diff --git a/Logistic Regression in Python - Step by Step.ipynb b/Logistic Regression in Python - Step by Step.ipynb index a7fcbd1..bd6f33c 100644 --- a/Logistic Regression in Python - Step by Step.ipynb +++ b/Logistic Regression in Python - Step by Step.ipynb @@ -21,7 +21,7 @@ "import matplotlib.pyplot as plt \n", "plt.rc(\"font\", size=14)\n", "from sklearn.linear_model import LogisticRegression\n", - "from sklearn.cross_validation import train_test_split\n", + "from sklearn.model_selection import train_test_split\n", "import seaborn as sns\n", "sns.set(style=\"white\")\n", "sns.set(style=\"whitegrid\", color_codes=True)" @@ -446,7 +446,7 @@ "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", "text/plain": [ "" ] @@ -1211,7 +1211,7 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "" ] @@ -1243,7 +1243,7 @@ "outputs": [ { "data": { - "image/png": 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cCgyqzJN0UOMi6h0ngN75Xvb/KsD8wGPAesD7wFYNiqmZrZH9vzHwAfAQsAEw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\nJwAzsxblBGBm1qKcAMzMWpQTgJlZi/r/I7fUA4BPHg8AAAAASUVORK5CYII=\n", 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", "text/plain": [ "" ] @@ -1275,7 +1275,7 @@ "outputs": [ { "data": { - "image/png": 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xLaqqq+18VSOx+4ak9YD1gN8Df7Hdd70cJK1k+4Gm46hDP5/bRJQEMK8zgPOB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\nAABJRU5ErkJggg==\n", 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", "text/plain": [ "" ] @@ -1307,7 +1307,7 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "" ] @@ -1338,7 +1338,7 @@ "outputs": [ { "data": { - "image/png": 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mF7jf+Fu6fPzscSN73UbZucdhZmZVcY/DrMS6+3Y7dJu7CvmWbfkVse+r0b0e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\nw8zMquLCYWZmVXHhMDOzqvx/Lh3ZFfi3mzIAAAAASUVORK5CYII=\n", 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", "text/plain": [ "" ] @@ -1369,7 +1369,7 @@ "outputs": [ { "data": { - "image/png": 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1QTPramJN0My6tqWmToetfsJvb20FZQhrKDP36XB9TwA/yMz1QEbEWmCvtttnAk9S9iOZOUb7cNuYBgcHOyxv27RarfFb15LHxudxNKb292xc38Nx0sSaoJl1NbEmaGZdY9U0VrB0upPgEsqk9uHAqykHSPwGMIffHNIaywrguIgYiIg9gOcDX63mQgCOB5YD9wGzI2JGRMwC9qNMpq8EThixrCSpxzqd8zg2Mw9pu35tRLQy82d1VlZtMXUkJRymUPZc/wmwMCKmAw8Dt2TmxohYQAmHKcAlmbk2Iq4DFkfECsqE/Sl11i+N5sQLv/ybDT3s9d12zdyerUsaT52Gx0BEHJ2Z/xcgIt5AGUKqLTMvGqX5qFGWWwgsHNH2NHDy1qxXkjR+Og2Ps4AbI2J3ytzHD4DTu1aVJKnROt3aqgXsHxG7Amsz86nuliVJarJOzyT40monvXuBF0TE16rT0kqSJqFOt7b6BPC3wFPAvwOfBW7sVlGSpGbrNDx2zcw7ATJzqJrM3rl7ZUmSmqzT8HgmIl5CtaNgRBwBrOtaVZKkRut0a6t3A0uBl0XEA8AuuMmsJE1anYbHi4FXAfsCO/DcIUYkSZNQp+FxVWb+I/DP3SxGkjQxdBoej0bEDcC3gGeGGzPTLa4kaRLa4oR5ROxZXXyCcgTdwygHQnwt5aCIkqRJaKyex23AwZl5ZkRcmJnX9KIoSVKzjbWp7kDb5bd1sxBJ0sQxVni0nwBqYLNLSZImlU53EoTRzyQoSZqExprz2D8iflxd3rPtct3Tz0qStiNjhce+PalCkjShbDE86p5mVpI0OdSZ85AkCTA8JElbwfCQJNVmeEiSajM8JEm1GR6SpNoMD0lSbYaHJKm2Tk8GNa4iYjegBRwDbAAWUY6d9RBwbmZuioh5wNnV7Zdn5tKI2Am4GdgNWAOcnpmP9+EpSNKk1vOeR0RMAz7Bc2ck/BAwPzNnU46ZNTcidgfOBw4HjgWuiIgdgXOAB6tlbwTm97p+SVJ/hq2uBq4H/q26PgjcU11eBhwNvBpYmZnrMnMV8AhwAHAEcPuIZSVJPdbTYauIOAN4PDPviIj3Vs0DmTl8uPc1wCxgZ2BV211Hax9uG1Or1drGyjvXy3Vp4uv089LUz1UT62piTdDMuralpl7PebwdGIqIo4EDKUNPu7XdPhN4ElhdXd5S+3DbmAYHB7et6g61Wq3xW9eSx8bncdRonXxexvVzNY6aWFcTa4Jm1jVWTWMFS0+HrTLzyMw8KjPnAA8ApwHLImJOtcjxwHLgPmB2RMyIiFnAfpTJ9JXACSOWlST1WBM21b0QuCwi7gWmA7dk5v8DFlDC4WvAJZm5FriOcoKqFcBZwGV9qlmSJrW+bKoLUPU+hh01yu0LgYUj2p4GTu5uZZKksTSh5yFJmmAMD0lSbYaHJKk2w0OSVJvhIUmqzfCQJNVmeEiSajM8JEm1GR6SpNoMD0lSbYaHJKk2w0OSVJvhIUmqzfCQJNVmeEiSajM8JEm1GR6SpNoMD0lSbYaHJKk2w0OSVJvhIUmqzfCQJNVmeEiSajM8JEm1GR6SpNoMD0lSbYaHJKm2qb1cWURMA24A9gZ2BC4Hvg8sAoaAh4BzM3NTRMwDzgY2AJdn5tKI2Am4GdgNWAOcnpmP9/I5SJJ63/M4FXgiM2cDxwEfBT4EzK/aBoC5EbE7cD5wOHAscEVE7AicAzxYLXsjML/H9UuS6HHPA/g8cEt1eYDSqxgE7qnalgGvAzYCKzNzHbAuIh4BDgCOAK5qW/bSTlbaarXGpfimrUsTX6efl6Z+rppYVxNrgmbWtS019TQ8MvMpgIiYSQmR+cDVmTlULbIGmAXsDKxqu+to7cNtYxocHNzm2jvRarXGb11LHhufx1GjdfJ5GdfP1ThqYl1NrAmaWddYNY0VLD2fMI+IvYC7gJsycwmwqe3mmcCTwOrq8pbah9skST3W0/CIiBcDdwLvycwbqub7I2JOdfl4YDlwHzA7ImZExCxgP8pk+krghBHLSpJ6rNdzHhcDLwQujYjh+YoLgAURMR14GLglMzdGxAJKOEwBLsnMtRFxHbA4IlYA64FTely/JInez3lcQAmLkY4aZdmFwMIRbU8DJ3enOklSp3rd85hwTrzwy/Xu4ES3pEnA8JD6qOMfJ+P8o+S2a+aO6+Np8vHwJJKk2gwPSVJthockqTbDQ5JUm+EhSarN8JAk1WZ4SJJqMzwkSbUZHpKk2gwPSVJthockqTbDQ5JUm+EhSarN8JAk1WZ4SJJqMzwkSbUZHpKk2gwPSVJthockqTbDQ5JUm+EhSaptar8LkNR7J1745fF5oCWP1b7LbdfMHZ91q6/seUiSarPnIamnxq3Xszmb6Q3Z4xlfEy48ImIK8HHglcA64E8y85H+ViVJk8uECw/gTcCMzPy9iDgMuAbwJ4WkLep6j2czttcez0Sc8zgCuB0gM78JHNLfciRp8hkYGhrqdw21RMQngVszc1l1/V+AfTJzw2jLt1qtifUEJakhBgcHBzZ320QctloNzGy7PmVzwQFbfvKSpK0zEYetVgInAFRzHg/2txxJmnwmYs/ji8AxEfENYAA4s8/1SNKkM+HmPCRJ/TcRh60kSX1meEiSajM8JEm1TcQJ876LiGnADcDewI7A5cD3gUXAEPAQcG5mbupxXTsAC4Go6ngnsLbfdVW17Qa0gGOADQ2p6buUTb8BfgJ8sCF1vRd4IzCdciiee/pdV0ScAZxRXZ0BHEjZYfd/9auu6u9wMeXvcCMwjwZ8tiJiR+DTwD6Uz9e5VT19qSsiDgWuzMw5EfHy0eqIiHnA2ZTX7/LMXDrW49rz2DqnAk9k5mzgOOCjwIeA+VXbAP05ZMqJAJl5ODCf8mXY97qqP/JPAM9UTU2oaQYwkJlzqn9nNqSuOcBrgMOBo4C9mlBXZi4afq0oPwLOB97