mgftest-justinsettings.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "sys.path.append('ms2ldaviz/lda/code')\n",
    "sys.path.append('ms2ldaviz/ms2ldaviz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ms2lda_feature_extraction import MakeBinnedFeatures, LoadMGF\n",
    "from lda import VariationalLDA\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "loader = LoadMGF(min_ms1_intensity = 0.0,\n",
    "                        min_ms2_intensity = 25,\n",
    "                        mz_tol=5,\n",
    "                        rt_tol=10,\n",
    "                        peaklist=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ms2_file = 'METABOLOMICS-SNETS-e9eaf6ec-download_clustered_spectra-main.mgf'\n",
    "K = 200\n",
    "n_its = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filtering MS2 on intensity\n",
      "20732 MS2 remaining\n"
     ]
    }
   ],
   "source": [
    "ms1, ms2, metadata = loader.load_spectra([ms2_file])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1163 documents\n",
      "After removing empty words, 8500 words left\n"
     ]
    }
   ],
   "source": [
    "fm = MakeBinnedFeatures()\n",
    "corpus, word_mz_range = fm.make_features(ms2)\n",
    "corpus = corpus[corpus.keys()[0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 8500 unique words\n",
      "Object created with 1163 documents\n",
      "Normalising intensities\n",
      "Initialising\n",
      "Starting iterations\n",
      "Iteration 0 (change = 234.223200408) (5.686148 seconds, I think I'll finish in 94.7691333333 minutes). Alpha: (8.39350927633,9.57534525831)\n",
      "Iteration 1 (change = 15.8378992335) (6.471943 seconds, I think I'll finish in 107.75785095 minutes). Alpha: (8.41357131313,9.57757250832)\n",
      "Iteration 2 (change = 21.6658337331) (5.681957 seconds, I think I'll finish in 94.5098847667 minutes). Alpha: (5.65592403223,6.44461533601)\n",
      "Iteration 3 (change = 31.1393517097) (5.956471 seconds, I think I'll finish in 98.9766931167 minutes). Alpha: (2.90793840945,3.32515844916)\n",
      "Iteration 4 (change = 49.2866434952) (5.791 seconds, I think I'll finish in 96.1306 minutes). Alpha: (1.29638321692,1.49330112055)\n",
      "Iteration 5 (change = 77.8424161884) (6.221302 seconds, I think I'll finish in 103.169924833 minutes). Alpha: (0.58648476001,0.681837254438)\n",
      "Iteration 6 (change = 101.08210116) (13.30005 seconds, I think I'll finish in 220.337495 minutes). Alpha: (0.299266587128,0.35653518856)\n",
      "Iteration 7 (change = 93.7799189064) (48.093655 seconds, I think I'll finish in 795.94999025 minutes). Alpha: (0.165246782508,0.215276051984)\n",
      "Iteration 8 (change = 67.3495304306) (31.020062 seconds, I think I'll finish in 512.865025067 minutes). Alpha: (0.103229510538,0.145278300045)\n",
      "Iteration 9 (change = 45.1138282199) (19.622522 seconds, I think I'll finish in 324.098655033 minutes). Alpha: (0.0720168384019,0.10398569071)\n",
      "Iteration 10 (change = 31.1763273008) (13.874429 seconds, I think I'll finish in 228.9280785 minutes). Alpha: (0.054469574687,0.0782550694425)\n",
      "Iteration 11 (change = 22.6869987834) (11.049817 seconds, I think I'll finish in 182.137816883 minutes). Alpha: (0.043047509708,0.0613215837895)\n",
      "Iteration 12 (change = 17.0755372367) (9.517139 seconds, I think I'll finish in 156.715555533 minutes). Alpha: (0.0347371562849,0.0520521316999)\n",
      "Iteration 13 (change = 13.1202749833) (9.202665 seconds, I think I'll finish in 151.38383925 minutes). Alpha: (0.0289178995744,0.0455223517301)\n",
      "Iteration 14 (change = 10.087264401) (7.958217 seconds, I think I'll finish in 130.7800327 minutes). Alpha: (0.0244490410953,0.0406920249516)\n",
      "Iteration 15 (change = 7.88667277443) (7.608629 seconds, I think I'll finish in 124.908326083 minutes). Alpha: (0.0209998579853,0.0370072010548)\n",
      "Iteration 16 (change = 6.40641791029) (7.45068 seconds, I think I'll finish in 122.191152 minutes). Alpha: (0.0183496242868,0.034149847734)\n",
      "Iteration 17 (change = 5.41080717459) (7.183174 seconds, I think I'll finish in 117.684334033 minutes). Alpha: (0.0162513994809,0.031850042633)\n",
      "Iteration 18 (change = 4.6502383102) (7.109379 seconds, I think I'll finish in 116.3568363 minutes). Alpha: (0.0145609236769,0.0299846555358)\n",
      "Iteration 19 (change = 4.00451438345) (7.487984 seconds, I think I'll finish in 122.4285384 minutes). Alpha: (0.0131718547885,0.0284498209609)\n",
      "Iteration 20 (change = 3.48752686546) (7.418663 seconds, I think I'll finish in 121.171495667 minutes). Alpha: (0.0120115970844,0.0271542977531)\n",
      "Iteration 21 (change = 3.09997777737) (7.460488 seconds, I think I'll finish in 121.730295867 minutes). Alpha: (0.0110289512789,0.0260241078168)\n",
      "Iteration 22 (change = 2.7205720742) (6.928065 seconds, I think I'll finish in 112.9274595 minutes). Alpha: (0.0101868054799,0.0250492817148)\n",
      "Iteration 23 (change = 2.42410618431) (7.627906 seconds, I think I'll finish in 124.207736033 minutes). Alpha: (0.00945761002096,0.02417772644)\n",
      "Iteration 24 (change = 2.1332491993) (7.595794 seconds, I think I'll finish in 123.558249067 minutes). Alpha: (0.00882051677127,0.0234284670449)\n",
      "Iteration 25 (change = 1.92104357179) (7.365679 seconds, I think I'll finish in 119.69228375 minutes). Alpha: (0.00825945706697,0.0227701778056)\n",
      "Iteration 26 (change = 1.72506398316) (7.230441 seconds, I think I'll finish in 117.3741589 minutes). Alpha: (0.00776186316411,0.0221872805477)\n",
      "Iteration 27 (change = 1.56290697829) (6.743118 seconds, I think I'll finish in 109.3508969 minutes). Alpha: (0.00731776630409,0.0216747109422)\n",
      "Iteration 28 (change = 1.46272109838) (6.810808 seconds, I think I'll finish in 110.3350896 minutes). Alpha: (0.00691915587959,0.0212199531074)\n",
      "Iteration 29 (change = 1.36631357444) (6.773823 seconds, I think I'll finish in 109.62303555 minutes). Alpha: (0.00655952808091,0.0208060644624)\n",
      "Iteration 30 (change = 1.2920579324) (6.808052 seconds, I think I'll finish in 110.063507333 minutes). Alpha: (0.00623355022245,0.0204281287217)\n",
      "Iteration 31 (change = 1.22133287715) (6.854977 seconds, I think I'll finish in 110.70787855 minutes). Alpha: (0.00593680928969,0.0200884469468)\n",
      "Iteration 32 (change = 1.11602259481) (6.741202 seconds, I think I'll finish in 108.758058933 minutes). Alpha: (0.00566562324568,0.0197813892486)\n",
      "Iteration 33 (change = 1.01013964544) (6.888479 seconds, I think I'll finish in 111.019319883 minutes). Alpha: (0.00541689616515,0.0195022995684)\n",
      "Iteration 34 (change = 0.915135122021) (7.08893 seconds, I think I'll finish in 114.131773 minutes). Alpha: (0.00518800958544,0.0192473078815)\n",
      "Iteration 35 (change = 0.835654363108) (7.739536 seconds, I think I'll finish in 124.477537333 minutes). Alpha: (0.00497673039284,0.0190129481586)\n",
      "Iteration 36 (change = 0.776754551156) (7.467203 seconds, I think I'll finish in 119.973061533 minutes). Alpha: (0.00478114367512,0.0187939271466)\n",
      "Iteration 37 (change = 0.758368110086) (7.301274 seconds, I think I'll finish in 117.1854477 minutes). Alpha: (0.00459960126648,0.0185796940227)\n",
      "Iteration 38 (change = 0.788000019752) (7.321051 seconds, I think I'll finish in 117.380851033 minutes). Alpha: (0.004430675529,0.0183822091698)\n",
      "Iteration 39 (change = 0.778266840081) (7.449713 seconds, I think I'll finish in 119.319569883 minutes). Alpha: (0.00427312338435,0.0181993779963)\n",
      "Iteration 40 (change = 0.732057788041) (7.256388 seconds, I think I'll finish in 116.102208 minutes). Alpha: (0.0041258584447,0.0180294165837)\n",
      "Iteration 41 (change = 0.649672004605) (8.025228 seconds, I think I'll finish in 128.2698942 minutes). Alpha: (0.00398792699406,0.0178707812566)\n",
      "Iteration 42 (change = 0.564934849203) (7.573508 seconds, I think I'll finish in 120.923677733 minutes). Alpha: (0.00385848853121,0.0177220809516)\n",
      "Iteration 43 (change = 0.520042163638) (6.965132 seconds, I think I'll finish in 111.0938554 minutes). Alpha: (0.00373679910777,0.0175817085403)\n",
      "Iteration 44 (change = 0.479182191868) (7.206497 seconds, I think I'll finish in 114.823518867 minutes). Alpha: (0.00362219786196,0.0174414782953)\n",
      "Iteration 45 (change = 0.455298828362) (8.218983 seconds, I think I'll finish in 130.81881275 minutes). Alpha: (0.00351409709187,0.0173042434659)\n",
      "Iteration 46 (change = 0.442323392497) (7.244868 seconds, I think I'll finish in 115.1934012 minutes). Alpha: (0.00341197110867,0.0171755965585)\n",
      "Iteration 47 (change = 0.432371163576) (7.273886 seconds, I think I'll finish in 115.533555967 minutes). Alpha: (0.00331534898075,0.017054583071)\n",
      "Iteration 48 (change = 0.431885764245) (7.189202 seconds, I think I'll finish in 114.068671733 minutes). Alpha: (0.00322380753433,0.0169403809443)\n",
      "Iteration 49 (change = 0.441028669397) (6.998814 seconds, I think I'll finish in 110.9312019 minutes). Alpha: (0.00313696510845,0.0168322673495)\n",
      "Iteration 50 (change = 0.451891556038) (6.973842 seconds, I think I'll finish in 110.419165 minutes). Alpha: (0.00305447722191,0.0167296192087)\n",
      "Iteration 51 (change = 0.457793214413) (7.911148 seconds, I think I'll finish in 125.127990867 minutes). Alpha: (0.00297603155079,0.0166318736839)\n",
      "Iteration 52 (change = 0.46511710653) (7.755418 seconds, I think I'll finish in 122.5356044 minutes). Alpha: (0.00290134431636,0.0165385111222)\n",
      "Iteration 53 (change = 0.457834822644) (7.540534 seconds, I think I'll finish in 119.014761633 minutes). Alpha: (0.00283015793934,0.0164490525459)\n",
      "Iteration 54 (change = 0.447570793473) (6.984339 seconds, I think I'll finish in 110.1197449 minutes). Alpha: (0.00276223724434,0.0163629236542)\n",
      "Iteration 55 (change = 0.458649518092) (6.965966 seconds, I think I'll finish in 109.7139645 minutes). Alpha: (0.00269736780925,0.0162786068052)\n",
      "Iteration 56 (change = 0.408412041298) (6.922297 seconds, I think I'll finish in 108.910806133 minutes). Alpha: (0.00263535327446,0.0161821837494)\n",
      "Iteration 57 (change = 0.359853132917) (7.37417 seconds, I think I'll finish in 115.897371833 minutes). Alpha: (0.00257601358177,0.0160815060338)\n",
      "Iteration 58 (change = 0.356317900597) (7.134304 seconds, I think I'll finish in 112.0085728 minutes). Alpha: (0.00251918326387,0.0159872292177)\n",
      "Iteration 59 (change = 0.324099715554) (6.924409 seconds, I think I'll finish in 108.597814483 minutes). Alpha: (0.00246471014812,0.0158986038151)\n",
      "Iteration 60 (change = 0.293569665523) (7.119023 seconds, I think I'll finish in 111.531360333 minutes). Alpha: (0.0024124539015,0.0158149837702)\n",
      "Iteration 61 (change = 0.305931441138) (8.185275 seconds, I think I'll finish in 128.09955375 minutes). Alpha: (0.00236228514302,0.0157358202545)\n",
      "Iteration 62 (change = 0.301329233203) (7.079489 seconds, I think I'll finish in 110.676011367 minutes). Alpha: (0.00231408423336,0.0156606386101)\n",
      "Iteration 63 (change = 0.294250277416) (7.348154 seconds, I think I'll finish in 114.753671633 minutes). Alpha: (0.00226774034918,0.0155890264995)\n",
      "Iteration 64 (change = 0.306946765135) (7.132682 seconds, I think I'll finish in 111.2698392 minutes). Alpha: (0.00222315086255,0.0155206333658)\n",
      "Iteration 65 (change = 0.307546673906) (6.733014 seconds, I think I'll finish in 104.9228015 minutes). Alpha: (0.00218022037885,0.0154551493263)\n",
      "Iteration 66 (change = 0.268284692989) (6.66615 seconds, I think I'll finish in 103.769735 minutes). Alpha: (0.00213886029614,0.015392308219)\n",
      "Iteration 67 (change = 0.216074325468) (7.198138 seconds, I think I'll finish in 111.9310459 minutes). Alpha: (0.00209898810078,0.0153318750222)\n",
      "Iteration 68 (change = 0.194088424201) (7.863406 seconds, I think I'll finish in 122.144906533 minutes). Alpha: (0.00206052685922,0.0152736435209)\n",
      "Iteration 69 (change = 0.190499470596) (7.308525 seconds, I think I'll finish in 113.40394625 minutes). Alpha: (0.00202340487928,0.0152174395843)\n",
      "Iteration 70 (change = 0.192853007734) (7.095142 seconds, I think I'll finish in 109.974701 minutes). Alpha: (0.00198755518315,0.0151631091607)\n",
      "Iteration 71 (change = 0.19361357819) (7.281968 seconds, I think I'll finish in 112.749137867 minutes). Alpha: (0.00195291507716,0.0151105121304)\n",
      "Iteration 72 (change = 0.1949074528) (7.460678 seconds, I think I'll finish in 115.391819733 minutes). Alpha: (0.00191942584202,0.0150595224482)\n",
      "Iteration 73 (change = 0.18875399098) (6.847413 seconds, I think I'll finish in 105.79253085 minutes). Alpha: (0.00188703239456,0.015010024504)\n",
      "Iteration 74 (change = 0.178013994169) (7.348493 seconds, I think I'll finish in 113.411741967 minutes). Alpha: (0.00185568314675,0.0149619204071)\n",
      "Iteration 75 (change = 0.171241833067) (7.768688 seconds, I think I'll finish in 119.767273333 minutes). Alpha: (0.00182532954706,0.0149151148982)\n",
      "Iteration 76 (change = 0.163272140809) (7.643788 seconds, I think I'll finish in 117.7143352 minutes). Alpha: (0.00179592589257,0.014869517394)\n",
      "Iteration 77 (change = 0.148574795758) (7.872812 seconds, I think I'll finish in 121.110091267 minutes). Alpha: (0.00176742934331,0.0148250567583)\n",
      "Iteration 78 (change = 0.135726140596) (6.881918 seconds, I think I'll finish in 105.752139933 minutes). Alpha: (0.00173979967685,0.0147816765639)\n",
      "Iteration 79 (change = 0.129941716229) (6.782066 seconds, I think I'll finish in 104.1047131 minutes). Alpha: (0.00171299891377,0.0147393198077)\n",
      "Iteration 80 (change = 0.127170285736) (6.836134 seconds, I think I'll finish in 104.820721333 minutes). Alpha: (0.00168699124775,0.0146979354899)\n",
      "Iteration 81 (change = 0.124553915821) (7.990142 seconds, I think I'll finish in 122.382341633 minutes). Alpha: (0.00166174290826,0.0146574790247)\n",
      "Iteration 82 (change = 0.122056257395) (7.911392 seconds, I think I'll finish in 121.0442976 minutes). Alpha: (0.0016372218832,0.0146179006784)\n",
      "Iteration 83 (change = 0.121715817933) (6.859279 seconds, I think I'll finish in 104.832647383 minutes). Alpha: (0.00161339797296,0.0145791600651)\n",
      "Iteration 84 (change = 0.127171930451) (7.746148 seconds, I think I'll finish in 118.257859467 minutes). Alpha: (0.00159024268546,0.0145412266251)\n",
      "Iteration 85 (change = 0.138018464969) (7.889731 seconds, I think I'll finish in 120.31839775 minutes). Alpha: (0.00156772906922,0.0145040741165)\n",
      "Iteration 86 (change = 0.139115463627) (7.158796 seconds, I think I'll finish in 109.052325733 minutes). Alpha: (0.00154583152421,0.0144676724018)\n",
      "Iteration 87 (change = 0.142734554765) (7.356317 seconds, I think I'll finish in 111.938623683 minutes). Alpha: (0.00152452571874,0.0144319879039)\n",
      "Iteration 88 (change = 0.166353720345) (7.051529 seconds, I think I'll finish in 107.1832408 minutes). Alpha: (0.00150378865198,0.0143969968796)\n",
      "Iteration 89 (change = 0.187155623275) (6.94531 seconds, I think I'll finish in 105.452956833 minutes). Alpha: (0.00148359847542,0.0143626756653)\n",
      "Iteration 90 (change = 0.178278067459) (7.209677 seconds, I think I'll finish in 109.346767833 minutes). Alpha: (0.00146393444525,0.0143290029238)\n",
      "Iteration 91 (change = 0.13086318192) (7.12182 seconds, I think I'll finish in 107.895573 minutes). Alpha: (0.00144477682504,0.0142959567823)\n",
      "Iteration 92 (change = 0.0952811400988) (6.890668 seconds, I think I'll finish in 104.278775733 minutes). Alpha: (0.00142610681724,0.0142635136393)\n",
      "Iteration 93 (change = 0.0857985587363) (7.059891 seconds, I think I'll finish in 106.72201895 minutes). Alpha: (0.00140790655743,0.0142316488943)\n",
      "Iteration 94 (change = 0.081682481028) (7.291442 seconds, I think I'll finish in 110.1007742 minutes). Alpha: (0.00139015900588,0.0142003279429)\n",
      "Iteration 95 (change = 0.0843897819451) (7.691118 seconds, I think I'll finish in 116.0076965 minutes). Alpha: (0.00137284784622,0.0141694976977)\n",
      "Iteration 96 (change = 0.0874088249883) (7.599199 seconds, I think I'll finish in 114.494598267 minutes). Alpha: (0.0013559576182,0.014139075773)\n",
      "Iteration 97 (change = 0.0871925322787) (7.183709 seconds, I think I'll finish in 108.11482045 minutes). Alpha: (0.00133947357868,0.0141087287133)\n",
      "Iteration 98 (change = 0.085143052974) (7.436845 seconds, I think I'll finish in 111.800569833 minutes). Alpha: (0.00132338155325,0.0140730864442)\n",
      "Iteration 99 (change = 0.0851498385145) (7.158299 seconds, I think I'll finish in 107.493789983 minutes). Alpha: (0.00130766805008,0.0140334058189)\n",
      "Iteration 100 (change = 0.0877668971111) (7.725943 seconds, I think I'll finish in 115.889145 minutes). Alpha: (0.00129232025977,0.0139957406889)\n",
      "Iteration 101 (change = 0.0904380138344) (7.356474 seconds, I think I'll finish in 110.2245021 minutes). Alpha: (0.00127732594464,0.0139598661431)\n",
      "Iteration 102 (change = 0.0925372611855) (7.37151 seconds, I think I'll finish in 110.326933 minutes). Alpha: (0.00126267335951,0.0139255887101)\n",
      "Iteration 103 (change = 0.0971725568875) (7.604075 seconds, I think I'll finish in 113.68092125 minutes). Alpha: (0.0012483512899,0.013892742794)\n",
      "Iteration 104 (change = 0.107543263856) (7.139173 seconds, I think I'll finish in 106.611650133 minutes). Alpha: (0.00123434894934,0.0138611771411)\n",
      "Iteration 105 (change = 0.126095309209) (7.538054 seconds, I think I'll finish in 112.442638833 minutes). Alpha: (0.00122065604057,0.013830764162)\n",
      "Iteration 106 (change = 0.152992031915) (7.818571 seconds, I think I'll finish in 116.4967079 minutes). Alpha: (0.00120726273347,0.0138013974928)\n",
      "Iteration 107 (change = 0.175669582842) (7.301526 seconds, I think I'll finish in 108.6710453 minutes). Alpha: (0.00119415958401,0.0137729817228)\n",
      "Iteration 108 (change = 0.165395241282) (7.59902 seconds, I think I'll finish in 112.972097333 minutes). Alpha: (0.00118133750373,0.0137454292878)\n",
      "Iteration 109 (change = 0.125592926133) (7.470251 seconds, I think I'll finish in 110.93322735 minutes). Alpha: (0.00116878780773,0.0137186682852)\n",
      "Iteration 110 (change = 0.0844473923102) (7.414077 seconds, I think I'll finish in 109.9754755 minutes). Alpha: (0.00115650215658,0.0136926352143)\n",
      "Iteration 111 (change = 0.0760313416103) (7.511691 seconds, I think I'll finish in 111.29822165 minutes). Alpha: (0.00114447254676,0.0136672748792)\n",
      "Iteration 112 (change = 0.069274108956) (7.717992 seconds, I think I'll finish in 114.2262816 minutes). Alpha: (0.00113269123541,0.0136425307539)\n",
      "Iteration 113 (change = 0.0685636701342) (7.347007 seconds, I think I'll finish in 108.613253483 minutes). Alpha: (0.00112115081405,0.0136183575365)\n",
      "Iteration 114 (change = 0.0721308173132) (7.983681 seconds, I think I'll finish in 117.8923561 minutes). Alpha: (0.0011098441705,0.0135947165577)\n",
      "Iteration 115 (change = 0.0782022159494) (7.781899 seconds, I think I'll finish in 114.78301025 minutes). Alpha: (0.00109876444934,0.0135715710646)\n",
      "Iteration 116 (change = 0.0906509394844) (7.302714 seconds, I think I'll finish in 107.5933196 minutes). Alpha: (0.00108790509791,0.0135488948799)\n",
      "Iteration 117 (change = 0.103887704818) (7.359262 seconds, I think I'll finish in 108.303805767 minutes). Alpha: (0.00107725979109,0.0135266616072)\n",
      "Iteration 118 (change = 0.103756598598) (7.526694 seconds, I think I'll finish in 110.6424018 minutes). Alpha: (0.00106682243044,0.013504846139)\n",
      "Iteration 119 (change = 0.096522703126) (7.429986 seconds, I think I'll finish in 109.0969611 minutes). Alpha: (0.00105658716772,0.0134834300488)\n",
      "Iteration 120 (change = 0.0782737367837) (7.809591 seconds, I think I'll finish in 114.540668 minutes). Alpha: (0.0010465483578,0.013462394933)\n",
      "Iteration 121 (change = 0.0729272563252) (9.165779 seconds, I think I'll finish in 134.27866235 minutes). Alpha: (0.00103670056025,0.0134417240476)\n",
      "Iteration 122 (change = 0.0861014398379) (8.217033 seconds, I think I'll finish in 120.2425829 minutes). Alpha: (0.00102703854581,0.0134214047695)\n",
      "Iteration 123 (change = 0.100142717585) (8.153816 seconds, I think I'll finish in 119.181610533 minutes). Alpha: (0.00101755723135,0.0134014185085)\n",
      "Iteration 124 (change = 0.110733749928) (7.949191 seconds, I think I'll finish in 116.0581886 minutes). Alpha: (0.00100825173315,0.0133817517875)\n",
      "Iteration 125 (change = 0.107798999403) (8.194135 seconds, I think I'll finish in 119.497802083 minutes). Alpha: (0.000999117336574,0.0133623918175)\n",
      "Iteration 126 (change = 0.0977853074797) (7.540885 seconds, I think I'll finish in 109.845558167 minutes). Alpha: (0.000990149499551,0.0133433283761)\n",
      "Iteration 127 (change = 0.0909474691128) (7.891121 seconds, I think I'll finish in 114.81581055 minutes). Alpha: (0.000981343854397,0.0133245552286)\n",
      "Iteration 128 (change = 0.0815791476999) (7.76256 seconds, I think I'll finish in 112.815872 minutes). Alpha: (0.000972696181846,0.0133060662482)\n",
      "Iteration 129 (change = 0.0698296485924) (7.776187 seconds, I think I'll finish in 112.884314617 minutes). Alpha: (0.000964202382878,0.0132878512193)\n",
      "Iteration 130 (change = 0.0595951977854) (7.47674 seconds, I think I'll finish in 108.41273 minutes). Alpha: (0.000955858510805,0.0132699033789)\n",
      "Iteration 131 (change = 0.0523942802945) (7.41805 seconds, I think I'll finish in 107.438090833 minutes). Alpha: (0.000947660744988,0.0132522151505)\n",
      "Iteration 132 (change = 0.0477845149103) (7.443136 seconds, I think I'll finish in 107.677367467 minutes). Alpha: (0.000939605404674,0.0132347819942)\n",
      "Iteration 133 (change = 0.0450463394717) (7.60202 seconds, I think I'll finish in 109.849189 minutes). Alpha: (0.000931688923541,0.0132175981289)\n",
      "Iteration 134 (change = 0.0437304127657) (7.816815 seconds, I think I'll finish in 112.8226965 minutes). Alpha: (0.000923907851864,0.0132006580521)\n",
      "Iteration 135 (change = 0.0437117157834) (7.679943 seconds, I think I'll finish in 110.71917825 minutes). Alpha: (0.00091625884041,0.0131839541546)\n",
      "Iteration 136 (change = 0.0453277746817) (7.466876 seconds, I think I'll finish in 107.5230144 minutes). Alpha: (0.000908738663686,0.0131674826652)\n",
      "Iteration 137 (change = 0.0488064562655) (7.416267 seconds, I think I'll finish in 106.67064035 minutes). Alpha: (0.000901344199073,0.0131512398722)\n",
      "Iteration 138 (change = 0.0534996162694) (7.921281 seconds, I think I'll finish in 113.8024037 minutes). Alpha: (0.000894072413527,0.013135220136)\n",
      "Iteration 139 (change = 0.057881585716) (8.119052 seconds, I think I'll finish in 116.5083962 minutes). Alpha: (0.000886920355329,0.0131194150509)\n",
      "Iteration 140 (change = 0.0600924531007) (7.420811 seconds, I think I'll finish in 106.364957667 minutes). Alpha: (0.00087988518667,0.0131038216297)\n",
      "Iteration 141 (change = 0.0586258658228) (7.155619 seconds, I think I'll finish in 102.444612017 minutes). Alpha: (0.000872964117193,0.013088427783)\n",
      "Iteration 142 (change = 0.0583152004077) (7.190043 seconds, I think I'll finish in 102.8176149 minutes). Alpha: (0.000866154446069,0.0130732232905)\n",
      "Iteration 143 (change = 0.0658966845292) (7.08605 seconds, I think I'll finish in 101.212414167 minutes). Alpha: (0.000859453544916,0.013058196449)\n",
      "Iteration 144 (change = 0.0789464741951) (7.110593 seconds, I think I'll finish in 101.444460133 minutes). Alpha: (0.000852858905869,0.0130433460637)\n",
      "Iteration 145 (change = 0.0801955122856) (7.229166 seconds, I think I'll finish in 103.0156155 minutes). Alpha: (0.000846368098475,0.0130286711807)\n",
      "Iteration 146 (change = 0.0531063382029) (7.717814 seconds, I think I'll finish in 109.850219267 minutes). Alpha: (0.000839978756831,0.0130141686369)\n",
      "Iteration 147 (change = 0.0329879384291) (7.609562 seconds, I think I'll finish in 108.182606433 minutes). Alpha: (0.000833688581469,0.0129998344297)\n",
      "Iteration 148 (change = 0.0313090940623) (7.180159 seconds, I think I'll finish in 101.9582578 minutes). Alpha: (0.000827495358089,0.0129856690779)\n",
      "Iteration 149 (change = 0.0336713145426) (7.148722 seconds, I think I'll finish in 101.392707033 minutes). Alpha: (0.000821396933597,0.0129716719336)\n",
      "Iteration 150 (change = 0.0369356849023) (7.198582 seconds, I think I'll finish in 101.979911667 minutes). Alpha: (0.000815391213703,0.0129578412049)\n",
      "Iteration 151 (change = 0.0382052930929) (7.208509 seconds, I think I'll finish in 102.00040235 minutes). Alpha: (0.00080947616825,0.0129441759496)\n",
      "Iteration 152 (change = 0.0330167626314) (7.099452 seconds, I think I'll finish in 100.3389216 minutes). Alpha: (0.000803649823493,0.0129306746023)\n",
      "Iteration 153 (change = 0.0260118996447) (7.332574 seconds, I think I'll finish in 103.511502967 minutes). Alpha: (0.000797910253093,0.0129173332246)\n",
      "Iteration 154 (change = 0.022215916677) (8.774023 seconds, I think I'll finish in 123.7137243 minutes). Alpha: (0.000792255591463,0.0129041497412)\n",
      "Iteration 155 (change = 0.0208044390455) (7.510964 seconds, I think I'll finish in 105.779409667 minutes). Alpha: (0.000786684005488,0.0128911167131)\n",
      "Iteration 156 (change = 0.020238277313) (8.419519 seconds, I think I'll finish in 118.434567267 minutes). Alpha: (0.000781193728358,0.012878231418)\n",
      "Iteration 157 (change = 0.0199425070752) (8.212978 seconds, I think I'll finish in 115.3923409 minutes). Alpha: (0.000775783014276,0.0128654835094)\n",
      "Iteration 158 (change = 0.0196607717988) (7.468833 seconds, I think I'll finish in 104.8126231 minutes). Alpha: (0.000770450203647,0.0128528741552)\n",
      "Iteration 159 (change = 0.0192069645646) (7.524536 seconds, I think I'll finish in 105.468912933 minutes). Alpha: (0.000765193660326,0.0128403979628)\n",
      "Iteration 160 (change = 0.0185860638916) (7.494057 seconds, I think I'll finish in 104.916798 minutes). Alpha: (0.000760011805899,0.0128280536815)\n",
      "Iteration 161 (change = 0.0178631290612) (7.483763 seconds, I think I'll finish in 104.647952617 minutes). Alpha: (0.000754903108701,0.0128158411544)\n",
      "Iteration 162 (change = 0.0171359697096) (7.395769 seconds, I think I'll finish in 103.294240367 minutes). Alpha: (0.000749866080835,0.0128037607961)\n",
      "Iteration 163 (change = 0.0164808226267) (7.472167 seconds, I think I'll finish in 104.23672965 minutes). Alpha: (0.00074489927711,0.0127918136549)\n",
      "Iteration 164 (change = 0.0159138339514) (7.484102 seconds, I think I'll finish in 104.278487867 minutes). Alpha: (0.000740001288732,0.0127799998926)\n",
      "Iteration 165 (change = 0.0154269965693) (8.215401 seconds, I think I'll finish in 114.33099725 minutes). Alpha: (0.000735170727451,0.0127683144659)\n",
      "Iteration 166 (change = 0.015057676612) (7.186745 seconds, I think I'll finish in 99.8957555 minutes). Alpha: (0.000730406245989,0.0127567541305)\n",
      "Iteration 167 (change = 0.014776809027) (7.387173 seconds, I think I'll finish in 102.55858515 minutes). Alpha: (0.000725706545437,0.0127453199484)\n",
      "Iteration 168 (change = 0.0145488067309) (8.550403 seconds, I think I'll finish in 118.565588267 minutes). Alpha: (0.000721070356395,0.0127340114069)\n",
      "Iteration 169 (change = 0.0143654878956) (7.356446 seconds, I think I'll finish in 101.8867771 minutes). Alpha: (0.000716496443728,0.0127228283968)\n",
      "Iteration 170 (change = 0.0142035422014) (7.421139 seconds, I think I'll finish in 102.6590895 minutes). Alpha: (0.000711983593837,0.0127117674642)\n",
      "Iteration 171 (change = 0.0140705574404) (7.759336 seconds, I think I'll finish in 107.208159067 minutes). Alpha: (0.000707530616303,0.0127008229288)\n",
      "Iteration 172 (change = 0.013988501252) (7.548938 seconds, I think I'll finish in 104.1753444 minutes). Alpha: (0.00070313636456,0.0126899940961)\n",
      "Iteration 173 (change = 0.0139338629742) (8.023378 seconds, I think I'll finish in 110.588893433 minutes). Alpha: (0.000698799724339,0.0126792813538)\n",
      "Iteration 174 (change = 0.013879414395) (7.646354 seconds, I think I'll finish in 105.264806733 minutes). Alpha: (0.000694519598539,0.0126686813549)\n",
      "Iteration 175 (change = 0.0138554756769) (7.467227 seconds, I think I'll finish in 102.67437125 minutes). Alpha: (0.000690294919706,0.0126581918051)\n",
      "Iteration 176 (change = 0.0139177932359) (7.174039 seconds, I think I'll finish in 98.5234689333 minutes). Alpha: (0.000686124655762,0.0126478135996)\n",
      "Iteration 177 (change = 0.0140157997822) (7.483806 seconds, I think I'll finish in 102.6528723 minutes). Alpha: (0.000682007799558,0.0126375472612)\n",
      "Iteration 178 (change = 0.0141311165492) (7.537478 seconds, I think I'll finish in 103.2634486 minutes). Alpha: (0.000677943367681,0.0126273928385)\n",
      "Iteration 179 (change = 0.014274918212) (7.36372 seconds, I think I'll finish in 100.760235333 minutes). Alpha: (0.00067393039304,0.0126173476166)\n",
      "Iteration 180 (change = 0.0145075929996) (7.410351 seconds, I think I'll finish in 101.274797 minutes). Alpha: (0.000669967937269,0.0126074109904)\n",
      "Iteration 181 (change = 0.014795453363) (7.370067 seconds, I think I'll finish in 100.60141455 minutes). Alpha: (0.000666055083287,0.0125975818774)\n",
      "Iteration 182 (change = 0.0151233331708) (7.329262 seconds, I think I'll finish in 99.9222719333 minutes). Alpha: (0.000662190934091,0.012587858565)\n",
      "Iteration 183 (change = 0.0155134437984) (7.560042 seconds, I think I'll finish in 102.9425719 minutes). Alpha: (0.000658374607241,0.0125782369845)\n",
      "Iteration 184 (change = 0.0160156497434) (7.863834 seconds, I think I'll finish in 106.9481424 minutes). Alpha: (0.000654605243865,0.0125687144485)\n",
      "Iteration 185 (change = 0.0166167699997) (8.176732 seconds, I think I'll finish in 111.067276333 minutes). Alpha: (0.000650882013396,0.012559291509)\n",
      "Iteration 186 (change = 0.0172962734935) (7.317733 seconds, I think I'll finish in 99.2772443667 minutes). Alpha: (0.000647204104362,0.0125499684462)\n",
      "Iteration 187 (change = 0.0180369904216) (8.161055 seconds, I think I'll finish in 110.58229525 minutes). Alpha: (0.000643570723841,0.0125407453032)\n",
      "Iteration 188 (change = 0.0188253467206) (7.406694 seconds, I think I'll finish in 100.2372588 minutes). Alpha: (0.000639981096931,0.01253162192)\n",
      "Iteration 189 (change = 0.0196471998082) (7.371438 seconds, I think I'll finish in 99.6372703 minutes). Alpha: (0.000636434466246,0.0125225979608)\n",
      "Iteration 190 (change = 0.0204816365453) (7.611767 seconds, I think I'll finish in 102.7588545 minutes). Alpha: (0.000632930091416,0.0125136729354)\n",
      "Iteration 191 (change = 0.0212882560707) (7.67702 seconds, I think I'll finish in 103.511819667 minutes). Alpha: (0.000629467248454,0.0125048461561)\n",
      "Iteration 192 (change = 0.0220258242541) (7.314786 seconds, I think I'll finish in 98.5057848 minutes). Alpha: (0.000626045226101,0.0124961154906)\n",
      "Iteration 193 (change = 0.0226703386102) (7.524708 seconds, I think I'll finish in 101.2073226 minutes). Alpha: (0.000622663320652,0.0124874755885)\n",
      "Iteration 194 (change = 0.023159857524) (7.840664 seconds, I think I'll finish in 105.326253067 minutes). Alpha: (0.000619320856162,0.0124789265188)\n",
      "Iteration 195 (change = 0.0234162739756) (9.139696 seconds, I think I'll finish in 122.624254667 minutes). Alpha: (0.000616017164925,0.012470465466)\n",
      "Iteration 196 (change = 0.0234080509769) (7.631783 seconds, I think I'll finish in 102.2658922 minutes). Alpha: (0.00061275159903,0.0124620919243)\n",
      "Iteration 197 (change = 0.0230960007401) (7.630514 seconds, I think I'll finish in 102.121712367 minutes). Alpha: (0.000609523522054,0.0124538041923)\n",
      "Iteration 198 (change = 0.0225360371015) (7.316147 seconds, I think I'll finish in 97.7924982333 minutes). Alpha: (0.000606332306897,0.0124455987256)\n",
      "Iteration 199 (change = 0.0217861151137) (7.222692 seconds, I think I'll finish in 96.4229382 minutes). Alpha: (0.000603177348619,0.0124374759032)\n",
      "Iteration 200 (change = 0.0208915021183) (7.412153 seconds, I think I'll finish in 98.8287066667 minutes). Alpha: (0.000600058047229,0.0124294324566)\n",
      "Iteration 201 (change = 0.01996879406) (7.255273 seconds, I think I'll finish in 96.6160521167 minutes). Alpha: (0.000596973823433,0.0124214687559)\n",
      "Iteration 202 (change = 0.0191068282191) (7.546447 seconds, I think I'll finish in 100.3677451 minutes). Alpha: (0.00059392410666,0.0124135834121)\n",
      "Iteration 203 (change = 0.0184061102414) (7.916294 seconds, I think I'll finish in 105.154771967 minutes). Alpha: (0.000590908342261,0.0124057767573)\n",
      "Iteration 204 (change = 0.0179393858022) (7.367484 seconds, I think I'll finish in 97.7419544 minutes). Alpha: (0.000587925987171,0.0123980489111)\n",
      "Iteration 205 (change = 0.0177650974188) (7.498447 seconds, I think I'll finish in 99.35442275 minutes). Alpha: (0.0005849765096,0.0123903998121)\n",
      "Iteration 206 (change = 0.0179295955684) (7.9885 seconds, I think I'll finish in 105.714483333 minutes). Alpha: (0.00058205938872,0.012382829237)\n",
      "Iteration 207 (change = 0.0184599247286) (7.798236 seconds, I think I'll finish in 103.0666858 minutes). Alpha: (0.00057917411299,0.0123753361875)\n",
      "Iteration 208 (change = 0.0193654293136) (7.796906 seconds, I think I'll finish in 102.9191592 minutes). Alpha: (0.000576320178165,0.0123679181802)\n",
      "Iteration 209 (change = 0.0206277532613) (7.191829 seconds, I think I'll finish in 94.8122789833 minutes). Alpha: (0.00057349709506,0.0123605751056)\n",
      "Iteration 210 (change = 0.0220668899496) (6.913467 seconds, I think I'll finish in 91.0273155 minutes). Alpha: (0.000570704384396,0.0123533067277)\n",
      "Iteration 211 (change = 0.0233762888931) (6.838424 seconds, I think I'll finish in 89.9252756 minutes). Alpha: (0.000567941576541,0.0123461126939)\n",
      "Iteration 212 (change = 0.024086270678) (6.979931 seconds, I think I'll finish in 91.6697604667 minutes). Alpha: (0.000565208210044,0.0123389919712)\n",
      "Iteration 213 (change = 0.0236974072799) (7.395391 seconds, I think I'll finish in 97.0028786167 minutes). Alpha: (0.000562503831405,0.0123319429122)\n",
      "Iteration 214 (change = 0.0219736187102) (6.793594 seconds, I think I'll finish in 88.9960814 minutes). Alpha: (0.000559827993769,0.0123249627872)\n",
      "Iteration 215 (change = 0.0191940555967) (6.968833 seconds, I think I'll finish in 91.1755650833 minutes). Alpha: (0.000557180250901,0.0123180450432)\n",
      "Iteration 216 (change = 0.0160340832419) (7.169063 seconds, I think I'll finish in 93.6757565333 minutes). Alpha: (0.000554560164598,0.012311183395)\n",
      "Iteration 217 (change = 0.0131330396728) (6.98278 seconds, I think I'll finish in 91.125279 minutes). Alpha: (0.000551967321147,0.0123043800562)\n",
      "Iteration 218 (change = 0.0107839250618) (6.770161 seconds, I think I'll finish in 88.2377650333 minutes). Alpha: (0.000549401307898,0.0122976333277)\n",
      "Iteration 219 (change = 0.00903860736817) (6.766557 seconds, I think I'll finish in 88.07801695 minutes). Alpha: (0.00054686172702,0.0122909450106)\n",
      "Iteration 220 (change = 0.00778510909164) (6.89915 seconds, I think I'll finish in 89.68895 minutes). Alpha: (0.000544348184413,0.0122843145438)\n",
      "Iteration 221 (change = 0.00689797426789) (7.655449 seconds, I think I'll finish in 99.3932461833 minutes). Alpha: (0.000541860291914,0.0122777404598)\n",
      "Iteration 222 (change = 0.00626954679009) (7.254004 seconds, I think I'll finish in 94.0602518667 minutes). Alpha: (0.000539397670038,0.0122712219795)\n",
      "Iteration 223 (change = 0.005815237645) (6.349873 seconds, I think I'll finish in 82.23085535 minutes). Alpha: (0.000536959949691,0.0122647599375)\n",
      "Iteration 224 (change = 0.00548784690886) (6.365854 seconds, I think I'll finish in 82.3317117333 minutes). Alpha: (0.000534546767931,0.0122583544977)\n",
      "Iteration 225 (change = 0.00526631234853) (7.111392 seconds, I think I'll finish in 91.85548 minutes). Alpha: (0.000532157770763,0.0122520067934)\n",
      "Iteration 226 (change = 0.00510646280065) (7.76519 seconds, I think I'll finish in 100.170951 minutes). Alpha: (0.000529792610765,0.0122457176625)\n",
      "Iteration 227 (change = 0.0049804746051) (6.505226 seconds, I think I'll finish in 83.8089949667 minutes). Alpha: (0.000527450946841,0.0122394876372)\n",
      "Iteration 228 (change = 0.00486770951833) (7.256305 seconds, I think I'll finish in 93.3644576667 minutes). Alpha: (0.000525132437087,0.0122333131919)\n",
      "Iteration 229 (change = 0.00481750394612) (8.020207 seconds, I think I'll finish in 103.05965995 minutes). Alpha: (0.000522836751718,0.0122271942715)\n",
      "Iteration 230 (change = 0.00480985245202) (6.980532 seconds, I think I'll finish in 89.583494 minutes). Alpha: (0.000520563568553,0.0122211315528)\n",
      "Iteration 231 (change = 0.00482571020534) (6.753328 seconds, I think I'll finish in 86.5551538667 minutes). Alpha: (0.000518312571289,0.0122151255025)\n",
      "Iteration 232 (change = 0.00485877022501) (7.372766 seconds, I think I'll finish in 94.3714048 minutes). Alpha: (0.000516083449373,0.0122091764078)\n",
      "Iteration 233 (change = 0.00490287610941) (6.697057 seconds, I think I'll finish in 85.6107119833 minutes). Alpha: (0.000513875897872,0.0122032844009)\n",
      "Iteration 234 (change = 0.00494885935559) (7.071082 seconds, I think I'll finish in 90.2741468667 minutes). Alpha: (0.000511689617301,0.0121974494555)\n",
      "Iteration 235 (change = 0.00499059276465) (7.023687 seconds, I think I'll finish in 89.55200925 minutes). Alpha: (0.000509524310786,0.0121916698522)\n",
      "Iteration 236 (change = 0.00506108751512) (7.32131 seconds, I think I'll finish in 93.2246806667 minutes). Alpha: (0.000507379689632,0.0121859456234)\n",
      "Iteration 237 (change = 0.00514076891479) (7.424975 seconds, I think I'll finish in 94.4209320833 minutes). Alpha: (0.000505255470289,0.0121802766915)\n",
      "Iteration 238 (change = 0.00522505898922) (7.40703 seconds, I think I'll finish in 94.069281 minutes). Alpha: (0.000503151374233,0.012174662881)\n",
      "Iteration 239 (change = 0.00530978657721) (6.623227 seconds, I think I'll finish in 84.0045957833 minutes). Alpha: (0.000501067127792,0.0121691038947)\n",
      "Iteration 240 (change = 0.00537272081398) (6.746576 seconds, I think I'll finish in 85.4566293333 minutes). Alpha: (0.000499002456266,0.0121635959017)\n",
      "Iteration 241 (change = 0.00545202606029) (6.544911 seconds, I think I'll finish in 82.79312415 minutes). Alpha: (0.000496957093275,0.0121581375268)\n",
      "Iteration 242 (change = 0.00554281848275) (6.694619 seconds, I think I'll finish in 84.5753533667 minutes). Alpha: (0.000494930777793,0.0121527278834)\n",
      "Iteration 243 (change = 0.00567037112424) (6.60923 seconds, I think I'll finish in 83.3864518333 minutes). Alpha: (0.000492923255271,0.0121473672677)\n",
      "Iteration 244 (change = 0.00582062551072) (6.704072 seconds, I think I'll finish in 84.4713072 minutes). Alpha: (0.000490934275566,0.0121420558418)\n",
      "Iteration 245 (change = 0.00598583752853) (6.516538 seconds, I think I'll finish in 81.9997698333 minutes). Alpha: (0.00048896359115,0.0121367926064)\n",
      "Iteration 246 (change = 0.00619163972384) (6.638051 seconds, I think I'll finish in 83.4181742333 minutes). Alpha: (0.000487010960361,0.0121315775898)\n",
