{ "metadata": { "celltoolbar": "Raw Cell Format", "name": "", "signature": "sha256:54cf0a882da8044bdbeee368ec2a597807b09f6e23684a1e491ba3efb5815275" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Singular Value Decomposition - II (SVD in practice)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import scipy as sp\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import sklearn.datasets as sk_data\n", "import sklearn.metrics as metrics\n", "import scipy.sparse.linalg as linalg\n", "\n", "\n", "from sklearn.cluster import KMeans\n", "from sklearn.decomposition import TruncatedSVD\n", "\n", "#import matplotlib as mpl\n", "import seaborn as sns\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Low rank data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data is generated using the sample data generators summarized at: \n", "\n", "http://scikit-learn.org/stable/modules/classes.html#module-sklearn.datasets\n", "\n", "More specifically, we use the datasets.make_low_rank_matrix() function: \n", "\n", "http://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_low_rank_matrix.html#sklearn.datasets.make_low_rank_matrix\n", "\n", "This function generates a mostly low rank matrix with bell-shaped singular values" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data = sk_data.make_low_rank_matrix(n_samples=100, n_features=50, effective_rank=2, tail_strength=0.0, random_state=None)\n", "sns.heatmap(data, xticklabels=False, yticklabels=False, linewidths=0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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sIjX36cgEr28X1CMAiGWYElYOa4X2wDj35D/n50LTaujwWRZahEL9gaCmn7XF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\nn8JR4ekt3Pkw2SqbXi/X7xr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YDbL32zi0Q65fMCIYEEL5H2LCLQA4Jf4N52L8WwFgaKuZ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\n", "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Numpy Singular Value Decomposition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start our analysis with SVD using the (non-sparse) SVD decomposition provided by numpy:\n", "http://docs.scipy.org/doc/numpy/reference/generated/numpy.linalg.svd.html" ] }, { "cell_type": "code", "collapsed": false, "input": [ "U, s, V = np.linalg.svd(data)\n", "print U.shape, s.shape, V.shape\n", "plt.plot(s[1:10])\n", "plt.ylabel('eigenvalue value')\n", "plt.xlabel('number of eigenvalues')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(100, 100) (50,) (50, 50)\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "#printing the singular values\n", "print s" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 1.00000000e+00 7.78800783e-01 3.67879441e-01 1.05399225e-01\n", " 1.83156389e-02 1.93045414e-03 1.23409804e-04 4.78511739e-06\n", " 1.12535175e-07 1.60522805e-09 1.38879411e-11 7.28805119e-14\n", " 2.30438476e-16 1.27285026e-16 1.01242158e-16 1.01242158e-16\n", " 1.01242158e-16 1.01242158e-16 1.01242158e-16 1.01242158e-16\n", " 1.01242158e-16 1.01242158e-16 1.01242158e-16 1.01242158e-16\n", " 1.01242158e-16 1.01242158e-16 1.01242158e-16 1.01242158e-16\n", " 1.01242158e-16 1.01242158e-16 1.01242158e-16 1.01242158e-16\n", " 1.01242158e-16 1.01242158e-16 1.01242158e-16 1.01242158e-16\n", " 1.01242158e-16 1.01242158e-16 1.01242158e-16 1.01242158e-16\n", " 1.01242158e-16 1.01242158e-16 1.01242158e-16 1.01242158e-16\n", " 1.01242158e-16 1.01242158e-16 1.01242158e-16 1.01242158e-16\n", " 1.01242158e-16 3.11852093e-17]\n" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Computing the error in the representation by the top-k singular vectors and singular values, when the n-k singular values are set to 0 (this means that the corresponding singular