{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# In Depth: k-Means Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous chapters we explored unsupervised machine learning models for dimensionality reduction.\n", "Now we will move on to another class of unsupervised machine learning models: clustering algorithms.\n", "Clustering algorithms seek to learn, from the properties of the data, an optimal division or discrete labeling of groups of points.\n", "\n", "Many clustering algorithms are available in Scikit-Learn and elsewhere, but perhaps the simplest to understand is an algorithm known as *k-means clustering*, which is implemented in `sklearn.cluster.KMeans`.\n", "\n", "We begin with the standard imports:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('seaborn-whitegrid')\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introducing k-Means" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *k*-means algorithm searches for a predetermined number of clusters within an unlabeled multidimensional dataset.\n", "It accomplishes this using a simple conception of what the optimal clustering looks like:\n", "\n", "- The *cluster center* is the arithmetic mean of all the points belonging to the cluster.\n", "- Each point is closer to its own cluster center than to other cluster centers.\n", "\n", "Those two assumptions are the basis of the *k*-means model.\n", "We will soon dive into exactly *how* the algorithm reaches this solution, but for now let's take a look at a simple dataset and see the *k*-means result.\n", "\n", "First, let's generate a two-dimensional dataset containing four distinct blobs.\n", "To emphasize that this is an unsupervised algorithm, we will leave the labels out of the visualization (see the following figure):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import make_blobs\n", "X, y_true = make_blobs(n_samples=300, centers=4,\n", " cluster_std=0.60, random_state=0)\n", "plt.scatter(X[:, 0], X[:, 1], s=50);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By eye, it is relatively easy to pick out the four clusters.\n", "The *k*-means algorithm does this automatically, and in Scikit-Learn uses the typical estimator API:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [], "source": [ "from sklearn.cluster import KMeans\n", "kmeans = KMeans(n_clusters=4)\n", "kmeans.fit(X)\n", "y_kmeans = kmeans.predict(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the results by plotting the data colored by these labels (the following figure).\n", "We will also plot the cluster centers as determined by the *k*-means estimator:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(X[:, 0], X[:, 1], c=y_kmeans, s=50, cmap='viridis')\n", "\n", "centers = kmeans.cluster_centers_\n", "plt.scatter(centers[:, 0], centers[:, 1], c='black', s=200);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The good news is that the *k*-means algorithm (at least in this simple case) assigns the points to clusters very similarly to how we might assign them by eye.\n", "But you might wonder how this algorithm finds these clusters so quickly: after all, the number of possible combinations of cluster assignments is exponential in the number of data points—an exhaustive search would be very, very costly.\n", "Fortunately for us, such an exhaustive search is not necessary: instead, the typical approach to *k*-means involves an intuitive iterative approach known as *expectation–maximization*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Expectation–Maximization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Expectation–maximization (E–M) is a powerful algorithm that comes up in a variety of contexts within data science.\n", "*k*-means is a particularly simple and easy-to-understand application of the algorithm, and we will walk through it briefly here.\n", "In short, the expectation–maximization approach here consists of the following procedure:\n", "\n", "1. Guess some cluster centers.\n", "2. Repeat until converged:\n", " 1. *E-step*: Assign points to the nearest cluster center.\n", " 2. *M-step*: Set the cluster centers to the mean of their assigned points.\n", "\n", "Here the *E-step* or *expectation step* is so named because it involves updating our expectation of which cluster each point belongs to.\n", "The *M-step* or *maximization step* is so named because it involves maximizing some fitness function that defines the locations of the cluster centers—in this case, that maximization is accomplished by taking a simple mean of the data in each cluster.\n", "\n", "The literature about this algorithm is vast, but can be summarized as follows: under typical circumstances, each repetition of the E-step and M-step will always result in a better estimate of the cluster characteristics.\n", "\n", "We can visualize the algorithm as shown in the following figure.\n", "For the particular initialization shown here, the clusters converge in just three iterations.\n", "(For an interactive version of this figure, refer to the code in the online [appendix](https://github.com/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/06.00-Figure-Code.ipynb#Interactive-K-Means).)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![(run code in Appendix to generate image)](images/05.11-expectation-maximization.png)\n", "[figure source in Appendix](https://github.com/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/06.00-Figure-Code.ipynb#Expectation-Maximization)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *k*-means algorithm is simple enough that we can write it in a few lines of code.