Preprocess-data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy\n",
    "from sklearn.preprocessing import MinMaxScaler,Normalizer,StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "obj = open('heart.txt','r')\n",
    "data= obj.readlines()\n",
    "data = data[1:] \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "462 462 462\n"
     ]
    }
   ],
   "source": [
    "content = []\n",
    "string_feature = []\n",
    "output_class = []\n",
    "for i in range(len(data)):\n",
    "    temp_1 = data[i].split('\\t')\n",
    "    temp = []\n",
    "    for index in range(len(temp_1)):\n",
    "        if index== 4 or index == 9:\n",
    "            temp.append(temp_1[index])\n",
    "        else:\n",
    "            temp.append(float(temp_1[index]))\n",
    "    output_class.append(temp[9])\n",
    "    string_feature.append(temp[4])\n",
    "    content.append(temp[:4] + temp[5:9])\n",
    "print len(content),len(string_feature),len(output_class)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "content_np = np.array(content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.26376571  0.45426099  0.11920751 -0.07363149 -0.10427156 -0.04405031\n",
      "   0.8167246   0.15681362]\n",
      " [ 0.14457648 -0.41232105 -0.083316    0.21504194  0.10088071  0.35030127\n",
      "  -0.31971088  0.72166576]\n",
      " [-0.5208283  -0.40655635 -0.31961116  0.4639223  -0.05905087  0.385855\n",
      "  -0.28390589  0.11445955]\n",
      " [ 0.49920777  0.27179632  0.26045743  0.52410584 -0.06922893  0.45584887\n",
      "   0.09521566  0.33576257]\n",
      " [-0.07204897  0.74042846 -0.20441236  0.10410248  0.23973652 -0.00438298\n",
      "   0.5617723   0.1444714 ]]\n"
     ]
    }
   ],
   "source": [
    "scaler = MinMaxScaler(feature_range=(0, 1))\n",
    "rescaledX = scaler.fit_transform(content_np)\n",
    "scaler = StandardScaler().fit(rescaledX)\n",
    "rescaledX = scaler.transform(rescaledX)\n",
    "scaler = Normalizer().fit(rescaledX)\n",
    "normalizedX = scaler.transform(rescaledX)\n",
    "print normalizedX[:5]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\"Present\"\n",
      "['0.26376571182', '0.454260986901', '0.119207512108', '-0.0736314893675', 'Present', '-0.104271559661', '-0.0440503119959', '0.816724602837', '0.156813624594']\n",
      "\"Absent\"\n",
      "['0.144576477438', '-0.412321047208', '-0.083315996728', '0.215041937234', 'Absent', '0.100880711884', '0.350301270599', '-0.319710878439', '0.721665755122']\n",
      "\"Present\"\n",
      "['-0.520828297701', '-0.406556345228', '-0.31961115628', '0.463922302782', 'Present', '-0.0590508729036', '0.385854997279', '-0.28390589035', '0.114459552416']\n",
      "\"Present\"\n",
      "['0.499207769486', '0.271796322941', '0.260457430407', '0.524105836531', 'Present', '-0.0692289336637', '0.455848868953', '0.0952156620589', '0.335762567742']\n",
      "\"Present\"\n",
      "['-0.072048974894', '0.740428455018', '-0.204412361282', '0.104102482165', 'Present', '0.2397365203', '-0.00438297788609', '0.56177229547', '0.144471403262']\n",
      "\"Present\"\n",
      "['-0.136049659009', '0.246073665791', '0.368120490002', '0.611959983971', 'Present', '0.399377761166', '0.494320077933', '-0.0522891735403', '0.0658895357058']\n",
      "\"Absent\"\n",
      "['0.0871208476053', '0.0438558325487', '-0.319329899988', '-0.575234531204', 'Absent', '0.291958260153', '-0.60386455912', '-0.286434573869', '-0.160260651468']\n",
      "\"Present\"\n",
      "['-0.487951556998', '0.0397735121507', '-0.0298425596584', '-0.571008559848', 'Present', '0.372532590787', '-0.28627408872', '-0.173380885883', '0.427300450862']\n",
      "\"Present\"\n",
      "['-0.570643319335', '-0.38057314781', '-0.211344105798', '-0.37117140366', 'Present', '-0.200978135533', '-0.135109624189', '-0.285837237017', '-0.454693294142']\n",
      "\"Present\"\n",
      "['-0.125845732353', '-0.322708759188', '0.208611986186', '0.290976260111', 'Present', '0.660109159946', '0.393388140946', '-0.283843435007', '0.284201223758']\n",
      "\"Absent\"\n",
      "['0.731858357492', '0.114103660206', '-0.191627202863', '0.195523428057', 'Absent', '0.426634784217', '0.0402893062094', '0.35326008955', '0.260730023842']\n",
      "\"Present\"\n",
      "['-0.0751628557498', '0.811188618685', '-0.0516342952576', '-0.138046807485', 'Present', '0.431430273463', '-0.249616765248', '-0.247890369653', '-0.0686316458231']\n",
      "\"Absent\"\n",
      "['-0.280404348732', '-0.223807162208', '-0.390521542617', '-0.558047175737', 'Absent', '0.169806152347', '-0.300217527482', '-0.196853019608', '-0.499644098584']\n",
      "\"Absent\"\n",
      "['-0.107066504753', '-0.274552805673', '-0.480742584122', '-0.365396800894', 'Absent', '-0.144989501511', '-0.198718618215', '-0.227744045425', '-0.660417194783']\n",
      "\"Present\"\n",
      "['-0.479554723475', '0.488883407248', '-0.441751323241', '-0.393792021608', 'Present', '0.0340777742318', '-0.222760619675', '-0.249565762802', '0.260263779856']\n",
      "\"Present\"\n",
      "['-0.409237185829', '-0.180306649754', '-0.436870283205', '0.179105892433', 'Present', '-0.725260533043', '-0.0143847016659', '0.208620241573', '0.085718767559']\n",
      "\"Absent\"\n",
      "['-0.165873828601', '0.156078801949', '0.94861003253', '-0.0812242004031', 'Absent', '0.130306924452', '-0.0323196905976', '0.132197117024', '0.0785263096622']\n",
      "\"Present\"\n",
      "['0.092446138688', '0.369054991367', '0.42327042822', '0.315891156917', 'Present', '0.626209012632', '0.391821111406', '-0.0318182346133', '0.172142776399']\n",
      "\"Present\"\n",
      "['0.318258101979', '-0.0747644578925', '0.435448887442', '0.369185258132', 'Present', '0.266680713619', '0.256205815007', '0.490779606464', '0.435412359934']\n",
      "\"Present\"\n",
      "['-0.208372792613', '0.672682013196', '0.214435662764', '0.40432894357', 'Present', '-0.246069555706', '0.28623231446', '-0.207547644052', '0.330242262151']\n",
      "\"Absent\"\n",
      "['-0.393308387472', '-0.109979397628', '-0.361287548455', '-0.419428940108', 'Absent', '0.530772837429', '-0.303251443048', '-0.0374284041812', '-0.389463204772']\n",
      "\"Present\"\n",
      "['-0.21888594662', '0.658356395403', '-0.647265152912', '0.0996357225707', 'Present', '-0.151959810215', '0.0195021139324', '0.251001096787', '0.0574689190888']\n",
      "\"Present\"\n",
      "['0.272931095101', '-0.34803432178', '0.379434850661', '0.528657632819', 'Present', '0.434248006384', '-0.159691115358', '-0.333650495601', '0.235660333889']\n",
      "\"Absent\"\n",
      "['-0.00969589888142', '-0.401866515563', '-0.273150770346', '0.254232015953', 'Absent', '0.0554989651689', '0.383245470525', '-0.38706924156', '0.631968518491']\n",
      "\"Absent\"\n",
      "['0.0528082899957', '0.934394934079', '-0.056962544617', '-0.038884490081', 'Absent', '0.237000087286', '0.0102022137351', '-0.205158464131', '0.144905261028']\n",
      "\"Present\"\n",
      "['-0.176688375674', '0.0200518400398', '0.937378991923', '0.191132031198', 'Present', '0.0230722183012', '-0.16881587928', '-0.154718552189', '-0.0141193136585']\n",
      "\"Absent\"\n",
      "['-0.231628098789', '0.120229315405', '0.553718373549', '0.255249268279', 'Absent', '0.164058443679', '0.707043794272', '-0.162610497586', '0.0828784382084']\n",
      "\"Absent\"\n",
      "['0.144795362014', '0.529101232491', '0.107306440502', '0.122505871228', 'Absent', '0.26709246949', '-0.536602284503', '0.0827589366534', '0.553565161177']\n",
      "\"Present\"\n",
      "['0.159630034132', '0.0570502858881', '0.225483750027', '0.444232705526', 'Present', '0.40510422344', '0.4634216691', '-0.27078292576', '0.520466551062']\n",
      "\"Absent\"\n",
      "['0.179393638044', '-0.379307887908', '0.434941048808', '0.017445689599', 'Absent', '0.33659680027', '0.230389321289', '-0.172532481099', '0.662058364818']\n",
      "\"Absent\"\n",
      "['-0.0856363651733', '-0.183229992835', '-0.287880376551', '0.0216459292365', 'Absent', '-0.161655110975', '-0.749047492031', '-0.525193010885', '0.112771034959']\n",
      "\"Absent\"\n",
      "['0.446821345734', '-0.265104083908', '0.357341125696', '-0.0913439357842', 'Absent', '0.611493326348', '-0.432421573986', '0.151088862473', '0.101458192343']\n",
      "\"Present\"\n",
      "['-0.373691677409', '0.302773582034', '0.190211805587', '0.635687683155', 'Present', '-0.00496459664294', '0.225548979007', '-0.0861247685269', '0.519700742594']\n",
      "\"Absent\"\n",
      "['-0.26260211961', '0.48619902767', '0.37734231399', '0.483361099358', 'Absent', '-0.182522431535', '0.435831262687', '-0.304000064395', '-0.0542779077298']\n",
      "\"Absent\"\n",
      "['0.271933493408', '0.233883202581', '0.656540252227', '-0.0071634122089', 'Absent', '0.169973757283', '0.519065193856', '-0.31643257851', '0.2044628941']\n",
      "\"Absent\"\n",
      "['-0.273086483818', '0.0466019137878', '-0.0497168807956', '-0.54489177153', 'Absent', '0.136051087309', '-0.533244307025', '0.447357624154', '-0.347685187847']\n",
      "\"Absent\"\n",
      "['0.0453146407875', '0.0319490916911', '0.691481963601', '-0.0254507068119', 'Absent', '-0.345129092912', '0.173354063314', '0.447277463982', '-0.410984114754']\n",
      "\"Absent\"\n",
      "['-0.687636935888', '0.108798659669', '-0.0457268148234', '0.323139967019', 'Absent', '-0.25866419028', '0.573381848118', '-0.0370787707998', '0.108439724497']\n",
      "\"Present\"\n",
      "['-0.157865658466', '-0.307585993725', '-0.360327078809', '-0.288500709375', 'Present', '0.668755612737', '-0.10919800374', '-0.270541974871', '-0.367491215614']\n",
      "\"Present\"\n",
      "['-0.0360059575685', '0.522344035677', '0.163822910729', '0.262646332011', 'Present', '0.707372440816', '0.12313331027', '0.0763804075328', '0.329647825467']\n",
      "\"Present\"\n",
      "['-0.431555309687', '-0.317921781292', '0.222666152401', '0.463820095612', 'Present', '0.305663660148', '0.509736938257', '-0.302965935529', '-0.0540932684558']\n",
      "\"Absent\"\n",
      "['0.0976502348871', '-0.276186655083', '-0.231742456678', '-0.0814683075417', 'Absent', '-0.830246175561', '-0.192077824066', '-0.178471405173', '-0.309498088563']\n",
      "\"Absent\"\n",
      "['-0.265135144689', '-0.234713903163', '-0.525531777709', '-0.357726699574', 'Absent', '-0.184357267063', '-0.274032752921', '-0.206446210773', '-0.564587555839']\n",
      "\"Present\"\n",
      "['-0.316386570849', '-0.173905713664', '-0.759755377322', '-0.241893106843', 'Present', '-0.166892005687', '0.0454452446039', '-0.116887800015', '0.4362738388']\n",
      "\"Absent\"\n",
      "['-0.203036772303', '-0.135409179322', '-0.144584721973', '-0.344448778719', 'Absent', '0.0156142376341', '0.833713318382', '-0.119101218965', '-0.302297731113']\n",
      "\"Absent\"\n",
      "['-0.29899961929', '0.131059472849', '-0.40987611307', '-0.203394751837', 'Absent', '0.537745091186', '-0.435766219784', '-0.400808675243', '0.210583032439']\n",
      "\"Present\"\n",
      "['0.410243113676', '0.291106729587', '0.653413061957', '-0.0345449186959', 'Present', '0.394211884277', '-0.0281638560785', '-0.162271838499', '0.369170850234']\n",
      "\"Present\"\n",
      "['-0.494571764273', '-0.170581419783', '0.618181421819', '0.0608772960992', 'Present', '-0.0510509321122', '0.427323429224', '-0.249338262581', '-0.305066146478']\n",
      "\"Absent\"\n",
      "['-0.324152870641', '-0.216183865072', '-0.369306836565', '-0.504990907608', 'Absent', '0.0249284890346', '-0.380733156109', '0.244714358632', '-0.501320071003']\n",
