{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#### PYT-DS SAISOFT\n", "\n", "\"Barry\n", "\n", "# DATA SCIENCE WITH PYTHON\n", "\n", "\n", "# Various Agglomerative Clustering on a 2D embedding of digits\n", "\n", "\n", "An illustration of various linkage option for agglomerative clustering on\n", "a 2D embedding of the digits dataset.\n", "\n", "The goal of this example is to show intuitively how the metrics behave, and\n", "not to find good clusters for the digits. This is why the example works on a\n", "2D embedding.\n", "\n", "What this example shows us is the behavior \"rich getting richer\" of\n", "agglomerative clustering that tends to create uneven cluster sizes.\n", "This behavior is especially pronounced for the average linkage strategy,\n", "that ends up with a couple of singleton clusters." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Automatically created module for IPython interactive environment\n" ] } ], "source": [ "# Authors: Gael Varoquaux\n", "# License: BSD 3 clause (C) INRIA 2014\n", "\n", "print(__doc__)\n", "from time import time\n", "\n", "import numpy as np\n", "from scipy import ndimage\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[```scipy.ndimage```](https://docs.scipy.org/doc/scipy/reference/generated/scipy.ndimage.shift.html) is pretty out there, in terms of what it does, using spline interpolation and all. Basically we're creating a \"sort of\" copy that's not an exact duplicate, more a close sibling, likely with a small distance in terms of clustering." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_samples before: 1797\n" ] } ], "source": [ "from sklearn import manifold, datasets\n", "\n", "digits = datasets.load_digits(n_class=10)\n", "X = digits.data\n", "y = digits.target\n", "n_samples, n_features = X.shape\n", "print(\"n_samples before:\", n_samples)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[```manifold.SpectralEmbedding```](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.SpectralEmbedding.html) looks intriguing. That gets used further on, after we've doubled the dataset with some clever \"shadowing\"." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "n_samples after: 3594\n" ] } ], "source": [ "np.random.seed(0)\n", "\n", "def nudge_images(X, y):\n", " # Having a larger dataset shows more clearly the behavior of the\n", " # methods, but we multiply the size of the dataset only by 2, as the\n", " # cost of the hierarchical clustering methods are strongly\n", " # super-linear in n_samples\n", " shift = lambda x: ndimage.shift(x.reshape((8, 8)),\n", " .3 * np.random.normal(size=2),\n", " mode='constant',\n", " ).ravel()\n", " X = np.concatenate([X, np.apply_along_axis(shift, 1, X)])\n", " Y = np.concatenate([y, y], axis=0)\n", " return X, Y\n", "\n", "\n", "X, y = nudge_images(X, y)\n", "\n", "n_samples, n_features = X.shape\n", "print(\"n_samples after:\", n_samples)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What are we doing there? Along each row, each digit, we add some noise and create an \"almost the same\" digit, which tne gets added to X, making it twice as long. Lets make sure we look at n_samples before and after." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1.33531628, -0.41327481])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.random.normal(size=2)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0. 0. 10. 14. 8. 1. 0. 0. 0. 2. 16. 14. 6. 1. 0.\n", " 0. 0. 0. 15. 15. 8. 15. 0. 0. 0. 0. 5. 16. 16. 10.\n", " 0. 0. 0. 0. 12. 15. 15. 12. 0. 0. 0. 4. 16. 6. 4.\n", " 16. 6. 0. 0. 8. 16. 10. 8. 16. 8. 0. 0. 1. 8. 12.\n", " 14. 12. 1. 0.]\n" ] } ], "source": [ "print(X[1796]) " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0. -0.6551631 6.87685153 14.11484192 10.45593125\n", " 2.44647107 -0.16783292 0.03227791 0. -0.13708951\n", " 12.66252253 16.87128218 7.94036894 4.10047989 0.96336657\n", " -0.14412311 0. -1.1579147 8.34764552 16.29732153\n", " 10.04165162 14.89617374 4.99843383 -0.71522998 0. -0.23428826\n", " 2.5344896 13.19240086 17.97687015 12.56116038 2.06923421\n", " -0.36463306 0. -0.8870136 9.46850734 14.34321914\n", " 12.29486665 14.26363784 4.46873282 -0.35452967 0. 2.24581647\n", " 14.62446687 10.36394901 1.66153892 13.42864591 11.75802334\n", " 0.85659708 0. 3.5426963 12.86427304 12.60712352\n", " 9.03098527 14.2181202 10.26232596 0.83381263 0. 0. 0.\n", " 0. 0. 0. 0. 0. ]\n" ] } ], "source": [ "print(X[-1]) " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computing embedding\n", "Done.\n", "ward : 0.51s\n", "average : 0.47s\n", "complete : 0.46s\n" ] }, { "data": { "image/png": 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8gqzDfyBCvQVZoO58nPV0EirSm6v/VXsYhwh0N1TJ4k18blcI93/fB/3PD6Vt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3Xurh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\npJbcskdXDFdz7WSAJLkAEUnWgfk2xDC0Ivp630Pu4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E02AD0kQsP96LSJBdgWjuZjbcJDnFoc65/YBbUYqgM4gmvQmhbWZ2nEgM9P1F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\ngexc73dtPcIwoZdPkpE/BQ385q1PcvsLQ7ueMKEB+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TcpHL6issm1FyG840WIG0Hl9McAoSZDeiHHvebLhl1MThBnMIiu95FaVJ8ia9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\nQELFc5D7O4kYQt2NqM2onugyZPLyInJd/4nkxUAUT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#----------------------------------------------------------------------\n", "# Visualize the clustering\n", "def plot_clustering(X_red, X, labels, title=None):\n", " x_min, x_max = np.min(X_red, axis=0), np.max(X_red, axis=0)\n", " X_red = (X_red - x_min) / (x_max - x_min)\n", "\n", " plt.figure(figsize=(6, 4))\n", " for i in range(X_red.shape[0]):\n", " plt.text(X_red[i, 0], X_red[i, 1], str(y[i]),\n", " color=plt.cm.spectral(labels[i] / 10.),\n", " fontdict={'weight': 'bold', 'size': 9})\n", "\n", " plt.xticks([])\n", " plt.yticks([])\n", " if title is not None:\n", " plt.title(title, size=17)\n", " plt.axis('off')\n", " plt.tight_layout()\n", "\n", "#----------------------------------------------------------------------\n", "# 2D embedding of the digits dataset\n", "print(\"Computing embedding\")\n", "X_red = manifold.SpectralEmbedding(n_components=2).fit_transform(X)\n", "print(\"Done.\")\n", "\n", "from sklearn.cluster import AgglomerativeClustering\n", "\n", "for linkage in ('ward', 'average', 'complete'):\n", " clustering = AgglomerativeClustering(linkage=linkage, n_clusters=10)\n", " t0 = time()\n", " clustering.fit(X_red)\n", " print(\"%s : %.2fs\" % (linkage, time() - t0))\n", "\n", " plot_clustering(X_red, X, clustering.labels_, \"%s linkage\" % linkage)\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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2xVpq067QKfECQSm+Wi2RDVlfxRAiHZ4L42lrVa17EMOh1WMexD6MatTGVZxj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"text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo(\"EUQY3hL38cw\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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"text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo(\"-Afa1WI3iug\")" ] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 1 }