{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Clustering\n", "\n", "See our notes on [unsupervised learning](https://jennselby.github.io/MachineLearningCourseNotes/#unsupervised-learning), [K-means](https://jennselby.github.io/MachineLearningCourseNotes/#k-means-clustering), [DBSCAN](https://jennselby.github.io/MachineLearningCourseNotes/#dbscan-clustering), and [clustering validation](https://jennselby.github.io/MachineLearningCourseNotes/#clustering-validation).\n", "\n", "For documentation of various clustering methods in scikit-learn, see http://scikit-learn.org/stable/modules/clustering.html\n", "\n", "This code was based on the example at http://scikit-learn.org/stable/auto_examples/cluster/plot_cluster_iris.html\n", "which has the following comments:\n", "\n", "Code source: Gaƫl Varoquaux
\n", "Modified for documentation by Jaques Grobler
\n", "License: BSD 3 clause\n", "## Instructions\n", "0. If you haven't already, follow [the setup instructions here](https://jennselby.github.io/MachineLearningCourseNotes/#setting-up-python3) to get all necessary software installed.\n", "1. Read through the code in the following sections:\n", " * [Iris Dataset](#Iris-Dataset)\n", " * [Visualization](#Visualization)\n", " * [Training and Visualization](#Training-and-Visualization)\n", "2. Complete the three-part [Exercise](#Exercise)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy\n", "import matplotlib.pyplot\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "from sklearn.cluster import KMeans\n", "from sklearn import datasets\n", "\n", "import pandas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Iris Dataset\n", "\n", "Before you go on, if you haven't used the iris dataset in a previous assignment, make sure you understand it. Modify the cell below to examine different parts of the dataset that are contained in the iris dictionary object.\n", "\n", "What are the features? What are we trying to classify?" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names', 'filename'])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris = datasets.load_iris()\n", "iris.keys()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)
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" ], "text/plain": [ " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n", "0 5.1 3.5 1.4 0.2\n", "1 4.9 3.0 1.4 0.2\n", "2 4.7 3.2 1.3 0.2\n", "3 4.6 3.1 1.5 0.2\n", "4 5.0 3.6 1.4 0.2" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris_df = pandas.DataFrame(iris.data)\n", "iris_df.columns = iris.feature_names\n", "iris_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization Setup" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# We can only plot 3 of the 4 iris features, since we only see in 3D.\n", "# These are the ones the example code picked\n", "X_FEATURE = 'petal width (cm)' \n", "Y_FEATURE = 'sepal length (cm)' \n", "Z_FEATURE = 'petal length (cm)'\n", "\n", "# set some bounds for the figures that will display the plots of clusterings with various\n", "# hyperparameter settings\n", "# this allows for NUM_COLS * NUM_ROWS plots in the figure\n", "NUM_COLS = 4\n", "NUM_ROWS = 6\n", "FIG_WIDTH = 4 * NUM_COLS\n", "FIG_HEIGHT = 3 * NUM_ROWS\n", "\n", "def add_plot(figure, subplot_num, subplot_name, data, labels):\n", " '''Create a new subplot in the figure.'''\n", "\n", " # create a new subplot\n", " axis = figure.add_subplot(NUM_ROWS, NUM_COLS, subplot_num, projection='3d',\n", " elev=48, azim=134)\n", "\n", " # Plot three of the four features on the graph, and set the color according to the labels\n", " axis.scatter(data[X_FEATURE], data[Y_FEATURE], data[Z_FEATURE], c=labels)\n", "\n", " # get rid of the tick numbers. Otherwise, they all overlap and it looks horrible\n", " for axis_obj in [axis.w_xaxis, axis.w_yaxis, axis.w_zaxis]:\n", " axis_obj.set_ticklabels([])\n", "\n", " # label the subplot\n", " axis.title.set_text(subplot_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization\n", "\n", "This is the correct labeling, based on the targets." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# start a new figure to hold all of the subplots\n", "truth_figure = matplotlib.pyplot.figure(figsize=(FIG_WIDTH, FIG_HEIGHT))\n", "\n", "# Plot the ground truth\n", "add_plot(truth_figure, 1, \"Ground Truth\", iris_df, iris.target)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training and Visualization\n", "\n", "Now let's see how k-means clusters the iris dataset, with various different numbers of clusters" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "MAX_CLUSTERS = 10\n", "# start a new figure to hold all of the subplots\n", "kmeans_figure = matplotlib.pyplot.figure(figsize=(FIG_WIDTH, FIG_HEIGHT))\n", "\n", "# Plot the ground truth\n", "add_plot(kmeans_figure, 1, \"Ground Truth\", iris_df, iris.target)\n", "\n", "plot_num = 2\n", "for num_clusters in range(2, MAX_CLUSTERS + 1):\n", " # train the model\n", " model = KMeans(n_clusters=num_clusters)\n", " model.fit(iris_df)\n", " \n", " # get the predictions of which cluster each input is in\n", " labels = model.labels_\n", "\n", " # plot this clustering\n", " title = '{} Clusters'.format(num_clusters) \n", " add_plot(kmeans_figure, plot_num, title, iris_df, labels.astype(numpy.float))\n", " plot_num += 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise\n", "\n", "1. Add [validation](https://jennselby.github.io/MachineLearningCourseNotes/#clustering-validation) to measure how good the clustering is, with different numbers of clusters.\n", "1. Run the iris data through DBSCAN or hierarchical clustering and validate that as well.\n", "1. Comment on the validation results, explaining which models did best and why you think that might be." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# your code here" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }