrftKuzHW8QeSareCFPRCkURF7hfrqVXdw1bUwqumY04THHtdOMvs7RyVOlK9IKNFsbuE4gR01FYeJ2F2FBHpd4GNRxqvUQZiKBAF4PZTJeQcgKUQoFUbVwvzih1+vVtI+Hx6yL8w96GNiU3Ui68rW1gSdxoJrel+hzTYmHwZ2ZmGrA6yEsWljDcb/vdTj6KFoI0KuRkwlQELJClEJBVC3czyT0BvrNPQ3O6D1VCktnXgmOJ+mT7KoYbMtYuygg3ftVI+rIJLdNPGzMMn6tbyH2fKx9ta8qBAgAPQTMcmeZcUHIk9x7NAtN4oq0Fd2C0VTuIigLMbJ2VdNxHeG4nw8QnK+7jul1ABRa3M217IXu/frk9RdZlxZRoVIgul3bLJ/6jIhCEIpClEJBDA/qWxaWUXNGJfS8GuH4iemWYgKAVy3q3Ew2ZrglvE3KbnS8juMnpp3GVZXsWdP7FUVXwVWFSoGY5ixVUIWiEfNRxrgkOgWUUXMmalLp7/Pw8ivTLdNF1LwTJRBkLl3MbKhS9qxteGaSxMMwcfkmVVGUwvxAlEKGJA07jYvgyYuw0Lts0xMd5RmCpvcqvwH7zwknqoVR1VGKo5udqa6Jh2HiaihVSVEKcx9RChmSdMUfF8FTBKZcBV0kkknpua5u55IzNbpbjAu/1ZXtALpbUQrdifgUMsQUaWNyIsdF8ORN0KJTRWBL1zmUdTZvl9VtEKs/VxRCEv/Q8OAAdt72Nnx63RorP4Yg5IXsFDJEZxsO2kYC6tX1gCFZKSkuJTV0LTqBZuXRoMSFjnAp77hYe4Ax1Zhte76q/o8LVeoWltY/ZOvHqNKchblFbjsFIvprInqJiH4QOraRiOpEtNP/uTL02K1EtI+I9hLR2rzGlSe6KJS4LmFJewrrcF2tmkw9RycbrWvo6O/zsOb2b+LmzTtbrzkx1QAYWNznta16X4koBJsxmBgdr2PkgV1tcx15YFeukVum8OGiWmZKhzQhL/I0H/0tgLcrjt/NzGv8n68DABG9HsB7AKz2n/NXRFRTPLfSqMIYdSvwsJBwCX+0wbW1ZFpH5tHJRoctHGjuAPoWLmjLDci6peTtD+/pqD7amGHc/nA+vaHiBHLeLTOBZK1DBcGW3MxHzPx/iGil5enXAvgKM58A8DwR7QPwZgDfzWt8eRHd/l+26QmrTOYsq1PG+TaiJgeXDmJpx5J1zX5VQxvT8bTEmYdG1q7CyFd3tTU7UtU3SkPVSqYIc4syfAp/QkTvBTAG4BZmPgpgAMD20Dkv+sc6IKKbANwEACtWrMh5qOkpo3FJUt9G2EZ9/MS0cvWfZCxhuqlmv8pubyWQo177jIPIqlYyRZhbEOcY4eLvFB5h5jf4/58F4Odomtn/M4BlzPxHRPSXALYz85f88+4F8PfM/IDp+kNDQzw2Npbb+LMiiVMwjSNRVQFV16RFV3nTpTGNjl6vlmn0jOqeqMI4A2pEuOGS5bhj+MJEr6VS5qct6FG+XnAfdTtD031O8tlQjU0ilQRbiGgHMw+pHit0p8DMPwv+JqLPA3jE/7cOYHno1HP8Y11B3Bfb1TSUtveCajXu2s4xfI0kSXSL+zzcdrVd/2FAfQ/DcwgyrgOzTHBPrrt4AJufPqjsTT3DjC9tP4CHdryI//LO33B6D3RmokVeT0fehk2LVJXpDoDyfQ6X3NZ9nsL3Jk6ZSKSS4ELRO4VlzHzI/3s9gEuY+T1EtBrAl9H0I5wN4FsAzmdm4zK1CjuFPFZtrqvNNNcMrmsSFKbnBgQ7kSRJaKp7qOogZxp7nPJyfU/O2/CocmdFAO5et0YrZHX3StU1bZHXo/R9qM5N+nkqalchiqe7KGWnQET3A3gLgDOJ6EUAtwF4CxGtQfMz/wKAfwsAzLyHiLYA+CGAaQAfjFMIVSGPukW2jkSXL6LJmRy3EzE5MKNN7pOguoeqlb+K+sRUaye2csOj2vOmGjO4ZcsubVvRKCa7vWuLVF1Yss40pwthTnJ/i6irlUdXQaE88ow+ukFx+F7D+R8H8PG8xpMVUUHsapaxwcaRmKahvOraJkGRdyewNDWeCM17MTw4oC0XEhA8ZiO0kgYIRO9z3JhsSfp5KiJSqYyCjkJ+SJkLB1Qx6i4lkm25/IKlHde17faVJlZdJyiyTq6LkqbGEwOtOd9wyXLzySHi7lWa3JEgNLXXqxkVQn+vZ11y+4xeL1G/jSLyJiREdm4hZS4cUAli1Vc+bTbygzvqbdclANdd3G6ycP0i2kQT6QRFXmGkwa4r7Uo6mHMQZXTfUwdgc8k4oZUmd8Sm3enGa1a3zjWV3PZ6CMdPdpY1D8ZoooiQaAmRnVuIUnDAJET6ez0cm2rkYl9nANuePdx2zPWLaCOkTILCRkC6+DhslNTiPg99CxfE5k6E53zH8IW4Y/jCtrH0aEw4eQotm3an4T4bYaIltydPTivLmt+yZZfy+WGKyAspIxdHyA9RCg6YfAinn7YAO297W+rXsN0BuH4RXYRUHLrwURsfR/DcOD9Cr1frCGnVKZJJvz2oLgxYF4FTRgKhjR8mqoDP0zjQZ5itdgxRxRCYzbJSDN2UkCjEIz4FB0xCJCv7aZwNOCjGtn7zTizyetDf61nZvBd56rc63JPZBl3tn9sf3hPr4wg/14RqLoEymWrMdNjdj042jAXhhgcHcN3FAy3fRY2owxyXNbriiEG+gkvxurg+13F+JCmgJ7ggSsGB4cEBLO7zlI9lZYqI63kc/nIfnWzgxPQs7l63xijYb/z8dzvKVQPNN991taxzcOtqDYWVZZwJC1ArqagyUbkLAnOKStAFfprAhDTDjAd31HMVimFHNdAeluoqlFWfiTBxC5K8C+iJ0plbiFJw5LarV+caiWOKekny5R4dr+PJ544oH5tFU2C4fHldd0RhZRn3XEIz8iqKjTIBTplTovMpq6ro8OAAntxwhbJarsvrB58JXZRW3IIk7+ggqdo6txCfgiNF2E91Tt0kX+6NW80lpF0TjXS28v5eDyemZzuStsJCPq5BPQN4cEcdQ+cusYq0UqGKjy87ZDKL1w/mk8Q3knd0UNn3V8gW2SkkIFgBhvsEFIFrzPnoeN2q0qnLqk5n3tp4zWpcd/FAm70/EPLByj3ODKIbyxm9apOdjqgwsr1vuuY5pqY6NmSVK5A0dyLvPJMiciGE4hCl0EW4frldtu+2WcUmwbTt2cNGM0n0uTrCQn10vI7jJ6c7zukB0KO5SFQY2dy3j47uxvpQ57hgB/XR0d2p7eVZCmWbBUlUiQHItIlTlLyVjlAsYj7qIlxNVy7b93C5CJtxJDVvhZ9r04Dorsf2KovineFXYbUxp8Tdt9HxOu7bfkCp0O5/6mBHjoNrCYciQzZ15U/ufOeFmZQkUSEhqXMLUQpdhkuWbZwNPwyj2drSVL467svuaru2ybXQKZqJyYZRGKlyKXRC8a7H9mrbpuqyrV3t5Wmyo10oqw5RUfMT8keUgiNZlAguqsywTujqInmOTjZaoaX1iSmMPLALYHT0MADUTmnXhLrhwQGM7T/SWo0H+QMAWr0H4rKRVcLItVigScDrCtpV1V4uTl8hLeJTcCCLeOysY7pNTlCd/X/AUqA1ZrijhLXJKe3qCFXlD2x++iBGHtjVuj8qgRxnr3YNkdQJeEKzyF432cvF6SukJdcmO3lTdJOdLJrfZNlAx6WBSnh3ckavh+Mnp2Mb2OggAM9vuirRc8PYNO8JqBFhltlqZ6VrkAM077PK1KTqgXDjpSs66ihV3V4urToFGyrTjrPbyWJrnsU1TPWDVPbjqKCYmGrA6yEs7vMwMdkwFptTcXZ/byaC0mXOM8x4IUYRBWPSKYSgzASgNinp5tNN9nJx+gppEaXgQBZJQLYNdEyRMnHVRaPCVtfZrG/hAoz/+du01/Vq1OZTAJqCdeVrejPptOXiCI9m80bvkarkdBhd97NAgXaT4AfU8zf1dRYEW8Sn4EAW8dhx14jzOdiUfIgqKdtQ0WjRuHVvWo51b17ekZD25HNHMilrYJPMFjDD3PKfrNzwaEdOwX3bD2jvi6rMREA3OmBVn5EvbT8gtYeETBCl4ECably214hzksYJMZWSsnE+6orGPfrMIa1AjZIkTDN8L0wd2Bb3ecaieCaTUVB/SEU3OmBtFgZSe0hIyrw1HyW1iWdhZjBdI25VbzK56PoimEJF4/wTNoXoTl2zB6+79eut8NIbLlne6oamI3wvdH0DAIAZTmMJCIT+XGoEY6t8u3EXJJTPvFQKrnHsRRLnc1AJN6+H8KpFC1oNVMb2H+mwL9/5zguxceueljN5kdeDsf1HjHZ4VyZD5blnmPGl7QcAIFYxhOeoK7Z3zMIJHvUbhIV+WQ7YPCKXbH0x3bgLEspnXoakmsJCR9auSpXVmxabkELX8NJer4brLh7oUAAq52sUVfVTF2pEeO7OK63ONc09rltbMMcqOVvzCg+1CTaQMFTBhCkkNTelQER/DeB3AbzEzG/wjy0BsBnASgAvALiemY8SEQH4DIArAUwC+ANm/n7cayRVCqY49mjGr9dDAKFN6Gb1xTZFGNkqIdtYf11mrgkCcPe6NQBOKcX+Pg8vvzLdkdRmIhxKGjc33eO6XAKGezvRotC9Ny45Fzok+khIQ1l5Cn8L4C8BfDF0bAOAbzHzJiLa4P//YQDvAHC+/3MJgM/6v3NBt/2uESlDN6OkrSUTZ75y8VvY2o1dFQJwahdh2jnpylAEhJ3HNmY73dy7Mf5e994E9yuN2bLbQmiF7iFX8xERrQTwSGinsBfAW5j5EBEtA/BtZl5FRP/D//v+6Hmm6yfdKei29S4mEpes3rAz17Rit81qDq8S44RyQA8BqsW9yYSkMh0FuyQAsSYdALjsdUvw7qEVxnOTZHPbUmY2su0uLs/5C4KKKmU0nxUS9D8FcJb/9wCAg6HzXvSPdSgFIroJwE0AsGLFCucBhBvABwI67EuwTaaydeJFFZBJgNus+l2u1wY3k9HCZjCvh7BwQQ+On+xUhr1eDUSdET9TjRls3LrH2s/w3R8f0bYDDbC9566UHVCgCgpQkUWUUDeV4hCqTWl5CtzcojhvU5j5HmYeYuahpUs7+/maiDaAn2FuRagMDw4ok6m8Hmpm9oZwCWW07S8M2CmauOvViOAp3tVZNP0igTmnv9cDCG0KIZhlkDsxMamO+JmYaljPycb1EPRyyJqyewfb5mGkjRLKusiiML8pWin8zDcbwf/9kn+8DmB56Lxz/GOZEickVIlld737Itz1rosSJ6zZrgJtFU3c9WaYEYoMVT4e7AKiEUtR+V1USCMDuHnzzkStLk1UoYx0uFPaJ6+/KFVGvK4ibtnKT5hbFG0+2grgfQA2+b+/Fjr+J0T0FTQdzMfi/AlJiBMSpi140q24TUy5S/SMS70gHXFJacFKUxXGmidZmndGx+uxvRiywtZ0k8ZZbjKFVUH5CXOH3JQCEd0P4C0AziSiFwHchqYy2EJE7wewH8D1/ulfRzMcdR+aIal/mMeYTIlhedmfTXblsJN3bP8RK2Fha6dOy1RjBvc9dQA3XrJC2aoyz9fduHVPJnH8SXoxJH0t289N0qgh024gi0KNghCQm/mImW9g5mXM7DHzOcx8LzP/gpnfysznM/NvM/MR/1xm5g8y8+uY+UJmzqVJgqkYXV5b8LBJCjhlVw4rBNuCZlEnuQldU/uA/l4vthgdM3D/0weNCiGuZpGKWszgJqYaqcxIOr9LjSjzhK6iTDem3UAWhRoFIWBeFcQzFaPTfenqE1Opbd2BXfmFTVfhuTuvNFbtDIgKFp2TXMcsQ1sEjgBsvGY1rrt4AHHifMbgKR7o78Xzm67CrENY8+I+D59890Wx3d+ic9d1l1Ohey9nmTOPyDF9brL0j5iKGmZRqFEQAuZd7SPd9t1kq8/KlGQqPqd7XVOv4nBYbZTAT6HrKDY8OIDbH96Tyiw0eXIao+N1az9Hr1fDbVevbr0Ho+N13Lx5p/LcsJ/H1axXhDklrqEPgEzDXy+/YGmrllT0ePAaogSELJhXOwUTcbX905oEoit9G4JOYbpexYB6xxAOs42uIO9et6bVYvKoJuTUlqOTDdz60G5cfsHSWFMUAXjjijOwceserNzwKFZueBS3P7wHfar4WZwS4EnMM3mbU2zfyyzNSNuePex0XBCSMu92CjrCkSG6L3uaaA6XfIUAm1W8rohfXNmIrITVVGMG2549jOsuHsD9Tx3UKq+gOU+Yo5MN1HoIXg+1lRMJC/AkkTV5l8RweS+zigCSCCOhKEQphAgEqK48QRLzg43JKFpqwqZ6KdC+I9AJPF24pI0wWdznWe0m6hNTbQ16XJiZZfyTPg99CxcoBXhSU1Ce5hQXQZyVycr2Pkhms5AWUQoKkjRkUX0ZAWDkq7uMFUV1K32dIolW2ATQ8jvE9XMO2+NNfoBPr1vTuoZN/Z4eRTkMFyYmG61e0VGq2BxHd+9M/RzSYnMfyi7rIcwN5mU/BRtcVly6AnsAY8qQXmwqwW1TKhqA8nWDvgJxHdrWb96p3JGEC7TF1e6P1lPSYdr9xBWEq9rqV/d+593PIe4+mPqESME9IUyVCuJ1DS7mB50z1ERcFnPUxxHNa7j1od1Y5PUoXzcu2ewnE1MYHhyIjfwJOG3Bqdc5fWENXq0Hx6YaOLu/F8dPTLe6uUUJ72ouv2ApNj99sGPX5NUodjUd9RGEy5KUQVllvOM+k+J3ELJAlEIMNqvUJF+68Eo8zkmsWgGaSlXErdsDO/RAjJ1atSKe5WaOg01f5U9ef1HbvRo6d0lbS9DFfV4rRNVEFc0iVQwBlcxmIQtEKRiwFUau9YgW93mt6488sKtlfqlPTGHkgV0d189ypRe2Q8fZqXU7oJs378TY/iO4Y/hCY1/lqNDMo8RDFQRzVcxbVfS/CN2H5CkYsI2Rj8txCOPVCLddvRoAcPvDezrs8Y0Z7qgYmtVKjwhtPoxoHkN/r4dFXg/W+69vUnRf2n4AHx3drc0J2HjNautxxWUsZ2