      "\"Absent\"\n",
      "['-0.310412301588', '0.0184686736125', '-0.214419527226', '0.423435745698', 'Absent', '0.204828844292', '0.549477359428', '-0.359347288635', '-0.452790071556']\n",
      "\"Present\"\n",
      "['-0.438596543577', '-0.43583507016', '0.268447645467', '0.388732751625', 'Present', '-0.398412621131', '0.387553797925', '-0.290907417297', '-0.030755237571']\n",
      "\"Absent\"\n",
      "['-0.191509219925', '-0.224305662093', '-0.47324708572', '0.640481999403', 'Absent', '-0.10200477053', '0.246703373911', '0.245151267524', '0.384011094965']\n",
      "\"Absent\"\n",
      "['0.25986136383', '-0.23201194919', '0.823814652843', '0.241474615121', 'Absent', '0.114910671866', '0.239978828565', '-0.265319095282', '-0.0217584936426']\n",
      "\"Present\"\n",
      "['-0.0671518105521', '0.307802636481', '-0.490045690972', '-0.3232519442', 'Present', '0.0938370745684', '-0.256228483977', '0.644559933862', '-0.257285117605']\n",
      "\"Absent\"\n",
      "['0.342400490777', '-0.0549559707289', '-0.559971709947', '0.109384041693', 'Absent', '0.278931379586', '-0.201118371785', '0.599440569114', '0.276818082489']\n",
      "\"Absent\"\n",
      "['0.164776752895', '0.126612124359', '0.387598239271', '0.22454553193', 'Absent', '-0.203889244905', '0.030827201502', '0.840215093848', '0.0876490513576']\n",
      "\"Absent\"\n",
      "['-0.421650200759', '-0.336543763686', '-0.359348507597', '-0.504728712928', 'Absent', '-0.177726512078', '-0.223406806044', '-0.240090062884', '-0.431191868406']\n",
      "\"Absent\"\n",
      "['-0.504605239198', '0.267499021385', '-0.721296786752', '0.117891919279', 'Absent', '0.162044967142', '-0.104361142246', '-0.161231287599', '-0.276595226702']\n",
      "\"Absent\"\n",
      "['-0.595230575', '-0.271107194201', '-0.0884376228814', '-0.28613914327', 'Absent', '-0.179537709927', '-0.254408818583', '-0.203480902331', '-0.586636612831']\n",
      "\"Present\"\n",
      "['-0.37885666975', '-0.276684744129', '0.118953329395', '-0.371899462981', 'Present', '-0.278635292001', '-0.375880860377', '-0.312020248172', '0.557829175103']\n",
      "\"Absent\"\n",
      "['0.0878399994719', '-0.358101501055', '-0.695925147299', '-0.275714504355', 'Absent', '0.194516479697', '-0.278491074323', '-0.28259230403', '-0.329339947822']\n",
      "\"Present\"\n",
      "['-0.0132663179413', '-0.45022789933', '0.140473757762', '0.263380977876', 'Present', '0.669116435724', '-0.0778126055096', '-0.499698673817', '0.0674244510497']\n",
      "\"Present\"\n",
      "['0.30009742545', '0.633133634076', '-0.00658725251196', '-0.0437514529303', 'Present', '0.545094161987', '0.0177101054711', '0.137551703839', '0.436765372498']\n",
      "\"Absent\"\n",
      "['0.0533543726739', '-0.453322819353', '-0.138969759808', '-0.0904476317856', 'Absent', '-0.805807120537', '0.183945949865', '-0.185935136296', '-0.215465220498']\n",
      "\"Absent\"\n",
      "['-0.122382030638', '-0.238449570817', '-0.424798882949', '-0.579070426005', 'Absent', '0.119547744783', '-0.284113497243', '-0.184383589052', '-0.532332923099']\n",
      "\"Present\"\n",
      "['-0.0431218765091', '0.308005759068', '-0.467779752173', '0.131970715452', 'Present', '0.305504372824', '-0.0941223450995', '0.693026804014', '0.290793227438']\n",
      "\"Present\"\n",
      "['-0.411369690694', '0.151753703262', '-0.426365367017', '-0.325751881319', 'Present', '-0.305954696244', '0.341611601494', '-0.207327116846', '-0.516287498339']\n",
      "\"Absent\"\n",
      "['-0.371223412946', '-0.202969552348', '-0.39917813473', '-0.561502599422', 'Absent', '-0.415192157955', '-0.271892272056', '0.0464615705965', '-0.312889074469']\n",
      "\"Present\"\n",
      "['-0.495073945801', '0.0895961404006', '0.60978926509', '0.238881100675', 'Present', '-0.25952275659', '0.351373602174', '-0.121010266335', '-0.335422476416']\n",
      "\"Absent\"\n",
      "['-0.289613065036', '-0.287789615234', '-0.24057709675', '-0.434881014297', 'Absent', '0.514615051312', '-0.430049173939', '-0.253129766768', '-0.269178290321']\n",
      "\"Absent\"\n",
      "['-0.291329158985', '-0.232526894236', '-0.151825392197', '-0.501259373264', 'Absent', '-0.0629523277585', '-0.480625399811', '-0.197322950282', '-0.559326861826']\n",
      "\"Absent\"\n",
      "['-0.114529310703', '-0.117578946276', '-0.283192886611', '-0.544450256064', 'Absent', '0.427742637342', '-0.550893304664', '-0.0684525540515', '-0.324501135509']\n",
      "\"Absent\"\n",
      "['-0.262004649989', '0.275819466449', '-0.426743633062', '-0.0502901168928', 'Absent', '0.321627242558', '-0.0434843989517', '0.689031717823', '-0.300895790637']\n",
      "\"Present\"\n",
      "['-0.189418158211', '-0.24313235183', '0.04405509507', '-0.491279729553', 'Present', '-0.0995750300954', '-0.619946253856', '-0.159713275694', '-0.491888119434']\n",
      "\"Absent\"\n",
      "['-0.287001586812', '-0.401287302959', '0.393250299688', '0.0690572663299', 'Absent', '0.632210211815', '0.245482219863', '-0.138082571838', '-0.343752551375']\n",
      "\"Absent\"\n",
      "['-0.0661596718636', '-0.461302655552', '-0.174566415582', '-0.598209333385', 'Absent', '-0.0655282346886', '-0.606349198751', '-0.0996104853551', '-0.112335963259']\n",
      "\"Absent\"\n",
      "['-0.114923843537', '-0.430921759521', '0.304853035546', '0.380152388747', 'Absent', '-0.227566900838', '0.402564379244', '-0.379023837932', '0.454030716905']\n",
      "\"Present\"\n",
      "['0.045951803875', '-0.37204353458', '0.222803337146', '0.577567859579', 'Present', '0.2807301678', '0.153080991511', '-0.391915326423', '0.469473365034']\n",
      "\"Absent\"\n",
      "['0.628361654921', '0.0816794768464', '0.406527284215', '0.170878792093', 'Absent', '-0.446691984729', '-0.184803340785', '0.130055137497', '0.391696000123']\n",
      "\"Present\"\n",
      "['-0.51120120149', '-0.243390302231', '0.195139334843', '-0.110420793239', 'Present', '0.137109848785', '-0.026575094677', '0.775572404343', '-0.0902467734849']\n",
      "\"Present\"\n",
      "['-0.593163255278', '-0.0691645033625', '0.554970442405', '-0.17771038828', 'Present', '0.0965215058557', '-0.409674835751', '-0.347949122456', '0.0747126900761']\n",
      "\"Absent\"\n",
      "['0.0153515724098', '0.184427062731', '0.0172242756423', '0.412898734808', 'Absent', '-0.00199016013593', '0.878140354547', '-0.0815372738299', '0.131096059569']\n",
      "\"Present\"\n",
      "['0.212531881077', '0.114160695929', '0.293494386222', '0.644949245405', 'Present', '0.45393468374', '-0.064563613162', '-0.297345089644', '0.375579274663']\n",
      "\"Absent\"\n",
      "['0.188160560561', '0.743415771333', '-0.182956148361', '0.44801367498', 'Absent', '0.158221013691', '0.0317810506112', '-0.0430657495315', '0.387092761566']\n",
      "\"Present\"\n",
      "['-0.153252033569', '-0.240767523619', '-0.339333397518', '-0.479149149869', 'Present', '0.306603046054', '-0.382160885136', '-0.211770765423', '-0.537507696895']\n",
      "\"Absent\"\n",
      "['-0.264975026571', '-0.436755784224', '-0.453628067908', '0.457129078094', 'Absent', '-0.272643096172', '0.228450562134', '0.433884660927', '0.0975058254171']\n",
      "\"Absent\"\n",
      "['-0.202009028724', '0.501990616206', '-0.0406010694253', '-0.348667862707', 'Absent', '0.475428808458', '-0.532018596225', '-0.233854767934', '0.142181774872']\n",
      "\"Present\"\n",
      "['0.0475620673094', '-0.461192573868', '0.0955656873475', '0.144019182481', 'Present', '-0.718326363608', '0.246940059244', '-0.375899552461', '-0.192073691557']\n",
      "\"Present\"\n",
      "['-0.328483522686', '-0.325311470819', '0.237280708058', '-0.535374325835', 'Present', '0.105486621037', '-0.531980064879', '-0.380267349698', '-0.0678951044324']\n",
      "\"Absent\"\n",
      "['-0.296479450139', '-0.236267979744', '-0.125865491692', '0.333569309972', 'Absent', '-0.724248869315', '0.202795034275', '-0.259131175785', '0.310411910121']\n",
      "\"Absent\"\n",
      "['-0.3397690384', '-0.176949616736', '-0.287725606037', '-0.583549444111', 'Absent', '-0.257468333962', '-0.329709902144', '-0.194865274875', '-0.46578838293']\n",
      "\"Absent\"\n",
      "['-0.303767603753', '0.0047597475131', '-0.11816720056', '0.622336932945', 'Absent', '0.273237396853', '0.364898332889', '-0.236527190026', '0.492626899704']\n",
      "\"Absent\"\n",
      "['0.111470376516', '-0.338032497835', '-0.552509432427', '-0.159397153437', 'Absent', '0.443018703255', '0.362690680542', '-0.0322406625287', '-0.462368574425']\n",
      "\"Absent\"\n",
      "['-0.671497278904', '0.0537119662347', '-0.258401313829', '-0.561010800739', 'Absent', '0.0618025182675', '-0.143674880222', '-0.241022295677', '0.28661525097']\n",
      "\"Absent\"\n",
      "['0.787585233087', '-0.122195577422', '0.221174120465', '0.307936231749', 'Absent', '-0.180273644014', '0.28322360057', '-0.199622950035', '0.261670614071']\n",
      "\"Absent\"\n",
      "['-0.10836742632', '-0.0710432235623', '-0.0917963419615', '-0.154167920141', 'Absent', '0.151431244829', '-0.670547435179', '-0.155051568051', '0.674098488213']\n",
      "\"Present\"\n",
      "['-0.00879927917425', '-0.177285169516', '0.0425465859296', '-0.0409018653709', 'Present', '-0.792728804676', '0.00208056107089', '0.25347820841', '-0.521857143435']\n",
      "\"Present\"\n",
      "['-0.0922177908184', '-0.64299460072', '0.101857659424', '0.226891815968', 'Present', '-0.339561150738', '0.298016530536', '-0.516779192301', '-0.212185254922']\n",
      "\"Present\"\n",
      "['-0.218673876411', '-0.026038079789', '0.872195856399', '0.351170258876', 'Present', '0.0530188515427', '0.0668357376506', '-0.191126969108', '0.15378575607']\n",
      "\"Absent\"\n",
      "['0.506600719776', '0.73653911223', '-0.16216204041', '-0.302358886892', 'Absent', '-0.0866730691463', '-0.249954225078', '0.0446988832779', '-0.105646094716']\n",
      "\"Present\"\n",
      "['-0.0536738848186', '0.449255381746', '0.709947726007', '-0.0970254582883', 'Present', '-0.101319781489', '-0.3763469772', '-0.275483443761', '0.232497590713']\n",
      "\"Absent\"\n",
      "['0.619236328478', '-0.35605198645', '-0.157314717759', '0.22890344011', 'Absent', '-0.00485367112373', '0.253163227413', '-0.319319081548', '-0.496536799686']\n",
      "\"Present\"\n",
      "['-0.468398880174', '-0.373856627499', '-0.0913004939141', '0.286104965615', 'Present', '-0.0531064899189', '0.687761128667', '-0.253397110916', '0.102937429501']\n",
      "\"Absent\"\n",
      "['-0.240430234004', '-0.334093044532', '-0.032334821507', '0.078090614308', 'Absent', '-0.588328977003', '0.557853781215', '-0.130880243455', '-0.385966308015']\n",
      "\"Absent\"\n",
      "['-0.490393602642', '-0.229922773662', '0.152738778475', '0.0275352602454', 'Absent', '0.548806922288', '0.303458151195', '-0.265699913293', '-0.467643000837']\n",
      "\"Absent\"\n",
      "['0.220433789741', '-0.00178251327889', '-0.196323254933', '0.138822877844', 'Absent', '0.231495044881', '0.0324774957028', '0.853255603987', '0.333018446757']\n",
      "\"Absent\"\n",
      "['-0.578100988737', '-0.181670166209', '-0.0774139045976', '-0.0209261932081', 'Absent', '0.513225813663', '-0.348095254559', '0.072705682343', '0.486320080854']\n",
      "\"Present\"\n",
      "['0.39694682007', '0.221712460755', '0.094228815968', '0.410141805603', 'Present', '-0.29052916348', '0.692880820616', '-0.114101572557', '0.196650047165']\n",
      "\"Absent\"\n",
