From 1691604e493d684acc1a51d8fdd0aca630d0e847 Mon Sep 17 00:00:00 2001 From: rasbt Date: Sun, 16 Jun 2019 14:58:19 -0500 Subject: [PATCH] ch04 --- ch03/ch03.ipynb | 81 +++++++++++----------------- ch03/images/03_06.png | Bin 172511 -> 173033 bytes ch04/ch04.ipynb | 120 +++++++++++++++++++----------------------- ch04/ch04.py | 42 ++++++++------- ch05/ch05.ipynb | 2 +- ch06/ch06.ipynb | 51 +++++------------- ch06/ch06.py | 5 +- ch06/images/06_05.png | Bin 119142 -> 118590 bytes ch06/images/06_06.png | Bin 135410 -> 163704 bytes ch09/ch09.ipynb | 2 +- ch10/ch10.ipynb | 2 +- ch11/ch11.ipynb | 2 +- 12 files changed, 127 insertions(+), 180 deletions(-) diff --git a/ch03/ch03.ipynb b/ch03/ch03.ipynb index c232faf9..cd9edb8b 100644 --- a/ch03/ch03.ipynb +++ b/ch03/ch03.ipynb @@ -42,11 +42,11 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-06-13 \n", + "last updated: 2019-06-16 \n", "\n", - "numpy 1.16.4\n", + "numpy 1.16.2\n", "pandas 0.24.2\n", - "matplotlib 3.1.0\n", + "matplotlib 3.0.3\n", "sklearn 0.21.1\n" ] } @@ -56,19 +56,6 @@ "%watermark -a \"Sebastian Raschka\" -u -d -p numpy,pandas,matplotlib,sklearn" ] }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "#from sklearn import __version__ as sklearn_version\n", - "#from distutils.version import LooseVersion\n", - "\n", - "#if LooseVersion(sklearn_version) < LooseVersion('0.18'):\n", - "# raise ValueError('Please use scikit-learn 0.18 or newer')" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -419,7 +406,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -481,7 +468,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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jV00Vc+asDjqSSMIdtqDMzNzdD17u7o8D/d5rnYO/1SGWHfw1jwH3u3uTmV0O3A1MPcTPvh24HWDixIleWVl5uF9DJKk8sWgrTVFn5IBCpk6ZEnQckUB06HNQZnaNmR3VfqGZZZvZVDO7G7i4A9+nGmh/8ZoyYEv7Fdx9l7s3xe/+BjipA99XJKXEYs7M51aRlx2hb2FO0HFEAtORgpoORIH7zWyrmS0zs3VAFXAh8FN3v6sD32cuMMrMhptZNnABMKv9CmY2qN3dGcDyDnxfkZTyxOKtrNpWR1lJfsePQhJJQYfdxOfujcCvgF+ZWRFQBNS7e01nfpC7t5rZ1cDTQAS4092XmtlNwDx3nwV80cxmAK3AbuCSTv02IkkuGnN+9lwVowYU0lyYHXQckUB1+NAgM/sisB54DXjZzK7q7A9z9yfdfbS7j3D3/4wvuzFeTrj7De4+zt2Pc/cp7r6isz9DJJk9sXgrVdvr+OKZozR6krTXkZPF3mpmnwOuBca6exnwL8A4M/t+TwcUSRfRmDNz9ipGlxbyoWMHHf4LRFJcR0ZQLwIjaTti7x9m9jpwC7AGuMDMSnown0jaeHzRFtbs2M+XzhxNRobGTyId2Qf1MPCwmU0CvgxsBY4DJgB9gDlmVujuI3s0qUgKi8acmc9VMWZgEeeMHxh0HJFQ6MyZJK4CHgAW0HZW87HAYnevjB+VJyJdNGvhZtbu2M9tnz5RoyeRuA4fJOHuVbSd+eFBIA9YBHw0/lhzj6QTSQOt0Rg/e241YwYW8YFxGj2JHNCZEdSBInoiPolIN5i1cAvrdu7n15/R6EmkPZ2BUiRAbaOnKsYOKmbaMRo9ibSnghIJ0CMLtrB+Vz3XnjVKoyeRg6igRALSEh89jRtczLRjSoOOIxI6KiiRgPxpXjUbd9fzlWmjMdPoSeRgKiiRADS2RPn581WccFQJUyoGBB1HJJRUUCIBuP+1jWytbeT6aRUaPYm8CxWUSILVN7fyyxfWMOnoPpw2om/QcURCSwUlkmD3vLyBnXVNGj2JHIYKSiSB9jW28OsX11BZ0Z+J5X2CjiMSaiookQS68+/rqalv4StnVwQdRST0VFAiCVJT38xv/7aWD4wr5diyXkHHEQk9FZRIgtz24hrqmlv58tmjg44ikhRUUCIJsKWmgd+9tJ6PHj+EMQOLg44jkhRUUCIJ8NNnV4HDddM0ehLpKBWUSA9b+eY+Hnq9ms9NHkZZ7/yg44gkDRWUSA/74VMrKMjJ5KopI4OOIpJUVFAiPeiVtbt4fsV2rqwcSe+C7KDjiCQVFZRID3F3bv7LCgYW53Lp6eVBxxFJOiookR7ylyVvsmBTDdedPZrcrEjQcUSSjgpKpAe0RGPc8vRKRpcWcv5JZUHHEUlKKiiRHnDvKxtYt3M/X58+hogu5S7SJSookW62e38zP312FWeM6sfUMboYoUhXqaBEutlPnlnJ/uYoN557jC6nIXIEVFAi3WjZlr3c/9pGPjtpGKNKi4KOI5LUVFAi3cTduenxpfTKy+LLZ+mURiJHSgUl0k2eWvImr6zdzXXTKuiVnxV0HJGkp4IS6QaNLVF+8MRyxgws4sKThwYdRyQlqKBEusFv/rqWzTUN3PjhY8iM6GUl0h30ShI5Qpt21/OrOWs4Z/xAThvRL+g4IilDBSVyBNyd7zy6BDP41ofGBh1HJKWooESOwOOLtjJn5Q6uO3u0rvUk0s1UUCJdVFvfwvceW8axQ3pxyWnlQccRSTmZQQcQSVY3P7WC3fubuOvSk3VghEgP0KtKpAvmrt/N/a9t5POnD2f8kF5BxxFJSSookU5qao1yw58XM6Qkjy+frTNGiPQUbeIT6aT/fXEtq7fX8btLTqYgRy8hkZ6iEZRIJyzZXMvPn6/i3AmDmKJLaYj0KBWUSAc1tkT58h8X0Ds/m++fNz7oOCIpT9snRDrolqdXUrW9jrs/fwq9C7KDjiOS8jSCEumAl1bv5I6/r+PiycN4/+j+QccRSQsqKJHDqK1v4fo/LWRE/wK+cY5OZySSKNrEJ3IYN85awo59Tfz5ytPIy44EHUckbWgEJfIeHl2wmUcXbOFLZ45iQllJ0HFE0ooKSuRdrN1Rx7ceXsJJw3pzReWIoOOIpB0VlMghNLZEufK+18mKGD+/8ASda08kANoHJXII//HoUla8uY+7Lj2ZwSV5QccRSUt6WyhykPte3cAf523i6ikjqazQ2SJEgqKCEmln3vrdfHfWUior+utEsCIBU0GJxL1Z28jl975OWe98Zl5wApEMCzqSSFrTPigRYH9TK5+/ay4Nza3c/2+n0isvK+hIImlPBSVpLxpzvnj/G6zcto87Lp7IqNKioCOJCNrEJ2nO3bnpsaU8t2I7350xTgdFiISICkrS2i+eX83dL2/g384YzmcnDQs6joi0o4KStHXvKxv4ybOr+NgJQ7hBJ4EVCR0VlKSlR97YzHceXcLUMQP44ccnkKEj9kRCRwUlaeexhVu47oEFTBrel19edCJZOo2RSCjplSlp5YlFW7n2jwuYWN6HOy6ZqMtniISYCkrSxp/mbeKa+1/nxKNKuPOSk8nP1qcsRMJMBSVp4a6X1vHVBxdx+sh+3P35UyjMUTmJhJ1epZLSYjHnlmdWctucNUw7ppSfX3QCOZnarCeSDFRQkrKaWqN8/cFFPLJgCxedehQ3zRin6zqJJBEVlKSkHfuauPze+czfsIevfqCCKytHYKZDyUWSiQpKUs7i6lou+7951NS38IuLTuDcCYODjiQiXaCCkpTh7tz76ka+/9gy+hfl8OAVkxk3uFfQsUSki1RQkhJqG1r41sOLeXzRVior+vM/nzyePgXZQccSkSOggpKk9/KaXXzlgQVs29fEVz9QwRXvH6FTF4mkABWUJK29jS385OmV3PPKBsr7FvDQFadx/NCSoGOJSDdRQUnScXceX7SVmx5fxs66Ji6eXM7XplfozBAiKUavaEkq63fu5zuPLuFvVTs5dkgv7rh4IhPKNGoSSUUqKEkKu/c3c9uctosLZkcy+N6McXxm0jAi2tckkrJUUBJqextb+O1f13LH39fR0BLlIycM4evTx1BanBt0NBHpYSooCaXahhbue3UD//viWmobWvjgsQO57uzRjBxQFHQ0EUkQFZSEytodddz1j/U8OL+a+uYolRX9uX5aBeOH6AO3IulGBSWBi8acv1Xt4J6XN/D8iu1kRzL48HGDufT0chWTSBpTQUlglm/dy8NvbOaRNzazfV8T/QqzufasUXz61GH0L8oJOp6IBEwFJQnj7qzeXsezy7fx2MKtLN+6l8wMo7JiAB87cQhnjh2gazWJyFtUUNKjmltjzN+wh9nLtzF7+TY27KoH4LihJXxvxjjOnTCIvoUaLYnIO6mgpFu1RGMs3lzLy2t28craXcxbv4eGlijZmRmcNqIv/3bG0Zw5dgCDeuUFHVVEQk4FJV3m7myuaWDhploWVtewcFMNizfXUt8cBaCitIhPTixj8oh+nDGqHwU5erqJSMfpP4Yclruzs66Zqu37qNpW1+62jt37mwHIjmQwdnAxHz+pjFOH9+XUo/vQT5vuROQIqKAEaNtXtLW2geo9DWze00D1nnqq9zSwaU89q7fXsae+5a11i3IzGTWgkLPHljJ+SDHHDS2hYmCRDnAQkW6V0IIys+nATCAC/Nbdbz7o8RzgHuAkYBfwKXdfn8iMqaSpNUptQwt7G1rYU9/Cjn1N7KxrYse+t6eddU28ubeR7fuacH/7azMMBhbnUtY7n+njBzFqQCGjS4sYVVrIgKIczHQOPBHpWQkrKDOLAL8EzgaqgblmNsvdl7Vb7QvAHncfaWYXAD8EPpWojEGKxpzm1hjNrTEaWqI0tESpb26loTlKfXxqbDkwH1/eEqWhOcrehhZq49PexrfnG1tih/xZGQZ9C3PoX5hDv6IcRpUWMaQkj7LeeZT1zqesdx4De+WSFclI8F9BRORtiRxBnQKsdve1AGb2B+A8oH1BnQd8Nz7/IPALMzP39u/tu09za4y7/rGOaAxi7kRjbdNb8+7EYv7Pj7+17O351vZf027d5tYYLdG2qemt+beXN0djb83HuvAbZkWMvKwIxXlZFOdm0Ssvi6P7FdIrL4te+VkU52bSKy+L4rwseudn078oh36FOfQpyNZZwEUk9BJZUEOATe3uVwOnvts67t5qZrVAX2Bn+5XM7DLgMoDS0lLmzJnTpUBNUee/nq1/x3KjbZRh1nabEb//9mRtj7dbHrEDX2NvLcvKaFuelWHkZUBRBDKzINOMzAziU4RMi7S7b2RnQE6mkRMhPhnZ8ducCGTHbzP/qWSi8anxoF+ybYrVwDbaJkkONTU1AF1+fosku0QW1KHesh88bujIOrj77cDtABMnTvTKysouBXJ3lrwvSsSMjAyImBHJMO1fkVAoKWm7EGNXn98iyS6RBVUNDG13vwzY8i7rVJtZJtAL2N1TgcyMQn02R0QklBK5F3wuMMrMhptZNnABMOugdWYBF8fnPw4831P7n0REJNwSNnyI71O6GniatsPM73T3pWZ2EzDP3WcBdwD/Z2araRs5XZCofCIiEi4J3b7l7k8CTx607MZ2843AJxKZSUREwkkfdBERkVBSQYmISCipoEREJJRUUCIiEkoqKBERCSUVlIiIhJIKSkREQkkFJSIioaSCEhGRUFJBiYhIKKmgREQklFRQIiISSiooEREJJRWUiIiEkiX79QDNbAewIegch9EP2Bl0iCOQzPmTOTsof9CUv2cMc/f+h1sp6QsqGZjZPHefGHSOrkrm/MmcHZQ/aMofLG3iExGRUFJBiYhIKKmgEuP2oAMcoWTOn8zZQfmDpvwB0j4oEREJJY2gREQklFRQIiISSiqoBDGza8xspZktNbMfBZ2nK8zsejNzM+sXdJbOMLNbzGyFmS0ys4fNrCToTB1hZtPjz5nVZvaNoPN0hpkNNbMXzGx5/Dn/paAzdZaZRczsDTN7POgsnWVmJWb2YPx5v9zMJgedqStUUAlgZlOA84AJ7j4O+HHAkTrNzIYCZwMbg87SBc8C4919ArAKuCHgPIdlZhHgl8A5wDHAhWZ2TLCpOqUV+Iq7jwUmAVclWX6ALwHLgw7RRTOBp9x9DHAcSfp7qKAS4wrgZndvAnD37QHn6YqfAl8Dku6oGnd/xt1b43dfAcqCzNNBpwCr3X2tuzcDf6DtTU5ScPet7v56fH4fbf8ghwSbquPMrAz4EPDboLN0lpkVA/8C3AHg7s3uXhNsqq5RQSXGaOAMM3vVzF40s5ODDtQZZjYD2OzuC4PO0g0+D/wl6BAdMATY1O5+NUn0D749MysHTgBeDTZJp9xK2xuyWNBBuuBoYAfwu/gmyt+aWUHQoboiM+gAqcLMZgMDD/HQt2j7O/embVPHycADZna0h+gY/8Pk/yYwLbGJOue98rv7o/F1vkXbpqf7Epmti+wQy0LzfOkoMysEHgKudfe9QefpCDM7F9ju7vPNrDLoPF2QCZwIXOPur5rZTOAbwHeCjdV5Kqhu4u5nvdtjZnYF8Od4Ib1mZjHaTuK4I1H5Dufd8pvZscBwYKGZQdvmsdfN7BR3fzOBEd/Te/39AczsYuBc4MwwvTF4D9XA0Hb3y4AtAWXpEjPLoq2c7nP3PwedpxNOB2aY2QeBXKDYzO51988EnKujqoFqdz8wYn2QtoJKOtrElxiPAFMBzGw0kE04zzD8Du6+2N0HuHu5u5fT9uQ/MUzldDhmNh34OjDD3euDztNBc4FRZjbczLKBC4BZAWfqMGt7N3MHsNzd/yfoPJ3h7je4e1n8+X4B8HwSlRPx1+YmM6uILzoTWBZgpC7TCCox7gTuNLMlQDNwcZK8i08VvwBygGfjo8BX3P3yYCO9N3dvNbOrgaeBCHCnuy8NOFZnnA58FlhsZgviy77p7k8GmCmdXAPcF39zsxa4NOA8XaJTHYmISChpE5+IiISSCkpEREJJBSUiIqGkghIRkVBSQYmISCipoEREJJRUUCIiEkoqKJGQMbPLzWxBfFpnZi8EnUkkCPqgrkhIxc9l9zzwI3d/LOg8IommEZRIeM2k7TxwKidJSzoXn0gImdmhAfetAAAAZklEQVQlwDDg6oCjiARGm/hEQsbMTgLuBs5w9z1B5xEJijbxiYTP1UAf4IX4gRJJd9lxke6gEZSIiISSRlAiIhJKKigREQklFZSIiISSCkpEREJJBSUiIqGkghIRkVBSQYmISCj9PxynZGwQk6rhAAAAAElFTkSuQmCC\n", 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" ] @@ -566,7 +553,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -700,7 +687,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -741,20 +728,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 32, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/sebastian/miniconda3/envs/pymle3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n", - " FutureWarning)\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -768,7 +747,7 @@ "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", - "lr = LogisticRegression(C=100.0, random_state=1, multi_class='ovr')\n", + "lr = LogisticRegression(C=100.0, random_state=1, solver='lbfgs', multi_class='ovr')\n", "lr.fit(X_train_std, y_train)\n", "\n", "plot_decision_regions(X_combined_std, y_combined,\n", @@ -777,24 +756,24 @@ "plt.ylabel('petal width [standardized]')\n", "plt.legend(loc='upper left')\n", "plt.tight_layout()\n", - "#plt.savefig('images/03_06.png', dpi=300)\n", + "# plt.savefig('images/03_06.png', dpi=300)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[3.17983737e-08, 1.44886616e-01, 8.55113353e-01],\n", - " [8.33962295e-01, 1.66037705e-01, 4.55557009e-12],\n", - " [8.48762934e-01, 1.51237066e-01, 4.63166788e-13]])" + "array([[1.52213484e-12, 3.85303417e-04, 9.99614697e-01],\n", + " [9.93560717e-01, 6.43928295e-03, 1.14112016e-15],\n", + " [9.98655228e-01, 1.34477208e-03, 1.76178271e-17]])" ] }, - "execution_count": 20, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -805,7 +784,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -814,7 +793,7 @@ "array([1., 1., 1.])" ] }, - "execution_count": 21, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -825,7 +804,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -834,7 +813,7 @@ "array([2, 0, 0])" ] }, - "execution_count": 22, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -845,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -854,7 +833,7 @@ "array([2, 0, 0])" ] }, - "execution_count": 23, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -865,7 +844,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -874,7 +853,7 @@ "array([2])" ] }, - "execution_count": 24, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -900,7 +879,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -910,7 +889,7 @@ "" ] }, - "execution_count": 25, + "execution_count": 28, "metadata": { "image/png": { "width": 700 @@ -925,12 +904,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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dmnLHhWf6HUeimAqASBTZkX+QOyctoUV6Kr+/tjdxcersJadO9wBEokRpWYC7Jy9ld0Ex79xxLulp6uwlp0cFQCRK/G7mahas28lTI3rSvWW633GkFtAlIJEo8PGKLTz/z3Vc368tP8xu43ccqSVUAEQi3PodB/jFW5/To1U6vx6uzl5SfVQARCJYYXEZt72eQ3y88fzIs0lJVGcvqT66ByASoZxzPPDuF6zaup8Jo/vRumGa35GkltEZgEiEmvTpN7yz9DvuHdyJgZ3U2UuqnwqASARa9u0eHn0/jws7N+Gui9TZS8JDBUAkwuw6UMwdr+fQtH4yf7hOnb0kfHQPQCSClAUc97y5lB0Hinnn9nNpkJbkdySpxXQGIBJB/jBrNXPX7OB/rupOVit19pLwUgEQiRD/WLmVP32ylmuzW3Nd37Z+x5EYoAIgEgE27DzAz6Yso3vL+jx6VZbfcSRGnLAAmFm7UJaJyKnZkX+Qm19ZhJnx55F91NlLakwoZwBvH2fZ1OoOIhKL9heVcPMri9iyr4hXRmXTppE6e0nNqbQVkJl1AboD6WZ2zRGr6gMp4Q4mUtsVlZRxy8TFrNqyn5duzqbPGY38jiQxpqpmoJ2BYUADYPgRy/cDt4QzlEhtV1oW4J43l/Lvr3bxh+t6M6hzU78jSQyqtAA456YB08xsgHNuYTg+3MxewSsy25xzuvMlMcEb4yeXj1Zs5dfDu3H1Wa38jiQxKpSOYGvN7H4g88jXO+fGVMPnTwCeASZWw3uJRIUnP1rFlMXfcvdFZzL6PLWnEP+EUgCmAXOBWUBZdX64c26OmWVW53uKRLKX5nzF8/9cxw392/KzSzr5HUdiXCgFIM05d1/Yk1TCzMYCYwHatlXnGIleU3M28vj0lVzRswWPXpWFmcb4EX+F0gz0AzO7POxJKuGce9E5l+2cy27SREPiSnSalbeV+95ezvlnZvD7a3sRrwHeJAKEUgDuwSsCRWa2z8z2m9m+cAcTqS0+/Wond76xhKyW9Xnhxj4kJ6ijl0SGE14Ccs7Vq4kgIrVR3qZ9/PS1xbRumMqro/tRJ1kD8ErkCGUoCDOzkWb2YPB5GzPrVx0fbmaTgYVAZzPbaGY/qY73FYkEG3Ye4KZXFlE3JYGJP+lPozoa2lkiSyhfR54DAsBFwP8A+cCzQN/T/XDn3PWn+x4ikWjbviJufHkRZYEAb44dQKsGqX5HEjlGKAWgv3PubDNbCuCc221m+iojUom9hSXc9MoiduQf5I1bzuHMprqKKpEplJvAJWYWDzgAM2uCd0YgIkcpKinjltcWs257Pi/emE3vNg38jiRSqVAKwHjgXaCpmT0OzAOeCGsqkShUWhZg3BtL+GzDLv5w3Vmc3zHD70giVQqlFdAkM8sBBgMGXO2cWxn2ZCJRJBBw3Pf2F8xauY3Hrs7iip4t/I4kckJVDQdd3zm3z8waAduAyUesa+Sc21UTAUUinXOOJ6av5O0lG/n5JZ0Yec4ZfkcSCUlVZwBv4I3UmUPw+n+QBZ+3D2Mukajx/L/W8Zd5XzPq3EzuuuhMv+OIhKyq4aCHBX9quEKRSry56BuenLGKq3q35KFh3TS+j0SVUDqCfd/M0o943sDMrg5vLJHINyN3M/e/+wUDOzXhqRG9iNP4PhJlQmkF9Gvn3N7yJ865PcCvwxdJJPItWLeDuycvo3ebBjw/8mySEkL5pyQSWUL5qz3eazSgicSs3O/2MnZiDpkZabwyqi9pSfrnINEplAKw2Mx+b2YdzKy9mf0v3o1hkZjz1fZ8bn5lEempiUwc058GaeoUL9ErlAJwF1AMTAH+BhQBd4YzlEgk2rLXG98H4PWf9qd5eorPiUROTygdwQ4A/1UDWUQi1p6CYm565VP2Fpbw5thzaJdRx+9IIqetqo5gf3DO3Wtm71OxHwAAzrkrw5pMJEIUFJcyZsJnrN9RwIQxfclqlX7ijUSiQFVnABODP5+uiSAikai4NMDtry9h2bd7eO6GPpzbQeP7SO1RVQF4Cm/8n8v9nBRexC+BgOM//vY5/1q9nd9c04OhWc39jiRSraoqAC3MbCBwpZm9iTcExCHOuSVhTSbiI+ccj36Qx3ufb+KXQzvzo35t/Y4kUu2qKgAP4d38bQ38jooFwOHNECZSK/3pk7VMWLCen57fjtsHdvA7jkhYVFUANjvnLjOzh5xzj9ZYIhGf/fXfG/j9zNVcc3Yr7r+8q8b3kVqrqn4A44M/Ne6PxIwPlm/ioWm5DO7SlN/+oKfG95FaraozgBIzexVoZWbjj17pnLs7fLFEat7cNdv52ZRl9D2jEc/ecDaJ8RrfR2q3qgrAMOBivGv9GvpBarVl3+7h1r/mcGbTerx0czYpifF+RxIJu6rmA9gBvGlmK51zn9dgJpEatXbbfka/uoiMusm8NqYv6amJfkcSqRGhnOMWmtk/zCwXwMx6mtl/hzmXSNjtPlDMO0s2ctPLi4iPi+OvP+lH03oa30diRyjj2L4E/CfwAoBzbrmZvQE8Fs5gIuGwYecBZuZtZWbeVhZv2E1ZwNGqQSoTx/TljMYa30diSygFIM05t+iopnClYcojUq0CAcfnG/ccOuiv2ZYPQJfm9bjjwg5c3LUZPVqlq7WPxKRQCsAOM+tAcEA4MxsBbA5rKpHTUFRSxvy1O5i1ciuzVm5j+/6DxMcZ/TIbcX2/tlzctRltG6f5HVPEd6EUgDuBF4EuZvYd8DVwQ1hTiZykXQeK+cdK71v+3DU7KCwpo25yAgM7N+GSrs0Y1Lkp6Wm6uStypFDmA/gKuNjM6gBxzrn94Y8lcmJfbc9nVvCgn7NhNwEHLdJTGNGnNZd0a0b/9o1ITlBzTpHKnLAAmFk63iTw3ws+/xfw6JETxYvUhLKAY9m3u5mZt42ZeVtYt/0AAN1a1GfcRR25tFszuresr6EbREIUyiWgV4Bc4Nrg8xuBV4FrwhVKpFxhcRnz1u5gZt4WPvlyGzvyi0mIM85p35ibBmQyuGtTWjfU9XyRUxFKAejgnPvBEc8fMbNl4QoksiP/IJ+s3MbHeVuZt3Y7RSUB6iUncGGXplzSrRkDOzVRZy2RahBKASg0s/Odc/MAzOw8oDC8sSTWrN2Wz8y8rcxauZUl3+zGOWjVIJXrsttwSbfm9GvXiKQEjc0jUp1CKQC3A68F7wUA7AZGhS2R1GqBgGNvYQm7CorZsreIf63ezqy8rXy1w7uen9WqPvcO7sTF3ZrSrYWu54uEUyitgJYBvcysfvD5vur6cDMbCvwRiAf+4pz7TXW9t4Sfc46C4jJ2HShmd0Exuw4cfnjPS9hdvqygmN3B5QF3+D0S473r+aPPy2Rw12a0bJDq33+QSIwJpRXQE8CTzrk9wecNgV84505rPCAziweeBS4BNgKfmdl7zrm803lfOXXFpQH2FHgH60MH8gPBA/lRB/h9BwrYUVBKUSnUo4BmtotUikmhmFQ7SJqVkJvSh7S69chO+JrsxBWkZ5RSL76EOvGl1LFiNp3zID3at6be9qWwZRZsagJ7MqBOBtRpAqkNQWcAImETyiWgy5xz95c/cc7tNrPLgdMdEK4fsDbYz4DgvMNXAdVeALbuKyJ/0yoscNBbEPwGGkisQ0m9NjgHSbvXYIFSHIe/ngaS6lFctzUAybtWYa6swvuWJadTXKcVACk78wBXYfuylEYUp7UAFyB1Z5631jmcCxAoC3AwtQlFqS0IlB6k7o7PCQQCuECAgAvgnCM/tTX5aa2IKymg4fbPCAQC4ALe9gHH7rpnsjelFfHF+2i5c+GhbQkEcDi+q9uD3cmtSD24g8xd83GufHtHaXERC+OzWVWcQXr+WoYWfkh8aREpVkwqxSRTzHOl15PnMhkcl8OjSRO9A7wVk+wOEk+AV3tN4GDTnmRv/z+yc48zadztiyGjIyz4Aj5+0VsWnwyJKZCQSmabNEhJhC8/gPl/PHb7+zdDUhrMHw9rZ0JasDDUCRaJPqO9AnFgB8TFQ0oDFQyRkxBKAYg3s2Tn3EEAM0sFkqvhs1sB3x7xfCPQvxre9xjPfLKWG5dcT6e47yos/1dZT24u+S8A5iffRSvbWWH9h2X9uLPkXgA+T/4p6VZQYf1bpQP5ZemtAKxJvpFEq1ggXi0dwiOlN5NMMatSRh2T60+lV/O70mtpzF5yUm4/Zv1vS37E82VX0ta2Mif5Z8esf7BkFH8tu5SutoG/J//qmPU/L76Nd9336Bu3ircSHz9m/Yq6v6Jew0H0TS7hqs0LKUtKxSWkQGIKlpjG8xf0ILV9PxrtbkJCziZISIHEtEMH8NFn9Yf6LWHX96FLprcuIQUSU71Hehvvg/r+FLJHe+vijtMx66IH4Zw7vAP5ge1QsNN7JAWbd8bFQ+lB2Py595qDe72DffYYb/2Hv4C8/4O4REhr7BWJjI7ww1eD/6HvQtHeowpIE0ipf2wWkRhizrmqX2D2S+BKvLb/DhgDvOece/K0Ptjsh8AQ59xPg89vBPo55+466nVjgbEAbdu27bNhw4aT/qzc7/ZSmPcRCaUHjnhjKE7OYHeTbAAyNs8hvvwMIehgajP2Nu6FARmbZhPnKo6BV1SnFfsbdseAJt/NAiruy6K6bchv0AVzZWRsmh383DgsLo44i+Ng/TMobtCBBFdC/W2fYWbEBddZXBxl6Wfg6rckruwgqTvziIuLx+LjMDPi4+Jx9VtidZoQX3aQhL3rsbg44uPjMYsjLi6O+HpNsZT63sEzfxtYXPAbskFCMiTXh/hQvgNEmNJiKNoDdZt6z9fNhm0rg8Vjh1ckkurCD17y1r98KXz7acX3aNELbp3j/f7Bz6D/7dCkU839N4jUIDPLcc5lH7P8RAUguPFQvNnBDPjYOfdRNQQaADzsnBsSfP4rAOfc/6tsm+zsbLd48eLT/WiJNaUHvaJQEDzDOLDTO4vpdhU4B8/0hYP7YdSHkHGm32lFqt1pFYBwMLMEYDUwGPgO+Az4sXNuRWXbqABIWGz7EiZcAfGJXhFo3MHvRCLVqrIC4FvPGudcKTAO+AhYCbxV1cFfJGyadoGb34eyYpgwDHZ95XcikRrha9dK59x051wn51wH59yxdylFakqzbnDTNK8IbFrqdxqRGnHCAmBm94SyTCTqNe8Bdy+FrODQV2Wa+E5qt1DOAG4+zrJR1ZxDJDKUNw1dMwueHwB7vq369SJRrNI2gGZ2PfBjoJ2ZvXfEqnrAzuNvJVJLpDWE/VvhtWHejeH01n4nEql2VTUCX4A3928G8Lsjlu8HloczlIjvWvWBG9+Bv34fXhvuFYH6Lf1OJVKtKr0E5Jzb4Jz7p3NugHPuX0c8lgRb8IjUbq2zYeTbXie614ZDwS6/E4lUq1BuAl9jZmvMbK+Z7TOz/WZWbSOCikS0Nv28ItBxiDf8hEgtEso4AE8Cw51zK8MdRiQitT3HewDs3uCNeVS3ib+ZRKpBKK2AturgL4LXLHTSCJh4pTe0hEiUq7QABC/9XAMsNrMpZnZ9+bLgcpHYEp8Alz/t9RSeeJXuCUjUq+oMYHjwUR8oAC49Ytmw8EcTiUDtB8L1b8LOtd6ZgIqARLFK7wE450bXZBCRqNFhEPzoDZh8Pcz6NVz5J78TiZySUKaEHH+cxXuBxc65adUfSSQKnDkYbnwXmmf5nUTklIVyEzgF6A2sCT56Ao2An5jZH8KYTSSyZZ4HKelQXAAz7vdmHROJIqE0Az0TuKi885eZPQ98jDeZ+xdhzCYSHTYthUUvwMZFMPIdTTUpUSOUM4BWQJ0jntcBWjrnyoCDx99EJIZkngc/nOAVgkkjvNnFRKJAKAXgSWCZmb1qZhOApcDTZlYHmBXOcCJRo+tw+MHLsHExTLoWDub7nUjkhE54Ccg597KZTQf64c0JfL9zblNw9X+GM5xIVOl+Nbgy737A/s2Q3NHvRCJVqmo46C7OuS/N7OzgovKB0ZubWXPn3JLwxxOJMlk/gE5DIamON+F8WQkkJPmdSuS4qjoD+DkwlopDQZdzwEVhSSQS7ZKCt8w++R/4LsfrOJaY6m8mkeOoqiPY2ODPQTUXR6QWadwR5v4e3vwx/GgyJKb4nUikglCGg04zs/82sxeDzzuamVLywykAAAyTSURBVIaCEDmR3tfDVc/AutkwZSSUqtGcRJZQWgG9ChQD5wafbwQeC1sikdrkrJEw/I+wdib8bZR3X0AkQoTSEayDc+664BzBOOcKzczCnEuk9uhzs9c6KCUd9E9HIkgoBaDYzFLxbvxiZh1QBzCRk5M95vDv334GLXtDfKJ/eUQI7RLQw8AMoI2ZTQL+AfwynKFEaq3d6+HVy2DqGK+JqIiPTlgAnHMfA9cAo4DJQLZz7p/hjSVSSzXMhEsegZXvwTu3eLOMifgklOGg/wrMAeY6574MfySRWm7AnRAog5kPgsXD91/wZhsTqWGhtgJqAfzJzNaZ2dtmdk+Yc4nUbufdDRc/DLlTvYeID0IZC+gTM/sX0BcYBNwGdAf+GOZsIrXb+T+DFr2gvfpaij9C6Qj2D2A+cB2wCujrnOsS7mAiMaHDRV7T0B1rYeZD6icgNSqUS0DL8TqCZeHNBpYVbBYqItXlyw9g/h/h38/5nURiSCitgH7mnPse8H1gJ949gT3hDiYSU867B7oMg48fhA0L/E4jMSKUS0DjzGwKsAy4GngFuCzcwURiihlc/ZzXTPRvo2D/Fr8TSQwI5RJQKvB7oItzbrBz7hHn3CdhziUSe1LS4brXvSkl5zztdxqJAaG0AnqqJoKICNCsG9z0HjTv4XcSiQGhnAFUOzP7oZmtMLOAmWX7kUEkYrXp680dULgH1s/3O43UYr4UACAXb3iJOT59vkjk+/AX8Ma1sH2V30mklvKlADjnVjrn9FctUpVLHoWEFJhyIxzM9zuN1EJ+nQGEzMzGmtliM1u8fft2v+OI1Jz0VjDiFdi5Bt4bp05iUu3CVgDMbJaZ5R7ncdXJvI9z7kXnXLZzLrtJkybhiisSmdoPhMEPwYp34bO/+J1GapmwDUHonLs4XO8tElPOuxdKiqDrcL+TSC2jMWhFIp0ZDPqV93ugzOsnkNrA30xSK/jVDPT7ZrYRGAB8aGYf+ZFDJKo4590Qnny9ZhOTauFXK6B3nXOtnXPJzrlmzrkhfuQQiSpm0P1q+GYBzHrY7zRSC0R8KyAROULPa6HvLbDwGe/GsMhpUAEQiTZDnoDWfWHaOHUSk9OiAiASbRKS4IevQUZHKCnwO41EMbUCEolG6a3gltnefQGRU6QzAJFoZQZlpTDjfliomcTk5KkAiESzuHjYswFmPggbFvqdRqKMCoBINCufSazBGcGZxLb6nUiiiAqASLRLSYfr/gpFe2HqaHUSk5CpAIjUBs26w5Xj4bslsGW532kkSqgVkEht0fNayDwf6rf0O4lECZ0BiNQm5Qf/ZZNh+2p/s0jEUwEQqW0Kd8PH/w1TRmomMamSCoBIbZPa8IiZxO7STGJSKRUAkdqo/UC46EFY8Q58+me/00iEUgEQqa3O/xl0vsK7HLTnG7/TSARSKyCR2soMvv88rJ8PDdr6nUYikM4ARGqzlHTocrn3+5Zcb+wgkSAVAJFYsHMdvHgh/ONhv5NIBFEBEIkFjTtAn5thwZ8gb5rfaSRCqACIxIohT0CrbPi/O2HHGr/TSARQARCJFQnJcO1r3oxiU0ZC8QG/E4nP1ApIJJakt/Y6ia2fDwkpfqcRn6kAiMSa9hd6D4DSg96ZgcQkXQISiVWbP4fxZ8E3//Y7ifhEBUAkVjU4A+KTvJnE8rf5nUZ8oAIgEqtSG8B1r0PhHpg6Rp3EYpAKgEgsa54Fw/8A6+fCPx7xO43UMN0EFol1vX4E3y6CXV9BoAzi4v1OJDVEBUBE4LLfgsVDXJw3f4CZ34mkBqgAiAjEJ3o/d2+Ad2/1bhB3uxI6XASJqf5mk7BRARCRww7uh4btYNWHsPxNSKoLHS+Fgb+Epl39TifVTDeBReSw5lneHAL/uQ5GvgNZP4Cv5xxev3ExfD4Fivb6l1Gqjc4ARORY8Ylw5mDvMex/wYLfFT+fDJ/9BeISocMg6HoldLkC0hr5m1dOic4ARKRqcfGHbwpf9hT8ZCb0vxW2fQnvjYO/DD488XxxgX855aT5cgZgZk8Bw4FiYB0w2jm3x48sInIS4uKgTT/vceljsHmZ14vYzGtC+sdekNHROzPoOhzSW/mdWKrg1xnATCDLOdcTWA38yqccInKqzKDlWdBpiPe8tAiyx0DhbphxH/xvN/jLxbButr85pVK+FADn3MfOufJ+5/8GWvuRQ0SqUVIdGPQruGMhjFsMFz0IZcWHLx9tyYU5T2kymghirvzanV8BzN4HpjjnXq9k/VhgLEDbtm37bNiwoSbjiUh1+fefvTMDgCZdvX4GXa+EZt3V8SzMzCzHOZd9zPJwFQAzmwU0P86qB5xz04KveQDIBq5xIQTJzs52ixcvrt6gIlJz9n4HX34Aee/BNwsgsQ78cp03J0H+NqjTRMUgDCorAGG7Ceycu/gEgW4GhgGDQzn4i0gtkN7Ka0HU/1bvgL8t7/CENK8N91oRdR3unR007+nNWhanxorh4lcroKHAfcBA55zajYnEorpNvQdAIADn3g0r34PPXoJ/P+stP/cur7VR0T54bgAkpnhDUySmeT/PuhF6jPBuPH/yWMV1iWmQeb53ielgPnz7aXD5Ea9Jy4CkNP/2gc/86gj2DJAMzDTvdO/fzrnbfMoiIn6Li4OzbvAeRftg7UzY8w20PPvwazpcCCWFwUeB97Os2FtXtA9y3/GWlRYe3ubyp70CsPtreP2aYz/36ueh94/hm0+9M5BDxSHF+znkCWg/0Bstdeavg5en7PBlqiGPQ4tesH4ezHn6qPUGQ38DGWfC2n/AopeO3f6yJ72zotUfwbI3jl1/+dNeJ7uyUoiv/sO1LwXAOXemH58rIlEgpb43BMXRy656tvJtGp4B933t/e6c1yS1pPDw5aVG7WHMRxULSGkRtOnvra/bFM657YjiEtw+qW7wA8zrEOcc4LwzFhy4gLe6rASK8w+vP/S6Em99SQHs2wgOgv/jvaZ8fcFO73JYhe2D78sR21Qz31sBnQzdBBYROXmV3QTW3RURkRilAiAiEqNUAEREYpQKgIhIjFIBEBGJUSoAIiIxSgVARCRGqQCIiMSoqOoIZmbbgWgfDzoD2OF3iAii/XGY9kVF2h8Vnc7+OMM51+TohVFVAGoDM1t8vB55sUr74zDti4q0PyoKx/7QJSARkRilAiAiEqNUAGrei34HiDDaH4dpX1Sk/VFRte8P3QMQEYlROgMQEYlRKgAiIjFKBUBEJEapAEQYM6tjZjlmNszvLH4ys6vN7CUzm2Zml/qdxw/Bv4XXgvvhBr/z+E1/ExVVx7FCBaCamNkrZrbNzHKPWj7UzFaZ2Voz+68Q3uo+4K3wpKwZ1bEvnHP/55y7BRgFXBfGuDXqJPfNNcDU4H64ssbD1oCT2R+19W+i3Cn8uzntY4UKQPWZAAw9coGZxQPPApcB3YDrzaybmfUwsw+OejQ1s4uBPGBrTYevZhM4zX1xxKb/HdyutphAiPsGaA18G3xZWQ1mrEkTCH1/lKttfxPlJhD6v5tqOVYknM7Gcphzbo6ZZR61uB+w1jn3FYCZvQlc5Zz7f8Axp21mNgiog/d/dKGZTXfOBcIaPAyqaV8Y8Bvg7865JeFNXHNOZt8AG/GKwDJq6Ze1k9kfZraSWvg3Ue4k/zbqUg3HChWA8GrF4W9w4P2D7l/Zi51zDwCY2ShgRzQe/KtwUvsCuAu4GEg3szOdc38OZzifVbZvxgPPmNkVwPt+BPNJZfsjlv4myh13XzjnxsHpHytUAMLLjrPshD3vnHMTqj+K705qXzjnxuMdAGPBcfeNc+4AMLqmw0SAyvZHLP1NlKvy383pHitq5WllBNkItDnieWtgk09Z/KZ9UTntm4q0Pw4L675QAQivz4COZtbOzJKAHwHv+ZzJL9oXldO+qUj747Cw7gsVgGpiZpOBhUBnM9toZj9xzpUC44CPgJXAW865FX7mrAnaF5XTvqlI++MwP/aFBoMTEYlROgMQEYlRKgAiIjFKBUBEJEapAIiIxCgVABGRGKUCICISo1QARE6DmTU3szfNbJ2Z5ZnZdDPr5HcukVCoAIicouCIpe8C/3TOdXDOdQPuB5r5m0wkNBoMTuTUDQJKjhyV0jm3zMc8IidFZwAipy4LyPE7hMipUgEQEYlRKgAip24F0MfvECKnSgVA5NR9AiSb2S3lC8ysr5kN9DGTSMg0GqjIaTCzlsAf8M4EioD1wL3OuTV+5hIJhQqAiEiM0iUgEZEYpQIgIhKjVABERGKUCoCISIxSARARiVEqACIiMUoFQEQkRqkAiIjEqP8PJ8fyM7B2mpIAAAAASUVORK5CYII=\n", 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" ] @@ -945,7 +924,7 @@ "weights, params = [], []\n", "for c in np.arange(-5, 5):\n", " lr = LogisticRegression(C=10.**c, random_state=1,\n", - " solver='lbfgs', # to silence deprecation warning in current sklearn version\n", + " solver='lbfgs',\n", " multi_class='ovr')\n", " lr.fit(X_train_std, y_train)\n", " weights.append(lr.coef_[1])\n", @@ -1788,7 +1767,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.1" }, "toc": { "nav_menu": {}, diff --git a/ch03/images/03_06.png b/ch03/images/03_06.png index 26ed10ff866b26d452d83f85f58d76257d6997a7..75e9cdeb458729279dc5ceab73b68b4158524cd3 100644 GIT binary patch literal 173033 zcmeEu2Un9_w{1j}CPhJ!CLjT%7wJ_&MWl-gNC`-n-fIXd<+T6`QlyG>r1u({fOP4d zh(I8e&}%4n2j1_T_k7>E5#_it#z$lgqXb0nCsgPxqHRspQ@_@)T}0O~ zNuiI{#@r11C*}MWMLkl6`8_JzE{0(ozcIY~Iuv*7tAtaDH|NmG2-v$uK|H}r8z;~WJ_VDmPZYHdL4%5kf9vKuAM5=z~T%Dg^y?P~cu#hr0 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It was already addressed in a pull request (https://github.com/scikit-learn/scikit-learn/pull/9816), and the patch will be released with the next version of scikit-learn (i.e., v. 0.20.0)." - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -1333,10 +1319,9 @@ ], "source": [ "X = df[['color', 'size', 'price']].values\n", - "\n", "color_le = LabelEncoder()\n", "X[:, 0] = color_le.fit_transform(X[:, 0])\n", - "X" + "X\n" ] }, { @@ -1347,9 +1332,9 @@ { "data": { "text/plain": [ - "array([[ 0. , 1. , 0. , 1. , 10.1],\n", - " [ 0. , 0. , 1. , 2. , 13.5],\n", - " [ 1. , 0. , 0. , 3. , 15.3]])" + "array([[0., 1., 0.],\n", + " [0., 0., 1.],\n", + " [1., 0., 0.]])" ] }, "execution_count": 25, @@ -1360,8 +1345,9 @@ "source": [ "from sklearn.preprocessing import OneHotEncoder\n", "\n", - "ohe = OneHotEncoder(categorical_features=[0])\n", - "ohe.fit_transform(X).toarray()" + "X = df[['color', 'size', 'price']].values\n", + "color_ohe = OneHotEncoder()\n", + "color_ohe.fit_transform(X[:, 0].reshape(-1, 1)).toarray()" ] }, { @@ -1383,11 +1369,12 @@ } ], "source": [ - "# return dense array so that we can skip\n", - "# the toarray step\n", + "from sklearn.compose import ColumnTransformer\n", "\n", - "ohe = OneHotEncoder(categorical_features=[0], sparse=False)\n", - "ohe.fit_transform(X)" + "X = df[['color', 'size', 'price']].values\n", + "c_transf = ColumnTransformer([ ('onehot', OneHotEncoder(), [0]),\n", + " ('nothing', 'passthrough', [1, 2])])\n", + "c_transf.fit_transform(X).astype(float)" ] }, { @@ -1567,8 +1554,10 @@ "source": [ "# multicollinearity guard for the OneHotEncoder\n", "\n", - "ohe = OneHotEncoder(categorical_features=[0])\n", - "ohe.fit_transform(X).toarray()[:, 1:]" + "color_ohe = OneHotEncoder(categories='auto', drop='first')\n", + "c_transf = ColumnTransformer([ ('onehot', color_ohe, [0]),\n", + " ('nothing', 'passthrough', [1, 2])])\n", + "c_transf.fit_transform(X).astype(float)" ] }, { @@ -2001,9 +1990,10 @@ "data": { "text/plain": [ "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", - " intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n", - " penalty='l1', random_state=None, solver='liblinear', tol=0.0001,\n", - " verbose=0, warm_start=False)" + " intercept_scaling=1, l1_ratio=None, max_iter=100,\n", + " multi_class='ovr', n_jobs=None, penalty='l1',\n", + " random_state=None, solver='liblinear', tol=0.0001, verbose=0,\n", + " warm_start=False)" ] }, "execution_count": 38, @@ -2013,7 +2003,7 @@ ], "source": [ "from sklearn.linear_model import LogisticRegression\n", - "LogisticRegression(penalty='l1')" + "LogisticRegression(penalty='l1', solver='liblinear', multi_class='ovr')" ] }, { @@ -2040,7 +2030,7 @@ "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", - "lr = LogisticRegression(penalty='l1', C=1.0)\n", + "lr = LogisticRegression(penalty='l1', C=1.0, solver='liblinear', multi_class='ovr')\n", "# Note that C=1.0 is the default. You can increase\n", "# or decrease it to make the regulariztion effect\n", "# stronger or weaker, respectively.