vectors are also ingored)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "errors = np.zeros(50)\n", "for i in range(50):\n", " s[-1:-(i+1):-1]=np.zeros(i)\n", " S = np.diag(s[0:50])\n", " S = np.vstack([S, np.zeros((50,50)) ])\n", " approx_d = np.dot(U, np.dot(S,V))\n", " errors[i] = np.linalg.norm(data-approx_d)\n", "print errors" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 1.70721970e-15 1.70712601e-15 1.70419081e-15 1.70087111e-15\n", " 1.69816469e-15 1.69536009e-15 1.69366214e-15 1.69082093e-15\n", " 1.68772463e-15 1.68622441e-15 1.68389518e-15 1.68148467e-15\n", " 1.67989764e-15 1.67672962e-15 1.67419058e-15 1.67204752e-15\n", " 1.67019795e-15 1.66879495e-15 1.66762404e-15 1.66481609e-15\n", " 1.66345571e-15 1.65918942e-15 1.65806707e-15 1.65537531e-15\n", " 1.65286828e-15 1.65073465e-15 1.64961887e-15 1.64779461e-15\n", " 1.64668649e-15 1.64325831e-15 1.63870757e-15 1.63619795e-15\n", " 1.63272718e-15 1.63012403e-15 1.62746678e-15 1.62436415e-15\n", " 1.62223046e-15 1.61850725e-15 1.63330591e-15 7.28993149e-14\n", " 1.38881320e-11 1.60528813e-09 1.12546624e-07 4.78644077e-06\n", " 1.23502590e-04 1.93440070e-03 1.84175062e-02 1.06996267e-01\n", " 3.83123328e-01 8.67936717e-01]\n" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the errors as a function of the ignored singular values/vectors" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.plot(errors)\n", "plt.ylabel('Error')\n", "plt.xlabel('# of ignored singular values')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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w5PgdxPshNOP7JE0gyTLA57H/h9bB3Os24FIzm2dms4BvEX+r/mHy+oXJipJv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\n", "text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the data projected on the top-2 singular vectors (or making our data 2-dimensional)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "U, s, V = np.linalg.svd(data)\n", "k=2\n", "\n", "Uk = U[:,0:k]\n", "Vk = V[0:k,:]\n", "Sk = np.diag(s[0:k])\n", "datak = np.dot(Uk,Sk)\n", "\n", "\n", "plt.plot(datak[:,0],datak[:,1],'bo')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Dimensionality reduction and clustering" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Generating high-dimensional data from k clusters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using again the sample data generators summarized at:\n", "\n", "http://scikit-learn.org/stable/modules/classes.html#module-sklearn.datasets\n", "\n", "This time we use the function datasets.make_blobs(), which generates data from isotropic Gaussian blobs:\n", "\n", "http://scikit-learn.org/stable/modules/generated/sklearn.datasets.make_blobs.html#sklearn.datasets.make_blobs" ] }, { "cell_type": "code", "collapsed": false, "input": [ "X, y = sk_data.make_blobs(n_samples=500, centers=3, n_features=30,\n", " center_box=(-4.0, 4.0),random_state=0, cluster_std=[3.]*30)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the dataset using our favorite heatmaps" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.heatmap(X,xticklabels=False, yticklabels=False, linewidths=0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Ht0NOYTi7hcf0Y8G5XdUgRynuvyZ4W8rmKBAIBM2KliICr1+/BJOjJzJY+nGi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\nHd2ifd0axMfPrQE8C6Okhlv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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Projecting the data into the 2-d space using SVD" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def svd_projection(data,k):\n", " U, s, V = np.linalg.svd(data)\n", " Uk = U[:,0:k]\n", " Vk = V[0:k,:]\n", " Sk = np.diag(s[0:k])\n", " datak = np.dot(Uk,Sk)\n", " return