X57pOAKZm5muAD9CQzzslxJ7KzMOA8+jj90NEXAR8khL4jFZHROxOeT8PB44FrqgCcIsMj63zeeDS6vIAJa0HKb8QAZYBR/e6qMz8EnBWdfWlwJNNqAu4Grge+LfqehNqeiXwvIi4MyK+Vu0z1IS6jqXsu/RF4DZgaUPqAiAiDgH2z8y/a0BdPwSmVgdL3Rl4tgE1AfxutW4yM4H9+ljXo8BJbddHq+PVwMrMXJeZq4BHgAPGemDDYytk5lOZuSYiZgK3UH7lD2Tm8HbPa4BZfaptQ0QsBj4CfKbfdVXDHY9n5h1tzU14rZ6mhNqxlOG9vr9WlV0px2s7ua2uKQ2oa9jFwGXV5X6/Xk9Rhqx+QBmuXdCAmgAeAN4QEQPVj5I96dN7mJm3UkJ12Givz87AqrZlOqrP8NhKEbEXcBdwU2YuAdrHL2dSfvX3RWaeDuxL+YPaqe2mftT1dspOnXdTxslvBHbrc01QfrXenJlDmflD4AngxQ2o6wngjsxcX/1qXctv/iH37bMVEb8DRGbeVTX1+zP/bsprtS+lJ7mYMk/Uz5qgzIeuBpYDf0gZ5tvYgLpg9Pds5CGfOqrP8NgKEfFi4E7gPZl5Q9V8fzVeDXA85YPT67r+RzXZCuWX9SbgO/2sKzOPzMyjqrHyB4DTgGX9fq0ooXYNQETsQfn1dWcD6loBHFf9at0DeD7w1QbUBXAk8NW26/3+zP+K534x/xKY1oCaAF4FfDUzj6AMcf+4IXWxmTruA2ZHxIyImEUZZntorAdya6utczHwQuDSiBie+7gAWBAR04GHKcNZvfYF4NMR8XXKH9KfVbUs7HNdI11I/2v6FLAoIlZQtjx5O/CLfteVmUsj4kjKH/QUypY6P+l3XZWgfBEO6/f7+GHghohYTulxXAx8p881AfwI+KuIuITyC/4dwAsaUBeM8p5l5saIWEAJkinAJZm5dqwH8vAkkqTaHLaSJNVmeEiSajM8JEm1GR6SpNoMD0lSbYaH1GUR8d8iYigi/qjftUjjxfCQuu9Mynb97+x3IdJ4cT8PqYsiYirwr8Bs4BvAoZn5aLWX70coB9W8F/jdtkNmXwe8iHKUgPMy8/6+FC9tgT0PqbteD/ysOn7Wl4Czq0PU3wS8LTMP4jcPXLcYuCgzD6YcIfnve12w1AnDQ+quM4HPVpf/gXJCpYOA/8jMf6rabwCIiBdQjov06Yh4AFgCvCAiXtTTiqUOeGwrqUuqsyeeABwSERdQzv3yQsoB6Ub74bYDsDYzD2x7jJdQDvonNYo9D6l7TqUcXfUlmbl3Zr6Ucra7Y4EXRsQrquVOAYaqE/H8KCJOBYiIY4Cv96NwaSz2PKTuOZNypNd2HwcuAl4H3BgRm4DkuVP0vg24vjp96HrgzW0n75Eaw62tpB6rTpv6N8BlmfnriPhzYM/MvLDPpUkdc9hK6rHM3ESZx/h2NTF+JPDX/a1KqseehySpNnsekqTaDA9JUm2GhySpNsNDklSb4SFJqu3/AwIuXxXR1HKjAAAAAElFTkSuQmCC", "text/plain": [ "" ] @@ -1400,7 +1400,7 @@ "outputs": [ { "data": { - "image/png": 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GpB7ELEnj8/N7Ag8Ac4GxkoZIGg5sQ5o4nwPs1a6umZnVUK17HFcB10h6kHQU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\nmJlZKU4cZmZWihOHmZmV8v8B59hAvCl77AMAAAAASUVORK5CYII=\n", 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", "text/plain": [ "" ] @@ -1860,7 +1860,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### ROC Curvefrom sklearn import metrics\n", + "### ROC Curve from sklearn import metrics\n", "from ggplot import *\n", "\n", "prob = clf1.predict_proba(X_test)[:,1]\n", @@ -1879,7 +1879,7 @@ "outputs": [ { "data": { - "image/png": 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27Sk/YnpyQhgDe8cx95LBhAZLIyPRfqq2bGXbH/+Co7GRyIEDyLp1nvSF1MW4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\n", 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", 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