\n", "The following is a very basic implementation (see the following figure):" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import pairwise_distances_argmin\n", "\n", "def find_clusters(X, n_clusters, rseed=2):\n", " # 1. Randomly choose clusters\n", " rng = np.random.RandomState(rseed)\n", " i = rng.permutation(X.shape[0])[:n_clusters]\n", " centers = X[i]\n", " \n", " while True:\n", " # 2a. Assign labels based on closest center\n", " labels = pairwise_distances_argmin(X, centers)\n", " \n", " # 2b. Find new centers from means of points\n", " new_centers = np.array([X[labels == i].mean(0)\n", " for i in range(n_clusters)])\n", " \n", " # 2c. Check for convergence\n", " if np.all(centers == new_centers):\n", " break\n", " centers = new_centers\n", " \n", " return centers, labels\n", "\n", "centers, labels = find_clusters(X, 4)\n", "plt.scatter(X[:, 0], X[:, 1], c=labels,\n", " s=50, cmap='viridis');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most well-tested implementations will do a bit more than this under the hood, but the preceding function gives the gist of the expectation–maximization approach." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a few caveats to be aware of when using the expectation–maximization algorithm:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The globally optimal result may not be achieved\n", "First, although the E–M procedure is guaranteed to improve the result in each step, there is no assurance that it will lead to the *global* best solution.\n", "For example, if we use a different random seed in our simple procedure, the particular starting guesses lead to poor results (see the following figure):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "centers, labels = find_clusters(X, 4, rseed=0)\n", "plt.scatter(X[:, 0], X[:, 1], c=labels,\n", " s=50, cmap='viridis');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the E–M approach has converged, but has not converged to a globally optimal configuration. For this reason, it is common for the algorithm to be run for multiple starting guesses, as indeed Scikit-Learn does by default (the number is set by the ``n_init`` parameter, which defaults to 10)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The number of clusters must be selected beforehand\n", "Another common challenge with *k*-means is that you must tell it how many clusters you expect: it cannot learn the number of clusters from the data.\n", "For example, if we ask the algorithm to identify six clusters, it will happily proceed and find the best six clusters, as shown in Figure 47-6:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = KMeans(6, random_state=0).fit_predict(X)\n", "plt.scatter(X[:, 0], X[:, 1], c=labels,\n", " s=50, cmap='viridis');" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Whether the result is meaningful is a question that is difficult to answer definitively; one approach that is rather intuitive, but that we won't discuss further here, is called [silhouette analysis](http://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_silhouette_analysis.html).\n", "\n", "Alternatively, you might use a more complicated clustering algorithm that has a better quantitative measure of the fitness per number of clusters (e.g., Gaussian mixture models; see [In Depth: Gaussian Mixture Models](05.12-Gaussian-Mixtures.ipynb)) or which *can* choose a suitable number of clusters (e.g., DBSCAN, mean-shift, or affinity propagation, all available in the `sklearn.cluster` submodule)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### k-means is limited to linear cluster boundaries\n", "The fundamental model assumptions of *k*-means (points will be closer to their own cluster center than to others) means that the algorithm will often be ineffective if the clusters have complicated geometries.\n", "\n", "In particular, the boundaries between *k*-means clusters will always be linear, which means that it will fail for more complicated boundaries.\n", "Consider the following data, along with the cluster labels found by the typical *k*-means approach (see the following figure):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [], "source": [ "from sklearn.datasets import make_moons\n", "X, y = make_moons(200, noise=.05, random_state=0)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = KMeans(2, random_state=0).fit_predict(X)\n", "plt.scatter(X[:, 0], X[:, 1], c=labels,\n", " s=50, cmap='viridis');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This situation is reminiscent of the discussion in [In-Depth: Support Vector Machines](05.07-Support-Vector-Machines.ipynb), where we used a kernel transformation to project the data into a higher dimension where a linear separation is possible.\n", "We might imagine using the same trick to allow *k*-means to discover non-linear boundaries.\n", "\n", "One version of this kernelized *k*-means is implemented in Scikit-Learn within the ``SpectralClustering`` estimator.\n", "It uses the graph of nearest neighbors to compute a higher-dimensional representation of the data, and then assigns labels using a *k*-means algorithm (see the following figure):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import SpectralClustering\n", "model = SpectralClustering(n_clusters=2, affinity='nearest_neighbors',\n", " assign_labels='kmeans')\n", "labels = model.fit_predict(X)\n", "plt.scatter(X[:, 0], X[:, 1], c=labels,\n", " s=50, cmap='viridis');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that with this kernel transform approach, the kernelized *k*-means is able to find the more complicated nonlinear boundaries between clusters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### k-means can be slow for large numbers of samples\n", "Because each iteration of *k*-means must access every point in the dataset, the algorithm can be relatively slow as the number of samples grows.