      "['-0.565479368355', '-0.327198753809', '0.28075247456', '-0.242327714299', 'Absent', '0.516678225672', '-0.346975046847', '-0.217409572791', '-0.03184952155']\n",
      "\"Absent\"\n",
      "['-0.258447475296', '-0.292671874625', '-0.303576765666', '-0.383808669514', 'Absent', '-0.154558060714', '-0.351351995249', '-0.257424032842', '-0.628073703866']\n",
      "\"Absent\"\n",
      "['-0.371141528992', '-0.247521516832', '0.493711530867', '-0.15138253498', 'Absent', '0.410757776413', '-0.039637011416', '-0.18590609159', '-0.573990590608']\n",
      "\"Present\"\n",
      "['0.451340598503', '0.36411189669', '0.570502283824', '-0.0371322968106', 'Present', '0.504782983492', '0.0100538915033', '-0.158092679398', '0.238667742018']\n",
      "\"Absent\"\n",
      "['-0.10177471709', '-0.171686600618', '-0.251500101571', '-0.66403149762', 'Absent', '-0.0542089131092', '-0.573690188717', '-0.295089601107', '-0.191933779296']\n",
      "\"Present\"\n",
      "['0.466791310506', '-0.212295251345', '0.481727008964', '0.33412475866', 'Present', '-0.494568716069', '-0.0492719271019', '-0.186727541976', '0.333831125768']\n",
      "\"Absent\"\n",
      "['-0.161702501924', '0.890870051939', '-0.112562497773', '-0.198736756627', 'Absent', '-0.0922932691386', '-0.234067287637', '0.194131874597', '0.164449109711']\n",
      "\"Present\"\n",
      "['-0.155609909095', '-0.244471878062', '0.870910032698', '0.254172613702', 'Present', '-0.223480597135', '0.17341160051', '-0.0300810821183', '0.109594810229']\n",
      "\"Absent\"\n",
      "['0.0435078396008', '0.10029910874', '-0.0386878912744', '-0.506672229465', 'Absent', '0.537239158918', '-0.52290952849', '0.10984719665', '-0.394597212566']\n",
      "\"Absent\"\n",
      "['0.170313409624', '-0.142355274258', '0.125797608079', '-0.0116427997907', 'Absent', '-0.909813238768', '-0.28776212096', '-0.155067031389', '-0.0124407993305']\n",
      "\"Present\"\n",
      "['0.298819814072', '-0.0154958632995', '0.569974695255', '-0.00112827692354', 'Present', '-0.165882868297', '-0.335467877497', '0.137929142562', '0.653080316274']\n",
      "\"Absent\"\n",
      "['-0.180074547099', '-0.350857868976', '-0.175579043776', '0.00816168382785', 'Absent', '0.672540166544', '0.20784930713', '-0.296290470813', '-0.479872531392']\n",
      "\"Absent\"\n",
      "['-0.229167326342', '-0.161976709951', '0.305220280307', '-0.239485933552', 'Absent', '0.597471500521', '-0.3437066436', '-0.0968801345374', '0.535014708988']\n",
      "\"Absent\"\n",
      "['-0.470213706009', '-0.255969664086', '0.383359332502', '-0.333660239308', 'Absent', '0.369389809004', '-0.0242256580417', '-0.183326827656', '-0.533329756713']\n",
      "\"Absent\"\n",
      "['-0.501810412116', '-0.444233376205', '0.0730816052449', '0.0521685558808', 'Absent', '0.622869024346', '0.022094280504', '-0.110137783586', '-0.377089151814']\n",
      "\"Absent\"\n",
      "['-0.0105636743174', '0.1246657359', '-0.604687816994', '0.400439615249', 'Absent', '0.127942719031', '-0.198737597191', '0.212301062295', '0.59783769424']\n",
      "\"Absent\"\n",
      "['0.552928129392', '0.700276299702', '-0.29102825167', '0.0320896897654', 'Absent', '0.0704980015159', '-0.0245826511735', '0.315039560565', '0.115465131818']\n",
      "\"Present\"\n",
      "['-0.165210789375', '0.238795065356', '0.685945504761', '0.280352201932', 'Present', '0.380229468756', '0.372054673651', '-0.153820064344', '0.244752891535']\n",
      "\"Absent\"\n",
      "['0.281478507075', '0.0525063846271', '-0.216093086449', '-0.361555743379', 'Absent', '0.418942162067', '0.245704256965', '-0.372610226296', '-0.604874081325']\n",
      "\"Present\"\n",
      "['-0.0484595997802', '0.0301443009495', '-0.408192026448', '0.26735659795', 'Present', '-0.134956536503', '0.848512854238', '0.0255550199627', '-0.140720708455']\n",
      "\"Absent\"\n",
      "['-0.071579433246', '0.381250366695', '0.437109925323', '0.0624600320916', 'Absent', '-0.62526324382', '0.273265611998', '0.172792436075', '0.39883926019']\n",
      "\"Present\"\n",
      "['0.177917303815', '0.496141392334', '-0.0901910617579', '0.425836021971', 'Present', '0.268835704382', '0.539638766735', '-0.140256087219', '0.386735054101']\n",
      "\"Absent\"\n",
      "['0.341757172096', '0.764696534837', '0.0515239651525', '0.246346719745', 'Absent', '0.0324993959517', '-0.105972769332', '0.0648031226377', '0.467561692543']\n",
      "\"Absent\"\n",
      "['-0.0873501311378', '-0.100772965271', '-0.226873895245', '0.363083664137', 'Absent', '-0.233584488772', '0.362371357046', '0.725626732059', '0.29411627713']\n",
      "\"Absent\"\n",
      "['-0.118062730644', '-0.260045333036', '-0.272846098992', '-0.27865380678', 'Absent', '-0.689510058918', '-0.178398788761', '-0.135570130951', '-0.490627321951']\n",
      "\"Absent\"\n",
      "['0.092862349323', '0.429197763367', '0.19508701939', '0.570291104043', 'Absent', '-0.322166476009', '0.399160460447', '0.152939518322', '0.396691527262']\n",
      "\"Absent\"\n",
      "['-0.0919962717114', '0.224330541884', '-0.303092083723', '0.170449960847', 'Absent', '0.528053069114', '0.00474577946586', '0.731009941628', '-0.084002336981']\n",
      "\"Present\"\n",
      "['-0.307427913852', '0.0457400907675', '0.803157099878', '0.191625494367', 'Present', '-0.357883662056', '-0.182643866466', '0.0361896319632', '0.242621263948']\n",
      "\"Absent\"\n",
      "['-0.453549495658', '-0.0848179287902', '-0.211171732923', '-0.636087892348', 'Absent', '0.0804142426666', '-0.485575526647', '0.0249264437247', '-0.308263030977']\n",
      "\"Present\"\n",
      "['-0.181620367981', '-0.246094389193', '-0.181084297902', '-0.583595893198', 'Present', '0.473509882561', '-0.410128165168', '0.0837181289584', '-0.365582354846']\n",
      "\"Absent\"\n",
      "['-0.294604155462', '-0.260801680206', '-0.168696058689', '-0.557553450385', 'Absent', '-0.0706071996802', '-0.431944612687', '-0.222528275734', '-0.514573907573']\n",
      "\"Present\"\n",
      "['-0.266645810964', '-0.301955858792', '-0.145580995586', '0.536523379612', 'Present', '0.229098845874', '0.61433501664', '-0.116156184452', '0.292036735107']\n",
      "\"Absent\"\n",
      "['0.289086812446', '0.616914884163', '0.153093672072', '0.411567786955', 'Absent', '0.13634213138', '0.507754634584', '-0.15103217973', '0.209295150054']\n",
      "\"Present\"\n",
      "['-0.131754215499', '-0.0604167340192', '0.0234395517071', '-0.667598646555', 'Present', '0.326905305345', '-0.519066949809', '0.00563816459788', '-0.395504631497']\n",
      "\"Absent\"\n",
      "['-0.241981005648', '-0.0873806009524', '0.183137460491', '-0.686196024257', 'Absent', '0.533038386772', '-0.122427191747', '-0.324375283614', '-0.158328287652']\n",
      "\"Absent\"\n",
      "['-0.159358923511', '0.0738181658464', '0.212081637395', '0.606144207908', 'Absent', '0.315487709238', '0.480900662091', '0.244439440034', '0.407697938262']\n",
      "\"Absent\"\n",
      "['-0.751474017342', '-0.278509861891', '0.354969298327', '0.260096916484', 'Absent', '-0.326534631784', '-0.165039486605', '-0.141257054617', '-0.101237325121']\n",
      "\"Absent\"\n",
      "['0.163064773355', '-0.466330913962', '-0.25612327275', '-0.506298030601', 'Absent', '0.173789149403', '-0.551440506789', '-0.294657864799', '-0.113560439739']\n",
      "\"Present\"\n",
      "['-0.38920609332', '-0.22093092203', '-0.299482100767', '-0.626792693218', 'Present', '-0.28397478603', '-0.368275690163', '-0.0111316956934', '-0.31742236523']\n",
      "\"Present\"\n",
      "['-0.0634276330567', '-0.0213666125993', '0.442368975505', '0.491397373533', 'Present', '-0.575008549596', '0.35613453042', '-0.317557189111', '0.00703632037371']\n",
      "\"Absent\"\n",
      "['-0.0857248539914', '-0.351113335276', '0.481196151699', '0.109984196069', 'Absent', '0.0689242493466', '0.597813768398', '-0.0784820350427', '-0.507378686727']\n",
      "\"Absent\"\n",
      "['-0.218646826589', '0.808004645178', '0.0467750389977', '-0.05414159738', 'Absent', '-0.226340769484', '-0.209647183913', '-0.217780993233', '0.389348423764']\n",
      "\"Absent\"\n",
      "['0.28343466889', '0.309153087676', '0.50740745359', '0.0820700577077', 'Absent', '-0.3122193612', '-0.191573082788', '-0.418130447205', '0.500876324139']\n",
      "\"Absent\"\n",
      "['-0.32071383814', '0.410825075401', '-0.356651922997', '-0.384240591253', 'Absent', '0.122937903534', '-0.28613454917', '-0.443177251245', '0.400163942563']\n",
      "\"Absent\"\n",
      "['-0.374373944216', '-0.343365902974', '-0.124892756961', '-0.328396573576', 'Absent', '0.377998216619', '-0.0461887424616', '-0.327213101287', '-0.605323905805']\n",
      "\"Absent\"\n",
      "['-0.453767258745', '-0.242753276159', '-0.296224704559', '-0.561142984128', 'Absent', '-0.00324547803871', '-0.249939434553', '-0.201616589563', '-0.478963562622']\n",
      "\"Present\"\n",
      "['-0.125800657336', '-0.023339969728', '0.00518611423967', '-0.136164526716', 'Present', '0.126418232711', '-0.182127456858', '0.956770228357', '-0.02237222245']\n",
      "\"Present\"\n",
      "['-0.0034115407053', '0.240551693656', '-0.167391120028', '-0.0823987596487', 'Present', '0.215651878661', '-0.137802690976', '0.899990142825', '0.178427379684']\n",
      "\"Absent\"\n",
      "['-0.183248925033', '-0.262477316528', '-0.309084924157', '-0.413678489113', 'Absent', '-0.375043359271', '-0.315890438778', '-0.216914618826', '-0.585974286621']\n",
      "\"Absent\"\n",
      "['0.520960925103', '0.378915086116', '0.0563224134007', '0.389825597303', 'Absent', '0.0578094863797', '0.331445466609', '0.522637638956', '0.208659353401']\n",
      "\"Absent\"\n",
      "['-0.451926509191', '-0.449081108196', '-0.463074215802', '-0.138302109954', 'Absent', '-0.410521304197', '-0.0315213382041', '-0.394996171371', '-0.187029607906']\n",
      "\"Absent\"\n",
      "['0.260928372482', '0.639206054242', '0.323050746468', '0.533492918774', 'Absent', '-0.0099762870288', '-0.0948837077079', '0.353711934962', '0.0118721629534']\n",
      "\"Absent\"\n",
      "['-0.292677754622', '-0.194493368266', '0.347711598009', '-0.356304215776', 'Absent', '0.58967962787', '-0.142530231566', '-0.325100812072', '-0.393609633564']\n",
      "\"Absent\"\n",
      "['0.518676616924', '0.789467439691', '-0.119384512319', '0.0239888902427', 'Absent', '0.200430171203', '0.050909164757', '0.0998829270755', '0.200367173912']\n",
      "\"Absent\"\n",
      "['-0.00538898817144', '-0.267504664617', '-0.336219351554', '-0.36340034631', 'Absent', '-0.382226736259', '-0.31151454116', '-0.235287827564', '-0.620330557115']\n",
      "\"Absent\"\n",
      "['0.150231479508', '-0.25197164194', '-0.138390571248', '-0.333298389019', 'Absent', '0.547838501217', '-0.456603637787', '-0.221625519407', '-0.475362231969']\n",
      "\"Absent\"\n",
      "['-0.264791083158', '-0.263123916493', '-0.266507251288', '-0.389063959113', 'Absent', '-0.342108220344', '-0.308779736929', '-0.231434673411', '-0.610171811179']\n",
      "\"Absent\"\n",
      "['-0.110864943713', '0.263078747619', '-0.267137254052', '-0.0990928664576', 'Absent', '0.874194184032', '-0.204916276683', '0.0894272613924', '0.152031053392']\n",
      "\"Absent\"\n",
      "['-0.515377935833', '0.69209563776', '0.0449591510473', '0.151128326801', 'Absent', '-0.345802717326', '0.0969857448566', '0.0693936122262', '0.311009465439']\n",
      "\"Present\"\n",
      "['0.510916692339', '-0.222560788457', '0.788528901593', '0.241768344538', 'Present', '0.0441021366736', '-0.0199651324869', '-0.0825859280822', '0.00608501201703']\n",
      "\"Present\"\n",
