diff --git a/Tensorflow/00_DevelopModel.ipynb b/Tensorflow/00_DevelopModel.ipynb index 66b090b..7ab6373 100644 --- a/Tensorflow/00_DevelopModel.ipynb +++ b/Tensorflow/00_DevelopModel.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -39,16 +39,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "--2018-03-21 11:51:11-- http://download.tensorflow.org/models/resnet_v1_152_2016_08_28.tar.gz\n", - "Resolving download.tensorflow.org (download.tensorflow.org)... 172.217.2.240, 2607:f8b0:4000:811::2010\n", - "Connecting to download.tensorflow.org (download.tensorflow.org)|172.217.2.240|:80... connected.\n", + "--2018-04-02 20:08:16-- http://download.tensorflow.org/models/resnet_v1_152_2016_08_28.tar.gz\n", + "Resolving download.tensorflow.org (download.tensorflow.org)... 172.217.1.240, 2607:f8b0:4000:80e::2010\n", + "Connecting to download.tensorflow.org (download.tensorflow.org)|172.217.1.240|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 224342140 (214M) [application/x-tar]\n", "Saving to: ‘resnet_v1_152_2016_08_28.tar.gz’\n", "\n", - "resnet_v1_152_2016_ 100%[===================>] 213.95M 154MB/s in 1.4s \n", + "resnet_v1_152_2016_ 100%[===================>] 213.95M 141MB/s in 1.5s \n", "\n", - "2018-03-21 11:51:13 (154 MB/s) - ‘resnet_v1_152_2016_08_28.tar.gz’ saved [224342140/224342140]\n", + "2018-04-02 20:08:18 (141 MB/s) - ‘resnet_v1_152_2016_08_28.tar.gz’ saved [224342140/224342140]\n", "\n" ] } @@ -83,14 +83,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "--2018-03-21 11:55:41-- http://data.dmlc.ml/mxnet/models/imagenet/synset.txt\n", + "--2018-04-02 20:08:20-- http://data.dmlc.ml/mxnet/models/imagenet/synset.txt\n", "Resolving data.dmlc.ml (data.dmlc.ml)... 54.208.175.7\n", "Connecting to data.dmlc.ml (data.dmlc.ml)|54.208.175.7|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", @@ -99,7 +99,7 @@ "\n", "synset.txt 100%[===================>] 30.93K --.-KB/s in 0.04s \n", "\n", - "2018-03-21 11:55:41 (693 KB/s) - ‘synset.txt’ saved [31675/31675]\n", + "2018-04-02 20:08:25 (847 KB/s) - ‘synset.txt’ saved [31675/31675]\n", "\n" ] } @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "collapsed": true }, @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": { "collapsed": true }, @@ -151,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -169,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -195,14 +195,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "--2018-03-21 11:54:08-- https://upload.wikimedia.org/wikipedia/commons/thumb/6/68/Lynx_lynx_poing.jpg/220px-Lynx_lynx_poing.jpg\n", + "--2018-04-02 20:08:37-- https://upload.wikimedia.org/wikipedia/commons/thumb/6/68/Lynx_lynx_poing.jpg/220px-Lynx_lynx_poing.jpg\n", "Resolving upload.wikimedia.org (upload.wikimedia.org)... 208.80.153.240, 2620:0:860:ed1a::2:b\n", "Connecting to upload.wikimedia.org (upload.wikimedia.org)|208.80.153.240|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", @@ -211,7 +211,7 @@ "\n", "220px-Lynx_lynx_poi 100%[===================>] 26.55K --.-KB/s in 0.01s \n", "\n", - "2018-03-21 11:54:08 (2.53 MB/s) - ‘220px-Lynx_lynx_poing.jpg’ saved [27183/27183]\n", + "2018-04-02 20:08:37 (2.52 MB/s) - ‘220px-Lynx_lynx_poing.jpg’ saved [27183/27183]\n", "\n" ] } @@ -222,19 +222,19 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/jpeg": [ - 