From 99472cc65d2cac203b3b2d52df41e84b1c2b1c5f Mon Sep 17 00:00:00 2001 From: rasbt Date: Wed, 4 Dec 2019 23:22:51 -0600 Subject: [PATCH] check ch02 on latest softw. --- ch02/ch02.ipynb | 50 ++++++++++++++++++++++++------------------------- 1 file changed, 25 insertions(+), 25 deletions(-) diff --git a/ch02/ch02.ipynb b/ch02/ch02.ipynb index 92909180..8987e867 100644 --- a/ch02/ch02.ipynb +++ b/ch02/ch02.ipynb @@ -42,11 +42,11 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-11-06 \n", + "last updated: 2019-12-04 \n", "\n", - "numpy 1.16.4\n", - "pandas 0.25.1\n", - "matplotlib 3.1.1\n" + "numpy 1.17.4\n", + "pandas 0.25.3\n", + "matplotlib 3.1.0\n" ] } ], @@ -422,7 +422,7 @@ " \n", " \n", " \n", - " 145\n", + " 145\n", " 6.7\n", " 3.0\n", " 5.2\n", @@ -430,7 +430,7 @@ " Iris-virginica\n", " \n", " \n", - " 146\n", + " 146\n", " 6.3\n", " 2.5\n", " 5.0\n", @@ -438,7 +438,7 @@ " Iris-virginica\n", " \n", " \n", - " 147\n", + " 147\n", " 6.5\n", " 3.0\n", " 5.2\n", @@ -446,7 +446,7 @@ " Iris-virginica\n", " \n", " \n", - " 148\n", + " 148\n", " 6.2\n", " 3.4\n", " 5.4\n", @@ -454,7 +454,7 @@ " Iris-virginica\n", " \n", " \n", - " 149\n", + " 149\n", " 5.9\n", " 3.0\n", " 5.1\n", @@ -549,7 +549,7 @@ " \n", " \n", " \n", - " 145\n", + " 145\n", " 6.7\n", " 3.0\n", " 5.2\n", @@ -557,7 +557,7 @@ " Iris-virginica\n", " \n", " \n", - " 146\n", + " 146\n", " 6.3\n", " 2.5\n", " 5.0\n", @@ -565,7 +565,7 @@ " Iris-virginica\n", " \n", " \n", - " 147\n", + " 147\n", " 6.5\n", " 3.0\n", " 5.2\n", @@ -573,7 +573,7 @@ " Iris-virginica\n", " \n", " \n", - " 148\n", + " 148\n", " 6.2\n", " 3.4\n", " 5.4\n", @@ -581,7 +581,7 @@ " Iris-virginica\n", " \n", " \n", - " 149\n", + " 149\n", " 5.9\n", " 3.0\n", " 5.1\n", @@ -640,7 +640,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -699,7 +699,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -783,7 +783,7 @@ "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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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1289,7 +1289,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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k2flG4MtZfYfRak7n5DMzs+JluvBgRNwE3NSv7Yt520tJhv76n/cj4EeDXPOkMQ4zMy2NOe54opB6EjMz66/gHpQkTxBbpOamHBu3drB1V1epQzEzm3AKWQ/qtZIeJRmmQ9KrJP1H5pFNAn2FEms2udTczKxYhfSgvgacAvwFICIepICZJIzd5eWrPCefmVnRChrii4in+zX1ZBDLpHPgzHokl5qbmY1EIUUST0t6LRBp+fcnSIf7bGi11ZXMm1HnOfnMzEagkB7UR4G/JZmmqA04Ov1sBWhunOohPjOzERi2BxURm4CzxiGWSamlMce9azYTESTPFpuZWSGGTVCSvjFA8/PAsoj4+diHNLm0NOXY3tlD+9YO9p1WW+pwzMwmjEKG+GpJhvWeTF+vBGYCH5L09QxjmxT6ln9/yoUSZmZFKaRI4hDgpHTqIiR9G/gN8GaS6YZsCH2l5qs3beeEg2eVOBozs4mjkB7UXCB/FokcMCcieoCOTKKaRGZPq6W2usJz8pmZFamQHtT/AR6QdDvJchsnAv+aTn302wxjmxQqKsT8WV7+3cysWIVU8X1P0k28uDbUP6TLsEOyqKENo6Upx2MbtpY6DDOzCaXQyWJ3ARuAzcAhkjzVURFaGqeydvMOunp6hz/YzMyAwsrMPwx8kmRZjAeA44G7gAmz7EWpNTfm6OkNnt68w8u/m5kVqJAe1CeBY4E/R8QbgAWAFzkqQnOTl383MytWIQlqV0TsApA0JSIeBw7LNqzJpW/ZDRdKmJkVrpAqvjZJDcCNwM2SngPWD3OO5Wmor2FmrsZz8pmZFaGQKr53pJv/LOk2YDrw60yjmoRaGnMe4jMzK8KQQ3ySKiQ93Pc5Iu6IiMUR0Zl9aJNLc6OfhTIzK8aQCSoieoEHJR04TvFMWs1NOTZu7WDrrq5Sh2JmNiEUUiQxG3hE0i2SFve9Crm4pIWSVkhaKen8AfafKOk+Sd2STu+37xxJT6avc/Laj5G0PL3mNzRB1rBoaUzKy9ds2lHiSMzMJoZCiiT+90guLKkSuIRkUtk2YKmkxRHxaN5ha4EPAp/td+5M4J+AViCAe9NznwO+DZwL3A3cBCwEfjWSGMdTS1+p+aZtHDVveomjMTMrf8P2oCLiDmANUJ1uLwXuK+DaxwErI2JVes/qGuC0ftdeExEPAf2nWDgFuDkiNqdJ6WZgoaTZwLSIuCsiArgKWFRALCV30Kx6JD8LZWZWqGETlKT/AVwHXJo2zSUpOR/OXODpvM9taVshBju3b9n5kVyzpKZUVTJvRp0LJczMClTIPai/BV4HvAAQEU8C+xZw3kD3hqLAuAY7t+BrSjpX0jJJy9rby2Pii5bGqX4WysysQIUkqI78snJJVRSWaNqAA/I+z6PwB3wHO7ct3R72mhFxWUS0RkRrU1NTgT82W82NOVa3bycZnTQzs6EUkqDukPQPQJ2kNwM/BX5RwHlLgUMlNUuqAc4ACqr+A5YAJ0uaIWkGcDKwJCI2AFslHZ9W750N/LzAa5ZcS1OO7Z09bNzqdR7NzIZTSII6n2Ry2OXAR0gq5z4/3EnpEvEfJ0k2jwHXRsQjki6UdCqApGMltQHvBi6V9Eh67mbgSyRJbilwYdoG8DHgcmAl8BQToIKvT1+puQslzMyGV0iZ+WnAVRHx3WIvHhE3kSS0/LYv5m0vZc8hu/zjrgCuGKB9GXBksbGUg+a8UvMTDp5V4mjMzMpbIT2oU4EnJP1Q0lvTe1A2ArOn1VJbXcFq96DMzIZVyHNQfwMcQnLv6X3AU5IuzzqwyaiiQsyf5Tn5zMwKUVBvKCK6JP2KpHqvjmTY78NZBjZZHdw0lUc3vFDqMMzMyl4hD+oulHQlSVHC6SQFCrMzjmvSam7MsXbzDrp6+k+eYWZm+QrpQX2QZJqij0SE66NHqbkxR09vsHbzDg5umlrqcMzMylYh96DOiIgb+5KTpNdJuiT70CanvkljXShhZja0gu5BSTqapEDiPcBq4Posg5rM+p6FcqGEmdnQBk1Qkl5GMvvDmcBfgP8EFBFvGKfYJqXp9dXMytV4Tj4zs2EM1YN6HPg98PaIWAkg6e/GJapJrrkx59kkzMyGMdQ9qHcBzwC3SfqupDcy8GziVqTmxhyrPMRnZjakQRNURNwQEe8FDgduB/4O2E/StyWdPE7xTUotTVNp39rB1l1dpQ7FzKxsFVLFtz0iro6It5HMm/cAyQSyNkLNjWkln3tRZmaDKmQuvt3SJdgvjYiTsgpob3BwkxOUmdlwikpQNjYOnFVPhbzshpnZUJygSmBKVSXzZtS7UMLMbAhOUCXS3JhjtZ+FMjMblBNUiTQ35ljdvp2IKHUoZmZlyQmqRA5uyrG9s4eNWz3/rpnZQJygSqQ5nZPPhRJmZgNzgiqRvlnNPSefmdnAnKBKZP9ptdRWV3jZDTOzQWSaoNLVeFdIWinpJbNPSJoi6T/T/fdImp+2nyXpgbxXb7rkB5JuT6/Zt2/fLL9DVioqRHPjVJeam5kNIrMEJakSuAR4C3AEcKakI/od9iHguYg4BPga8FWAdGqloyPiaOADwJqIeCDvvLP69kfExqy+Q9ZaGnOeTcLMbBBZ9qCOA1ZGxKqI6CRZNv60fsecBvwg3b4OeKOk/jOmnwn8JMM4S6azu4fVm7bTfP4ved1Ft3Lj/etKHZKZWdnIMkHNBZ7O+9yWtg14TER0A88Ds/od815emqC+nw7vfWGAhDYh3Hj/Om5/oh2AANZt2ckF1y93kjIzS2WZoAZKHP2fSh3yGEmvAXZExMN5+8+KiKOA16evDwz4w6VzJS2TtKy9vb24yMfBxUtW0NWz53+OnV09XLxkRYkiMjMrL1kmqDbggLzP84D1gx0jqQqYDmzO238G/XpPEbEufd8K/JhkKPElIuKyiGiNiNampqZRfI1srN+ys6h2M7O9TZYJailwqKRmSTUkyWZxv2MWA+ek26cDt0Y694+kCuDdJPeuSNuqJDWm29XA24CHmYDmNNQV1W5mtrfJLEGl95Q+DiwBHgOujYhHJF0o6dT0sO8BsyStBD7Nngshngi0RcSqvLYpwBJJD5EsnLgO+G5W3yFL551yGHXVlS9pP+nlE7Jq3sxszGlvmKy0tbU1li1bVuowXuLG+9dx8ZIVrN+yk/2n11JXXcmqTdv5wtuO4EP/rbnU4ZmZjQtJ90ZEa//2qlIEY4lFC+ayaMGLhY27unr41DUP8KX/epSNW3dx/sLDmaBFimZmo+apjspIbXUll5z1at5//IFcescqPvPTB+nq6S11WGZmJeEeVJmprBBfOu1I9t2nln+7+Qk2b+/kP856NfU1/l9lZnsX96DKkCQ+8cZD+co