From b281ad5f62190df925615249343a6ac7ef6cdbe8 Mon Sep 17 00:00:00 2001 From: rasbt Date: Wed, 6 Nov 2019 11:45:52 -0600 Subject: [PATCH] modify file paths for windows --- ch02/ch02.ipynb | 69 +++++++++++++++++++++++++++++-------------------- ch02/ch02.py | 20 +++++++++++--- ch12/ch12.ipynb | 44 +++++++++++++++---------------- ch12/ch12.py | 3 ++- 4 files changed, 82 insertions(+), 54 deletions(-) diff --git a/ch02/ch02.ipynb b/ch02/ch02.ipynb index 5407c84c..92909180 100644 --- a/ch02/ch02.ipynb +++ b/ch02/ch02.ipynb @@ -42,11 +42,11 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-07-08 \n", + "last updated: 2019-11-06 \n", "\n", - "numpy 1.16.2\n", - "pandas 0.24.2\n", - "matplotlib 3.0.3\n" + "numpy 1.16.4\n", + "pandas 0.25.1\n", + "matplotlib 3.1.1\n" ] } ], @@ -385,6 +385,13 @@ "execution_count": 9, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "URL: https://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data\n" + ] + }, { "data": { "text/html": [ @@ -415,7 +422,7 @@ " \n", " \n", " \n", - " 145\n", + " 145\n", " 6.7\n", " 3.0\n", " 5.2\n", @@ -423,7 +430,7 @@ " Iris-virginica\n", " \n", " \n", - " 146\n", + " 146\n", " 6.3\n", " 2.5\n", " 5.0\n", @@ -431,7 +438,7 @@ " Iris-virginica\n", " \n", " \n", - " 147\n", + " 147\n", " 6.5\n", " 3.0\n", " 5.2\n", @@ -439,7 +446,7 @@ " Iris-virginica\n", " \n", " \n", - " 148\n", + " 148\n", " 6.2\n", " 3.4\n", " 5.4\n", @@ -447,7 +454,7 @@ " Iris-virginica\n", " \n", " \n", - " 149\n", + " 149\n", " 5.9\n", " 3.0\n", " 5.1\n", @@ -473,12 +480,18 @@ } ], "source": [ + "import os\n", "import pandas as pd\n", "\n", - "df = pd.read_csv('https://archive.ics.uci.edu/ml/'\n", - " 'machine-learning-databases/iris/iris.data',\n", + "\n", + "s = os.path.join('https://archive.ics.uci.edu', 'ml',\n", + " 'machine-learning-databases', 'iris','iris.data')\n", + "print('URL:', s)\n", + "\n", + "df = pd.read_csv(s,\n", " header=None,\n", " encoding='utf-8')\n", + "\n", "df.tail()" ] }, @@ -536,7 +549,7 @@ " \n", " \n", " \n", - " 145\n", + " 145\n", " 6.7\n", " 3.0\n", " 5.2\n", @@ -544,7 +557,7 @@ " Iris-virginica\n", " \n", " \n", - " 146\n", + " 146\n", " 6.3\n", " 2.5\n", " 5.0\n", @@ -552,7 +565,7 @@ " Iris-virginica\n", " \n", " \n", - " 147\n", + " 147\n", " 6.5\n", " 3.0\n", " 5.2\n", @@ -560,7 +573,7 @@ " Iris-virginica\n", " \n", " \n", - " 148\n", + " 148\n", " 6.2\n", " 3.4\n", " 5.4\n", @@ -568,7 +581,7 @@ " Iris-virginica\n", " \n", " \n", - " 149\n", + " 149\n", " 5.9\n", " 3.0\n", " 5.1\n", @@ -627,7 +640,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -686,7 +699,7 @@ "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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" ] @@ -976,7 +989,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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+/kpltXLfQFtQqWWyRuullO8G+n026hnpnn7NpfxKHQ9cBWwu6QLgd8DRZQZlZsVILTWluuYamDhx5dbExInZ/NWJrYjSY2qZrIjyXdHfp3v6NdY0QUXENWSjSUwDLgQmRcTMcsMys6I0KzWlishKeRdfDMuWZdPLlmXTL7ww8JJUEaXHgZTliirfFfV9pu6vm6X04vsdcGpEXFk378yIOLzUyMwqpsjeVinbKnJ/KTfhNuudFwFz58JLL8Faa8Gmm8ITT2TTc+cOrGdaUb3cUstkRZfviripuZ1jIHaKlBLfVsAxkr5SN29SSfGYVVKRva1SttXq3l0pvfN6euBVr4JddsmSk5T93GWXbH4tmaWW0orq5ZZaJmt1+a6ZVu+vE6UkqGeBtwJjJf1K0qiSYzKrlCJ7W6Vsq9W9uwbSO++II7JrTvUn9YkTs/mpx1dTVC+31DJZq8t3KVq9v06T0otPEfEy8ClJ04AbgQ1KjcqsQorsbZW6rVb27qr1zqslpVrvvB13XLl3Xu0Ef+ONq5ak6kdcGEjsg+3llloma3X5biBavb9OktKCOqP2JiLOJesssRp9dsw610B6W/X1l/tAt9Xq3l21JFWvd9fx1JJUK7+rgcQ0YgTsuefK6+2556rltGYxWev0m6Akjczf/lzShrUX8BBwVEuiM6uI1DJSyjWTlG21undXraxXr/6aVE1KSarV39VAymTNWise2aFaGrWgfpr/vB24Lf95e920WVfoXR469dTsZ/21kdp6KdeXmm0rdX9Fqb/mtOOOcNFF2c/6a1L1Gp3kW/1dpcQ0kP15ZIdqafTAwnfmP7cqa+eSfgS8E/hbREwsaz9mg9FfGQn6L201uv6Ssq1WPuG2pwfWWWfla061a1LrrDPwESL6KqVFrP531WxbqXFV7dqfNddvgpL0+kYfjIg7Ctj/ucD3gZ8UsC2z0qQ+cbY2v9Ejw1O21eon3B555Mr3PdWS1EBHKa9JufCf8l2lbis1pmb7S43JWqPRr9+p+et04I/AmcBZ+fvvFrHziLgBeLqIbZmVLeVEmXr9JfUE3mydIvVORquTnAZSJmv2XRVdcqvitT9rrFGJ7y0Akn4GHB4Rf86nJ+JOEmarKGp0hJoinrvU3/YHMypFI6mltNTvqqiSW8r+wCM7VE3KfVDb15ITQETMlbRziTGtRNLhwOEAY8a8ulW7NRuw1GtVV12VtQB636MzYsSKnmennprdJFsrs9U6MqyzTlaOG4iU/RUptZQ2kOt6gy25pe6vldf+rLmUBHWfpB8C5wMBHAbcW2pUdSLiTLLyIhMmTHJD2yqtiEeGR6w8skP9TbQ77jiwllTK/oo+8fZXJlud62yp20pRxWt/1lhKgpoG/Bvw+Xz6BuB/ygrIrNMNdnQEaWDPXSpiMNWiDHQA1IF0WS+i5FbFa3/Wv4Z/h0kaBvwwIr4VEe/KX9+KiH8UsXNJFwI3A9tJmi/pY0Vs16zKrr56RUsJVry/+uoV66Q+d6nIwVSLkDqyQ6u3ZZ2pYQsqIpZJGiNpzYhYUvTOI+L9RW/TrMpq5btf/SqbXn99ePbZbPrAA1ckmvrnLg0btuK5S+9974oWUmr5rsgyWYoiy2QuuXW3lBLfw8BNki4H/l6bGRGnlRWUWSdr1vuuv5Nr/XWqlOcu1d+4Wl++q7+xteiehanrFVkmc8mte6Vcan0cuCJfd726l5n10uy5SrWy1UEHZa0nKft50EErylapz12CrCxYS0SwIlnUyoWpZbIiH5tuVpSUR76f0NerFcGZdZLU5yrtt9+qZauIbH5Ns+cuwYoS3+WXZ2XCiOzn5ZevfCNrkc9d8lh11kopj3wfAxwNvBZYuzY/IvYpMS6zwrTqJtWU5yrVn9T32mtFye2GG1buzJDy3KXasfR3zPUG27NwIOuZFSWlxHcBcB+wFXAC2TWpW0uMyawwrS5JNXuukgTz5sGGG8LUqdn01KnZ9Lx5K64tpT7j6KGHYKutVi4XbrVVNn+gPeZSevq1skegWUqCGh0RZwNLI+L6iPgosFvJcZkNWjtKUs2eqxQBW28NTz8NM2Zk0zNmZNNbb51elqttq5aM6kt8taQ1kONLHYPOY9VZK6X04lua/3xC0j+TdZoYX15IZsVodUmq93OV6st9tREhenr6jqlW7ku9ibXRvEbz+5La06+MG2fNGklpQZ0kaRRwJNkgsT8EvlhqVGYFaWVJqqcna8FsvDEce2w2feyx2fSzz65c5isippQegQPZTupj033jrLVK0xZURFyRv10EvKXccMyK1cqbVCOye5Cuvz7rSXfwwdnP4cOz+WXcOLvffnDppY17BKZIvSHWN85aKzV6YOH3yAaH7VNEfK6UiMwK0uqSVH8lxb33LqdMVttWSm+/1PgbTQ90PbPBatSCui3/uQewA3BRPn0ocHuZQZkVob+SFJRXkqr1yqt/PEStt17RMbXj+MxaSdGk+42k64C3R8TSfHo4cE3tgYatNGHCpDjttNuar2hWp1X3QUHWff3WW7NeebUW04YbwhvfuGoPvKJiauXxmRXhoIN0e0RMarZeSieJcaw8tNG6+TyzjtCqktTy5VlyuuuuLCl985vZz7vuyubXupoXHZNLbjZUpXQz/xrwp7wlBbA3cHxpEZl1qJ4emJT/Tfj003DUUVlrZscds/n1Y+i51WPWXEovvnMk/QZ4Uz7rPyLiyXLDMutMBxyQ9aA76qhsWlr1IYOtfgS7WadKfHA0w4AFwDPAtpL2Ki8ks85VGxmiXm3EiNpyD7hqliZlsNivA+8D7gZqVfQge/S7WSk6sQSW2oU8dXSLTvwOzIqUcg3qYGC7iHip7GDMoHNLYKndvmvz67ui905OnfodmBUppcQ3DxhediBm0PklsNRBXhsNuNrp34FZUVJaUC8AcyT9DnilFeWRJKwMQ+GZQ426fRddBjQbylIS1OX5y6wlUkpgnarIMqDZUJfSzfzHrQjErKaVA7y2Q8qAq0P9OzBLkdKLbwJwCtl4fPWPfN+6xLhsCGvUO612Yr7hhlUfiQ5D5wRdRBnQrIqmf+qh7GJpAVJKfOcAXwG+Rfa4jY8A/u9hq6VZ77T+Hok+d+6KR6IPdR4E1qpm+kfuSVtxyRLGrfkUF/3b9Q1X00lpm0tJUCMi4neSFBGPAMdLmkWWtMyS1fdOg5VbBpMnr+idtvXWWYtpxoxsndoj0SdO7J57gfzcJSvb9E89BIsWJa8/6/OXpK24667ArqsXVC8pCeofknqA/5X0GeAxYONC9m5dJbV3Wuoj0Yc6DwJrAzX9mIUw/9Hk9Wd9/pI8oaQoJukMREqC+gKwDvA54ESyMt+HygzKhq6U3mnuwWbdZPbs5us88AA8/ps5SdubdcApcNhhiXtvfdIZiJQEtWVE3Ao8T3b9CUmHAn8sMzAbmlJ6p7kHm3W6889PW6+WdMat+VTTdY8efy0Hfn3PhK2mJqfqS0lQXwJ+njDPrKGU3mngHmxWTQNNOlNGNW/xbDsKTvzv0YkRpCSnoaXfBCXpAOAdwGaSvlu3aCTwctmB2dCT2jvNPdisVaZPT1zx3ntgyRKOHn9h83XHk7d0UhOP9adRC+px4DbgIOD2uvnPAV8sMygbulJ6p7kHmxVh+jELG6/w3GJYtCgt6WxcSzrd14ppp34TVETcCdwp6acRsRRA0gbA5hHxTKsCtKEnpXeae7BZX6Z/6qG0FRctYsqoOZy45dn9rzMamDIFdnXSqaqUa1DXSjooX3cOsEDS9RFxRLmhmTXm5yUNDckjD9RuAn3rWWkbPuww4OhBxWbtlZKgRkXEYkkfB86JiK9IuqvswMwa8fOSqm217sdJseuuDKVeatZYSoJaQ9KmwHuB40qOx6yplBEp3JIqx/nnD+B+nIrfBGrVl5KgvgpcDdwYEbdK2hr433LDMuufn5dUrNmzYeZ30pIOwNHjL0y8H8dJxwYn5XEbP6funqeImAccUmZQZs1082gTKSMPQFlJB9yTzVql0X1Qh0fEmY0+nLJOk8/vD3wHGAb8MCK+trrbsu4yFEebSLkR9PHf3fNKZ4Fmpoya75tAraM1akH9h6RG/wsEfB5YrQQlaRhwOvA2YD5wq6TLIyJxXHfrVp30vKTZs2HmzIQVF2adCpqNPrDtCDjxnNSk4xtFrbM1SlDXAwc2+fy1g9j3rsCDeckQST8DpgJOUNZQFZ6X1PQm0Jo86ey63r1NVz3wgIcHMMin2dDX6Ebdj5S8782A+n6o84E39V5J0uHA4QBjxry65JCsU5Qx2sRAks64NZ/iotec0Hzd0cDRR5NWQnOZzaxeSi++svR1KolVZmTXuM4EmDBh0irLrXuljDYxkJEHAGbt9Nnm675unG8CNWuBdiao+cDmddPjycb/M2tq+nSyATwbWbIEyJ+Pk8JJx6xS2pmgbgUmSNqK7Cm9/wL8axvjsTYbyE2gkLd2pkxpvJJHHjDrWE0TlKS1yO572rJ+/Yj46mB2HBEv54+Qv5qsm/mPIuLuwWzTqqe8m0DBrR2zoS2lBTUDWET2yI2Xitx5RPwa+HWR27TWmP6B9KQzZdQc349jZgOWkqDGR4SH3+xwyaMPXLLwlV5qjYxbEy46J2EEasD345jZ6khJUH+Q9LqI+HPp0diAJY0+8Dhw55yk0QfGARd9/voBDPJpZlaORkMd/Zms2/cawEckzSMr8QmIiNixNSF2n+THUN85p+nIAwDbAice8JsB3ATq5GRm7deoBfXOlkXRJZJuBM3La4dt3HyQjgN3+kN+E2gK92Qzs87SaCSJRwAknRcRH6xfJuk84IN9frDLTJ8OPJxwM+iLL8KSJc1vBPXIA2ZmQNo1qNfWT+SDvL6hnHCq4fzz4fE/pI9AMGunz8K4cc3X9Y2gZmbJGl2D+hJwLDBC0uLabGAJqzmCeTvNng0z/ydxHNpaS6dZ0tl227wzgZOOmVnRGpX4TgFOkXRKRHyphTENyEDuxzl6/IUceMiaaSvv6qRjZtZOKSW+n0t6fa95i4BHIuLlEmLq15PzXlglIfkmUDOzoSklQf038HrgLrIS3+uAO4HRkj4ZEdeUGN9Kttt6KbNOe7TXXN8EamY2FPUkrPMwsEtETIqINwA7A3OBfYHUO3bMzMwGJCVBbV8/iGv+SPZdak/CNTMzK0NKie9+Sf8D/Cyffh/wQD7K+dLSIjMzs66W0oKaBjwIfAH4IjAvn7cUeEtZgZmZWXdr2oKKiBeBU/NXb88XHpGZmRlpDyzcAzge2IKVH1i4dXlhmZlZt0u5BnU2WWnvdmBZueGYmZllUhLUooj4TemRmJmZ1UlJUNdJ+gbwS+oe+R4Rd5QWlZmZdb2UBPWm/OekunkB7FN8OGZmZpmUXnzuSm5mZi2X0otvLPBfwLiIOEDSDsDuEXF26dFZx9jniCNYvGjRKvNHjhrF7087reP3Z2atl1LiOxc4Bzgun34AuIisd58ZAIsXLeK2UaNWmT+pjyTSifszs9ZLGUlio4i4GFgOkD9iw93NzcysVCkJ6u+SRpN1jEDSbmTPgzIzMytNSonvCOByYBtJNwFjgPeUGpWZmXW9lF58d0jaG9iO7IGF90eERzE3M7NS9ZugJL27n0XbSiIifllSTNaBRo4a1WcHhZF9dGQowhOLF7PZwoWrLhg+vJT9bXboobC0j7/Lhg/nsZ//vPD9uZeiWeMW1IENlgXZyBJmAC0/aW46cmRre/EtXcpjfSS/zfpKWgVwL0WzBgkqIj7SykDMzMzqpfTiMzMza7mUXnzW5VKuhxR5jWb01KkMj1hl/lKJhTNmADD/mWeY9Mwzq6wzf0B7MrMqc4KyppKuhxR4jWZ4BE9Kq8zfpC5pDVu+nNtaeE3IzFpvdXrxAbgXn7VVT08P9yxbdUCTnp6SqtbDh/ed/ErqNdjqXpFmVeRefF2u1d2ZU8p3AMv7WKfekpdfpq+20pJe0ymlR3fpNqsm9+Lrcq3uzpxSvoPmvXcE7NTP/JUklB5bXcJM4W7mZonXoCT9M/BaYO3avIj46uruVNKhwPHAa4BdI+K21d2WmZkNTSnPgzoDWAd4C/BDsnH4Zg9yv3OBdwM/GOR2ulKRJal5Cxaw2YIFq8zt9rocAAANR0lEQVR/sdd2m10PeWH5cjZ56aVV1ll1TvPy3UvAJv3Mr1nCyo94rp9fb9ny5dzTR1xlDcfvcqFZcVJaUG+OiB0l3RURJ0g6lUFef4qIewHUR6nHmiuy/LMm8FiTklvKiXWdnp7kEliz8t1a0LQMuCbQV7O7r8S2Q1+/Z02S5Opyac6sOCldnmp/TL8gaRywFNiqvJBWJulwSbdJum2B/5ObmXWNlBbUFZLWB74B3EHWg++HzT4k6bf0/QftcRExo4/5fYqIM4EzASZNmFDOn70dJqUsN5BS04tNWhNFlq1SyncB3NlHTPVzUrYD2V9TO/XVa7DufUoJ8x8RfZYwl/ZqnRV1A7G7mZulJajpEfEScImkK8g6Svyj2YciYt/BBmd9SynLpZaahvX0MKKP0tywgfZyS7TNmDFNtyVgpz6OT3XHl1pS3CphfylJdquNNkr7Pgu6gdjXq8zSSnw3195ExEsRsah+npmZWRkajSSxCbAZMELSLqy4xWQkWa++1SbpXcD3yJ7Oe6WkORGx32C22W2aleWSFTVCQuJ2UkpXS4Ad+zi+lXroFbi/IrV6hAv3GrShrFGJbz9gGjAeqP9NXwwcO5idRsSlwKWD2UY3SynLpSrqYXup20k5aY7o6eGuJmWyIvdXpLEbbMAOfSS/sSV18HGvQRvKGo0k8WPgx5IOiYhLWhiTmZlZUieJmySdDYyLiAMk7QDsHhFnlxxbV0oq2SSUt4osbbW6TLasp4dJfZTJlpU1EGyC1O/Ave/MipOSoM7JX8fl0w8AFwFOUCVIKdmklLeKLG21ukw2foMNKle2Sv0OfN3HrDgpf5JuFBEXA8sBIuJlyhspxszMDEhrQf1d0mjy+yQl7Qb4CuwQUcVeYC6TpfN3ZUNZSoI6Argc2EbSTWRdw99TalTWMlXsBeYyWTp/VzaUNU1QEXGHpL2B7cjuhbo/IvxcbTMzK1XK4zbWBj4F7ElW5psl6YyIaDrckQ2cSzZmZpmUEt9PgOfIRn4AeD9wHnBoWUF1M5dszMwyKQlqu4iof7r2dZLuLCsgMzMzSEtQf5K0W0TcAiDpTcBN5YZlreKSoplVVUqCehPwIUl/yadfDdwr6c9ARMSOpUVnpXNJ0cyqKiVB7V96FGZmZr2kdDN/pBWBmJmZ1Wvf6JtmZmYNOEGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVkltSVBSfqGpPsk3SXpUknrtyMOMzOrrna1oK4FJkbEjsADwJfaFIeZmVVUWxJURFwTES/nk7cA49sRh5mZVVcVrkF9FPhNu4MwM7NqWaOsDUv6LbBJH4uOi4gZ+TrHAS8DFzTYzuHA4QCvHjOmhEjNzKyKSktQEbFvo+WSPgy8E3hrRESD7ZwJnAkwacKEftczM7OhpbQE1Yik/YFjgL0j4oV2xGBmZtXWrmtQ3wfWA66VNEfSGW2Kw8zMKqotLaiI+Kd27NfMzDpHFXrxmZmZrcIJyszMKskJyszMKskJyszMKskJyszMKskJyszMKskJyszMKskJyszMKkkNhsGrHEkLgEfaHUcBNgKeancQLdJNxwo+3qGsm44Vyj3eLSKi6ejfHZWghgpJt0XEpHbH0QrddKzg4x3KuulYoRrH6xKfmZlVkhOUmZlVkhNUe5zZ7gBaqJuOFXy8Q1k3HStU4Hh9DcrMzCrJLSgzM6skJygzM6skJ6g2kPQNSfdJukvSpZLWb3dMZZJ0qKS7JS2XNGS76UraX9L9kh6U9B/tjqdMkn4k6W+S5rY7lrJJ2lzSdZLuzX+PP9/umMokaW1JsyXdmR/vCe2KxQmqPa4FJkbEjsADwJfaHE/Z5gLvBm5odyBlkTQMOB04ANgBeL+kHdobVanOBfZvdxAt8jJwZES8BtgN+PQQ/7d9CdgnInYCdgb2l7RbOwJxgmqDiLgmIl7OJ28BxrcznrJFxL0RcX+74yjZrsCDETEvIpYAPwOmtjmm0kTEDcDT7Y6jFSLiiYi4I3//HHAvsFl7oypPZJ7PJ4fnr7b0pnOCar+PAr9pdxA2aJsBj9ZNz2cIn8S6laQtgV2AP7Y3knJJGiZpDvA34NqIaMvxrtGOnXYDSb8FNulj0XERMSNf5ziy8sEFrYytDCnHO8Spj3m+h2MIkbQucAnwhYhY3O54yhQRy4Cd8+vjl0qaGBEtv97oBFWSiNi30XJJHwbeCbw1hsDNaM2OtwvMBzavmx4PPN6mWKxgkoaTJacLIuKX7Y6nVSLiWUkzya43tjxBucTXBpL2B44BDoqIF9odjxXiVmCCpK0krQn8C3B5m2OyAkgScDZwb0Sc1u54yiZpTK1nsaQRwL7Afe2IxQmqPb4PrAdcK2mOpDPaHVCZJL1L0nxgd+BKSVe3O6ai5Z1ePgNcTXYR/eKIuLu9UZVH0oXAzcB2kuZL+li7YyrRHsAHgX3y/69zJL2j3UGVaFPgOkl3kf3hdW1EXNGOQDzUkZmZVZJbUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUDakSZoiaZUusv3NL2B/B9cPJCppZrMR3PNYFkn6dZP1ji0qznx7zzdfq+Hnp0n6fv7+k5I+VEBMD0vaSNKIvDv3EkkbDXa71pmcoMyKdTDZaOYDNSsimt1bU2iCGghl+j1fRMQZEfGTovYXES9GxM54NI6u5gRlbSXpVZKuzJ89M1fS+/L5b5B0vaTbJV0tadN8/kxJ35b0h3z9XfP5u+bz/pT/3G6AMfxI0q3556fm86dJ+qWkqyT9r6TpdZ/5mKQH8njOkvR9SW8GDgK+kf/1v02++qH583UekDQ5IZ5NJd2Qb2OupMmSvgbUWhUX5Otdln8/d0s6vO7zz0s6Of9Ob5E0Np+/laSb8+M8sW79dSX9TtIdkv5cd/xbKnsG0n8DdwCbS/pIfhzXk93AWtvG8ZKOkjSu7mbWOZKWSdoiH53gknzft0raI//caEnX5N/7D+h7TEPrVhHhl19tewGHAGfVTY8iG97/D8CYfN77gB/l72fW1gf2Aubm70cCa+Tv9wUuyd9PAa7oY7+vzAf+Czgsf78+2TO6XgVMA+blMa0NPEI23t444GFgwzzWWcD388+fC7ynbj8zgVPz9+8Aftsolnz6SLJBdgGGAevl75/v9bkN858jyMZJG51PB3Bg/n468J/5+8uBD+XvP13bHtmYnCPz9xsBD5Ilii2B5cBu+bJNgb8AY4A1gZvqjvt44Khe8X2abEQNgJ8Ce+bvX002bBDAd4Ev5+//OY99o7ptPFw/7Vd3vTxYrLXbn4FvSvo62Ul6lqSJwESyoaAgO0k/UfeZCyF7JpGkkcrGDVsP+LGkCWQnueEDiOHtwEGSjsqn1yY7iQL8LiIWAUi6B9iC7CR+fUQ8nc//ObBtg+3XBhe9neyk38ytwI+UDVB6WUTM6We9z0l6V/5+c2ACsBBYAtSur90OvC1/vwfZHwQA5wFfz98L+C9Je5ElpM2AsfmyRyLilvz9m4CZEbEAQNJF9HPceQvp40CtxbgvsEP+7wkwUtJ6ZH9kvBsgIq6U9Ew/x2pdyAnK2ioiHpD0BrLWxSmSrgEuBe6OiN37+1gf0ycC10XEu5Q9s2fmAMIQcEj0eqiipDeRPV20ZhnZ/5mBlqFq26h9vqE88e5F1qI4T9I3otf1HUlTyE76u0fEC8pGnF47X7w0ImrfUe999jW22QfIWkVviIilkh6u29bfe4fXLP68HHs22WDItY4YPXmsL/ZaN2mb1p18DcraStI44IWIOB/4JvB64H5gjKTd83WGS3pt3cdq16n2BBblLZxRwGP58mkDDONq4LPKz5aSdmmy/mxgb0kbSFqDFa0SgOfIWnOrTdIWwN8i4iyyE/3r80VL81YVZMf7TJ6ctid7FHkzN5GNsg5ZUqoZle9vqaS3kLUS+/JHYEp+3Wg4cGgfsQ8HLgaOiYgH6hZdQzaYbm29nfO3N9RikXQAsEHCcViXcIKydnsdMFvZ0zuPA06K7JHp7wG+LulOYA7w5rrPPCPpD8AZQG0U7elkLbCbyEqCA3EiWUnwLklz8+l+RcRjZNet/gj8FrgHWJQv/hnw7/lF/2362UQzU4A5kv5Elvy+k88/M4/xAuAqYA1lI06fCNzS14Z6+TzwaUm3kiWlmguASZJuI0sWfT5aISKeILvWdDPZcd/Rx2pvBt4InFDXUWIc8Ll8H3flpdJP5uufAOwl6Q6yUutfEo7DuoRHM7eOkpeyjoqI29ocx7oR8XzegrqUrBPHpau5rSlkx/TOImMcCvJy46SIeKrdsVjruQVltnqOz1t9c4GHgMsGsa0lwEQ1uVG3myi/UZesZbu83fFYe7gFZWZmleQWlJmZVZITlJmZVZITlJmZVZITlJmZVZITlJmZVdL/B3tJXH6pfzNiAAAAAElFTkSuQmCC\n", + "image/png": 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l61/1qmx9K2W+wcpktXLfUFpQKWWyZtsUXb5r1ivSvf0GlvJP6VjgCmBzSecDvwGOKjMoMytWK6WmFFddBZMmrdySmDQpWz+U2IoqPaaUyVJLaUWW71K4t9+qmiaoiLiKbDSJ6cCPgckRMavcsMysaCmlphQRWSnvwgth2bJsedmybPm551ovRxVVekwpk7VSSiuqfNdK/L0+BmJ/Kb34fgOcFBGX1607PSIOKzUys4oqsqdVEeWoVqTegNuoh14EzJkDzz8PL3kJbLIJPPZYtjxnTvpNrLXlIm6IrZ1LSpksZZsiy3cpOjUGYtWllPi2Aj4n6Ut16yaXFI9ZpRXZ06rIclSRmvXQ6+uDl74Udt45S05S9nPnnbP1tUSW2guuqBtia/trViZL3abI8l0z7T5et0hJUE8DbwTGS/qFpDElx2RWSUX2tCq6HFWU1B56hx+eXXOqb0VMmpStTz2/mmZlsqLLcqmltCLLdynafbxukNKLTxHxAvAxSdOBG4D1S43KrIKK7GlVZDmqSLUeerWkVOuht8MOK3ro1b7gb7hh1XJU/WgLrcTeaDl1XyllMmitlFZE+a4V7T5e1aW0oE6rPYmIc8g6Swyhr45Z90vtadX/r/GBWjtFlaOKVktS9eq7j6eWo1qJvdnnVVRZrrbNHnusvM0eewxcSkv5PVp5Bk1QkkbnT38qaYPaA3gAOLIt0ZlVTEp5KPV6SZHlqCLVynr16q9JQfrNpymxp3xeRZflUloqHtmh8xq1oH6U/7wFuDn/eUvdsllP6V9COumk7Gf9tZFWRyBotq9m2xSt/prTDjvABRdkP+uvSdU0+pJPjT31Wlwrn0OzuFJ/Px7ZofMaTVj4tvznVmUdXNL3gbcBf4+ISWUdx6wIg5WQYOXyUMr1ktR9tXt2274+WHvtla851a5Jrb12+igRg5XSIgYvAzb6vFL2lRpX6u/HIzt03qAJStKrG70xIm4t4PjnAKcAPyxgX2alS5lttrau2VThKftq5+y2NUccsfJ9T7Uk1epI5ZBWSkv9vIrqQNDK8VK2s/I0+id3Uv44FfgjcDpwRv78O0UcPCKuA54sYl9m7dLsi7KV60apX+DNtila/2Q0lGk0iuoaXnS5LfX345EdOq9Rie8NAJJ+AhwWEX/OlyfhThJmA2p1RICUUSKKmHepleMVociu4UWW21KP55EdqiHlPqiX15ITQETMkbRTiTGtRNJhwGEA48a9rF2HNRuS1GtLkPUGW7x41S/FUaNW9Do76aTsBtlaia3WiWHttbNSXCtSjleklBJZ6udVVLmtleO1+/qfrSolQd0j6UzgPCCAQ4G7S42qTkScTlZeZOLEyW5cW+WlXDeqL1vByn+h16YLj1h5VIf6G2h32KG1llTK8Yr+0h2sRDaU62yp+0qRel2vE9f/bGUpCWo68B/Ap/Pl64D/LSsgs+Eg5QJ/s7KV1Nq8S43Kd+3uldZqiayVLutFlNtSr+t14vqfrdDw7y9JI4AzI+KbEXFQ/vhmRPyziINL+jHwe2A7SfMkfaiI/Zp1gyuvXNFSghXPr7xyxTap8y4VMT15kVJGdejEvqy7NGxBRcQySeMkrRkRS4o+eES8u+h9mnWDWvnuF7/IltdbD55+Olvef/8ViaZ+3qURI1bMu/TOd65oIaWW74osk6UoskTmcltvSinxPQjcKOlS4B+1lRFxcllBmXW7lJ53zcpKEWnzLtXfuFpfvqu/sbWM3oUp2xRZInO5rfekXGJ9FLgs33bduoeZDaDZfEqwomx1wAFZ60nKfh5wwIqyVeq8S5CVBWuJCFYki1q5sJUyWVXnqbLe07QFFRFfbkcgZsNB//mUGvW8e8tb4OKLVy5bRWTraw4/PNvmhhtWbDNpEhx00IptaiW+Sy/NlmvlwksvzRJeLVkV1bsQ2t8j0HpTypTv44CjgFcCa9XWR8TeJcZlVqh23aCaMp9S7fi1L/U991zxJX/ddSt3ZkiZd6m2v8HOu14RvQvB49RZe6SU+M4H7gG2Ar5Mdk3qphJjMitUu8tRzeZTguxLfO5c2GADmDYtW542LVueO3fFtaXUeZceeAC22mrlcuFWW2Xrh9IFu4rzVFnvSUlQYyPiLGBpRFwbER8Edis5LrNCdGLahJT5lCJg663hySdh5sxseebMbHnrrVfElTrvUi0ZPf10tvz00yuSVhlj1XmcOmuHlF58S/Ofj0n6V7JOE5uVF5JZcdp9g2r/+ZTqy321a1J9fYPHVSv3pd7E2mhdo/WDSentBx6nztojpQV1vKQxwBFkg8SeCXy21KjMCtTOclRfX9Z62WgjOProbPnoo7Plp59etcxXRFwpPQJb3VfKtOm+cdbKltKL77L86ULgDeWGY1a8dt6gGpHdf3TttVkvugMPzH6OHJmtr++cUWRcKT0CU1V1nirrPY0mLPwu2eCwA4qIT5USkVmB2j1twmClu732Gto0E62cY0pvv1bOo9Fy6jZmq6NRC+rm/Ofrge2BC/LlQ4BbygzKrCiDlaOgvHJUrUde/dQQtZ56ZcTViXM0awdFk243kq4B3hwRS/PlkcBVtQkN22nixMlx8sk3N9/QrJ923QcFWff1m27KeuTVSm0bbACvfe2q8y4VGVc7z9GsSAccoFsiYnL/9SmdJCaw8tBG6+TrzLpGu8pRy5dnyemOO7Kk9I1vZD/vuCNbX9/VvOi4XHKz4Salm/lXgT/lLSmAvYBjS4vIrIv19cHk/O/AJ5+EI4/MWjI77JCtb2UOJ7Nel9KL72xJvwJ2zVd9PiIeLzcss+61335Z77kjj8yWpYEnGGz3FOxm3SZxwmhGAPOBp4BtJe1ZXkhm3a02KkS92mgR9du0e4QLs26TMljs14B3AXcCtQp6kE39blaabix/pXYfb2WEi278HMyKkHIN6kBgu4h4vuxgzGq6tfzVSpfv2mv13dH7J6du/RzMipBS4psLjCw7ELOabi9/pQzwCs0HXO32z8FsdaW0oJ4DbpP0G+DFVpRHkrCytHuA1zI06/KdWgrs9s/BbHWkJKhL84dZ26SUv7pZailwuH8OZo2kdDP/QTsCMavXzgFeOyV1Cvbh/jmYDSalF99E4ESy8fjqp3zfusS4bJhr1DOt9qV83XWrTocOw+vLuVEpsN0D3ZoVbcbnFsDf/zbk96eU+M4GvgR8k2y6jQ8A/m9hQ9asZ9pg06HPmbNiOvRe4EFgrYpaSjpLlnD9fifCtts23EzHD7w+JUGNiojfSFJEPAQcK+l6sqRl1pL6nmmwcqtgypQVPdO23jprMc2cmW1Tmw590qTeug/I8y5ZO8yYAdx+W/L2KUkHgF12AQ4dclwpCeqfkvqA/5P0CeARYKMhH9F6WmrPtNTp0HuBB4G1oRhS0jk0NZkMPem0IiVBfQZYG/gUcBxZme99ZQZlw1tKzzT3XrNeNHt2823uuw8e/VVa4rl+x0/CUUclHr09SacVKQlqy4i4CXiW7PoTkg4B/lhmYDZ8pfRMc+81Gy7OOy