EWcc2KdrluHmWrk4xXMpuFLBBHswFdL2dV17XwatF0R8ORPSsNphegvctZVkXwXtB0i7NpBh+lRoTn7rwy1UrZprl9nIKK88/YvEZS8nDu5jleQQDE0ZwYFxtt2DRiEhTB4zar3GBXEgiXsOCdPDmdKCN5dLzeFrIaXBNw73gU5CWksa/bmIbiKsPG+RjyND/l4dyturlMmNuIUjCQ1Eare97lFyx1Xo0HwiUqeE11g0wEwjP4O83uw7U6qgoboRrM+5Ytu7QJciahmWdUTh7OXYkiEspEfAoGkthoVeWtg+dte/awsxDuIVLak4cHB1oOaxcC4Zmk7EaUS1+7ONXzAb3wZKDNlj48OBBbjVUnNE0VRtOSR52lPMcrCHHITiEGF9NI1BYc7QG9PsHKfoYZ60PRPmFuu3p1otV+VivOF35hd51wqY+gqmvgBxhZu0qb9R01C8VFeemEZp5ROXnkLEgUkVAmohQyRGcL/tCWnYlMPQEM4L7tBzB07pI2YRMVSLY+gUB4xoXRLu7z8Mupaa3Jxka5qBRl8NojD+zCujcth6mpQ9gstPI1eqVgEpp5J5tlnbNQVnKcIAASfZQJrn0SwtgWvwPiI1ps6hTZRjQF543tP6Ks428zHpsx9VAzIc4EAbh73RptWY4aUUeinCAIeiT6KAfCisBFsIcZ8Ms/2PZAjluZq8wOXo1w+sIFrbIU0RVnsBpd5PXgxPQsZrkpZK+7+NTqVzU+m/IUNmOOUwhAc2djamiTR0e1uURVkuuE7kCUQgKiJpEkCoGAtlW2jWKwKRcNuJsdGMArjdnW688w48EddQydu0QrjE9fuMBKsLhme0cJzEImf4w4YPVUsUSIUG3EfJQAGzNNHKoS2IEw71tYw/GT7WadLJOXPjq620oJDfT3an0VcQl84XnFOcOjTXai1WBNPS4C01JWAi6rVXVVVudSOVVQYTIflaIUiOgFAL8CMANgmpmHiGgJgM0AVgJ4AcD1zHzUdJ2ySmfrMp2TohL4eQmVj47u1voIohDMK/2w0DZl4QJoK4QXRWfiCt+D/j4PL78y3aE8brx0RUdUVlKyyiSuUkayS1a+MH+oqk/hcmb+eej/DQC+xcybiGiD//+HyxhY3JbbxiTi4mdQJV7lUYVzdLxurRAAtAS0bqUfLuBnysJ9csMVLSGvSkBrzDBOP20Bdt52qtHO6Hi9LVT16GQDPdSsz6Tzj6Qlq0ziKmUkS+VUwZUqJa9dC+AL/t9fADBc1kDiCuHZFMBTKQTTc5LmDtgWTgsUnS3h/IoggU9FY4bxoS07rfpamxLQovPfuHVPR+7CLAPHNLuNLMgqk7hKGcl5JNcJc5uylAID+CYR7SCim/xjZzHzIf/vnwI4q5yhxX+phwcHcN3FA6bw+g6CrGadcE3a/9m2QqdLBnONqKOaqsn+PMv6VIPovGyzdXWmJvZ/sqpGmmRsRV0nC6RyquBKWUrhXzHzGwG8A8AHiei3wg9y09GhXFIS0U1ENEZEY4cPH85lcDZf6m3PHnbOLxgeHMDI2lXwetpFqNdjF94Zxba0N2C/Su31aoli/hmdikG1Io1buQY7Hxt0c01KVqvqqq3OA6X+/KarWp9DQdBRik+Bmev+75eI6O8AvBnAz4hoGTMfIqJlAF7SPPceAPcATUdzHuOzKTPgYgroODcqPRXL7DQd334yMdXx/P4+T1tV9fRQtNNUYwa3bNmlLKvR3+tpV/DAqYgh05hNYbNJyndnaZLJKpNYMpKFbqbw6CMiOh1ADzP/yv/7cQAfA/BWAL8IOZqXMPN/NF2rrOgjwC0sNRz+ZxMiaBu9orvW4j4PrzRm25PYegggtDX1icta/jeRyJ6o89c0hyQkCfWV0EpBcKdq0UdnAfg7alYQXQDgy8z8DSL6HoAtRPR+APsBXF/C2FrERf+odhO1HsJMRGDa7jDCx29/eI9V9IpuR8OMjucHgjxakG54cAC3bNmlHNP9Tx1sUwrBa6vCS23NIyZla1r1L1aEpIrDVBCyp3ClwMw/BnCR4vgv0NwtdAU6E4HqmE0/58BfMTpe15p5okJTNwZT9m+0cmtwTHeuat7RHAJb80jSUN9gN1CVhDBBmMtImYsU6HYTJkGlqnUUXvGaHKdxHd8C4orzRXcdwe4hiqmJTpI8irj4/ThfTh65G4IgtFOlPIU5z+h4HQ/uqLcpBALais+ZTCi2phKbPIrw69xwyXLlObrjSbEJ9ZXwSUEoF9kpFIhqpcxohrcG6Ewo/b2etXAMm5V0O4bwriPwG9z/1EHMMKNGhBsuWZ5Z+Yjwa8Zl18puQBDKRZRCgdg4mXUmlI3XrHZ6rbDt36aL1x3DF2auBKKouqwlzdEQBCEfRCkUiO1KGcguxr1yMfMWORqCIJSHlM4ukCpVzywDKeMsCNWgankK85bKrdoLpkqF4gRBUCNKoWDmoyM1yC/Q7UmljLMgVAdRCkKuxNUzkqxkQagWohSEXDGV7B6YZ+YzQegGRCkIuaLzFxAgzmVBqCCS0SzkSpUazgiCEI8oBSFXqtZwRhAEM2I+EnJlvofhCkK3IUpByJ35GIYrCN2KmI8EQRCEFqIUBEEQhBaiFARBEIQWohQEQRCEFqIUBEEQhBZdXTqbiA4D2B86dCaAn5c0nCKZL/ME5s9cZZ5zjyrP9VxmXqp6oKuVQhQiGtPVCJ9LzJd5AvNnrjLPuUe3zlXMR4IgCEILUQqCIAhCi7mmFO4pewAFMV/mCcyfuco85x5dOdc55VMQBEEQ0jHXdgqCIAhCCkQpCIIgCC26TikQ0RIiepyI/tH/vVhz3jeIaIKIHokcP4+IniKifUS0mYgWFjNyNxzm+T7/nH8koveFjn+biPYS0U7/59eKG308RPR2f3z7iGiD4vHT/Pdnn/9+rQw9dqt/fC8RrS104AlIOlciWklEU6H38HOFD94Bi3n+FhF9n4imiehdkceUn+MqknKeM6H3c2txo3aAmbvqB8BfANjg/70BwH/VnPdWAFcDeCRyfAuA9/h/fw7Avy97TknnCWAJgB/7vxf7fy/2H/s2gKGy56GZWw3AcwBeC2AhgF0AXh855wMAPuf//R4Am/2/X++ffxqA8/zr1MqeU05zXQngB2XPIcN5rgTwGwC+COBdoePaz3HVftLM03/s5bLnEPfTdTsFANcC+IL/9xcADKtOYuZvAfhV+BgREYArADwQ9/wKYDPPtQAeZ+YjzHwUwOMA3l7M8FLxZgD7mPnHzHwSwFfQnG+Y8PwfAPBW//27FsBXmPkEMz8PYJ9/vaqSZq7dROw8mfkFZn4GwGzkud30OU4zz66gG5XCWcx8yP/7pwDOcnjuawBMMPO0//+LAKra/cVmngMADob+j87nb/xt6p9VTMjEjbvtHP/9Oobm+2fz3CqRZq4AcB4RjRPR/yai38x7sClI875003uadqyLiGiMiLYT0XCmI8uISnZeI6J/APBPFQ99JPwPMzMRdW1Mbc7zvJGZ60T0agAPAvh9NLezQvdwCMAKZv4FEV0MYJSIVjPzL8semJCYc/3v5WsBPEFEu5n5ubIHFaaSSoGZf1v3GBH9jIiWMfMhIloG4CWHS/8CQD8RLfBXZOcAqKccbmIymGcdwFtC/5+Dpi8BzFz3f/+KiL6M5ra3KkqhDmB56H/V+xCc8yIRLQBwBprvn81zq0TiuXLTCH0CAJh5BxE9B+DXAYzlPmp30rwv2s9xBUn1+Qt9L39MRN8GMIimj6IydKP5aCuAIDrhfQC+ZvtE/0u2DUAQEeD0/IKxmedjAN5GRIv96KS3AXiMiBYQ0ZkAQEQegN8F8IMCxmzL9wCc70eCLUTTuRqNxAjP/10AnvDfv60A3uNH7JwH4HwATxc07iQknisRLSWiGgD4K8vz0XTCVhGbeepQfo5zGmdaEs/Tn99p/t9nArgMwA9zG2lSyvZ0u/6gaWv9FoB/BPAPAJb4x4cA/M/Qef8XwGEAU2ja/db6x1+LphDZB+CrAE4re04p5/lH/lz2AfhD/9jpAHYAeAbAHgCfQcUidABcCeD/oblK+oh/7GMArvH/XuS/P/v89+u1oed+xH/eXgDvKHsuec0VwHX++7cTwPcBXF32XFLO803+d/E4mru+PabPcVV/ks4TwL8EsBvNiKXdAN5f9lxUP1LmQhAEQWjRjeYjQRAEISdEKQiCIAgtRCkIgiAILUQpCIIgCC1EKQiCIAgtRCkIQkYQ0XIiep6Ilvj/L/b/X1ny0ATBGlEKgpARzHwQwGcBbPIPbQJwDzO/UNqgBMERyVMQhAzxM8h3APhrAH8MYA0zN8odlSDYU8naR4LQrTBzg4hGAHwDwNtEIQjdhpiPBCF73oFmhdM3lD0QQXBFlIIgZAgRrQHwOwAuBbDer3ArCF2DKAVByAi/kdFnAdzMzAcA3AXgE+WOShDcEKUgCNnxxwAOMPPj/v9/BeCfE9G/LnFMguCERB8JgiAILWSnIAiCILQQpSAIgiC0EKUgCIIgtBClIAiCILQQpSAIgiC0EKUgCIIgtBClIAiCILT4/6Mxet+YPjmWAAAAAElFTkSuQmCC\n", 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" ] @@ -85,8 +85,8 @@ "\n", "如何构建函数来评估模型输出与观测数据之间的误差是一个关键问题,这里我们使用观测数据与模型输出的平方和来作为评估函数(也被称为损失函数Loss function):\n", "$$\n", - "L = \\sum_{i=1}^{N} (y_i - a x_i - b)^2 \\\\\n", - "L = \\sum_{i=1}^{N} \\{y_i - (a x_i + b)\\}^2\n", + "L = \\sum_{i=1}^{N} \\{y_i - (a x_i + b)\\}^2 \\\\\n", + "L = \\sum_{i=1}^{N} (y_i - a x_i - b)^2 \n", "$$\n", "\n", "使误差函数最小,那么我们就可以求出模型的参数:\n", @@ -129,7 +129,7 @@ }, { "data": { - "image/png": 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\n", 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yPStivPMBKWH2bMP98vbb0KWLIernnJNTgm4lb1aoalJD2GiPqKJEop4ETFfUSJRRMhVLKvl+R12T7ZlY6Zp3SAlz5hii/tZbUFoK99wD556bs6JukhdZITWpI6xrJJvjqq0++HkThqUsSiaq/jsthAJo07KFnkwNi2mpH3UUHH00fP65IeqffQYXXJDzwg7actf4oGLpekXFZCquOtOJ5KLsv5srZ2tNUzeNxgcp4c03DUt97lzDUr/7bsNSz+BivVSgxb0ZoyqAXq4RvxC9VAuqUx+ArAgbVOm/ynuQLQuh0k3kD2jT/TJ3LnTunLeibqLdMs2UKEIVIbMhem59mDRzRdrbFCZNgup7kM0urlQR1ecTMCz1IUNg2DAj6uVvfzPcLxdemLfCDlrcmy1RiXImQ/Tc+lDl4q5IVZvCClHUVZ/CtDtbqxpF8vk0RX3oUKPi0V13GaJ+0UV5Leom2i3TTIlKlJN1Gbi5VVSG42HamgrCpklQfQ9SMX+Q7Stek/p8/ve/hvvlzTehUydD1H/3u2Yh6Fa0uDdTovLjJhM37iQw46cvA0ljdIiX6Lj1oV1xjB21DWlLDRtEiKxC7ZQKARLfAzcRXrRuM7OWf9UY+15SFGPSCb2VhTnIAykTk9OhPp92Ub/zTkPUi/J7bsIN7ZZppkTlx03GZeAkMLX1sknYn304broTKqtqsOeSLooVMvH43mlNDau66tXuvnESdvt74CbCT7z3RcKipqqaWsY/t0zZtaL6QLqm4gMunbY0Gt93AAJ9PufONfzpQ4bAypWGqH/2GVx8cbMVdtCWe7MlylC9sFExQdwq5r52S1ZiVBKS0CQpV6rE3G7JDu3VkRmLK11HCub+TpYoQKEQNEjp+B4EuUdBioCoWMYVSyp58r0vmhSOSlWiNStKn8+5cw1Lfc4c+NGP4I47jFzqzVjQrWhxb8ZkOgWsm8C47QvOlqwp7EErCoVxNzi5SWYsrmTUgFLmrNzY5FwqhakbpGTN1BGOrwW5R6D+MFBxp9386irXioDpmBdw/Xy+9ZYh6rNna1H3QIu7JmM4CUysUCT43GGX6FQsqXQVuqCTq2EnFN3cJHNWbnR8uKgUpm5bFHN9zekemSMVJ1TnTFQsY697qjIvYL1OJFhFfe+94fbb4bzztKi7oMVdkzHcBMZtmykYTgSdCE51hIvfdivbd9ZRsaRSuWD30F4dmbZwPbX1iRIfKwiWa8Zv5OY2ahCgNC8Qmevm7bcNUX/jjV2iPm4cFBcnf+48Rou7JqO4CYx92+Cps10t4FihYGivjo2TrCqFMcKKcdAoDhW3Sm29t6/c6R4N3Kc917+4InS0jApuo4bTDu2mZOEnva7ALuq33WZY6lrUldDirskJvISivkEybcH6RleOSgm9sKGgQUM/3cr82QkqhFHMl7j5ya3bS4pjtGpRwNaa2vSlR5g3zxD111/Xop4EWtw1SZOOOGgvC7hB4lphyc09EDY+P2iUkX1/cPaXe/ndU4FX/Lw18mdLdS1FsUJuP6Wfax8jy5H/zjuGqL/2Guy1F9x6q1EgQ4t6KEQ2VMAbOHCgXLRoUaaboQmBUzRIUaww8rhylagTNwQ4RqNkYnFO2Q3/cSy60a44xpLrjknptVUWUBW6bPeLRkrqXtpF/cortagrIoRYLKUc6PSattw1SeE3mVaxpJJJM1c05ntpVxxj4vHBfcPm/pc/u8xRfLxwcw8k69oII2hVDsLutj3Kh4/94eh2D922+7mN3O6lZx/efdcQ9f/8xxD1W24xRL1NG6X+ZDKlcy6gxV0TGOsXyysOumJJJeOfW5YQ1rilutZIMUDwMDlz/yAWfKrSDoQN/1P1TycTXugkfCohmeBuuYetIOXUh3bLFnPU0/cYot6xYyBR9zovZEdenGxBpx/QBMK+hN6NziVFrhWEzOiQMJjpDgqFPfHALszXUpl2IGzWQtVl9WHP75ahUmUhVFGskDGDukZaQcrah/6VH3P/k3/iqLNHwpIlcPPNsGYNXH65srA7nRfSl2Y6l9CWuyYQKhagKQaXTlvquk8yYXJuFnwqfP1uhA3/U52QDXt+N+Fzs8idUh8M3Kd9pBWkyipXcsm8pzhqzfv8r7gtNw05h6tfuiuQoDudV3V7c0WLe8Sk0heYzLmjapfXF0hAwrm98qkkm34302X8kgn/U/H1u52/QAh6TJgV+KFQLyVFsUKlh2FUaSl+sW0Nv/n3owxZs5hNRXtw05CzebxsBO33asfVIYUdmm9lqqD4umWEEF2FEHOEEB8JIVYIIf4Y3z5JCFEphFga/znOcsxVQojVQohVQojhqexANhFp9ZgIzx1lu9y+QKUlRU0KTo8f3pNYQVP3Saww2EpKN9JR6NqNVFdHcjo/GCLt9R56vT9py5Q5fz788pc8eN8fOPCbT5kyZCxHnP8QDw4aBW3aJH2PmmNlqjCoWO51wOVSyveFELsDi4UQr8Vfu11KeYt1ZyHEAcCpQG+gM/C6EOKnUsrgMWw5RiqXYSdz7ijbFSSm2Ty3U7QMGKtOczXaIdUjB/v5nUIXnd5Dr/cn5Yni5s+H66+HV16BDh3gL39h3uByXnprAzVVNZ4rhoOQ6VFbruAr7lLKr4Cv4n9/J4T4GPC6iyOBZ6SUPwBrhBCrgUOAdyNob1aTSl9gMueOsl3WL5a51N86maUyxE822iFVlYmCnjPVYmk9f48Jsxz3sb+HGRG+BQuMkMZXXoE994SpU436pLvtxvHA8YN/GvklM53RNBcI5HMXQnQHyoD5wGDgIiHEmcAiDOt+C4bwv2c5bAMODwMhxDhgHEC3bt3CtD3rSKUvMJlzR90upwlNFYH2ymuuOpJwejBcOm0pl0xbGtoyTMU5Va4ZRICDvIdpE74FCwxL/eWXm4i6JvMoh0IKIXYDZgCXSCm3AfcBPwb6YVj2twa5sJTyQSnlQCnlwI4dOwY5NGtJpS8wmXOnol1Bw9Gsfn83VEYSbvncwX8uwa0gdDLnDEOYOZCs8jMvWAAjRsCgQYYrZsoUI6Txyiu1sGcRSpa7ECKGIexPSimfB5BSfmN5/e/AS/F/K4GulsO7xLflPakcEidz7lS0K6irRyWE0msk4VfNyMSrDqjbSMPvoRJ15SG3B+Plz7ov7soGP/ObT8wiNvnPDF41n61Fu7PhDxPofePVsPvuaWtDPpHqVba+4i6EEMBDwMdSytss2zvF/fEAJwIfxv+eCTwlhLgNY0J1P2BBZC3OclI5JE7m3KGWh3sQ1NXjJ6BeVmjQvDJO1/Iaaaik5Y0yhtrtWvVSerq2MuZnXriQry+7iiFvv8GW1rvz1yPP5LH+v6Jht92Zsnob5WVa3IOSjlW2Km6ZwcAZwDBb2ONfhRAfCCGWA0OBSwGklCuAZ4GPgH8DFzaHSJlcJJkQyaBuAi+r3C8sT3XpvNe1vEYabmGHfucMi9fq2qxaabloERx/PBxyCEWLF/DXI8/k8PMf4t6fjWZ7q+LsamuOkY5VtirRMm9DkyLzAC97HHMjcGMS7dKkgWRCJIO6CdxC9FRirYNYzW4PGK+Rhj0CyF7GLmrftl/is4yvtFy82Ih+eeklaN8ebryRwzfux3etmmZpDNNWnfQrPats9QrVZkyyH7AgboJkfMZe5d6k7f9RA5zb5PZwMSs4mW2645R+odupSqmPGyhjKy0XLzaiX158Edq1gxtvhIsugj32YI+ps/kugogrnfTLIB2rbLW4N2PSvYzb72FgrwAkJWytqaVtUYxYoUioGepUJFoCc1ZudL02NK1Fai1MYQrNlJP6euYuTxav6kwZiYB5/31D1GfONER98mT4wx9gjz0ad4mqIEfK663mCJEVOPFAi3szZvzwnk1S8gYtshwVdovOWtCiqqaWWIGgXXGMqupazwnQyqoaBk+d7Wht2x8uTnVZVYQmWbeC00Iwv5qvKgRul4KoO7U5mRFNupN+ZasLKB3RT1rcmzv22RT3ub6U4jdpWtsgKW7ZorFakVkM2wnVoX4YoYnKrRB15Eugdi1ZYoj6v/4FJSXw5z8bot62bcrbnM7RYra7gFId/aTzuTdjbn51VYKrA8LnWndbIOT3mknQNAp+ES4qkQduguIlNH5RDip9TQVK0RdLlkB5OfTvD//9ryHqa9fCNdf4CntUpHMxVnPP+64t92ZMVENkLwsJ1NIUqMSaW0XX7toI048wfk+ve5ZJS9HzvVy61LDUKyoMS/2GG+Dii9Mm6FbSuRirued91+LejIlqiOxnIan4tb0mGcFZdM1hrZuLxq8fYYTG655lcrLQqV0HfPM5Vy6YBn+ZZwj59dcbol5SktK2+JGuxVjNPe+7FvdmTFQz9mEsJL9shtZoGVN0wTlNsFc//CbUggqN17XcKk+lw1K0tuuAbz7n4nee5thP3qV2tz2yRtTTTToiUrIZLe7NmKiGyH4WUhTZDFVcHvZ+QPDMlX543TM3F1E6LMXyslL2+OQjCv98I0eteJvvWrfh4/MuY/+p1zY7UTfJhnw8mURIn9Vy6WDgwIFy0aJFmW6GJiROuV/M1acQTa1TN9dLaUmRa0y6V0RN1Kl8K5ZUcv2LKxJCOCFNdV2XLTP86M8/b7hfLr0U/vjHZivqzQkhxGIp5UCn17TlrokkFrh1rKBRwEuKYkw6oXfCOZKt/Rpm0tTrNS8rPuj9cEts5nQfwmC9B9aY+D/3qGfYs/cbor7HHjBxIlxyiRZ1DaDFvdkTRVUku7D9UNeQsE/YCTSVbJBeLg+/CBynyc4w98MtRr9NqxaRCLu1PfVS0uvbNVz8wtMM++QdanfbndjEiYal3q5dUtfS5Bc6zr2Zk2zcttvxl0xbmnSct9/CJr/JMZVsj3brPkxsdBQhdyqFRHp9u4Z7X7iJfz/yBw5fu5Q7DxvD8Zc9biT50sKusaEt92ZOsnHbYV0fybQN1HzmKrHwdss/jFCHCbmz59H5fkddYxoIeyGRnhvXcvG8pxmxah7bWhZz52FjeOjgkWxrvRviB9dLaJo5WtwDkK15KpJpV7Jx22FcH6q4ndtrEtWO6RJym/S1W/5hhDpoyJ1XHh2Tmtp6pj/2bx56458M+3Au37Us4s7DTuXhgSPZWrSrOEZzidnWBEe7ZRRJprBFNrdraC/n+rVDe3VUsmLDuD5UcTq3YFdysCD3vryslCkn9aW0pAiBe4GQMMvjVc9t4udu+unGtdxdMZUn7vwtR6x5n3sPH8Ph5z/M7UecniDszSlmWxMcbbkrkq2pSpNtl1uK3DkrNypZsWFcH244jUCmnNTXsYhGGJePysRu2NjoIJPGbg+7/Tau44/vPMNxK99me8vWPDr0dMZOv5PO62rY7dVVbI0wg6Qm/9Hirki25qnw85n7iZTX8bef0k/J3RDU9eGEm3/fzK3uFLOezMPV696kenm8/aFpF/W7fzaapw4bxYTTDoP27Slvnx1ZDDW5hRZ3RbIhT4WTILm1q21RLKmEXU7l5wqFSIgcccqXbu4f1P/vNwKJ8uGa6VSwpo++y5efc/E7zzBi5dtUt2zNQ0ecyr1lx1PcaW8maKtckyRa3BXJdJ4KN0EaNaA0oZqQ2S4hwifssvbL3FdVDMNavX7iHeXDNdMutvJWWxm44D46v/Yi1bHW/HPob+h47QR+N7QPv0v51TXNBT2hqkjQSbOocROkOSs3OraryiECA5wTdvn1Kx15sf1yq0eZBzxjLraPPoIxY6BPH7q8M5uCq65ity/XM3b2E4wY2ie119Y0O7TlHoB0pSp1wkuQnNoVJImVX79Ul/4nE5KpOoJIJhTVbJ9bNqVkJn492/HRR0ZhjGnToE0bmDABLr8c9txTue0aTVB8xV0I0RX4J7A3RrDCg1LKO4UQ7YFpQHdgLTBaSrlFCCGAO4HjgGpgrJTy/dQ0Pz9QEQs3t0SBEFQsqXQM6bOLZaxQsP2HOnpMmKUsjhVLKh2LUZttsu6n6rrx6q/b9mTXGPilMkh24tepn3z8sSHqzzwDxcWGqF92GXTooNzudJOtazk0wVGx3OuAy6WU7wshdgcWCyFeA8YCb0gppwohJgATgCuBXwL7xX8GAffFf2scUBULt2IW9VI67m8Xy+KWhWzfWU9VTa3ndex4WbrWGHlVP7Zff53aEsUEqF9seeuYs4fSLnbVO+v8+2kX9SuvNCz1LBZ1yPxEsyZafH3uUsqvTMtbSvkd8DFQCowEHovv9hhQHv97JPBPafAeUCKE6BR1w/MFVX+26RsvFE0rWLv5v8vLSpk3YRi3n9KP6p1NhU3Fb+7lh37ivS8aFxN5Fau2EsZ/73WMas1SP3/6luraJou/nBaIOa0mbTz/ypVw2mnQuzfMnGmI+tq1MGVK1gs76Jqj+UYgn7sQojtQBswH9pZSfhV/6WsMtw0Ywr/ectiG+LavLNsQQowDxgF069YtaLvzhiCTe+VlpaGq/XhZ336i55dewLTuhACn0gCFcbeRaf2GaYfba+a13Wq3Wi3ukuKYqzCb2C1wP2vf5Meb1nPlwunw19mGpX7FFYal3tF59W+2kq1rOTThUBZ3IcRuwAzgEinlNmGxIKWUUggRqOqHlPJB4EEwinUEOTafCBriFyYk0C/plRdm+TivN8hLAE23kZ9Ihknda8bd29syaeYKfqhrSBD9WIEgViiorff+qFnvlZ+o7btpA3945xlO+HgusnXrnBV1k2xYy6GJDqVQSCFEDEPYn5RSPh/f/I3pbon//ja+vRLoajm8S3ybxoGgIX5hQgLdvpwifj4vystKOe3QbjR1BqnhJMB2wqTuLYoVUu9SRayqprbJNWsbJG1atmgM+XRyb0HivXK7b/tu2sDtL97Caw9dwLGfvsdnZ55Hi3VrYerUBGFXdRllC1GGm2oyj6+4x6NfHgI+llLeZnlpJnBW/O+zgH9Ztp8pDA4FtlrcNxobQePn7fuXFMVoHSvgUo/86W4JuE47tJvSRNnk8r6cdmg3V0Ek3o4gAmxSKASjBnjXTjXdI+b1zXtUGtCi3FpTy7wJw1gzdQS3jj7IV8js923fTRu47aVbee2hCxj+6bv8/ZATKar8gp8+em8Taz1bE815kem1HJpoUXHLDAbOAD4QQiyNb7samAo8K4Q4F1gHjI6/9jJGGORqjFDIs6NscD7gFG6mmsIW3HO5uEU3JBsjXrGkkhmLK12FuihWyKQTejtewyuhGBhumxmLKxm4T3vHkEl7FSJTgJ1WzpptaR0rcPSvuyU8c7sn5t9/u/9lLpz3NCM/+i8/tIjx94PL+fshJ9G6tBPnu7hgMr0KNiyZXMuhiRZdIDvNeBWTDvqlClM0OgzJFJpWKZVnnsfeZpX+OT0oIZqi3HzyCUyejHzySWoKY/yzbAR/P+QkNrUp8T1fjwmzHOcpBLBm6gj1Nmg0HugC2VlEEIvOb0FJmKLRYXA7nwDXh4i17W3jrqOq6tpA0TIq0RtelmboxTiffgqTJ8MTT0CrVojLLuPNY0/n8YWb2FxVo5Ru1y06p6Q4BujFQprUo8U9zaiGm/m5XFRXjkZB0CgKe9uramopihVy+yn9AqVFSCZ6I6h7oWJJJU8/+QajX32M8hVvIlu1pMVll8H//R/svTfHAccdrXw6x7BQc7teLKRJBzpxWArwipLwS5Bl4regxC12XSUCJihuURRDe3X0Lepsb3uQ6kphozeCRqm89q+3kWPH8uRtZ3Pcynk8NHAkQ85/mIrfXAJ77+15rBtba5xj6rfW1OrFQpq0oC33iHGzyhat28yclRubVBQCZ8Hys/DdXpdEb/2Vl5WyaN1mnp6/nnopKRSC/t3aJqQathd1dmu7PUe8V3WlMBPBgazi1ath8mSGPv44tQUxHh44kgcHncT/2rQDYNLMFSmpTZuOxULa7aPR4h4xblbZk+990ShiEhpFzc1/6+eS8CoeDdF+ue3RMvVSMu+zzU32M61Pv7abwq1SXSmoe0VpTmP1arjxRnj8cWjZkkcHnMADh4xi427tEo6rqqkNnIvHxCvLZRDXVBi020cDWtwjx8uitv/vFfUxtFdHpi1cn7CiMlYoGi18L/GI+sutugwfgpXnS9aCNe+ZWSXKK6b+y6oa+OwzY6L08cchFoOLL4YrruCRRz9io8I1g4Qyeo06Fq3bnPCwh2gXC+VqGKYmWrS4R4xfLhYrpog5ifG0BeubipXlXy/xGDx1dqRf7iDuAnt5vjBpjFUsWKcYeDe6bfmKKxbPgFteSxB1fvQjAMYPr1cK14Rg98Jp1GGOgqytFeC5kCsoOkeMBrS4R46TRe0X1eJkadU2ND2itkEquSyi/nKrPrCsk7kq7hS3NMbVO+scc9RbURlNdNvyFRe9O42TPpyNaBmDP/zBEPVOiUlKnR5G1TvrXBdCVSyp5PoXVzS+XlIUY9IJvUPXipXAnJUbfY9VReeI0YAW98hxEoqhvTo61jk1hTCI6PrtW7GkkgIXF0XYL7dK8jAIPplr7jtp5opG3zbsSr9r3cfE6opxo2vV11z0zjRGffgG9YUtWDvmHH5yyw1UfN3AzY99zJdV7zcZTdgfRm6LzYb26sj46csS3GVVNbWMf26ZZ3vNz0I61iZkut6vJjvQ4p4CnKzWgfu0d3VTBHHleAm0KUhOwq4aQujURjc/sZ2guV7AuFc3v7oqQdxBrdCHnURRL6TFxX+gxZVX8pNOnQLPQ7i5lm5+dZVjZkn7qMqpvU6RUiZRWtVRlCTU5D46/UAIog4zcxKtWIEAQYKQ+C15d1uuXygEYwZ1Zc7Kja5tVkmLYLWancI5wyaZUl2q79a/LlVfc9G7zzLqwzdoEAVMG3Ace/35Wo49ZkBjuy9/dpnjQy9oqga3tgZpb5T3TtO80ekHIiQVYWZulpbTNrcydF6uCjM5l1ebg0RYCIxl9FIai3KSfcCp+ojtrgu7qD9RdhwVx5zO2ScP5ljLA8ltNON0Tr8Ht9coy6+9JmaklLaqNalEi3tAUhVm5jYB6XdOlcRcbkUtrG32K5Nnv86W6l0pBZIVJlUfsSmsXaq+5sJ3n+XXcVF/4dATGP3c3ZzduXOTFKR+E68qRb7NBWhmnpzCAkG9bcI7ViBc22sn6sRuGo0TWtwDkm1hZn7iVRQrdH3d2ma3OHEzh7pKOoSwlqiqj3hi32K2XnMz5ctfa7TUHx08mkvHDoXOnX37aMf+AFFZgFZVU0usQNA6XnAcEqNl7AnT7NWf9MSmJl1ocQ9ItoWZeYlXaYl3TvW2RbHGv93cFub2MHVMgwq86/5r18JNN3HMI49QX1DI84NO4NaykRR27er7IPEq0Wf3c6suQKttkOxV3JIVNyRa304J0wAKBDRI//TIGk2U6MRhAfFLZpXu0mpuDxVz6F9eVsr44T2NCVob2+Px5Ob+bufxug40raEaWRKsdevgvPNgv/3gscfg/PMp/PwzTn7ned6756zG/nnh9n7dOvogx0VVqjg9CNxGUQ1y12dEC7smXWhxD4hXKbJMlFZzEq9YoWD7D3WNDxiA3Vo3HaTV1stGEfZ6aFUsqWT7D3WB2pWUm8oq6o8+Cuefb6QO+NvfoDSYOAYpHeeWsdIJpweBV5911kdNutFuGRe8oibcXAiZyOlh91eXFMf4fkddk4RXfn53r4gd1aX5VkK5qdatgylT4OGHQQgYNw4mTIAuXYKfy4Jq8rEwC9Cs+K1X0Mv/NelEi7sDYcMd/SJOUoVVvAZPnd1k2bxZXNrJry7jx1gXLFlxylPjR+BJwy++gJtuilzUwxB0AZoVt3QKJnr5vyadaHF3IKwF7hdxkg68Yt3dIme8Hl5Brc1Ak4ZffGFY6g89ZIj6735niHrXroGumSrsoze/sE+3dAqgo2Q06Uf73B3wigzxmiz1izhJNWbpPSdMX7PbxKmbTziItWnGevsK+xdfwO9/Dz/5iWGt/+53Ro71e+7JKmEPM39SXlbK0onHcMcp/ZT8/BpNqtCWuwNuvlOzHBw4W7ulPgU0whAk1YFb6T0wMi1eOm2pp1hbUxD7xWqDpKa2IeF4p/wqCaxfb1jq//iH8f9vfwtXXdUo6NlUPSjZ+RNVP3829VmTX/ha7kKIh4UQ3wohPrRsmySEqBRCLI3/HGd57SohxGohxCohxPBUNTyVuEVN2IXTbu2GrfnpRlDr0cuFsqW6tvEcbpQUx+h3/X+4ZNrSxmtW1dSChHbFsQQrdIdN2D3bsH49XHAB/PjHhrCfe65hqd97b4Kwj5++LKGv46cvS2mkkVfYarpK4aU7ukrTfFBxyzwKHOuw/XYpZb/4z8sAQogDgFOB3vFj7hVCFDocm9U4hc+5WcTWL3uQsDsVghZSTnbCbkt1bRNfMRgWeXHLFqyZOqIxtlyp0Pf69XDhhYb7xSrq990H3bolHHf9iyuaZFusrZdc/+KKpPrkhp+wqhYyTwZdKFuTSnzdMlLKuUKI7ornGwk8I6X8AVgjhFgNHAK8G76JmcE+rHbL8Gf/sget+emFn+/fPpT3i9aIsi2e+WA2bNjlfpESzjnHcL/ss4/r+Z0KY3htTxY/t8v44T0Z/9yyhKIpTvljkiHbUllo8otkfO4XCSHOBBYBl0sptwClwHuWfTbEtzVBCDEOGAfQzWbFZSOZKIAQ1vdv9eFu/6HO0RoP0xYrTte6tt/uHPvQFPj735VFPR04+bWVhNU+Ox1x0FO2pbLQ5BdK+dzjlvtLUso+8f/3Bv6H4Yb+M9BJSnmOEOJu4D0p5RPx/R4CXpFSTvc6f67kcw8z+ZXMhJlTxke3Yg9umQZVskb64ZtvfMMGmDrVEPWGBkPUr77aVdSd7olT+KCJmY9+cnnfwG13y1PfqkWB4/XM++g2UvO6z2E+G3459DUaL7zyuYcSd7fXhBBXAUgpp8RfexWYJKX0dMtki7inowhH0C+vapk2e6EIp3OEWUzVrjjGxONd6oNWVhqi/uCDjaL+nxPO5voPql3z0psraK3ujqJYIaMGlDJtwXrH2rEmxbECbjrpwEDviZtItyuOsaO2wfW98SrKYc/FDk1X8Zp98iqQAsE+czqyRmMncnEXQnSSUn4V//tSYJCU8lQhRG/gKQw/e2fgDWA/KaWn2ZgN4p4KKyqo9ZfMOc3zen3hvY41MUcGnueyi/rZZ8PVV1OxJaZUUcqr7X4PoaDviVeVp9tP6ecqlkGqKLWOFTjODURZcSldVr5+gOQWSVViEkI8DQwBOgghNgATgSFCiH4Yn921wHkAUsoVQohngY+AOuBCP2HPFlKRF0Z1wizIF8pr0tQvTYLXRJ0A/y9zZSX85S+GqNfXN4o63bsDcPMzTVMVeFni9rabk9HdJ8xy3a+mtp7Ln13WGLMfNuVv55Iiz8lvp/vsFg7r5vJyC50N83lKR96iVFQZ02QOlWiZMQ6bH/LY/0bgxmQalQ7SUZVeZcIsmcLNTuf2+sKHrgz05Ze7LPX6ehg71hD1Hj0Sdksmh47AuBflZaWuaRxMzNdUxCfsRLj9Pvu1SZWwn6d0RNZkIvGdJnU0y/QDTjHOQVK7qjK0V8cm51Wt/pNMrLPbFz7wIqsvv4Q//hH23deITT/jDPjkE2Pi1CbskFwOHQmNfR4zSD0Fgd+9SmbtgRkSWRQr9BT2kqKYcqrgtkWxUPn+0xF3r0Mz84tmmX7ASVCdvrrJri6dsbgy4bwCGDUg0RUQ9AulEv3i9oVXLWfHV18Z7pcHHoDa2l2W+r77urbp5ldXJW3Zmn02o2KenP8FKqf0E59k1h6olDGcdELvxn29UgXHCgTbdzZNx2y20Yt0hOLq0Mz8olmKu5cYlBTF2FpTm/RkktsDZM7KjQnbgn6hVMTG6wvvKXRxUa+//35kbS0z+vyc6cPP4LQxQynf1z2Cw+9h0644RnHLFr6x99Y+Ty7vy+TyvgnuswIX10gqxUeljKE1z78Ve6rg6p11jumYL392mePxVpQfzEmQibUcmtTRLMXdy8feplULlk48JulrqFrkQb9QQcTGD1M4azdUcvnSf/HrRS8h6uqo6HM0dxw6mvUlPwLgQwfrUjW8sihW2CSU0u2BUB0v+2fd1/owcosYycRCMpWIJ/uDtIfLRHG9lEoWvF3gTXdUVAKfjgeIJn00S5+7lxhE5V/085GaSasunbaU1rECSopiSj7h1jHnt8xaM1WFiiWV3PbYfzlnxl3MfeC3jHrnBSp6HcUJFz3E5cde3Cjs0NSvbZ2z8MKpL+ZDoaa2volfekt1rWfirPKyUkYNKG307RcK0cTNFTVuSeTMFBBBknz51aH1m2fRicY0QWiWlnt5WSnXv7jCMTY5qiG+l0Vut0C3VNdSFCv0LQZx2t/fbZJmF4wndCDr9euv2fGHP/Kf+S/Sor6O5/sM4+6fncIX7Tq5HmJ96Pm5hsDZsrX328md7uWmMOcxTNdMvZTMWFzJwH3ap6WMoTnxbrY7aKigX+4fP8Mi1dEsOhQyv2iWljvAxON7R5qe145XlEaYCJmKJZXM+2yz42sNGF98Xwvu66/hssugRw9+/c4LvNjrSIb97gGuOO4ST2GHxIeenwgJjEghOyoPBdjlprD3J1NZFMvLSpk3YZhjdtAg1zc/E25RRX6GRaqjWXSWyvyiWVrukB7/otvkZZgv6aSZ3qlvPa2sr7+Gm282whl37oQzzuA3ew5jQYv2Tc5TUhTjh7rEZfl2sfYrBC3B0aIOIkJOFmmmQ/WiuL7ZnzBzB6mOZsn0/dVES7O13GGXRWbNU54OgsYsVyypVMrs2MTK+uYbuPxyI4Txjjtg9GhYuRIeeYTfnDbMceQy6YTejBpQmuAPN8XatKSd/NC+bcGI8Q6CXVRU75tbEQ6v4hwqRBVrHjb2PupiMHbSEUuvSR/NWtwzRdAvaZBhcWVVjSHq//d/xkIjq6g/+qhROANvgZmzcqOn+8F+rBtWca5YUsn2nXVN9ikAClxOYhcVlft2TcUHXGqpJGWOaK6p+CDpycgoxVXFsLA/jIBIi8HYSfXDQ5Nemq1bJpMEdQmpDos7bN/CefOfp+7OX9Ni5044/XS45hrYbz/XdoR1G1mPVSlkcvOrqxyTh7WNZ51UcVP43beKJZU8+d4Xjg+mp+evbxIjH3QyMp2hgm6Tm1NO6hs66ZwfOhQyv9DiniGCrJr083Hvub2KcQue58z3Z9GyvpaXDxzGEz8/gwUt9qTzjPWMH14MqH9pg/p2VWL13R4YVdW1nqLilFTNTdy8CoS7rZ4N6k9OZrVrEDKV5yVd/dOknmYr7lGkNk1XelQ38Syu2sS4Bc9zxpJZtKqrpeKAo7j7sFNZ035XG8xC08hdGRr9QtyCLqwqLytl0brNjdaxGX8ONJYD9Ftd6iQqQUPzvITaLfFXtvqT9eSmJlmapbhHEc8bdUyw14PCbtke0GIHd3zxOl2efpSWdTsdRd2KkzvEywoMOjx3ij+ftmA90xaub7y2k7D6+XODWq9eZQnHDOraJNdLNvuTdZ4XTbIoFetINeku1hFFEY0oC3EoF2L49ls+HT+xUdRf6TuUu342mk9Kwo0WvKo3BUGlCIhJoRA0SKk00glSDcl04TjlYD/t0G5N8tRkuz9Zl+DTqJBUsY58JIohbxTn8MrPkmChbtwIt9xC3V1/Y98ffuBfBxzF3T87hc/37EKsQNCudQuqqmsDF8TuXFIUieAF6XO9lKz1eaCYbXIT9iAFwu0joFwRRj25qUmWZinuUQx5VQtxeEV2+GVT3PHl1zBhAtx9N9TU8MaBQ/nrwF/z2Z678p3XNkiKW7ZgyXXHuJ43VigSfO5gCGT3PYsicS35Tfhasa/OtN8jp1S5VtyqIZkPwlwScHDuv1/dVY1GhWYZ5x5FPK/fOfySPHktxW9XvZUr33yUtx44F/76VygvhxUrOH/4pQnCbmIPUbQn1zrl4K6cckjXJguT5n22OZLl5iqLmkzqpWyM3+4+YVaTmPQn3/vC9b44Lf83ycWJRqfPyBPvfaETg2kioVmKezLVeVTP4Zenw0mM2lVv5Yr/Psrb95/LefNnsOnoY+Gjj+CJJ6BXL6UVhG7JtWYt/8pVGO2ECQ+03guvikztimMJGSXtbfJyxZj5XZzIxYlGlVw7OreLJiw575YJ6zOOYvjudQ4/n7zVldGueiu/W/gCZy1+iaLaH3j9oGEUXHsNPx81JOFYv0yTXv57lYRdu85ZwI+verkxrHHMoK6N1ZHcsN4Lt7zlAFISqC0mpnjnU0EJ1YdoLo5KNJknp8U9m1OU+vnkxw/vyV+eeJvT35nBWe+/RPHOHcw64EgeGXY6S9p0ovOnDbxZ8UET/+uUk/oyaeaKxknT1rECFq3b7OmnDkq1Ja1wvZQ88d4XAL4Cb+2jU9/NKld+2P3qVvHO1ERjKiJtVOcqcnFUosk8OR0K6RWOOH54zyZfRkifKHiGsnVrDbfeSu2dd1FYU81LvY7gkWFn8GHbzo4x6dbjRw0obSLkTpOMdpyyPQahUAg+m3Kc0r5effer3mT2MZsmFVMVlqgyqa7DHzVeeIVC+oq7EOJh4FfAt1LKPvFt7YFpQHdgLTBaSrlFCCGAO4HjgGpgrJTyfb8GhhV3rzjoolhhk+LEiMQFPVF9Qb0iYqyvXT1oL0a8/jTcdRds3w6nnALXXgsHHKAcK+620tILAdx+Sj9g18OtpDjG9zvqEiJo/LCGMPpZsm6vu8WiS4KXCUwXbu9NkJh9N3S0jCYZko1zfxS4G/inZdsE4A0p5VQhxIT4/1cCvwT2i/8MAu6L/04JbsPaQiGaWENOIpZsrg4/t1CjH3rTJrjtNjghLuqjRxui3rt347lU/apBhR12WfVeIxm39AAm1klSFXeY23xELsZvu7035v1Kxh2Ya6GbmtxByS0jhOgOvGSx3FcBQ6SUXwkhOgFvSil7CiEeiP/9tH0/r/OHtdzdhstBXA9BVmlaJy29LOjGVaqbNxuiftdd8P33TUTdarX5iatJgQAnY9vLNePkkjFHLYCvqwRg8I/bc/LAbp77hlmdq0omV5eqjqpS2X+NxolUrFDd2yLYXwN7x/8uBdZb9tsQ39ZE3IUQ44BxAN26dQvcAGuhZVNorb521UU1qpNV9geJlxBv/+pbI9WuKeonn2yIep8+oc6XgDQWJVndS7ECQcsWBWzf2fShVhQrRIimESo1tfVMmrlC2Q//7uebXcv8maje86BkeuLcr/apSRRRLbmUIkGT3SQd5y4N0z+wr0BK+aCUcqCUcmDHjk3rbXphXfwBhjCaERXlZaWOi2piBcJYqWkhSAidSkxy25rvuGzu48x74Fy48Ub45S9h+XKYNi1B2FXOVygEMYd3pwFj3sB0k5QUxUCQIOxmL83Y+yqHQuAAVTW1yqMcFde8gJQsuMl0bU/VOP5ko1r8Fr5pNEEIa7l/I4ToZHHLfBvfXglYl1B2iW+LFL9sgW5+XadtqlaRl1XWtuY7zl1YwdmLZ7L7zhoqf/Er2tw2pYmgq54PjAeWR+BM4wNNiKZZH+2HBUkPkAwSuGTaUm5+dVWkFmc2pL+1fq7c3IGqhoKbdZ6pHO6a/CSsuM8EzgKmxn//y7L9IiHEMxgTqVv9/O1h8Puyq6TPDYqTQO6x43tD1BfNZI+d1bzR9yjENdcwbPTPQ50vKH6Lk0zLzyl8MpVE6TapWFLpmws+KlRdIslMCnu5mLLhIabJH1RCIZ8GhgAdgG+AiUAF8CzQDViHEQq5OR4KeTdwLEYo5NlSSt+Z0qATqn7x7amOSbaL+ss9B3Pn4DF8v9/+yqFsKjHOUSEEnDaom2MJulRSUhRj6cRjQh/vdY+ijv9OV4pdr88uOM9b6IlajRtJTahKKce4vHS0w74SuDBY84LjtQQ9VUPb8rJSYtuq+OaGv/Drt2ewx85qZvUczN8Gj2Flx+7GTvHETyZuFqzTZLAbbtExJiqLk