{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Build an ensemble using algorithms and distances, finish to see if it uncovers the lack of structure" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import pandas as pd \n", "import openensembles as oe\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "n_samples = 800\n", "np.random.seed(0) #this helps to establish the same dataset and functionality, but is not required\n", "\n", "no_structure = np.random.rand(n_samples, 2), None\n", "X,y = no_structure\n", "df = pd.DataFrame(X)\n", "d = oe.data(df, [1,2])\n", "\n", "\n", "plt_data = d.plot_data('parent')\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create an ensemble\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "c = oe.cluster(d) #instantiate an object so we can get all available algorithms\n", "a = c.algorithms_available()\n", "paramsC = c.clustering_algorithm_parameters() #here we will rely on walking through \n", " \n", "# remove DBSCAN -- this does very well on unstructured data, we want to ask if we can use poorly performing algorithms \n", "# to identify if there isn't structure.\n", "algorithmsToRemove = ['DBSCAN']\n", "for algToRemove in algorithmsToRemove:\n", " del a[algToRemove]\n", "\n", "takesLinkages = paramsC['linkage']\n", "takesDistances = paramsC['distance']\n", "takesK = paramsC['K']\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#setup the parameters of clustering here, algorithms are set by algorithms_available\n", "K = range(3, 20, 2)\n", "linkages = ['average', 'complete', 'ward'] \n", "distances = ['euclidean', 'l1', 'l2']\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Create an ensemble: sweep K, distance metrics\n", "c = oe.cluster(d)\n", "for data_source in d.D.keys(): #if there were transformations in d.D\n", " for algorithm in list(a.keys()): #linkage is only for agglomerative, which also accepts K and distances, so handle that here\n", " if algorithm in takesK:\n", " for k in K:\n", " if algorithm in takesDistances:\n", " if algorithm in takesLinkages:\n", " for linkage in linkages:\n", " if linkage == 'ward':\n", " out_name = '_'.join([data_source, algorithm, linkage, str(k)])\n", " c.cluster(data_source, algorithm, out_name, K=k, Require_Unique= True, linkage=linkage)\n", " else:\n", " for dist in distances:\n", " out_name = '_'.join([data_source, algorithm, dist, linkage, str(k)])\n", " c.cluster(data_source, algorithm, out_name, K=k, Require_Unique= True, linkage=linkage, distance=dist)\n", "\n", "\n", "\n", " else:\n", " for dist in distances:\n", " out_name = '_'.join([data_source, algorithm, dist, str(k)])\n", " c.cluster(data_source, algorithm, out_name, K=k, Require_Unique= True, distance=dist)\n", " else:\n", " out_name = '_'.join([data_source, algorithm, str(k)])\n", " c.cluster(data_source, algorithm, out_name, K=k, Require_Unique= True)\n", "\n", "\n", " else: # does not take K\n", " if algorithm in takesDistances:\n", " for dist in distances:\n", " out_name = '_'.join([data_source, algorithm, dist])\n", " c.cluster(data_source, algorithm, out_name, Require_Unique= True, distance=dist)\n", " else:\n", " out_name = '_'.join([data_source, algorithm])\n", " c.cluster(data_source, algorithm, out_name, Require_Unique= True)\n", "\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot example solutions from the ensemble " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#plot some random number of solutions\n", "names = c.labels.keys()\n", "figs =[]\n", "fig = 0\n", "\n", "numSolutions = 6\n", "#namesToSelect = random.sample(names, numSolutions)\n", "namesToSelect = np.random.choice(list(names), numSolutions, replace=False)\n", "for