      "['-0.30851162464', '-0.345739223563', '-0.0867771318691', '-0.281960983357', 'Present', '-0.42343529796', '-0.00658767358261', '-0.357146979226', '-0.625586034234']\n",
      "\"Present\"\n",
      "['0.346277895265', '0.10864017919', '0.464669770321', '0.314935439429', 'Present', '0.149517687539', '0.712643333576', '-0.107946018149', '0.106387037024']\n",
      "\"Present\"\n",
      "['0.741268396965', '-0.0645054336057', '0.283280882183', '0.297192479419', 'Present', '0.441869186835', '0.212812215508', '-0.190001404957', '-0.0339239359943']\n",
      "\"Absent\"\n",
      "['-0.470622183446', '-0.298142025091', '-0.495035494514', '-0.31450988373', 'Absent', '0.28499751356', '-0.178403275588', '-0.330392158056', '-0.351339146623']\n",
      "\"Absent\"\n",
      "['-0.410224799024', '-0.46454801236', '0.0140775475668', '0.70172071421', 'Absent', '-0.245324700197', '0.0063911594042', '-0.186613023431', '0.168080767555']\n",
      "\"Absent\"\n",
      "['0.388486074685', '-0.290811995403', '-0.411639230586', '0.427480050715', 'Absent', '-0.190997839477', '0.330092131906', '-0.240330760644', '0.457297538203']\n",
      "\"Present\"\n",
      "['-0.218234650591', '-0.342858852616', '-0.466486564139', '0.219517852664', 'Present', '-0.00458383464129', '-0.410573414583', '-0.277327324669', '0.568789642129']\n",
      "\"Present\"\n",
      "['-0.42402927461', '0.0422270135432', '0.128438846299', '0.169892658165', 'Present', '-0.439400945643', '0.0601190647316', '-0.370613222755', '0.662581577776']\n",
      "\"Present\"\n",
      "['-0.218266445332', '-0.251806799014', '-0.69664929421', '-0.348673383318', 'Present', '-0.223553114907', '0.31982443696', '-0.224838448426', '-0.281502635694']\n",
      "\"Absent\"\n",
      "['-0.282384928742', '-0.24998447074', '-0.353848592287', '-0.355023393531', 'Absent', '-0.228519857737', '-0.441010734134', '-0.219877672523', '-0.558084309325']\n",
      "\"Absent\"\n",
      "['-0.190534402071', '-0.296046822318', '0.635417933242', '0.134303172478', 'Absent', '0.458230637428', '0.017580321902', '-0.0820928517602', '-0.487068791336']\n",
      "\"Absent\"\n",
      "['-0.422196803909', '0.706007834152', '0.0233787483622', '0.338977278457', 'Absent', '-0.351792344959', '0.129739444553', '-0.0308219119114', '0.257508190163']\n",
      "\"Absent\"\n",
      "['0.539856874814', '-0.316503837678', '-0.083086585743', '0.455481792573', 'Absent', '-0.330055639649', '0.388671012863', '-0.0616471130967', '0.360847035872']\n",
      "\"Present\"\n",
      "['0.157786625839', '-0.187223512453', '0.150724262637', '0.475538874361', 'Present', '-0.0506872805348', '0.802466048441', '-0.164675309782', '0.132502059438']\n",
      "\"Present\"\n",
      "['0.643851932733', '0.0511941983354', '-0.0141487191573', '0.537807576972', 'Present', '-0.131727119882', '0.108361452386', '-0.155290279636', '0.490089131939']\n",
      "\"Present\"\n",
      "['0.404186871812', '0.0371847313826', '-0.608958179813', '-0.357059416435', 'Present', '-0.148200128265', '-0.507736744973', '0.2053692748', '-0.122443282932']\n",
      "\"Present\"\n",
      "['-0.451151962704', '0.393543135501', '0.397917090152', '0.181154462261', 'Present', '-0.510615736968', '0.0683988586499', '0.404258613571', '0.146965628177']\n",
      "\"Present\"\n",
      "['-0.309391140568', '0.0646361516304', '-0.292641222017', '-0.689712827858', 'Present', '0.233262154688', '-0.378302544862', '-0.270416347559', '-0.260974272714']\n",
      "\"Absent\"\n",
      "['0.135439166232', '0.847289285594', '0.190587207922', '0.294433165594', 'Absent', '-0.00251668292533', '0.160051251985', '-0.0846522787582', '0.32856351089']\n",
      "\"Absent\"\n",
      "['-0.477152631402', '-0.339169064117', '0.217559475058', '0.291534832484', 'Absent', '-0.117902881491', '-0.155310201111', '-0.641811692449', '-0.273898579692']\n",
      "\"Present\"\n",
      "['-0.115399281813', '0.138577648644', '0.485610707812', '0.314980934898', 'Present', '0.105576638938', '-0.17048222724', '0.147722810521', '0.755258794666']\n",
      "\"Present\"\n",
      "['-0.307237529908', '-0.404372499822', '0.305805472191', '0.239861935063', 'Present', '0.150698893601', '-0.0793029339822', '-0.115279687391', '0.740775761411']\n",
      "\"Absent\"\n",
      "['0.141676365321', '-0.62577274034', '-0.389502915911', '0.0277654164585', 'Absent', '-0.41099144223', '-0.314091693979', '-0.380871790135', '-0.152387554507']\n",
      "\"Present\"\n",
      "['-0.140957243229', '-0.178813888406', '0.0215711127126', '0.431954872642', 'Present', '0.538475116052', '0.657035692048', '-0.159469111149', '0.118425399931']\n",
      "\"Present\"\n",
      "['-0.721976523258', '-0.28696836167', '-0.261678406846', '-0.428610938132', 'Present', '0.120166388362', '-0.237248891862', '-0.249333295221', '-0.106405097063']\n",
      "\"Absent\"\n",
      "['-0.148999165061', '-0.290310487378', '0.0265074906372', '0.0270220856754', 'Absent', '0.705909954376', '0.380876366728', '-0.0349722366914', '-0.497481157228']\n",
      "\"Absent\"\n",
      "['-0.00498378721974', '-0.243988550984', '-0.294337922041', '-0.60480095744', 'Absent', '-0.226148929048', '-0.328144361739', '-0.217596407836', '-0.530900632349']\n",
      "\"Present\"\n",
      "['-0.00538587328565', '-0.267350044408', '-0.453452141819', '-0.589784557139', 'Present', '0.0308285386987', '-0.323357865719', '-0.122986833479', '-0.504374670294']\n",
      "\"Absent\"\n",
      "['-0.214860482177', '-0.337557845155', '-0.339839050741', '-0.265093045307', 'Absent', '0.038924306579', '-0.0419103956227', '-0.28802025042', '-0.753589758249']\n",
      "\"Absent\"\n",
      "['0.527985663415', '-0.0712267758503', '-0.245092865171', '0.348004248965', 'Absent', '0.414227715669', '0.601660089124', '0.0273671002936', '-0.0255341794976']\n",
      "\"Present\"\n",
      "['0.358326731642', '-0.0468977153439', '0.728115162166', '0.0463081162468', 'Present', '-0.486821199086', '0.17740039217', '-0.0366040178789', '0.259423964839']\n",
      "\"Absent\"\n",
      "['0.30107641094', '-0.504972179349', '-0.0247441257287', '-0.0833627272625', 'Absent', '-0.201692124642', '-0.118713748158', '-0.339139158019', '-0.690656529078']\n",
      "\"Absent\"\n",
      "['-0.197140299808', '-0.213421453425', '-0.313277301335', '-0.316687733692', 'Absent', '0.341745787202', '-0.0979972143071', '0.666639665993', '-0.382558643674']\n",
      "\"Present\"\n",
      "['-0.0647215927683', '-0.0602813029918', '-0.101948336167', '-0.380043862916', 'Present', '0.342390139917', '-0.12503218963', '0.70132602211', '-0.461116290438']\n",
      "\"Absent\"\n",
      "['-0.157804405432', '-0.144140898245', '0.27782457075', '0.0733301928497', 'Absent', '0.296655393178', '0.678726416951', '-0.266091579363', '-0.502273493037']\n",
      "\"Absent\"\n",
      "['-0.279430947818', '-0.350854763195', '-0.206298303323', '-0.134485179641', 'Absent', '0.0506219467179', '-0.294053511966', '0.0488339772778', '0.804213417149']\n",
      "\"Present\"\n",
      "['-0.423927366206', '-0.0504781584667', '-0.295613688496', '-0.199500059112', 'Present', '-0.439295342913', '-0.13692348779', '0.415767142707', '0.553135661949']\n",
      "\"Absent\"\n",
      "['0.35819408293', '-0.0743094804077', '-0.0260118986218', '0.405999415669', 'Absent', '-0.661984936531', '0.419987279777', '-0.274476372856', '-0.103500265974']\n",
      "\"Present\"\n",
      "['0.455330656943', '-0.312054001654', '0.0665656881233', '-0.0408749247263', 'Present', '0.437537524114', '0.0622996692919', '-0.213118107598', '-0.669667739259']\n",
      "\"Present\"\n",
      "['-0.349946262668', '0.0397143640875', '0.461663217998', '0.349598333998', 'Present', '0.0456964785328', '0.279910861504', '0.336724186887', '0.588886257243']\n",
      "\"Absent\"\n",
      "['-0.062137807587', '0.257925434547', '0.306507169428', '0.150772882769', 'Absent', '0.6632352491', '-0.0434006756368', '-0.0591236487692', '0.606361308012']\n",
      "\"Present\"\n",
      "['-0.0480101118471', '0.475509351448', '-0.0980880070538', '0.359994465832', 'Present', '-0.047551896615', '0.54155599759', '0.298950084383', '0.497446860417']\n",
      "\"Absent\"\n",
      "['-0.0903256865752', '-0.334029928274', '0.679685920657', '0.139858829287', 'Absent', '-0.222441436975', '0.0848794416961', '-0.297898045662', '0.503293032316']\n",
      "\"Present\"\n",
      "['-0.302675708293', '-0.218042010019', '0.209108344794', '0.459210181389', 'Present', '0.615232886114', '0.471248244942', '-0.0171413525749', '-0.07324321427']\n",
      "\"Absent\"\n",
      "['-0.510061941786', '-0.0648022942321', '-0.382191107682', '0.295079181821', 'Absent', '-0.577290305341', '-0.268267113576', '-0.309554942131', '0.037948765514']\n",
      "\"Absent\"\n",
      "['-0.12492753832', '-0.320354215641', '-0.734871611832', '-0.208930284922', 'Absent', '0.366728449934', '0.067798652051', '-0.281772460144', '0.282127638401']\n",
      "\"Absent\"\n",
      "['-0.0832269896193', '-0.312070321551', '-0.44553749939', '-0.21771524196', 'Absent', '0.156457833106', '-0.336278653581', '-0.252423487753', '-0.669702761751']\n",
      "\"Absent\"\n",
      "['0.320573638269', '0.272891484836', '0.487441203037', '0.365998696121', 'Absent', '0.336472995966', '0.367359319045', '-0.211073040799', '0.398108067132']\n",
      "\"Absent\"\n",
      "['0.782423697674', '-0.261042515353', '-0.0948302536284', '-0.446450517521', 'Absent', '0.074322636102', '-0.318194006967', '-0.0357517156719', '0.057529604698']\n",
      "\"Absent\"\n",
      "['-0.216160059482', '-0.190248141783', '0.211996584175', '-0.548350826288', 'Absent', '-0.5702568466', '-0.335695988431', '-0.0827948309783', '-0.355962977093']\n",
      "\"Absent\"\n",
      "['-0.293173199658', '-0.1955229189', '0.0273947722332', '-0.498951173923', 'Absent', '-0.681936143247', '-0.201897139503', '-0.17197517992', '-0.301235281413']\n",
      "\"Absent\"\n",
      "['0.851503787802', '0.205299672679', '0.322919525786', '0.213231160376', 'Absent', '-0.0791957114476', '0.0936829438789', '-0.0940783778086', '0.24320690782']\n",
      "\"Absent\"\n",
      "['-0.00506123398375', '-0.25123523309', '-0.245269942423', '-0.546892036648', 'Absent', '0.0289703153891', '-0.434178341237', '-0.220977799718', '-0.582602521465']\n",
      "\"Present\"\n",
      "['0.272317670206', '-0.148422962021', '0.231974230208', '0.397702546985', 'Present', '-0.13516898082', '0.810867065192', '-0.117529310498', '0.0473831390351']\n",
      "\"Absent\"\n",
      "['0.107920110823', '-0.104893769685', '0.638190335183', '0.51129775882', 'Absent', '-0.282128754988', '0.12361223664', '-0.0585205893653', '0.458625082009']\n",
      "\"Present\"\n",
      "['-0.0640695799687', '0.47483095791', '0.722092498365', '0.191001930248', 'Present', '-0.178429220361', '-0.138505639697', '-0.39292764869', '0.0843706155421']\n",
      "\"Absent\"\n",
      "['-0.109094789158', '0.280423519251', '-0.208260709768', '-0.593982456798', 'Absent', '0.248252926797', '-0.550563537273', '-0.216322646544', '0.318948401732']\n",
      "\"Absent\"\n",
      "['0.303832834319', '0.407452238867', '0.0770093462088', '-0.31115160806', 'Absent', '0.664581239193', '-0.428245749897', '0.0912098200064', '-0.0744354900037']\n",
      "\"Present\"\n",
      "['-0.491717032552', '0.0687077324968', '0.450986288742', '0.0414896324057', 'Present', '0.619841467782', '0.113190398626', '-0.266528541112', '-0.283426552058']\n",
      "\"Absent\"\n",
      "['-0.0876012243728', '0.575003605619', '-0.190425957209', '0.496705212446', 'Absent', '-0.469340639927', '0.225117086255', '0.199264539419', '0.26087175064']\n",