\n", @@ -2057,7 +2047,7 @@ { "data": { "text/plain": [ - "array([-1.26361291, -1.216146 , -2.37102122])" + "array([-1.26315498, -1.21599012, -2.37062262])" ] }, "execution_count": 40, @@ -2106,15 +2096,15 @@ { "data": { "text/plain": [ - "array([[ 1.2457521 , 0.18056423, 0.7450209 , -1.16271735, 0. ,\n", - " 0. , 1.1645803 , 0. , 0. , 0. ,\n", - " 0. , 0.55242778, 2.50967496],\n", - " [-1.53662345, -0.38759171, -0.99530581, 0.36518204, -0.05957915,\n", - " 0. , 0.66821534, 0. , 0. , -1.93442184,\n", - " 1.23348573, 0. , -2.23215486],\n", - " [ 0.13488777, 0.16950069, 0.35776952, 0. , 0. ,\n", - " 0. , -2.43358025, 0. , 0. , 1.56191047,\n", - " -0.8176746 , -0.49726208, 0. ]])" + "array([[ 1.24619335, 0.18097126, 0.74254455, -1.16036011, 0. ,\n", + " 0. , 1.17469686, 0. , 0. , 0. ,\n", + " 0. , 0.54341693, 2.51091366],\n", + " [-1.53697397, -0.38766299, -0.99519081, 0.36516811, -0.05994514,\n", + " 0. , 0.6676971 , 0. , 0. , -1.93439393,\n", + " 1.23389019, 0. , -2.23105221],\n", + " [ 0.13568847, 0.16864907, 0.35727842, 0. , 0. ,\n", + " 0. , -2.4375433 , 0. , 0. , 1.56348985,\n", + " -0.8184273 , -0.49299839, 0. ]])" ] }, "execution_count": 43, @@ -2133,12 +2123,14 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2155,7 +2147,8 @@ "\n", "weights, params = [], []\n", "for c in np.arange(-4., 6.):\n", - " lr = LogisticRegression(penalty='l1', C=10.**c, random_state=0)\n", + " lr = LogisticRegression(penalty='l1', C=10.**c, solver='liblinear', \n", + " multi_class='ovr', random_state=0)\n", " lr.fit(X_train_std, y_train)\n", " weights.append(lr.coef_[1])\n", " params.append(10**c)\n", @@ -2267,12 +2260,14 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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riLOW7adIb7ALSR/Yd5YO4uQy2/sC7yGt57pB0pWSXlc4nGz/C9gdON72bqREuKVMIf0DGO6rEpKOBj4OfCIfWhA4o3CYxj+1twHftX0usHDhGM2+RXovvMT2UraXLFEJAdhe1fYrSJ+jnWwva/slpNf28xIxhvGZXAltAWxLym/5vcIx/mH7ItuP2H688VU4RkOjN2EH4EzbT1QU5xekC+FfAxc0fY0bg7hD67K2J0n6BMxeJ1XF2qYFc7fVrsD/2f6vpOLNT0kvAfYnVXJ/Az5EWki8HvAzoOTVqXLl9g5SxnUo+B6y/aPm27kry7b/WSrGMHYD1gduyuV4qNGNVtDDkk4gZaHfKC8Or/JCcAZwh6vt8tjY9qGNG7YvkvT5CuM1Pqc7At+z/QtJx5Q4saQN8o9XSDqOVKH+p3F/yVZXk1/mFthM4P255fLvCuIsZvvjFZy3mEGsiJ7J/7wNIGkz4B8VxPk+cD9wK3CVpFWApyqI83vgdGDXRtLZbIqkEwvH+jCp1XBeXqz8CuCKwjGQtDbpNS2TbupR4F22p5WOlT1r240LBUmLVxBjL9KV7/G2n5S0PPCCvb0KOhK4UNKVDP2H+s2CMR7LXWRnkD5P+wNVtR4A/iLp+6Su6K9KWphylfk3Wm4352Iz8OZCceac1D5K0leBp2w/J+kZXrizQQm/krSD7QsrOHcRgzhGtAFwPLA2cAcwAdjD9m1diL2A7VmFz7mX7Uktx/a0/bOScVrOv7jtZyo8/7XAp2xfkW9vBXzJ9usrivdRUvqptwJfJo23/dT28QXOPWJ3WO6+LU7SpcA/gduB55vifa5gjGWAo4Et86GrgM9V1cUkaTFSi/J223+U9HLgtbYvrSJeVSTtPtL9tot0b0p6mjljeYuTLkj+S8HxwlIGriKC2YlZ1yT9Qe6x/d+C5z5ipPsLX5Ei6SbbG4x2rFCs15HSOS1he2VJ6wLvs/3+wnFubR2wbXescMy3AtuQ3hOX2L6s0HlnMEImetsrl4jTJu64y7BcgtLGmi9j6KD7AwXPfzjwQ+Bp4AekCRFHlazsJP1whLs9niYRdMsgds1Bml02kfT6N5CE7R8XOndjbGFNYGPmJIjdiXTFWISk7UldPStI+k7TXUuR8vpV4VukQeLJALZvlbTlyE+ZJ9MlfYbUPQepy6fYDLZ2csVTpPJpOe9Koz+qEr+WtE0VrQVJ37L9YUm/pP22LjuXjpnjfojUAvsbc1p5BtYpGObdtr8taVvgpcBBpIqp2O/R9kGlztUJSZsDt9h+Jk8P3wD4VskKfKwGriKSdDqwGnALcwY/DRSpiBpdH7lrZAPbT+fbx5AmD5TyEGmW2c4MnVH2NGkaaCVsz9DQ5UpVTPR4N/A50oCxSBV4ZR/epi4MgIVIs5meKd11IWkH5nRj/db2xSXP3+IDwJGSquiOaVwgfL3AuebG4cCaFc5igzkt1x2AH+aLrUrW50lamqFdm1cCx9ouPWb9PWDd3INxJDlJNfDGwnHm2cBVRKRByLUqnk0Eabr2s023nyW1woqwfStwq6SflB53GsGMvA7GedbXYcBdpYPYfjKfuytsD5khJ2lXCm9pL+mLwObAT/OhIyVtYfvTJeM0tL6mwuduXPhMAWbafh5md5tVOSV9BtVMLGo2NV9Ergp8Is+efH6U58yrU0nj1Hvl2+8ktb5GHEOaB7PyZJxdgG/bPkXSAaM+q4sGboxI0s+Aw2w/XHGcT5HeYOeRrrZ3AybZ/lKh80+yvZek2xnaPdK48i3ZXdGIuSzwbdKsJZG6Kw4vfYUqaQ3go7xwAV7xmUsjlOE6F1xsKuk2YH3nbVDyOOVNVfyd8vnbdpnaLtk9fB3wlsb0eklLAJdWOKnkFFKX9wVUNBNQKXPIesB023/PM2xXqGIyU2NB62jHCsS5EriY1NPwBuBR4Oaq3nvzYhBbRMsCd0q6gaFv5qL92ra/KOki0h8e4CDbNxcMcXj+/raC5xyR7cdIa4iq9jPgROBkqun6G6JlFtN8pFZzFVdoS5GyEMCcscSqfKzp50VILbyplJ2GvEjzGi/b/8wz26ryQP5aKH8VZ/t5pcwRa0hapIoYTWbmVvE1MHssZ2YFcfYG9iP9D/prvkipYonCPBvEiuiYKk8uaSnbT+Wprffnr8Z9y5Sa2trUonuM3D2SWxKvAi4qEaOVupcqZJbt0ivmR7JTc2zS36z0eo6vATdJupzUmtwK+GzhGLPZbn5NSFopl6GkZyRt0FjsKWlDqvlHCpSdej4cSe8hXeStSBpH3oy0Vq+K1vihwI/zWJFIm4oeWDpIrnx+A+wn6QzSxJ9vlY4zFgPXNVc1Sb+y/TYNzcfVYKfUKCXjVZr/rSXWtcDVvDAP17mFzt9ImHkY8AipW7O51VpVCpSukLQCsCnpPXGd7b90MbaA22y/tuA5NwbOIk2cAXg5sHfTGFKpOF2bpZe7ujcm/X3Wk/Qq0tqovUvFaBNzKSi/pixfmO4D7EtaaHw28FHbq5SMU8LAVESSrrG9RcsMKRiHi7vmRmPNUJ7auqjtr0m62fb6FcQq3n/dcv52lXdDFZV4V5OsSlqONImluTV5bckYTbGaX1tj3ON+20WzOyulsWqsybu75Jq8phgb2p4qqe0sL9tXFox1o+2NJd0CbGr7P1W975UyQ7ydF/YwHFvo/M+TLhwPtn1vPja99OeohIHpmrO9Rf5edd/8bJJ2Zuh03V9VE6a6/G8tKk0V4oqyNo9gStPPnyNNpa2EpC+R1kPdxdA1MDtUFLL5tc0iJdX8XQVx1iQlvl0EWL/wmjxgziy9khXOCB6U9CLgfOAySU8yp8VX2i9IswCn0tTyL+jtpBbRFZIuJrVeK90qZl4NUotoxH1SSnf7SPoKqYn/k3xoX2CK7U8M/6x5irMlaYbZ72x/VSn/24dLX83nWE/ThVQh+Sr7f2iqxIHvV3G13RSzklZk0/nvAda1XUVSy1ooZS3filQRXQhsD1xje4+K4m1OGuNt3dqikiv83AJbmrT1xLOjPX4ezn+H7bVLn7dNnMVJyZf3JY11/YiUL3LcpEYapIqo290+twHrtayxGFdTJscrSSeTFpU2snG/E3jO9nsqjFlJWqSm818M7O60jUZlujmtP8dYl/S+Xldpr6+TWydKFIzXtb2CukHSSaQkuLd3MeYywJ6ksbyuLYcYzSB1zXW72wfSRmGNltbSVQToxpobSa+yfbfmpMofwuVT5G/soXnlfiPp1sIxuu1p4GZJv2boBIwRcxPOg25O62/M1pyVB9wfAaocf/iH7UpmhNZkC+DAfJH8HypcA9iQe36+n7/GjYGpiJp1aezmy6R/PFeQ3mBbMmfjtZK6sebmCOAQXpgqH6pJkf+cpNVs/wkgdzcWf20tE1cWk9SYtVRFl+PF+atSXZ7WPyWPp/yA1Er5J3BD4RjNKtsrSNLCtqsYpxnJ9l2ON24NTNdcQ7fGbnKsl+dYAq63/dcKYky1vWHp89ZJ0takVCfTSb+7VUiL8YrvfdRNSmmRVm7MYKo4Vtem9ed4E4GlqshA0BSj3d/fJVr/TbNPT7ddfCflEeJWukV9rxjEiqhrYzd53UhjYBUom2IlxziGLq25kXQ1KQHp1aTJEU+XjtEUa2GGTgvu9tVqUZJ2BL4JLGR7VUnrAUc7bbdeRbyuTevvB5LuAI4jLTL+WOv9LrRHUEvMo0lZPNa0vYbSZok/s7156Vjj3UB2zdGdsZuvklJrTGPodN2iFRHQSF7Y/OEx1fTVH0Dq1347cJxSZuerbRfN9i3pA8BPGlfXkl4s6WDb3y0Zp8uOJS1mvQLA9i2SXllhvG5O6++aXKG/hjRdHCi27uZQ0u/qRQzNtAHp81S8IqI7W9T3hJ5/Y86Dbo3d7Eq60qn0Sr6bkzBsT5c0k5RJ/FngTcCrKwj1XtsnNMV9UtJ7gV6uiP7rlESz+ViV3RFd2da9mySdCCxGet+dDOxBoTEpp3xv1yhtKHhKiXN2oBtb1PeEgeqay2lOViQt8Kt67OYiYE83JYWsglKSySNIYw+HSFqdVAEWn4Ah6U+kQfCfkrrnbml0cRaOcxtpzU3jAzo/KT3Na0rH6halXTkvAj5Fukg5HFjM9iEVx61sW3dJmwHTPGfPrSVJW6xcX1G822yv0/R9CeDntrcpGGMhUuuoeY+gE6tYw6YKt6jvNQNVEUH3BvclnUtaY3E5Q8duSqeNOZs0Y+ldtteWtCjwe1eTkuRwUtfcSsDdpA/pVY3ZbQXjHEeajn4iqdVwKDDD9kdKxummfLX7WZq2IyflMKtkXZG6sK27pJtJmz82LhjmI038qWQ9lqTrbW+qtP3E7qT8aXfYXr1gjK6uYVNFW9T3mkGsiE4ATrN9Y8Vx2m48ZftH7Y6PIc4U2xs1D0RLurVlHU5R+Ur0INL6pRVtz1/4/PMB7wO2htn7Hp3svJdPGJ2k60ldV5Ob3hdFV/Kr/X46t1W1DkZp+/jjSe+LE0gXKT+wXSyLebvPTtWfpzCYY0RvAg6VdD/wDBUtIitd4Yzg2dwKalyVrkY1eauQ9A1Si2gJUmr8z5K66IrK3X3fy199IU9MOIIXLjwu1q3UytVv6z5d0mHM+Tu9nzTlvhK2P59/PFfSr0j7IZXesbUra9jyuXcHvgq8lPR/qKcTMI/FIFZEXVlElsdqvsychJAAuHxerGNICyVXkvQT0nbUBxWO0XAd8DXbf6vi5HphWppm7vGr0nNIXWVn0IXN/ujOtu6HAt8BPk36u11OWvhcCUlTSOvLfuq0nXwVF1wfIy2cHbKGrYI4kPaH2sl26b9LzxmYrjml3RYPBV4J3A6cYntWhfGuIWVz/l/SdNCDSL/v4hmelbYz3gxm73PzWOkY3SCp3T4pjQkmn7RdVabqyqniXHZt4nVlW/duyq3Kg0jLIhqV0qUu/E+sW2vYJP1uENcMtTNIFdHZpIzRV5NaRX+2ffjIzxpTvKm2N5R0u/NmZJKutv2G0Z47l3Eut731aMd6TV7wuR+wF2lHyXNt/1+9pZp7ypuekZJ1PswLFx4X3QytGyQdmRfItt3PqfSEnDbx5yPl0vseaY3eqcC3q1jEXQXN2Zr+jcBypC0nmt8TVaxZGtcGqWturaYK4RSqzYkF8O/8gfmjpA8CfyH1BReRW3iLActKejHMziq+FLB8qTjdpPY7Ssr2m2ot2NhMY2jW98803WfSRnnFqdpt3RtdSVNGfFQFJK1DahXtAJxLStW1BfAb0uZ/vaB5wey/SLPmGqpaPDuuDVKLaEjXSNVdJUrbKN9FWqn9eVIFcZzt6wqd/3DSosXlSZVc4x/dU6SZRMVaD+rSXk7qoR0lxztVvK17HZTy5/2dNNZ2bnOXmaSf29592CeHcW2QKqLnSLPkIP3TXpR0NVLV5m7r27655DmHifOhqhfAaeheTisDT+afXwQ8UCq7g6TdSC2i15MmYJxFmrZdxxYeReVxh/eRrt5NqiR+UOH4Q2Xbukv6JSNvsb5zRXFfYbuyWXk5xrmkrr6Lqlis3RLrFaRxvM1Iv8/fkza1jKSnoYycQujlpG0azrI9rcJYr+eFXTBFt2vOcU4krUu5MN/eHnhL6YWm6oEdJeeWpLNI4wBn5EP7kjIr7FNRvC8A17qCbd2Vdi4dliva0ltpu/Wv2f57vv1i4CO2P10wxltIXX+bkT67p9m+u9T5W2JdR1oPdWY+tA/wIdubVhFvPIuKqEKSliMNtu9N6po72/YXCsc4HVgNuIU5XTCuYsC4XVaKxoLa0rGazj8ud5ScW+0Wela5UFJd2ta9m9Qme3hVXeySliZdLHwKmEHac+mMkql+GpkiWo5dZ3uzUjF6RVREXSDptcCRpH+mCxU+912kiRiV/yElXULqUjqD1JWwP7Cl7W2rjt3rJP2YtC30jfn2hqTkrofWW7J518W1co14t5F27/1Pvr0oKaVQ0RyEeTnE/qT0Pg8xZ0LEa21vVTDOV0hjXmeRPk97AwuTWkmVbOUyXg3SrLmukvRq0htrD9IMsLOAKnKl3UGaAvrwaA8sYF/S2qjzmLOlxb5diNsPNgCuy+NtAKsC03K+Npe+qlf7bd3/QVq2UGr93A+Zs1buTeRBYik3AAATWElEQVS1coXO3c4ZwOVKCWRNShJaOmXWz0m72Z5OWmza+FydnRfUlrR3/v6+luPvprqtXMalaBFVJPf/nkna6OqhCuNcQZq2egND1yJUMmCcYy7hirOK95ucemlYLp849jpS5Xd7PvRa4FbgJcChJcbburVWriXmdqRFugCX2b6k8Pl3aB1XUz3biA+UaBFVpIv9vMd0KU5jUsTJpFxzlWR07lelK5oO3E+aBj8NQNJapPQ1nyetUykx8aPStXLDuJmUHdv559K+ALRO8Pg9qVIPFYmKqCLd6j+vaobSMP4X2BaYnGPfKmnLkZ8SavKq5pmatu/MSwqmtyRCHYsPkxZVH0aq4N7MnB2Di5O0F2k779+SugCPl/Qx2+cUOPdywArAopLWZ+gC8cXGev4wsqiIqlNp/7mka2xvkWdHNfevVjo7ytVndA5l3CPpe6SxSUjjEX/I65mKzPzynK1U/kl1iUGbfYo0WeERmJ094tekhLJjtS1wICmv4Tebjj8NfLLA+cMIYoyoInX0n1dN0jmkD+n/kdZZHAZsVNVamDDv8oyy95Nmewm4hrTV+r9J65fmeYxP0uSR7q9wQevsz1K+PR9wa/OxAjHeXnX2iWEmksxm+6Yq449H0SKqTh3951U7lLQSfAXgQdI4Q4wPjUDSk7TPQtBouY6YPmle2Z4JfCN/tRrrRJPXkdbWnAlcT7Uz5ZpdnJcQNBaA7s0Lx3PmiaT9bZ8BTJR0ROv9tr/Z5mnzqvE3WQTYiDSJRMA6pN/nFgVj9YSoiKrT1f7zLlnT9juaD0jaHPhdTeXpBcvWEbTiMcrlgLeSpu7vB1wAnFll9hAA2x+T9HbSnlsCTrJ9XqHTL56/L1HofMNqJPHN2TYOsX17vr02adfjgRNdc6Fj7VaxV508tt/kTBHNFUMlU/vVpf2w8pjTvqRJBMdWnfewn7TLB1hljsDxLFpEhXUzIaSk+YFLbL9l1AePLc7rSIlIJ7R0WywFzF9l7H4haUdSpbAiaYHzCsAfSIsnq7Co7cslyfafgWMkXU2qnMYsV0A7kiqhiaSdWivdvkBd2Fpb1W6f0eouSSczNFPJQO7WGhVReV/vViDbz0n6l6Slbf+jwlALkbosFgCWbDr+FClzRBjdF0ldSpfaXl/SW4G3VxivsjFKST8C1gYuAj5n+44S5+1AN7bW/gUpjdWvqX5G6EHA/wCNDTqvIm32N3Cia64wSSvbfqCL8SaRZrBdxpxtLirZJVPSKvnqOsylRnJYSbcC69m2pBtsb1JRvNb9sJYmZa4e835YSvtGNd5rXVs6oC5srT2oXWN1ixZReeeTV2FLOtd2lVe9kAaKL6g4RsNpktptDd2zWbG76B95e4trgB9LeoS0zXUlqlzjY3u+kucbjeZsrT1F0tlUu7X2r9ql+SlJ0iTbe0m6nfZbra/T5ml9LVpEhTWnqm+Xtr6imAsBa+Sb95RMVd8Sp3kLiEVIXUuzbB9ZRbx+ImlJ0kaM8wHvIrVQfmz7scJxalnjU6Wc5HQ4Ljl+043tMyS93PbDklZpd/8g9jpERVRY8yyybswok7QVKQPx/aQPzUrAAbavqjJuU/wrbY+4UVpIm7rZ/uRoxwrEeZQR1vh0OSVUUZI2t/270Y71EkkvAzbON29oZI0YNFERFaY5W5I3b0cOFfWfS5oK7Gf7nnx7DdKajg1HfuY8xWpefDkfsCHwHdtrlo7Vb4aZ+l58Y7w8k7KxxmcdurTGpxuqXD4g6VW27x4u60EV2Q7a5M57A1Akd16viTGiwmx3ezrzgo1KKMf/g6QFK4o1ldSnLWAWcB9wcEWx+oKk95EyUqwhqfmf2ZJA6f1tsP0ccDEpC0Fjjc9vJfXsGp8uLR/4CGnadrtMFCYtSC+tytx5PSUqot43RdIppI28AN5BqjCKs71qFeftc5OAy0lZDo5qOv50Vd0wdazxqVjlywdsvzd/f1OJ83Vovpb3wOOknoaBE11zPS7/0/kAc5JbXgV81wU38mqatdRW4VlLfSuncGnkEbu6iu6yljU+Z3VxjU/lqlw+UMd7XNJxpO7T5tx5t9n+eOlY411URGFU3Zy11K8kfYB0wXB+PrQLcILt7xaOU8san27I458f5YVZD8bcbVbXe7wld95VBXPn9ZSoiHrUcGsQGgZxLcJ4Juk24PXO2y9IWgK4Nv5OncuLgU8kdT3Pznpgu5Ku6NA9MUbUu97WrUCNFPnt0uND8RT5/UoM3ZCusUYldG6W7cpT4OS8gK9haHLaYyuIU3nuvF4RFVGPau4r78JahEaK/CVHfFR4AUkL2J5FmkxynaTGpmu7kdZ/hc79UtL7gfMYmlnhiVIBJJ1I2r7lTcDJpMkQN5Q6f4tu5M7rCdE11+NiLcL41rLAeWPS36cxHnDjiE8OQ0i6r81hu8weS40Yt9lep+n7EsDPbW9TKkZTrMpz5/WKaBH1vsrXIkj6zkj3V5FgtY/M7n7LFU9UPvOoS8sHZubv/5K0PGlKdVVxu5E7rydERdT7urEWoTEYvDlpx8+z8+09qWjNUh9pXYQ5RIyvzZ08Bb5119kfFwzxK0kvIvUy3ESaEHRywfM3W4qUeaW5tWV6e83XPImuuR43zFqE26tIRCrpCmCbRlLVnMHh0i4vAuwpkh4m7THTdmKC7c91t0S9S9LRwFakiuhCYHvgGtuV7ImV1+gt4mr3+gpERdQX8uyb2Qtaq1qLIOke4HWNwWFJLwaui1xzw+tG4ttBkZcsrAvcbHvdPEnnZNs7FYzxAeAntv+eb78Y2Lf0eq987kVIKbJaZ+gN3Lq8gUwn0Q8kvVLS5pD6lG0fYfv/AY9LWq2isF8BbpZ0mqTTSF0XX6ooVr+IKdrlzLT9PDBL0lLAI0CxiQrZexuVEIDtJ0k56KpwOrAcsC1wJWkb+acrijWuRUXUu75F+zftv/J9xdn+IbApafrseaTWUUxBHtnWdRegj0zJ4zc/II1N3kT5qdXzSZp98ZCzmS9UOEbDK21/Bngmf452BF5bUaxxLbrmepSkO2yvPcx9t9seyDd0GAySJgJL2b6t8HmPI6UQOpE0ceBQYIbtj5SMk2PdYHsTSVcB7wf+SloHWLqVN+7FrLnetcgI9y3atVKE0EWSdga2zDevBIpWRMDHgfcB/0PqVr2U6mbNnZTHoD4DTCZlGP9MRbHGtWgR9ShJZwK/sf2DluMHk2a27V0w1qq22y0mDKFrJH2FlEHkJ/nQvsAU25+or1TzTtL8ef+ogRcVUY/KM4bOA55lzlqejUj92bvZ/mvBWFNtbyjpctsx5hFqkRPHrpcnLDTGb24ukTi2jiTCkh4gbWJ4NumicmD/GUfXXI+y/Tfg9ZLeRNp/BuAC27+pINx8eQ3HGu0WZ8aizNBFLwIaueWWLnjeriURbrImsBNpe5BTJf2StIfUNTWUpVZREfU421cAV1QcZh9gV164Q2YI3fRl0vKBK0jjN1sCRbrlhttwLy+R2I9UWRRleyZpB99Jeazo26Rxr1Lbn/eM6JoLHZO0ve2L6i5HGDx5SvWKwCzSOJGA60t2QTfFWo9U+ewF3EdKenp86Tg51htJ2VC2J+UhPNv2uSM/q/9ERRQ6Jmlp4GiGzlo6NlKghG5ojFVWdO41SC3/fUn5Gs8GPmp7lSri5Zj3AbeQWkWTbT8zylP6VlREoWN5L507mLOPzjuBdW3vXl+pwqCQdAJwWhXbZ+Qt1q8GDrZ9bz42vco1PZKWsv1UVefvJVERhY5JusX2eqMdC6EKku4kDfDfDzzDnB1NS8ya243UIno9aSbbWaQ8dpVtPRG55uaIyQphbsyUtEVjVk8eyJ05ynNCKGX7qk6cEwWfJ2lx0sSc/we8TNL3gPNsX1pB2NOBu0m55o4F3gEM5G6t0SIKHZO0LvBj5kybfRI4oHSalRCa5ZbDocArgduBU/L261XHXYa059bett9cwflvtr1+026wCwKXVBFrvIuKKMy1nPmY6N8O3ZB3Mf0vaQxne+DPtg+vt1RjF7nm5oiuuTDXogIKXbZWI4mvpFMon3G7Lu1yzX223iLVI1pEIYRxrXVzwdhssP9ERRRCGNckPUeaJQdpptyipH23GrPmlqqrbPOiXZqsZoOYMiu65sJck7QqsD5wp+276y5P6G+2+y3lTaTJahEVURiVpPNt75p/3oW0A+xvgS9L+rLt02osXgi9ZjHbH5e0p+2f1V2Y8SC65sKoGtNM88/XAu+wfZ+kZYHLba9bbwlD6B15y4kNSLnyYqyLaBGFzjRfrSzQ2CTP9mM5NUoIoXMXA48Bi0tqnoHak2NeJUSLKIyqabBYwMLAyrb/Kmkh0g6ZxTcNC6HfSfqF7V3qLsd4EBVRmGeSXgS82vbv6y5LCKF3RUUUQgg1kLQ78FXgpaTehuiaC2FeSLq9seo9hNA5SfcCO9keyESnzWKyQhhVvnJrexewXDfLEkIf+VtUQklURKETZwM/YejsuYZF2hwLIYxuSk7oej7wn8ZB2z+vr0j1iIoodOI24Ou272i9Q9JbaihPCP1gKVKqom2ajhkYuIooxojCqCS9gZR6/4E2921ke0oNxQoh9ImoiEIIoQaSVgSOBzYntYSuAQ63/WCtBavBfHUXIIx/khaTdKSkj0laRNKBkiZL+pqkJeouXwg96oekfYiWB1YAfpmPDZxoEYVRSZoEzCCl318TuAuYBOwELGf7nTUWL4SeJOkW2+uNdmwQxGSF0Ik1bO8lScDDwFtsW9LVwK01ly2EXvWYpP2BM/PtfYHHayxPbaJrLnTMqfl8Yf7euB1N6hDmzbuBvYC/ki7w9sjHBk60iEInpkhawvY/bc/+oEhaDXi6xnKF0LPyLNSd6y7HeBBjRGFMJMnxJgqhY5I+O8Ldtv35rhVmnIiKKHRE0kuA/YBX5UN3AWfaHsg+7RDmlaSPtDm8OHAw8BLbAzcTNSqiMCpJrwZ+A1wC3EzKMbc+8FbgzbbvrrF4IfQsSUsCh5MqoUnAN2w/Um+pui8qojAqSecAk2xPajn+dmA/22+vp2Qh9CZJywBHAO8AfgR82/aT9ZaqPlERhVFJusf2mnN7XwjhhSQdB+wOnAScYPufNRepdlERhVFJusn2BnN7XwjhhSQ9T8q2PYuhyx8GdmO8mL4dOvFSSUe0OS5gQrcLE0Ivsx3rN1tERRQ68QNgyWHuO7mbBQkh9J/omgshhFCraCKGjkjaXtJVkh6T9KikKyXtUHe5Qgi9L7rmwqgkvRd4H3Ak0NgEbyPgK5JWtH1SbYULIfS86JoLo5J0J7CF7Sdajr8EuMb2q+spWQihH0TXXOiEWishgEjvE0IoISqi0ImnJK3bejAfi+zbIYQxiTGi0ImPAJMl/RCYSlqEtzFwALB/nQULIfS+GCMKHZH0MuADwGtIC1mnkdKT/LXWgoUQel5URGFUkk4CLgJ+bTu64kIIRUVFFEYlaTNgO2Br4FngUuBi27fWWrAQQl+IiijMlTxlextge2Ad4CZSpTRpxCeGEMIwoiIKYyJpQ2A721+suywhhN4UFVHoiKRtgV2BFUiz5h4Czrd9Sa0FCyH0vKiIwqgkfQtYA/gx8GA+vCLwLuCPtg+vq2whhN4XFVEYlaQ/2F6jzXEBf7C9eg3FCiH0icisEDrxb0mbtDm+MfDvbhcmhNBfIrNC6MSBwPckLcmcrrmVgKfyfSGEMM+iay50TNJypMkKAh6MrAohhBKiay50RNKWwNK2pwKLAPvHxnghhBKiRRRGlWfNbULqyr2ElGHhIuCNwM22P1Zj8UIIPS4qojAqSdOAtYFFgb8AK9j+l6QFSRXR2rUWMITQ06JrLnTCTlcszzdu5+/PE++hEMIYxay50IkLJF1NGhs6GZgk6TpS19xVtZYshNDzomsudETS60gto+skrQbsBjwAnGP7+ZGfHUIIw4uKKIQQQq2ifz+MStJKks6SdLWkT+ZJCo37zq+zbCGE3hcVUejEqcBvgQ8BLweuzPsSAaxSV6FCCP0hJiuETkywfWL++UOS9geukrQzc2bQhRDCPImKKHRiQUmL2P43gO0zJP2VtLh18XqLFkLoddE1FzpxMrBp8wHbvwb2BO6opUQhhL4Rs+ZCCCHUKlpEoSOS3iTp55Km5a9zJG1Vd7lCCL0vKqIwKkk7kmbO/RLYD3gHcCFwamTgDiGMVXTNhVFJ+i1wuO1bW46vAxxv+421FCyE0BeiRRQ6sVxrJQRg+zbgZTWUJ4TQR6IiCp14Zh7vCyGEUcU6otCJ1SRNbnNcwCu6XZgQQn+JMaIwKkkjjgHZvrJbZQkh9J+oiELHJC0CvJKU1udPjUwLIYQwFjFGFEYlaQFJXwMeBH4EnAHMkPS15kzcIYQwL6IiCp04DlgGWNX2hrbXB1YDXgR8vdaShRB6XnTNhVFJ+iOwhlveLJLmB+62vXo9JQsh9INoEYVOuLUSygefI7aBCCGMUVREoRN3SnpX68G8L9HdNZQnhNBHomsujErSCsDPgZnAVFIraGNgUWA323+psXghhB4XFVHomKQ3A68hLWSdZvvymosUQugDURGFEEKoVYwRhRBCqFVURCGEEGoVFVEIIYRaRUUUQgihVv8fmeXH7RHfl+oAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -2532,20 +2529,13 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch04.ipynb to script\n", - "[NbConvertApp] Writing 15734 bytes to ch04.py\n" + "[NbConvertApp] Writing 16026 bytes to ch04.py\n" ] } ], "source": [ "! python ../.convert_notebook_to_script.py --input ch04.ipynb --output ch04.py" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/ch04/ch04.py b/ch04/ch04.py index 36a8031f..60ac6076 100644 --- a/ch04/ch04.py +++ b/ch04/ch04.py @@ -4,10 +4,11 @@ import pandas as pd from io import StringIO import sys -from sklearn.preprocessing import Imputer +from sklearn.impute import SimpleImputer import numpy as np from sklearn.preprocessing import LabelEncoder from sklearn.preprocessing import OneHotEncoder +from sklearn.compose import ColumnTransformer from sklearn.model_selection import train_test_split from sklearn.preprocessing import MinMaxScaler from sklearn.preprocessing import StandardScaler @@ -20,9 +21,9 @@ from sklearn.ensemble import RandomForestClassifier from sklearn.feature_selection import SelectFromModel -# *Python Machine Learning 2nd Edition* by [Sebastian Raschka](https://sebastianraschka.com), Packt Publishing Ltd. 2017 +# *Python Machine Learning 3rd Edition* by [Sebastian Raschka](https://sebastianraschka.com), Packt Publishing Ltd. 2019 # -# Code Repository: https://github.com/rasbt/python-machine-learning-book-2nd-edition +# Code Repository: https://github.com/rasbt/python-machine-learning-book-3rd-edition # # Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-2nd-edition/blob/master/LICENSE.txt) @@ -43,7 +44,7 @@ # - [Dealing with missing data](#Dealing-with-missing-data) # - [Identifying missing values in tabular data](#Identifying-missing-values-in-tabular-data) -# - [Eliminating samples or features with missing values](#Eliminating-samples-or-features-with-missing-values) +# - [Eliminating training examples or features with missing values](#Eliminating-training-examples-or-features-with-missing-values) # - [Imputing missing values](#Imputing-missing-values) # - [Understanding the scikit-learn estimator API](#Understanding-the-scikit-learn-estimator-API) # - [Handling categorical data](#Handling-categorical-data) @@ -101,7 +102,7 @@ -# ## Eliminating samples or features with missing values +# ## Eliminating training examples or features with missing values @@ -159,7 +160,7 @@ # impute missing values via the column mean -imr = Imputer(missing_values='NaN', strategy='mean', axis=0) +imr = SimpleImputer(missing_values=np.nan, strategy='mean') imr = imr.fit(df.values) imputed_data = imr.transform(df.values) imputed_data @@ -253,15 +254,12 @@ class_le.inverse_transform(y) -# Note: The deprecation warning shown above is due to an implementation detail in scikit-learn. It was already addressed in a pull request (https://github.com/scikit-learn/scikit-learn/pull/9816), and the patch will be released with the next version of scikit-learn (i.e., v. 0.20.0). - # ## Performing one-hot encoding on nominal features X = df[['color', 'size', 'price']].values - color_le = LabelEncoder() X[:, 0] = color_le.fit_transform(X[:, 0]) X @@ -270,17 +268,18 @@ -ohe = OneHotEncoder(categorical_features=[0]) -ohe.fit_transform(X).toarray() +X = df[['color', 'size', 'price']].values +color_ohe = OneHotEncoder() +color_ohe.fit_transform(X[:, 0].reshape(-1, 1)).toarray() -# return dense array so that we can skip -# the toarray step -ohe = OneHotEncoder(categorical_features=[0], sparse=False) -ohe.fit_transform(X) +X = df[['color', 'size', 'price']].values +c_transf = ColumnTransformer([ ('onehot', OneHotEncoder(), [0]), + ('nothing', 'passthrough', [1, 2])]) +c_transf.fit_transform(X).astype(float) @@ -301,8 +300,10 @@ # multicollinearity guard for the OneHotEncoder -ohe = OneHotEncoder(categorical_features=[0]) -ohe.fit_transform(X).toarray()[:, 1:] +color_ohe = OneHotEncoder(categories='auto', drop='first') +c_transf = ColumnTransformer([ ('onehot', color_ohe, [0]), + ('nothing', 'passthrough', [1, 2])]) +c_transf.fit_transform(X).astype(float) @@ -404,7 +405,7 @@ -LogisticRegression(penalty='l1') +LogisticRegression(penalty='l1', solver='liblinear', multi_class='ovr') # Applied to the standardized Wine data ... @@ -412,7 +413,7 @@ -lr = LogisticRegression(penalty='l1', C=1.0) +lr = LogisticRegression(penalty='l1', C=1.0, solver='liblinear', multi_class='ovr') # Note that C=1.0 is the default. You can increase # or decrease it to make the regulariztion effect # stronger or weaker, respectively. @@ -454,7 +455,8 @@ weights, params = [], [] for c in np.arange(-4., 6.): - lr = LogisticRegression(penalty='l1', C=10.**c, random_state=0) + lr = LogisticRegression(penalty='l1', C=10.**c, solver='liblinear', + multi_class='ovr', random_state=0) lr.fit(X_train_std, y_train) weights.append(lr.coef_[1]) params.append(10**c) diff --git a/ch05/ch05.ipynb b/ch05/ch05.ipynb index 49cf840e..96e11b3e 100644 --- a/ch05/ch05.ipynb +++ b/ch05/ch05.ipynb @@ -2161,7 +2161,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.1" }, "toc": { "nav_menu": {}, diff --git a/ch06/ch06.ipynb b/ch06/ch06.ipynb index 35ccf00e..e0686968 100644 --- a/ch06/ch06.ipynb +++ b/ch06/ch06.ipynb @@ -42,14 +42,14 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-06-14 \n", + "last updated: 2019-06-16 \n", "\n", - "CPython 3.7.3\n", - "IPython 7.5.0\n", + "CPython 3.7.1\n", + "IPython 7.4.0\n", "\n", - "numpy 1.16.4\n", + "numpy 1.16.2\n", "pandas 0.24.2\n", - "matplotlib 3.1.0\n", + "matplotlib 3.0.3\n", "sklearn 0.21.1\n" ] } @@ -748,7 +748,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -765,7 +765,8 @@ "\n", "\n", "pipe_lr = make_pipeline(StandardScaler(),\n", - " LogisticRegression(penalty='l2', random_state=1, solver='lbfgs'))\n", + " LogisticRegression(penalty='l2', random_state=1,\n", + " solver='lbfgs', max_iter=10000))\n", "\n", "train_sizes, train_scores, test_scores =\\\n", " learning_curve(estimator=pipe_lr,\n", @@ -829,35 +830,9 @@ "execution_count": 16, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/sebastian/miniconda3/envs/pymle3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", - " \"of iterations.\", ConvergenceWarning)\n", - "/Users/sebastian/miniconda3/envs/pymle3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", - " \"of iterations.\", ConvergenceWarning)\n", - "/Users/sebastian/miniconda3/envs/pymle3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", - " \"of iterations.\", ConvergenceWarning)\n", - "/Users/sebastian/miniconda3/envs/pymle3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", - " \"of iterations.\", ConvergenceWarning)\n", - "/Users/sebastian/miniconda3/envs/pymle3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", - " \"of iterations.\", ConvergenceWarning)\n", - "/Users/sebastian/miniconda3/envs/pymle3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", - " \"of iterations.\", ConvergenceWarning)\n", - "/Users/sebastian/miniconda3/envs/pymle3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", - " \"of iterations.\", ConvergenceWarning)\n", - "/Users/sebastian/miniconda3/envs/pymle3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", - " \"of iterations.\", ConvergenceWarning)\n", - "/Users/sebastian/miniconda3/envs/pymle3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", - " \"of iterations.\", ConvergenceWarning)\n", - "/Users/sebastian/miniconda3/envs/pymle3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:947: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n", - " \"of iterations.\", ConvergenceWarning)\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1179,7 +1154,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": "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\n", 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" ] @@ -1416,7 +1391,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -1658,7 +1633,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch06.ipynb to script\n", - "[NbConvertApp] Writing 17136 bytes to ch06.py\n" + "[NbConvertApp] Writing 17196 bytes to ch06.py\n" ] } ], @@ -1684,7 +1659,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.1" }, "toc": { "nav_menu": {}, diff --git a/ch06/ch06.py b/ch06/ch06.py index d197d4e1..85289d51 100644 --- a/ch06/ch06.py +++ b/ch06/ch06.py @@ -204,7 +204,8 @@ pipe_lr = make_pipeline(StandardScaler(), - LogisticRegression(penalty='l2', random_state=1, solver='lbfgs')) + LogisticRegression(penalty='l2', random_state=1, + solver='lbfgs', max_iter=10000)) train_sizes, train_scores, test_scores = learning_curve(estimator=pipe_lr, X=X_train, @@ -243,7 +244,7 @@ plt.legend(loc='lower right') plt.ylim([0.8, 1.03]) plt.tight_layout() -plt.savefig('images/06_05.png', dpi=300) +#plt.savefig('images/06_05.png', dpi=300) 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a/ch11/ch11.ipynb b/ch11/ch11.ipynb index 50e6bd8f..e4dc15fc 100644 --- a/ch11/ch11.ipynb +++ b/ch11/ch11.ipynb @@ -1446,7 +1446,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.1" } }, "nbformat": 4,