name in namesToSelect:\n", " d.plot_data('parent', fig_num=fig, class_labels=c.labels[name], title=name)\n", " fig+=1\n", " " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Finish the ensemble using Majority Vote and Graph Closure " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#View the ensembles\n", "coMat = c.co_occurrence_matrix()\n", "\n", "fig = coMat.plot(add_labels=False)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Graph Closure and Majority Vote Finishing" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [], "source": [ "# Explore effects of threshold on graph closure\n", "thresholds = [0.5, 0.6, 0.7]\n", "fig = 0\n", "c_graph_dict = {}\n", "c_majority_vote_dict = {}\n", "for threshold in thresholds:\n", " c_graph = c.finish_graph_closure(threshold=threshold)\n", " c_graph_dict[str(threshold)] = c_graph\n", " c_majority_vote = c.finish_majority_vote(threshold=threshold)\n", " c_majority_vote_dict[str(threshold)] = c_majority_vote" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the solutions of Graph Closure\n", "fig = 0\n", "for threshold in c_graph_dict:\n", " labels = c_graph_dict[threshold].labels['graph_closure']\n", " d.plot_data('parent', fig_num = fig, class_labels=labels, title='Graph Closure threshold=%s'%(threshold))\n", " fig+=1\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the solutions of Majority Vote\n", "fig = 0\n", "figs =[]\n", "for threshold in c_majority_vote_dict:\n", " labels = c_majority_vote_dict[threshold].labels['majority_vote']\n", " d.plot_data('parent', fig_num = fig, class_labels=labels, title='Majority Vote threshold=%s'%(threshold))\n", " fig+=1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use mutual information to compare solutions\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "mi_adjusted = c.MI(MI_type='adjusted')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "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", " \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", " \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", " \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", " \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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
parent_AffinityPropagation_euclideanparent_AffinityPropagation_l1parent_AffinityPropagation_l2parent_Birch_3parent_Birch_5parent_Birch_7parent_Birch_9parent_Birch_11parent_Birch_13parent_Birch_15...parent_spectral_l2_13parent_spectral_euclidean_15parent_spectral_l1_15parent_spectral_l2_15parent_spectral_euclidean_17parent_spectral_l1_17parent_spectral_l2_17parent_spectral_euclidean_19parent_spectral_l1_19parent_spectral_l2_19
parent_AffinityPropagation_euclidean1.00.9699411.00.535330.5887110.5986260.5651020.5390720.5364210.51596...0.5521510.5372040.5201820.5344090.5090640.5111440.5127940.4911460.4813780.494583
parent_AffinityPropagation_l10.9699411.00.9699410.5351930.5896590.5974360.5631750.5372550.5352120.514802...0.5537370.5445580.5183810.5417750.5097830.5131190.5136680.491790.4818610.495228
parent_AffinityPropagation_l21.00.9699411.00.535330.5887110.5986260.5651020.5390720.5364210.51596...0.5521510.5372040.5201820.5344090.5090640.5111440.5127940.4911460.4813780.494583
parent_Birch_30.535330.5351930.535331.00.7979950.7103560.6526310.6137990.5842130.559569...0.4188750.4499210.4260890.4516910.4572760.4280640.4482470.4259640.4303740.41837
parent_Birch_50.5887110.5896590.5887110.7979951.00.906910.8436080.8000950.7664090.737979...0.5413620.5924010.5594780.5925150.5663490.5419550.5741470.5518220.5358150.551853
..................................................................