9tu1rSmbDmE023PWqzq9n/a3sk7DU1OVVTSoL6AvDThHVmTaX0TAP3XrNqazXpTB3TvMVz6GZ3JyYdgNTtutugCUrSfsBbgU0lfafupdHAC2UHZsNTas80916zdpsxI3HD/LrOUZv9uPm2m5EnnbEJO+6NpNOKRi2oR4GbgQOAW+rWPwN8tsygbHhL6Znm3mtWlBkzgAULGm8072Gg1aTjhFK2QRNURNwO3C7pRxGxFEDS+sDmEfFUuwK04SmlZ5p7r9lgZswAHnyg+YaLF2f34uz4ycbbjSXvTOCkUyUp16CulnRAvu1twHxJ10bE4eWGZpbG8yUNDzNmAHfflbZx7QbQFIceSrd3FuhVKQlqTEQskvRh4OyI+JKkO8oOzCyF50uqtpbvxdnxkzB1avMNV/MGUOsOKQlqDUmbAO8Ejik5HrNkKaNSuCVVjtmzYda3y7gXxy0dWyElQX0FuBK4ISJukrQ18H/lhmXWnOdLKlYrSQeyDgW9cC+OdU7KdBs/pe6ep4iYCxxcZlBmqXp5xImUUQegtaQzdcxtHPc/KV2iwR0KrGyN7oM6LCJOb/TmlG2avH9f4NvACODMiPjqUPdlvWk4jjiRchNoK6MOTB0zr4Wkk7qdWfkataA+L6nRv34BnwaGlKAkjQBOBd4EzANuknRpRCR247Fe103zJSXfBHr3XbBkSdORB7Ydg5OODXuNEtS1wP5N3n/1ahx7F+D+vGSIpJ8A0wAnKEvS6fmSkm4ABXhmESxcmHYT6EatjDxgNrw1ulH3AyUfe1Pg4brlecCu/TeSdBhwGMC4cS8rOSTrNkWPONFq0ml6Ayj4JlCzIUrpxVeWgb5CYpUV2TWu0wEmTpy8yutmzUacSB51AIaQdNxDzawsnUxQ84DN65Y3Ixv/zyzJ7Nkw638TKsK1oW4mTGi+7bbbwi5OOmZV0MkEdRMwUdJWZLP0/hvw7x2Mxyqg1Xtxpo65jeOm/6X5hk46Zl2naYKS9BKy+562rN8+Ir6yOgeOiBfyKeSvJOtm/v2IuHN19mnVNeM9Zd2LMxZ3KDAbnlJaUDOBhWRTbjxf5MEj4pfAL4vcp7VPuUnHzHpdSoLaLCI87OYwkDzywDkPwMKFTW8C9Q2gZlamlAT1O0mviog/lx6NtSx56unfpSUdgAnABecvTtirk46ZlafRUEd/Juv2vQbwAUlzyUp8AiIidmhPiL3nvPPg0ZT+jA9mSafZqAMA2wLHffov+TQFZmbV16gF9ba2RdEjZs+GWRc1uQm0lVEH1oX9p6/ZQtJxi8fMukejkSQeApB0bkS8t/41SecC7x3wjT1m9uz8mk2KvLVz3JZnDb7NWLIJ23bxqANm1ttSrkG9sn4hH+T1NeWEUx0zPtZi0nndr9K29/TTZmZJGl2D+gJwNDBK0qLaamAJQxzBvNNmfCBxHNp8NOmkpLPttp5+2sysBI1KfCcCJ0o6MSK+0MaYWtLyvTgpow6Ak46ZWYellPh+KunV/dYtBB6KiBdKiGlQj899bpWENGHNJ7jg7JQu0eBRB8zMukdKgvof4NXAHWQlvlcBtwNjJX00Iq4qMb6VbLf1Uq4/+eHmG5qZWdfrS9jmQWDniJgcEa8BdgLmAPsAqfOEmpmZtSQlQb28fhDXfEr2nWsz4ZqZmZUhpcR3r6T/BX6SL78LuC8f5XxpaZGZmVlPS2lBTQfuBz4DfBaYm69bCryhrMDMzKy3NW1BRcRi4KT80d+zhUdkZmZG2oSFrweOBbZg5QkLty4vLDMz63Up16DOIivt3QIsKzccMzOzTEqCWhgRiQPNmZmZFSMlQV0j6evAz6mb8j0ibi0tKjMz63kpCWrX/OfkunUB7F18OGZmZpmUXnzuSm5mZm2X0otvPPDfwISI2E/S9sDuEdFg1j3rRXsffjiLFi5cZf3oMWP47cknD5tjmll7pJT4zgHOBo7Jl+8DLiDr3Wf2okULF3LzmDGrrJ88QALp5mOaWXukjCSxYURcCCwHyKfYcHdzMzMrVUqC+oeksWQdI5C0G9l8UGZmZqVJKfEdDlwKbCPpRmAc8I5SozIzs56X0ovvVkl7AduRTVh4b0R4FHMzMyvVoAlK0tsHeWlbSUTEz0uKybrU6DFjBuycMHqATgxFeWzRIjZdsGDVF0aOLOV4mx5yCCwd4O+zkSN55Kc/Lfx47qVovaxRC2r/Bq8F2cgSZi/qxBfmJqNHt7cX39KlPDJA8tt0oKRVAPdStF42aIKKiA+0MxAzM7N6Kb34zMzM2i6lF59Z0rWQIq/PjJ02jZERq6xfKrFg5swXl+c99RSTn3pqle3mtXQ0M6siJyhLknQtpMDrMyMjeFxaZf3G/ZLWiOXLubmN14TMrH2G0osPwL34rBL6+vq4a9mqA5v09ZVUvR45cuDkV1KvwU70jDSrCvfi63Gd6MacWr5bPsA2/S154QUGaistqXueWnp0l26zanEvvh7XiW7MqeW7lDaQgB0HWf+ixNJju8uYKdzN3HpZ0jUoSf8KvBJYq7YuIr4y1INKOgQ4FngFsEtE3DzUfZmZ2fCUMh/UacDawBuAM8nG4Zu9msedA7wd+N5q7qdnFVWOmqK6E/IAAA1RSURBVDt/PpvOn7/K+sUD7LfZtZDnli9n4+efX2WbVdc0L989D2w8yPp6S1h5quf69TXLli/nrgHiKmtIfpcKzYqR0oJ6XUTsIOmOiPiypJNYzetPEXE3gAYo81iaoko/awKPJJTbUr5Y1+7rSy5/NSvfvQSSyoBrAgM1v/snt+0H+reWcI1rKFyWMytGSpm/9sf0c5ImAEuBrcoLaWWSDpN0s6Sb5/s/uJlZz0hpQV0maT3g68CtZD34zmz2Jkm/ZuAqzTERMXOA9QOKiNOB0wEmT5xYzp+8XSilNJdaalqc0JIosmyVUr4L4PYB4uq/JmVfS4EdB+o12G85pYz5z4gBy5hL61poRd487G7m1stSEtSMiHgeuEjSZWQdJf7Z7E0Rsc/qBmeDSynNpZSaRvT1MWqAstyIofRwS7TNuHFN9yVgxwHOT/0STUpZcauE40FaGXOrDTds/pkWePOwr1lZL0sp8f2+9iQino+IhfXrzMzMytBoJImNgU2BUZJ2ZsWtJaPJevUNmaSDgO+Szc57uaTbIuItq7PPXpRSmmuqyJEREveVUrZaAuwwwPkt6b8i4ZjtLpO1fXQL3HPQhqdGJb63ANOBzYD6f+GLgKNX56ARcTFw8erso9elluaaKXKSvdR9pXxhjurr446EMlnKMdv9BT1+/fXZfoDkN77ETj7uOWjDUaORJH4A/EDSwRFxURtjMjMzS+okcaOks4AJEbGfpO2B3SPirJJj60nJpZo2l7baXSZb1tfH5AHKZMtKLJOlSPkc3PPOrBgpCers/HFMvnwfcAHgBFWC1FJNu0tb7S6Tbbb++pUsWaV8Dr7mY1aMlD9HN4yIC4HlABHxAuWNEmNmZgaktaD+IWks+T2SknYDfOV1mKhq7y+XyVrjz8uGo5QEdThwKbCNpBvJuoa/o9SorG2q2vvLZbLW+POy4ahpgoqIWyXtBWxHdi/UvRHh+bTNzKxUKdNtrAV8DNiDrMx3vaTTIqLpcEfWOpdqzMwyKSW+HwLPkI38APBu4FzgkLKC6mUu1ZiZZVIS1HYRUT+r9jWSbi8rIDMzM0hLUH+StFtE/AFA0q7AjeWGZe3ikqKZVVVKgtoVeJ+kv+bLLwPulvRnICJih9Kis9K5pGhmVZWSoPYtPQozM7N+UrqZP9SOQMzMzOp1duRNMzOzQThBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJTlBmZlZJXUkQUn6uqR7JN0h6WJJ63UiDjMzq65OtaCuBiZFxA7AfcAXOhSHmZlVVEcSVERcFREv5It/ADbrRBxmZlZdVbgG9UHgV50OwszMqmWNsnYs6dfAxgO8dExEzMy3OQZ4ATi/wX4OAw4DeNm4cSVEamZmVVRagoqIfRq9Lun9wNuAN0ZENNjP6cDpAJMnThx0OzMzG15KS1CNSNoX+BywV0Q814kYzMys2jp1DeoUYF3gakm3STqtQ3GYmVlFdaQFFRH/0onjmplZ96hCLz4zM7NVOEGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklOUGZmVklqcEweJUjaT7wUKfjKMCGwBOdDqKNeu18offO2ec7vJV9vltExCqjgXdVghouJN0cEZM7HUe79Nr5Qu+ds893eOvU+brEZ2ZmleQEZWZmleQE1RmndzqANuu184XeO2ef7/DWkfP1NSgzM6skt6DMzKySnKDMzKySnKA6RNLXJd0j6Q5JF0tar9MxlUnSIZLulLRc0rDtnitpX0n3Srpf0uc7HU/ZJH1f0t8lzel0LO0gaXNJ10i6O//3/OlOx1QmSWtJmi3p9vx8v9zO4ztBdc7VwKSI2AG4D/hCh+Mp2xzg7cB1nQ6kLJJGAKcC+wHbA++WtH1noyrdOcC+nQ6ijV4AjoiIVwC7AR8f5r/j54G9I2JHYCdgX0m7tevgTlAdEhFXRcQL+eIfgM06GU/ZIuLuiLi303GUbBfg/oiYGxFLgJ8A0zocU6ki4jrgyU7H0S4R8VhE3Jo/fwa4G9i0s1GVJzLP5osj80fbetY5QVXDB4FfdToIW22bAg/XLc9jGH959TpJWwI7A3/sbCTlkjRC0m3A34GrI6Jt57tGuw7UiyT9Gth4gJeOiYiZ+TbHkJUNzm9nbGVIOd9hTgOs830cw5CkdYCLgM9ExKJOx1OmiFgG7JRfJ79Y0qSIaMs1RyeoEkXEPo1el/R+4G3AG2MY3JDW7Hx7wDxg87rlzYBHOxSLlUTSSLLkdH5E/LzT8bRLRDwtaRbZNce2JCiX+DpE0r7A54ADIuK5TsdjhbgJmChpK0lrAv8GXNrhmKxAkgScBdwdESd3Op6ySRpX62EsaRSwD3BPu47vBNU5pwDrAldLuk3SaZ0OqEySDpI0D9gduFzSlZ2OqWh5p5dPAFeSXTy/MCLu7GxU5ZL0Y+D3wHaS5kn6UKdjKtnrgfcCe+f/b2+T9NZOB1WiTYBrJN1B9gfY1RFxWbsO7qGOzMysktyCMjOzSnKCMjOzSnKCMjOzSnKCMjOzSnKCMjOzSnKCsmFP0lRJq3SNHWx9Acc7sH4AUUmzmo3gnseyUNIvm2x3dFFx5vt7tvlWDd8/XdIp+fOPSnpfATE9KGlDSaPybtxLJG24uvu17uMEZVa8A8lGM2/V9RHR7J6aQhNUK5QZ9DsjIk6LiB8WdbyIWBwRO+HROHqWE5R1nKSXSro8n3NmjqR35etfI+laSbdIulLSJvn6WZK+Jel3+fa75Ot3ydf9Kf+5XYsxfF/STfn7p+Xrp0v6uaQrJP2fpBl17/mQpPvyeM6QdIqk1wEHAF/P//rfJt/8kHxenfskTUmIZxNJ1+X7mCNpiqSvArVWxfn5dpfkn8+dkg6re/+zkk7IP9M/SBqfr99K0u/z8zyubvt1JP1G0q2S/lx3/lsqm/vof4Bbgc0lfSA/j2vJblyt7eNYSUdKmlB3E+ttkpZJ2iIfleCi/Ng3SXp9/r6xkq7KP/fvMfCYhtaLIsIPPzr6AA4GzqhbHkM2rP/