datak" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Taking the projection of the data in the top-k (k=5) right singular vectors" ] }, { "cell_type": "code", "collapsed": false, "input": [ "svdX = svd_projection(X,5)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 35 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Projecting our data into pairs of dimensions " ] }, { "cell_type": "code", "collapsed": false, "input": [ "svdX_df = pd.DataFrame(svdX)\n", "g = sns.PairGrid(svdX_df)\n", "g.map(plt.scatter)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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VvpMv8jr7RiUbMHevD0dPfRTzewhXIk9v6Ui980EsyssS8Wc5zdHdHmXpeNZr4rHJcUHm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coTE6lNvB25zV0jEkeEb5bDV3/8RwyPTQGYD8V3SkPx3d4ZIZ//aMsAMy3TN8sp9CjkmmUL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ahFswtnSPSDZRoxM+xaZCflom7+ROhxV3ffAqnLswhU0brfjRi8cU5UnV2vaFu6vDLmaF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2Gvvdb+rbV+v/nFkOF7rmzgHw/uS1l1OKJMlchxn2isdrh7VJMwHdDei+2MlRI1nuK4LDVSM2In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ZJwizL15vRFPHoCAUeHomiA9tW4/ZQIi7lzKrEbmZeq49cu3ms1bTTORQ8zzYFJWN6424q3Id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\nGBRUWlhK3YxoxoVo7YP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"text": [ "" ] } ], "prompt_number": 36 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Showing the low-dimensional dataset in a heatmap" ] }, { "cell_type": "code", "collapsed": false, "input": [ "k=5\n", "U, s, V = np.linalg.svd(data)\n", "Uk = U[:,0:k]\n", "Vk = V[0:k,:]\n", "Sk = np.diag(s[0:k])\n", "newX = np.dot(np.dot(Uk,Sk),Vk)\n", "print newX.shape\n", "\n", "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(15,10))\n", "sns.heatmap(newX, xticklabels=False, yticklabels=False, linewidths=0, ax=ax1, cbar=False)\n", "sns.heatmap(np.dot(Uk,Sk), xticklabels=False, yticklabels=False, linewidths=0, ax=ax2, cbar=False)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(100, 50)\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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AAAAAEAGbKQAAAACIgM0UAAAAAETAZgoAAAAAIpBtfrf+wiNuduhHdYtRffek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\nAEiAzRQAAAAAJCDb/Jr1mhtmTj0iH7g7P63zN36/m2VDv5XMzCzzst8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"text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Clustering the original data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "kmeans = KMeans(init='k-means++', n_clusters=3, n_init=1)\n", "kmeans.fit_predict(X)\n", "centroids = kmeans.cluster_centers_\n", "labels = kmeans.labels_\n", "error = kmeans.inertia_\n", "\n", "idx = np.argsort(labels)\n", "rX = X[idx,:]\n", "sns.heatmap( rX,xticklabels=False, yticklabels=False, linewidths=0,cbar=False)\n", "\n", "ri = metrics.adjusted_rand_score(labels,y)\n", "print ri\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.993981940182\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ZT0FO/YoPlbiv4TrdqB+5MdXhY7h9Zl4If94kKTQhfWBBt/u9B7hOd+7l+Av5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\nGHrAyy0Ys2L4KLJhK4tqO20v14Fm/gxZpswMNsRadoCb24/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MFF4wcZzls5R8H5Zj7KHQ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"text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Clustering the projected data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "svdX = svd_projection(X,3)\n", "\n", "\n", "kmeans = KMeans(init='k-means++', n_clusters=3, n_init=1)\n", "kmeans.fit_predict(svdX)\n", "centroids = kmeans.cluster_centers_\n", "labels = kmeans.labels_\n", "error = kmeans.inertia_\n", "\n", "idx = np.argsort(labels)\n", "rX = svdX[idx,:]\n", "sns.heatmap( rX,xticklabels=False, yticklabels=False, linewidths=0,cbar=False)\n", "\n", "ri = metrics.adjusted_rand_score(labels,y)\n", "print ri\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.993981940182\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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R18zrDW82r8Am5lpV1LZJJwDDzV0HpROAY+Ktjkvk0N30BJ6AazX35mLpBGDwS8ABAr6K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\nsAhDFwDAov8FGnhev1qhR4wAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 38 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Using real data (20 Newsgroup data)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.datasets import fetch_20newsgroups\n", "\n", "\"\"\"\n", "categories = [\n", " 'alt.atheism',\n", " 'talk.religion.misc',\n", " 'comp.graphics',\n", " 'sci.space', 'rec.sport.baseball'\n", "]\"\"\"\n", "categories = ['alt.atheism', 'sci.space','rec.sport.baseball']\n", "news_data = fetch_20newsgroups(subset='train', categories=categories)\n", "stemmed_data = news_data.data\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "print news_data.target_names\n", "print news_data.target\n", "\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "['alt.atheism', 'rec.sport.baseball', 'sci.space']\n", "[0 0 2 ..., 1 1 2]\n" ] } ], "prompt_number": 40 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Stemming the data using the Snowball Stemmer (after tokenizing): \n", "\n", "http://www.nltk.org/howto/stem.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From a cell you need to run nltk.download() and select the appropriate packages from the interface that appears you need to download: stopwords from corpora and punkt and snowball_data from models." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from nltk.stem.snowball import SnowballStemmer\n", "from nltk.tokenize import word_tokenize, sent_tokenize\n", "\n", "stemmed_data = [\" \".join(SnowballStemmer(\"english\", ignore_stopwords=True).stem(word) \n", " for sent in sent_tokenize(message)\n", " for word in word_tokenize(sent))\n", " for message in news_data.data]\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "print stemmed_data[0]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "from : acoop @ mac.cc.macalstr.edu subject : re : some thought . organ : macalest colleg line : 100 in articl < bissda.4.734849678 @ saturn.wwc.edu > , bissda @ saturn.wwc.edu ( dan lawrenc bissel ) write : > first i want to start right out and say that i 'm a christian . it that 's okay : it 's what all the rest of them who come on here say ... > make sens to be one . have any of you read toni campollo 's book- liar , > lunat , or the real thing ? ( i might be a littl off on the titl , but he > write the book . anyway he was part of an effort to destroy christian , > in the process he becam a christian himself . this is n't the guy who was a lawyer was he ? could you give more info on this guy ( never mind- i 'm sure there will be plenti of respons to this post , and it will appear there ) > the arguement he use i am sum up . the book is about whether > jesus was god or not . i know mani of you do n't believ , but listen to a > differ perspect for we all have someth to gain by listen to what > other have to say . this is true . make sure it is true for all case . > the book say that jesus was either a liar , or he was crazi ( a why not both ? ; ) > modern day koresh ) or he was actual who he said he was . > some reason why he would n't be a liar are as follow . who would > die for a lie ? would n't peopl be abl to tell if he was a liar ? why not die for a lie ? if you were poverti stricken and alunat , sound perfecet reasoabl to me . as to whether the