      "\"Present\"\n",
      "['-0.00854044443832', '-0.190727280483', '0.095605030996', '0.41254038355', 'Present', '-0.223879986112', '0.153273308705', '-0.327816130759', '0.776622111679']\n",
      "\"Present\"\n",
      "['0.710053041725', '-0.231914606658', '0.10323178707', '0.264839911206', 'Present', '0.534073350885', '0.20483275687', '-0.115302583921', '0.144075759427']\n",
      "\"Present\"\n",
      "['-0.326610769279', '-0.0661503306588', '-0.157517354474', '0.039888077809', 'Present', '0.0215706957485', '0.00201274697764', '0.895402245305', '0.245626212913']\n",
      "\"Absent\"\n",
      "['-0.0348524979677', '0.639293108225', '0.361671459966', '0.416006316762', 'Absent', '-0.159603591909', '0.229205408301', '-0.21374433989', '0.403146444908']\n",
      "\"Absent\"\n",
      "['-0.203650994885', '-0.205799526917', '0.174203838987', '0.575537927591', 'Absent', '-0.00530492198009', '0.401613721712', '-0.349006508926', '0.521013125029']\n",
      "\"Absent\"\n",
      "['-0.460109251753', '-0.457212330913', '-0.273428356368', '-0.0606310982224', 'Absent', '0.170390895622', '-0.230857615717', '-0.402148112931', '-0.506720597564']\n",
      "\"Absent\"\n",
      "['-0.00476716509836', '-0.236637910539', '-0.216583444759', '0.0873440200433', 'Absent', '0.209991845805', '-0.0244140594075', '0.874537689223', '-0.282725335934']\n",
      "\"Absent\"\n",
      "['-0.122397756845', '0.942228761632', '-0.0887910027036', '0.0783436835084', 'Absent', '0.0274995145596', '0.0998062890411', '-0.209758925267', '0.168777515101']\n",
      "\"Absent\"\n",
      "['-0.288191903147', '0.194506774205', '-0.22220963909', '0.538469455878', 'Absent', '0.0925476864854', '0.319090979327', '-0.271379195025', '0.596452234698']\n",
      "\"Present\"\n",
      "['0.808359112147', '0.203411546109', '0.0317861024475', '0.039185999709', 'Present', '-0.318230866451', '0.131080250944', '0.0430361415466', '0.426999255044']\n",
      "\"Absent\"\n",
      "['-0.409539710959', '-0.40696118397', '0.186115218903', '-0.386335205517', 'Absent', '0.204031785803', '-0.356781421462', '-0.0635152313544', '-0.55660571074']\n",
      "\"Absent\"\n",
      "['-0.214715584448', '-0.243148874021', '-0.224025916926', '-0.622460901597', 'Absent', '0.184481025261', '-0.243785744815', '-0.213865318666', '-0.563850640508']\n",
      "\"Absent\"\n",
      "['0.0420437570254', '0.175418428856', '-0.288574738635', '0.255064783853', 'Absent', '0.886388238114', '0.152284979003', '0.0657572855835', '0.0769962951645']\n",
      "\"Present\"\n",
      "['-0.439389349177', '0.448922198485', '-0.155947895685', '-0.271995094158', 'Present', '-0.275716447481', '-0.00706009558337', '-0.607168574714', '0.249763287215']\n",
      "\"Absent\"\n",
      "['0.666214901168', '0.0313188045131', '0.0395157933098', '-0.0195875586418', 'Absent', '-0.218130602163', '0.00287777916502', '0.710326228377', '-0.0328492867207']\n",
      "\"Absent\"\n",
      "['0.0689754925805', '-0.156020909168', '0.696688687771', '0.328389552656', 'Absent', '0.251192937887', '0.491213241775', '-0.17349899621', '0.207833560183']\n",
      "\"Present\"\n",
      "['-0.264644634849', '0.0923896728384', '0.565138310512', '0.372314665531', 'Present', '0.174628564741', '0.27422162923', '-0.299714004749', '0.517597066469']\n",
      "\"Absent\"\n",
      "['-0.228009990989', '-0.358216459595', '-0.461158796591', '-0.0887986518654', 'Absent', '-0.373554278431', '-0.478367738244', '-0.194179364237', '0.439380994599']\n",
      "\"Present\"\n",
      "['-0.0561957047304', '-0.348718666152', '-0.198472052657', '-0.273994396554', 'Present', '0.498969837301', '-0.439845130114', '-0.344638534184', '0.446724628101']\n",
      "\"Present\"\n",
      "['0.45931195703', '0.0379603564843', '-0.129475666519', '0.197008150345', 'Present', '-0.541230705036', '-0.106083317101', '-0.333166115079', '0.5628777589']\n",
      "\"Absent\"\n",
      "['0.359129634283', '-0.224469695842', '0.360746702047', '0.223631693111', 'Absent', '-0.591694410093', '-0.0293480273112', '-0.21675934048', '0.492485279882']\n",
      "\"Present\"\n",
      "['-0.317527637306', '0.233840711108', '0.103025244612', '0.444487454701', 'Present', '0.504168579028', '0.358552646955', '-0.175061550574', '0.472142901836']\n",
      "\"Absent\"\n",
      "['0.250157611364', '0.143808119574', '0.425333273116', '0.178979719946', 'Absent', '-0.18858606931', '0.11107925719', '0.80457562275', '0.092482545433']\n",
      "\"Absent\"\n",
      "['-0.170387495051', '-0.267688292832', '0.261226304563', '-0.588357557146', 'Absent', '0.134206707117', '-0.233076227559', '-0.235449340574', '-0.597607665697']\n",
      "\"Absent\"\n",
      "['0.523252679924', '-0.053634893559', '-0.172229902037', '0.0669071826791', 'Absent', '-0.319904230228', '-0.476805641666', '-0.26982358348', '0.535446653039']\n",
      "\"Present\"\n",
      "['0.200833020803', '0.45135108919', '0.639757672592', '0.0360780125072', 'Present', '0.103608742164', '-0.449940920333', '-0.362322058734', '-0.0299651785738']\n",
      "\"Present\"\n",
      "['0.449531183099', '0.474615630302', '-0.0177242946067', '-0.53516828526', 'Present', '0.202661758248', '-0.220282261683', '0.434168381733', '0.0885676462521']\n",
      "\"Present\"\n",
      "['0.422410340567', '0.689027489101', '0.247469001684', '0.172210788296', 'Present', '-0.209669740415', '-0.263637936526', '0.275307581617', '0.258171522302']\n",
      "\"Present\"\n",
      "['0.125453289407', '0.105379841499', '0.370507050513', '0.0862788146789', 'Present', '0.337788958341', '0.828358487002', '0.101781723306', '-0.133410532852']\n",
      "\"Present\"\n",
      "['0.13328809892', '0.13672611053', '-0.420312835377', '-0.540722349863', 'Present', '-0.159385647192', '-0.441997294764', '-0.417867508526', '0.314830218324']\n",
      "\"Absent\"\n",
      "['-0.00680824666864', '0.777516568404', '0.0803374421473', '0.160956809454', 'Absent', '0.256412298722', '-0.157469713739', '0.274951832794', '0.44375437629']\n",
      "\"Present\"\n",
      "['0.252054665502', '-0.131736161392', '0.380357383831', '0.365738477231', 'Present', '-0.037062932883', '0.74048073441', '0.300464033343', '0.0267140760644']\n",
      "\"Absent\"\n",
      "['-0.277013779151', '-0.221100949698', '-0.317010867845', '-0.476628408246', 'Absent', '-0.116761933654', '-0.502748213065', '-0.191506186977', '-0.493602544344']\n",
      "\"Present\"\n",
      "['-0.268591653955', '-0.253126616567', '-0.380434180952', '-0.407762718775', 'Present', '0.309049735382', '-0.29948453426', '-0.0862397602353', '-0.600120668788']\n",
      "\"Present\"\n",
      "['-0.255491608786', '-0.20656149544', '-0.335404455017', '-0.422167938273', 'Present', '-0.264482079304', '-0.509545250762', '-0.254479871454', '0.454958604786']\n",
      "\"Present\"\n",
      "['-0.0645126527944', '0.168803530193', '-0.151012251188', '-0.103472093076', 'Present', '0.862232758177', '0.236804169314', '0.204633260811', '-0.304032887137']\n",
      "\"Present\"\n",
      "['-0.157741037633', '0.696965087581', '-0.0272235837222', '0.161123971779', 'Present', '-0.369766760632', '-0.321878114446', '-0.345137200545', '0.321251784306']\n",
      "\"Absent\"\n",
      "['-0.288891194921', '-0.222970343728', '-0.391088223014', '-0.190815410063', 'Absent', '-0.477824940272', '-0.417149863552', '-0.174015508694', '-0.494826742349']\n",
      "\"Absent\"\n",
      "['-0.286376025291', '-0.221029099942', '-0.0809193923656', '-0.595168439773', 'Absent', '0.114596336914', '-0.440930057292', '-0.201045331774', '-0.51028484993']\n",
      "\"Absent\"\n",
      "['-0.0959464552243', '0.827689522285', '0.0482118921475', '0.256043302915', 'Absent', '-0.00480984179044', '-0.127721896923', '-0.163642539315', '0.441278681462']\n",
      "\"Present\"\n",
      "['-0.395153470329', '-0.256286896925', '-0.127057536337', '-0.407216312359', 'Present', '0.132124710341', '-0.453065066141', '0.0013002030078', '-0.611126365813']\n",
      "\"Present\"\n",
      "['-0.0603108867289', '0.366008303929', '0.795170417796', '0.364149657806', 'Present', '0.264943496874', '0.0196541662531', '0.143563652653', '0.0794209457857']\n",
      "\"Present\"\n",
      "['-0.156855945046', '-0.305618664613', '-0.108194851155', '0.69586863206', 'Present', '-0.279377089114', '0.363392045264', '-0.268811580399', '0.322008017297']\n",
      "\"Absent\"\n",
      "['-0.0332750427909', '-0.0916173284573', '-0.0821368332489', '0.475156869081', 'Absent', '0.355165110442', '0.778798159582', '-0.154861640619', '-0.0364358376261']\n",
      "\"Present\"\n",
      "['-0.0528848441335', '-0.230806053088', '-0.355488736642', '-0.624865426251', 'Present', '0.137420742841', '-0.117643128635', '-0.185423686376', '-0.599997005466']\n",
      "\"Absent\"\n",
      "['0.628631945379', '0.101010382337', '0.337293261514', '-0.0408607917593', 'Absent', '0.409981173287', '-0.199802916736', '-0.520643328172', '0.01035317283']\n",
      "\"Absent\"\n",
      "['-0.551233355686', '-0.230005366287', '-0.408423840611', '-0.377147835725', 'Absent', '-0.23162683797', '-0.341642867752', '-0.259379430897', '0.31070929365']\n",
      "\"Present\"\n",
      "['-0.0406844962326', '0.402953829376', '-0.00870879804609', '0.491145348881', 'Present', '-0.551346799147', '0.0438764692351', '-0.208814867187', '0.495137657653']\n",
      "\"Present\"\n",
      "['0.644599393005', '-0.130278434046', '0.327217952868', '0.309078576934', 'Present', '-0.117092451348', '0.237833099058', '-0.0788856093721', '0.537047327733']\n",
      "\"Absent\"\n",
      "['-0.333986084043', '0.0639103798474', '0.802844568253', '0.329355362041', 'Absent', '0.140950142101', '-0.0276810359742', '-0.332663511489', '0.00601743704259']\n",
      "\"Absent\"\n",
      "['-0.302111380352', '-0.201483965752', '-0.259385353994', '-0.514163054665', 'Absent', '-0.210110941097', '-0.492574982098', '-0.177218310039', '-0.467231705675']\n",
      "\"Absent\"\n",
      "['-0.322174544207', '-0.248658907316', '-0.232216524014', '-0.548903999602', 'Absent', '0.0627417896459', '-0.261674773374', '-0.226177062356', '-0.59631024924']\n",
      "\"Absent\"\n",
      "['-0.639169948211', '-0.225492173658', '-0.0724687100206', '0.0350669962736', 'Absent', '0.573613762547', '-0.189862530727', '0.0115149509251', '-0.410999422763']\n",
      "\"Absent\"\n",
      "['0.230140785318', '-0.00477142455541', '-0.365219405161', '-0.216226428394', 'Absent', '-0.131739809189', '-0.547697646681', '0.669601508796', '-0.0343380271909']\n",
      "\"Absent\"\n",
      "['0.831347274244', '-0.199308178716', '-0.0693430540812', '0.253169562283', 'Absent', '0.40769006318', '0.0786319456986', '-0.11184503752', '0.123819183372']\n",
      "\"Absent\"\n",
      "['-0.0851129387763', '-0.0557981096612', '-0.305723629143', '-0.38846685615', 'Absent', '-0.74348160885', '0.0311821931158', '-0.0316930755537', '-0.43649426109']\n",
      "\"Present\"\n",
      "['0.110613874212', '0.57991315541', '0.0271255987102', '0.347416838798', 'Present', '0.45111462456', '0.321829213791', '0.471278832979', '-0.0291351895939']\n",
      "\"Absent\"\n",
      "['-0.215525101475', '-0.267279790863', '-0.136762310957', '-0.474244975835', 'Absent', '0.28822548154', '-0.329482686383', '-0.214076807987', '-0.633274481307']\n",
      "\"Absent\"\n",
      "['-0.0773085310828', '-0.289878298663', '-0.18573551535', '-0.540642667509', 'Absent', '-0.376893709222', '0.140437137436', '-0.254966900289', '-0.597011063152']\n",
      "\"Absent\"\n",