\n", "You might wonder if this requirement to use all data at each iteration can be relaxed; for example, you might just use a subset of the data to update the cluster centers at each step.\n", "This is the idea behind batch-based *k*-means algorithms, one form of which is implemented in `sklearn.cluster.MiniBatchKMeans`.\n", "The interface for this is the same as for standard `KMeans`; we will see an example of its use as we continue our discussion." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examples\n", "\n", "Being careful about these limitations of the algorithm, we can use *k*-means to our advantage in a variety of situations.\n", "We'll now take a look at a couple of examples." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1: k-Means on Digits\n", "\n", "To start, let's take a look at applying *k*-means on the same simple digits data that we saw in [In-Depth: Decision Trees and Random Forests](05.08-Random-Forests.ipynb) and [In Depth: Principal Component Analysis](05.09-Principal-Component-Analysis.ipynb).\n", "Here we will attempt to use *k*-means to try to identify similar digits *without using the original label information*; this might be similar to a first step in extracting meaning from a new dataset about which you don't have any *a priori* label information.\n", "\n", "We will start by loading the dataset, then find the clusters.\n", "Recall that the digits dataset consists of 1,797 samples with 64 features, where each of the 64 features is the brightness of one pixel in an 8 × 8 image:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(1797, 64)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.datasets import load_digits\n", "digits = load_digits()\n", "digits.data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The clustering can be performed as we did before:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(10, 64)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kmeans = KMeans(n_clusters=10, random_state=0)\n", "clusters = kmeans.fit_predict(digits.data)\n", "kmeans.cluster_centers_.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is 10 clusters in 64 dimensions.\n", "Notice that the cluster centers themselves are 64-dimensional points, and can be interpreted as representing the \"typical\" digit within the cluster.\n", "Let's see what these cluster centers look like (see the following figure):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 5, figsize=(8, 3))\n", "centers = kmeans.cluster_centers_.reshape(10, 8, 8)\n", "for axi, center in zip(ax.flat, centers):\n", " axi.set(xticks=[], yticks=[])\n", " axi.imshow(center, interpolation='nearest', cmap=plt.cm.binary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that *even without the labels*, ``KMeans`` is able to find clusters whose centers are recognizable digits, with perhaps the exception of 1 and 8.\n", "\n", "Because *k*-means knows nothing about the identities of the clusters, the 0–9 labels may be permuted.\n", "We can fix this by matching each learned cluster label with the true labels found in the clusters:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "from scipy.stats import mode\n", "\n", "labels = np.zeros_like(clusters)\n", "for i in range(10):\n", " mask = (clusters == i)\n", " labels[mask] = mode(digits.target[mask])[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can check how accurate our unsupervised clustering was in finding similar digits within the data:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "0.7935447968836951" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import accuracy_score\n", "accuracy_score(digits.target, labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With just a simple *k*-means algorithm, we discovered the correct grouping for 80% of the input digits!\n", "Let's check the confusion matrix for this, visualized in the following figure:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import confusion_matrix\n", "import seaborn as sns\n", "mat = confusion_matrix(digits.target, labels)\n", "sns.heatmap(mat.T, square=True, annot=True, fmt='d',\n", " cbar=False, cmap='Blues',\n", " xticklabels=digits.target_names,\n", " yticklabels=digits.target_names)\n", "plt.xlabel('true label')\n", "plt.ylabel('predicted label');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we might expect from the cluster centers we visualized before, the main point of confusion is between the eights and ones.\n", "But this still shows that using *k*-means, we can essentially build a digit classifier *without reference to any known labels*!\n", "\n", "Just for fun, let's try to push this even farther.\n", "We can use the t-distributed stochastic neighbor embedding algorithm (mentioned in [In-Depth: Manifold Learning](05.10-Manifold-Learning.ipynb)) to preprocess the data before performing *k*-means.\n", "t-SNE is a nonlinear embedding algorithm that is particularly adept at preserving points within clusters.