societ dreg he had for follow would be abl to tell if he was a liar or not , not necessarili . even if he die for what he believ in , this still make him complet selfish . like us all . so what 's the differ . peopl > gather around him and kept doing it , mani gather from hear or see > someon who was or had been heal . call me a fool , but i believ he did > heal peopl . there is no histor proof of this ( see earlier thread ) . besid , he ( or at least his name ) , have been the caus of enough death to make up for whatev heal he gave . > niether was he a lunat . would more than an entir nation be drawn > to someon who was crazi . sieg heil ! ! > very doubt , in fact redicul . for exampl > anyon who is drawn to david koresh is obvious a fool , logic peopl see > this right away . > who is david koresh ? i am curious . therefor sinc he was n't a liar or a lunat , he must have been the > real thing . how does this follow ? your definit of lunat ( and  disproof '' thereof seem rather ... uhhh.. shaki ) > some other thing to note . he fulfil load of propheci in > the psalm , isaiah and elsewher in 24 hrs alon . this in his betray > and crucifixion . i do n't have my bibl with me at this moment , next time i > write i will use it . good idea . > i do n't think most peopl understand what a christian is . it > is certain not what i see a lot in church . natur , those or not true christian , right ? ; ) > rather i think it > should be a way of life , and a total sacrafic of everyth for god 's > sake . he love us enough to die and save us so we should do the > same . hey we ca n't do it , god himself inspir us to turn our live > over to him . that 's tuff and most peopl do n't want to do it , to be a > real christian would be someth for the strong to persever at . but > just like weight lift or guitar play , drum , whatev it take > time . we do n't rush it in one day , christian is your whole life . > it is not go to church once a week , or help poor peopl once in > a while . we box everyth into time unit . such as work at this > time , sport , tv , social life . god is above these box and should be > carri with us into all these box that we have creat for > ourselves . someon els handl this , i do n't know if it 's worth it ... *sigh* ******************************************************************************** * adam john cooper '' verili , often have i laugh at the weakl * * who thought themselves good simpli because * * acoop @ macalstr.edu they had no claw . '' * ********************************************************************************\n" ] } ], "prompt_number": 42 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Computing tf-idf scores for all stemmed english terms" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from sklearn.feature_extraction.text import TfidfVectorizer\n", "\n", "vectorizer = TfidfVectorizer(stop_words='english', min_df=0.05,max_df=0.9, ngram_range=(1,2))\n", "vectors = vectorizer.fit_transform(stemmed_data)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "print type(vectors), vectors.shape\n", "#terms = vectorizer.get_feature_names()\n", "#print terms" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " (1670, 385)\n" ] } ], "prompt_number": 44 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Clustering the original documents" ] }, { "cell_type": "code", "collapsed": false, "input": [ "k=3\n", "kmeans = KMeans(n_clusters=k, init='k-means++', max_iter=100, n_init=10,random_state=0)\n", "kmeans.fit_predict(vectors)\n", "centroids = kmeans.cluster_centers_\n", "labels = kmeans.labels_\n", "error = kmeans.inertia_" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 47 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Evaluating