6SEpxes9xR2AcoROyaFBYJ6j8ZV1dRSsaQy9H13m5coFCJy0U2XS8TLOr/9lH55k1pBk3lyMnGYV9Iuty9PZVUNg6fODjc5VVUFkyYxYuRgzpn9OHsc/0tYtoybxt6wS9hdsE/8uU0Gu9EgcU2WJYBJJ/Rm1IBS3FN1GXiJcGlJEWumjqAhgLC3K45x68kHubbNxN73wVNn02PCLKX3wu29bJAych+01+cmyglNr+RvUSS002hMcja3jNviDy9fdmBfcFUV3HGH8bN1K4waBdddR0X9ntz8snq4pflgcYtn97Lg3VxNZoWh8rJSrn9xRVLuluqddVQsqVSeByiKFTLx+N6N70HFkkoumbbUcV/rPEjQcMZ0lJrzKwwCRBp2ObRXx4TRnXW7eQ0t5pooyEnL3Qu/3OJKIXRVVXD99dC9u/H76KNh6VKYPp2K+j0TLG8VzMpBEvd4dicL3hreabfobj+lX2PpuC0uoY6qbKmu5arnP2Bor46+edkF0L9bWybNXEH3CbPoPmEW17+4gmKnuE12CXGYcMYo8u57YR9FuRFl2OWclRsDbddowpKzlrsb1kgGty+ta/RBVRXceSfcfrthqZ90Elx3HRx0UOMuKvHudlSsardkZ37L+aMSnZraeuas3MioAaU8PX+960PILPJhZUt1LYUFgliBSEjzYBXiMJEgqU5VEOS9jCpiRUfEaNJF3ok77BJCt8iEJsP6rVt3iXpVFZx4oiHq/fo17uKVL93EngJAJVsjJFrobsLlFqanIgrtimNK1n1lVU1CoY8g1DdI9iiOUdyyhaMQh3WxpNJNEURQo3IFqd4HvVJVkyx5Ke4mvoUdHER9zujzuWZtC758ppLO/97cuO/455Z5ZlB0s7zdHgj2jIJAo1/er96q1V/t5Se/45R+jedQyY9S4JCmIAhV1bWNtVztZGORDbd755VPPllU7kOm0y1o8oOczueugqMFtO9uRt6X224zRL283JgoZS/HLx5IaiwFLOx4xUOrpLgFHK9r5jX3StQ1fnhPLp221HGEYI2P9ourt+erccNrNOIXj51t1qhbbHuq88n73QevWHgd766xkorEYTlDwrB+69ZEUR85EiZOhLIyAG6eOttx0s8Lvxzk9jkAqziaFlnrWIHjdf0WHX1ZVUN5WalvpIpJqxa7rtOmZSGxwgK21tTSuaSI7T/UNVZ3smMdZQzt1ZFpC9Y3GcXECoWvdWv3oZvzBZkS+EylH/ZzNWm/vCYK8l7cAdi2jY+umkyXR+5nj5rvmHvAYdTfcy1Df3Nswm5hvjxWy9hvMtTJIvNKIeBnR5t+2lIfP66ThdogjRh5lbqnt44+KEGMBu7TPqHUX7viWGNopBfZ6G7IxtDDdISAavKf/Bb3bdvgrrvYefMtHLBtK6/9ZBB3DB7Dih/9hKKPYYpt9WTQfC/timOAIVrjpy9rdGtUVtUwfvoyIFG0orS8rH5aPz+uWxjiJdOWsmjdZiaX9/Wse2oXv7CCmO2JsbLFbZSN8xOa3CM/xX3bNvjb3+DWW2HLFubvfxh/OXE0H/7oJ427OImKat5uMNwQE483im5c/+KKJv7q2nrZJENiVNkZhSDBx293L7QtiiEEXBq/vtc1zQU1boIy6YTeboc2wU8co3A3pEqAUzWqCNPeXKxWpck+8mtC1SbqHH88TJxIj+e+dnRxOFVhsn4Zve6MNRKlu4dLAxKrHkWVLGytS/WoMAnJzOLXyQinSuItv4gdv/mLVCb3SsUkZrqSkWmaL/k/obptG9x9tyHqmzc3ijoDBgDQ+TXFeHcSXQ5+GfzM0EU/zFGCKRJWAa3eWRdqhak1IZdVlCF45RQzrj0Z/7OKy8VvZORnLafSrZOKScxsd0Np8pvcFvfvvttlqW/eDL/6lSHqAxMfZGF9mG7HDe3VMbB1bIqEXUC98rJ4YYqg+XcyowG3ykJBUBFHs9+XP7vMdaGUl/ilMookFZOYOupFk0lyO7fMjBnwpz/BYYfBwoXw4otNhB28s0i6YU/Li+W4OSs3BhbTAiEcswuWl5U2TswGwRTBMOkQ7By6b7ukjgd3EZSQkAGyvKzUN/ukm/h5ZVRMllTksUllezUaP3Lbcj/tNOjbt9H94kUQl4NT8WprioBLQ1ja9VJyqSU6xcrE43uHsr6jsgDXblI7jzUFg70o+fjhPV1X8drdLX4Ty27il8ooklRMYuqoF00mya8J1Yhw87X7Fc5QQQC3WyZjTVQncq14Ve+x0q44xraaOldXiNPEsh2vidpYoeCUg7sybeF6z1Wu5uTkaX9/t0nyMRO/CcdsCVdUJdfaq8ktvCZUtbhbUEkO5oZqkjDwj8BQyQOjGoFj7rdo3WbHPOIq7VFpk8qDz3ywuaVLKBSiyYIpjUbjTv5HyySBVdCDCLSV0viyfNUapX7uFKfhfKxQ0KZli8Z0AXYL0LQOW8cK+KGugQZpiOWoAbvcUU7tU0kboNJmlRFN55Iiz8IYqaiwlE/oUYAmCM1a3O2uhjDCLiDB6lUReJU0txDc/yuBHbUNjdevl5IZiysZuE97V1Ft07KFkkAkuwDL9DV7zVfoiUZ3sjF1gya7adZuGRX3hx9OqXtNUS5uWcj2nYnukigXsVxT8YHSw6S0pMjVl++3kMvaL79JX3uxDnv2S68c+25zEWGJysrNFmtZZ4rUOJEyn7sQYi3wHVAP1EkpBwoh2gPTgO7AWmC0lHKL13nSnvLXkiwrykebk3CnShyuqfjA1YduR+BteVvF12tVJZCQMMyOm+vIeg9KimN8v6OuyUPgtEO7NYkiCktUK0OzaYWp22dVZTJck7+k2uc+VEr5P8v/E4A3pJRThRAT4v9fGcF1AuM3lFVxNQTxwzstwElF1sGKJZXKwg40Cq2b5W1NdOa1qnLehGGNYu20EKm2XtKmVQuWTtxVsKNiSWVCiOSW6loKhJGQzG3+IFmiWhmaTStMdaZITVBSsYhpJPBY/O/HgPIUXEMJv6LMfsW0wVnYvY4JG3tesaSSwVNn02PCrIRFP077WVen+uFUZNuJ2nrJZc8uVao767UQyd7/STNXNIl9b5Cw1cX6j4KoVoZm0wrTVBcL1+QfyYq7BP4jhFgshBgX37a3lPKr+N9fA3sneY3Q+H05y8tKGTWglCCL781Vqm4iGcaSMgW7Mu4XN0cYTgIfZEVqoRBNskd6+WcbJK73wt4v1dWXbi4cGf/x6mtYoloZmk0rTMOsstY0b5IV98OllP2BXwIXCiGOtL4oDYe+o4knhBgnhFgkhFi0cePGJJvhjMqXc87KjYHj08vLShk/vCexgkQpjBWohRXa8RthWFG1GotihaFixiVNBd7JQvSzJM2RiApufQ1LVFZutlnL5sN5zdQRjZ9DjcaNpHzuUsrK+O9vhRAvAIcA3wghOkkpvxJCdAK+dTn2QeBBMCZUk2mHGyrLv4MMsZvsa1dBB7NXZULVa4RhP76kOOaaRbKNJTqnpraey59d5pjuoKQo5mpRw64IF682e4Vrhkk7HKWrI6pUAjqvuiaXCR0tI4RoAxRIKb+L//0acANwNLDJMqHaXkp5hde5MhUtA8HCIa1hZyqhaarRFm7nalccY0dtQ+JipgIBgoRl/n6rUE+3RaLYJzm9+hCGMCGmOqRPowlOqqJl9gZeEEbGxBbAU1LKfwshFgLPCiHOBdYBo5O4RtL4Ras4WfeFBYJ6m/CpWvzW7de/uEIp2sJthCFl0wLdpiDbE3eVl5Vy+bPLHNv09Pz1CeJuXtsprFHV7eD10PSywts5hELqiUGNJnpCi7uU8nPgIIftmzCs95zAbejttE2l3qq1KLWb+8Qufm5t8FrNac9UaW5z29ep3/YYdFW3Q9gQU9M6z5aFQRpNPtOs0w+YuFn3XoLjlEvGXpTaDb8KUCZ+SczsowDTmrfjVYwjTBy+X/y331xHKmL/NRpNIrldrCNDVCypZMbiygRhF5CQpMvLNaHqglCJw7deZ8ygro77uG0Pi0qIqQ7b02gyi7bcQ+BkuUqMsEoTN9dESVFMWeSs7ho3C946CjD96k/PX0+9lBQKwZhBXSNb1m+9pt9qSW2dazSZRYt7CFQmU91cE5NO6B3oWlbfuEpVn8nlfSMXcztOVZfCxvhrNJrUoMU9BKqWK0QXI511MdcKMf4ajSZzNOuUv2HJpmyBmUCnn9VosgNdiSliss6KTjPZlFBLo9E4o8U9JM1xwtCMT3cb6+n0sxpN9qDFXaOEX74YvcpUo8kutLhrlPBKNVzazNxSGk0uoMVdo4SbP91eIFyj0WQHeoWqRolsKlyh0Wj80eKuUSLbCldoNBpvtFtGo0RzD//UaHINLe4aZZpj+KdGk6tot4xGo9HkIVrcNRqNJg/R4q7RaDR5iBZ3jUajyUO0uGs0Gk0ekhUpf4UQG4F1lk0dgP9lqDnppLn0E5pPX3U/849s7us+UsqOTi9khbjbEUIscstRnE80l35C8+mr7mf+kat91W4ZjUajyUO0uGs0Gk0ekq3i/mCmG5Ammks/ofn0Vfcz/8jJvmalz12j0Wg0yZGtlrtGo9FokkCLu0aj0eQhGRN3IUR7IcRrQohP47/buez3byFElRDiJdv2HkKI+UKI1UKIaUKIlulpeTAC9POs+D6fCiHOsmx/UwixSgixNP6zV/pa748Q4th4+1YLISY4vN4q/v6sjr9f3S2vXRXfvkoIMTytDQ9B2L4KIboLIWos7+H9aW98ABT6eaQQ4n0hRJ0Q4te21xw/x9lIkv2st7yfM9PX6gBIKTPyA/wVmBD/ewLwF5f9jgaOB16ybX8WODX+9/3A7zPVl2T7CbQHPo//bhf/u138tTeBgZnuh0vfCoHPgH2BlsAy4ADbPhcA98f/PhWYFv/7gPj+rYAe8fMUZrpPKeprd+DDTPchwn52Bw4E/gn82rLd9XOcbT/J9DP+2veZ7oPfTybdMiOBx+J/PwaUO+0kpXwD+M66TQghgGHAdL/jswCVfg4HXpNSbpZSbgFeA45NT/OS4hBgtZTycynlTuAZjP5asfZ/OnB0/P0bCTwjpfxBSrkGWB0/X7aSTF9zCd9+SinXSimXAw22Y3Ppc5xMP3OCTIr73lLKr+J/fw3sHeDYPYEqKWVd/P8NQLZWkVDpZymw3vK/vT+PxId/12aZWPi1O2Gf+Pu1FeP9Uzk2m0imrwA9hBBLhBD/FUIckerGJkEy70suvafJtrW1EGKREOI9IUR5pC2LiJRWYhJCvA78yOGlP1n/kVJKIUTOxmSmuJ+nSSkrhRC7AzOAMzCGiZrc4Sugm5RykxBiAFAhhOgtpdyW6YZpQrNP/Hu5LzBbCPGBlPKzTDfKSkrFXUr5c7fXhBDfCCE6SSm/EkJ0Ar4NcOpNQIkQokXcQuoCVCbZ3NBE0M9KYIjl/y4YvnaklJXx398JIZ7CGE5mi7hXAl0t/zu9D+Y+G4QQLYC2GO+fyrHZROi+SsNJ+wOAlHKxEOIz4KfAopS3OjjJvC+un+MsJKnPn+V7+bkQ4k2gDMOHnzVk0i0zEzBn088C/qV6YPzLMgcwZ7ADHZ9mVPr5KnCMEKJdPJrmGOBVIUQLIUQHACFEDPgV8GEa2qzKQmC/eORSS4xJRHvkgLX/vwZmx9+/mcCp8QiTHsB+wII0tTsMofsqhOgohCgEiFt6+2FMNmYjKv10w/FznKJ2Jkvofsb71yr+dwdgMPBRyloalgzOVu8JvAF8CrwOtI9vHwj8w7LfW8BGoAbDLzY8vn1fDDFYDTwHtMr07HSS/Twn3pfVwNnxbW2AxcByYAVwJ1kWUQIcB3yCYbX8Kb7tBuCE+N+t4+/P6vj7ta/l2D/Fj1sF/DLTfUlVX4FR8fdvKfA+cHym+5JkPw+Ofxe3Y4zCVnh9jrP1J2w/gcOADzAibD4Azs10X5x+dPoBjUajyUP0ClWNRqPJQ7S4azQaTR6ixV2j0WjyEC3uGo1Gk4docddoNJo8RIu7RqPR5CFa3DUajSYP+X/7AausF2y+xgAAAABJRU5ErkJggg==\n", 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" ] @@ -178,7 +178,7 @@ "### 2.1 梯度下降法\n", "在机器学习算法中,对于很多监督学习模型,需要对原始的模型构建损失函数,接下来便是通过优化算法对损失函数进行优化,以便寻找到最优的参数。在求解机器学习参数的优化算法中,使用较多的是基于梯度下降的优化算法(Gradient Descent, GD)。\n", "\n", - "梯度下降法有很多优点,其中最主要的优点是,在梯度下降法的求解过程中只需求解损失函数的一阶导数,计算的代价比较小,这使得梯度下降法能在很多大规模数据集上得到应用。\n", + "梯度下降法有很多优点,其中最主要的优点是,**在梯度下降法的求解过程中只需求解损失函数的一阶导数,计算的代价比较小,这使得梯度下降法能在很多大规模数据集上得到应用。**\n", "\n", "梯度下降法的含义是通过当前点的梯度方向寻找到新的迭代点。梯度下降法的基本思想可以类比为一个下山的过程。假设这样一个场景:\n", "* 一个人被困在山上,需要从山上下来(i.e. 找到山的最低点,也就是山谷)。\n", @@ -203,24 +203,23 @@ "\n", "我们更新的策略是:\n", "$$\n", - "\\theta^1 = \\theta^0 - \\alpha \\triangledown L(\\theta)\n", + "\\theta^1 = \\theta^0 - \\eta \\triangledown L(\\theta)\n", "$$\n", "其中$\\theta$代表了模型中的参数,例如$a$, $b$\n", "\n", - "此公式的意义是:$L$是关于$\\theta$的一个函数,我们当前所处的位置为$\\theta_0$点,要从这个点走到L的最小值点,也就是山底。首先我们先确定前进的方向,也就是梯度的反向,然后走一段距离的步长,也就是$\\alpha$,走完这个段步长,就到达了$\\theta_1$这个点!\n", + "此公式的意义是:$L$是关于$\\theta$的一个函数,我们当前所处的位置为$\\theta_0$点,要从这个点走到L的最小值点,也就是山底。