vgHH5uncB38+fz6ptD+wJzMmfjwbWyJ/vA1yUP58KXDbAcV9cD/w3cGj+fD2yObpeCkwH5uYxrQU8RDbe3gTgQWCDPNbrgVPy958DvKPuOLOAk/LnbwV+3SiWfPkIskF2AUYA6+bPn+33vg3yn6PIxkcbmy8HsH/+fAbwX/nzS4H35c8/Xtsf2bico/PnGwL3kyWKLYHlwG75a5sAfwXGAWsCN9ad97HAkf3i+zjZiBoAPwL2yJ+/jGy4IIDvAF/Mn/9rHvuGdft4sH7Zj955eLBYq4I/A9+Q9DWyL+nrJU0CJpENBQXZl/Rjde/5MWTzEUkarWy8sHWBH0iaSPYlN7KFGN4MHCDpyHx5LbIvUYDfRMRCAEl3AVuQfYlfGxFP5ut/CmzbYP+1QUVvIfvSb+Ym4PvKBia9JCJuG2S7T0k6KH++OTARWAAsAWrX124B3pQ/fz3ZHwQA5wJfy58L+G9Je5IlpE2B8flrD0XEH/LnuwKzImI+gKQLGOS88xbSh4Fai3EfYPv89wkwWtK6ZH9kvB0gIi6X9NQg52o9xgnKOi4i7pP0GrLWxYmSrgIuBu6MiN0He9sAy8cB10TEQcrm6pnVQhgCDo5+kypK2pVsVtGaZWT/b1otQ9X2UXt/Q3ni3ZOsRXGupK9Hv+s7kqaSfenvHhHPKRtpeq385aURUfuM+h9zoPHN3kPWKnpNRCyV9GDdvv7RP7xm8efl2LPIBkOudcToy2Nd3G/bpH1a7/E1KOs4SROA5yLiPOAbwKuBe4FxknbPtxkp6ZV1b6tdp9oDWJi3cMYAj+SvT28xjCuBTyr/tpS0c5PtZwN7SVpf0hqsaJUAPEPWmhsySVsAf4+IM8i+6F+dv7Q0b1VBdr5P5cnp5WRTkDdzI9ko65AlpZox+fGWSnoDWStxIH8EpubXjUYChwwQ+0jgQuBzEXFf3UtXkQ2mW9tup/zpdbVYJO0HrJ9wHtYDnKCsCl4FzFY2a+cxwPGRTZn+DuBrkm4HbgNeV/eepyT9DjgNqI2gPYOsBXYjWUmwFceRlQTvkDQnXx5URDxCdt3qj8CvgbuAhfnLPwH+M7/ov80gu2hmKnCbpD+RJb9v5+tPz2M8H7gCWEPZSNPHAX8YaEf9fBr4uKSbyJJSzfnAZEk3kyWLAadUiIjHyK41/Z7svG8dYLPXAa8FvlzXUWIC8Kn8GHfkpdKP5tt/GdhT0q1kpda/JpyH9QCPZm5dJy9lHRkRN3c4jnUi4tm8BXUxWSeOi4e4r6lk5/S2ImMcDvJy4+SIeKLTsVh7uQVlNnTH5q2+OcADwCWrsa8lwCQ1uVG3lyi/UZesZbu80/FY+7kFZWZmleQWlJmZVZITlJmZVZITlJmZVZITlJmZVZITlJmZVdL/B8xUO990POFZAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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" ] @@ -1276,7 +1289,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1330,7 +1343,7 @@ { "data": { "text/plain": [ - "<__main__.AdalineSGD at 0x7faf4834dc18>" + "<__main__.AdalineSGD at 0x11f6b5128>" ] }, "execution_count": 25, @@ -1383,7 +1396,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch02.ipynb to script\n", - "[NbConvertApp] Writing 16534 bytes to ch02.py\n" + "[NbConvertApp] Writing 16678 bytes to ch02.py\n" ] } ], @@ -1409,9 +1422,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.7.3" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/ch02/ch02.py b/ch02/ch02.py index 585cf318..7283521e 100644 --- a/ch02/ch02.py +++ b/ch02/ch02.py @@ -2,6 +2,7 @@ import numpy as np +import os import pandas as pd import matplotlib.pyplot as plt from matplotlib.colors import ListedColormap @@ -22,7 +23,15 @@ -# *The use of `watermark` is optional. You can install this IPython extension via "`pip install watermark`". For more information, please see: https://github.com/rasbt/watermark.* +# *The use of `watermark` is optional. You can install this Jupyter extension via* +# +# conda install watermark -c conda-forge +# +# or +# +# pip install watermark +# +# *For more information, please see: https://github.com/rasbt/watermark.* # ### Overview # @@ -158,10 +167,15 @@ def predict(self, X): -df = pd.read_csv('https://archive.ics.uci.edu/ml/' - 'machine-learning-databases/iris/iris.data', + +s = os.path.join('https://archive.ics.uci.edu', 'ml', + 'machine-learning-databases', 'iris','iris.data') +print('URL:', s) + +df = pd.read_csv(s, header=None, encoding='utf-8') + df.tail() diff --git a/ch12/ch12.ipynb b/ch12/ch12.ipynb index 842920ea..c6aa61da 100644 --- a/ch12/ch12.ipynb +++ b/ch12/ch12.ipynb @@ -42,14 +42,14 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-10-20 \n", + "last updated: 2019-11-06 \n", "\n", - "CPython 3.7.1\n", - "IPython 7.8.0\n", + "CPython 3.7.3\n", + "IPython 7.7.0\n", "\n", - "numpy 1.17.2\n", + "numpy 1.16.4\n", "scipy 1.3.1\n", - "matplotlib 3.1.0\n" + "matplotlib 3.1.1\n" ] } ], @@ -361,7 +361,7 @@ "else:\n", " writemode = 'w'\n", "\n", - "zipped_mnist = [f for f in os.listdir('./') if f.endswith('ubyte.gz')]\n", + "zipped_mnist = [f for f in os.listdir() if f.endswith('ubyte.gz')]\n", "for z in zipped_mnist:\n", " with gzip.GzipFile(z, mode='rb') as decompressed, open(z[:-3], writemode) as outfile:\n", " outfile.write(decompressed.read()) " @@ -435,13 +435,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "README.md t10k-images-idx3-ubyte.gz\n", - "ch12.ipynb t10k-labels-idx1-ubyte\n", - "ch12.py t10k-labels-idx1-ubyte.gz\n", - "\u001b[34mimages\u001b[m\u001b[m train-images-idx3-ubyte\n", - "mnist_scaled.npz train-images-idx3-ubyte.gz\n", + "README.md t10k-labels-idx1-ubyte\n", + "ch12.ipynb t10k-labels-idx1-ubyte.gz\n", + "ch12.py train-images-idx3-ubyte\n", + "\u001b[34mimages\u001b[m\u001b[m train-images-idx3-ubyte.gz\n", "neuralnet.py train-labels-idx1-ubyte\n", - "t10k-images-idx3-ubyte train-labels-idx1-ubyte.gz\n" + "t10k-images-idx3-ubyte train-labels-idx1-ubyte.gz\n", + "t10k-images-idx3-ubyte.gz\n" ] } ], @@ -499,7 +499,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -949,7 +949,7 @@ { "data": { "text/plain": [ - "<__main__.NeuralNetMLP at 0x7ffb69224ef0>" + "<__main__.NeuralNetMLP at 0x13a927b00>" ] }, "execution_count": 20, @@ -979,7 +979,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -993,6 +993,7 @@ "source": [ "import matplotlib.pyplot as plt\n", "\n", + "\n", "plt.plot(range(nn.epochs), nn.eval_['cost'])\n", "plt.ylabel('Cost')\n", "plt.xlabel('Epochs')\n", @@ -1007,7 +1008,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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dVU991iWbf13j7qhTB7jqkqSj4KYFEOGD3Zth5Uuw/AXYucLVTV//H7fNvdnuogiuKmPEhXD+/4IvBu4/2l3wq0sh7x3ofyJc94a7uD59saveAOg3AdIGwMRfumqavP+4u/TaCncHPeh0lyAaZuQpXg/vzoTTfwU9hzc+RxVF8M5vXFXJhBvdxW3r57D5Y5esIiJh7RvuvBzsorf5UyhcDcdd17i+v8XfZ72rOlI/ZA6HqLjG60s2uAQb047PnpRsdKWZ1sbYwTorQUQCXwGTgG3AQuBKVV0ZtE0GUKKqARG5G/Cr6h0icgVwAzAZV8X0JvCgqr7W3OdZgjj8NSSG+99ey/pCN0lMUmwklx3Xj9yBad6kMnH0So7ZNyz117LpY3dHOvhMVy0wbyYcfwMcPdlduF7/Kax6BS570m0TrHyXq3cu3+mqE06+2V34Z09zF9/s02D0FbBnk6sbB7h3sLsTHzQRkvvC5k/glJ9BzrfdRfeZS7yDC2QeDd94AAaeDNuXwT+ucNUcOd+Bsm1QVgADTnLVHs95Be2s412JZfdmuPDP7oIUCLi7+fJd8NrN7nt+Z45rLP3wPnj3t64q46z/geOv399I6q931UERka76pqnyXfDcVBfH9z+ExMyv//swnaJTEoT3wecDD+K6uc5S1btFZCawSFXniMiluJ5LiqtiuklVa7weUH8BTvPWvamqt7T0WZYgDi+qyucbS3hj+XYqa/0UltewYlspReW1ZGckcNt5wxnbP5WUuChiIltZVVRZ4hoSVSFjyP6qnardrtoi7z/uYjjkLHchfPoi7668P5Rtd1UD09+Do8bAy9Nd/XRCJlQUwtR/uN4muzfBB//rLsw1e90dcq9R8K2/uM/a8rlrqGzaGwWg4EtXAojv4d77691FPMLnjrVzJWz7wiWA027dX01RXwMSEboks3cnrHzZJYYe2S2fn0AAavc2rvLa+CEk9wndgHswgYBrF4hOOPR9TZfRaQmiI1mC6PrydpWTv7uSLSWVPPvZFtbu3Et8tI/UuChS46MZ1iuRb47uwxnDezb7wBnVZa5eObgeOG8evHqTq5ppEJvi7pT7jIVZk2HLp42Pc8Uz7s5/0SzXiyUmGSbdsf/iff9wVwI49eeuZNHvBNfD5I0ZsOyfLgmccxf0PKZ9T5IxHcwShOkUGwrL+XLLHpZs3cNnG4pZt6t837oRvZO59qSBXDCmT6NJbppVXeZ6w3zyJ9d7o8dgGPktOPN22LUGPn7QNUamD/YadN+C8+93DZdL/wnF61y1T2m+6zky+R7XU6Q5NeUQE2LOg4b/L120PtmYQ2UJwnSIQECpqK0nJtLHbS8t58Uv8gFIiPYxtn8q5448ipF9UkiJi2JwZsKB7QhlBa7XTb73ewzUw3HXwvgbYN5drs582HmugXPXKle1c8ZtHfsljTnCtJQgbCwm87VV1/l59ct8Fsx/lRd3DyIlLpoJNR8zp18e8effTXb/fvh8Pvck6Uf3wLGXAccdeKDnpnp94k9zbQbg9gHXx7zvca7bpN29G9MhrARh2mxrSSXPfL6Zfy7cyrk1b/OHqMd5dfh97N1TyNU7/uA2SurteuRc8SwUroUnJru+8GkD3cNLteWul1B0gmswTss+eGOrMabdWAnCtE3A755WLcpzPXzSh8C4b7OrNpJH3lvPF5/N53sR/+bD6FUkRe1Bs09jyuXfg1duhKN/CdkT4fnvuOEAfFGQdRzcus49wbriRdixzPUqKlq3/0EmY0yXYSUI4xpuoxP2d6tsGGhMFe4dRKC+mqpAFAl+98DV1NrbWaAjmNPzUY6pWY7v6MnQe4x7MjYutfGx66rdQGNWLWRMl2QlCLNfeSFs/QyGf9NdtMt3wZ/GuW6hZ/za3dWvfxd++Bm7qoS/D32axxeXocB3+hZwVvm/ufzYLH576kSGxIx1g5m19KRxc8MSGGO6PEsQ3cmuNfDsZVC6BU7+qRvDJrEnXPBH+PRh9+RwVDzlA8/mf57+gJfy/ABcmpPFjycNISstHrg+6IAhuoEaY44YliC6i5q98OQ33FO7Iy9yzw2k9nPDK4y9kqWpk3hv3huUJA/nheV78EXA9admM+34/gzMsCdljemOLEEciUo2uMlH9myBTx9yY+iPvMiVFHqNdMM99BwJyVlsL63i5S+38eA764iL7oNqKWP6pXLfZWPokxp38M8yxhyxLEEcSQIB+OfVsPbf+5fFJLshIwCO+ea+xVUn3sLv5q7m6SfeBeCMozN54PKxNrWmMWYfSxCHk8oSNxpn9sTGQyGXbXdDR0dEuKEmzrzdlSAQGHf1AUNGLMvfw0//uYQNhRVce9JArp4wgCE9rT3BGNOYJYjDQX2Nm4Lwi6fccwM3vOvGq5/zo/1TI373Leh3vBtALoTK2nreW1vI3OXbeXPFDjISY3j2+hM4eUj7T1NojDkyWILoygJ+WDsXPnvETahy/PUweqp7MvnJb7ouqdmnweDT3YQuIZRV1/HH/6zj2c83U10XID0hmqtO6M/Pzh5GarxVJxljmmcJoiuTCHjlJjepTcOE5uBmJtv6GXzrrzDmimZ331hUwdTHPmXX3houycnikpwsxmf3aH4obWOMCWIJoisqWucmsYmMgevfcfMIB0/KUlbg5tEdffkBu1bX+Xlr5Q6qav38+d086vzKKz88mTH9Ug/Y1hhjWmIJoisoXOsmYT/mAtixHObf7Saimfacq05qaszUkIeZt3onv355BTvKqgE3XedzN0xgVN+UkNsbY0xLLEF0tkAAXvsJ7FrtJm/Pe8ctP+e3h3SYD9cVcuMzixnSM4n/vWw02RkJpMRFkRTbwjAYxhjTgoiDb9J2IjJZRNaKSJ6IzAixfoCIzBORZSLynohkBa3rLyJvi8hqEVklIgPDGWun+eLvbjrMc+92PwhkDoejz2/V7qrKvxZtZfpTixmcmcjs6RM4dWgmWWnxlhyMMV9L2EoQIuIDHgbOBvKBhSIyR1VXBW12H/CUqv5dRM4Efg9821v3FHC3qr4jIolAIFyxdrjyQkjMhMVPuvGPBp4KY69yg+dNecgliIiWc/eKbaXcPPtLdlfUsruyjhOye/DnK8eREmdJwRjTPsJZxTQeyFPVDQAiMhuYAgQniBHAz7zX84FXvG1HAJGq+g6AqpZzJKgug48egIV/g+++6dodouLdEBgNw2GPu/qghyncW8P0pxbhV+X8Y3szvHcyV47vb72TjDHtKpwJoi+wNeh9PnBCk22WApcAfwQuApJEJB0YBuwRkZeAbOA/wAxV9QfvLCLTgekA/fv3D8d3aD/VZfCXCVC2zT3LkHE0XPUvqNoDCemtPsyCjSXMeHEZJZW1vHDjSdYAbYwJm3C2QYS6nW06O9GtwEQR+RKYCGwD6nGJ61Rv/fHAIODaAw6m+piq5qpqbmZmZjuGHgZr57rkMG02XPwo+CLdyKqtTA5l1XX86uXlXP7op9T6A8y69nhLDsaYsApnCSIf6Bf0PgsoCN5AVQuAiwG8doZLVLVURPKBL4Oqp14BJgB/C2O84bXyZUjpB8MmH/KulbX1XPbIp6zbtZfrT8nmlnOGER9tHdCMMeEVzqvMQmCoiGTjSgZTgSuDNxCRDKBEVQPAbcCsoH3TRCRTVQuBM4HDez7RMVOhruqQpt70B5Syqjru+vcqvtq1lyeuPZ7Tj+4ZxiCNMWa/sCUIVa0XkR8BbwE+YJaqrhSRmcAiVZ0DnA78XkQU+AC4ydvXLyK3AvNERIDFwOPhijUs1vwbls52w2X0zXFPPh+Csuo6Lv/rp6zZsReAn501zJKDMaZDiWrTZoHDU25uri5a1EUKGarw5+OgsggSMiFjmHsqupUCAWX604t5b+0ufnb2MAakx3PeqN7WS8kY0+5EZLGq5oZaZxXZ4bBjOZSsd91Xj7vWJYxD8PD8PP6zeid3XjCCa0/ODk+MxhhzEJYgwqGswA22N/wC976V7Q67K2r5KK+IB/7zFReN68s1Jw0MX4zGGHMQliDC4ejJMOzcQ2qQfurTTdzx6koAjumdzO8uOhY5hP2NMaa9WYJob3nzoP+JEB3f6l0K9lRxzxtrmDCoB1edMIDThmUSF+0LY5DGGHNwYR2sr9tZ/Ro8eym8f0+rd1FVZr62ioAq/3vpGC4Y08fGUzLGdAmWINpL1W6Y82PoMw4m/rLVuz2/aCtvrtzBzZOG0q9H60sdxhgTblbF1F7evxeqS+GCPzWe/a0Zqsp7XxVyx6srOWVIBt8/bXAHBGmMMa1nCaKtqkvhy2fc6KslG2DBY5BzDRw16qC71tT7+fbfFrBgYwn9esTx4NSx9oyDMabLsQTRVp88BB/cC3u2wCm3wJCz4czbW7XrM59tYcHGEm7/xjFcPWEAsVHWIG2M6XosQbSFvw6+eApiUmDSb1yPpStnt2rXsuo6Hnp3HacOzeD6UweFOVBjjGk7SxBtsfYNKN/hhu4+hO6sy/L38NvXV7O7so5fTh4exgCNMebrswTRFoufgOQsGHpOq3dZu2MvF//lE5Ljorjn4mNtLgdjTJdnCaItzr7LdWuNaH3bwe/fWE18tI93fnYa6YkxYQzOGGPahyWItmhFT6VgH+cV8d7aQn51/nBLDsaYw4Y9KHeolvwDvnqr1ZtX1NTz65eXk5UWx3dOHBi+uIwxpp1ZgjgUqjDvLljybKt3uev1VWwuqeT+y8ZYd1ZjzGHFEsSh2LkS9ha4Zx5a4flFW5m9cCs3ThzMCYPSwxycMca0L0sQreWvgzdngC+mVb2XPttQzK9eWs6pQzO45exhHRCgMca0r7AmCBGZLCJrRSRPRGaEWD9AROaJyDIReU9EspqsTxaRbSLyUDjjbJV37oBNH7pZ4pJ6tbhpwwitfdPieOjKHKJ8loeNMYefsF25RMQHPAycB4wAponIiCab3Qc8paqjgZnA75usvwt4P1wxHpKjRsO5v4Ox0w666dL8UlZtL+OGUwfZ0N3GmMNWOLu5jgfyVHUDgIjMBqYAq4K2GQH8zHs9H3ilYYWIHAf0At4EQk6o3aFakRga/OPzzcRH+5gytk8YAzLGmPAKZ91HX2Br0Pt8b1mwpcAl3uuLgCQRSReRCOB+4BctfYCITBeRRSKyqLCwsJ3CDmH9fCjNb9Wma3aU8drS7UwZ24ekWCs9GGMOX+FMEKHGr9Ym728FJorIl8BEYBtQD/wQmKuqW2mBqj6mqrmqmpuZmdkeMR/IXw8vXOe6tx7Eo++v5/w/fkhMVATfOyU7PPEYY0wHCWcVUz7QL+h9FlAQvIGqFgAXA4hIInCJqpaKyInAqSLyQyARiBaRclU9oKE77PIXuGE1jp7c4mbb9lRx/9tfccbRPbnvsjGkJUR3UIDGGBMe4UwQC4GhIpKNKxlMBa4M3kBEMoASVQ0AtwGzAFT1qqBtrgVyOyU5AKx+HXzRMHhSi5s99G4eADO/NcqSgzHmiBC2KiZVrQd+BLwFrAaeV9WVIjJTRC70NjsdWCsiX+EapO8OVzxtEgjAqldgyFkQm9zsZtv2VPGvRVuZOr4ffVPjOjBAY4wJn7AO1qeqc4G5TZbdEfT6BeCFgxzjSeDJMIR3cIWroawAzrqzxc3eWrGD+oBau4Mx5ohio7m2pNdI+PkaiGm+9ADw4bpCsjMSGJCe0EGBGWNM+NkjvgeTdFSLs8bV1Pv5bEMJpw7N6MCgjDEm/A6aIETkRyKS1hHBdCnr34WnvnXQ5x8Wb9pNVZ2f04aGqZutMcZ0ktaUII4CForI897YSqGebzjyfPE0bF8CCS1f+N9fV0hkhDBhsI3Waow5shw0Qajq7cBQ4G/AtcA6EfmdiAwOc2ydp2o3rPk3HHs5RDY/A9zOsmpe+mIbxw/sQWKMNecYY44srWqDUFUFdng/9UAa8IKI3BvG2DrPipfAXwPjrm52k+o6P9OfWkRFTT3//c2mYxAaY8zh76C3vSJyM3ANUAT8H/ALVa3zxktaB/xXeEPsBOvehh6DoPfoZjd5eH4eS/NLefw7uYzo03IvJ2OMORy1pl4kA7hYVTcHL1TVgIh8MzxhdbLsiTDojGZXby2p5NEPNjBlbB/OHtHy3BDGGHO4ak