      "Iteration 247 (change = 0.00644057782376) (6.535145 seconds, I think I'll finish in 82.01606975 minutes). Alpha: (0.000485076145808,0.0121264108123)\n",
      "Iteration 248 (change = 0.00673342023937) (6.450022 seconds, I think I'll finish in 80.8402757333 minutes). Alpha: (0.000483158914154,0.0121212922067)\n",
      "Iteration 249 (change = 0.00708043505252) (6.534883 seconds, I think I'll finish in 81.7949522167 minutes). Alpha: (0.000481259036021,0.0121162216266)\n",
      "Iteration 250 (change = 0.00749295572626) (6.63157 seconds, I think I'll finish in 82.894625 minutes). Alpha: (0.000479376285833,0.0121111988098)\n",
      "Iteration 251 (change = 0.00797212657356) (6.296828 seconds, I think I'll finish in 78.6054028667 minutes). Alpha: (0.000477510437326,0.0121062205587)\n",
      "Iteration 252 (change = 0.00856501051734) (7.153591 seconds, I think I'll finish in 89.1814344667 minutes). Alpha: (0.000475661269081,0.0121012846582)\n",
      "Iteration 253 (change = 0.00929125517658) (7.008033 seconds, I think I'll finish in 87.25001085 minutes). Alpha: (0.000473828565484,0.0120963904454)\n",
      "Iteration 254 (change = 0.0101234399367) (7.098633 seconds, I think I'll finish in 88.2596703 minutes). Alpha: (0.000472012116135,0.0120915383193)\n",
      "Iteration 255 (change = 0.0110339295457) (7.134244 seconds, I think I'll finish in 88.5835296667 minutes). Alpha: (0.000470211714124,0.0120867285455)\n",
      "Iteration 256 (change = 0.0119637625024) (6.916505 seconds, I think I'll finish in 85.764662 minutes). Alpha: (0.000468427155877,0.0120819612264)\n",
      "Iteration 257 (change = 0.0128138498996) (7.249925 seconds, I think I'll finish in 89.7782379167 minutes). Alpha: (0.000466658237704,0.0120772340508)\n",
      "Iteration 258 (change = 0.0135156391537) (7.1673 seconds, I think I'll finish in 88.63561 minutes). Alpha: (0.000464904757331,0.0120725436139)\n",
      "Iteration 259 (change = 0.0139564128979) (6.94595 seconds, I think I'll finish in 85.7824825 minutes). Alpha: (0.000463166521525,0.0120678907373)\n",
      "Iteration 260 (change = 0.0140250030121) (6.983441 seconds, I think I'll finish in 86.1291056667 minutes). Alpha: (0.000461443340189,0.0120632760587)\n",
      "Iteration 261 (change = 0.0136933481885) (6.531445 seconds, I think I'll finish in 80.4456309167 minutes). Alpha: (0.000459735024686,0.0120586989461)\n",
      "Iteration 262 (change = 0.0130747431787) (6.301941 seconds, I think I'll finish in 77.5138743 minutes). Alpha: (0.000458041390966,0.012054159836)\n",
      "Iteration 263 (change = 0.0122985643421) (6.381964 seconds, I think I'll finish in 78.3917911333 minutes). Alpha: (0.000456362258049,0.0120496591155)\n",
      "Iteration 264 (change = 0.011475454122) (6.31582 seconds, I think I'll finish in 77.4740586667 minutes). Alpha: (0.000454697447857,0.0120451970547)\n",
      "Iteration 265 (change = 0.010684767564) (6.319312 seconds, I think I'll finish in 77.411572 minutes). Alpha: (0.000453046785157,0.0120407738225)\n",
      "Iteration 266 (change = 0.0099447438999) (6.352748 seconds, I think I'll finish in 77.7152838667 minutes). Alpha: (0.000451410097494,0.0120363894967)\n",
      "Iteration 267 (change = 0.00925558467515) (6.355605 seconds, I think I'll finish in 77.64430775 minutes). Alpha: (0.000449787214079,0.012032043314)\n",
      "Iteration 268 (change = 0.00863399695237) (6.314472 seconds, I think I'll finish in 77.0365584 minutes). Alpha: (0.000448177967174,0.0120277347983)\n",
      "Iteration 269 (change = 0.00809510883109) (6.29728 seconds, I think I'll finish in 76.7218613333 minutes). Alpha: (0.000446582192422,0.0120234640045)\n",
      "Iteration 270 (change = 0.00766696167838) (6.285343 seconds, I think I'll finish in 76.4716731667 minutes). Alpha: (0.000444999728039,0.0120192309191)\n",
      "Iteration 271 (change = 0.0073882157582) (6.384376 seconds, I think I'll finish in 77.5701684 minutes). Alpha: (0.000443430414763,0.0120150354644)\n",
      "Iteration 272 (change = 0.00730780766822) (6.488639 seconds, I think I'll finish in 78.7288198667 minutes). Alpha: (0.000441874094494,0.0120108765452)\n",
      "Iteration 273 (change = 0.00750251313814) (6.357642 seconds, I think I'll finish in 77.0334289 minutes). Alpha: (0.000440330612224,0.0120067536166)\n",
      "Iteration 274 (change = 0.00808757361667) (6.353184 seconds, I think I'll finish in 76.8735264 minutes). Alpha: (0.00043879981307,0.0120026644445)\n",
      "Iteration 275 (change = 0.00920690620154) (6.360899 seconds, I think I'll finish in 76.8608629167 minutes). Alpha: (0.000437281545533,0.0119986077643)\n",
      "Iteration 276 (change = 0.0111810829672) (6.400735 seconds, I think I'll finish in 77.2355356667 minutes). Alpha: (0.000435775662456,0.0119945839347)\n",
      "Iteration 277 (change = 0.014524512523) (6.369702 seconds, I think I'll finish in 76.7549091 minutes). Alpha: (0.000434282018957,0.0119905932333)\n",
      "Iteration 278 (change = 0.0201475941451) (6.3297 seconds, I think I'll finish in 76.16739 minutes). Alpha: (0.000432800472361,0.0119866358475)\n",
      "Iteration 279 (change = 0.0295031722345) (6.359609 seconds, I think I'll finish in 76.4213014833 minutes). Alpha: (0.000431330882158,0.0119827118864)\n",
      "Iteration 280 (change = 0.0437767917464) (6.298187 seconds, I think I'll finish in 75.578244 minutes). Alpha: (0.000429873109953,0.0119788213867)\n",
      "Iteration 281 (change = 0.0573729640709) (6.356759 seconds, I think I'll finish in 76.1751620167 minutes). Alpha: (0.000428427019196,0.011974964141)\n",
      "Iteration 282 (change = 0.0438309857497) (6.375524 seconds, I think I'll finish in 76.2937705333 minutes). Alpha: (0.000426992471312,0.0119711367154)\n",
      "Iteration 283 (change = 0.0139658022286) (6.310731 seconds, I think I'll finish in 75.41323545 minutes). Alpha: (0.000425569334174,0.0119673395012)\n",
      "Iteration 284 (change = 0.00795611824963) (6.321455 seconds, I think I'll finish in 75.4360296667 minutes). Alpha: (0.000424157475631,0.0119635712046)\n",
      "Iteration 285 (change = 0.00776779156197) (6.380058 seconds, I think I'll finish in 76.0290245 minutes). Alpha: (0.0004227567672,0.0119598319964)\n",
      "Iteration 286 (change = 0.00795686507666) (6.478821 seconds, I think I'll finish in 77.0979699 minutes). Alpha: (0.000421367082631,0.0119561222416)\n",
      "Iteration 287 (change = 0.00849165821531) (6.580961 seconds, I think I'll finish in 78.2037532167 minutes). Alpha: (0.000419988297539,0.0119524422124)\n",
      "Iteration 288 (change = 0.00945723058903) (6.493632 seconds, I think I'll finish in 77.0577664 minutes). Alpha: (0.000418620289367,0.0119487921009)\n",
      "Iteration 289 (change = 0.0109541259227) (6.48948 seconds, I think I'll finish in 76.900338 minutes). Alpha: (0.000417262937357,0.0119451720297)\n",
      "Iteration 290 (change = 0.0129560083689) (6.536047 seconds, I think I'll finish in 77.3432228333 minutes). Alpha: (0.000415916122511,0.0119415820619)\n",
      "Iteration 291 (change = 0.015008056832) (6.458035 seconds, I think I'll finish in 76.3124469167 minutes). Alpha: (0.000414579727567,0.0119380222093)\n",
      "Iteration 292 (change = 0.0155405796982) (6.469408 seconds, I think I'll finish in 76.3390144 minutes). Alpha: (0.000413253636959,0.0119344924389)\n",
      "Iteration 293 (change = 0.0129082003351) (6.434826 seconds, I think I'll finish in 75.8236997 minutes). Alpha: (0.000411937736794,0.0119309926793)\n",
      "Iteration 294 (change = 0.00906390580229) (6.36658 seconds, I think I'll finish in 74.9134246667 minutes). Alpha: (0.000410631914817,0.0119275228248)\n",
      "Iteration 295 (change = 0.00632558554714) (6.409508 seconds, I think I'll finish in 75.311719 minutes). Alpha: (0.000409336060386,0.0119240827413)\n",
      "Iteration 296 (change = 0.00485501075941) (6.58016 seconds, I think I'll finish in 77.2072106667 minutes). Alpha: (0.000408050064424,0.0119206722598)\n",
      "Iteration 297 (change = 0.00412104323142) (6.754352 seconds, I think I'll finish in 79.1384909333 minutes). Alpha: (0.000406773818278,0.0119172902205)\n",
      "Iteration 298 (change = 0.0038006509885) (6.322583 seconds, I think I'll finish in 73.9742211 minutes). Alpha: (0.000405507215991,0.0119139365646)\n",
      "Iteration 299 (change = 0.0036797176269) (6.413526 seconds, I think I'll finish in 74.9313621 minutes). Alpha: (0.000404250153108,0.0119106112017)\n",
      "Iteration 300 (change = 0.00360693680518) (6.343801 seconds, I think I'll finish in 74.0110116667 minutes). Alpha: (0.000403002526649,0.0119073140144)\n",
      "Iteration 301 (change = 0.00349327008859) (6.490163 seconds, I think I'll finish in 75.61039895 minutes). Alpha: (0.000401764235078,0.0119040448614)\n",
      "Iteration 302 (change = 0.00333558717892) (6.426917 seconds, I think I'll finish in 74.7664677667 minutes). Alpha: (0.000400535178284,0.0119008035797)\n",
      "Iteration 303 (change = 0.00320152008998) (6.37309 seconds, I think I'll finish in 74.0340621667 minutes). Alpha: (0.000399315257547,0.0118975899831)\n",
      "Iteration 304 (change = 0.00313516266955) (6.39411 seconds, I think I'll finish in 74.171676 minutes). Alpha: (0.000398104375477,0.0118944038337)\n",
      "Iteration 305 (change = 0.00312372438272) (6.31368 seconds, I think I'll finish in 73.13346 minutes). Alpha: (0.000396902432936,0.0118912421002)\n",
      "Iteration 306 (change = 0.00316500486448) (6.36021 seconds, I think I'll finish in 73.566429 minutes). Alpha: (0.000395709334391,0.0118881041043)\n",
      "Iteration 307 (change = 0.00319028693902) (6.420484 seconds, I think I'll finish in 74.1565902 minutes). Alpha: (0.000394524982258,0.0118849861542)\n",
      "Iteration 308 (change = 0.00318982732055) (6.363531 seconds, I think I'll finish in 73.3927242 minutes). Alpha: (0.000393349282863,0.0118818873144)\n",
      "Iteration 309 (change = 0.00316687540283) (6.361513 seconds, I think I'll finish in 73.2634247167 minutes). Alpha: (0.000392182145714,0.011878808461)\n",
      "Iteration 310 (change = 0.00308557285701) (6.389271 seconds, I think I'll finish in 73.4766165 minutes). Alpha: (0.000391023481548,0.0118757503147)\n",
      "Iteration 311 (change = 0.002966999479) (6.375369 seconds, I think I'll finish in 73.21048735 minutes). Alpha: (0.000389873202256,0.011872713411)\n",
      "Iteration 312 (change = 0.00283108733448) (6.386916 seconds, I think I'll finish in 73.2366368 minutes). Alpha: (0.000388731218517,0.0118696959353)\n",
      "Iteration 313 (change = 0.00270603627908) (6.285443 seconds, I think I'll finish in 71.96832235 minutes). Alpha: (0.000387597444725,0.0118666986083)\n",
      "Iteration 314 (change = 0.00260324830245) (6.437366 seconds, I think I'll finish in 73.6005512667 minutes). Alpha: (0.000386471796426,0.0118637220221)\n",
      "Iteration 315 (change = 0.00252051364196) (6.756872 seconds, I think I'll finish in 77.1409553333 minutes). Alpha: (0.000385354190298,0.0118607666579)\n",
      "Iteration 316 (change = 0.00246203607374) (6.69225 seconds, I think I'll finish in 76.29165 minutes). Alpha: (0.000384244544132,0.0118578328988)\n",
      "Iteration 317 (change = 0.00241673212257) (6.711829 seconds, I think I'll finish in 76.4029867833 minutes). Alpha: (0.000383142776798,0.0118549210304)\n",
      "Iteration 318 (change = 0.002357617331) (6.347885 seconds, I think I'll finish in 72.1542928333 minutes). Alpha: (0.000382048806482,0.0118520295708)\n",
      "Iteration 319 (change = 0.00230180179642) (6.301388 seconds, I think I'll finish in 71.5207538 minutes). Alpha: (0.000380962552811,0.0118491575363)\n",
      "Iteration 320 (change = 0.0022591134135) (6.325926 seconds, I think I'll finish in 71.693828 minutes). Alpha: (0.000379883937728,0.0118463052459)\n",
      "Iteration 321 (change = 0.00220731529952) (6.321141 seconds, I think I'll finish in 71.53424565 minutes). Alpha: (0.000378812884394,0.0118434731326)\n",
      "Iteration 322 (change = 0.00212898841189) (6.322255 seconds, I think I'll finish in 71.4414815 minutes). Alpha: (0.000377749315407,0.0118406599969)\n",
      "Iteration 323 (change = 0.00204777317272) (6.456093 seconds, I think I'll finish in 72.84624935 minutes). Alpha: (0.000376693155377,0.0118378657413)\n",
      "Iteration 324 (change = 0.00196362023678) (6.545002 seconds, I think I'll finish in 73.7403558667 minutes). Alpha: (0.000375644327709,0.011835088075)\n",
      "Iteration 325 (change = 0.00188659592244) (6.840886 seconds, I think I'll finish in 76.9599675 minutes). Alpha: (0.000374602759517,0.0118323276623)\n",
      "Iteration 326 (change = 0.00181901619966) (8.241843 seconds, I think I'll finish in 92.5833697 minutes). Alpha: (0.00037356837901,0.0118295851992)\n",
      "Iteration 327 (change = 0.00175412375503) (6.549361 seconds, I think I'll finish in 73.4619992167 minutes). Alpha: (0.00037254111532,0.0118268612606)\n",
      "Iteration 328 (change = 0.00169223793132) (6.61236 seconds, I think I'll finish in 74.058432 minutes). Alpha: (0.000371520898493,0.0118241563162)\n",
      "Iteration 329 (change = 0.00163461037898) (6.683154 seconds, I think I'll finish in 74.7399389 minutes). Alpha: (0.000370507659472,0.0118214707444)\n",
      "Iteration 330 (change = 0.00158204448962) (6.568201 seconds, I think I'll finish in 73.3449111667 minutes). Alpha: (0.000369501330079,0.0118188048449)\n",
      "Iteration 331 (change = 0.00153517741931) (6.804967 seconds, I think I'll finish in 75.87538205 minutes). Alpha: (0.000368501843008,0.0118161588489)\n",
      "Iteration 332 (change = 0.00149432966522) (6.754096 seconds, I think I'll finish in 75.1956021333 minutes). Alpha: (0.000367509131805,0.0118135329284)\n",
      "Iteration 333 (change = 0.00145956802225) (6.345143 seconds, I think I'll finish in 70.5368396833 minutes). Alpha: (0.000366523130857,0.0118109272044)\n",
      "Iteration 334 (change = 0.00143154515046) (6.270734 seconds, I think I'll finish in 69.6051474 minutes). Alpha: (0.000365543775379,0.0118083417537)\n",
      "Iteration 335 (change = 0.00141022530249) (6.777589 seconds, I think I'll finish in 75.1182780833 minutes). Alpha: (0.000364571001402,0.0118057766146)\n",
      "Iteration 336 (change = 0.00139426043548) (6.675269 seconds, I think I'll finish in 73.8729769333 minutes). Alpha: (0.000363604745756,0.0118032317925)\n",
      "Iteration 337 (change = 0.00138307005545) (6.794312 seconds, I think I'll finish in 75.0771476 minutes). Alpha: (0.00036264494606,0.0118007072637)\n",
      "Iteration 338 (change = 0.00137586039888) (6.456562 seconds, I think I'll finish in 71.2374007333 minutes). Alpha: (0.000361691540711,0.0117982029781)\n",
      "Iteration 339 (change = 0.00136943798407) (6.986158 seconds, I think I'll finish in 76.9641739667 minutes). Alpha: (0.000360744468854,0.0117957188487)\n",
      "Iteration 340 (change = 0.00135284065458) (7.112804 seconds, I think I'll finish in 78.240844 minutes). Alpha: (0.00035980366862,0.0117932528762)\n",
      "Iteration 341 (change = 0.00135452829679) (6.885228 seconds, I think I'll finish in 75.6227542 minutes). Alpha: (0.00035886908063,0.011790805142)\n",
      "Iteration 342 (change = 0.00136252504412) (7.717933 seconds, I think I'll finish in 84.6399985667 minutes). Alpha: (0.00035794064631,0.0117883757712)\n",
      "Iteration 343 (change = 0.00136116268762) (7.103036 seconds, I think I'll finish in 77.7782442 minutes). Alpha: (0.000357018307708,0.0117859647429)\n",
      "Iteration 344 (change = 0.00133511279187) (7.935526 seconds, I think I'll finish in 86.7617509333 minutes). Alpha: (0.000356102002183,0.0117835660996)\n",
      "Iteration 345 (change = 0.00133756339587) (7.933555 seconds, I think I'll finish in 86.6079754167 minutes). Alpha: (0.000355191673422,0.0117811807155)\n",
      "Iteration 346 (change = 0.00135139626866) (7.616492 seconds, I think I'll finish in 83.0197628 minutes). Alpha: (0.000354287265851,0.0117788093875)\n",
      "Iteration 347 (change = 0.00136603369038) (6.559751 seconds, I think I'll finish in 71.3919567167 minutes). Alpha: (0.000353388724573,0.0117764527826)\n",
      "Iteration 348 (change = 0.00138052799893) (6.762352 seconds, I think I'll finish in 73.4842250667 minutes). Alpha: (0.000352495995352,0.0117741114547)\n",
      "Iteration 349 (change = 0.00139404841849) (6.95979 seconds, I think I'll finish in 75.5137215 minutes). Alpha: (0.000351609024606,0.011771785859)\n",
      "Iteration 350 (change = 0.00140504228048) (7.02862 seconds, I think I'll finish in 76.1433833333 minutes). Alpha: (0.000350727759393,0.0117694763633)\n",
      "Iteration 351 (change = 0.00140888327201) (6.840126 seconds, I think I'll finish in 73.9873629 minutes). Alpha: (0.000349852147389,0.011767183245)\n",
      "Iteration 352 (change = 0.00139195825696) (7.147588 seconds, I think I'll finish in 77.1939504 minutes). Alpha: (0.00034898213539,0.0117649050093)\n",
      "Iteration 353 (change = 0.00138471318054) (7.161916 seconds, I think I'll finish in 77.2293275333 minutes). Alpha: (0.000348117671571,0.0117626411738)\n",
      "Iteration 354 (change = 0.00139335053094) (6.417609 seconds, I think I'll finish in 69.0962569 minutes). Alpha: (0.000347258705531,0.0117603922177)\n",
      "Iteration 355 (change = 0.00140104428479) (7.836897 seconds, I think I'll finish in 84.24664275 minutes). Alpha: (0.000346405187468,0.0117581585337)\n",
      "Iteration 356 (change = 0.00140719533947) (7.828633 seconds, I think I'll finish in 84.0273275333 minutes). Alpha: (0.000345557068164,0.0117559404388)\n",
      "Iteration 357 (change = 0.00141053013084) (7.058294 seconds, I think I'll finish in 75.6413840333 minutes). Alpha: (0.000344714298981,0.0117537381834)\n",
      "Iteration 358 (change = 0.0014063379476) (8.61572 seconds, I think I'll finish in 92.188204 minutes). Alpha: (0.000343876831829,0.011751551936)\n",
      "Iteration 359 (change = 0.00138875548076) (7.258582 seconds, I think I'll finish in 77.5458510333 minutes). Alpha: (0.000343044617716,0.0117493801063)\n",
      "Iteration 360 (change = 0.00138056731117) (8.408397 seconds, I think I'll finish in 89.689568 minutes). Alpha: (0.000342217609723,0.0117472230413)\n",
      "Iteration 361 (change = 0.00137685532976) (8.616874 seconds, I think I'll finish in 91.7697081 minutes). Alpha: (0.000341395761474,0.011745081021)\n",
      "Iteration 362 (change = 0.00137428003785) (6.980949 seconds, I think I'll finish in 74.2307577 minutes). Alpha: (0.000340579027132,0.0117429542668)\n",
      "Iteration 363 (change = 0.00137216604022) (6.829499 seconds, I think I'll finish in 72.5065143833 minutes). Alpha: (0.000339767361391,0.0117408429496)\n",
      "Iteration 364 (change = 0.00136995523105) (6.769169 seconds, I think I'll finish in 71.7531914 minutes). Alpha: (0.000338960719467,0.0117387471969)\n",
      "Iteration 365 (change = 0.00136707798854) (6.549792 seconds, I think I'll finish in 69.318632 minutes). Alpha: (0.000338159057092,0.0117366670979)\n",
      "Iteration 366 (change = 0.00136240962738) (6.827599 seconds, I think I'll finish in 72.1449627667 minutes). Alpha: (0.000337362330506,0.0117346027093)\n",
      "Iteration 367 (change = 0.00135193368022) (6.620426 seconds, I think I'll finish in 69.8454943 minutes). Alpha: (0.000336570496448,0.0117325540579)\n",
      "Iteration 368 (change = 0.00132306356107) (6.976487 seconds, I think I'll finish in 73.4856630667 minutes). Alpha: (0.000335783511943,0.0117305208935)\n",
      "Iteration 369 (change = 0.00130632168868) (8.274865 seconds, I think I'll finish in 87.0239969167 minutes). Alpha: (0.000335001334294,0.0117285027158)\n",
      "Iteration 370 (change = 0.00130768857601) (8.186064 seconds, I think I'll finish in 85.953672 minutes). Alpha: (0.000334223921709,0.0117264995867)\n",
      "Iteration 371 (change = 0.00130871438632) (7.368113 seconds, I think I'll finish in 77.2423846167 minutes). Alpha: (0.00033345123287,0.0117245115401)\n",
      "Iteration 372 (change = 0.00130907333842) (6.393744 seconds, I think I'll finish in 66.9211872 minutes). Alpha: (0.000332683226926,0.0117225385863)\n",
      "Iteration 373 (change = 0.00130870316123) (7.196396 seconds, I think I'll finish in 75.2023382 minutes). Alpha: (0.000331919863486,0.0117205807147)\n",
      "Iteration 374 (change = 0.00130757758944) (7.329825 seconds, I think I'll finish in 76.4745075 minutes). Alpha: (0.000331161102613,0.0117186378969)\n",
      "Iteration 375 (change = 0.00130573760992) (7.676898 seconds, I think I'll finish in 79.9676875 minutes). Alpha: (0.000330406904816,0.0117167100894)\n",
      "Iteration 376 (change = 0.00130310079458) (8.223636 seconds, I think I'll finish in 85.5258144 minutes). Alpha: (0.000329657231046,0.0117147972356)\n",
      "Iteration 377 (change = 0.00129973129042) (6.814086 seconds, I think I'll finish in 70.7529263 minutes). Alpha: (0.000328912042691,0.0117128992675)\n",
      "Iteration 378 (change = 0.00129563108814) (7.291692 seconds, I think I'll finish in 75.5905404 minutes). Alpha: (0.000328171301566,0.0117110161079)\n",
      "Iteration 379 (change = 0.00129088179338) (7.023577 seconds, I think I'll finish in 72.69402195 minutes). Alpha: (0.00032743496991,0.0117091476712)\n",
      "Iteration 380 (change = 0.00128544810665) (7.006169 seconds, I think I'll finish in 72.3970796667 minutes). Alpha: (0.000326703010379,0.0117072938652)\n",
      "Iteration 381 (change = 0.00127938963684) (7.058216 seconds, I think I'll finish in 72.8172617333 minutes). Alpha: (0.000325975386041,0.0117054545917)\n",
      "Iteration 382 (change = 0.00127276291828) (7.630614 seconds, I think I'll finish in 78.5953242 minutes). Alpha: (0.00032525206037,0.0117036297478)\n",
      "Iteration 383 (change = 0.00126559449145) (6.421005 seconds, I think I'll finish in 66.02933475 minutes). Alpha: (0.000324532997242,0.0117018192267)\n",
      "Iteration 384 (change = 0.00125795643969) (8.028326 seconds, I think I'll finish in 82.4241469333 minutes). Alpha: (0.000323818160927,0.0117000229179)\n",
      "Iteration 385 (change = 0.00124991025925) (8.14504 seconds, I think I'll finish in 83.48666 minutes). Alpha: (0.000323107516085,0.0116982407086)\n",
      "Iteration 386 (change = 0.00124150732905) (7.313588 seconds, I think I'll finish in 74.8423838667 minutes). Alpha: (0.000322401027761,0.0116964724836)\n",
      "Iteration 387 (change = 0.00123283889755) (7.125289 seconds, I think I'll finish in 72.7967026167 minutes). Alpha: (0.00032169866138,0.011694718126)\n",
      "Iteration 388 (change = 0.00122402642865) (7.279168 seconds, I think I'll finish in 74.2475136 minutes). Alpha: (0.00032100038274,0.0116929775177)\n",
      "Iteration 389 (change = 0.00121507426298) (8.362994 seconds, I think I'll finish in 85.1631555667 minutes). Alpha: (0.000320306158012,0.0116912505395)\n",
      "Iteration 390 (change = 0.00120603265639) (8.999716 seconds, I think I'll finish in 91.4971126667 minutes). Alpha: (0.000319615953727,0.0116895370715)\n",
      "Iteration 391 (change = 0.00119696529478) (10.051297 seconds, I think I'll finish in 102.02066455 minutes). Alpha: (0.000318929736779,0.0116878369932)\n",
      "Iteration 392 (change = 0.00118793977719) (8.58916 seconds, I think I'll finish in 87.0368213333 minutes). Alpha: (0.000318247474415,0.011686150184)\n",
      "Iteration 393 (change = 0.0011790209772) (7.61664 seconds, I think I'll finish in 77.055008 minutes). Alpha: (0.000317569134234,0.0116844765232)\n",
      "Iteration 394 (change = 0.00117031112568) (8.513197 seconds, I think I'll finish in 85.9832897 minutes). Alpha: (0.000316894684179,0.0116828158899)\n",
      "Iteration 395 (change = 0.0011618239153) (8.210782 seconds, I think I'll finish in 82.7920518333 minutes). Alpha: (0.000316224092534,0.0116811681634)\n",
      "Iteration 396 (change = 0.00115357712341) (9.394191 seconds, I think I'll finish in 94.5681894 minutes). Alpha: (0.000315557327922,0.0116795332227)\n",
      "Iteration 397 (change = 0.00114557690678) (9.315288 seconds, I think I'll finish in 93.6186444 minutes). Alpha: (0.000314894359294,0.0116779109469)\n",
      "Iteration 398 (change = 0.00113777197478) (10.048442 seconds, I think I'll finish in 100.819368067 minutes). Alpha: (0.000314235155931,0.0116763012144)\n",
      "Iteration 399 (change = 0.00113000040793) (9.834903 seconds, I think I'll finish in 98.51294505 minutes). Alpha: (0.000313579687433,0.0116747039018)\n",
      "Iteration 400 (change = 0.00112178032073) (7.881846 seconds, I think I'll finish in 78.81846 minutes). Alpha: (0.000312927923717,0.0116731188809)\n",
      "Iteration 401 (change = 0.00111155274802) (7.883807 seconds, I think I'll finish in 78.7066732167 minutes). Alpha: (0.000312279835,0.0116715460048)\n",
      "Iteration 402 (change = 0.0010935677637) (7.246386 seconds, I think I'll finish in 72.2223138 minutes). Alpha: (0.000311635391684,0.0116699849518)\n",
      "Iteration 403 (change = 0.00105511190724) (7.296155 seconds, I think I'll finish in 72.59674225 minutes). Alpha: (0.000310994560217,0.0116684294331)\n",
      "Iteration 404 (change = 0.00102441064751) (7.72458 seconds, I think I'll finish in 76.730828 minutes). Alpha: (0.000310357311975,0.0116668803973)\n",
      "Iteration 405 (change = 0.00100465007719) (7.585029 seconds, I think I'll finish in 75.21820425 minutes). Alpha: (0.000309723618643,0.0116653386782)\n",
      "Iteration 406 (change = 0.000989260156501) (7.991102 seconds, I think I'll finish in 79.1119098 minutes). Alpha: (0.000309093452194,0.0116638049768)\n",
      "Iteration 407 (change = 0.000976816238317) (8.091811 seconds, I think I'll finish in 79.9740653833 minutes). Alpha: (0.000308466784885,0.0116622798802)\n",
      "Iteration 408 (change = 0.000966071142287) (7.872639 seconds, I think I'll finish in 77.6767048 minutes). Alpha: (0.000307843589251,0.0116607638756)\n",
      "Iteration 409 (change = 0.000954871163478) (7.868495 seconds, I think I'll finish in 77.50467575 minutes). Alpha: (0.000307223838103,0.0116592573634)\n",
      "Iteration 410 (change = 0.000936441274061) (7.596667 seconds, I think I'll finish in 74.7005588333 minutes). Alpha: (0.000306607504507,0.011657760646)\n",
      "Iteration 411 (change = 0.000911895385117) (7.678948 seconds, I think I'll finish in 75.3816728667 minutes). Alpha: (0.000305994560983,0.0116562727803)\n",
      "Iteration 412 (change = 0.000906842504732) (7.550362 seconds, I think I'll finish in 73.9935476 minutes). Alpha: (0.000305384981161,0.0116547941354)\n",
      "Iteration 413 (change = 0.000903074892345) (8.179729 seconds, I think I'll finish in 80.0250153833 minutes). Alpha: (0.000304778738932,0.0116533250092)\n",
      "Iteration 414 (change = 0.000898590267852) (8.343497 seconds, I think I'll finish in 81.4881540333 minutes). Alpha: (0.00030417580844,0.0116518656304)\n",
      "Iteration 415 (change = 0.000888042836869) (7.393955 seconds, I think I'll finish in 72.09106125 minutes). Alpha: (0.000303576164043,0.011650416118)\n",
      "Iteration 416 (change = 0.000854707359865) (7.691001 seconds, I think I'll finish in 74.8590764 minutes). Alpha: (0.000302979778342,0.0116489735767)\n",
      "Iteration 417 (change = 0.00081412124057) (8.230046 seconds, I think I'll finish in 79.9686136333 minutes). Alpha: (0.000302386624523,0.0116475359278)\n",
      "Iteration 418 (change = 0.000786333963711) (7.988572 seconds, I think I'll finish in 77.4891484 minutes). Alpha: (0.000301796677175,0.0116461030244)\n",
      "Iteration 419 (change = 0.000782421429273) (7.690889 seconds, I think I'll finish in 74.4734418167 minutes). Alpha: (0.000301209911889,0.0116446758373)\n",
      "Iteration 420 (change = 0.000780686274783) (7.841815 seconds, I think I'll finish in 75.8042116667 minutes). Alpha: (0.000300626304494,0.0116432551885)\n",
      "Iteration 421 (change = 0.000779627050196) (7.799282 seconds, I think I'll finish in 75.2630713 minutes). Alpha: (0.000300045831051,0.0116418417704)\n",
      "Iteration 422 (change = 0.000779165183781) (7.998522 seconds, I think I'll finish in 77.0524286 minutes). Alpha: (0.000299468467855,0.0116404361637)\n",
      "Iteration 423 (change = 0.000779210255732) (8.163582 seconds, I think I'll finish in 78.5064469 minutes). Alpha: (0.000298894191429,0.0116390388519)\n",
      "Iteration 424 (change = 0.000779692822101) (7.801 seconds, I think I'll finish in 74.8896 minutes). Alpha: (0.000298322978522,0.0116376502351)\n",
      "Iteration 425 (change = 0.000780554540824) (8.45458 seconds, I think I'll finish in 81.0230583333 minutes). Alpha: (0.000297754806107,0.0116362706406)\n",
      "Iteration 426 (change = 0.000781753606239) (7.852653 seconds, I think I'll finish in 75.1237137 minutes). Alpha: (0.000297189651378,0.0116349003334)\n",
      "Iteration 427 (change = 0.000783257728703) (7.648004 seconds, I think I'll finish in 73.0384382 minutes). Alpha: (0.000296627491749,0.0116335395244)\n",
      "Iteration 428 (change = 0.000785037616092) (7.891204 seconds, I think I'll finish in 75.2294781333 minutes). Alpha: (0.000296068304848,0.011632188378)\n",
      "Iteration 429 (change = 0.000787071769258) (7.918926 seconds, I think I'll finish in 75.3617791 minutes). Alpha: (0.000295512068518,0.0116308470187)\n",
      "Iteration 430 (change = 0.000789349299055) (7.84198 seconds, I think I'll finish in 74.49881 minutes). Alpha: (0.000294958760814,0.0116295155363)\n",
      "Iteration 431 (change = 0.000791865324564) (7.560911 seconds, I think I'll finish in 71.7026393167 minutes). Alpha: (0.000294408359998,0.0116281939915)\n",
      "Iteration 432 (change = 0.000794593158685) (7.532367 seconds, I think I'll finish in 71.3064076 minutes). Alpha: (0.000293860844541,0.0116268824193)\n",
      "Iteration 433 (change = 0.000797523163079) (7.515666 seconds, I think I'll finish in 71.0230437 minutes). Alpha: (0.000293316193116,0.0116255808331)\n",
      "Iteration 434 (change = 0.000800658583249) (8.061575 seconds, I think I'll finish in 76.0475241667 minutes). Alpha: (0.000292774384599,0.0116242892281)\n",
      "Iteration 435 (change = 0.000804001936049) (8.567309 seconds, I think I'll finish in 80.6754930833 minutes). Alpha: (0.000292235398067,0.0116230075836)\n",
      "Iteration 436 (change = 0.000807560947223) (7.791762 seconds, I think I'll finish in 73.2425628 minutes). Alpha: (0.000291699212793,0.0116217358655)\n",
      "Iteration 437 (change = 0.000811333544889) (8.260522 seconds, I think I'll finish in 77.5112314333 minutes). Alpha: (0.000291165808246,0.0116204740286)\n",
      "Iteration 438 (change = 0.000815318787439) (7.789839 seconds, I think I'll finish in 72.9648253 minutes). Alpha: (0.000290635164088,0.0116192220183)\n",
      "Iteration 439 (change = 0.000819527419899) (7.834334 seconds, I think I'll finish in 73.2510229 minutes). Alpha: (0.000290107260172,0.0116179797719)\n",
      "Iteration 440 (change = 0.000823983244441) (7.775537 seconds, I think I'll finish in 72.5716786667 minutes). Alpha: (0.000289582076542,0.0116167472202)\n",
      "Iteration 441 (change = 0.000828699227531) (7.487496 seconds, I think I'll finish in 69.7585044 minutes). Alpha: (0.000289059593426,0.0116155242886)\n",
      "Iteration 442 (change = 0.000833693677397) (7.694036 seconds, I think I'll finish in 71.5545348 minutes). Alpha: (0.000288539791238,0.011614310898)\n",
      "Iteration 443 (change = 0.000838995007713) (7.507444 seconds, I think I'll finish in 69.6941051333 minutes). Alpha: (0.000288022650575,0.011613106966)\n",
      "Iteration 444 (change = 0.000844644635971) (7.473496 seconds, I think I'll finish in 69.2543962667 minutes). Alpha: (0.000287508152216,0.0116119124069)\n",
      "Iteration 445 (change = 0.000850662237425) (7.487884 seconds, I think I'll finish in 69.262927 minutes). Alpha: (0.000286996277117,0.0116107271333)\n",
      "Iteration 446 (change = 0.000857056032161) (7.571065 seconds, I think I'll finish in 69.9061668333 minutes). Alpha: (0.000286487006412,0.0116095510557)\n",
      "Iteration 447 (change = 0.000863838489316) (7.488078 seconds, I think I'll finish in 69.0151189 minutes). Alpha: (0.000285980321408,0.0116083840839)\n",
      "Iteration 448 (change = 0.000870999332247) (6.841518 seconds, I think I'll finish in 62.9419656 minutes). Alpha: (0.000285476203589,0.0116072261264)\n",
      "Iteration 449 (change = 0.000878479910102) (7.41857 seconds, I think I'll finish in 68.1272011667 minutes). Alpha: (0.000284974634606,0.0116060770916)\n",
      "Iteration 450 (change = 0.000886208737197) (6.484712 seconds, I think I'll finish in 59.4431933333 minutes). Alpha: (0.000284475596281,0.0116049368875)\n",
      "Iteration 451 (change = 0.000893328170628) (6.371042 seconds, I think I'll finish in 58.2950343 minutes). Alpha: (0.000283979070604,0.0116038054221)\n",
      "Iteration 452 (change = 0.000896886761969) (6.522128 seconds, I think I'll finish in 59.5687690667 minutes). Alpha: (0.000283485039729,0.0116026826023)\n",
      "Iteration 453 (change = 0.00088730367438) (6.399202 seconds, I think I'll finish in 58.3393915667 minutes). Alpha: (0.000282993485839,0.01160156811)\n",
      "Iteration 454 (change = 0.000883861087654) (6.418593 seconds, I think I'll finish in 58.4091963 minutes). Alpha: (0.000282504391068,0.0116004612961)\n",
      "Iteration 455 (change = 0.00089495807117) (6.308965 seconds, I think I'll finish in 57.3064320833 minutes). Alpha: (0.00028201773806,0.0115993621729)\n",
      "Iteration 456 (change = 0.000907900458303) (6.56317 seconds, I think I'll finish in 59.5060746667 minutes). Alpha: (0.000281533509619,0.0115982707405)\n",
      "Iteration 457 (change = 0.000922164338678) (6.355851 seconds, I think I'll finish in 57.52045155 minutes). Alpha: (0.000281051688707,0.0115971869887)\n",
      "Iteration 458 (change = 0.000937678056125) (6.873597 seconds, I think I'll finish in 62.0914929 minutes). Alpha: (0.00028057225844,0.0115961108986)\n",
      "Iteration 459 (change = 0.000954429909693) (6.74277 seconds, I think I'll finish in 60.7973095 minutes). Alpha: (0.000280095202087,0.0115950424433)\n",
      "Iteration 460 (change = 0.000972436102847) (6.363573 seconds, I think I'll finish in 57.272157 minutes). Alpha: (0.00027962050307,0.01159398159)\n",
      "Iteration 461 (change = 0.000991720107598) (6.407284 seconds, I think I'll finish in 57.5587679333 minutes). Alpha: (0.000279148144961,0.0115929283003)\n",
      "Iteration 462 (change = 0.0010122879945) (6.328978 seconds, I think I'll finish in 56.7498360667 minutes). Alpha: (0.00027867811148,0.0115918825312)\n",
      "Iteration 463 (change = 0.00103411755793) (6.389552 seconds, I think I'll finish in 57.1864904 minutes). Alpha: (0.000278210386495,0.011590844236)\n",
      "Iteration 464 (change = 0.00105712483702) (6.378822 seconds, I think I'll finish in 56.9841432 minutes). Alpha: (0.000277744954019,0.0115898133647)\n",
      "Iteration 465 (change = 0.00108106954785) (6.64332 seconds, I think I'll finish in 59.23627 minutes). Alpha: (0.000277281798208,0.0115887898648)\n",
      "Iteration 466 (change = 0.00110525635323) (6.974446 seconds, I think I'll finish in 62.0725694 minutes). Alpha: (0.00027682090336,0.0115877736813)\n",
      "Iteration 467 (change = 0.00112726902335) (7.860825 seconds, I think I'll finish in 69.83032875 minutes). Alpha: (0.000276362253914,0.0115867647567)\n",
      "Iteration 468 (change = 0.00113734787695) (7.385044 seconds, I think I'll finish in 65.4807234667 minutes). Alpha: (0.000275905834437,0.0115857630113)\n",
      "Iteration 469 (change = 0.00113584000995) (6.848821 seconds, I think I'll finish in 60.61206585 minutes). Alpha: (0.000275451629069,0.011584767374)\n",
      "Iteration 470 (change = 0.00116539026301) (6.61761 seconds, I think I'll finish in 58.455555 minutes). Alpha: (0.000274999622669,0.0115837779208)\n",
      "Iteration 471 (change = 0.00120000156604) (6.501488 seconds, I think I'll finish in 57.3214525333 minutes). Alpha: (0.000274549800229,0.0115827947097)\n",
      "Iteration 472 (change = 0.00123579571205) (6.562763 seconds, I think I'll finish in 57.7523144 minutes). Alpha: (0.000274102146875,0.0115818177834)\n",
      "Iteration 473 (change = 0.00127233306228) (6.717003 seconds, I think I'll finish in 58.99767635 minutes). Alpha: (0.000273656647867,0.0115808471714)\n",
      "Iteration 474 (change = 0.00130927466689) (6.731581 seconds, I think I'll finish in 59.0135267667 minutes). Alpha: (0.000273213288592,0.0115798828916)\n",
      "Iteration 475 (change = 0.00134625348497) (6.513062 seconds, I think I'll finish in 56.9892925 minutes). Alpha: (0.000272772054568,0.0115789249521)\n",
      "Iteration 476 (change = 0.00138288173196) (6.511084 seconds, I think I'll finish in 56.8634669333 minutes). Alpha: (0.000272332931442,0.0115779733526)\n",
      "Iteration 477 (change = 0.00141873271154) (6.528904 seconds, I think I'll finish in 56.9102798667 minutes). Alpha: (0.000271895904985,0.0115770280855)\n",
      "Iteration 478 (change = 0.00145335064464) (6.554036 seconds, I think I'll finish in 57.0201132 minutes). Alpha: (0.000271460961095,0.0115760891368)\n",
      "Iteration 479 (change = 0.00148617820344) (6.7996 seconds, I think I'll finish in 59.0431933333 minutes). Alpha: (0.000271028085792,0.0115751564873)\n",
      "Iteration 480 (change = 0.00151664882483) (6.496851 seconds, I think I'll finish in 56.306042 minutes). Alpha: (0.00027059726522,0.0115742301133)\n",
      "Iteration 481 (change = 0.00154418276629) (6.884396 seconds, I think I'll finish in 59.5500254 minutes). Alpha: (0.000270168485643,0.0115733099872)\n",
      "Iteration 482 (change = 0.00156817647861) (7.32948 seconds, I think I'll finish in 63.277844 minutes). Alpha: (0.000269741733444,0.011572396078)\n",
      "Iteration 483 (change = 0.00158802982877) (7.156833 seconds, I think I'll finish in 61.66804435 minutes). Alpha: (0.000269316995126,0.0115714883519)\n",
      "Iteration 484 (change = 0.00160316693631) (6.973622 seconds, I think I'll finish in 59.9731492 minutes). Alpha: (0.000268894257308,0.0115705867731)\n",
      "Iteration 485 (change = 0.00161305069495) (7.357019 seconds, I think I'll finish in 63.1477464167 minutes). Alpha: (0.000268473506727,0.0115696913034)\n",
      "Iteration 486 (change = 0.00161721280591) (7.924333 seconds, I think I'll finish in 67.8851193667 minutes). Alpha: (0.000268054730231,0.0115688019034)\n",
      "Iteration 487 (change = 0.00161525797554) (7.164728 seconds, I think I'll finish in 61.2584244 minutes). Alpha: (0.000267637914785,0.011567918532)\n",
      "Iteration 488 (change = 0.00160691281098) (6.949632 seconds, I think I'll finish in 59.3035264 minutes). Alpha: (0.000267223047466,0.0115670411471)\n",
      "Iteration 489 (change = 0.00159204889004) (6.913377 seconds, I think I'll finish in 58.87892745 minutes). Alpha: (0.000266810115459,0.011566169706)\n",
      "Iteration 490 (change = 0.00157063095129) (6.920716 seconds, I think I'll finish in 58.826086 minutes). Alpha: (0.000266399106062,0.0115653041651)\n",
      "Iteration 491 (change = 0.00154279178062) (7.306266 seconds, I think I'll finish in 61.9814899 minutes). Alpha: (0.000265990006681,0.0115644444801)\n",
      "Iteration 492 (change = 0.00150881468163) (6.894906 seconds, I think I'll finish in 58.3768708 minutes). Alpha: (0.000265582804829,0.0115635906066)\n",
      "Iteration 493 (change = 0.00146912760907) (7.599863 seconds, I think I'll finish in 64.21884235 minutes). Alpha: (0.000265177488126,0.0115627424998)\n",
      "Iteration 494 (change = 0.00142428607876) (7.77798 seconds, I think I'll finish in 65.594298 minutes). Alpha: (0.000264774044298,0.0115619001147)\n",
      "Iteration 495 (change = 0.00137494552742) (7.713048 seconds, I think I'll finish in 64.918154 minutes). Alpha: (0.000264372461175,0.0115610634063)\n",
      "Iteration 496 (change = 0.00132185529231) (7.508541 seconds, I think I'll finish in 63.0717444 minutes). Alpha: (0.000263972726689,0.0115602323295)\n",
      "Iteration 497 (change = 0.00126578892847) (7.456197 seconds, I think I'll finish in 62.50778485 minutes). Alpha: (0.000263574828876,0.0115594068393)\n",
      "Iteration 498 (change = 0.00120755269127) (7.37229 seconds, I think I'll finish in 61.681493 minutes). Alpha: (0.000263178755872,0.0115585868908)\n",
      "Iteration 499 (change = 0.00114794126441) (8.074556 seconds, I think I'll finish in 67.4225426 minutes). Alpha: (0.000262784495913,0.0115577724393)\n",
      "Iteration 500 (change = 0.00108772025275) (7.415235 seconds, I think I'll finish in 61.793625 minutes). Alpha: (0.000262392037334,0.0115569634402)\n",