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EWxKIy6tSnvf0sUL8Is1zHN8u6kp4ZIslyyVJKejJuRChSxI3vquSdQ33AGFz\npvKafqL8Sc1qbxVlHSgvFLFsJ499JI28wZ3BFhxgN1P19m9D1JmlH0PVjJaLJZAi1FFAssrzAAtp\nJ4tdhexJx9H4vj8IWeB5Pkc50auvQf8A/GSU6dN57l0kE7F3XM8vMUknHlEqk6jpvsd/MDtpLYFZ\nxUOlV+UA+ZVsQKrJOLyX2DEjaw2Xa9sZdlXVHVXUOWSVFb1Z1CGtIV+IrZBGFA1avD2UAHbgcE9x\ng50r0XmXUn4fVvW3U2dZlRxrJJNlrhlZo4wfPICwLbkW/r7404sctqTujPPJF1xQxZ0/w60sOdDw\nKqbbVGqhWcetuPX+3pipksEVXWQpUS6yWUFmbcm9w1t78Wvft9sZtD1rmENOkXVUVRm1GGTTUTRk\nvGfmVr2Aa4PI5w05fmUTTRzZdVq1LI+uMuxFtQ8yj6el784rwcdkuSloa+uaKVOra9hG+p9BItz5\nbX/pgLEsiygAaLbkMN8OfVMgnpMszVpnYSweEY2bxDcdw1t15sMJ81Qb7b+9rY8zPBfM3L3v/k86\nUadFiV2l0gm6gf0xWlpIp2UAhh635xy1S0kYUDdtjimI5dYZDYDbY84jw39dHJUiappBCdMZtba1\nrm2IRAy7KWAHvixK00cB13ck7dsVxFrF2UseCd8aopnDfHLT1DgpOHsLWXYDC71VG8ZCn5ANiDgb\nlte1C5IZtOrzADF2vrhXo6Pzba4t9sfP5MM35McgYqtCb46A6ZrHfti0KOSa5i45GOKrJXlmVoVF\niefXDJllMaOEGRAxXcnnHsuUIK7GpIG0PTpkYMQ0YBvxhoOXJFBpI1iwsT9MVo81CAmNtAN9uMWq\natFZMFZtRP8Ab6YjklbQitnEOXHTpVAW5Ptim2WRPIdXe4v6YZY3Hh6VHPJxVjp9VUG/KK9lckKP\n23P2xkalnlUXX7O2iCtjrcs6ckhjog0MwEKoulR3Opr79x729MI9ZleY9a9VU/TERqIcmy1A1fPK\nvgrK43LEC3l30gdh9car1nX0mTZdTwRpEKwIJLLAGKbg3IubD6nbFTpXM8p6Jo6TMuts0+C+PlM3\niqHYzPubkL8wsTvxj38UZY48VtnpY19FyIsxp6aSlyHN/wAOpaXJs2yGZo8uqIqbTTVirsYnGnza\nrWIO/cHjDlm+Y9Gf/kOaKatq2/Dn8WMsjEBStUNFOvPhFiQsyHkC+oYy7qrrzpfrGvqKjJMyzZ8s\naIR11EKVgsyk2Ghb3NvmLrpK27i+I8vmi+Liy+dsuarpPKUijZhNGflN5Y2sd7ahe54OOySniReE\nY5Ga7B+Gv46Zbl9VQ5NTdMo8kBiTOqeofxYkOx8JHHzW43Nub3thy/8AxBnfozp/rnpev8VKfJVg\nqy8q6bPKjq3k3P8A9Y+tr98CeiPxAzbKJKWhieOGiVQq0kVUZrJ9jcXI/qAPXFSrzbMupvxAr83W\nogpZZ08Co8NPD0RIrDSd7hgvJ5BNgb2A8uflxgriqZ6WPxXPTehyGWscrrGloUr6dmNVLE0d0lPy\ngGW4a2olyd1AO4wrdVpXZP0tX5dDVR0tWtOyy1cJD3AYAM1/Vna78gE8Xw45nPV5dkwShZUhjiZI\nw0Y0MLLpDC19AFxbYk2udxhF6v6Xqs2p56ikCeLCgBo3F2cabsVIILm5F1J5Dem3lYodI9PLJ7Zj\nv4e1aZZmHVQqXpxPVQmSGPUAGlBOpRxYk3O3r2xmHQPT3WPUFfXZh07l0WZCaVpKmGeQosjlibg8\ncn+mDnUGW1lFr8Cd9Gg+JHYFlW/6jsb7fYWwY6H6xq8l6ZmoqFljaKRmWWPUCVNr7gEX9CfU74+x\ng0sdM+UnG52Mf/wGeOMTfi1mWWdMZESGnoKKZ5KmtsP+WWt5RtYhQb8Y56064Xrqmp8ty9KnJeha\nWDStMXhheYpYqsw82lBYeUMDa5bC1mGbyZnNrqGNRU8LLLIzWW1rBrkj1tbf1wu1EdTG6UtS2Xqy\nnxZ4IVKxhbizSsb7ex784CbeloDSW2O+by5XnVItDJX09XFNHdY4FdlBUbbgaQB69u2EzLMiqKKn\nkoZVV1pp7rKCLgN/MD2uOb++CWR9V5Dk9RNR1t6gTysHLU5aKMEcLYhdN7kWvivm8zUecLXs5NNI\nTAzjU0MiA3AFwCNj3ta2+2K00qJ2ns0jpyqjzTL/AOF5iDS1cKawsnl1jk22AP1uO2AzExzNFNGY\nyrFbEcf79eMBcizyOOUZfXhlEbEQVA8skW/yi3It24O+2C2ZRFKhfDeJl07GJAg2tyoAtz98YfLw\nqcFL2iGVbs5qVRGFuSNxftis9Uqnvf8AV/livPLKj/mMD/Lb1x8RGVA99Nxz6DGXEpJfYk6ReSpW\ndQt9yRc+mJ1aKMaVcKBtgNKdHygqAdz6f64lLsd7N/4gkDGqwktO0FOfzQQ3p3OLEdbTNIRYg7nd\nbXx+zSiWorhPFeNLEg4qtURIjLstvbnGHhJ7T0BwfovxVNHrAayrfzAfXBeqementCFU22Cm5I+u\nAUYo/hldioPJv647FXTBF0nSSdnU2uPTGOUZLJGHdixdvYWFDTTRG1irLx3GIqSlTLn1t5lJ2JF7\nYGZhUeE4mp3sxtq3tcf4YoT5t46WLtGDsBj1vhi47NvxJobhWwvq3G3Ze+GToDJZ88rXqo3qENM3\nljp49L/UyMLKP+06vS2M6oYBKlnYIDYEi/r2tj0l0n0vV9PdFyQJM/xE41pG0fgGJTwSFZySeblg\nbW2GE8bxHLLyb0iHGmYj+Kk9Pl1TDSR3aZ5kMrF7+JGP0AHYXvudyeO+FOfxupvxFL53UGUUcaNH\nA5+RiLebbleO/wBAMcdU/D0nUyu7xZhX/EGT4mWQhYwCRdbXt6Cx2sTzaw2POM6+OzTPBlk9NldB\nRv8ADyGE6Hk2Fyx4BPf02x6TXaRrTWrNbzapeipo4F6fpp6RI71A8TTLEBvdUVNTbC91IPthKrKi\njp56nLspeozOGVlklyyQjSuvcPaa5DnuVsrWsQDuZPwuymr6moJ8/OZ11JmlQdQeQGaAb942sLG9\ntiLY1WmyVMyrsulq6WjrYo5goZvniZfmCkkllJ5B3W4tccZOLVoupJ7RX6Vyiny7KqRlqZ3mkhbw\nkiXS0YFxeQ2UhRb5VB3XlsOPS/wlNnVHRrVIa6sRpTC72kKjZ5ACAbAnYkG2ock4LZP4edZxVLQ1\nTSKj+EyeIrOoDA2PDFR3vbYg88rnUXTU2Sfiv011PQxrVU9TE2TZlHoaSQQSEMsib/pdbHYmxO5x\n89lhyk7Po8UlFIc83qJpIUA0ayLFxGGHoO/v62N9sK/VFf4QMtS0cj+H5Vmv+Xte9huG1BOCOTx2\nvda9RZH0bCYc9zamo65v+VEfO4sf5FJttfnGcz/iB0t8BVy5hnlNQySK4hgaVgS+hbXOkqL3PO2w\n2xXBiyOrQmbLj3TMo6jzCiCBp4hFRCUkqzKojJAAI323P29N8LMcBoWPit5QgDPGoup3sw42xx13\nTzZlPRUEL+ImZMZXmU6rxcr9QfUe+GCTJqehyZDrVKeKIDU5LFO1rG19x64+l41E+cbtipWtDHOj\nZlSCWQhVMBQJIQRcEuD5fpubHHFJl8lV4FXWVFN8ASdEBiZRM30a9zbvv74a8mjyvqCjrKeBkqZV\nkRQkasrC17kk8g232298MUXRk1MPiFaaJHA8Z1pzKBGosFUcKN/vfB2lonqxLp3oa+llp6ZoqgNe\nFotCgJ2tY/39sDslWshy2uyipp5KyGOzU7RyaW2N9Gk7N32/94aOpPw6q2FRmORZbP8AFEWdHiIL\nC/cHg3tvgBkNP1NDUyw55keY0wkXSZWjAXYb3NwLcG43xXHF1onNqw90U1DnMBoMzUHNKJvytT+H\nJKluNRYXI4seR3xoWZdOSV+VibLJHnqaRQPDMIjlVQPlaNiLiw2IJItxjL6vKs8p66F8xiendyWi\nq9Is57C5tqG/oT+5xs/RHUddQ0giz3KvEhK6DKsDaf8A/O4IPrdePtjR8cZxal7IyZjuZ18kcrJK\nmmSPyurKVKn0INiMdU1QaqLjfDN1xQZPX5uZslP5Jcjw1c3BB8ysrElSD6W9xgStMlInkQEA7W/t\njyJwWJ8bsWlRXWmYsDNcA8Abf7OLgiFtrAe98cTVCk+Kbsx4UY/RZmqJaYB3vucJJS7SC1QN/iVR\nJFHCsEg5vttiqax12qANTbL5bc4sx1FRSM1Q7Q6L3CaT2xOufUGZH4eZFjlI2IGOSUVTVCRy1qge\npeRwrDUP7nFevFQrAwFw4G+22D0NEIiNJUsTcC+JhUJCSJ1KnbbTtg48cemXjFNCBWZjXxkeJ4nl\nO9gd8RUubVLS2mUlDv5ha/vh4rKammBc+b2P98VZMto1pw1lLruTfYY1OkVpsYOhp4mzbL3TMKXL\niJAfEqadqjTbfUq2tf3JFubjnHqKvqxVZC8cEs0tKQVaWaQRCT1bc2/a4+vOPJvTeZ0eVnVE8Lzr\nshmj12PsLc43TN6vMR0sk1ZWL/EfBDhIgpKG3zszXCnjsdI4W+HwVBNCyxuxNzrJOlOnpxX5vJSi\nebzQQVVToR72AYofPJbayqON/fDH0fFlPVcLTS5hT11OrECjoaW8QI2BMpG7E8Iw2HJx5zy3Io+q\nOvViqZjnEksh8d0MirKbeZdZUs+2xYkbX7Y9Y9Kx0ENDT0uWiCaCNAqR0IEFNCP+kAkWHdiSWJvx\nbF3BMHJoYIsloNC00MLLDHfVGClgB632J+gtgdTVeRUvUHwjaamnecSVq0bGOxta7yJxfgnsMMs8\nRqaQ0tAGRJEszQKsahfYsCT9bHEMeT0+W5c1LCViU31PMXqnJ9gxt9rAe2JOH4GUl7M/zan6Nyrq\nMZrW9OdeZHmGWS//ACSWOlhaoGplEZpyxvqS0amxsCD73xovSmU9Kdezda+D1hWdQR5jJTg0c7sh\nyoMqyIkSOLh9fn2JtpA7HCzk/wCIec5HVT5XFnq5dNHBItPB1BReNQ1LkkxyxTxHXGv6NLFgOBuM\nOOVZ3X5uaPNqrpfprPJKWSGejq8uzVI3WUApK+lxZSmo2FztYEgnHkTj9vsv7/oetGX10zz7+MPS\n3UHSfVUGTZnRZFmVHm0swy+piExr5bKZHlqGfyFmI3Ck7sLA3Ax59zvqmKHLqSjyugjmq6l9D+IA\nEQ3245Y/449vfjQX63p6amqcsqenMwyvxnos3hrIppI/EXQUZEuGRwqllaxAAIOoY8ndGfhhJFlk\n+eZ0lPWVdHmr00OUQzuhEkfnM7ORpZTc6VJHGN2BwS/SMmZzf+7L/SPQ0OUUYzLqiSKKseDw6emZ\nwqQKTqIQsbAk3sfUmwwGp3yDMqamyyqiznPaRqiSr+LP5Ypin6QSLt6AenGHXOKx80padsyyCCcx\njxIxVVsYWOUN5QCpN/8AD64XM46tq4lcSZnS0EUUJRqfLoA0sbte5DvYD7Y18tmShh6Qr1OX+BT9\nMJktNmDiWkSPXLV+IWu7+WxEdgTpvycOnw8lZVxQT5XnLU4AIlfLYVjVhxfUCxHfGU9KUtTmsUlS\noaCORVRZTUu0kxA2Lt+/ltYXPONe6YgqKWiEEsj61AIaOQMSPpZcOm5MVqiSWlo6oPERWJOv6BT0\n7yEDnSD6f7vjM89zegymU1VNUwTwAkGOfpmEMLEagZICChU3B1i4vuOManmFfMkH5cyTwL/zY6i5\nVeLc29eb7HnGPdd11NWMI8yp4DPPcLUvEGEgXZVcsNLcje77Ws4GNKjSItsasr6g6d6tpBFVUlKV\nC6UqKFjLTS24ujjxI3sLEMFba4BGHGid+lKCOroJI806clkAZ0lVnpmbazBra1PHOrYAgEDHlzJ4\n6nLsxc01O+X1VK4MqqxYBePMrknSwsNmZTttxjY8szGqgiary+oWD4hCJoiDpkVuxF9/T24ws8ig\nco2fepYKWfMZKrKEmp1dd6eU6vDA7I/JT0B3F7b4D65CnmIUA7Ei2o4vsJkUGMKocgFENgp9B7f6\n4qyU85YN4OthcIL2AHqfvjypJzlyaL8Y0RxRfMLqATfc458GEXAYD6rfHcdFVsQfB0gNvdhgrFRT\n6BqcKfQH/PAoCGnLvw+yctKrv8adNgHkAGOD+G3TsEviT0jRyudmje6qPT+mNHyToxKXxKmSITk3\n1xotgQe/1vhoh6VgkphT06FITsSeQDviXCZ6XHEvSMXj6AyqQSGnqWieNfIQ9wdsXaP8KEqnZaqt\ns5UNGBsSO+NKi6Vy3IJpHrnPgMvleM7Mbb7YnpMxyMywRxFRKVsxfYD6Y5RldUBwxd0Iy/hFl8TL\nHVRVEsfJlR9iPX2x+qvwmyqayZfCzR/qBJ4G3PrfGp5zSrV0S0uX1j0zSAgPT7+/3xnFfT9QdM1J\nlpJq6tluS8kpQKE91xo4TJ8oCnnXQuVdHvFmmXRVctX4q6YjpsrexIJJ9LAnAPMOsZs3o3yx45DN\nJdnDS2UW5BYlS1trgW+oxoeUdS13UdNWpUmVKqjjO9LHoZS2wUubhL9zzbgY85dZUVZkmb1LywGQ\nzE62UGU+w1yAE2PuAPttaEVHVkZu3pEOV1VPHnj0qAv4lllmLgKU3uoAO6Cx8i8nm+2PSfSOZwy0\nST1CmloYipijmCoikbAkDa/pzuTYWtjzd09l9F8S1TqDzSR7x6y767j2HoB9z250yClrAiCSQosY\nPhqVLEOQBqt6249L8DFJZVEisdm8L1nl0dHJUNUKsCfql8lyOSQdx98Ldb1zHVQyyQ2eIjve1jwb\ncm/YHnm1rYzJcglr2j+LZvhwRqRzrvvsD6/QfuMNFDTfEOkIW8SNe22/Nyfc/sBsOMZ5Z3IqsSQu\n9T5zTdSTxGulqaeVSz09VTEiaHSCFZDe19W+9wNO29hh/wDwwyXNMty5YouoqPM6isZxLJKhLQiQ\nfKFJ8m4BPbnjA6DpKJZpZnQPPMLXP6Rt27D0Ha3vgrHl1NlMCGniCPEdfG+q1ht3IH2ucSyRU0Uh\nJwFzqf8ADPrLqWqFZJ1HDWZOkToY4qR6cNKjaSRHsSpFyLm1wCPfO678Oc9o4a+TpeOQT080jSxa\nz+aNZRxzbVbtz5e1sescu6qpMzyeFKpo6eqp0B0u3cDt2vxvjKurc4EM3jqvwqxSSGNFa5AkNmuf\n1AkNcHvvhIOUdDySlsxCPLcynphGmZJKJGksrRi4KkeRh3IIYE99jvhSXpGlp8xvmlV8ZMl5Fp9y\noU2O+/YgnDnnVQ1ZPMgvEqupR1BXQff9ht9R3OFPLqB8sDPO7GZTbfkMOL/c2xoUtEHEfspqRSCN\ng2lFJSxNwO2knsPT7Ya48yi8PXTs7sgLssdmdRbche9rW09/vjJK3MTFCtTBIVEutzcXFhybf+Lf\nUXxRHUdUJI5BKUnp5PKVN7A+nO1r7cEH7YrCdISUbNazPM