the clusters" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ri = metrics.adjusted_rand_score(labels,news_data.target)\n", "print ri" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.423279680475\n" ] } ], "prompt_number": 48 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "SVD analysis of the stemmed matrix using sparse SVD\n", "\n", "\n", "http://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.sparse.linalg.svds.html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our data is now sparse, so we need to call svds from scipy.sparse.linalg, which deals with sparse data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#computing the singular value decomposition\n", "k = 5\n", "U,s,V = linalg.svds(vectors,k,which='LM')\n", "print U.shape, V.shape, s.shape\n", "print s[::-1]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(1670, 5) (5, 385) (5,)\n", "[ 12.99738548 6.8646983 6.64935599 5.89258484 5.7038695 ]\n" ] } ], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "#plotting the first k singular values\n", "\n", "plt.plot(range(1,len(s)+1),s[::-1])\n", "plt.ylabel('eigenvalue value')\n", "plt.xlabel('number of eigenvalues')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 51, "text": [ "" ] }, { "metadata": {}, 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GRGUgkiXKSwpYYpNZYpMBOHXmHL4vPOawt4VX3z7Bq2+fAIIzm+bMqGLJvFpm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\nTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 51 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Projecting the dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again, we project in all pairwise dimensions to visualize the behavior of our data on all 2-dimensional spaces we consider." ] }, { "cell_type": "code", "collapsed": false, "input": [ "Xk = U*sp.sparse.diags(s,0)\n", "X_df = pd.DataFrame(Xk)\n", "g = sns.PairGrid(X_df)\n", "g.map(plt.scatter)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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nCcCTD+zEibN9YMMod1uQbZKIQEY9g87+CX9y0XdDJxdNpPUciRvEiuDH/9mI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rG6GB6vP/Ch3R6PNM/Zpo7WVxXjYM9pJXuDaWc0F3m8Eu7/bTPOTXiDtmVnAX+7sQxXrilJqYFM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QjcVn54+xW4aUtRyL5PbbMDtc0OXnPECYMbFDPKzrR0QWc2GbGjsggHG7vR1uVEScFM9eCG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\nXu0nmtveuaMYR9r65WNY7zic9PhwVKOcqi/UlUTHsdPng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Zpv3rIBRfkZcdojotiIVj9h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\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7KP7+U1tF5zJka2O630HXNF45dimmzxAIKwklASEQpPGDl7qi3m1mUKuAoKBL7+yPvdRl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\nY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"text": [ "" ] } ], "prompt_number": 52 }, { "cell_type": "code", "collapsed": false, "input": [ "with sns.axes_style(\"white\"):\n", " fig, ax = plt.subplots(1,1,figsize=(10,10))\n", " cmap = sns.hls_palette(n_colors=6, h=0.35, l=0.4, s=0.9)\n", " for i, label in enumerate(set(news_data.target)):\n", " point_indices = np.where(news_data.target == label)[0]\n", " point_indices = point_indices.tolist()\n", " plt.scatter(Xk[point_indices,2], Xk[point_indices,3], s=20, alpha=0.5, c=cmap[i], marker='D',\n", "label=news_data.target_names[i])\n", " plt.legend(prop={'size':14}, loc=2)\n", " sns.despine()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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LjUbTYpByOp1N/q/7fjtCrf5+kNTlcgGg1Wo5dOgQ99xzDzNnzmT8+PEsWrSI1atXe0bt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\nEmpTM9OTkzR43Yyl1ymVSpwdGSFVrqLF2ij4ApgrcaRykVKxhOTzozc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htkgUnSVceCgn\n27DvGaKSLmETbBj1dRTjBWzhDURZwJmxs9+/l48e/11Wl5OcO32WrCdPUS3DrI4VAm+Hn8pCCTVT\nwURnzohT2ihxqHkQTdX5zF+e4rPfeBb3AxreOg9dES9aSidluRGwkxp5BXe/HZtDhvUklgQl00l3\nsBNFVrCJIq3oKLksSiFLc2gdoVGkuF7m/JUyeqwXreKmorvwVCx2uZqZXFrG3dxOfq5EaqFIVbDw\nSjJtQT9lbRmfY53WhjoqrV1U3D5S8UX2D+wjEg5ycWqaRCpNezhIRyyG3eHA4fHx9T/9Lm7XUdSc\nHXVyHOeBNqiUCCgyUqiOjXKFi+tFstUK9xw6RI/LQfLaBKLLw4FYI8bMJA8cP4YqSGyUS6gOF8by\nIqJlYXn9EJ/D1dJGQFcR23uRe3ahToxgW7yOLAg4XU46OrtYW13B8gcRNJ2gXUZuipJNJLA3xrC3\ntCEkFunNrnKyp5NLukBhLYOQXacs2MAwMEsFsDsQBBFjaRG7zYYYDGNTHDQGfJRzOfTVBMLyIlo4\nQknTaZgZ43OP/xoP7O69YTn5rX4mt8vFYKyJ8YlJAk1RkqkU8uQIhxsbmS2WGWiK7PDk3ZxptSW6\n/oV7pP6pU1teXaNGjX++3GlhNGy2Lj9y+IPIUwLuWYU/e+SPGXtthMT0EuJuGe9DYax1i/Traewh\nGcsyMetAV0x+MPcq8/ISS6UEhsvCsJuYhrl5YN0kYo8gyRK+kJ/uxk6cRTtm2aRSLONddNLiiaJW\nVVJrKdRKlVBDGLNqsjQfxzRNkiPLVMtVTLeJmdWwwjaySo6Xcqf48+ee4DN/eYpqsQ2z3MuVL1dR\nSxqekJujQy5aklNUvnCG0HQAIQPMXaVp1wbtnhwd60UkSdqM3lia5xMn7+UTD5/Y/PW+38O6rPON\nF8rMl8LYcxK/fPQhmjSJuZkcz7z8KguZDQ40NxC8J4RaWKI0NkOpsIHNs8C7H/BzqLOVYqydS/Fl\nRlfT9N9zgpHzZ/n26BhV2Y57NY7NGwRJopDN8YOnLhNwH0YpFQjqKi5rD9YVHW+onlKxhMfnZyqx\ngta7B3PoHr5/YZhiJMrh5igHy+sEkkt87vFfo1WrcN/gPnqbm7Fdn0Rubce029FPv4jUEEVenKWp\nf5B39/cip1axYm0IFux12PidtiYKyVXo7MXW0YWARXJ9g0xVxd4Ypbejg7DLhb8purlk2yZhbWxg\nWSaqpiJUiwiyjNTZg2CBdm0MU1eJRmN0JuZoQUe02RCXFtkdi9J3+Dil6SmE+AKHm6PbCfI3CqHb\nLSvfmuYLJRMcM4ocbmxE6B+gEGu7q4nFOy1Ar/HPl5rgqlGjxtvGlkjyzDuwLOtHZnZtVcM+e+7z\ndxRdAAjC5gegWwZGpwB1IjabDe9uP5ZTQzsE0i47wppFxaaytpbG0+AlP7KOqZgUqgUKYzma5sPY\nBRlRGcN27iqxSBS7x4FvZQFXdRrxok5Mb6S/o5+vT3+TX3/6/Tyz8HVWHWlC4TCmy2JpME1obz0z\nz0+RPLOKGRTQ7QY4BWZzcf7n34yzmtg0QR9qPoCc2MPFvyly5uJZxs6Mcjx/kF/t+2V6rEFcf1fA\nWrnK2uVVTriP8Lnf/Dih5PIOH88P34gFBPYiNPQhNPRCzgG6gWBByeuHgSE0p4uvPPstZr4xhXvv\nSWR3C8mJM+QcU/zWob0MLyf55tgkZbeHstPF2dkF5lJpqtkcpfkZbC4v+kaaCwtLqKqKbX2NxlAI\ny7KomCaBphhiehXJNDDcbiZfewXnnn3YZBmjWkWNtjA8vRm7IGNDLVYolko8PtiPPDVBbjnO7gff\ngZVYwpq/jujxYU6N4lYcrBTyXLy+gGEYaA4XQrQFMxzh0mqKvNONx+VCKZcQWtuxJIlqfAGXTcTp\ncRGrr6MtGMTtdCPLMo1uF6LLgxAMI1YqiA2NKPUNSM1tyLsHkEUbruQSf/ruhzhQXCP10vNE/R6c\nDTHsbR10H7uHmN+D1tZ11/EOm9//rs1rFSWE/oHtSlYh1sbTl67y+GA/nqX5H/7b+Cn6tYql0l2f\nZ42fDbWWYo0aNd5W7maqcTv0NJqn7FUZnxy/peW49ZpKp0bFp3J1bIxGd4RJfQbNYZBLZinHC7g6\nvFjCZu6UZjOwdAt7o5Pi1Swtg+2kJ5IIjRKeFi/V1TJK1ElKTBPTJJRVGauUJFs+g95k0LO/F6lg\n48r5YbxHQyQqCTY8eaSog/TYCrZdDsyiQTlfoa63jvTiGprfwN7lRPCJqIkq2kQviYxMvpqkwRMh\nqPgZXvwByv4S0uRe1pbraA3GiHhclEoGxXIBf49BkxHheOcRjnV1bLeWboyIeOLFU1RaO+kJN1LO\nV6n6g5x/7RSFQJjWzm78doV4KkXpqQRWOojgVpAbghBsZnVqkryQJun1s15VyQsyG7kNFi9eRK+U\nkUNhlD37oDFGMb6If22Ffr+LT/36EZ7+9nPo3m4qVZWcfonOk3Wo+Sy2SgVKRRyxVsxKmczqMoZp\n0rCWpNUfQOvs5vTCIp976TVyxSKGrpNWHEwnU5iRJiyPF9G0wOVGjTShuJzMzl5HbYgiracRAkHK\ndheJ+BKq24s3FMayTDRVQ1hJ4PX5cDfFKCZXCQkCDzrgw/cc5sJ8nLMbeWRRwOH2oIoSjkoJ3e0F\ntUqDx02vXeRoOMDU/8/em0bHcd/nmk9VdVX1vqHRjUZjB7GQAEiC4CpSlGjJlmTZlp3EciL7Zqwk\ntpO5upN7nZszk8nJlzm5ZzJnTnJuJp6ME91Eyr22EstJvMSLZMuyLImSuIMLSAAkiB29ohu9d1d1\nVc0HiAgpS7alSIqS9PMJ6PrXvwqoPqff/i3vb32DM0urOC2TnRN7yRkmhmpHUmTUSploKISjWn7T\nrurn48nXdWc/2N/zjtRrNYdLvys0uxSbNGny3uSNuhpvFlvn4ucBGI/uIrjm+bHBz6XuGnqjwdm1\nSSzLYk92hJfmT3A2OIUtKiNMmfijfkws0vYsmreBdVajtT2M3aNSnMvjHvYRFANk41nELoniagG3\nz0NntAPhhQYruTWs2yXCaivpZJqNWh4rb2DpBgRtaIaGqRsookLd0JA2BFqjrTTcFrkLaaS9KvVU\nHbEhYtfHEa0hbGfsKKkgXqmG5L7GHf8xiupUmf47E7M8gC0rAhaNoEXNvMB8yzJlKoyoBn/24B/T\n29VzSzfbA0M9/NZ3v4TWNchEbDcgcGL2OmsXztA2vhfd62d66TqVby0hX4kgWmFMZhGVFixLpB68\niDxm4Q0Fsbr6qS7NY9od1HUdIxkntGMMtXOzS05OJ/h5t42HD+zhyfPTJN0+nv0fF8hls9g+vI2K\nw4GxcA1/vcq9+/fx9JlzpH0tyJ3dCIvXaUnHued9x7h4fYElw4KebdgSK3Sk16g5XZxHoeH2Yrk9\nmKkEQrWMrbUNMZNEtjvQVpdQBkfQJBFjdQWn14uvnKdkd2G6vZjZDAFV4e6hPq4kc2SvTfPA8DYe\nuet2AH79yW+S376LeKEEC9e4baCfp559Fr13EHtrG/aFWT7RHUWWZU4oHjSPD