K-means clusters for SED set.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.cluster.vq as scivq\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Quick notebook to find a set of summary coefficients via k-means to describe a set of galaxies.  Data file is 5 weight coefficients that describe ~50,000 galaxy spectra, want a set of 100 spanning spectra based on these coefficients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "numks = 100 #the number of k-means clusters to compute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "infile = \"galaxytraining_coefficients.out\"\n",
    "data = np.loadtxt(infile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(51833, 6)\n",
      "[[  0.00000000e+00   2.03370000e-06   1.73350000e-20   1.26310000e-06\n",
      "    7.80030000e-05   5.45770000e-09]\n",
      " [  1.00000000e+00   2.08580000e-06   1.91220000e-30   3.05610000e-07\n",
      "    3.18620000e-05   2.50430000e-13]\n",
      " [  2.00000000e+00   6.78710000e-06   2.27870000e-09   5.23410000e-07\n",
      "    2.55240000e-05   6.28920000e-08]]\n"
     ]
    }
   ],
   "source": [
    "print (data.shape)\n",
    "print data[0:3,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ids = data[:,0]\n",
    "featurevec = data[:,1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "normed = scivq.whiten(featurevec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  2.25601680e-05   5.04325117e-09   2.82301443e-06   9.43230114e-05\n",
      "   1.04597217e-06]\n"
     ]
    }
   ],
   "source": [
    "scalefactors = featurevec[0,:]/normed[0,:]\n",
    "print (scalefactors)\n",
    "#whiten does not save the scale factors after whitening the data, save them here, as the scale \n",
    "#factors are physically |meaningful!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "meancomponents = scivq.kmeans(normed,numks) #kmeans returns a tuple of (kmeans_comps,distortion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "finalkmeans = meancomponents[0]*scalefactors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.54143e-45 0.00115819\n"
     ]
    }
   ],
   "source": [
    "ymin = 1.1*np.amin(featurevec[:,0])\n",
    "ymax = 1.1*np.amax(featurevec[:,0])\n",
    "print ymin,ymax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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J64aPoz2R5IFa6+4ZHl4SO6ICADD9JtsRteehfbRSyrOTPFhrfaLXYxlNaAcAYLrNmtDe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\ny5bklFOS7dubcyec0IT3L31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ETzSJfOvWZM2aXLpsWV7wxj/N+Z+8Ig/+S1927Rp5/MLj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/59+vtijngb2rZbMUf83r/7J3swapTdDxtm99One799u/czZ9rX5eX2NXhfWemP2r7dHm/f7v0t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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ac14410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,48))\n",
    "ax = fig.add_subplot(411)\n",
    "ax.scatter(featurevec[:,0],featurevec[:,1],c='r',edgecolor='r',s=5,marker='.')\n",
    "ax.scatter(finalkmeans[:,0],finalkmeans[:,1],c='b',edgecolor='b',s=100,marker='*')\n",
    "plt.xlabel(\"component 0\",fontsize=15)\n",
    "plt.ylabel(\"component 1\",fontsize=15)\n",
    "plt.xlim([0.0,np.amax(featurevec[:,0])*1.1])\n",
    "plt.ylim([0.0,np.amax(featurevec[:,1]*1.1)])\n",
    "bx = fig.add_subplot(412)\n",
    "bx.scatter(featurevec[:,1],featurevec[:,2],c='r',edgecolor='r',s=5,marker='.')\n",
    "bx.scatter(finalkmeans[:,1],finalkmeans[:,2],c='b',edgecolor='b',s=100,marker='*')\n",
    "plt.xlabel(\"component 1\",fontsize=15)\n",
    "plt.ylabel(\"component 2\",fontsize=15)\n",
    "plt.xlim([0.0,np.amax(featurevec[:,1])*1.1])\n",
    "plt.ylim([0.0,np.amax(featurevec[:,2]*1.1)])\n",
    "cx = fig.add_subplot(413)\n",
    "cx.scatter(featurevec[:,2],featurevec[:,3],c='r',edgecolor='r',s=5,marker='.')\n",
    "cx.scatter(finalkmeans[:,2],finalkmeans[:,3],c='b',edgecolor='b',s=100,marker='*')\n",
    "plt.xlabel(\"component 2\",fontsize=15)\n",
    "plt.ylabel(\"component 3\",fontsize=15)\n",
    "plt.xlim([0.0,np.amax(featurevec[:,2])*1.1])\n",
    "plt.ylim([0.0,np.amax(featurevec[:,3]*1.1)])\n",
    "dx = fig.add_subplot(414)\n",
    "dx.scatter(featurevec[:,3],featurevec[:,4],c='r',edgecolor='r',s=5,marker='.')\n",
    "dx.scatter(finalkmeans[:,3],finalkmeans[:,4],c='b',edgecolor='b',s=100,marker='*')\n",
    "plt.xlabel(\"component 3\",fontsize=15)\n",
    "plt.ylabel(\"component 4\",fontsize=15)\n",
    "plt.xlim([0.0,np.amax(featurevec[:,3])*1.1])\n",
    "plt.ylim([0.0,np.amax(featurevec[:,4]*1.1)])\n",
    "plt.savefig(\"componentplots.jpg\",fmt=\"jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tmphead = \"%d kmeans summary components determined from file %s\"%(numks,infile)\n",
    "np.savetxt(\"kmeans_coeffs.out\",finalkmeans,fmt=\"%6.6g\",header=tmphead)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}