diff --git a/doc/pub/week44/html/._week44-bs000.html b/doc/pub/week44/html/._week44-bs000.html index ba4ba57ed..e82807fa8 100644 --- a/doc/pub/week44/html/._week44-bs000.html +++ b/doc/pub/week44/html/._week44-bs000.html @@ -231,7 +231,7 @@ MathJax.Hub.Config({
[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

-

Oct 31, 2020

+

Nov 5, 2020


diff --git a/doc/pub/week44/html/week44-bs.html b/doc/pub/week44/html/week44-bs.html index ba4ba57ed..e82807fa8 100644 --- a/doc/pub/week44/html/week44-bs.html +++ b/doc/pub/week44/html/week44-bs.html @@ -231,7 +231,7 @@ MathJax.Hub.Config({

[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

-

Oct 31, 2020

+

Nov 5, 2020


diff --git a/doc/pub/week44/html/week44-reveal.html b/doc/pub/week44/html/week44-reveal.html index d9d20ee87..9bad20b90 100644 --- a/doc/pub/week44/html/week44-reveal.html +++ b/doc/pub/week44/html/week44-reveal.html @@ -148,7 +148,7 @@ MathJax.Hub.Config({

[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

 
-

Oct 31, 2020

+

Nov 5, 2020


diff --git a/doc/pub/week44/html/week44-solarized.html b/doc/pub/week44/html/week44-solarized.html index 3e2b9ab7a..670c6d8ee 100644 --- a/doc/pub/week44/html/week44-solarized.html +++ b/doc/pub/week44/html/week44-solarized.html @@ -175,7 +175,7 @@ MathJax.Hub.Config({

[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

-

Oct 31, 2020

+

Nov 5, 2020












diff --git a/doc/pub/week44/html/week44.html b/doc/pub/week44/html/week44.html index e03e92c52..85eff62cf 100644 --- a/doc/pub/week44/html/week44.html +++ b/doc/pub/week44/html/week44.html @@ -180,7 +180,7 @@ MathJax.Hub.Config({

[2] Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University

-

Oct 31, 2020

+

Nov 5, 2020












diff --git a/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz b/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz index 3730bf529..de323e264 100644 Binary files a/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz and b/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz differ diff --git a/doc/pub/week44/ipynb/week44.ipynb b/doc/pub/week44/ipynb/week44.ipynb index 2113ab6c6..764cd2b6e 100644 --- a/doc/pub/week44/ipynb/week44.ipynb +++ b/doc/pub/week44/ipynb/week44.ipynb @@ -10,7 +10,7 @@ " \n", "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n", "\n", - "Date: **Oct 31, 2020**\n", + "Date: **Nov 5, 2020**\n", "\n", "Copyright 1999-2020, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license\n", "\n", @@ -136,43 +136,10 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2nd degree coefficients:\n", - "zero power: 5.90895452778858\n", - "first power: -0.19924745044768646\n", - "second power: 0.0007918792138462233\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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\\\n", - "0 0.27760 0.30010 0.14710 0.2419 \n", - "1 0.07864 0.08690 0.07017 0.1812 \n", - "2 0.15990 0.19740 0.12790 0.2069 \n", - "3 0.28390 0.24140 0.10520 0.2597 \n", - "4 0.13280 0.19800 0.10430 0.1809 \n", - ".. ... ... ... ... \n", - "564 0.11590 0.24390 0.13890 0.1726 \n", - "565 0.10340 0.14400 0.09791 0.1752 \n", - "566 0.10230 0.09251 0.05302 0.1590 \n", - "567 0.27700 0.35140 0.15200 0.2397 \n", - "568 0.04362 0.00000 0.00000 0.1587 \n", - "\n", - " mean fractal dimension ... worst radius worst texture \\\n", - "0 0.07871 ... 25.380 17.33 \n", - "1 0.05667 ... 24.990 23.41 \n", - "2 0.05999 ... 23.570 25.53 \n", - "3 0.09744 ... 14.910 26.50 \n", - "4 0.05883 ... 22.540 16.67 \n", - ".. ... ... ... ... \n", - "564 0.05623 ... 25.450 26.40 \n", - "565 0.05533 ... 23.690 38.25 \n", - "566 0.05648 ... 18.980 34.12 \n", - "567 0.07016 ... 25.740 39.42 \n", - "568 0.05884 ... 9.456 30.37 \n", - "\n", - " worst perimeter worst area worst smoothness worst compactness \\\n", - "0 184.60 2019.0 0.16220 0.66560 \n", - "1 158.80 1956.0 0.12380 0.18660 \n", - "2 152.50 1709.0 0.14440 0.42450 \n", - "3 98.87 567.7 0.20980 0.86630 \n", - "4 152.20 1575.0 0.13740 0.20500 \n", - ".. ... ... ... ... \n", - "564 166.10 2027.0 0.14100 0.21130 \n", - "565 155.00 1731.0 0.11660 0.19220 \n", - "566 126.70 1124.0 0.11390 0.30940 \n", - "567 184.60 1821.0 0.16500 0.86810 \n", - "568 59.16 268.6 0.08996 0.06444 \n", - "\n", - " worst concavity worst concave points worst symmetry \\\n", - "0 0.7119 0.2654 0.4601 \n", - "1 0.2416 0.1860 0.2750 \n", - "2 0.4504 0.2430 0.3613 \n", - "3 0.6869 0.2575 0.6638 \n", - "4 0.4000 0.1625 0.2364 \n", - ".. ... ... ... \n", - "564 0.4107 0.2216 0.2060 \n", - "565 0.3215 0.1628 0.2572 \n", - "566 0.3403 0.1418 0.2218 \n", - "567 0.9387 0.2650 0.4087 \n", - "568 0.0000 0.0000 0.2871 \n", - "\n", - " worst fractal dimension \n", - "0 0.11890 \n", - "1 0.08902 \n", - "2 0.08758 \n", - "3 0.17300 \n", - "4 0.07678 \n", - ".. ... \n", - "564 0.07115 \n", - "565 0.06637 \n", - "566 0.07820 \n", - "567 0.12400 \n", - "568 0.07039 \n", - "\n", - "[569 rows x 30 columns]\n", - " malignant benign\n", - "0 1 0\n", - "1 1 0\n", - "2 1 0\n", - "3 1 0\n", - "4 1 0\n", - ".. ... ...\n", - "564 1 0\n", - "565 1 0\n", - "566 1 0\n", - "567 1 0\n", - "568 0 1\n", - "\n", - "[569 rows x 2 columns]\n" - ] - }, - { - "data": { - "text/plain": [ - "32512" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "import os\n", "from sklearn.datasets import load_breast_cancer\n", @@ -746,19 +605,10 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "32512" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "# Common imports\n", "import numpy as np\n", @@ 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"output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "from sklearn.datasets import load_iris\n", "from sklearn import tree\n", @@ -862,23 +675,10 @@ { "cell_type": "code", "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "|--- petal width (cm) <= 0.80\n", - "| |--- class: 0\n", - "|--- petal width (cm) > 0.80\n", - "| |--- petal width (cm) <= 1.75\n", - "| | |--- class: 1\n", - "| |--- petal width (cm) > 1.75\n", - "| | |--- class: 2\n", - "\n" - ] - } - ], + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "from sklearn.datasets import load_iris\n", "from sklearn.tree import DecisionTreeClassifier\n", @@ -1036,78 +836,11 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " (0, 0)\t1.0\n", - " (0, 7)\t1.0\n", - " (0, 9)\t1.0\n", - " (0, 13)\t1.0\n", - " (1, 3)\t1.0\n", - " (1, 5)\t1.0\n", - " (1, 8)\t1.0\n", - " (1, 12)\t1.0\n", - " (2, 3)\t1.0\n", - " (2, 5)\t1.0\n", - " (2, 8)\t1.0\n", - " (2, 11)\t1.0\n", - " (3, 1)\t1.0\n", - " (3, 5)\t1.0\n", - " (3, 8)\t1.0\n", - " (3, 12)\t1.0\n", - " (4, 2)\t1.0\n", - " (4, 6)\t1.0\n", - " (4, 8)\t1.0\n", - " (4, 12)\t1.0\n", - " (5, 2)\t1.0\n", - " (5, 4)\t1.0\n", - " (5, 10)\t1.0\n", - " (5, 12)\t1.0\n", - " (6, 2)\t1.0\n", - " :\t:\n", - " (8, 12)\t1.0\n", - " (9, 3)\t1.0\n", - " (9, 4)\t1.0\n", - " (9, 10)\t1.0\n", - " (9, 12)\t1.0\n", - " (10, 2)\t1.0\n", - " (10, 6)\t1.0\n", - " (10, 10)\t1.0\n", - " (10, 12)\t1.0\n", - " (11, 3)\t1.0\n", - " (11, 6)\t1.0\n", - " (11, 10)\t1.0\n", - " (11, 11)\t1.0\n", - " (12, 1)\t1.0\n", - " (12, 6)\t1.0\n", - " (12, 8)\t1.0\n", - " (12, 11)\t1.0\n", - " (13, 1)\t1.0\n", - " (13, 5)\t1.0\n", - " (13, 10)\t1.0\n", - " (13, 12)\t1.0\n", - " (14, 2)\t1.0\n", - " (14, 6)\t1.0\n", - " (14, 8)\t1.0\n", - " (14, 11)\t1.0\n", - "Train set accuracy with Decision Tree: 0.73\n" - ] - }, - { - "data": { - "text/plain": [ - "32512" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "# Common imports\n", "import numpy as np\n", @@ -1174,7 +907,7 @@ " rounded=True,\n", " filled=True\n", ")\n", - "cmd = 'dot -Tpng DataFiles/ride.dot -o DataFiles/ride.png'\n", + "cmd = 'dot -Tpng DataFiles/cancer.dot -o DataFiles/cancer.png'\n", "os.system(cmd)" ] }, @@ -1194,73 +927,11 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "X1 < 0.000 Gini=0.408\n", - "X1 < 0.000 Gini=0.408\n", - "X1 < 1.000 Gini=0.394\n", - "X1 < 2.000 Gini=0.394\n", - "X1 < 2.000 Gini=0.394\n", - "X1 < 2.000 Gini=0.394\n", - "X1 < 1.000 Gini=0.394\n", - "X1 < 0.000 Gini=0.408\n", - "X1 < 0.000 Gini=0.408\n", - "X1 < 2.000 Gini=0.394\n", - "X1 < 0.000 Gini=0.408\n", - "X1 < 1.000 Gini=0.394\n", - "X1 < 1.000 Gini=0.394\n", - "X1 < 2.000 Gini=0.394\n", - "X2 < 0.000 Gini=0.408\n", - "X2 < 0.000 Gini=0.408\n", - "X2 < 0.000 Gini=0.408\n", - "X2 < 1.000 Gini=0.407\n", - "X2 < 2.000 Gini=0.407\n", - "X2 < 2.000 Gini=0.407\n", - "X2 < 2.000 Gini=0.407\n", - "X2 < 1.000 Gini=0.407\n", - "X2 < 2.000 Gini=0.407\n", - "X2 < 1.000 Gini=0.407\n", - "X2 < 1.000 Gini=0.407\n", - "X2 < 1.000 Gini=0.407\n", - "X2 < 0.000 Gini=0.408\n", - "X2 < 1.000 Gini=0.407\n", - "X3 < 0.000 Gini=0.408\n", - "X3 < 0.000 Gini=0.408\n", - "X3 < 0.000 Gini=0.408\n", - "X3 < 0.000 Gini=0.408\n", - "X3 < 1.000 Gini=0.367\n", - "X3 < 1.000 Gini=0.367\n", - "X3 < 1.000 Gini=0.367\n", - "X3 < 0.000 Gini=0.408\n", - "X3 < 1.000 Gini=0.367\n", - "X3 < 1.000 Gini=0.367\n", - "X3 < 1.000 Gini=0.367\n", - "X3 < 0.000 Gini=0.408\n", - "X3 < 1.000 Gini=0.367\n", - "X3 < 0.000 Gini=0.408\n", - "X4 < 0.000 Gini=0.408\n", - "X4 < 1.000 Gini=0.405\n", - "X4 < 0.000 Gini=0.408\n", - "X4 < 0.000 Gini=0.408\n", - "X4 < 0.000 Gini=0.408\n", - "X4 < 1.000 Gini=0.405\n", - "X4 < 1.000 Gini=0.405\n", - "X4 < 0.000 Gini=0.408\n", - "X4 < 0.000 Gini=0.408\n", - "X4 < 0.000 Gini=0.408\n", - "X4 < 1.000 Gini=0.405\n", - "X4 < 1.000 Gini=0.405\n", - "X4 < 0.000 Gini=0.408\n", - "X4 < 1.000 Gini=0.405\n", - "Split: [X3 < 1.000]\n" - ] - } - ], + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "# Split a dataset based on an attribute