      "Iteration 501 (change = 0.00102760991331) (7.11039 seconds, I think I'll finish in 59.1347435 minutes). Alpha: (0.00026200136857,0.0115561598493)\n",
      "Iteration 502 (change = 0.000968245187869) (7.160524 seconds, I think I'll finish in 59.4323492 minutes). Alpha: (0.000261612478149,0.0115553616225)\n",
      "Iteration 503 (change = 0.00091018398125) (7.240786 seconds, I think I'll finish in 59.9778440333 minutes). Alpha: (0.000261225354699,0.0115545687162)\n",
      "Iteration 504 (change = 0.000853897644556) (8.004148 seconds, I think I'll finish in 66.1676234667 minutes). Alpha: (0.000260839986941,0.0115537810869)\n",
      "Iteration 505 (change = 0.000799763708585) (7.30135 seconds, I think I'll finish in 60.2361375 minutes). Alpha: (0.00026045636369,0.0115529986916)\n",
      "Iteration 506 (change = 0.000748079030364) (7.617241 seconds, I think I'll finish in 62.7152842333 minutes). Alpha: (0.000260074473855,0.0115522214877)\n",
      "Iteration 507 (change = 0.000699062858973) (7.337188 seconds, I think I'll finish in 60.2872280667 minutes). Alpha: (0.000259694306436,0.0115514494328)\n",
      "Iteration 508 (change = 0.000652843799493) (7.292033 seconds, I think I'll finish in 59.7946706 minutes). Alpha: (0.000259315850525,0.0115506824851)\n",
      "Iteration 509 (change = 0.0006094914236) (7.920064 seconds, I think I'll finish in 64.8125237333 minutes). Alpha: (0.000258939095303,0.0115499206029)\n",
      "Iteration 510 (change = 0.000569029692617) (7.520534 seconds, I think I'll finish in 61.4176943333 minutes). Alpha: (0.000258564030044,0.0115491637453)\n",
      "Iteration 511 (change = 0.00053145218757) (7.933562 seconds, I think I'll finish in 64.6585303 minutes). Alpha: (0.000258190644105,0.0115484118714)\n",
      "Iteration 512 (change = 0.000496660645533) (8.023419 seconds, I think I'll finish in 65.2571412 minutes). Alpha: (0.000257818926935,0.0115476649411)\n",
      "Iteration 513 (change = 0.00046456860001) (8.266113 seconds, I think I'll finish in 67.09328385 minutes). Alpha: (0.000257448868067,0.0115469229144)\n",
      "Iteration 514 (change = 0.000435051327214) (6.923012 seconds, I think I'll finish in 56.0763972 minutes). Alpha: (0.000257080457122,0.0115461857519)\n",
      "Iteration 515 (change = 0.000407963247902) (6.658823 seconds, I think I'll finish in 53.8254859167 minutes). Alpha: (0.000256713683804,0.0115454534144)\n",
      "Iteration 516 (change = 0.000383162608857) (6.547293 seconds, I think I'll finish in 52.8148302 minutes). Alpha: (0.000256348537902,0.0115447258635)\n",
      "Iteration 517 (change = 0.000360504228921) (6.654734 seconds, I think I'll finish in 53.5706087 minutes). Alpha: (0.000255985009288,0.0115440030608)\n",
      "Iteration 518 (change = 0.000339838157885) (6.659157 seconds, I think I'll finish in 53.4952279 minutes). Alpha: (0.000255623087916,0.0115432849686)\n",
      "Iteration 519 (change = 0.000321153712661) (6.601475 seconds, I think I'll finish in 52.9218245833 minutes). Alpha: (0.000255262763822,0.0115425715493)\n",
      "Iteration 520 (change = 0.000304212981364) (6.628733 seconds, I think I'll finish in 53.029864 minutes). Alpha: (0.000254904027124,0.0115418627659)\n",
      "Iteration 521 (change = 0.000288803300101) (6.55671 seconds, I think I'll finish in 52.3444015 minutes). Alpha: (0.000254546868017,0.0115411585817)\n",
      "Iteration 522 (change = 0.00027477529419) (6.651382 seconds, I think I'll finish in 52.9893432667 minutes). Alpha: (0.000254191276777,0.0115404589604)\n",
      "Iteration 523 (change = 0.000261981068958) (6.754224 seconds, I think I'll finish in 53.6960808 minutes). Alpha: (0.00025383724376,0.0115397638659)\n",
      "Iteration 524 (change = 0.000250198673976) (6.550862 seconds, I think I'll finish in 51.9701718667 minutes). Alpha: (0.000253484759395,0.0115390732623)\n",
      "Iteration 525 (change = 0.00023904202195) (6.447013 seconds, I think I'll finish in 51.0388529167 minutes). Alpha: (0.000253133814192,0.0115383871139)\n",
      "Iteration 526 (change = 0.000227419617868) (6.57242 seconds, I think I'll finish in 51.922118 minutes). Alpha: (0.000252784398734,0.0115377053838)\n",
      "Iteration 527 (change = 0.000211148801828) (6.669258 seconds, I think I'll finish in 52.5759839 minutes). Alpha: (0.000252436503672,0.0115370280195)\n",
      "Iteration 528 (change = 0.000186273165456) (6.515484 seconds, I think I'll finish in 51.2551408 minutes). Alpha: (0.00025209011898,0.0115363533959)\n",
      "Iteration 529 (change = 0.00018111300066) (6.583321 seconds, I think I'll finish in 51.67906985 minutes). Alpha: (0.000251745235475,0.0115356816953)\n",
      "Iteration 530 (change = 0.000178188258372) (6.627703 seconds, I think I'll finish in 51.9170068333 minutes). Alpha: (0.000251401844047,0.0115350130729)\n",
      "Iteration 531 (change = 0.000175764891818) (6.482202 seconds, I think I'll finish in 50.6692123 minutes). Alpha: (0.00025105993566,0.0115343476602)\n",
      "Iteration 532 (change = 0.000173768872964) (6.592347 seconds, I think I'll finish in 51.4203066 minutes). Alpha: (0.000250719501349,0.0115336855681)\n",
      "Iteration 533 (change = 0.000172154339941) (6.516879 seconds, I think I'll finish in 50.72304155 minutes). Alpha: (0.000250380532221,0.0115330268895)\n",
      "Iteration 534 (change = 0.000170898194841) (6.650532 seconds, I think I'll finish in 51.6524652 minutes). Alpha: (0.000250043019453,0.0115323717014)\n",
      "Iteration 535 (change = 0.000169987643925) (6.570282 seconds, I think I'll finish in 50.9196855 minutes). Alpha: (0.00024970695429,0.0115317200676)\n",
      "Iteration 536 (change = 0.000169407917242) (6.529529 seconds, I think I'll finish in 50.4950242667 minutes). Alpha: (0.000249372328051,0.0115310720398)\n",
      "Iteration 537 (change = 0.000169159017599) (6.836979 seconds, I think I'll finish in 52.75868795 minutes). Alpha: (0.000249039132118,0.0115304276596)\n",
      "Iteration 538 (change = 0.000169238465957) (6.643499 seconds, I think I'll finish in 51.1549423 minutes). Alpha: (0.000248707357943,0.0115297869595)\n",
      "Iteration 539 (change = 0.00016964546263) (6.489275 seconds, I think I'll finish in 49.8592629167 minutes). Alpha: (0.000248376997046,0.0115291499645)\n",
      "Iteration 540 (change = 0.000170390113742) (6.533211 seconds, I think I'll finish in 50.087951 minutes). Alpha: (0.000248048041012,0.0115285166928)\n",
      "Iteration 541 (change = 0.000171491475848) (6.630562 seconds, I think I'll finish in 50.7237993 minutes). Alpha: (0.000247720481492,0.0115278871566)\n",
      "Iteration 542 (change = 0.000172977792919) (6.527646 seconds, I think I'll finish in 49.8276978 minutes). Alpha: (0.000247394310202,0.0115272613633)\n",
      "Iteration 543 (change = 0.00017488947253) (6.549001 seconds, I think I'll finish in 49.8815576167 minutes). Alpha: (0.000247069518923,0.0115266393157)\n",
      "Iteration 544 (change = 0.000177229496177) (6.566443 seconds, I think I'll finish in 49.9049668 minutes). Alpha: (0.000246746099498,0.011526021013)\n",
      "Iteration 545 (change = 0.000180026692694) (6.5104 seconds, I think I'll finish in 49.3705333333 minutes). Alpha: (0.000246424043835,0.011525406451)\n",
      "Iteration 546 (change = 0.000183322262782) (6.738429 seconds, I think I'll finish in 50.9874461 minutes). Alpha: (0.000246103343905,0.0115247956228)\n",
      "Iteration 547 (change = 0.00018717080858) (6.514776 seconds, I think I'll finish in 49.1865588 minutes). Alpha: (0.000245783991739,0.0115241885188)\n",
      "Iteration 548 (change = 0.000191626936902) (6.483935 seconds, I think I'll finish in 48.8456436667 minutes). Alpha: (0.00024546597943,0.0115235851275)\n",
      "Iteration 549 (change = 0.000196754614984) (6.531959 seconds, I think I'll finish in 49.0985584833 minutes). Alpha: (0.000245149299133,0.0115229854356)\n",
      "Iteration 550 (change = 0.000202627569435) (6.617462 seconds, I think I'll finish in 49.630965 minutes). Alpha: (0.000244833943062,0.011522389428)\n",
      "Iteration 551 (change = 0.000209344385398) (6.534716 seconds, I think I'll finish in 48.9014580667 minutes). Alpha: (0.000244519903491,0.0115217970886)\n",
      "Iteration 552 (change = 0.000216999617535) (6.507547 seconds, I think I'll finish in 48.5896842667 minutes). Alpha: (0.000244207172752,0.0115212084)\n",
      "Iteration 553 (change = 0.000225716399076) (6.965253 seconds, I think I'll finish in 51.89113485 minutes). Alpha: (0.000243895743237,0.0115206233437)\n",
      "Iteration 554 (change = 0.00023563983055) (6.552213 seconds, I think I'll finish in 48.7047833 minutes). Alpha: (0.000243585607395,0.0115200419005)\n",
      "Iteration 555 (change = 0.00024694138772) (6.54748 seconds, I think I'll finish in 48.5604766667 minutes). Alpha: (0.000243276757734,0.0115194640506)\n",
      "Iteration 556 (change = 0.000259824548823) (6.547333 seconds, I think I'll finish in 48.4502642 minutes). Alpha: (0.000242969186816,0.0115188897735)\n",
      "Iteration 557 (change = 0.000274530176352) (6.675993 seconds, I think I'll finish in 49.29108165 minutes). Alpha: (0.000242662887261,0.0115183190483)\n",
      "Iteration 558 (change = 0.000291343728674) (6.47387 seconds, I think I'll finish in 47.6908423333 minutes). Alpha: (0.000242357851745,0.0115177518535)\n",
      "Iteration 559 (change = 0.000310609048356) (6.430934 seconds, I think I'll finish in 47.2673649 minutes). Alpha: (0.000242054072999,0.0115171881674)\n",
      "Iteration 560 (change = 0.000332724223316) (6.55266 seconds, I think I'll finish in 48.05284 minutes). Alpha: (0.000241751543809,0.0115166279682)\n",
      "Iteration 561 (change = 0.000358159467408) (6.646995 seconds, I think I'll finish in 48.63384675 minutes). Alpha: (0.000241450257013,0.0115160712337)\n",
      "Iteration 562 (change = 0.0003874917628) (7.20274 seconds, I think I'll finish in 52.580002 minutes). Alpha: (0.000241150205507,0.0115155179415)\n",
      "Iteration 563 (change = 0.000421406230028) (6.793671 seconds, I think I'll finish in 49.48057045 minutes). Alpha: (0.000240851382236,0.0115149680693)\n",
      "Iteration 564 (change = 0.00046070577537) (6.709264 seconds, I think I'll finish in 48.7539850667 minutes). Alpha: (0.0002405537802,0.0115144215944)\n",
      "Iteration 565 (change = 0.000506339385174) (6.632298 seconds, I think I'll finish in 48.0841605 minutes). Alpha: (0.00024025739245,0.0115138784945)\n",
      "Iteration 566 (change = 0.000559412153339) (6.512499 seconds, I think I'll finish in 47.1070761 minutes). Alpha: (0.000239962212091,0.0115133387468)\n",
      "Iteration 567 (change = 0.00062117862574) (6.571304 seconds, I think I'll finish in 47.4229105333 minutes). Alpha: (0.000239668232276,0.0115128023288)\n",
      "Iteration 568 (change = 0.000693019330385) (6.616505 seconds, I think I'll finish in 47.638836 minutes). Alpha: (0.000239375446212,0.0115122692181)\n",
      "Iteration 569 (change = 0.000776363091907) (6.733727 seconds, I think I'll finish in 48.3706056167 minutes). Alpha: (0.000239083847154,0.0115117393919)\n",
      "Iteration 570 (change = 0.000872537210352) (6.588271 seconds, I think I'll finish in 47.2159421667 minutes). Alpha: (0.000238793428407,0.011511212828)\n",
      "Iteration 571 (change = 0.000982381624595) (6.563528 seconds, I think I'll finish in 46.9292252 minutes). Alpha: (0.000238504183328,0.0115106895038)\n",
      "Iteration 572 (change = 0.00110575229942) (6.577328 seconds, I think I'll finish in 46.9182730667 minutes). Alpha: (0.000238216105319,0.011510169397)\n",
      "Iteration 573 (change = 0.00124069290679) (6.78608 seconds, I think I'll finish in 48.2942693333 minutes). Alpha: (0.000237929187834,0.0115096524853)\n",
      "Iteration 574 (change = 0.00138219239993) (6.523874 seconds, I think I'll finish in 46.3195054 minutes). Alpha: (0.000237643424373,0.0115091387465)\n",
      "Iteration 575 (change = 0.00152084416938) (6.524628 seconds, I think I'll finish in 46.216115 minutes). Alpha: (0.000237358808484,0.0115086281582)\n",
      "Iteration 576 (change = 0.00164190576433) (6.564746 seconds, I think I'll finish in 46.3908717333 minutes). Alpha: (0.000237075333763,0.0115081206983)\n",
      "Iteration 577 (change = 0.00172587985706) (6.614447 seconds, I think I'll finish in 46.63185135 minutes). Alpha: (0.000236792993851,0.0115076163444)\n",
      "Iteration 578 (change = 0.00175184317663) (6.610402 seconds, I think I'll finish in 46.4931607333 minutes). Alpha: (0.000236511782436,0.0115071150743)\n",
      "Iteration 579 (change = 0.00170424871783) (6.607013 seconds, I think I'll finish in 46.3592078833 minutes). Alpha: (0.000236231693254,0.0115066168654)\n",
      "Iteration 580 (change = 0.00158079988427) (6.510401 seconds, I think I'll finish in 45.572807 minutes). Alpha: (0.000235952720082,0.011506121695)\n",
      "Iteration 581 (change = 0.00139622151331) (6.587636 seconds, I think I'll finish in 46.0036580667 minutes). Alpha: (0.000235674856746,0.0115056295406)\n",
      "Iteration 582 (change = 0.00117815939615) (6.580505 seconds, I think I'll finish in 45.8441848333 minutes). Alpha: (0.000235398097114,0.0115051403793)\n",
      "Iteration 583 (change = 0.000957054637431) (6.544274 seconds, I think I'll finish in 45.4827043 minutes). Alpha: (0.0002351224351,0.011504654188)\n",
      "Iteration 584 (change = 0.000756638021398) (6.620776 seconds, I think I'll finish in 45.9040469333 minutes). Alpha: (0.000234847864661,0.0115041709439)\n",
      "Iteration 585 (change = 0.000589088708511) (6.529558 seconds, I think I'll finish in 45.1627761667 minutes). Alpha: (0.000234574379797,0.0115036906241)\n",
      "Iteration 586 (change = 0.000457082258524) (6.57043 seconds, I think I'll finish in 45.335967 minutes). Alpha: (0.000234301974552,0.0115032132055)\n",
      "Iteration 587 (change = 0.000357202100871) (6.824257 seconds, I think I'll finish in 46.9736356833 minutes). Alpha: (0.000234030643011,0.0115027386652)\n",
      "Iteration 588 (change = 0.000283521407696) (6.575269 seconds, I think I'll finish in 45.1501804667 minutes). Alpha: (0.000233760379304,0.0115022669794)\n",
      "Iteration 589 (change = 0.000229965834349) (6.540844 seconds, I think I'll finish in 44.8047814 minutes). Alpha: (0.000233491177598,0.0115017981226)\n",
      "Iteration 590 (change = 0.000191402967677) (6.564956 seconds, I think I'll finish in 44.8605326667 minutes). Alpha: (0.000233223032101,0.0115013320603)\n",
      "Iteration 591 (change = 0.000162351114372) (6.589147 seconds, I think I'll finish in 44.9160187167 minutes). Alpha: (0.000232955937009,0.0115008686355)\n",
      "Iteration 592 (change = 0.00013868927456) (6.532303 seconds, I think I'll finish in 44.4196604 minutes). Alpha: (0.000232689885044,0.0115004040066)\n",
      "Iteration 593 (change = 0.000128937277244) (6.593586 seconds, I think I'll finish in 44.7264917 minutes). Alpha: (0.000232424870585,0.0114999387545)\n",
      "Iteration 594 (change = 0.0001217376294) (6.548262 seconds, I think I'll finish in 44.3099062 minutes). Alpha: (0.000232160888052,0.0114994733809)\n",
      "Iteration 595 (change = 0.000115842079604) (6.603963 seconds, I think I'll finish in 44.57675025 minutes). Alpha: (0.000231897931903,0.0114990083193)\n",
      "Iteration 596 (change = 0.000110779053667) (6.571859 seconds, I think I'll finish in 44.2505172667 minutes). Alpha: (0.000231635996636,0.0114985439428)\n",
      "Iteration 597 (change = 0.000106346207189) (6.578224 seconds, I think I'll finish in 44.1837378667 minutes). Alpha: (0.000231375076787,0.0114980805731)\n",
      "Iteration 598 (change = 0.000102488412429) (6.528053 seconds, I think I'll finish in 43.7379551 minutes). Alpha: (0.000231115166929,0.0114976184863)\n",
      "Iteration 599 (change = 9.89304716251e-05) (6.55508 seconds, I think I'll finish in 43.8097846667 minutes). Alpha: (0.000230856261677,0.0114971579193)\n",
      "Iteration 600 (change = 9.57184885729e-05) (6.548175 seconds, I think I'll finish in 43.6545 minutes). Alpha: (0.000230598355678,0.0114966990746)\n",
      "Iteration 601 (change = 9.27644699328e-05) (6.595023 seconds, I think I'll finish in 43.85690295 minutes). Alpha: (0.000230341443621,0.0114962421252)\n",
      "Iteration 602 (change = 8.99847559409e-05) (6.596171 seconds, I think I'll finish in 43.7546009667 minutes). Alpha: (0.000230085520229,0.011495787218)\n",
      "Iteration 603 (change = 8.73776429102e-05) (6.551685 seconds, I think I'll finish in 43.35031575 minutes). Alpha: (0.000229830580262,0.0114953344773)\n",
      "Iteration 604 (change = 8.491174744e-05) (6.555059 seconds, I think I'll finish in 43.2633894 minutes). Alpha: (0.000229576618517,0.0114948840081)\n",
      "Iteration 605 (change = 8.25642472175e-05) (6.544392 seconds, I think I'll finish in 43.083914 minutes). Alpha: (0.000229323629824,0.0114944358981)\n",
      "Iteration 606 (change = 8.03315530909e-05) (6.525205 seconds, I think I'll finish in 42.8488461667 minutes). Alpha: (0.000229071609053,0.0114939902203)\n",
      "Iteration 607 (change = 7.82086742473e-05) (6.564041 seconds, I think I'll finish in 42.99446855 minutes). Alpha: (0.000228820551105,0.011493547035)\n",
      "Iteration 608 (change = 7.61829882725e-05) (6.570974 seconds, I think I'll finish in 42.9303634667 minutes). Alpha: (0.000228570450917,0.0114931063911)\n",
      "Iteration 609 (change = 7.42437592525e-05) (6.556402 seconds, I think I'll finish in 42.7258863667 minutes). Alpha: (0.000228321303463,0.0114926683281)\n",
      "Iteration 610 (change = 7.23877675763e-05) (6.58416 seconds, I think I'll finish in 42.79704 minutes). Alpha: (0.000228073103747,0.0114922328768)\n",
      "Iteration 611 (change = 7.06101512921e-05) (6.576009 seconds, I think I'll finish in 42.63445835 minutes). Alpha: (0.00022782584681,0.011491800061)\n",
      "Iteration 612 (change = 6.89051890323e-05) (6.555369 seconds, I think I'll finish in 42.3913862 minutes). Alpha: (0.000227579527726,0.011491369898)\n",
      "Iteration 613 (change = 6.72835838771e-05) (6.524676 seconds, I think I'll finish in 42.0841602 minutes). Alpha: (0.000227334141602,0.0114909423997)\n",
      "Iteration 614 (change = 6.57277462272e-05) (6.597317 seconds, I think I'll finish in 42.4427393667 minutes). Alpha: (0.000227089683578,0.0114905175733)\n",
      "Iteration 615 (change = 6.42404507392e-05) (6.59248 seconds, I think I'll finish in 42.3017466667 minutes). Alpha: (0.000226846148826,0.011490095422)\n",
      "Iteration 616 (change = 6.28094766793e-05) (6.579113 seconds, I think I'll finish in 42.1063232 minutes). Alpha: (0.000226603532553,0.0114896759453)\n",
      "Iteration 617 (change = 6.1431818133e-05) (6.653298 seconds, I think I'll finish in 42.4702189 minutes). Alpha: (0.000226361829996,0.0114892591398)\n",
      "Iteration 618 (change = 6.01070647895e-05) (6.590555 seconds, I think I'll finish in 41.9598668333 minutes). Alpha: (0.000226121036425,0.0114888449995)\n",
      "Iteration 619 (change = 5.88309743868e-05) (6.594717 seconds, I think I'll finish in 41.87645295 minutes). Alpha: (0.00022588114714,0.0114884335162)\n",
      "Iteration 620 (change = 5.76042247306e-05) (6.586915 seconds, I think I'll finish in 41.7171283333 minutes). Alpha: (0.000225642157476,0.0114880246795)\n",
      "Iteration 621 (change = 5.6423835752e-05) (6.557326 seconds, I think I'll finish in 41.4204425667 minutes). Alpha: (0.000225404062796,0.0114876184778)\n",
      "Iteration 622 (change = 5.52862797675e-05) (6.612335 seconds, I think I'll finish in 41.6577105 minutes). Alpha: (0.000225166858496,0.0114872148977)\n",
      "Iteration 623 (change = 5.41903799445e-05) (6.605219 seconds, I think I'll finish in 41.5027927167 minutes). Alpha: (0.00022493054,0.011486813925)\n",
      "Iteration 624 (change = 5.31354047226e-05) (6.631275 seconds, I think I'll finish in 41.55599 minutes). Alpha: (0.000224695102765,0.0114864155443)\n",
      "Iteration 625 (change = 5.21185155039e-05) (6.61613 seconds, I think I'll finish in 41.3508125 minutes). Alpha: (0.000224460542278,0.0114860197393)\n",
      "Iteration 626 (change = 5.11384946468e-05) (6.567187 seconds, I think I'll finish in 40.9354656333 minutes). Alpha: (0.000224226854054,0.0114856264932)\n",
      "Iteration 627 (change = 5.01953753803e-05) (6.602015 seconds, I think I'll finish in 41.0425265833 minutes). Alpha: (0.000223994033641,0.0114852357885)\n",
      "Iteration 628 (change = 4.92868779231e-05) (6.637494 seconds, I think I'll finish in 41.1524628 minutes). Alpha: (0.000223762076612,0.0114848476073)\n",
      "Iteration 629 (change = 4.84110704277e-05) (6.56663 seconds, I think I'll finish in 40.6036621667 minutes). Alpha: (0.000223530978574,0.0114844619312)\n",
      "Iteration 630 (change = 4.75666193269e-05) (6.547273 seconds, I think I'll finish in 40.3748501667 minutes). Alpha: (0.000223300735159,0.0114840787417)\n",
      "Iteration 631 (change = 4.6752396681e-05) (6.537722 seconds, I think I'll finish in 40.2069903 minutes). Alpha: (0.000223071342031,0.0114836980199)\n",
      "Iteration 632 (change = 4.59674108508e-05) (6.585661 seconds, I think I'll finish in 40.3920541333 minutes). Alpha: (0.000222842794881,0.0114833197469)\n",
      "Iteration 633 (change = 4.5210656304e-05) (6.688129 seconds, I think I'll finish in 40.9090557167 minutes). Alpha: (0.000222615089427,0.0114829439035)\n",
      "Iteration 634 (change = 4.44812581457e-05) (6.539953 seconds, I think I'll finish in 39.8937133 minutes). Alpha: (0.000222388221417,0.0114825704707)\n",
      "Iteration 635 (change = 4.37779873457e-05) (6.632651 seconds, I think I'll finish in 40.3486269167 minutes). Alpha: (0.000222162186627,0.0114821994291)\n",
      "Iteration 636 (change = 4.30998779788e-05) (6.552118 seconds, I think I'll finish in 39.7495158667 minutes). Alpha: (0.00022193698086,0.0114818307596)\n",
      "Iteration 637 (change = 4.24461753019e-05) (6.556287 seconds, I think I'll finish in 39.66553635 minutes). Alpha: (0.000221712599945,0.011481464443)\n",
      "Iteration 638 (change = 4.18163384388e-05) (6.603445 seconds, I think I'll finish in 39.8407848333 minutes). Alpha: (0.000221489039741,0.0114811004603)\n",
      "Iteration 639 (change = 4.12095031234e-05) (6.467042 seconds, I think I'll finish in 38.9100360333 minutes). Alpha: (0.000221266296133,0.0114807387923)\n",
      "Iteration 640 (change = 4.06248485863e-05) (6.524716 seconds, I think I'll finish in 39.148296 minutes). Alpha: (0.00022104436503,0.0114803794201)\n",
      "Iteration 641 (change = 4.00618327278e-05) (6.50043 seconds, I think I'll finish in 38.8942395 minutes). Alpha: (0.000220823242373,0.011480022325)\n",
      "Iteration 642 (change = 3.95195311427e-05) (6.491698 seconds, I think I'll finish in 38.7337980667 minutes). Alpha: (0.000220602924124,0.0114796674882)\n",
      "Iteration 643 (change = 3.89976314806e-05) (6.596098 seconds, I think I'll finish in 39.2467831 minutes). Alpha: (0.000220383406274,0.0114793148911)\n",
      "Iteration 644 (change = 3.84954781984e-05) (6.644673 seconds, I think I'll finish in 39.4250598 minutes). Alpha: (0.00022016468484,0.0114789645153)\n",
      "Iteration 645 (change = 3.80158249905e-05) (6.635087 seconds, I think I'll finish in 39.2575980833 minutes). Alpha: (0.000219946755864,0.0114786163426)\n",
      "Iteration 646 (change = 3.7555148093e-05) (6.569554 seconds, I think I'll finish in 38.7603686 minutes). Alpha: (0.000219729615413,0.0114782703547)\n",
      "Iteration 647 (change = 3.71122720044e-05) (6.633521 seconds, I think I'll finish in 39.0272152167 minutes). Alpha: (0.000219513259581,0.0114779265339)\n",
      "Iteration 648 (change = 3.66866392408e-05) (6.599149 seconds, I think I'll finish in 38.7150074667 minutes). Alpha: (0.000219297684485,0.0114775848622)\n",
      "Iteration 649 (change = 3.62779290534e-05) (6.571874 seconds, I think I'll finish in 38.4454629 minutes). Alpha: (0.00021908288627,0.0114772453221)\n",
      "Iteration 650 (change = 3.58857732865e-05) (6.632213 seconds, I think I'll finish in 38.6879091667 minutes). Alpha: (0.000218868861101,0.0114769078961)\n",
      "Iteration 651 (change = 3.55094708512e-05) (6.572335 seconds, I think I'll finish in 38.2290819167 minutes). Alpha: (0.000218655605173,0.0114765725669)\n",
      "Iteration 652 (change = 3.51485699778e-05) (6.547714 seconds, I think I'll finish in 37.9767412 minutes). Alpha: (0.000218443114702,0.0114762393175)\n",
      "Iteration 653 (change = 3.48035233787e-05) (6.561011 seconds, I think I'll finish in 37.9445136167 minutes). Alpha: (0.000218231385928,0.011475908131)\n",
      "Iteration 654 (change = 3.44731839431e-05) (6.571462 seconds, I think I'll finish in 37.8954308667 minutes). Alpha: (0.000218020415118,0.0114755789905)\n",
      "Iteration 655 (change = 3.41576121276e-05) (6.563967 seconds, I think I'll finish in 37.74281025 minutes). Alpha: (0.000217810198559,0.0114752518795)\n",
      "Iteration 656 (change = 3.38568305821e-05) (6.639169 seconds, I think I'll finish in 38.0645689333 minutes). Alpha: (0.000217600732563,0.0114749267817)\n",
      "Iteration 657 (change = 3.35701474024e-05) (6.531186 seconds, I think I'll finish in 37.3366133 minutes). Alpha: (0.000217392013468,0.0114746036808)\n",
      "Iteration 658 (change = 3.32967705141e-05) (6.612506 seconds, I think I'll finish in 37.6912842 minutes). Alpha: (0.000217184037631,0.0114742825607)\n",
      "Iteration 659 (change = 3.30365105203e-05) (6.580699 seconds, I think I'll finish in 37.4003059833 minutes). Alpha: (0.000216976801435,0.0114739634057)\n",
      "Iteration 660 (change = 3.27894015805e-05) (6.595074 seconds, I think I'll finish in 37.372086 minutes). Alpha: (0.000216770301286,0.0114736462)\n",
      "Iteration 661 (change = 3.25548967993e-05) (6.568101 seconds, I think I'll finish in 37.10977065 minutes). Alpha: (0.00021656453361,0.011473330928)\n",
      "Iteration 662 (change = 3.23327503214e-05) (6.564046 seconds, I think I'll finish in 36.9774591333 minutes). Alpha: (0.000216359494858,0.0114730175745)\n",
      "Iteration 663 (change = 3.21228559444e-05) (6.670602 seconds, I think I'll finish in 37.4665479 minutes). Alpha: (0.000216155181503,0.0114727061242)\n",
      "Iteration 664 (change = 3.19249996345e-05) (6.643732 seconds, I think I'll finish in 37.2048992 minutes). Alpha: (0.00021595159004,0.0114723965622)\n",
      "Iteration 665 (change = 3.17392037425e-05) (6.549898 seconds, I think I'll finish in 36.5702638333 minutes). Alpha: (0.000215748716985,0.0114720888734)\n",
      "Iteration 666 (change = 3.1565618856e-05) (6.590896 seconds, I think I'll finish in 36.6893210667 minutes). Alpha: (0.000215546558878,0.0114717830434)\n",
      "Iteration 667 (change = 3.1407366235e-05) (6.686888 seconds, I think I'll finish in 37.1122284 minutes). Alpha: (0.000215345112279,0.0114714790574)\n",
      "Iteration 668 (change = 3.1261682412e-05) (6.579387 seconds, I think I'll finish in 36.4059414 minutes). Alpha: (0.00021514437377,0.0114711769012)\n",
      "Iteration 669 (change = 3.11277415955e-05) (6.558197 seconds, I think I'll finish in 36.1793867833 minutes). Alpha: (0.000214944339954,0.0114708765605)\n",
      "Iteration 670 (change = 3.10053452735e-05) (6.573741 seconds, I think I'll finish in 36.1555755 minutes). Alpha: (0.000214745007456,0.0114705780213)\n",
      "Iteration 671 (change = 3.08942371199e-05) (6.632644 seconds, I think I'll finish in 36.3689979333 minutes). Alpha: (0.000214546372921,0.0114702812695)\n",
      "Iteration 672 (change = 3.07945188699e-05) (6.525773 seconds, I think I'll finish in 35.6742257333 minutes). Alpha: (0.000214348433017,0.0114699862915)\n",
      "Iteration 673 (change = 3.07061616354e-05) (6.633472 seconds, I think I'll finish in 36.1524224 minutes). Alpha: (0.00021415118443,0.0114696930737)\n",
      "Iteration 674 (change = 3.06290901046e-05) (6.590675 seconds, I think I'll finish in 35.8093341667 minutes). Alpha: (0.000213954623868,0.0114694016025)\n",
      "Iteration 675 (change = 3.0563472408e-05) (6.494299 seconds, I think I'll finish in 35.1774529167 minutes). Alpha: (0.000213758748059,0.0114691118646)\n",
      "Iteration 676 (change = 3.05092936923e-05) (6.546939 seconds, I think I'll finish in 35.3534706 minutes). Alpha: (0.000213563553753,0.0114688238468)\n",
      "Iteration 677 (change = 3.04667188146e-05) (6.51901 seconds, I think I'll finish in 35.0940038333 minutes). Alpha: (0.000213369037716,0.0114685375361)\n",
      "Iteration 678 (change = 3.04359154135e-05) (6.570201 seconds, I think I'll finish in 35.2600787 minutes). Alpha: (0.000213175196739,0.0114682529196)\n",
      "Iteration 679 (change = 3.04171315025e-05) (6.540098 seconds, I think I'll finish in 34.9895243 minutes). Alpha: (0.000212982027629,0.0114679699845)\n",
      "Iteration 680 (change = 3.04106479581e-05) (6.542644 seconds, I think I'll finish in 34.8941013333 minutes). Alpha: (0.000212789527213,0.0114676887182)\n",
      "Iteration 681 (change = 3.04164657845e-05) (6.557046 seconds, I think I'll finish in 34.8616279 minutes). Alpha: (0.000212597692341,0.0114674091081)\n",
      "Iteration 682 (change = 3.04348054105e-05) (6.521602 seconds, I think I'll finish in 34.5644906 minutes). Alpha: (0.000212406519878,0.0114671311419)\n",
      "Iteration 683 (change = 3.04659217282e-05) (6.581349 seconds, I think I'll finish in 34.77146055 minutes). Alpha: (0.000212216006711,0.0114668548072)\n",
      "Iteration 684 (change = 3.05101194416e-05) (6.603099 seconds, I think I'll finish in 34.7763214 minutes). Alpha: (0.000212026149744,0.0114665800921)\n",
      "Iteration 685 (change = 3.05678071446e-05) (6.502332 seconds, I think I'll finish in 34.137243 minutes). Alpha: (0.000211836945902,0.0114663069845)\n",
      "Iteration 686 (change = 3.06397383965e-05) (6.495328 seconds, I think I'll finish in 33.9922165333 minutes). Alpha: (0.000211648392127,0.0114660354725)\n",
      "Iteration 687 (change = 3.0726209231e-05) (6.535151 seconds, I think I'll finish in 34.0917043833 minutes). Alpha: (0.000211460485381,0.0114657655444)\n",
      "Iteration 688 (change = 3.0829346001e-05) (6.570149 seconds, I think I'll finish in 34.1647748 minutes). Alpha: (0.000211273222644,0.0114654971884)\n",
      "Iteration 689 (change = 3.09482030389e-05) (6.649941 seconds, I think I'll finish in 34.46886085 minutes). Alpha: (0.000211086600914,0.0114652303932)\n",
      "Iteration 690 (change = 3.10832383265e-05) (6.640382 seconds, I think I'll finish in 34.3086403333 minutes). Alpha: (0.000210900617208,0.0114649651473)\n",
      "Iteration 691 (change = 3.12348986887e-05) (6.555469 seconds, I think I'll finish in 33.76066535 minutes). Alpha: (0.000210715268561,0.0114647014395)\n",
      "Iteration 692 (change = 3.14040033322e-05) (6.559482 seconds, I think I'll finish in 33.6720076 minutes). Alpha: (0.000210530552024,0.0114644392585)\n",
      "Iteration 693 (change = 3.15913651016e-05) (6.546335 seconds, I think I'll finish in 33.4954140833 minutes). Alpha: (0.000210346464669,0.0114641785932)\n",
      "Iteration 694 (change = 3.17978193959e-05) (6.572701 seconds, I think I'll finish in 33.5207751 minutes). Alpha: (0.000210163003583,0.0114639194328)\n",
      "Iteration 695 (change = 3.20242759711e-05) (6.626705 seconds, I think I'll finish in 33.6857504167 minutes). Alpha: (0.000209980165872,0.0114636617664)\n",
      "Iteration 696 (change = 3.22718538043e-05) (6.612022 seconds, I think I'll finish in 33.5009114667 minutes). Alpha: (0.00020979794866,0.0114634055832)\n",
      "Iteration 697 (change = 3.25417393952e-05) (6.586168 seconds, I think I'll finish in 33.2601484 minutes). Alpha: (0.000209616349086,0.0114631508727)\n",
      "Iteration 698 (change = 3.28352406462e-05) (6.677672 seconds, I think I'll finish in 33.6109490667 minutes). Alpha: (0.000209435364308,0.0114628976242)\n",
      "Iteration 699 (change = 3.31537903303e-05) (6.654716 seconds, I think I'll finish in 33.3844919333 minutes). Alpha: (0.000209254991501,0.0114626458274)\n",
      "Iteration 700 (change = 3.3498992117e-05) (6.620552 seconds, I think I'll finish in 33.10276 minutes). Alpha: (0.000209075227857,0.0114623954719)\n",
      "Iteration 701 (change = 3.38725787721e-05) (6.737781 seconds, I think I'll finish in 33.57660865 minutes). Alpha: (0.000208896070583,0.0114621465474)\n",
      "Iteration 702 (change = 3.42765530386e-05) (7.020607 seconds, I think I'll finish in 34.8690147667 minutes). Alpha: (0.000208717516905,0.011461899044)\n",
      "Iteration 703 (change = 3.47129988761e-05) (6.657344 seconds, I think I'll finish in 32.9538528 minutes). Alpha: (0.000208539564064,0.0114616529514)\n",
      "Iteration 704 (change = 3.51843055734e-05) (6.598682 seconds, I think I'll finish in 32.5534978667 minutes). Alpha: (0.000208362209319,0.0114614082599)\n",
      "Iteration 705 (change = 3.56931174271e-05) (6.556297 seconds, I think I'll finish in 32.2351269167 minutes). Alpha: (0.000208185449943,0.0114611649594)\n",
      "Iteration 706 (change = 3.62421821582e-05) (6.639281 seconds, I think I'll finish in 32.5324769 minutes). Alpha: (0.000208009283227,0.0114609230403)\n",
      "Iteration 707 (change = 3.68347630449e-05) (6.585406 seconds, I think I'll finish in 32.1587326333 minutes). Alpha: (0.000207833706477,0.0114606824929)\n",
      "Iteration 708 (change = 3.747433837e-05) (6.614131 seconds, I think I'll finish in 32.1887708667 minutes). Alpha: (0.000207658717017,0.0114604433076)\n",
      "Iteration 709 (change = 3.81652864901e-05) (6.577932 seconds, I think I'll finish in 31.9029702 minutes). Alpha: (0.000207484312185,0.0114602054749)\n",
      "Iteration 710 (change = 3.89117543228e-05) (6.54854 seconds, I think I'll finish in 31.6512766667 minutes). Alpha: (0.000207310489334,0.0114599689854)\n",
      "Iteration 711 (change = 3.97184584174e-05) (6.565103 seconds, I think I'll finish in 31.6219127833 minutes). Alpha: (0.000207137245834,0.0114597338298)\n",
      "Iteration 712 (change = 4.05907777721e-05) (6.650621 seconds, I think I'll finish in 31.9229808 minutes). Alpha: (0.000206964579071,0.0114594999987)\n",
      "Iteration 713 (change = 4.15347683475e-05) (6.487141 seconds, I think I'll finish in 31.0301577833 minutes). Alpha: (0.000206792486444,0.0114592674832)\n",
      "Iteration 714 (change = 4.25570581166e-05) (6.661077 seconds, I think I'll finish in 31.7511337 minutes). Alpha: (0.000206620965371,0.0114590362739)\n",
      "Iteration 715 (change = 4.36651433154e-05) (6.575451 seconds, I think I'll finish in 31.23339225 minutes). Alpha: (0.000206450013281,0.0114588063621)\n",
      "Iteration 716 (change = 4.48681424338e-05) (6.568497 seconds, I think I'll finish in 31.0908858 minutes). Alpha: (0.000206279627621,0.0114585777386)\n",
      "Iteration 717 (change = 4.61744992889e-05) (6.596111 seconds, I think I'll finish in 31.1116568833 minutes). Alpha: (0.000206109805852,0.0114583503946)\n",
      "Iteration 718 (change = 4.75943078067e-05) (6.534132 seconds, I think I'll finish in 30.7104204 minutes). Alpha: (0.00020594054545,0.0114581243213)\n",
      "Iteration 719 (change = 4.91403612696e-05) (6.50646 seconds, I think I'll finish in 30.471921 minutes). Alpha: (0.000205771843905,0.01145789951)\n",
      "Iteration 720 (change = 5.08243475105e-05) (6.567933 seconds, I think I'll finish in 30.650354 minutes). Alpha: (0.000205603698722,0.0114576759519)\n",
      "Iteration 721 (change = 5.26577887562e-05) (6.510899 seconds, I think I'll finish in 30.27568035 minutes). Alpha: (0.000205436107421,0.0114574536384)\n",
      "Iteration 722 (change = 5.46510516222e-05) (6.542929 seconds, I think I'll finish in 30.3155710333 minutes). Alpha: (0.000205269067537,0.0114572325609)\n",
      "Iteration 723 (change = 5.68103352869e-05) (6.545226 seconds, I think I'll finish in 30.2171267 minutes). Alpha: (0.000205102576616,0.0114570127107)\n",
      "Iteration 724 (change = 5.91360431828e-05) (6.659919 seconds, I think I'll finish in 30.6356274 minutes). Alpha: (0.000204936632222,0.0114567940793)\n",
      "Iteration 725 (change = 6.16106164087e-05) (6.592684 seconds, I think I'll finish in 30.2164683333 minutes). Alpha: (0.000204771231932,0.0114565766579)\n",
      "Iteration 726 (change = 6.41741925952e-05) (6.577735 seconds, I think I'll finish in 30.0383231667 minutes). Alpha: (0.000204606373336,0.0114563604377)\n",
      "Iteration 727 (change = 6.66593860241e-05) (6.554506 seconds, I think I'll finish in 29.8230023 minutes). Alpha: (0.000204442054037,0.0114561454096)\n",
      "Iteration 728 (change = 6.85841192261e-05) (6.649842 seconds, I think I'll finish in 30.1459504 minutes). Alpha: (0.000204278271654,0.0114559315633)\n",
      "Iteration 729 (change = 6.83487406796e-05) (6.624396 seconds, I think I'll finish in 29.9201886 minutes). Alpha: (0.000204115023817,0.0114557188849)\n",
      "Iteration 730 (change = 5.96061328708e-05) (6.635086 seconds, I think I'll finish in 29.857887 minutes). Alpha: (0.000203952308156,0.0114555073194)\n",
      "Iteration 731 (change = 3.24053862189e-05) (6.505327 seconds, I think I'll finish in 29.1655493833 minutes). Alpha: (0.0002037901215,0.0114552942414)\n",
      "Iteration 732 (change = 2.3950839896e-05) (6.574405 seconds, I think I'll finish in 29.3656756667 minutes). Alpha: (0.000203628461533,0.011455080018)\n",
      "Iteration 733 (change = 2.33456357416e-05) (6.617065 seconds, I think I'll finish in 29.44593925 minutes). Alpha: (0.000203467325953,0.0114548649691)\n",
      "Iteration 734 (change = 2.29018684283e-05) (6.672581 seconds, I think I'll finish in 29.5817757667 minutes). Alpha: (0.000203306712473,0.0114546493721)\n",
      "Iteration 735 (change = 2.25655209233e-05) (6.614138 seconds, I think I'll finish in 29.2124428333 minutes). Alpha: (0.000203146618818,0.0114544334679)\n",
      "Iteration 736 (change = 2.2306923312e-05) (6.543479 seconds, I think I'll finish in 28.7913076 minutes). Alpha: (0.000202987042726,0.0114542174652)\n",
      "Iteration 737 (change = 2.21018293187e-05) (6.623887 seconds, I think I'll finish in 29.0347046833 minutes). Alpha: (0.00020282798195,0.0114540015449)\n",
      "Iteration 738 (change = 2.19392230409e-05) (6.505971 seconds, I think I'll finish in 28.4094067 minutes). Alpha: (0.000202669434253,0.0114537858635)\n",
      "Iteration 739 (change = 2.18111489579e-05) (6.610791 seconds, I think I'll finish in 28.75694085 minutes). Alpha: (0.000202511397414,0.0114535705565)\n",
      "Iteration 740 (change = 2.17127905678e-05) (6.611066 seconds, I think I'll finish in 28.6479526667 minutes). Alpha: (0.000202353869221,0.0114533557408)\n",
      "Iteration 741 (change = 2.16379575034e-05) (6.535611 seconds, I think I'll finish in 28.21205415 minutes). Alpha: (0.000202196847479,0.0114531415173)\n",
      "Iteration 742 (change = 2.15842294366e-05) (6.578036 seconds, I think I'll finish in 28.2855548 minutes). Alpha: (0.000202040330001,0.0114529279729)\n",
      "Iteration 743 (change = 2.15473042035e-05) (6.54764 seconds, I think I'll finish in 28.0457246667 minutes). Alpha: (0.000201884314616,0.0114527151823)\n",
      "Iteration 744 (change = 2.15245549235e-05) (6.700275 seconds, I think I'll finish in 28.58784 minutes). Alpha: (0.000201728799164,0.0114525032095)\n",
      "Iteration 745 (change = 2.15141226706e-05) (6.509506 seconds, I think I'll finish in 27.6654005 minutes). Alpha: (0.000201573781495,0.0114522921093)\n",
      "Iteration 746 (change = 2.15139635102e-05) (6.577245 seconds, I think I'll finish in 27.8436705 minutes). Alpha: (0.000201419259475,0.0114520819285)\n",
      "Iteration 747 (change = 2.15231590792e-05) (6.636599 seconds, I think I'll finish in 27.9843257833 minutes). Alpha: (0.000201265230979,0.0114518727066)\n",
      "Iteration 748 (change = 2.15400913494e-05) (6.565814 seconds, I think I'll finish in 27.5764188 minutes). Alpha: (0.000201111693895,0.0114516644773)\n",
      "Iteration 749 (change = 2.1564504161e-05) (6.53392 seconds, I think I'll finish in 27.3335653333 minutes). Alpha: (0.000200958646124,0.0114514572686)\n",
      "Iteration 750 (change = 2.15957293962e-05) (6.498936 seconds, I think I'll finish in 27.0789 minutes). Alpha: (0.000200806085575,0.0114512511041)\n",
      "Iteration 751 (change = 2.16333532091e-05) (6.563968 seconds, I think I'll finish in 27.2404672 minutes). Alpha: (0.000200654010173,0.0114510460032)\n",
      "Iteration 752 (change = 2.16765674494e-05) (6.515475 seconds, I think I'll finish in 26.93063 minutes). Alpha: (0.000200502417851,0.011450841982)\n",
      "Iteration 753 (change = 2.17250595048e-05) (6.495944 seconds, I think I'll finish in 26.7416361333 minutes). Alpha: (0.000200351306557,0.0114506390531)\n",
      "Iteration 754 (change = 2.17784339513e-05) (6.507616 seconds, I think I'll finish in 26.6812256 minutes). Alpha: (0.000200200674246,0.0114504372268)\n",
      "Iteration 755 (change = 2.18360209185e-05) (6.550184 seconds, I think I'll finish in 26.7465846667 minutes). Alpha: (0.000200050518888,0.0114502365108)\n",
      "Iteration 756 (change = 2.18972565544e-05) (6.523133 seconds, I think I'll finish in 26.5274075333 minutes). Alpha: (0.000199900838463,0.011450036911)\n",
      "Iteration 757 (change = 2.19619856874e-05) (6.559814 seconds, I think I'll finish in 26.5672467 minutes). Alpha: (0.00019975163096,0.0114498384313)\n",
      "Iteration 758 (change = 2.20300686054e-05) (6.580002 seconds, I think I'll finish in 26.5393414 minutes). Alpha: (0.000199602894384,0.0114496410742)\n",
      "Iteration 759 (change = 2.2101398281e-05) (6.538829 seconds, I think I'll finish in 26.2642964833 minutes). Alpha: (0.000199454626745,0.0114494448408)\n",
      "Iteration 760 (change = 2.21762162935e-05) (6.545105 seconds, I think I'll finish in 26.18042 minutes). Alpha: (0.000199306826068,0.0114492497311)\n",
      "Iteration 761 (change = 2.22542259706e-05) (6.549021 seconds, I think I'll finish in 26.08693365 minutes). Alpha: (0.000199159490388,0.0114490557439)\n",
      "Iteration 762 (change = 2.2335861328e-05) (6.614251 seconds, I think I'll finish in 26.2365289667 minutes). Alpha: (0.00019901261775,0.0114488628775)\n",
      "Iteration 763 (change = 2.24209041119e-05) (6.526425 seconds, I think I'll finish in 25.77937875 minutes). Alpha: (0.000198866206209,0.011448671129)\n",
      "Iteration 764 (change = 2.25089093081e-05) (6.495687 seconds, I think I'll finish in 25.5497022 minutes). Alpha: (0.000198720253833,0.0114484804951)\n",
      "Iteration 765 (change = 2.25998294277e-05) (6.558006 seconds, I think I'll finish in 25.6855235 minutes). Alpha: (0.000198574758698,0.0114482909719)\n",
      "Iteration 766 (change = 2.26936754892e-05) (6.499967 seconds, I think I'll finish in 25.3498713 minutes). Alpha: (0.000198429718892,0.011448102555)\n",
      "Iteration 767 (change = 2.27904501236e-05) (6.569161 seconds, I think I'll finish in 25.5102418833 minutes). Alpha: (0.000198285132513,0.0114479152396)\n",
      "Iteration 768 (change = 2.28902726592e-05) (6.956255 seconds, I think I'll finish in 26.8975193333 minutes). Alpha: (0.000198140997668,0.0114477290204)\n",
      "Iteration 769 (change = 2.29931244069e-05) (6.510825 seconds, I think I'll finish in 25.06667625 minutes). Alpha: (0.000197997312477,0.011447543892)\n",
      "Iteration 770 (change = 2.30991566651e-05) (7.033226 seconds, I think I'll finish in 26.9606996667 minutes). Alpha: (0.000197854075068,0.0114473598485)\n",
      "Iteration 771 (change = 2.32084085658e-05) (6.859074 seconds, I think I'll finish in 26.1787991 minutes). Alpha: (0.000197711283579,0.011447176884)\n",
      "Iteration 772 (change = 2.33207172775e-05) (6.528781 seconds, I think I'll finish in 24.8093678 minutes). Alpha: (0.000197568936158,0.0114469949923)\n",
      "Iteration 773 (change = 2.34360364555e-05) (6.871123 seconds, I think I'll finish in 25.9957486833 minutes). Alpha: (0.000197427030966,0.0114468141671)\n",
      "Iteration 774 (change = 2.35544004925e-05) (6.486587 seconds, I think I'll finish in 24.4328110333 minutes). Alpha: (0.00019728556617,0.0114466344018)\n",
      "Iteration 775 (change = 2.36758365634e-05) (6.539997 seconds, I think I'll finish in 24.52498875 minutes). Alpha: (0.000197144539948,0.0114464556899)\n",
      "Iteration 776 (change = 2.38004799839e-05) (6.519165 seconds, I think I'll finish in 24.338216 minutes). Alpha: (0.000197003950488,0.0114462780248)\n",
      "Iteration 777 (change = 2.39282970045e-05) (6.517365 seconds, I think I'll finish in 24.22287325 minutes). Alpha: (0.000196863795989,0.0114461013996)\n",
      "Iteration 778 (change = 2.40594609182e-05) (6.501698 seconds, I think I'll finish in 24.0562826 minutes). Alpha: (0.000196724074658,0.0114459258075)\n",
      "Iteration 779 (change = 2.4193807714e-05) (6.501875 seconds, I think I'll finish in 23.9485729167 minutes). Alpha: (0.00019658478471,0.0114457512418)\n",
      "Iteration 780 (change = 2.43313850983e-05) (6.617912 seconds, I think I'll finish in 24.2656773333 minutes). Alpha: (0.000196445924374,0.0114455776956)\n",
      "Iteration 781 (change = 2.44722220005e-05) (6.572167 seconds, I think I'll finish in 23.98840955 minutes). Alpha: (0.000196307491885,0.0114454051619)\n",
      "Iteration 782 (change = 2.46163511455e-05) (6.482506 seconds, I think I'll finish in 23.5531051333 minutes). Alpha: (0.000196169485488,0.011445233634)\n",
      "Iteration 783 (change = 2.47638301273e-05) (6.540227 seconds, I think I'll finish in 23.6538209833 minutes). Alpha: (0.000196031903437,0.0114450631048)\n",
      "Iteration 784 (change = 2.49147397083e-05) (6.647863 seconds, I think I'll finish in 23.9323068 minutes). Alpha: (0.000195894743997,0.0114448935675)\n",
      "Iteration 785 (change = 2.50690749163e-05) (6.552526 seconds, I think I'll finish in 23.4798848333 minutes). Alpha: (0.00019575800544,0.0114447250152)\n",
      "Iteration 786 (change = 2.52268711808e-05) (6.526909 seconds, I think I'll finish in 23.2793087667 minutes). Alpha: (0.00019562168605,0.011444557441)\n",
      "Iteration 787 (change = 2.53881736616e-05) (6.833409 seconds, I think I'll finish in 24.25860195 minutes). Alpha: (0.000195485784116,0.0114443908382)\n",
      "Iteration 788 (change = 2.5553097381e-05) (6.513828 seconds, I think I'll finish in 23.0155256 minutes). Alpha: (0.000195350297939,0.0114442251999)\n",
      "Iteration 789 (change = 2.57216845116e-05) (6.508244 seconds, I think I'll finish in 22.8873247333 minutes). Alpha: (0.000195215225829,0.0114440605193)\n",
      "Iteration 790 (change = 2.58939543456e-05) (6.573963 seconds, I think I'll finish in 23.0088705 minutes). Alpha: (0.000195080566103,0.0114438967897)\n",
      "Iteration 791 (change = 2.6069971131e-05) (6.557853 seconds, I think I'll finish in 22.84318795 minutes). Alpha: (0.000194946317088,0.0114437340043)\n",
      "Iteration 792 (change = 2.62497743463e-05) (6.529587 seconds, I think I'll finish in 22.6359016 minutes). Alpha: (0.000194812477121,0.0114435721565)\n",
      "Iteration 793 (change = 2.64334468041e-05) (6.560491 seconds, I think I'll finish in 22.63369395 minutes). Alpha: (0.000194679044545,0.0114434112396)\n",
      "Iteration 794 (change = 2.6621013779e-05) (6.520775 seconds, I think I'll finish in 22.3879941667 minutes). Alpha: (0.000194546017714,0.0114432512471)\n",
      "Iteration 795 (change = 2.6812529593e-05) (6.611998 seconds, I think I'll finish in 22.5909931667 minutes). Alpha: (0.000194413394989,0.0114430921723)\n",
      "Iteration 796 (change = 2.70080661473e-05) (6.591385 seconds, I think I'll finish in 22.410709 minutes). Alpha: (0.000194281174742,0.0114429340088)\n",
      "Iteration 797 (change = 2.72076989315e-05) (6.547775 seconds, I think I'll finish in 22.1533054167 minutes). Alpha: (0.00019414935535,0.0114427767502)\n",
      "Iteration 798 (change = 2.74117691208e-05) (6.553442 seconds, I think I'll finish in 22.0632547333 minutes). Alpha: (0.0001940179352,0.0114426203899)\n",
      "Iteration 799 (change = 2.7620072657e-05) (6.627873 seconds, I think I'll finish in 22.20337455 minutes). Alpha: (0.000193886912689,0.0114424649217)\n",
      "Iteration 800 (change = 2.78326151143e-05) (6.600542 seconds, I think I'll finish in 22.0018066667 minutes). Alpha: (0.000193756286221,0.0114423103391)\n",
      "Iteration 801 (change = 2.80495057227e-05) (6.504183 seconds, I think I'll finish in 21.57220695 minutes). Alpha: (0.000193626054208,0.011442156636)\n",
      "Iteration 802 (change = 2.82708765443e-05) (6.505667 seconds, I think I'll finish in 21.4687011 minutes). Alpha: (0.00019349621507,0.011442003806)\n",
      "Iteration 803 (change = 2.84967177013e-05) (6.529666 seconds, I think I'll finish in 21.4390700333 minutes). Alpha: (0.000193366767236,0.011441851843)\n",
      "Iteration 804 (change = 2.8727051523e-05) (6.530419 seconds, I think I'll finish in 21.3327020667 minutes). Alpha: (0.000193237709143,0.011441700741)\n",
      "Iteration 805 (change = 2.89619771307e-05) (6.456064 seconds, I think I'll finish in 20.982208 minutes). Alpha: (0.000193109039236,0.0114415504937)\n",
      "Iteration 806 (change = 2.92015585123e-05) (6.491 seconds, I think I'll finish in 20.9875666667 minutes). Alpha: (0.000192980755967,0.0114414010952)\n",
      "Iteration 807 (change = 2.94458945302e-05) (6.467294 seconds, I think I'll finish in 20.8031290333 minutes). Alpha: (0.000192852857799,0.0114412525394)\n",
      "Iteration 808 (change = 2.96950108262e-05) (6.61056 seconds, I think I'll finish in 21.153792 minutes). Alpha: (0.000192725343199,0.0114411048205)\n",
      "Iteration 809 (change = 2.99489766721e-05) (6.462003 seconds, I think I'll finish in 20.57070955 minutes). Alpha: (0.000192598210644,0.0114409579325)\n",
      "Iteration 810 (change = 3.02078646242e-05) (6.526805 seconds, I think I'll finish in 20.6682158333 minutes). Alpha: (0.00019247145862,0.0114408118696)\n",
      "Iteration 811 (change = 3.04719243889e-05) (6.416551 seconds, I think I'll finish in 20.21213565 minutes). Alpha: (0.000192345085617,0.011440666626)\n",
      "Iteration 812 (change = 3.07413145537e-05) (6.422079 seconds, I think I'll finish in 20.1225142 minutes). Alpha: (0.000192219090138,0.011440522196)\n",
      "Iteration 813 (change = 3.10159013192e-05) (6.537112 seconds, I think I'll finish in 20.3739990667 minutes). Alpha: (0.000192093470688,0.0114403785739)\n",
      "Iteration 814 (change = 3.12957798548e-05) (6.402205 seconds, I think I'll finish in 19.8468355 minutes). Alpha: (0.000191968225784,0.011440235754)\n",
      "Iteration 815 (change = 3.15812258632e-05) (6.466248 seconds, I think I'll finish in 19.937598 minutes). Alpha: (0.000191843353948,0.0114400937307)\n",
      "Iteration 816 (change = 3.18720634557e-05) (6.523419 seconds, I think I'll finish in 20.0051516 minutes). Alpha: (0.000191718853711,0.0114399524985)\n",
      "Iteration 817 (change = 3.21683779654e-05) (6.541369 seconds, I think I'll finish in 19.95117545 minutes). Alpha: (0.000191594723612,0.0114398120518)\n",
      "Iteration 818 (change = 3.24702782585e-05) (6.474659 seconds, I think I'll finish in 19.6397989667 minutes). Alpha: (0.000191470962195,0.0114396723852)\n",
      "Iteration 819 (change = 3.27778552819e-05) (6.594674 seconds, I think I'll finish in 19.8939332333 minutes). Alpha: (0.000191347568014,0.0114395334934)\n",
      "Iteration 820 (change = 3.30912026476e-05) (6.446213 seconds, I think I'll finish in 19.338639 minutes). Alpha: (0.000191224539628,0.0114393953708)\n",
      "Iteration 821 (change = 3.34104712945e-05) (6.549997 seconds, I think I'll finish in 19.5408243833 minutes). Alpha: (0.000191101875605,0.0114392580122)\n",
      "Iteration 822 (change = 3.37356944707e-05) (6.47745 seconds, I think I'll finish in 19.216435 minutes). Alpha: (0.00019097957452,0.0114391214124)\n",
      "Iteration 823 (change = 3.40668952034e-05) (6.470263 seconds, I think I'll finish in 19.08727585 minutes). Alpha: (0.000190857634955,0.011438985566)\n",
      "Iteration 824 (change = 3.44041732675e-05) (6.428907 seconds, I think I'll finish in 18.8581272 minutes). Alpha: (0.000190736055499,0.0114388504679)\n",
      "Iteration 825 (change = 3.47476322746e-05) (6.466855 seconds, I think I'll finish in 18.8616604167 minutes). Alpha: (0.000190614834749,0.011438716113)\n",
      "Iteration 826 (change = 3.5097474692e-05) (6.524606 seconds, I think I'll finish in 18.9213574 minutes). Alpha: (0.000190493971307,0.0114385824962)\n",
      "Iteration 827 (change = 3.54537328314e-05) (6.428746 seconds, I think I'll finish in 18.5362176333 minutes). Alpha: (0.000190373463784,0.0114384496123)\n",
      "Iteration 828 (change = 3.58164785489e-05) (6.409611 seconds, I think I'll finish in 18.3742182 minutes). Alpha: (0.000190253310798,0.0114383174564)\n",
      "Iteration 829 (change = 3.61858043369e-05) (6.418774 seconds, I think I'll finish in 18.2935059 minutes). Alpha: (0.000190133510973,0.0114381860235)\n",
      "Iteration 830 (change = 3.65617932028e-05) (6.41002 seconds, I think I'll finish in 18.1617233333 minutes). Alpha: (0.000190014062939,0.0114380553087)\n",
      "Iteration 831 (change = 3.69445429729e-05) (6.420401 seconds, I think I'll finish in 18.0841294833 minutes). Alpha: (0.000189894965336,0.0114379253071)\n",
      "Iteration 832 (change = 3.73341452387e-05) (6.395713 seconds, I think I'll finish in 17.9079964 minutes). Alpha: (0.000189776216808,0.0114377960139)\n",
      "Iteration 833 (change = 3.77306626734e-05) (6.427109 seconds, I think I'll finish in 17.8887867167 minutes). Alpha: (0.000189657816007,0.0114376674242)\n",
      "Iteration 834 (change = 3.8134209564e-05) (6.481759 seconds, I think I'll finish in 17.9328665667 minutes). Alpha: (0.000189539761591,0.0114375395333)\n",
      "Iteration 835 (change = 3.85448325722e-05) (6.435955 seconds, I think I'll finish in 17.69887625 minutes). Alpha: (0.000189422052226,0.0114374123364)\n",
      "Iteration 836 (change = 3.89626189041e-05) (6.462415 seconds, I think I'll finish in 17.6639343333 minutes). Alpha: (0.000189304686583,0.011437285829)\n",
      "Iteration 837 (change = 3.93876737867e-05) (6.395383 seconds, I think I'll finish in 17.3741238167 minutes). Alpha: (0.000189187663341,0.0114371600062)\n",
      "Iteration 838 (change = 3.98201768243e-05) (6.488562 seconds, I think I'll finish in 17.5191174 minutes). Alpha: (0.000189070981184,0.0114370348636)\n",
      "Iteration 839 (change = 4.02602576695e-05) (6.43227 seconds, I think I'll finish in 17.2599245 minutes). Alpha: (0.000188954638805,0.0114369103966)\n",
      "Iteration 840 (change = 4.07080467872e-05) (6.399907 seconds, I think I'll finish in 17.0664186667 minutes). Alpha: (0.000188838634901,0.0114367866006)\n",
      "Iteration 841 (change = 4.11636400648e-05) (6.50816 seconds, I think I'll finish in 17.246624 minutes). Alpha: (0.000188722968177,0.0114366634711)\n",
      "Iteration 842 (change = 4.16269915864e-05) (6.447365 seconds, I think I'll finish in 16.9780611667 minutes). Alpha: (0.000188607637343,0.0114365410038)\n",
      "Iteration 843 (change = 4.20981280706e-05) (6.537772 seconds, I think I'll finish in 17.1071700667 minutes). Alpha: (0.000188492641118,0.0114364191941)\n",
      "Iteration 844 (change = 4.25771446154e-05) (6.530554 seconds, I think I'll finish in 16.9794404 minutes). Alpha: (0.000188377978224,0.0114362980378)\n",
      "Iteration 845 (change = 4.30641806681e-05) (6.400245 seconds, I think I'll finish in 16.53396625 minutes). Alpha: (0.000188263647392,0.0114361775304)\n",
      "Iteration 846 (change = 4.35593670346e-05) (6.417849 seconds, I think I'll finish in 16.4724791 minutes). Alpha: (0.000188149647357,0.0114360576677)\n",
      "Iteration 847 (change = 4.40627006312e-05) (6.402512 seconds, I think I'll finish in 16.3264056 minutes). Alpha: (0.000188035976863,0.0114359384455)\n",
      "Iteration 848 (change = 4.45742774962e-05) (6.423811 seconds, I think I'll finish in 16.2736545333 minutes). Alpha: (0.000187922634657,0.0114358198593)\n",
      "Iteration 849 (change = 4.50941992129e-05) (6.433901 seconds, I think I'll finish in 16.1919841833 minutes). Alpha: (0.000187809619494,0.0114357019052)\n",
      "Iteration 850 (change = 4.56225685039e-05) (6.393069 seconds, I think I'll finish in 15.9826725 minutes). Alpha: (0.000187696930136,0.0114355845789)\n",
      "Iteration 851 (change = 4.61594901406e-05) (6.786623 seconds, I think I'll finish in 16.8534471167 minutes). Alpha: (0.000187584565349,0.0114354678763)\n",
      "Iteration 852 (change = 4.67049726158e-05) (6.453983 seconds, I think I'll finish in 15.9198247333 minutes). Alpha: (0.000187472523906,0.0114353517932)\n",
      "Iteration 853 (change = 4.72590626246e-05) (6.441682 seconds, I think I'll finish in 15.7821209 minutes). Alpha: (0.000187360804587,0.0114352363257)\n",
      "Iteration 854 (change = 4.78218472994e-05) (6.450545 seconds, I think I'll finish in 15.6963261667 minutes). Alpha: (0.000187249406175,0.0114351214698)\n",
      "Iteration 855 (change = 4.83933659723e-05) (6.639295 seconds, I think I'll finish in 16.0449629167 minutes). Alpha: (0.000187138327463,0.0114350072213)\n",
      "Iteration 856 (change = 4.8973724796e-05) (6.436288 seconds, I think I'll finish in 15.4470912 minutes). Alpha: (0.000187027567246,0.0114348935765)\n",
      "Iteration 857 (change = 4.95629562532e-05) (6.431125 seconds, I think I'll finish in 15.3275145833 minutes). Alpha: (0.000186917124327,0.0114347805313)\n",
      "Iteration 858 (change = 5.0161109801e-05) (6.430667 seconds, I think I'll finish in 15.2192452333 minutes). Alpha: (0.000186806997515,0.0114346680818)\n",
      "Iteration 859 (change = 5.07683076254e-05) (6.53005 seconds, I think I'll finish in 15.3456175 minutes). Alpha: (0.000186697185624,0.0114345562242)\n",
      "Iteration 860 (change = 5.1384632589e-05) (6.509806 seconds, I think I'll finish in 15.1895473333 minutes). Alpha: (0.000186587687473,0.0114344449547)\n",
      "Iteration 861 (change = 5.20100077138e-05) (6.452185 seconds, I think I'll finish in 14.9475619167 minutes). Alpha: (0.00018647850189,0.0114343342694)\n",
      "Iteration 862 (change = 5.26445068207e-05) (6.453015 seconds, I think I'll finish in 14.8419345 minutes). Alpha: (0.000186369627704,0.0114342241647)\n",
      "Iteration 863 (change = 5.3288533041e-05) (6.425999 seconds, I think I'll finish in 14.6726977167 minutes). Alpha: (0.000186261063754,0.0114341146367)\n",
      "Iteration 864 (change = 5.39419389015e-05) (6.413956 seconds, I think I'll finish in 14.5383002667 minutes). Alpha: (0.000186152808881,0.0114340056817)\n",
      "Iteration 865 (change = 5.46045529588e-05) (6.445583 seconds, I think I'll finish in 14.50256175 minutes). Alpha: (0.000186044861933,0.0114338972962)\n",
      "Iteration 866 (change = 5.52763654501e-05) (6.489667 seconds, I think I'll finish in 14.4935896333 minutes). Alpha: (0.000185937221766,0.0114337894764)\n",
      "Iteration 867 (change = 5.59573552026e-05) (6.402725 seconds, I think I'll finish in 14.1927070833 minutes). Alpha: (0.000185829887237,0.0114336822186)\n",
      "Iteration 868 (change = 5.66487715703e-05) (6.388582 seconds, I think I'll finish in 14.0548804 minutes). Alpha: (0.000185722857212,0.0114335755195)\n",
      "Iteration 869 (change = 5.73498179606e-05) (6.430796 seconds, I think I'll finish in 14.0405712667 minutes). Alpha: (0.000185616130562,0.0114334693753)\n",
      "Iteration 870 (change = 5.80600798554e-05) (6.419462 seconds, I think I'll finish in 13.9088343333 minutes). Alpha: (0.00018550970616,0.0114333637825)\n",
      "Iteration 871 (change = 5.87795062156e-05) (6.407096 seconds, I think I'll finish in 13.7752564 minutes). Alpha: (0.00018540358289,0.0114332587377)\n",
      "Iteration 872 (change = 5.95080475124e-05) (6.42414 seconds, I think I'll finish in 13.704832 minutes). Alpha: (0.000185297759636,0.0114331542373)\n",
      "Iteration 873 (change = 6.0245757891e-05) (6.456526 seconds, I think I'll finish in 13.6663133667 minutes). Alpha: (0.000185192235291,0.011433050278)\n",
      "Iteration 874 (change = 6.0992621076e-05) (6.388563 seconds, I think I'll finish in 13.4159823 minutes). Alpha: (0.000185087008753,0.0114329468562)\n",
      "Iteration 875 (change = 6.1748526656e-05) (6.421245 seconds, I think I'll finish in 13.37759375 minutes). Alpha: (0.000184982078922,0.0114328439687)\n",
      "Iteration 876 (change = 6.25147387784e-05) (6.466659 seconds, I think I'll finish in 13.3644286 minutes). Alpha: (0.000184877444706,0.0114327416121)\n",
      "Iteration 877 (change = 6.32908127794e-05) (6.413434 seconds, I think I'll finish in 13.1475397 minutes). Alpha: (0.00018477310502,0.0114326397829)\n",
      "Iteration 878 (change = 6.40758804839e-05) (6.417933 seconds, I think I'll finish in 13.0497971 minutes). Alpha: (0.000184669058779,0.011432538478)\n",
      "Iteration 879 (change = 6.48698192065e-05) (6.406309 seconds, I think I'll finish in 12.9193898167 minutes). Alpha: (0.000184565304907,0.0114324376939)\n",
      "Iteration 880 (change = 6.56724160599e-05) (6.422949 seconds, I think I'll finish in 12.845898 minutes). Alpha: (0.000184461842333,0.0114323374276)\n",
      "Iteration 881 (change = 6.64834356088e-05) (6.413734 seconds, I think I'll finish in 12.7205724333 minutes). Alpha: (0.00018435866999,0.0114322376757)\n",
      "Iteration 882 (change = 6.73030196619e-05) (6.501654 seconds, I think I'll finish in 12.7865862 minutes). Alpha: (0.000184255786815,0.0114321384349)\n",
      "Iteration 883 (change = 6.81309614998e-05) (6.43572 seconds, I think I'll finish in 12.549654 minutes). Alpha: (0.000184153191752,0.0114320397023)\n",
      "Iteration 884 (change = 6.89668745473e-05) (6.411335 seconds, I think I'll finish in 12.3952476667 minutes). Alpha: (0.00018405088375,0.0114319414745)\n",
      "Iteration 885 (change = 6.9810540881e-05) (6.453418 seconds, I think I'll finish in 12.3690511667 minutes). Alpha: (0.000183948861761,0.0114318437484)\n",
      "Iteration 886 (change = 7.06617800842e-05) (6.422735 seconds, I think I'll finish in 12.2031965 minutes). Alpha: (0.000183847124745,0.0114317465211)\n",
      "Iteration 887 (change = 7.15204371546e-05) (6.444611 seconds, I think I'll finish in 12.1373507167 minutes). Alpha: (0.000183745671663,0.0114316497892)\n",
      "Iteration 888 (change = 7.23861560386e-05) (6.442678 seconds, I think I'll finish in 12.0263322667 minutes). Alpha: (0.000183644501483,0.0114315535499)\n",
      "Iteration 889 (change = 7.32588914829e-05) (6.42425 seconds, I think I'll finish in 11.8848625 minutes). Alpha: (0.00018354361318,0.0114314578)\n",
      "Iteration 890 (change = 7.41380365445e-05) (6.451951 seconds, I think I'll finish in 11.8285768333 minutes). Alpha: (0.00018344300573,0.0114313625366)\n",
      "Iteration 891 (change = 7.50232806819e-05) (6.406409 seconds, I think I'll finish in 11.6383096833 minutes). Alpha: (0.000183342678115,0.0114312677566)\n",
      "Iteration 892 (change = 7.59143003407e-05) (6.475208 seconds, I think I'll finish in 11.6553744 minutes). Alpha: (0.000183242629323,0.0114311734572)\n",
      "Iteration 893 (change = 7.68105691682e-05) (6.447685 seconds, I think I'll finish in 11.4983715833 minutes). Alpha: (0.000183142858346,0.0114310796352)\n",
      "Iteration 894 (change = 7.77120721594e-05) (6.432685 seconds, I think I'll finish in 11.3644101667 minutes). Alpha: (0.00018304336418,0.0114309862879)\n",
      "Iteration 895 (change = 7.86193202333e-05) (6.770116 seconds, I think I'll finish in 11.847703 minutes). Alpha: (0.000182944145827,0.0114308934124)\n",
      "Iteration 896 (change = 7.95300517534e-05) (6.440415 seconds, I think I'll finish in 11.163386 minutes). Alpha: (0.000182845202292,0.0114308010057)\n",
      "Iteration 897 (change = 8.04434785124e-05) (6.526198 seconds, I think I'll finish in 11.2033065667 minutes). Alpha: (0.000182746532587,0.0114307090649)\n",
      "Iteration 898 (change = 8.13591208835e-05) (6.445093 seconds, I think I'll finish in 10.9566581 minutes). Alpha: (0.000182648135726,0.0114306175874)\n",
      "Iteration 899 (change = 8.22758855907e-05) (6.432683 seconds, I think I'll finish in 10.8283497167 minutes). Alpha: (0.000182550010729,0.0114305265702)\n",
      "Iteration 900 (change = 8.31921618146e-05) (6.463898 seconds, I think I'll finish in 10.7731633333 minutes). Alpha: (0.000182452156621,0.0114304360105)\n",
      "Iteration 901 (change = 8.41063866531e-05) (6.454272 seconds, I think I'll finish in 10.6495488 minutes). Alpha: (0.000182354572429,0.0114303459057)\n",
      "Iteration 902 (change = 8.50165413569e-05) (6.46661 seconds, I think I'll finish in 10.5621296667 minutes). Alpha: (0.000182257257189,0.0114302562528)\n",
      "Iteration 903 (change = 8.59199982415e-05) (6.534254 seconds, I think I'll finish in 10.5637106333 minutes). Alpha: (0.000182160209936,0.0114301670493)\n",
      "Iteration 904 (change = 8.6813510716e-05) (6.441775 seconds, I think I'll finish in 10.30684 minutes). Alpha: (0.000182063429715,0.0114300782924)\n",
      "Iteration 905 (change = 8.76929697249e-05) (6.582251 seconds, I think I'll finish in 10.4218974167 minutes). Alpha: (0.00018196691557,0.0114299899794)\n",
      "Iteration 906 (change = 8.85521198538e-05) (6.524978 seconds, I think I'll finish in 10.2224655333 minutes). Alpha: (0.000181870666554,0.0114299021076)\n",
      "Iteration 907 (change = 8.93824305898e-05) (6.444863 seconds, I think I'll finish in 9.98953765 minutes). Alpha: (0.000181774681722,0.0114298146744)\n",
      "Iteration 908 (change = 9.01713171736e-05) (6.464083 seconds, I think I'll finish in 9.91159393333 minutes). Alpha: (0.000181678960134,0.0114297276771)\n",
      "Iteration 909 (change = 9.08992328822e-05) (6.550927 seconds, I think I'll finish in 9.93557261667 minutes). Alpha: (0.000181583500853,0.0114296411132)\n",
      "Iteration 910 (change = 9.15342805564e-05) (6.498868 seconds, I think I'll finish in 9.748302 minutes). Alpha: (0.000181488302948,0.01142955498)\n",
      "Iteration 911 (change = 9.2020804553e-05) (6.590701 seconds, I think I'll finish in 9.77620648333 minutes). Alpha: (0.000181393365491,0.0114294692749)\n",
      "Iteration 912 (change = 9.22518764366e-05) (6.578613 seconds, I think I'll finish in 9.6486324 minutes). Alpha: (0.000181298687561,0.0114293839954)\n",
      "Iteration 913 (change = 9.19967035078e-05) (6.467412 seconds, I think I'll finish in 9.3777474 minutes). Alpha: (0.000181204268237,0.0114292991389)\n",
      "Iteration 914 (change = 9.06723909284e-05) (6.416449 seconds, I think I'll finish in 9.19691023333 minutes). Alpha: (0.000181110106605,0.0114292147028)\n",
      "Iteration 915 (change = 8.64467668692e-05) (6.518897 seconds, I think I'll finish in 9.23510408333 minutes). Alpha: (0.000181016201754,0.0114291306843)\n",
      "Iteration 916 (change = 7.20850270827e-05) (6.490373 seconds, I think I'll finish in 9.0865222 minutes). Alpha: (0.000180922552778,0.0114290470794)\n",
      "Iteration 917 (change = 3.50487935771e-05) (6.471067 seconds, I think I'll finish in 8.95164268333 minutes). Alpha: (0.000180829158647,0.0114289633757)\n",
      "Iteration 918 (change = 2.14756096952e-05) (6.515647 seconds, I think I'll finish in 8.90471756667 minutes). Alpha: (0.000180736018462,0.0114288796313)\n",
      "Iteration 919 (change = 1.94361734893e-05) (6.523477 seconds, I think I'll finish in 8.80669395 minutes). Alpha: (0.000180643131328,0.0114287959003)\n",
      "Iteration 920 (change = 1.79150777482e-05) (6.414463 seconds, I think I'll finish in 8.55261733333 minutes). Alpha: (0.000180550496355,0.0114287122295)\n",
      "Iteration 921 (change = 1.67378556867e-05) (6.526836 seconds, I think I'll finish in 8.5936674 minutes). Alpha: (0.000180458112657,0.0114286286596)\n",
      "Iteration 922 (change = 1.57859140825e-05) (6.478542 seconds, I think I'll finish in 8.4221046 minutes). Alpha: (0.000180365979352,0.011428545226)\n",
      "Iteration 923 (change = 1.49932108512e-05) (6.520032 seconds, I think I'll finish in 8.3673744 minutes). Alpha: (0.000180274095564,0.0114284619593)\n",
      "Iteration 924 (change = 1.43249020134e-05) (6.456652 seconds, I think I'll finish in 8.17842586667 minutes). Alpha: (0.000180182460416,0.0114283788859)\n",
      "Iteration 925 (change = 1.37439773009e-05) (6.477428 seconds, I think I'll finish in 8.096785 minutes). Alpha: (0.000180091073041,0.0114282960288)\n",
      "Iteration 926 (change = 1.32305261448e-05) (6.426104 seconds, I think I'll finish in 7.92552826667 minutes). Alpha: (0.000179999932572,0.0114282134077)\n",
      "Iteration 927 (change = 1.27722977435e-05) (6.457395 seconds, I think I'll finish in 7.85649725 minutes). Alpha: (0.000179909038147,0.0114281310397)\n",
      "Iteration 928 (change = 1.23695653792e-05) (6.444563 seconds, I think I'll finish in 7.7334756 minutes). Alpha: (0.000179818388908,0.0114280489394)\n",
      "Iteration 929 (change = 1.19983971257e-05) (6.489211 seconds, I think I'll finish in 7.67889968333 minutes). Alpha: (0.000179727984001,0.0114279671195)\n",
      "Iteration 930 (change = 1.16537671137e-05) (6.478422 seconds, I think I'll finish in 7.558159 minutes). Alpha: (0.000179637822576,0.0114278855907)\n",
      "Iteration 931 (change = 1.13336924895e-05) (6.489431 seconds, I think I'll finish in 7.46284565 minutes). Alpha: (0.000179547903786,0.0114278043622)\n",
      "Iteration 932 (change = 1.10355575349e-05) (6.50049 seconds, I think I'll finish in 7.367222 minutes). Alpha: (0.000179458226789,0.0114277234419)\n",
      "Iteration 933 (change = 1.07566589318e-05) (6.585035 seconds, I think I'll finish in 7.35328908333 minutes). Alpha: (0.000179368790747,0.0114276428363)\n",
      "Iteration 934 (change = 1.0493026792e-05) (6.508591 seconds, I think I'll finish in 7.1594501 minutes). Alpha: (0.000179279594823,0.0114275625512)\n",
      "Iteration 935 (change = 1.02426705884e-05) (6.455613 seconds, I think I'll finish in 6.99358075 minutes). Alpha: (0.000179190638188,0.011427482591)\n",
      "Iteration 936 (change = 1.00038500839e-05) (6.40293 seconds, I think I'll finish in 6.829792 minutes). Alpha: (0.000179101920013,0.0114274029598)\n",
      "Iteration 937 (change = 9.7756236491e-06) (6.514034 seconds, I think I'll finish in 6.8397357 minutes). Alpha: (0.000179013439475,0.0114273236606)\n",
      "Iteration 938 (change = 9.55779119108e-06) (6.538563 seconds, I think I'll finish in 6.7565151 minutes). Alpha: (0.000178925195754,0.0114272446961)\n",
      "Iteration 939 (change = 9.3497789792e-06) (6.4734 seconds, I think I'll finish in 6.58129 minutes). Alpha: (0.000178837188033,0.0114271660683)\n",
      "Iteration 940 (change = 9.15046176673e-06) (6.485086 seconds, I think I'll finish in 6.485086 minutes). Alpha: (0.000178749415499,0.0114270877787)\n",
      "Iteration 941 (change = 8.95911250526e-06) (6.580005 seconds, I think I'll finish in 6.47033825 minutes). Alpha: (0.000178661877344,0.0114270098285)\n",
      "Iteration 942 (change = 8.77531771895e-06) (6.480176 seconds, I think I'll finish in 6.26417013333 minutes). Alpha: (0.000178574572761,0.0114269322186)\n",
      "Iteration 943 (change = 8.59859852014e-06) (6.54287 seconds, I think I'll finish in 6.2157265 minutes). Alpha: (0.000178487500949,0.0114268549495)\n",
      "Iteration 944 (change = 8.42876631398e-06) (6.486407 seconds, I think I'll finish in 6.05397986667 minutes). Alpha: (0.00017840066111,0.0114267780213)\n",
      "Iteration 945 (change = 8.265114933e-06) (6.91017 seconds, I think I'll finish in 6.3343225 minutes). Alpha: (0.000178314052448,0.0114267014342)\n",
      "Iteration 946 (change = 8.10758358829e-06) (7.787127 seconds, I think I'll finish in 7.0084143 minutes). Alpha: (0.000178227674172,0.0114266251879)\n",
      "Iteration 947 (change = 7.95563080187e-06) (7.046877 seconds, I think I'll finish in 6.22474135 minutes). Alpha: (0.000178141525495,0.011426549282)\n",
      "Iteration 948 (change = 7.80862907351e-06) (6.491777 seconds, I think I'll finish in 5.62620673333 minutes). Alpha: (0.000178055605632,0.0114264737161)\n",
      "Iteration 949 (change = 7.66641615793e-06) (6.418027 seconds, I think I'll finish in 5.45532295 minutes). Alpha: (0.000177969913801,0.0114263984893)\n",
      "Iteration 950 (change = 7.52872062664e-06) (6.399126 seconds, I think I'll finish in 5.332605 minutes). Alpha: (0.000177884449227,0.0114263236011)\n",
      "Iteration 951 (change = 7.3953387272e-06) (6.437167 seconds, I think I'll finish in 5.25701971667 minutes). Alpha: (0.000177799211134,0.0114262490505)\n",
      "Iteration 952 (change = 7.26620723761e-06) (6.473211 seconds, I think I'll finish in 5.1785688 minutes). Alpha: (0.000177714198752,0.0114261748364)\n",
      "Iteration 953 (change = 7.14103700371e-06) (6.567138 seconds, I think I'll finish in 5.1442581 minutes). Alpha: (0.000177629411313,0.011426100958)\n",
      "Iteration 954 (change = 7.01961607804e-06) (6.399967 seconds, I think I'll finish in 4.90664136667 minutes). Alpha: (0.000177544848055,0.011426027414)\n",
      "Iteration 955 (change = 6.90182735758e-06) (6.503516 seconds, I think I'll finish in 4.877637 minutes). Alpha: (0.000177460508216,0.0114259542032)\n",
      "Iteration 956 (change = 6.78748494767e-06) (6.425408 seconds, I think I'll finish in 4.71196586667 minutes). Alpha: (0.000177376391038,0.0114258813245)\n",
      "Iteration 957 (change = 6.6764511698e-06) (6.465735 seconds, I think I'll finish in 4.63377675 minutes). Alpha: (0.00017729249577,0.0114258087766)\n",
      "Iteration 958 (change = 6.56859086964e-06) (6.459041 seconds, I think I'll finish in 4.5213287 minutes). Alpha: (0.000177208821658,0.0114257365581)\n",
      "Iteration 959 (change = 6.46383064065e-06) (6.500072 seconds, I think I'll finish in 4.44171586667 minutes). Alpha: (0.000177125367958,0.0114256646678)\n",
      "Iteration 960 (change = 6.36202553257e-06) (6.43211 seconds, I think I'll finish in 4.28807333333 minutes). Alpha: (0.000177042133923,0.0114255931042)\n",
      "Iteration 961 (change = 6.26307951718e-06) (6.442643 seconds, I think I'll finish in 4.18771795 minutes). Alpha: (0.000176959118814,0.011425521866)\n",
      "Iteration 962 (change = 6.16684798424e-06) (6.490599 seconds, I think I'll finish in 4.1107127 minutes). Alpha: (0.000176876321893,0.0114254509517)\n",
      "Iteration 963 (change = 6.07332365029e-06) (6.454825 seconds, I think I'll finish in 3.98047541667 minutes). Alpha: (0.000176793742425,0.0114253803599)\n",
      "Iteration 964 (change = 5.9824570438e-06) (6.47721 seconds, I think I'll finish in 3.886326 minutes). Alpha: (0.000176711379679,0.0114253100893)\n",
      "Iteration 965 (change = 5.89402189316e-06) (6.513165 seconds, I think I'll finish in 3.79934625 minutes). Alpha: (0.000176629232927,0.0114252401382)\n",
      "Iteration 966 (change = 5.80793044702e-06) (6.534371 seconds, I think I'll finish in 3.70281023333 minutes). Alpha: (0.000176547301445,0.0114251705053)\n",
      "Iteration 967 (change = 5.72409785412e-06) (6.639504 seconds, I think I'll finish in 3.6517272 minutes). Alpha: (0.00017646558451,0.0114251011891)\n",
      "Iteration 968 (change = 5.64246638313e-06) (6.484733 seconds, I think I'll finish in 3.45852426667 minutes). Alpha: (0.000176384081404,0.0114250321881)\n",
      "Iteration 969 (change = 5.56295285033e-06) (6.534951 seconds, I think I'll finish in 3.37639135 minutes). Alpha: (0.000176302791412,0.0114249635008)\n",
      "Iteration 970 (change = 5.48548075151e-06) (6.561486 seconds, I think I'll finish in 3.280743 minutes). Alpha: (0.00017622171382,0.0114248951257)\n",
      "Iteration 971 (change = 5.40999045759e-06) (6.716013 seconds, I think I'll finish in 3.24607295 minutes). Alpha: (0.00017614084792,0.0114248270614)\n",
      "Iteration 972 (change = 5.33640548227e-06) (6.857695 seconds, I think I'll finish in 3.20025766667 minutes). Alpha: (0.000176060193005,0.0114247593064)\n",
      "Iteration 973 (change = 5.26466288758e-06) (6.664521 seconds, I think I'll finish in 2.99903445 minutes). Alpha: (0.000175979748372,0.0114246918591)\n",
      "Iteration 974 (change = 5.19471249565e-06) (6.556499 seconds, I think I'll finish in 2.84114956667 minutes). Alpha: (0.00017589951332,0.0114246247181)\n",
      "Iteration 975 (change = 5.12654374321e-06) (6.90322 seconds, I think I'll finish in 2.87634166667 minutes). Alpha: (0.000175819487153,0.0114245578819)\n",
      "Iteration 976 (change = 5.06008484335e-06) (6.494946 seconds, I think I'll finish in 2.5979784 minutes). Alpha: (0.000175739669175,0.0114244913491)\n",
      "Iteration 977 (change = 4.99524576364e-06) (6.511875 seconds, I think I'll finish in 2.49621875 minutes). Alpha: (0.000175660058696,0.011424425118)\n",
      "Iteration 978 (change = 4.93197923211e-06) (6.519453 seconds, I think I'll finish in 2.3904661 minutes). Alpha: (0.000175580655028,0.0114243591873)\n",
      "Iteration 979 (change = 4.87024079829e-06) (6.452619 seconds, I think I'll finish in 2.25841665 minutes). Alpha: (0.000175501457484,0.0114242935555)\n",
      "Iteration 980 (change = 4.81005490332e-06) (6.500729 seconds, I think I'll finish in 2.16690966667 minutes). Alpha: (0.000175422465383,0.011424228221)\n",
      "Iteration 981 (change = 4.75128631052e-06) (6.524783 seconds, I think I'll finish in 2.06618128333 minutes). Alpha: (0.000175343678044,0.0114241631825)\n",
      "Iteration 982 (change = 4.69391867391e-06) (6.550161 seconds, I think I'll finish in 1.9650483 minutes). Alpha: (0.000175265094791,0.0114240984385)\n",
      "Iteration 983 (change = 4.63789396268e-06) (6.49396 seconds, I think I'll finish in 1.83995533333 minutes). Alpha: (0.000175186714951,0.0114240339875)\n",
      "Iteration 984 (change = 4.58316137244e-06) (6.465157 seconds, I think I'll finish in 1.72404186667 minutes). Alpha: (0.000175108537851,0.011423969828)\n",
      "Iteration 985 (change = 4.52968933635e-06) (6.541749 seconds, I think I'll finish in 1.63543725 minutes). Alpha: (0.000175030562825,0.0114239059586)\n",
      "Iteration 986 (change = 4.47746024843e-06) (6.495117 seconds, I think I'll finish in 1.5155273 minutes). Alpha: (0.000174952789206,0.0114238423779)\n",
      "Iteration 987 (change = 4.42641020773e-06) (6.523115 seconds, I think I'll finish in 1.41334158333 minutes). Alpha: (0.000174875216333,0.0114237790844)\n",
      "Iteration 988 (change = 4.37650520441e-06) (6.452169 seconds, I think I'll finish in 1.2904338 minutes). Alpha: (0.000174797843545,0.0114237160767)\n",
      "Iteration 989 (change = 4.32773142947e-06) (6.49785 seconds, I think I'll finish in 1.1912725 minutes). Alpha: (0.000174720670186,0.0114236533534)\n",
      "Iteration 990 (change = 4.28004271535e-06) (6.481026 seconds, I think I'll finish in 1.080171 minutes). Alpha: (0.000174643695601,0.011423590913)\n",
      "Iteration 991 (change = 4.23340740407e-06) (6.509576 seconds, I think I'll finish in 0.9764364 minutes). Alpha: (0.00017456691914,0.0114235287542)\n",
      "Iteration 992 (change = 4.18779411697e-06) (6.505186 seconds, I think I'll finish in 0.867358133333 minutes). Alpha: (0.000174490340153,0.0114234668755)\n",
      "Iteration 993 (change = 4.14317724515e-06) (6.519417 seconds, I think I'll finish in 0.76059865 minutes). Alpha: (0.000174413957995,0.0114234052755)\n",
      "Iteration 994 (change = 4.09952656786e-06) (6.528318 seconds, I think I'll finish in 0.6528318 minutes). Alpha: (0.000174337772022,0.0114233439528)\n",
      "Iteration 995 (change = 4.05680721536e-06) (6.452963 seconds, I think I'll finish in 0.537746916667 minutes). Alpha: (0.000174261781594,0.0114232829061)\n",
      "Iteration 996 (change = 4.01507711214e-06) (6.549548 seconds, I think I'll finish in 0.436636533333 minutes). Alpha: (0.000174185986074,0.0114232221339)\n",
      "Iteration 997 (change = 3.9742468966e-06) (6.424592 seconds, I think I'll finish in 0.3212296 minutes). Alpha: (0.000174110384825,0.0114231616349)\n",
      "Iteration 998 (change = 3.9342758219e-06) (6.596823 seconds, I think I'll finish in 0.2198941 minutes). Alpha: (0.000174034977216,0.0114231014077)\n",
      "Iteration 999 (change = 3.89514286888e-06) (6.491897 seconds, I think I'll finish in 0.108198283333 minutes). Alpha: (0.000173959762617,0.0114230414509)\n",
      "Done 500\n",
      "Done 1000\n"
     ]
    }
   ],
   "source": [
    "vlda = VariationalLDA(corpus=corpus, K=K, normalise=1000.0)\n",
    "vlda.run_vb(n_its=n_its, initialise=True)\n",
    "\n",
    "lda_dict = vlda.make_dictionary(metadata=metadata, features=word_mz_range)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['phi',\n",
       " 'features',\n",
       " 'doc_metadata',\n",
       " 'K',\n",
       " 'word_index',\n",
       " 'topic_index',\n",
       " 'theta',\n",
       " 'beta',\n",
       " 'topic_metadata',\n",
       " 'alpha',\n",
       " 'corpus',\n",
       " 'doc_index',\n",
       " 'gamma']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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