parent_spectral_l1_170.5111440.5131190.5111440.4280640.5419550.6127650.6575570.668320.6747260.705532...0.758960.7750110.7931620.7744450.7619631.00.7768130.7529150.7484870.75456
parent_spectral_l2_170.5127940.5136680.5127940.4482470.5741470.6400120.676370.689080.6903570.712109...0.7528430.8217910.796290.8203910.9025640.7768131.00.7938660.7249440.810557
parent_spectral_euclidean_190.4911460.491790.4911460.4259640.5518220.6221160.6591490.6667470.6712740.688036...0.7193090.7690430.7419310.7701960.7985690.7529150.7938661.00.765570.935674
parent_spectral_l1_190.4813780.4818610.4813780.4303740.5358150.5969190.6406460.6536990.6598410.676507...0.697410.7151670.69990.7169110.758620.7484870.7249440.765571.00.762221
parent_spectral_l2_190.4945830.4952280.4945830.418370.5518530.6204960.6591710.6739630.6797040.696205...0.7267220.7768940.7376670.7781760.8084130.754560.8105570.9356740.7622211.0
\n", "

124 rows × 124 columns

\n", "
" ], "text/plain": [ " parent_AffinityPropagation_euclidean \\\n", "parent_AffinityPropagation_euclidean 1.0 \n", "parent_AffinityPropagation_l1 0.969941 \n", "parent_AffinityPropagation_l2 1.0 \n", "parent_Birch_3 0.53533 \n", "parent_Birch_5 0.588711 \n", "... ... \n", "parent_spectral_l1_17 0.511144 \n", "parent_spectral_l2_17 0.512794 \n", "parent_spectral_euclidean_19 0.491146 \n", "parent_spectral_l1_19 0.481378 \n", "parent_spectral_l2_19 0.494583 \n", "\n", " parent_AffinityPropagation_l1 \\\n", "parent_AffinityPropagation_euclidean 0.969941 \n", "parent_AffinityPropagation_l1 1.0 \n", "parent_AffinityPropagation_l2 0.969941 \n", "parent_Birch_3 0.535193 \n", "parent_Birch_5 0.589659 \n", "... ... \n", "parent_spectral_l1_17 0.513119 \n", "parent_spectral_l2_17 0.513668 \n", "parent_spectral_euclidean_19 0.49179 \n", "parent_spectral_l1_19 0.481861 \n", "parent_spectral_l2_19 0.495228 \n", "\n", " parent_AffinityPropagation_l2 \\\n", "parent_AffinityPropagation_euclidean 1.0 \n", "parent_AffinityPropagation_l1 0.969941 \n", "parent_AffinityPropagation_l2 1.0 \n", "parent_Birch_3 0.53533 \n", "parent_Birch_5 0.588711 \n", "... ... \n", "parent_spectral_l1_17 0.511144 \n", "parent_spectral_l2_17 0.512794 \n", "parent_spectral_euclidean_19 0.491146 \n", "parent_spectral_l1_19 0.481378 \n", "parent_spectral_l2_19 0.494583 \n", "\n", " parent_Birch_3 parent_Birch_5 \\\n", "parent_AffinityPropagation_euclidean 0.53533 0.588711 \n", "parent_AffinityPropagation_l1 0.535193 0.589659 \n", "parent_AffinityPropagation_l2 0.53533 0.588711 \n", "parent_Birch_3 1.0 0.797995 \n", "parent_Birch_5 0.797995 1.0 \n", "... ... ... \n", "parent_spectral_l1_17 0.428064 0.541955 \n", "parent_spectral_l2_17 0.448247 0.574147 \n", "parent_spectral_euclidean_19 0.425964 0.551822 \n", "parent_spectral_l1_19 0.430374 0.535815 \n", "parent_spectral_l2_19 0.41837 0.551853 \n", "\n", " parent_Birch_7 parent_Birch_9 \\\n", "parent_AffinityPropagation_euclidean 0.598626 0.565102 \n", "parent_AffinityPropagation_l1 0.597436 0.563175 \n", "parent_AffinityPropagation_l2 0.598626 0.565102 \n", "parent_Birch_3 0.710356 0.652631 \n", "parent_Birch_5 0.90691 0.843608 \n", "... ... ... \n", "parent_spectral_l1_17 