      "['-0.0820000375662', '-0.305778291104', '-0.363942206031', '-0.327830789515', 'Absent', '-0.320634692688', '-0.112844096472', '-0.270439692865', '-0.686418713981']\n",
      "\"Absent\"\n",
      "['-0.270520054265', '-0.282417610712', '-0.0227660813011', '-0.544766721167', 'Absent', '-0.0775254954414', '-0.241603137318', '-0.210787964104', '-0.664045385674']\n",
      "\"Absent\"\n",
      "['-0.804731560686', '-0.414076914457', '0.163267464474', '0.0244194962929', 'Absent', '0.121000690202', '0.145099625987', '0.274485737299', '-0.206536580109']\n",
      "\"Absent\"\n",
      "['-0.37465480877', '-0.230882853294', '-0.426811906357', '-0.354137076186', 'Absent', '-0.329899292033', '-0.27786662405', '-0.161375572044', '-0.535406323539']\n",
      "\"Absent\"\n",
      "['-0.492071551061', '-0.18564056615', '0.328750483876', '-0.430845599927', 'Absent', '-0.0854255185552', '-0.399115625148', '-0.130837436802', '-0.495972903377']\n",
      "\"Absent\"\n",
      "['0.303879759948', '-0.401439504962', '-0.154672928507', '-0.75479488278', 'Absent', '-0.00564658676283', '-0.331018199061', '-0.203444097086', '0.0432429505944']\n",
      "\"Present\"\n",
      "['0.512712383929', '-0.0748121711034', '0.397275711836', '0.140005803319', 'Present', '0.604803529179', '0.143770794186', '0.279263026932', '0.299423355574']\n",
      "\"Absent\"\n",
      "['-0.0837614791994', '-0.314074459102', '0.170458965695', '0.189359501698', 'Absent', '0.602032069705', '0.591908230422', '-0.243509618281', '-0.239443246895']\n",
      "\"Absent\"\n",
      "['0.124802335758', '-0.551241553035', '-0.1850617295', '-0.659348366762', 'Absent', '0.20543309', '-0.395677786569', '0.106264831045', '-0.0388990379236']\n",
      "\"Absent\"\n",
      "['-0.0818025271117', '-0.2039981264', '-0.186871937337', '-0.499880820201', 'Absent', '0.537058178731', '-0.353710655442', '-0.184504550559', '-0.468301731069']\n",
      "\"Absent\"\n",
      "['-0.04219138586', '-0.294182207837', '-0.441534362465', '-0.347099240019', 'Absent', '0.07177824686', '-0.304654814823', '-0.258752469566', '-0.656754692765']\n",
      "\"Absent\"\n",
      "['-0.108303192575', '0.638945419446', '-0.039022013119', '-0.15677717162', 'Absent', '0.282189394225', '0.00215554891274', '0.684422720456', '0.0764683563175']\n",
      "\"Present\"\n",
      "['0.44560845247', '0.0333670514802', '-0.117986324407', '0.377236149803', 'Present', '-0.709464578689', '0.271470958975', '-0.118831822449', '0.230074747616']\n",
      "\"Present\"\n",
      "['-0.01273509441', '-0.632158960205', '-0.300924343165', '-0.0725402335314', 'Present', '-0.00845161826355', '-0.425330073635', '-0.556025101973', '0.119391394998']\n",
      "\"Absent\"\n",
      "['-0.00909839188475', '-0.169646920465', '0.460019752285', '0.268630702223', 'Absent', '0.284546800067', '0.565448049502', '-0.328955793594', '-0.422428955827']\n",
      "\"Absent\"\n",
      "['0.442185280795', '-0.226501971094', '-0.223887431706', '0.431876042216', 'Absent', '-0.177907161921', '0.636706859736', '-0.199223280064', '0.199474403887']\n",
      "\"Present\"\n",
      "['-0.198297721784', '-0.311536821413', '0.697417288581', '0.172654524755', 'Present', '0.276456938009', '0.0762069873373', '-0.274016985914', '0.436005861254']\n",
      "\"Absent\"\n",
      "['-0.0380273888474', '-0.177632281068', '-0.317082889541', '-0.787269358425', 'Absent', '-0.0376644501219', '-0.280947163982', '-0.186556975726', '-0.362646748118']\n",
      "\"Present\"\n",
      "['-0.261899944427', '-0.411459473569', '-0.381609425821', '0.0763789010166', 'Present', '-0.746759023797', '0.0673418946132', '-0.00710022319339', '0.220035557949']\n",
      "\"Present\"\n",
      "['0.21080317102', '0.867468357654', '0.0535617136119', '0.0529597366428', 'Present', '0.259995543911', '0.245596762524', '-0.257700876696', '0.0553343132382']\n",
      "\"Absent\"\n",
      "['-0.10138692713', '0.34070299321', '-0.185616366229', '-0.495027524029', 'Absent', '-0.371487259836', '-0.568567249692', '-0.0216595922784', '0.363862387292']\n",
      "\"Absent\"\n",
      "['0.0855830520778', '-0.12847548319', '-0.505092806174', '-0.09309232563', 'Absent', '0.043589278754', '0.00520063108788', '0.821164768606', '-0.190121062722']\n",
      "\"Present\"\n",
      "['-0.15672175611', '-0.301157723884', '-0.428502145228', '0.140969181319', 'Present', '0.54602879393', '0.440899560349', '0.366771612604', '-0.232797414143']\n",
      "\"Present\"\n",
      "['0.594174669772', '-0.0100824802435', '0.0856681580944', '-0.150790994989', 'Present', '-0.594758987415', '-0.324409142729', '-0.121522130869', '0.378193964289']\n",
      "\"Absent\"\n",
      "['-0.49940070925', '0.546391252829', '-0.453154536614', '0.204050845348', 'Absent', '-0.175886793078', '-0.0373576888051', '0.405374230749', '0.0917045312074']\n",
      "\"Present\"\n",
      "['0.496351068294', '-0.199820381257', '-0.473199410485', '-0.332315504271', 'Present', '-0.179639772249', '-0.175837944122', '-0.29919885393', '0.476074333708']\n",
      "\"Absent\"\n",
      "['0.467941147668', '-0.212818193747', '-0.190887584112', '0.345314205527', 'Absent', '0.134082991554', '0.744357712965', '0.086822134668', '0.0217897196013']\n",
      "\"Absent\"\n",
      "['0.620584658973', '0.0811595390962', '0.153296128667', '0.353803399881', 'Absent', '-0.278409991155', '0.249206671358', '0.552578079512', '0.121048086513']\n",
      "\"Absent\"\n",
      "['0.290785889615', '-0.18509622239', '-0.554606775743', '-0.319962096582', 'Absent', '0.189644737395', '-0.304502302709', '0.406281626345', '0.421268319751']\n",
      "\"Present\"\n",
      "['-0.36418007396', '-0.412405905009', '-0.618974817287', '-0.0366097861853', 'Present', '-0.164720011513', '-0.470363259433', '-0.186949029878', '-0.171755420801']\n",
      "\"Absent\"\n",
      "['-0.503236844402', '-0.22484260622', '-0.155668450904', '-0.572547620106', 'Absent', '-0.177237863465', '-0.226817516733', '0.151988067166', '-0.48805247491']\n",
      "\"Present\"\n",
      "['0.558299066717', '0.651906561694', '0.0632531100539', '0.0621161357957', 'Present', '0.113760280128', '0.0911439020226', '-0.22737739821', '0.427213673983']\n",
      "\"Absent\"\n",
      "['0.147451291426', '0.0151103406397', '-0.198781251168', '0.757490479168', 'Absent', '-0.0925146112674', '-0.207783252224', '-0.317079641385', '0.460924777196']\n",
      "\"Present\"\n",
      "['0.263689244863', '-0.272957445693', '0.011601913668', '0.1198070164', 'Present', '0.10172399232', '-0.0306162774928', '0.827197074931', '0.38201277671']\n",
      "\"Present\"\n",
      "['0.289784963988', '0.122075229179', '-0.160846871094', '-0.693087240682', 'Present', '-0.48126261921', '-0.243243220981', '-0.197441078713', '-0.255179782045']\n",
      "\"Absent\"\n",
      "['0.453310430728', '0.172832714996', '-0.278908761983', '0.167999713461', 'Absent', '-0.61913081227', '-0.132597065034', '0.288220264546', '0.417909846179']\n",
      "\"Present\"\n",
      "['0.0380221580642', '0.503429667309', '-0.188999713009', '0.404269051813', 'Present', '-0.0523722049892', '0.27257545956', '-0.11290710058', '0.675403794353']\n",
      "\"Absent\"\n",
      "['-0.0551150155334', '-0.204600759979', '-0.283739707507', '-0.329249929683', 'Absent', '0.1432158211', '-0.760908035801', '-0.0524415158315', '0.4049014736']\n",
      "\"Absent\"\n",
      "['0.321909520374', '-0.295514440846', '-0.229007193953', '-0.20664488291', 'Absent', '0.756590809593', '0.208731697115', '-0.259924255526', '-0.174183467289']\n",
      "\"Present\"\n",
      "['-0.114682084038', '-0.294081589807', '0.339008597636', '0.199270171339', 'Present', '-0.609414959269', '0.296771768501', '-0.219661913756', '0.487870040242']\n",
      "\"Absent\"\n",
      "['-0.156222568683', '-0.24543440057', '-0.263562667209', '-0.510752926824', 'Absent', '0.375711506428', '-0.390304288818', '-0.189784680672', '-0.50547782671']\n",
      "\"Absent\"\n",
      "['-0.536146659658', '0.145383954889', '-0.252840947774', '-0.572627235329', 'Absent', '-0.142098706478', '-0.464208367741', '-0.236672367098', '-0.0887947581533']\n",
      "\"Absent\"\n",
      "['0.0996390214841', '-0.253596333415', '-0.0174392159322', '0.216675943948', 'Absent', '-0.847155325529', '0.114981351595', '-0.239747841842', '0.300227396622']\n",
      "\"Absent\"\n",
      "['0.226710861228', '-0.21466899442', '-0.34506911131', '-0.34014608194', 'Absent', '-0.607112814766', '-0.143825144532', '-0.0631488187477', '-0.523915970586']\n",
      "\"Present\"\n",
      "['-0.312608859927', '-0.0606187844355', '-0.685296647959', '0.505261588464', 'Present', '0.153333511486', '0.318987310027', '0.205859128171', '0.0777061441121']\n",
      "\"Present\"\n",
      "['-0.0800935019753', '0.22834773409', '0.686965477963', '0.577504372637', 'Present', '0.111921627362', '0.260748849837', '-0.101579165969', '0.212543488792']\n",
      "\"Absent\"\n",
      "['0.144950594289', '0.748134312886', '-0.0545934203899', '0.122965561765', 'Absent', '-0.555604355677', '-0.107985483743', '-0.151278879884', '0.240709451252']\n",
      "\"Absent\"\n",
      "['0.185595304771', '-0.246705843656', '0.394917140155', '0.560910932914', 'Absent', '-0.106240577927', '0.0454012311539', '-0.34515957252', '0.549205357414']\n",
      "\"Present\"\n",
      "['0.630523718183', '0.39274297864', '-0.050171267473', '0.558017823717', 'Present', '-0.0613828156591', '0.135501592778', '0.334837195096', '0.00687509621388']\n",
      "\"Present\"\n",
      "['-0.102532811138', '0.200253410677', '-0.143846375673', '-0.0686602986805', 'Present', '-0.851011008511', '0.0452745398556', '0.359026888139', '0.262316127546']\n",
      "\"Absent\"\n",
      "['-0.00549067862641', '0.177247472036', '0.41561330296', '0.515256172177', 'Absent', '-0.529728643358', '0.21621044848', '-0.239727719706', '0.381446028055']\n",
      "\"Present\"\n",
      "['0.21781244832', '-0.365319974335', '0.129185543096', '0.0773046152638', 'Present', '-0.0518938547752', '0.675342636812', '0.296649369838', '-0.499652527001']\n",
      "\"Absent\"\n",
      "['-0.211220365666', '0.0371288522782', '-0.262694513449', '0.0847909993847', 'Absent', '-0.0955357625311', '0.305920820897', '0.839536523928', '-0.265091076602']\n",
      "\"Absent\"\n",
      "['-0.40214391918', '-0.177952353037', '0.836028873063', '-0.193179048494', 'Absent', '0.243528718133', '-0.0148307774528', '0.068666562945', '-0.0781634285423']\n",
      "\"Present\"\n",
      "['-0.427069663528', '0.0550010331571', '0.431577950486', '-0.272939268858', 'Present', '0.594863843435', '-0.254391217563', '-0.272959784961', '0.246467216907']\n",
      "\"Present\"\n",
      "['0.4017173967', '0.201758989807', '0.166215656422', '-0.125017967404', 'Present', '-0.251671720547', '-0.463403998912', '0.646367476535', '0.24245921462']\n",
      "\"Absent\"\n",
      "['-0.00628074100889', '-0.237164750412', '-0.545910844761', '-0.481749170575', 'Absent', '-0.365238558712', '0.0669167621466', '0.417431646917', '-0.318569116525']\n",
      "\"Absent\"\n",
      "['-0.0311606447978', '-0.255258264889', '-0.371972490299', '-0.0950699356649', 'Absent', '0.632295184278', '-0.218660162921', '0.549670572274', '-0.191632985888']\n",
      "\"Present\"\n",
      "['0.538304834393', '-0.125422348182', '0.638337482473', '0.0540203256375', 'Present', '-0.0961223724771', '0.103375598993', '0.467848656416', '-0.212828128934']\n",
      "\"Present\"\n",
      "['0.464220108314', '0.1142442761', '0.00283627089238', '-0.147209128362', 'Present', '-0.624783659316', '-0.0409328571488', '-0.422663337353', '0.423196110597']\n",
      "\"Absent\"\n",