首先我们先确定前进的方向,也就是梯度的反向,然后走一段距离的步长,也就是$\\eta$,走完这个段步长,就到达了$\\theta_1$这个点!\n", "\n", "我们更新的策略是:\n", "\n", - "FIXME: 和后面的公式表达一样,好对比\n", "$$\n", - "a^1 = a^0 + 2 \\alpha [ y - (ax+b)]*x \\\\\n", - "b^1 = b^0 + 2 \\alpha [ y - (ax+b)] \n", + "a^1 = a^0 + 2 \\eta [ y - (ax+b)]*x \\\\\n", + "b^1 = b^0 + 2 \\eta [ y - (ax+b)] \n", "$$\n", "\n", "下面就这个公式的几个常见的疑问:\n", "\n", - "* **$\\alpha$是什么含义?**\n", - "$\\alpha$在梯度下降算法中被称作为学习率或者步长,意味着我们可以通过$\\alpha$来控制每一步走的距离,以保证不要步子跨的太大,错过了最低点。同时也要保证不要走的太慢,导致太阳下山了,还没有走到山下。所以$\\alpha$的选择在梯度下降法中往往是很重要的。\n", + "* **$\\eta$是什么含义?**\n", + "$\\eta$在梯度下降算法中被称作为学习率或者步长,意味着我们可以通过$\\eta$来控制每一步走的距离,以保证不要步子跨的太大,错过了最低点。同时也要保证不要走的太慢,导致太阳下山了,还没有走到山下。所以$\\eta$的选择在梯度下降法中往往是很重要的。\n", "![gd_stepsize](images/gd_stepsize.png)\n", "\n", "* **为什么要梯度要乘以一个负号?**\n", @@ -430,13 +429,7 @@ "epoch 183: loss = 1726733.755249, a = 911.965292, b = 148.527322\n", "epoch 184: loss = 1726699.401462, a = 912.433493, b = 148.527161\n", "epoch 185: loss = 1726666.152915, a = 912.892430, b = 148.527003\n", - "epoch 186: loss = 1726633.971067, a = 913.342287, b = 148.526848\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "epoch 186: loss = 1726633.971067, a = 913.342287, b = 148.526848\n", "epoch 187: loss = 1726602.818794, a = 913.783243, b = 148.526696\n", "epoch 188: loss = 1726572.660334, a = 914.215474, b = 148.526548\n", "epoch 189: loss = 1726543.461235, a = 914.639153, b = 148.526402\n", @@ -530,7 +523,13 @@ "epoch 277: loss = 1725655.334325, a = 932.012540, b = 148.520420\n", "epoch 278: loss = 1725652.924980, a = 932.084089, b = 148.520395\n", "epoch 279: loss = 1725650.573243, a = 932.154222, b = 148.520371\n", - "epoch 280: loss = 1725648.277584, a = 932.222968, b = 148.520347\n", + "epoch 280: loss = 1725648.277584, a = 932.222968, b = 148.520347\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "epoch 281: loss = 1725646.036521, a = 932.290353, b = 148.520324\n", "epoch 282: loss = 1725643.848614, a = 932.356405, b = 148.520301\n", "epoch 283: loss = 1725641.712465, a = 932.421150, b = 148.520279\n", @@ -738,13 +737,7 @@ "epoch 485: loss = 1725547.886316, a = 935.572078, b = 148.519194\n", "epoch 486: loss = 1725547.856486, a = 935.573198, b = 148.519193\n", "epoch 487: loss = 1725547.827248, a = 935.574296, b = 148.519193\n", - "epoch 488: loss = 1725547.798592, a = 935.575373, b = 148.519193\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "epoch 488: loss = 1725547.798592, a = 935.575373, b = 148.519193\n", "epoch 489: loss = 1725547.770504, a = 935.576428, b = 148.519192\n", "epoch 490: loss = 1725547.742975, a = 935.577462, b = 148.519192\n", "epoch 491: loss = 1725547.715992, a = 935.578476, b = 148.519192\n", @@ -760,7 +753,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -806,7 +799,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -876,8 +869,8 @@ " this.ws.onopen = function () {\n", " fig.send_message('supports_binary', { value: fig.supports_binary });\n", " fig.send_message('send_image_mode', {});\n", - " if (mpl.ratio !== 1) {\n", - " fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n", + " if (fig.ratio !== 1) {\n", + " fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n", " }\n", " fig.send_message('refresh', {});\n", " };\n", @@ -970,7 +963,7 @@ " this.context.backingStorePixelRatio ||\n", " 1;\n", "\n", - " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + " this.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", " 'canvas'\n", @@ -980,23 +973,53 @@ " 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n", " );\n", "\n", - " var resizeObserver = new ResizeObserver(function (entries) {\n", + " // Apply a ponyfill if ResizeObserver is not implemented by browser.\n", + " if (this.ResizeObserver === undefined) {\n", + " if (window.ResizeObserver !== undefined) {\n", + " this.ResizeObserver = window.ResizeObserver;\n", + " } else {\n", + " var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n", + " this.ResizeObserver = obs.ResizeObserver;\n", + " }\n", + " }\n", + "\n", + " this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n", " var nentries = entries.length;\n", " for (var i = 0; i < nentries; i++) {\n", " var entry = entries[i];\n", " var width, height;\n", " if (entry.contentBoxSize) {\n", - " width = entry.contentBoxSize.inlineSize;\n", - " height = entry.contentBoxSize.blockSize;\n", + " if (entry.contentBoxSize instanceof Array) {\n", + " // Chrome 84 implements new version of spec.\n", + " width = entry.contentBoxSize[0].inlineSize;\n", + " height = entry.contentBoxSize[0].blockSize;\n", + " } else {\n", + " // Firefox implements old version of spec.\n", + " width = entry.contentBoxSize.inlineSize;\n", + " height = entry.contentBoxSize.blockSize;\n", + " }\n", " } else {\n", + " // Chrome <84 implements even older version of spec.\n", " width = entry.contentRect.width;\n", " height = entry.contentRect.height;\n", " }\n", "\n", " // Keep the size of the canvas and rubber band canvas in sync with\n", " // the canvas container.\n", - " canvas.setAttribute('width', width * mpl.ratio);\n", - " canvas.setAttribute('height', height * mpl.ratio);\n", + " if (entry.devicePixelContentBoxSize) {\n", + " // Chrome 84 implements new version of spec.\n", + " canvas.setAttribute(\n", + " 'width',\n", + " entry.devicePixelContentBoxSize[0].inlineSize\n", + " );\n", + " canvas.setAttribute(\n", + " 'height',\n", + " entry.devicePixelContentBoxSize[0].blockSize\n", + " );\n", + " } else {\n", + " canvas.setAttribute('width', width * fig.ratio);\n", + " canvas.setAttribute('height', height * fig.ratio);\n", + " }\n", " canvas.setAttribute(\n", " 'style',\n", " 'width: ' + width + 'px; height: ' + height + 'px;'\n", @@ -1008,12 +1031,12 @@ " // And update the size in Python. We ignore the initial 0/0 size\n", " // that occurs as the element is placed into the DOM, which should\n", " // otherwise not happen due to the minimum size styling.\n", - " if (width != 0 && height != 0) {\n", + " if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n", " fig.request_resize(width, height);\n", " }\n", " }\n", " });\n", - " resizeObserver.observe(canvas_div);\n", + " this.resizeObserverInstance.observe(canvas_div);\n", "\n", " function on_mouse_event_closure(name) {\n", " return function (event) {\n", @@ -1029,6 +1052,10 @@ " 'mouseup',\n", " on_mouse_event_closure('button_release')\n", " );\n", + " rubberband_canvas.addEventListener(\n", + " 'dblclick',\n", + " on_mouse_event_closure('dblclick')\n", + " );\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband_canvas.addEventListener(\n", " 'mousemove',\n", @@ -1068,6 +1095,7 @@ "\n", " // Disable right mouse context menu.