\n", "Let's see how it does:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "0.9415692821368948" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.manifold import TSNE\n", "\n", "# Project the data: this step will take several seconds\n", "tsne = TSNE(n_components=2, init='random',\n", " learning_rate='auto',random_state=0)\n", "digits_proj = tsne.fit_transform(digits.data)\n", "\n", "# Compute the clusters\n", "kmeans = KMeans(n_clusters=10, random_state=0)\n", "clusters = kmeans.fit_predict(digits_proj)\n", "\n", "# Permute the labels\n", "labels = np.zeros_like(clusters)\n", "for i in range(10):\n", " mask = (clusters == i)\n", " labels[mask] = mode(digits.target[mask])[0]\n", "\n", "# Compute the accuracy\n", "accuracy_score(digits.target, labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a 94% classification accuracy *without using the labels*.\n", "This is the power of unsupervised learning when used carefully: it can extract information from the dataset that it might be difficult to extract by hand or by eye." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Example 2: k-Means for Color Compression\n", "\n", "One interesting application of clustering is in color compression within images (this example is adapted from Scikit-Learn's [\"Color Quantization Using K-Means\"](https://scikit-learn.org/stable/auto_examples/cluster/plot_color_quantization.html).\n", "For example, imagine you have an image with millions of colors.\n", "In most images, a large number of the colors will be unused, and many of the pixels in the image will have similar or even identical colors.\n", "\n", "For example, consider the image shown in the following figure, which is from the Scikit-Learn `datasets` module (for this to work, you'll have to have the `PIL` Python package installed):\n", "(For a color version of this and following images, see the online version of this book)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Note: this requires the PIL package to be installed\n", "from sklearn.datasets import load_sample_image\n", "china = load_sample_image(\"china.jpg\")\n", "ax = plt.axes(xticks=[], yticks=[])\n", "ax.imshow(china);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The image itself is stored in a three-dimensional array of size `(height, width, RGB)`, containing red/blue/green contributions as integers from 0 to 255:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(427, 640, 3)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "china.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One way we can view this set of pixels is as a cloud of points in a three-dimensional color space.\n", "We will reshape the data to `[n_samples, n_features]` and rescale the colors so that they lie between 0 and 1:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "text/plain": [ "(273280, 3)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = china / 255.0 # use 0...1 scale\n", "data = data.reshape(-1, 3)\n", "data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize these pixels in this color space, using a subset of 10,000 pixels for efficiency (see the following figure):" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "def plot_pixels(data, title, colors=None, N=10000):\n", " if colors is None:\n", " colors = data\n", " \n", " # choose a random subset\n", " rng = np.random.default_rng(0)\n", " i = rng.permutation(data.shape[0])[:N]\n", " colors = colors[i]\n", " R, G, B = data[i].T\n", " \n", " fig, ax = plt.subplots(1, 2, figsize=(16, 6))\n", " ax[0].scatter(R, G, color=colors, marker='.')\n", " ax[0].set(xlabel='Red', ylabel='Green', xlim=(0, 1), ylim=(0, 1))\n", "\n", " ax[1].scatter(R, B, color=colors, marker='.')\n", " ax[1].set(xlabel='Red', ylabel='Blue', xlim=(0, 1), ylim=(0, 1))\n", "\n", " fig.suptitle(title, size=20);" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_pixels(data, title='Input color space: 16 million possible colors')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's reduce these 16 million colors to just 16 colors, using a *k*-means clustering across the pixel space.\n", "Because we are dealing with a very large dataset, we will use the mini-batch *k*-means, which operates on subsets of the data to compute the result (shown in the following figure) much more quickly than the standard *k*-means algorithm:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.cluster import MiniBatchKMeans\n", "kmeans = MiniBatchKMeans(16)\n", "kmeans.fit(data)\n", "new_colors = kmeans.cluster_centers_[kmeans.predict(data)]\n", "\n", "plot_pixels(data, colors=new_colors,\n", " title=\"Reduced color space: 16 colors\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The result is a recoloring of the original pixels, where each pixel is assigned the color of its closest cluster center.\n", "Plotting these new colors in the image space rather than the pixel space shows us the effect of this (see the following figure):" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "china_recolored = new_colors.reshape(china.shape)\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(16, 6),\n", " subplot_kw=dict(xticks=[], yticks=[]))\n", "fig.subplots_adjust(wspace=0.05)\n", "ax[0].imshow(china)\n", "ax[0].set_title('Original Image', size=16)\n", "ax[1].imshow(china_recolored)\n", "ax[1].set_title('16-color Image', size=16);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some detail is certainly lost in the rightmost panel, but the overall image is still easily recognizable.\n", "In terms of the bytes required to store the raw data, the image on the right achieves a compression factor of around 1 million!\n", "Now, this kind of approach is not going to match the fidelity of purpose-built image compression schemes like JPEG, but the example shows the power of thinking outside of the box with unsupervised methods like *k*-means." ] } ], "metadata": { "anaconda-cloud": {}, "jupytext": { "formats": "ipynb,md" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 4 }