      "['-0.164570204206', '0.125471699223', '-0.375434993184', '-0.521672479301', 'Absent', '-0.0699973293364', '-0.595650819293', '-0.138151017836', '0.406564462843']\n",
      "\"Present\"\n",
      "['-0.35765457746', '-0.681521581845', '0.361203015119', '0.00150127176533', 'Present', '-0.278332657819', '-0.222323516326', '-0.387455709854', '0.0110870796097']\n",
      "\"Absent\"\n",
      "['0.367211207598', '0.135973982251', '-0.0768115266971', '-0.117548279325', 'Absent', '-0.780585270327', '-0.236476799561', '-0.147847928705', '0.373972920886']\n",
      "\"Present\"\n",
      "['-0.414421915792', '0.692678489228', '-0.456634999359', '0.265867575144', 'Present', '0.0423045334012', '-0.169843269946', '-0.0110638548914', '0.196191430347']\n",
      "\"Present\"\n",
      "['-0.0598078810606', '0.0406445454685', '-0.54957344187', '-0.611194866158', 'Present', '-0.00557525329569', '-0.454364675744', '0.228660566914', '-0.245798512985']\n",
      "\"Present\"\n",
      "['0.552293300635', '-0.159341756068', '0.513589262295', '0.415274677674', 'Present', '-0.339849414986', '0.125925881901', '-0.0668240668696', '0.312305808581']\n",
      "\"Present\"\n",
      "['-0.0700792178648', '0.589365787119', '-0.117070961615', '0.0496312940141', 'Present', '-0.510717607779', '-0.33515188208', '0.29609380165', '0.413203579928']\n",
      "\"Present\"\n",
      "['-0.461203699902', '-0.244002596378', '0.150882195792', '0.507738792999', 'Present', '-0.124076162765', '-0.269880360048', '-0.403104690648', '0.443244928573']\n",
      "\"Present\"\n",
      "['-0.127895965239', '-0.360847387981', '-0.456473726519', '-0.136009562539', 'Present', '-0.0681220391948', '-0.400301366652', '0.255285655194', '0.629692272815']\n",
      "\"Absent\"\n",
      "['-0.0966058033238', '-0.362235907425', '-0.510528742921', '-0.186251978386', 'Absent', '-0.0514557617839', '0.0484252533244', '0.460138495998', '-0.589408969439']\n",
      "\"Absent\"\n",
      "['-0.0447403866219', '0.254354795121', '0.254945638121', '0.37143948232', 'Absent', '0.437399108593', '0.676767205424', '-0.230597788593', '0.166823853036']\n",
      "\"Present\"\n",
      "['-0.131663132562', '0.0384788849617', '0.0843785259572', '0.0604805543733', 'Present', '-0.960327992925', '0.063356013585', '-0.0129695769576', '0.20974869119']\n",
      "\"Absent\"\n",
      "['0.457323355263', '-0.291892259793', '-0.384103966116', '0.00205011493448', 'Absent', '-0.216738004006', '0.160396938649', '-0.477289281002', '-0.507549603072']\n",
      "\"Present\"\n",
      "['-0.110868503505', '0.677539277384', '0.211534090281', '0.340821703512', 'Present', '0.142536237027', '0.347422376843', '0.0653692902563', '0.47164665449']\n",
      "\"Absent\"\n",
      "['-0.408246186567', '-0.411443582466', '-0.301857556868', '0.0265175722758', 'Absent', '-0.601082407089', '0.282188788032', '0.0841106817608', '-0.352452669637']\n",
      "\"Present\"\n",
      "['0.0416956284484', '0.0627594524143', '-0.451435724446', '0.22472490084', 'Present', '-0.525672540525', '-0.162930691959', '0.635844610804', '0.181247984829']\n",
      "\"Present\"\n",
      "['0.464380277835', '-0.227323181545', '-0.385370576343', '0.381192331036', 'Present', '-0.00363988519616', '0.0747603584857', '0.519207523786', '0.404571676736']\n",
      "\"Present\"\n",
      "['0.706953174604', '-0.109897287225', '0.241373638724', '0.0330103601751', 'Present', '-0.00867659070576', '-0.160353049815', '0.370593056983', '0.5154233989']\n",
      "\"Absent\"\n",
      "['-0.151683689999', '-0.31193524581', '-0.0878717913264', '-0.370514753909', 'Absent', '-0.255462574462', '0.00768367481807', '0.648850075327', '-0.498356539008']\n",
      "\"Absent\"\n",
      "['0.273484035015', '-0.380104170766', '0.0578940512489', '0.143383824464', 'Absent', '0.190566903694', '0.555662981514', '-0.170933175477', '-0.618483156911']\n",
      "\"Present\"\n",
      "['-0.0839483263013', '-0.304385448378', '-0.257374798803', '-0.216024562937', 'Present', '-0.814319563356', '0.0213180549367', '-0.0460412463954', '-0.348859816223']\n",
      "\"Present\"\n",
      "['-0.278754284431', '-0.0237800715267', '0.0290229748912', '-0.610397013145', 'Present', '0.561626977502', '-0.443743565124', '-0.112354845982', '-0.152796876661']\n",
      "\"Absent\"\n",
      "['0.284621599658', '-0.411722004', '0.358100327486', '0.579251673166', 'Absent', '0.0550466958264', '0.461703264531', '-0.261481107599', '-0.033686468899']\n",
      "\"Present\"\n",
      "['0.17212516887', '0.362436653846', '0.530042180171', '0.424364100292', 'Present', '-0.263904025808', '0.0420558037283', '-0.163941070736', '0.528859429031']\n",
      "\"Present\"\n",
      "['-0.0562694330001', '0.0938371255618', '0.108240787003', '0.00757366674459', 'Present', '0.239451541091', '-0.0806440052632', '0.954935044359', '-0.0226601261493']\n",
      "\"Absent\"\n",
      "['-0.241230022361', '-0.212199324955', '0.154825680227', '0.239571692782', 'Absent', '0.726457183781', '0.379043945372', '0.135446360113', '-0.354476891634']\n",
      "\"Present\"\n",
      "['-0.261711011', '0.172391776516', '0.0400504265485', '0.396768456927', 'Present', '0.206138208629', '0.0463368635689', '-0.361644409072', '0.753214731957']\n",
      "\"Present\"\n",
      "['0.0139990487008', '-0.13574383258', '-0.193799164959', '0.0547320744044', 'Present', '0.295135187506', '0.19111419425', '0.889320957785', '-0.162181201565']\n",
      "\"Absent\"\n",
      "['-0.191408258296', '-0.251923116023', '0.0844753391322', '0.0913496904353', 'Absent', '-0.911063953096', '0.119027790852', '-0.194802146795', '0.0475789384435']\n",
      "\"Absent\"\n",
      "['-0.455488952642', '-0.00297865968172', '-0.107541966413', '-0.139422853663', 'Absent', '0.269568636736', '-0.14154315766', '0.756616058086', '-0.310398711656']\n",
      "\"Present\"\n",
      "['-0.600082552108', '-0.314285869724', '-0.0147040475991', '0.480079912678', 'Present', '-0.0680366229573', '0.160241789007', '-0.319692800802', '0.421808595554']\n",
      "\"Absent\"\n",
      "['-0.203796108113', '-0.197401496947', '0.0408539958309', '0.188719581011', 'Absent', '0.445118936277', '0.587531788587', '0.571325002216', '-0.111709166584']\n",
      "\"Absent\"\n",
      "['0.240198620243', '0.0591127290662', '-0.00915005518546', '0.587935969559', 'Absent', '0.252638889982', '0.531211115051', '-0.198936452379', '0.455489309112']\n",
      "\"Absent\"\n",
      "['-0.621734351482', '-0.231390874078', '-0.474554841636', '-0.154700702697', 'Absent', '0.290699760328', '-0.141767003913', '-0.337002663503', '0.304294306855']\n",
      "\"Present\"\n",
      "['0.0272023612543', '0.316640040679', '-0.0515435425376', '0.331627578261', 'Present', '-0.207180860349', '0.531903612214', '0.678078761509', '0.0270066723213']\n",
      "\"Present\"\n",
      "['0.0197386587266', '-0.10295518397', '0.778752756642', '0.128449071237', 'Present', '0.514658147984', '0.270044859396', '-0.148001098907', '-0.079712200551']\n",
      "\"Absent\"\n",
      "['-0.264159215508', '-0.118219242777', '0.0505519029035', '-0.272684195194', 'Absent', '0.421681543826', '-0.590292911569', '-0.36502745157', '-0.424058802588']\n",
      "\"Absent\"\n",
      "['-0.145450249665', '0.840603293734', '0.150611416305', '0.297874694976', 'Absent', '-0.101095654809', '0.0542895745728', '0.383751651723', '0.0196003897702']\n",
      "\"Present\"\n",
      "['0.354193915438', '0.0411571217657', '0.326674472893', '0.541713372712', 'Present', '0.269404672508', '0.545795303382', '-0.190930571654', '0.256431858835']\n",
      "\"Present\"\n",
      "['0.142018474467', '-0.406142931026', '-0.141304744302', '0.278500334674', 'Present', '-0.0576927728055', '-0.513145101651', '-0.357229239566', '0.568410172612']\n",
      "\"Absent\"\n",
      "['0.149622186439', '0.0596615718593', '0.880208833961', '0.320396643952', 'Absent', '-0.100232418017', '-0.00933807998612', '-0.194049459673', '0.221004903045']\n",
      "\"Absent\"\n",
      "['0.192923465266', '-0.407915202209', '0.0447109617858', '-0.45545985668', 'Absent', '0.204510087058', '-0.225534234114', '0.377337767851', '-0.593185565985']\n",
      "\"Present\"\n",
      "['0.542681358996', '0.185294146142', '-0.328526050247', '0.310336439239', 'Present', '-0.401759616021', '-0.00556388141938', '0.462888082056', '0.302022893904']\n",
      "\"Present\"\n",
      "['-0.203696679916', '-0.337934562714', '-0.268824294616', '-0.217599314463', 'Present', '0.811835141099', '-0.202775870459', '-0.0857002210336', '-0.130969664561']\n",
      "\"Present\"\n",
      "['0.233732053575', '-0.0822307135923', '0.131313093343', '0.65853315072', 'Present', '0.183569381443', '0.654735478951', '-0.0522444191691', '0.150308526902']\n",
      "\"Absent\"\n",
      "['0.757975749187', '-0.228973348322', '0.00182952709891', '-0.218765372687', 'Absent', '-0.163692313488', '-0.214129480982', '0.122297075128', '0.487420917936']\n",
      "\"Absent\"\n",
      "['0.599077691664', '-0.00421147530158', '-0.166512889836', '0.40494348948', 'Absent', '-0.513328262688', '0.0458638268918', '0.0349710830946', '0.427258748451']\n",
      "\"Absent\"\n",
      "['-0.0565704826555', '0.517181645586', '-0.260135757214', '0.4802207191', 'Absent', '-0.139313853339', '0.606449218506', '-0.186571913973', '0.0950909632106']\n",
      "\"Absent\"\n",
      "['0.0917993584852', '-0.4054701431', '-0.296902119103', '-0.577158014821', 'Absent', '0.255460535659', '-0.00900960640562', '-0.181712554229', '-0.554566396192']\n",
      "\"Present\"\n",
      "['0.322197249477', '0.204335562068', '0.39463887921', '0.320282504147', 'Present', '-0.571240824333', '0.312869497699', '-0.194219482824', '0.366320315534']\n",
      "\"Absent\"\n",
      "['0.699436032397', '0.296336209779', '-0.171193999567', '0.124491366071', 'Absent', '-0.276820572106', '-0.0505642072553', '0.543052023618', '0.0638492998568']\n",
      "\"Present\"\n",
      "['-0.179161289859', '0.331711126532', '0.189834134982', '0.280002030575', 'Present', '-0.61002280754', '0.0675792619259', '0.552276043321', '0.248449621517']\n",
      "\"Absent\"\n",
      "['-0.406992372495', '-0.535665428385', '-0.382433266429', '0.0524689452412', 'Absent', '0.544278006331', '0.041095829939', '-0.250840573041', '0.193812165718']\n",
      "\"Absent\"\n",
      "['-0.166249045507', '0.422540124538', '0.0112849231262', '0.0681449713006', 'Absent', '-0.489630979944', '-0.415680222934', '-0.515162791098', '0.333359814358']\n",
      "\"Absent\"\n",
      "['-0.147687411473', '-0.378717819134', '-0.131763033424', '0.686444210173', 'Absent', '0.189871850184', '0.518437131632', '0.0186758841932', '0.202526353119']\n",
      "\"Present\"\n",
      "['0.682189817016', '0.143058328365', '-0.161731727904', '-0.0673438979763', 'Present', '-0.290921431073', '-0.400151163673', '-0.156552186134', '0.462811188293']\n",
      "\"Present\"\n",
      "['0.932509862231', '0.0838765569076', '0.0595664564259', '-0.165592593446', 'Present', '-0.0308453383704', '-0.0601626632726', '0.0809669616671', '0.28512169415']\n",
      "\"Absent\"\n",
      "['0.239351945343', '-0.122498760626', '0.595662327058', '0.41610913488', 'Absent', '-0.509632323626', '0.30114340291', '0.0321359323725', '0.219770578897']\n",
      "\"Present\"\n",
      "['-0.754310618972', '-0.189307775463', '0.31086301352', '0.320683650362', 'Present', '0.0632054815378', '0.199816155159', '-0.0360472634251', '0.387921906461']\n",
      "\"Present\"\n",
      "['0.359207660448', '0.822165398583', '-0.0887509147324', '0.288444239098', 'Present', '0.0701121198176', '0.188503250543', '-0.123003184654', '0.219904847306']\n",
