{ "cells": [ { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "import sys\n", "import numpy as np\n", "import scipy as sp\n", "import matplotlib.pyplot as plt\n", "import statsmodels.api as sm\n", "from statsmodels.tools import add_constant\n", "from statsmodels.regression.linear_model import RegressionResults\n", "import seaborn as sns\n", "import sklearn as sk\n", "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.model_selection import KFold\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.linear_model import Ridge\n", "from sklearn.linear_model import Lasso\n", "from sklearn.preprocessing import PolynomialFeatures\n", "from sklearn.neighbors import KNeighborsRegressor\n", "from sklearn.decomposition import PCA\n", "from sklearn import tree\n", "from sklearn import ensemble\n", "sns.set(style=\"ticks\")\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#-------- fit_and_plot_dt\n", "# Fit decision tree with on given data set with given depth, and plot the data/model\n", "# Input: \n", "# fname (string containing file name)\n", "# depth (depth of tree)\n", "\n", "def fit_and_plot_dt(x, y, depth, title, ax, plot_data=True, fill=True, color='Greens'):\n", " # FIT DECISION TREE MODEL\n", " dt = tree.DecisionTreeClassifier(max_depth = depth)\n", " dt.fit(x, y)\n", "\n", " # PLOT DECISION TREE BOUNDARY\n", " ax = plot_tree_boundary(x, y, dt, title, ax, plot_data, fill, color)\n", " \n", " return ax" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#-------- plot_tree_boundary\n", "# A function that visualizes the data and the decision boundaries\n", "# Input: \n", "# x (predictors)\n", "# y (labels)\n", "# model (the classifier you want to visualize)\n", "# title (title for plot)\n", "# ax (a set of axes to plot on)\n", "# Returns: \n", "# ax (axes with data and decision boundaries)\n", "\n", "def plot_tree_boundary(x, y, model, title, ax, plot_data=True, fill=True, color='Greens'):\n", " if plot_data:\n", " # PLOT DATA\n", " ax.scatter(x[y==1,0], x[y==1,1], c='green')\n", " ax.scatter(x[y==0,0], x[y==0,1], c='white')\n", " \n", " # CREATE MESH\n", " interval = np.arange(min(x.min(), y.min()),max(x.max(), y.max()),0.01)\n", " n = np.size(interval)\n", " x1, x2 = np.meshgrid(interval, interval)\n", " x1 = x1.reshape(-1,1)\n", " x2 = x2.reshape(-1,1)\n", " xx = np.concatenate((x1, x2), axis=1)\n", "\n", " # PREDICT ON MESH POINTS\n", " yy = model.predict(xx) \n", " yy = yy.reshape((n, n))\n", "\n", " # PLOT DECISION SURFACE\n", " x1 = x1.reshape(n, n)\n", " x2 = x2.reshape(n, n)\n", " if fill:\n", " ax.contourf(x1, x2, yy, alpha=0.1, cmap=color)\n", " else:\n", " ax.contour(x1, x2, yy, alpha=0.1, cmap=color)\n", " \n", " # LABEL AXIS, TITLE\n", " ax.set_title(title)\n", " ax.set_xlabel('Latitude')\n", " ax.set_ylabel('Longitude')\n", " \n", " return ax" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = np.random.multivariate_normal([0, 0], np.eye(2) * 5, size=200)\n", "data = np.hstack((data, np.zeros((200, 1))))\n", "data[data[:, 0]**2 + data[:, 1]**2 < 3**2, 2] = np.random.choice([0, 1], len(data[data[:, 0]**2 + data[:, 1]**2 < 3**2]), p=[0.2, 0.8])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAAFgCAYAAACFYaNMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJQpgERGX/H9ZPOimAM8/4AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", "x = data[:, :-1]\n", "y = data[:, -1]\n", "ax.scatter(x[y == 1, 0], x[y == 1, 1], c='green', label='vegetation')\n", "ax.scatter(x[y == 0, 0], x[y == 0, 1], c='white', label='non vegetation', alpha=0.5)\n", "ax.set_xlabel('longitude')\n", "ax.set_ylabel('latitude')\n", "ax.set_title('satellite image')\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA38AAAFQCAYAAAAP0sdFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Different Depths\n", "depths = [1, 5, 100000]\n", "fig, ax = plt.subplots(1, len(depths), figsize=(15, 5))\n", "x = data[:, :-1]\n", "y = data[:, -1]\n", "ind = 0\n", "for i in depths:\n", " ax[ind] = fit_and_plot_dt(x, y, i, 'Depth {}'.format(i), ax[ind]) \n", " ax[ind].set_xlim(-6, 6)\n", " ax[ind].set_ylim(-6, 6)\n", " ind += 1 " ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZcAAAEWCAYAAACqitpwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFxERiTklFxERiTklFxERibn/CzCg8rw5cOFMAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Overfitting\n", "\n", "depths = [1, 5, 100, 1000, 100000, 1000000]\n", "\n", "test_data = np.random.multivariate_normal([0, 0], np.eye(2) * 5, size=1000)\n", "test_data = np.hstack((test_data, np.zeros((1000, 1))))\n", "test_data[test_data[:, 0]**2 + test_data[:, 1]**2 < 3**2, 2] = np.random.choice([0, 1], len(test_data[test_data[:, 0]**2 + test_data[:, 1]**2 < 3**2]), p=[0.2, 0.8])\n", "x_test = test_data[:, :-1]\n", "y_test = test_data[:, -1]\n", "\n", "scores = []\n", "for depth in depths:\n", " dt = tree.DecisionTreeClassifier(max_depth = depth)\n", " dt.fit(x, y)\n", " scores.append(dt.score(x_test, y_test))\n", " \n", "plt.plot(depths, scores)\n", "plt.xlabel('depth')\n", "plt.ylabel('scores')\n", "plt.xscale('log')\n", "\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABDAAAAFgCAYAAABNIolGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Variance comparison between simple and complex models\n", "depths = [3, 10, 1000]\n", "\n", "fig, ax = plt.subplots(1, len(depths), figsize=(15, 5))\n", "\n", "for d in range(len(depths)):\n", " for i in range(10):\n", " new_data = np.random.multivariate_normal([0, 0], np.eye(2) * 5, size=200)\n", " new_data = np.hstack((new_data, np.zeros((200, 1))))\n", " new_data[new_data[:, 0]**2 + new_data[:, 1]**2 < 3**2, 2] = np.random.choice([0, 1], len(new_data[new_data[:, 0]**2 + new_data[:, 1]**2 < 3**2]), p=[0.2, 0.8])\n", " x = new_data[:, :-1]\n", " y = new_data[:, -1]\n", " ax[d] = fit_and_plot_dt(x, y, depths[d], 'Depth {}'.format(depths[d]), ax[d], plot_data=False, fill=False) \n", " ax[d].set_xlim(-4, 4)\n", " ax[d].set_ylim(-4, 4)\n", "plt.tight_layout()\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAFgCAYAAACmDI9oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzpwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Different Splitting Criteria\n", "depth = 15\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n", "\n", "new_data = np.random.multivariate_normal([0, 0], np.eye(2) * 5, size=1000)\n", "new_data = np.hstack((new_data, np.zeros((1000, 1))))\n", "new_data[new_data[:, 0]**2 + new_data[:, 1]**2 < 3**2, 2] = np.random.choice([0, 1], len(new_data[new_data[:, 0]**2 + new_data[:, 1]**2 < 3**2]), p=[0.2, 0.8])\n", "x = new_data[:, :-1]\n", "y = new_data[:, -1]\n", "\n", "dt = tree.DecisionTreeClassifier(max_depth = depth)\n", "dt.fit(x, y)\n", "\n", "ax[0] = plot_tree_boundary(x, y, dt, 'Gini', ax[0], color='Reds')\n", "\n", "dt = tree.DecisionTreeClassifier(max_depth = depth, criterion='entropy')\n", "dt.fit(x, y)\n", "\n", "ax[1] = plot_tree_boundary(x, y, dt, 'Entropy', ax[1])\n", "\n", "\n", "ax[0].set_xlim(-4, 4)\n", "ax[0].set_ylim(-4, 4)\n", "ax[1].set_xlim(-4, 4)\n", "ax[1].set_ylim(-4, 4)\n", " \n", "plt.tight_layout()\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABDAAAAFgCAYAAABNIolGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZKUvP8HatM8XPSqn7AAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Different Stopping Conditions\n", "\n", "fig, ax = plt.subplots(1, 3, figsize=(15, 5))\n", "\n", "new_data = np.random.multivariate_normal([0, 0], np.eye(2) * 5, size=1000)\n", "new_data = np.hstack((new_data, np.zeros((1000, 1))))\n", "new_data[new_data[:, 0]**2 + new_data[:, 1]**2 < 3**2, 2] = np.random.choice([0, 1], len(new_data[new_data[:, 0]**2 + new_data[:, 1]**2 < 3**2]), p=[0.2, 0.8])\n", "x = new_data[:, :-1]\n", "y = new_data[:, -1]\n", "\n", "dt = tree.DecisionTreeClassifier()\n", "dt.fit(x, y)\n", "\n", "ax[0] = plot_tree_boundary(x, y, dt, 'No Stopping Conditions', ax[0])\n", "\n", "dt = tree.DecisionTreeClassifier(min_impurity_split=0.32)\n", "dt.fit(x, y)\n", "\n", "ax[1] = plot_tree_boundary(x, y, dt, 'Minimum Purity Split = 0.32', ax[1])\n", "\n", "dt = tree.DecisionTreeClassifier(min_samples_leaf=10)\n", "dt.fit(x, y)\n", "\n", "ax[2] = plot_tree_boundary(x, y, dt, 'Minimum Samples per Leaf = 10', ax[2])\n", "\n", "ax[0].set_xlim(-4, 4)\n", "ax[0].set_ylim(-4, 4)\n", "ax[1].set_xlim(-4, 4)\n", "ax[1].set_ylim(-4, 4)\n", "ax[2].set_xlim(-4, 4)\n", "ax[2].set_ylim(-4, 4) \n", "\n", "plt.tight_layout()\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 1 }