and an attribute value\n", "def test_split(index, value, dataset):\n", @@ -1365,38 +1036,11 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(426, 30)\n", - "(143, 30)\n", - "Test set accuracy with Logistic Regression: 0.95\n", - "Test set accuracy with SVM: 0.63\n", - "Test set accuracy with Decision Trees: 0.90\n", - "Test set accuracy Logistic Regression with scaled data: 0.96\n", - "Test set accuracy SVM with scaled data: 0.96\n", - "Test set accuracy with Decision Trees and scaled data: 0.86\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", - "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" - ] - } - ], + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -1450,22 +1094,11 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "np.random.seed(6)\n", "Xs = np.random.rand(100, 2) - 0.5\n", @@ -1590,8 +1212,10 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, + "execution_count": 11, + "metadata": { + "collapsed": false + }, "outputs": [], "source": [ "# Quadratic training set + noise\n", @@ -1604,20 +1228,11 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DecisionTreeRegressor(max_depth=2, random_state=42)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "\n", @@ -1634,22 +1249,11 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "\n", @@ -1693,22 +1297,11 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "tree_reg1 = DecisionTreeRegressor(random_state=42)\n", "tree_reg2 = DecisionTreeRegressor(random_state=42, min_samples_leaf=10)\n", @@ -1862,22 +1455,11 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "heads_proba = 0.51\n", "coin_tosses = (np.random.rand(10000, 10) < heads_proba).astype(np.int32)\n", @@ -1903,24 +1485,11 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "LogisticRegression 0.864\n", - "RandomForestClassifier 0.872\n", - "SVC 0.888\n", - "VotingClassifier 0.896\n", - "LogisticRegression 0.864\n", - "RandomForestClassifier 0.872\n", - "SVC 0.888\n", - "VotingClassifier 0.912\n" - ] - } - ], + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.datasets import make_moons\n", @@ -1976,22 +1545,11 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "VotingClassifier(estimators=[('lr', LogisticRegression(random_state=42)),\n", - " ('rf', RandomForestClassifier(random_state=42)),\n", - " ('svc', SVC(random_state=42))])" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.datasets import make_moons\n", @@ -2015,20 +1573,11 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "LogisticRegression 0.864\n", - "RandomForestClassifier 0.896\n", - "SVC 0.896\n", - "VotingClassifier 0.912\n" - ] - } - ], + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", @@ -2040,23 +1589,11 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "VotingClassifier(estimators=[('lr', LogisticRegression(random_state=42)),\n", - " ('rf', RandomForestClassifier(random_state=42)),\n", - " ('svc', SVC(probability=True, random_state=42))],\n", - " voting='soft')" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "log_clf = LogisticRegression(random_state=42)\n", "rnd_clf = RandomForestClassifier(random_state=42)\n", @@ -2070,20 +1607,11 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "LogisticRegression 0.864\n", - "RandomForestClassifier 0.896\n", - "SVC 0.896\n", - "VotingClassifier 0.92\n" - ] - } - ], + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "from sklearn.metrics import accuracy_score\n", "\n", @@ -2102,8 +1630,10 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, + "execution_count": 21, + "metadata": { + "collapsed": false + }, "outputs": [], "source": [ "from sklearn.ensemble import BaggingClassifier\n", @@ -2118,17 +1648,11 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.904\n" - ] - } - ], + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "from sklearn.metrics import accuracy_score\n", "print(accuracy_score(y_test, y_pred))" @@ -2136,17 +1660,11 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.856\n" - ] - } - ], + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "tree_clf = DecisionTreeClassifier(random_state=42)\n", "tree_clf.fit(X_train, y_train)\n", @@ -2156,22 +1674,11 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ "from matplotlib.colors import ListedColormap\n", "\n", @@ -2214,86 +1721,13 @@ }, { "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Polynomial degree: 1\n", - "Error: 0.07227667858096927\n", - "Bias^2: 0.0652893306575086\n", - "Var: 0.006987347923460693\n", - "0.07227667858096927 >= 0.0652893306575086 + 0.006987347923460693 = 0.07227667858096928\n", - "Polynomial degree: 2\n", - "Error: 0.05836989993415855\n", - "Bias^2: 0.041759938144271175\n", - "Var: 0.016609961789887398\n", - "0.05836989993415855 >= 0.041759938144271175 + 0.016609961789887398 = 0.05836989993415857\n", - "Polynomial degree: 3\n", - "Error: 0.03782898583419244\n", - "Bias^2: 0.02546656736020144\n", - "Var: 0.012362418473991003\n", - "0.03782898583419244 >= 0.02546656736020144 + 0.012362418473991003 = 0.03782898583419245\n", - "Polynomial degree: 4\n", - "Error: 0.02687397352480727\n", - "Bias^2: 0.019844678299923552\n", - "Var: 0.007029295224883709\n", - "0.02687397352480727 >= 0.019844678299923552 + 0.007029295224883709 = 0.026873973524807263\n", - "Polynomial degree: 5\n", - "Error: 0.02418349743510754\n", - "Bias^2: 0.019065300092392493\n", - "Var: 0.005118197342715036\n", - "0.02418349743510754 >= 0.019065300092392493 + 0.005118197342715036 = 0.024183497435107528\n", - "Polynomial degree: 6\n", - "Error: 0.025199124364323443\n", - "Bias^2: 0.019553435613807617\n", - "Var: 0.005645688750515814\n", - "0.025199124364323443 >= 0.019553435613807617 + 0.005645688750515814 = 0.02519912436432343\n", - "Polynomial degree: 7\n", - "Error: 0.026244459364115912\n", - "Bias^2: 0.019585890473129607\n", - "Var: 0.006658568890986319\n", - "0.026244459364115912 >= 0.019585890473129607 + 0.006658568890986319 = 0.026244459364115926\n", - "Polynomial degree: 8\n", - "Error: 0.027513968566500215\n", - "Bias^2: 0.021384414956407104\n", - "Var: 0.006129553610093106\n", - "0.027513968566500215 >= 0.021384414956407104 + 0.006129553610093106 = 0.027513968566500208\n", - "Polynomial degree: 9\n", - "Error: 0.026932116586276145\n", - "Bias^2: 0.020531988520871097\n", - "Var: 0.006400128065405059\n", - "0.026932116586276145 >= 0.020531988520871097 + 0.006400128065405059 = 0.026932116586276155\n", - "Polynomial degree: 10\n", - "Error: 0.028412351760874928\n", - "Bias^2: 0.021810911828123093\n", - "Var: 0.006601439932751837\n", - "0.028412351760874928 >= 0.021810911828123093 + 0.006601439932751837 = 0.02841235176087493\n", - "Polynomial degree: 11\n", - "Error: 0.02746475592945749\n", - "Bias^2: 0.020819315285429622\n", - "Var: 0.006645440644027861\n", - "0.02746475592945749 >= 0.020819315285429622 + 0.006645440644027861 = 0.027464755929457484\n", - "0.4583586850552455\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [], "source": [ - "import matplotlib\n", + "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from sklearn.model_selection import train_test_split\n", @@ -2303,7 +1737,7 @@ "\n", "n = 100\n", "n_boostraps = 100\n", - "maxdepth = 12\n", + "maxdepth = 8\n", "\n", "# Make data set.