0qo4XjZHqnBeCWBgI6xCLCxvsxG1u5\n2IBGMa6krBnCzw0szaZNLPC8elTpuNLoQNLr/ML2sb2uRj9VdQTNUSUbi8VVJdksRoYsbuBvuDb3\nte99sR5oLVZmYsZfDYuTck25JPN+9/S18W+SxOAGytqiGRVSUoV8ilzqC9iBfcKe68dx6YNUmaV9\nNK0aSsgBIK2uF9RibLcqTMHnkBK+G9tHN73v9d/74LJFT5eszVEuuc22C3t2ufU4jkkn2FRopQ9S\n18Ru4BS+liRa+/P9sWYOs5yNBgLsOQmJIqWKvQ2F1UW22N/8MX6LptTGTpOtzdyBvbE6iBkC9XyR\ni3w1mI7uP/eJB1bM+5hBPu2LsHS9M+o7NIuzNqBtiNsoplOl5FuNvlvgvGhVTPWuZ1MlFFNFSOsR\nEhYawdva/pghktVUTRR+PoGoAB0Nwwt3GLmZDLzUOtWoTT5gwFxbEkWZ5fEFhgaJjGATvYaexB4t\njVwsvzoq9Tq9PkMy0FHDXVkf/wCpStII/HfnQDvyL4QZOlIpKePMMyp5ctaYB3gkIYQkjcah/TGq\nx1FHVprp5EaVOFve3uMBc4zrKoy0eYBzfa2m629Ld8c4R7YFN9IzeLqsZHWfBZTqzNwQwAP6ewNv\nlv7Y+9TdQieJcvWmU5nULrqIwdQpoj+pyRyTso5OGk5hQCjkfpykp55V3V/B0hD6bDGKZz+JFLSd\nRVGT5QslbJK3/G1ciWaeTiwNvkU8D0XkXviU/qvqOnb2MfTSRZJSPH4AVWl8qyS62lO93bTa5NrA\nb8/U4q9QdL0WeIzykB5pW1Mo8RmOwNhuOx33t24vgwlMsatWyxEO1g/iRhnYGw9hHc7Aeg974uMs\nkqsHjSJPCOtVOlQuw3bsLXvxf6YyW7K0qswvOOnKrpyOWbL5PCj0KxjvpU3J0ljwW+YgbgXJ3OCH\nS/VdKJaWjq2mkkZSRdGYyAHkA/KCbhb8i7NbDf1BWQBWFUqMkS6tKsAWc/Mbn+VAR30iw7m+ddWd\nPyUsmuiiMbzFHmCjzSA7ovNwnPJ3sLg3sKwdrZKSp6NgyySLMqCKoo5UEAVlDDuf+k8EWv5hf0vh\nkoKGGlRFQAfygglvUlifc3t/ljLukc0zCOnlbMnipoo7Q00CtqEcSnSt24uefbfa++Gmk6meqrXi\npXDxQqNTAaULMLrqJ3CgG+nliQTa2EqKYyujQHMdNTuxJ02uWIuz+9sAJKvxagU0YBcG7A28ptxf\n+bi/pjnL2krtdfVyMVey06N3Ci+th2ubn6AepwhZrn9ZVZzHlWSQOBVMSZ02KoPmIPZj69gxP0Vu\nzlEcq6VSFu4YHYKovvfTx+/7WwiZ3WhJJFcl9MpAW53NgbX9OLn/AFxaquq6MZj8BRyKI4JDGmly\nTMUTzt66QCN+TwNzhB62gzaokU5YjR6hpQAkXCAlr/uPTk4nx+2yl6A2Z9R0MXjjx9VxqjKm+slS\ndRPobWH1wvVnUDy19PDGrKGltUNr3JJIA/cLc+rYNUH4fzMqCpAMjyaSSdggHp7dvpi+/RUFNRtJ\nEELi+ockbhQb/wDcP93xdOMeiLTYgfxGpKxK4YyMpUKObWJAHodf9zjiCCpmqYmplZ/MFL3sbcgk\ndjc29MaHXdMRQV9Q4UNHsRtfzjzc9jt97YH/AAwy6YeGAXZVY27AjzW+9v64opoXgDnoki8KUamZ\nAWFz5rEC/wBwAfrjioq0bw9Olw0b6eD+orYnsbH+2I2cVGsMWU67KGsdSkWv+39vXFPL6IwIiatc\n4LlWa+4G9gfcX/xwyAXaWWppgFkEsKVGoKw2ZgN9P9/298Hcup6adB4km9zYHm2KeX10b5fC1UIg\nqsPFW+6lfLqH1FsFWehqpB8K9pG2sPU++A0md1sKZVTXqFip47g+W4HH1wRzaA0cbeFISdPINtR9\nsWemKyloIn8UrINPzk2DH29sJ/WGdT11c0dLbQTsf9MMoqtiy2LWY5tmFLKTTVOmMEhVU7c7k4IU\nWdSz06yTVDlm3+2AjZHV1cxNmA7knBilyKeOBFUXA7lrYbVCVs97Z5k9W8N6V0BUEpYlf6Yy2XJq\n2bNxJ4gprGzaedzwRexHvtje3ii1EbiwwFzLLIquMpKqkMCtjt/hjY1sEZCtly0mS0rrV1boQLyA\npwRyQRxjjMOpsmjJSGpgnLDYarFhzsT398QVnQqVTgQ19Qg1AGKQg3+jbH/1hazOnpaWumyylPx1\nRAqmpjdVCRqdxq5sxtwPrhXpWxlt6OKvqCfPnNBkUb0eUQqPGn8WzSv3BB4A9eDfvhQg/CfKqXNx\nmE/xM1TyjTi4Q83UHn2P02GGiKtrpGWFhCkVNtGkctmJvwFtv9ScdeBOH0yLHObEaGZmtfe1z+/f\nHnZJ8nZqjGlQKzXNocopwVif4eO406FZQ38xudvrbA3LepIM00sCkKK4XeXUNu+gDk3FgTuSTwMF\nOosspc6oXEkC07gWJaTxSLepPvuNsYpF0vX5Pn0kFIIhRM58WWWIhY1JBd7XN3bi54BNgb3CRSvY\nW36DnU9LXZlnc1fl0SpC6WilKgkoSLaFNxuTqvxdVPmtbDZkNGGysjMAA8r+NZ9wCb+a7XLE25Pv\n72N0FIuaKszo6xPJH82zFQLlt97kEAf9x4sMc9QSzwZdUTZYumaUFI5AN1JUW0/Tf/Ywrm6r0ckr\nsDZ3lrrlhSgjip5piATMRdBcDjkN3sdwB74+9M9PrlcB8SoeSRmPiSOLbn5jv35txfbe22CfT1PP\nNlYarEcJiYjUwJAUmy3J9APvbe/GLFVTT1M1OtMtR8KGLtIRZpGPyqq9thex7G5tfAYQrOJJSsFG\npjaRFi1EXEatYu3rcgWUdzbtijmOTx0NLPXRgLMisivbdi2wH0A0n3Fr4ZKOOGlRXkKmWecFELkg\nPuAtzu319QT3GPjJ8TBqd1KJ5kYi+tybubD2AA9hbtg8PbBy/BjnSnSHwNQ9fXqRVSmRo0LX0XNl\nFvqdz3a3phxqaeGVUWoVGaI2Yrwzhb2v7nnAXrXNa3LKlly6LxJxGUd330sRqBt3sWG3qBxY4gpK\naqOSQrWgS1WmNpAzHcsCrEkcmzHb37YDSDs/ThKeNEkbztI4QAWIFrk78ENc/RhgfXGKldqZUXwI\nkCXHyqgksW35/mPs2EqHPcwkq6FqthG0cWhiwPm8MuQbnkkMb39Rg9SZzDmc9NSxpHIxlYSASG/m\nS6gjsDYi/v74ZwraFUvTK1bNJGsjOuhIgHZbg6V0kH62J+tt8LGZAJWDXIzxpez6rBibWF+1rgW+\np4OGuSjMkXjPJpCSBkK2uNiQGv2vccb3F7Wwg5rmsUOYS0pVl8RtK6QFBHYH3HBt6jDRTfQJNewS\nax484mobWQKI42fYjYXHpz3xZs8vgSq20SOCo+W24+2xOLwymKpzKEiQSoLkOQdWxtv+1v8A3inN\nEaKhYxytvO1iOQp7f1H74o3fRNKialqI3rKVGAME8YiWy+/r74dqHpqneCSSmkDWvpHdh/v/ACxn\ndBA1VU5Y0RICVIZlG3l1bj24xsC5DTLAamOWWDUN/Ob377dsK3WzkrZTyDpuITmfM5PEXvrNh7C3\nr7DBnPKTJadQtGwE+q+rSL/b74D/AAcQBemzIEC5Ch7gW7n3xQqhCJU+JqAoAN7HU7H6du2D8kEt\nh4SvRRqqkxTWEZC2YhfmZvc/4Yo/GTjZgCfYce2DNc+VJTsaao/N4ZQ97n/3iOKhRo1Kxhwf1MbX\n/pxjozjPoLhXZ77kmV7eBIwYfzrYfS+IJZAqWms5Iwn5n1JFThtEFVHb/wCwOQp++Aa9Q1VXK3gy\nOY4t3tY29b/6bY9gwoYOoOoFgAhpNL1ZOlVdiqge7DfGW9UdQUmRRPTMHqpXZpGKSeGGY8nvsB6k\n4uddfiNlnTMXi1jR1MqIVcIwVgNvU2A9ycYnXdW0/XAb+HwOwc2VTKCpv3AB/wAceb5ORr6o24YL\nth8/iPXVtcUp8npBRKP+cZ9go9Tve+/F+O1sWav8ccmpmkpK3XEyWLLECb72PmA2APt/fAPp/IRl\nKFqSWcKpYiBr+X6E8c8EftfBaq6dyqukWoq6IRTqn/N9Pc3AIuD7i3tjGpIs0wVmH415HCUs9RIl\n7ExsZLE2uL8iwNuO/GCuSda5P1aA0IjWRAT8PI4MqhRz4Y+h3J3/AHxzUdCZJVHQEiKsBqGtGO+x\nHr99/wCmM4zvoCWhWWqyOqliEh1CHUGjJBBFh6/XYYtGMHpkW5J2egYalZkvLpDJ8xLjdjvvbvzg\n4KdJnhSZRM91jFxYC5uduAACPsMebOjOuqqhzaDLc+iIpgNMJVidJIIFyeSxvueSRxtja6HP4qqA\ntES4dtMbI1yb8AHsSAv745w4uzlOxilMMyKkbgIussqi+the7E+hA+u2A+Z5g+VQUUCyK1fXkmFB\nyq93t7L5iTfi2B0gqR1DSaBrpqqMpMB8qIC+4Hfhv39hg/Pk6ZrVwVrqDPJGPD0ixsSLD2AsvHJ+\n+OS0c2CJ81larkq2EooqZzTQKzWaaQkKX29DwBx5ie2GGikaMAVCojPqjKgWEKAWH9FxRraSHL/D\ngVbaVARNN2JvbSo9yD9ucTpTyIGllb/i2UhyW8sYO5/8jfn29MB3YbSRXrKKCrmaWoju76Xcmw8o\nN2Fu5JC3/wBcBK1lRbxIukaWbt5bFbW25udh9cfc+zuiydW/iNXHCqR6VW5uSLXP03tvbnc7Yy3M\nfxTglgSbLoXm8RWCEg/mDYod/lXTz9fpgLG5dHc0gvmPTL5hTtBEpimfSRMF2SXSN/obC/sx9MCM\ng6JqMveOqkVzURDUWuSGANt7Xta/fa1r4Xsl/FfPJpolgpUqJAsbrdCoHGpT339udsPtPnGZVojl\nQhdIY/D6yAlxuDvf79uCODjmnDVhTUt0VM2elppXhqNUKyAFZW7Na6G/IuOTvuO2M76jyiB61sxS\nN4fBZGZQ177Dg8dtuAR98P8AWVLyzPFUQyUjHQAJEfTe3y78/sNiMB62CGoYiLS8Mi6dKSkA+oJI\n/pyORtho6A9iUtZNBUqI2PgyAup0qLkjYDm1+PocUswmashRQCJBrYp8puP0274tZl07U5ZMZ6De\nKMkMkhBCewO1/b2P1vUqKeofVXp5GIV3jbe9tmAvztvinH2JfoL9L03xhpVAY3gUsQQN9jjZJOuq\nmloWosyyhZCQRfUDq9NRA/phL6ASjpsq11i+HIZXCuouPDNrW/1wfiqoswhkMdXfQboG439++M/y\nuMqRpjiUo2wHJHCk8k0VO63N9NrAWFyx++2JJMsoalUqJNa6gNelre/zentgjmAkrEgjoo4dcR/M\nJOxXuf8AAe+BmioEskcmkKCSpNiL82sNvT9sT5uW2ivxqOrOKeHL6NSngqsg+VlUNp77fvycXUby\nKFhjsBYapwDiplkdPWTl8ynB8MkEF9z7nsN+BgkcjpSzGnrF8Im663sbfTB/joRLl0emsw6SaoZj\nKYnjP6Aukc/939xherqLK+m6eaoqnLtCCSAy7bcDTY/txhjz3rKjywMs0kcUmvSC0iqdxzueP8jj\nITkuU9S5pX11dnNLm0E6XaMTESQggaTa+38wPtbcE49vJkUFrs8yEHJ7AGf9XZRmyzRoKeogc2Ac\nAnnsxF7g9jce2KWT0eXU8DpldOsEDOdQUMpWw5uBuSReww0TfhjlMoMlMA1S2oeRtKuQNue+/PF+\n2FmKjDNEqpUUHhOIpoCui9uPXY/Swx4k1Pts9OLiUuoMvzimomq8kl/OjNwkjHS+1xttb6H13xnF\nN+JvXmT5ggraL4pXsPAePUP5uR3xtU9RHRVjUtSizpULaJlN2DAEkHtwCR9ucUcypIayGJ4vzEAI\nVdFybA737bH0w+N8dNE8m+mL3Tf4gUvUiVALpFWlBeJQTve4ttZha230w1zwfEUrQyghn1lVax1E\nC9hxte5uebYR4ukYqPM/jsqijp0K3MbLpC2t6eo4tt/XDoiVEg8TUBY63AJMgAUEDfYC242w3vRL\n0UM86Vpa6OKop4o0qUtNTMBvqIB1D10sp++KfR9BX5VlklBNITHTy+SS9yW2f9gAF/vzhtSpik8G\nYsCQpVrKRZtRNiL7Gx/oDgfmVSMvqSCQItACn+Uh7hj7XuD6AYe3Qi7G3JK0VdPBU1CaGv4bkjjl\nbj66mO3qcNcFSsBnqJF0onhxgdz3t9SR/bGfZJOZptAuqglX/wCkodV7f+VvsMN9RJ4sNKijXDHI\nZnUHkCxF/W9kH39sUj0B9lCevX+LzQxAfHOBqe4/JH8q34+vpc9scTV48O0Xm8MG7cKbfr+nNvbf\nAKlomopTVzFZqyrMheRtxZma9gd/5b/S3bF6jZfDkqKgM6aTIVJuZDwo+n9NsSf6HM6m6FrOqs0q\n8xziZ4KVyIaeEtxESfM3/U1tVuFAH3vHpnJqdo1SmSSnCeGjIpYm3Jt3v9hvhwzaWQvAhX4g3BaE\nbLc2uWPoBew73wMmnMkSxJJEKg8aQLqOCLWt7Wv29sK5OqCkL9NkdDlayExiAIfMkPmf6hrC/wBO\nefpghV0qNEpdJ1FwBoXUWXsdJ5/f+uBGb9QUmTQTtU1PhPEhZPDlsGPiWaw21EXvexGxthZzL8WM\nl8YtE8tZNCvh2SwvcgEXIta1je59PfHKMpDOUYn7Pekosykaeplkjie6qs8xDPfnyraxv9RhXzDL\nsxytGgymlNTBzJGyF3IAO5YEHv2H2wSi6zhrmHw2XCdnb5oUtPEw9VI8w/7WI53vbHRzWKRo1mRE\nsdyZHY3H3sMV3F7E0+gbk+bNJTRR12qFiSoLd9uCTyO337Ymr5DP+QiWpGjaNmQjZu1/Tf7c8bDF\nvMYoswhBihjWnUXkZl0M3v5bgH3++AuVSoaXNaeOXxqdIzpkYi+k77/Ti+G16ANmS5hHTUNNEsLB\nIo9FmGxv9Od74KyZ7Tikj/4K7IbSJHbUB7AYV6OpkqqalpKCshlrHYMY32LC3r/j74LKtPDL8dUx\ntQz/ACuARvb/AH34wssakx4zJqiLLMwAljgqaI348Qiw9P6n++Li5PllKwq8rrp38tmgk7H2wJ6g\nzCmWmifLFcqDrY22X/HC5R5xmk4eHLIVdmNrsvA98N8cWgfI0x2osxpnUxtRrpBu2rkfT+m+