7j+J3T7Rz5nfvYfP2zlKHZWY2rpygytiZxx3Id95/DI9veIHTv3MnT2/eUeqQzMzGjRNUmTv5Ffvzow+/hk1bO3jXt+/ksQ0vlDokM7Nx4QQ1ARw7fybXfey1VEi85zt3cfeqv5Q6JDOzzDlBTRAv228ffvY/X8t+02s5+4o/8avlG0odkplZppygJpC5DXVc99ETOHLONP7nj+/jh3f/udQhmZllxglqgmmor+HqDx/PSYftyxdufJh/+80K9obZQMxs7+MENQHV1VRy6QeO4T2t8/jGrSv5hxuW0+0Hes1skvHTnxNUVWUFX33XK9lvWi3fvHUl7Vs7+db7FlA7wAS0ZmYTkXtQE5gkPnPyYVx42iu45fFnef/l97Blhx/oNbPJwQlqEjj7hPl868xX81Db87z7O3ex4XkvemhmE5+H+CaJt75yNjNy1Xzkqnt513/cydknHMQP717L+i07mdNQx3mnHLbHzOlmZuXOPahJ5LUHN3LNR45n664uLvr1CtZt2UkA67bs5ILrl3Pj/etKHaKZWcGcoCaZV8yZTv2Ul3aMd3b1cPGSFSWIyMxsZJygJqGNL3QM2L5+i+9NmdnE4QQ1Cc1pqBuwvapS3L5iox/sNbMJwQlqEjrvlMOo6/c8VHWlyNVU8cHvL+Wd376TO55od6Iys7LmKr5JqK9a7+IlK/ao4vvro2bzs/va+NatKznnij+x4MAGPvWml3HioY1IKnHUZmZ7Upa/RUtaCPw7UAlcHhEX9ds/BbgKOAb4C/DeiFgjaT7wGNB3V//uiPhoes4xwJVAHXAT8MkY5ku0trbGsmXLxuhbTXyd3b1cd28bl9y2knVbdvLqNFG93onKzEpA0r0R0dq/PbMhPkmVwCXAW4AjgDMlHdHvsA8Bz0XEIcDXgK/m7XsqIo5OXx/Na/82cC5waPpamNV3mKxqqip432sO5LbP/hX/+o6jePaFDs6+4k+869t38jsP/ZlZmcjyHtRxwMqIWBURncA1wGn9jjkN+EG6fR3wRg3xK7yk2cC0iLgr7TVdBSwa+9D3DvmJ6l/ecSTPPL/LicrMykaWCWou8HTe57a0bcBjIqIbeB6Yle5rlnS/pDskvT7v+LZhrgmApHMlLZO0rL29fXTfZJKrqargrNccxG3n7ZmoTv/OXfz+SScqMyuNLBPUQD2h/v/SDXbMBuDAiFgAfBr4saRpBV4zaYy4LCJaI6K1qampiLD3XlOqKncnqi8vOpINW3byge85UZlZaWRZxdcGHJD3eR6wfpBj2iRVAdOBzenwXQdARNwr6SngZenx84a5po3SlKpK3n/8Qby7dR4/XZYUU3zge3+i9aAZfOpNL+N1h8zi5w+sf0mVoOf6M7OxlGWCWgocKqkZWAecAbyv3zGLgXOAu4DTgVsjIiQ1kSSqHkktJMUQqyJis6Stko4H7gHOBr6Z4XfYq+UnqmuXtfEft63k/d+7h+ZZ9azbsovOdJHEvrn+ACcpMxszmQ3xpfeUPg4sISkZvzYiHpF0oaRT08O+B8yStJJkKO/8tP1E4CFJD5IUT3w0Ijan+z4GXA6sBJ4CfpXVd7DElKpKPnD8Qdx+3l/xpdNewZ8379idnPp4rj8zG2uZPgdVLvwc1NhqPv+XA9/4Ax67cCF1NV7V18wKN+7PQdnkNdhcfwCtX76ZT11zP7c+/iyd3b2DHmdmNhxPdWRFO++Uw7jg+uXs7OrZ3VZXXcHfvK6Zzds7+dXDz3DjA+tpqK/mLUfuz9tfNYfXNM+issKzVJhZ4ZygrGiDzfXX137haUfy+yfbWfzgen7+wHp+8qen2XefKbz1lbM59VVzOPqABk+pZGbD8j0oy9TOzh5uefxZfvHgem57vJ3Onl4OmFnH2185h1OPnsPh+08rdYhmVmKD3YNygrJx88KuLpY8/Ay/eGgDf1y5iZ7e4GX7TeXtr5zD2181h/mNOQBuvH+dn7Ey24s4QTlBlZVN2zr41fINLH5wPUvXPAfAq+ZNp7kxx68ffoZdeQUWddWVfOWdRzlJmU1STlBOUGVr/Zad/NdD61n84HoeXvfCgMfMbajjj+efNM6Rmdl4cJm5la05DXWce+LB/Nf/ev2Aky1CMlvFv938BH94chPbO7rHNT4zKw1X8VlZmdNQx7otO1/SXl0pvnXrk/QGVFaII2ZPo3X+DI6bP5Nj5s9g331qSxCtmWXJCcrKysDPWCX3oN748n25f+0Wlq7ZzNI1m/nJn9by/T+uAWD+rHpa58/kuPkzaZ0/g+bGnEvZzSY4JygrK8M9Y3Xiy5o48WXJ8imd3b08sv75NGE9xy2PPct19ybLhc3K1dA6fwbHzp/JsfNncsScaVRXVrhC0GwCcZGETRoRwVPt23f3sJateY61m3cASS9s3oxaVm/aQXfvi3/mXSFoVnqDFUm4B2WThiQO2Xcqh+w7lTOPOxCAZ57fxbI/J8nq6nv+vEdygmQW9s/fuJxdXT0cvO9UDmmayoxcTSnCN7N+3IOyvcZQs7Dnm5WrSZJVmrD6kt7s6bXD3tfyEKJZ8dyDsr3eYBWCcxpq+c9zT2Dlxm0vvtq38cuHNvD8zq7dx9XXVHJwXsLq2z5oVv3u+1v5BR5eyNFsdJygbK8xWIXg359yOAfMrOeAmfW84fB9d++LCDZt62Tlxm081b5t9/vdq/7CDfev231cdaU4aFaOtud2sKtr4IUcnaDMiucEZXuN4SoE+5NE0z5TaNpnCiccPGuPfds6uvhHYlcAAAvcSURBVHkqr7fV1/MayLotO3nLv/+e/aZNYf9ptew3rZb9p9ey37Qpyfa0Wmbmajx8aNaP70GZjZHXXXTrgEOI9TWVnNAyi2e37uKZ5zv4y/YO+v+1q6msoGmfKew/vTYviSUJbL9ptSxve57/d/OKPXporkC0ycL3oMwyNtgQ4r++Y88k0tXTy8atHTz7wi6efX4Xz7ywi2dfSD4/8/wuHtvwAret2MiOzp6BfsxuO7t6+IcblrPi2a3MqK9mRn1N8srVMKO+mpm5GqbVVlNR4EKR7qFZuXGCMhsjhQ4hVldWMLehjrkNdUNeb+uuriSJvdDBWZffM+AxOzp7uPz3q+jqGXgkpELQUF9DQ301M+traKivYWauencim5nue3j981x6xyo60lnkx7rAw8nPRsJDfGYTwGDDh3Mb6vjD597A9s4entveyXM7Otmcvj+3vSt5z9vevL2TLTu62Lyjk87u3gF+0p4qK8Rh++3D1Noqpk5JX/nb/dpyU6rYJ2976pQqfvHg+kGnr5oIyc/JNXslGeKTtBD4d6ASuDwiLuq3fwpwFXAM8BfgvRGxRtKbgYuAGqATOC8ibk3PuR2YDfT9bT05IjZm+T3MSm2w4cPzTjkMSbsTxQEz6wu6XkSws6tnd8J62zf/MOBxPb3BnIZatu7qZuPWXaxq72ZbR/LqX7E4GMFLnj/b2dXD+T97iFsf30htdQV11ZXUpq+6mkpqqyqS9762vPe6mgqmVCXH/fbRZ/nfv3iEnV3Z9fyyfHRgIifX8UjcmSUoSZXAJcCbgTZgqaTFEfFo3mEfAp6LiEMknQF8FXgvsAl4e0Ssl3QksATI/+ZnRYS7RLbXKLYCcTiSqK+por6minkzkp7YYD20y885dsBrdPX0sr3jxYS1bVc3Wzu6k7ZdL7Z//