\n", "x = np.linspace(-3, 3, n).reshape(-1, 1)\n", @@ -2341,13 +1775,8 @@ " print('Bias^2:', bias[degree])\n", " print('Var:', variance[degree])\n", " print('{} >= {} + {} = {}'.format(error[degree], bias[degree], variance[degree], bias[degree]+variance[degree]))\n", -<<<<<<< HEAD - "\n", - "mse_simpletree = np.mean( np.mean((y_test - simpleprediction)**2))\n", -======= " \n", "mse_simpletree= np.mean( np.mean((y_test - simpleprediction)**2)\n", ->>>>>>> origin/master "print(mse_simpletree)\n", "plt.xlim(1,maxdepth)\n", "plt.plot(polydegree, error, label='MSE')\n", @@ -2357,34 +1786,9 @@ "save_fig(\"baggingboot\")\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - } - }, + "metadata": {}, "nbformat": 4, "nbformat_minor": 4 } diff --git a/doc/pub/week45/ipynb/ipynb-week45-src.tar.gz b/doc/pub/week45/ipynb/ipynb-week45-src.tar.gz index 8f2afcb56..460ff94ec 100644 Binary files a/doc/pub/week45/ipynb/ipynb-week45-src.tar.gz and b/doc/pub/week45/ipynb/ipynb-week45-src.tar.gz differ diff --git a/doc/pub/week45/ipynb/week45.ipynb b/doc/pub/week45/ipynb/week45.ipynb index eaf40b831..1fd081088 100644 --- a/doc/pub/week45/ipynb/week45.ipynb +++ b/doc/pub/week45/ipynb/week45.ipynb @@ -133,28 +133,10 @@ { "cell_type": "code", "execution_count": 2, -<<<<<<< HEAD - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], -======= "metadata": { "collapsed": false }, "outputs": [], ->>>>>>> 0774f10a39f1d01786cbca8cb3aa753f1be28a8e "source": [ "\n", "# Common imports\n", @@ -404,89 +386,10 @@ { "cell_type": "code", "execution_count": 8, -<<<<<<< HEAD - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(426, 30)\n", - "(143, 30)\n", - "Test set accuracy with Logistic Regression: 0.95\n", - "Test set accuracy with SVM: 0.63\n", - "Test set accuracy with Decision Trees: 0.88\n", - "Test set accuracy Logistic Regression with scaled data: 0.96\n", - "Test set accuracy SVM with scaled data: 0.96\n", - "Test set accuracy with Decision Trees and scaled data: 0.89\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", - "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1. 0.8 0.93333333 1. 1. 0.92857143\n", - " 1. 0.92857143 0.92857143 1. ]\n", - "Test set accuracy with Random Forests and scaled data: 0.98\n" - ] - }, - { - "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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UqQAMHz6c/fv34+/v7+ToHCcfDmZfxd0Yni+uZcOVUrlr2LBhTJ8+HQB/f3/mzp1LkyZNnByV4+XDHsVlTleswMMF6PyfUip/6NatG+XKlWPWrFls2bKlUCQJyJc9CnDTG+6UUrngzz//ZP369YwZMwaA9u3bExoaStmyZZ0cWe7Kl4mCtT2dHYFSqgC7ePEio0aN4rPPPgMgICCANm3aABS6JAH5NVEopZQDiAhfffUVI0aM4MKFCxQtWpTXXnut0JxiyowmCqWUAvbv38/AgQP5448/ALj33nuZPXs2Xl5eTo7M+fLhYLZSSuW8yZMn88cff1C5cmW+/vpr1q5dq0kihfYolFKFVlRUFOXKlQPggw8+oFSpUrz55ptUrFjRyZHlLfmuR9HM1QMqz4QJW50dilIqnzpz5gw9e/akVatWJCQkAFCpUiWmTp2qSSID+S5R2Jy9Ci+vsz6UUsoOycnJzJgxAy8vL77//ntCQ0PZuVOnUc5Ovjv1dCI5AqqWhK9DrCtqFr5L1ZRSNy4oKIgBAwYQFBQEwMMPP8yMGTOoUaOGkyPL+xzaozDGdDbGHDTGHDHGvJbB8+WMMSuMMcHGmH3GmP7ZbbOocYFzMdaFmmVhUvscj1spVbCMHTuWFi1aEBQUhIeHB0uXLmXZsmWaJOzksB6FMcYFmAV0BE4B240xy0UkJFWzF4EQEXnIGFMZOGiMWSAiCZltN8xyGcIHOypspVQBVKdOHYwxvPLKK4wdO5bSpUs7O6R8xZGnnloAR0TkKIAxZiHwCJA6UQhQxhhjgNJABJDkwJiUUoXA0aNH2b59Oz17Wqs49OnTh5YtW1K/fn0nR5Y/OfLUU3XgZKrlUynrUpsJeANngD3ASyJiuX5DxpgXjDE7jDE7HBWsUir/S0hIYNy4cfj4+NCvXz+OHDkCgDFGk8QtcGSPwmSwTq5b7gTsAjoAdYHfjTGbRORymheJfAJ8AmDqGzFrM9q0Uqow27hxI4GBgezfvx+AJ598slDWZXIER/YoTgEeqZbvwNpzSK0/8JNYHQGOATd9K+SD7g/e7EuVUvnUhQsX6N+/P+3atWP//v14enqyZs0avvnmG6pU0UrTOcGRPYrtgKcxpjZwGugF/N91bUKBAGCTMaYqUB84mtVGmx31YEevkTqgrZQCIDAwkMWLF+Pm5sbo0aMZOXIkxYsXd3ZYBYrDEoWIJBljBgOrABfgcxHZZ4wJTHl+DvAu8KUxZg/WU1WjROSCo2JSShUMFouFIkWsJ0Tef/99YmNjmTp1Kp6enk6OrGAyItcPG+RtzYvWkB3ltUehVGEUExPDu+++y65du/j111+xXjCp7GGMCRKR5jfz2nx3Z7ZSqnD65ZdfGDx4MMePH8cYw7Zt22jZsqWzwyoU8l2tp6A6J7U3oVQhcurUKbp3707Xrl05fvw4fn5+bN68WZNELsp3iUIpVXjMnj0bb29vfvrpJ0qVKsXkyZPZsWMHrVq1cnZohYqeelJK5VkXLlwgOjqabt26MW3aNDw8PLJ/kcpx+W4w29Q3IgfzV8xKKftERkZy4MABW48hPj6e9evX07lzZydHlv/dymC2nnpSSjmdiLBw4UK8vb15+OGHiYiIAMDNzU2TRB6giUIp5VRHjhyhc+fO9O7dm7Nnz+Lp6UlUVJSzw1Kp5LtEUelyKfhqr7PDUErdovj4eN599118fX1ZvXo1FSpUYN68eWzatInatWs7OzyVit2D2caYUiJy1ZHB2KPmhYrwygbo6+vsUJRSt6Bnz54sW7YMgL59+zJx4kStzZRHZdujMMa0McaEAPtTlv2MMbMdHplSqkAbNmwYXl5erFu3jvnz52uSyMPs6VFMwVoOfDmAiAQbY+5xaFRKqQLFYrHw+eefs3//fj766CMA2rdvz969e3FxcXFydCo7dp16EpGT19VUSXZMONkLLxMNfRo4a/dKqRu0Z88eAgMD2bx5M2A9zeTn5wegSSKfsGcw+6Qxpg0gxphixpgRpJyGcobQypdgcgdn7V4pZaerV68ycuRImjRpwubNm7nttttYuHAhjRo1cnZo6gbZ06MIBKZhncb0FLAaGOTIoJRS+duKFSsYPHgwoaGhGGN48cUXef/99ylXrpyzQ1M3wZ5EUV9Enky9whhzF/CXY0JSSuV3S5cuJTQ0lCZNmjB37lz8/f2dHZK6BdmW8DDG7BSRptmtyy1awkOpvCcpKYnTp09Ts2ZNwFqjaeHChQQGBuLqqiXl8gKHzEdhjGkNtAEqG2NeTvVUWawz1imlFH///TeBgYHEx8cTHBxMsWLFqFSpEoMH63QABUVWg9nFgNJYk0mZVI/LwOOOD00plZddunSJgQMH0qZNG4KDg4mLi+P48ePODks5gD2nnmqKyIlciidbDUrdJiGtpsHans4ORalCSUT47rvvGD58OOfPn8fV1ZVXX32V//3vf5QsWdLZ4alMOHoq1BhjzETAByh+baWIOOUa1ZIJxWB3uDN2rZQCnnzySb777jsA2rZty8cff4yPj4+To1KOZM99FAuAA0Bt4G3gOLDdgTEppfKwzp074+7uzueff86GDRs0SRQC9iQKdxH5DEgUkT9E5BlA5yFUqpBYs2YNc+fOtS336dOHQ4cO0b9/f4oUyXcFqNVNsOd/OTHl3zBjTBdjTBPgDgfGlKX91c/Cmh7O2r1Shca5c+d48skn6dixIy+99BL//vsvAMYYKlas6OToVG6yZ4ziPWNMOeAVYAbWy2OHOTSqLMS4JYKfVplUylEsFguffPIJr732GlFRURQvXpw333xT56suxLJNFCLyc8qPUcC9YLszWylVwAQHBzNgwAC2bt0KwAMPPMDMmTOpU6eOkyNTzpTVDXcuQA+sNZ5+E5G9xpiuwGigBNAkd0JUSuWWkSNHsnXrVqpVq8a0adPo3r0711WOVoVQpvdRGGO+BDyAbUBL4ATQGnhNRJbmVoDp4tISHkrlGBEhJiaGUqVKAXDw4EHmzJnD22+/TdmyZZ0cncpJt3IfRVaJYi/QSEQsxpjiwAWgnoicvflQb50mCqVyxokTJxgyZAhXr15lzZo12nMo4G4lUWR11VOCiFgARCQOOOTsJAFQMr4oBJ93dhhK5VuJiYlMmDCBBg0asGLFCrZv387hw4edHZbKw7JKFF7GmN0pjz2plvcYY3bnVoDX8z59G9z3vbN2r1S+9tdff9G0aVNGjRpFTEwMPXv25MCBA9x5553ODk3lYVld9eSda1EopRxuyJAhzJw5E4A6deowa9YsOnfu7OSoVH6QaaLIS4UAlVK3rnLlyhQtWpRRo0YxevRoSpQo4eyQVD7h0PvvjTGdjTEHjTFHjDGvZdKmvTFmlzFmnzHmj+y2GVMsARpVzvlglSpgDhw4wOrVq23Lo0aNYvfu3bz77ruaJNQNybbM+E1v2HofxiGgI9a5trcDvUUkJFWb8sBmoLOIhBpjqohIliPVetWTUlmLjY1l3LhxjB8/nvLly3PgwAEtuaEcXmYcY0wJoIaIHLyBbbcAjojI0ZRtLAQeAUJStfk/4CcRCQXILkkopbK2evVqBg0aZKvL9PDDD+tlr+qWZXvqyRjzELAL+C1lubExZrkd264OnEy1fCplXWp3AhWMMRuMMUHGmL72ha2USi0sLIxevXrRqVMn/v33X3x8fNi0aROffvopFSpUcHZ4Kp+zp0cxFmvvYAOAiOwyxtSy43UZfY25/pyRK9AMCMBaFmSLMeZvETmUZkPGvAC8AFhTi1Iqjccee4y///6bEiVKMHbsWIYPH07RokWdHZYqIOwZzE4Skaib2PYprCVArrkDOJNBm99E5KqIXAA2An7Xb0hEPhGR5jd7fk2pgij1+OKHH35I165dCQkJYeTIkZokVI6yJ1HsNcb8H+BijPE0xszAOgCdne2ApzGmtjGmGNALuP6U1TKgrTHG1RhTEmtNqf03EL9Shc6VK1cYPnw4AwYMsK1r164dK1asoFatWs4LTBVY9iSKIVjny44HvsVabjzb+ShEJAkYDKzC+uH/vYjsM8YEGmMCU9rsxzr2sRtr8cFPRWRvVtutEV4BXl5nR9hKFSwiwuLFi/H29mbq1Kl88cUXHD9+3NlhqUIg28tjjTFNROSfXIonW82L1pAd5UdC+GBnh6JUrjl27BiDBw/m119/BaBFixbMmTOHJk202r+yj6OKAl4z2RhzwBjzrjFGZ1FXKheJCOPHj8fHx4dff/2VcuXKMXv2bDZv3qxJQuWabBOFiNwLtAfCgU9SigL+z9GBKaWs81MfOnSI2NhYevfuzYEDBxg4cCAuLi7ODk0VIjd0Z7YxpiEwEugpIsUcFlUWKt9eWsLH/w19fZ2xe6Uc7sKFC5w9exZfX1/b8j///EPHjh2dHJnKzxwycVGqjXsDPYHHgYvAQmCxs+6i1hIeqqASEebPn8+IESOoXLkywcHBFCvmlO9jqgBydAmPL4DvgPtF5Pr7IJRSOWD//v0EBgayceNGAPz8/Lh06RJVq1Z1cmRK2ZEoRKRVbgSiVGEUExPD+++/z8SJE0lMTKRy5cpMnjyZJ598Ums0qTwj00RhjPleRHqkzG6X+lyPAUREGjk8OqUKMBGhQ4cObN26FYABAwbwwQcfaG0mledk1aN4KeXfrrkRiFKFjTGGQYMGERMTw9y5c2ndurWzQ1IqQ/YMZo8XkVHZrcstOpit8qvk5GRmz55NYmIiL7/8MmDtVSQlJWltJuVwjr7hLqNr8h64mZ3lhGZHPaDyTGftXqmbsmPHDlq2bMnQoUMZPXo0Z85YrwsxxmiSUHleponCGDMwZXyivjFmd6rHMay1mZRS2YiKimLIkCG0aNGCoKAgPDw8WLRoEdWqVXN2aErZLasxim+BlcAHQOr5rq+ISIRDo1IqnxMRfvjhB4YNG0ZYWBguLi4MHz6ct956i9KlSzs7PKVuSFaJQkTkuDHmxeufMMZU1GShVNbmzp1LWFgYrVq1Ys6cOfj5pZtqRal8IdPBbGPMzyLSNeVUk5B2xjoRkTq5EWC6uHQwW+VR8fHxREZG2m6SO3jwIBs2bOD555+nSBF7hgOVchyHlvDIazRRqLzojz/+IDAwkGrVqrFmzRq9WU7lOQ696skYc5cxplTKz08ZYyYbY2rczM6UKmjCw8N5+umnad++PQcOHODkyZOcO3fO2WEplaPs6Q9/DMQYY/ywVo49AXzt0KiUyuMsFgufffYZXl5ezJ8/Hzc3N95++212797Nbbfd5uzwlMpR9hQFTBIRMcY8AkwTkc+MMf0cHZhSeZWI0KlTJ9asWQPAfffdx+zZs/H09HRyZEo5hj09iivGmNeBPsAvxhgXQO8QUoWWMYa2bdtStWpVvv32W1avXq1JQhVo9pTwuA34P2C7iGxKGZ9oLyJf5UaA19OJi5Qz/PLLLyQmJvLoo48C1iucYmNjKV++vJMjU8o+Dh3MFpGzwAKgnDGmKxDnrCQBUPNCRXhlg7N2rwqZU6dO0b17d7p27crzzz9PRIT19iE3NzdNEqrQsOeqpx7ANuAJoAew1RjzuKMDU8qZkpKSmDJlCt7e3vz000+UKlWK0aNHU7ZsWWeHplSus2cw+w3A/9rUp8aYysAa4EdHBqaUs2zbto0BAwawa9cuALp168a0adPw8PBwcmRKOYc9iaLIdfNjX8S+QXCHCC8TDX0aOGv3qoCzWCz079+fkJAQatSowcyZM3nooYecHZZSTmXPYPZEoBHWebMBegK7dT4KVVCICPHx8RQvXhyADRs2sHLlSt58801KlSrl5OiUyhkOL+FhjHkMuBtrvaeNIrLkZnaWEzRRqJx05MgRBg0ahIeHB5999pmzw1HKYRySKIwxnsAkoC6wBxghIqdvOsocoolC5YT4+HjGjx/PuHHjiI+Pp2LFihw6dAh3d3dnh6aUQzjq8tjPgZ+B7kAQMONmdqBUXrNu3ToaNWrEW2+9RXx8PP369ePAgQOaJJTKRFaD2WVEZF7KzweNMTtzIyClHCU5OZn+/fvz9dfWUmX169dnzpw5tG/f3rmBKZXHZZUoihtjmvDfPBQlUi+LiCYOla+4uLjg6upK8eLF+d///seIESNwc3NzdlhK5TEmvmIAACAASURBVHlZjVGsz+J1IiIdHBNS1hqUuk1CWk2DtT2dsXuVz+zZs4e4uDj8/f0BuHjxIpGRkdStW9fJkSmVu25ljCLTHoWI3HvzITlOyYRisDvc2WGoPO7q1auMHTuWKVOm4OnpSXBwMMWKFcPd3V3HIpS6QfbccKdUvrJ8+XKGDBlCaGgoxhjuu+8+EhMTKVasmLNDUypfcugd1saYzsaYg8aYI8aY17Jo52+MSdYaUupWhIaG8uijj/LII48QGhpK06ZN2bZtGzNmzNAb55S6BQ7rUaTMWzEL6AicArYbY5aLSEgG7cYDq+zZ7v7qZ2FZj5wOV+VzycnJtG/fnmPHjlGmTBnee+89Bg0ahKurdpqVulX2VI81KXNlv5myXMMY08KObbcAjojIURFJABYCj2TQbgiwGDifwXPpxLglgl8Ve5qqQuDaxRguLi6MHTuWxx9/nP379zN06FBNEkrlEHtOPc0GWgO9U5avYO0pZKc6cDLV8qmUdTbGmOpAN2BOVhsyxrxgjNlhjNlhx35VIXDp0iUCAwMZN26cbV2fPn344YcfqF69ehavVErdKHsSRUsReRGIAxCRS4A9o4Img3XXX4s7FRglIslZbUhEPhGR5jd7aZcqOESEBQsW4OXlxdy5cxk/fjxRUVGAdYpSpVTOs6dvnpgyjiBgm4/CYsfrTgGpC/jfAZy5rk1zYGHKH3gl4EFjTJKILLVj+6qQOXToEIMGDWLt2rUAtG3blo8//phy5co5OTKlCjZ7ehTTgSVAFWPM+8CfwLisXwLAdsDTGFPbGFMM6AUsT91ARGqLSC0RqYV1IqRBmiTU9ZKSkhg7diwNGzZk7dq1uLu78/nnn/PHH3/g4+Pj7PCUKvCy7VGIyAJjTBAQgPV00qMist+O1yUZYwZjvZrJBfhcRPYZYwJTns9yXCIzJeOLQvB5HdAuRFxcXNi0aRMJCQk888wzjB8/nkqVKjk7LKUKDXsmLqqR0XoRCXVIRNloXrSG7Cg/EsIHO2P3KpecO3eOuLg4atasCcDhw4cJCwvjnnvucXJkSuVPjiozfs0vWMuN/wKsBY4CK29mZ0plx2KxMGfOHOrXr8+zzz5ru/zV09NTk4RSTmLPqaeGqZeNMU2BAQ6LSBVau3btIjAwkK1btwJQrFgxoqOjKVOmjJMjU6pwu+ESHinlxf0dEItdYoolQKPKztq9coArV67w8ssv06xZM7Zu3Uq1atX44Ycf+OWXXzRJKJUH2DNG8XKqxSJAU8BdRDo5MrBM49GpUAuUhIQEfHx8OHLkCEWKFGHIkCG88847lC1b1tmhKVWgOKTMeCqpv9IlYR2rWHwzO1PqesWKFaNPnz6sWLGCOXPm0KxZM2eHpJS6TpY9ipQb7T4UkVdzL6SsaY8if0tMTGTKlCnUqFGDXr16AdZehYuLCy4uLk6OTqmCyyE9CmOMa8q9EE1vPjSl/vPXX38RGBjI3r17qVy5Ml27dqV06dI6T4RSeVxWp562YR2P2GWMWQ78AFy99qSI/OTg2FQBERERwahRo/j0008BqFOnDrNnz6Z06dJOjkwpZQ97xigqAheBDljrPZmUfzVRqCyJCF9//TWvvPIKFy5coGjRoowaNYrRo0dTokQJZ4enlLJTpmMUxphTwGT+SwypS3OKiEx2fHjp1axYUU48/SNM7uCM3Rc6iYmJnDp1iri4uBt+rYgQFhZGYmIibm5uuLu7U7RoUQdEqZS6pnjx4txxxx3p/tYcddWTC1Aa+8qF55rKV0rD1yGaKHLJqVOnKFOmDLVq1bKrjLfFYsFisdgmDfLw8CA+Ph53d3ctA66Ug4kIFy9e5NSpU9SuXTvHtptVoggTkXdybE8qX4qLi7M7SURFRREaGmpLLABlypTRm+aUyiXGGNzd3QkPD8/R7WaVKPTrnwKynxAoISGBkydPcunSJQCKFClCcnKyXu6qlBM4oueeVaIIyPG95YATlSJgfHtnh6GwdnPDw8M5ffo0ycnJFClShGrVqlGlShWKFLnh6jBKqTwq079mEYnIzUDsdaHsVejr6+wwCj2LxcKBAwcIDQ0lOTmZcuXK4ePjw2233ZbjScLFxYXGjRvj6+vLQw89RGRkpO25ffv20aFDB+688048PT159913SX2BxsqVK2nevDne3t54eXkxYsSIHI3NkXr37k2jRo2YMmWKXe0ddbmxiDB06FDq1atHo0aN2LlzZ6btOnTowOXLlx0SR06YP38+np6eeHp6Mn/+/AzbnDhxgoCAABo1akT79u05deqU7blRo0bh6+uLr68vixYtsq3v1asXhw8fdnj8TiMi+erBnYjKPSEhIZk+d+zYMQkODpaIiAixWCwOi6FUqVK2n/v27SvvvfeeiIjExMRInTp1ZNWqVSIicvXqVencubPMnDlTRET27NkjderUkf3794uISGJiosyaNStHY0tMTMzR7V0TFhYmNWrUuKHXpH6fctIvv/winTt3FovFIlu2bJEWLVpk2O7nn3+WYcOG3dC2k5KSciJEu1y8eFFq164tFy9elIiICKldu7ZERESka/f444/Ll19+KSIia9eulaeeekpErMd33333SWJiokRHR0uzZs0kKipKREQ2bNggzz33XK4dS3Yy+rsFdshNfu7q+QFlFxHBGJPmUbt2bfz8/KhYsSJFihRJ97y9jxvRunVrTp8+DcC3337LXXfdxf333w9AyZIlmTlzJh9++CEAEyZM4I033sDLywsAV1dXBg0alG6b0dHR9O/fn4YNG9KoUSMWL7aWMkv9Df3HH3/k6aefBuDpp5/m5Zdf5t577+XVV1+lVq1aaXo59erV49y5c4SHh9O9e3f8/f3x9/fnr7/+SrfvuLg4276bNGnC+vXrAbj//vs5f/48jRs3ZtOmTWlec+7cObp164afnx9+fn5s3rw53fEEBATQtGlTGjZsyLJlywC4evUqXbp0wc/PL8034tdee40GDRrQqFGjDHtcy5Yto2/fvhhjaNWqFZGRkYSFhaVrt2DBAh555BHb8qOPPkqzZs3w8fHhk08+sa0vXbo0b775Ji1btmTLli188803tGjRgsaNGzNgwACSk5MBGDhwIM2bN8fHx4e33nor3f5u1KpVq+jYsSMVK1akQoUKdOzYkd9++y1du5CQEAICrGfe7733Xtv7FxISQrt27XB1daVUqVL4+fnZXt+2bVvWrFlDUlLSLceZJ91shnHWQ3sUuSskJETi4uLk0KFDgvWy6Bx/ZOfaN+WkpCR5/PHHZeXKlSIiMnz4cJk6dWq69uXLl5eoqChp0qSJ7Nq1K9vtjxw5Ul566SXb8rVvmam/of/www/Sr18/ERHp16+fdOnSxfZteOjQofL555+LiMjff/8tAQEBIiLSu3dv2bRpk4iInDhxQry8vNLte9KkSfL000+LiMj+/fvFw8NDYmNj5dixY+Lj45NhvD169JApU6bY3pPIyMg08SYmJtq+6YaHh0vdunXFYrHIjz/+mOZbb2RkpFy8eFHuvPNOW4/w0qVL6fbXpUsX23GIiHTo0EG2b9+erl2NGjXk8uXLtuWLFy+KiLXn5+PjIxcuXBAREUAWLVokItbfr65du0pCQoKIiAwcOFDmz5+f5vVJSUnSrl07CQ4OTrfPCRMmiJ+fX7rHkCFD0rWdOHGivPvuu7bld955RyZOnJiuXe/evW2/V4sXLxZALly4IKtWrZI2bdrI1atXJTw8XGrXri2TJk2yve6+++6THTt2pNueM+R0j8KeO7NVIZWQkEBUVBT79u3DYrGwc+dOqlevTuXKlXP1nojY2FgaN27M8ePHadasGR07dgT+6+Vk5EbiW7NmDQsXLrQtV6hQIdvXPPHEE7arunr27Mk777xD//79WbhwIT179rRtNyQkxPaay5cvc+XKlTSXC//5558MGTIEAC8vL2rWrMmhQ4eyLLO+bt06vvrqK8A6flOuXLk0z4sIo0ePZuPGjRQpUoTTp09z7tw5GjZsyIgRIxg1ahRdu3albdu2JCUlUbx4cZ577jm6dOlC165d0+1PJP1tUxm9vxEREWmObfr06SxZsgSAkydPcvjwYdzd3XFxcaF79+4ArF27lqCgIPz9rVPcxMbGUqVKFQC+//57PvnkE5KSkggLCyMkJIRGjRql2eerr77Kq6/aV7PU3uOYNGkSgwcP5ssvv+See+6hevXquLq6cv/997N9+3batGlD5cqVad26te1+IYAqVapw5syZAlkBWU89qQxt2rSJJk2aEBkZicVioWLFivj6+lKlSpVcv3GuRIkS7Nq1ixMnTpCQkMCsWbMA8PHxYceOHWnaHj16lNKlS1OmTBl8fHwICgrKdvuZJZzU666/M71UqVK2n1u3bs2RI0cIDw9n6dKlPPbYY4B1wH/Lli3s2rWLXbt2cfr06XT3lGT04XWrFixYQHh4OEFBQezatYuqVasSFxfHnXfeSVBQEA0bNuT111/nnXfewdXVlW3bttG9e3eWLl1K586d023vjjvu4OTJk7blU6dOUa1atXTtXF1dsVgsAGzYsIE1a9awZcsWgoODadKkie09LF68uC3Jigj9+vWzvUcHDx5k7NixHDt2jEmTJrF27Vp2795Nly5dMqwOMHHiRBo3bpzuMXTo0Js+jmrVqvHTTz/xzz//8P777wPYkvEbb7zBrl27+P333xERPD09ba+Li4sruKVpbrYr4qxHM1cPkUozbrgrpuwXExMjVapUEUB+//1322kMZ0l9Cmjnzp3i4eEhCQkJEhMTI7Vr15bff/9dRKxxd+nSRaZPny4iIsHBwVK3bl05ePCgiIgkJyfLRx99lG77o0aNyvDUU926dSUkJESSk5PlscceS3Pq6YcffkizjREjRshTTz0lDzzwgG1d7969ZcKECbblf/75J92+P/roI3nmmWdEROTgwYNSo0YNiYuLy/LUU8+ePdOcerr2/3PtfZo6daoMHjxYRETWrVsngBw7dkxOnz4tsbGxIiKyZMkSeeSRR+TKlSty7tw5EbGe6qlQoUK6/f38889pBrP9/f0zjKtly5Zy+PBhERFZunSpdO3aVUSsp9Tc3Nxk/fr1aeIUEdm3b5/Uq1cvTQzHjx+XXbt2SaNGjSQ5OVnOnj0rVapUkS+++CLD/drr4sWLUqtWLYmIiJCIiAipVauW7fRWauHh4ZKcnCwiIqNHj5YxY8aIiPW9vnb6LDg4WHx8fNJczODr6ytnzpy5pRhzSk6fenL6B/+NPjRROIbFYknzS//NN9/Im2++Kfv27XNiVFbXX83TtWtX+eqrr0REZPfu3dKuXTu58847pW7dujJ27Ng0V2CtWLFCmjZtKl5eXuLt7S0jRoxIt/0rV65I3759xcfHRxo1aiSLFy8WEeu4RJ06daRdu3by4osvZpkotm/fLoDtahkR6wdOjx49pGHDhuLt7S0DBgxIt+/Y2Fjp16+f+Pr6SuPGjWXdunUiIlkmirNnz8rDDz8svr6+4ufnJ5s3b07zPoWHh0urVq2kWbNm8uyzz4qXl5ccO3ZMfvvtN2nYsKH4+flJ8+bNZfv27XLmzBnx9/eXhg0biq+vb5r4r7FYLDJo0CCpU6eO+Pr6Zjg+IWI95z9v3jwREYmLi5POnTtLw4YN5fHHH5d27dplmChERBYuXCh+fn7SsGFDadq0qWzZssX2Pnt5ecmDDz4o3bp1u+VEISLy2WefSd26daVu3bq2cSURkTFjxsiyZctExPr/Xq9ePfH09JRnn31W4uLiRMT6f+Xt7S3e3t7SsmXLNIn/7NmzmSZQZ8jpRJHtVKh5TfOiNWRH+ZEQPtjZoRQYISEhBAYG0rFjR8aMGZPmuf379+Pt7e2kyFR+EhYWRt++ffn999+dHUqumzJlCmXLluXZZ591dihAxn+3t1IUUMcoCrGYmBhGjx6Nn58fmzZt4tNPPyU+Pt7ZYal86vbbb+f555/P0zfcOUr58uXp16+fs8NwmHyXKILqnNTeRA5YuXIlvr6+fPDBByQlJTFgwAB27dqFm5ubs0NT+ViPHj2yvGKroOrfv3+aK6AKmoJ7ZCpDV69e5emnn+bHH38EoFGjRsyZM4fWrVs7OTKlVF6V73oU6taULFmSiIgISpUqxaRJkwgKCtIkoZTKkvYoCoEdO3ZQvnx56tWrhzGGTz/9FBcXF2rUqOHs0JRS+YD2KAqwqKgohgwZQosWLQgMDLTd3FW7dm1NEkopu2miKIBEhEWLFuHl5cXMmTMpUqQITZs2zbcFy7TMuHPLjB84cIDWrVvj5ubGpEmTMm0nomXGC6ybvQHDWY9Kt5USmb/nJm5BKRyOHDkinTp1shXca926dYbF1OyVVZnx3KJlxu3jqDLj586dk23btsno0aMzLKJ3jZYZ1zLjeUbNCxXhlQ3ODiNPunLlCs2bN2fVqlWUL1+euXPn8ueff6YrpHazzFrjkMeN0DLjuV9mvEqVKvj7+1O0aNEM/0+u0TLjBbfMuEMHs40xnYFpgAvwqYh8eN3zTwKjUhajgYEiEuzImAqyMmXKMHz4cI4cOcKkSZNsVTgLiuTkZNauXWu7+3Xfvn3pKnXWrVuX6OhoLl++zN69e3nllVey3e67775LuXLl2LNnD4Bt7u+sHDp0iDVr1uDi4oLFYmHJkiX079+frVu3UqtWLapWrcr//d//MXz4cO6++25CQ0Pp1KkT+/fvT7OdawUO9+zZw4EDB7j//vs5dOgQy5cvp2vXruzatSvdvocOHUq7du1YsmQJycnJREdHp3m+ePHiLFmyhLJly3LhwgVatWrFww8/zG+//Ua1atX45ZdfAOsYVkREBEuWLOHAgQMYY9IkvBv1119/MXfuXNvy559/TsWKFYmNjcXf35/u3bvj7u7O1atX8fX15Z133mH//v2MHz+ev/76i6JFizJo0CAWLFhA3759ef/996lYsSLJyckEBASwe/fudF96Jk6cyIIFC9LFcs899zB9+vQ0606fPo2Hh4dt+Y477rB96UjNz8+PxYsX89JLL7FkyRKuXLnCxYsX8fPz4+233+bll18mJiaG9evX06BBA8A6T3y9evUIDg4ukNVjHZYojDEuwCygI3AK2G6MWS4iIamaHQPaicglY8wDwCdAS0fFVNCEh4fz6quvEhAQQJ8+fQAYM2aMw6q7SoBzyr1omfG0crvMuL20zLiWGb8ZLYAjInJURBKAhcAjqRuIyGYRufb17W/gjuw2Gl4mGvo0yPFg8xOLxcKnn35K/fr1mT9/Pm+88QaJiYnAjX1A5hdaZvzG5HSZcXtpmfGCW2bckYmiOnAy1fKplHWZeRZYmdETxpgXjDE7jDE7QitfgskdcjDM/GXv3r3cc889PP/881y6dIn77ruPtWvXZnv+uCAoV64c06dPZ9KkSSQmJvLkk0/y559/smbNGsD6bXTo0KGMHDkSsH7bHDduHIcOHQKsH9yTJ09Ot93777+fmTNn2pavnXqqWrUq+/fvt51ayowxhm7duvHyyy/j7e2Nu7t7htvN6DTSPffcYzt1cujQIUJDQ6lfv36W70NAQAAff/wxYD0dd/1VRlFRUVSpUoWiRYuyfv16Tpw4AcCZM2coWbIkTz31FCNGjGDnzp1ER0cTFRXFgw8+yNSpUzOM0V7169fn6NGjthgqVKhAyZIlOXDgAH///Xemx/Ljjz9y/vx5wNorOXHiBJcvX6ZUqVKUK1eOc+fOsXJlhh8NvPrqq7Ykk/px/WkngE6dOrF69WouXbrEpUuXWL16NZ06dUrX7sKFC7aE98EHH/DMM88A1vf64sWLAOzevZvdu3fbxsfA+v/n4+Nj79uVv9zsKHh2D+AJrOMS15b7ADMyaXsvsB9wz3a7hXQq1JiYGBk5cqS4uroKIFWrVpVvv/02TUltR8hrVz2JaJnx3C4zHhYWJtWrV5cyZcpIuXLlpHr16hnOUaJlxrXM+A0zxrQGxopIp5Tl11MS0wfXtWsELAEeEJFD2W63vhE5mL9Ko+eE+Ph4GjduzMGDBxk4cCDvv/8+5cuXd/h+tcy4speWGS+4ZcYdedXTdsDTGFMbOA30Av4vdQNjTA3gJ6CPPUmisDl16hQlS5akYsWKuLm58eWXXwLQsqWO96u8J3WZ8cJWQbZ8+fK2C0oKIoeNUYhIEjAYWIX1tNL3IrLPGBNojAlMafYm4A7MNsbsMsbsyGRzhUpSUhJTpkzB29s7zRUdLVu21CSh8jQtM14wOfTIRORX4Nfr1s1J9fNzwHOOjCG/2bp1KwMGDCA42Ho7SVRUFElJSQX6l1AplbfluzuzvU9VhYBF2TfMZyIjIxk0aBCtW7cmODiYmjVrsmLFCn788UdNEkopp8p3n0AlE4rB7nBnh5GjLl26RIMGDTh79iyurq688sorjBkzJs21+kop5Sz5LlEURBUqVOCBBx7g0KFDfPzxxzRs2NDZISmllE2+O/VUEMTHx/POO+/wxx9/2NbNnDmTjRs3apK4ScuXL7cVAyzMvvzySypXrkzjxo3x8vJKV6L8k08+wcvLCy8vL1q0aMGff/5pey4xMZHXXnsNT09PfH19adGiRaY3ujnTsGHD2Lhxo7PDyNQbb7yBh4dHtmXfP/jgA+rVq0f9+vVZtWqVbf21u+fr1avH0KFDbXfvz5w5ky+++MKhsWfqZm/AcNajZM2iIrvO3dDNJ3nJ2rVr5c477xRAvL29c7XM8s1Id+NOpRlpH5mZvydtu+FrHRvoDbBYLJKcnOy0/TuqNLmIyBdffCEvvviiiIhcuHBB3N3dJTQ0VET+u/kwPDxcRESCgoLEw8NDwsLCRERk1KhR0rdvX9sNZmfPnpVFixblaHy3+vt+8eJFadmy5Q29xpHvd0a2bNkiZ86cybLs+759+6RRo0YSFxcnR48elTp16tjeG39/f9m8ebNYLBbp3Lmz/PrrryJiLaPfuHFju2Io9GXGY9wSwS//VUU9f/48ffr0ISAggEOHDuHl5cXs2bNtNW9Uxo4fP46XlxfPPfccvr6+PPnkk6xZs4a77roLT09Ptm3bBli/SQ8ePBjIuAz38ePH8fb2ZtCgQTRt2pSTJ0/y6quv4uvrS8OGDdNMQpPatm3baNOmDU2aNKFNmzYcPHgQsF6qvG/fPlu79u3bExQUxNWrV3nmmWfw9/enSZMmthLVX375JU888QQPPfQQ999/f6alwMFazdbLy4uOHTvSu3dv22RB//77L507d6ZZs2a0bduWAwcOZPneubu7U69ePcLCwgAYP348EydOpFKlSgA0bdqUfv36MWvWLGJiYpg3bx4zZszAzc0NsJYw6dGjR7rtXiuM5+fnR4sWLbhy5Uqa9x+ga9eubNiwAUhbVnzcuHFptrlhwwYeeughAFavXk3r1q1p2rQpTzzxRLqquGAt9566HtU777yDv78/vr6+vPDCC7Zv3+3bt2f06NG0a9eOadOmERQURLt27WjWrBmdOnWyvSfz5s3D398fPz8/unfvTkxMTJbvqT1atWrF7bffnmWbZcuW0atXL9zc3Khduzb16tVj27ZthIWFcfnyZVq3bo0xhr59+7J06VLAWka/Vq1att/5XHWzGcZZj/xWwiM5OVnmzp0r5cuXF0CKFy8u7733nsTHxzs7NLs4u0dx7NgxcXFxkd27d0tycrI0bdpU+vfvLxaLRZYuXSqPPPKIiKT9Jt2jRw+ZMmWKiFi/wUZGRsqxY8fEGGMrD/Hjjz/KfffdJ0lJSXL27Fnx8PCQM2fOpNt/VFSU7Rvp77//Lo899piIiEyePFnefPNNERE5c+aMeHp6iojI66+/Ll9//bWIiFy6dEk8PT0lOjpavvjiC6levbpcvHhRRKzfcq+VwQgPD5e6deuKxWKR7du3i5+fn8TExMjly5elXr16tsmCOnToIIcOHRIRkb///lvuvffedPGmfh9OnDghfn5+EhsbKyIiFSpUkMjIyDTtly5dKt26dZPg4GC7vq3Gx8dL7dq1Zdu2bWnen9T7FRHp0qWLrWQHYOuZJCYmioeHh0RHR4uISGBgoHz99dcSHh4ubdu2ta3/8MMP5e233063/759+8ry5ctty9feTxGRp556yvZcu3btZODAgSIikpCQIK1bt5bz58+LiLVkSP/+/UXE2uu65o033pDp06en2+e6devEz88v3aN169ZZvldZ9ShefPFF2++JiMgzzzwjP/zwg2zfvl0CAgJs6zdu3ChdunSxLb/33nsyadKkLPcrkvM9Ch3MdrCoqCjeeOMNIiMj6dSpE7NmzaJu3brODitfqV27tm3sxsfHh4CAAIwxNGzYkOPHj6drn1EZ7kuXLlGzZk1atWoFWMt79+7dGxcXF6pWrUq7du3Yvn07Dz/8cJptRUVF0a9fPw4fPowxxlalt0ePHnTs2JG3336b77//nieeeAKwfitevny5rRcQFxdHaGgogG3SHMi8FPiff/7JI488YqtCeu3bdnR0NJs3b7btB6xjXRlZtGgR69ev5+DBg8ybN4/ixYtn+t6KZF6qPSMHDx7k9ttvt5UFt+fmutRlxV1dXencuTMrVqzg8ccf55dffmHChAn88ccfhISEcNdddwGQkJBA69at020rLCyMypUr25bXr1/PhAkTiImJISIiAh8fH9t7dq3c+8GDB9m7d6+tPH1ycrLtG//evXv53//+R2RkJNHR0RkWCbz33ntvqVhiRiSD0knGmEzXX1OlSpVse5KOoInCAa5evYqrqytubm5UqFCBOXPmkJyczBNPPJH/y4CHD86+DUBfX+sjB1w7FQLWCWKuLRcpUuSGZhRLfblxRn+QYJ1IaN68eQD8+uuvjBkzhnvvvZclS5Zw/Phx2rdvD0D16tVxd3dn9+7dLFq0yDZhj4iwePHidBVgt27dmmb/qUuBFy1alFq1ahEXF5dpXBaLAcwhgwAAGQJJREFUhfLly9v1gdWzZ09mzpzJli1b6NKlCw888AC33XYbDRo0ICgoiA4d/qu+vHPnTho0aEC9evUIDQ1NN1/G9TJLLKlLjEPasuypy4pfi2/WrFlUrFgRf39/ypQpg4jQsWNHvvvuuyyPrUSJErZtx8XFMWjQIHbs2IGHhwdjx45Ns99r77eI4OPjw5YtW9Jt7+mnn2bp0qX4+fnx5Zdf2k6XpbZ+/XqGDx+ebn3JkiXTzS5or8xKnt9xxx1p5ui+vhS6s0qZ57sxirxu+fLlNGjQgAkTJtjWde/enR49euT/JJFPZFeGG6zlvRctWkRycjLh4eFs3LiRFi1a8OKLL9pKVVerVo2oqCiqV7dWx79Wa+uaXr16MWHCBKKiomw9nk6dOjFjxgzbB/4///yTYYyZlQK/++67WbFiBXFxcURHR/9/e+ceX9OZ7vHvg6RoFR9Rk2koShsJuRBxL1qMYtJoTTGtUhXjcuip00loT8tHZ07UbQ41tLQGJyodOjWdnmmV0xZjqg0avaAorSJFpNOkDZLIc/5YKysXe+9skeydxPv9fNYne+31rvd91pO11/Pe1u91VqO7+eabadOmDRs3bgSsh1/R2/vu6NGjB2PGjGHJkiUAJCYmkpSU5Ehlp6ens2bNGqZMmULDhg157LHHmD59Onl5eYBVe09JSSmVZ2hoKKdPnyYtLQ2wlt8tKCigdevWpKenU1hYyLfffuuxH71fv37s27ePVatWObX+7t27s2vXLo4ePQpAbm6uIw9fkg4dOjhpioJCUFAQP/74I5s2bXJZ3p133sm5c+ecQJGfn++ML+Xk5BAcHEx+fr7LlfKguEVRdqtokACIi4sjNTWVS5cucfz4cY4cOUJsbCzBwcE0atSI3bt3o6qsW7eu1PKyhw8fpmPHyqmAXQ01LlA0vBQA+8/624wrOHHiBPHx8dx3332cOHGCLVu2lKphGXzHkiVLeP/99+nUqRNdunQpNehcxPDhw4mIiCAyMpK7776b+fPn87Of/eyKdImJicyaNYtevXo5azkXMWLECFJTU0sNzj7zzDPk5+cTERFBx44deeaZZ1za+NBDD7Fnzx5iYmJYv369s653165diYuLIzIykvvvv5+YmBhn0Zz169fzyiuvEBkZSXh4eKkBcHckJSXxpz/9iZycHOLi4hg/fjw9e/YkNDSUhIQEUlJSnG6Y3/3udzRv3pywsDA6duxIfHx8qW4egMDAQF577TWmTZtGZGQkAwcO5OLFi/Tq1cvpInzyySfp3LmzW5vq1q3LsGHDePvtt50V9Zo3b86aNWsYPXo0ERERdO/e3WUXy9ChQ51af5MmTUhISKBTp07Ex8c73WFlCQwMZNOmTSQlJREZGUlUVJTzkH/uuefo1q0bAwcOdP4H10piYiIhISHk5uYSEhLCnDlzAKsS+eyzzwJWF+qDDz5IWFgYgwcP5o9//KPT6lqxYgUTJkygXbt23H777dx7771O3rt27WLAgAGVYudVUdHBDX9tXeq19DyI6mPy8vJ0wYIF2rBhQwW0UaNGumTJkmo/7dVbqsN6FNcbOTk5qmpNh+zSpYvu3bvXzxZVL3r16qXff/+9v83wOfv27dOHH37Yq7RmMLsakZmZ6Sz6DtY6yn/4wx+crgqDoSJMnDiRAwcOcPHiRcaOHeuxdn49smjRIk6cOOGT9ViqE5mZmTz33HN+KdsEimugWbNmBAUF0aZNG5YtW8aQIUP8bZKhFvDqq6/624RqzfUqtV80a8sf1LhAkRuYBxHNy09YBagq69evJzY2ljvuuAMRISUlhcaNG9OwYUO/2GQwGAxVTY0bzD4Ycgb+b6TPy/3yyy8ZMGAAY8aMYcqUKc6sluDgYBMkDAZDrabGBQpfc/HiRWbPnk1ERATvvfcezZo14+GHH/a3WQaDweAzalzXky/Ztm0bkydPduZtjx8/nvnz59OsWTM/W2YwGAy+w7Qo3HDmzBmGDRvG0aNHCQsLY8eOHbzyyismSBhqDF9//TUNGjQgKiqKsLAwHnnkEUeCBCwZk9jYWEd2fOXKlaXOX7duHR07diQ8PJywsDBHlqQ6sXnzZubOnetvM9yyceNGwsPDqVOnDnv27HGb7p133uHOO++kXbt2peTys7KyGDhwIO3bt2fgwIF8//33AHz22WeMGzeuqs0vpqLzav21VaUo4OXLl7WwsNDZf/755zU5ObnGCPhVBWXnY8OcUps7XnppT6l0CQlvuk3rb/z5zktVSp4fP35cw8PDVdW6xv79+2tKSoqqqmZkZGjLli2ddzTOnTunnTt31rfeektVVf/+979rdHS0njp1SlVVL1y4oCtXrqxU+ypD/rtHjx6ObLqvyrwaDhw4oIcOHdK+fftqWlqayzQFBQXatm1b/eqrr/TSpUsaERGhX3zxhaqq/va3v9Xk5GRVVU1OTtbExETnvHvuuUe/+eYbt+WWhetJZryqSE9Pp2fPnqUkCxITE5k5cyaBgYF+tOz6xluZcXdy4JcvX+bJJ5+kU6dORERE8MILLwDQunVr5s6dS+/evdm4cSMbNmygU6dOdOzYkaSkJJe2uJMGT0pKYvny5U66OXPmsGjRIgAWLFhA165diYiIYPbs2c41lZU8nzx5MjExMYSHhzvpwNKbCg0NpXfv3kyfPt15k9mdnLk76tatS2xsLKdOnQIsTatx48Y572gEBQUxf/58pzabnJzMwoULHZ2h+vXrk5CQcEW+7iTdS8pMLFy40Hk7uaT89+9//3tat27tKBjk5ubSsmVL8vPzvZJUP3z4MDfccIMjm/63v/2Nbt26ER0dzYABAzhz5ozz/5g4cSKDBg3ikUce4dy5czzwwAN07dqVrl27smvXLsD9PXQtdOjQ4Qrdr7J8/PHHtGvXjrZt2xIYGMioUaOc/+df//pXxo4dC8DYsWMdyXGwBCNTU1Ov2UavqGiE8dfWqmnTSl0EJzs7W5944gmtU6eOAhoVFVWqVXG94+8Whbcy4+7kwJcvX67333+/c6xIlvq2227T559/XlVVT506pS1bttSzZ89qfn6+9u/fX994440rbHEnDb5v3z696667nHQdOnTQb775Rrds2aIJCQlOq2Ho0KG6ffv2KyTPS9pVUFCgffv21f379+uFCxc0JCREjx07pqqqo0aNciSn3cmZl/VdUYviwoUL2q9fP92/f7+qqg4fPlw3b95cKv2//vUvbdq0qaq6liR3hTtJ96JyVVUXLFigs2fPVtXS8t+qqnFxcfree++pqiX//dhjj6mqd5Lqq1ev1hkzZjj7WVlZzm931apVzrHZs2dr586dNTc3V1VVR48erTt37lRVS4o9NDRUVd3fQyXJzs52KTkeGRnptAJc4alFsXHjRue6VVXXrVvnSLY3bty4VNomTZo4n//xj3/osGHDXOZ53b+Z3TznJvifA7D47vITe0BV2bx5M9OnT+fkyZPUqVOHxx9/nLlz5xrxvmqGNzLj7uTAt23bxqRJk6hXz7rVi2S+oViGOi0tjX79+jm6Rg899BA7duwgPj6+lB2qrqXBo6OjOXv2LKdPn+bcuXM0bdqUVq1asXTpUt59912io6MBq0Vy5MgRWrVqVUryHODPf/4zK1eupKCggIyMDA4cOEBhYSFt27alTZs2AIwePdoZR3AnZ96hQ4dSNn/11VdERUVx5MgRRowYQUREhHMtru7zq7333Um6e6LI70WfX3vtNfr3709qaipTpkzxWlK9rOT4yZMnGTlyJBkZGeTl5Tl+A0uEr0h1ddu2bRw4cMA5lp2dTU5Ojtt7qCSNGjXymeR4edxyyy2cPn26Um1xR40LFJVBZmYmjz76KG+99RYAMTExvPTSS0YqwQtUZ5efCJg4sQsTJ3aplDK9kRl3Jwfu7oEIpWWoXfHRRx/xm9/8BrBWUsvKynIpDQ6WQOCmTZv47rvvGDVqlJPvrFmznDyK+Prrr0tJjh8/fpyFCxeSlpZG06ZNGTdunEfJ8aK8XcmZl+X2228nPT2djIwM+vXrx5tvvklcXBzh4eHs2bOn1Pobe/fuJSwsDLACcllJcm/xJDkOpeXe4+LimDVrFllZWU55P/30k1eS6g0aNOCHH35w9qdNm8aMGTOIi4vjgw8+cLq7ypZZWFjIhx9+eIVc97Rp01zeQyXJycmhT58+Lu159dVXHf9dDe4kx8FaZTAjI4Pg4GAyMjK45Zbi1T19KTl+XY5RNGrUiKNHj3LzzTezbNkydu/ebYJEDcedHPigQYN48cUXnYCSlZV1xbndunVj+/btZGZmcvnyZTZs2EDfvn3p1q2bIykdFxfnVhocLMnx1NRUNm3axIgRIwBLcnz16tXOkp6nTp3i7NkrlY+zs7O58cYbady4MWfOnOHtt98GLEnvY8eOOa2mksu1eitnXkRwcDDz5s0jOTkZgKlTp7JmzRrnYXz+/HmSkpJITEwEYNasWSQmJvLdd98BVo1+6dKlV+TrStK9RYsWnD17lvPnz3Pp0iWnQuaKm266idjYWB5//HGGDRtG3bp1vZZULyk5DqXvgbVr17otc9CgQSxbtszZL/KBJ0n5IopaFK62igQJsBSDjxw5wvHjx8nLyyM1NdUJ4HFxcc61rF271m+S4zUuUHwTlAWL+l31ebt27XJ0+G+44QZSU1M5dOgQU6dONetW1wLcyYFPmDCBVq1aOZLirnSUgoODSU5Opn///kRGRtK5c+dSP8gi3EmDg1UDz8nJ4dZbb3VkuwcNGsSvf/1revToQadOnRgxYgQ5OTlX5BsZGUl0dDTh4eGMHz/eWeWtQYMGLF++nMGDB9O7d29atGjhSI57K2dekvj4eHJzc9m5cyfBwcGkpKSQkJBAaGgoPXv2ZPz48c7qcEOGDGHq1KkMGDCA8PBwunTp4nKRKFeS7gEBAc4a2cOGDStXvnvkyJGkpKSU6pLyRlL9rrvu4pNPPnGC5Zw5c/jVr35Fnz59nAFuVyxdupQ9e/YQERFBWFgYL774IuBZUr6ivPHGG4SEhDiLSBWtoHf69GlHG65evXosW7aMX/ziF3To0IEHH3yQ8PBwAGbOnMnWrVtp3749