\n", " this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n", + " event.preventDefault();\n", " return false;\n", " });\n", "\n", @@ -1192,10 +1220,10 @@ "};\n", "\n", "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n", - " var x0 = msg['x0'] / mpl.ratio;\n", - " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n", - " var x1 = msg['x1'] / mpl.ratio;\n", - " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n", + " var x0 = msg['x0'] / fig.ratio;\n", + " var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n", + " var x1 = msg['x1'] / fig.ratio;\n", + " var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n", " x0 = Math.floor(x0) + 0.5;\n", " y0 = Math.floor(y0) + 0.5;\n", " x1 = Math.floor(x1) + 0.5;\n", @@ -1208,8 +1236,8 @@ " fig.rubberband_context.clearRect(\n", " 0,\n", " 0,\n", - " fig.canvas.width / mpl.ratio,\n", - " fig.canvas.height / mpl.ratio\n", + " fig.canvas.width / fig.ratio,\n", + " fig.canvas.height / fig.ratio\n", " );\n", "\n", " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", @@ -1285,11 +1313,14 @@ "mpl.figure.prototype._make_on_message_function = function (fig) {\n", " return function socket_on_message(evt) {\n", " if (evt.data instanceof Blob) {\n", - " /* FIXME: We get \"Resource interpreted as Image but\n", - " * transferred with MIME type text/plain:\" errors on\n", - " * Chrome. But how to set the MIME type? It doesn't seem\n", - " * to be part of the websocket stream */\n", - " evt.data.type = 'image/png';\n", + " var img = evt.data;\n", + " if (img.type !== 'image/png') {\n", + " /* FIXME: We get \"Resource interpreted as Image but\n", + " * transferred with MIME type text/plain:\" errors on\n", + " * Chrome. But how to set the MIME type? It doesn't seem\n", + " * to be part of the websocket stream */\n", + " img.type = 'image/png';\n", + " }\n", "\n", " /* Free the memory for the previous frames */\n", " if (fig.imageObj.src) {\n", @@ -1299,7 +1330,7 @@ " }\n", "\n", " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", - " evt.data\n", + " img\n", " );\n", " fig.updated_canvas_event();\n", " fig.waiting = false;\n", @@ -1392,8 +1423,8 @@ " this.canvas_div.focus();\n", " }\n", "\n", - " var x = canvas_pos.x * mpl.ratio;\n", - " var y = canvas_pos.y * mpl.ratio;\n", + " var x = canvas_pos.x * this.ratio;\n", + " var y = canvas_pos.y * this.ratio;\n", "\n", " this.send_message(name, {\n", " x: x,\n", @@ -1418,10 +1449,10 @@ "mpl.figure.prototype.key_event = function (event, name) {\n", " // Prevent repeat events\n", " if (name === 'key_press') {\n", - " if (event.which === this._key) {\n", + " if (event.key === this._key) {\n", " return;\n", " } else {\n", - " this._key = event.which;\n", + " this._key = event.key;\n", " }\n", " }\n", " if (name === 'key_release') {\n", @@ -1429,18 +1460,17 @@ " }\n", "\n", " var value = '';\n", - " if (event.ctrlKey && event.which !== 17) {\n", + " if (event.ctrlKey && event.key !== 'Control') {\n", " value += 'ctrl+';\n", " }\n", - " if (event.altKey && event.which !== 18) {\n", + " else if (event.altKey && event.key !== 'Alt') {\n", " value += 'alt+';\n", " }\n", - " if (event.shiftKey && event.which !== 16) {\n", + " else if (event.shiftKey && event.key !== 'Shift') {\n", " value += 'shift+';\n", " }\n", "\n", - " value += 'k';\n", - " value += event.which.toString();\n", + " value += 'k' + event.key;\n", "\n", " this._key_event_extra(event, name);\n", "\n", @@ -1459,9 +1489,13 @@ "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n", " this.message.textContent = tooltip;\n", "};\n", + "\n", + "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n", + "// prettier-ignore\n", + "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n", "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", "\n", - "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", + "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", "\n", "mpl.default_extension = \"png\";/* global mpl */\n", "\n", @@ -1471,6 +1505,19 @@ " // socket, so there is still some room for performance tuning.\n", " var ws = {};\n", "\n", + " ws.binaryType = comm.kernel.ws.binaryType;\n", + " ws.readyState = comm.kernel.ws.readyState;\n", + " function updateReadyState(_event) {\n", + " if (comm.kernel.ws) {\n", + " ws.readyState = comm.kernel.ws.readyState;\n", + " } else {\n", + " ws.readyState = 3; // Closed state.\n", + " }\n", + " }\n", + " comm.kernel.ws.addEventListener('open', updateReadyState);\n", + " comm.kernel.ws.addEventListener('close', updateReadyState);\n", + " comm.kernel.ws.addEventListener('error', updateReadyState);\n", + "\n", " ws.close = function () {\n", " comm.close();\n", " };\n", @@ -1481,8 +1528,14 @@ " // Register the callback with on_msg.\n", " comm.on_msg(function (msg) {\n", " //console.log('receiving', msg['content']['data'], msg);\n", + " var data = msg['content']['data'];\n", + " if (data['blob'] !== undefined) {\n", + " data = {\n", + " data: new Blob(msg['buffers'], { type: data['blob'] }),\n", + " };\n", + " }\n", " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", - " ws.onmessage(msg['content']['data']);\n", + " ws.onmessage(data);\n", " });\n", " return ws;\n", "};\n", @@ -1513,11 +1566,20 @@ " console.error('Failed to find cell for figure', id, fig);\n", " return;\n", " }\n", + " fig.cell_info[0].output_area.element.on(\n", + " 'cleared',\n", + " { fig: fig },\n", + " fig._remove_fig_handler\n", + " );\n", "};\n", "\n", "mpl.figure.prototype.handle_close = function (fig, msg) {\n", - " var width = fig.canvas.width / mpl.ratio;\n", - " fig.root.removeEventListener('remove', this._remove_fig_handler);\n", + " var width = fig.canvas.width / fig.ratio;\n", + " fig.cell_info[0].output_area.element.off(\n", + " 'cleared',\n", + " fig._remove_fig_handler\n", + " );\n", + " fig.resizeObserverInstance.unobserve(fig.canvas_div);\n", "\n", " // Update the output cell to use the data from the current canvas.\n", " fig.push_to_output();\n", @@ -1537,7 +1599,7 @@ "\n", "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n", " // Turn the data on the canvas into data in the output cell.\n", - " var width = this.canvas.width / mpl.ratio;\n", + " var width = this.canvas.width / this.ratio;\n", " var dataURL = this.canvas.toDataURL();\n", " this.cell_info[1]['text/html'] =\n", " '';\n", @@ -1636,13 +1698,17 @@ " titlebar.insertBefore(buttongrp, titlebar.firstChild);\n", "};\n", "\n", - "mpl.figure.prototype._remove_fig_handler = function () {\n", - " this.close_ws(this, {});\n", + "mpl.figure.prototype._remove_fig_handler = function (event) {\n", + " var fig = event.data.fig;\n", + " if (event.target !== this) {\n", + " // Ignore bubbled events from children.\n", + " return;\n", + " }\n", + " fig.close_ws(fig, {});\n", "};\n", "\n", "mpl.figure.prototype._root_extra_style = function (el) {\n", " el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n", - " el.addEventListener('remove', this._remove_fig_handler);\n", "};\n", "\n", "mpl.figure.prototype._canvas_extra_style = function (el) {\n", @@ -1722,7 +1788,7 @@ { "data": { "text/html": [ - "" + "" ], "text/plain": [ "" @@ -1978,7 +2044,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/4_logistic_regression/2-Logistic_regression.ipynb b/4_logistic_regression/2-Logistic_regression.ipynb index 7c6922e..71f7fb3 100644 --- a/4_logistic_regression/2-Logistic_regression.ipynb +++ b/4_logistic_regression/2-Logistic_regression.ipynb @@ -180,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -196,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -222,13 +222,13 @@ "Text(0.5, 1.0, 'Original Data')" ] }, - "execution_count": 2, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -252,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -281,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -331,12 +331,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -362,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -375,7 +375,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -387,7 +387,7 @@ } ], "source": [ - "from sklearn.linear_model.logistic import LogisticRegression\n", + "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import confusion_matrix\n", "from sklearn.metrics import accuracy_score\n", "import matplotlib.pyplot as plt\n", @@ -443,12 +443,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -580,7 +580,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -596,7 +596,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/anaconda3/envs/dl/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -609,8 +609,9 @@ ], "source": [ "from sklearn.datasets import load_digits\n", - "from sklearn.linear_model.logistic import LogisticRegression\n", + "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import accuracy_score\n", + "from sklearn.manifold import Isomap\n", "\n", "import matplotlib.pyplot as plt \n", "\n", @@ -618,6 +619,11 @@ "digits, dig_label = load_digits(return_X_y=True)\n", "print(digits.shape)\n", "\n", + "feature_trans = False\n", + "if feature_trans:\n", + " iso = Isomap(n_neighbors=5, n_components=8)\n", + " digits = iso.fit_transform(digits)\n", + "\n", "# calculate train/test data number\n", "N = len(digits)\n", "N_train = int(N*0.8)\n", @@ -651,12 +657,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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b0h8k3Vs+X0fRhRkR02RX22ZS18Rg+3/b3hr4N9vb2N663Ha0/cEZijFidnPFbQZVvZT4rqQDx+60fUnN8cxKday8BPClmy+ddhlvfeyza4ikPsMPPFBPQTWtvLRg16XTLkO3L5zM0TPeFVlF1cTwDx2PtwCeQTEK8uDaI4qYSwZ5dqXtF3c+l7Qr8Pl+BBQx59R0mVB+Lr8G7FyWusL2FyTtAHydYq7Tb4BX2L67W1lTXdB+DbDHFN8bEaOo4tbTRuA9tvcE9gOOlrQn8AHgQtuPBy4sn3dVdXbl/+XPeW0exc0xr6jy3ojooaYag+21FDetxfa9klYDuwCHAweVh50IXAy8v1tZVdsYVnY83gicavtH1UOOiE3qQ4+DpN2AfYHLgJ3LpAFwO8WlRlc9E0M5mOkFtl87xQDnUySWW21niHVEp3ISVUWLJXV+Sa+wvWLsQZIeQXHH63fa/kNxr9vydLYl9UxFPROD7SFJj5W0me2HqsU/yjuA1cA2U3hvxOxXvcaw3vbybgdIWkiRFE6xfWa5+3eSltheW975el2vE1W9lLgR+JGks4H7R3Z23mp7E0EuBf4K+CTw7orniphbauquVFE1OB5YPeazeTZwBPCv5b89Ry1XTQy/Lrd5wNblvip57vPA+zreM46ko4CjALagntuVRQyS3hX7yg6gmNh4jaQry30fokgI35D0JuBm4BW9CqqaGK63/c3OHZJe3u0Nkg4D1tleJemgTR1XXiOtANhGO7RwAmpEH9U43Nn2pWy6X/N5kymr6jiGieZF9JorcQDwEkm/AU4DDpZ08iRii5gDVFxKVNlmUK8VnA4FXgTsIunfO17ahqLbcpPKSVYfLMs5CHiv7ddNJ9iIWamF9eRelxK3UcyJeEn574h7gXf1K6iIOWW46QDG67WC01XAVZJOsb1hqiexfTHFaKuI6NTShVqqLgZL5yCJEVkMNmL6auyVqE3VxWCPLv89qfz3dbTyyihiALXwk1R1Mdjn296346X3S7qCCrO0mjB/8Y61lDO0/s5ayqlLHYusnHbLj2uIBF616/61lNM2G29ZM+0ypnHV3RpVuysl6YCOJ/tP4r0R0YVcbZtJVQc4vQk4QdK2FAMo7gbe2LeoIuaSQWt8HGF7FbBPmRiwfU9fo4qYK8zgdVeOkLQ58DcUS0MtGOmhsP3xvkUWMUcMYq/EiG8B91AMcnqwf+FEzEEDnBiW2j6kr5FEzFUtTAxVexZ+LOkpfY0kYg6q2iPR1l6JZwNvkHQTxaWEKFaJysjHiOka1F4J4NC+RhExl7XwUqJqYmhh6BGzgwa1uxI4lyI5iOIWdbsDNwBP7lNcEXNDA+0HVVQd4DSq4VHSU4G39iWiiLlmUBPDWLavkPTMuoOJmJMGNTFI6lz6fR7wVIrVnSJimgb2UoLRy79vpGhzOKP+cCKiDaq2MXwMHr71Fbbv62dQEXNKjTUGSSdQLLC0zvZe5b6PAn8H3FEe9iHb3+lWTqWRj5L2kvQz4DrgOkmrJO011eAjouSiu7LKVtFXgYmmL3zO9rJy65oUoPqlxArg3bYvgoeXg18BtHIZHz/wx6ZDaK26Vl4677YraynnhY9eVks5A63GGoPtS8o7XU9L1bkSW40khfLkFwNbTffkEXOdmLG5EsdIulrSCZK273Vw1cRwo6R/lLRbuX2Y4ka3ETFdrrjBYkkrO7ajKp7hWOAvgGXAWuAzvd5Q9VLijcDHgDPLEH9IlnaLmL7J1QbW214+6VPYvxt5LOnLwDm93tMzMUiaD5xp+7mTDSgiKujzOAZJS2yvLZ/+NXBtr/f0TAy2hyQNS9o2az1G1K/OSVSSTgUOorjsWAN8BDhI0jKKFPQb4M29yql6KXEfcI2kC4D7R3bafnuPILcDjgP2KoN6o+2fVDxnxNxQb6/EqyfYffxky6maGM4sN/jzj1FldYkvAN+z/TJJmwGLJhlfxOz254bFVul178rDKdZ7/GL5/KfAThQ/yvt7vHdb4EDgDQC2HwIemn7IEbNLG+dK9OqufB9wdsfzzYCnUVzDvKXHe3enGIL5FUk/k3ScpIx9iBirenfljOmVGDazfUvH80tt32X7t/Qe4LSAYhbmseV9L+9ngntdSjpqpF92Q1amjzmojYvB9koMo0ZI2T6m4+lOPd67Blhj+7Ly+ekUiWIU2ytsL7e9fCGb94o3YvYZwBrDZZL+buxOSW8GftrtjbZvB26R9MRy1/OA66cUZcQsNajLx78L+C9JrwGuKPc9DdgceGmF8t8GnFL2SNwIHDnFOCNmrxY2PnZNDLbXAftLOpg/L/x6ru0fVCnc9pXApIdwRswlbeyVqLpQyw+ASskgIiZpUBNDRPRREkNEjDLI95WIGKuulZe+dPOltZRzzB4vqKWc4QceqKWcSUliiIixBvkWdRHRJ7mUiIjRBnF2ZUTMgCSGiOg0skp02yQxRDQtiSEixpLblxmSGCKa5HRXRsRE2ldhSGKIaFobGx+r3qIuIvqlxhWcyntTrpN0bce+HSRdIOmX5b+13bsyIvqh/hWcvgocMmbfB4ALbT8euJAJ1l4dK4khomk11hhsXwLcNWb34cCJ5eMTqbD6WtoYIho0QwOcdu64d+XtwM693pDEENEwDVfODIslrex4vsL2ismcy7al3qkoiSGiSZObRLXe9lTWUP3dyB2vJS0B1vV6Q9oYIhqm4WrbNJwNHFE+PgL4Vq83zMoagxZtWU9BTazm08W8RdO/J3Bdv5uh9XfWUs5bH/vsWsrZY1U9t0Vd/bRaipmcGtsYJJ1KcQvJxZLWAB8B/hX4hqQ3ATcDr+hVzqxMDBGDpM7GR9uv3sRLz5tMOUkMEU0ykElUETFWJlFFxChZqCUixrNbeSnR1+5KSe+SdJ2kayWdKmmLfp4vYhC18W7XfUsMknYB3g4st70XMB94Vb/OFzGwapwrUZd+X0osALaUtAFYBNzW5/NFDJw2tjH0rcZg+1bg08BvgbXAPbbP79f5IgaSgWFX22ZQPy8ltqeY7rk78GhgK0mvm+C4oyStlLRyAw/2K5yI1pqBIdGT1s/Gx78EbrJ9h+0NwJnA/mMPsr3C9nLbyxeyeR/DiWipkZ6JXtsM6mcbw2+B/SQtAv5IMSRzZfe3RMw9c62N4TLgdOAK4JryXJOaOx4x61XtkZhNvRK2P0IxuysiJlCMfGxflSEjHyOalrkSETFWagwRMZpnfoxCFUkMM6COlZcAhutYUaplq1LV5YbnbFZLOf9800+mXcaRL75/Use3sVciiSGiabmUiIhRcrfriJhQagwRMU778kISQ0TT0l0ZEaMZGKovMUj6DXAvMARsnOKdq5IYIpok3I8aw3Ntr59OAUkMEU1r4aVE7l0Z0bR612MwcL6kVZKOmmpIqTFENMlMZhLVYkmda5qssD12KYNn275V0iOBCyT93PYlkw0riSGiYZNoY1jfqzGxXGsV2+sknQU8A5h0YsilRETTarqUkLSVpK1HHgMvAK6dSkipMUQ0yYbh2sZE7wycJQmKz/Z/2v7eVApKYohoWk15wfaNwD51lJXEENGwjHyMiPGSGCJilJE7UbVMqxLDvdy9/vs+/eYehy0Gug/3vKO2kHrpHQvA5Bb0mY5q8cycmYun9++4Uizn71ZDLPDY6ofO/M1kqmhVYrC9U69jJK2c6sSQurUpFkg83bQplnGSGCJiFAND7VvCKYkholEGJzHUoU23uWtTLJB4umlTLKO18FJi4IZETzBppDFNxCJpSNKVkq6V9M3ypsFTikfSVyW9rHx8nKQ9uxx7kKRxdyvvZq7/X1Uy0itRZZtBA5cYgj/aXmZ7L+Ah4C2dL0qaUi3Q9t/avr7LIQcBk0oMUVG9065rkcQw2H4IPK78Nv+hpLOB6yXNl/Rvki6XdLWkNwOo8P8k3SDp+8AjRwqSdLGk5eXjQyRdIekqSRdK2o0iAb2rrK08Z+Z/1FmshYlhENsYgodrBocCI5NkngrsZfumcoGOe2w/XdLmwI8knQ/sCzwR2JNiws31wAljyt0J+DJwYFnWDrbvkvQfwH22Pz0jP+BcYcPQUNNRjJPEMHi2lHRl+fiHwPEUVfyf2r6p3P8CYO+R9gNgW+DxwIHAqbaHgNsk/WCC8vcDLhkpy/Zd/fkx4mEtbHxMYhg8f7S9rHNHOc22c+yfgLfZPm/McS/qe3QxeS1MDGljmJ3OA/5e0kIASU8oF+64BHhl2QaxBHjuBO/9b+BASbuX792h3H8vsHX/Q59rKvZIzHCvRGoMs9NxwG7AFSqqE3cALwXOAg6maFv4LTDu1s627yjbKM6UNA9YBzwf+DZwuqTDKWojP5yBn2P2M7iFA5zkFlZjIuaKbRfs5Gdt89JKx55393GrZmq+R2oMEU1r4ZdzEkNEk9JdGRETcX2LwdYmiSGiUVmoJSLGaunSbhnHENE0D1fbKijnudwg6VeSPjDVkFJjiGiQAddUY5A0H/gixbiTNcDlks7uMWt2QqkxRDTJrrPG8AzgV7ZvtP0QcBpw+FTCSo0homGur7tyF+CWjudrgGdOpaAkhogG3cvd533fpy+uePgWklZ2PF/Rr5WpkhgiGmT7kBqLuxXYteP50nLfpKWNIWL2uBx4vKTdJW0GvAo4eyoFpcYQMUvY3ijpGIpp9/OBE2xfN5WyMrsyIsbJpUREjJPEEBHjJDFExDhJDBExThJDRIyTxBAR4yQxRMQ4SQwRMc7/BxSHTUgHaqMjAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -718,7 +724,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.7.9" } }, "nbformat": 4, diff --git a/5_nn/1-Perceptron.ipynb b/5_nn/1-Perceptron.ipynb index fd1fcb3..2b5def5 100644 --- a/5_nn/1-Perceptron.ipynb +++ b/5_nn/1-Perceptron.ipynb @@ -250,7 +250,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9" + "version": "3.7.9" } }, "nbformat": 4,