bdPDnj+ru5elq97np2dPezs6mFXV8/uIcbR2NnVw2d++iDfuOVJqisrqKoU1ZUV1ORtJ6/ht7/3h1V7/FLQd/1//sUj9PQGlRWiokJUCCqVbFdKA7dXiAqlbRXijifa+datK/cYVv3czx5iy85O/vqo2VRVVFBZIarSc/veC50EOcvkOl7P/GU2xCfpBOCfI+KU9PMFABHxlbxjlqTH3CWpCngGaIq8oJT839gEzImIjrQH9dliEpSH+MyG1v8fHBi7Ybihhif7L0LZ2xt0dPfuTlh977u6etjZ2fuSti/8/JFBf+7bXzWH7p5eunp66ewJurp76e7dc7urJ+jsTo7p7k3aO9Ptnt7yvP1R2S9hJe8Vuz/3ta3dvOMlU3tB8tzeq+Y1ICW/qAiSxFkBQrvbK8TufVLSnrSJ25/YOGAPeqQLi5ZiiG8u8HTe5zbgNYMdExHdkp4HZpEkpD7vAu6PiI68tu9L6gF+Bnw5Bsiyks4FzgU48MADR/lVzCa3se6h5RtqeLK/igpRV5MM3xXiO3esGjT5ffPMBSMPmmR48/VfvZX1z+96yb79pk3h2o+cQE9v0BvQG0lCSz7HS9p7e4OeSNvS4z581eC/NH950ZH09EaaKNOE2RO7E+ce7X2fe/ZsX7Vp+4DX7uoJplRX0NsLQRJTT2/Q1ZPEHkBvAGm8QdDbm3wXSN4HG95dP8D/i9HIMkEN1A/tn0iGPEbSK0iG/U7O239WRKyTtA9JgvoAyX2sPS8ScRlwGSQ9qOJCN9v7LFowN5Ob/+WS/IpVWSH+fuHhA17/gre8nINm5UZ1/aGGVd9//EGjujbA/WsH77le/eHjR3XtwXrFc4apTC1Wlku+twEH5H2eB6wf7Jh0iG86sDn9PA+4ATg7Ip7qOyEi1qXvW4EfA8dlFL+ZjZFFC+byx/NPYvVFb+WP5580Zolw0YK5fOWdRzG3oQ6R/OM7lg8vZ3n98045jLrqPXuKY5Vcs75+1rH3ybIHtRQ4VFIzsA44A3hfv2MWA+cAdwGnA7dGREhqAH4JXBARf+w7OE1iDRGxSVI18Dbgtxl+BzMrc1n1/LK+fpY9y6yvn3XsfTJ9DkrSXwNfJykzvyIi/kXShcCyiFgsqRb4IbCApOd0RkSskvR54AIgv/znZGA78DugOr3mb4FPR8SQj9y7SMLMrHwNViThB3XNzKykBktQWd6DMjMzGzEnKDMzK0tOUGZmVpacoMzMrCw5QZmZWVnaK6r4JLUDfy51HENoZM/pnSaSiRr7RI0bHHupOPbsHBQRTf0b94oEVe4kLRuoxHIimKixT9S4wbGXimMffx7iMzOzsuQEZWZmZckJqjxcVuoARmGixj5R4wbHXiqOfZz5HpSZmZUl96DMzKwsOUGZmVlZcoIqEUkHSLpN0mOSHpH0yVLHVCxJlZLul/RfpY6lGJIaJF0n6fH0v/8JpY6pUJL+Lv3z8rCkn6RL1pQlSVdI2ijp4by2mZJulvRk+j6jlDEOZpDYL07/zDwk6YZ03bqyM1Dsefs+KykkNZYitmI5QZVON/CZiHg5cDzwt5KOKHFMxfok8FipgxiBfwd+HRGHA69ignwHSXOBTwCtEXEkyZpoZ5Q2qiFdCSzs13Y+cEtEHArckn4uR1fy0thvBo6MiFcCT5CsWVeOruSlsSPpAODNwNrxDmiknKBKJCI2RMR96fZWkn8ks1sWdIxJmge8Fbi81LEUQ9I04ETgewAR0RkRW0obVVGqgLp0del6YH2J4xlURPyOZCHSfKcBP0i3fwAsGtegCjRQ7BHxm4joTj/eDcwb98AKMMh/d4CvAX8PTJjKOCeoMiBpPsmqwveUNpKifJ3kD3tvqQMpUgvQDnw/HZ68XFKu1EEVIiLWAf+X5DfgDcDzEfGb0kZVtP0iYgMkv6QB+5Y4npH678CvSh1EoSSdCqyLiAdLHUsxnKBKTNJU4GfApyLihVLHUwhJbwM2RsS9pY5lBKqAVwPfjogFwHbKd5hpD+n9mtOAZmAOkJP0/tJGtfeR9I8kQ/RXlzqWQkiqB/4R+GKpYymWE1QJSaomSU5XR8T1pY6nCK8DTpW0BrgGOEnSj0obUsHagLaI6OutXkeSsCaCNwGrI6I9IrqA64HXljimYj0raTZA+r6xxPEURdI5wNuAs2LiPER6MMkvNQ+mf2fnAfdJ2r+kURXACapEJInkPshjEfFvpY6nGBFxQUTMi4j5JDfpb42ICfGbfEQ8Azwt6bC06Y3AoyUMqRhrgeMl1ad/ft7IBCnwyLMYOCfdPgf4eQljKYqkhcDngFMjYkep4ylURCyPiH0jYn76d7YNeHX6d6GsOUGVzuuAD5D0Ph5IX39d6qD2Ev8LuFrSQ8DRwL+WOJ6CpL2+64D7gOUkf3/LdgobST8B7gIOk9Qm6UPARcCbJT1JUlF2USljHMwgsX8L2Ae4Of37+p2SBjmIQWKfkDzVkZmZlSX3oMzMrCw5QZmZWVlygjIzs7LkBGVmZmXJCcrMzMqSE5TZOJLUk/dYwQOSxmwWC0nzB5rB2myiqip1AGZ7mZ0RcXSpgzCbCNyDMisDktZI+qqkP6WvQ9L2gyTdkq5BdIukA9P2/dI1iR5MX31THlVK+m66ZtRvJNWlx39C0qPpda4p0dc0K4oTlNn4qus3xPfevH0vRMRxJDMWfD1t+xZwVboG0dXAN9L2bwB3RMSrSOYSfCRtPxS4JCJeAWwB3pW2nw8sSK/z0ay+nNlY8kwSZuNI0raImDpA+xrgpIhYlU4i/ExEzJK0CZgdEV1p+4aIaJTUDsyLiI68a8wHbk4XA0TS54DqiPiypF8D24AbgRsjYlvGX9Vs1NyDMisfMcj2YMcMpCNvu4cX7zO/FbgEOAa4N13w0KysOUGZlY/35r3flW7fyYvLup8F/CHdvgX4GICkynSl4AFJqgAOiIjbSBaZbABe0oszKzf+LcpsfNVJeiDv868joq/UfIqke0h+cTwzbfsEcIWk80hWAv6btP2TwGXpTNU9JMlqwyA/sxL4kaTpgICvTbBl7m0v5XtQZmUgvQfVGhGbSh2LWbnwEJ+ZmZUl96DMzKwsuQdlZmZlyQnKzMzKkhOUmZmVJScoMzMrS05QZmZWlv4/mq3y+ye4wjIAAAAASUVORK5CYII=\n", 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" ] @@ -1343,7 +1343,7 @@ { "data": { "text/plain": [ - "<__main__.AdalineSGD at 0x11f6b5128>" + "<__main__.AdalineSGD at 0x7fb7e927e550>" ] }, "execution_count": 25, @@ -1396,7 +1396,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch02.ipynb to script\n", - "[NbConvertApp] Writing 16678 bytes to ch02.py\n" + "[NbConvertApp] Writing 16677 bytes to ch02.py\n" ] } ], @@ -1422,7 +1422,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.1" } }, "nbformat": 4,