W7duZebMmU7e77//PkOHDq0UO8ulooMb/tqudnpsZmamTpgwQYFSA0YG7zAy4/6lSHK8sLBQJ0+erIsXL/azRdWL6dOn69atW/1ths+5ePGiduvWze10XzM91ktUlbVr1xIaGsrLL79MQEAAP//5zz32+xoM1Y1Vq1YRFRVFeHg4P/zwwxXjHdc7Tz31FLm5uf42w+ecOHGCefPmOZM0qhqpaQ9OuVNUv/Rs86FDh5g0aRLbt28HrLnbK1asqLQVrK4nDh48eMVMGoPBUL1x9bsVkb2qGlOR/GrdrKeTJ08SGRlJXl4eQUFBLFq0iDFjxpgpr9eAepg5ZDAYqhdVUfmvdYEiJCSEMWPGUKdOHebNm1dq3rzh6qlfvz7nz5+nWbNmJlgYDNUcVeX8+fPUr1+/UvOt8V1PGRkZPPHEE0yaNMmZ91xYWEidOrV2+MWn5Ofnc/LkySvmwhsMhupJ/fr1CQkJISAgoNT311XXU5djLaH5Mi5/N5kVK1bw9NNPk52dzdGjR0lLS0NETJCoRAICAkq94WowGK4/qvSJKiKDReRLETkqIjNdHBcRWWof/1REvHrrbV/Bt3Tv3p1p06aRnZ3NL3/5S15//XXTNWIwGAxVQJV1PYlIXeAwMBA4CaQBo1X1QIk0Q4BpwBCgG7BEVT2unN6iTiPN1J8oRAkJCeGFF17gvvvuM0HCYDAYPHAtXU9V2aKIBY6q6jFVzQNSgbKvu94HrLPfB9kNNBGRYE+ZZmkugjBjxgwOHjxIfHy8CRIGg8FQhVTlGMWtwLcl9k9itRrKS3MrkFEykYhMBCbau5eAzxcvXszixYsr1eAaSBCQ6W8jqgnGF8UYXxRjfFGMZwVJD1RloHBVzS/bz+VNGlR1JbASQET2VLT5VNswvijG+KIY44tijC+KERH3a7GWQ1V2PZ0EWpbYDwHKiqd7k8ZgMBgMfqQqA0Ua0F5E2ohIIDAKeLNMmjeBR+zZT92BH1Q1o2xGBoPBYPAfVdb1pKoFIvJvwBagLrBaVb8QkUn28ReBv2PNeDoK5AKPepH1yioyuSZifFGM8UUxxhfFGF8UU2Ff1Lg3sw0Gg8HgW8wrzAaDwWDwiAkUBoPBYPBItQ0UVSX/URPxwhcP2T74VET+KSKR/rDTF5TnixLpuorIZREZ4Uv7fIk3vhCRfiKSLiJfiMh2X9voK7z4jTQWkb+JyH7bF96Mh9Y4RGS1iJwVkc/dHK/Yc7OiS+NV5YY1+P0V0BYIBPYDYWXSDAHexnoXozvwkb/t9qMvegJN7c/3Xs++KJHuPazJEiP8bbcf74smwAGglb1/i7/t9qMvngKetz83B7KAQH/bXgW+uAvoDHzu5niFnpvVtUVRJfIfNZRyfaGq/1TV7+3d3Vjvo9RGvLkvwNIPex0460vjfIw3vvg18BdVPQGgqrXVH974QoFGYun93IQVKAp8a2bVo6o7sK7NHRV6blbXQOFO2uNq09QGrvY6H8OqMdRGyvWFiNwKDAde9KFd/sCb++IOoKmIfCAie0XkEZ9Z51u88cUyoAPWC72fAY+raqFvzKtWVOi5WV3Xo6g0+Y9agNfXKSL9sQJF7yq1yH9444v/BpJU9XItF4v0xhf1gC7APUAD4EMR2a2qh6vaOB/jjS9+AaQDdwO3A1tFZKeqZle1cdWMCj03q2ugMPIfxXh1nSISAbwM3Kuq531km6/xxhcxQKodJIKAISJSoKqbfWOiz/D2N5Kpqj8BP4nIDiASS/6/NuGNLx4F5qnVUX9URI4DocDHvjGx2lCh52Z17Xoy8h/FlOsLEWkF/AUYUwtriyUp1xeq2kZVW6tqa2ATMKUWBgnw7jfyV6CPiNQTkYZY6s0HfWynL/DGFyewWlaISAssJdVjPrWyelCh52a1bFFo1cl/1Di89MWzQDNguV2TLtBaqJjppS+uC7zxhaoeFJF3gE+BQuBlVXU5bbIm4+V98RywRkQ+w+p+SVLVWic/LiIbgH5AkIicBGYDAXBtz00j4WEwGAwGj1TXrieDwWAwVBNMoDAYDAaDR0ygMBgMBoNHTKAwGAwGg0dMoDAYDAaDR0ygMFRLbOXX9BJbaw9pf6yE8taIyHG7rH0i0qMCebwsImH256fKHPvntdpo51Pkl89tNdQm5aSPEpEhlVG24frFTI81VEtE5EdVvamy03rIYw3wlqpuEpFBwEJVjbiG/K7ZpvLyFZG1wGFV/b2H9OOAGFX9t8q2xXD9YFoUhhqBiNwkIv9n1/Y/E5ErVGNFJFhEdpSocfexvx8kIh/a524UkfIe4DuAdva5M+y8PheRf7e/u1FE/tde2+BzERlpf/+BiMSIyDyggW3HevvYj/bf10rW8O2WzAMiUldEFohImljrBPzGC7d8iC3oJiKxYq1F8on99077LeW5wEjblpG27avtcj5x5UeD4Qr8rZ9uNrO52oDLWCJu6cAbWCoCN9vHgrDeLC1qEf9o//0P4Gn7c12gkZ12B3Cj/X0S8KyL8tZgr10B/Ar4CEtQ7zPgRixp6i+AaOABYFWJcxvbfz/Aqr07NpVIU2TjcGCt/TkQS8mzATAR+E/7+xuAPUAbF3b+WOL6NgKD7f2bgXr25wHA6/bnccCyEuf/F/Cw/bkJlu7Tjf7+f5utem/VUsLDYAAuqGpU0Y6IBAD/JSJ3YclR3Aq0AL4rcU4asNpOu1lV00WkLxAG7LLlTQKxauKuWCAi/wmcw1LhvQd4Qy1RPUTkL0Af4B1goYg8j9VdtfMqruttYKmI3AAMBnao6gW7uytCilfkawy0B46XOb+BiKQDrYG9wNYS6deKSHssNdAAN+UPAuJE5El7vz7QitqpAWWoJEygMNQUHsJamayLquaLyNdYDzkHVd1hB5KhwP+IyALge2Crqo72oozfquqmoh0RGeAqkaoeFpEuWJo5ySLyrqrO9eYiVPWiiHyAJXs9EthQVBwwTVW3lJPFBVWNEpHGwFvAVGAplpbR+6o63B74/8DN+QI8oKpfemOvwQBmjMJQc2gMnLWDRH/gtrIJROQ2O80q4BWsJSF3A71EpGjMoaGI3OFlmTuAePucG7G6jXaKyM+BXFVNARba5ZQl327ZuCIVS4ytD5aQHfbfyUXniMgddpkuUdUfgOnAk/Y5jYFT9uFxJZLmYHXBFbEFmCZ280pEot2VYTAUYQKFoaawHogRkT1YrYtDLtL0A9JF5BOscYQlqnoO68G5QUQ+xQocod4UqKr7sMYuPsYas3hZVT8BOgEf211ATwO/c3H6SuDTosHsMryLtbbxNrWW7gRrLZEDwD4R+Rx4iXJa/LYt+7FktedjtW52YY1fFPE+EFY0mI3V8giwbfvc3jcYPGKmxxoMBoPBI6ZFYTAYDAaPmEBhMBgMBo+YQGEwGAwGj5hAYTAYDAaPmEBhMBgMBo+YQGEwGAwGj5hAYTAYDAaP/D+sL5qn6FvdOgAAAABJRU5ErkJggg==\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], -======= "metadata": { "collapsed": false }, "outputs": [], ->>>>>>> 0774f10a39f1d01786cbca8cb3aa753f1be28a8e "source": [ "from sklearn.ensemble import AdaBoostClassifier\n", "\n", @@ -1378,75 +1239,10 @@ { "cell_type": "code", "execution_count": 12, -<<<<<<< HEAD - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", - " return f(**kwargs)\n", - "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", - " return f(**kwargs)\n", - "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", - " return f(**kwargs)\n", - "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", - " return f(**kwargs)\n", - "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:73: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", - " return f(**kwargs)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Max depth: 1\n", - "Error: 0.47076308283548185\n", - "Bias^2: 0.2284124081315028\n", - "Var: 0.24235067470397903\n", - "0.47076308283548185 >= 0.2284124081315028 + 0.24235067470397903 = 0.47076308283548185\n", - "Max depth: 2\n", - "Error: 0.4849069065516361\n", - "Bias^2: 0.2282699480484213\n", - "Var: 0.2566369585032148\n", - "0.4849069065516361 >= 0.2282699480484213 + 0.2566369585032148 = 0.48490690655163604\n", - "Max depth: 3\n", - "Error: 0.4849031575754749\n", - "Bias^2: 0.2282697678967181\n", - "Var: 0.2566333896787568\n", - "0.4849031575754749 >= 0.2282697678967181 + 0.2566333896787568 = 0.4849031575754749\n", - "Max depth: 4\n", - "Error: 0.4849031575754749\n", - "Bias^2: 0.2282697678967181\n", - "Var: 0.2566333896787568\n", - "0.4849031575754749 >= 0.2282697678967181 + 0.2566333896787568 = 0.4849031575754749\n", - "Max depth: 5\n", - "Error: 0.4849031575754749\n", - "Bias^2: 0.2282697678967181\n", - "Var: 0.2566333896787568\n", - "0.4849031575754749 >= 0.2282697678967181 + 0.2566333896787568 = 0.4849031575754749\n" - ] - }, - { - "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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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], -======= "metadata": { "collapsed": false }, "outputs": [], ->>>>>>> 0774f10a39f1d01786cbca8cb3aa753f1be28a8e "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -1632,112 +1375,10 @@ { "cell_type": "code", "execution_count": 14, -<<<<<<< HEAD - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", - "Parameters: { colsaobjective } might not be used.\n", - "\n", - " This may not be accurate due to some parameters are only used in language bindings but\n", - " passed down to XGBoost core. Or some parameters are not used but slip through this\n", - " verification. Please open an issue if you find above cases.\n", - "\n", - "\n", - "Max depth: 0\n", - "Error: 0.2590898212261456\n", - "Bias^2: 0.2590898212261456\n", - "Var: 0.0\n", - "0.2590898212261456 >= 0.2590898212261456 + 0.0 = 0.2590898212261456\n", - "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", - "Parameters: { colsaobjective } might not be used.\n", - "\n", - " This may not be accurate due to some parameters are only used in language bindings but\n", - " passed down to XGBoost core. Or some parameters are not used but slip through this\n", - " verification. Please open an issue if you find above cases.\n", - "\n", - "\n", - "Max depth: 1\n", - "Error: 0.2852485068040357\n", - "Bias^2: 0.23664679710500547\n", - "Var: 0.04860170558094978\n", - "0.2852485068040357 >= 0.23664679710500547 + 0.04860170558094978 = 0.28524850268595525\n", - "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", - "Parameters: { colsaobjective } might not be used.\n", - "\n", - " This may not be accurate due to some parameters are only used in language bindings but\n", - " passed down to XGBoost core. Or some parameters are not used but slip through this\n", - " verification. Please open an issue if you find above cases.\n", - "\n", - "\n", - "Max depth: 2\n", - "Error: 0.2888800602333018\n", - "Bias^2: 0.23758947053969898\n", - "Var: 0.051290594041347504\n", - "0.2888800602333018 >= 0.23758947053969898 + 0.051290594041347504 = 0.2888800645810465\n", - "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", - "Parameters: { colsaobjective } might not be used.\n", - "\n", - " This may not be accurate due to some parameters are only used in language bindings but\n", - " passed down to XGBoost core. Or some parameters are not used but slip through this\n", - " verification. Please open an issue if you find above cases.