3F+FmUjy8iRo1xM\npLE2skxsHyaYTb0lUfTT3NnfjqHSP+u1mrxtNLsUmzRp8t7kjboadV3n5YWTnKicQfcbGHaTVDpF\nTIuyv2sCRVa21hQdJc4nN01XNZvO2VNnUAJ2DMnEXNMZ6BykVqhh+Awq5QrCionYKtEQDdo9UcpX\n88R6O1mPr1NKFqj5dXAIqAGV0kaJXHEDw9BBEqmWKtQUjY1SHsG00Oo65g4RJWTHuq5DykB4fghJ\njFLasYJ5rY7b66FaqECnjFDYgekawmZTUHcrFFezFIxFxPsuoVUqtIfbad+psnY5jpUPIAgCdecl\n5luWKe7ppeZysjTV4PzqHHta2vnSuSlqXX3kbDL//dm/ZvgAJBMplst1ws4Q27USv3/vMTLLS3xv\ndobK8SJSvgsCKkKxiK0QxSikMEli9Nip7+mjtLJIeXUFracfq1hA6d0GoTCl+CpGtYZZKtDf2kKf\nTWCb38Njp8+zWiyhhsF39zget5PE2ipSJIrDZqOSzVIsl2ioDvz1Ch09vRQjMU49/0PiDQO9exuq\nLCOqDmw2ketXr+LcMUa1VMKUJEQEKORxeL2oooCp2GmsraCJEkathhBoQTEa9LYECWOycfkigUqJ\new4d4LmpaWqri/zJPbeT0i0mV+JMxhMERnaxvp7F4fHgCIWZe+Ul7r3tEFZ+g/TVK6iiQLGQZzEQ\npeH1IdokrEALZrVCdnaaAz4nfQ47Hr3+poTLjWjkDb+qsWj4DSNZb5enVXO49LtKs2i+SZMm/wKx\nLKyssVXLYmUNeE30XavV+c63v0vFVaNWqhM/vULgUJj1epZoV5SB3UPYvSptbRGqV0v4Cz7Ukoyj\n243lhWs/nOFDkXsonskidtlwjnmpnS6hyCoWYK43KJRylMwK+AU2oiVyySxqRsTMGKj73VC00HMa\n7rYA0oVRotE7sW+MInxrG2aHSK1eRfGpOHQVu6UiOERMu0WlXkP8qIV4Zw5RhRUpwT+c+jalShEh\ndgWbc46RdpEl5yqF8R70YoXqJQmjZxencXD3n/0x36vFSWczfHv6HLOhTs5cqNEfqrE4/TTfefq/\n8uDoAOFQCFmyYS+kMVaWERx2JLcbRDCtKoaVhG2dqNI4tpdymINjNLDQF+fRW9sQNB1FFCHaQaVS\nRnU4sLLrPH/pMp//+tPUOntZs6kkiwWwDDay64wMDhJwuhFlBS0co1Ktsm1ggGhvHxuWgIVFvVxB\nNyz0RoNysUDY7cTl8jLS2oJzaY5Wrwcxv4GVXMNlaPixcDsciNeuYLhcmKU8LF9HqVeLJ3/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cZYTSZp6DpSKIKRzSDZHciWyfuGBwhaBp1OlS+fvkjL7j3U6g20pXk0X4BKKoEYXyHUP4izXsGI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"text": [ "" ] } ], "prompt_number": 53 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Looking into the topics" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print V.shape\n", "#print V\n", "sns.heatmap(V,xticklabels=False, yticklabels=False, linewidths=0)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(5, 385)\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 54, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 54 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Clustering the projected documents" ] }, { "cell_type": "code", "collapsed": false, "input": [ "vectorsk = U[:,2:4]*sp.sparse.diags(s[2:4],0)\n", "print vectorsk.shape, type(vectorsk)\n", "k=3\n", "kmeans = KMeans(n_clusters=k, init='k-means++', max_iter=100, n_init=10, random_state=0)\n", "kmeans.fit_predict(vectorsk)\n", "centroidsk = kmeans.cluster_centers_\n", "labelsk = kmeans.labels_\n", "errork = kmeans.inertia_" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(1670, 2) \n" ] } ], "prompt_number": 59 }, { "cell_type": "code", "collapsed": false, "input": [ "ri = metrics.adjusted_rand_score(labelsk,news_data.target)\n", "print ri" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.493049989349\n" ] } ], "prompt_number": 60 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Other methods for projecting the data of the same data; Truncated SVD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.TruncatedSVD.html#sklearn.decomposition.TruncatedSVD" ] }, { "cell_type": "code", "collapsed": false, "input": [ "k = 5\n", "tsvd = TruncatedSVD(n_components=k)\n", "Xk = tsvd.fit_transform(vectors)\n", "\n", "X_df = pd.DataFrame(Xk)\n", "g = sns.PairGrid(X_df)\n", "g.map(plt.scatter)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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nNSe6YuQ7HelmBuMyx3C3qBpLIi6waEBPfrIzLZKyjWr9p6FjAPv3bArJpFCc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sOWDZWac1BtYn5sZRVy4PXNYWhsGg89dYyBbdJgcCMJPF4f/t/+N9A3bF7KkTk2iNKPXLe9psKJ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yz9opzqfafGjWGT929QxGHFP+QBBvHjyLfbVtHFPOcwNDfrzyx6ZJPecPh1t1a2/EYipdJ2n+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\nife1IiFm4obNZn