DsVR\nA0SaIJClvKb2uMIHS01XTTfA1qxyvJYgv5dNje3r/bB2qzrMqWokhpaV5YkNlZCGB29cQngb2mXh\nmS7NSr+mIJGXM488gkzKchkqJ4RVOfN5QqkhLKQNgL7HffCtk2bVOSZxVTHIci6iy2No4TVUNKKa\nsiBa2hoflYXufse5xWzOopcyliqMvzXMqYhQlQ0FcYiQxOktE2pWFv0i1wb2IFsEMtrWoBEKnRO5\niCLODaWTSeWUcrcizC/uB2qptknFId5Ho85oTPkMlVRypfxKXhk9mRuN+9+2MSzbrnqLpbqCTKOs\nYoJqSpTSKiBtYi3upL2G17XXkbWxovUmcwZPl6Z5R1EmuBrPHFGDqJtclxvsDtb2GEn8SPhs66ce\nWRIjHoHhhbbki4BuLg9/bkYtxXsk5OtBczTT0FSsk58UC4nUsrxg2swY8gEi31GC6TpOkEtM3iLG\noFQS2oKLWI082JubdrbYyf8ADXPzU0cuWVreJU5f5HubeNDaynf9Q4+4w9pKKWv+IjcyQT2N+SG0\n239iL7HviThTDysYTTgur3EcYVQoSc7WBsCbbXsbH3OIcwqtfhSLPqUnUsbsNUbcWDckc7H1wMqc\nwEdVPCSFEJBVkYsrod7Hvydj9sUp69EXwjKFW90J3UAji42I9/8ATB4ith5Mya6pqQiQalcLrvvs\nd9/t9sD83rY5qR9TC0a3FxuAT/Ve33/cE1VJTgx6nZC/lDcxt9e44H7b4+/m5h4CgM7S3iYKbgk2\n9Pp/fHUCzSemKV48nlnSPVL+asSk3DBRYfYmw+2LWW5oK+etXW0kcYSFQrbvrdlH0vaQ27AA+2Jq\nmoTJenoaeiN6iW6xe5JJ1fS/bvt64C5dAmS5WkSlmd7NrW15CF0k7fYf+V+2HriqBdhCeojmeeTy\nsyr4SnsL7G3/AEji/J3OIvESprYk1HwYbSyFjYbWAv8AfgeuFY5r/wATPrbUtJTuToPzz3sLey3F\nv/eCtDVeGJCxXTAqNKb9+y3P0t9sT4j2Xs6rooYnC3BsFULbWzNf29Af7YVq3LKmvpWepqpaKJtK\nrEBpBX0N7EbD09Dgk2dLNNO62azk6rgAkLtffiw/0wIzjqmiyVfErDLUO11hRRcyEnsAL+3l9cTc\nLGUqAadE0LSzzy3qZJGBSSUl22bUBfa1ue+KFZ0tSLKFy6gp0dDdn0rpP0VeObe+H7L6XM85oPHr\n2rKDLiQIaanULKwN7C9vJfggA++LeaTZTkVI6y1+W5WIE88UkTVMzoQCSCg07Ej03Njzg8Gl2G0z\nLanp2tih/LVIRHpVkHlMW5LbD/e2BVTkFQ0nw/w5hk0CyknULkm52JNvTYcY1uClqq2ON8g6ueep\nCjSk2ThVBuWZtLEG1uLnYDgnC71JTZlC8WYxmnz5kdHkNIxiddtyV2LbAbkbXPrgpaOYgQxZv00Y\n5JfDrqVBZooLsyDkhvte+xxTq1jWrqHpTpjrIh4Mjm4W7Dym223G/wB8aCOpsszekEkDzTCMkuNt\nUQJAJKEC/vceuKvUeXwyZC01GINMA1B41Ck35uLk74rGuhHaF3Lum1ygpXTZhaqDaoQgv9bf2xUq\nZKOWuArRNU1JcssaycH3X0+t8Rz/ABMtVT0MVVGilRI8oS5gTud+54F++DdDT5FT1aIKswso0x+H\nF4jFrcsx5vgtgRbmkE8SUNPOFhdRNKlItmFv0Fzv+3bHBWCop2bKZFptFjIqJ5lH+OKdQgNSVLvP\nUqT4cdQPCjtf5rjkYhjyWrnqJZ/EYSspOpJikYH1/wA8DsIVy/RFUpHVyRGMsXSXxBqa+5vfvg+e\nt8ziJjo6OiaBDpRvCPmHrt/7xnVOJYZ1NRWweY6ddw50nket8EZWoAwEFciqBazxm9/ttjra6YR+\ndVzWsSlzLLknpTKtpIyFttZkVWJJsDdW0sBuNrk46pYqX+EzZfSRzTVdNI1TSL45SVEDgtFcklgV\nUjSxNjxe20mfZPBlNHUZxl2ZyijdfCnpC29PKTsI9RvZ2IGk8G9jtgLk2SPlGeJVLVP4WtVZZH+S\nYKfFNrbA2Um/BJ97hJpjN6Imd5qnqHIMwLtTNElVRyoo0qGF7Aclhfe++/0xcMSVuSCFzriEYRlJ\n2B7H2I0/3wSgh+JmlqVZoxWRjydlFz+ni+/btxgEteuWZiaKskRZWVbFhYOApAN+/c8bWxeS2RTs\nSaCjfJOpamqVrxSRmN9I9bafuDt9vbDlNUPElM8bam076TzbcW+oH73wvdRI8EVRLB8whCXbufEB\nBPuQG98XoaxXaAqdi3lB7DYj+5xPs56CNVXNMVb/APtBSiujW8QDt9bHbFJKp2USRsGVra1I5HG4\n9R/jgfNVnwHmjIBX5gR8rb+YfY4lm1eKpUkhWYNfubd8CtihilbxAsenSrnSVO44t/TbDR0+iU8v\niSAEKS5A2uwFh/fnC1l7KZlNrxq1lJ37Bif6YIS5stHRzzDy6Uvt3PNh99v/AFiij7BY2Vuaiury\nglEaU66CynYMSL29gB9gMRZnm8T1ThCIqeKKMItvkiUXH3Y8/Q4QnzM0kckc7XlaPVPvvdmBI+t7\nD6EY+HM5KqerMzW8RlQjgKqLcn9zb6Wx1HWEMsDSSRLUt+bNVePL3AUgWH7f22wTWuEmWNITpaWX\nxrHi5G1wPTc/thWp8xJrgvyrouTba4S/9B/fFitr1jgZLkJFHZwOSbAW+pFh9BgUGzhsxnq3KU3l\nIa0bOCVUnuQNifQf5YY+kfw1h/iRz7PhJXyxprC1IuqD1fc+m23p3wJ6MpJ63MI0p/Cj1XVFlZlV\nuxJI+Y34v2G2NnrIjFk5hggb+HhQZYqaOQTTMdtpibKLi2wvbCS+iseC5ugLWdV5RllDUVNK0mYT\nyIWEUVPZqdO66SQT3Jbb9sK1Jnla4kny3MkiTxfD+Emyl4U0vYXPhlmFzpBcgLcL33xTr6Wkkplm\noclrOnpYhqK1UQnaRWuDdr3Iub35N+Nt+zI1ZlsOYdPo2eqp01XwJO0aqSzaWsQ2oEaQRcAC2Mv2\nm9mulFUgtms2YZll0S5NntJQ5i6mL4USF6eVg3/LYsoIPa9wexBvsGnrq3MJYc0p0hpMxhTRUUL1\nAiSWw3AspbWBuPPft7Y+U3S+U9QoKzKWqllqR/8ArGEBCygHYW1LIttzzb0G+IcxqvHy+rzGUrLm\nOVSLHPSGUhXBYLYG24YbqSPa+NEY30Qk9gHqXIRFWjPciifVCynMKfQUZlI+a1iDvzwfbvi3STUu\nYKk0kbMFvHIFuACe5474sUWZypm1bAQEZYkqYDI2kEWFybDknv73+i5nOZJQ5xXIPFlpqyFnOi50\ntfkMNt9vY4PcgaSAOWrWQVtTHSSpG1QzrUyu4LWHA9vTBRZ0kgn8IxM7R618RrBuzA2HPt3xXoaO\nusZJI08KNXkDzSRKzPpvpBJuw3Gw39MfpY6aGkRauAy62MsstMU0tfk6lJ3t67YL7AgtSTTiGCen\nzApRyQsUenKs6hTYgo24Av3xekp69aZHo5lr7S6YnsthwbkLtYXwK0pV0SDMMxkqohdtULKrxoNl\njcjylr