\n", - "\n", - "\n", - "Max depth: 3\n", - "Error: 0.28893355318305924\n", - "Bias^2: 0.2376139295544739\n", - "Var: 0.05131961777806282\n", - "0.28893355318305924 >= 0.2376139295544739 + 0.05131961777806282 = 0.28893354733253673\n", - "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", - "Parameters: { colsaobjective } might not be used.\n", - "\n", - " This may not be accurate due to some parameters are only used in language bindings but\n", - " passed down to XGBoost core. Or some parameters are not used but slip through this\n", - " verification. Please open an issue if you find above cases.\n", - "\n", - "\n", - "Max depth: 4\n", - "Error: 0.2889074158890977\n", - "Bias^2: 0.23760426014520428\n", - "Var: 0.05130314826965332\n", - "0.2889074158890977 >= 0.23760426014520428 + 0.05130314826965332 = 0.2889074084148576\n", - "[10:52:58] WARNING: /Users/travis/build/dmlc/xgboost/src/learner.cc:480: \n", - "Parameters: { colsaobjective } might not be used.\n", - "\n", - " This may not be accurate due to some parameters are only used in language bindings but\n", - " passed down to XGBoost core. Or some parameters are not used but slip through this\n", - " verification. Please open an issue if you find above cases.\n", - "\n", - "\n", - "Max depth: 5\n", - "Error: 0.2889074158890977\n", - "Bias^2: 0.23760426014520428\n", - "Var: 0.05130314826965332\n", - "0.2889074158890977 >= 0.23760426014520428 + 0.05130314826965332 = 0.2889074084148576\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "ename": "ExecutableNotFound", - "evalue": "failed to execute ['dot', '-Tpng'], make sure the Graphviz executables are on your systems' PATH", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/graphviz/backend.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(cmd, input, capture_output, check, encoding, quiet, **kwargs)\u001b[0m\n\u001b[1;32m 163\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 164\u001b[0;31m \u001b[0mproc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msubprocess\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstartupinfo\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mget_startupinfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 165\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.6/subprocess.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, args, bufsize, executable, stdin, stdout, stderr, preexec_fn, close_fds, shell, cwd, env, universal_newlines, startupinfo, creationflags, restore_signals, start_new_session, pass_fds, encoding, errors)\u001b[0m\n\u001b[1;32m 728\u001b[0m \u001b[0merrread\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrwrite\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 729\u001b[0;31m restore_signals, start_new_session)\n\u001b[0m\u001b[1;32m 730\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.6/subprocess.py\u001b[0m in \u001b[0;36m_execute_child\u001b[0;34m(self, args, executable, preexec_fn, close_fds, pass_fds, cwd, env, startupinfo, creationflags, shell, p2cread, p2cwrite, c2pread, c2pwrite, errread, errwrite, restore_signals, start_new_session)\u001b[0m\n\u001b[1;32m 1363\u001b[0m \u001b[0merr_msg\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;34m': '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mrepr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merr_filename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1364\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mchild_exception_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merrno_num\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr_msg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr_filename\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1365\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mchild_exception_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merr_msg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'dot': 'dot'", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mExecutableNotFound\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 41\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 42\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 43\u001b[0;31m \u001b[0mxgb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_tree\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxg_clf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mnum_trees\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 44\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrcParams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'figure.figsize'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 45\u001b[0m \u001b[0msave_fig\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"xgtree\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/xgboost/plotting.py\u001b[0m in \u001b[0;36mplot_tree\u001b[0;34m(booster, fmap, num_trees, rankdir, ax, **kwargs)\u001b[0m\n\u001b[1;32m 246\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 247\u001b[0m \u001b[0ms\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBytesIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 248\u001b[0;31m \u001b[0ms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpipe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'png'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 249\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mseek\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 250\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m 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"\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/graphviz/backend.py\u001b[0m in \u001b[0;36mpipe\u001b[0;34m(engine, format, data, renderer, formatter, quiet)\u001b[0m\n\u001b[1;32m 242\u001b[0m \"\"\"\n\u001b[1;32m 243\u001b[0m \u001b[0mcmd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcommand\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mformatter\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 244\u001b[0;31m \u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minput\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcapture_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcheck\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mquiet\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mquiet\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 245\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 246\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/anaconda3/lib/python3.6/site-packages/graphviz/backend.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(cmd, input, capture_output, check, encoding, quiet, **kwargs)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mOSError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 166\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrno\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0merrno\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mENOENT\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 167\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mExecutableNotFound\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcmd\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 168\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 169\u001b[0m \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mExecutableNotFound\u001b[0m: failed to execute ['dot', '-Tpng'], make sure the Graphviz executables are on your systems' PATH" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], -======= "metadata": { "collapsed": false }, "outputs": [], ->>>>>>> 0774f10a39f1d01786cbca8cb3aa753f1be28a8e "source": [ "\n", "import matplotlib.pyplot as plt\n", @@ -1941,38 +1498,9 @@ "save_fig(\"xgparams\")\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], -<<<<<<< HEAD - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.8" - } - }, -======= "metadata": {}, ->>>>>>> 0774f10a39f1d01786cbca8cb3aa753f1be28a8e "nbformat": 4, "nbformat_minor": 4 }