      "\"Present\"\n",
      "['0.564448276414', '0.635676367585', '-0.0281098832694', '0.366299562147', 'Present', '0.0362295961718', '0.266928950696', '0.14524836793', '0.220652277205']\n",
      "\"Absent\"\n",
      "['-0.814367806212', '0.0779018919989', '-0.355235350584', '0.141235842588', 'Absent', '-0.0712891571354', '0.118248727404', '-0.388066975258', '-0.122211992659']\n",
      "\"Absent\"\n",
      "['-0.325305047131', '-0.287979993827', '-0.288169371294', '0.0730960664525', 'Absent', '-0.448540660625', '-0.107418021393', '-0.253297217177', '-0.667811868868']\n",
      "\"Absent\"\n",
      "['0.363883459694', '0.66979423818', '0.457491323286', '0.196753066397', 'Absent', '-0.308368418512', '0.0555851251823', '-0.108770006461', '0.246865802128']\n",
      "\"Absent\"\n",
      "['0.421305586843', '-0.192649594131', '0.134055547495', '0.433262267429', 'Absent', '-0.0986549887', '0.642490380124', '0.149840468931', '0.367044673995']\n",
      "\"Absent\"\n",
      "['0.243519522745', '0.193201531861', '0.884311293165', '0.285931352637', 'Absent', '-0.0218602975031', '0.113312330421', '-0.000193723377428', '0.162143806934']\n",
      "\"Present\"\n",
      "['0.837982887848', '-0.130741956102', '-0.222131464189', '-0.157921345743', 'Present', '-0.09243446811', '-0.286746463694', '-0.149347546988', '0.305511581839']\n",
      "\"Present\"\n",
      "['0.194717585592', '0.313040950748', '0.220936823471', '0.510936893489', 'Present', '0.206411958889', '0.615442723077', '-0.346402653308', '0.11335958514']\n",
      "\"Present\"\n",
      "['-0.135858256498', '-0.355288806373', '-0.373017095519', '-0.413293410712', 'Present', '0.320951387343', '-0.229725821513', '0.601095633654', '-0.168105604947']\n",
      "\"Absent\"\n",
      "['0.241138879301', '0.676303343109', '0.0994373989045', '0.127322949137', 'Absent', '-0.437684910298', '-0.00739985282535', '0.423576841023', '0.29551094825']\n",
      "\"Present\"\n",
      "['0.692217821893', '-0.298105387758', '-0.29102721936', '0.27266438141', 'Present', '-0.310869419976', '0.369652539887', '-0.19097735972', '0.0563010577105']\n",
      "\"Present\"\n",
      "['-0.239684504348', '-0.141271419453', '0.0186255289834', '-0.49266291831', 'Present', '-0.24548994446', '-0.717589171941', '-0.168559214996', '0.275532795754']\n",
      "\"Absent\"\n",
      "['-0.406789272775', '-0.535398117483', '-0.0621623780655', '0.328014224995', 'Absent', '-0.351635714193', '-0.177233308927', '0.523722281913', '-0.0840803213849']\n",
      "\"Absent\"\n",
      "['-0.262264557792', '0.119057491912', '-0.174255517508', '-0.0820567181465', 'Absent', '-0.212237457937', '-0.253663547239', '0.87780450346', '0.00369390403934']\n",
      "\"Absent\"\n",
      "['0.610207136742', '-0.277520327717', '-0.149036745318', '-0.165674194445', 'Absent', '-0.396537717429', '-0.222499807997', '-0.244097257545', '0.484394499112']\n",
      "\"Present\"\n",
      "['0.160577704156', '0.623955402522', '0.0489691118907', '0.146516525718', 'Present', '-0.031702857901', '0.125521417597', '0.699266579234', '0.235148770048']\n",
      "\"Present\"\n",
      "['0.644816650327', '0.180589787871', '-0.128800651584', '-0.370025506873', 'Present', '-0.0394462575203', '-0.41412748815', '-0.185351418099', '0.436666463709']\n",
      "\"Absent\"\n",
      "['0.122485621317', '-0.213634177273', '-0.478657934582', '-0.237764864257', 'Absent', '-0.633790827365', '-0.386710759978', '-0.31783432387', '-0.0381769523765']\n",
      "\"Absent\"\n",
      "['-0.16157533754', '-0.414330909104', '-0.364051996244', '-0.255420276107', 'Absent', '-0.592020895579', '-0.139640787368', '0.332812711164', '-0.351706331522']\n",
      "\"Present\"\n",
      "['0.0570345122888', '-0.160452974639', '0.444080495223', '0.187060373214', 'Present', '0.126299551666', '0.386396430052', '0.726513131508', '-0.213840430489']\n",
      "\"Absent\"\n",
      "['0.164164676916', '-0.236358755566', '-0.520969931837', '0.514177590516', 'Absent', '-0.138639199486', '0.277435173594', '0.500748898025', '0.185622388193']\n",
      "\"Present\"\n",
      "['-0.165620137113', '0.416374220735', '-0.282485997092', '-0.568676656232', 'Present', '0.158275557479', '-0.355782395984', '-0.373554094726', '-0.323783992069']\n",
      "\"Absent\"\n",
      "['-0.501315883314', '-0.443795588957', '-0.316843663447', '-0.157571112969', 'Absent', '0.2796069225', '0.153799061789', '-0.390347211917', '-0.415095373717']\n",
      "\"Absent\"\n",
      "['-0.305880851702', '-0.244141453949', '-0.126643233766', '-0.374473632164', 'Absent', '0.373732260969', '-0.429238809865', '-0.214738357555', '-0.566152386016']\n",
      "\"Absent\"\n",
      "['-0.410095423555', '-0.219390019195', '-0.443040206022', '0.0303948964053', 'Absent', '-0.313477640192', '-0.438343274579', '-0.192967853773', '-0.508754989478']\n",
      "\"Absent\"\n",
      "['-0.0403727834664', '-0.281501883254', '-0.127133268464', '-0.290087875474', 'Absent', '-0.474674671832', '-0.346382326843', '-0.217674233514', '-0.652789439458']\n",
      "\"Absent\"\n",
      "['-0.287560483879', '-0.254566189804', '-0.354122149776', '-0.496689779511', 'Absent', '-0.199950349794', '-0.307895889831', '-0.217207861669', '-0.546298922349']\n",
      "\"Present\"\n",
      "['-0.0849742726151', '-0.217901247549', '-0.158227088286', '-0.592499402497', 'Present', '0.221404724495', '-0.492859388565', '-0.148141555125', '-0.505302599047']\n",
      "\"Absent\"\n",
      "['-0.0384906921235', '-0.268378877804', '-0.486304108383', '-0.219480166679', 'Absent', '-0.279870104677', '-0.364834405411', '-0.207526734251', '-0.622357815794']\n",
      "\"Present\"\n",
      "['-0.00599411526673', '-0.297542644944', '-0.522812962878', '-0.34091880614', 'Present', '0.225750468388', '-0.0592442310894', '-0.161750380657', '-0.664256787659']\n",
      "\"Absent\"\n",
      "['-0.00672097859548', '-0.328117636191', '-0.120144324849', '-0.257128050543', 'Absent', '-0.176184343272', '-0.345500185238', '-0.250574749104', '-0.773656995313']\n",
      "\"Absent\"\n",
      "['-0.173709579558', '-0.224881931498', '-0.29738478366', '-0.646081644811', 'Absent', '-0.1351836437', '-0.471259972861', '-0.231149657463', '-0.345836889083']\n",
      "\"Absent\"\n",
      "['-0.193327804943', '0.0377494621271', '-0.537780443072', '-0.488472861271', 'Absent', '0.334265318582', '-0.451074905863', '-0.331315161606', '-0.0917288753856']\n",
      "\"Absent\"\n",
      "['-0.578968273979', '-0.33160093016', '0.485426977848', '0.154699915474', 'Absent', '0.166249589935', '0.293872394113', '-0.291664680267', '-0.310156332002']\n",
      "\"Present\"\n",
      "['-0.294174064954', '-0.260420937691', '-0.120789912428', '-0.51656986945', 'Present', '-0.204548992248', '-0.324346574579', '-0.22905722698', '-0.603903732271']\n",
      "\"Absent\"\n",
      "['0.381840055749', '0.14558335537', '0.554407138632', '0.453741264524', 'Absent', '-0.406289166273', '0.178257024474', '0.302157343481', '0.177791266215']\n",
      "\"Absent\"\n",
      "['-0.117432398199', '-0.37129294837', '0.00259894711852', '-0.167064118824', 'Absent', '0.787378547422', '0.0377421342476', '-0.38729716039', '-0.221462113996']\n",
      "\"Absent\"\n",
      "['0.0933125697745', '-0.0720601234188', '-0.264081899601', '-0.0205265540142', 'Absent', '0.36574423801', '0.498716328673', '0.464420275273', '-0.563707812267']\n",
      "\"Present\"\n",
      "['-0.0368629640203', '-0.0590778871104', '-0.346572915223', '-0.673019058241', 'Present', '0.261162027611', '-0.411825864602', '-0.165723690661', '-0.395996209262']\n",
      "\"Absent\"\n",
      "['0.123624081448', '-0.546037301595', '-0.140011233222', '-0.016555346478', 'Absent', '-0.428887864245', '0.470813985186', '-0.296273694742', '-0.416286458929']\n",
      "\"Present\"\n",
      "['-0.122837929126', '-0.239337845004', '-0.417621060539', '-0.501174744945', 'Present', '-0.0339980407407', '-0.413617577682', '-0.210513269686', '-0.534315973825']\n",
      "\"Present\"\n",
      "['-0.269088788847', '-0.1538551487', '-0.185952047201', '-0.43375066125', 'Present', '-0.435405591458', '-0.345719202704', '-0.103067887954', '-0.601231429005']\n",
      "\"Present\"\n",
      "['0.0902940579032', '0.0258780045236', '0.045631044701', '0.0156499368592', 'Present', '0.129460735249', '0.116584522219', '0.972161534274', '0.115758877457']\n",
      "\"Absent\"\n",
      "['-0.0334138042372', '-0.116991393263', '-0.203286645685', '-0.706130481508', 'Absent', '0.296686028653', '-0.452224346079', '0.0949271724314', '-0.37909126541']\n",
      "\"Absent\"\n",
      "['-0.276572843076', '-0.244839255782', '-0.294289339266', '-0.479301495242', 'Absent', '0.437812761502', '-0.196298007608', '-0.20233829934', '-0.525424926559']\n",
      "\"Present\"\n",
      "['0.423778595173', '0.228570367778', '-0.412201436998', '0.242401825932', 'Present', '0.445726764684', '0.013926474127', '0.582815646794', '-0.0309555452782']\n",
      "\"Present\"\n",
      "['-0.210810666185', '-0.133666401716', '0.361120197515', '0.553251816413', 'Present', '-0.525424886252', '0.390500717588', '-0.209975863735', '0.168952069463']\n",
      "\"Absent\"\n",
      "['0.294908454528', '-0.513784557412', '0.0303076026598', '0.264578297029', 'Absent', '0.553337583479', '0.386219213029', '-0.283629274213', '-0.205768994218']\n",
      "\"Absent\"\n",
      "['-0.239039785194', '-0.144163785493', '-0.437647768139', '0.0654437733272', 'Absent', '-0.246648221367', '-0.234659519664', '0.588671945017', '-0.513637258675']\n",
      "\"Present\"\n",
      "['0.450501556586', '-0.205373053596', '-0.0887327602264', '0.623966999585', 'Present', '0.0859988117645', '0.48816968', '-0.178438974613', '0.283047765058']\n",
      "\"Absent\"\n",
      "['0.86383986703', '-0.164827599619', '0.140059997093', '0.189846618645', 'Absent', '0.259678516862', '0.133592149352', '-0.162899058294', '0.243183279554']\n",
      "\"Absent\"\n",
      "['0.862436447862', '0.0497323090381', '-0.0645607079826', '0.348183322385', 'Absent', '-0.0455107610708', '0.246470158534', '0.0277032068151', '0.254448666227']\n",
      "\"Absent\"\n",
      "['-0.448974621936', '-0.0419942040815', '-0.461598867398', '-0.39688089872', 'Absent', '-0.405012559462', '-0.428771523993', '0.118935823503', '0.253069931654']\n",
      "\"Absent\"\n",
      "['-0.264496449593', '0.102450007442', '0.884710083942', '0.184524168068', 'Absent', '0.296001990391', '0.0826551631398', '0.0754489854543', '-0.0514093297235']\n",
      "\"Present\"\n",
      "['-0.0957979323587', '-0.245656577352', '0.011940098829', '0.319222811592', 'Present', '0.281217637946', '-0.835514673569', '-0.216071007564', '0.067638914901']\n"
     ]
    }
   ],
   "source": [
    "final_values = []\n",
    "myfile = open(\"heart_preprocessed.csv\", 'wb')\n",
    "for i in range(len(normalizedX)):\n",
    "    #temp = normalizedX[i,:3].tolist() #+ [string_feature[i]] + normalizedX[i,4:].tolist()+ [output_class[i]]\n",
    "    temp1 = [str(j) for j in normalizedX[i,:4].tolist()]\n",
    "    temp2 = [str(j) for j in normalizedX[i,4:].tolist()]\n",
    "    print string_feature[i]#,output_class[i]\n",
    "    temp = temp1 + [string_feature[i].replace('\"','')] +  temp2 #+ [output_class[i]]\n",
    "    print temp#,output_class[i]\n",
    "    for j in temp:\n",
    "        myfile.write(j+',')\n",
    "    myfile.write(output_class[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "stanford-tf",
   "language": "python",
   "name": "stanfor-tf"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}