2CmAuUNEueMrYAAB3gSURBVLwRkSRghKp+rqqrwxZZZzrxhy2uvvettUQI/HLy8A4KyBhjOl5r2iAeAcqD3ld4y45MhV9BdVmzq/dU1vLG8u1cfcIA+tiwGsaYI1hrEoR4jdSAq1riSH4C+5Ub4R+XN7v6nVU7qQ8oF4yxyYCMMUe21iSIDSJys4hEeT8/ATaEO7BOUVsJBV/CwFOa3eSNFTvomxrH6KyUDgzMGGM6XmsSxI3ASbghu/OBE4Dp4Qyq05RtAw1A+tDQq6vr+HBdIecfexTd5XlBY0z3ddCqIlXdhZvL4ci3Z4v7NyUr5Or5a3ZR51cmj+rdgUEZY0znaM1zELHA94CRQGzDclX9bhjj6hwN4y6l9gu5+sN1RaTGRzGuX2oHBmWMMZ2jNVVMT+PGYzoXeB83dejecAbVaQZNhIsehaQDG6BVlU/yijhpcDoREVa9ZIw58rUmQQxR1f8GKlT178A3gGPDG1YnSRsIY6aC78CC1caiCgpKqzlpsA3rbYzpHlqTIOq8f/eIyCggBRjYmoN7o7+uFZE8ETlgTmkRGSAi80RkmYi8JyJZ3vKxIvKpiKz01l3Ryu/z9Wx4H3auCrnq4/XFAJw8xBKEMaZ7aE2CeMybD+J2YA6wCvjDwXYSER/wMHAeMAKYJiJNR7W7D3hKVUcDM4Hfe8srge+o6khgMvCgiIS/4v+1m+HD+0Ou+iSviD4psQxMb37yIGOMOZK0mCC8AfnKVHW3qn6gqoNUtaeqPtqKY48H8lR1g6rWArOBKU22GQHM817Pb1ivql+p6jrvdQGwCwjvjDyBAJRuC9lAXe8P8Mn6Yk4ekmHdW40x3UaLCcJ7avpHbTx2X2Br0Pt8b1mwpcAl3uuLgCQRaTTzjoiMB6KB9W2Mo3XKd0KgLmQX10Wbd1NaVceZw3uGNQRjjOlKWlPF9I6I3Coi/USkR8NPK/YLdautTd7fCkwUkS+BibiH8er3HUCkN64X1XVesmr8ASLTRWSRiCwqLCxsRUgtKPVyWUr/A1bNW72TaF8Epw6zaUWNMd1Ha8ZUanje4aagZQoMOsh++UBwfU0WUBC8gVd9dDGAiCQCl6hqqfc+Gfg3cLuqfhbqA1T1MeAxgNzc3KbJ59DsSxAHliDmrd7FCYNs1jhjTPfSmieps9t47IXAUBHJxpUMpgJXBm8gIhlAiVc6uA2Y5S2PBl7GNWD/q42ff2gGnQHXvO4mCgqyvrCcDUUVXHPSwA4JwxhjuorWPEn9nVDLVfWplvZT1XoR+RHwFuADZqnqShGZCSxS1TnA6cDvRUSBD9hfSrkcOA1IF5FrvWXXquqSg3+lNorvAdmnHrD4g69c1ZW1PxhjupvW1JkcH/Q6FpgEfAG0mCAAVHUubsKh4GV3BL1+AXghxH7PAM+0Irb2s+ljqCyCEY07Wq3YVkZmUgz9elj3VmNM99KaKqYfB78XkRRcw/GRZfGTkL/wgASxansZx/S2OaeNMd1Pa3oxNVUJhB4P+3BWVwlRjUsJtfUB8nbtZYQlCGNMN9SaNojX2N89NQL3cNvz4QyqU9RVQVTjKUTzdpVT51dG9LEEYYzpflrTBnFf0Ot6YLOq5ocpns4TIkGs2u7mprYShDGmO2pNgtgCbFfVagARiRORgaq6KayRdbS6Skjs1WjRqoIyYqMiyM5I6KSgjDGm87QmQfwLN+VoA7+37PjQmx+mLv/7AYtWbS9l+FHJ+Gz+B2NMN9SaRupIb7A9ALzX0eELqZOkDXQ/HlVl9fa91oPJGNNttSZBFIrIhQ1vRGQKUBS+kDrJgsdh8yf73m4tqaK0qo5j+6Z0YlDGGNN5WpMgbgR+JSJbRGQL8Evg++ENqxO8cwes3f9M37JtewAYnWUJwhjTPbXmQbn1wARvMD1R1SNvPmrVA56DWJZfSrQvgmG9kjoxMGOM6TwHLUGIyO9EJFVVy1V1r4ikichvOyK4DlNf7f4N6ua6LH8Px/RJJjqyLc8SGmPM4a81V7/zVHVPwxtV3Q2cH76QOkFtpfvXK0EEAsqKbWWMtvYHY0w31poE4RORmIY3IhIHxLSw/eGnriFBuBLExuIKymvqOdbaH4wx3VhrnoN4BpgnIk94768DDnxo4HCW1Bt+tgpiXZfW5fmlgDVQG2O6t9Y0Ut8rIsuAs3DTiL4JDAh3YB3KFwkp+6fLXrNjL1E+YUhmYicGZYwxnau1LbA7gABwCW4+iNVhi6gz7N4M7/0B9mwBIH93JX1T44j0WQO1Mab7arYEISLDcNOETgOKgX/iurme0UGxdZziPHjvdzDodEjtT/7uKrLSbIIgY0z31tIt8hpcaeECVT1FVf+MG4fpyFNX5f71GqldgohrYQdjjDnytZQgLsFVLc0XkcdFZBKuDaLVRGSyiKwVkTwRmRFi/QARmSciy0TkPRHJClp3jYis836uOZTPPWR1+7u5Vtf5KSqvsQRhjOn2mk0Qqvqyql4BDAfeA34G9BKRR0TknIMdWER8wMPAebhJhqaJyIgmm90HPKWqo4GZwO+9fXsAvwFOAMYDvxGRtEP8bq0X1M01f7crTVgVkzGmuztoK6yqVqjqs6r6TSALWAIcUBoIYTyQp6obvBFgZwNTmmwzApjnvZ4ftP5c4B1VLfEezHsHmNyKz2ybhiqm6Hjyd7tkYSUIY0x3d0jddLwL9qOqemYrNu8LbA16n+8tC7YUV5UFcBGQJCLprdy3/Rx/PfxyM8SkWAnCGGM84ezHGaq9Qpu8vxWYKCJfAhOBbbhpTVuzLyIyXUQWiciiwsLCtkfqi4K4VIiIIH93FVE+oWfSkfWwuDHGHKpwJoh8oF/Q+yygIHgDVS1Q1YtVdRzwa29ZaWv29bZ9TFVzVTU3MzOz7ZGufg3evdsF7T0DEWGzyBljurlwJoiFwFARyRaRaNwzFXOCNxCRDBFpiOE2YJb3+i3gHG/k2DTgHG9ZeKx/Fxa7kUTsGQhjjHHCliBUtR74Ee7Cvhp4XlVXisjMoBnqTgfWishXQC/gbm/fEuAuXJJZCMz0loVHXZU9A2GMMU20ZrC+NlPVucDcJsvuCHr9AvBCM/vOYn+JIrxqKxo9A9E31RKEMcbYYEPglSDiKa6oBSDTGqiNMcYSBOBmlIuKp7i8BoCMREsQxhgT1iqmw8a1r0PAT9FXRQCkJ0Z3ckDGGNP5rATRIMJHUbmrYrIShDHGWAnCefu/oecIisqPB6wEYYwxYCUIZ+lzsPVzistriY/2ER9tedMYYyxBwP5eTOU1Vr1kjDEeSxCqbrjvqDiKymuteskYYzyWIPy1oAGIjqfIShDGGLOPJYi6KohJgegkisprybAShDHGANaLyQ3zfdsWAgGl5JW5pCdYCcIYY8BKEPvsqaojoFgJwhhjPJYgPEXeMBvp1gZhjDGAJYh9imwcJmOMacQShGf/MBtWxWSMMWAJYp9iq2IyxphGLEF4istr8UUIqXFRnR2KMcZ0CZYgPOU19SRE+4iIkM4OxRhjuoSwJggRmSwia0UkT0RmhFjfX0Tmi8iXIrJMRM73lkeJyN9FZLmIrBaR28IZJ0BNvZ/YKF+4P8YYYw4bYUsQIuIDHgbOA0YA00RkRJPNbgeeV9VxwFTgL97yy4AYVT0WOA74vogMDFesADV1AaIjrUBljDENwnlFHA/kqeoGVa0FZgNTmmyjQLL3OgUoCFqeICKRQBxQC5SFMVZq/AFiLEEYY8w+4bwi9gW2Br3P95YFuxO4WkTygbnAj73lLwAVwHZgC3CfqpY0/QARmS4ii0RkUWFh4dcKtqYuQEykVTEZY0yDcCaIUK292uT9NOBJVc0CzgeeFpEIXOnDD/QBsoGfi8igAw6m+piq5qpqbmZm5tcKtqbeT0yUlSCMMaZBOK+I+UC/oPdZ7K9CavA94HkAVf0UiAUygCuBN1W1TlV3AR8DuWGMldr6ANE+SxDGGNMgnFfEhcBQEckWkWhcI/ScJttsASYBiMgxuARR6C0/U5wEYAKwJoyxUlMfIMZ6MRljzD5hSxCqWg/8CHgLWI3rrbRSRGaKyIXeZj8HbhCRpcBzwLWqqrjeT4nAClyieUJVl4UrVvAShDVSG2PMPmGdD0JV5+Ian4OX3RH0ehVwcoj9ynFdXTtMbb3furkaY0wQuyJ6rARhjDGN2RXR4xKEtUEYY0wDSxCeWitBGGNMI3ZF9NTU+y1BGGNMELsiAqpqbRDGGNOEXRGBOr+iivViMsaYIHZFBGr9AQBrpDbGmCCWIICaOj+AjcVkjDFB7IqI6+IK2FhMxhgTxK6IuC6uYCUIY4wJZldE9pcgrA3CGGP2swSBewYCrIrJGGOC2RURq2IyxphQwjqa6+HCqpiM6Vrq6urIz8+nurq6s0M5YsTGxpKVlUVUVFSr97EEQVAVkz0oZ0yXkJ+fT1JSEgMHDkQk1OzF5lCoKsXFxeTn55Odnd3q/eyKSFAVkyUIY7qE6upq0tPTLTm0ExEhPT39kEtkdkUkuIrJTocxXYUlh/bVlvNpV0Sgpq6hkdraIIwxUFxczNixYxk7dixHHXUUffv23fe+tra2Vce47rrrWLt2bYvbPPzwwzz77LPtEXJYhLUNQkQmA38EfMD/qeo9Tdb3B/4OpHrbzPCmKUVERgOPAslAADheVcPSYmXdXI0xwdLT01myZAkAd955J4mJidx6662NtlFVVJWIiNDXjSeeeOKgn3PTTTd9/WDDKGxXRBHxAQ8D5wEjgGkiMqLJZrcDz6vqOGAq8Bdv30jgGeBGVR0JnA7UhSvWGuvmaoxphby8PEaNGsWNN95ITk4O27dvZ/r06eTm5jJy5Ehmzpy5b9tTTjmFJUuWUF9fT2pqKjNmzGDMmDGceOKJ7Nq1C4Dbb7+dBx98cN/2M2bMYPz48Rx99NF88sknAFRUVHDJJZcwZswYpk2bRm5u7r7kFW7hLEGMB/JUdQOAiMwGpgCrgrZRXAkBIAUo8F6fAyxT1aUAqlocxjitDcKYLux/XlvJqoKydj3miD7J/OaCkW3ad9WqVTzxxBP89a9/BeCee+6hR48e1NfXc8YZZ3DppZcyYkTje+HS0lImTpzIPffcwy233MKsWbOYMWPGAcdWVRYsWMCcOXOYOXMmb775Jn/+85856qijePHFF1m6dCk5OTltirstwnlF7AtsDXqf7y0LdidwtYjkA3OBH3vLhwEqIm+JyBci8l+hPkBEpovIIhFZVFhY2OZAbbA+Y0xrDR48mOOPP37f++eee46cnBxycnJYvXo1q1atOmCfuLg4zjvvPACOO+44Nm3aFPLYF1988QHbfPTRR0ydOhWAMWPGMHJk2xJbW4SzBBGqyVybvJ8GPKmq94vIicDTIjLKi+sU4HigEpgnIotVdV6jg6k+BjwGkJub2/TYrVZbHyA6MsJ6TRjTBbX1Tj9cEhIS9r1et24df/zjH1mwYAGpqalcffXVIbuSRkdH73vt8/mor68PeeyYmJgDtlFt86XtawvnLXM+0C/ofRb7q5AafA94HkBVPwVigQxv3/dVtUhVK3Gli7CVq2w+amNMW5SVlZGUlERycjLbt2/nrbfeavfPOOWUU3j++ecBWL58ecgSSriE86q4EBgqItkiEo1rhJ7TZJstwCQAETkGlyAKgbeA0SIS7zVYT6Rx20W7svmojTFtkZOTw4gRIxg1ahQ33HADJ598crt/xo9//GO2bdvG6NGjuf/++xk1ahQpKSnt/jmhSDiLLyJyPvAgrgvrLFW9W0RmAotUdY7Xq+lxIBFX/fRfqvq2t+/VwG3e8rmqGrIdokFubq4uWrSoTXHe+q+lfLq+mI9nnNmm/Y0x7Wv16tUcc8wxnR1Gl1BfX099fT2xsbGsW7eOc845h3Xr1hEZeegtBKHOq1d9nxtq+7A+B+E90zC3ybI7gl6vAkKmXFV9BtfVNeysBGGM6arKy8uZNGkS9fX1qCqPPvpom5JDW9hgfbg5qW2gPmNMV5SamsrixYs75bPtqoiVIIwxJhS7KuK6udpcEMYY05glCFw3V6tiMsaYxuyqiFUxGWNMKHZVxKtisoH6jDGe008//YCH3h588EF++MMfNrtPYmIiAAUFBVx66aXNHvdg3fEffPBBKisr970///zz2bNnT2tDb1d2VcSVIGwcJmNMg2nTpjF79uxGy2bPns20adMOum+fPn144YUX2vzZTRPE3LlzSU1NbfPxvg67KtIw1IY1UhtjnEsvvZTXX3+dmpoaADZt2kRBQQFjx45l0qRJ5OTkcOyxx/Lqq68esO+mTZsYNWoUAFVVVUydOpXRo0dzxRVXUFVVtW+7H/zgB/uGCf/Nb34DwJ/+9CcKCgo444wzOOOMMwAYOHAgRUVFADzwwAOMGjWKUaNG7RsmfNOmTRxzzDHccMMNjBw5knPOOafR53wd9hwEVsVkTJf3xDcOXDbyWzD+BqithGcvO3D92Cth3FVQUQzPf6fxuuv+3eLHpaenM378eN58802mTJnC7NmzueKKK4iLi+Pll18mOTmZoqIiJkyYwIUXXtjsQJ+PPPII8fHxLFu2jGXLljUaqvvuu++mR48e+P1+Jk2axLJly7j55pt54IEHmD9/PhkZGY2OtXjxYp544gk+//xzVJUTTjiBiRMnkpaWxrp163juued4/PHHufzyy3nxxRe5+uqrW/yOrWFXRayKyRhzoOBqpobqJVXlV7/6FaNHj+ass85i27Zt7Ny5s9ljfPDBB/su1KNHj2b06NH71j3//PPk5OQwbtw4Vq5cedBB+D766CMuuugiEhISSExM5OKLL+bDDz8EIDs7m7FjxwItDyd+qKwEgdeLyUoQxnRdLd3xR8e3vD4h/aAlhlC+9a1vccstt/DFF19QVVVFTk4OTz75JIWFhSxevJioqCgGDhwYcnjvYKFKFxs3buS+++5j4cKFpKWlce211x70OC2Nm9cwTDi4ocLbq4qp218V6/0B/AG1NghjTCOJiYmcfvrpfPe7393XOF1aWkrPnj2Jiopi/vz5bN68ucVjnHbaaTz77LMArFixgmXLlgFumPCEhARSUlLYuXMnb7zxxr59kpKS2Lt3b8hjvfLKK1RWVlJRUcHLL7/Mqaee2l5fN6RuX4Ko9dt0o8aY0KZNm8bFF1+8r6rpqquu4oILLiA3N5exY8cyfPjwFvf/wQ9+wHXXXcfo0aMZO3Ys48ePB9zMcOPGjWPkyJEMGjSo0TDh06dP57zzzqN3797Mnz9/3/KcnByuvfbafce4/vrrGTduXLtVJ4US1uG+O1Jbh/veXVHLuLve4TcXjOC6k7PDEJkx5lDZcN/hcajDfXf72+YIEb4xujeDMhM7OxRjjOlSun0VU0p8FA9fGbbZTI0x5rDV7UsQxhhjQrMEYYzpko6U9tGuoi3nM6wJQkQmi8haEckTkRkh1vcXkfki8qWILPPmsG66vlxEbg1nnMaYriU2Npbi4mJLEu1EVSkuLiY2NvaQ9gtbG4SI+ICHgbOBfGChiMzx5qFucDvwvKo+IiIjcPNXDwxa//+ANzDGdCtZWVnk5+dTWFjY2aEcMWJjY8nKyjqkfcLZSD0eyFPVDQAiMhuYAgQnCAWSvdcpQEHDChH5FrABqAhjjMaYLigqKorsbOt23tnCWcXUF9ga9D7fWxbsTuBqEcnHlR5+DCAiCcAvgf9p6QNEZLqILBKRRXanYYwx7SucCSLU8IZNKxSnAU+qahZwPvC0iETgEsP/U9Xylj5AVR9T1VxVzc3MzGyXoI0xxjjhrGLKB/oFvc8iqArJ8z1gMoCqfioisUAGcAJwqYjcC6QCARGpVtWHwhivMcaYIGEbakNEIoGvgEnANmAhcKWqrgza5g3gn6r6pIgcA8wD+mpQUCJyJ1Cuqvcd5PMKgZZHzmpZBlD0NfYPF4vr0HTVuKDrxmZxHZquGhe0LbYBqhqyCiZsJQhVrReRHwFvAT5glqquFJGZwCJVnQP8HHhcRH6Gq366VtuYsZr7gq0lIouaG4+kM1lch6arxgVdNzaL69B01big/WML61AbqjoX1/gcvOyOoNergJOb7tdk+zvDEpwxxpgW2ZPUxhhjQrIEsd9jnR1AMyyuQ9NV44KuG5vFdWi6alzQzrEdMfNBGGOMaV9WgjDGGBNSt08QBxtQsAPj6OcNXLhaRFaKyE+85XeKyDYRWeL9nH+wY4Upvk0istyLYZG3rIeIvCMi67x/0zo4pqODzssSESkTkZ92xjkTkVkisktEVgQtC3l+xPmT9ze3TETCNiFJM3H9r4is8T77ZRFJ9ZYPFJGqoPP213DF1UJszf7uROQ275ytFZFzOziufwbFtElElnjLO+yctXCNCN/fmap22x9c99v1wCAgGlgKjOikWHoDOd7rJNwzJCNww5Hc2gXO1SYgo8mye4EZ3usZwB86+Xe5AxjQGecMOA3IAVYc7PzgRg14AzfawATg8w6O6xwg0nv9h6C4BgZv10nnLOTvzvu/sBSIAbK9/7e+joqryfr7gTs6+py1cI0I299Zdy9B7BtQUFVrgYYBBTucqm5X1S+813uB1Rw4dlVXMwX4u/f678C3OjGWScB6Vf06D0u2map+AJQ0Wdzc+ZkCPKXOZ0CqiPTuqLhU9W1VrffefoYb5aDDNXPOmjMFmK2qNaq6EcjD/f/t0LhERIDLgefC8dktaeEaEba/s+6eIFozoGCHE5GBwDjgc2/Rj7wi4qyOrsYJosDbIrJYRKZ7y3qp6nZwf7xAz06KDWAqjf/TdoVz1tz56Up/d9+l8ZD62eLmZ3lfRE7tpJhC/e66yjk7FdipquuClnX4OWtyjQjb31l3TxCtGVCwQ4lIIvAi8FNVLQMeAQYDY4HtuOJtZzhZVXOA84CbROS0TorjACISDVwI/Mtb1FXOWXO6xN+diPwaqAee9RZtB/qr6jjgFuAfIpLc3P5h0tzvrkucM9wAo8E3Ih1+zkJcI5rdNMSyQzpn3T1BtGZAwQ4jIlG4X/yzqvoSgKruVFW/qgaAxwlTsfpgVLXA+3cX8LIXx86GIqv3767OiA2XtL5Q1Z1ejF3inNH8+en0vzsRuQb4JnCVehXWXvVNsfd6Ma6ef1hHxtXC764rnLNI4GLgnw3LOvqchbpGEMa/s+6eIBYCQ0Uk27sLnQrM6YxAvLrNvwGrVfWBoOXBdYYXASua7tsBsSWISFLDa1wj5wrcubrG2+wa4NWOjs3T6K6uK5wzT3PnZw7wHa+XyQSgtKGKoCOIyGTcfCsXqmpl0PJMcTNBIiKDgKG4Sbs6TAu/uznAVBGJEZFsL7YFHRkbcBawRlXzGxZ05Dlr7hpBOP/OOqL1vSv/4Fr6v8Jl/l93Yhyn4Ip/y4Al3s/5wNPAcm/5HKB3J8Q2CNeDZCmwsuE8Aem4EXjXef/26ITY4oFiICVoWYefM1yC2g7U4e7cvtfc+cEV/R/2/uaWA7kdHFcerm664e/sr962l3i/36XAF8AFnXDOmv3dAb/2ztla4LyOjMtb/iRwY5NtO+yctXCNCNvfmT1JbYwxJqTuXsVkjDGmGZYgjDHGhGQJwhhjTEiWIIwxxoRkCcIYY0xIliCMOQgR8UvjUWPbbdRfbzTQznpOw5gWhXVOamOOEFWqOrazgzCmo1kJwpg28uYF+IOILPB+hnjLB4jIPG/AuXki0t9b3kvc/AtLvZ+TvEP5RORxb4z/t0Ukztv+ZhFZ5R1ndid9TdONWYIw5uDimlQxXRG0rkxVxwMPAQ96yx7CDbM8GjcQ3p+85X8C3lfVMbj5BlZ6y4cCD6vqSGAP7ulccGP7j/OOc2O4vpwxzbEnqY05CBEpV9XEEMs3AWeq6gZvELUdqpouIkW4ISLqvOXbVTVDRAqBLFWtCTrGQOAdVR3qvf8lEKWqvxWRN4Fy4BXgFVUtD/NXNaYRK0EY8/VoM6+b2yaUmqDXfva3DX4DN5bOccBibzRRYzqMJQhjvp4rgv791Hv9CW5kYICrgI+81/OAHwCIiK+leQNEJALop6rzgf8CUoEDSjHGhJPdkRhzcHHiTVLveVNVG7q6xojI57ibrWnespuBWSLyC6AQuM5b/hPgMRH5Hq6k8APcqKGh+IBnRCQFNyrn/1PVPe32jYxpBWuDMKaNvDaIXFUt6uxYjAkHq2IyxhgTkpUgjDHGhGQlCGOMMSFZgjDGGBOSJQhjjDEhWYIwxhgTkiUIY4wxIVmCMMYYE9L/B1RnRFPX1Os+AAAAAElFTkSuQmCC\n", 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" ] @@ -1058,7 +1059,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1299,15 +1300,14 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[NbConvertApp] Converting notebook ch12.ipynb to script\n", - "[NbConvertApp] Writing 19652 bytes to ch12.py\n" + "[NbConvertApp] Converting notebook ch12.ipynb to script\n" ] } ], @@ -1333,7 +1333,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.1" + "version": "3.7.3" } }, "nbformat": 4, diff --git a/ch12/ch12.py b/ch12/ch12.py index 3dec3888..33f1d804 100644 --- a/ch12/ch12.py +++ b/ch12/ch12.py @@ -124,7 +124,7 @@ else: writemode = 'w' -zipped_mnist = [f for f in os.listdir('./') if f.endswith('ubyte.gz')] +zipped_mnist = [f for f in os.listdir() if f.endswith('ubyte.gz')] for z in zipped_mnist: with gzip.GzipFile(z, mode='rb') as decompressed, open(z[:-3], writemode) as outfile: outfile.write(decompressed.read()) @@ -561,6 +561,7 @@ def fit(self, X_train, y_train, X_valid, y_valid): + plt.plot(range(nn.epochs), nn.eval_['cost']) plt.ylabel('Cost') plt.xlabel('Epochs')