0.612765 0.657557 \n", "parent_spectral_l2_17 0.640012 0.67637 \n", "parent_spectral_euclidean_19 0.622116 0.659149 \n", "parent_spectral_l1_19 0.596919 0.640646 \n", "parent_spectral_l2_19 0.620496 0.659171 \n", "\n", " parent_Birch_11 parent_Birch_13 \\\n", "parent_AffinityPropagation_euclidean 0.539072 0.536421 \n", "parent_AffinityPropagation_l1 0.537255 0.535212 \n", "parent_AffinityPropagation_l2 0.539072 0.536421 \n", "parent_Birch_3 0.613799 0.584213 \n", "parent_Birch_5 0.800095 0.766409 \n", "... ... ... \n", "parent_spectral_l1_17 0.66832 0.674726 \n", "parent_spectral_l2_17 0.68908 0.690357 \n", "parent_spectral_euclidean_19 0.666747 0.671274 \n", "parent_spectral_l1_19 0.653699 0.659841 \n", "parent_spectral_l2_19 0.673963 0.679704 \n", "\n", " parent_Birch_15 ... \\\n", "parent_AffinityPropagation_euclidean 0.51596 ... \n", "parent_AffinityPropagation_l1 0.514802 ... \n", "parent_AffinityPropagation_l2 0.51596 ... \n", "parent_Birch_3 0.559569 ... \n", "parent_Birch_5 0.737979 ... \n", "... ... ... \n", "parent_spectral_l1_17 0.705532 ... \n", "parent_spectral_l2_17 0.712109 ... \n", "parent_spectral_euclidean_19 0.688036 ... \n", "parent_spectral_l1_19 0.676507 ... \n", "parent_spectral_l2_19 0.696205 ... \n", "\n", " parent_spectral_l2_13 \\\n", "parent_AffinityPropagation_euclidean 0.552151 \n", "parent_AffinityPropagation_l1 0.553737 \n", "parent_AffinityPropagation_l2 0.552151 \n", "parent_Birch_3 0.418875 \n", "parent_Birch_5 0.541362 \n", "... ... \n", "parent_spectral_l1_17 0.75896 \n", "parent_spectral_l2_17 0.752843 \n", "parent_spectral_euclidean_19 0.719309 \n", "parent_spectral_l1_19 0.69741 \n", "parent_spectral_l2_19 0.726722 \n", "\n", " parent_spectral_euclidean_15 \\\n", "parent_AffinityPropagation_euclidean 0.537204 \n", "parent_AffinityPropagation_l1 0.544558 \n", "parent_AffinityPropagation_l2 0.537204 \n", "parent_Birch_3 0.449921 \n", "parent_Birch_5 0.592401 \n", "... ... \n", "parent_spectral_l1_17 0.775011 \n", "parent_spectral_l2_17 0.821791 \n", "parent_spectral_euclidean_19 0.769043 \n", "parent_spectral_l1_19 0.715167 \n", "parent_spectral_l2_19 0.776894 \n", "\n", " parent_spectral_l1_15 \\\n", "parent_AffinityPropagation_euclidean 0.520182 \n", "parent_AffinityPropagation_l1 0.518381 \n", "parent_AffinityPropagation_l2 0.520182 \n", "parent_Birch_3 0.426089 \n", "parent_Birch_5 0.559478 \n", "... ... \n", "parent_spectral_l1_17 0.793162 \n", "parent_spectral_l2_17 0.79629 \n", "parent_spectral_euclidean_19 0.741931 \n", "parent_spectral_l1_19 0.6999 \n", "parent_spectral_l2_19 0.737667 \n", "\n", " parent_spectral_l2_15 \\\n", "parent_AffinityPropagation_euclidean 0.534409 \n", "parent_AffinityPropagation_l1 0.541775 \n", "parent_AffinityPropagation_l2 0.534409 \n", "parent_Birch_3 0.451691 \n", "parent_Birch_5 0.592515 \n", "... ... \n", "parent_spectral_l1_17 0.774445 \n", "parent_spectral_l2_17 0.820391 \n", "parent_spectral_euclidean_19 0.770196 \n", "parent_spectral_l1_19 0.716911 \n", "parent_spectral_l2_19 0.778176 \n", "\n", " parent_spectral_euclidean_17 \\\n", "parent_AffinityPropagation_euclidean 0.509064 \n", "parent_AffinityPropagation_l1 0.509783 \n", "parent_AffinityPropagation_l2 0.509064 \n", "parent_Birch_3 0.457276 \n", "parent_Birch_5 0.566349 \n", "... ... \n", "parent_spectral_l1_17 0.761963 \n", "parent_spectral_l2_17 0.902564 \n", "parent_spectral_euclidean_19 0.798569 \n", "parent_spectral_l1_19 0.75862 \n", "parent_spectral_l2_19 0.808413 \n", "\n", " parent_spectral_l1_17 \\\n", "parent_AffinityPropagation_euclidean 0.511144 \n", "parent_AffinityPropagation_l1 0.513119 \n", "parent_AffinityPropagation_l2 0.511144 \n", "parent_Birch_3 0.428064 \n", "parent_Birch_5 0.541955 \n", "... ... \n", "parent_spectral_l1_17 1.0 \n", "parent_spectral_l2_17 0.776813 \n", "parent_spectral_euclidean_19 0.752915 \n", "parent_spectral_l1_19 0.748487 \n", "parent_spectral_l2_19 0.75456 \n", "\n", " parent_spectral_l2_17 \\\n", "parent_AffinityPropagation_euclidean 0.512794 \n", "parent_AffinityPropagation_l1 0.513668 \n", "parent_AffinityPropagation_l2 0.512794 \n", "parent_Birch_3 0.448247 \n", "parent_Birch_5 0.574147 \n", "... ... \n", "parent_spectral_l1_17 0.776813 \n", "parent_spectral_l2_17 1.0 \n", "parent_spectral_euclidean_19 0.793866 \n", "parent_spectral_l1_19 0.724944 \n", "parent_spectral_l2_19 0.810557 \n", "\n", " parent_spectral_euclidean_19 \\\n", "parent_AffinityPropagation_euclidean 0.491146 \n", "parent_AffinityPropagation_l1 0.49179 \n", "parent_AffinityPropagation_l2 0.491146 \n", "parent_Birch_3 0.425964 \n", "parent_Birch_5 0.551822 \n", "... ... \n", "parent_spectral_l1_17 0.752915 \n", "parent_spectral_l2_17 0.793866 \n", "parent_spectral_euclidean_19 1.0 \n", "parent_spectral_l1_19 0.76557 \n", "parent_spectral_l2_19 0.935674 \n", "\n", " parent_spectral_l1_19 \\\n", "parent_AffinityPropagation_euclidean 0.481378 \n", "parent_AffinityPropagation_l1 0.481861 \n", "parent_AffinityPropagation_l2 0.481378 \n", "parent_Birch_3 0.430374 \n", "parent_Birch_5 0.535815 \n", "... ... \n", "parent_spectral_l1_17 0.748487 \n", "parent_spectral_l2_17 0.724944 \n", "parent_spectral_euclidean_19 0.76557 \n", "parent_spectral_l1_19 1.0 \n", "parent_spectral_l2_19 0.762221 \n", "\n", " parent_spectral_l2_19 \n", "parent_AffinityPropagation_euclidean 0.494583 \n", "parent_AffinityPropagation_l1 0.495228 \n", "parent_AffinityPropagation_l2 0.494583 \n", "parent_Birch_3 0.41837 \n", "parent_Birch_5 0.551853 \n", "... ... \n", "parent_spectral_l1_17 0.75456 \n", "parent_spectral_l2_17 0.810557 \n", "parent_spectral_euclidean_19 0.935674 \n", "parent_spectral_l1_19 0.762221 \n", "parent_spectral_l2_19 1.0 \n", "\n", "[124 rows x 124 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mi_adjusted.matrix" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mi_plot = mi_adjusted.plot()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "#plot MI with type of algorithm as label\n", "label_vec = []\n", "for index, row in mi_adjusted.matrix.iterrows():\n", " name = c.algorithms[index]\n", " label_vec.append(name)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mi_plot = mi_adjusted.plot(threshold= 0, label_vec=label_vec)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 2 }