9+f2xH4tFRUn5U9DBPIW0Tzs5Vjp4N/LvuQ3sQe2F7D0XKelihMseZ00NJOi+Jp8QapCTu\nykbW747NRmFETT0dHTmCPyoZIkZiPc6sDKfLTHTpU1NVR5nrKtFUa4wUiY8Jta3sRiSly2CJHjji\nRwsjjVFUoqt5jY2bcbWw3QLHHJav+LdTZNQ5hCwp45TNPHYaZpEQFNu4Dupv3scTZlAo6geWgN6G\nnUxSFjfxJz8yg8eW9i3vbscL1If4LUSBmda5Ifh4o0Qakbd5JG/l0llB9CAMdfxQZdRKYWdoqddt\nJuwG5JPqbm5HJvfFMNSWxJ6GpZ6eFI4IdfgwbLpPmiIHFr3sfT2xn/4lV4egjML30S7Eb7Hke3r9\nvviWmzmaqM82tZtTXuN7r2uNiCCP2wv53WQ5nG8EsgIIIKjdhv3GxI4NxvtiknbE6QUyytfPOnIn\nnIqKhBZiBYyAC24PDWxRmqhCvhhriNvKf5hv/qPtivlldHRUSxMxlNguqNCVbb+a23vfjAyqrpah\npPDV4hGN2B1FRfe+m4I+nHe2JaXY1N9BSafVHVssgIeCUq/r5Db/AA++L71zSxbCzqVOhj6rcN7j\n/LCElRLJLMPHmbTdHRDsvqD7Y6pqmWiqmqfCmkkIIPii4KkcWv8Atjk1YOOjS6WuJhRUP6iqk+hv\nv9/7DEWaZl4kaFSWVmJF+NthhQpuosxCxr8BHK17rba/psDiF+rZSELUcI8xYanNi3phuSF4saqi\nXU8tQSWHiM4vvfYBR9N/6YkNSIYS1yWkJC2PuF/tc39sJ1R1FVFXDRwPc+YAE7jta+5xXqOoqp0C\npGyME3IHa5Frfc46w0NP8RWKqXW24UkgHgm4/wARixTzzVdSsKKHckSMgBPmIGw9d9/XCIzV8cqC\nsp5EkZVcKVIJXYj7m9/vhx/D/Iq3rDq+ky6BlgdpDI7TM/kjHmJCLb7XNuMMqFpnqr8P+j6Og6We\nXN6UslQoDQyozM6r+llbc/T6jFfq3Pcly0x088JFVITHSzyKFRJG7BAtlOna4vwN++ClTXR5fSLF\nRTR0dBTKIIy8RPiabcEcknthQqs3yfqF4YczyaGolYuEFfqBJK2APfbfckEWGMGbNzl+Eehix8EK\n+W5kzZlEZqmCqp51BWgrVAdZLlSVkW2ri12GxuDglNNQ9J5pTZhWwy0MmYKI3r6albwUdQQvigbh\nSSPN6jna+Ph6Syk5wElyU5NIACauKaaWWUW38Nlvbtaw25GCeY9OZ1NReB07X11JoUyWrJBNFKR+\nh1cakuOQt7m/G+BC7DOhequpcvNYaDqGM0atWLDUshsKWoNmhnEg/S4KkMe9/sKz2Omroc7kIipK\n5nbLakqWVHk0krqSxUE3Nrc3PoDixUSV8Oo060eY0jM1NWUMx0NFpOpoixALKPMyltxtbtgTmMaZ\nnXPJQrDDDW0Sa/h5xaSWGRTDIP0k6bA7eYX4O+NaejMwLWZZW0/UmQZhAztTCnSjrGbixFtRH7/c\nYg6skjnanE2geChjqDTnSpQHbsN/32tv2wWr55suqqn4l4Gp3jmmp2cXWzEWBB4INha/FsIVFVVN\nVrlrCsLHUwkEhMZF97ruLW9PT1wF3YrJhTx0E4EcsRUSr4fhxhpL3s3y3Nxo3B+2Lsta0fgx5pTS\nQR08njD4ZvDWVrkA+GQCdrjftb1x+gmnZJI4KqSrZVRDSMxZZbtYsswX5Q2wcm+1rGxxekoUIQRS\nQq6sAIpCpjAAvqLHkCx4IJ7C/HHEks5mqIWpRJMadvngkDK5tcX9CAR5QT39LY5zeCM5/FLUZlJU\nxSMoKU9iKdSg+RVudO537i9zfENNAssdJUUtM+Y1kcTLTin/AOHQIzXUgKSxChmtsu1rmwOO41jF\nPXUxrqqlhM0ckKxqfC0jzIs1rltdrcbck4G7CUUyrKKhI5FozA0dnSSmpwLFj5GBL7A257HHU+T0\n05SY55XxSSIGkSWoJKt3AJIJHpfBuWkFRmEjyPXUtNLLdZZpRBBFGQbAM5AZQo4ANxvtiGOqy2nQ\nRmpymoK3HiCiafVYkXLOl+3HA4GBbQ1DJUdL9SSZjnea1+tKGcS1InpSKgwoXLmNl2NibepFhyL4\nUY8sekpY56ypp5IpR4Wso1PaQnRay33bZlewJIYXFiMa/QZjpglny6jqaZlX5vGEjkd7odjvxip8\nF05n0ky5lT0ywuAaiRYdGthvuO9iP7486Hkyr7K6/AnKjMZcvpVmp5a2JJ4onjSQljMdRJAkYCxU\nXVhe1iT+90xZIkBaqy/JqikjYqJZI1dObXuCCtibG/puRhizPoaKrpCMp6hWSCamMXgtHqeRQAFT\nUNwoHAPfFbMumKylo4VzZaCtly9AsVQmXrMHhkJ1qyvf5Re/ueLY0Y/Jg9WMqlsX8z6UyCsoXq56\nikpaHfQ8k0Rjgu+1gsl7EhtjqsN9wMLD9OxPRtJlNQtbTICYpixgYHVZgCBbSRbc+h5sMM0+QCml\nSWGoFDTw+MNcAECanW2jw2JADKTe2wJ+Xvj9TwJR1Apa3MZEinMLxTJQa1Rbg3UX1sNB/SR32xXm\nm9DpC3X9PZlUwCnpoZZbt+ZKNJitwNBNhvYgfvxgZWdH55VS/kQvHCt28IaPFRANpDc3YGx3G217\nDbGlfwqntRGqy6Ol1Ivw0VQ0U0jys1wya2YauToPmUWJ5tiCupY6AxLJNBSPQaWOlGlMQFxKW1s6\nkXIGltKgnzKLjAjJ+jnBGejpc5DK9UYc4WOmAeWq1pFHvpNgRcXsbXuRe9sFZaemkktLQUsSb6mn\nVzoPNirlVDfzKLD0w4HK56eaabwUTQfBjjoy14gyAmzSOVVb6r3Y97AnfC9LL8dUCB82MkMsiAfx\nGhZ3eQkIgVjcg/LuBbYHjBtyBxoEy0suZUcNblkmT0qMxUNQUjLsLBiznUyg30gsF4O1t8TQZfW1\nhpqmauWKk06IpaX81AdLNYy6TpPNrgX3tY74O1MKwLVvldZTfxIMFnieRpoJVUtawViQgHyyHTuS\nD7GskyesqaYVkED04nYRzNHJC6tG6W1HYXU2NywIJPJOBKVIMYpsSaHI6HqHOaSlos3lq4JGMTTz\nzhjcsLMqiwHuNxtsRfHo7o78LaL8MZKuomq6fMWaOzyJS+CNN7gXJa5J9D2xk0T5dlWaeE8pfMIF\nhMjlFhbWy20oXA06LEEHc7X4Ax6JzBXrl01ao1OiKZCxsGYgHU3rbjDxn/pv8ncPvsS5YqvOamrr\nGklqaqRyEW7JBFGCNKgWAU7G9tycdZR0949dHVw08dTUSBo56hpbmOx+UC1jb02POC1bna0yQUTz\nVArpH/JpYaU63BPzCPgD3Ntt8Vp3GTUEtFDLG2bVc3iVHhtrjjBBsqi249d9sZnjXHlI0Kbb4opZ\nx13NkipRLBBmLhRrD3ZAyncaRf2N7gbgYGS9cxZnBK+YRz0Ufh3kTL5DEVI30+hFiL733wKzHJkg\nvKzmQhLLHESjXuLB1tYfS1sVKLp6n/ONW60tXAdarPUK5TULKCAVBBH6uOB2wuOLaDNpM0Xpzp7I\nepmTMa5npcylI8Gsp2cTMoAtvsD3tcHAHqr8PyRUQZVJFNPLI70qFGjkd7WaMk/Nq2JNgAbHF2gz\nqgyKjb4YLCWVyFKNMIwAurStybHfcW74/R5oklXTV9POtZHMTH5QY1Kk22VgSGB/USL43Q5VsyS4\n2YJ1x0x1d049M3VOWPSQkeRlmR0RQAApkHlNjxybi9sUsukJpzHRVdJGI7wx3V31MTdbNYoG+gFr\ncb3x6kzL+H5lTVWXZlHT1cAjZZoKpFmWMW2ZVII1Agc488ZlkKReM5y2mkhpyQs0TGxiXSQDoV0j\nJO1iFvvxfDSWhF+gcyiWnhWt1PUpIFSOCplmUhVuwCxrZWJN7WNyTY2GLTUxiy9KtBVNQSMwWup4\nnljd1vqDPKVC2BbVq3HYGxxAg+HiSmiZMxp3HiUrLP5fMLLsrKpazEEsysL9rnF6hy2nzGWVsrq8\nqWSojZYZGiL1FQAACzKrEbDynupuSDzhHaGqysksKCaRqGgyrLgVSqjqJpjbfV4t4QoudIX1NgCd\nOPmV5FSilrZ6GiqWNKyQxRUlPdV/+zUUdiXVgrH9BO9r2tjha/8AjdUtMTQCUN4MgZCguG/N2vZX\n1BQRsCDe4724IAECwPNFRTSvDBTVM0VOdSSfoBfUF3AUnVa5t64D0FIr1OUy0ki6o6pq55WeFGom\nhjdSASI9wTc3FgQbAC221GenqYihb+MUokUMqU0jGO3F1LyaiLg7m/1OC0+XzyIKeeKeYQO1w1P4\nZDGwN32AsR8hKnUoIVjubEUz0sUS1lPNJOY0Z2gqvh0J0i50aWAJO5sbXJ2HGOsNDZT5n8IzTZTX\nLPHIQiU0bkqoA3uWFuMSrV0VCIn+HkomdyvgwOZOd9RYbgDGcfxHMaCvMcWWNEFcp4MLszAsefTB\n9qvNK55Ep0maigIP5biJ0Y8lrc2x4dSW2Rp9mi1Wd0lQkVRRTT1sAIjUU8HhFX5DNfc299sXKmti\nFNHQ55I81XINSaIlEjm+xsux55FsK2TzVsNRTQRI70ym7VVQ19ZI9NrjBxaoQUrSinpZHEoHxKtY\nbHew9L4guN79FI6Wz7FkeU5hTyLm8D/GMpiFVHDqZV/mbcqD783wBj6IWhjmo1gfM6ZYQE0yNBIy\nAfMlrBmHox5JwZh6kmhSSBJfE/ODSyKABJv8u3P+WLL9ULTuzTSTBbFTGrnSD/0jm2Kwyzj/ABYI\n96Fym6anoYI6nKIo88aOEgwTFIKiytv5ralYqACyk3YDtthWkzBKerD+FU0ltMU7PR+I0io4IjcH\nbsN22N777DGjfx+JaYS0FPNUVURJZGk/MJPcjBVuoMtqoooM3y+PMIWQFpJJLyxn04uef64tDypJ\n1JFXKzMHWWunlLgPAJnHwUilfEYtvKtlARbMykKSSCDfBqhTLq6iemmpJ4ZIamOop5fFOphZhIkb\nsbAaWA8pYAKCSCRhtr8i6bkiV0i8KGRNQp6YlTve4I4I37/4YW67oSEGokyBmqKt0C+JVzF/ABNy\nEU/Ix42uD3viy8mEtdD2k9imZ6KvhqaRKWoqIqkPG0ta7Rp4jPqVQ7qy6bAixZr/ADCxucD5pvhq\n6Va2nRad52iVl8wRGB0qwRgWRTYgr5QRYnDvR/h5mNXk8q1sUq+NtUCKoDtIVbUshU286kbWIWxI\n0i+Fyo6PrXopKbNqaaAaGenJdVkmKsNRLanMYCggLqsxPF8UjkxztWFP8A6XNZ6ampqqI0dDQw2j\nRYqAP4+51gSSOxHmsbEBvQ2x6DybrPKuoKHK6aKtSGsmUeNSh7ulgDcgcf64wOiyqPJ8vjpwKhJt\nIEaSRtJHUITspFuBtYmxHawx8pKD/wCOZxB1DAxj1hUlWYFgDfzKj/pPBs1gb8njF4ZIt8WJK/6m\n/wCYQCeveqljCU8aFKdI7XdT2LfMd9/QYCSpPV1TRR+DTsgCqrJ5gTyo23X/ACxZo+pqI5RT1c8k\nVO7q10exdz6KL3JP7nFavq5aeP4oLHIZY0bwpFsdR7AA359+2BO5y30PF8Y6AVWJ2rDSUE9QY5bx\niKMgF2UbMGb0O47W2tgJmkq0VA9HmTPEkmkhVULIxCnUJD7knj125xDnGdVlPDUTZjUF6iIyfk03\nmji1EAqDyLgc2wlZjmMMglKUxEdGxZIzcgPe43tuD6G2Nf0UaiZm5N2w41RUS5pTJA7uscTSytqJ\nY3vsN/MCLc7jcYZsszh4YzTyp4njoIGMy2Kk6iNh7dzuOMJGX1plMckyMwMZIIazKCblRffSDb78\nYOUOYRSyQyMmpTLa6D5QBe/re4H9cVdRSSJptu2PfS+fzpn7QQlZBCFjDObnSF/USb3BJBG5sMYv\nJl+SwZrV53l81ZrkqJNLUU3w0KyBiWDFy3y3/SO9wotgrl/UEiJWZtloMs5hkCLCrSSG5Nrgc22J\nPtjNmyOvoaZ5VpXCyzEwOpVAylQWBRt7jVx29xjnJNUCmhveSKZ5nqswpYGd3MTQyNJLpJsUabTY\ni1rsApvueTezLn1PBCxj0xCVGSWx8K6sVCkSX1hhpAFyw9Qe6TV5T1C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EWxKIy6tSnvf0sUL8Is1zHN8u6kp4ZIslyyVJKejJuRChSxI3vquSdQ33AGFz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\n", "text/plain": [ "" ] }, - "metadata": {} + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ @@ -250,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "metadata": { "collapsed": true }, @@ -270,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": { "collapsed": true }, @@ -288,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 13, "metadata": { "collapsed": true }, @@ -304,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "metadata": { "collapsed": true }, @@ -315,7 +315,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 15, "metadata": { "collapsed": true }, @@ -326,7 +326,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 16, "metadata": { "collapsed": true }, @@ -344,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -355,7 +355,7 @@ " 'n02127052 lynx, catamount': 0.99792874}" ] }, - "execution_count": 26, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }