{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# HIDDEN\n", "import matplotlib\n", "#matplotlib.use('Agg')\n", "from datascience import *\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import numpy as np\n", "import math\n", "import scipy.stats as stats\n", "plt.style.use('fivethirtyeight')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "def standard_units(x):\n", " return (x - np.mean(x))/np.std(x)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "\"\"\" REDONE STUFF\"\"\"\n", "\n", "def distance(pt1, pt2):\n", " return np.sqrt(np.sum((pt1 - pt2)**2))\n", "\n", "def distance_from_individual(attribute_table, i, p):\n", " \"\"\"Need to explain .row,\n", " and that we can make it an array here as it's all numerical\"\"\"\n", " return distance(np.array(attribute_table.row(i)), p)\n", "\n", "def table_with_dists2(training, p):\n", " \"\"\"Redone to resemble other such code in the course.\"\"\"\n", " dists = make_array()\n", " attributes = training.drop('Class')\n", " for i in np.arange(training.num_rows):\n", " dists = np.append(dists, distance_from_individual(attributes, i , p))\n", " return training.with_column('Distance', dists)\n", "\n", "def closest(training, p, k):\n", " with_dists = table_with_dists2(training, p)\n", " sorted_by_dist = with_dists.sort('Distance')\n", " topk = sorted_by_dist.take(np.arange(k))\n", " return topk\n", "\n", "def majority(topkclasses):\n", " ones = topkclasses.where('Class', are.equal_to(1)).num_rows\n", " zeros = topkclasses.where('Class', are.equal_to(0)).num_rows\n", " if ones > zeros:\n", " return 1\n", " else:\n", " return 0\n", "\n", "def classify(training, p, k):\n", " closestk = closest(training, p, k)\n", " topkclasses = closestk.select('Class')\n", " return majority(topkclasses)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Age Blood Pressure Specific Gravity Albumin Sugar Red Blood Cells Pus Cell Pus Cell clumps Bacteria Glucose Blood Urea Serum Creatinine Sodium Potassium Hemoglobin Packed Cell Volume White Blood Cell Count Red Blood Cell Count Hypertension Diabetes Mellitus Coronary Artery Disease Appetite Pedal Edema Anemia Class
48 70 1.005 4 0 normal abnormal present notpresent 117 56 3.8 111 2.5 11.2 32 6700 3.9 yes no no poor yes yes 1
53 90 1.02 2 0 abnormal abnormal present notpresent 70 107 7.2 114 3.7 9.5 29 12100 3.7 yes yes no poor no yes 1
63 70 1.01 3 0 abnormal abnormal present notpresent 380 60 2.7 131 4.2 10.8 32 4500 3.8 yes yes no poor yes no 1
68 80 1.01 3 2 normal abnormal present present 157 90 4.1 130 6.4 5.6 16 11000 2.6 yes yes yes poor yes no 1
61 80 1.015 2 0 abnormal abnormal notpresent notpresent 173 148 3.9 135 5.2 7.7 24 9200 3.2 yes yes yes poor yes yes 1
48 80 1.025 4 0 normal abnormal notpresent notpresent 95 163 7.7 136 3.8 9.8 32 6900 3.4 yes no no good no yes 1
69 70 1.01 3 4 normal abnormal notpresent notpresent 264 87 2.7 130 4 12.5 37 9600 4.1 yes yes yes good yes no 1
73 70 1.005 0 0 normal normal notpresent notpresent 70 32 0.9 125 4 10 29 18900 3.5 yes yes no good yes no 1
73 80 1.02 2 0 abnormal abnormal notpresent notpresent 253 142 4.6 138 5.8 10.5 33 7200 4.3 yes yes yes good no no 1
46 60 1.01 1 0 normal normal notpresent notpresent 163 92 3.3 141 4 9.8 28 14600 3.2 yes yes no good no no 1
\n", "

... (148 rows omitted)\n", " \n", " \n", " Hemoglobin Glucose White Blood Cell Count Class\n", " \n", " \n", " \n", " \n", " -0.865744 -0.221549 -0.569768 1 \n", " \n", " \n", " \n", " -1.45745 -0.947597 1.16268 1 \n", " \n", " \n", " \n", " -1.00497 3.84123 -1.27558 1 \n", " \n", " \n", " \n", " -2.81488 0.396364 0.809777 1 \n", " \n", " \n", " \n", " -2.08395 0.643529 0.232293 1 \n", " \n", " \n", " \n", " -1.35303 -0.561402 -0.505603 1 \n", " \n", " \n", " \n", " -0.413266 2.04928 0.360623 1 \n", " \n", " \n", " \n", " -1.28342 -0.947597 3.34429 1 \n", " \n", " \n", " \n", " -1.10939 1.87936 -0.409356 1 \n", " \n", " \n", " \n", " -1.35303 0.489051 1.96475 1 \n", " \n", " \n", "\n", "

... (148 rows omitted)\n", " \n", " \n", " Class Hemoglobin Glucose White Blood Cell Count Color\n", " \n", " \n", " \n", " \n", " 0 0.456884 0.133751 0.617283 gold \n", " \n", " \n", " \n", " 0 1.153 -0.947597 0.424788 gold \n", " \n", " \n", " \n", " 0 0.770138 -0.762223 0.200211 gold \n", " \n", " \n", " \n", " 0 0.596108 -0.190654 -0.73018 gold \n", " \n", " \n", " \n", " 0 -0.239236 -0.49961 -0.0564489 gold \n", " \n", " \n", " \n", " 0 -0.0304002 -0.159758 0.232293 gold \n", " \n", " \n", " \n", " 0 0.282854 -0.00527964 0.71353 gold \n", " \n", " \n", " \n", " 0 0.108824 -0.623193 0.200211 gold \n", " \n", " \n", " \n", " 0 0.0740178 -0.515058 -0.0243664 gold \n", " \n", " \n", " \n", " 0 0.83975 -0.422371 -1.33975 gold \n", " \n", " \n", "\n", "

... (148 rows omitted)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ckd_new.scatter('Hemoglobin', 'Glucose', colors='Color')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Closest Point ###" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "def show_closest(point):\n", " \"\"\"point = [x,y] \n", " gives the coordinates of a new point\n", " shown in red\"\"\"\n", " \n", " HemoGl = ckd_new.drop('White Blood Cell Count', 'Color')\n", " t = closest(HemoGl, point, 1)\n", " x_closest = t.row(0)[1]\n", " y_closest = t.row(0)[2]\n", " ckd_new.scatter('Hemoglobin', 'Glucose', colors='Color')\n", " plt.scatter(point[0], point[1], color='red', s=30)\n", " plt.plot([point[0], x_closest], [point[1], y_closest], color='k', lw=2);" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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K2GefdpSXR+nQIdRszXCtXaPuzLBtm+LiYoqLi1ss3AFqa2sZPHgwd999Nzk5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\nx6Ki7nZDGm0ss4V4zjl4zn5Y3pLkYiV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LFmziyy/L0x2W+B7Sgs8+kuCBQMDm//5vJH37FtKlSw4nnNCb004bkO6w2izX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\n+PzzDdxyy6dMmzZut2rQZBLtDMYNjMO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_closest(make_array(0, 0.9))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Decision boundary ###" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "x_array = make_array()\n", "y_array = make_array()\n", "for x in np.arange(-2, 2.1, 0.1):\n", " for y in np.arange(-2, 2.1, 0.1):\n", " x_array = np.append(x_array, x)\n", " y_array = np.append(y_array, y)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "def classify_grid(training, test, k):\n", " c = make_array()\n", " for i in range(test.num_rows):\n", " # Run the classifier on the ith patient in the test set\n", " c = np.append(c, classify(training, make_array(test.row(i)), k)) \n", " return c" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "test_grid = Table().with_columns(\n", " 'Hemoglobin', x_array,\n", " 'Glucose', y_array\n", ")" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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CJQBbrj5pztrz1/XOphqfffgSYS86A8VQ4IT/7Yr8FxklBFtWcVHaTWIXh+1DY8+vpAlD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_grid.scatter('Hemoglobin', 'Glucose', color='red', alpha=0.4, s=30)\n", "\n", "plt.scatter(ckd_new.column('Hemoglobin'), ckd_new.column('Glucose'), c=ckd_new.column('Color'), edgecolor='k')\n", "\n", "plt.xlim(-2, 2)\n", "plt.ylim(-2, 2);" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "c = classify_grid(ckd_new.drop('White Blood Cell Count', 'Color'), test_grid, 1)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "test_grid = test_grid.with_column('Class', c).join('Class', color_table)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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XTqcFkUgWb701R581VQWGh6PYvbsaDGPG2FgMvb0BOByEzWp1YGIiTuuKrl5d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SXV1tZmWklEo9Fy6GPbMj8FxOMxzM87EI3akErFTLppVdXw8OHD8iBdQj5vvAE9HisCAYqDjsVi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p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\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N1exFGXa7H1bgUjm8ZgUWAKCSjbMvlL+3VnARv8tItztsWIGFDvbLs9jzMy4ptUQo8TPf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\nfXz4Sh2JXKZfYnei7uhejK2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "test_grid.scatter('Hemoglobin', 'Glucose', colors='Color', alpha=0.4, s=30)\n", "\n", "plt.scatter(ckd_new.column('Hemoglobin'), ckd_new.column('Glucose'), c=ckd_new.column('Color'), edgecolor='k')\n", "\n", "plt.xlim(-2, 2)\n", "plt.ylim(-2, 2);" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "deletable": true, "editable": 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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }